From 8b4a3cedc48ac4bcfae75a530dacc757765cc8de Mon Sep 17 00:00:00 2001
From: Andreas Herten <a.herten@fz-juelich.de>
Date: Mon, 25 Feb 2019 13:28:42 +0100
Subject: [PATCH] Add a more final version of slides

---
 .gitignore                                    |     2 +
 ...nb => Introduction-to-Pandas--master.ipynb |   500 +-
 Introduction-to-Pandas--slides.html           | 20164 ++++++++++++++++
 Introduction-to-Pandas--slides.ipynb          |     1 +
 Introduction-to-Pandas--slides.pdf            |   Bin 0 -> 4141707 bytes
 Introduction-to-Pandas--solution.ipynb        |     1 +
 Introduction-to-Pandas--tasks.ipynb           |     1 +
 Makefile                                      |    28 +-
 custom.css                                    |     3 +
 img/fzjlogo.svg                               |   227 +-
 lost.json                                     |    26 +
 nest-data.csv                                 |    37 +
 notebook-task-filter.py                       |    57 +
 13 files changed, 20610 insertions(+), 437 deletions(-)
 rename Introduction-to-Pandas.ipynb => Introduction-to-Pandas--master.ipynb (71%)
 create mode 100644 Introduction-to-Pandas--slides.html
 create mode 100644 Introduction-to-Pandas--slides.ipynb
 create mode 100644 Introduction-to-Pandas--slides.pdf
 create mode 100644 Introduction-to-Pandas--solution.ipynb
 create mode 100644 Introduction-to-Pandas--tasks.ipynb
 create mode 100644 lost.json
 create mode 100644 nest-data.csv
 create mode 100755 notebook-task-filter.py

diff --git a/.gitignore b/.gitignore
index ac0a4ce..6385ed8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,5 @@
 jan-theme
 custom.kit.css
 .ipynb_checkpoints/Introduction-to-Pandas-checkpoint.ipynb
+.prototyping/
+.ipynb_checkpoints/
diff --git a/Introduction-to-Pandas.ipynb b/Introduction-to-Pandas--master.ipynb
similarity index 71%
rename from Introduction-to-Pandas.ipynb
rename to Introduction-to-Pandas--master.ipynb
index e25ecf6..5bc3f8e 100644
--- a/Introduction-to-Pandas.ipynb
+++ b/Introduction-to-Pandas--master.ipynb
@@ -3,11 +3,7 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "id": "title-slide",
-    "slideshow": {
-     "id": "title-slide",
-     "slide_type": "slide"
-    }
+    "exercise": "task"
    },
    "source": [
     "# *Introduction to* Data Analysis and Plotting with Pandas\n",
@@ -16,6 +12,42 @@
     "Andreas Herten, Forschungszentrum Jülich, 26 February 2019"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "exercise": "onlypresentation",
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "source": [
+    "**Version: Slides**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "exercise": "onlysolution",
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "source": [
+    "**Version: Solutions**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "exercise": "onlytask",
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "source": [
+    "**Version: Tasks**"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -32,6 +64,24 @@
     "* I think Pandas is awesome and you should use it too"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "exercise": "task"
+   },
+   "source": [
+    "## Outline\n",
+    "\n",
+    "* [Task 1](#task1)\n",
+    "* [Task 2](#task2)\n",
+    "* [Task 3](#task3)\n",
+    "* [Task 4](#task4)\n",
+    "* [Task 5](#task5)\n",
+    "* [Task 6](#task6)\n",
+    "* [Task 7](#task7)\n",
+    "* [Bonus Task](#taskb)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -44,7 +94,7 @@
     "\n",
     "* 60 minutes (we might do this again for some advanced stuff if you want to)\n",
     "* Alternating between lecture and hands-on\n",
-    "* Direct feedback via https://www.polleverywhere.com/"
+    "* Please give status via **[pollev.com/aherten538](https://pollev.com/aherten538)**"
    ]
   },
   {
@@ -56,8 +106,7 @@
    },
    "source": [
     "* Please open Jupyter Notebook of this session\n",
-    "    - … either on your **local machine** (which has Pandas)  \n",
-    "    Download here\n",
+    "    - … either on your **local machine** (which has Pandas)\n",
     "    - … or on the **JSC Jupyter service** at https://jupyter-jsc.fz-juelich.de/\n",
     "        - Either `pip install --user pandas seaborn` once in a shell and `cp $PROJECT_cjsc/herten1/pandas/notebook.ipynb ~/`\n",
     "        - Or \n",
@@ -1367,26 +1416,27 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "exercise": "explanation",
+    "exercise": "task",
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 1\n",
+    "<a name=\"task1\"></a>\n",
     "\n",
     "* Create data frame with\n",
     "    - 10 names of dinosaurs, \n",
     "    - their favourite prime number, \n",
     "    - and their favourite color\n",
     "* Play around with the frame\n",
-    "* Tell me on poll when you're done"
+    "* Tell me on poll when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
-    "exercise": "task",
+    "exercise": "nopresentation",
     "slideshow": {
      "slide_type": "skip"
     }
@@ -1531,7 +1581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1616,7 +1666,7 @@
        "4  1.2 2018-02-26 -0.718282  entries  Same"
       ]
      },
-     "execution_count": 95,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1673,7 +1723,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-2.718282</td>\n",
        "      <td>This</td>\n",
        "      <td>Same</td>\n",
@@ -1681,7 +1731,7 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-1.304068</td>\n",
        "      <td>has</td>\n",
        "      <td>Same</td>\n",
@@ -1689,7 +1739,7 @@
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-0.718282</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
@@ -1697,7 +1747,7 @@
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>0.986231</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
@@ -1705,7 +1755,7 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>1.718282</td>\n",
        "      <td>column</td>\n",
        "      <td>Same</td>\n",
@@ -1716,11 +1766,11 @@
       ],
       "text/plain": [
        "     A          B         C        D     E\n",
-       "0  1.2 2017-05-03 -2.718282     This  Same\n",
-       "2  1.2 2017-05-03 -1.304068      has  Same\n",
-       "4  1.2 2017-05-03 -0.718282  entries  Same\n",
-       "3  1.2 2017-05-03  0.986231  entries  Same\n",
-       "1  1.2 2017-05-03  1.718282   column  Same"
+       "0  1.2 2018-02-26 -2.718282     This  Same\n",
+       "2  1.2 2018-02-26 -1.304068      has  Same\n",
+       "4  1.2 2018-02-26 -0.718282  entries  Same\n",
+       "3  1.2 2018-02-26  0.986231  entries  Same\n",
+       "1  1.2 2018-02-26  1.718282   column  Same"
       ]
      },
      "execution_count": 25,
@@ -1773,7 +1823,7 @@
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>0.99</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
@@ -1781,7 +1831,7 @@
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-0.72</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
@@ -1792,8 +1842,8 @@
       ],
       "text/plain": [
        "     A          B     C        D     E\n",
-       "3  1.2 2017-05-03  0.99  entries  Same\n",
-       "4  1.2 2017-05-03 -0.72  entries  Same"
+       "3  1.2 2018-02-26  0.99  entries  Same\n",
+       "4  1.2 2018-02-26 -0.72  entries  Same"
       ]
      },
      "execution_count": 26,
@@ -1850,11 +1900,11 @@
       "\\toprule\n",
       "{} &    A &          B &     C &        D &     E \\\\\n",
       "\\midrule\n",
-      "0 &  1.2 & 2017-05-03 & -2.72 &     This &  Same \\\\\n",
-      "1 &  1.2 & 2017-05-03 &  1.72 &   column &  Same \\\\\n",
-      "2 &  1.2 & 2017-05-03 & -1.30 &      has &  Same \\\\\n",
-      "3 &  1.2 & 2017-05-03 &  0.99 &  entries &  Same \\\\\n",
-      "4 &  1.2 & 2017-05-03 & -0.72 &  entries &  Same \\\\\n",
+      "0 &  1.2 & 2018-02-26 & -2.72 &     This &  Same \\\\\n",
+      "1 &  1.2 & 2018-02-26 &  1.72 &   column &  Same \\\\\n",
+      "2 &  1.2 & 2018-02-26 & -1.30 &      has &  Same \\\\\n",
+      "3 &  1.2 & 2018-02-26 &  0.99 &  entries &  Same \\\\\n",
+      "4 &  1.2 & 2018-02-26 & -0.72 &  entries &  Same \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\n"
@@ -1989,27 +2039,32 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 2\n",
+    "<a name=\"task2\"></a>\n",
     "\n",
     "* Read in `nest-data.csv` to `DataFrame`; call it `df`\n",
-    "* Get to know it"
+    "* Get to know it and play a bit with it\n",
+    "* Tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
+   "execution_count": 30,
+   "metadata": {
+    "exercise": "task"
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "id,Nodes,Tasks/Node,Thread/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n",
+      "id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n",
       "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n",
       "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n"
      ]
@@ -2021,8 +2076,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 31,
    "metadata": {
+    "exercise": "solution",
     "slideshow": {
      "slide_type": "fragment"
     }
@@ -2244,7 +2300,7 @@
        "[5 rows x 21 columns]"
       ]
      },
-     "execution_count": 170,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2301,7 +2357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -2336,7 +2392,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-2.718282</td>\n",
        "      <td>This</td>\n",
        "      <td>Same</td>\n",
@@ -2344,7 +2400,7 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>1.718282</td>\n",
        "      <td>column</td>\n",
        "      <td>Same</td>\n",
@@ -2352,7 +2408,7 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-1.304068</td>\n",
        "      <td>has</td>\n",
        "      <td>Same</td>\n",
@@ -2363,12 +2419,12 @@
       ],
       "text/plain": [
        "     A          B         C       D     E\n",
-       "0  1.2 2017-05-03 -2.718282    This  Same\n",
-       "1  1.2 2017-05-03  1.718282  column  Same\n",
-       "2  1.2 2017-05-03 -1.304068     has  Same"
+       "0  1.2 2018-02-26 -2.718282    This  Same\n",
+       "1  1.2 2018-02-26  1.718282  column  Same\n",
+       "2  1.2 2018-02-26 -1.304068     has  Same"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2379,7 +2435,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -2393,7 +2449,7 @@
        "Name: C, dtype: float64"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2417,7 +2473,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 34,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2488,7 +2544,7 @@
        "4  1.2 -0.718282"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2515,7 +2571,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -2550,7 +2606,7 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>1.718282</td>\n",
        "      <td>column</td>\n",
        "      <td>Same</td>\n",
@@ -2558,7 +2614,7 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-1.304068</td>\n",
        "      <td>has</td>\n",
        "      <td>Same</td>\n",
@@ -2569,11 +2625,11 @@
       ],
       "text/plain": [
        "     A          B         C       D     E\n",
-       "1  1.2 2017-05-03  1.718282  column  Same\n",
-       "2  1.2 2017-05-03 -1.304068     has  Same"
+       "1  1.2 2018-02-26  1.718282  column  Same\n",
+       "2  1.2 2018-02-26 -1.304068     has  Same"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2595,7 +2651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -2653,7 +2709,7 @@
        "2  1.2 2018-02-26 -1.304068     has  Same"
       ]
      },
-     "execution_count": 99,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2664,7 +2720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -2722,7 +2778,7 @@
        "3  1.2 2018-02-26  0.986231  entries  Same"
       ]
      },
-     "execution_count": 100,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2744,7 +2800,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 38,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2783,7 +2839,7 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-1.304068</td>\n",
        "      <td>has</td>\n",
        "      <td>Same</td>\n",
@@ -2791,7 +2847,7 @@
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-0.718282</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
@@ -2802,11 +2858,11 @@
       ],
       "text/plain": [
        "     A          B         C        D     E\n",
-       "2  1.2 2017-05-03 -1.304068      has  Same\n",
-       "4  1.2 2017-05-03 -0.718282  entries  Same"
+       "2  1.2 2018-02-26 -1.304068      has  Same\n",
+       "4  1.2 2018-02-26 -0.718282  entries  Same"
       ]
      },
-     "execution_count": 94,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2829,7 +2885,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 39,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2874,35 +2930,35 @@
        "    <tr>\n",
        "      <th>This</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-2.718282</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>column</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>1.718282</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>has</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-1.304068</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>entries</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>0.986231</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>entries</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-0.718282</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
@@ -2913,14 +2969,14 @@
       "text/plain": [
        "           A          B         C     E\n",
        "D                                      \n",
-       "This     1.2 2017-05-03 -2.718282  Same\n",
-       "column   1.2 2017-05-03  1.718282  Same\n",
-       "has      1.2 2017-05-03 -1.304068  Same\n",
-       "entries  1.2 2017-05-03  0.986231  Same\n",
-       "entries  1.2 2017-05-03 -0.718282  Same"
+       "This     1.2 2018-02-26 -2.718282  Same\n",
+       "column   1.2 2018-02-26  1.718282  Same\n",
+       "has      1.2 2018-02-26 -1.304068  Same\n",
+       "entries  1.2 2018-02-26  0.986231  Same\n",
+       "entries  1.2 2018-02-26 -0.718282  Same"
       ]
      },
-     "execution_count": 90,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2932,7 +2988,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -2973,14 +3029,14 @@
        "    <tr>\n",
        "      <th>entries</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>0.986231</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>entries</th>\n",
        "      <td>1.2</td>\n",
-       "      <td>2017-05-03</td>\n",
+       "      <td>2018-02-26</td>\n",
        "      <td>-0.718282</td>\n",
        "      <td>Same</td>\n",
        "    </tr>\n",
@@ -2991,11 +3047,11 @@
       "text/plain": [
        "           A          B         C     E\n",
        "D                                      \n",
-       "entries  1.2 2017-05-03  0.986231  Same\n",
-       "entries  1.2 2017-05-03 -0.718282  Same"
+       "entries  1.2 2018-02-26  0.986231  Same\n",
+       "entries  1.2 2018-02-26 -0.718282  Same"
       ]
      },
-     "execution_count": 91,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3018,7 +3074,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 490,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -3047,8 +3103,6 @@
        "      <th>C</th>\n",
        "      <th>D</th>\n",
        "      <th>E</th>\n",
-       "      <th>F</th>\n",
-       "      <th>G</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -3059,8 +3113,6 @@
        "      <td>1.718282</td>\n",
        "      <td>column</td>\n",
        "      <td>Same</td>\n",
-       "      <td>0.518282</td>\n",
-       "      <td>2.952492</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -3069,20 +3121,18 @@
        "      <td>0.986231</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
-       "      <td>-0.213769</td>\n",
-       "      <td>0.972652</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "     A          B         C        D     E         F         G\n",
-       "1  1.2 2018-02-26  1.718282   column  Same  0.518282  2.952492\n",
-       "3  1.2 2018-02-26  0.986231  entries  Same -0.213769  0.972652"
+       "     A          B         C        D     E\n",
+       "1  1.2 2018-02-26  1.718282   column  Same\n",
+       "3  1.2 2018-02-26  0.986231  entries  Same"
       ]
      },
-     "execution_count": 490,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3093,7 +3143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 495,
+   "execution_count": 42,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -3126,8 +3176,6 @@
        "      <th>C</th>\n",
        "      <th>D</th>\n",
        "      <th>E</th>\n",
-       "      <th>F</th>\n",
-       "      <th>G</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -3138,19 +3186,17 @@
        "      <td>-0.718282</td>\n",
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
-       "      <td>-1.918282</td>\n",
-       "      <td>0.515929</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "     A          B         C        D     E         F         G\n",
-       "4  1.2 2018-02-26 -0.718282  entries  Same -1.918282  0.515929"
+       "     A          B         C        D     E\n",
+       "4  1.2 2018-02-26 -0.718282  entries  Same"
       ]
      },
-     "execution_count": 495,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3180,7 +3226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 43,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -3251,7 +3297,7 @@
        "2  1.2 2018-02-26 -1.304068     has  Same"
       ]
      },
-     "execution_count": 117,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3262,7 +3308,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 44,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -3337,7 +3383,7 @@
        "2  1.2 2018-02-26 -1.304068     has  Same -2.504068"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3349,7 +3395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 440,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3358,7 +3404,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 441,
+   "execution_count": 46,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -3437,7 +3483,7 @@
        "4  1.2 2018-02-26 -0.718282  entries  Same -1.918282  0.515929"
       ]
      },
-     "execution_count": 441,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3448,7 +3494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 47,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -3482,6 +3528,7 @@
        "      <th>D</th>\n",
        "      <th>E</th>\n",
        "      <th>F</th>\n",
+       "      <th>G</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -3493,6 +3540,7 @@
        "      <td>This</td>\n",
        "      <td>Same</td>\n",
        "      <td>-3.918282</td>\n",
+       "      <td>7.389056</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -3502,6 +3550,7 @@
        "      <td>column</td>\n",
        "      <td>Same</td>\n",
        "      <td>0.518282</td>\n",
+       "      <td>2.952492</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -3511,6 +3560,7 @@
        "      <td>has</td>\n",
        "      <td>Same</td>\n",
        "      <td>-2.504068</td>\n",
+       "      <td>1.700594</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -3520,6 +3570,7 @@
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
        "      <td>-0.213769</td>\n",
+       "      <td>0.972652</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -3529,6 +3580,7 @@
        "      <td>entries</td>\n",
        "      <td>Same</td>\n",
        "      <td>-1.918282</td>\n",
+       "      <td>0.515929</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
@@ -3538,22 +3590,23 @@
        "      <td>has it?</td>\n",
        "      <td>Same</td>\n",
        "      <td>23.000000</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "     A          B         C        D     E          F\n",
-       "0  1.2 2018-02-26 -2.718282     This  Same  -3.918282\n",
-       "1  1.2 2018-02-26  1.718282   column  Same   0.518282\n",
-       "2  1.2 2018-02-26 -1.304068      has  Same  -2.504068\n",
-       "3  1.2 2018-02-26  0.986231  entries  Same  -0.213769\n",
-       "4  1.2 2018-02-26 -0.718282  entries  Same  -1.918282\n",
-       "5  1.3 2018-02-27 -0.777000  has it?  Same  23.000000"
+       "     A          B         C        D     E          F         G\n",
+       "0  1.2 2018-02-26 -2.718282     This  Same  -3.918282  7.389056\n",
+       "1  1.2 2018-02-26  1.718282   column  Same   0.518282  2.952492\n",
+       "2  1.2 2018-02-26 -1.304068      has  Same  -2.504068  1.700594\n",
+       "3  1.2 2018-02-26  0.986231  entries  Same  -0.213769  0.972652\n",
+       "4  1.2 2018-02-26 -0.718282  entries  Same  -1.918282  0.515929\n",
+       "5  1.3 2018-02-27 -0.777000  has it?  Same  23.000000       NaN"
       ]
      },
-     "execution_count": 125,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3580,7 +3633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 48,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -3633,7 +3686,7 @@
        "1  Second      1"
       ]
      },
-     "execution_count": 138,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3645,7 +3698,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -3694,7 +3747,7 @@
        "1  Second      2"
       ]
      },
-     "execution_count": 154,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3717,7 +3770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -3778,7 +3831,7 @@
        "1  Second      2"
       ]
      },
-     "execution_count": 140,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3800,7 +3853,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -3861,7 +3914,7 @@
        "3  Second      2"
       ]
      },
-     "execution_count": 141,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3883,7 +3936,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -3938,7 +3991,7 @@
        "1  Second      1  Second      2"
       ]
      },
-     "execution_count": 152,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3960,7 +4013,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -4012,7 +4065,7 @@
        "1  Second        1        2"
       ]
      },
-     "execution_count": 162,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4024,19 +4077,22 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "subslide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 3\n",
+    "<a name=\"task3\"></a>\n",
     "\n",
-    "* Add a column to the Nest data frame called `Virtual Processes` which is the total number of threads across all nodes (i.e. the product of threads per task and tasks per node and nodes)"
+    "* Add a column to the Nest data frame called `Virtual Processes` which is the total number of threads across all nodes (i.e. the product of threads per task and tasks per node and nodes)\n",
+    "* Remember to tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 174,
+   "execution_count": 54,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -4260,7 +4316,7 @@
        "[5 rows x 22 columns]"
       ]
      },
-     "execution_count": 174,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4272,7 +4328,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 55,
    "metadata": {
     "exercise": "solution"
    },
@@ -4290,7 +4346,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 176,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4321,7 +4377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 56,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -4335,7 +4391,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 57,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -4349,7 +4405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 58,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -4389,7 +4445,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 59,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -4402,7 +4458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -4427,22 +4483,25 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 4\n",
+    "<a name=\"task4\"></a>\n",
     "\n",
     "* Sort the data frame by the virtual proccesses\n",
     "* Plot `\"Presim. Time / s\"` and `\"Sim. Time / s\"` of our data frame `df` as a function of the virtual processes\n",
     "* Use a dashed, red line for `\"Presim. Time / s\"`, a blue line for `\"Sim. Time / s\"` (see [API description](https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot))\n",
-    "* Don't forget to label your axes and to add a legend"
+    "* Don't forget to label your axes and to add a legend\n",
+    "* Submit when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 61,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -4456,7 +4515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 200,
+   "execution_count": 62,
    "metadata": {
     "exercise": "solution"
    },
@@ -4525,7 +4584,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 247,
+   "execution_count": 63,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -4560,7 +4619,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": 64,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -4591,7 +4650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 228,
+   "execution_count": 65,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -4623,7 +4682,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 206,
+   "execution_count": 66,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -4647,7 +4706,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 240,
+   "execution_count": 67,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -4672,12 +4731,14 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 5\n",
+    "<a name=\"task5\"></a>\n",
     "\n",
     "Use the NEST data frame `df` to:\n",
     "\n",
@@ -4685,12 +4746,14 @@
     "2. Plot `\"Presim. Program / s\"` and `\"Sim. Time / s`\" individually\n",
     "3. Plot them onto one common canvas!\n",
     "4. Make them have the same line colors and styles as before\n",
-    "5. Add a legend, add missing labels"
+    "5. Add a legend, add missing labels\n",
+    "\n",
+    "* Done? Tell me! [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 68,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -4704,7 +4767,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 243,
+   "execution_count": 69,
    "metadata": {
     "exercise": "solution"
    },
@@ -4726,7 +4789,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 70,
    "metadata": {
     "exercise": "solution"
    },
@@ -4748,7 +4811,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 221,
+   "execution_count": 71,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -4774,7 +4837,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
+   "execution_count": 72,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -4812,7 +4875,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -4854,7 +4917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -4874,7 +4937,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 255,
+   "execution_count": 75,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -4898,7 +4961,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 270,
+   "execution_count": 76,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -4923,7 +4986,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 334,
+   "execution_count": 77,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -4932,9 +4995,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 864x288 with 2 Axes>"
+       "<Figure size 864x432 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -4953,7 +5016,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 498,
+   "execution_count": 78,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -4962,7 +5025,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x432 with 2 Axes>"
       ]
@@ -5020,12 +5083,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 465,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x288 with 1 Axes>"
       ]
@@ -5054,12 +5117,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 464,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x288 with 1 Axes>"
       ]
@@ -5088,7 +5151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 467,
+   "execution_count": 81,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -5097,7 +5160,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x288 with 2 Axes>"
       ]
@@ -5132,7 +5195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 473,
+   "execution_count": 82,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -5146,7 +5209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 349,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
@@ -5177,7 +5240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 477,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -5197,7 +5260,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 478,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
@@ -5217,7 +5280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 480,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -5237,7 +5300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 481,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -5270,7 +5333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 475,
+   "execution_count": 88,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
@@ -5284,7 +5347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 476,
+   "execution_count": 89,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -5293,7 +5356,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -5322,7 +5385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 482,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -5331,12 +5394,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 484,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -5352,21 +5415,24 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 6\n",
+    "<a name=\"task6\"></a>\n",
     "\n",
     "* To your `df` NEST data frame, add a column with the unaccounted time (`Unaccounted Time / s`), which is the difference of program runtime, average neuron build time, minimal edge build time, minimal initialization time, presimulation time, and simulation time.  \n",
     "(*I know this is technically not super correct, but it will do for our example.*)\n",
-    "* Plot a stacked bar plot of all these columns (except for program runtime) over the virtual processes"
+    "* Plot a stacked bar plot of all these columns (except for program runtime) over the virtual processes\n",
+    "* Remember: [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 429,
+   "execution_count": 92,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -5389,7 +5455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 445,
+   "execution_count": 93,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -5479,7 +5545,7 @@
        "16                                0.70              7.95         142.81  "
       ]
      },
-     "execution_count": 445,
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5490,7 +5556,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 431,
+   "execution_count": 94,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -5528,7 +5594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 438,
+   "execution_count": 95,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -5799,7 +5865,7 @@
        "1     2          12                   1.5         1.5                  2.28  "
       ]
      },
-     "execution_count": 438,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5811,7 +5877,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 447,
+   "execution_count": 96,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5853,7 +5919,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 505,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -6132,7 +6198,7 @@
        "[6 rows x 21 columns]"
       ]
      },
-     "execution_count": 505,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6164,7 +6230,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 540,
+   "execution_count": 98,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6177,7 +6243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 544,
+   "execution_count": 99,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -6254,7 +6320,7 @@
        " 0.518282  2.952492       NaN"
       ]
      },
-     "execution_count": 544,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6270,7 +6336,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 546,
+   "execution_count": 100,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -6295,21 +6361,24 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## Task\n",
+    "## Task 7\n",
+    "<a name=\"task7\"></a>\n",
     "\n",
     "* Create a pivot table based on the NEST `df` data frame\n",
     "* Let the `x` axis show the number of nodes; display the values of the simulation time `\"Sim. Time / s\"` for the tasks per node and threas per task configurations\n",
-    "* Please plot a bar plot"
+    "* Please plot a bar plot\n",
+    "* Done? [pollev.com/aherten538](https://pollev.com/aherten538)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 555,
+   "execution_count": 101,
    "metadata": {
     "exercise": "solution",
     "slideshow": {
@@ -6339,11 +6408,14 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "exercise": "task",
     "slideshow": {
      "slide_type": "fragment"
     }
    },
    "source": [
+    "<a name=\"taskb\"></a>\n",
+    "\n",
     "* Bonus task\n",
     "    - Use `Sim. Time / s` and `Presim. Time / s` as values to show\n",
     "    - Show a stack of those two values inside the pivot table"
@@ -6357,7 +6429,23 @@
     }
    },
    "source": [
-    "## The End"
+    "## The End\n",
+    "\n",
+    "* Pandas works on data frames\n",
+    "* Slice frames to your likings\n",
+    "* Plot frames\n",
+    "    - Together with Matplotlib, Seaborn, others\n",
+    "* Pivot tables are next level greatness\n",
+    "* Thanks for being here! 😍"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "exercise": "task"
+   },
+   "source": [
+    "<span class=\"feedback\">Tell me what you think about this tutorial! <a href=\"mailto:a.herten@fz-juelich.de\">a.herten@fz-juelich.de</a></span>"
    ]
   }
  ],
diff --git a/Introduction-to-Pandas--slides.html b/Introduction-to-Pandas--slides.html
new file mode 100644
index 0000000..8486c20
--- /dev/null
+++ b/Introduction-to-Pandas--slides.html
@@ -0,0 +1,20164 @@
+
+<!DOCTYPE html>
+<html>
+<head>
+
+<meta charset="utf-8" />
+<meta http-equiv="X-UA-Compatible" content="chrome=1" />
+
+<meta name="apple-mobile-web-app-capable" content="yes" />
+<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
+
+
+<title>Introduction-to-Pandas--slides slides</title>
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+<!-- General and theme style sheets -->
+<link rel="stylesheet" href="reveal.js/css/reveal.css">
+<link rel="stylesheet" href="reveal.js/css/theme/simple.css" id="theme">
+
+<!-- If the query includes 'print-pdf', include the PDF print sheet -->
+<script>
+if( window.location.search.match( /print-pdf/gi ) ) {
+        var link = document.createElement( 'link' );
+        link.rel = 'stylesheet';
+        link.type = 'text/css';
+        link.href = 'reveal.js/css/print/pdf.css';
+        document.getElementsByTagName( 'head' )[0].appendChild( link );
+}
+
+</script>
+
+<!--[if lt IE 9]>
+<script src="reveal.js/lib/js/html5shiv.js"></script>
+<![endif]-->
+
+<!-- Loading the mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration -->
+
+<!-- Get Font-awesome from cdn -->
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.css">
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
+  margin: 0;
+}
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
+header,
+hgroup,
+main,
+menu,
+nav,
+section,
+summary {
+  display: block;
+}
+audio,
+canvas,
+progress,
+video {
+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
+}
+[hidden],
+template {
+  display: none;
+}
+a {
+  background-color: transparent;
+}
+a:active,
+a:hover {
+  outline: 0;
+}
+abbr[title] {
+  border-bottom: 1px dotted;
+}
+b,
+strong {
+  font-weight: bold;
+}
+dfn {
+  font-style: italic;
+}
+h1 {
+  font-size: 2em;
+  margin: 0.67em 0;
+}
+mark {
+  background: #ff0;
+  color: #000;
+}
+small {
+  font-size: 80%;
+}
+sub,
+sup {
+  font-size: 75%;
+  line-height: 0;
+  position: relative;
+  vertical-align: baseline;
+}
+sup {
+  top: -0.5em;
+}
+sub {
+  bottom: -0.25em;
+}
+img {
+  border: 0;
+}
+svg:not(:root) {
+  overflow: hidden;
+}
+figure {
+  margin: 1em 40px;
+}
+hr {
+  box-sizing: content-box;
+  height: 0;
+}
+pre {
+  overflow: auto;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace, monospace;
+  font-size: 1em;
+}
+button,
+input,
+optgroup,
+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
+  -webkit-appearance: button;
+  cursor: pointer;
+}
+button[disabled],
+html input[disabled] {
+  cursor: default;
+}
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+  border: 0;
+  padding: 0;
+}
+input {
+  line-height: normal;
+}
+input[type="checkbox"],
+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
+.glyphicon-plus:before {
+  content: "\002b";
+}
+.glyphicon-euro:before,
+.glyphicon-eur:before {
+  content: "\20ac";
+}
+.glyphicon-minus:before {
+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
+}
+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
+.glyphicon-align-justify:before {
+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
+.glyphicon-tasks:before {
+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: all 0.2s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: all 0.2s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
+.h1 small,
+.h2 small,
+.h3 small,
+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
+h2 .small,
+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: opacity 0.15s linear;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: opacity 0.15s linear;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-property: height, visibility;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -webkit-transition-duration: 0.35s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-duration: 0.35s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -webkit-transition-timing-function: ease;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-timing-function: ease;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: border 0.2s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: border 0.2s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: width 0.6s ease;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: width 0.6s ease;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -moz-transition: -moz-transform 0.3s ease-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: -o-transform 0.3s ease-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: transform 0.3s ease-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: 0.6s ease-in-out left;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: 0.6s ease-in-out left;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+    -o-transition: -o-transform 0.6s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+    transition: transform 0.6s ease-in-out;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
+.fa-css3:before {
+  content: "\f13c";
+}
+.fa-anchor:before {
+  content: "\f13d";
+}
+.fa-unlock-alt:before {
+  content: "\f13e";
+}
+.fa-bullseye:before {
+  content: "\f140";
+}
+.fa-ellipsis-h:before {
+  content: "\f141";
+}
+.fa-ellipsis-v:before {
+  content: "\f142";
+}
+.fa-rss-square:before {
+  content: "\f143";
+}
+.fa-play-circle:before {
+  content: "\f144";
+}
+.fa-ticket:before {
+  content: "\f145";
+}
+.fa-minus-square:before {
+  content: "\f146";
+}
+.fa-minus-square-o:before {
+  content: "\f147";
+}
+.fa-level-up:before {
+  content: "\f148";
+}
+.fa-level-down:before {
+  content: "\f149";
+}
+.fa-check-square:before {
+  content: "\f14a";
+}
+.fa-pencil-square:before {
+  content: "\f14b";
+}
+.fa-external-link-square:before {
+  content: "\f14c";
+}
+.fa-share-square:before {
+  content: "\f14d";
+}
+.fa-compass:before {
+  content: "\f14e";
+}
+.fa-toggle-down:before,
+.fa-caret-square-o-down:before {
+  content: "\f150";
+}
+.fa-toggle-up:before,
+.fa-caret-square-o-up:before {
+  content: "\f151";
+}
+.fa-toggle-right:before,
+.fa-caret-square-o-right:before {
+  content: "\f152";
+}
+.fa-euro:before,
+.fa-eur:before {
+  content: "\f153";
+}
+.fa-gbp:before {
+  content: "\f154";
+}
+.fa-dollar:before,
+.fa-usd:before {
+  content: "\f155";
+}
+.fa-rupee:before,
+.fa-inr:before {
+  content: "\f156";
+}
+.fa-cny:before,
+.fa-rmb:before,
+.fa-yen:before,
+.fa-jpy:before {
+  content: "\f157";
+}
+.fa-ruble:before,
+.fa-rouble:before,
+.fa-rub:before {
+  content: "\f158";
+}
+.fa-won:before,
+.fa-krw:before {
+  content: "\f159";
+}
+.fa-bitcoin:before,
+.fa-btc:before {
+  content: "\f15a";
+}
+.fa-file:before {
+  content: "\f15b";
+}
+.fa-file-text:before {
+  content: "\f15c";
+}
+.fa-sort-alpha-asc:before {
+  content: "\f15d";
+}
+.fa-sort-alpha-desc:before {
+  content: "\f15e";
+}
+.fa-sort-amount-asc:before {
+  content: "\f160";
+}
+.fa-sort-amount-desc:before {
+  content: "\f161";
+}
+.fa-sort-numeric-asc:before {
+  content: "\f162";
+}
+.fa-sort-numeric-desc:before {
+  content: "\f163";
+}
+.fa-thumbs-up:before {
+  content: "\f164";
+}
+.fa-thumbs-down:before {
+  content: "\f165";
+}
+.fa-youtube-square:before {
+  content: "\f166";
+}
+.fa-youtube:before {
+  content: "\f167";
+}
+.fa-xing:before {
+  content: "\f168";
+}
+.fa-xing-square:before {
+  content: "\f169";
+}
+.fa-youtube-play:before {
+  content: "\f16a";
+}
+.fa-dropbox:before {
+  content: "\f16b";
+}
+.fa-stack-overflow:before {
+  content: "\f16c";
+}
+.fa-instagram:before {
+  content: "\f16d";
+}
+.fa-flickr:before {
+  content: "\f16e";
+}
+.fa-adn:before {
+  content: "\f170";
+}
+.fa-bitbucket:before {
+  content: "\f171";
+}
+.fa-bitbucket-square:before {
+  content: "\f172";
+}
+.fa-tumblr:before {
+  content: "\f173";
+}
+.fa-tumblr-square:before {
+  content: "\f174";
+}
+.fa-long-arrow-down:before {
+  content: "\f175";
+}
+.fa-long-arrow-up:before {
+  content: "\f176";
+}
+.fa-long-arrow-left:before {
+  content: "\f177";
+}
+.fa-long-arrow-right:before {
+  content: "\f178";
+}
+.fa-apple:before {
+  content: "\f179";
+}
+.fa-windows:before {
+  content: "\f17a";
+}
+.fa-android:before {
+  content: "\f17b";
+}
+.fa-linux:before {
+  content: "\f17c";
+}
+.fa-dribbble:before {
+  content: "\f17d";
+}
+.fa-skype:before {
+  content: "\f17e";
+}
+.fa-foursquare:before {
+  content: "\f180";
+}
+.fa-trello:before {
+  content: "\f181";
+}
+.fa-female:before {
+  content: "\f182";
+}
+.fa-male:before {
+  content: "\f183";
+}
+.fa-gittip:before,
+.fa-gratipay:before {
+  content: "\f184";
+}
+.fa-sun-o:before {
+  content: "\f185";
+}
+.fa-moon-o:before {
+  content: "\f186";
+}
+.fa-archive:before {
+  content: "\f187";
+}
+.fa-bug:before {
+  content: "\f188";
+}
+.fa-vk:before {
+  content: "\f189";
+}
+.fa-weibo:before {
+  content: "\f18a";
+}
+.fa-renren:before {
+  content: "\f18b";
+}
+.fa-pagelines:before {
+  content: "\f18c";
+}
+.fa-stack-exchange:before {
+  content: "\f18d";
+}
+.fa-arrow-circle-o-right:before {
+  content: "\f18e";
+}
+.fa-arrow-circle-o-left:before {
+  content: "\f190";
+}
+.fa-toggle-left:before,
+.fa-caret-square-o-left:before {
+  content: "\f191";
+}
+.fa-dot-circle-o:before {
+  content: "\f192";
+}
+.fa-wheelchair:before {
+  content: "\f193";
+}
+.fa-vimeo-square:before {
+  content: "\f194";
+}
+.fa-turkish-lira:before,
+.fa-try:before {
+  content: "\f195";
+}
+.fa-plus-square-o:before {
+  content: "\f196";
+}
+.fa-space-shuttle:before {
+  content: "\f197";
+}
+.fa-slack:before {
+  content: "\f198";
+}
+.fa-envelope-square:before {
+  content: "\f199";
+}
+.fa-wordpress:before {
+  content: "\f19a";
+}
+.fa-openid:before {
+  content: "\f19b";
+}
+.fa-institution:before,
+.fa-bank:before,
+.fa-university:before {
+  content: "\f19c";
+}
+.fa-mortar-board:before,
+.fa-graduation-cap:before {
+  content: "\f19d";
+}
+.fa-yahoo:before {
+  content: "\f19e";
+}
+.fa-google:before {
+  content: "\f1a0";
+}
+.fa-reddit:before {
+  content: "\f1a1";
+}
+.fa-reddit-square:before {
+  content: "\f1a2";
+}
+.fa-stumbleupon-circle:before {
+  content: "\f1a3";
+}
+.fa-stumbleupon:before {
+  content: "\f1a4";
+}
+.fa-delicious:before {
+  content: "\f1a5";
+}
+.fa-digg:before {
+  content: "\f1a6";
+}
+.fa-pied-piper-pp:before {
+  content: "\f1a7";
+}
+.fa-pied-piper-alt:before {
+  content: "\f1a8";
+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-resistance:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-y-combinator-square:before,
+.fa-yc-square:before,
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+.fa-buysellads:before {
+  content: "\f20d";
+}
+.fa-connectdevelop:before {
+  content: "\f20e";
+}
+.fa-dashcube:before {
+  content: "\f210";
+}
+.fa-forumbee:before {
+  content: "\f211";
+}
+.fa-leanpub:before {
+  content: "\f212";
+}
+.fa-sellsy:before {
+  content: "\f213";
+}
+.fa-shirtsinbulk:before {
+  content: "\f214";
+}
+.fa-simplybuilt:before {
+  content: "\f215";
+}
+.fa-skyatlas:before {
+  content: "\f216";
+}
+.fa-cart-plus:before {
+  content: "\f217";
+}
+.fa-cart-arrow-down:before {
+  content: "\f218";
+}
+.fa-diamond:before {
+  content: "\f219";
+}
+.fa-ship:before {
+  content: "\f21a";
+}
+.fa-user-secret:before {
+  content: "\f21b";
+}
+.fa-motorcycle:before {
+  content: "\f21c";
+}
+.fa-street-view:before {
+  content: "\f21d";
+}
+.fa-heartbeat:before {
+  content: "\f21e";
+}
+.fa-venus:before {
+  content: "\f221";
+}
+.fa-mars:before {
+  content: "\f222";
+}
+.fa-mercury:before {
+  content: "\f223";
+}
+.fa-intersex:before,
+.fa-transgender:before {
+  content: "\f224";
+}
+.fa-transgender-alt:before {
+  content: "\f225";
+}
+.fa-venus-double:before {
+  content: "\f226";
+}
+.fa-mars-double:before {
+  content: "\f227";
+}
+.fa-venus-mars:before {
+  content: "\f228";
+}
+.fa-mars-stroke:before {
+  content: "\f229";
+}
+.fa-mars-stroke-v:before {
+  content: "\f22a";
+}
+.fa-mars-stroke-h:before {
+  content: "\f22b";
+}
+.fa-neuter:before {
+  content: "\f22c";
+}
+.fa-genderless:before {
+  content: "\f22d";
+}
+.fa-facebook-official:before {
+  content: "\f230";
+}
+.fa-pinterest-p:before {
+  content: "\f231";
+}
+.fa-whatsapp:before {
+  content: "\f232";
+}
+.fa-server:before {
+  content: "\f233";
+}
+.fa-user-plus:before {
+  content: "\f234";
+}
+.fa-user-times:before {
+  content: "\f235";
+}
+.fa-hotel:before,
+.fa-bed:before {
+  content: "\f236";
+}
+.fa-viacoin:before {
+  content: "\f237";
+}
+.fa-train:before {
+  content: "\f238";
+}
+.fa-subway:before {
+  content: "\f239";
+}
+.fa-medium:before {
+  content: "\f23a";
+}
+.fa-yc:before,
+.fa-y-combinator:before {
+  content: "\f23b";
+}
+.fa-optin-monster:before {
+  content: "\f23c";
+}
+.fa-opencart:before {
+  content: "\f23d";
+}
+.fa-expeditedssl:before {
+  content: "\f23e";
+}
+.fa-battery-4:before,
+.fa-battery:before,
+.fa-battery-full:before {
+  content: "\f240";
+}
+.fa-battery-3:before,
+.fa-battery-three-quarters:before {
+  content: "\f241";
+}
+.fa-battery-2:before,
+.fa-battery-half:before {
+  content: "\f242";
+}
+.fa-battery-1:before,
+.fa-battery-quarter:before {
+  content: "\f243";
+}
+.fa-battery-0:before,
+.fa-battery-empty:before {
+  content: "\f244";
+}
+.fa-mouse-pointer:before {
+  content: "\f245";
+}
+.fa-i-cursor:before {
+  content: "\f246";
+}
+.fa-object-group:before {
+  content: "\f247";
+}
+.fa-object-ungroup:before {
+  content: "\f248";
+}
+.fa-sticky-note:before {
+  content: "\f249";
+}
+.fa-sticky-note-o:before {
+  content: "\f24a";
+}
+.fa-cc-jcb:before {
+  content: "\f24b";
+}
+.fa-cc-diners-club:before {
+  content: "\f24c";
+}
+.fa-clone:before {
+  content: "\f24d";
+}
+.fa-balance-scale:before {
+  content: "\f24e";
+}
+.fa-hourglass-o:before {
+  content: "\f250";
+}
+.fa-hourglass-1:before,
+.fa-hourglass-start:before {
+  content: "\f251";
+}
+.fa-hourglass-2:before,
+.fa-hourglass-half:before {
+  content: "\f252";
+}
+.fa-hourglass-3:before,
+.fa-hourglass-end:before {
+  content: "\f253";
+}
+.fa-hourglass:before {
+  content: "\f254";
+}
+.fa-hand-grab-o:before,
+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -webkit-transition-duration: 500ms;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -moz-transition-property: height;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -moz-transition-duration: 500ms;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-property: height;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-duration: 500ms;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -webkit-transition-duration: 500ms;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -moz-transition-property: height;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  -moz-transition-duration: 500ms;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-property: height;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  transition-duration: 500ms;
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    .highlight .hll { background-color: #ffffcc }
+.highlight  { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+<style type="text/css">
+    
+/* Temporary definitions which will become obsolete with Notebook release 5.0 */
+.ansi-black-fg { color: #3E424D; }
+.ansi-black-bg { background-color: #3E424D; }
+.ansi-black-intense-fg { color: #282C36; }
+.ansi-black-intense-bg { background-color: #282C36; }
+.ansi-red-fg { color: #E75C58; }
+.ansi-red-bg { background-color: #E75C58; }
+.ansi-red-intense-fg { color: #B22B31; }
+.ansi-red-intense-bg { background-color: #B22B31; }
+.ansi-green-fg { color: #00A250; }
+.ansi-green-bg { background-color: #00A250; }
+.ansi-green-intense-fg { color: #007427; }
+.ansi-green-intense-bg { background-color: #007427; }
+.ansi-yellow-fg { color: #DDB62B; }
+.ansi-yellow-bg { background-color: #DDB62B; }
+.ansi-yellow-intense-fg { color: #B27D12; }
+.ansi-yellow-intense-bg { background-color: #B27D12; }
+.ansi-blue-fg { color: #208FFB; }
+.ansi-blue-bg { background-color: #208FFB; }
+.ansi-blue-intense-fg { color: #0065CA; }
+.ansi-blue-intense-bg { background-color: #0065CA; }
+.ansi-magenta-fg { color: #D160C4; }
+.ansi-magenta-bg { background-color: #D160C4; }
+.ansi-magenta-intense-fg { color: #A03196; }
+.ansi-magenta-intense-bg { background-color: #A03196; }
+.ansi-cyan-fg { color: #60C6C8; }
+.ansi-cyan-bg { background-color: #60C6C8; }
+.ansi-cyan-intense-fg { color: #258F8F; }
+.ansi-cyan-intense-bg { background-color: #258F8F; }
+.ansi-white-fg { color: #C5C1B4; }
+.ansi-white-bg { background-color: #C5C1B4; }
+.ansi-white-intense-fg { color: #A1A6B2; }
+.ansi-white-intense-bg { background-color: #A1A6B2; }
+
+.ansi-bold { font-weight: bold; }
+
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+.reveal {
+  font-size: 160%;
+}
+.reveal pre {
+  width: inherit;
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace, sans-serif;
+  font-size: 80%;
+  box-shadow: 0px 0px 0px rgba(0, 0, 0, 0);
+}
+.reveal pre code {
+  padding: 0px;
+}
+.reveal section img {
+  border: 0px solid black;
+  box-shadow: 0 0 10px rgba(0, 0, 0, 0);
+}
+.reveal i {
+  font-style: normal;
+  font-family: FontAwesome;
+  font-size: 2em;
+}
+.reveal .slides {
+  text-align: left;
+}
+.reveal.fade {
+  opacity: 1;
+}
+.reveal .progress {
+  position: static;
+}
+.reveal .controls .navigate-left,
+.reveal .controls .navigate-left.enabled {
+  border-right-color: #727272;
+}
+.reveal .controls .navigate-left.enabled:hover,
+.reveal .controls .navigate-left.enabled.enabled:hover {
+  border-right-color: #dfdfdf;
+}
+.reveal .controls .navigate-right,
+.reveal .controls .navigate-right.enabled {
+  border-left-color: #727272;
+}
+.reveal .controls .navigate-right.enabled:hover,
+.reveal .controls .navigate-right.enabled.enabled:hover {
+  border-left-color: #dfdfdf;
+}
+.reveal .controls .navigate-up,
+.reveal .controls .navigate-up.enabled {
+  border-bottom-color: #727272;
+}
+.reveal .controls .navigate-up.enabled:hover,
+.reveal .controls .navigate-up.enabled.enabled:hover {
+  border-bottom-color: #dfdfdf;
+}
+.reveal .controls .navigate-down,
+.reveal .controls .navigate-down.enabled {
+  border-top-color: #727272;
+}
+.reveal .controls .navigate-down.enabled:hover,
+.reveal .controls .navigate-down.enabled.enabled:hover {
+  border-top-color: #dfdfdf;
+}
+.reveal .progress span {
+  background: #727272;
+}
+div.input_area {
+  padding: 0.06em;
+}
+div.code_cell {
+  background-color: transparent;
+}
+div.prompt {
+  width: 11ex;
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace, sans-serif;
+  font-size: 80%;
+  text-align: right;
+}
+div.output_area pre {
+  font-family: monospace, sans-serif;
+  font-size: 80%;
+}
+div.output_prompt {
+  /* 5px right shift to account for margin in parent container */
+  margin: 5px 5px 0 0;
+}
+div.text_cell.rendered .rendered_html {
+  /* The H1 height seems miscalculated, we are just hidding the scrollbar */
+  overflow-y: hidden;
+}
+a.anchor-link {
+  /* There is still an anchor, we are only hidding it */
+  display: none;
+}
+.rendered_html p {
+  text-align: inherit;
+}
+::-webkit-scrollbar
+{
+  width: 6px;
+  height: 6px;
+}
+::-webkit-scrollbar *
+{
+  background:transparent;
+}
+::-webkit-scrollbar-thumb
+{
+  background: #727272 !important;
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+</head>
+
+
+<body>
+
+
+<div class="reveal">
+<div class="slides">
+<section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Introduction-to-Data-Analysis-and-Plotting-with-Pandas"><em>Introduction to</em> Data Analysis and Plotting with Pandas<a class="anchor-link" href="#Introduction-to-Data-Analysis-and-Plotting-with-Pandas">&#182;</a></h1><h2 id="JSC-Tutorial">JSC Tutorial<a class="anchor-link" href="#JSC-Tutorial">&#182;</a></h2><p>Andreas Herten, Forschungszentrum Jülich, 26 February 2019</p>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="My-Motivation">My Motivation<a class="anchor-link" href="#My-Motivation">&#182;</a></h2><ul>
+<li>I like Python</li>
+<li>I like plotting data</li>
+<li>I like sharing</li>
+<li>I think Pandas is awesome and you should use it too</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Outline">Outline<a class="anchor-link" href="#Outline">&#182;</a></h2><ul>
+<li><a href="#task1">Task 1</a></li>
+<li><a href="#task2">Task 2</a></li>
+<li><a href="#task3">Task 3</a></li>
+<li><a href="#task4">Task 4</a></li>
+<li><a href="#task5">Task 5</a></li>
+<li><a href="#task6">Task 6</a></li>
+<li><a href="#task7">Task 7</a></li>
+<li><a href="#taskb">Bonus Task</a></li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Tutorial-Setup">Tutorial Setup<a class="anchor-link" href="#Tutorial-Setup">&#182;</a></h2><ul>
+<li>60 minutes (we might do this again for some advanced stuff if you want to)</li>
+<li>Alternating between lecture and hands-on</li>
+<li>Please give status via <strong><a href="https://pollev.com/aherten538">pollev.com/aherten538</a></strong></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Please open Jupyter Notebook of this session<ul>
+<li>… either on your <strong>local machine</strong> (which has Pandas)</li>
+<li>… or on the <strong>JSC Jupyter service</strong> at <a href="https://jupyter-jsc.fz-juelich.de/">https://jupyter-jsc.fz-juelich.de/</a><ul>
+<li>Either <code>pip install --user pandas seaborn</code> once in a shell and <code>cp $PROJECT_cjsc/herten1/pandas/notebook.ipynb ~/</code></li>
+<li>Or <ol>
+<li><code>ln -s $PROJECT_cjsc/herten1/pandas ~/.local/share/jupyter/kernels/</code> and </li>
+<li><code>cp $PROJECT_cjsc/herten1/pandas/notebook-with-kernel.ipynb ~/</code></li>
+</ol>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="About-Pandas">About Pandas<a class="anchor-link" href="#About-Pandas">&#182;</a></h2><p><img style="float: right; max-width: 200px;" width="200px" src="img/adorable-animal-animal-photography-1661535.jpg" /></p>
+<ul>
+<li>Python package (Python 2, Python 3)</li>
+<li>For data analysis</li>
+<li>With data structures (multi-dimensional table; time series), operations</li>
+<li>Name from »<strong>Pan</strong>el <strong>Da</strong>ta« (multi-dimensional time series in economics)</li>
+<li>Since 2008</li>
+<li><a href="https://pandas.pydata.org/">https://pandas.pydata.org/</a></li>
+<li>Install <a href="https://pypi.org/project/pandas/">via PyPI</a>: <code>pip install pandas</code></li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Pandas-Cohabitation">Pandas Cohabitation<a class="anchor-link" href="#Pandas-Cohabitation">&#182;</a></h2><ul>
+<li>Pandas works great together with other established Python tools<ul>
+<li><a href="https://jupyter.org/">Jupyter Notebooks</a></li>
+<li>Plotting with <a href="https://matplotlib.org/"><code>matplotlib</code></a></li>
+<li>Modelling with <a href="https://www.statsmodels.org/stable/index.html"><code>statsmodels</code></a>, <a href="https://scikit-learn.org/"><code>scikit-learn</code></a></li>
+<li>Nicer plots with <a href="https://seaborn.pydata.org/"><code>seaborn</code></a>, <a href="https://altair-viz.github.io/"><code>altair</code></a>, <a href="https://plot.ly/"><code>plotly</code></a></li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="First-Steps">First Steps<a class="anchor-link" href="#First-Steps">&#182;</a></h2>
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">__version__</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&#39;0.24.1&#39;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">pdoc</span> pd
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_text output_subarea ">
+<pre><span class="ansi-red-fg">Class docstring:</span>
+    pandas - a powerful data analysis and manipulation library for Python
+    =====================================================================
+    
+    **pandas** is a Python package providing fast, flexible, and expressive data
+    structures designed to make working with &#34;relational&#34; or &#34;labeled&#34; data both
+    easy and intuitive. It aims to be the fundamental high-level building block for
+    doing practical, **real world** data analysis in Python. Additionally, it has
+    the broader goal of becoming **the most powerful and flexible open source data
+    analysis / manipulation tool available in any language**. It is already well on
+    its way toward this goal.
+    
+    Main Features
+    -------------
+    Here are just a few of the things that pandas does well:
+    
+      - Easy handling of missing data in floating point as well as non-floating
+        point data.
+      - Size mutability: columns can be inserted and deleted from DataFrame and
+        higher dimensional objects
+      - Automatic and explicit data alignment: objects can be explicitly aligned
+        to a set of labels, or the user can simply ignore the labels and let
+        `Series`, `DataFrame`, etc. automatically align the data for you in
+        computations.
+      - Powerful, flexible group by functionality to perform split-apply-combine
+        operations on data sets, for both aggregating and transforming data.
+      - Make it easy to convert ragged, differently-indexed data in other Python
+        and NumPy data structures into DataFrame objects.
+      - Intelligent label-based slicing, fancy indexing, and subsetting of large
+        data sets.
+      - Intuitive merging and joining data sets.
+      - Flexible reshaping and pivoting of data sets.
+      - Hierarchical labeling of axes (possible to have multiple labels per tick).
+      - Robust IO tools for loading data from flat files (CSV and delimited),
+        Excel files, databases, and saving/loading data from the ultrafast HDF5
+        format.
+      - Time series-specific functionality: date range generation and frequency
+        conversion, moving window statistics, moving window linear regressions,
+        date shifting and lagging, etc.</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="DataFrames">DataFrames<a class="anchor-link" href="#DataFrames">&#182;</a></h2><h3 id="It's-all-about-DataFrames">It's all about DataFrames<a class="anchor-link" href="#It's-all-about-DataFrames">&#182;</a></h3><ul>
+<li>Main data containers of Pandas<ul>
+<li>Linear: <code>Series</code></li>
+<li>Multi Dimension: <code>DataFrame</code></li>
+</ul>
+</li>
+<li><code>Series</code> is <em>only</em> special case of <code>DataFrame</code></li>
+<li>→ Talk about <code>DataFrame</code>s, mention some special <code>Series</code> cases</li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="DataFrames">DataFrames<a class="anchor-link" href="#DataFrames">&#182;</a></h2><h3 id="Construction">Construction<a class="anchor-link" href="#Construction">&#182;</a></h3><ul>
+<li>To show features of <code>DataFrame</code>, let's construct one!</li>
+<li>Many construction possibilities<ul>
+<li>From lists, dictionaries, <code>numpy</code> objects</li>
+<li>From CSV, HDF5, JSON, Excel, HTML, fixed-width files</li>
+<li>From pickled Pandas data</li>
+<li>From clipboard</li>
+<li><em>From Feather, Parquest, SAS, SQL, Google BigQuery, STATA</em></li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="DataFrames">DataFrames<a class="anchor-link" href="#DataFrames">&#182;</a></h2><h3 id="Examples,-finally">Examples, finally<a class="anchor-link" href="#Examples,-finally">&#182;</a></h3>
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ages</span>  <span class="o">=</span> <span class="p">[</span><span class="mi">41</span><span class="p">,</span> <span class="mi">56</span><span class="p">,</span> <span class="mi">56</span><span class="p">,</span> <span class="mi">57</span><span class="p">,</span> <span class="mi">39</span><span class="p">,</span> <span class="mi">59</span><span class="p">,</span> <span class="mi">43</span><span class="p">,</span> <span class="mi">56</span><span class="p">,</span> <span class="mi">38</span><span class="p">,</span> <span class="mi">60</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">ages</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>0</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>41</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>57</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>39</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>59</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>43</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>38</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>60</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_ages</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">ages</span><span class="p">)</span>
+<span class="n">df_ages</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[7]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>0</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>41</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>56</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Let's add names to ages; put everything into a <code>dict()</code></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;Names&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;Liu&quot;</span><span class="p">,</span> <span class="s2">&quot;Rowland&quot;</span><span class="p">,</span> <span class="s2">&quot;Rivers&quot;</span><span class="p">,</span> <span class="s2">&quot;Waters&quot;</span><span class="p">,</span> <span class="s2">&quot;Rice&quot;</span><span class="p">,</span> <span class="s2">&quot;Fields&quot;</span><span class="p">,</span> <span class="s2">&quot;Kerr&quot;</span><span class="p">,</span> <span class="s2">&quot;Romero&quot;</span><span class="p">,</span> <span class="s2">&quot;Davis&quot;</span><span class="p">,</span> <span class="s2">&quot;Hall&quot;</span><span class="p">],</span>
+    <span class="s2">&quot;Ages&quot;</span><span class="p">:</span> <span class="n">ages</span>
+<span class="p">}</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>{&#39;Names&#39;: [&#39;Liu&#39;, &#39;Rowland&#39;, &#39;Rivers&#39;, &#39;Waters&#39;, &#39;Rice&#39;, &#39;Fields&#39;, &#39;Kerr&#39;, &#39;Romero&#39;, &#39;Davis&#39;, &#39;Hall&#39;], &#39;Ages&#39;: [41, 56, 56, 57, 39, 59, 43, 56, 38, 60]}
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+<span class="n">df_sample</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Names</th>
+      <th>Ages</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Liu</td>
+      <td>41</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Rowland</td>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Rivers</td>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Waters</td>
+      <td>57</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Two columns now; one for names, one for ages</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[10]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Names&#39;, &#39;Ages&#39;], dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li><code>DataFrame</code> always have indexes; auto-generated or custom</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">index</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[11]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>RangeIndex(start=0, stop=10, step=1)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Make <code>Names</code> be index with <code>.set_index()</code></li>
+<li><code>inplace=True</code> will modifiy the parent frame (<em>I don't like it</em>)</li>
+</ul>
+
+</div>
+</div>
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Names&quot;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">df_sample</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[12]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Ages</th>
+    </tr>
+    <tr>
+      <th>Names</th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Liu</th>
+      <td>41</td>
+    </tr>
+    <tr>
+      <th>Rowland</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>Rivers</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>Waters</th>
+      <td>57</td>
+    </tr>
+    <tr>
+      <th>Rice</th>
+      <td>39</td>
+    </tr>
+    <tr>
+      <th>Fields</th>
+      <td>59</td>
+    </tr>
+    <tr>
+      <th>Kerr</th>
+      <td>43</td>
+    </tr>
+    <tr>
+      <th>Romero</th>
+      <td>56</td>
+    </tr>
+    <tr>
+      <th>Davis</th>
+      <td>38</td>
+    </tr>
+    <tr>
+      <th>Hall</th>
+      <td>60</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Some more operations</li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Ages</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>count</th>
+      <td>10.000000</td>
+    </tr>
+    <tr>
+      <th>mean</th>
+      <td>50.500000</td>
+    </tr>
+    <tr>
+      <th>std</th>
+      <td>9.009255</td>
+    </tr>
+    <tr>
+      <th>min</th>
+      <td>38.000000</td>
+    </tr>
+    <tr>
+      <th>25%</th>
+      <td>41.500000</td>
+    </tr>
+    <tr>
+      <th>50%</th>
+      <td>56.000000</td>
+    </tr>
+    <tr>
+      <th>75%</th>
+      <td>56.750000</td>
+    </tr>
+    <tr>
+      <th>max</th>
+      <td>60.000000</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">T</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[14]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Names</th>
+      <th>Liu</th>
+      <th>Rowland</th>
+      <th>Rivers</th>
+      <th>Waters</th>
+      <th>Rice</th>
+      <th>Fields</th>
+      <th>Kerr</th>
+      <th>Romero</th>
+      <th>Davis</th>
+      <th>Hall</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Ages</th>
+      <td>41</td>
+      <td>56</td>
+      <td>56</td>
+      <td>57</td>
+      <td>39</td>
+      <td>59</td>
+      <td>43</td>
+      <td>56</td>
+      <td>38</td>
+      <td>60</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Liu&#39;, &#39;Rowland&#39;, &#39;Rivers&#39;, &#39;Waters&#39;, &#39;Rice&#39;, &#39;Fields&#39;, &#39;Kerr&#39;,
+       &#39;Romero&#39;, &#39;Davis&#39;, &#39;Hall&#39;],
+      dtype=&#39;object&#39;, name=&#39;Names&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Also: Arithmetic operations</li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[16]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Ages</th>
+    </tr>
+    <tr>
+      <th>Names</th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Liu</th>
+      <td>82</td>
+    </tr>
+    <tr>
+      <th>Rowland</th>
+      <td>112</td>
+    </tr>
+    <tr>
+      <th>Rivers</th>
+      <td>112</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[17]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Names</th>
+      <th>Ages</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>LiuLiu</td>
+      <td>82</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>RowlandRowland</td>
+      <td>112</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>RiversRivers</td>
+      <td>112</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">df_sample</span> <span class="o">/</span> <span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Ages</th>
+    </tr>
+    <tr>
+      <th>Names</th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Liu</th>
+      <td>20.5</td>
+    </tr>
+    <tr>
+      <th>Rowland</th>
+      <td>28.0</td>
+    </tr>
+    <tr>
+      <th>Rivers</th>
+      <td>28.0</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">df_sample</span> <span class="o">*</span> <span class="n">df_sample</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[19]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Ages</th>
+    </tr>
+    <tr>
+      <th>Names</th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Liu</th>
+      <td>1681</td>
+    </tr>
+    <tr>
+      <th>Rowland</th>
+      <td>3136</td>
+    </tr>
+    <tr>
+      <th>Rivers</th>
+      <td>3136</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Logical operations allowed as well</p>
+
+</div>
+</div>
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_sample</span> <span class="o">&gt;</span> <span class="mi">40</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[20]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Ages</th>
+    </tr>
+    <tr>
+      <th>Names</th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Liu</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Rowland</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Rivers</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Waters</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Rice</th>
+      <td>False</td>
+    </tr>
+    <tr>
+      <th>Fields</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Kerr</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Romero</th>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Davis</th>
+      <td>False</td>
+    </tr>
+    <tr>
+      <th>Hall</th>
+      <td>True</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-1">Task 1<a class="anchor-link" href="#Task-1">&#182;</a></h2><p><a name="task1"></a></p>
+<ul>
+<li>Create data frame with<ul>
+<li>10 names of dinosaurs, </li>
+<li>their favourite prime number, </li>
+<li>and their favourite color</li>
+</ul>
+</li>
+<li>Play around with the frame</li>
+<li>Tell me on poll when you're done: <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happy_dinos</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;Dinosaur Name&quot;</span><span class="p">:</span> <span class="p">[],</span>
+    <span class="s2">&quot;Favourite Prime&quot;</span><span class="p">:</span> <span class="p">[],</span>
+    <span class="s2">&quot;Favourite Color&quot;</span><span class="p">:</span> <span class="p">[]</span>
+<span class="p">}</span>
+<span class="c1">#df_dinos = </span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happy_dinos</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;Dinosaur Name&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;Aegyptosaurus&quot;</span><span class="p">,</span> <span class="s2">&quot;Tyrannosaurus&quot;</span><span class="p">,</span> <span class="s2">&quot;Panoplosaurus&quot;</span><span class="p">,</span> <span class="s2">&quot;Isisaurus&quot;</span><span class="p">,</span> <span class="s2">&quot;Triceratops&quot;</span><span class="p">,</span> <span class="s2">&quot;Velociraptor&quot;</span><span class="p">],</span>
+    <span class="s2">&quot;Favourite Prime&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;4&quot;</span><span class="p">,</span> <span class="s2">&quot;8&quot;</span><span class="p">,</span> <span class="s2">&quot;15&quot;</span><span class="p">,</span> <span class="s2">&quot;16&quot;</span><span class="p">,</span> <span class="s2">&quot;23&quot;</span><span class="p">,</span> <span class="s2">&quot;42&quot;</span><span class="p">],</span>
+    <span class="s2">&quot;Favourite Color&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;blue&quot;</span><span class="p">,</span> <span class="s2">&quot;white&quot;</span><span class="p">,</span> <span class="s2">&quot;blue&quot;</span><span class="p">,</span> <span class="s2">&quot;purple&quot;</span><span class="p">,</span> <span class="s2">&quot;violet&quot;</span><span class="p">,</span> <span class="s2">&quot;gray&quot;</span><span class="p">]</span>
+<span class="p">}</span>
+<span class="n">df_dinos</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">happy_dinos</span><span class="p">)</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Dinosaur Name&quot;</span><span class="p">)</span>
+<span class="n">df_dinos</span><span class="o">.</span><span class="n">T</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[22]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Dinosaur Name</th>
+      <th>Aegyptosaurus</th>
+      <th>Tyrannosaurus</th>
+      <th>Panoplosaurus</th>
+      <th>Isisaurus</th>
+      <th>Triceratops</th>
+      <th>Velociraptor</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Favourite Prime</th>
+      <td>4</td>
+      <td>8</td>
+      <td>15</td>
+      <td>16</td>
+      <td>23</td>
+      <td>42</td>
+    </tr>
+    <tr>
+      <th>Favourite Color</th>
+      <td>blue</td>
+      <td>white</td>
+      <td>blue</td>
+      <td>purple</td>
+      <td>violet</td>
+      <td>gray</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Some more <code>DataFrame</code> examples</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span>
+    <span class="s2">&quot;A&quot;</span><span class="p">:</span> <span class="mf">1.2</span><span class="p">,</span>
+    <span class="s2">&quot;B&quot;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">Timestamp</span><span class="p">(</span><span class="s1">&#39;20180226&#39;</span><span class="p">),</span>
+    <span class="s2">&quot;C&quot;</span><span class="p">:</span> <span class="p">[(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="n">i</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">e</span> <span class="o">*</span> <span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">)],</span>
+    <span class="s2">&quot;D&quot;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">([</span><span class="s2">&quot;This&quot;</span><span class="p">,</span> <span class="s2">&quot;column&quot;</span><span class="p">,</span> <span class="s2">&quot;has&quot;</span><span class="p">,</span> <span class="s2">&quot;entries&quot;</span><span class="p">,</span> <span class="s2">&quot;entries&quot;</span><span class="p">]),</span>
+    <span class="s2">&quot;E&quot;</span><span class="p">:</span> <span class="s2">&quot;Same&quot;</span>
+<span class="p">})</span>
+<span class="n">df_demo</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[24]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>This</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[25]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>This</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[26]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.99</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.72</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[27]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>A                              6
+C                          -2.03
+D    Thiscolumnhasentriesentries
+E           SameSameSameSameSame
+dtype: object</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">df_demo</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">to_latex</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>\begin{tabular}{lrlrll}
+\toprule
+{} &amp;    A &amp;          B &amp;     C &amp;        D &amp;     E \\
+\midrule
+0 &amp;  1.2 &amp; 2018-02-26 &amp; -2.72 &amp;     This &amp;  Same \\
+1 &amp;  1.2 &amp; 2018-02-26 &amp;  1.72 &amp;   column &amp;  Same \\
+2 &amp;  1.2 &amp; 2018-02-26 &amp; -1.30 &amp;      has &amp;  Same \\
+3 &amp;  1.2 &amp; 2018-02-26 &amp;  0.99 &amp;  entries &amp;  Same \\
+4 &amp;  1.2 &amp; 2018-02-26 &amp; -0.72 &amp;  entries &amp;  Same \\
+\bottomrule
+\end{tabular}
+
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Reading-External-Data">Reading External Data<a class="anchor-link" href="#Reading-External-Data">&#182;</a></h2><p>(Links to documentation)</p>
+<ul>
+<li><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_json.html#pandas.read_json"><code>.read_json()</code></a></li>
+<li><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html#pandas.read_csv"><code>.read_csv()</code></a></li>
+<li><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_hdf.html#pandas.read_hdf"><code>.read_hdf5()</code></a></li>
+<li><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_excel.html#pandas.read_excel"><code>.read_excel()</code></a></li>
+</ul>
+<p>Example:</p>
+<div class="highlight"><pre><span></span><span class="p">{</span>
+    <span class="nt">&quot;Character&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;Sawyer&quot;</span><span class="p">,</span> <span class="s2">&quot;…&quot;</span><span class="p">,</span> <span class="s2">&quot;Walt&quot;</span><span class="p">],</span>
+    <span class="nt">&quot;Actor&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;Josh Holloway&quot;</span><span class="p">,</span> <span class="s2">&quot;…&quot;</span><span class="p">,</span> <span class="s2">&quot;Malcolm David Kelley&quot;</span><span class="p">],</span>
+    <span class="nt">&quot;Main Cast&quot;</span><span class="p">:</span> <span class="p">[</span><span class="kc">true</span><span class="p">,</span>  <span class="s2">&quot;…&quot;</span><span class="p">,</span> <span class="kc">false</span><span class="p">]</span>
+<span class="p">}</span>
+</pre></div>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">read_json</span><span class="p">(</span><span class="s2">&quot;lost.json&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Character&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[29]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Actor</th>
+      <th>Main Cast</th>
+    </tr>
+    <tr>
+      <th>Character</th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Hurley</th>
+      <td>Jorge Garcia</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Jack</th>
+      <td>Matthew Fox</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Kate</th>
+      <td>Evangeline Lilly</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Locke</th>
+      <td>Terry O'Quinn</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Sawyer</th>
+      <td>Josh Holloway</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>Walt</th>
+      <td>Malcolm David Kelley</td>
+      <td>False</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-2">Task 2<a class="anchor-link" href="#Task-2">&#182;</a></h2><p><a name="task2"></a></p>
+<ul>
+<li>Read in <code>nest-data.csv</code> to <code>DataFrame</code>; call it <code>df</code></li>
+<li>Get to know it and play a bit with it</li>
+<li>Tell me when you're done: <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>cat nest-data.csv <span class="p">|</span> head -3
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay
+5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5
+5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;nest-data.csv&quot;</span><span class="p">)</span>
+<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[31]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>id</th>
+      <th>Nodes</th>
+      <th>Tasks/Node</th>
+      <th>Threads/Task</th>
+      <th>Runtime Program / s</th>
+      <th>Scale</th>
+      <th>Plastic</th>
+      <th>Avg. Neuron Build Time / s</th>
+      <th>Min. Edge Build Time / s</th>
+      <th>Max. Edge Build Time / s</th>
+      <th>...</th>
+      <th>Max. Init. Time / s</th>
+      <th>Presim. Time / s</th>
+      <th>Sim. Time / s</th>
+      <th>Virt. Memory (Sum) / kB</th>
+      <th>Local Spike Counter (Sum)</th>
+      <th>Average Rate (Sum)</th>
+      <th>Number of Neurons</th>
+      <th>Number of Connections</th>
+      <th>Min. Delay</th>
+      <th>Max. Delay</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>5</td>
+      <td>1</td>
+      <td>2</td>
+      <td>4</td>
+      <td>420.42</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.29</td>
+      <td>88.12</td>
+      <td>88.18</td>
+      <td>...</td>
+      <td>1.20</td>
+      <td>17.26</td>
+      <td>311.52</td>
+      <td>46560664.0</td>
+      <td>825499</td>
+      <td>7.48</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>5</td>
+      <td>1</td>
+      <td>4</td>
+      <td>4</td>
+      <td>200.84</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.15</td>
+      <td>46.03</td>
+      <td>46.34</td>
+      <td>...</td>
+      <td>1.01</td>
+      <td>7.87</td>
+      <td>142.97</td>
+      <td>46903088.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>5</td>
+      <td>1</td>
+      <td>2</td>
+      <td>8</td>
+      <td>202.15</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.28</td>
+      <td>47.98</td>
+      <td>48.48</td>
+      <td>...</td>
+      <td>1.20</td>
+      <td>7.95</td>
+      <td>142.81</td>
+      <td>47699384.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>5</td>
+      <td>1</td>
+      <td>4</td>
+      <td>8</td>
+      <td>89.57</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.15</td>
+      <td>20.41</td>
+      <td>23.21</td>
+      <td>...</td>
+      <td>3.04</td>
+      <td>3.19</td>
+      <td>60.31</td>
+      <td>46813040.0</td>
+      <td>821491</td>
+      <td>7.23</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>5</td>
+      <td>2</td>
+      <td>2</td>
+      <td>4</td>
+      <td>164.16</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.20</td>
+      <td>40.03</td>
+      <td>41.09</td>
+      <td>...</td>
+      <td>1.58</td>
+      <td>6.08</td>
+      <td>114.88</td>
+      <td>46937216.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 21 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Read-CSV-Options">Read CSV Options<a class="anchor-link" href="#Read-CSV-Options">&#182;</a></h2><ul>
+<li>See also full <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html">API documentation</a></li>
+<li>Important parameters<ul>
+<li><code>sep</code>: Set separator (for example <code>:</code> instead of <code>,</code>)</li>
+<li><code>header</code>: Specify info about headers for columns; able to use multi-index for columns!</li>
+<li><code>names</code>: Alternative to <code>header</code> – provide your own column titles</li>
+<li><code>usecols</code>: Don't read whole set of columns, but only these; works with any list (<code>range(0:20:2)</code>)…</li>
+<li><code>skiprows</code>: Don't read in these rows</li>
+<li><code>na_values</code>: What string(s) to recognize as <code>N/A</code> values (which will be ignored during operations on data frame)</li>
+<li><code>parse_dates</code>: Try to parse dates in CSV; different behaviours as to provided data structure; optionally used together with <code>date_parser</code></li>
+<li><code>compression</code>: Treat input file as compressed file ("infer", "gzip", "zip", …)</li>
+<li><code>decimal</code>: Decimal point divider – for German data…</li>
+</ul>
+</li>
+</ul>
+<div class="highlight"><pre><span></span><span class="n">pandas</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">filepath_or_buffer</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;, &#39;</span><span class="p">,</span> <span class="n">delimiter</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="s1">&#39;infer&#39;</span><span class="p">,</span> <span class="n">names</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">usecols</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">squeeze</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">prefix</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">mangle_dupe_cols</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">engine</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">converters</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">true_values</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">false_values</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">skipinitialspace</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">skiprows</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">skipfooter</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">na_values</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">keep_default_na</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">na_filter</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">skip_blank_lines</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">infer_datetime_format</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">keep_date_col</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">date_parser</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">dayfirst</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">iterator</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">chunksize</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">compression</span><span class="o">=</span><span class="s1">&#39;infer&#39;</span><span class="p">,</span> <span class="n">thousands</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">decimal</span><span class="o">=</span><span class="sa">b</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">lineterminator</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">quotechar</span><span class="o">=</span><span class="s1">&#39;&quot;&#39;</span><span class="p">,</span> <span class="n">quoting</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">doublequote</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">escapechar</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">comment</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">tupleize_cols</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">error_bad_lines</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">warn_bad_lines</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">delim_whitespace</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">low_memory</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">memory_map</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">float_precision</span><span class="o">=</span><span class="bp">None</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Slicing-of-Data-Frames">Slicing of Data Frames<a class="anchor-link" href="#Slicing-of-Data-Frames">&#182;</a></h2><h3 id="Slicing-Columns">Slicing Columns<a class="anchor-link" href="#Slicing-Columns">&#182;</a></h3><ul>
+<li>Use square-bracket operators to slice data frame: <code>[]</code><ul>
+<li>Use column name to select column</li>
+<li>Also: Slice horizontally</li>
+</ul>
+</li>
+<li>Example: Select only columnn <code>C</code> from <code>df_demo</code></li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[32]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[32]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>This</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[33]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[33]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>0   -2.718282
+1    1.718282
+2   -1.304068
+3    0.986231
+4   -0.718282
+Name: C, dtype: float64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Select more than one column by providing list <code>[]</code> to slice operator <code>[]</code></li>
+<li><em>You usually end up forgett one of the brackets…</em></li>
+<li>Example: Select list of columns <code>A</code> and <code>C</code>, <code>["A", "C"]</code> from <code>df_demo</code></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[34]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">]]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[34]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>C</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>-2.718282</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>1.718282</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>-1.304068</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>0.986231</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>-0.718282</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Slicing-of-Data-Frames">Slicing of Data Frames<a class="anchor-link" href="#Slicing-of-Data-Frames">&#182;</a></h2><h3 id="Slicing-rows">Slicing rows<a class="anchor-link" href="#Slicing-rows">&#182;</a></h3><ul>
+<li>Use numberical values to slice into rows</li>
+<li>Use ranges just like with Python lists</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[35]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[35]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Get a certain range as <strong>per the current sort structure</strong></li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[36]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[36]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[37]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">6</span><span class="p">:</span><span class="mi">2</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[37]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Attention: <code>.iloc[]</code> location might change after re-sorting!</li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[38]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s2">&quot;C&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[38]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>One more row-slicing option: <code>.loc[]</code></li>
+<li>See the difference with a <em>proper</em> index (and not the auto-generated default index from before)</li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[39]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo_indexed</span> <span class="o">=</span> <span class="n">df_demo</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;D&quot;</span><span class="p">)</span>
+<span class="n">df_demo_indexed</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[39]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>E</th>
+    </tr>
+    <tr>
+      <th>D</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>This</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>column</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>has</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>entries</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>entries</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[40]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo_indexed</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s2">&quot;entries&quot;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[40]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>E</th>
+    </tr>
+    <tr>
+      <th>D</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>entries</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>entries</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Advanced-Slicing:-Logical-Slicing">Advanced Slicing: Logical Slicing<a class="anchor-link" href="#Advanced-Slicing:-Logical-Slicing">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[41]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[41]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[42]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[(</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;D&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;entries&quot;</span><span class="p">)]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[42]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>entries</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Adding-to-Existing-Data-Frame">Adding to Existing Data Frame<a class="anchor-link" href="#Adding-to-Existing-Data-Frame">&#182;</a></h2><ul>
+<li>Add new columns with <code>frame["new col"] = something</code> or <code>.insert()</code></li>
+<li>Add new rows with <code>frame.append()</code></li>
+<li>Combine data frames<ul>
+<li>Concat: Combine several data frames along an axis</li>
+<li>Merge: Combine data frames on basis of common columns; database-style</li>
+<li>(Join)</li>
+<li>See user guide <a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html">on merging</a></li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[43]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[43]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>This</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[44]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="o">-</span> <span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;A&quot;</span><span class="p">]</span>
+<span class="n">df_demo</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[44]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+      <th>F</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>This</td>
+      <td>Same</td>
+      <td>-3.918282</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+      <td>0.518282</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+      <td>-2.504068</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[45]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">df_demo</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;G&quot;</span><span class="p">,</span> <span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[46]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[46]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+      <th>F</th>
+      <th>G</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+      <td>-2.504068</td>
+      <td>1.700594</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>entries</td>
+      <td>Same</td>
+      <td>-0.213769</td>
+      <td>0.972652</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>entries</td>
+      <td>Same</td>
+      <td>-1.918282</td>
+      <td>0.515929</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[47]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+    <span class="p">{</span><span class="s2">&quot;A&quot;</span><span class="p">:</span> <span class="mf">1.3</span><span class="p">,</span> <span class="s2">&quot;B&quot;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">Timestamp</span><span class="p">(</span><span class="s2">&quot;2018-02-27&quot;</span><span class="p">),</span> <span class="s2">&quot;C&quot;</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.777</span><span class="p">,</span> <span class="s2">&quot;D&quot;</span><span class="p">:</span> <span class="s2">&quot;has it?&quot;</span><span class="p">,</span> <span class="s2">&quot;E&quot;</span><span class="p">:</span> <span class="s2">&quot;Same&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">:</span> <span class="mi">23</span><span class="p">},</span>
+    <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span>
+<span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[47]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>A</th>
+      <th>B</th>
+      <th>C</th>
+      <th>D</th>
+      <th>E</th>
+      <th>F</th>
+      <th>G</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-2.718282</td>
+      <td>This</td>
+      <td>Same</td>
+      <td>-3.918282</td>
+      <td>7.389056</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>1.718282</td>
+      <td>column</td>
+      <td>Same</td>
+      <td>0.518282</td>
+      <td>2.952492</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-1.304068</td>
+      <td>has</td>
+      <td>Same</td>
+      <td>-2.504068</td>
+      <td>1.700594</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>0.986231</td>
+      <td>entries</td>
+      <td>Same</td>
+      <td>-0.213769</td>
+      <td>0.972652</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.2</td>
+      <td>2018-02-26</td>
+      <td>-0.718282</td>
+      <td>entries</td>
+      <td>Same</td>
+      <td>-1.918282</td>
+      <td>0.515929</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>1.3</td>
+      <td>2018-02-27</td>
+      <td>-0.777000</td>
+      <td>has it?</td>
+      <td>Same</td>
+      <td>23.000000</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Combining-Frames">Combining Frames<a class="anchor-link" href="#Combining-Frames">&#182;</a></h2><ul>
+<li>First, create some simpler data frame to show <code>.concat()</code> and <code>.merge()</code></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[48]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_1</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s2">&quot;Key&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;First&quot;</span><span class="p">,</span> <span class="s2">&quot;Second&quot;</span><span class="p">],</span> <span class="s2">&quot;Value&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]})</span>
+<span class="n">df_1</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[48]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Key</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[49]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s2">&quot;Key&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;First&quot;</span><span class="p">,</span> <span class="s2">&quot;Second&quot;</span><span class="p">],</span> <span class="s2">&quot;Value&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">]})</span>
+<span class="n">df_2</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[49]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Key</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>2</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Concatenate list of data frame vertically (<code>axis=0</code>)</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[50]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">df_1</span><span class="p">,</span> <span class="n">df_2</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[50]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Key</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>2</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Same, but re-index</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[51]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">df_1</span><span class="p">,</span> <span class="n">df_2</span><span class="p">],</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[51]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Key</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>First</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Second</td>
+      <td>2</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Concat, but horizontally</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[52]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">df_1</span><span class="p">,</span> <span class="n">df_2</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[52]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Key</th>
+      <th>Value</th>
+      <th>Key</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>1</td>
+      <td>First</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>1</td>
+      <td>Second</td>
+      <td>2</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Merge on common column</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[53]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_1</span><span class="p">,</span> <span class="n">df_2</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s2">&quot;Key&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[53]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Key</th>
+      <th>Value_x</th>
+      <th>Value_y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>First</td>
+      <td>1</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Second</td>
+      <td>1</td>
+      <td>2</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-3">Task 3<a class="anchor-link" href="#Task-3">&#182;</a></h2><p><a name="task3"></a></p>
+<ul>
+<li>Add a column to the Nest data frame called <code>Virtual Processes</code> which is the total number of threads across all nodes (i.e. the product of threads per task and tasks per node and nodes)</li>
+<li>Remember to tell me when you're done: <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[54]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Virtual Processes&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Nodes&quot;</span><span class="p">]</span> <span class="o">*</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Tasks/Node&quot;</span><span class="p">]</span> <span class="o">*</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Threads/Task&quot;</span><span class="p">]</span>
+<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[54]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>id</th>
+      <th>Nodes</th>
+      <th>Tasks/Node</th>
+      <th>Threads/Task</th>
+      <th>Runtime Program / s</th>
+      <th>Scale</th>
+      <th>Plastic</th>
+      <th>Avg. Neuron Build Time / s</th>
+      <th>Min. Edge Build Time / s</th>
+      <th>Max. Edge Build Time / s</th>
+      <th>...</th>
+      <th>Presim. Time / s</th>
+      <th>Sim. Time / s</th>
+      <th>Virt. Memory (Sum) / kB</th>
+      <th>Local Spike Counter (Sum)</th>
+      <th>Average Rate (Sum)</th>
+      <th>Number of Neurons</th>
+      <th>Number of Connections</th>
+      <th>Min. Delay</th>
+      <th>Max. Delay</th>
+      <th>Virtual Processes</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>5</td>
+      <td>1</td>
+      <td>2</td>
+      <td>4</td>
+      <td>420.42</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.29</td>
+      <td>88.12</td>
+      <td>88.18</td>
+      <td>...</td>
+      <td>17.26</td>
+      <td>311.52</td>
+      <td>46560664.0</td>
+      <td>825499</td>
+      <td>7.48</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>5</td>
+      <td>1</td>
+      <td>4</td>
+      <td>4</td>
+      <td>200.84</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.15</td>
+      <td>46.03</td>
+      <td>46.34</td>
+      <td>...</td>
+      <td>7.87</td>
+      <td>142.97</td>
+      <td>46903088.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>16</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>5</td>
+      <td>1</td>
+      <td>2</td>
+      <td>8</td>
+      <td>202.15</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.28</td>
+      <td>47.98</td>
+      <td>48.48</td>
+      <td>...</td>
+      <td>7.95</td>
+      <td>142.81</td>
+      <td>47699384.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>16</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>5</td>
+      <td>1</td>
+      <td>4</td>
+      <td>8</td>
+      <td>89.57</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.15</td>
+      <td>20.41</td>
+      <td>23.21</td>
+      <td>...</td>
+      <td>3.19</td>
+      <td>60.31</td>
+      <td>46813040.0</td>
+      <td>821491</td>
+      <td>7.23</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>32</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>5</td>
+      <td>2</td>
+      <td>2</td>
+      <td>4</td>
+      <td>164.16</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.20</td>
+      <td>40.03</td>
+      <td>41.09</td>
+      <td>...</td>
+      <td>6.08</td>
+      <td>114.88</td>
+      <td>46937216.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>16</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 22 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[55]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[55]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;id&#39;, &#39;Nodes&#39;, &#39;Tasks/Node&#39;, &#39;Threads/Task&#39;, &#39;Runtime Program / s&#39;,
+       &#39;Scale&#39;, &#39;Plastic&#39;, &#39;Avg. Neuron Build Time / s&#39;,
+       &#39;Min. Edge Build Time / s&#39;, &#39;Max. Edge Build Time / s&#39;,
+       &#39;Min. Init. Time / s&#39;, &#39;Max. Init. Time / s&#39;, &#39;Presim. Time / s&#39;,
+       &#39;Sim. Time / s&#39;, &#39;Virt. Memory (Sum) / kB&#39;, &#39;Local Spike Counter (Sum)&#39;,
+       &#39;Average Rate (Sum)&#39;, &#39;Number of Neurons&#39;, &#39;Number of Connections&#39;,
+       &#39;Min. Delay&#39;, &#39;Max. Delay&#39;, &#39;Virtual Processes&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Aside:-Plotting-without-Pandas">Aside: Plotting without Pandas<a class="anchor-link" href="#Aside:-Plotting-without-Pandas">&#182;</a></h2><h3 id="Matplotlib-101">Matplotlib 101<a class="anchor-link" href="#Matplotlib-101">&#182;</a></h3><ul>
+<li>Matplotlib: de-facto standard for plotting in Python</li>
+<li>Main interface: <code>pyplot</code>; provides MATLAB-like interface</li>
+<li>Better: Use object-oriented API with <code>Figure</code> and <code>Axis</code></li>
+<li>Great integration into Jupyter Notebooks</li>
+<li>Since v. 3: Only support for Python 3</li>
+<li>→ <a href="https://matplotlib.org/">https://matplotlib.org/</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[56]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[57]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="mi">400</span><span class="p">)</span>
+<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[58]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Use like this&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Numbers again&quot;</span><span class="p">);</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;$\sqrt</span><span class="si">{x}</span><span class="s2">$&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Plot multiple lines into one canvas</li>
+<li>Call <code>ax.plot()</code> multiple times</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[59]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y2</span> <span class="o">=</span> <span class="n">y</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">y</span><span class="o">*</span><span class="mf">1.5</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[60]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y2&quot;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;This plot makes no sense&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-4">Task 4<a class="anchor-link" href="#Task-4">&#182;</a></h2><p><a name="task4"></a></p>
+<ul>
+<li>Sort the data frame by the virtual proccesses</li>
+<li>Plot <code>"Presim. Time / s"</code> and <code>"Sim. Time / s"</code> of our data frame <code>df</code> as a function of the virtual processes</li>
+<li>Use a dashed, red line for <code>"Presim. Time / s"</code>, a blue line for <code>"Sim. Time / s"</code> (see <a href="https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot">API description</a>)</li>
+<li>Don't forget to label your axes and to add a legend</li>
+<li>Submit when you're done: <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[61]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s2">&quot;Virtual Processes&quot;</span><span class="p">,</span> <span class="s2">&quot;Nodes&quot;</span><span class="p">,</span> <span class="s2">&quot;Tasks/Node&quot;</span><span class="p">,</span> <span class="s2">&quot;Threads/Task&quot;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[62]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Virtual Processes&quot;</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Presim. Time / s&quot;</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;dashed&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Virtual Processes&quot;</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Sim. Time / s&quot;</span><span class="p">],</span> <span class="s2">&quot;-b&quot;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Virtual Process&quot;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Time / s&quot;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Plotting-with-Pandas">Plotting with Pandas<a class="anchor-link" href="#Plotting-with-Pandas">&#182;</a></h2><ul>
+<li>Each data frame hast a <code>.plot()</code> function (see <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html">API</a>)</li>
+<li>Plots with Matplotlib</li>
+<li>Important API options:<ul>
+<li><code>kind</code>: <code>line</code> (default), <code>bar[h]</code>, <code>hist</code>, <code>box</code>, <code>kde</code>, <code>scatter</code>, <code>hexbin</code></li>
+<li><code>subplots</code>: Make a sub-plot for each column (good together with <code>sharex</code>, <code>sharey</code>)</li>
+<li><code>figsize</code></li>
+<li><code>grid</code>: Add a grid to plot (use Matplotlib options)</li>
+<li><code>style</code>: Line style per column (accepts list or dict)</li>
+<li><code>logx</code>, <code>logy</code>, <code>loglog</code>: Logarithmic plots</li>
+<li><code>xticks</code>, <code>yticks</code>: Use values for ticks</li>
+<li><code>xlim</code>, <code>ylim</code>: Limits of axes</li>
+<li><code>yerr</code>, <code>xerr</code>: Add uncertainty to data points</li>
+<li><code>stacked</code>: Stack a bar plot</li>
+<li><code>secondary_y</code>: Use a secondary <code>y</code> axis for this plot</li>
+<li>Labeling<ul>
+<li><code>title</code>: Add title to plot (Use a list of strings if <code>subplots=True</code>)</li>
+<li><code>legend</code>: Add a legend</li>
+<li><code>table</code>: If <code>true</code>, add table of data under plot</li>
+</ul>
+</li>
+<li><code>**kwds</code>: Every non-parsed keyword is passed through to Matplotlib's plotting methods</li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Either slice and plot…</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[63]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">2</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>… or plot and select</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[64]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">2</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>I prefer slicing first, as it allows for further operations on the sliced data frame</li>
+</ul>
+
+</div>
+</div>
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[65]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>There are pseudo-sub-functions for each of the plot <code>kind</code>s</li>
+<li>I prefer to just call <code>.plot(kind="smthng")</code></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[66]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[67]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">ylim</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">title</span><span class="o">=</span><span class="s2">&quot;This is a C plot&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-5">Task 5<a class="anchor-link" href="#Task-5">&#182;</a></h2><p><a name="task5"></a></p>
+<p>Use the NEST data frame <code>df</code> to:</p>
+<ol>
+<li>Make the virtual processes the index of the data frame (<code>.set_index()</code>)</li>
+<li>Plot <code>"Presim. Program / s"</code> and <code>"Sim. Time / s</code>" individually</li>
+<li>Plot them onto one common canvas!</li>
+<li>Make them have the same line colors and styles as before</li>
+<li><p>Add a legend, add missing labels</p>
+</li>
+<li><p>Done? Tell me! <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></p>
+</li>
+</ol>
+
+</div>
+</div>
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[68]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Virtual Processes&quot;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[69]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Presim. Time / s&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[70]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Sim. Time / s&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[71]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Presim. Time / s&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
+<span class="n">df</span><span class="p">[</span><span class="s2">&quot;Sim. Time / s&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[72]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s2">&quot;Presim. Time / s&quot;</span><span class="p">,</span> <span class="s2">&quot;Sim. Time / s&quot;</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Time / s&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="More-Plotting-with-Pandas">More Plotting with Pandas<a class="anchor-link" href="#More-Plotting-with-Pandas">&#182;</a></h2><h3 id="Our-first-proper-Pandas-plot">Our first proper Pandas plot<a class="anchor-link" href="#Our-first-proper-Pandas-plot">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[73]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[[</span><span class="s2">&quot;Presim. Time / s&quot;</span><span class="p">,</span> <span class="s2">&quot;Sim. Time / s&quot;</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li><strong>That's why I think Pandas is great!</strong></li>
+<li>It has great defaults to quickly plot data</li>
+<li>Plotting functionality is very versatile</li>
+<li>Before plotting, data can be <em>massaged</em> within data frames, if needed</li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="More-Plotting-with-Pandas">More Plotting with Pandas<a class="anchor-link" href="#More-Plotting-with-Pandas">&#182;</a></h2><h3 id="Some-versatility">Some versatility<a class="anchor-link" href="#Some-versatility">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[74]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[75]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">][[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[76]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">][[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">]]</span>\
+    <span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;barh&quot;</span><span class="p">,</span> <span class="n">subplots</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sharex</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s2">&quot;Subplots&quot;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">4</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[77]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">][[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">]]</span>\
+    <span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+        <span class="n">style</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;-*r&quot;</span><span class="p">,</span> <span class="s2">&quot;--ob&quot;</span><span class="p">],</span> 
+        <span class="n">secondary_y</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> 
+        <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">),</span>
+        <span class="n">table</span><span class="o">=</span><span class="kc">True</span>
+    <span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAugAAAF8CAYAAACdRU5YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XeYldW1+PHvAkSaFSEWVOyK2BETOxbsYu8aNYZLvLabaDTxl2vU602i5mrUGCW2RJFIVMTYsMUoVsCKithAAQUFFQFpw/79sYeAOMwMnJl5z8x8P89znnPect53DQzDmn3WXjtSSkiSJEkqDy2KDkCSJEnSQibokiRJUhkxQZckSZLKiAm6JEmSVEZM0CVJkqQyYoIuSZIklRETdEmSJKmMmKBLkiRJZcQEXZIkSSojJuiSJElSGWlVdADVadGiRWrbtm3RYUiSJKkJmzlzZkoplc3AdVkn6G3btmXGjBlFhyFJkqQmLCK+KTqGRZXNbwqSJEmSTNAlSZKksmKCLkmSJJWRsq5BlyRJ0pLNnTuX8ePHM2vWrKJDaRTatGlDly5dWG655YoOpVom6JIkSY3U+PHjWWGFFejatSsRUXQ4ZS2lxJQpUxg/fjzrrbde0eFUyxIXSZKkRmrWrFl07NjR5LwWIoKOHTs2ik8bTNAlSZIaMZPz2mssf1Ym6JIkSSrJfffdR0QwevToJZ7zzTffsNtuu1FRUVHl8R133LHG+3Tt2pXPP//8O/ufeuopnnvuuX9vX3fdddxyyy21iLw8maBLkiQ1J598ArvtBp9+WmeXHDhwIDvvvDMDBw5c4jm33HILhx12GC1btvzW/nnz5gF8K8FeWosn6KeeeirXXnvtMl+vaCbokiSpXg0YAF27QosW+XnAgKIjauYuvRSGDYNLLqmTy02fPp1hw4Zx880387e//W2J5w0YMIA+ffoAOaHeZZddOPjgg+nWrRsAHTp0AGD+/PmcfvrpbLrppuy9997sv//+3H333f++zrXXXsu2227LFltswejRoxk7diw33HADV111FVtvvTXPPPMM7dq1o2vXrrz00kt18jVGxC0RMTkiRi3h+PER8XpEvBERz0XEVoscWzki7o6I0RHxdkT8oKb72cVFkiTVmwEDoG9fmDkzb48bl7cBjj++uLiapHPOgVdfXfLxZ56B+fMXbv/pT/nRogXsskvV79l6a7j66mpvO2TIEPbdd1823nhjOnbsyMiRI9luu+2+dc6cOXP44IMP6Nq167/3vfzyy4waNeo7HVXuvfdexo4dy1tvvcXkyZPZbLPNOPXUU/99fLXVVuPll1/m+uuv58orr+Smm26iX79+dOjQgXPPPfff5/Xo0YNnnnmGnj17Vht/Ld0GXAf8dQnHPwR2Syl9ERH7Af2BHSqP/QF4JKV0RES0BtrVdDNH0CVJUr258MKFyfkCM2fm/WpgPXtC5845IYf83Lkz7LBD9e+rwcCBAznmmGMAOOaYY6osc/n8889ZeeWVFwunZ5XtDocNG8aRRx5JixYtWH311enVq9e3jh922GEAbLfddowdO3aJcXXu3JmJEycu7ZdTpZTS08DUao4/l1L6onLzBaALQESsBOwK3Fx53pyU0pc13c8RdEmSVG8++mjp9qsENYx0A/CTn0D//tCmDcyZA4cfDtdfv8y3nDp1Kk8++SRvvPEGEUFFRQURwRVXXPGtjilt27b9TnvD9u3bL9M9l19+eQBatmz57/r1qsyaNYu2bdvW9rKtImLEItv9U0r9lylA+BHwcOXr9YDPgFsry15GAmenlGZUdwFH0CVJUr3p3Lnq/eus07BxqNKkSdCvH7zwQn4ucaLo3XffzYknnsi4ceMYO3YsH3/8Meuttx7PPPPMt85bZZVVqKioqFUP8p122ol77rmH+fPnM2nSJJ566qka37PCCivw9ddff2vfmDFj6N69e22/lHkppR6LPJYpOY+IXuQE/fzKXa2AbYE/pZS2AWYAF9R0HRN0SZJUL0aNgmnToKrW0zvsACk1fEzN3r33wh//CFttlZ/vvbekyw0cOJBDDz30W/sOP/zwKstcevfuzbBhw2q85uGHH06XLl3o1q0bJ5xwAttuuy0rrbRSte856KCDGDx48L8niQI8++yz7L333kvx1ZQmIrYEbgL6pJSmVO4eD4xPKb1YuX03OWGv/lqpjP91tG/fPs2YUe0nAJIkqQyNGwcL2lqfd16uvvjoI+jSBdZaKw/gHnss3HQTtKtxypyW5O2332azzTYrOoxaefnll7nqqqu4/fbbazx3+vTpdOjQgSlTptCzZ0+effZZVl999Vrf65VXXuH//u//qrxXVX9mETEzpVRtzU1EdAUeSCl9Z1g+ItYBngROSik9t9ixZ4DTUkrvRMSvgfYppfOqu5c16JIkqc6tsAJssw389rfQvXtuMLJASnn/hRfCO+/AfffB2msXF6saxrbbbkuvXr2oqKj4Ti/0xR144IF8+eWXzJkzh1/96ldLlZxDnpR66aWXlhLut0TEQGB3YLWIGA9cBCwHkFK6AfhvoCNwfWXt/byUUo/Kt58JDKjs4PIBcEqN93MEXZIk1ZXp06FVqzwHsSYPPACnnw5Dh0IjGQQuO41pBL1cLOsIekOyBl2SJNWJ2bPhkEOgT5/a1ZcfeCC8+25OzlOCWswFlJoFE3RJklSyigo48UR44om8AFFVE0OrUtkxj3vvhV694IwzYO7c+otTagxM0CVJUklSgrPOgr//Ha64Ak46aemvccghcO65ubHIPvvA55/XfZxSY2GCLkmSSnL55Xmtm/POy0n2smjZMif3f/0rPPccbL89vP563cYpNRZ2cZEkSSU58ECYMgV+97vSr3XiibDJJnDEEfDxx7DllqVfU/WrZcuWbLHFFv/evu++++jatWtxATUBjqBLkqRl8vbbubxl883zKHpt685r0rNnbr94wAF5+/nnYf78url2czdgAHTtCi1a5OcBA0q/Ztu2bXn11Vf//TA5L50JuiRJWmpPPJEXo7zuuvq5ftu2+fmNN2DnnfOI+mIruWspDRgAffvmRaRSys99+9ZNkq66ZR90SZK0VEaOhN13zyOwTz8Nq6xSf/dKCa65Bn72s9yOccgQWH/9+rtfY7N4T+/dd//uOUcdlfvNr7NOLhtaXMeOeVLu55/nX4QWVZvWl4uWuKy33noMHjy49l9AARpDH3Rr0CVJUq2NGQP77ZeTuqFD6zc5h1w2c/bZuYzmqKPy5NG//x322KN+79sUjR9f9f4pU0q77oISF9UdE3RJklQrc+bA/vvn148+Cmuu2XD33msvGD48L4I0YoQJ+pJUN+K9zjq5rGVx666bn1dbzcWiyoUJuiRJqpXWreH3v4cuXWDjjRv+/htsAC+9tLA+/bXXYNNNFy52pOpddlmuOZ85c+G+du3yfpUXJ4lKkqRqzZwJ//pXft2nD2y3XXGxtGuXy16+/DKvPNqrF3z6aXHxNCbHHw/9++cR84j83L9/3q/yYoIuSZKWaO5cOPpo6N276gmGRVl5ZbjxxjyK3qNHLntRzY4/HsaOzW0rx46tm+R8+vTppV9E31JSgh4Rq0bEYxHxbuVzlVNFIqIiIl6tfNxfyj0lSVLDSCmXRDzwAFx9Nay9dtERfduRR8Kzz0KrVrDLLrYLVNNR6gj6BcATKaWNgCcqt6vyTUpp68rHwSXeU5IkNYALLoDbboOLL4af/KToaKq29dZ58ugOO8DDD+dfKqTGrtRJon2A3Stf/wV4Cji/xGtKkqSCPf54Xh30P/8TfvWroqOpXqdO8NhjUFGRa6vHjs0lMCuvXHRk0rIpdQT9eymlTypffwp8bwnntYmIERHxQkQcUuI9JUlSPdtzTxg0CP7wh5z0lrvlloM2bXJtdZ8+eUT9nXeKjqphlPOik+WmsfxZ1ZigR8TjETGqikefRc9L+Ste0le9bkqpB3AccHVEbFDN/fpWJvMj5s2btzRfiyRJKtHQofD22zkpP/JIaNmy6IiWTosWcN118MUX0LMnPPRQ0RHVrzZt2jBlypRGk3gWKaXElClTaNOmTdGh1ChK+QuNiHeA3VNKn0TEGsBTKaVNanjPbcADKaW7a7p++/bt04wZM5Y5PkmSVHvDhsHee8Nuu8EjjxQdTWnGjYNDDsldXn77WzjvvMbxScDSmjt3LuPHj2fWrFlFh9IotGnThi5durDccst9a39EzEwptS8orO8oNUG/ApiSUvptRFwArJpS+vli56wCzEwpzY6I1YDngT4ppbdqur4JuiRJDeONN2DXXaFz55yod+pUdESlmzkTTj0V3n8/f00uaKQlaWoJekdgELAOMA44KqU0NSJ6AP1SSqdFxI7AjcB8cknN1Smlm2tzfRN0SZLq39ixsOOOeYT52Weha9eiI6o7KcG0abDSSvDVV/l1ubWLVPGaVIJe30zQJUmqf6eeCoMHwzPPQPfuRUdTf449Fv75T7jnHthpp6KjUTkxQV8KJuiSJNW/b76B996DLbYoOpL69dZbucPLuHFw/fVw2mlFR6RyUW4JeqltFiVJUiM0ezacfz58+SW0bdv0k3OAbt3gpZegVy/48Y/hzDNh7tyio5K+ywRdkqRmpqICTjwxL0T0z38WHU3DWmUVePBB+OlPc6nLlClFRyR9lyUukiQ1IynBGWfkEo8rr4Sf/azoiIozZQp07Jh/YfnwQ9hww6IjUlEscZEkSYW55JKcnP/85807OYecnAP85jew9dZ5oqxUDkzQJUlqJr76Cm65BU45JS/eo+zUU3P3msMOg4svhvnzi45IzZ0lLpIkNSOffgqrrQatWhUdSXmZNQv69YO//AUOPRT++lfo0KHoqNRQLHGRJEkN6vHH4ayzcq316qubnFelTRu49Va46ioYOhRGjy46IjVnjqBLktSEjRiR2wqut15e7n7FFYuOqPxNngydO+fXH3wA669fbDyqf46gS5KkBjFmDOy3Xy5peeQRk/PaWpCcDx4Mm2wC112Xu99IDcUEXZKkJmjCBOjdGyLg0UdhzTWLjqjx2XPP/AvOmWfmhY1mzy46IjUXJuiSJDVB77yTJz4+/DBstFHR0TROK64I990HF14IN98Me+wBkyYVHZWaA2vQJUlqQlLKo+YAM2dCu3bFxtNUDBqU21PefDMcc0zR0aiulVsNugm6JElNxNy5cMQRcMAB0Ldv0dE0PRMnLiwV+ugjWGedYuNR3Sm3BN0SF0mSmoD58+G00+D++11op74sSM7feCNPHj3//Ny6UqprJuiSJDUB55+fF9e5+OK84I7qzyabwMknw+WXw0EHwZdfFh2RmhoTdEmSGrkrroArr4T//E/41a+Kjqbpa90a/vSn/HjsMfj+9/OkXKmumKBLktTIVVTkiYvXXLNwgqjqX79+8MQTMGVK/vRCqitOEpUkqZGaNSsvUQ/f7t6ihjVxInzve9CyZX69xhr+XTQ2NU0SjYhbgAOBySml7lUcPx44Hwjga+AnKaXXFjneEhgBTEgpHVhTPI6gS5LUCA0blpegHz48b5sQFmfNNXNyPmUK9OwJJ54I33xTdFSqY7cB+1Zz/ENgt5TSFsClQP/Fjp8NvF3bm5mgS5LUyLzxRp6cuOKK0LVr0dFogVVXhZ/8BAYMgF12gfHji45IdSWl9DQwtZrjz6WUvqjcfAHosuBYRHQBDgBuqu39TNAlSWpExo6FffaB9u1h6FDo1KnoiLRARF51dMgQGDMGevSA554rOioV4EfAw4tsXw38HKh1A1QTdEmSGonPP4fevXPt+dChsO66RUekqhx8MLzwAnToAL/7XdHRqJZaRcSIRR7LtNRXRPQiJ+jnV24vqFsfuVTBLMvNJUlSw1thBdhxx7xK6OabFx2NqtOtG7z0ErSoHAqdMgVWWglamXmVq3kppR6lXCAitiSXseyXUppSuXsn4OCI2B9oA6wYEXeklE6o9lp2cZEkqbzNng0zZuQaZzU+8+bBzjvnsqRBg6Bjx6Ij0uJq6uJSeU5X4IEldHFZB3gSOCmlVGVhU0TsDpxrFxdJkhq5igo44YQ86XDWrKKj0bJo1SpPHh02DLbfPk/yVeMSEQOB54FNImJ8RPwoIvpFxIJ1e/8b6AhcHxGvRsSIku7nCLokSeUpJTj9dLjhBvj97+GnPy06IpXixRfh0ENh2jS4/fb8WuWhNiPoDckEXZKkMvXrX8PFF8P558Nvf1t0NKoLEyfmxPyrr+D116F166IjEpigLxUTdElSc/WXv8DJJ8Mpp8DNN7sQUVMyaxZMngzrrJNfz5uXO76oOOWWoFuDLklSGdpnHzj3XOjf3+S8qWnTJifnkEuYdtoJPvyw2JhUXkzQJUkqI2+8kUdUV18drrjCtnxN3THHwEcf5cmj//xn0dGoXJSUoEfEkRHxZkTMj4gl9o6MiH0j4p2IeC8iLijlnpIkNVXDh8MPfgAX+D9ls9G7d+6X3rkz7L03/PGPeXKwmreSatAjYjPysqU3kvs6fqelTES0BMYAewPjgeHAsSmlt2q6vjXokqTm4p13cq/sDh3y8vBrrFF0RGpI06bB8cfDM8/A22/799/Qyq0GvaQPzlJKbwNE9cVxPYH3UkofVJ77N6APUGOCLklSczBhQq45b9ECHn3U5Kw5WnFFuO8+GDMm//2nlDu9rLxy0ZGpCA1Rg74W8PEi2+Mr90mS1OylBEccAVOnwsMPw0YbFR2RitKyJWy2WX599dWwxRYwcmSxMakYNSboEfF4RIyq4tGnPgKKiL4RMSIiRsybN68+biFJUtmIgD/8AYYMgW23LToalYvddsvfGzvvDH/7W9HRqKHVWOKSUtqrxHtMANZeZLtL5b4l3a8/0B9yDXqJ95YkqSzNnZtHzA8+GHr2LDoalZttt4URI+Dww+HYY+G11+B//iePsqvpa4gSl+HARhGxXkS0Bo4B7m+A+0qSVJbmz4fTToM+fXISJlWlc2d44gn4j/+A3/3O75XmpNQ2i4dGxHjgB8CDETG0cv+aEfEQQEppHnAGMBR4GxiUUnqztLAlSWq8zj8f/vpXuOQS6LHEJsUStG4NN9wAr7wCO+yQ9339dbExqf6V1GaxvtlmUZLU1FxxBfz853DGGXDNNa4SqqXz6KO55GXAANh336KjaTrKrc2iK4lKktRA3norj54fc0yeGGpyrqW18cbQpQsccED+Za+Mx1lVAkfQJUlqQEOHQq9euXRBWhYzZsDJJ8Pdd8MJJ0D//tC2bdFRNW6OoEuS1MwMGwZPPZVf77OPyblK0749DBoEl14Kd9yRX6tpcQRdkqR69PrrsOuusO668PLLtslT3RoxArbbLpdLzZiRk3ctPUfQJUlqJj78ME/ka98e7r/f5Fx1r0ePnJyPGQMbbAC33lp0RKoLJuiSJNWDyZOhd2+YNSt33lh33aIjUlO22mqwxRZw6qlwzjngYuyNmwm6JEn14E9/ggkT4IEHYPPNi45GTd2qq+aVac85J3cI2ndfmDKl6Ki0rKxBlySpHsyfn9sqdu9edCRqbm67La8+evbZcPnlRUfTOJRbDboJuiRJdaSiIvc5P+MM6Nq16GjUnL38MnTrBm3awDff2IaxJuWWoFviIklSHUgpJ+a//z088kjR0ai523bbnJx/+WV+fckl+VMdNQ4m6JIk1YGLL4Ybbsgj6P36FR2NlC2/fO70ctFFcNRRMH160RGpNkzQJUkq0R//mBP0U0+F3/ym6Gikhdq2hb/+Fa68EgYPhp12grFji45KNbEGXZKkEsybBzvuCGusAffcA61aFR2RVLWhQ+Hoo3OS/uCDRUdTXsqtBt0EXZKkEn39dU7MnYincjdmTF44a621YPZsaN06L3TU3JVbgm6JiyRJy2D4cDjyyLy8+gormJyrcdh445ycV1TAIYfkdoxz5hQdlRZngi5J0lIaPRr22w9Gjsyj51JjtM028Oc/w5575pVvVT5M0CVJWgrjx8M++0DLlrmmd/XVi45IWnotW8L//i8MHJh/0ezRA155peiotIA16JIk1dLUqbDrrvDRR/DUU7m/tNTYvfxyLndZfnl4++3mOdG53GrQm+FfgSRJy2bixFzSMmSIybmajm23zXMqPv00J+cVFXl/y5bFxtWcOYIuSVIN5s+HFpVFobNn55FGqan6+c/zSPodd8BKKxUdTcMotxF0a9AlSarG/Plw8sl5hdCUTM7V9HXtCo88At//Prz7btHRNE8m6JIkLUFKcN55cPvtuZWi/aLVHJx+Ojz2GHz2GfTsmSdDq2FZ4iJJ0hJcfnkeOT/zTPjDH0zQ1byMHQt9+sB77+XXnToVHVH9KbcSFxN0SZKqcMst8KMfwbHH5lrcFn7mrGZo+nQYMQJ23z1vz5vXNLu8lFuC7o8bSZKq0L49HHQQ3Habybmarw4dFibnt98OO+0EEyYUGlKz4I8cSZIWMX16fj766NxOsXXrYuORysWKK8Jbb8H228MLLxQdTdNmgi5JUqXXX4f114f778/b1pxLC/XpA88/D23bwm675U+XVD9M0CVJAj78EPbZJ4+Yb7110dFI5al7d3jpJdhlFzjllFyf3hxExC0RMTkiRi3h+PER8XpEvBERz0XEVpX7146If0bEWxHxZkScXav7OUlUktTcTZ6ca2unTIFhw6Bbt6IjksrbvHnw0ENw8MF5u6Kica88WtMk0YjYFZgO/DWl1L2K4zsCb6eUvoiI/YBfp5R2iIg1gDVSSi9HxArASOCQlNJb1cXjCLokqVmbMQP22y9PfHvwQZNzqTZatVqYnL/4Imy1Fbz5ZrEx1aeU0tPA1GqOP5dS+qJy8wWgS+X+T1JKL1e+/hp4G1irpvuZoEuSmrV27XJpyz33wA9+UHQ0UuM0ZUpeeXTIkKIjKQs/Ah5efGdEdAW2AV6s6QIlJegRcWRlPc38iOhRzXljK2tyXo2IZlKtJEkqZxUVMH58ngj6v/+bR9ElLb0ddoDhw2HTTeGQQ+B//ievwtvItIqIEYs8+i7LRSKiFzlBP3+x/R2Ae4BzUkrTagxmWW6+iFHAYcCNtTi3V0rp8xLvJ0lSyVKC//xPGDwYRo1q2iskSg2hSxd4+mn48Y/hV7+Crl3hhBOKjmqpzEspLXGwuTYiYkvgJmC/lNKURfYvR07OB6SU7q3NtUpK0FNKb1feuJTLSJLUoC66CG68ES64wORcqitt2+bFjA4+GA4/PO+bP795LPQVEesA9wInppTGLLI/gJvJE0j/r7bXa6g/sgQ8GhEjl/UjA0mS6sK118Kll8Kpp+bSFkl1JwKOOip3dJk4EbbZJo+sN3YRMRB4HtgkIsZHxI8iol9E9Ks85b+BjsD1i5V07wScCOxRuf/ViNi/pvvVOIIeEY8Dq1dx6MKUUm2nAuycUpoQEZ2BxyJidOVs2Kru1xfoC9Da5dskSXXo4Yfh7LPzgis33uhCRFJ9mjkTZs+GPffMvxj361fze8pVSunYGo6fBpxWxf5hwFL/pKmTPugR8RRwbkqpxgmgEfFrYHpK6cqazrUPuiSpLs2YAZddlmtk27YtOhqp6fvqKzjuuNwz/T/+A665Ji8GVm5q6oPe0Oq9xCUi2lc2Zici2gO9yZNLJUlqEKNGwddfQ/v2uazF5FxqGCutBPffn+d73HgjXHxx0RE1DqW2WTw0IsYDPwAejIihlfvXjIiHKk/7HjAsIl4DXgIeTCk9Usp9JUmqrdGjYffdc825pIbXsiX85je5a9LPf573NcI2jA2qTkpc6oslLpKkUowfDzvtBLNmwbPPwoYbFh2RpG++gf33zzXpRx9ddDRZsytxkSSpCFOn5hVCv/gCHnnE5FwqFzNnwty5cMwxcOGFuRWjvs0EXZLUJPXtC++9l+tft9mm6GgkLdCxIzz5JJx2Wp4TcsghMK3GtTWbF0tcJElN0tix8NZb+aN0SeUnJbj++tz69KCDco16UcqtxMUEXZLUZMyfD3/7W/7ovDmsXig1Bf/8J6y1Fmy8cU7ai1ifoNwSdH98SZKahJTg3HPh+ONzWYukxqFXr4XJ+SmnwFVX2eXFBF2S1CRcfnn+j/3MM/NKoZIalzlzYPp0+OlP4eSTc/el5soEXZLU6N18c14I5dhj4eqri/mIXFJpll8eBg3Kixn99a+w224wcWLRURXDGnRJUqM2eTKstx7svDP84x/luYy4pKUzeDCceCKsuy68/npe7Kg+lVsNugm6JKnRe+EF6N4dOnQoOhJJdeWNN+Czz2CPPer/XiboS8EEXZK0JK+/DqNGwXHHFR2JpPp2xRXwySd5rkmrVnV//XJL0K1BlyQ1Oh9+mFcJveACcBxHavomTsyTwPffP68O3NSZoEuSGpVJk6B3b5g9Gx55BNqXzZiXpPpy1VVw003w1FPQs2dehKwpM0GXJDUa06bBfvvBhAnw4IPQrVvREUlqKD/6UU7Qv/4adtqpaY+k10MVjyRJ9WPw4Dxx7P774Qc/KDoaSQ1txx1hxAh4+mlYZZWio6k/ThKVJDUqY8bkVQcl6eGHc8/0m24qrdzNSaKSJC2FlOD88+Gll/K2ybmkBd57D+66K6+DMG5c0dHUHRN0SVJZu+ii3FrtoYeKjkRSuTnzzDwf5cMPYfvtc+lLU2CJiySpbF17LZx1Vp4c9uc/Q0TREUkqR++8AwcfDB98ACNHwpZbLt37y63ExQRdklSW/va3vAhRnz7w97/Xz+IkkpqOL7/M9ehnnrn0v8yXW4JuiYskqeykBPfcA7vsAgMHmpxLqtnKK+dP3CJg9Og8ov7ZZ0VHtWxM0CVJZSciJ+YPPABt2hQdjaTGZswYeOwx6NEDXn216GiWngm6JKlsjB4Ne+0Fn3ySR81XWKHoiCQ1RgcfDMOGwfz5uXf6oEFFR7R0TNAlSWVh/Hjo3RtGjYKZM4uORlJjt912MHw4bLMNHH003Htv0RHVnlV9kqTCTZ0K++wDX32Vl/LeYIOiI5LUFKy+Ojz5JFx1Fey/f9HR1J4j6JKkQs2YAQceCO+/D0OG5NEuSaoryy8PF1yQ57N88QUcckhe4KicmaBLkgr11Vfw9ddw552w++5FRyOpKXv/fXieUSNFAAAgAElEQVTmGejZM08iLVf2QZckFWL+/NxOsWVLmDfPVoqSGsYHH+T1Fd56C449NifsH33UnpRmlM1SaCbokqQGlxL89KcwYUIeOTc5l9SQpk+HXr1gxIgFe8orQbfERZLU4H73O7j6alhzzTyCLkkNqUMHmDy56CiWzBF0SVKDuvlmOO00OO44uP12aOFQkaQCtGiRP83LHEGXJDVTQ4ZA376w775w660m55KKs846RUewZCX9aIyIKyJidES8HhGDI2LlJZy3b0S8ExHvRcQFpdxTktR4deyYFyO6+25o3broaCQ1Z5ddBu3aFR1F1UoqcYmI3sCTKaV5EfE7gJTS+Yud0xIYA+wNjAeGA8emlN6q6fqWuEhS0/Dll7BylUM4klScAQPgwgth3LgmVOKSUno0pTSvcvMFoEsVp/UE3kspfZBSmgP8DehTyn0lSY3HBx9At27wxz8WHYkkfdvxx8PYsQAzZxYcyrfUZfXfqcDDVexfC/h4ke3xlfskSU3cpEm5pGX27NzSTJJUsxo7z0bE48DqVRy6MKU0pPKcC4F5wIBSA4qIvkBfgNYWKEpSo/XVV3ky6CefwBNP5FF0SVLNakzQU0p7VXc8Ik4GDgT2TFUXtE8A1l5ku0vlviXdrz/QH3INek3xSZLKT0UFHHIIjBoF//gHfP/7RUckSY1HqV1c9gV+DhycUlpS7c5wYKOIWC8iWgPHAPeXcl9JUnlr2TIvoX3bbXkUXZIas4i4JSImR8SoJRw/vrKr4RsR8VxEbLXIsaXuZlhqDfp1wArAYxHxakTcUBnImhHxEEDlJNIzgKHA28CglNKbtbn4urNmwaeflhiiJDUTn3wCu+1W6M/NlOC99/Lrvn3zBCwJKIvvT6lKn3zCJtCmhrNuA6obbvgQ2C2ltAVwKZXVIJXdDP8I7Ad0A46NiBoL/krt4rJhSmntlNLWlY9+lfsnppT2X+S8h1JKG6eUNkgpXVbb67ebPx8uuaSUECWp+bj0Uhg2rNCfm//937DllvD224WFoHJVBt+fUpUuvZQONeTEKaWnganVHH8upfRF5eainQ2XqZthSX3Q61uPiDRiwUaLFrDLLkWGI0nl6ZlnYP787+5v4J+b4yfk0fM1VoeNN4GyaSisYpXJ96f0HYt8b/YARqRU7Y+tiOgKPJBS6l7DeecCm6aUTouII4B9U0qnVR47EdghpXRGddeocZJo4Vq0gNVWgw02KDoSSSpPPXvmZuOff57/syng5+akyTk5X60jbLyxybkWUQbfn1KVFvvejIgRixztX9m4ZKlERC/gR8DOpYRW1gn6v8f2Dz8crr++yFAkqbz95CfQvz+0aQNz5jToz82RI3OXlp12g0cegaipklPNT4Hfn1K1Kr83E5BS6lHKpSJiS+AmYL+U0pTK3UvVzXCBulyoqM592KYN9OvnhBJJqsmkSfnn5QsvNPjPza23hosvhiFDcv4lfUeB359StSq/N9+GWaVcJiLWAe4FTkwpjVnk0DJ1MyzrGvT27dunGTNmFB2GJKkK77wDHTrAWq4NLamRi4iZKaX21RwfCOwOrAZMAi4ClgNIKd0QETcBhwPjKt8yb8GIfETsD1wNtARuqU3DFBN0SdJSGz8edtwR1lwTnn8ewqJzSY1YTQl6QyvrGnRJUvmZMgV694avvoL77zc5l6S6ZoIuSaq1GTPgwANz44NHHsn155KkumWCLkmqtV/+El56Ce6+G3bfvehoJKlpsgZdklRrX34JTz8NBx9cdCSSVHfKrQa9rNssSpKKlxLcdhvMmgUrr2xyLkn1zQRdklSt3/0OTjkFbrqp6EgkqXkwQZckLdFNN8EvfgHHHQenn150NJLUPJigS5KqdN998B//AfvsA7feCi38H0OSGoSTRCVJ3zFrFmy4IXTpAk88Ae3LZuqUJNW9cpskaptFSdJ3tGkDjz8OnTqZnEtSQ/MDS0nSv33wAVxxRe7csumm0LFj0RFJUvNjiYskCYBJk2CnneCLL+CNN2DNNYuOSJIahiUukqSy89VXsO++8Mkn8OSTJueSVCQTdElq5mbNgkMOgVGj4IEHYIcdio5Ikpo3a9AlqZl79tn8+MtfcktFSVKxrEGXJDF2LHTtWnQUklSMcqtBdwRdkpqpSy7JixGBybkklRMTdElqhq65Bi66CIYOLToSSdLiTNAlqZm58044+2w47DC47rqio5EkLc4EXZKakaFD4Yc/hN13hwEDoGXLoiOSJC3OBF2SmpEnn4Tu3XPteZs2RUcjSaqKXVwkqRlICSLy84wZ0KFD0RFJUvmwi4skqUF9/DHsuGNeiCjC5FySyp0riUpSEzZlCvTuDRMnwrx5RUcjSaoNE3RJaqJmzIADDoAPP8yTQ7feuuiIJEm1YYIuSU3QnDlw+OEwfDjccw/stlvREUmSaqukBD0irgAOAuYA7wOnpJS+rOK8scDXQAUwL6XUo5T7SpKqN3s2zJ0LN94IhxxSdDSSpKVR6iTRx4DuKaUtgTHAL6o5t1dKaWuTc0mqewMGQNeu0KIFrLsu3H8/PPYYnHZa0ZFJkpZWSQl6SunRlNKCaUcvAF1KD0mStDQGDIC+fWHcuNxG8aOP4Mc/hoEDi45MkrQs6qwPekT8A7grpXRHFcc+BL4AEnBjSql/NdfpC/QFaN269XazZ8+uk/gkqalae20YP/67+9ddF8aObfBwJKnRKbc+6DUm6BHxOLB6FYcuTCkNqTznQqAHcFiq4oIRsVZKaUJEdCaXxZyZUnq6puBcqEiSqrZg4aF334WNN676nAiYP79h45KkxqjcEvQaJ4mmlPaq7nhEnAwcCOxZVXJeeY0Jlc+TI2Iw0BOoMUGXJC309de5tnzQIFhnHbj2WthwQ1hpJfjqq++ev846DR+jJKl0JdWgR8S+wM+Bg1NKM5dwTvuIWGHBa6A3MKqU+0pSc/LAA3DYYdCpE5xwAowcCautlo9FwB//CO3affs97drBZZc1fKySpNKV2sXlOmAF4LGIeDUibgCIiDUj4qHKc74HDIuI14CXgAdTSo+UeF9JarJmzoQhQxaWpzz8MDz/fJ4I+swzeRLoRRctPP/446F//1xzHpGf+/fP+yVJjU+dTRKtD9agS2ouZs2CRx7J5Sv3359XAX32WdhxR5g2Ddq3h5Yti45SkpqmRleDLkmqX6++mlf6nDYNOnaE446Do4+Gnj3z8RVXLDY+SVLDMkGXpAY0dy488UQeKd9sMzjvvPx83HF5xc899oDllis6SklSkUzQJakBPPVUXlDo3nth6tQ8Kn7mmfnY8svDn/5UaHiSpDJigi5J9aCiIndbWVCmcu218OijcPDBuXyld29o06bYGCVJ5clJopJUR+bPzxM777oL7r4bJk2C99+H9deHCRNg1VWhbduio5QkLa7cJomW2mZRkgS88AKsvTbsuivcfDPsvHNO1NdYIx9fay2Tc0lqrCLiloiYHBFVruUTEZtGxPMRMTsizl3s2H9FxJsRMSoiBkZEjZ+fmqBL0lJKCYYPh3PPhTvvzPs22iiXs9x5J0yenEfQjzrKpFySmojbgH2rOT4VOAu4ctGdEbFW5f4eKaXuQEvgmJpuZg26JNXSK6/kUfFBg+DDD3O3lXMrx0k6doTBg4uNT5JUP1JKT0dE12qOTwYmR8QBVRxuBbSNiLlAO2BiTfczQZekJUgJxo2Drl3z9hlnwEsvwV57wa9+ldsirrJKoSFKkspYSmlCRFwJfAR8AzyaUnq0pveZoEvSYt56a+FI+fvv58meq6wC/fvD6qvn0XJJUpPSKiJGLLLdP6XUv9SLRsQqQB9gPeBL4O8RcUJK6Y5qgyn1xpLUVDzzDPzkJ/Dmm9CiRV7d85xzFi4ctPnmxcYnSao381JKPerhunsBH6aUPgOIiHuBHQETdEmqynvv5VHy738/r+D5ve/lVojXXQeHH55HyyVJKsFHwPcjoh25xGVPYET1b7EPuqRmZuzYnJTfdRe8/HLe9//+H1x6aaFhSZIKVFMf9IgYCOwOrAZMAi4ClgNIKd0QEauTE+8VgfnAdKBbSmlaRFwMHA3MA14BTkspza42HhN0SU3dtGmw4op50udGG+W68p4984qeRxwB66xTdISSpCKV20JFlrhIapImTMi9yO+6C8aMgU8+ybXkt9ySE/IFnVkkSSo3JuiSmpR//Su3QBw2LI+Yb7UV/PSnMHt2TtB33bXoCCVJqp4JuqRG7bPP4J57YMcdYcstIQKmToWLL4Yjj4RNNy06QkmSlo4JuqRGZ8qUvGrnXXfBP/8JFRU5Id9yS9hlFxg1qugIJUladibokhqFefOgVaucjG+2WR4532ADOP/8PNlziy3yeRHFxilJUqlM0CWVrWnTYMiQ3BZx7Fh4/XVo2RL++MecnG+zjQm5JKnpMUGXVHaGDYMrr4RHHsmTO7t0gaOOyq/btMm15ZIkNVUm6JIKN2MGPPRQXtFz7bVh4kQYPhz69cvlKzvsAC1aFB2lJEkNw4WKJBXim2/g4Ydz+co//gEzZ+ZR85/9LNebt2hhUi5JahguVCSp2Zs1K5etTJ0Kq60GJ52US1gW9Chv5U8mSVIz5n+DkurVnDnw+ON5pHzqVLj//lxH/qtfweabQ69eJuSSJC3K/xYl1YsXX4T+/XO/8i++gJVXhsMPz20SW7aEc84pOkJJksqTFZ6S6sS8efDEE/Dll3n7xRfh7rvhwAPhgQdg0iS46aacnEuSpCVzkqikZVZRkVsi3nUX3HMPTJ4Mt9wCp5ySJ322aJHLWSRJKmdOEpXUJEydCt27wyefQLt2eaT86KNhv/3y8Xbtio1PkqTGygRdUo1SyiUrd92VR82vuQZWXRWOPTb3KD/gAGhfNuMOkiQ1bibokpbotdfgjjtyB5aPPoLWrfNEz5QgAn7/+6IjlCSp6Sl5kmhEXBoRr0fEqxHxaESsuYTzfhgR71Y+fljqfSXVvZTglVdg7ty8fddd8Ic/wBZbwF/+kmvM77wzJ+eSJKl+lDxJNCJWTClNq3x9FtAtpdRvsXNWBUYAPYAEjAS2Syl9Ud21nSQq1b+UYNSonIwPGgTvvgsPPZRryT/7LPcoX2WVoqOUJKn+NLlJoguS80rtyQn44vYBHkspTQWIiMeAfYGBpd5f0rIbPx723htGj84dV3r1gvPOy3XlAJ06FRufJEnNUZ3UoEfEZcBJwFdArypOWQv4eJHt8ZX7qrpWX6AvQOvWresiPEmVxozJo+Rt28LPfgZrrplX8zzrrFxb3rlz0RFKkqRaJegR8TiwehWHLkwpDUkpXQhcGBG/AM4ALlrWgFJK/YH+kEtclvU6krIPPlhYvvLqq3nfEUfk5xYt8mJCkiSpfNQqQU8p7VXL6w0AHuK7CfoEYPdFtrsAT9XympKW0scfQ5cueTLn//wP3HorfP/7cNVVOTnv0qXoCCVJ0pLUxSTRjVJK71a+PhPYLaV0xGLnrEqeGLpt5a6XyZNEp1Z3bSeJSrX38cd5NPyuu3LP8pdfhm22ySPoLVvCuusWHaEkSeWpyU0SBX4bEZsA84FxQD+AiOgB9EspnZZSmhoRlwLDK99zSU3JuaTaef99+OEP4dln8/Y228BvfgNrrJG311+/uNgkSdLSK3kEvT45gi5916RJcM89ufXhscfCjBmw555w0EFw5JGw8cZFRyhJUuNSbiPoJuhSI/D553Dvvbl85amnYP783HXFCZ6SJJXOBH0pmKCrOZs+HTp0yK8PPBAefDCPjh99NBx1FHTvXmx8kiQ1FSboS8EEXc3NV1/BffflloiPP54neK61FowcmSd6brVV7swiSZLqTrkl6HWyUJGk0rzzTl7Bc+hQmDMnd1w555yFyfh22xUbnyRJajgm6FIBpk+HBx6ATp3yBM8VVoDXX4czzsglLNtv70i5JEnNlQm61EBmzsx15IMG5edvvoFjjskJ+pprwocfmpRLkiQTdKleVVTk2nGA3r1zr/LvfQ9OPTVP9Nx554XnmpxLkiRwkqhU52bPhkcfzS0RH38c3nsvd2MZOhSWWw52221h0i5JkornJFGpiRo9Gn7729yF5auv8kJChx22sF3iPvsUHaEkSWoMTNClZTRvHjz5ZC5Z2Wqr3H3lvvvg0ENz+cqee0Lr1kVHKUmSGhtLXKSlUFEB//pXLl+59968wudpp8Gf/wwp5SR9+eWLjlKSJC0NS1ykRmyHHfKiQe3bw0EH5ZaIC0pXIkzOJUlS6UzQpSrMnw/PP59bIj77LLz4Yp7YedZZ0K4d7L9/fpYkSaprJujSIt59F264ISfm48fnEfH99oMvvoDVVoOTTio6QkmS1NS1KDoAqUgp5ZKVcePy9gcfwLXXwjbbwO23w+TJMHhwTs4lSZIaggm6mp2U4LXX4Je/hI02gh494E9/ysf23DMn5fffDyecACuuWGyskiSpeBFxS0RMjohRSzi+aUQ8HxGzI+LcxY6tHBF3R8ToiHg7In5Q0/0scVGzkhJsv30eNW/ZMifkv/gFHHJIPt6qFay8crExSpKksnMbcB3w1yUcnwqcBRxSxbE/AI+klI6IiNZAjbPYTNDVpI0enevJR43KzxF58aAf/zg/d+pUdISSJKncpZSejoiu1RyfDEyOiAMW3R8RKwG7AidXnjcHmFPT/UzQ1eSMGwcDBuRe5a+/npPyXXdduKLnL39ZdISSJKmZWA/4DLg1IrYCRgJnp5SqXejHGnQ1CR98AFOn5tf/+hdceCGssAJcc03uxvLUUzk5lyRJqkKriBixyKNvXV0X2Bb4U0ppG2AGcEFt3iQ1SuPGwd//nkfKR4yAq66Cc87JpSt77AFduhQdoSRJaiTmpZR61MN1xwPjU0ovVm7fjQm6mqK5c6FXr7yAEOQuLJdfDocfnrc7dHC0XJIkFS+l9GlEfBwRm6SU3gH2BN6q6X2RUqr/6JZR+/bt04wZ1ZboqBn45BO4+2746CO44oq87yc/gXXWgaOOgg02KDY+SZLUuEXEzJRS+2qODwR2B1YDJgEXAcsBpJRuiIjVgRHAisB8YDrQLaU0LSK2Bm4CWgMfAKeklL6oNh4TdJWjyZPhnnty+crTT+f2iFtvDS+9BMstV3R0kiSpKakpQW9oThJV2fj8c/jmm/z6L3+B00+HSZPgv/8b3nwTXnnF5FySJDV9jqCrUF98AYMH5x7ljz8Od9wBxxyTR9AnTYLu3XObREmSpPpSbiPoThJVIaZPz4n4o4/mSZ/rrQfnnQfbbpuPd+6cH5IkSc2NCboaxNdfwz/+kctYzjoL2reHefPg7LPzRM8ePRwplyRJAktcVI9mzIAHH8wTPR96CGbNgm7dYNQok3FJklQ+yq3ExUmiqlPffAMVFfn1r38NRx8Nzz0Hp50GzzwDb7xhci5JklQdR9BVslmzYOjQPNHz/vvzo1cveO89GD8edtkFWrYsOkpJkqSqldsIekk16BFxKdCH3JB9MnBySmliFedVAG9Ubn6UUjq4lPuqPEyZAv/1XzBkCEybBquuCsceu3By54Yb5ockSZJqr6QR9IhYMaU0rfL1WeQVk/pVcd70lNJSL77uCHp5mTsXnnwyJ+NHHpkneW6+Oey0Uy5l2WMP+5RLkqTGp0mNoC9Iziu1B8q3XkbLZN48eOqpXL5y77151HzLLXOC3qoVjB5tTbkkSVJdKrnNYkRcBpwEfAX0WsJpbSJiBDAP+G1K6b5qrtcX6AvQunXrUsPTMqioWFgzfvrp8Oc/Q4cO0KdPbom4zz4LzzU5lyRJqls1lrhExOPA6lUcujClNGSR834BtEkpXVTFNdZKKU2IiPWBJ4E9U0rv1xScJS4NZ/58ePbZ3BLx7rtzKUu3bjB8eJ7oue++0LZt0VFKkiTVvUZX4pJS2quW1xoAPAR8J0FPKU2ofP4gIp4CtgFqTNBV/yZPht/8Bv7+d5gwAdq0gQMOyAk7wPbb54ckSZIaRkl90CNio0U2+wCjqzhnlYhYvvL1asBOwFul3FfLLiV46SX417/ydps2cOutOQm/80747LM8gt69e7FxSpIkNVel1qD/NiI2IbdZHAf0A4iIHkC/lNJpwGbAjRExn/wLwW9TSiboDSgleOWVXL4yaBCMHQs77phLWlZcET79NCfqkiRJKp4LFTUDJ50Et9+eu67stVduidinD6yyStGRSZIkFa/catBN0JuYN9/Mo+T33AP//Cd06gQPPQQTJ8Khh0LHjkVHKEmSVF7KLUEvuc2iijd5MtxwQ07M33wztz7cffdcT96pE+y/f9ERSpIkqbYcQW+k3nsPZs3KkznHjYP111+4oufhh8PqVTXGlCRJ0nc4gq5l9uGHuR3iXXfByy/DwQfDkCGw7rp5omenTkVHKEmSpFKZoDcSJ5wAAwbk1z17wpVXwpFHLjxuci5JktQ0mKCXoYkT80j5Aw/AP/6RWyDusQdssQUcdRSst17REUqSJKm+mKCXiSlT4G9/y+Urw4bl3uVbbgkffwwbbQSnnlp0hJIkSWoIJa0kqtJ89hmMH59fv/8+nHFGTtR//Wt4+2147bWcnEuSJKn5sItLA5s6Fe69N7dEfPJJOO203CIxpZyUd+tWdISSJEnNi11cmrEf/hDuvBPmzYMNN4QLLoBjjsnHIkzOJUmSZIJeb6ZNyy0Qn3wSbrklJ+Abbgg/+1me6LnNNnmfJEmStChLXOrQ9Om568pdd8Ejj8Ds2bD22vDcc9ClS9HRSZIkqSrlVuLiJNESzZgBX36ZXz/5JBx3HAwfDv365cR87FiTc0mSJNWeCfoy+OabPNHz6KOhc2e4+uq8f5994Omnc2vEq6+GH/wAWvgnLEmSpKVgDfpSSCl3XRk0KJezdOoEJ50E++2Xjy+/POyyS7ExSpIkqXEzQa/GnDnw+OPw0ku5N/mCSZ3HHJNHz3ffHVr5JyhJkqQ65CTRxcydm2vJBw2CwYPhiy9g5ZXhgw9glVUaNBRJkiQ1ACeJlqF583LHFYC//AX23Rf+/nc48MDclWXSJJNzSZIkNYxmW6BRUQHDhuWWiPfcAxdfnDuvHHpori3fZx9o06boKCVJktTcNLsEvaICfvrTPEL+ySfQtm0eKV+wimfHjtCnT7ExSpIkqflq8gl6SvDiizBqVO7A0rIlvPFGboF41FE5OW9fNhVHkiRJau6a5CTRlGDkyFy+MmgQfPQRrLACTJ6cy1ZSWtiRRZIkSc2bk0TrSUowf35+fdVVsP32ebGg7t3zxM+PPlpYU25yLkmSpHLVqEtcUsqlK4MG5dHyyy+HQw7Jj5VXzs+rrlp0lJIkSVLtNcoR9Nmz88JBm28OW24J//u/sO66sOKK+fj668Opp5qcS5IkqXQRcUtETI6IUUs4vmlEPB8RsyPi3CqOt4yIVyLigdrcr6wT9JkzoWtXGDAAxoyBhx7K+1u3hjvugM6d4frrczeWxx6DPfYoNFxJkiQ1TbcB+1ZzfCpwFnDlEo6fDbxd25uVfYnLuHFw4om5nKVTp5yML+jE0rZt0dFJkiSpqUspPR0RXas5PhmYHBEHLH4sIroABwCXAT+tzf3KegR9gZTySp6vvJKTczA5lyRJUqNwNfBzYH5t39AoEnSAL7+EtdYqOgpJkiQ1Qa0iYsQij751cdGIOBCYnFIauVTB1MXNG8I66xQdgSRJkpqoeSmlHvVw3Z2AgyNif6ANsGJE3JFSOqG6NzWKEfR27eCyy4qOQpIkSaq9lNIvUkpdUkpdgWOAJ2tKzqEOE/SI+FlEpIhYbQnHfxgR71Y+fljb6667LvTvD8cfX1eRSpIkSbUXEQOB54FNImJ8RPwoIvpFRL/K46tHxHjyJND/V3nOist8v5RSXQS9NnATsCmwXUrp88WOrwqMAHoACRhZed4X1V23ffv2acaMGSXHJ0mSJC1JRMxMKbUvOo4F6moE/Sry7NQlZfv7AI+llKZWJuWPUX0vSUmSJKlZKjlBj4g+wISU0mvVnLYW8PEi2+Mr90mSJElaRK26uETE48DqVRy6EPgl0LuuAqpsa9MXoHXr1nV1WUmSJKlRqFWCnlLaq6r9EbEFsB7wWkQAdAFejoieKaVPFzl1ArD7IttdgKeWcK/+QH/INei1iU+SJElqKupkkui/LxYxFuixhEmiI4FtK3e9TJ4kOrW66zlJVJIkSfWtqU4S/Y6I6BERNwFUJuKXAsMrH5fUlJxLkiRJzVGdjqDXNUfQJUmSVN+azQi6JEmSpKX3/9u796ioyv1/4O8tiAReMhUPDCqCXOaOGIpKiJri/XhLIQ01yC5maoH6OydPeU5laol5Y7XKPIkGZ5UpHDFNhThoGIKgpihojDKgCCoq9xn4/P7A2V8mmMFOnGbUz2utWYvZt+dh78/z2c/svecZ7qAzxhhjjDFmRbiDzhhjjDHGmBWx6mfQBUGw3sqxx5ogCLDmtsMeXxybzJpxfDJrRkSCpetg8EDjoFsSN+Tf7+DBg1iyZAkaGhoQGRmJlStXWrpKDz0+yfx+RUVFCA8PR2lpKQRBwMKFC7FkyRJLV+uhx7HZPmpraxEUFIS6ujro9XrMnDkTq1evtnS1Hnocn+2noaEBTz/9NCQSCfbv32/p6jz07v+ej9Ww+ivo1ly/h0FDQwO8vLxw+PBhuLq6wt/fH/Hx8ZDJZJau2kONTzK/37Vr13Dt2jX4+fnh3r17GDRoEPbt28ex+TtxbLYPIkJVVRU6d+4MnU6HwMBAfPLJJwgICLB01R5qHJ/tZ8OGDcjKysLdu3e5g94O7sem1fTS+Rn0R1xmZiYGDBgAd3d32NnZITQ0FImJiZauFmNwdnaGn1/Tb5d16dIFUqkUxcXFFq4VY00EQUDnzp0BADqdDjqdzuqusLHHl1arRXJyMiIjIy1dFfY/wh30R1xxcTH69Okjvnd1deVOELM6Go0GOTk5GDJkiDbKJKkAABzlSURBVKWrwpiooaEBvr6+cHJywpgxYzg+mdVYunQp1q1bhw4duBv3qOIjyxizqMrKSsyYMQMbN25E165dLV0dxkQ2NjbIzc2FVqtFZmYmfv75Z0tXiTHs378fTk5OGDRokKWrwv6HuIP+iJNIJCgqKhLfa7VaSCQSC9aIsf+j0+kwY8YMzJkzB9OnT7d0dRhr1ZNPPomRI0fi4MGDlq4KYzh+/DiSkpLg5uaG0NBQpKSkYO7cuZauFmtnFu+gC4IwThCEi4IgXBIEgYcXaWf+/v4oKChAYWEh6uvrkZCQgClTpli6WoyBiBAREQGpVIo333zT0tVhzEhZWRkqKioAADU1NTh8+DB8fHwsXCvGgDVr1kCr1UKj0SAhIQGjRo3Crl27LF2tR4YgCJ0EQfjX/X7pT4IguFmiHhbtoAuCYANgK4DxAGQAwgRB4CEc2pGtrS22bNmCkJAQSKVSzJo1C3K53NLVYgzHjx9HXFwcUlJS4OvrC19fXxw4cMDS1WIMQNMoQyNHjoRKpYK/vz/GjBmDSZMmWbpajLH/vQgAt4loAIAYAGstUQmLDrMoCMJQAO8SUcj99/8PAIhozf33PMwis0o8VBizVhybzJpxfDJrZRhmURCEQ2jqm2YIgmAL4DqAXn90h9TSj7hIABQ1e6+9P40xxhhjjLE/mtg3JSI9gDsAevzRlbB0B50xxhhjjDHWjK2lCn7iiSeuA+gNAIIgRDSfJwjCIgCwt7fnH4ZgVoljk1krjk1mzTg+mbWyt7dvvP9nMYA+ALT3H3HpBuDmH10fi11Br62t7U1EICLs3bsXAJCXlwfDNCJCbW2t0Xt+8cvwWrBgAXr16gW5XN7q/F27dkGpVEKhUGDo0KHIzc1t1/I5Nvll7mXJ+OTY5Je5F+dOflnzy8K509AnTgIw7/7fMwGkENEf/sUJq3jEJT4+HoGBgYiPj7d0VdhDYv78+WbHJO7fvz/S0tJw9uxZrFq1CgsXLvwDa8cedxyfzFpxbDJrZiXxuR1AD0EQLgF4E4BFhgC32CguhhFaKisr4e3tjdTUVEyePBkXL15svgwsVT9m/TQaDSZNmtTmr/vdvn0bCoUCxcXF7VY2xyZri6Xik2OTtYVzJ7NmFs6dVvP8lcWvoCcmJmLcuHHw8vJCjx49kJ2dbekqsUfM9u3bMX78eEtXg7FWcXwya8WxyazZox6fFvuSqEF8fDyWLFkCAAgNDUV8fDwGDRpk4VqxR0Vqaiq2b9+OY8eOWboqjLXA8cmsFccms2aPQ3xatIN+69YtpKSk4OzZsxAEAQ0NDRAEAevXr+dvebPf7cyZM4iMjMR3332HHj3+8CFMGTOL45NZK45NZs0el/i06CMu33zzDV544QVcuXIFGo0GRUVF6N+/P9LT0y1ZLfYIuHr1KqZPn464uDh4eXlZujqMGeH4ZNaKY5NZs8cpPi36JdHg4GCsWLEC48aNE6dv2rQJeXl5iI2N5S+TMJPCwsLwww8/oLy8HL1798bq1auh0+kAAK+88goiIyOxZ88e9OvXDwBga2uLrKysdiufY5OZY8n45Nhk5nDuZNbMCnKn1Ty+YfFRXNpYhhsys0ocm8xacWwya8bxyayVtXXQLT6KC2OMMcYYY+z/cAedMcYYY4wxK2KxUVzs7e0bBUEw+wHB3t6eR3NhVoljk1krjk1mzTg+mbWyt7dvtHQdmrPYFfTa2toORIQOHTpArVaLr8LCQhARiAi1tbXi3w/Ta9++fVAqlVCr1Rg0aBDS09NbXS4hIQFKpRIymQzLly8Xp6elpWHgwIGwsbHB119/bbROdHQ0ZDIZfHx8sHjxYjQ2NqKqqgoTJkyAt7c3ZDIZVqxYIS5/5coVBAcHw9fXF0qlEsnJySAilJeXIzg4GI6Ojli0aJFRGV999RUUCgWUSiVCQkJQVlYGIkJUVBS8vb2hVCoxdepU3L59G0SE+vp6hIeHQ6FQwMfHBx988IHR9vR6PXx9fTFx4kRx2rx58+Dm5iYe95ycHBARbt26halTp0KpVMLf3x9nz54V1/nuu+/g5eUFDw8PrFmzpsX+XLx4MRwdHcX3O3bsQM+ePcUyPvvss3Y7xg9rbJp67dq1C0qlEgqFAkOHDkVubm6ry5k6bo2NjVi8eDE8PDygVCqRnZ1ttN6dO3cgkUiMYi0rKwsKhQIeHh5iLBvmbdq0SYzn6Ohos3F29epVBAcHQyqVQiaTYePGjUZlt7YtIsLp06cREBAAmUwGhUKBmpoas/XKycnBkCFDxHb9008/gYiQmpqKrl27ivtk9erVYhkbN26EXC6HTCZDTEyMOP2dd96Bi4uLuI6hXT5KsdlWTBCR2dxlKg9qNBoMHDgQarUaMpkMsbGxICLcvXvX6FzSo0cPLFmyRFzvX//6lxgjYWFh4vTWciqR6fy8dOlSsQxPT09069ZNnLd8+XLI5XLI5XIkJCSI0zdv3gwPDw8AEPNpW/vI1LaOHDki/v/Dhw9HQUEBiAixsbFQKBTi9HPnzoGI8P3338PPzw8KhQJ+fn44evTof90GH6X4/K2vvLw8BAQEwM7ODuvXrze53NGjRzFw4EDI5XKEh4dDp9O1uf6GDRsgk8kgl8sRGhoq5qLnn38eXl5ekMvlWLBgAerr60FEqKiowKRJk6BSqSCTyfDFF1+I2woJCUG3bt2Mzrfm4ubjjz+GVCqFUqnEqFGjoNFo2mwbhtfkyZMhl8vF96byWl1dHebPnw+FQgGVSoXU1NQHikEiwkcffWTUbszl23aITet6qsRSwd5UNJGjoyOZYljmYXPv3j1qbGwkIqLTp0+Tt7d3i2XKy8upT58+dOPGDSIiCg8PpyNHjhARUWFhIZ0+fZpeeOEF+vrrr8V1jh8/TsOGDSO9Xk96vZ4CAgIoNTWVqqqqKCUlhYiI6urqKDAwkA4cOEBERC+99BJt27aNiIjOnTtH/fr1IyKiyspKSk9Pp9jYWFq0aJFYhk6no169elFZWRkREUVHR9M777xDRESHDh0inU5HRETLly+n5cuXExHR7t27afbs2UREVFVVRf369aPCwkJxmx9//DGFhYXRxIkTxWnz5s0z+t8MoqKi6N133yUiory8PBo1ahQREen1enJ3d6fLly9TXV0dqVQqOnfunLjeyZMnae7cuUbxtGPHDqP/rT09rLFpyvHjx+nWrVtERHTgwAEaPHhwq8uZOm7Jyck0btw4amxspIyMjBbrv/HGGxQWFmZ0PPz9/SkjI4MaGxtp3LhxYsympKTQ6NGjqba2loiISktLich0nJWUlFB2djYREd29e5c8PT3F2DC1LZ1OR0qlknJzc4moqT3q9Xqz9RozZoz4d3JyMo0YMYKIiFJTU41i2+Ds2bMkl8upqqqKdDodjR49mgoKCoiI6J133qH169e3uo9/L2uJzbZigojM5i5TebCurk48nvfu3aN+/fpRcXFxi237+flRWloaERHl5+eTr6+vGOOGODCVU83l5+Y2bdpECxYsICKi/fv307PPPks6nY4qKyvp6aefpjt37hAR0alTp6iwsJD69esn5lZz+8jctjw9Pen8+fNERLR161aaN28eEZE4n4goMTGRQkJCxLIN++fs2bPk4uIiLvdb22B7sJb4/K1KS0spMzOT/vKXv5hsuw0NDeTq6koXL14kIqJVq1bR559/bnZ9rVZLbm5uVF1dTUREzz33HO3YsYOImuKjsbGRGhsbKTQ0VDyXv//+++L598aNG9S9e3eqq6sjIqIjR45QUlJSi5xkKm5SUlKoqqqKiIi2bdtGs2bNIiLTbcNgz549FBYWRnK5XJxmKq9t2bKF5s+fL+4HPz8/amhoICLTMUhEdPXqVRo7diz17dtXbDem8m17uB+bFv8waHhZ16eFR0Tnzp3FW3hVVVWt3s775Zdf4OnpiV69egEAnn32WezZswcA4ObmBpVKhQ4djA+PIAiora1FfX096urqoNPp0Lt3bzg4OGDkyJEAADs7O/j5+UGr1Yrr3L17FwBw584duLi4AAAcHR0RGBgIe3t7ozIMgVFVVQWipqtShnXGjh0LW9ump6ICAgKMyqiqqoJer0dNTQ3s7OzQtWtXAIBWq0VycjIiIyMfaN+dP38eo0aNAgD4+PhAo9GgtLQUmZmZGDBgANzd3WFnZ4fQ0FAkJiYCABoaGhAdHY1169Y9UBmspWHDhqF79+4AjI/tg0pMTER4eDgEQUBAQAAqKipw7do1AEB2djZKS0sxduxYcflr167h7t27CAgIgCAICA8Px759+wAAsbGxWLlyJTp16gQAcHJyAmA6zpydneHn5wcA6NKlC6RSKYqLi81u6/vvv4dKpYJarQYA9OjRAzY2NmbrZaotmZKXl4chQ4bAwcEBtra2GDFiBL799tvftF8fZuZiwsBc7jKVB+3s7MTjWVdXh8bGlnel8/PzcePGDTzzzDMAgM8++wyLFi0SY7x5TLWWU83l5+bi4+MRFhYGoCl3BQUFwdbWFo6OjlCpVDh48CAAYODAgXBzc3vgfWRuW6bi0JBzAePzzsCBA8Vl5HI5ampqUFdX91+1wceZk5MT/P390bFjR5PL3Lx5E3Z2duL43GPGjBHjxtz6hpym1+tRXV0tHq8JEyZAEAQIgoDBgwcbnXPv3bsHIkJlZSWeeuop8dw8evRodOnSpUUZpuJm5MiRcHBwANDyvN5a2wCAyspKbNiwAW+//fYD7bvm53UnJyc8+eSTyMrKMhuDALBs2TKsW7fusX0kyuId9JqaGvj6+sLX1xfTpk2zdHXazd69e+Hj44OJEyfiiy++aDF/wIABuHjxIjQaDfR6Pfbt24eioiKz2xw6dChGjhwJZ2dnODs7IyQkBFKp1GiZiooK/Pvf/8bo0aMBAO+++y527doFV1dXTJgwAZs3bzZbRseOHREbGwulUgkXFxecP38eERERLZb74osvMH78eADAzJkz4ejoCGdnZ/Tt2xdRUVF46qmnAABLly7FunXrWpxkAeCvf/0rVCoVli1bhrq6OgCAWq0WOzGZmZm4cuUKtFotiouL0adPH3FdV1dXsRO2ZcsWTJkyBc7Ozi3K2LNnD1QqFWbOnNnm/mVNtm/fLh7b1rR23Ewdn8bGRrz11lvibUqD4uJiuLq6tlgeaOpcpaenY8iQIRgxYgROnjwJwHycGWg0GvFRFHPbys/PhyAICAkJgZ+fn/jhzly9Nm7ciOjoaPTp0wdRUVFYs2aNuFxGRgbUajXGjx+Pc+fOAQAUCgXS09Nx8+ZNVFdX48CBA0YxuGXLFqhUKrz44ou4ffu26QPykDLXZlvz69xlTlFREVQqFfr06YMVK1a0+LCUkJCA2bNniyf2/Px85OfnY/jw4QgICBA7u6Zy6oPk5ytXrqCwsFDseKjVahw8eBDV1dUoLy9HampqmznH1D4yt63PP/8cEyZMgKurK+Li4rBy5Upx/a1bt8LDwwPLly/Hpk2bWpS3Z88e+Pn5oVOnTv9VG2Tm9ezZE3q9XhyX+5tvvmkzBiQSCaKiotC3b184OzujW7duRhczAECn0yEuLk78zZjXX38deXl5cHFxgVKpxCeffNLqObY5c3Fj0Dz3m+tvrFq1Cm+99ZbYsW+utbymVquRlJQEvV6PwsJCZGdno6ioyGwMJiYmQiKRiBdRmmst3z6KLN5Bf+KJJ5Cbm4vc3Fzs3bvX0tVpN9OmTcOFCxewb98+rFq1qsX87t27IzY2FrNnz8YzzzwDNzc32NjYmN3mpUuXkJeXJ3ZYU1JSjH51Va/XIywsDG+88Qbc3d0BNF3hmT9/PrRaLQ4cOIAXXnih1StOBjqdDrGxscjJyUFJSQlUKpVRRwQA3n//fdja2mLOnDkAmjrSNjY2KCkpQWFhIT7++GP88ssv2L9/P5ycnDBo0KAW5axZswYXLlzAyZMncevWLaxduxYAsHLlSlRUVMDX1xebN28Wn0E1paSkBF9//TUWL17cYt7kyZOh0Whw5swZjBkzBvPmzTOzdxkApKamYvv27eLx+DVTx82Ubdu2iSeFB6XX63Hr1i2cOHEC69evx6xZs0BEJuPMoLKyEjNmzMDGjRvFq4mmtqXX63Hs2DHs3r0bx44dw969e3H06FGz9YqNjUVMTAyKiooQExMjfnD18/PDlStXcPr0aSxevBhTp04FAEilUqxYsQJjx47FuHHj4OvrK8byq6++isuXLyM3NxfOzs546623Hnj/PIpay13m9OnTB2fOnMGlS5fw5ZdforS01Gh+QkKCeGXbsP2CggL88MMPiI+Px0svvYSKigqTOfVB8nNCQgJmzpwpTh87diwmTJiAYcOGISwsDEOHDm0zp5tiblsxMTE4cOAAtFotFixYgDfffFNcb9GiRbh8+TLWrl2L9957z2ib586dw4oVK/Dpp5+2Wb6pdsPMEwQBCQkJWLZsGQYPHowuXbq0GQO3b99GYmIiCgsLUVJSgqqqKuzatctomddeew1BQUHiHaFDhw7B19cXJSUlyM3Nxeuvvy5eHTfFXNwAwK5du5CVlYXo6GgApvsbubm5uHz5cqsXVE3ltRdffBGurq54+umnsXTpUgwbNszsfqmursYHH3yAv//97y3mmcq3jyKLd9AfFVu3bhXvBJSUlIjTg4KC8Msvv6C8vLzFOpMnT8ZPP/2EjIwMeHt7t/mztXv37kVAQAA6d+6Mzp07Y/z48cjIyBDnL1y4EJ6enli6dKk4bfv27Zg1axaApk/EtbW1rdbFIDc3FwDg4eEBQRAwa9Ys/Pjjj+L8f/7zn9i/fz92794tXp366quvMG7cOHTs2BFOTk4YPnw4srKycPz4cSQlJcHNzQ2hoaFISUnB3LlzAQDOzs4QBAGdOnXCggULkJmZCaDpNu2OHTuQm5uLnTt3oqysDO7u7pBIJEZXIrRaLSQSCXJycnDp0iUMGDAAbm5uqK6uxoABAwA0PbZguEUbGRmJ7Oxss/v3cfPrmD1z5gwiIyORmJiIHj16tLqOqeNm6vhkZGRgy5YtcHNzQ1RUFHbu3ImVK1dCIpEYPUZjWB5ouooyffp08bZuhw4dUF5ebjLOgKYPljNmzMCcOXMwffp0cbumtuXq6oqgoCD07NkTDg4OmDBhAk6dOmW2Xl9++aW47eeee84oZjt37gyg6Za0TqcT21hERASys7Pxn//8B927dxfbeO/evWFjY4MOHTrgpZdeErf1sGseU87Ozq3GRGtay10PwsXFRbxTYXD69Gno9XqjCwOurq6YMmUKOnbsiP79+8PLywsFBQVmc2pb+fnXHwKAprtLubm5OHz4MIiozZxuqt2Y2lZZWRlOnz4t3iGaPXu2UX42CA0NNXpUQKvVYtq0adi5c6f4ZdX/pg0+bkyd180ZOnQo0tPTkZmZiaCgoDZj4MiRI+jfvz969eqFjh07Yvr06UbHdPXq1SgrK8OGDRvEaTt27BCPz4ABA9C/f39cuHDBZBltxc2RI0fw/vvvIykpSTxnmmobGRkZyMrKgpubGwIDA5Gfn4/g4GAApvOara0tYmJikJubi8TERFRUVMDLy8tkDF6+fBmFhYVQq9Vwc3ODVquFn58frl+/bjbfPmq4g95OFi1aJN4JqK6uFq82nDp1CnV1da12eG7cuAGg6RP0tm3b2nxOu2/fvkhLS4Ner4dOp0NaWpp4y+ntt9/GnTt3sHHjxhbrGK4M5uXloba2VnyusjUSiQTnz59HWVkZAODw4cNiGQcPHsS6deuQlJRkdGurb9++SElJAdD07OOJEyfg4+ODNWvWQKvVQqPRICEhAaNGjRKvDBieRSVqGvVGoVAAaLrNXV9fD6DpllxQUBC6du0Kf39/FBQUoLCwEPX19UhISMCUKVMwceJEXL9+HRqNBhqNBg4ODrh06ZJRGQCQlJTU4nGgx13zmNXr9Zg+fTri4uLMnlBMHbcpU6Zg586dICKcOHEC3bp1g7OzM3bv3o2rV69Co9Hgo48+Qnh4OD788EM4Ozuja9euOHHiBIgIO3fuxJ///GcAwNSpU5Gamgqg6VZ7fX09evbsaTLOiAgRERGQSqUtrgqZ2lZISAjOnj2L6upq6PV6pKWlQSaTma2Xi4sL0tLSAAApKSnw9PQEAFy/fl1s75mZmWhsbBTbu6GNX716Fd9++y2ef/55o/0INJ0IDfvxYdc8pqZOndpqTPyaqdxlilarRU1NDYCm3Hns2DF4e3uL85s/F24wdepU/PDDDwCA8vJy5Ofnw93d3WxONZefL1y4gNu3b2Po0KHitIaGBty8eRMAcObMGZw5c6bFowq/ZqrdmNpW9+7dcefOHeTn5wMwzs8FBQXidpOTk8X4rKiowMSJE/Hhhx9i+PDh4jL/TRt83DSP57a+c2JgiJu6ujqsXbsWr7zyitnl+/btixMnToj9hqNHj4rH9PPPP8ehQ4cQHx9v9AhL8/N6aWkpLl68aPbOk7m4ycnJwcsvv4ykpCSj7xqYahuvvvoqSkpKoNFocOzYMXh5eYlty1Req66uRlVVlVi2ra2t2XyrVCpx48YN8bzu6uqKU6dO4U9/+pPZfPvIsdS3U/EIj+Ly4YcfkkwmI7VaTQEBAZSeni7OU6vV4t+hoaEklUpJKpVSfHy8OD0zM5MkEgk5ODjQU089RTKZjIiaRjJZuHAh+fj4kFQqpWXLlhERUVFREQEgHx8fUqvVpFar6bPPPiOippFbhg0bRiqVitRqNR06dEgsp1+/ftS9e3dydHQkiUQijnwRGxtLPj4+pFQqadKkSVReXk5ERB4eHuTq6iqW8fLLLxNR00gKM2fOJJlMRlKplNatW9din/z6m9cjR44khUJBcrmc5syZQ/fu3SMioh9//JE8PT3Jy8uLpk2bJo66QNT0jXZPT09yd3en9957r9V93zyeVq5cSTKZjFQqFQUHB1NeXp7pg/YbPayxaUpERAQ9+eST4rEdNGiQOG/8+PHiKBCmjltjYyO99tpr5O7uTgqFgk6ePNmijF+PqnPy5EmSy+Xk7u5OixYtEkc+qqurozlz5pBcLqeBAwfS0aNHich0nKWnpxMAUiqVYv2Tk5PNbouIKC4ujmQyGcnlcoqOjm6zXunp6eTn50cqlYoGDx5MWVlZRES0efNmMc6GDBlCx48fF7cVGBhIUqmUVCqV0Sggc+fOJYVCQUqlkiZPnkwlJSW/+ZiZYi2xaS4mDHnQXO4ylQe///57UiqVpFKpSKlU0qeffmpUbv/+/Vu09cbGRlq2bBlJpVJSKBRivjWVU4lM52eiptEqVqxYYTStpqZGXH7IkCGUk5Mjzvvkk09IIpGQjY0NOTs7U0REhNl9ZG5b3377LSkUClKpVDRixAi6fPkyETWNlGQ47wQHB9PPP/9MRET/+Mc/yMHBQdy/arVaHJXlt7bB9mAt8flbXbt2jSQSCXXp0oW6detGEolEHDmneY6MiooiHx8f8vLyopiYmAda/29/+xt5e3uTXC6nuXPniqPn2NjYkLu7u3jcVq9eTURExcXFNGbMGDEXx8XFieUEBgZSz549yd7eniQSCR08eJCITMfN6NGjycnJSSxj8uTJRGS+bRgUFhYajeJiKq8VFhaSl5cX+fj40OjRo0mj0YjrmIrB5pqPfmQu3/5esLJRXASy0HNlgiBQW2ULgsDPvTGrxLHJrBXHJrNmHJ/MWt2PTasZMoYfcWGMMcYYY8yKcAedMcYYY4wxK2JrqYLt7e1LBUHo3cYyjYIg8IcIZnU4Npm14thk1ozjk1kre3v70raX+uNY7Bl0xhhjjDHGWEv8KZYxxhhjjDErwh10xhhjjDHGrAh30BljjDHGGLMi3EFnjDHGGGPMinAHnTHGGGOMMSvy/wF8KXzILNgUzAAAAABJRU5ErkJggg==
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[78]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">][[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">]]</span>\
+    <span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+        <span class="n">style</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;-*r&quot;</span><span class="p">,</span> <span class="s2">&quot;--ob&quot;</span><span class="p">],</span> 
+        <span class="n">secondary_y</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> 
+        <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">),</span>
+        <span class="n">yerr</span><span class="o">=</span><span class="p">{</span>
+            <span class="s2">&quot;A&quot;</span><span class="p">:</span> <span class="n">df_demo</span><span class="p">[</span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">][</span><span class="s2">&quot;C&quot;</span><span class="p">],</span> 
+            <span class="s2">&quot;F&quot;</span><span class="p">:</span> <span class="mf">0.2</span>
+        <span class="p">},</span> 
+        <span class="n">capsize</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span>
+        <span class="n">title</span><span class="o">=</span><span class="s2">&quot;Bug: style is ignored with yerr&quot;</span><span class="p">,</span>
+        <span class="n">marker</span><span class="o">=</span><span class="s2">&quot;P&quot;</span>
+    <span class="p">);</span>  
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Combine-Pandas-with-Matplotlib">Combine Pandas with Matplotlib<a class="anchor-link" href="#Combine-Pandas-with-Matplotlib">&#182;</a></h2><ul>
+<li>Pandas shortcuts very handy</li>
+<li>But sometimes, one needs to access underlying Matplotlib functionality</li>
+<li>No problemo!</li>
+<li><strong>Option 1</strong>: Pandas always returns axis<ul>
+<li>Use this to manipulate the canvas</li>
+<li>Get underlying <code>figure</code> with <code>ax.get_figure()</code> (for <code>fig.savefig()</code>)</li>
+</ul>
+</li>
+<li><strong>Option 2</strong>: Create figure and axes with Matplotlib, use when drawing<ul>
+<li><code>.plot()</code>: Use <code>ax</code> option</li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Option-1:-Pandas-Returns-Axis">Option 1: Pandas Returns Axis<a class="anchor-link" href="#Option-1:-Pandas-Returns-Axis">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[79]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Hello there!&quot;</span><span class="p">);</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_figure</span><span class="p">()</span>
+<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;This title is super!&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Option-2:-Draw-on-Matplotlib-Axes">Option 2: Draw on Matplotlib Axes<a class="anchor-link" href="#Option-2:-Draw-on-Matplotlib-Axes">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[80]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
+<span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Hello there!&quot;</span><span class="p">);</span>
+<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;This title is super!&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>We can also get fancy!</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[81]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">sharey</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
+<span class="k">for</span> <span class="n">ax</span><span class="p">,</span> <span class="n">column</span><span class="p">,</span> <span class="n">color</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">([</span><span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;blue&quot;</span><span class="p">,</span> <span class="s2">&quot;#b2e123&quot;</span><span class="p">]):</span>
+    <span class="n">df_demo</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Aside:-Seaborn">Aside: Seaborn<a class="anchor-link" href="#Aside:-Seaborn">&#182;</a></h2><ul>
+<li>Python package on top of Matplotlib</li>
+<li>Powerful API shortcuts for plotting of statistical data</li>
+<li>Manipulate color palettes</li>
+<li>Works well together with Pandas</li>
+<li>Also: New clever defaults for Matplotlib</li>
+<li>→ <a href="https://seaborn.pydata.org/">https://seaborn.pydata.org/</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[82]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[83]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Seaborn-Color-Palette-Example">Seaborn Color Palette Example<a class="anchor-link" href="#Seaborn-Color-Palette-Example">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[84]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[85]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">&quot;hls&quot;</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[86]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">&quot;hsv&quot;</span><span class="p">,</span> <span class="mi">20</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[87]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">&quot;Paired&quot;</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Seaborn-Plot-Examples">Seaborn Plot Examples<a class="anchor-link" href="#Seaborn-Plot-Examples">&#182;</a></h3><ul>
+<li>Most of the time, I use a regression plot from Seaborn</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[89]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">&quot;hls&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">):</span>
+    <span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;F&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df_demo</span><span class="p">);</span>
+    <span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df_demo</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>A joint plot combines two plots into one</li>
+<li>Very handy for showing a fuller picture of two-dimensionally scattered variables</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[90]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">multivariate_normal</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="p">[[</span><span class="mi">1</span><span class="p">,</span> <span class="o">-.</span><span class="mi">5</span><span class="p">],</span> <span class="p">[</span><span class="o">-.</span><span class="mi">5</span><span class="p">,</span> <span class="mi">1</span><span class="p">]],</span> <span class="n">size</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[91]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">jointplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">&quot;reg&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-6">Task 6<a class="anchor-link" href="#Task-6">&#182;</a></h2><p><a name="task6"></a></p>
+<ul>
+<li>To your <code>df</code> NEST data frame, add a column with the unaccounted time (<code>Unaccounted Time / s</code>), which is the difference of program runtime, average neuron build time, minimal edge build time, minimal initialization time, presimulation time, and simulation time.<br>
+(<em>I know this is technically not super correct, but it will do for our example.</em>)</li>
+<li>Plot a stacked bar plot of all these columns (except for program runtime) over the virtual processes</li>
+<li>Remember: <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[92]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s1">&#39;Avg. Neuron Build Time / s&#39;</span><span class="p">,</span> 
+    <span class="s1">&#39;Min. Edge Build Time / s&#39;</span><span class="p">,</span> 
+    <span class="s1">&#39;Min. Init. Time / s&#39;</span><span class="p">,</span> 
+    <span class="s1">&#39;Presim. Time / s&#39;</span><span class="p">,</span> 
+    <span class="s1">&#39;Sim. Time / s&#39;</span>
+<span class="p">]</span>
+<span class="n">df</span><span class="p">[</span><span class="s2">&quot;Unaccounted Time / s&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Runtime Program / s&#39;</span><span class="p">]</span>
+<span class="k">for</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">cols</span><span class="p">:</span>
+    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Unaccounted Time / s&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Unaccounted Time / s&quot;</span><span class="p">]</span> <span class="o">-</span> <span class="n">df</span><span class="p">[</span><span class="n">entry</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[93]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[[</span><span class="s2">&quot;Runtime Program / s&quot;</span><span class="p">,</span> <span class="s2">&quot;Unaccounted Time / s&quot;</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">]]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[93]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Runtime Program / s</th>
+      <th>Unaccounted Time / s</th>
+      <th>Avg. Neuron Build Time / s</th>
+      <th>Min. Edge Build Time / s</th>
+      <th>Min. Init. Time / s</th>
+      <th>Presim. Time / s</th>
+      <th>Sim. Time / s</th>
+    </tr>
+    <tr>
+      <th>Virtual Processes</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>8</th>
+      <td>420.42</td>
+      <td>2.09</td>
+      <td>0.29</td>
+      <td>88.12</td>
+      <td>1.14</td>
+      <td>17.26</td>
+      <td>311.52</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>202.15</td>
+      <td>2.43</td>
+      <td>0.28</td>
+      <td>47.98</td>
+      <td>0.70</td>
+      <td>7.95</td>
+      <td>142.81</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[94]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[[</span><span class="s2">&quot;Unaccounted Time / s&quot;</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">4</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<ul>
+<li>Make it relative to the total program run time</li>
+<li><strong>Slight complication</strong>: Our virtual processes as indexes are not unique; we need to find new unique indexes</li>
+<li>Let's use a multi index!</li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[95]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_multind</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">set_index</span><span class="p">([</span><span class="s2">&quot;Nodes&quot;</span><span class="p">,</span> <span class="s2">&quot;Tasks/Node&quot;</span><span class="p">,</span> <span class="s2">&quot;Threads/Task&quot;</span><span class="p">])</span>
+<span class="n">df_multind</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[95]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th></th>
+      <th></th>
+      <th>id</th>
+      <th>Runtime Program / s</th>
+      <th>Scale</th>
+      <th>Plastic</th>
+      <th>Avg. Neuron Build Time / s</th>
+      <th>Min. Edge Build Time / s</th>
+      <th>Max. Edge Build Time / s</th>
+      <th>Min. Init. Time / s</th>
+      <th>Max. Init. Time / s</th>
+      <th>Presim. Time / s</th>
+      <th>Sim. Time / s</th>
+      <th>Virt. Memory (Sum) / kB</th>
+      <th>Local Spike Counter (Sum)</th>
+      <th>Average Rate (Sum)</th>
+      <th>Number of Neurons</th>
+      <th>Number of Connections</th>
+      <th>Min. Delay</th>
+      <th>Max. Delay</th>
+      <th>Unaccounted Time / s</th>
+    </tr>
+    <tr>
+      <th>Nodes</th>
+      <th>Tasks/Node</th>
+      <th>Threads/Task</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th rowspan="3" valign="top">1</th>
+      <th rowspan="2" valign="top">2</th>
+      <th>4</th>
+      <td>5</td>
+      <td>420.42</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.29</td>
+      <td>88.12</td>
+      <td>88.18</td>
+      <td>1.14</td>
+      <td>1.20</td>
+      <td>17.26</td>
+      <td>311.52</td>
+      <td>46560664.0</td>
+      <td>825499</td>
+      <td>7.48</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>2.09</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>5</td>
+      <td>202.15</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.28</td>
+      <td>47.98</td>
+      <td>48.48</td>
+      <td>0.70</td>
+      <td>1.20</td>
+      <td>7.95</td>
+      <td>142.81</td>
+      <td>47699384.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>2.43</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <th>4</th>
+      <td>5</td>
+      <td>200.84</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.15</td>
+      <td>46.03</td>
+      <td>46.34</td>
+      <td>0.70</td>
+      <td>1.01</td>
+      <td>7.87</td>
+      <td>142.97</td>
+      <td>46903088.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>3.12</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <th>2</th>
+      <th>4</th>
+      <td>5</td>
+      <td>164.16</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.20</td>
+      <td>40.03</td>
+      <td>41.09</td>
+      <td>0.52</td>
+      <td>1.58</td>
+      <td>6.08</td>
+      <td>114.88</td>
+      <td>46937216.0</td>
+      <td>802865</td>
+      <td>7.03</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>2.45</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <th>2</th>
+      <th>12</th>
+      <td>6</td>
+      <td>141.70</td>
+      <td>10</td>
+      <td>True</td>
+      <td>0.30</td>
+      <td>32.93</td>
+      <td>33.26</td>
+      <td>0.62</td>
+      <td>0.95</td>
+      <td>5.41</td>
+      <td>100.16</td>
+      <td>50148824.0</td>
+      <td>813743</td>
+      <td>7.27</td>
+      <td>112500</td>
+      <td>1265738500</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>2.28</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[96]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_multind</span><span class="p">[[</span><span class="s2">&quot;Unaccounted Time / s&quot;</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">]]</span>\
+    <span class="o">.</span><span class="n">divide</span><span class="p">(</span><span class="n">df_multind</span><span class="p">[</span><span class="s2">&quot;Runtime Program / s&quot;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="s2">&quot;index&quot;</span><span class="p">)</span>\
+    <span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">6</span><span class="p">),</span> <span class="n">title</span><span class="o">=</span><span class="s2">&quot;Relative Time Distribution&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Next-Level:-Hierarchical-Data">Next Level: Hierarchical Data<a class="anchor-link" href="#Next-Level:-Hierarchical-Data">&#182;</a></h2><ul>
+<li><code>MultiIndex</code> only a first level</li>
+<li>More powerful:<ul>
+<li>Grouping: <code>.groupby()</code> (<a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html">API</a>)</li>
+<li>Pivoting: <code>.pivot_table()</code> (<a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pivot_table.html">API</a>); also <code>.pivot()</code> (<a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pivot.html">API</a>)</li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[97]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;Nodes&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[97]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>id</th>
+      <th>Tasks/Node</th>
+      <th>Threads/Task</th>
+      <th>Runtime Program / s</th>
+      <th>Scale</th>
+      <th>Plastic</th>
+      <th>Avg. Neuron Build Time / s</th>
+      <th>Min. Edge Build Time / s</th>
+      <th>Max. Edge Build Time / s</th>
+      <th>Min. Init. Time / s</th>
+      <th>...</th>
+      <th>Presim. Time / s</th>
+      <th>Sim. Time / s</th>
+      <th>Virt. Memory (Sum) / kB</th>
+      <th>Local Spike Counter (Sum)</th>
+      <th>Average Rate (Sum)</th>
+      <th>Number of Neurons</th>
+      <th>Number of Connections</th>
+      <th>Min. Delay</th>
+      <th>Max. Delay</th>
+      <th>Unaccounted Time / s</th>
+    </tr>
+    <tr>
+      <th>Nodes</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1</th>
+      <td>5.333333</td>
+      <td>3.0</td>
+      <td>8.0</td>
+      <td>185.023333</td>
+      <td>10.0</td>
+      <td>True</td>
+      <td>0.220000</td>
+      <td>42.040000</td>
+      <td>42.838333</td>
+      <td>0.583333</td>
+      <td>...</td>
+      <td>7.226667</td>
+      <td>132.061667</td>
+      <td>4.806585e+07</td>
+      <td>816298.000000</td>
+      <td>7.215000</td>
+      <td>112500.0</td>
+      <td>1.265738e+09</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>2.891667</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>5.333333</td>
+      <td>3.0</td>
+      <td>8.0</td>
+      <td>73.601667</td>
+      <td>10.0</td>
+      <td>True</td>
+      <td>0.168333</td>
+      <td>19.628333</td>
+      <td>20.313333</td>
+      <td>0.191667</td>
+      <td>...</td>
+      <td>2.725000</td>
+      <td>48.901667</td>
+      <td>4.975288e+07</td>
+      <td>818151.000000</td>
+      <td>7.210000</td>
+      <td>112500.0</td>
+      <td>1.265738e+09</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>1.986667</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>5.333333</td>
+      <td>3.0</td>
+      <td>8.0</td>
+      <td>43.990000</td>
+      <td>10.0</td>
+      <td>True</td>
+      <td>0.138333</td>
+      <td>12.810000</td>
+      <td>13.305000</td>
+      <td>0.135000</td>
+      <td>...</td>
+      <td>1.426667</td>
+      <td>27.735000</td>
+      <td>5.511165e+07</td>
+      <td>820465.666667</td>
+      <td>7.253333</td>
+      <td>112500.0</td>
+      <td>1.265738e+09</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>1.745000</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>5.333333</td>
+      <td>3.0</td>
+      <td>8.0</td>
+      <td>31.225000</td>
+      <td>10.0</td>
+      <td>True</td>
+      <td>0.116667</td>
+      <td>9.325000</td>
+      <td>9.740000</td>
+      <td>0.088333</td>
+      <td>...</td>
+      <td>1.066667</td>
+      <td>19.353333</td>
+      <td>5.325783e+07</td>
+      <td>819558.166667</td>
+      <td>7.288333</td>
+      <td>112500.0</td>
+      <td>1.265738e+09</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>1.275000</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>5.333333</td>
+      <td>3.0</td>
+      <td>8.0</td>
+      <td>24.896667</td>
+      <td>10.0</td>
+      <td>True</td>
+      <td>0.140000</td>
+      <td>7.468333</td>
+      <td>7.790000</td>
+      <td>0.070000</td>
+      <td>...</td>
+      <td>0.771667</td>
+      <td>14.950000</td>
+      <td>6.075634e+07</td>
+      <td>815307.666667</td>
+      <td>7.225000</td>
+      <td>112500.0</td>
+      <td>1.265738e+09</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>1.496667</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>5.333333</td>
+      <td>3.0</td>
+      <td>8.0</td>
+      <td>20.215000</td>
+      <td>10.0</td>
+      <td>True</td>
+      <td>0.106667</td>
+      <td>6.165000</td>
+      <td>6.406667</td>
+      <td>0.051667</td>
+      <td>...</td>
+      <td>0.630000</td>
+      <td>12.271667</td>
+      <td>6.060652e+07</td>
+      <td>815456.333333</td>
+      <td>7.201667</td>
+      <td>112500.0</td>
+      <td>1.265738e+09</td>
+      <td>1.5</td>
+      <td>1.5</td>
+      <td>0.990000</td>
+    </tr>
+  </tbody>
+</table>
+<p>6 rows × 21 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Pivoting">Pivoting<a class="anchor-link" href="#Pivoting">&#182;</a></h3><ul>
+<li>Combine categorically-similar columns</li>
+<li>Creates hierarchical index</li>
+<li>Respected during plotting!</li>
+<li>A pivot table has three <em>layers</em>; if confused, think about these questions<ul>
+<li><code>index</code>: »What's on the <code>x</code> axis?«</li>
+<li><code>values</code>: »What value do I want to plot?«</li>
+<li><code>columns</code>: »What categories do I want [to be in the legend]?«</li>
+</ul>
+</li>
+<li>All can be populated from base data frame</li>
+<li>Might be aggregated, if needed</li>
+</ul>
+
+</div>
+</div>
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[98]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_demo</span><span class="p">[</span><span class="s2">&quot;H&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="n">n</span> <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">)]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[99]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_pivot</span> <span class="o">=</span> <span class="n">df_demo</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span>
+    <span class="n">index</span><span class="o">=</span><span class="s2">&quot;F&quot;</span><span class="p">,</span>
+    <span class="n">values</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">,</span>
+    <span class="n">columns</span><span class="o">=</span><span class="s2">&quot;H&quot;</span>
+<span class="p">)</span>
+<span class="n">df_pivot</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[99]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>H</th>
+      <th>-1</th>
+      <th>1</th>
+    </tr>
+    <tr>
+      <th>F</th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>-3.918282</th>
+      <td>NaN</td>
+      <td>7.389056</td>
+    </tr>
+    <tr>
+      <th>-2.504068</th>
+      <td>NaN</td>
+      <td>1.700594</td>
+    </tr>
+    <tr>
+      <th>-1.918282</th>
+      <td>NaN</td>
+      <td>0.515929</td>
+    </tr>
+    <tr>
+      <th>-0.213769</th>
+      <td>0.972652</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>0.518282</th>
+      <td>2.952492</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[100]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_pivot</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Task-7">Task 7<a class="anchor-link" href="#Task-7">&#182;</a></h2><p><a name="task7"></a></p>
+<ul>
+<li>Create a pivot table based on the NEST <code>df</code> data frame</li>
+<li>Let the <code>x</code> axis show the number of nodes; display the values of the simulation time <code>"Sim. Time / s"</code> for the tasks per node and threas per task configurations</li>
+<li>Please plot a bar plot</li>
+<li>Done? <a href="https://pollev.com/aherten538">pollev.com/aherten538</a></li>
+</ul>
+
+</div>
+</div>
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[101]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span>
+    <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Nodes&quot;</span><span class="p">],</span>
+    <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Tasks/Node&quot;</span><span class="p">,</span> <span class="s2">&quot;Threads/Task&quot;</span><span class="p">],</span>
+    <span class="n">values</span><span class="o">=</span><span class="s2">&quot;Sim. Time / s&quot;</span><span class="p">,</span>
+<span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">4</span><span class="p">));</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div><div class="fragment">
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p><a name="taskb"></a></p>
+<ul>
+<li>Bonus task<ul>
+<li>Use <code>Sim. Time / s</code> and <code>Presim. Time / s</code> as values to show</li>
+<li>Show a stack of those two values inside the pivot table</li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+</div></div></section></section><section><section>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="The-End">The End<a class="anchor-link" href="#The-End">&#182;</a></h2><ul>
+<li>Pandas works on data frames</li>
+<li>Slice frames to your likings</li>
+<li>Plot frames<ul>
+<li>Together with Matplotlib, Seaborn, others</li>
+</ul>
+</li>
+<li>Pivot tables are next level greatness</li>
+<li>Thanks for being here! 😍</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p><span class="feedback">Tell me what you think about this tutorial! <a href="mailto:a.herten@fz-juelich.de">a.herten@fz-juelich.de</a></span></p>
+
+</div>
+</div>
+</div></section></section>
+</div>
+</div>
+
+<script>
+
+require(
+    {
+      // it makes sense to wait a little bit when you are loading
+      // reveal from a cdn in a slow connection environment
+      waitSeconds: 15
+    },
+    [
+      "reveal.js/lib/js/head.min.js",
+     "reveal.js/js/reveal.js",
+     "fzj.js"
+    ],
+
+    function(head, Reveal){
+
+        // Full list of configuration options available here: https://github.com/hakimel/reveal.js#configuration
+        Reveal.initialize({
+            controls: true,
+            progress: true,
+            history: true,
+
+            transition: "slide",
+            width: 1280,
+            height: 720,
+            center: false,
+            controls: false,
+
+            // Optional libraries used to extend on reveal.js
+            dependencies: [
+                { src: "reveal.js/lib/js/classList.js",
+                  condition: function() { return !document.body.classList; } },
+                { src: "reveal.js/plugin/notes/notes.js",
+                  async: true,
+                  condition: function() { return !!document.body.classList; } }
+            ]
+        });
+
+        var update = function(event){
+          if(MathJax.Hub.getAllJax(Reveal.getCurrentSlide())){
+            MathJax.Hub.Rerender(Reveal.getCurrentSlide());
+          }
+        };
+
+        Reveal.addEventListener('slidechanged', update);
+
+        function setScrollingSlide() {
+            var scroll = false
+            if (scroll === true) {
+              var h = $('.reveal').height() * 0.95;
+              $('section.present').find('section')
+                .filter(function() {
+                  return $(this).height() > h;
+                })
+                .css('height', 'calc(95vh)')
+                .css('overflow-y', 'scroll')
+                .css('margin-top', '20px');
+            }
+        }
+
+        // check and set the scrolling slide every time the slide change
+        Reveal.addEventListener('slidechanged', setScrollingSlide);
+
+    }
+
+);
+</script>
+
+</body>
+
+
+</html>
diff --git a/Introduction-to-Pandas--slides.ipynb b/Introduction-to-Pandas--slides.ipynb
new file mode 100644
index 0000000..4e8f164
--- /dev/null
+++ b/Introduction-to-Pandas--slides.ipynb
@@ -0,0 +1 @@
+{"cells": [{"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["# *Introduction to* Data Analysis and Plotting with Pandas\n", "## JSC Tutorial\n", "\n", "Andreas Herten, Forschungszentrum J\u00fclich, 26 February 2019"]}, {"cell_type": "markdown", "metadata": {"exercise": "onlypresentation", "slideshow": {"slide_type": "skip"}}, "source": ["**Version: Slides**"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## My Motivation\n", "\n", "* I like Python\n", "* I like plotting data\n", "* I like sharing\n", "* I think Pandas is awesome and you should use it too"]}, {"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["## Outline\n", "\n", "* [Task 1](#task1)\n", "* [Task 2](#task2)\n", "* [Task 3](#task3)\n", "* [Task 4](#task4)\n", "* [Task 5](#task5)\n", "* [Task 6](#task6)\n", "* [Task 7](#task7)\n", "* [Bonus Task](#taskb)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Tutorial Setup\n", "\n", "* 60 minutes (we might do this again for some advanced stuff if you want to)\n", "* Alternating between lecture and hands-on\n", "* Please give status via **[pollev.com/aherten538](https://pollev.com/aherten538)**"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* Please open Jupyter Notebook of this session\n", "    - \u2026\u00a0either on your **local machine** (which has Pandas)\n", "    - \u2026 or on the **JSC Jupyter service** at https://jupyter-jsc.fz-juelich.de/\n", "        - Either `pip install --user pandas seaborn` once in a shell and `cp $PROJECT_cjsc/herten1/pandas/notebook.ipynb ~/`\n", "        - Or \n", "            1. `ln -s $PROJECT_cjsc/herten1/pandas ~/.local/share/jupyter/kernels/` and \n", "            2. `cp $PROJECT_cjsc/herten1/pandas/notebook-with-kernel.ipynb ~/`"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## About Pandas\n", "\n", "<img style=\"float: right; max-width: 200px;\" width=\"200px\" src=\"img/adorable-animal-animal-photography-1661535.jpg\" />\n", "\n", "* Python package (Python 2, Python 3)\n", "* For data analysis\n", "* With data structures (multi-dimensional table; time series), operations\n", "* Name from \u00bb**Pan**el **Da**ta\u00ab\u00a0(multi-dimensional time series in economics)\n", "* Since 2008\n", "* https://pandas.pydata.org/\n", "* Install [via PyPI](https://pypi.org/project/pandas/): `pip install pandas`"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Pandas Cohabitation\n", "\n", "* Pandas works great together with other established Python tools\n", "    * [Jupyter Notebooks](https://jupyter.org/)\n", "    * Plotting with [`matplotlib`](https://matplotlib.org/)\n", "    * Modelling with [`statsmodels`](https://www.statsmodels.org/stable/index.html), [`scikit-learn`](https://scikit-learn.org/)\n", "    * Nicer plots with [`seaborn`](https://seaborn.pydata.org/), [`altair`](https://altair-viz.github.io/), [`plotly`](https://plot.ly/)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## First Steps"]}, {"cell_type": "code", "execution_count": 1, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["import pandas"]}, {"cell_type": "code", "execution_count": 2, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["import pandas as pd"]}, {"cell_type": "code", "execution_count": 3, "metadata": {"slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"text/plain": ["'0.24.1'"]}, "execution_count": 3, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.__version__"]}, {"cell_type": "code", "execution_count": 4, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/plain": ["\u001b[0;31mClass docstring:\u001b[0m\n", "    pandas - a powerful data analysis and manipulation library for Python\n", "    =====================================================================\n", "    \n", "    **pandas** is a Python package providing fast, flexible, and expressive data\n", "    structures designed to make working with \"relational\" or \"labeled\" data both\n", "    easy and intuitive. It aims to be the fundamental high-level building block for\n", "    doing practical, **real world** data analysis in Python. Additionally, it has\n", "    the broader goal of becoming **the most powerful and flexible open source data\n", "    analysis / manipulation tool available in any language**. It is already well on\n", "    its way toward this goal.\n", "    \n", "    Main Features\n", "    -------------\n", "    Here are just a few of the things that pandas does well:\n", "    \n", "      - Easy handling of missing data in floating point as well as non-floating\n", "        point data.\n", "      - Size mutability: columns can be inserted and deleted from DataFrame and\n", "        higher dimensional objects\n", "      - Automatic and explicit data alignment: objects can be explicitly aligned\n", "        to a set of labels, or the user can simply ignore the labels and let\n", "        `Series`, `DataFrame`, etc. automatically align the data for you in\n", "        computations.\n", "      - Powerful, flexible group by functionality to perform split-apply-combine\n", "        operations on data sets, for both aggregating and transforming data.\n", "      - Make it easy to convert ragged, differently-indexed data in other Python\n", "        and NumPy data structures into DataFrame objects.\n", "      - Intelligent label-based slicing, fancy indexing, and subsetting of large\n", "        data sets.\n", "      - Intuitive merging and joining data sets.\n", "      - Flexible reshaping and pivoting of data sets.\n", "      - Hierarchical labeling of axes (possible to have multiple labels per tick).\n", "      - Robust IO tools for loading data from flat files (CSV and delimited),\n", "        Excel files, databases, and saving/loading data from the ultrafast HDF5\n", "        format.\n", "      - Time series-specific functionality: date range generation and frequency\n", "        conversion, moving window statistics, moving window linear regressions,\n", "        date shifting and lagging, etc."]}, "metadata": {}, "output_type": "display_data"}], "source": ["%pdoc pd"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## DataFrames\n", "### It's all about DataFrames\n", "\n", "* Main data containers of Pandas\n", "    - Linear: `Series`\n", "    - Multi Dimension: `DataFrame`\n", "* `Series` is *only* special case of `DataFrame`\n", "* \u2192 Talk about `DataFrame`s, mention some special `Series` cases"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## DataFrames\n", "### Construction\n", "\n", "* To show features of `DataFrame`, let's construct one!\n", "* Many construction possibilities\n", "    - From lists, dictionaries, `numpy` objects\n", "    - From CSV, HDF5, JSON, Excel, HTML, fixed-width files\n", "    - From pickled Pandas data\n", "    - From clipboard\n", "    - *From Feather, Parquest, SAS, SQL, Google BigQuery, STATA*"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## DataFrames\n", "\n", "### Examples, finally"]}, {"cell_type": "code", "execution_count": 5, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["ages  = [41, 56, 56, 57, 39, 59, 43, 56, 38, 60]"]}, {"cell_type": "code", "execution_count": 6, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>0</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>41</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>57</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>39</td>\n", "    </tr>\n", "    <tr>\n", "      <th>5</th>\n", "      <td>59</td>\n", "    </tr>\n", "    <tr>\n", "      <th>6</th>\n", "      <td>43</td>\n", "    </tr>\n", "    <tr>\n", "      <th>7</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8</th>\n", "      <td>38</td>\n", "    </tr>\n", "    <tr>\n", "      <th>9</th>\n", "      <td>60</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["    0\n", "0  41\n", "1  56\n", "2  56\n", "3  57\n", "4  39\n", "5  59\n", "6  43\n", "7  56\n", "8  38\n", "9  60"]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.DataFrame(ages)"]}, {"cell_type": "code", "execution_count": 7, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>0</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>41</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>56</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["    0\n", "0  41\n", "1  56\n", "2  56"]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["df_ages = pd.DataFrame(ages)\n", "df_ages.head(3)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Let's add names to ages; put everything into a `dict()`"]}, {"cell_type": "code", "execution_count": 8, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["{'Names': ['Liu', 'Rowland', 'Rivers', 'Waters', 'Rice', 'Fields', 'Kerr', 'Romero', 'Davis', 'Hall'], 'Ages': [41, 56, 56, 57, 39, 59, 43, 56, 38, 60]}\n"]}], "source": ["data = {\n", "    \"Names\": [\"Liu\", \"Rowland\", \"Rivers\", \"Waters\", \"Rice\", \"Fields\", \"Kerr\", \"Romero\", \"Davis\", \"Hall\"],\n", "    \"Ages\": ages\n", "}\n", "print(data)"]}, {"cell_type": "code", "execution_count": 9, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Names</th>\n", "      <th>Ages</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>Liu</td>\n", "      <td>41</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Rowland</td>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>Rivers</td>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>Waters</td>\n", "      <td>57</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     Names  Ages\n", "0      Liu    41\n", "1  Rowland    56\n", "2   Rivers    56\n", "3   Waters    57"]}, "execution_count": 9, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample = pd.DataFrame(data)\n", "df_sample.head(4)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* Two columns now; one for names, one for ages"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/plain": ["Index(['Names', 'Ages'], dtype='object')"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.columns"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* `DataFrame` always have indexes; auto-generated or custom"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"data": {"text/plain": ["RangeIndex(start=0, stop=10, step=1)"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.index"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* Make `Names` be index with `.set_index()`\n", "* `inplace=True` will modifiy the parent frame (*I don't like it*)"]}, {"cell_type": "code", "execution_count": 12, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Ages</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Names</th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Liu</th>\n", "      <td>41</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rowland</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rivers</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Waters</th>\n", "      <td>57</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rice</th>\n", "      <td>39</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Fields</th>\n", "      <td>59</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Kerr</th>\n", "      <td>43</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Romero</th>\n", "      <td>56</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Davis</th>\n", "      <td>38</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Hall</th>\n", "      <td>60</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["         Ages\n", "Names        \n", "Liu        41\n", "Rowland    56\n", "Rivers     56\n", "Waters     57\n", "Rice       39\n", "Fields     59\n", "Kerr       43\n", "Romero     56\n", "Davis      38\n", "Hall       60"]}, "execution_count": 12, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.set_index(\"Names\", inplace=True)\n", "df_sample"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Some more operations"]}, {"cell_type": "code", "execution_count": 13, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Ages</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>count</th>\n", "      <td>10.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>mean</th>\n", "      <td>50.500000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>std</th>\n", "      <td>9.009255</td>\n", "    </tr>\n", "    <tr>\n", "      <th>min</th>\n", "      <td>38.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>25%</th>\n", "      <td>41.500000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>50%</th>\n", "      <td>56.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>75%</th>\n", "      <td>56.750000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>max</th>\n", "      <td>60.000000</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["            Ages\n", "count  10.000000\n", "mean   50.500000\n", "std     9.009255\n", "min    38.000000\n", "25%    41.500000\n", "50%    56.000000\n", "75%    56.750000\n", "max    60.000000"]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.describe()"]}, {"cell_type": "code", "execution_count": 14, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th>Names</th>\n", "      <th>Liu</th>\n", "      <th>Rowland</th>\n", "      <th>Rivers</th>\n", "      <th>Waters</th>\n", "      <th>Rice</th>\n", "      <th>Fields</th>\n", "      <th>Kerr</th>\n", "      <th>Romero</th>\n", "      <th>Davis</th>\n", "      <th>Hall</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Ages</th>\n", "      <td>41</td>\n", "      <td>56</td>\n", "      <td>56</td>\n", "      <td>57</td>\n", "      <td>39</td>\n", "      <td>59</td>\n", "      <td>43</td>\n", "      <td>56</td>\n", "      <td>38</td>\n", "      <td>60</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["Names  Liu  Rowland  Rivers  Waters  Rice  Fields  Kerr  Romero  Davis  Hall\n", "Ages    41       56      56      57    39      59    43      56     38    60"]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.T"]}, {"cell_type": "code", "execution_count": 15, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/plain": ["Index(['Liu', 'Rowland', 'Rivers', 'Waters', 'Rice', 'Fields', 'Kerr',\n", "       'Romero', 'Davis', 'Hall'],\n", "      dtype='object', name='Names')"]}, "execution_count": 15, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.T.columns"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Also: Arithmetic operations"]}, {"cell_type": "code", "execution_count": 16, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Ages</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Names</th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Liu</th>\n", "      <td>82</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rowland</th>\n", "      <td>112</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rivers</th>\n", "      <td>112</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["         Ages\n", "Names        \n", "Liu        82\n", "Rowland   112\n", "Rivers    112"]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.multiply(2).head(3)"]}, {"cell_type": "code", "execution_count": 17, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Names</th>\n", "      <th>Ages</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>LiuLiu</td>\n", "      <td>82</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>RowlandRowland</td>\n", "      <td>112</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>RiversRivers</td>\n", "      <td>112</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["            Names  Ages\n", "0          LiuLiu    82\n", "1  RowlandRowland   112\n", "2    RiversRivers   112"]}, "execution_count": 17, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample.reset_index().multiply(2).head(3)"]}, {"cell_type": "code", "execution_count": 18, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Ages</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Names</th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Liu</th>\n", "      <td>20.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rowland</th>\n", "      <td>28.0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rivers</th>\n", "      <td>28.0</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["         Ages\n", "Names        \n", "Liu      20.5\n", "Rowland  28.0\n", "Rivers   28.0"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["(df_sample / 2).head(3)"]}, {"cell_type": "code", "execution_count": 19, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Ages</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Names</th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Liu</th>\n", "      <td>1681</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rowland</th>\n", "      <td>3136</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rivers</th>\n", "      <td>3136</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["         Ages\n", "Names        \n", "Liu      1681\n", "Rowland  3136\n", "Rivers   3136"]}, "execution_count": 19, "metadata": {}, "output_type": "execute_result"}], "source": ["(df_sample * df_sample).head(3)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["Logical operations allowed as well"]}, {"cell_type": "code", "execution_count": 20, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Ages</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Names</th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Liu</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rowland</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rivers</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Waters</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Rice</th>\n", "      <td>False</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Fields</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Kerr</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Romero</th>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Davis</th>\n", "      <td>False</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Hall</th>\n", "      <td>True</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["          Ages\n", "Names         \n", "Liu       True\n", "Rowland   True\n", "Rivers    True\n", "Waters    True\n", "Rice     False\n", "Fields    True\n", "Kerr      True\n", "Romero    True\n", "Davis    False\n", "Hall      True"]}, "execution_count": 20, "metadata": {}, "output_type": "execute_result"}], "source": ["df_sample > 40"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 1\n", "<a name=\"task1\"></a>\n", "\n", "* Create data frame with\n", "    - 10 names of dinosaurs, \n", "    - their favourite prime number, \n", "    - and their favourite color\n", "* Play around with the frame\n", "* Tell me on poll when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 21, "metadata": {"exercise": "task", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["happy_dinos = {\n", "    \"Dinosaur Name\": [],\n", "    \"Favourite Prime\": [],\n", "    \"Favourite Color\": []\n", "}\n", "#df_dinos = "]}, {"cell_type": "code", "execution_count": 22, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th>Dinosaur Name</th>\n", "      <th>Aegyptosaurus</th>\n", "      <th>Tyrannosaurus</th>\n", "      <th>Panoplosaurus</th>\n", "      <th>Isisaurus</th>\n", "      <th>Triceratops</th>\n", "      <th>Velociraptor</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Favourite Prime</th>\n", "      <td>4</td>\n", "      <td>8</td>\n", "      <td>15</td>\n", "      <td>16</td>\n", "      <td>23</td>\n", "      <td>42</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Favourite Color</th>\n", "      <td>blue</td>\n", "      <td>white</td>\n", "      <td>blue</td>\n", "      <td>purple</td>\n", "      <td>violet</td>\n", "      <td>gray</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["Dinosaur Name   Aegyptosaurus Tyrannosaurus Panoplosaurus Isisaurus  \\\n", "Favourite Prime             4             8            15        16   \n", "Favourite Color          blue         white          blue    purple   \n", "\n", "Dinosaur Name   Triceratops Velociraptor  \n", "Favourite Prime          23           42  \n", "Favourite Color      violet         gray  "]}, "execution_count": 22, "metadata": {}, "output_type": "execute_result"}], "source": ["happy_dinos = {\n", "    \"Dinosaur Name\": [\"Aegyptosaurus\", \"Tyrannosaurus\", \"Panoplosaurus\", \"Isisaurus\", \"Triceratops\", \"Velociraptor\"],\n", "    \"Favourite Prime\": [\"4\", \"8\", \"15\", \"16\", \"23\", \"42\"],\n", "    \"Favourite Color\": [\"blue\", \"white\", \"blue\", \"purple\", \"violet\", \"gray\"]\n", "}\n", "df_dinos = pd.DataFrame(happy_dinos).set_index(\"Dinosaur Name\")\n", "df_dinos.T"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["Some more `DataFrame` examples"]}, {"cell_type": "code", "execution_count": 23, "metadata": {"slideshow": {"slide_type": "skip"}}, "outputs": [], "source": ["import numpy as np"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>This</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E\n", "0  1.2 2018-02-26 -2.718282     This  Same\n", "1  1.2 2018-02-26  1.718282   column  Same\n", "2  1.2 2018-02-26 -1.304068      has  Same\n", "3  1.2 2018-02-26  0.986231  entries  Same\n", "4  1.2 2018-02-26 -0.718282  entries  Same"]}, "execution_count": 24, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo = pd.DataFrame({\n", "    \"A\": 1.2,\n", "    \"B\": pd.Timestamp('20180226'),\n", "    \"C\": [(-1)**i * np.sqrt(i) + np.e * (-1)**(i-1) for i in range(5)],\n", "    \"D\": pd.Categorical([\"This\", \"column\", \"has\", \"entries\", \"entries\"]),\n", "    \"E\": \"Same\"\n", "})\n", "df_demo"]}, {"cell_type": "code", "execution_count": 25, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>This</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E\n", "0  1.2 2018-02-26 -2.718282     This  Same\n", "2  1.2 2018-02-26 -1.304068      has  Same\n", "4  1.2 2018-02-26 -0.718282  entries  Same\n", "3  1.2 2018-02-26  0.986231  entries  Same\n", "1  1.2 2018-02-26  1.718282   column  Same"]}, "execution_count": 25, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.sort_values(\"C\")"]}, {"cell_type": "code", "execution_count": 26, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.99</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.72</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B     C        D     E\n", "3  1.2 2018-02-26  0.99  entries  Same\n", "4  1.2 2018-02-26 -0.72  entries  Same"]}, "execution_count": 26, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.round(2).tail(2)"]}, {"cell_type": "code", "execution_count": 27, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/plain": ["A                              6\n", "C                          -2.03\n", "D    Thiscolumnhasentriesentries\n", "E           SameSameSameSameSame\n", "dtype: object"]}, "execution_count": 27, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.round(2).sum()"]}, {"cell_type": "code", "execution_count": 28, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\\begin{tabular}{lrlrll}\n", "\\toprule\n", "{} &    A &          B &     C &        D &     E \\\\\n", "\\midrule\n", "0 &  1.2 & 2018-02-26 & -2.72 &     This &  Same \\\\\n", "1 &  1.2 & 2018-02-26 &  1.72 &   column &  Same \\\\\n", "2 &  1.2 & 2018-02-26 & -1.30 &      has &  Same \\\\\n", "3 &  1.2 & 2018-02-26 &  0.99 &  entries &  Same \\\\\n", "4 &  1.2 & 2018-02-26 & -0.72 &  entries &  Same \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\n"]}], "source": ["print(df_demo.round(2).to_latex())"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Reading External Data\n", "\n", "(Links to documentation)\n", "* [`.read_json()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_json.html#pandas.read_json)\n", "* [`.read_csv()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html#pandas.read_csv)\n", "* [`.read_hdf5()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_hdf.html#pandas.read_hdf)\n", "* [`.read_excel()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_excel.html#pandas.read_excel)\n", "\n", "Example:\n", "\n", "```json\n", "{\n", "    \"Character\": [\"Sawyer\", \"\u2026\", \"Walt\"],\n", "    \"Actor\": [\"Josh Holloway\", \"\u2026\", \"Malcolm David Kelley\"],\n", "    \"Main Cast\": [true,  \"\u2026\", false]\n", "}\n", "```"]}, {"cell_type": "code", "execution_count": 29, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Actor</th>\n", "      <th>Main Cast</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Character</th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Hurley</th>\n", "      <td>Jorge Garcia</td>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Jack</th>\n", "      <td>Matthew Fox</td>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Kate</th>\n", "      <td>Evangeline Lilly</td>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Locke</th>\n", "      <td>Terry O'Quinn</td>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Sawyer</th>\n", "      <td>Josh Holloway</td>\n", "      <td>True</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Walt</th>\n", "      <td>Malcolm David Kelley</td>\n", "      <td>False</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                          Actor  Main Cast\n", "Character                                 \n", "Hurley             Jorge Garcia       True\n", "Jack                Matthew Fox       True\n", "Kate           Evangeline Lilly       True\n", "Locke             Terry O'Quinn       True\n", "Sawyer            Josh Holloway       True\n", "Walt       Malcolm David Kelley      False"]}, "execution_count": 29, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.read_json(\"lost.json\").set_index(\"Character\").sort_index()"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 2\n", "<a name=\"task2\"></a>\n", "\n", "* Read in `nest-data.csv` to `DataFrame`; call it `df`\n", "* Get to know it and play a bit with it\n", "* Tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 30, "metadata": {"exercise": "task"}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n"]}], "source": ["!cat nest-data.csv | head -3"]}, {"cell_type": "code", "execution_count": 31, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>id</th>\n", "      <th>Nodes</th>\n", "      <th>Tasks/Node</th>\n", "      <th>Threads/Task</th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Scale</th>\n", "      <th>Plastic</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Max. Edge Build Time / s</th>\n", "      <th>...</th>\n", "      <th>Max. Init. Time / s</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "      <th>Virt. Memory (Sum) / kB</th>\n", "      <th>Local Spike Counter (Sum)</th>\n", "      <th>Average Rate (Sum)</th>\n", "      <th>Number of Neurons</th>\n", "      <th>Number of Connections</th>\n", "      <th>Min. Delay</th>\n", "      <th>Max. Delay</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>420.42</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>88.18</td>\n", "      <td>...</td>\n", "      <td>1.20</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "      <td>46560664.0</td>\n", "      <td>825499</td>\n", "      <td>7.48</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>4</td>\n", "      <td>200.84</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>46.03</td>\n", "      <td>46.34</td>\n", "      <td>...</td>\n", "      <td>1.01</td>\n", "      <td>7.87</td>\n", "      <td>142.97</td>\n", "      <td>46903088.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>8</td>\n", "      <td>202.15</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>48.48</td>\n", "      <td>...</td>\n", "      <td>1.20</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "      <td>47699384.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>8</td>\n", "      <td>89.57</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>20.41</td>\n", "      <td>23.21</td>\n", "      <td>...</td>\n", "      <td>3.04</td>\n", "      <td>3.19</td>\n", "      <td>60.31</td>\n", "      <td>46813040.0</td>\n", "      <td>821491</td>\n", "      <td>7.23</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>2</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>164.16</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.20</td>\n", "      <td>40.03</td>\n", "      <td>41.09</td>\n", "      <td>...</td>\n", "      <td>1.58</td>\n", "      <td>6.08</td>\n", "      <td>114.88</td>\n", "      <td>46937216.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>5 rows \u00d7 21 columns</p>\n", "</div>"], "text/plain": ["   id  Nodes  Tasks/Node  Threads/Task  Runtime Program / s  Scale  Plastic  \\\n", "0   5      1           2             4               420.42     10     True   \n", "1   5      1           4             4               200.84     10     True   \n", "2   5      1           2             8               202.15     10     True   \n", "3   5      1           4             8                89.57     10     True   \n", "4   5      2           2             4               164.16     10     True   \n", "\n", "   Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "0                        0.29                     88.12   \n", "1                        0.15                     46.03   \n", "2                        0.28                     47.98   \n", "3                        0.15                     20.41   \n", "4                        0.20                     40.03   \n", "\n", "   Max. Edge Build Time / s  ...  Max. Init. Time / s  Presim. Time / s  \\\n", "0                     88.18  ...                 1.20             17.26   \n", "1                     46.34  ...                 1.01              7.87   \n", "2                     48.48  ...                 1.20              7.95   \n", "3                     23.21  ...                 3.04              3.19   \n", "4                     41.09  ...                 1.58              6.08   \n", "\n", "   Sim. Time / s  Virt. Memory (Sum) / kB  Local Spike Counter (Sum)  \\\n", "0         311.52               46560664.0                     825499   \n", "1         142.97               46903088.0                     802865   \n", "2         142.81               47699384.0                     802865   \n", "3          60.31               46813040.0                     821491   \n", "4         114.88               46937216.0                     802865   \n", "\n", "   Average Rate (Sum)  Number of Neurons  Number of Connections  Min. Delay  \\\n", "0                7.48             112500             1265738500         1.5   \n", "1                7.03             112500             1265738500         1.5   \n", "2                7.03             112500             1265738500         1.5   \n", "3                7.23             112500             1265738500         1.5   \n", "4                7.03             112500             1265738500         1.5   \n", "\n", "   Max. Delay  \n", "0         1.5  \n", "1         1.5  \n", "2         1.5  \n", "3         1.5  \n", "4         1.5  \n", "\n", "[5 rows x 21 columns]"]}, "execution_count": 31, "metadata": {}, "output_type": "execute_result"}], "source": ["df = pd.read_csv(\"nest-data.csv\")\n", "df.head()"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Read CSV Options\n", "\n", "* See also full [API documentation](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html)\n", "* Important parameters\n", "    - `sep`: Set separator (for example `:` instead of `,`)\n", "    - `header`: Specify info about headers for columns; able to use multi-index for columns!\n", "    - `names`: Alternative to `header` \u2013\u00a0provide your own column titles\n", "    - `usecols`: Don't read whole set of columns, but only these; works with any list (`range(0:20:2)`)\u2026\n", "    - `skiprows`: Don't read in these rows\n", "    - `na_values`: What string(s) to recognize as `N/A` values (which will be ignored during operations on data frame)\n", "    - `parse_dates`: Try to parse dates in CSV; different behaviours as to provided data structure; optionally used together with `date_parser`\n", "    - `compression`: Treat input file as compressed file (\"infer\", \"gzip\", \"zip\", \u2026)\n", "    - `decimal`: Decimal point divider \u2013\u00a0for German data\u2026\n", "    \n", "```python\n", "pandas.read_csv(filepath_or_buffer, sep=', ', delimiter=None, header='infer', names=None, index_col=None, usecols=None, squeeze=False, prefix=None, mangle_dupe_cols=True, dtype=None, engine=None, converters=None, true_values=None, false_values=None, skipinitialspace=False, skiprows=None, skipfooter=0, nrows=None, na_values=None, keep_default_na=True, na_filter=True, verbose=False, skip_blank_lines=True, parse_dates=False, infer_datetime_format=False, keep_date_col=False, date_parser=None, dayfirst=False, iterator=False, chunksize=None, compression='infer', thousands=None, decimal=b'.', lineterminator=None, quotechar='\"', quoting=0, doublequote=True, escapechar=None, comment=None, encoding=None, dialect=None, tupleize_cols=None, error_bad_lines=True, warn_bad_lines=True, delim_whitespace=False, low_memory=True, memory_map=False, float_precision=None)\n", "```"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Slicing of Data Frames\n", "\n", "### Slicing Columns\n", "\n", "* Use square-bracket operators to slice data frame: `[]`\n", "    * Use column name to select column\n", "    * Also: Slice horizontally\n", "* Example: Select only columnn `C` from `df_demo`"]}, {"cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>This</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C       D     E\n", "0  1.2 2018-02-26 -2.718282    This  Same\n", "1  1.2 2018-02-26  1.718282  column  Same\n", "2  1.2 2018-02-26 -1.304068     has  Same"]}, "execution_count": 32, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.head(3)"]}, {"cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [{"data": {"text/plain": ["0   -2.718282\n", "1    1.718282\n", "2   -1.304068\n", "3    0.986231\n", "4   -0.718282\n", "Name: C, dtype: float64"]}, "execution_count": 33, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo[\"C\"]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Select more than one column by providing list `[]` to slice operator `[]`\n", "* *You usually end up forgett one of the brackets\u2026*\n", "* Example: Select list of columns `A` and `C`, `[\"A\", \"C\"]` from `df_demo`"]}, {"cell_type": "code", "execution_count": 34, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>C</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>-2.718282</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>1.718282</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>-1.304068</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>0.986231</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>-0.718282</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A         C\n", "0  1.2 -2.718282\n", "1  1.2  1.718282\n", "2  1.2 -1.304068\n", "3  1.2  0.986231\n", "4  1.2 -0.718282"]}, "execution_count": 34, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo[[\"A\", \"C\"]]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["## Slicing of Data Frames\n", "\n", "### Slicing rows\n", "\n", "* Use numberical values to slice into rows\n", "* Use ranges just like with Python lists"]}, {"cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C       D     E\n", "1  1.2 2018-02-26  1.718282  column  Same\n", "2  1.2 2018-02-26 -1.304068     has  Same"]}, "execution_count": 35, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo[1:3]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* Get a certain range as **per the current sort structure**"]}, {"cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C       D     E\n", "1  1.2 2018-02-26  1.718282  column  Same\n", "2  1.2 2018-02-26 -1.304068     has  Same"]}, "execution_count": 36, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.iloc[1:3]"]}, {"cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E\n", "1  1.2 2018-02-26  1.718282   column  Same\n", "3  1.2 2018-02-26  0.986231  entries  Same"]}, "execution_count": 37, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.iloc[1:6:2]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Attention: `.iloc[]` location might change after re-sorting!"]}, {"cell_type": "code", "execution_count": 38, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E\n", "2  1.2 2018-02-26 -1.304068      has  Same\n", "4  1.2 2018-02-26 -0.718282  entries  Same"]}, "execution_count": 38, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.sort_values(\"C\").iloc[1:3]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* One more row-slicing option: `.loc[]`\n", "* See the difference with a *proper* index (and not the auto-generated default index from before)"]}, {"cell_type": "code", "execution_count": 39, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>E</th>\n", "    </tr>\n", "    <tr>\n", "      <th>D</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>This</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>column</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>has</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>entries</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>entries</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["           A          B         C     E\n", "D                                      \n", "This     1.2 2018-02-26 -2.718282  Same\n", "column   1.2 2018-02-26  1.718282  Same\n", "has      1.2 2018-02-26 -1.304068  Same\n", "entries  1.2 2018-02-26  0.986231  Same\n", "entries  1.2 2018-02-26 -0.718282  Same"]}, "execution_count": 39, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo_indexed = df_demo.set_index(\"D\")\n", "df_demo_indexed"]}, {"cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>E</th>\n", "    </tr>\n", "    <tr>\n", "      <th>D</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>entries</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>entries</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["           A          B         C     E\n", "D                                      \n", "entries  1.2 2018-02-26  0.986231  Same\n", "entries  1.2 2018-02-26 -0.718282  Same"]}, "execution_count": 40, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo_indexed.loc[\"entries\"]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["### Advanced Slicing: Logical Slicing\n", "\n"]}, {"cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E\n", "1  1.2 2018-02-26  1.718282   column  Same\n", "3  1.2 2018-02-26  0.986231  entries  Same"]}, "execution_count": 41, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo[df_demo[\"C\"] > 0]"]}, {"cell_type": "code", "execution_count": 42, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E\n", "4  1.2 2018-02-26 -0.718282  entries  Same"]}, "execution_count": 42, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo[(df_demo[\"C\"] < 0) & (df_demo[\"D\"] == \"entries\")]"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Adding to Existing Data Frame\n", "\n", "* Add new columns with `frame[\"new col\"] = something` or `.insert()`\n", "* Add new rows with `frame.append()`\n", "* Combine data frames\n", "    - Concat: Combine several data frames along an axis\n", "    - Merge: Combine data frames on basis of common columns; database-style\n", "    - (Join)\n", "    - See user guide [on merging](https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html)"]}, {"cell_type": "code", "execution_count": 43, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>This</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C       D     E\n", "0  1.2 2018-02-26 -2.718282    This  Same\n", "1  1.2 2018-02-26  1.718282  column  Same\n", "2  1.2 2018-02-26 -1.304068     has  Same"]}, "execution_count": 43, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.head(3)"]}, {"cell_type": "code", "execution_count": 44, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "      <th>F</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>This</td>\n", "      <td>Same</td>\n", "      <td>-3.918282</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "      <td>0.518282</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "      <td>-2.504068</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C       D     E         F\n", "0  1.2 2018-02-26 -2.718282    This  Same -3.918282\n", "1  1.2 2018-02-26  1.718282  column  Same  0.518282\n", "2  1.2 2018-02-26 -1.304068     has  Same -2.504068"]}, "execution_count": 44, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo[\"F\"] = df_demo[\"C\"] - df_demo[\"A\"]\n", "df_demo.head(3)"]}, {"cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": ["df_demo.insert(len(df_demo) + 1, \"G\", df_demo[\"C\"] ** 2)"]}, {"cell_type": "code", "execution_count": 46, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "      <th>F</th>\n", "      <th>G</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "      <td>-2.504068</td>\n", "      <td>1.700594</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "      <td>-0.213769</td>\n", "      <td>0.972652</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "      <td>-1.918282</td>\n", "      <td>0.515929</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E         F         G\n", "2  1.2 2018-02-26 -1.304068      has  Same -2.504068  1.700594\n", "3  1.2 2018-02-26  0.986231  entries  Same -0.213769  0.972652\n", "4  1.2 2018-02-26 -0.718282  entries  Same -1.918282  0.515929"]}, "execution_count": 46, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.tail(3)"]}, {"cell_type": "code", "execution_count": 47, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>A</th>\n", "      <th>B</th>\n", "      <th>C</th>\n", "      <th>D</th>\n", "      <th>E</th>\n", "      <th>F</th>\n", "      <th>G</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-2.718282</td>\n", "      <td>This</td>\n", "      <td>Same</td>\n", "      <td>-3.918282</td>\n", "      <td>7.389056</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>1.718282</td>\n", "      <td>column</td>\n", "      <td>Same</td>\n", "      <td>0.518282</td>\n", "      <td>2.952492</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-1.304068</td>\n", "      <td>has</td>\n", "      <td>Same</td>\n", "      <td>-2.504068</td>\n", "      <td>1.700594</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>0.986231</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "      <td>-0.213769</td>\n", "      <td>0.972652</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1.2</td>\n", "      <td>2018-02-26</td>\n", "      <td>-0.718282</td>\n", "      <td>entries</td>\n", "      <td>Same</td>\n", "      <td>-1.918282</td>\n", "      <td>0.515929</td>\n", "    </tr>\n", "    <tr>\n", "      <th>5</th>\n", "      <td>1.3</td>\n", "      <td>2018-02-27</td>\n", "      <td>-0.777000</td>\n", "      <td>has it?</td>\n", "      <td>Same</td>\n", "      <td>23.000000</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["     A          B         C        D     E          F         G\n", "0  1.2 2018-02-26 -2.718282     This  Same  -3.918282  7.389056\n", "1  1.2 2018-02-26  1.718282   column  Same   0.518282  2.952492\n", "2  1.2 2018-02-26 -1.304068      has  Same  -2.504068  1.700594\n", "3  1.2 2018-02-26  0.986231  entries  Same  -0.213769  0.972652\n", "4  1.2 2018-02-26 -0.718282  entries  Same  -1.918282  0.515929\n", "5  1.3 2018-02-27 -0.777000  has it?  Same  23.000000       NaN"]}, "execution_count": 47, "metadata": {}, "output_type": "execute_result"}], "source": ["df_demo.append(\n", "    {\"A\": 1.3, \"B\": pd.Timestamp(\"2018-02-27\"), \"C\": -0.777, \"D\": \"has it?\", \"E\": \"Same\", \"F\": 23},\n", "    ignore_index=True\n", ")"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["## Combining Frames\n", "\n", "* First, create some simpler data frame to show `.concat()` and `.merge()`"]}, {"cell_type": "code", "execution_count": 48, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Key</th>\n", "      <th>Value</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>1</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>1</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      Key  Value\n", "0   First      1\n", "1  Second      1"]}, "execution_count": 48, "metadata": {}, "output_type": "execute_result"}], "source": ["df_1 = pd.DataFrame({\"Key\": [\"First\", \"Second\"], \"Value\": [1, 1]})\n", "df_1"]}, {"cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Key</th>\n", "      <th>Value</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>2</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>2</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      Key  Value\n", "0   First      2\n", "1  Second      2"]}, "execution_count": 49, "metadata": {}, "output_type": "execute_result"}], "source": ["df_2 = pd.DataFrame({\"Key\": [\"First\", \"Second\"], \"Value\": [2, 2]})\n", "df_2"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Concatenate list of data frame vertically (`axis=0`)"]}, {"cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Key</th>\n", "      <th>Value</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>1</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>1</td>\n", "    </tr>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>2</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>2</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      Key  Value\n", "0   First      1\n", "1  Second      1\n", "0   First      2\n", "1  Second      2"]}, "execution_count": 50, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.concat([df_1, df_2])"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* Same, but re-index"]}, {"cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Key</th>\n", "      <th>Value</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>1</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>1</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>First</td>\n", "      <td>2</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>Second</td>\n", "      <td>2</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      Key  Value\n", "0   First      1\n", "1  Second      1\n", "2   First      2\n", "3  Second      2"]}, "execution_count": 51, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.concat([df_1, df_2], ignore_index=True)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Concat, but horizontally"]}, {"cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Key</th>\n", "      <th>Value</th>\n", "      <th>Key</th>\n", "      <th>Value</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>1</td>\n", "      <td>First</td>\n", "      <td>2</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>1</td>\n", "      <td>Second</td>\n", "      <td>2</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      Key  Value     Key  Value\n", "0   First      1   First      2\n", "1  Second      1  Second      2"]}, "execution_count": 52, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.concat([df_1, df_2], axis=1)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* Merge on common column"]}, {"cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Key</th>\n", "      <th>Value_x</th>\n", "      <th>Value_y</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>First</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Second</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      Key  Value_x  Value_y\n", "0   First        1        2\n", "1  Second        1        2"]}, "execution_count": 53, "metadata": {}, "output_type": "execute_result"}], "source": ["pd.merge(df_1, df_2, on=\"Key\")"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "subslide"}}, "source": ["## Task 3\n", "<a name=\"task3\"></a>\n", "\n", "* Add a column to the Nest data frame called `Virtual Processes` which is the total number of threads across all nodes (i.e. the product of threads per task and tasks per node and nodes)\n", "* Remember to tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 54, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>id</th>\n", "      <th>Nodes</th>\n", "      <th>Tasks/Node</th>\n", "      <th>Threads/Task</th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Scale</th>\n", "      <th>Plastic</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Max. Edge Build Time / s</th>\n", "      <th>...</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "      <th>Virt. Memory (Sum) / kB</th>\n", "      <th>Local Spike Counter (Sum)</th>\n", "      <th>Average Rate (Sum)</th>\n", "      <th>Number of Neurons</th>\n", "      <th>Number of Connections</th>\n", "      <th>Min. Delay</th>\n", "      <th>Max. Delay</th>\n", "      <th>Virtual Processes</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>420.42</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>88.18</td>\n", "      <td>...</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "      <td>46560664.0</td>\n", "      <td>825499</td>\n", "      <td>7.48</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>8</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>4</td>\n", "      <td>200.84</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>46.03</td>\n", "      <td>46.34</td>\n", "      <td>...</td>\n", "      <td>7.87</td>\n", "      <td>142.97</td>\n", "      <td>46903088.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>16</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>8</td>\n", "      <td>202.15</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>48.48</td>\n", "      <td>...</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "      <td>47699384.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>16</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>8</td>\n", "      <td>89.57</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>20.41</td>\n", "      <td>23.21</td>\n", "      <td>...</td>\n", "      <td>3.19</td>\n", "      <td>60.31</td>\n", "      <td>46813040.0</td>\n", "      <td>821491</td>\n", "      <td>7.23</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>32</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>2</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>164.16</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.20</td>\n", "      <td>40.03</td>\n", "      <td>41.09</td>\n", "      <td>...</td>\n", "      <td>6.08</td>\n", "      <td>114.88</td>\n", "      <td>46937216.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>16</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>5 rows \u00d7 22 columns</p>\n", "</div>"], "text/plain": ["   id  Nodes  Tasks/Node  Threads/Task  Runtime Program / s  Scale  Plastic  \\\n", "0   5      1           2             4               420.42     10     True   \n", "1   5      1           4             4               200.84     10     True   \n", "2   5      1           2             8               202.15     10     True   \n", "3   5      1           4             8                89.57     10     True   \n", "4   5      2           2             4               164.16     10     True   \n", "\n", "   Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "0                        0.29                     88.12   \n", "1                        0.15                     46.03   \n", "2                        0.28                     47.98   \n", "3                        0.15                     20.41   \n", "4                        0.20                     40.03   \n", "\n", "   Max. Edge Build Time / s  ...  Presim. Time / s  Sim. Time / s  \\\n", "0                     88.18  ...             17.26         311.52   \n", "1                     46.34  ...              7.87         142.97   \n", "2                     48.48  ...              7.95         142.81   \n", "3                     23.21  ...              3.19          60.31   \n", "4                     41.09  ...              6.08         114.88   \n", "\n", "   Virt. Memory (Sum) / kB  Local Spike Counter (Sum)  Average Rate (Sum)  \\\n", "0               46560664.0                     825499                7.48   \n", "1               46903088.0                     802865                7.03   \n", "2               47699384.0                     802865                7.03   \n", "3               46813040.0                     821491                7.23   \n", "4               46937216.0                     802865                7.03   \n", "\n", "   Number of Neurons  Number of Connections  Min. Delay  Max. Delay  \\\n", "0             112500             1265738500         1.5         1.5   \n", "1             112500             1265738500         1.5         1.5   \n", "2             112500             1265738500         1.5         1.5   \n", "3             112500             1265738500         1.5         1.5   \n", "4             112500             1265738500         1.5         1.5   \n", "\n", "   Virtual Processes  \n", "0                  8  \n", "1                 16  \n", "2                 16  \n", "3                 32  \n", "4                 16  \n", "\n", "[5 rows x 22 columns]"]}, "execution_count": 54, "metadata": {}, "output_type": "execute_result"}], "source": ["df[\"Virtual Processes\"] = df[\"Nodes\"] * df[\"Tasks/Node\"] * df[\"Threads/Task\"]\n", "df.head()"]}, {"cell_type": "code", "execution_count": 55, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"text/plain": ["Index(['id', 'Nodes', 'Tasks/Node', 'Threads/Task', 'Runtime Program / s',\n", "       'Scale', 'Plastic', 'Avg. Neuron Build Time / s',\n", "       'Min. Edge Build Time / s', 'Max. Edge Build Time / s',\n", "       'Min. Init. Time / s', 'Max. Init. Time / s', 'Presim. Time / s',\n", "       'Sim. Time / s', 'Virt. Memory (Sum) / kB', 'Local Spike Counter (Sum)',\n", "       'Average Rate (Sum)', 'Number of Neurons', 'Number of Connections',\n", "       'Min. Delay', 'Max. Delay', 'Virtual Processes'],\n", "      dtype='object')"]}, "execution_count": 55, "metadata": {}, "output_type": "execute_result"}], "source": ["df.columns"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Aside: Plotting without Pandas\n", "\n", "### Matplotlib 101\n", "\n", "* Matplotlib: de-facto standard for plotting in Python\n", "* Main interface: `pyplot`; provides MATLAB-like interface\n", "* Better: Use object-oriented API with `Figure` and `Axis`\n", "* Great integration into Jupyter Notebooks\n", "* Since v. 3: Only support for Python 3\n", "* \u2192 https://matplotlib.org/"]}, {"cell_type": "code", "execution_count": 56, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["import matplotlib.pyplot as plt\n", "%matplotlib inline"]}, {"cell_type": "code", "execution_count": 57, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [], "source": ["x = np.linspace(0, 2*np.pi, 400)\n", "y = np.sin(x**2)"]}, {"cell_type": "code", "execution_count": 58, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.set_title('Use like this')\n", "ax.set_xlabel(\"Numbers again\");\n", "ax.set_ylabel(\"$\\sqrt{x}$\");"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Plot multiple lines into one canvas\n", "* Call `ax.plot()` multiple times"]}, {"cell_type": "code", "execution_count": 59, "metadata": {"slideshow": {"slide_type": "-"}}, "outputs": [], "source": ["y2 = y/np.exp(y*1.5)"]}, {"cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots()\n", "ax.plot(x, y, label=\"y\")\n", "ax.plot(x, y2, label=\"y2\")\n", "ax.legend()\n", "ax.set_title(\"This plot makes no sense\");"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 4\n", "<a name=\"task4\"></a>\n", "\n", "* Sort the data frame by the virtual proccesses\n", "* Plot `\"Presim. Time / s\"` and `\"Sim. Time / s\"` of our data frame `df` as a function of the virtual processes\n", "* Use a dashed, red line for `\"Presim. Time / s\"`, a blue line for `\"Sim. Time / s\"` (see [API description](https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot))\n", "* Don't forget to label your axes and to add a legend\n", "* Submit when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 61, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["df.sort_values([\"Virtual Processes\", \"Nodes\", \"Tasks/Node\", \"Threads/Task\"], inplace=True)"]}, {"cell_type": "code", "execution_count": 62, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots()\n", "ax.plot(df[\"Virtual Processes\"], df[\"Presim. Time / s\"], linestyle=\"dashed\", color=\"red\")\n", "ax.plot(df[\"Virtual Processes\"], df[\"Sim. Time / s\"], \"-b\")\n", "ax.set_xlabel(\"Virtual Process\")\n", "ax.set_ylabel(\"Time / s\")\n", "ax.legend();"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Plotting with Pandas\n", "\n", "* Each data frame hast a `.plot()` function (see [API](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html))\n", "* Plots with Matplotlib\n", "* Important API options:\n", "    - `kind`: `line` (default), `bar[h]`, `hist`, `box`, `kde`, `scatter`, `hexbin`\n", "    - `subplots`: Make a sub-plot for each column (good together with `sharex`, `sharey`)\n", "    - `figsize`\n", "    - `grid`: Add a grid to plot (use Matplotlib options)\n", "    - `style`: Line style per column (accepts list or dict)\n", "    - `logx`, `logy`, `loglog`: Logarithmic plots\n", "    - `xticks`, `yticks`: Use values for ticks\n", "    - `xlim`, `ylim`: Limits of axes\n", "    - `yerr`, `xerr`: Add uncertainty to data points\n", "    - `stacked`: Stack a bar plot\n", "    - `secondary_y`: Use a secondary `y` axis for this plot\n", "    - Labeling\n", "        * `title`: Add title to plot (Use a list of strings if `subplots=True`)\n", "        * `legend`: Add a legend\n", "        * `table`: If `true`, add table of data under plot\n", "    - `**kwds`: Every non-parsed keyword is passed through to Matplotlib's plotting methods"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Either slice and plot\u2026"]}, {"cell_type": "code", "execution_count": 63, "metadata": {"slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAACPCAYAAAAiN3VfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xlc1Ne9//HXAQQXEFRAYRBBwB0VtFHjErXN0tiYQJIm3dLeprFtkjbpctMlvb8mvb1tb3tvmjYmzU3btE2bJjYJxuxb1agxmijgvjCgKAPIvq8zc35/QGxqMUEFZmDez8fDxwOcL3w/Hr/wfc8553uOsdYiIiIiIn0vyNcFiIiIiAxVCloiIiIi/URBS0RERKSfKGiJiIiI9BMFLREREZF+oqAlIiIi0k8UtERERET6iYKWiIiISD9R0BIRERHpJyG+OGl0dLRNSkryxalFREREzsnu3burrLUx5/O1PglaSUlJ7Nq1yxenFhERETknxpji8/1aDR2KiIiI9BMFLREREZF+oqAlfmtnUTX//tQeXj94Cq/X+rocERGRc+aTOVoiH6TT4+X+N47y0OZCgo3hqd0lTJsQwW0rUrkyPY7gIOPrEkVERHpFPVriV4oqm7j2N9t5cFMh189LYPd/XMovb5hDp8fL157I49L73uSpXSfp9Hh9XaqIiMiHMtYO/JDM/PnzrZ46lPez1vLkuyf50fMHCQ0J4mfZ6Xw8Pe70616v5ZUD5azd6ORgWQOOqBF8ZXkK189LYPiwYB9WLiIiQ50xZre1dv55fa2ClvhaTXMH33lmL68fPMXi1HH87/VzmRA5vMdjrbVsOlLBAxud5J2oIzYijDXLJvPpBYmMDNVIuIiI9D0FLRm0thyt5FtP7aG+pZN/v3wqNy9JJqgXc7CstbxdWM0DG528XVTN2FGhfHFxEjddnMTo4cMGoHIREQkUCloy6LR1evjvVw7zh7eOkxYbzq9uzGBG/Ojz+l67i2tYu9HJpiOVRAwP4fOLkvjikmTGjgrt46pFRCQQKWjJoHK4vIE7nsjnyKlGPr9oEt+7cnqfzLPa76rnwU1OXjlQzvCQYD67MJFblk4mdnTPw5AiIiK9oaAlg4LXa/nj9uP87JXDjB4ewi+um8OKabF9fp6CU408tLmQDfkuQoKDuGH+RL58yWQSxozs83OJiMjQp6Alfq+ioY1vPbWHrQVVfHRaLP993Wyiw8P69ZzF1c08/GYhT+8uwVrIynDw1eUpTI4J79fziojI0KKgJX7t1QPlfPeZvbR2evjBqhl8ZkEixgzcoqOlda08sqWIJ945QafHy6rZ8dy2IoVpE85vTpiIiAQWBS3xSy0dbv7zhYM88c5JZsaP5lc3ZpAa67vepMrGdn6/7Rh/fvs4zR0eLp0xnttXpDJnYpTPahIREf+noCV+Z8/JOu5cl8/x6ma+vCyFb146hdAQ/9iIoK6lgz9uP84f3jpOfWsnS9Oi+drKNC5KHuvr0kRExA8paInf8HgtD79ZyC9fP0pMRBj3fXIui1LG+bqsHjW1u/nLjmJ+t7WIqqYOLkoay+0rU1maFj2gQ5siIuLffB60jDGPAp8AKqy1sz7seAWtoamktoVvrtvDO8drWDU7jp9ck07kSP9fPLS1w8OT757gkS1FlNW3MTshkttXpPKx6eN7tXiqiIgMbf4QtJYBTcBjClqBaUO+ix88ux9r4d7VM8nOdAy6XqF2t4ecXBe/2VzIiZoWpk2I4NYVqaxKjyNYgUtEJGD5PGh1F5EEvKCgFVga2jr5j2f3syG/lHmTxnD/DXOZOHZwr1fl9nh5fm8pD24qxFnRRHL0KL66PIWsDAfDgv1jnpmInL8T1S28e7yG2QmRpMaGD7o3hTLwBkXQMsasAdYAJCYmzisuLu6T84rvvHOshm+sy6e8oY2vr0zjthUphAyhIOL1Wl49UM7aTU4OlDbgiBrBV5ancP28hD5ZyV5EBk59aycv7SsjJ7eEd4/Xnv778aPDWJoWw9K0aJakRjOun9f3k8FpUASt91OP1uDW6fFy/xtH+c3mQhLGjOT+G+eSmTjG12X1G2stm49U8sDGAnJP1BEbEcYtSyfz6QWJjAoL8XV5InIWnR4vW45WkpPr4vVDp+hwe5kcM4prMxO4ZEoM+131bC2oYpuzivrWTgBmxo9maVoMy9KimZc0hrAQvakSBS0ZQMeqmrnzyTz2lNRz/bwEfrh6JuEBEjastbxdVM3ajU62F1YzZuQwbl6SzOcWJRE5wv8n/YsEAmst+10NPJNbwvN7Sqlu7mDMyGGsnhNPdmYCsxMi/2Wo0OO17HPVs62gki0FVeQW1+L2WoYPC2JB8jiWpkWzNC2GKeM1zBioFLSk31lrWffuSe59/iChIUH8NDudK9PjfF2Wz+wuruXBTU42Hq4gIiyEz1+cxBeXJDN2VKivSxMJSKV1rTyb7yIn14WzoonQ4CA+Oj2W7O7eq3NZx6+p3c3Oomq2FlSxpaCSospmAGIj/jHMuDg1mpgIDTMGCp8HLWPME8ByIBo4BfzQWvv7sx2voDW41DR38N1n9vLawVNcnDKO//3kHOIiR/i6LL+w31XPQ5udvLy/nOEhwXxmQSK3LJvM+NHDfV2ayJDX1O7mlf3l5OSW8HZRNdbC/EljyMp08In0+D5bXsZV13q6t+stZxV1LV3DjDPiRp/u7ZqfNEZzN4cwnwetc6WgNXhsOVrJt5/aQ21LB3ddPo2blyRrbakeOCsaeWhTIRv2lBJsDJ/8SAJfXpYy6J/AFPE3Hq/lLWcV6/NcvLK/nNZOD4ljR5KV4SArw0FS9Kh+P/+B0q65XVsLKtldXEunxxIWEsSCyeNYmhrN0inRTB0foWHGIURBS/pcW6eHn79yhEffOkZqbDi/unEuM+MjfV2W3ztR3cJv3izk6d0nsRauyXBw6/IUJsf4bo9HkaHgcHkDObkuNuS7ONXQzujhIayaHc+1mQ7mTRrjs1DT3O5m57FqthztmlTvrGgCICYi7HToWpwaTWyEerkHMwUt6VNHyhu548k8Dpc3ctOiSXzv49MZEaou8XNRVt/KI1uKeOKdE7S7vaxKj+O2FalMjxvt69JEBo2Kxjaeyy8lJ9fFwbIGQoIMy6fGkp3pYOW0WL8cqiuta2VbQRVbnVVsK6iktnuYcdqECJZN6Zrf9ZGksX5Zu5ydgpb0Ca/X8sftx/nZK4cZPTyEX1w3hxXTYn1d1qBW1dTO77cd47Htx2nu8PCx6eO5fWUqcydG+bo0Eb/U2uHhtYPlrM9zseVoJV4LcxIiycpwcNWc+EG1zpXXazlQ2sBWZyVbj1axq7jm9DDjRcljT8/vmjZBw4z+TkFLLlhFQxvffnovW45WsnJaLD+/bjbRg+gXmr+ra+ngj9uP84e3jlPf2snStGhuX5HKgsn+ueG2yEDyei07j9WQk1vCy/vLaWp3Ex85nGsyHGRnOkiNjfB1iX2ipcPNzmM1bD3aNb+roHuYMTo8rDt0dS2aGquHafyOgpZckNcOlPPdnH20dLi5e9UMPrsgUe+u+klTu5u/7Cjmd1uLqGrq4CNJY7h9ZRrL0qLV5hJwnBVNrM8r4dm8Ulx1rYwKDebK9DiyMh0sTB435B+8Ka9vY2tBJVu7n2asbu4AuoYZl6ZFsyQthouSxmrqhh9Q0JLz0tLh5j9fOMQT75xgZvxofnXj3CHzztHftXV6ePKdE/zfliLK6ttId0Ry+8pULp0+fsjfXCSw1TR38PyeUnLyXOw5WUeQgaVpMWRnOrhsxoSADRVer+VgWUP3SvWVvHuslg6Pl9CQIC5KGsuS7h6v6RNG63eEDyhoyTnbW1LHnU/mc6y6mTXLJvOtS6ee04J+0jc63F5yckv4zZuFFFe3MHV8BLeuSOETs+MJ1i9TGSLa3R42HqrgmVwXm49U4PZapseNJjvDwdVz4zVU1oPWDg87j3UtmrqtoIojpxoBiA4PZXFq9OmFU7Vm38BQ0JJe83gtD79ZyC9fP0pMRBj/+8k5XJwS7euyAp7b4+WFvWWs3eTEWdFEcvQovnpJCtdkOBSAZVCy1pJ7opZncl28uLeM+tZOYiLCuGZuPFkZCcyI1xO45+JUQ1t36Kpkm7OKqqauYcYp48NPh64FyeMCtkewvyloSa+46lr5xrp83jlWw6r0OH6Sld5nKydL3/B6La8dLOeBjU4OlDbgiBrBVy6ZzPXzJ+pxcBkUTlS3kJNXwvo8F8XVLQwfFsTlMyeQnZnA4pRxhATrjcOF8noth8obupaRKKjineM1dLi9hAYHMT9pzOngNSNOw4x9RUFLPtSGfBc/eHY/Xq/l3qtncW2mQ5Ov/Zi1ls1HK1m70cnu4lpiIsK4ZWkyn1kwiVEBsom3DB71rZ28uLeM9XklvHu8FmNg0eRxZGU4+Hh6XMBsPO8rrR0e3j1ec3pi/eHyrmHGcaPeG2bsGmqcEKlhxvOloCVn1dDWyQ83HGB9novMxCh+ecNcJo3r3y0qpO9Ya9lRVMPaTQW85awmauQwbl6czE0XJxE5Qr2R4judHi9vHqlkfZ6L1w+dosPtJSVmFNmZCVyT4cARpf1QfaWioY1tzqrubYKqqGpqByAt9n3DjJPHMjJUAbi3FLSkR+8er+HOJ/Mpb2jjaytTuX1FqrrtB7HcE7U8uNHJ3w9XEBEWwk0XT+KLi5MH1QKOMrhZa9nnqicn18Xze0qpbu5g7KhQVs+JJzvTQbojUj3lfsZay+HyxtO9Xe8cq6G9e5hx3qQxLJ0SzdLUGGbGa5jxgyhoyT/p9Hj59d8LeHCTk4QxI/nlDXOZN2mMr8uSPnKgtJ6HNhXy0v4yhocE8+kFiaxZNllPH0m/Ka1rZX2ei/V5LpwVTYQGB3HpjPFkZTi4ZGoMw/QGbtBo63xvmLGrt+tQWQMAY98bZkyNZklaNPHqkfwnPg9axpgrgF8BwcDvrLU/+6DjFbT6z7GqZu5cl8+ek3VcNy+Be1bP1PyIIcpZ0chDmwvZkF9KsDFcPz+Br1ySwsSxI31dmgwBTe1uXt5Xxvo8F28XVWMtfCRpDFkZCaxKj9ODNENERWMbb71vmLGysWuYMTU2nCWp0Syb0vU0Y6DPDfVp0DLGBANHgUuBEuBd4FPW2oNn+xoFrb5nreVvu05y7/MHGRYcxE+y0lk1O87XZckAOFHdwsNbCnl6Vwkea7lmroNbV6SQEhPu69JkkPF4LducVeTklvDqgXLaOr1MGjeSrAwHWRkOze8c4qy1HDnVyLaCKrYUVLGzqJp2t5dhwYbMxDGnN8WeGR8ZcOv8+TpoLQLusdZe3v359wCstT8929coaPWt2uYOvpuzl1cPnGLR5HHcd8Mc4iLV7RtoyuvbeGRLEX99p5h2t5cr0+O4fUUq0+O0XpF8sENlDeTklrAhv5SKxnZGDw/hqu55V5mJYzTvKkC1dXrYXVzLloKuTbEPdg8zRo0cxuLUaJZ1bxMUCA8++DpoXQdcYa39UvfnnwMWWGtvP+O4NcAagMTExHnFxcUXdF7psq2gim89lU9NcwffvmwqtyydrAmNAa6qqZ1Htx3jsbeLaWp387Hpsdy2IpWMRM3Tk3+oaGhjQ37XVjiHyhoICTKsmBZLdoaDldNjCQvRum3yzyob29leWMWW7k2xK7qHGSfHjGLZ6acZxw3J6SqDImi9n3q0Llxbp4dfvHqE3287RmpsOPffMJdZjkhflyV+pL6lkz9uP84fth+jrqWTJanR3L4ylQXJY9VDEaBaOzy8drCcZ3JdbCuoxGthzsQosjMcXDUnnrGjQn1dogwS1loKKprYcrTracadx6pp6/QSEmTInDTmdG9XumNoDDP6Omhp6HCAHT3VyNefyONweSOfWziJ7185XdsuyFk1tbt5fEcxv916jKqmdj6SNIbbVqRyyZQYBa4A4PVadhyrJifXxcv7ymju8OCIGkFWhoNrMhykxmoun1y4tk4PucW1bOneFHu/q2uYMXLEMJZ0P8m4NC2ahDGD82EdXwetELomw38UcNE1Gf7T1toDZ/saBa3zY63lT9uP85OXDzN6eAg/v242K6eN93VZMki0dXpY9+5JHn6zkLL6NtIdkdy2IpXLZozXcPMQ5KxoIie3hGfzXJTWtxEeFsKV6RPIykhgQfJY/Z9Lv6puamebs+r0NkHlDW0ATI4e1R26Ylg4eSwRwwfH06v+sLzDlcD9dC3v8Ki19r8+6HgFrXNX0djGvz+1lzePVrJiagw/v24OMRFaqFLOXYfby/q8Eh7aXEhxdQtTxodz24pUVqXHaUHbQa66qZ3n95SyPs/FnpJ6ggwsmxJDVoaDy2ZMUM+3+IS1FmdFU/cSEpXsKKqhtdNDSJAhIzHq9Gr1sxOi/HaY0edB61wpaJ2b1w+e4jvP7KW53c0PVk3nswsnachHLpjb4+XFfWWs3eikoKKJpHEj+eryFLIyEggNUeAaLNo6PWw8XEFOrovNRypwey0z4kaTnelg9Zx4YrWQrfiZdreH3OK606vV7y+tx1oYPTyke2/GruDlT2sCKmgNUS0dbn784iH+uvMEM+JG86sb55I2PsLXZckQ4/VaXjt4irWbCtjvaiA+cjhfWZ7CJ+dPZPgw9YD4I2stu4tryclz8cKeUhra3MRGhHFN93pXWtJDBpOa5o7uRVO7gldZfdcwY9K4kadD16KUcT4dZlTQGoL2ldRzx7o8jlU1s2bpZL552RQ9bi39ylrLm0crWbvRya7iWqLDw1izLJnPLJgU8KtC+4vi6mZycl08m++iuLqFEcOCuXzmeLIzE1icGu23wy4ivWWtpbCy+XTo2lFUTUuHh+AgQ8bErmHGJWnRzEmIHNCpDgpaQ4jHa/m/LYXc99pRosPDuO+Tc7g4NdrXZUkAsday81gNazc62easImrkML64OJnPX5xE5IjBMXF1KKlv6eSFfaWsz3Wxq7gWY+DilHFkZSRwxawJQ3LNIpH3dLi95J6oZWtBJdsKqtjr6hpmjBgewuKUrqcZl6XFkDiuf4cZFbSGCFddK99cl8/OYzWsSo/jv7JmETVS69qI7+SdqOXBTU7eOFRBeFgINy2axM1LkhkXrgcx+lOH28ubRytZn1fCGwcr6PB4SY0NJzvTwTVzHdrwVwJWbXMHbxV2Pc245Wglpd3DjJPGjWRpWjRLUmO4OHUco/t4mFFBawh4bk8pd6/fh9druffqWVyb6dCEd/EbB0sbeHCzk5f2lREWEsSnL5rEmmWTmRCpidZ9xVrL3pJ6cnJLeH5vGTXNHYwbFcpVc+K5NjOBWY7R+p0g8j7WWoqqmtl6tJJtzireLqymuXuYce7EqNObYs9JiLrgYUYFrUGssa2TH244QE6ei4zEKO6/Ya42bhW/5axo4jebC3k230WwMVw3P4GvXpLiV08HDTauulaezXORk1tCYWUzoSFBXDpjPNkZDpZNiWGYltwQ6ZUOt5e8E7Vsc3Ztir23pK5rmDEshEUp41g6JYZladHndY9V0Bqkdh2v4c51+ZTWtfK1lWl8bWWq1jGSQeFkTQsPv1nIU7tK8FjL1XPjuXV5qlYZ76XGtk5e3l/O+lwXbxdVA3BR0liyMh1cmR6nuXAifaCupYPthdVsLahky9EqXHWtAEwcO4KlaV2ha1FKdK9+3hS0BplOj5cH/l7A2k1OHGNGcP8NGcybpA1/ZfApr2/jkS1F/PWdYtrdXq6cFcdtK1KZEa/lBc7k9njZ5qwiJ9fFawfLaev0kjRuJNmZCWRlONQrKNKPrLUcr245Hbp2FFXT1O4myHTt9/le8JozMarHXmQFrUHkeFUzd6zLZ8/JOq7NTOCe1TMGzRYEImdT1dTOo9uO8djbxTS1u/nY9FhuW5FKRqLeQBwsbSAnt4QNe0qpbGwncsQwrpoTR1ZGApmJUZp3JeIDnR4v+Sfr2Hq08vQwo9dC+HvDjN3bBCWNG4kxRkFrMLDW8tSuEu55/gAhQYafZKfzidnxvi5LpE/Vt3Typ7eP8+hbx6hr6WRJajS3rUhl4eSxARUoTjW0sSHfRU6ui8PljQwLNqyYGkt2poMV02K1Jp6In6lv6WR7Ydfcrq0FlZTUdg0zJozpGmb82bWzFbT8WW1zB9/L2ccrB8pZOHks931yrh7PliGtud3N4zuLeWTLMaqa2pk/aQy3rUxl+ZSYIRu4WjrcvHbgFDl5LrYVVOK1MHdiFNdmOvjE7HjGjNJSLSKDgbWW4u5hxq0FXU8z7v/RFQpa/mpbQRXfeiqfmuYOvn3ZVG5ZOpkgrd4sAaKt08Pfdp3k4c2FlNa3McsxmttXpHHZjPFD4ufA67XsKKomJ8/Fy/vKaO7w4Iga0bXeVYaDlBg9HCAy2HV6vISGBCto+Zt2t4f/efUIv916jMkxo/j1jRnMckT6uiwRn+hwe3k2z8VDm50cr25hyvhwbluRyqr0uEH5pK2zopFncl1syHNRWt9GeFgIV6ZPIDszgYuSxg6JECki/+CzOVrGmOuBe4DpwEXW2l6lp6EetI6eauSOJ/M5VNbAZxcmcveVMxgRqjkZIm6Plxf3lfHgJidHTzUxadxIbl2eQlZGAqEh/h24qpvaeW5PKevzXOwtqSc4yLAsLZqszAQunT5eP+MiQ5gvg9Z0wAv8H/DtQA9a1lr+tP04P335MOFhIfz8utl8dPp4X5cl4ne8Xsvrh06xdqOTfa564iOH8+VLUrjhIxMZPsx/Aktbp4e/H6pgfV4Jm49U4vZaZsaPJivDweq58cRGaGV8kUDg86cOjTGbCfCgVdHYxl1P72XzkUqWT43hF9fNISZC+8GJfBBrLW8ereTBTU7ePV5LdHgYtyxN5jMLJ/lss2RrLbuKa8nJLeGFvWU0trkZPzqMa+Y6yMp0MG2C1ggTCTQXErS07XsfeOPgKb7zzF6a2t386OqZfG7hpCH7ZJVIXzLGsHxqLMunxrKzqJq1m5z89OXDPLS5kC8uTuYLFycROXJg1pk7XtVMTp6LZ/NcnKhpYcSwYD4+awJZmQ4uTokmWPOuROQ8fGiPljHmDWBCDy/dba3d0H3MZj6kR8sYswZYA5CYmDivuLj4fGv2G60dHn784kEe33mC6XGj+fWNc0kbH+HrskQGtfyTdazd6OSNQ6cIDwvhc4smcfOSZKLD+76HuK6lgxf2lrE+z8Xu4lqMgcUp0WRlOLhi1gRG+ahXTUT8i4YOfWC/q56vP5lHUWUza5ZN5luXTdEihCJ96FBZAw9ucvLivjLCQoL41EWJfHlZChMiL2xeVIfby+YjFazPc/H3QxV0eLykxYaTnZnANRnxxEVqjTsR+WcaOhxAHq/lkS1F3Pf6EcaNCuPxLy1gcWq0r8sSGXKmx41m7acz+UZlEw9tKuSxt4t5fMcJrp2XwFcvSSFxXO/3BrTWsqeknvW5JTy3p5Talk6iw0P57MJJZGc6mBk/WsP9ItIvLvSpwyzgASAGqAPyrbWXf9jXDdYerdK6Vr6xLp+dx2r4+KwJ/DQ7naiRWu1ZZCCcrGnh4TcLeWpXCR5ruXpOPLeuSCE19uzD9SW1LWzIL+WZ3BKKKpsJDQnishnjyc50sDQtpsfNY0VEzuTzocNzNRiD1vN7Srl7/T7cXss9q2dy/bwEvQMW8YFTDW08sqWIv+48QZvbw5Wz4rh1RQoz47sWBG5s6+TlfeXk5JWwo6gGgIuSx5Kd4eDj6XFEjtAm7iJybhS0+lFjWyc/3HCAnDwXcydGcf8Nc0mKHuXrskQCXnVTO4++dYzHthfT2O5m5bRYwsNCePVAOe1uL8nRo8jO6NoKZ+LY3g8zioicSUGrn+wuruHOdfm4alu5fWUaX1uZqqEGET9T39rJY9uP8+hbx/BaWD0nnqxMBxkTo9TrLCJ9QkGrj7k9Xn690cnajQXER43g/hvmMj9prK/LEpEP4PZ4AQbl3oki4t/01GEfOl7VzJ3r8sk/WUd2poN7V88kYrjmdIj4OwUsEfFHClrdrLU8tbuEe547QEiQ4YFPZXDVnHhflyUiIiKDmIIWXatDfy9nHy/vL2dB8lh+ecNc4qO0aKGIiIhcmIAPWm85q/jW3/ZQ3dzOd66Yxpplk7WnmYiIiPSJgA1a7W4P//PqEX679RiTY0bxu88vZpYj0tdliYiIyBASkEGr4FQjX38yn0NlDXxmQSI/WDWDEaHap1BERET6VkAFLWstj71dzE9eOkR4WAi/u2k+H5sx3tdliYiIyBAVMEGrsrGdu57ew6YjlVwyJYZfXD+b2Ijhvi5LREREhrCACFp/P3SKu57eS2O7m3tXz+SmRZO0YrSIiIj0uyEdtFo7PPzXSwf5y44TTJsQwRNrFjJlfISvyxIREZEAcUFByxjzC+AqoAMoBP7NWlvXF4VdqP2ueu54Mo/CymZuWZrMty+fSliIJryLiIjIwLnQPSteB2ZZa2cDR4HvXXhJF8brtTz8ZiFZD71FU7ubv9y8gLtXzVDIEhERkQF3QT1a1trX3vfpDuC6CyvnwpTWtfLNv+Wzo6iGK2ZO4KfZ6YwZFerLkkRERCSA9eUcrS8C6/rw+52TF/aW8v2cfbi9lp9fO5vr5ydowruIiIj41IcGLWPMG8CEHl6621q7ofuYuwE38PgHfJ81wBqAxMTE8yq2J41tndzz3EGeyS1hzsQofnXDXJKiR/XZ9xcRERE5Xx8atKy1H/ug140xXwA+AXzUWms/4Ps8AjwCMH/+/LMedy52F9dw57p8XLWtfH1lKl/7aBrDgi902pmIiIhI37jQpw6vAO4CLrHWtvRNSR/O7fHywEYnD2wsID5qBH/78iLmJ40dqNOLiIiI9MqFztFaC4QBr3fPh9phrf3KBVf1AYqrm7lzXT55J+rIznBwz9UzGT18WH+eUkREROS8XOhTh6l9VUgvzsXTu0u457kDBAUZfv2pDFbPiR+o04uIiIics0GxMnxdSwffX7+Pl/aVsyB5LPfdMBdH1AhflyUiIiLygfw+aG13VvHNv+2hqqmdu66YypeXpRAcpGUbRERExP/5bdBqd3u477WjPLK1iOToUay/aTHpCZG+LktERESk1/wyaDkrGvn6E/kd7vK/AAAGKElEQVQcLGvgMwsSuXvVdEaG+mWpIiIiImflV+nFWstfdhTz4xcPMSoshN/eNJ9LZ4z3dVkiIiIi58VvglZlYzvfeWYvGw9XcMmUGH5x/WxiI4b7uiwRERGR8+YXQWvj4VPc9fReGtrc3HPVDD5/cZL2KRQREZFBz6dBq7XDw09eOsSfdxQzbUIEj39pIVMnRPiyJBEREZE+47OgdaC0njuezMdZ0cSXliTz7cunMnxYsK/KEREREelzPglalU3tXPPgW4wZGcqfb76IpWkxvihDREREpF/5JGiV17fxhWmx/Cx7NmNGhfqiBBEREZF+55OglRA1goc/O08T3kVERGRIC/LFSceMClXIEhERkSHPJ0FLREREJBAoaImIiIj0EwUtERERkX5irLUDf1JjGoEjA35i/xcNVPm6CD+jNumZ2qVnapeeqV3+ldqkZ2qXnk211p7Xiuq+WrD0iLV2vo/O7beMMbvULv9MbdIztUvP1C49U7v8K7VJz9QuPTPG7Drfr9XQoYiIiEg/UdASERER6Se+ClqP+Oi8/k7t8q/UJj1Tu/RM7dIztcu/Upv0TO3Ss/NuF59MhhcREREJBBo6FBEREekn/Rq0jDFXGGOOGGOcxpjv9vB6mDFmXffrO40xSf1Zjz/oRZt8wRhTaYzJ7/7zJV/UOdCMMY8aYyqMMfvP8roxxvy6u932GmMyB7rGgdaLNllujKl/37Xy/wa6Rl8wxkw0xmwyxhw0xhwwxtzRwzEBdb30sk0C7noxxgw3xrxjjNnT3S739nBMIN6HetMuAXkvAjDGBBtj8owxL/Tw2rlfL9bafvkDBAOFwGQgFNgDzDjjmFuBh7s/vhFY11/1+MOfXrbJF4C1vq7VB22zDMgE9p/l9SuBlwEDLAR2+rpmP2iT5cALvq7TB+0SB2R2fxwBHO3h5yigrpdetknAXS/d///h3R8PA3YCC884JqDuQ+fQLgF5L+r+t38T+GtPPy/nc730Z4/WRYDTWltkre0AngSuPuOYq4E/dX/8NPBRM7R3m+5NmwQka+0WoOYDDrkaeMx22QFEGWPiBqY63+hFmwQka22ZtTa3++NG4BDgOOOwgLpeetkmAaf7/7+p+9Nh3X/OnJgcaPeh3rZLQDLGJACrgN+d5ZBzvl76M2g5gJPv+7yEf/3BP32MtdYN1APj+rEmX+tNmwBc2z3c8bQxZuLAlOb3ett2gWZRd/f/y8aYmb4uZqB1d9tn0PWO/P0C9nr5gDaBALxeuoeB8oEK4HVr7VmvlQC5DwG9ahcIzHvR/cBdgPcsr5/z9aLJ8P7neSDJWjsbeJ1/JGeRM+UCk6y1c4AHgGd9XM+AMsaEA88Ad1prG3xdjz/4kDYJyOvFWuux1s4FEoCLjDGzfF2TP+hFuwTcvcgY8wmgwlq7uy+/b38GLRfw/gSc0P13PR5jjAkBIoHqfqzJ1z60Tay11dba9u5PfwfMG6Da/F1vrqeAYq1teK/731r7EjDMGBPt47IGhDFmGF2B4nFrbU4PhwTc9fJhbRLI1wuAtbYO2ARcccZLgXYf+idna5cAvRctBlYbY47TNbVnpTHmL2ccc87XS38GrXeBNGNMsjEmlK5JY8+dccxzwOe7P74O2Gi7Z5gNUR/aJmfMI1lN11wL6Wqnm7qfJlsI1Ftry3xdlC8ZYya8NzfAGHMRXT/PQ/4G0f1v/j1wyFp731kOC6jrpTdtEojXizEmxhgT1f3xCOBS4PAZhwXafahX7RKI9yJr7festQnW2iS67s8brbWfPeOwc75e+m1TaWut2xhzO/AqXU/bPWqtPWCM+RGwy1r7HF2/GP5sjHHSNen3xv6qxx/0sk2+boxZDbjpapMv+KzgAWSMeYKup6KijTElwA/pmqCJtfZh4CW6niRzAi3Av/mm0oHTiza5DviqMcYNtAI3DvUbRLfFwOeAfd1zTAC+DyRCwF4vvWmTQLxe4oA/GWOC6QqWf7PWvhDI96FuvWmXgLwX9eRCrxetDC8iIiLSTzQZXkRERKSfKGiJiIiI9BMFLREREZF+oqAlIiIi0k8UtERERET6iYKWiIiISD9R0BIRERHpJwpaIiIiIv3k/wMm96i5KbrjYAAAAABJRU5ErkJggg==\n", "text/plain": ["<Figure size 720x144 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[\"C\"].plot(figsize=(10, 2));"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "fragment"}}, "source": ["* \u2026 or plot and select"]}, {"cell_type": "code", "execution_count": 64, "metadata": {"slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x144 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo.plot(y=\"C\", figsize=(10, 2));"]}, {"cell_type": "markdown", "metadata": {}, "source": ["* I prefer slicing first, as it allows for further operations on the sliced data frame"]}, {"cell_type": "code", "execution_count": 65, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[\"C\"].plot(kind=\"bar\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["* There are pseudo-sub-functions for each of the plot `kind`s\n", "* I prefer to just call `.plot(kind=\"smthng\")`"]}, {"cell_type": "code", "execution_count": 66, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[\"C\"].plot.bar();"]}, {"cell_type": "code", "execution_count": 67, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[\"C\"].plot(kind=\"bar\", legend=True, figsize=(12, 4), ylim=(-1, 3), title=\"This is a C plot\");"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 5\n", "<a name=\"task5\"></a>\n", "\n", "Use the NEST data frame `df` to:\n", "\n", "1. Make the virtual processes the index of the data frame (`.set_index()`)\n", "2. Plot `\"Presim. Program / s\"` and `\"Sim. Time / s`\" individually\n", "3. Plot them onto one common canvas!\n", "4. Make them have the same line colors and styles as before\n", "5. Add a legend, add missing labels\n", "\n", "* Done? Tell me! [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 68, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "subslide"}}, "outputs": [], "source": ["df.set_index(\"Virtual Processes\", inplace=True)"]}, {"cell_type": "code", "execution_count": 69, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAADTCAYAAAC7p6aqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X+cXHV97/HXe2Z2Nz93k8CSZJdoKqT8CiWlC7VXpVArAlqxrdVwey229lJ9YFtsvb22fdxWbXsv9ofeVixIKwV7KdWrptKKCkUU5UJliUASfoNBsgnJQshufu/uzOf+cc4kk81MdrMzmV95Px+Pfcw53/M953znHMe8+Z7vOUcRgZmZmZkdW5lGN8DMzMzseODQZWZmZlYHDl1mZmZmdeDQZWZmZlYHDl1mZmZmdeDQZWZmZlYHDl1mZmZmdeDQZWZmZlYHDl1mZmZmdZBrdAPKOfHEE2P58uWNboaZmZnZlB566KGXIqJ3qnpNGbqWL1/O4OBgo5thZmZmNiVJz0+n3pShS9JNwFuBbRGxMi37PHBaWmUBsCMiVpVZdyOwE8gDExExMK3Wm5mZmbWZ6fR03QxcB3yuWBAR7ypOS/orYOQI618UES/NtIFmZmZm7WDK0BUR90paXm6ZJAHvBH6mts0yMzMzay/V3r34BmBrRDxdYXkAd0p6SNJVR9qQpKskDUoaHB4errJZZmZmZs2l2tB1BXDbEZa/PiLOBS4FrpZ0QaWKEXFjRAxExMD8BYuqbJaZmZlZc5lx6JKUA34B+HylOhExlH5uA9YA509n27vH8jNtlpmZmVlTqqan62eBJyJiU7mFkuZKml+cBi4G1k9nw/scuszMzKzNTBm6JN0G3A+cJmmTpPemi1Yz6dKipD5Jd6Szi4HvSnoE+B7w1Yj4+nQatWfcocvMzMzaiyKi0W04zKylK2LkhSfoymUb3RQzMzOzI5L00HSeRdqU714M4OmtuxrdDDMzM7OaacrQBbB+6EjPWzUzMzNrLU0ZujIS6xy6zMzMrI00Zeia3ZFl/ebRRjfDzMzMrGaaM3R1Znl8yyjj+UKjm2JmZmZWE80ZujqyjE0UeHbYg+nNzMysPTRn6OpMHhWxbpPHdZmZmVl7aMrQ1ZXLMKczywaP6zIzM7M20ZShC+DMpd1+bISZmZm1jaYNXSv7e3hsyyj5QvM9Md/MzMzsaDV16NozlucHL3kwvZmZmbW+Jg5d3QCsH/K4LjMzM2t9TRu6Tu2dR1cu43FdZmZm1hamDF2SbpK0TdL6krKPSBqS9HD6d1mFdS+R9KSkZyR9+GgalstmOGNpN+s3O3SZmZlZ65tOT9fNwCVlyj8ZEavSvzsmL5SUBT4NXAqcCVwh6cyjadzK/m42DI1S8GB6MzMza3FThq6IuBfYPoNtnw88ExHPRcQY8M/A5UezgZV9PezcP8EPt++Zwe7NzMzMmkc1Y7o+IOnR9PLjwjLL+4EXSuY3pWVlSbpK0qCkweHhYSC5gxHwJUYzMzNreTMNXdcDpwCrgC3AX1XbkIi4MSIGImKgt7cXgB9dPJ+OrHwHo5mZmbW8GYWuiNgaEfmIKAB/R3IpcbIhYFnJ/Mlp2bR15jKctmQ+G9zTZWZmZi1uRqFL0tKS2Z8H1pep9iCwQtKPSOoEVgO3H+2+Vvb1sG5ohAgPpjczM7PWNZ1HRtwG3A+cJmmTpPcCfy5pnaRHgYuAD6Z1+yTdARARE8AHgG8AjwNfiIgNR9vAs/p72LFnnKEde492VTMzM7OmkZuqQkRcUab4sxXqbgYuK5m/AzjscRJH4+ziYPqhUU5eOKeaTZmZmZk1TNM+kb7o9CXzyWbkcV1mZmbW0po+dM3qyLLipHms8+uAzMzMrIU1fegCOKuvh/UeTG9mZmYtrCVC18r+bl7aNca2nfsb3RQzMzOzGWmJ0HVwML0vMZqZmVlraonQdcbSbiQ8rsvMzMxaVkuErrldOV5z4ly/DsjMzMxaVkuELkhefu3HRpiZmVmrapnQdXZ/D1tG9vHSLg+mNzMzs9bTMqHrrL5kMP2Gzb7EaGZmZq2nZULXmX3dgO9gNDMzs9bUMqGrZ3YHrz5hjkOXmZmZtaSWCV2QDKZf78H0ZmZm1oKmDF2SbpK0TdL6krK/kPSEpEclrZG0oMK6GyWtk/SwpMFqG7uyr4cXtu9lZM94tZsyMzMzq6vp9HTdDFwyqewuYGVE/BjwFPD7R1j/oohYFREDM2viQSv703Fd7u0yMzOzFjNl6IqIe4Htk8rujIiJdPYB4ORj0LbDrOzz64DMzMysNdViTNevAV+rsCyAOyU9JOmqI21E0lWSBiUNDg8Pl62zcG4n/Qtms96PjTAzM7MWU1XokvSHwARwa4Uqr4+Ic4FLgaslXVBpWxFxY0QMRMRAb29vxX2u7O9mg3u6zMzMrMXMOHRJeg/wVuCXIyLK1YmIofRzG7AGOH+m+yta2dfDcy/tZuc+D6Y3MzOz1jGj0CXpEuD3gLdFxJ4KdeZKml+cBi4G1perezRW9ifjuh7zJUYzMzNrIdN5ZMRtwP3AaZI2SXovcB0wH7grfRzEDWndPkl3pKsuBr4r6RHge8BXI+Lr1Ta4GLo8rsvMzMxaSW6qChFxRZniz1aouxm4LJ1+DjinqtaV0Tu/i8XdXR7XZWZmZi2lpZ5IX7Syr4d1Dl1mZmbWQloydJ3V38Ozw7vYMzYxdWUzMzOzJtCSoevs/h4KAY9v2dnoppiZmZlNS0uGruLrgDb4dUBmZmbWIloydC3pnsUJcztZt8mhy8zMzFpDS4YuSZzV3+PHRpiZmVnLaMnQBXB2fzdPb93JvvF8o5tiZmZmNqWWDV0r+3qYKARPbfVgejMzM2t+rRu6ik+mH/IlRjMzM2t+LRu6Tl44m57ZHX5IqpmZmbWElg1dkljZ3+3HRpiZmVlLaNnQBcm4rie27GQ8X2h0U8zMzMyOaFqhS9JNkrZJWl9StkjSXZKeTj8XVlj3yrTO05KurFXDIXkd0Fi+wNNbd9Vys2ZmZmY1N92erpuBSyaVfRi4OyJWAHen84eQtAj4Y+AngfOBP64UzmZiZV/yZPr1HtdlZmZmTW5aoSsi7gW2Tyq+HLglnb4FeHuZVd8M3BUR2yPiFeAuDg9vM7b8hLnM68qx3uO6zMzMrMlVM6ZrcURsSadfBBaXqdMPvFAyvyktO4ykqyQNShocHh6eVgMyGXFmX7d7uszMzKzp1WQgfUQEEFVu48aIGIiIgd7e3mmvt7Kvh8e2jJIvVLV7MzMzs2OqmtC1VdJSgPRzW5k6Q8CykvmT07KaWdnfzb7xAs8OezC9mZmZNa9qQtftQPFuxCuBr5Sp8w3gYkkL0wH0F6dlNXPwyfS+xGhmZmbNa7qPjLgNuB84TdImSe8FrgXeJOlp4GfTeSQNSPp7gIjYDvwJ8GD697G0rGZO6Z3HrI6MXwdkZmZmTS03nUoRcUWFRW8sU3cQ+PWS+ZuAm2bUumnIZsSZS7t9B6OZmZk1tZZ+In3Ryv4eHts8SsGD6c3MzKxJtUfo6uth1/4JNr68u9FNMTMzMyurPUJXcTD9Zo/rMjMzs+bUFqFrxeJ5dGYzbPAdjGZmZtak2iJ0dWQznL50vgfTm5mZWdNqi9AFcFZfD+uHRkkejm9mZmbWXNomdJ3d38PI3nE2vbK30U0xMzMzO0zbhK6V/d2An0xvZmZmzaltQtePLp5PLiOP6zIzM7Om1Daha1ZHlhWL57POrwMyMzOzJtQ2oQvg7P5uNgyNeDC9mZmZNZ22Cl0r+3t4efcYL47ua3RTzMzMzA7RVqHr1JPmAfDcsF8HZGZmZs1lxqFL0mmSHi75G5V0zaQ6F0oaKanzR9U3ubLObPJ1Cr68aGZmZk0mN9MVI+JJYBWApCwwBKwpU/U7EfHWme7HzMzMrB3U6vLiG4FnI+L5Gm3PzMzMrK3UKnStBm6rsOynJD0i6WuSzqq0AUlXSRqUNDg8PFyjZpmZmZk1h6pDl6RO4G3A/y2zeC3w6og4B/gU8C+VthMRN0bEQEQM9Pb2VtssMzMzs6ZSi56uS4G1EbF18oKIGI2IXen0HUCHpBNrsE8zMzOzllKL0HUFFS4tSloiSen0+en+Xq7BPs3MzMxayozvXgSQNBd4E/AbJWXvA4iIG4B3AO+XNAHsBVaHHxdvZmZmx6GqQldE7AZOmFR2Q8n0dcB11ezDzMzMrB201RPpzczMzJqVQ5eZmZlZHTh0mZmZmdWBQ5eZmZlZHTh0mZmZmdWBQ5eZmZlZHbRV6MpkBMBf3vkUn3/wh4zuG29wi8zMzMwSbRW6zu7v4fcuOY3RveP89y+t47w//Xd+87bvc8+T25jIFxrdPDMzMzuOqRkfED8wMBCDg4MzXj8iePiFHXx57RD/+uhmduwZ58R5Xbx9VR+/cO7JnNnXXcPWmpmZ2fFM0kMRMTBlvXYMXaX2T+S554lhvrx2E/c8uY3xfHD6kvn84rknc/mqPk7qnlWT/ZiZmdnxyaGrjFd2j/Fvj27mS2uHePiFHWQEr1/Ryy+e28/FZy5hdme25vs0MzOz9ubQNYVnh3exZu0Qa74/xNCOvczrynHpyiW887xlnLd80THdt5mZmbUPh65pKhSC723czpfXbuKOdS+ya/8Ed33wAlYsnl+X/ZuZmVlrm27oqvruRUkbJa2T9LCkw5KSEn8j6RlJj0o6t9p91lImI177mhP483ecw1+vXgXA7rF8g1tlZmZm7SZXo+1cFBEvVVh2KbAi/ftJ4Pr0s+lkpEY3wczMzNpUPZ7TdTnwuUg8ACyQtLQO+zUzMzNrGrUIXQHcKekhSVeVWd4PvFAyvyktO4SkqyQNShocHh6uQbPMzMzMmkctQtfrI+JcksuIV0u6YCYbiYgbI2IgIgZ6e3tr0CwzMzOz5lF16IqIofRzG7AGOH9SlSFgWcn8yWmZmZmZ2XGjqtAlaa6k+cVp4GJg/aRqtwO/kt7F+FpgJCK2VLNfMzMzs1ZT7d2Li4E1Su76ywH/FBFfl/Q+gIi4AbgDuAx4BtgD/GqV+zQzMzNrOVWFroh4DjinTPkNJdMBXF3NfszMzMxaXT0eGWFmZmZ23HPoMjMzM6sDhy4zMzOzOnDoMjMzM6sDhy4zMzOzOnDoMjMzM6sDhy4zMzOzOnDoKiN5tJiZmZlZ7VT7RPq2ks0IgHfccD8L53SwYE4ni+Z0smBOB4vmdrJwbicL53SwcE5n8je3Mymf00H3rA4y6fpmZmZmkzl0lfjJ1yziT96+kq0j+9i+Z4wde8bYvnuM51/ew8Mv7OCVPWOM58v3gmUEPbM72LF3nPUfeTNzu3xozczM7CAngxJduSzvfu2rKy6PCHaP5XlldxLGXtmT/G3fPc6OPWN86pvPAPDNJ7bxc+f01avZZmZm1gIcuo6CJOZ15ZjXlWPZojmHLS+Grlf2jNW7aWZmZtbkPJC+hj52+VkAvO7UExvcEjMzM2s2Mw5dkpZJukfSY5I2SPrtMnUulDQi6eH074+qa25z65nd0egmmJmZWZOq5vLiBPC7EbFW0nzgIUl3RcRjk+p9JyLeWsV+zMzMzFrejHu6ImJLRKxNp3cCjwP9tWqYmZmZWTupyZguScuBHwf+o8zin5L0iKSvSTrrCNu4StKgpMHh4eFaNKthRveON7oJZmZm1mSqDl2S5gFfAq6JiNFJi9cCr46Ic4BPAf9SaTsRcWNEDETEQG9vb7XNaoiTF84hmxHv+swDfPhLj/Lc8K5GN8nMzMyaRFWhS1IHSeC6NSK+PHl5RIxGxK50+g6gQ1Lb3tr3E69eyLc+dCGrz1/Gmu8P8cZPfJurb13L+qGRRjfNzMzMGkwzfc+gJAG3ANsj4poKdZYAWyMiJJ0PfJGk5+uIOx0YGIjBwcEZtatZDO/czz/c9wP+8f7n2bl/gjesOJH3X3gKP/WaE0gOnZmZmbUDSQ9FxMCU9aoIXa8HvgOsAwpp8R8ArwKIiBskfQB4P8mdjnuB34mI/zfVttshdBWN7hvn1gd+yGe/+wNe2rWfVcsW8P4LT+FNZyz2uxrNzMzawDEPXcdSO4Wuon3jeb740CY+c++zvLB9L6eeNI/3/fQpXL6qj46sn1FrZmbWqhy6mtREvsBX123h+m89yxMv7qSvZxb/9YLXsPq8VzG7MzutbUQEO/aMs3XnPl4c2cfW0X1sHd3PZ779LLvH8jz7Py8j6140MzOzuphu6PK7F+ssl81w+ap+3nZOH996cpi//dYzfPRfH+NT33yG9/yn5aw+bxl7x/NJmNq5n60j+3hxtBisitP7GZsoVNzHvvE8c7t8as3MzJqJ/2VuEElcdPpJXHT6STy4cTvXf+tZPnHXU3zirqcOqzurI8OS7lks7p7Fjy9byJKeZHpxd9eB8pO6u/iH+zZy7deeIOOB+mZmZk3HoasJnLd8Eee9ZxGPbxnl3qeGWTS3k8Xdsw6Eq+5ZuaO64/GprTuZ25UjmxFZiUwGMhLZjA58ZiWUgeyk8ozw3ZVmZmbHgENXEzljaTdnLO2e8fqzcsmA/Ms/fV9V7ZBIw1oSworTB8KaRDZzaHlG4gcv7QZg47VvqWr/zW7/RHL5d/OOfbw4upfNO/axZWQvL47s522r+njbOX2NbqKZmTUhh6428s7zlrF0wWzG8wXyhaAQQb4AhQgKhSBf/CwEhSBdfrC8EJSsl5RHWlYsP7DNQ9YL8sGB0PXrtzxI9+wOumd10DP74F/37EPne2Z3MKsj01Q9a2MTBbaO7mPLSBKktozsY8uOvWweKQarfby0a+yw9RbM6WDP/jwQDl1mZlaWQ1cbmdOZ481nLWnY/left4zrvvkMm3fs4/EtOxndO87O/RNHXKczm6F7du5AIFswu4NFc7s4YV4ni+Ymfycc+Oxi0bxO5nZmZxTUJvIFtu7cz5Ydew+Eqs07kjtAt4wkweqlXfuZfENv96wcS3tms3TBLM7uX0BfT3Lpt2/BbJam03M6c7zlb75z1G0yM7Pjh0OX1czrTj2R15166Fue8oVg575xRvYe+je6d2LS/Dij+8YZ3rWfJ1/cycu7x9hf4Q7NzlzmQBA7GMqSoNY9K8eiuV0He6lKgtW2nfsoTApU87pyLO2ZxdIFszl9STdLF8yir2d2GqpmsaRnNvN8J6iZmdWA/zWxYyqbEQvmdLJgTudRrRcR7BnLs333GC/vHmP77v28vGuM7bvHSsqSz40v7+blXWPsGcsfso3ZHdkDIeoNK05kadoztTTtpVrSM4vuWR21/LpmZmYVOXRZU5LE3K4cc7tyLFs0Z1rr/PDlPTw7vCvppeqZTffso7vrs1obNo+yYfMo//jA82SU3DFavBu0OJ2R0IGy8nVUYZ3MUdRJpqeuc9h2qe54ZbMilxGd2Yxfc2VmNolDl7WNV50wh1edML2Adiz9j39Z3+gmNIWMoCOboTObIZcVHdlM+idy6XTngenDl3dmM+QyoiOXoSOTLi+ZLq7XmcuQyyT7iAjG88mNHxOFIF8oMFEIJvKHzufT+YlCctPJRLrOeLFOyTYmJs3nC3HgZpXSsnwhyGZELg2eHen3zmWS71E8Bsl0+j3TdndkDh6j4jZKy8qukxXZTHI8ctnJ2ymtl2yzuKzctrMZNdUNLWbtyqHLrEae+bNL2bF3nIjk8mjxDtFCehdooaRsqjox6bNSncO3e+g+yu+7fDvykwe8HaUguat1LJ+ElPF8gfFCgfGJZHqiUGBsIgkx4/lDp8fzwa79EwfWO2Qb6edEOj2Wr/w2hqkUA0bx80DIySjtpTsYQnJpqMmly7s6MswpWd5Rsrz4OJXSkJZ85zS4pd9n18TEocvS71Rc50BZ+lnlKTkqHZMCYi5bPtAdLD8Y7HKZJBAe2puafmZKe1or9/AWg1/FXuKMDj7OZvJ+yqx7oAc3c+R9ZzNT9yxnMlP1PB/8DkdaPrlN5Y5XsRfb2pNDl1mN5LIZTpzX1ehmtL2IYm9TpKHuYDArBqhcaZgq+Wy1f8wKheQ7TuST3rjxkkCXLxRD66HLSkNbMdAVj1fpskrrHOwZLFRY5+D0nokJJkq2HRwa9POF0tBf5j8k0uX5Csub8NXAdVEMYtkKoaw0BKqknkjmVRrgSKYplpVsH0qDXulyTZpPy8rUP2QbHBocS/d1aFlxOMPBtomDQyeK9ZlcVtK2yfXLbiM9mJlJy8ptQxw69KO0naXbUHHoxqT601VV6JJ0CfDXQBb4+4i4dtLyLuBzwE8ALwPvioiN1ezTzI5vUrEnBmYzvZfEt6pMRnRlshyvN9CW9ubmy/XaFg4PdPni8ikC35SBsOQ5hVP1GBf3d6TlceB5icX9TOqVLhy6bn6K5aXtLH6XgAO916UBuDhNaQ83xXaVr1967EvrHzgelPTIl9QPgkKhTFmUzpeum9RnclnaNjj03FTcRgCT9lXPnuLpmvFPWVIW+DTwJmAT8KCk2yPisZJq7wVeiYhTJa0GPg68q5oGm5nZ8eFAjwvyZRmbscnDNYLi0IpJgRCIwuFlBwPrwXUPDs9IypZ/fHptqeZ/x+cDz0TEcwCS/hm4HCgNXZcDH0mnvwhcJ0kRx2unsZmZmdVTcgkWqPLu7FrIVLFuP/BCyfymtKxsnYiYAEaAE8ptTNJVkgYlDQ4PD1fRLDMzM7PmU03oqqmIuDEiBiJioLe3t9HNMTMzM6upakLXELCsZP7ktKxsHUk5oIdkQL2ZmZnZcaWa0PUgsELSj0jqBFYDt0+qcztwZTr9DuCbHs9lZmZmx6MZD6SPiAlJHwC+QfLIiJsiYoOkjwGDEXE78FngHyU9A2wnCWZmZmZmxx01Y8eTpGHg+Ua3o02cCLzU6EbYAT4fzcXno3n4XDQXn4+j8+qImHJAelOGLqsdSYMRMdDodljC56O5+Hw0D5+L5uLzcWw0zd2LZmZmZu3MocvMzMysDhy62t+NjW6AHcLno7n4fDQPn4vm4vNxDHhMl5mZmVkduKfLzMzMrA4cuszMzMzqwKGrzUjaKGmdpIclDaZliyTdJenp9HNho9vZriTdJGmbpPUlZWWPvxJ/I+kZSY9KOrdxLW8/Fc7FRyQNpb+PhyVdVrLs99Nz8aSkNzem1e1L0jJJ90h6TNIGSb+dlvv3UWdHOBf+fRxjDl3t6aKIWFXyjJUPA3dHxArg7nTejo2bgUsmlVU6/pcCK9K/q4Dr69TG48XNHH4uAD6Z/j5WRcQdAJLOJHljxlnpOn8rKVu3lh4fJoDfjYgzgdcCV6fH3b+P+qt0LsC/j2PKoev4cDlwSzp9C/D2BralrUXEvSSvvCpV6fhfDnwuEg8ACyQtrU9L21+Fc1HJ5cA/R8T+iPgB8Axw/jFr3HEoIrZExNp0eifwONCPfx91d4RzUYl/HzXi0NV+ArhT0kOSrkrLFkfElnT6RWBxY5p23Kp0/PuBF0rqbeLI/8dntfGB9HLVTSWX2n0u6kjScuDHgf/Av4+GmnQuwL+PY8qhq/28PiLOJemav1rSBaULI3lGiJ8T0iA+/g13PXAKsArYAvxVY5tz/JE0D/gScE1EjJYu8++jvsqcC/8+jjGHrjYTEUPp5zZgDUkX8NZit3z6ua1xLTwuVTr+Q8Cyknonp2V2jETE1ojIR0QB+DsOXiLxuagDSR0k/8jfGhFfTov9+2iAcufCv49jz6GrjUiaK2l+cRq4GFgP3A5cmVa7EvhKY1p43Kp0/G8HfiW9S+u1wEjJZRY7BiaNCfp5kt8HJOditaQuST9CMnj7e/VuXzuTJOCzwOMR8YmSRf591Fmlc+Hfx7GXa3QDrKYWA2uS3xM54J8i4uuSHgS+IOm9wPPAOxvYxrYm6TbgQuBESZuAPwaupfzxvwO4jGRQ6h7gV+ve4DZW4VxcKGkVySWsjcBvAETEBklfAB4jubPr6ojIN6Ldbex1wLuBdZIeTsv+AP8+GqHSubjCv49jy68BMjMzM6sDX140MzMzqwOHLjMzM7M6cOgyMzMzqwOHLjMzM7M6cOgyMzMzqwOHLjOriqR7JL15Utk1kq6X1CfpixXWWy7pP1e5729JGqhQ/qSkRyTdJ+m0avZjZlYLDl1mVq3bgNWTylYDt0XE5oh4x+QVJOWA5UBVoWsKvxwR55C8RPkvyrQhewz3bWZ2GIcuM6vWF4G3SOqEAy/Q7QO+k/ZmrU/L3yPpdknfBO4meSjmGyQ9LOmD6fLrihuV9G+SLkynr5c0KGmDpI8eZfvuBU5Nt7NR0sclrQV+SdIqSQ+kL/hdU3zBr6RTJf172lO2VtIpafl/k/RgWv+jadlcSV9N666X9K60/FpJj6V1/zIt65X0pXQbD0p6XVr+0+lxeFjS94tvljCz9uIn0ptZVSJiu6Tvkbxk/SskvVxfiIhI345Q6lzgx9J1LgQ+FBFvhSSUHWE3f5iukwXulvRjEfHoNJv4c8C6kvmX05fCI+lR4Dcj4tuSPkby1PprgFuBayNijaRZQEbSxSSvPzkfEHC7khfK9wKbI+It6TZ7JJ1A8hqV09PjsCDd918Dn4yI70p6FfAN4AzgQyRP+b5PyUuI903zu5lZC3FPl5nVQuklxtXpfDl3RcT2GWz/nWnv1PeBs4Azp7HOrekrTl5HEmqKPg9JOAIWRMS30/JbgAvSXqb+iFgDEBH7ImIPybtML07bsBY4nSSErQPelPagvSEiRoARkuD0WUm/QPIaG4CfBa5L23U70J2GrPuAT0j6rbRNE0d7gMys+bmny8xq4SvAJyWdC8yJiIcq1Nt9hG1McOh/CM4CSF+w+yHgvIh4RdLNxWVT+OWIGDzKNhyJgP8VEZ85bEHyvS8D/lTS3RHxMUnnA28E3gF8APgZku/32oiY3JN1raSvptu4T9KbI+KJGbbTzJqUe7rMrGoRsQu4B7iJyr1ck+0ESscubQRWScpIWkZyGQ+gmyQojUhaTHIZsxZtHgFekfSGtOjdwLcjYiewSdLbASR1SZpDcinw19KeKST1SzpJUh+wJyL+D8mA/XPTOj0RcQfwQeCcdB93Ar9ZbEP6cmEknRIR6yLi48CDJL1oZtZm3NNlZrVyG7CGw+9krORRIC/pEeBm4H9AKxUnAAAAsElEQVQDPwAeAx4nuYRHRDwi6fvAE8ALJJfiauVK4IY0VD0H/Gpa/m7gM+k4r3HglyLiTklnAPenY9V2Af+FZJD+X0gqpHXfTxImv5KOBxPwO+l2fwv4dDqWLEcyyP99wDWSLgIKwAbgazX8jmbWJBQRjW6DmZmZWdvz5UUzMzOzOnDoMjMzM6sDhy4zMzOzOnDoMjMzM6sDhy4zMzOzOnDoMjMzM6sDhy4zMzOzOvj/r1L+SfYYynAAAAAASUVORK5CYII=\n", "text/plain": ["<Figure size 720x216 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[\"Presim. Time / s\"].plot(figsize=(10, 3));"]}, {"cell_type": "code", "execution_count": 70, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x216 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[\"Sim. Time / s\"].plot(figsize=(10, 3));"]}, {"cell_type": "code", "execution_count": 71, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[\"Presim. Time / s\"].plot();\n", "df[\"Sim. Time / s\"].plot();"]}, {"cell_type": "code", "execution_count": 72, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot();\n", "ax.set_ylabel(\"Time / s\");"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## More Plotting with Pandas\n", "### Our first proper Pandas plot\n"]}, {"cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot();"]}, {"cell_type": "markdown", "metadata": {}, "source": ["* **That's why I think Pandas is great!**\n", "* It has great defaults to quickly plot data\n", "* Plotting functionality is very versatile\n", "* Before plotting, data can be *massaged* within data frames, if needed"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## More Plotting with Pandas\n", "### Some versatility"]}, {"cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[[\"A\", \"C\", \"F\"]].plot(kind=\"bar\", stacked=True);"]}, {"cell_type": "code", "execution_count": 75, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD4CAYAAAD4k815AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAADM5JREFUeJzt3W9sXXUdx/HPh1EoxgViN/6WeWt0QXCCrqIJiIJophhx4clQccbEBSPCoomgi5EnJiCJ7oEmphESTbQLIttIRBHcJGAirls2Cgz/pnMlDktJwMVtsPH1Qe9wzLJ29/x6T++371dCoOfenvPNSfPuj3Nvz3VECACQxwl1DwAAKIuwA0AyhB0AkiHsAJAMYQeAZAg7ACRD2AEgGcIOAMkQdgBI5sQ6DrpgwYJoNBp1HBoAOtbWrVufi4iFUz2vlrA3Gg0NDQ3VcWgA6Fi2d03neVyKAYBkCDsAJEPYASAZwg4AyRB2AEiGsANAMoQdAJIh7ACQTC1/oATMKbeeWvcE03PrC3VPgEIqr9htn2t7s+2nbD9p+6YSgwEAWlNixX5Q0lcjYpvt+ZK22n4wIp4qsG8AwHGqvGKPiH9GxLbmf/9b0k5J51TdLwCgNUVfPLXdkPQuSY9N8tgq20O2h8bGxkoeFgBwhGJht/1GSb+QtDoiXjz68YgYiIj+iOhfuHDKu04CAFpUJOy2uzQR9Z9GxL0l9gkAaE2Jd8VY0p2SdkbEd6uPBACoosSK/RJJ10m6wvb25j8fK7BfAEALKr/dMSIeleQCswAACuCWAgCQDGEHgGQIOwAkQ9gBIBnCDgDJEHYASIawA0AyhB0AkiHsAJAMYQeAZAg7ACRD2AEgmRKfeTorNG75Zd0jTMvIbVfVPcK0dML57Jhzuf9ndY8wLSN1DzBNnfCzKdX788mKHQCSIewAkAxhB4BkCDsAJEPYASAZwg4AyRB2AEiGsANAMoQdAJIh7ACQDGEHgGQIOwAkQ9gBIBnCDgDJEHYASIawA0AyhB0AkiHsAJAMYQeAZAg7ACRD2AEgGcIOAMkQdgBIpkjYbS+z/Sfbf7V9S4l9AgBaUznstudJ+oGkj0o6X9K1ts+vul8AQGtKrNgvlvTXiPh7RLwkaZ2kqwvsFwDQghML7OMcSbuP+HpU0nuPfpLtVZJWSdKiRYsKHPa1Rro/VXyfM+OFugeYls44n51xLue/vVOuTl5V9wDT0hk/m1KdP59te/E0IgYioj8i+hcuXNiuwwLAnFMi7M9IOveIr3ub2wAANSgR9i2S3ma7z/ZJklZIuq/AfgEALah8jT0iDtq+QdIDkuZJuisinqw8GQCgJSVePFVE3C/p/hL7ArIZXjlc9wiYY/jLUwBIhrADQDKEHQCSIewAkAxhB4BkCDsAJEPYASAZwg4AyRB2AEiGsANAMkVuKQAA7bKkr/znOcyEOm8kwYodAJIh7ACQDGEHgGQIOwAkQ9gBIBnCDgDJEHYASIawA0AyhB0AkiHsAJAMYQeAZAg7ACTDTcAwqU640VKdN1kCZjNW7ACQDGEHgGQIOwAkQ9gBIBnCDgDJEHYASIawA0AyhB0AkiHsAJAMYQeAZAg7ACRTKey277D9tO3Hba+3fVqpwQAAram6Yn9Q0jsi4p2S/izp69VHAgBUUSnsEfGbiDjY/PIPknqrjwQAqKLkNfbPS/pVwf0BAFow5f3YbT8k6cxJHloTERubz1kj6aCknx5jP6skrZKkRYtm/72+AaBTTRn2iLjyWI/b/pykj0v6UETEMfYzIGlAkvr7+1/3eQCAaip9gpLtZZK+JukDEfGfMiMBAKqoeo39+5LmS3rQ9nbbPywwEwCggkor9oh4a6lBAABl8JenAJAMYQeAZAg7ACRD2AEgGcIOAMkQdgBIhrADQDKEHQCSIewAkEylvzwFgHYbXjlc9wizHit2AEgmzYp9SV9n3OOdtQaAmcaKHQCSIewAkAxhB4BkCDsAJEPYASAZwg4AyRB2AEiGsANAMoQdAJIh7ACQDGEHgGQIOwAkQ9gBIBnCDgDJEHYASIawA0AyhB0AkiHsAJAMYQeAZAg7ACRD2AEgGcIOAMkQdgBI5sS6B8DsNLxyuO4RALSoyIrd9ldth+0FJfYHAGhd5bDbPlfSRyT9o/o4AICqSqzYvyfpa5KiwL4AABVVCrvtqyU9ExE7pvHcVbaHbA+NjY1VOSwA4BimfPHU9kOSzpzkoTWSvqGJyzBTiogBSQOS1N/fz+oeAGbIlGGPiCsn2257iaQ+STtsS1KvpG22L46IPUWnBABMW8tvd4yIYUmnH/7a9oik/oh4rsBcAIAW8QdKAJBMsT9QiohGqX0BAFrHih0AkiHsAJAMYQeAZAg7ACRD2AEgGcIOAMkQdgBIhrADQDKEHQCSIewAkAyfeQpgznj55Zc1Ojqq/fv31z3KMXV3d6u3t1ddXV0tfT9hBzBnjI6Oav78+Wo0GmrebnzWiQiNj49rdHRUfX19Le2DSzEA5oz9+/erp6dn1kZdkmyrp6en0v9VEHYAc8psjvphVWck7ACQDNfYAcxZjVt+WXR/I7ddNa3nbdiwQcuXL9fOnTt13nnnFZ1BYsUOAG03ODioSy+9VIODgzOyf8IOAG20d+9ePfroo7rzzju1bt26GTkGYQeANtq4caOWLVumxYsXq6enR1u3bi1+DMIOAG00ODioFStWSJJWrFgxI5djePEUANrk+eef16ZNmzQ8PCzbOnTokGzrjjvuKPo2TFbsANAm99xzj6677jrt2rVLIyMj2r17t/r6+vTII48UPQ4rdgBz1nTfnljK4OCgbr755tdsu+aaazQ4OKjLLrus2HEIOwC0yebNm/9v24033lj8OFyKAYBkCDsAJEPYASAZwg4AyRB2AEiGsANAMrzdEcDcdeuphff3wpRP2bNnj1avXq0tW7botNNO0xlnnKG1a9dq8eLFxcYg7ADQJhGh5cuXa+XKla/e2XHHjh169tlnCTsAdKLNmzerq6tL119//avbLrzwwuLH4Ro7ALTJE088oaVLl874cQg7ACRD2AGgTS644IIZ+WCNo1UOu+0v237a9pO2v1NiKADI6IorrtCBAwc0MDDw6rbHH398dt221/blkq6WdGFEHLB9epmxAKANpvH2xJJsa/369Vq9erVuv/12dXd3q9FoaO3atUWPU/VdMV+UdFtEHJCkiPhX9ZEAIK+zzz5bd99994weo+qlmMWS3m/7MdsP237P6z3R9irbQ7aHxsbGKh4WAPB6plyx235I0pmTPLSm+f1vkvQ+Se+RdLftt0REHP3kiBiQNCBJ/f39//c4AKCMKcMeEVe+3mO2vyjp3mbI/2j7FUkLJLEkB4CaVL0Us0HS5ZJke7GkkyQ9V3UoAEDrqr54epeku2w/IeklSSsnuwwDAGifSmGPiJckfabQLACAArgJGIA5a8mPlxTd3/DK4SmfM2/ePC1Z8r/jbtiwQY1Go+gchB0A2uiUU07R9u3bZ/QY3CsGAJJhxQ4AbbRv3z5ddNFFkqS+vj6tX7+++DEIOwC0EZdiAADHjbADQDJcigEwZ03n7YmdiBU7ALTR3r17Z/wYaVbsWX/zAsDxYsUOAMkQdgBzSifcp7DqjIQdwJzR3d2t8fHxWR33iND4+Li6u7tb3keaa+wAMJXe3l6Njo5qtn88Z3d3t3p7e1v+fsIOYM7o6upSX19f3WPMOC7FAEAyhB0AkiHsAJCM63h12PaYpF1tP/DxWyA+nLskzmc5nMuyOuV8vjkiFk71pFrC3ilsD0VEf91zZMH5LIdzWVa288mlGABIhrADQDKE/dgG6h4gGc5nOZzLslKdT66xA0AyrNgBIBnCDgDJEHYASIabgDXZPk/S1ZLOaW56RtJ9EbGzvqmACbYvlhQRscX2+ZKWSXo6Iu6vebSOZ/snEfHZuucoiRdPJdm+WdK1ktZJGm1u7pW0QtK6iLitrtk6VfMX5TmSHouIvUdsXxYRv65vss5j+1uSPqqJhdiDkt4rabOkD0t6ICK+XeN4HcX2fUdvknS5pE2SFBGfaPtQM4CwS7L9Z0kXRMTLR20/SdKTEfG2eibrTLZvlPQlSTslXSTppojY2HxsW0S8u875Oo3tYU2cx5Ml7ZHUGxEv2j5FE78431nrgB3E9jZJT0n6kaTQRNgHNbGIU0Q8XN905XCNfcIrks6eZPtZzcdwfL4gaWlEfFLSByV90/ZNzcdc21Sd62BEHIqI/0j6W0S8KEkRsU/8fB6vfklbJa2R9EJE/E7Svoh4OEvUJa6xH7Za0m9t/0XS7ua2RZLeKumG2qbqXCccvvwSESO2PyjpHttvFmFvxUu239AM+9LDG22fKsJ+XCLiFUnfs/3z5r+fVcIOcimmyfYJki7Wa1883RIRh+qbqjPZ3iTpKxGx/YhtJ0q6S9KnI2JebcN1INsnR8SBSbYvkHRWRAzXMFYKtq+SdElEfKPuWUoi7CjOdq8mLh/smeSxSyLi9zWMBcwZhB0AkuHFUwBIhrADQDKEHQCSIewAkMx/AdYN8qMClUETAAAAAElFTkSuQmCC\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[df_demo[\"F\"] < 0][[\"A\", \"C\", \"F\"]].plot(kind=\"bar\", stacked=True);"]}, {"cell_type": "code", "execution_count": 76, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 3 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[df_demo[\"F\"] < 0][[\"A\", \"C\", \"F\"]]\\\n", "    .plot(kind=\"barh\", subplots=True, sharex=True, title=\"Subplots\", figsize=(12, 4));"]}, {"cell_type": "code", "execution_count": 77, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x432 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[df_demo[\"F\"] < 0][[\"A\", \"F\"]]\\\n", "    .plot(\n", "        style=[\"-*r\", \"--ob\"], \n", "        secondary_y=\"A\", \n", "        figsize=(12, 6),\n", "        table=True\n", "    );"]}, {"cell_type": "code", "execution_count": 78, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x432 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[df_demo[\"F\"] < 0][[\"A\", \"F\"]]\\\n", "    .plot(\n", "        style=[\"-*r\", \"--ob\"], \n", "        secondary_y=\"A\", \n", "        figsize=(12, 6),\n", "        yerr={\n", "            \"A\": df_demo[df_demo[\"F\"] < 0][\"C\"], \n", "            \"F\": 0.2\n", "        }, \n", "        capsize=4,\n", "        title=\"Bug: style is ignored with yerr\",\n", "        marker=\"P\"\n", "    );  "]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Combine Pandas with Matplotlib\n", "\n", "* Pandas shortcuts very handy\n", "* But sometimes, one needs to access underlying Matplotlib functionality\n", "* No problemo!\n", "* **Option 1**: Pandas always returns axis\n", "    - Use this to manipulate the canvas\n", "    - Get underlying `figure` with `ax.get_figure()` (for `fig.savefig()`)\n", "* **Option 2**: Create figure and axes with Matplotlib, use when drawing\n", "    - `.plot()`: Use `ax` option"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["### Option 1: Pandas Returns Axis"]}, {"cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAEVCAYAAAA4vUvOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Wd4VNX+9vHvSiGh995CC71D6KCoCAg2OopUwQaiWFDPsfzP8ajYQLBQFBFRiqKoCAqK9A4JNfQeeiAhhNRZzwvieTgYJG2yk5n7c11cJtl79r5nOZP5Za+yjbUWEREREcl6Pk4HEBEREfFUKrRERERE3ESFloiIiIibqNASERERcRMVWiIiIiJuokJLRERExE1UaIl4GWPMq8aYL/9m+05jzC1ZcJ4XjTHT/mb7IGPMqgwee5ExZmDG04mIZA8/pwOISNYyxsRc820+IB5ITvl+xM0eb62tm4Fz3gJ8aa2tcM1x/nPN9iDgEOBvrU1K7/FTydgls8dwkjHmVaC6tfZBp7OIiHvpipaIh7HWFvjzH3AU6H7Nz2Y5nc+bGWP0x62Il1GhJeKd8hhjvjDGXErpKmz25wZjzGFjzO0pX4cYYzYZY6KNMaeNMe9dfyBjTH5gEVDOGBOT8q/cdV2UK1L+ezFle6tUjlPLGLPEGBNpjNljjOl9o/DGmD+MMcNSvq5ujFlujIkyxpwzxsy5wWMCjTFfGmPOG2MuGmM2GmNKX/+cU77/b3ZjTJAxxhpjhhtjIowxJ40xz1yzr48xZqwx5kDKsecaY4pd99ihxpijwO83ek4i4plUaIl4p7uB2UAR4Adg0g32mwBMsNYWAqoBc6/fwVp7GegCRFxz5Sziut3ap/y3SMr2tdduTCnWlgBfAaWAvsBHxpg6aXgu/wJ+BYoCFYCJN9hvIFAYqAgUBx4BrqTh+H+6FagBdAKev6YwGwncC3QAygEXgA+ve2wHoDZwZzrOJyIeQIWWiHdaZa392VqbDMwEGt5gv0SgujGmhLU2xlq7zk15ugGHrbXTrbVJ1tqtwLdArzQ8NhGoDJSz1sZZa280wD6RqwVWdWttsrV2s7U2Oh0ZX7PWXrbWbgemA/1Sfv4I8JK19ri1Nh54Feh5XTfhqymPTU9hJyIeQIWWiHc6dc3XsUDgDcYPDQWCgfCUrrZubspTGWiR0qV30RhzEXgAKJOGxz4HGGBDSjfokBvsNxP4BZid0gU4zhjjn46Mx675+ghXr179mf27a3Lv5urkg9I3eKyIeBENzBSRG7LW7gP6GWN8gPuBb4wxxVO6C/9n15sd6ibbjwHLrbV3ZCDjKeBhAGNMW2CpMWaFtXb/dfslAq8Br6XMgvwZ2AN8Clzm6gzNP6VW4FUEwlO+rgT82T16DBhirV19/QNSzgPXPX9r7atpeW4ikvvpipaI3JAx5kFjTElrrQu4mPJjVyq7ngaKG2MK3+BQZ1MeV/UG238Cgo0xA4wx/in/mhtjaqchYy9jzJ/LSlzgalHzl4zGmFuNMfWNMb5ANFe7Ev/cLxTom3LeZkDPVE71T2NMPmNMXWAw8Oeg+0+A140xlVPOU9IYc8/NcouId1ChJSJ/pzOwM2VtrglA39TGGVlrw4GvgYMpXWjlrtseC7wOrE7Z3vK67Ze4Osi8L1evFJ0C3gIC0pCxObA+JeMPwJPW2oOp7FcG+IarRdZuYDlXuxMB/snVwf4XuHrV66tUHr8c2A/8Brxjrf015ecTUs77qzHmErAOaPF3gW+2mKuIeA5j7c2u6IuIeK+sXmxVRLyLrmiJiIiIuIkKLRERERE3UaElIo66wSrsWTIj+voV3zPCWnvYWmvUbSgiGaFCS0QyJbVixhgzyBhzo4VD3ZXjc2PMv7PznKlkyHRhJyKeRYWWiMhNZNUVNhHxPiq0RMTtUm4y/a0x5qwx5pAxZlQ6HvdDyo2m9xtjHr7BfsO5upL8cyk3rf7xms2NjDHbUm46PccYE3jN47oZY0JTlpxYY4xpcM22w8aY540x24DLxhi/jD4PEfFeKrRExK1SVpX/EQgDygO3AaONMWm5wfJs4DhXb3fTE/iPMabj9TtZa6cAs4BxKTet7n7N5t5cXQ+sCtAAGJSSqzHwGTCCq/dAnAz8YIy5du2ufsBdXL35tisTz0NEvJQKLRHJCt9fd5/Cj67Z1hwoaa39P2ttQspiolO5ujjpDRljKgJtgOdTbhYdCkwDHkpntg+stRHW2kiuFkqNUn4+HJhsrV2fcpPpGUA80PK6xx5LWaQ1Q89DRLybxh2ISFa411q79M9vjDGDgGEp31YGyqUUYH/yBVbe5JjlgMiUVeP/dARols5s199A+9qbQQ80xoy8Znuea7bD/94MOqPPQ0S8mAotEXG3Y8Aha22NdD4uAihmjCl4TbFVCThxg/3Te5uLY8Dr1trX/2afa4950+dhrQ1KZwYR8XDqOhQRd9sAXEoZWJ7XGONrjKlnjGn+dw+y1h4D1gBvGGMCUwaqDwW+vMFDTnPjm1anZirwiDGmhbkqvzHmLmNMwax8HiLi3VRoiYhbWWuTgW5cHRt1CDjH1bFWhdPw8H5AEFevbn0HvHJtF+V1PgXqpIwT+z4NuTYBDwOTuHoz6f2kDJTP6PMwxuw0xtxys3OLiPfQTaVFRERE3ERXtERERETcRIWWiIiIiJuo0BIRERFxExVaIiIiIm7iyDpaJUqUsEFBQU6cWkRERCRdNm/efM5aWzIjj3Wk0AoKCmLTpk1OnFpEREQkXYwxRzL6WHUdioiIiLiJCi0RERERN1GhJSIiIuImKrRERERE3ESFloiIiIibqNASERERcRMVWiIiIiJuokJLcqxLcYl8tf4oVxKSnY4iIiKSISq0JEey1vLidzt48bvtDJq+gZj4JKcjiYiIpJsKLcmRvg89wY9hEdxeuxSbjlzgoU/XE3Ul0elYIiIi6aJCS3KcY5GxvPz9TppVLsrkAc34sH9jtp+I4oFp67hwOcHpeCIiImmmQktylGSXZczcMCzwfp9G+PoYOtcry+QBTdl7OoZ+U9dx9lK80zFFRETSRIWW5CifLD/AhsOR/N89dalYLN9/f96xVmk+G9icw+cv03fKWk5FxTmYUkREJG1UaEmOse34Rd5fspduDcpyX+Pyf9netkYJvhjSglNRcfSZspbjF2IdSCkiIpJ2KrQkR4hNSGL07FBKFgzg9XvrY4xJdb+QKsWYOawFkZcT6DN5HUfOX87mpCIiImmnQktyhH8v3M2h85d5t3dDCufz/9t9m1QqytcPtyQ2IYlen6xl/5mYbEopIiKSPiq0xHFLd53mq/VHGd6uKq2rlUjTY+qVL8zs4a1wWUvfKWsJPxXt5pQiIiLpp0JLHHX2UjzPf7uNOmUL8XSn4HQ9tmaZgswZ0Qo/Hx/6TlnH9uNRbkopIiKSMSq0xDHWWp77JoyY+CQm9G1EgJ9vuo9RrWQB5o5oRf48fvSfto7NRy64IamIiEjGqNASx3y57gjL9pzlxa61qVG6YIaPU6l4PuY+0ori+fPw0KfrWXfwfBamFBERyTgVWuKI/Wcu8e+Fu+kQXJKHWlXO9PHKF8nLnBGtKFM4kEHTN7Bi79ksSCkiIpI5KrQk2yUkuXhydij5A/x4u1eDGy7lkF6lCwUyZ0QrgornZ9iMTfy2+3SWHFdERCSjVGhJtntvyV52RkTz5v31KVUwMEuPXaJAALOHt6RW2YKMmLmZRdtPZunxRURE0kOFlmSrtQfOM3nFAfqFVKRT3TJuOUeRfHn4clgLGlYswhNfb2VB6Am3nEdERORmVGhJtomKTWTM3FCCiufnn93quPVchQL9+WJICM2DijJ6TihzNx5z6/lERERSo0JLss0/F+zg9KV4xvdpRL48fm4/X/4AP6YPCqFt9RI89+02vlh72O3nFBERuZYKLckW3289wQ9hEYy+rQYNKxbJtvPmzePLtIHNuL12KV5esJOpKw5m27lFRERUaInbHYuM5Z/f76BZ5aI8dmv1bD9/gJ8vHz3QlLvql+X1n3cz8bd92Z5BRES8k/v7b8SrJbssY+aGYYH3+zTC1ydrlnJIrzx+Pimrz/vw7pK9xCe5GNMpOMuWlhAREUmNCi1xq0+WH2DD4Uje7dWQisXyOZrFz9eHd3o1JI+fD5OW7ScuMZmX7qqtYktERNxGhZa4zbbjF3l/yV7ualCW+5uUdzoOAD4+hv/cV58APx+mrTpEfJKL1+6ui49DV9pERMSzqdASt4hNSGL07FBKFgzgP/fWz1FXjXx8DK/eXZdAf18mrzhIXGIyb/Zo4Fi3poiIeC4VWuIWry/czaHzl5k1tAWF8/k7HecvjDGM7VKLAH9fPvhtHwnJLt7t1RA/X80PERGRrKNCS7Lc0l2nmbX+KMPbV6V19RJOx7khYwxP3xFMoL8P4xbvIT7RxQf9GpPHT8WWiIhkDX2iSJY6eyme57/dRu2yhRjTKdjpOGny2C3V+We3OizeeYpHvtxMXGKy05FERMRDqNCSLGOt5blvwoiJT0pZSsHX6UhpNrRtFf59bz1+Dz/DsBmbiE1IcjqSiIh4ABVakmW+XHeEZXvO8kKXWgSXLuh0nHR7sGVl3u7ZgDUHzjHos43ExKvYEhGRzMmSQssY85kx5owxZkdWHE9yn/1nLvHvhbvpEFySga2DnI6TYb2aVWR838ZsPnqBAZ+uJ+pKotORREQkF8uqK1qfA52z6FiSyyQkuRg9J5T8AX683bNBjlrKISPubliOD/s3YceJKB6Yto4LlxOcjiQiIrlUlhRa1toVQGRWHEtyn/eW7GXHiWjevL8+pQoFOh0nS3SuV4YpA5qx93QMfaes4+yleKcjiYhILpRtY7SMMcONMZuMMZvOnj2bXacVN1t38DyTVxygX0hFOtUt43ScLHVrrVJMH9Sco5Gx9JmyllNRcU5HEpFMstYyd9MxOo9fwYw1h0lIcjkdSTxcthVa1top1tpm1tpmJUuWzK7TihtFXUnk6TmhVC6Wj3/cVcfpOG7RpnoJZgwJ4Ux0PL0nr+X4hVinI4lIBl2KS+TJ2aE89802Ii8n8MoPO7nj/eUs3HYSa63T8cRDadahZNg/v9/B6UvxjO/bmPwBnrv2bUiVYswcGsLF2AR6f7KWw+cuOx1JRNIp7NhF7vpgFQu3n+SZTsGsfeE2pg9uTqCfL49/tYV7P1rDuoPnnY4pHkiFlmTIgtAT/BAWwejbatCoYhGn47hd40pF+erhllxJTKb35LXsP3PJ6UgikgYul2XKigP0+HgNyS7LnOEteaJjDXx9DLfWLMXPT7bj7Z4NOBMdR98p6xj6+Ub2ntb7W7KOyYrLpcaYr4FbgBLAaeAVa+2nN9q/WbNmdtOmTZk+rzjj+IVYuoxfSXCZgswZ3tKr7g+49/Ql+k9dj7WWL4e1oHbZQk5HEpEbOBcTz9Nzw1ix9yyd65bhrR4Nbnjv1bjEZKavPsxHf+zncnwSPZtW4Ok7alKmsGdM8JHMMcZsttY2y9BjneiXVqGVeyW7LP2mrGPXyWgWPdmOisXyOR0p2x08G0P/qeuJS0rmiyEhNKjg+Vf0RHKbVfvO8dTcUKKuJPJytzo80KJSmpaeuXA5gQ+X7eeLtUfw8YEhbarwyC3VKBSYeoEm3iEzhZb3XIqQLDF5xQE2HI7ktbvremWRBVC1ZAHmjmhFgQA/Hpi6ns1HtLKJSE6RmOzircXhDPhsPYXz+vPDE214sGXlNK/vVzR/Hv7RrQ6/jelA57pl+OiPA3QYt4zPVh0iPkn3QZX00xUtSbPtx6O476PV3Fm3DJP6N871C5NmVsTFK/Sfuo4zl+L5dGBzWlUr7nQkEa92LDKWUbO3svXoRfqFVOTlbnXJmydz91zdcSKKNxbtZvX+81Qslpdn76xFt/pl8fHx7t9/3kZdh+J2VxKSuWviSmLjk1k8uh1F8uVxOlKOcCY6jgemredoZCxTH2pG+2AtXSLihIXbTjJ2/jaw8EaP+nRrUC7Ljm2tZcW+c7y5KJzdJ6OpX74wL3SpRevqJbLsHJKzqetQ3O71n3dx8Oxl3uvdUEXWNUoVCmT28JZULVmAYTM2sXTXaacjiXiVKwnJvDB/G49/tYVqJQvw85PtsrTIAjDG0CG4JAtHtuW93g2JvJxA/2nrGTR9A+GnorP0XOJ5VGjJTf22+zRfrjvKw+2q6C+4VBQvEMDXD7egdtmCPPLlZhZuO+l0JBGvsOfUJe6etIrZG4/x6C3VmPdIK7eOHfXxMdzfpAK/jenAi11rseXIBbpMWMmYuWFEXLzitvNK7qauQ/lbZy/F03n8CkoVCuT7x1sT4Je58Q6eLDoukcHTN7L16AXe7d2Q+xpXcDqSiEey1jJr/VH+9dMuCgb6836fhrSrkf3d9hdjE/jojwN8vuYwAIPbBPHYLdUpnFczFD2NxmiJW1hrGTpjE6v2n+OnkW0JLl3Q6Ug53uX4JIbN2MS6Q+d547769A2p5HQkEY8SFZvI2PnbWLTjFO2DS/Jur4aULBjgaKbjF2J579e9fBd6gkKB/ozsWJ0BrSrrD1MPojFa4hZfrj/K7+FneKFLLRVZaZQ/wI/pg5vTvkZJxs7fzhdrDzsdScRjbDocSdcPVrJk12le7FqLzwc1d7zIAqhQNB/v9WnEwpHtaFixCP9euJuO7yzn+60ncLl0D0Vvp0JLUrX/TAyvL9xF++CSDGod5HScXCXQ35cpDzXljjqleXnBTqasOOB0JJFcLdllmfT7PvpMWYevj+GbR1szvH21HLfEQp1yhfhiSAhfDm1BkXz+jJ4TSvdJq1i175zT0cRB6jqUv0hIcnH/x6s5ceEKv4xuT6lCugVFRiQmuxg9J5SF207y9B3BjOxY3evXHhNJr9PRcYyeHcrag+e5u2E5Xr+vHgVzwSrtLpflx20RvP3LHo5fuEK7GiUY26UWdcsVdjqaZEBmug79sjqM5H7vL93LjhPRTB7QVEVWJvj7+jChTyMCfH14b8le4hKTefbOmiq2RNLo9/DTPDNvG1cSkhnXswG9mlbINe8fHx/DPY3K07leGWauPcKkZfvpNnEV9zYqz5hOwVQo6p131vBGKrTkf6w7eJ5Plh+gb/OK3Fm3jNNxcj0/Xx/e6dWQAH9fPvrjAHGJLv7ZrXau+bAQcUJ8UjLjFu/h01WHqFWmIJP6N6F6qQJOx8qQAD9fhrWrSq9mFfn4jwNMX32IhdtOMrB1ZR6/tbrWJfQC6jqU/4q6kkjXCSvx9zUsHNWO/AGqw7OKtZbXftzF52sO80CLSvzrnno5bnyJSE5w6NxlRn69hR0nohnYqjIvdK1NoL/nzN6LuHiF95fs5ZstxykY4Mfjt1ZnYOsgj3qOnkhdh5IlXl6wg1PRcXzzSCsVWVnMGMMr3esQ6O/LJ8sPEJ/k4q0eDfBVsSXyX99tPc4/vtuBn68PUwY0pZMHXlUvVyQvb/dqyNB2VXhrUThvLApnxprDjOlUk3sbl9fvBA+kT1MBYEHoCRaERvD0HcE0rlTU6TgeyRjD851rEujvw/il+0hIcvFu74b4+2ryr3i3y/FJ/HPBDuZvOUFIUDHG921EuSJ5nY7lVrXKFGL64BDWHLh6D8Ux88KYuvIgY7vUokNwSQ0v8CDqOhSOX4ily4SVBJcuyJzhLfHTB7/bffzHAd5aHM6ddUszsV8T8vipzcU77TgRxcivt3Lk/GWe6FiDUR2re93vIJfLsnD7Sd7+ZQ9HI2NpU704L3SpTb3ymqGYU2jBUsmwZJfl6blhWAvv927kdb/gnPLoLdV4pXsdftl5mhEzNxGXmOx0JJFsZa3ls1WHuP+jNVxJSOarh1vy9B3BXvk7yMfH0L1hOZY+3YFXutdh98lLdJu4iidnb+VYZKzT8SST1HXo5SavOMCGQ5G806shlYprunF2GtymCgF+vrz0/XaGztjI1IeakS+P3pLi+SIvJ/DsvDB+Cz/D7bVLMa5nQ4rl1+y7PH4+DG5ThR5NKzB5+QE+XXWIRdtP8WDLyozsWJ2iaqNcSV2HXmzHiSju/XA1neqW5sP+TTQmwCHfbj7Os9+E0axyMT4d1CxXLMYoklFrD5xn9JytXLicyAtdazGodZB+99zAqag43l+yl3mbj5E/jx+P3lqNIW2qaIaiA3RTaUm3KwnJ3DVxJbHxySwe3U5ruTjsx7AIRs8JpX75wswYEkLhvCq2xLMkJbv44Ld9TFy2nyrF8/NBv8Yag5RGe09fYtzicJbuPkOZQoE83SmYHk0qaIZiNtIYLUm313/excGzl3m3d0MVWTlA94bl+OiBJuyMiKL/1HVEXk5wOpJIljlx8Qr9pq7jg9/306NJBX4c2VZFVjoEly7ItIHNmTO8JaULB/LcN9voOmEly8LP4MTFEkkfFVpe6Pfw03y57ijD2lahTfUSTseRFHfWLcPUh5qx/0wMfaes5cylOKcjiWTa4h2n6DphJbsiohnfpxHv9GqodfoyqEXV4nz/WGs+eqAJ8UnJDP58I/2mriPs2EWno8nfUNehlzkXE0/n8SsoUSCABU+0IcBPff05zZr95xg6YxNlCwcy6+EWlC3s2esJiWeKS0zm9YW7mbnuCPXLF2Ziv8YElcjvdCyPkZjs4usNR5mwdB/nLydwV4OyPHdnTSoXVxu7g8ZoSZpYaxk6YxOr9p/jxyfaUrNMQacjyQ1sOhzJoOkbKZrfn6+GtaRiMc0Ildxj/5lLPPHVVsJPXeLhdlV49s5aWivOTS7FJTJ1xUGmrjxEksvFAy2uzlAsXiDA6WgeRWO0JE1mrT/K7+FnGNu5loqsHK5ZUDG+HNaCqNhE+kxey6Fzl52OJHJT1lpmbzhKt4mrOHspnumDm/PSXXVUZLlRwUB/nu5Uk+XP3kLPphWZue4IHd7+g0m/7+NKgtbnywl0RctL7D8TQ7eJK2keVIwZg0N0Q+NcYmdEFAM+3YCfj2HWsBbUKK0CWXKm6LhEXpy/nZ+2naRN9eK837sRpQoFOh3L6+w/E8O4xeH8uus0pQsF8NTtwfRsWsErF4LNSuo6lL+VkOTi/o9Xc+LCFRaPbk9p/fLLVfaevsQD09aT7LJ8ObQFdcoVcjqSyP/YevQCo2ZvJeJiHE/fEcwjHapp6QGHbTocyX9+3s2WoxepUaoAz3Wuxe21S2nNsgxS16H8rfFL97LjRDRv3N9ARVYuFFy6IHNHtCLAz0czjCRHcbksH/9xgF6frMXlgrkjWvL4rdVVZOUAzYKK8e2jrfnkwaYkuywPf7GJPpPXsfXoBaejeR0VWh5u/cHzfLz8AH2aVaRzvTJOx5EMqlIiP3NHtKJQXj8enLaeTYcjnY4kXu7MpTgGTt/AW4vD6VS3ND8/2Y6mlYs5HUuuYYyhc70y/PJUe/59bz0OnrvMfR+t4bFZmzXuMxup69CDRccl0mX8Svx8DT+Paqe1azzAyagr9J+6ntPRcXw6sDmtqhV3OpJ4oRV7z/L03FAuxSXxSve69AupqC6pXOByfBJTVx5kyoqDJCS56N+iEqNuq0EJzVC8KXUdSqpe/n4Hp6LjGN+nkYosD1G2cF7mDG9J+SJ5GTR9A8v3nnU6kniRxGQXbyzazUOfbaBY/jz88ERb+reopCIrl8gf4Mfo24NZ/uyt9A2pyKz1R+kwbhkTlu7jcnyS0/E8lgotD7Ug9ATfh0YwqmMNGlcq6nQcyUKlCgUye3hLqpUswMMzNvHrzlNORxIvcPR8LD0/Wcvk5Qfp36ISCx7XWny5VcmCAfz73voseao97YNL8v7SvXR4+w9mrT9CUrLL6XgeR12HHujExSt0Hr+CGqUKMHdEK03r9VBRsYk8NH0DO09EMaFvY+5qUNbpSOKhfgyL4MX528HAWz0a0LW+XmueZPORC7y5aDcbD1+gasn8PN+5Fp3qlNaVymuo61D+K9lleXpOKC6XZXyfxiqyPFjhfP58OTSExpWKMPLrLczfctzpSOJhYhOSeP6bbYz8eis1Shfg51HtVGR5oKaVizJ3RCumDGiKAUbM3EzPT9ay+Ygm3WQFfQp7mCkrDrL+UCSv3l2XSsV12xZPVzDQnxlDQmhZtThj5oXx9YajTkcSD7H7ZDTdJ65i7uZjPHZLNeaMaKVbQXkwYwyd6pbhl9HteeP++hyNjKXHx2sZMXMTB87GOB0vV8uSQssY09kYs8cYs98YMzYrjinpt+NEFO8t2UPX+mXo2bSC03Ekm+TL48dng5rTIbgkL8zfzuerDzkdSXIxay0z1x7mng9XEx2XxJdDW/Bc51r46+q4V/Dz9aFfSCWWP3sLY+4IZvX+83R6fwUvfredM5finI6XK2V6jJYxxhfYC9wBHAc2Av2stbtu9BiN0cp6VxKS6TZxJTHxSSx+sj1F8+dxOpJks/ikZEZ+tZVfd51mbJdaPNKhmtORJJe5GJvA899u45edp7mlZkne6dVQU/+93LmYeCb+to9Z64+Sx8+HYe2qMrx9VQp42Ux2p8dohQD7rbUHrbUJwGzgniw4rqTDf37ezYGzl3m3VyMVWV4qwM+XDx9oQveG5XhzUTgTlu7DickukjttPBxJ1wkr+T38DC91rc1nA5uryBJKFAjgtXvqsfTpDtxasxQf/LaPW95exsy1h0nUDMU0yYpCqzxw7Jrvj6f8TLLJsvAzzFx3hGFtq9C2Rgmn44iD/H19GN+nET2aVOD9pXsZ98seFVvyt5Jdlg9+20efyWvx9/Ph20db83D7qrrxvPyPoBL5+fCBJnz/eBuqlSzAPxfspNP7K1i0/aR+x9xEtl37M8YMB4YDVKpUKbtO6/HOxcTz7Ddh1CpTkGfurOl0HMkBfH0Mb/dsQIC/Dx//cYC4xGRe7lZHU7XlL05FxTF6zlbWHYzknkbl+Pe99SgY6O90LMnBGlUswuzhLVm25wxvLgrn0VlbaFypCC90qU1IFd2CKTVZUWidACpe832FlJ/9D2vtFGAKXB2jlQXn9XrWWp7/ZhvRcUnMGtaSQH9fpyNJDuHjY3j93noE+PkwffVh4pNc/PueerpKIf/12+7TPDMvjLhEF2/3bEDPphVUjEuaGGPoWKs0HYJL8e3m47xNRC1SAAAfhUlEQVS7ZA+9J6/l9tqlGdulJtVLaSHba2VFobURqGGMqcLVAqsv0D8Ljis38dWGo/wWfoaXu9XRCs3yF8YYXu5Wh0B/Xz7+4wDxiS7G9WyAr4otrxaflMybi8KZvvowdcoWYmL/xlQrWcDpWJIL+foYejevSPeG5fhs9SE++eMAnd5fQZ/mFRl9ezClCwU6HTFHyHShZa1NMsY8AfwC+AKfWWt3ZjqZ/K0DZ2P410+7aFejBINaBzkdR3IoYwzP3VmTvP6+vLdkL/FJybzfp5Gm6nupg2djGPn1VnZGRDOodRBju9TSlXDJtLx5fHn81ur0C6nExN/38eW6I3y39QTD2lZlRIeqXt8drVvw5EIJSS56fLyG4xdiWTy6vf5qkDSZvPwAbywKp1Od0kzs35gAP33AepNvNx/nnwt2kMfPh7d7NuSOOqWdjiQe6uj5WN75dQ8/hEVQLH8eRnWsTv8Wlcnjl3v/wHN6eQfJZhN+28v2E1G8cX99FVmSZiM6VOPV7nX4dddpRszcTFxistORJBvExCfx1JxQxswLo175wix6sp2KLHGrSsXz8UG/xvzwRBtqli7Iqz/u4o73l/PTtgivnKGoQiuX2XAoko/+OEDvZhXoXE/3HJP0GdSmCm/cX5/le88y5PONxCYkOR1J3Gj78Si6fbCSBaEneOr2YL5+uCVlC+d1OpZ4iQYVivDVwy2YPrg5ef19eeKrrdz74WrWHjjvdLRspa7DXCQ6LpEu41fi52v4eVQ78nvZyrySdeZvOc4z88JoWrkonw1q7vVjKDyNy2X5bPUh3locTokCAYzv04gWVYs7HUu8WLLLMn/Lcd5bspeTUXF0rFWK5zvXyjUTuTLTdahCKxd5ak4oP4RFMO+RVjSpVNTpOJLLLdx2kidnb6Vu+cJ8MTiEwvlUbHmC8zHxPDMvjGV7znJHndKM69FAd4uQHCMuMZnP1xzmw2X7uRyfRM+mFXjqjuAcf6VVhZYX+CEsglFfb2X07TUYfXuw03HEQyzZdZrHZ22heqkCzBwaQnHdciVXW7P/HKPnhHLxSiL/uKs2A1pW1tpYkiNduJzAh8v288XaIxgDQ9pW4dFbqlEoh15dV6Hl4U5cvELn8SuoUaoAc0e0wk9T8yULLd97luFfbKJSsXzMergFpQpqgkVuk5Ts4v2le/nojwNUKZGfSf2aUKdcIadjidzUschY3v11D9+HRlA0nz9PdKzBgy0r5bhZ0Sq0PFiyy9J/6jp2nIji5yfbUbl4fqcjiQdac+Acw2ZsokyhQGY93CLHX8aX/+/4hVienB3K5iMX6N2sAq/eXZd8eTR+U3KXHSeieGtxOCv3naNisbw806km3RuUyzF3s9DyDh5s6sqDrD8UySt311WRJW7TuloJvhgSwtlL8fSevJZjkbFOR5I0WLT9JF0nrGTPqUtM6NuIcT0bqsiSXKle+cLMHNqCL4aEUCDAnydnh3LPh6tZs/+c09EyTYVWDrbjRBTv/rqHLvXK0KtpBafjiIdrFlSMWQ+3IPpKEr0nr+Xg2RinI8kNxCUm8+J323l01haqlMjPwlFtuadReadjiWRa++CSLBzZlvf7NCTycgL9p61n4Gcb2H0y2uloGaauwxzqSkIy3SauJCY+icVPttesIck2uyKiGfDpenx8DF8Na0GN0rlj+rW32Hv6EiO/2sqe05cY0b4qYzrVzNUrbovcSFxiMjPXHmHSsv1ExyVyf+MKPN0pmPJFsn9og7oOPdAbi3Zz4Oxl3unVUEWWZKs65Qoxe3hLDNBnyjp2RkQ5HUkAay1frT/K3ZNWcS4mnhlDQniha20VWeKxAv19ebh9VVY8eyvD21Xlx20R3PrOH7yxaDdRsYlOx0szvUNzoGXhZ/hi7RGGtq1CuxolnY4jXqhG6YLMGdGKQD8f+k1ZR9ixi05H8mpRVxJ54qutvPjddppVLsaiJ9vRIVi/G8Q7FM7nzwtda7PsmVvo3qAcU1YcpP3by5i64mCuuJWYug5zmHMx8XQev4ISBQL4/vE2BPrnrCmu4l2ORcbSf9o6LlxOZPrg5jQPKuZ0JK+z+cgFRn29lVPRcYzpFMwj7avlmJlYIk7YFRHNW4vDWb73LOWL5OWZO4O5p2F5t74v1HXoIay1jP12G9FxSYzv20hFljiuYrF8zB3RilIFA3jo0w0eMQMot3C5LB8u20/vyWsxBuY90orHbqmuIku8Xp1yhZgxJIRZw1pQNL8/T80Jo9vEVazcd9bpaKlSoZWDfLXhKEt3n+H5zrWoVUaLDUrOULZwXmaPaEnFYnkZ/PlG/thzxulIHu9MdBwDPlvP27/soXPdMiwc1U633RK5TpvqJfjh8bZM6NuI6LhEBny6gQGfrmfHiZw1rlRdhznEgbMx3PXBSpoHFWPG4BD91So5TuTlBAZ8up69py/xYf8mdKpbxulIHumPPWcYMzeMywlJvNK9Ln2bV9RtdERuIj4pmS/XHWXi7/u4GJvIfY3LM6ZTMBWK5suS42tl+FwuMdlFj4/XcDQyll9Gt6d0Id0CRXKmqNhEBk7fwI4TUYzv24huDco5HcljJCS5ePuXcKauPETN0gWZ1L+xltYQSaeoK4l8svwAn606hLXwUKvKPNGxOkXyZW72vsZo5XLjl+5l2/Eo3ry/voosydEK5/Nn5tAQGlcqwqivt/Lt5uNOR/IIh89dpucna5i68hAPtKjEgifaqMgSyYDCef15vnMt/nj2Fu5pVI5PVx+i/bhlfLL8gGMzFHVFy2EbDkXSZ8paejWtwLieDZ2OI5ImsQlJPPzFJlbvP89/7qtP/xaVnI6Uay0IPcFL3+3Ax8BbPRrQpX5ZpyOJeIzwU9G8tSicZXvOUq5wIE93qsl9jcvjm87hOeo6zKWi4xLpMn4lfr6GhaPaUSBA9yiT3CMuMZlHv9zMsj1neaV7HQa3qeJ0pFwlNiGJVxbsZN7m4zStXJQJfRtl2XgSEflfaw+c581Fuwk7HkWtMgUZ26UWHYJLpnn8o7oOc6lXFuzkVHQc7/dppCJLcp1Af18mD2jGnXVL89qPu/j4jwNOR8o1dkZE0W3iKr7Zcpwnbq3OnOEtVWSJuFGrasX5/vE2TOrfmNiEZAZN38gD09az/bj7Zyiq0HLID2ERfLf1BCM7Vte0bcm18vj5MKl/E7o3LMdbi8MZv3QvTlwlzy2stcxYc5j7PlxDTFwSs4a24Jk7a+Lnq1/FIu5mjKFbg3IsfboDr3avQ/ipS3SftIpRX2/lWGSs286ryygOiLh4hX98t53GlYrwxK3VnY4jkin+vj6M79OIAD8fxi/dR1yii+c719SSBNe5cDmB577dxpJdp7m1Zkne6dWQ4gUCnI4l4nXy+PkwqE0VejStwOTlB5m26iCLdpxkQMsgnuhYnWJZfH9hFVrZLNlleXpuKMkuy/g+jfSXrHgEXx/DuB4NCPT3+e/snle611GxlWL9wfOMnhPKuZh4/nFXbYa2raK2EXFYwUB/nrmzJg+2rMz4pXv5fM0h5m06xiO3VGNImyrkzZM1d2dRoZXNpq08yLqDkYzr2YDKxfM7HUcky/j4GP51Tz0C/Hz5dNUh4pNcvH5vPa9efDfZZZn4+z4++G0flYrlY/6jbahfobDTsUTkGmUKB/JmjwYMbVuFtxbv4e1f9jBz7RGeviOYHk0rpHuG4vVUaGWjHSeieOfXq7fU6NW0gtNxRLKcMYZ/3FWbQH8fPlx2gPikZMb1aOCVV25PRl3hydmhbDgUyf2Ny/N/99bTpBeRHKxG6YJMG9iMDYci+c/Pu3nu221MW3WQsV1qZeq4etdnkysJyYyeE0qx/Hl44/766jYQj2WM4dk7axHo58u7S/YSn+RifJ9G+HtRsbVk12me/SaMhCQX7/ZqSA/9YSWSa4RUKcZ3j7Vm0Y5TjFsczpDPM7cclQqtbPLmot3sPxPDzKEhFM3igXYiOdHI22oQ4O/Df34OJyHJxaT+jQnwy5oxDzlVXGIyby4K5/M1h6lbrhAT+zWmaskCTscSkXQyxtC1flnuqFOa2RuO8tBbGT+W9/yJ6aBle84wY+0RhrSpQrsaJZ2OI5Jthrevxmt312XJrtMM/2KzY7fAyA4HzsZw30dr+HzNYYa0qcL8x1qryBLJ5fx9fRjQKihTx9AVLTc7FxPPs/O2UatMQZ7rXNPpOCLZbmDrIAL9fRg7fzuDp29k2sBm5PegsUrWWuZtPs4rC3YS6O/DpwObcVvt0k7HEpEcwnN+2+VA1lrGfrud6CuJfDkshEB/z+42EbmRPs0rkcfPhzFzwxj42QY+G9ycQoH+TsfKtEtxifzj+x0sCI2gZdVijO/TmDKFdWN4Efn/1HXoRl9vOMbS3ad5rnNNapUp5HQcEUfd17gCk/o3IfTYRQZMW8/F2ASnI2VK2LGLdJu4ih/DInj6jmBmDWupIktE/kKFlpscPBvDv37aRdvqJRiim+2KANC1flk+ebApu09eot/U9ZyPiXc6Urq5XJYpKw7Q4+M1JCa5mDOiFaNuq5HptXZExDOp0HKDxGQXo+eEEuDvw7u9G3r1go0i17u9TmmmDWzGoXMx9JmyjjPRcU5HSrNzMfEM/nwj//k5nI61SvHzk+1oHlTM6VgikoOp0HKDCUv3se14FG/cV5/ShdSVIHK99sEl+XxwCBEXr9B78loiLl5xOtJNrdp3ji4TVrL24Hn+dU9dJg9oSpF8WqpFRP6eCq0stvFwJB/9sZ9eTSvQpX5Zp+OI5FgtqxZn5tAQzsck0HvyWo5FxjodKVWJyS7eWhzOgM/WUzivPwseb8OAVkFadFhE0iRThZYxppcxZqcxxmWMaZZVoXKr6LhERs8OpULRfLxyd12n44jkeE0rF2PWwy24FJdEr0/WcvBsjNOR/sexyFh6T17Lx38coHfTivzwRBtql9XEFhFJu8xe0doB3A+syIIsud6rC3ZyKjqO9/s00j3NRNKoQYUizB7eksRkF70nr2Pv6UtORwJg4baTdP1gJftPxzCxX2Pe6tmAfHn0vhaR9MlUoWWt3W2t3ZNVYXKzH8MimL/1BE/cWp2mlYs6HUckV6ldthBzRrTEx0DfKevYcSLKsSxXEpJ5Yf42Hv9qC1VLFmDhqHZ0b1jOsTwikrtl2xgtY8xwY8wmY8yms2fPZtdps0XExSu89N12GlUswsiO1Z2OI5IrVS9VkLkjWpHX35f+U9ex9eiFbM+w59Ql7p60iq83HGNEh6p880grKhXPl+05RMRz3LTQMsYsNcbsSOXfPek5kbV2irW2mbW2WcmSnnO/P5fLMmZuGEkuy/g+jfDz1fwCkYwKKpGfOSNaUiRfHgZ8uoGNhyOz5bzWWr5cd4S7J63iQmwCXwwJ4YUutfHX+1lEMummAw6stbdnR5DcaurKg6w9eJ5xPRoQVCK/03FEcr0KRfMxd0Qr+k9bx0OfbmDawGa0qV7CbeeLik1k7PxtLNpxinY1SvBe70aULBjgtvOJiHfRn2uZsDMiind+3UPnumXo1ayC03FEPEaZwoHMGd6KSsXyMfjzjSzbc8Yt59l0OJKuH6xkya7TjO1SixmDQ1RkiUiWyuzyDvcZY44DrYCFxphfsiZWzheXmMyTs0Mpmi8Pb9xfX2vqiGSxkgUD+Hp4S4JLF2D4F5tYvONUlh072WWZ9Ps++kxZh48PzHukFY90qKa7OIhIlsvsrMPvrLUVrLUB1trS1to7sypYTvfGz7vZfyaGd3s3pGh+rQ4t4g7F8udh1rCW1CtfmMe/2sIPYRGZPubp6DgenLaed37dS5d6ZVg4qh2NK2mmsIi4hxaFyYBle84wY+0RhrSpQrsanjOwXyQnKpzXn5lDWzDk842Mnr2VhCQXPZtmrKv+9/DTPDNvG7EJSbzVoz69m1XU1WgRcSuN0Uqn8zHxPDtvGzVLF+S5zjWdjiPiFQoE+DFjcAitq5XgmXlhzFp/JF2Pj09K5l8/7WLI55soVTCAn0a2pU/zSiqyRMTtdEUrHay1PP/tdqKvJDJzaAiB/r5ORxLxGnnz+DJtYDMem7WFl77bQXyiiyFtq9z0cYfOXWbk11vYcSKah1pV5sWutfXeFZFso0IrHWZvPMbS3af5x121db8zEQcE+vvyyYNNeXL2Vv7vp13EJSXz2C03XiT4u63H+cd3O/Dz9eGTB5vSuV6ZbEwrIqJCK80Ono3h/37cRdvqJRjS5uZ/RYuIe+Tx82Fiv8aMmRfGuMV7iEt08dTtNf6nG/ByfBL/XLCD+VtO0DyoKOP7NqZ8kbwOphYRb6VCKw0Sk108NSeUAH8f3unVUFPARRzm5+vDe70bEeDnwwe/7SM+MZmxXWphjGHHiShGfr2Vw+cvM+q2GozqWF13bBARx6jQSoMPfttH2PEoPnqgCWUKBzodR0QAXx/Dm/c3II+fD5NXHCQ+yUWlYvl4c1E4RfP789WwlrSqVtzpmCLi5VRo3cTGw5F8uGw/PZtWoGv9sk7HEZFr+PgY/nVPPQL9fJm26hAAt9Uqxdu9GlJM69uJSA6gQutvRMcl8tScUCoUzcerd9d1Oo6IpMIYw0t31aZC0bz4+/nQP0TLNohIzqFC62+8+sNOIi5eYd4jrSkQoKYSyamMMQzSJBURyYE0QvQGftoWwfwtJ3iiYw2aVtbtOURERCT9VGilIuLiFV6cv51GFYswquON1+gRERER+TsqtK7jclnGzA0jyWUZ36eRpoWLiIhIhqmKuM60VQdZe/A8r3SvQ1CJ/E7HERERkVxMhdY1dkZE8fYve7izbml6N6vodBwRERHJ5VRopYhLTGb07FCK5svDG/c30PRwERERyTStWZDizUXh7DsTwxdDQrTQoYiIiGQJXdEC/thzhs/XHGZwmyDaB5d0Oo6IiIh4CK8vtM7HxPPsN9sILl2A5zvXcjqOiIiIeBCv7jq01jJ2/naiYhP5YkgIgf6+TkcSERERD+LVV7RmbzzGkl2nea5zTWqXLeR0HBEREfEwXltoHTp3mf/7cRdtqhdniO6RJiIiIm7glYVWYrKL0bO3ksfPh3d6NcTHR0s5iIiISNbzyjFaH/y2j7DjUXz0QBPKFs7rdBwRERHxUF53RWvT4Ug+XLafnk0r0LV+WafjiIiIiAfzqkLrUlwio+eEUr5oXl7pXsfpOCIiIuLhvKrr8JUfdhJx8QrzHmlFwUB/p+OIiIiIh/OaK1o/bYtg/pYTPNGxBk0rF3M6joiIiHgBryi0TkZd4aXvdtCwYhFGdqzudBwRERHxEh5faLlcljFzw0hMdjGhTyP8fT3+KYuIiEgO4fFVx6erDrHmwHle6V6HoBL5nY4jIiIiXsSjC61dEdG8/cseOtUpTe9mFZ2OIyIiIl7GYwutuMRknpy9lSL5/HmzRwOM0ervIiIikr08dnmHNxeFs+9MDDOGhFAsfx6n44iIiIgX8sgrWsv3nuXzNYcZ1DqIDsElnY4jIiIiXsrjCq3zMfE8My+M4NIFGNulltNxRERExItlqtAyxrxtjAk3xmwzxnxnjCmSVcEywlrLC/O3ExWbyPg+jQn093UyjoiIiHi5zF7RWgLUs9Y2APYCL2Q+UsbN2XiMX3ed5tk7a1KnXCEno4iIiIhkrtCy1v5qrU1K+XYdUCHzkTLm0LnLvPbjLtpUL87QtlWciiEiIiLyX1k5RmsIsOhGG40xw40xm4wxm86ePZuFp4XEZBej54SSx8+Hd3o1xMdHSzmIiIiI8266vIMxZilQJpVNL1lrF6Ts8xKQBMy60XGstVOAKQDNmjWzGUp7AxN/20fYsYt82L8JZQvnzcpDi4iIiGTYTQsta+3tf7fdGDMI6AbcZq3N0gIqLTYfiWTSsv30aFKBuxqUze7Ti4iIiNxQphYsNcZ0Bp4DOlhrY7MmUtpdiktk9JxQyhfNy6t318nu04uIiIj8rcyO0ZoEFASWGGNCjTGfZEGmNHv1h12cuHCF93s3omCgf3aeWkREROSmMnVFy1pbPauCpNfCbSf5dstxRnWsTrOgYk7FEBEREbmhXLky/MmoK7z43XYaVizCyNtqOB1HREREJFW5rtByuSzPzAsjMdnF+D6N8PfNdU9BREREvESuq1I+W32I1fvP83K3OlQpkd/pOCIiIiI3lKsKrV0R0YxbvIdOdUrTp3lFp+OIiIiI/K1cU2jFJSYzes5WCufz580eDTBGq7+LiIhIzpapWYfZ6a3F4ew9HcOMISEUy5/H6TgiIiIiN5Urrmit2HuW6asPM6h1EB2CSzodR0RERCRNcnyhFXk5gTHzwgguXYCxXWo5HUdEREQkzXJ016G1lrHfbiMqNpEZg0MI9Pd1OpKIiIhImuXoK1pzNx3j112nefbOmtQpV8jpOCIiIiLpkmMLrUPnLvPaj7toXa04Q9tWcTqOiIiISLrlyEIrMdnF6Dmh+Pv68G7vhvj4aCkHERERyX1y5Bitib/vJ+zYRT7s34SyhfM6HUdEREQkQ3LcFa3NRyKZ9Ps+7m9SnrsalHU6joiIiEiG5ahCKyY+idFzQilfNC+v3V3X6TgiIiIimZKjug5f/WEnJy5cYe6IVhQM9Hc6joiIiEim5JgrWj9vP8k3m4/z+K3VaRZUzOk4IiIiIpmWIwqtU1FxvDB/Ow0rFmHUbTWcjiMiIiKSJRwvtFwuy5h5oSQkuRjfpxH+vo5HEhEREckSjlc1n60+xOr953m5ex2qlMjvdBwRERGRLONoobX7ZDTjFu/hjjql6du8opNRRERERLKcY4VWXGIyo2eHUjifP2/1aIAxWv1dREREPItjyzu8tTicPacv8fng5hTLn8epGCIiIiJu48gVrZi4JKavPsyg1kHcUrOUExFERERE3M6RQuvYhVhqlCrA2C61nDi9iIiISLZwpNBKdlnG921EoL+vE6cXERERyRaOFFplCgdSt1xhJ04tIiIikm0cKbRKFAhw4rQiIiIi2crxBUtFREREPJUKLRERERE3UaElIiIi4iYqtERERETcRIWWiIiIiJuo0BIRERFxExVaIiIiIm6iQktERETETYy1NvtPaswlYE+2nzjnKwGcczpEDqM2SZ3aJXVql9SpXf5KbZI6tUvqalprC2bkgX5ZnSSN9lhrmzl07hzLGLNJ7fK/1CapU7ukTu2SOrXLX6lNUqd2SZ0xZlNGH6uuQxERERE3UaElIiIi4iZOFVpTHDpvTqd2+Su1SerULqlTu6RO7fJXapPUqV1Sl+F2cWQwvIiIiIg3UNehiIiIiJu4tdAyxnQ2xuwxxuw3xoxNZXuAMWZOyvb1xpggd+bJCdLQJoOMMWeNMaEp/4Y5kTO7GWM+M8acMcbsuMF2Y4z5IKXdthljmmR3xuyWhja5xRgTdc1r5eXszugEY0xFY8wyY8wuY8xOY8yTqezjVa+XNLaJ171ejDGBxpgNxpiwlHZ5LZV9vPFzKC3t4pWfRQDGGF9jzFZjzE+pbEv/68Va65Z/gC9wAKgK5AHCgDrX7fMY8EnK132BOe7KkxP+pbFNBgGTnM7qQNu0B5oAO26wvSuwCDBAS2C905lzQJvcAvzkdE4H2qUs0CTl64LA3lTeR171ekljm3jd6yXl/3+BlK/9gfVAy+v28arPoXS0i1d+FqU896eBr1J7v2Tk9eLOK1ohwH5r7UFrbQIwG7jnun3uAWakfP0NcJsxxrgxk9PS0iZeyVq7Aoj8m13uAb6wV60DihhjymZPOmekoU28krX2pLV2S8rXl4DdQPnrdvOq10sa28TrpPz/j0n51j/l3/UDk73tcyit7eKVjDEVgLuAaTfYJd2vF3cWWuWBY9d8f5y/vvH/u4+1NgmIAoq7MZPT0tImAD1Suju+McZUzJ5oOV5a287btEq5/L/IGFPX6TDZLeWyfWOu/kV+La99vfxNm4AXvl5SuoFCgTPAEmvtDV8rXvI5BKSpXcA7P4vGA88BrhtsT/frRYPhc54fgSBrbQNgCf+/cha53hagsrW2ITAR+N7hPNnKGFMA+BYYba2NdjpPTnCTNvHK14u1Ntla2wioAIQYY+o5nSknSEO7eN1nkTGmG3DGWrs5K4/rzkLrBHBtBVwh5Wep7mOM8QMKA+fdmMlpN20Ta+15a218yrfTgKbZlC2nS8vryatYa6P/vPxvrf0Z8DfGlHA4VrYwxvhztaCYZa2dn8ouXvd6uVmbePPrBcBaexFYBnS+bpO3fQ79jxu1i5d+FrUB7jbGHObq0J6Oxpgvr9sn3a8XdxZaG4Eaxpgqxpg8XB009sN1+/wADEz5uifwu00ZYeahbtom140juZurYy3kajs9lDKbrCUQZa096XQoJxljyvw5NsAYE8LV97PHf0CkPOdPgd3W2vdusJtXvV7S0ibe+HoxxpQ0xhRJ+TovcAcQft1u3vY5lKZ28cbPImvtC9baCtbaIK5+Pv9urX3wut3S/Xpx202lrbVJxpgngF+4OtvuM2vtTmPM/wGbrLU/cPUXw0xjzH6uDvrt6648OUEa22SUMeZuIImrbTLIscDZyBjzNVdnRZUwxhwHXuHqAE2stZ8AP3N1Jtl+IBYY7EzS7JOGNukJPGqMSQKuAH09/QMiRRtgALA9ZYwJwItAJfDa10ta2sQbXy9lgRnGGF+uFpZzrbU/efPnUIq0tItXfhalJrOvF60MLyIiIuImGgwvIiIi4iYqtERERETcRIWWiIiIiJuo0BIRERFxExVaIiIiIm6iQktERETETVRoiYiIiLiJCi0RERERN/l/BW2hczEEZ7MAAAAASUVORK5CYII=\n", "text/plain": ["<Figure size 720x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = df_demo[\"C\"].plot(figsize=(10, 4))\n", "ax.set_title(\"Hello there!\");\n", "fig = ax.get_figure()\n", "fig.suptitle(\"This title is super!\");"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["### Option 2: Draw on Matplotlib Axes"]}, {"cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(figsize=(10, 4))\n", "df_demo[\"C\"].plot(ax=ax)\n", "ax.set_title(\"Hello there!\");\n", "fig.suptitle(\"This title is super!\");"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* We can also get fancy!"]}, {"cell_type": "code", "execution_count": 81, "metadata": {"slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, (ax1, ax2) = plt.subplots(ncols=2, sharey=True, figsize=(12, 4))\n", "for ax, column, color in zip([ax1, ax2], [\"C\", \"F\"], [\"blue\", \"#b2e123\"]):\n", "    df_demo[column].plot(ax=ax, legend=True, color=color)"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Aside: Seaborn\n", "\n", "* Python package on top of Matplotlib\n", "* Powerful API shortcuts for plotting of statistical data\n", "* Manipulate color palettes\n", "* Works well together with Pandas\n", "* Also: New clever defaults for Matplotlib\n", "* \u2192 https://seaborn.pydata.org/"]}, {"cell_type": "code", "execution_count": 82, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["import seaborn as sns\n", "sns.set()"]}, {"cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_demo[[\"A\", \"C\"]].plot();"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["### Seaborn Color Palette Example"]}, {"cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x72 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["sns.palplot(sns.color_palette())"]}, {"cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x72 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["sns.palplot(sns.color_palette(\"hls\", 10))"]}, {"cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 1440x72 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["sns.palplot(sns.color_palette(\"hsv\", 20))"]}, {"cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x72 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["sns.palplot(sns.color_palette(\"Paired\", 10))"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["### Seaborn Plot Examples\n", "\n", "* Most of the time, I use a regression plot from Seaborn"]}, {"cell_type": "code", "execution_count": 88, "metadata": {"slideshow": {"slide_type": "skip"}}, "outputs": [], "source": ["import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)"]}, {"cell_type": "code", "execution_count": 89, "metadata": {"slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEPCAYAAABhkeIdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XuQ3FWd9/H3+f1+3T3XzC3dPTPhGkBwfUBxYwluPURWUIZcYBFYkK0groAUkFQElhBcF+LGIBe5LmzJspVngZUSkbDsJsgSC3w0VglZNMFYkEcEQ2Yy98y9b7/fef74dfd0z/RMpid9nf6+qmKY7p6eczJmPjm371Faa40QQgiRI0axGyCEEGJhkWARQgiRUxIsQgghckqCRQghRE5JsAghhMgpCRYhhBA5JcEihBAipyRYhBBC5JQEixBCiJySYBFCCJFTEixCCCFySoJFCCFETkmwCCGEyCmr2A0otMHBMRznyAWdW1rq6O8fLUCLSkul9hsqt++V2m+o3L7Ptd+GoWhqqs36/SsuWBxHzylYEq+tRJXab6jcvldqv6Fy+57PfstUmBBCiJySYBFCCJFTEixCCCFySoJFCCFETkmwCCGEyCkJFiGEEDklwSKEECKnKjBYKnPPuhBCFErFBcuw1sRUsVshhBALV8UFS9TRDMZijKLREjBCCJFzFRcsAFrDeMxmIGYTViDTY0IIkTsVGSwJttYMRWMclukxIYTImYoOloSI7cj0mBBC5EjFVTeeSWJ6LKwUdZaJ1jI9JoQQ8yHBMkVieqwqGiOmwJJ8EUKIrMhU2Awi2t09NibTY0IIkRUJllloDWOye0wIIbIiwTIHsntMCCHmrmTWWJ5//nmeeeaZ5McfffQRF110Ed/+9reTjz322GO88MILLFq0CIDLL7+cq666qmBtjNgOg45DjWlSoxRKBjBCCDFNyQTLZZddxmWXXQbA/v37ufHGG7npppvSXvPOO+/w/e9/nzPPPLMYTQQmp8dC8d1jPgkXIYRIUzLBkuquu+5i/fr1NDc3pz3+zjvv8OSTT3LgwAE+85nPcPvtt+Pz+YrSxsT0mNc0qDUUXhSpO5R/Fwqxc3ycftumxTT5Qk0Nn6iqKkpbhRCikEpujWXXrl2EQiE6OjrSHh8bG+PjH/84t99+Oy+++CLDw8M8/vjjRWrlpIjtcDhqM+w42AqUckPl+dFRhh2HGqUYdhyeHx3ld6FQsZsrhBB5p3SJnQRcu3YtX/ziF1m5cuWsr9u3bx8bN25k27ZtWb1/dziCfTQNnIUCvErxzKE+eiMxNJP7yMKOQ6PH4u9PXJKnry6EEKWhpKbCIpEIb775Jvfcc8+05zo7O9m1axeXXnopAFprLCv75g8NTRC1nSO+rqm5lsGBsazfH+C90QmaTZMa0yCqNWFHoxyHrliY3t6Reb1nofj99SXfxnyp1L5Xar+hcvs+134bhqKlpS7r9y+pqbB3332XE044gZqammnPVVVVcd9993HgwAG01jz77LOcf/75RWjlkdUZBgO2TW80RsjRVBkGdZbJsZ6SynEhhMiLkgqWAwcO0NramvbYtddey969e2lubmbTpk3ccMMNXHDBBWitueaaa4rU0tmdXVWFjXt6f9y26Y5G6Y3GOMPnY1Q7RBTYyp0mU3IuRgixwJTcGku+vdczlPepMID94TC/CoU4bNs0miZnV1VxSsoONgUYSmEZCo9yfxm4c5PF/I5U6tQAVG7fK7XfULl9z/dUmMzN5MkpPl9akEylcbcs27YmHH/MUG7Y+AwDjwIPbthUVvQLIcqdBEsJcTQ4WhNz3H1rhlJ4DYXHMPACpgSMEKIMSLCUMEdrQrYmZDsowDTc0YxXKSyQ0YwQoiRJsJQJDcQcdzQzhjtt5jEMvDKaEUKUGAmWMuVoCNsO4ZTRjFcpvIaBBxnNCCGKR4JlAUiOZtCM207aaMaDO5oxlASNEKIwJFgWoKmjGZWyCcDSGkvJbjMhRP5IsCxwGrf8TeomAKXATEybKYWJrNEIIXJHgqXCuEHj7jiLxrc1KwUG7qimKmYTQ2OiZPpMCDEvEiwCrcFGM2FrRmybwzEbFa8K4FUKKz6qKXZVACFEeZBgEdMkps8itiYSfyxRFcCj4ms1yKYAIURmEixiTpJVAdBMpGwK8KTUOjMBEwkaISqdBIuYl8SoJpyh1pk3ZVRjyKhGiIojwSJyJnVUQ3xUY8RHNZZSWFJYU4iKIMEi8ia1gjOQ3OpsKIVPKayUtRohxMIhwSIKJnWrc3JUE9/q7JEDnEIsGBIsoqgSW51tOcApxIJRUsGyZs0a+vv7sSy3WZs2beKTn/xk8vldu3axZcsWwuEwHR0drF+/vlhNFXmS6QCnoeJlaWSrsxBloWSCRWvN+++/z+uvv54MllShUIiNGzfy9NNP09bWxvXXX88bb7zB8uXLs/o6zw0Pg6NpNk2aDcP93TSpUQolF9CXJCeeNhNTtjonDnDKVmchSkvJBMv777+PUoprr72W/v5+Lr/8cv7mb/4m+fyePXs4/vjjOfbYYwFYtWoVr7zyStbB0mvb9EZj0x73KZUWNMda4ItGaTZNqiV0SspsBzinbnWW75oQhVcywTI8PMzZZ5/NXXfdRSgUYs2aNZx44on8xV/8BQA9PT34/f7k6wOBAN3d3Vl/nc831fNhKEJvJEZfNMqI7QAQ1pou26bLdqdfmJhIfk61oVjs8eD3Wiz2WPg9HhZ73d9rTOMoel2amppri92Eo6YBG+J31CgsZSS3Pc/G768vSPtKTaX2Gyq37/nsd8kEy5lnnsmZZ54JQE1NDZdeeilvvPFGMlh0hjmO+YwiTsfiNI8BHvfjsNYM2PbkL8dhwLY5rB1G46Ez4WgOhCMcCEemvV+1Uslptab4aKcl/nGVUX6h09Rcy+DAWLGbkXOpW50TZWlMrTHj02hau3/RentHit3UgqvUfkPl9n2u/TYMRUtLXdbvXzLB8tZbbxGNRjn77LMBN0hS11qCwSB9fX3Jj3t6eggEAkf9dX1K0WZZtE1Z12lqrqWrb4RBx6E/JXgG48EzHg+6Ca05GItxMMN71yRCZ8p6TrNh4CvD0ClnU7c6T6TsQEuETVUsRkS5lZ1lF5oQ81cywTIyMsIjjzzCc889RzQa5cUXX+Tuu+9OPv/JT36SP/7xj3z44Yccc8wx/Od//idf/vKX89qmKsOgzTCmhQ7AhOMkQ2dwymhnIh4641ozHovxUWz6mk7tTKFjmnhlPacgpobNiO1wOGq7u9CYrBjgiZ+rMbUbRLJBQIjZlUywnHvuufz2t7/l4osvxnEcvvKVr3DmmWdy0UUX8YMf/IBgMMg999zDzTffTDgcZvny5VxwwQVFa2+1YVBtGLTPEDoDtk1//PeBRPg4DqH4T6UxrRmLxTiQIXTq4qHTlCF4JHTyz9EAkxUDYPLOGitedDNxlYDUQhNiOqUzLV4sYO/1DBGNr53MJh9rDVprJuJrOonQSR3thOfwraifJXQ8OQidhbrGMhfZ9j1123MybLTGiIcOlEfgVOo6A1Ru3ytmjaUSKKWoUYoaw+CYKc9prRlP2UgwNXgS2wZGtGYkFuPDDCOdRYZB05RptUTwHGk3lMhepm3PiXUbFR/dWICR2P6c8gvKI3SEmA8JlhKhlKJWKWoNg2M9nrTntNaMpe5eS5liG7BtovHXDTsOw46TMXQaEoET/70pZSebhE7uJNZtElNpYYD4CFlCR1QKCZYyoJSiTinqDIPjMoTOaOpIJ2Xn2oBtk4iYIcdhyHH449T3ZjJ0mgyDY5RNVcROfmxK6OTMnEInPqVmAaZhYODuUpO1HFFOJFjKnFKKeqWoNwyOzxA6I44zbYST+NjG/WF32HE47Lg/4HaHw5PvzfSRTuJXo4ROTiVDR2tsjhA6SmEqJaEjSpYEywKmlGKRabLINDkhQ+gMZwidIaXpi8Smhc77U98baJxyNic1dAwJnZzJGDpxqWdxTAkdUSIkWCqUUooG06TBNDkxJXSammvp7x91QyfDes6g4+Dg/rAbjJ/l+UM0mvbeBm7otGTYvdYgoZNTU8/izCd0hMg1CRYxjaEUjaZJo2mydMpzjtYMzRA6h+Oh44D7nOPAlNAxgcYMlQgSoSPFPnNnLqGjlEJFooxpB8MwMBOhg2wkEPMnwSKyYihFU3wkctKU5xytOZwaNin/fdhxkoUh++ObDDKFTlOG9Zxmw2CRhE5OpU6vhbVmzHZk95rIGQkWkTNGSpmaqeypoZMSPEMpodNn2/RlCB2LmUOnXkInp+a6Zdo0FB6Ij3TcfxhI6AiQYBEFYipFS7zy81S21mlbpKeGDkCM+F06M4TOTHXX6uQunZyaGjoRmDF0ElumJXQqjwSLKDpTKRabJoszhE5M62SdtanBM5wSOj22TU/iLp0UHiZDpym+oSDxca2ETk7NN3QM3OBRUuRzwZBgESXNUgq/ZeHP8Fx0ltAZiYdOFOi2bbozhI435dbQJtPkWEtTFY3JVdV5cDShYxC/DVRCp2xIsIiy5VGKgGWR6VaeaIYSOIm6ayPxn04RrTlk2xzKcGvo1KuqU6fZ5Krq3Jpf6EzuXquEkc7vQiF2jo/Tb9u0mCZfqKnhE1VVxW7WjCRYxILkUYqgZRHMcK1BZIa6a4e1M/NV1Smqpox0mk2TlkToyAVuOTXX0DHioWMlRjrxKtMLYaTzu1CI50dHsXAvDxx2HJ4fHQXIebgk/qy0co8N2Gp+f3ASLKLieJWi1bJozXBr6KH+0WnTaomRzlj8p1NIazptm84MoZO4qjq1ynQ5X1VdyqaGThQyh44ieTjUUiotdMrBzvFxLEjexeQF0Jqd4+NHDJbUgXVqYIQch4jSaBS21jhau0HiaBwNGo3WYJkGrfNoswSLEClmuqoa3L+MqVdVp+5ky+aq6kyhI1dV51Za6GiIknJpG5OhQyTKiHYw48Fjao1SqqRuC+23bepTKicoNLUowloTU+75MZRC44aGjgeFBmyd+Nh9L437uBONcTg6/R9GuVJSwfLYY4+xY8cOAJYvX87f/d3fTXv+hRdeYNGiRQBcfvnlXHXVVQVvp6hMs11VHZql2Oe0q6ozvPfUq6qbUtZ2fLKek1OpoRPVmomUi/9mGukUMnQS7+0odyv+ST4vQ46DIl5FQUNYO1Qrg8FoLNmnUlIywbJr1y5+8Ytf8OKLL6KU4utf/zr//d//zfnnn598zTvvvMP3v/99zjzzzCK2VIjpqgyD9hmuqh5PTKdlCJ5srqpOvUdHrqrOj7mOdKaGTur02lyLfirlXoPtxEcdtnKnpaKOxnZ0cjrqJNPilfA4Ju4P7BjuYeL/XeMruUBJKJlg8fv9bNiwAa/XC8BJJ51EZ2dn2mveeecdnnzySQ4cOMBnPvMZbr/9dnw+XzGaK8Sc1RgGNYbBkimPz/Wq6lGtGY3F+FOG0Mn3VdVi0lxCh3joeJRyg0bFd67FP99OTlFpYo4bHIkAmSkkTon/jPtVKMRh26bRNDm7qir5eCkqmWA55ZRTkv/9wQcfsH37dp577rnkY2NjY3z84x/n9ttvZ8mSJWzYsIHHH3+c9evXF6O5Qhy1bK+qHkwZ7chV1aUlNXQcDbEcjyVO8flKOkimUlqXwvLUpP3793P99ddz880381d/9Vczvm7fvn1s3LiRbdu2ZfX+3eEI+VuyEiL/tNaM2g690Sh9kRi90Rh90Si9kRh90RiRI/yVVkCDZeL3WCz2ePB7LRZ7LPxeDy2WhSW19EWcCQR93qw/r2RGLAC7d+9m7dq1bNy4kRUrVqQ919nZya5du7j00ksB9y+XlWE++0iGhiaIpizWzaSpuZbBgbGs37/cVWq/ofz63gQ0oTjF8IDPA77pV1VPPasTI36BW8zmcMxm/0Q47T2nXlWdOtpZiFdVl9v3PFfm2m+PaRAMlHGwdHV1ceONN/Lggw9y9tlnT3u+qqqK++67j89+9rMcc8wxPPvss2kL+0KI+V1VPaSgLxKdDJ2Uq6rT3hv3ArdMVablqmqRqmSC5amnniIcDnPPPfckH7viiiv42c9+xtq1azn99NPZtGkTN9xwA9FolE9/+tNcc801RWyxEOVlpquqm5prGUjcGpph59qgbSevqk7cGipXVYvZlNwaS7691zMkU2GzqNR+Q+X2/Uj9drQ+4lXVs0lcVZ1pE0Gxr6qW7/nsPKbBxwINWb9/yYxYhMjG/nC4rLZfljO5qlpkS4JFlJ394TCvjLsHxqqUYtRxeGV8HEDCpcDkqmqRiQSLKDu/CoUwIXkA0AOgNb8KhSRYSsh8rqoenBI6clV1eZJgEWXnsG1TNeUHhxV/XJSHbK6qTi2Hk9itJldVlzYJFlF2Gk2TUcchdTNtLP64KH/zuap60HEYmsdV1ceak7eGylXVuSPBIsrO2VVV7pqK1mlF+c4u4Rv1RG7k/KrqUCj5+VOvqm5JGe3IVdXZkWARZacci/KJ/JvPVdWDWjMcD5lpV1WnSFxVnXqdQfLWUAmdaSRYRFkqt6J8orhmuqq6qbmW7pRbQwenjHZG48f85npV9dTRTqVeVS3BIoSoKKlnoPzjoywzPZzi8027qhrcQJGrqrMnwSKEqBhTz0ANx2xeCbu7yjKNgLO5qjp1xFPpV1VLsAghKsa0M1BKYccfz3ZqNd9XVWe6vK1crqqWYBFCVIxCnYGa7arqiRlK4GS6qvqjMr2qWoJFiByQ2mXloRTOQFUbBkuOcFX1tNCJRQkrd3ps1quqgaZohJaxUVoG+1h86CAtf3qfpkgYde16qK3LfweRYBHiqEntsvIx9QxUROuSOQM101XV0T+8R+i1lwlV1zLY2MxhXxWHq2sYPuZ4Bn1VDFheIvGR0Qgw4vHyp8ZmaGyGEz8GZ58LQH0oRHPMptk0WaJsqiN23q6qlmAR4ihJ7bLyMfUMlN8yWeYr0dGl48DQIHrny9SMDFE/2E/rH/djRkKolIvYNDBWU0tf02L6m1rcX4F2+psX01+3iGh8NDaCYiQW48NYjLfD6TeHLjKMjHXXAkb6ZXFzJcEixFGS2mXlJfUMVEncx+I4MNCH0dOF6jmE6umK/zqEikaYKfI0QKAVHWilOtDOkkAb7f4g2h8Ej3ud8ExXVQ+h6Y3fGgow7DgMOw4fTJle83ssHg02Zt0lCRYhjlIpzNuLMmDbqP7elOCIh0dvNyoWnfHTtFI4VVU4NXXYVdXYHq9bxqh+EbVfuXbWLznTVdWJW0MzXVWdOKszfQVn7koqWF5++WWeeOIJotEoX/3qV7nqqqvSnv/973/Pt771LUZHR1m2bBl33303VoZdF0IUktQuE2liMVRf95TRRxeqrwc1yyhWWxb4g+hgO06gDR1oQwdaiRw+TPhn/4UyLfB4IBpF2zF8n11+VM2c6apqcEc6w47DxDyXXkrmp3J3dzcPPvggP/nJT/B6vVxxxRV89rOf5eSTT06+5rbbbuMf//Ef+dSnPsXGjRv50Y9+xFe+8pUitloIqV1WsaIRNyy6p4xA+nvS1kCm0h6vO4UVbHMDxN+KE2iD5sWQ4WCkx98KhkHkzf+LPjyIamzC95n/jeekj+Wta0opGkyTxeb8DmqWTLDs2rWLs846i8ZGdz7vS1/6Eq+88go33XQTAAcPHiQUCvGpT30KgEsuuYRHHnlEgkWUBKldtoBFwqjeQ6juKSOQgT5U/NxJJtpXhQ60QrAdJ74W4gTaoaEpY4DMxnPSx/IaJLlWMsHS09OD3z9ZDDsQCLBnz54Zn/f7/XR3dxe0jUJMpYgvooqyEf3De8l//Uf9fvjU2e4P7dDEtMVzo6cLNdg/6/vp6pqUAGmLh0gbLGqEEjmwWGglEyw6Q/KnlqI+0vNz1dBQzVz36jQ112b9/gtBpfYboDnedwP37g9TqWR4OFqjcS+iSn9O4wAxRzMev1a33FTK93zi3X1MvPYfeGwb045h/L/3MH+3B49pwujI7J9cW4fRtgSjfQmqrR2jrR2j/RhY1FCWZfPn8j2f7/aTkgmWYDDIW2+9lfy4p6eHQCCQ9nxfX1/y497e3rTn52poaIKoPfP8Z0JJbEMsgoXcbxX/HwUoFKahsADTMDCBlqZaDg+OYWgwlBsm0Qwp4eBeGJXxaygYdxzCdvkEzIL9no+NTo4+urswerrgw/dpnGUHFoCuX+QunAfdBXTHHx+B1NVPf7ENDI7np/15NNfvucc0CAa8Wb9/yQTL5z73OR599FEGBgaorq7m1Vdf5Tvf+U7y+SVLluDz+di9ezd//ud/zrZt2zjnnHOK2GJRihTuD3eFwkgER3x0YWiNoVQyOAC0JjmXVWUamDrl8XkwNTQYBmHDYNS2iTnlEi9lSmsYHY6HR3zqKvFrbHTWT3W8XpyaWuyqGmJK4bnor9H+NqipjNFbPpVMsASDQdavX8+aNWuIRqNceumlnHHGGVx77bWsXbuW008/nfvvv59vfetbjI2N8Wd/9mesWbOm2M0WBZYWHGpyusqdltKYKAzcqSxICQgd/+yjDI650Bq8QLNhMm5oxm0byZejpDUMH06OPNLWQiZmHzHopmZ0sB0daCN88EOitoPj9aFNE8s0iE2EoK4O6/iTZ30fMXdKZ1q8SHHo0CHGx8dZunQpDz74IGNjYxiGwS233IKvDHfBvNczJFNhsyh2v6cGh5kSHEZKcCjtvi6XAeH319Pbe4R59nlwFIyW8PRYsb/naeJlTJLh0d05uY03HJrx07RS0NTiBkhwcvpK+4PgmzxPFP3De4Rfezl5JsRwbOxIBN95q8pq19XRymYq7GOBhqzff9YRy549e7j++uu54447WLp0KTt27GD16tX8z//8D88++yxf+9rXsv6CorIlgoMpIw5DKUxIjjaMqcGRGHGkyOeoI5eM5PSYYtR2ZHoM3AAZ7J+cuupOnEI/hIqEZ/w0bRjQ7Ee3pq9/pJYxmY0bHquSu8Isvx8rsStM5MyswfLwww/z4IMPctZZZwFQW1vLTTfdRGdnJ2vXrpVgEdNMDQ5TuescRnyB3Ii/JrlAnhYc6colOObCnR5TNBkmIRPGYrHKmB6zbdRA7+TUVeIw4ZHKmJgmLA7ET5/HDxIGWtGLA2DNrzBiQuqZkJIarS0gswbLgQMHkqECk1t+29vbCYdn/leFWLgmd1YpVGLEweTOKkNrVMoCeaUEx1wpoFqD17IYdxxCJTo9lrVYzD1xnjr6SJYxmbnqlDYTZUzaUsqYtKFb/CC11srWrMHimVI/5tlnn53xObFwpK5zmEY8OKbsrDL15Nmv1J1VhVogL3emdkuV+wzFmO0QLZfhSzQar4OVugYylzImHvC3olvbk2VMdKAN3dQiAbIAzRostbW1HDp0iNbW1uTHAF1dXVRXV+e/dSIvZtuS22RZKI+FOXVLLhR0Z1UlSEyPeZLTYzZOqfyhRiLuekdqDazuLndaa7YyJl4fOhg/he6P18Pyt7mXTmVZxkSUr1mD5bLLLuOWW27hkUceoaWlBYChoSHuuOMOrrzyyoI0UGRvpi25xpF2VmmoNg1GJTgKanJ6zCz89Fg4hP1BN8b+95PTV0Z3JxwemD1AqqrRwTaIB4cTdEchNDRVbBkTMemIwXLgwAG+8IUvcNJJJ6GU4v3332fNmjWsXLmyUG0UU6QGh1LpZzmmLpAvlJ1VlSAxPVYVnx6L5HJ6bGI85RR6/CBh7yHU4QHCwEwT27qmNnkCfbIabxvUL5IAETM64gHJb37zm1x99dW8/fbbAJxxxhnzKqUi5u7otuSmk+AoL1qDB0WDYRI2YTTb6bFkGZP46CMRJsNDs3/duvr4GZBWtH9yFxa19RIgImtzOnnf0tLCeeedl++2VJRM6xyW7KwScQqoik+PjWlNKGZPfvu1htGR5Agk7ST6EQop6kUNyUOE2t+KE2yj4ZSlHI7I+ofInZIp6bJQTd1h5cHdmmto7U5dpY46ZGeVSKG1hqHDVHd3YfV0Ej7Uhe7udBfRJ2Y/e6EbmyensAKtyZ1YVNdMe62qqwU5yyFySIIlR1IDxDLcsupWhu25kwEi4SFcWmv04QHs7k6c7q7J33u6IDSRfJ0ifYVssoxJaiXe6WVMhCg0CZYszRQgZkrlXAmQyhP9/V7Cb/wUZ6APo3kxvuVfwvPx09Neox0HPdifHiA98QCZ7cCxUhiLA5jBdsxgGyrYTjjQSqjZ715zK0SJkWCZhaHcy8Q8KRc7JQIkcaRLAkREf7+XiW3/jrIsVE0tzvBhxl94Gu+yz6E8nuTow+k5BNHIzG9kmBj+eIAE2jCC7RjBNgx/EDWljIkXqI4Xt4zMoaiqEIVU8cGSGIEYKmX0oRTNHgvLsjDIfEBQskNoO4bT10vov34M4RB6wkHHohB1a2BFdv5X5k80LcxAEDPYjpEaIC0BlDX3v5KWhkalCHssRmM2tvyLRpSIigsWUylM05hcA4HkFt7UAKkyDEYkQASgY1Gcnm7snvQ1EKevB5xZLrpWCrP9WMxgmxscwSUYgVaMZj8qZ2VMFL7E4UqtmZC7X0QJqLhgaTINbDsxZzX5uPxdFE44jH3wT9PWQJy+ntnnNw0D5fWhqmtQXi8YJk4siqpvoO6G2wrSdqWhFkVVvLhlxNE4Wsv/r0VRVFywyGyB0OEQds8hnO7OydFHdxdDg32z/h9EVVVjBNtS1kDcaaxY10FCL/0QLAttedx1FNum6vMXFLBXLlNDvTLQJsTQRAFHaxzc69ljjiN/B0TelUyw7N69m+9+97vEYjEaGxv57ne/y5IlS9Je09nZyYoVKzjuuOMAWLx4MU899VQxmiuKbE67sCbG3UXz7i7s7i6cnk7s7i70YP+s761qajFb21PWQNowAm2oRY2oDKfQvU0tKKXS2lOVoT2FpHBP8HsgeXJeKYgaBmPxBX/JF5EvR7yauFD+8i//kscff5zTTjuNH//4x+zcuZMnnngi7TU//elP+eUvf8mmTZvm/XX6+0dx5jAJna9raktdOfQ7dRcWHi86HEKHw3hP/3MwVHwXVid66PCs76Pq6pNbeI1gO00fO4kRXyOqrj5jgCwcmrBSjMVsYlpX9GVXldr3ol5NXCiaooJVAAAT9UlEQVSRSIR169Zx2mmnAXDqqafyzDPPTHvd3r17ee+997jkkkuoq6vjzjvv5NRTTy10c0URaK3RYyM43V1M/Mdz6IlxtGO7O7Di94BEdv0s4+eqRY2YrW2YgTbMVncBXQXaMGrr015X469nrMRDNTfSF/wXcoSK4iiZEUuC4zjccMMNnH766dx0001pzz366KP4/X6uuOIK3njjDb7zne+wfft2vF45JLZQaK2xhw4T6fyIyMGPiBw86P5350GcI9TBwrKoOe0TeNrb8S45Fu+SY/C2LcGM3yMkMgs7DqMxm3Bp/SgQJcAEgr7sf74WPFh27NjBli1b0h5bunQpW7duJRKJsGHDBoaGhvjnf/7nI95SuXr1au69997kSGcuZCpsdoXqt9YaPTSYsgOry11M7+mCifGZP1Ep8HoxPF5UdTWYlrsLKxLGaGii7hu3zrtNlfw97+sbIQyM2jaxCtqvLFNhsyubqbCOjg46OjqmPT42NsYNN9xAY2MjTzzxRMZQefrpp1m5ciVNTU2A+8PJyuJAmSg87Tjow/3x4OjCPnQwyzImbZOn0ANtGIFWYn94j4lt/w7KcIMlGgHHwbf8S4Xr2ALj3mYJzYbJuKEZl/Mw4iiUzE/l2267jeOPP55NmzbNuHD65ptvEgqFuPbaa/n1r3+N4zgsXbq0wC0VmWjHwenvTS6cT54DOVIZE8MNkNYl6QHiD6JmGLG6u62+UlK7sBaSmvh5mFHHISy7x8Q8lESw7Nu3j507d3LyySdz8cUXAxAIBHjyySf54Q9/SE9PD+vWrePOO+9kw4YNvPTSS/h8Ph544AEMuUe7oLQdcwPkUGfaFl6n9xDEYjN/omli+luTO7DcAGnFWBzMqoxJgufjp0uQ5JGhocEwCBuKUdupqOkxcfRKbvE+32SNZXaJfutYFKevJ+UAYTxA+rrBnqWMieXBDLa6o4/WdoxAPEBaAjksY5Iflf49n4kGQgrGsr3NsgzIGsvsymaNRZQWHY3g9ByKHyTspOtwLxN/OoDT35PcxpuR15s8A5I4SKgCbRjNi1EyilxQFFCd2J7sOIRkekwcgQRLhUgtY+L0TO7CcgbSy5hMW073VbkB0joZIEagDdXYLAFSYUwNiwyDKkMxZrv1yITIRIJlgdGhifQtvHMtY1Jdg9naTs2xxxFt8k8GSEPTAj+FLrKhtVsqpsEwCZvu9JiU6xdTSbCUKWd8zF37SCyex9dA9NDgrJ/nljFpiy+ix8u4B9pQ9Q0opSp2nUFkRwFVU8r1S76IBAmWEueMjkwunCdDpAs9MjTr56lFDSlrIG0YgXZ3DaSuftbPEyIbhoa6lO3JcpulAAmWkqC1Ro8MpV0ilVhM12Ojs36u0diEEWx3q/EmKvH621A1UsZEFI7cZilSSbDkSaay7tZp/ytexqQrvoA+uZVXz1bGBDCaF2MGWt0iisG2+BRWO6qqukA9EuJI5DZL4ZJgyYPIvj1M/OQZt2qs1tgH/8T4/3kcDJW8Dz0jpdwASdwFEmxHxQ8VKq+vUM0X4qik3mY5Kne/VCQJlqOgHQdnoG9yC++h+O8H/wSZroVNnCtMlDFJuQtksoyJVGoWC4OpoUEpIh6r4opbVjoJljnQth2vg9WZfh/6kcqYKIXy+VC+KvD60LZN7TU3zbuMiRDlR+HV0GxKcctKIj/djsA5PMDoY1tmv43QstxLpOKjj+i+37prJl5f8gyIjoQxmlowW5fM/D5CLFRailtWEgmWI9DhEHo4vrXX402pg7XEXfvwt2G0+NNOoRvtx7lX50YjaI8XohF0LEaVlHUXFS5R3DJiGIzI9NiCJcFyBGawnfo7vwd2DNXYMqcyJlLWXYiZuaf3ockwCZkwFovJ9NgCI8EyB0ZDU9afI2XdhZjdZHFLS4pbLjBSRVAIUVSJ4pYNHhOPIXXpFgIZsQghis69GlnhSU6PLby7XypJyQTLtm3buP/++2lpaQHg85//POvXr097zfDwMLfeeisHDhygubmZhx56CL/fX4zmCiHyIDE95rNMxrQmFLNleqwMlUyw7N27lw0bNrBy5coZX/PQQw+xbNkyfvCDH7Bt2zY2b97MQw89VMBWCiEKwdBQj6LaMhnVWopblpmSWWPZu3cv27ZtY/Xq1dx6660MDU2v3vv666+zatUqAFauXMnPf/5zorOVSBFClDULRaMyaPBYmHIvUNkomWDx+/3cfPPNvPTSS7S1tbFp06Zpr+np6UlOfVmWRV1dHQMDA4VuqhCiwHwami2TWstE1vdLX8Gnwnbs2MGWLVvSHlu6dClbt25Nfvz1r3+d8847b07vZ2R5PW5LS92cX+v3V+bdJZXab6jcvpdTv8OOw0jMJpKjxf2m5sq8YmIu/Tbn+d4FD5aOjg46OjrSHhsZGWHr1q189atfBdz7SawMtbQCgQB9fX20trYSi8UYHR2lsbExq6/f3z+KM4fTWJV6k2Kl9hsqt+/l2W+NVorRmE3sKAKmqbmWwYGxHLarPMy13x7TIBjIvjBuSUyF1dTU8C//8i/89re/BeCZZ57h/PPPn/a65cuXs23bNgC2b9/OsmXL8Hg8BW2rEKIUuMUtmyyTOpkeKzklsSvMNE0eeugh7rrrLkKhECeccAL33nsvAA8//DCBQIArr7ySdevWsWHDBlasWEF9fT33339/kVsuhCgmFS9u6bMsxqS4ZclQWlfWKSSZCptdpfYbKrfvC6XfSkEYsrr7RabCZucxDT4WaMj6/UtiKkwIIY6W1rh3vxgyPVZsEixCiAWnBkWTZVFlGki+FJ4EixBiQTLjd780eEwsGb4UlASLEGLBcqfHFE2GSb3HwpDT+wUhwSKEWPASxS2bLZNqy5TpsTwrie3GQghRCGnFLR0pbJkvMmIRQlQcC0WjYbLINKW4ZR5IsAghKladZSaLW0q+5I4EixCioikNtfHtyT5TfiTmgvwpCiEEYGloUIoGj4Ulw5ejIov3QgiRpPBp8Fom41ozYdvMsTqMSCEjFiGEmCJ1ekxO72dPgkUIIWYweXrfktP7WZBgEUKIWUhxy+xJsAghxBzVoGiW6bEjkmARQogsGFLc8ogkWIQQIktS3HJ2JbHduL+/n6997WvJj0dGRhgcHOTtt99Oe11nZycrVqzguOOOA2Dx4sU89dRTBW2rEEIkJIpbei2TccchJFcjAyUSLC0tLbz00ksAOI7D1Vdfzfr166e9bu/evaxatYpNmzYVuolCCDEjU8Miw6DKUIzZDpEKP/xSclNhL7zwAtXV1axatWrac3v37uW9997jkksuYc2aNbz77rtFaKEQQkynNXi0osEwWeSxKrq4ZUkFi23bPPHEE9xyyy0Zn/f5fFx88cX85Cc/4W//9m+58cYbiUQiBW6lEELMTAFVGposk5oKLW6ptNYFHbPt2LGDLVu2pD22dOlStm7dyuuvv87TTz8953WT1atXc++993Laaaflo6lCCHHUwo7DSMwmUtgftTlhAkGfN+vPK/gaS0dHBx0dHRmfe+2117jwwgtn/Nynn36alStX0tTUBIDWGsvKrgv9/aM4c5j/9Pvr6e0dyeq9F4JK7TdUbt8rtd9QyL5rHKUYjdnYJRAwTc21DA6MHfF1HtMgGMg+WEpqKuw3v/kNy5Ytm/H5N998kx//+McA/PrXv8ZxHJYuXVqo5gkhxDy5xS0Td78s9OMvJbErLOHAgQO0tramPfbDH/6Qnp4e1q1bx5133smGDRt46aWX8Pl8PPDAAxhGSWWjEELMKFHcssqyGHUcIgt0e3LB11iKTabCZlep/YbK7Xul9huK3XdNRClGbZtYgbcnZzMV9rFAQ9bvL//cF0KIolALtrilBIsQQhTZQituKcEihBAlIFHcsnEB3P0iwSKEECXCPb1P2Re3lGARQogSkyhu2WSZVJfh9JgEixBClKhEcctGj4mnjKbHJFiEEKKEJYpbNpbR9JgEixBClIHE9FizZVJtmSU9PSbBIoQQZcTQUI+iyTLxmqX5I7w0WyWEEGJWFopGZdBQgne/lFStMCGEENnxJa5G1poJ26YULq+UEYsQQpS5RHHLJsvCVwLbkyVYhBBigTA1NChFg8fCKuL0mASLEEIsKG5xyyareMUtJViEEGIBUtotbtlUhOKWEixCCLGAmfHilg0FLG5ZtGB5+OGHefTRR5MfDw8Pc91119HR0cFVV11Fb2/vtM/RWvO9732PCy64gAsvvJDdu3cXsslCCFGWtMadHovf/ZLveCl4sIyMjLBx40b+9V//Ne3xhx56iGXLlrFjxw4uu+wyNm/ePO1zf/rTn/KHP/yB7du380//9E9s2LCBWCxWqKYLIURZU7jTY4s9nrwWtyx4sOzcuZMTTjiBa665Ju3x119/nVWrVgGwcuVKfv7znxONRtNe88Ybb3DhhRdiGAYnnngi7e3tvP322wVruxBCLAQeQ7HIMGjIU3HLggfLxRdfzHXXXYdpmmmP9/T04Pf7AbAsi7q6OgYGBqa9JhAIJD/2+/0cOnQo/40WQogFxp0ey09xy7ydvN+xYwdbtmxJe2zp0qVs3bp1zu9hGOm5p/X0I6VTX3MkLS11c36t31+f1XsvFJXab6jcvldqv6Fy+z613zFHM2LbhByHxE9ac/qnzUnegqWjo4OOjo45vz4QCNDX10drayuxWIzR0VEaGxvTXhMMBtMW9Xt7e9NGMHPR3z+KM4eaB35/Pb29I1m990JQqf2Gyu17pfYbKrfvs/dbM+Y4RByNxzQIBrxZv3/JbDdevnw527ZtA2D79u0sW7YMj8eT9ppzzjmHl19+Gdu2+fDDD/nggw84/fTTi9FcIYRYkCzc6bGjKW5ZMkUo161bx4YNG1ixYgX19fXcf//9gLvY/7Of/YzNmzdzwQUXsGfPHlavXg3A5s2bqaqqKmazhRBiQfJpqJpnWX6lMy1cLGAyFTa7Su03VG7fK7XfULl9n2u/DUNltS6d/Lz5NEoIIYSYiQSLEEKInJJgEUIIkVMSLEIIIXJKgkUIIUROSbAIIYTIKQkWIYQQOVUyByQLxciikmc2r11IKrXfULl9r9R+Q+X2fS79nu+fTcUdkBRCCJFfMhUmhBAipyRYhBBC5JQEixBCiJySYBFCCJFTEixCCCFySoJFCCFETkmwCCGEyCkJFiGEEDklwSKEECKnJFhm8NZbb3HJJZewatUqvvGNbzA0NFTsJhXM7t27+fKXv8xFF13E1VdfzcGDB4vdpIJ6+OGHefTRR4vdjIJ4+eWXufDCCzn//PN59tlni92cghodHWXlypV89NFHxW5KwTz22GOsWLGCFStWcO+99+bvC2mR0Xnnnaf379+vtdb6vvvu0w888ECRW1Q45557rv7973+vtdb6+eef19/4xjeK3KLCGB4e1nfccYc+44wz9COPPFLs5uTdoUOH9LnnnqsHBwf12NiYXrVqVfL/8wvdb37zG71y5Ur9iU98Qh84cKDYzSmIX/7yl/qv//qvdTgc1pFIRK9Zs0a/+uqreflaMmKZwfbt2zn55JOJRqN0d3ezaNGiYjepICKRCOvWreO0004D4NRTT6Wrq6vIrSqMnTt3csIJJ3DNNdcUuykFsWvXLs466ywaGxupqanhS1/6Eq+88kqxm1UQP/rRj/iHf/gHAoFAsZtSMH6/nw0bNuD1evF4PJx00kl0dnbm5WtVXHXjufJ4PLz77rtcc801WJbFN7/5zWI3qSC8Xi8XXXQRAI7j8Nhjj3HeeecVuVWFcfHFFwNUzDRYT08Pfr8/+XEgEGDPnj1FbFHhbN68udhNKLhTTjkl+d8ffPAB27dv57nnnsvL16r4YNmxYwdbtmxJe2zp0qVs3bqVU089lV27dvHcc8+xfv36vH0TimW2vkciETZs2EAsFuP6668vUgvzY7Z+VxKdobC5UpVZQr6S7N+/n+uvv57bb7+dE044IS9fo+KDpaOjg46OjrTHwuEwr732WvJf6qtXr+Z73/teMZqXV5n6DjA2NsYNN9xAY2MjTzzxBB6Ppwity5+Z+l1pgsEgb731VvLjnp6eipoaqkS7d+9m7dq1bNy4kRUrVuTt68gaSwaWZXH33XfzzjvvAO6/cD/96U8XuVWFc9ttt3H88cfz8MMP4/V6i90ckSef+9zn+NWvfsXAwAATExO8+uqrnHPOOcVulsiTrq4ubrzxRu6///68hgrIiCUj0zR58MEH+fa3v41t2wSDwYqZk923bx87d+7k5JNPTq45BAIBnnzyySK3TORaMBhk/fr1rFmzhmg0yqWXXsoZZ5xR7GaJPHnqqacIh8Pcc889yceuuOIKrrzyypx/LblBUgghRE7JVJgQQoickmARQgiRUxIsQgghckqCRQghRE5JsAghhMgp2W4sRJHYts2//du/8fLLL2PbNtFolHPPPZd169bJ+SFR1mS7sRBF8vd///cMDQ2xefNm6uvrGR8f59Zbb6W2tpb77ruv2M0TYt4kWIQoggMHDrBq1Sp+8YtfUFdXl3y8t7eXt99+my9+8YtFbJ0QR0fWWIQogn379nHyySenhQq4pc0lVES5k2ARoggMw8BxnGI3Q4i8kGARogjOOOMM3n//fUZHR9Me7+7u5rrrriMUChWpZUIcPQkWIYogGAyyatUqNm7cmAyX0dFR7rrrLhobG6mqqipyC4WYP1m8F6JIYrEYjz/+OK+++iqmaRKJRDjvvPO4+eabZbuxKGsSLEIIIXJKpsKEEELklASLEEKInJJgEUIIkVMSLEIIIXJKgkUIIUROSbAIIYTIKQkWIYQQOSXBIoQQIqf+P4qmgjGgf4IMAAAAAElFTkSuQmCC\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["with sns.color_palette(\"hls\", 2):\n", "    sns.regplot(x=\"C\", y=\"F\", data=df_demo);\n", "    sns.regplot(x=\"C\", y=\"G\", data=df_demo);"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* A joint plot combines two plots into one\n", "* Very handy for showing a fuller picture of two-dimensionally scattered variables"]}, {"cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": ["x, y = np.random.multivariate_normal([0, 0], [[1, -.5], [-.5, 1]], size=300).T"]}, {"cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x432 with 3 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["sns.jointplot(x=x, y=y, kind=\"reg\");"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 6\n", "<a name=\"task6\"></a>\n", "\n", "* To your `df` NEST data frame, add a column with the unaccounted time (`Unaccounted Time / s`), which is the difference of program runtime, average neuron build time, minimal edge build time, minimal initialization time, presimulation time, and simulation time.  \n", "(*I know this is technically not super correct, but it will do for our example.*)\n", "* Plot a stacked bar plot of all these columns (except for program runtime) over the virtual processes\n", "* Remember: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 92, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["cols = [\n", "    'Avg. Neuron Build Time / s', \n", "    'Min. Edge Build Time / s', \n", "    'Min. Init. Time / s', \n", "    'Presim. Time / s', \n", "    'Sim. Time / s'\n", "]\n", "df[\"Unaccounted Time / s\"] = df['Runtime Program / s']\n", "for entry in cols:\n", "    df[\"Unaccounted Time / s\"] = df[\"Unaccounted Time / s\"] - df[entry]"]}, {"cell_type": "code", "execution_count": 93, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Unaccounted Time / s</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Min. Init. Time / s</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Virtual Processes</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>8</th>\n", "      <td>420.42</td>\n", "      <td>2.09</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>1.14</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "    </tr>\n", "    <tr>\n", "      <th>16</th>\n", "      <td>202.15</td>\n", "      <td>2.43</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>0.70</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                   Runtime Program / s  Unaccounted Time / s  \\\n", "Virtual Processes                                              \n", "8                               420.42                  2.09   \n", "16                              202.15                  2.43   \n", "\n", "                   Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "Virtual Processes                                                         \n", "8                                        0.29                     88.12   \n", "16                                       0.28                     47.98   \n", "\n", "                   Min. Init. Time / s  Presim. Time / s  Sim. Time / s  \n", "Virtual Processes                                                        \n", "8                                 1.14             17.26         311.52  \n", "16                                0.70              7.95         142.81  "]}, "execution_count": 93, "metadata": {}, "output_type": "execute_result"}], "source": ["df[[\"Runtime Program / s\", \"Unaccounted Time / s\", *cols]].head(2)"]}, {"cell_type": "code", "execution_count": 94, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[[\"Unaccounted Time / s\", *cols]].plot(kind=\"bar\", stacked=True, figsize=(12, 4));"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["* Make it relative to the total program run time\n", "* **Slight complication**: Our virtual processes as indexes are not unique; we need to find new unique indexes\n", "* Let's use a multi index!"]}, {"cell_type": "code", "execution_count": 95, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th>id</th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Scale</th>\n", "      <th>Plastic</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Max. Edge Build Time / s</th>\n", "      <th>Min. Init. Time / s</th>\n", "      <th>Max. Init. Time / s</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "      <th>Virt. Memory (Sum) / kB</th>\n", "      <th>Local Spike Counter (Sum)</th>\n", "      <th>Average Rate (Sum)</th>\n", "      <th>Number of Neurons</th>\n", "      <th>Number of Connections</th>\n", "      <th>Min. Delay</th>\n", "      <th>Max. Delay</th>\n", "      <th>Unaccounted Time / s</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Nodes</th>\n", "      <th>Tasks/Node</th>\n", "      <th>Threads/Task</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th rowspan=\"3\" valign=\"top\">1</th>\n", "      <th rowspan=\"2\" valign=\"top\">2</th>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>420.42</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>88.18</td>\n", "      <td>1.14</td>\n", "      <td>1.20</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "      <td>46560664.0</td>\n", "      <td>825499</td>\n", "      <td>7.48</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>2.09</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8</th>\n", "      <td>5</td>\n", "      <td>202.15</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>48.48</td>\n", "      <td>0.70</td>\n", "      <td>1.20</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "      <td>47699384.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>2.43</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>200.84</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>46.03</td>\n", "      <td>46.34</td>\n", "      <td>0.70</td>\n", "      <td>1.01</td>\n", "      <td>7.87</td>\n", "      <td>142.97</td>\n", "      <td>46903088.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>3.12</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <th>2</th>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>164.16</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.20</td>\n", "      <td>40.03</td>\n", "      <td>41.09</td>\n", "      <td>0.52</td>\n", "      <td>1.58</td>\n", "      <td>6.08</td>\n", "      <td>114.88</td>\n", "      <td>46937216.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>2.45</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <th>2</th>\n", "      <th>12</th>\n", "      <td>6</td>\n", "      <td>141.70</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.30</td>\n", "      <td>32.93</td>\n", "      <td>33.26</td>\n", "      <td>0.62</td>\n", "      <td>0.95</td>\n", "      <td>5.41</td>\n", "      <td>100.16</td>\n", "      <td>50148824.0</td>\n", "      <td>813743</td>\n", "      <td>7.27</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>2.28</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                               id  Runtime Program / s  Scale  Plastic  \\\n", "Nodes Tasks/Node Threads/Task                                            \n", "1     2          4              5               420.42     10     True   \n", "                 8              5               202.15     10     True   \n", "      4          4              5               200.84     10     True   \n", "2     2          4              5               164.16     10     True   \n", "1     2          12             6               141.70     10     True   \n", "\n", "                               Avg. Neuron Build Time / s  \\\n", "Nodes Tasks/Node Threads/Task                               \n", "1     2          4                                   0.29   \n", "                 8                                   0.28   \n", "      4          4                                   0.15   \n", "2     2          4                                   0.20   \n", "1     2          12                                  0.30   \n", "\n", "                               Min. Edge Build Time / s  \\\n", "Nodes Tasks/Node Threads/Task                             \n", "1     2          4                                88.12   \n", "                 8                                47.98   \n", "      4          4                                46.03   \n", "2     2          4                                40.03   \n", "1     2          12                               32.93   \n", "\n", "                               Max. Edge Build Time / s  Min. Init. Time / s  \\\n", "Nodes Tasks/Node Threads/Task                                                  \n", "1     2          4                                88.18                 1.14   \n", "                 8                                48.48                 0.70   \n", "      4          4                                46.34                 0.70   \n", "2     2          4                                41.09                 0.52   \n", "1     2          12                               33.26                 0.62   \n", "\n", "                               Max. Init. Time / s  Presim. Time / s  \\\n", "Nodes Tasks/Node Threads/Task                                          \n", "1     2          4                            1.20             17.26   \n", "                 8                            1.20              7.95   \n", "      4          4                            1.01              7.87   \n", "2     2          4                            1.58              6.08   \n", "1     2          12                           0.95              5.41   \n", "\n", "                               Sim. Time / s  Virt. Memory (Sum) / kB  \\\n", "Nodes Tasks/Node Threads/Task                                           \n", "1     2          4                    311.52               46560664.0   \n", "                 8                    142.81               47699384.0   \n", "      4          4                    142.97               46903088.0   \n", "2     2          4                    114.88               46937216.0   \n", "1     2          12                   100.16               50148824.0   \n", "\n", "                               Local Spike Counter (Sum)  Average Rate (Sum)  \\\n", "Nodes Tasks/Node Threads/Task                                                  \n", "1     2          4                                825499                7.48   \n", "                 8                                802865                7.03   \n", "      4          4                                802865                7.03   \n", "2     2          4                                802865                7.03   \n", "1     2          12                               813743                7.27   \n", "\n", "                               Number of Neurons  Number of Connections  \\\n", "Nodes Tasks/Node Threads/Task                                             \n", "1     2          4                        112500             1265738500   \n", "                 8                        112500             1265738500   \n", "      4          4                        112500             1265738500   \n", "2     2          4                        112500             1265738500   \n", "1     2          12                       112500             1265738500   \n", "\n", "                               Min. Delay  Max. Delay  Unaccounted Time / s  \n", "Nodes Tasks/Node Threads/Task                                                \n", "1     2          4                    1.5         1.5                  2.09  \n", "                 8                    1.5         1.5                  2.43  \n", "      4          4                    1.5         1.5                  3.12  \n", "2     2          4                    1.5         1.5                  2.45  \n", "1     2          12                   1.5         1.5                  2.28  "]}, "execution_count": 95, "metadata": {}, "output_type": "execute_result"}], "source": ["df_multind = df.set_index([\"Nodes\", \"Tasks/Node\", \"Threads/Task\"])\n", "df_multind.head()"]}, {"cell_type": "code", "execution_count": 96, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 1008x432 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_multind[[\"Unaccounted Time / s\", *cols]]\\\n", "    .divide(df_multind[\"Runtime Program / s\"], axis=\"index\")\\\n", "    .plot(kind=\"bar\", stacked=True, figsize=(14, 6), title=\"Relative Time Distribution\");"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## Next Level: Hierarchical Data\n", "\n", "* `MultiIndex` only a first level\n", "* More powerful:\n", "    - Grouping: `.groupby()` ([API](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html))\n", "    - Pivoting: `.pivot_table()` ([API](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pivot_table.html)); also `.pivot()` ([API](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pivot.html))"]}, {"cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>id</th>\n", "      <th>Tasks/Node</th>\n", "      <th>Threads/Task</th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Scale</th>\n", "      <th>Plastic</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Max. Edge Build Time / s</th>\n", "      <th>Min. Init. Time / s</th>\n", "      <th>...</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "      <th>Virt. Memory (Sum) / kB</th>\n", "      <th>Local Spike Counter (Sum)</th>\n", "      <th>Average Rate (Sum)</th>\n", "      <th>Number of Neurons</th>\n", "      <th>Number of Connections</th>\n", "      <th>Min. Delay</th>\n", "      <th>Max. Delay</th>\n", "      <th>Unaccounted Time / s</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Nodes</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>5.333333</td>\n", "      <td>3.0</td>\n", "      <td>8.0</td>\n", "      <td>185.023333</td>\n", "      <td>10.0</td>\n", "      <td>True</td>\n", "      <td>0.220000</td>\n", "      <td>42.040000</td>\n", "      <td>42.838333</td>\n", "      <td>0.583333</td>\n", "      <td>...</td>\n", "      <td>7.226667</td>\n", "      <td>132.061667</td>\n", "      <td>4.806585e+07</td>\n", "      <td>816298.000000</td>\n", "      <td>7.215000</td>\n", "      <td>112500.0</td>\n", "      <td>1.265738e+09</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>2.891667</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>5.333333</td>\n", "      <td>3.0</td>\n", "      <td>8.0</td>\n", "      <td>73.601667</td>\n", "      <td>10.0</td>\n", "      <td>True</td>\n", "      <td>0.168333</td>\n", "      <td>19.628333</td>\n", "      <td>20.313333</td>\n", "      <td>0.191667</td>\n", "      <td>...</td>\n", "      <td>2.725000</td>\n", "      <td>48.901667</td>\n", "      <td>4.975288e+07</td>\n", "      <td>818151.000000</td>\n", "      <td>7.210000</td>\n", "      <td>112500.0</td>\n", "      <td>1.265738e+09</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>1.986667</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>5.333333</td>\n", "      <td>3.0</td>\n", "      <td>8.0</td>\n", "      <td>43.990000</td>\n", "      <td>10.0</td>\n", "      <td>True</td>\n", "      <td>0.138333</td>\n", "      <td>12.810000</td>\n", "      <td>13.305000</td>\n", "      <td>0.135000</td>\n", "      <td>...</td>\n", "      <td>1.426667</td>\n", "      <td>27.735000</td>\n", "      <td>5.511165e+07</td>\n", "      <td>820465.666667</td>\n", "      <td>7.253333</td>\n", "      <td>112500.0</td>\n", "      <td>1.265738e+09</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>1.745000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>5.333333</td>\n", "      <td>3.0</td>\n", "      <td>8.0</td>\n", "      <td>31.225000</td>\n", "      <td>10.0</td>\n", "      <td>True</td>\n", "      <td>0.116667</td>\n", "      <td>9.325000</td>\n", "      <td>9.740000</td>\n", "      <td>0.088333</td>\n", "      <td>...</td>\n", "      <td>1.066667</td>\n", "      <td>19.353333</td>\n", "      <td>5.325783e+07</td>\n", "      <td>819558.166667</td>\n", "      <td>7.288333</td>\n", "      <td>112500.0</td>\n", "      <td>1.265738e+09</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>1.275000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>5</th>\n", "      <td>5.333333</td>\n", "      <td>3.0</td>\n", "      <td>8.0</td>\n", "      <td>24.896667</td>\n", "      <td>10.0</td>\n", "      <td>True</td>\n", "      <td>0.140000</td>\n", "      <td>7.468333</td>\n", "      <td>7.790000</td>\n", "      <td>0.070000</td>\n", "      <td>...</td>\n", "      <td>0.771667</td>\n", "      <td>14.950000</td>\n", "      <td>6.075634e+07</td>\n", "      <td>815307.666667</td>\n", "      <td>7.225000</td>\n", "      <td>112500.0</td>\n", "      <td>1.265738e+09</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>1.496667</td>\n", "    </tr>\n", "    <tr>\n", "      <th>6</th>\n", "      <td>5.333333</td>\n", "      <td>3.0</td>\n", "      <td>8.0</td>\n", "      <td>20.215000</td>\n", "      <td>10.0</td>\n", "      <td>True</td>\n", "      <td>0.106667</td>\n", "      <td>6.165000</td>\n", "      <td>6.406667</td>\n", "      <td>0.051667</td>\n", "      <td>...</td>\n", "      <td>0.630000</td>\n", "      <td>12.271667</td>\n", "      <td>6.060652e+07</td>\n", "      <td>815456.333333</td>\n", "      <td>7.201667</td>\n", "      <td>112500.0</td>\n", "      <td>1.265738e+09</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>0.990000</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>6 rows \u00d7 21 columns</p>\n", "</div>"], "text/plain": ["             id  Tasks/Node  Threads/Task  Runtime Program / s  Scale  \\\n", "Nodes                                                                   \n", "1      5.333333         3.0           8.0           185.023333   10.0   \n", "2      5.333333         3.0           8.0            73.601667   10.0   \n", "3      5.333333         3.0           8.0            43.990000   10.0   \n", "4      5.333333         3.0           8.0            31.225000   10.0   \n", "5      5.333333         3.0           8.0            24.896667   10.0   \n", "6      5.333333         3.0           8.0            20.215000   10.0   \n", "\n", "       Plastic  Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "Nodes                                                                  \n", "1         True                    0.220000                 42.040000   \n", "2         True                    0.168333                 19.628333   \n", "3         True                    0.138333                 12.810000   \n", "4         True                    0.116667                  9.325000   \n", "5         True                    0.140000                  7.468333   \n", "6         True                    0.106667                  6.165000   \n", "\n", "       Max. Edge Build Time / s  Min. Init. Time / s  ...  Presim. Time / s  \\\n", "Nodes                                                 ...                     \n", "1                     42.838333             0.583333  ...          7.226667   \n", "2                     20.313333             0.191667  ...          2.725000   \n", "3                     13.305000             0.135000  ...          1.426667   \n", "4                      9.740000             0.088333  ...          1.066667   \n", "5                      7.790000             0.070000  ...          0.771667   \n", "6                      6.406667             0.051667  ...          0.630000   \n", "\n", "       Sim. Time / s  Virt. Memory (Sum) / kB  Local Spike Counter (Sum)  \\\n", "Nodes                                                                      \n", "1         132.061667             4.806585e+07              816298.000000   \n", "2          48.901667             4.975288e+07              818151.000000   \n", "3          27.735000             5.511165e+07              820465.666667   \n", "4          19.353333             5.325783e+07              819558.166667   \n", "5          14.950000             6.075634e+07              815307.666667   \n", "6          12.271667             6.060652e+07              815456.333333   \n", "\n", "       Average Rate (Sum)  Number of Neurons  Number of Connections  \\\n", "Nodes                                                                 \n", "1                7.215000           112500.0           1.265738e+09   \n", "2                7.210000           112500.0           1.265738e+09   \n", "3                7.253333           112500.0           1.265738e+09   \n", "4                7.288333           112500.0           1.265738e+09   \n", "5                7.225000           112500.0           1.265738e+09   \n", "6                7.201667           112500.0           1.265738e+09   \n", "\n", "       Min. Delay  Max. Delay  Unaccounted Time / s  \n", "Nodes                                                \n", "1             1.5         1.5              2.891667  \n", "2             1.5         1.5              1.986667  \n", "3             1.5         1.5              1.745000  \n", "4             1.5         1.5              1.275000  \n", "5             1.5         1.5              1.496667  \n", "6             1.5         1.5              0.990000  \n", "\n", "[6 rows x 21 columns]"]}, "execution_count": 97, "metadata": {}, "output_type": "execute_result"}], "source": ["df.groupby(\"Nodes\").mean()"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}, "source": ["### Pivoting\n", "\n", "* Combine categorically-similar columns\n", "* Creates hierarchical index\n", "* Respected during plotting!\n", "* A pivot table has three *layers*; if confused, think about these questions\n", "    - `index`: \u00bbWhat's on the `x` axis?\u00ab\n", "    - `values`: \u00bbWhat value do I want to plot?\u00ab\n", "    - `columns`: \u00bbWhat categories do I want [to be in the legend]?\u00ab\n", "* All can be populated from base data frame\n", "* Might be aggregated, if needed"]}, {"cell_type": "code", "execution_count": 98, "metadata": {"slideshow": {"slide_type": "subslide"}}, "outputs": [], "source": ["df_demo[\"H\"] = [(-1)**n for n in range(5)]"]}, {"cell_type": "code", "execution_count": 99, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th>H</th>\n", "      <th>-1</th>\n", "      <th>1</th>\n", "    </tr>\n", "    <tr>\n", "      <th>F</th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>-3.918282</th>\n", "      <td>NaN</td>\n", "      <td>7.389056</td>\n", "    </tr>\n", "    <tr>\n", "      <th>-2.504068</th>\n", "      <td>NaN</td>\n", "      <td>1.700594</td>\n", "    </tr>\n", "    <tr>\n", "      <th>-1.918282</th>\n", "      <td>NaN</td>\n", "      <td>0.515929</td>\n", "    </tr>\n", "    <tr>\n", "      <th>-0.213769</th>\n", "      <td>0.972652</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "    <tr>\n", "      <th>0.518282</th>\n", "      <td>2.952492</td>\n", "      <td>NaN</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["H                -1         1\n", "F                            \n", "-3.918282       NaN  7.389056\n", "-2.504068       NaN  1.700594\n", "-1.918282       NaN  0.515929\n", "-0.213769  0.972652       NaN\n", " 0.518282  2.952492       NaN"]}, "execution_count": 99, "metadata": {}, "output_type": "execute_result"}], "source": ["df_pivot = df_demo.pivot_table(\n", "    index=\"F\",\n", "    values=\"G\",\n", "    columns=\"H\"\n", ")\n", "df_pivot"]}, {"cell_type": "code", "execution_count": 100, "metadata": {"slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_pivot.plot();"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 7\n", "<a name=\"task7\"></a>\n", "\n", "* Create a pivot table based on the NEST `df` data frame\n", "* Let the `x` axis show the number of nodes; display the values of the simulation time `\"Sim. Time / s\"` for the tasks per node and threas per task configurations\n", "* Please plot a bar plot\n", "* Done? [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 101, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df.pivot_table(\n", "    index=[\"Nodes\"],\n", "    columns=[\"Tasks/Node\", \"Threads/Task\"],\n", "    values=\"Sim. Time / s\",\n", ").plot(kind=\"bar\", figsize=(12, 4));"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "fragment"}}, "source": ["<a name=\"taskb\"></a>\n", "\n", "* Bonus task\n", "    - Use `Sim. Time / s` and `Presim. Time / s` as values to show\n", "    - Show a stack of those two values inside the pivot table"]}, {"cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}, "source": ["## The End\n", "\n", "* Pandas works on data frames\n", "* Slice frames to your likings\n", "* Plot frames\n", "    - Together with Matplotlib, Seaborn, others\n", "* Pivot tables are next level greatness\n", "* Thanks for being here! \ud83d\ude0d"]}, {"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["<span class=\"feedback\">Tell me what you think about this tutorial! <a href=\"mailto:a.herten@fz-juelich.de\">a.herten@fz-juelich.de</a></span>"]}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2"}}, "nbformat": 4, "nbformat_minor": 2}
\ No newline at end of file
diff --git a/Introduction-to-Pandas--slides.pdf b/Introduction-to-Pandas--slides.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..49251345d2fd3a49db0808d5b9382ab8795b7795
GIT binary patch
literal 4141707
zcmY!laB<T$)HC7bQr)|64=<Oof`LMQQWh_ljSVjsr@oV~g1%pVQEp-mh?ktGV93j5
zXUEHxnwJ7rWr9z+vm;13r@oJ~f&oaoj~A2<S1{1C0EzheC>VmJf*ln~ib_*KVwjeg
zqFItyoa&aJSE8WrSd^KVqwAEPlj0i!((000oSd4Ml9*Qlk}p<>RxndAPzX|p1xdQ*
zCFiGP=A|p>d#0r3m1LGw>Ux00gG-Z2DhpB-^g}8OQo)W1$q&uTOwLb9RWJu>2Pp!{
zDd>YtMfE?(d~iTOgA1qAoIPEFD~n4~b3OCY@)f|UIraUEQc{aRPSSumNt2h0lT$w^
zH9fPqq^MFs!!ad4DHS3ZTv||&lbV~FR{{=2P%LojJA1l><hy&i_$C%0`~`BbOE_2+
z*vX(^DatG;$uCl{fO!b+YiCavkhee{Gy-V^F<?IB)DKsPRxnVARxmd;Pyj(Ab8|fl
zV<Q7&g;)h+GX)c41#=@KJwr2dOLGMi3x#L}3u9wF0|RplLxorcGmwC(shOUksgbdX
zf|;R#o`tccg^2<}%m9gP4A*Laq!wW#s{IxgmU@O}28L!xY7sVo)EdK8AnZff5vyQn
ztPrhWYG9xc3rZlM@PwsmP$(hAsv{^>l_*#mnCcms8=IJbg2_3tz#}y?J)=ay+|X3d
z!pOkb5F`u=YETRr85-(Y8k!iGfdt)h64Q$n48g$*3Tr2){0fC=1zj^Eb3IEVOEXIa
zU1M`IJrgq%3ljw+0|NsELjywtJtI?NOGA*;IKi>#mYI`kq+ke(K#)OxiMgqmxxlj|
zF()(GF)uwQ6_N&mOHy;g6by~c^^6S6p$<hvGswx1)Pb6`L1`Z;5Zp3zN>Ymy^xbk2
zOHy4@LD>W3H=oqJ^pXq(ONg^TfmmEpl$w~!%T+NacH;TGW&@sM?<=|FcRRB#y^ts5
z^vYqX#hd<P-xy2`W0wdn65!kOx2bo=7LSIy_&4W|^_|+as`s0~-rbI7FBV>Qvy^E+
z>DeNEZ>wNC%amz#s#T}=ZB^nrdDf=tP4;D8rSpu7`U|Y9%n!d?)Fy4$@#3sz$*nty
z-$TtBXP>+!|K?&vhihQNAw7$|TfS|5E2!jk`?}VhZ2R}l=i-k%&k+=Q#9Xe--nuwf
zb=S2!flmr8Sf5-k;A(XHyZgMw>uV?9Ukm(V=yLp{s-Bov(4sE~zMT2uQPMM0Ytb4d
ztN0bCUTxo*e|E|0hn;rn-+0?p>^9EWxI;`k^2w~1Q#HIJbas{;do<J9;~L+NXP-`=
z&e~Ra>f}xXuUqnG3uewU+p+crU)jm1dGYz@W*CFZQdpS55+Eoz!C`M?X$n>V<`{xf
zHJAl1KX7M$=ZwUnfTH~5Vpu_wZlGWYOF5kS>4pl1Mvw^O1n~?M3_-<y5V-6~H#Al-
z1QqKruBn0{r~rm>%@hnlg&ve^qF@M0Cs3ZLf*~mDKzWV|h9G}Hd2R|uAm@X4pj5)C
z4=<0wp5fGY$xKU2ElSNxP6ZX*1`7J=AZ!SwL2MHR{d7|#K1d9N9kGbHDd?vgf+S(s
z&={)95M+d*88~Bcf(v~GxLbI+I3bR6%PcA`0R<x@2Z1shG}juLgM!D*%uGSo%*+&Q
z3OIWrvXO!jEU3W}zKJD8nV|e`pl4tJk}*)wMKHltlTRYlG9z#q5sX|T8G~{eqDC@;
zMI6-SAeVtuglDFdWPk$B%*<H9&=M341`4KT<_c!u=mG`3fr61GC}JUOGZSM4GcyR=
z)Dje>rp87JAkkRVasZrgkWwA~g1`uxl0d--OVt%~T>Gv0m=$?gtNk8wD?GHnqu#Ym
z;d_4a=E&tqET7#D^&~R*zDVOpV`I_J+4AVy<teJ??w(O;b-D8O!NjuNQpdNPp0P2Z
zFI`sXdr#*)jlR|t)fx9T|J6_FGnkSYxOhfMiC43v)lI7xt*=ynSgnrzowKk{;K`9s
z)1_t_s5z$Z{Qp__l9+z9QIWRRYsqO7zU{7MytdAk8Jw|TZiMALu=~NjH8eE@tAKDo
z!477DQ>#9-*fRo!XAmU3U?zbz!8mYZK?=e84Z!kXCOFrDSr9`Bge)`{qK2&Pd0#$e
zMGn>nw#zHTXSme4pG!7=x$OIWu`Mr8=_}dvNJxA*Ao`G_bi>1=OPmih@!y==8*ucf
z9e;_R&aE#AJMP`hfAPE5HOO~%oayP}Q+ivA8e*$I>1STt?X=m+Eo9A?6Kd(opB(bm
zPM@vDHuLI(XQDdn-Dloj*mQ04O7^J#E0Tg!4r!I1|DXPiiNBWdgQ(F;u=g;$4{|%$
zr-mlxU=>gfYRis50DuxHT3}bqaXshF=d8%Vdcksa0<-?a^_%2oPv?8{Z#nDR^e3GY
zsy7zooRHNwca&z9lxMN|^quvIY3u=&ij6LYbyMzrzcS<7>N`a#i}#(Fe9_2IQIFk<
zM?I&i_{xG;scTw$Ia3OEoD<}pcOXe}k+S}yd9#-VeLWSgRl8zZ=d|*i72$W6wJb8T
zGQ9L9;osub&)dwU{u>K}J%{0akjtSyMlR3cp+Z#rLkn88_&;-y^MC;l^MU=#FEBOU
z=<C_+uUWg~cYU_T$<ysEKISD$7PHEpX?YlQ(NMeYsL?CEkC_=?G>raixOFQs@ONV0
zUFn@a?PETj(3NLW6Vt-(dXU9n*IOVbUbvr#ay+O&!iYQD{++zehCI&Iz6V)(B9_0c
zlwr}V`<Ac#_sGg03%WyQEJ~J$+MzV(U>p18IT>2A`LmkTj16qAzFGa|Mu^DH2W(;)
z^Hpb`acf+?sJEd%#Pf#8wo~o}6F1A7#F{3whCbz4G_|AJ;qxWl*-M^rwSHE*&EFDk
zntvv}MOjhJ#Ue2@AhPJpjsN?eAMK9&vV_0d!7vEB|3PjC`yVy&!h?mV0DxA7sIjMe
zes?dkArH%iIiWtx+#mE;&NJ=dKKFOI+*+BJj7pX%UmF&2g_kcp)}$Jzwve;9MkOpK
z#d=-A6e(}@ypujLVZHU9!I#*RHk{fbD9FCOqQ^N}dM{s%hQ0hU(VC*xQ%-B_5|}>A
zrRg4$wzM>R-nahXxvbP0)yKCZkAJOnS2E?3SpRv#>`hzeU%&m0BTIA5Jnnk&`=8YF
ze=_+lH@<~EFhKr*1cs?4SOtUw4<lj%!x&WUV5A1uv%7hj4LKSf&eM!|pz_(|%;OhR
z4&B_(n=Z2Sk?^$oIWp{@j-2+rFlpjP*8_pK`8O1t<y{qWx#)rGBwo+stnJSlrGA-6
zq!uJIMw*qgo9}5<(sEjExAfnu%5#4L{Wh)$yRfD0$eKrrPhAY(@)Vn0v;TW%=R@vZ
zAx#djH_-De*o_ds89^Fp5Dwh`5RXDD0%K6cj^-msZEIw%plfDotYBnmp<twtV#s9#
z3aVT#Lo-kY%HcAy1hphgjTCaY3{5RTYC%k}q8zRat~4&}t^?Tzc91zzEd_32fkh#X
z!(W~ngX%OiH&@It?RVrmY{0?tzK&IXL&~()8Q-^bReAic*DbrmoYXQcmSYyrK}Fj;
zDiTbU*@xG>+`cmX>*~ZMB|qE(b{%A0c4=jl0k_)Is}6S}b{+OkkIWFheRS$>_MMMD
z^vI=%6#Z~|c1!lq(iYi6tJY1N>bP0@w1xJ~l3eAF=27nUJMQnewS4Yd_RlMI*syyV
z<Y2J(42{jeD!?3Ya|_IZ_!_BeW&mzILHb|dZX2k%1nD&e=a&{Grv@kH6$cdMgU1j&
zOF#`NPwc%XV<Yf@1@>+er+x&qGiYLI25AkzD}K0}A&w&uC0JWev4LmvS`-BKeHJOc
zBWKpI%XgN<<g?q<<bF-QWyf$R!&6J>NOOL?L-u4jh5H}=8ZdvkW@F}7y&yktl5W+D
zt$}>cGYf?l9(I&IWE>FnYp>UCnO0Sk8MjNnS(q)G?-9v#;roGe_tqBdTD9`9wNw0D
zr{!lEmY<K7epR;do3y)$oWx44fE(>g(i7v4bT~|YduPRg?EUkapZkB@7}cV4wdS>(
zA6L4zid7<;ifXdxl+sv1lUMT7^ZV9Kk3Yn!%I|f|D2%nncSi-sjOU#3o2G1B&Hw(r
zsjEn=S-70=s|L&4eDjigRDS-Q7WyV~w)Hl#`R`{$>YZyXyez%k@^Q<p2OoLMHeD3G
z&VRI}^)5KdG4d%W$iT60WQLR|jNuI~NVwx1C;>I{(fdlqpo$sPQvvmkK;s++3NW65
zf-$Jvhj9%Rj6vBM#x+qe29*ymuBn0vw4?*~vn&)$K-m^1>!@G?N*qwG5oj<4ZjY&g
z3CIIbISU07Bo|pKn1G57sGOsM36g_cK%+2lQ`{6xV9o*6JEZivjG(<GQ1=PcVFJ-0
zY@wi^ZmFQ3j@;*RfvSb~xeSqeZHAz38@SU2(htIhAVa_mM{xg%j9!?oC8!r>VPJ&2
z7iJ0zdeVDg;87cVy)aW)JmTzySsH*wauiI>LCMoV!3><FK(vK|nYoFAF|;RW3hpq2
zI+A9faWQZ|3_K<V8W#hPxLJUE38qHit|llJVI>RLL~z1~q;UKtizzgzflPp9p^7=a
zecpV`h8)h{Em_4SGzIE*`iGuX+WUW-!|W~EI<Id=q_^{#Jq&UUP*JEz_*@e2YxsVZ
zw1e0G@XB{?Ru5)L{CUA5zN+2U!Y4>K(|uQd!%3~Jes;UHj-3b<TfgMIQqqE&<Q-2x
z>};%>xbbWD39BuC)P+h_TZ>pD6`G6xGENdZ;%j`%?bKfu{s~_;?`5ohVY3x$76-c>
z>{FBmm@z09fQ2Ce0IiBmK_QM-tzkD7q!6qhsaXro-C#k8p#(w|nn_VZ)%M(O-opkw
zEEnbl-(h0&>0Gk1QiLUQQ@wOuOGsTqf4PzP9f6~%%M5lNY!bgbg;DOuq)qBMR(fgK
zXEttFx#G|XpF7;2R&D4!J1a?2>g(IxAz`U1tIl6p=D+rse(&9dn@_&x)X6V#4lG$1
zWHmp|&*krvWj{Pc&uyE(%`5ePy|Mg<W%9CdM%S_X8RTHF_fV=(a3Ka3Cd${)!U)yZ
zuIIpgeAkQfLMxa(j@?hRbqVC!^xw>EUZ9qI;GS+jW)|}o%XqR_Sk_;>^Z4uS4wZLy
z+l6}-7TbwDTqMP|E>b`-;_U?iN0*{G4TU0M=j7jVz5TY5<#TEH?oDYGmz=-NHhQ$(
zYD2(Q=Q74~FXt@GZ2da_+_~L<8D@Uboq*l5Aa{a&WoU%d>jW3kU}2&>3rb~Z$*E$F
z?gZ~iEQ%a1-{&-OhqU}*IUg)5yLrXV|J#Ju_Sy*s87r&tn?27y_aGp>@E=E}pV-s-
zqRVXoPgmcIz4l<XnO4?3hRq4lY%@B&rMvaz5AkO%coh&P$*@{{(}nGZDiN|ui6?I<
z@d|vj$hfL-bX}|GoDY9q*mc-EnfJrq=f)bdNA61=s&(2}JpJ<h-A%q(I?VqR@;60<
zMIUPFS3M^3(k4Z=Uy0qDN8^{-3A2I=0iWB-f*v!tl*moF`QTX7OYc)vMrDimPiEX~
zyuNgC-QxW(`}cie-f`L&dsEXC6ae7hGBQM}V8JyTSeU3#gw|20NhY*sBj*7F0p{QH
zowy}(_I^!SAP{up_x4Kl-r$!P4th3nl}(x8{7&Iq+8W#UnR?Iq%DXF6PTl5LzG{%Q
z+<*Ovw$;VAQ~B?m5j}`K`ayPrU1*Nf=>}K9U{Rvn4Xxc#-EBJooYY;a=N}Sx_#|IE
z&n1wn=)YN-__l+|vn!iD!c^8QZq-)f<k}}0vG<sLz`IcO4F4RXq?0l?t}vB;5lUV#
zG1>U_52nS1r#X*pyq>iEAXk;+tGKh`=9kvZa(T_V$<0pg<n-c;NvR$}RX=ANEKWbV
zx$vUR*J;9gF2_~Jw+U@ioO<i+f~)gHUOrypp;PfSXnvrClcAO7qQW4TqV<;B7tWe{
z=pp-A|9gKI3h(>SX#c+5^*8n~0{IUd8ip1~y&Q1E1T0KcAVC`$Xo1vc&3D9r!=>8q
zAnSxT2L)>8ty!eI=X-v$Y`XNbkJ7ydcWfvTGfxdp{;)i#civ<9l~u1Iv;tISy|S6N
z!u`MUrK6_~t+{lG_o9%O!JUXJP5w>S+1VGqj63|@+3fU_C0S3mPOHdVc1v?!L-W3p
zi@Y+)Dvz=I5ac+pR}4{-FTC(4#)sf>Qj9{tw$B<=d$NLkc;@_u=QlOHHtwvK-tg4q
z8;2aTTo<$Egk{=QMqK+OTvo66TH~n0t?xdwFD0<kYvSz#(kiu&nXQ)GZqiETU-4|(
zodv4uo#!}j%b%adZs#CeEjv3=+(P@<yIeopj76(o7p{#z{JZF7qc*=@sP+91%whgo
z8d&`cb}Gcb#z^%VxH$<HCd$9i_6=%`y7qd5x`yCF&&4QVL#<qRp!mDL+aC(A)Sl;N
z%rAVj?eGU9(JNOcd~`NwTW+5aUB_RNU03S2XGLb?heN!buP(3H(LAx2t1M!Y-%q}p
z#+|#H!%i@V9x48IsXHm?#?kAwS&p^dOB83Uz3{{+;s4c-&)e7wk7|6v?op5%!9FrX
z?x2HP%3xulJc_kh6nbGJxB@>gFSwwQLFng_C7_Y1Nq=wKEHznIvrXRL>t*n4r7sgD
zr7mxAo*z3W|Lzy<4xJX`q;oFGB`;K?{pyY+noD(clqILLzEn6Xk}F_)W%Y`J&Z9PO
zR@dp-7p!iaop5N<$`1?Yy?!7RA*1w4n!oX=ufb}wvOJwWe(!hZn?nT8^GtiNKy8b2
z%G9%eOWvKTTV?*v_<QM}_0K15-}8jM_?yjC?4bhk5ZL>MW)@%-U=Fy)0A>*tDxl1P
zk=%WI4)Qh_@G$?Msl*+U<t(NBTj2=vxBrtGR($$&a@)BDcO;LUeRk~f+}7`o4qMDS
zpH%I=$s)Akm1yzYzNrf%*EiidzFzZ(Y=hHF%a;q-XFrl<2Rjee7=<-!%|Ld8U5Zj5
z!OL=p`=M<;Gf;B|&7qK{wYeE+D8*R8$jA&b>|zcwA(zVtJY=5(rghE0!!G9F5gO2_
z3s_AK?ok)8bzrxdBWEpm847V5{wAXts8NFE<cc}Qrdt9G0u0Q9FPIveh8b)$2s8-t
zFnnTU&ffK`Xl8^2<4YNXwb>adOes=~o+-;_t`wZW8PcE7Sdvn(w2+ZO@seOU_Rs{`
z26nL-(r6vHR|pm*%Eh1t0EUZ0`+WJD6nR{}+a8T+Sn`G6qW{>AAA9~^3sX9Fb<cq%
z`ARZ9f*B9F;&~44y)5zbm(t6r*VSid{9p8`WrMnodp!5qqz7(?b{SR&+J1DoTzmAn
z%}lG6`oG;LH)rv2`{na(KG9kmWu=qy*mc(`_01(kd{4j0PkrynU&Z|BlMXj_zk=Ke
z_7zHV&lJ=T1PenvOYZOxp1~m_$T$<pgG1nMB$Cqzq#RHR#)ya5iKp{g40v3>|K!qN
z-Yv+<T<gJ+c|@esRbJ~YyF*gO5}`!`Vt;BsCoBsR@9ayypMBbM)w4?)nTnO>#`zZy
zDNHrkac1>H4%@yU!D&qs?z{`!@$*XNB#Xk`x?;=Sc#So=8lD_Z70))am~-^bV_DC8
zJr2rOIoj8+DlOcd^|x7Ai+joxRSuasm%W$A@8(qG+?1>w6L;(F3zK@$`Lo?ToX<Qm
zsS(@pqHpobD;-M~Y-w4v&b!I$&*{7FuJ#|^pWET}OiR-@^Q8sv9K-XKPtJT+EqXe`
zmhGIp&3tA1R=eGgU%slBRpm%ZeHOZ<>`c<_H#cvm{8RjP+JAR=$nTGTyYj0at~Sh5
zeJFoO?~mA$L$||UMpjR?-+$k(=R5W!0t!NKfE!sDfmMJxW@tH>q`@LHPy+)x7-Ohl
z4oYn>o`HfnsFH$lL5pROrrk{xz=H!YSyKgbXlVu>EHYCt2jyL;tdW8_D0M@5CJNw^
z3d(a-FbBCG%5zdMM{<yhf(6V$pt_u#5g^d;4QQ|i9fL-IoS-8=un{1T8q8UD#0U`i
z)9$*EX?GI?+yg!qu&^e5z=z<py9KCP1%)ti13so;^`MXkVNi`^Y5<BA$Z(H=0%))Y
zBx7c13?Aq)H8oQJ4FaJ}y@Qh$IE6xrF8t+#1*qo4C?AH#5D(bxV4tE4@qlv^SQruj
z&}!cTno&SW8rFUQ=VllO)|db*1nWntufcf|EC?}_K&V1<A+lW+a|ZDcj|IrVVDF&}
z@tA{BFj$x<Uqee9G++07gO+hPf1h(m+~Jh?smf)mb}jgR-;DF^nm<n_+~5flc;+C#
z?t`gfMbT{IJO08OFT~z*wGBA=Kf}xP>(ixa#%|4*A01Ksu<*sK<-%vg)`eM|NbsAf
z9WaeKTuuD#<;3mZJ+FW8Tlj9jQc1F&s?_?1A3+B_wXd`<j(a-u))lYa{^{pd*D{{T
zG&+Diwn2^td(qGYIle*p0xV3F&p}lLMlKpb<2@Fj000LU%6JdBasmqz6^hUr2{rxD
zcD%;|WGC2#$m2cWS`;iwl)FKtG)C-)p7Z8AtiZ!^VXwcTct^|rmd^pMkxRbczvdvl
zRD0eANwq_P0j$wG4$W@j)mIB;=DzpDm2HpVw%F?{E3ao7#S~18{Jr?iSNCsh+NKBl
zCR$zeY!Y{^$o1`+ZaKwz*Q?;i&zHVAbklZq?dmeCmkanWx2Rpip1whj1A7H!C<ELw
z01Ff2LrYM-gW<zLIg|l*D%fL&$U_<6whvgCDE~rR1*j=ex8HGHiy}ueX#92thuD$N
ze<q)d-m~+6*{XA=^qr!mp578&sB3I;>FNUg$&E{&{SxHK>6mxx&W?*)MZX9J+{{__
zkGp9;Tlg2Hh!-6@K6D)4m60uUZHGZkQH4O@E6>y(&!>A1wDfgLY~hGXFcRLHo1A_u
zrpJE!(&p-|)eUMp4zxsxPrSY6ob{dU_9w00uMGYe{&S*z<!SNOjV6*<<K7bF4X~#T
zO_BQb=I}HR2@7ZiX$dOq(IOet3NZjRBO%KXsM#+DTL*R=a=#ed4h4%s+=joNwFH&Y
zXilz}6MD{(&&iO3<$~?<8Qe1tOmV87C-vCr{r;){UL9h6sOsFXPMGWU4%hq-(+rN^
zZQ+slIBnXlhil!I&Gqxv*(ou%g7f$fWy^XKb&04I%2#Y6l3unyv(70!x5%KRJz8q3
z@|tZ|gTo*GzB*~S%@gK5OiCNDhdsz?V2>CYnt)Y+IpCHxm_?NTu(Vld*Y5`}^aQ&N
zx!(_NA%jIBE*?Z(VQ_;P$!P=<3#g5Qkyt=o;lm07uHS2p>RfhBQSe;qHErpYKo$L8
z0e9;fc$39fvbB6XR39(rr&Y>mb@-0;8HYgg>2BKmM|T@9a^-Knbm?J^n7Tlf%v80W
z=8!}Afwzuci40;X-hEDPxf_4m6jg_hf}1v%Yri>n>B|p?E_3yZnzo1Dt<H14qj&A!
zgO*#&s-dhx?Ex>BZeD-4B|zo&zKM$K|Lo$QXMgm0mS9C!<U2Qs&dqOGcKP*tczJ1S
ztiRs1VA}tp<!@fFf4sYML5icN=JL>lc|T4l$s5Zn#T#93lsr2pJ3sWt+GlTn6^q!W
zKMgLCW!ikaq~OtP)9&Q<kD~7vcOTtpP+IlMBu^$JbI<=aQ?p%<ezESm*KP|=rs&OK
zOHi<Z1K9{Uqguk-O^{^a1mDHtlUS0k8<d(}nv+-r8vg(-az@=?V+m?4P_V-WyiysX
zV+AU#VQqM@4PZwTa@`==V`B-bromo<FCidqlZ~mdp&lrP3=|A4K^trgO%<XQj0}ww
zVnJ)}jZGCyEet@bQKA*hEI_+fObkIASitMZ%)zsCCMG8EZ8rwy3Z|x@r6Lg86g=)}
zYG?@VZyJG>8z_Ki3nPdas1FKi8<-dvE0`FYC>WbV`lcW;0|iq<BLx#Puv08S8-hTp
zG4{=XeU21Wu#GboW_qTe<bzb+7(#_0DXIkIO^6!EVlB+gGL|L^x`q};3WkOttqPWg
z7JA?%5y+ckptT-E2(ruzJq3GWU*2VD4ssv%0X&q%h*sa?FQyC)K!Jx@PECUCi|LZt
z?aaEwp}l27)GjZXZ|;k$8D`DUyTlRb!N2Ek)7`R5N{qiO|IImX5qMWdYO!s<-5rhS
z4|}e=S<X1Ndh&tu1sB^?o3wTR_I}W9KetJv<96jI1CwR)k&#7mwQYA#?w+~6EX(Gw
zaQD5rOv}%<uHW~{te|@9H+D9IdB@kR+R<beQuX#tv^hh6z_z@Q8`taN*w4lv%iMN=
zwa6*&$%=$cb6Kv><lbP!xBAgj!!=!vf&ag82hFYidDrsHy_Po?Vuh_GDyt?=V#=H>
zeAR_@lE=hLEgeR|r$nk3r7vQ>$d~!QsbtN?yJy|&%D-kPDMov`rBB*zviEwdou#bo
ztE35co<?&8$<JJ%uyu0a#-1n9j*gd7Q;MSR<V>9S^uKO#9gln5T<+q7ryH0f-4^oN
zyz7>IyC`a2JfG6?G^~XiB(TA$&lq_^$Pm2L1}qLKKnTSdG!=oO9aex=%voA{w{Okv
z+^2u*x_0qR*z~WSLD}KWk$ry87%Ch5-Z%zWJIwjc-j+Ra(u!Ak^6Za`AI7f!8Ytu%
zsN(8*ev114?;M}*-?zVeKI+ip$Itu!|7+YoMc|O~QYpFmpZ)Uxzm@m@7qYQWUiIhQ
zA8)%3{y*Q>*VnwT|M%&+{QjTG6@Px#d#EoHl(U_9W`5nD?myq}+qYzNCE69Q|Frx^
zkMZ;`9-kwVrI+3{eReD8-5PD%<x^%XwD+n$7P#q;_R%}@_dai$X5%cuU-I&!NYkZ7
z(iXbE@9NvveP%a#H*<N3$&=&y^^@u*sQ#+o|L4!g=!1vtZR&oWmp8O2=GyF~`)PW8
z{fYQf58`hXdsHW7|K`7H*Lhyy!<mmYK|iPeTa&xQ^3#0>@BJF*C$<=uzOipPWB(*w
zQ**NQH^*P=x-zGv+)3;Hd0q2szMaPY-}k>g+O0JyNa}oKmA36atEHdX^QC^<p5LGS
z_WPV)>-yeH1pPl5C7nLg_-Oq5@}JA@Z>?2lzyI&y?YNrnu0Q`?@6~#`TWg<aOTI?!
z?PXFw+w1=wz2fjn)i&6_-y&P!U8kGi+6nV5&)<>L<Y<nX`!t9>`HR42P5qxYt50vX
zGg~S0y5^XbkL(h?&Gy@l8*g9v>w#0BQ-`HZc3*K{yNBSE*)O)5%)7++^5vnp{D?*0
zPR##cxzLV#%KR5<Kg*j|X{Jh9%~!o9u*}{52HVU}0g?MmqNgpn?x6Tu@d)?SvXI|@
z-W_^<{QuvDQ#%v993{1WhFFX3HYwNBS*FKj+VNx4E6L_<KNlEnb-B+pb(W0W0S`R|
z{r=N8mU`R>HEa2M&>=HatC)v9OZ?FUxsrG@@4LnsH+wAAnE5uGxWFA6>7Mr7prPTw
zgk5SM9wtngs=7EbB59K0g=XH^*KP@i*EYVpaLOxW)!kz<33{>KdI7sHR5^?D{khd_
ze92YGLw(t$+?|{^L`3HGb+ny*^`a|ATjz50123~vJTqk1%zWdruX6VRe!ePsNtT+(
zj@)pwQ>R|nx%-^l<bLPz%(w5~gkAZ#e*Q<T?sK6s3Ea(-RBP8%_8w+j+MK5#ruR6X
z`OB^k)srSPo>ZB&<gU$ag<ndm>!cOkHs&kLI;eKEt-C}^jcdzsHr1#Tr&#ovgZaId
ztE}~QQOQ2Z>lIsAqxW0s&q|X60$X*oyl<8BFADX#vf*;$byn{FsEGT~zD&zDIc8sF
zJUHXW&Nr{yU$0kwIHN-Ach}|x(XGFkiVIe#wqEmB)nSseUGue9#z4E{bW@zQ<ek$e
zHVX8rE(zp$Yj$Ln^y1RghnfEGuS>@XEpc}**^<y@zC7#yowL>o9^x~<dspk<xuGIu
zneeFCBh@H6Unza{ndp*9pUcdh9VTVS9r1aatyE#LS^e|7P9NVAm0xu{It<*G<8m^3
zPaNsU`Qo}oY^M6r`ndVL&F`}<FJ$#kig{sC)v#j4M7E{EPv%={HeQK3cg4l1-CI54
zcg__TC5}VOa#B*~zHWV!y|Ifg<>saA-h@&K-M$-gey13?(iicCAM<*YAg!xuYrMqO
z&Csd$$kAps<wIh&!QD$kUl-|mUVp%2%yI10E2E>!g62={7WGrpkK>R_);B1YF>d%4
zwJbE_PQ#YuOIPbQGgtUO;!i!#e{P1HYpCtM8D*YV-Nm~uef0`fU3}A|T&Az`PP5p{
z^J24S%1`y$vLY&L;uii@t2}d}7C-b(*4$Ykt9)(aqI&U-v9}~YXk6PBxBFax<KnGO
z0Y;&L9H~BXp;E~zYf~TVKiV9=x+vJwVD~SloA1B0@y$LY!T7*eL~!TviPB+K1qLi{
z1FxGc*g3nQWykeTSM62_NY=(4W;ttATPo7MmLssGTsO<CVxj+}nARhoZv<IrhdnM_
z82*`GZy9r<bl1Wf&Iy6hs%Bbk9_OnIc({`I&)mFmYF&}?VVT8JVi{F>E1oyp`lFNm
zCpywlTG1yX_*}R2?!`&ctwM)h+TY?gy_m?pVJTBvUV`~%!$Z?MZ(U>6VotfXfR(*Y
zGyce=m0Ztd76!5K%oPqgpwYy;m0?5Zm1^@fj(RJWYb{H<q}HN!P0~^$FVw#~<LUFH
z!kZILyzvQ`yLVP<`?bZBUg#zogqAp-+J3bs)4{ERS^8PhrA4jUKA#?>M#)(u>7G{;
z31IJPd(KhXf7QvilBG<^Lw#4tB8zD65-$PSkflej-cDs|leuWV!shZhLy?&^6Gc*j
z3YMn4m#JGB{NT`?1*;6M%{i?iYPi2RKkg;tTBY2dv7&8fc24{?o0BPKPeUuW|0)5I
z5Rsse(77oVpF6s|zOUZq9FrJ1v8OCs_1n6xy*+kYw>0=hE8THf&2u*C(i^*FJ2Eu-
zwwmcCel-Yxn($VjSs^rbul%i@E$1{B>}g@1lGAE#mbB3;w|?8tx1H7nrcdOg3oU2A
zns;4VZ{PAt4$*bys}{Y~>$|7p;w~#Pv3ZrtR7)Q@zn5xOeypd0zrDz6zhv;|+5BdI
zacj{!ui1jKj-7{fF1$856I}A=wNv&Bm&@l<#JU_NoKt+~aDG3pHT&<<hv!aCT*Vb~
zz3}$^blI(p(?nJY2P%Fk%gk}#>O9#w-ldge%bP~!XS+*0#gr0H`Yf9u6Y)9nl#EUI
zod*G;VhKuzf8XY{xN-Fs^WxaZo}99)!2%nvuiW^mig|0SOeH`2v|RqBQVykG#ZEs~
zuj9>*kZ`{1;}UhCWq!-cM?U@gJI<f{CG&3AMjiQ0&lfDpfA~UDU*LC_34>CvLhhD;
zHeV)I74BT4*Dtp`UJ$;Sf6e2VU(#n157pecdhtckg8bWUdpX%xeeRXK)lymP7j2eO
zBP6zO#uev)ojQjs*LiZA9Sqr8lE5+Br!vDN@}tMjI||C-$2i!_KgT$1@jKeKQ!l4M
zf<MzDV0Ls1hqOW8ZPjEIwP|MGCkRa6U>=(}uXT=(I9J%SyPKMwQ=dQGCoDJl1IMCU
z4_+~>O>!=>m0o);Wy;Z+t77z)Wz1dY-S@!LYlXSZ)A*fPFH^LV`ZU~vRn?yL-JBJZ
zojW1rmcoY%W_sTym+d}~F;i~&fv)N6SO0$Ts`&1TujiLkA7(7uYjq;#qtqSSbz2XW
zME&$UvwKo|=C+_K--K39m&*~h%$b_L>h}TttG><2PkZ<o51(LJ+GXL(Df30Fy1#wj
zF>4#eK+m^N<-`&{o<6ZlA=ylm#Y@TYMTfe}I}I799Wyk|lJAz7pKy3O=}E7fhG}-e
z9A9yfs;z9-G7|iAS8sAi=gnBy+dMV-(4j!q-Jxe07kb}LI@EZ(vongrpKVXqil?Ug
zkI3%Yko_n>q+RxNaL2CqiQOUV0(sjCzT8-QPu$Ani2J+TuDH~ig{4n^cdc+Rv-B^{
zUd;8~ZkCGfpQRP2Y{NcpINByG7t+FU%OHNw(maWtb!pEQ_&C3s+|?2B&UEJd`2rK!
zBb3YhuSiXayvrNv{$~@LY@N!>r-dvw?OYMAH78^^+Nup#XQl9TF>P`XaFf}!(qPV}
z=r6WcjphA>ryM$@uROP6$*IPP^Ni<CRx+}8?=*WFol!7{^=LrrX$kRLtnbc#Qk*kU
zZ^w%bcD(t<hcv}a6aw}tsVFfzU(}In;`K6>-t1BD{#q()iX*49mVS>{W~Ag~ms+n4
zGv7XC>gAgrnJ@hDX<<&Q%G3)?_cyHkuC2Uy!G;y5iv(sfAH4Wu&4*R%7bQ6*`X;~7
zopry&t=>lZ`n>3{go0^DjrrGC$f;~A%YDW5dv4`}!)@u;er#B{U}M==w{PDc?3Juu
zJ&SqghKFwVpSV3R+jUC#$+E)+uD+XIygN~FVvgSTn0rN&T{oVX^+ddNzDw}gXEp0w
z6_dMbXLaQEhXiCT{PS$0)t@Yrf{m@GxdP3l9Gk=}(!`#<d*o%d$Wl)#XG`wq6HGQC
zhvN?M*}VGXT|Z@AQk#YAY=aN(-a#e`Yj*t&<dx-$i|SL(tKX9SGU&*(6Q|{Q?`S?*
zx9;a@KW53ijrZUBS61w{$zT^b^3DC`)~A-5(#B2>s~d_oOyOGfT6)8jdvlh*ad_?{
z`=iWFzh-xj61$`MuRYZ>1z$`(^zp3Z+1&T_KQF!IbhUfzdvozQN!uT1ZP@4QDg6m9
z<@cAo_#pnw%Q-*q91Sw;&-%DN`^1(v=Z_>_{cGuer*U4r^uD=)?Z0KW>;0<VQJXq9
zKR54v$n?yQQU|tWuReQFiP?DO&uW9%v$J26Bzmtpzb0<7Po0>;hl4MIxR^ql<K!OI
z-85p=uQ2df=E!R(;5xTJTyLF+`>Uv;<`r6XdcT!)^!(OFSruPk))L#Nmas{nBxenm
zL~+-qeICqduR~XMO%7_l!NvOIY6HiI6&p<zB64Lv&j?6=T6k9S@2v;f@)r)KXZyYK
z-#a-pUATYls~fBLePcZNlJDW}Z;X~ou@cYAg$%Rih}WI}*ia|EK`}wX@bS52>OSjs
znq6P7d&$afI$K0?%Y~h~m$<j+UTRKl`E<pnY4La6GP7F!oZMfhv~<r2t2O5L-SD-&
zYrSu2z1|O{JHf7Z`U@UhQb^$Cooza0is$bj2ak|UEluYc$t8<5B1IJ>w{|RDuaMR{
zp^@wKg8l9W2R*I+82D)Ibvb%4{RfMV&(fQVYkrlS>@58+H0iMV_rDKUtUlHl=OxqQ
z)0wg<VewDZXVp&<!mmzKy}v@YJbZcIl(@fHFN-r97IQ|_r1I@qQh(U}l3tGIt(7M|
zZ-p1LyBv-ZT~TbR^l7q1=}E?mch_Cp9%*r`ndk1jzh*z#pQjw~n`EW^;atLmkYD}o
zPhZO%cy+-~@1m63o0lrFs{WCYuO_@-<o3njxBCUH?8)o&?_3VNeCy%%T#g#{x5{P*
ztyfOrIlA}EnrmB+wLDpDuDv=*+wAPmw3N^{yRJnZH{1MR2Se}V&aAAoi;6356i+p}
zct$6ZXZ1wA8=@xD7nS5NFia6OUAJPt#Oad(re=EcA3d19@WI2q(-s#dW*id<|8sY1
zuDS&Ovdx<h=={u@x87{MZ7#c&^}*im8=Q(4Oe*$1R6gu>sW5ZbjEd7Mm25ZMp0;80
zW|t#Icdl)}WVG`7zstqbez5MkmAEVZ<Lp{KyI7I=E8ktHb$xV{<D6UTB!@qhR`-1G
zzP@jkwbf^1onYC5=XcxgS3LjNsL4B1w4~-)o6kGG=j-==^eZ{?s9j%oR_3(sH;ppa
zdG<tX+jv*kan~}-sOPuORo%474p7ZhpFU$z^M4WZ<qLmKdt2XOec|Jq0~{|7s?ABw
z^gnzwS~k`<<ci$mb1csPA3cr@)aoh?-1la6$)i3qQH_$4tULGYe!M<(+RrWKhepi)
zqi3D2I7;xCTw(O>={29pqAKK@^gwY-<c<vYyX<Uz0-~Abk@qJ)4HVdv$I~hHPDbp6
zhvR{|fQe#xthe-X4tCXiIKumD`Xj@>LSe@lmz?C5+c6$?xb-&raf<82Ji|keb_vbv
zDVTaUx5c-itCd-lUG1u9Oj(84%Ekt@?7IiK!`?4E%RTdF*QzDzr5@96PR}@QC323t
z?6R}&>C^Krc}~+)4DY=a!0ESC(eFph#RZeR=DRuPto$>rOF2Vo+S%qcb5A%hAFwR#
zbzP*qYmtgr-;@Pgo;*I}ZF0ARYq?37szl_j&9SjID>mx0UtYppUn#Sad-4+fh%HfD
zco-O0U#XbJEg`q_#iFFo;m?oE$(y`GVdnBozV&r#!dCl!Pn9eAeEqOD`(7S7-Nl-l
zo*Z*nIkhY8-OQJ9H_}geZCAQB$CO=%-*>v+i4eC591HJWIQsmhPPD{MCXM+%E$ROK
z0xV(Av>792C0pHi_DN>e!QBbwAJs4Yw`&%5bbb9HP)K4$+TN{dF*6FU8XVWsR}(+A
zRsG8Bji>7ZqOV$HhxPYVy4gr?eY)*%%7&Y>($D59HumQ-xZf+ddC_>zt(RX;ne%*f
zo431ax-{Djt-nVbeXK$^ZQ}4(^Ig8~R`g@9q)4UdQ8wq=z8UOkxUud-KumS-wa}T9
z=jsNr+*kc*wu_Z>i^!A}ySDJI(rb}!5tRu$kbIcK*U_jwRYE`F%~ipW^f$9ETwBK2
za(M}Jmcr3n?@phZ6R`eIOOcFq%aj+7ToZI=YfgV2<n-vm$#_<Q?u2Z9UkCdIy)iqw
zSNTK)90=5i+`J>Awm>0jKI62PC;FD;9@@g;J=xD-fxU(M+Su9J?0*uNc6at^Yd4$p
zga)sjSk`!A2j{Z?e0$si{ZnKjt}PHOv3qkW$l={Xu6Meew-&t0dEKI2{p0Bhu{qVz
zm(GW1hq~}ItX}ZEYM*?%8%ve%oDi*cX_MzMOO8ykHB^{6J8-Gu!3o_D55^w}*8Qv{
z=Up2VB6)t!g@BkY#juGgLVK2V9uQh(vtw<1q^NB{Wa;-TciF}zmoJoXOTK<|;Fd~;
zq|)=s+>)7}R$J`5kjuVS{m7z7i|><P-*t2i)cJn=)T&!nf`K2)e%HLOaP+#WbKL&%
zI<JGB4Jq?xOz7ii7N4OncsJ_b%xBEZ;@zj5{yv(2QABKu!tC6y(QMl#wX%J_#so<n
zxW8$WOx3g_hdA$@uj*d+vEfu?ek*s9CQrKl<n6+32Y>Noo;)=1w8ZxX@%iRGx-SL3
zZz?F*_*#<Zz^xlg(&uJWx$)Q>(KFj}bAs}s<x|-D7u~4Kou}{mF>zbgr!QL;dx=Nw
zSm3vK=ZET_O!ss{Hf|5(65>DYwK@8>22X;nRQk_Zu3NvBT)Z{kK5f(A_u6gNkDqUv
zd~u7wwVnI{dpGQvwyycn7EiM#?ktZlj4wNND~^^dl#&%QkXgBR7Vnt{jNWxqHP3u>
zoauWaF=~Fzc18J5`vSTv`p-<3Imo_|Rr{8J{Cl~F#V5rtm?dwYu>3}tkt|zGU(Xlb
z-m=q5>^f&HvbH9ee_G@jETt|Sp*&-X%t05G&k+~jh45Ir$LZY4UGb;d_?F{SN%t*!
zN;AcLT*UR<v_CLfX2h~PFN}13#6IVS^NGani|n6z_5~z=S)-LX-N#XF>zw40*C*Cq
z^XTM>SRDBOv-{~qMeS^iW`CG;PD@P<f2y}?heW^I$>Vj+4Vf)ADHGjJE-0J3rmAqR
zVa$iMyKHuC@lL*V_GXv0ZdBK5&h-gO^KN)J#|3d(Hz@7*eiM~+x%5V06#G-fdpVh<
zysI?U1YB;M$P$<9o_~<(*eW@ZqN`fTGsS0wC{BFIepThiqLhc(;@*#r*LkwFUbuWg
znD<crGvNiXiL+Y!uPFE4*%>GE<7r}IfY);I>=*YR$h94p+Uyq^t-Qk{|38ype&E^X
z4~*ZbXeHg9xj@Ni(vFD@vx>A|=r8dM%Q7^*xoV5*`sj>>>Pt#)IqnbHrFur@he~Hj
zWNgCiAI)vDx0$x3R-aQTb5Uq}m!P-hVUA14{4SA+d|Nh7EnQS=yW#$ay$`l(pI)`=
zXS}vWSyZX(r3;L4-33!^c?v>oE4EebPZ9Hbyo)RK)IzSgZ-vuuUkSZg@HlYRRjzfj
z4maOe+#9yAxlo}z;>N=R9!?hn?yt<g@Z0p+n~RYW)e}ES-`c*iTthBrE}PtpOMKgw
z@x72@kKXPQU3ype@&_47g-1VUMl$!gh;NkPlu4@SWv#oXVOmjLa&gB6gWBA4UY-ZN
ze6y?d)-!g`_ukh~r=>k($7LPP-1`69u1%P?@X@nxqALqEitfF<V?M{u@AUcJE?&7L
zGk^1_9ZqU#oSo}FYet6emOa}1cGuI_&3#|LzIKyb`{?`BiOvZ<1wzrf_h(#~QfiWY
z+x!=k)aB^NmR@Gdm#;qFc=^=PT2^ZACHASQncs~ip1TB;?6W$Td#3-LWB(qVF7a)z
z|3%$1m~Q-t`;5(uUq8>wTPj|@CbC!P>CYQhGxXK9PjA^W!7yCUqVL)og*3-i!S83T
zJmcu*7$Q+~pigGL-Zks8<r!OB&MeW&dHjO$Q@_0BqaLBd|4#@hYu!7hv8SG)yDPD$
zZj(&e|1<fkU*4Sf>U;&ikOIrv4h6m`XPC|T15OpLN@dcX<#Z<Yvi}~2<|BN50iDdQ
z&i$trcM6D|lrK3YkRdiB;m&<YIpOl~_of2EZx+P<jr{p5;0P<@udgeslarkN&IY{X
zlP!Mv%K2jAy1e#xVOCws&EvoPe(c_KZ+5?o!8|oRn=O21?59M|#|Ot6`(O5(-TidE
zl6LON%FMi7fkp<hn&+YpCmfk_QN!`{wL6WMStAst7gQuof4%mWir{RCjHDW^#kN;x
z1<Om`)DFJ-Z$+2tGL4JhU+)t5aN$)Kb4c$jgSqMt`)@QlPF(SEyZ@gB%Eq@13^`P^
zVx)Rsb`}JfX}Q(<cy~x_l9bEtsnI^$TvQ>ia{Pf#s>8{JNwPP4PcENnZmG~$>ZSHH
z>DCjz2idkSGVd#v|0>kFcZ0pk=DK0EO3Y0m_1KTUtGW0&95(oFxG;0(e+h4q1@T%w
zQVN-Aa_0}&?ew{PF6q%vvplOV{%Hb6LI&qDc4<E5Q8M;mJC|Q>dw-$9+|mP^e_t|q
zCb4Y$rlWpK;ug%fm==ET!xa^$e$zQOIDgsBQM>i0*EI6@i}}VoE)?DW+pZ8RDRAuS
z3qz~BhswOI?zsvs$;`fA`YN)H-ECgXHa;1P7ja7dVX_i!lV)vOuGiBR^=5Y{d(!fP
zJx7}pN@Bk3`ZiC8v#Q%c`tls<1ykp>r`G5^W8d47;1XM}zeeo)S0{Dd>!)^IEk5eW
zw8j14LE%+$DVJw{4zl&JJh*X*^s<0kp0`TbSS6$y*3P=P`rLzs(OZJQta|(4bjXDr
zV)~qy>fc5d8=O;J_E9`OC`Xm2bC*Q0dwKG!q#2fv5+r`i_4;0V_{y>yQny3b{#^Os
zc8pxrC;cp`{<ph*vhL0IxtDGD?oa$t)0OMRDh#sk3tJyzT;3a%JMHy6$@wZ=+k=!h
ztW+zs(~UJaKWFz`hXa=RzUD1g!gfzhc#tq_;mr1P60?o9iykIcneDZ)`@Zk$oDFOt
zchqIIk}UazlMknaKCf#}<9Rd5Ihpft@SPi`9(;DawVFEHE_W%X$=sUX;nHHG^L|%5
z)BVyF+xIQ%Nb5iAm;XD*p?IoT$ee4tjJGEr_ft%oX0%b~)m-gGEKJLyDs*Nt3l`Wl
zr3AlFy<*EZk)`Fk?r~EdVe>GCoZk^2F3n^+o|4YzqrrbhnLXyAy54c=-$xpgF5H}U
zd6R)6*ZvEe%*479w`Pl1JZSh+mVB0({j!jU&7A0&uQfI_-&~QYbW8fV?0eDZ1)cvG
zulrbLKDxZEc0%gy-+nfRLV^7Z*H#;`r+I}N?qZ7%a+X<s%qM46#<g`W6NI+A#rkCU
zezmQ8EhHGV^5nX|r)HhCSUq!J)^_U%hYc2M7PD);D7^W0mQecT^9Om}%~<Ih;c|+p
zfipa&fu-+wI=ARGAy;1o6I;{u>tD&K9{z2t;N^Xq$zZ9>O0!3%Zy8cFBm>_xu3oBk
zP^s8UM}hI^oCQz3-Ud(cT<Im8&LhP<!Sm0HixO<_SN5IURQQ0QHax($`?9v`f(`tk
zRVA$=7j>Q}tiAB$<vFg<P4~0;+jw4E&OK9UwBg=!ahtM7Q`q-9`HAmoayHszd1QOd
zn$EL3|7d>nRcZ5Eq#ZGB@^jCs4@YM6)oeVqaCi8lEi<1lveowyxm%;P;nT8oQM0zo
zcO2t>%4Y9&J}Otd=GKeSIR_3tH)*^Q?S1=Y<VV9?+hX?H>_(GU#ky_JoA=}8!!3`e
z-dQ2>%I>3>)SCZ+vIYH|p*=C1&zE0p5q8~{y{j*`e@T_w+;3vj4^FwFcfmSi!_UUE
z8y0RWzkWp_Az*%T#f1Ck!ghSDejqN>KehI?M@s2IkreyOynP#|z2u%3dHDc?+GkF+
zyZ?NAu3bwMzalc(?Yf>!U-(n2Z_l=RFJumOk4(1<i;^v?nw6#{yW{gFxz*j@uPA&d
zcX-W^EXh7^TI0e$=5CKCN$Fg=*;w4V_V0unx~4bkwmNW&yYD#iL!wiz>_l2(&Yl~4
zZ|p2rP0UNl^><rz{=u>7r9$5iq-+b^?Wgy+YSuoxZ7H_93)}9_n;RJ}owVHen3ntp
zS3eiSBVXgBHl`g3c)jD%rpM0$;=Gla7Da3fS#nuwL8ZaumDf%kzOJL8HsP-4<Ozwc
zO>-s}x34V`XnWb!=N#C4b%l+s4r9`U?hQ8{H(Id#z8&hfti&w5z5B!ozQe612fDh}
zFWl3w_VPpWJoCNXZrplDTw<CJ*WPc;oXO1ma}Lw<%B978Z@Rv;&F)@ydWpae<=9!l
zd8$DQXKrti&V3%ZVJY7>md1%w*Zs&{yEb{RQmPlz_j6~CTV;3E3d+@On`AR%md>+|
z?1*r_))~(^UD^4J)>~($O<;{ZV0X#P;a67pRfm+?*ZNZ`bF^94Jb2ULdQx{cv*aA-
zDCZ5o`V9AfJW#jr<BKTafY8}i_c!EiaQ&&WaC5J6>i%mJB(oPX?k;h%Uc_h3eb#Y(
z4Lke%5_ZPyH`{(Gq%%%33{%>rW^ExEwUdu&>$N-PwcaPZigz5C{PaP>{3jQ#>gA`U
zyxN&@Md{LpB_aK;`#rzd-PO`FFpAnS-A2cnKd<nU#00UOo&4eN{@n7uaH!xx!1jiC
z_GZ(S(o-HCyLQmU_>OOvSQqykL8m($86W>~`r6)px<N5sFRJa0)W@ZXH*TEO3gzn#
zRe$*)haqXAnZk~imkM6l4vH2bD|;KO|8_iUaM66?{6R`JA<$&WHou<ZPO~1}67@Bi
zGVdYNd#^1W#p=e~Gc<zgdYQN1h+#dp<L%4N+O-+cmp**TxSN&n;Fs3nNpB^!m+SMG
z%uah4tEwCSanX*AvD@p`zL?m0y*DUMYVw0;s)4@Z`R%o;y?d%9#5Uwfz9{*zQ*lG^
zZJy;T%6p$IyCHVWroP=%*0}ik{M}NXVggUL`>wbo;~5x}8F{v|)A#nQqao6ZJsdu3
zY+PWuXzh&kEq7aZmhW{)F%dc?%T_S^tlaW<u|gX+t%=X?66m~8d)H&7fV%SS>({(~
z77GYw^Iw;?O=K<q^u_w}whg<?+s(YpnpUoH&u!%{)_ra(EB@>9Vu{X$CWj}Vw9J!f
zit5ULd|>gKy|*kbxX-b<d?8onh>-S?2_XWxGL!BF8W*Mu@Cf!fOP<JUtrj~j*WR}~
zq2uWGeLIS(MLhJcWs3xCmRMaa@+LVmX->7kCFk8j=M@|nH(Y*sS%D==>9G_`>Z2WO
z2NTylZ2fuG%yHSu><ZhjZjD=GL=KC5+24QZUdFp^%pEVQFKFG0IxJM6BfN3(q=_Hf
zSYL(RyYwmM)a*}fvhzX~>U6Q+E_G(q`4XnV*X!0_|Cy^*yrMoxV@I53%!*61|GHg#
z7r?*&oBna#qj_<XVS?Pjeu_IDZq>Z`Wm&0V_T#0+tS?V3@I5hMUFD6t`(F21_9V#W
zs4Dy3Sriif{nsM1<Gr=I0T*^~GOj!ldh^SF|9;bo*2fboB<9Y1u=T}x1+SZRO}o~7
zdlW12L8)Q#KDGzT*Zw^lbE>%{xRPtZ;Zog$?6-|q%w@iEEq3j%cR9yB725Z9xW-+2
zwEt<<{F&<nk8WF1#UK`IJw<Lqk2UkIZMmNx@OJOmcXi?HnWd^N7Dt$t$j9?E^YMLF
zozfj!%CMm-(Sb{^b0eekpBIOw9Ay6_{LU%4TI1)NWv8=R=I12M=w=KKi(BJswqQrO
zdR+WrHs8K|zxS%&aa_A|y|mFnOVJ<q)-RKJ^O*bG#Q8qvhnScb`|Q0m-(}*uN&}_M
z**h=%KIUeuGb2Ud=-wL=zIkekT!ZtU2Jh`)Ouu!9@q*o*Rnj#xKe^nHND&Av?8so1
zwg26l)8oab8Sq1{@7f)Kxs2Igtqj*%g{E##R51N$bGCJodFRSg6}HDq!%Z~qOxUw)
zb<e}4+eJ)M=UZsre0NscOQ+gJ+g0hq!MLv0SNlbl80x*sVwiTUI-2Du=c}fSO@?(g
z?m7qGnZ3y8xiMptyyeDyF;7!-CVnYM(z5JfPw#riZ#6~v^Cyqydy&qK-&rSR{ag5D
zn@kSRm$22fo-xnOL}qsgOQ(Oj5~U;QvGYPy%pxnX{U<^>zC25i&*ZGLTl~{bwq(|U
zRp#s8Xw18DMeF-y{s^Bg-K&ocgKgOl{k<Z#!fQun@3BYbFTz;mqE<27mbrXp%H3H<
z-YzX%&9vjrOSh?MB3t&?%6na&wA-97dT-=~r5?6iuE)7PebMVPdwOijJhR_H%XT+^
z|DHT$b>H9L8kc*YEflZRwv}yuAF!@GFj!DeL_BwWqOA7A!mZ0c_RaoxP5w<%oB!W~
zlG{IAn}6<Z_rBkc>vsRsx#HQ<yv=0|*Po7c%kBt$jNJFK)=0GR_@<P$txp?_%%8Y*
zKCI-PSzHjqwto6if9^9Ynym%nuU>IjRnq1;Y3^^WFFl1<Zqz-R{fhC|H?O1%e~KKg
zPdO>7V<0lyQ0&=^sz_0(xmC4?D>gp+Rke8HHC5@GUtIh5EM|EmYk5S;d~wXuf{U8g
z?U#k#&-jykOgR6h#`<XIWx}?c3|1xws&e@@dL6B_nZf32)F&BpU+m3ZrpynwJ{n8?
z6qC8_mDP1@hy9zL&<BD&3)$H&{Em}Ny4Y>7E{K_5aN+y1HRZ~Y=TE;XZwo#9{`!lH
z9TJxBtb2IBOcl=ls5ws|Wmaywv7nJhaKB)gu&Tz7=FCzHA%XRiPShU~npeU9HS5nY
zCAOs6y@B)QW$4`8$x&$3)B16rLwjwF<xG<!!8^aGEm6u$aSS`Zhw;ymP;U>`w3g)m
zGF8mim<rt2?vi4A;MMN(U%Y?Li>1LgZR~QUn72n{C>&iaaw+ziVv7A%rO)N1MvFA{
z`7?qy@?V*H`_|Nk+lklw*BYmMa#=XtN!VRbG^tIXna8-O!8N9`g*W28ukmvAd15h&
zT!9yEwauDz)Gf$uj-15h5)n>uan4FTsfN(>bsd81TD*SjFRWN$e|2$>&4QiYB1^W#
zsqk3pm^|1}z?{8>dDGs#CLh8S&L8n^2wB$VcRZ_8<I7};xf~Z4K3ll8a^ZorH(jE>
z`DGE#yY}wPkbZS$W0Allt;>fe%Aato-4Ukop-^h|f!E#F;%l{L87vA;)!7;x9A)?E
znAerF+)E5qWB)BFVht*3sM@l(hjm5uovyoAm&t#O=&x&;@s#z--XAg|$-DfHRF~*o
zmo>fNu<BN1?~N1fe9`aug3Z3)ymmzDm8|Nlm#1!AyT4)Ew3t#>^C<T?6Z5F+4@<)R
zBO|SL+e-iZk(6;IQvO#Bhxq#-jb^?>v71<&zI{^MRh*_TU+_AuT<P;Cf&2d=H}SCE
zvs-wgU1aat6&ejEqYTzoq%3i5aTJ+dRwhz?*mSnB(8hEhlkXR|q`16!vCv;(={;WK
zZ&Q=l-|1iJtKY-3w$-ZI>wBR>>sOxCuV<!iKa|-$<z{l<k;Rv9m0e7CnO#+>_#xh6
z^@P^}{I??**Q{G{C~fw_{4+jP(Z@HqZHs)f%eud>U~zUpXRFY?4LgMX+SkQo_};u2
zlM(sRbZYmK&Fl4f7Ckh48+?pamhY<F(g=MKi9EZL;kJC6#Wa1L@5<~8n0<JioVjp$
z_qxh8f6n9^NB*p=U;jq~tfIDNUgE1YkM=2h{obc&l=xgk{8#Q9*PLSyH?(;7%sR)}
zJzr;uZMoHk!){r-#CLC8r+H06X|dgx7mZ3ehu!S_qRqekTJ$%3{TILV*H@2m&A)b7
zyM5Vu(}d=|1;2MDndaubSjxA*J?ujI<U96j!?=Z1g5P($b!8t7n{;}~#opZT&&TX6
z7<}4`R&3fdt*W+{`&Gv3Cj$CQ64$41EJ|McUeWB0RKUFzjIBvmj!p}6mK4`bQ4Za7
zuXffa#n2MP{ymMemASqy=a{**e$kV>sfjy+G$J%r=XuAc6v<W#^v!tK*4;dF#?+$P
z=ns#U_Fi}E+L`}rM(f8}hRSy~ite3K%k(WE_)X9y@w*SUzHrVLuvzfxq{Orr&q8$D
zZ=d2w2tDX5vRd%Rnu`rO9U71BzI%AK$gs?U<(^Laalf?>ydLgKj#{>7$9=`8Ge1q!
zJ3Omo^}Gjch7->4uzfHz|Jt_fn*Arn3(rn`FZ7d)JL&n`Dx#vibgSWsWq;2^nabJT
zzH{hl+ZQd*!^~0rI_LPR1y}3F%RdUdQmCPPamOm}t*_d0RC+lS5<~ac`f!|+>(1FU
z-Sh91J<1C%^4Z0yTEG7tkYu_)u_I!-u~%CXkB(9@$31_B?S<c${|qkR&)LG?a4kA{
zEsNFRyE;1rY<?}Mo%d|%_o>Rx$BwMLw0yPf%<0QKGo$V+<!o&1*Jq7kl`sD`!*-HU
zYn}2n#XAyrkAExQ(snGo$fnK9YJKT`?@vj~UG*|&n}=0w;hmqiV(x@B&c7$OU0IoU
zBbEQwG&32dqFHm_dcVzU47pO4lN0{yW2fpVH9NO7Rd3b#W=E{+w|1Lc{iCyK+uX{w
z1yPpu^L^rXb>{fIJ`^q;l~g`qiJ@F-X#jIR`|^?n&qNO;X|ETU_PTrVHp6Q_KhETQ
z;`5BP`*gL?z6Wz274V5R&X{KXwC>uGzY|&4w0`?D&-c3Cq!_s?$>A&Q?QgW*G-D9r
zTzL93qaWXlzb?HT3syW_dOL`tqiptKw?(fn28wyrIzAF=*19H<BiFKZ-DW8n?UVar
znIl{F#eU%M`?)aC_WH%%4_$Zu-qsD{Tl_Lf<?Omh)4XI2XIm?8j%xGABJZu#y087K
zJhPznV~(Vzh;f6)O|~WbuGf_;-ta+;;f`E<pD>@obzY6mkgop<FO^S~%@FYjF?3sM
z_2kPnzs)>5BDNa7l{@FL>zw;D2CKN(MLsX}EZFA1XW-V;$^Oi@UZFkp{`TWykNZ|n
zs>w)IwBAs}z`a`MK$BMYik)Xx-+ODY{#b7L&*1F!b~_qQ9gA@|nkW{)XykSGaFgtz
zn7bB_9-WzYE+kxOqxgT%8MWvCelBJYGJ6)gp;`BM#zotAmsj4|9e-%a&v!Lb7fsv!
zd)p_2cJ75bN7w`S$_}Y>TOXY4`nSdJMq8@Nng=JJCq8)a;N!x=rbC_l*Vo+tVS2ky
zXxDtHvv&@3rR6y|?_Bw)ky-w~Z-vr|s$>z}!=2x%re<wvexz2?AbP3f0#{a?fOO0T
zNg4kX35I*scOB0jS$#34Q(V!);hl0d*Y^pf4TX;!W{b1mYP=aDFsEO=Z1>NNzMH!a
zJT<(h<#cIY6XR^&Z`Gd@{>Ld#bNc?c^U1Nxf3tstDm*xNMl^4^hee96$N{(FZ2zaZ
zad~ea*519k)^^XP-@jNyGlDg>e=lEW`@B3-|GlM7@c9SVWP%;CmaUC4XL9n@Pb+wF
zdU0HG^%N`V@J-wIm6qk&)IZ#6wyyAb-N(o$1y_F;2r$mMXPF{faBWv}oGxqj@9>O?
z{-S3&YZ%0?wE90<E}>#}I3U>Mz=U+yijI|GufFkU`FcMpa!abIni#-y%9771PTrbx
z;gu~6mmj<Asu$vtQxdqvnG@e|Gl@Ow+6?z;Ut}+-c`g5?Td#X#cd<KDq3rLQ>X**D
zojhf5Y5{u)7yqN9M;6PRUv^SEv;W7+I_^`}{Zk4n-!76nrr4X{lg`0#>F>X@-g`PE
zraMfPj@WbO!n38$X8PtYk4}mG`%pDs?#k;Jas7{rrZzJuWNwVxV*Fn8nrO0~yx4W+
zrxuctGfwtJT1?^oDE{Kg?IRs$_pM%bz`WvMh1a`;6`YE13a8cx9?h-z`m652lh<*d
zw#v2l%1*Oc!RcZ)OFC9iX?1#LV{2r04G-5^`BdI~`&#$;@7`O>PkfOt@$SlXv8$r#
z2N;&FD)-*H>yjT|Rp(~s&^eozR^}9j8Rq)UsXp}3&28H=uLRLGSJ$mxu<*dDs>*M>
zu1jANGj%SI;XJ-uU!$z}a3JGXefjq4H(@XQ1)3VKh<#9+Fw>B6$)l|mPPXoO(>t0Q
zU!Q0^xc$n5(gRm}+}2K!`&lXy%w)=(?W!Mm=x2Qo<HnTomTlYYa;tCWZM?NO#Z-Uo
zs%Y&D{k8nkjFvx4E+^_I)v|hj-+rS_e>am?$MJJn#TSk!r_E0DbK9JGNAv5Nm&cDg
z9Jctf^3_|3B3m2ZjIf={^51Xj6T2k+>~RPC-H+?0yZhHLP2c?TO)3Yokia6XD(<2$
zhaR|CrE0yKbU}A&f^)>;)@{M}4~sS*6E6*Zf9M5gtV8Ypo{dhYE^>rh2qvG2{<uCs
z<wyMcNvHmsJ-Yq9)pFgd-HubN=QncLN!;q*r@`$PIJIPtlTC?sI;#}_`Wg?R?HX-c
zqj!0+-D}u<C{!+E*2x`icP@xZSar0%=PNbNyx1{=Z$a<#e~+~qe^@W&cDMM%dq#wx
znfLCkXJ1?6E{SaZxh0vQ@w(OF(qAi&%XxiO@VC71;$io}AIo+<7GOBMtKi+7SqHSQ
zfBSS#V%DkV&s!q%D<3Vi*?qS#aTbSZ<(A{q&-m|o)A4z4rY-A6!#6gGhgzo2O)>Dx
ze0_PBK7V&jp|zS}VP;VE(N*DlS!_*?btl<oaJpFDH~4v6SlempY{$fkbq`d%_nz|D
znIv<jYO%+a!^%%emQ_7md}V=V_p=WRuEigh{u4Cg*hg0;##?{lu0GfuGk=z8#mDxz
z8>h}ZePhI2xcF$5;Z5VT##yQy#u;}~e@=OEMLId#EH77pee(D2RQ5jqWrtsKcJlh~
zT`E|vxj@hEu;WVE=^VOe&b4g%xld)!VvnM&H_qNm;QU<u;lmf6-Hy!q^YkLO-#*E=
z`0ttnzuCXevzL$eUp+Th?5*3xoSSKE0o4zzR2#MYER?^WnD_Tc>6wpBCh4mTf8IT)
z&;M9ry<doR^wG7A{u@rT+vc@;cYN@&JaF&LJ^m+>4<w@*+fVG;$9XCHAY-)eLMhW5
z!U{L$^UtbM_1flQ8$ZV_|D;3RI(7drwrd%C7ID1a@kZTxs>7AtN-Y}iCtP3Eb<eTU
z{ps(#Y4f%mKU`b6byfMC!w(s2?wnk__7L;cs(HJfh`rr0YZGfkY@|!z{A#Ngch+2e
zzIB=GgljGP52-$rof^0&Ksu++zAJYBn+<VaZe8z}mpkj3|EDrGqpRxll=bS<-W`2<
zsBGK))~rhk>%{l(=f9)x8E(rSt$Rtv#Z~#<+^f|_aprdfwPeclCYo|ubjjX~$+f!C
zUiigL-2M0M@24i#gg-fObw&U8oy#u^Dw@5uoI87d)iy256Mb2g9nW`qg}vLO`1-(_
ze{Re(%<uK|HJ)jh_bYY_U+HA_IZw<~cRP4b$QED0a=hk$mDuk4C&G=k#>}qD?OMjK
z<k7-yvE@c~a`<Z59UM$jFW2_^*qzBg>lPJVmu=c#ayR}{&4<{-ZDHP1BAz;n-0VwP
zdp}!Z$`?tE)&Cg0R35l($nIGCQT$Zgy4??C)&5+n<eVQQUv$Xg!v4o=cmCen#k*dt
z`bf8*e7ULCbn|Zql{5Z|t(q@qbLMna<Cn83Gde!UuB-Uc_3-$1!&!GOT$_39YrlZ)
zrW4xMcFku3xw^At)!I(-saj^}mf9Gbu8u#jj&1HyKFQL?>W|lx${#3;uv;cw{F3w9
zbW-ofIpr@irnS_2yB~fXHh<soz`pNQV$&`!T7DvW^WB6yA0E6t*)nmeafylXwucO_
zY$wTl=`1NUFz%V+9>o-Nl}~%?gQuyY{3@|ba}>|-I<SZBx%bJa$oSCvWzptavyG(B
zZM6;vZZ67`bBPO-sG9oZN@=ch<^6xFEWOya)mq+TOFi0GwetPCLnlvVol@0YeNjB!
z{`-+~fx}zh?XZrxwEB*mLzkUJ_?NeC3OlP^gfFM*sHwc}bzkt9*VlwAv|!S?8@*5V
z{!hEGwwr&4y0!L-Y^L+aGus(w)h+dmWP91*d-c_?i9bxLH0M_qa-aO|7bUB8l&k2@
zp;JDa)nB}w6}fE2%h}6vU(H>yLieTWUa^}YNsGnqEfqPNp=9Qhyl#Pn)&*<H#rIUI
zCtO*UKWkrxm8r9T=KGgi)4qPQyL<6r-TH4Ld#ByoxAl17br<#Ti~RoW%u8aP?Y-#a
zsq2rNK2Q2CTJa<=b@$P=M)kYyN5?a9zBKzeF)T$~=~tvd#pN@%bqp?4GyJf5X?nwa
zhV%956E_?_xW=_1DO;_Wo9kV!s>P2>qIa7Z)-IL|T;=gnjAQ8>lS;16O|L|^w9QRU
zdijmZ>_u(U*U~t<gF3$U;fp8OIlg3znw_y>xlP#YC4aZ(ELX^!ec^J7pW{^<-G?3?
z_kP9eoPF<iuyOCt{cKN<U3(#W<=BrO%+eO;4z%^DZ&;W*ulm;M9{XGiKZehb9=&B^
zSZ%m|XX54k#@?5%ZkU+-Pydb4KiM5RpMnn?-d(FI{w=YlTYQ&A`QjsOYZvZT;+MPp
ze_rH_?D}6HXWJh;KL7u7_ct@$)jx(D*j3OZvHjD7*0R}K{y#sy|3v-&zsfd;m=|)V
zJZL>0|L^hf{eSO1-p}&B=9R^%U)@6A*Z0r2-_ZS|p~v1OLH_@*<HvdbJUxGDQG*z(
z&CCg_vZR(pCq134<`r81YpPkwwP}^>UpufU+fG=i7F+eeer4$Y!Yt^<p?#b;L%9Ec
zQrG0ss$cJTuJdr)BilcpJ|E9NZ2#}@<LUqZFxtj(uj8DQwExfV$J-zBADMVyTJY+-
z4<ba5ojqUrgg3qQ;E%Y+ZOw;jEd6vIxb9we>BdsqrMIVtwk;}f$typz|I(!QzdpwX
z?|YZl(NZ{P#mP-I;gXfP4C_L6c>MpYf9mHK-si>7s>OF~zY(!tYvXT=yk`$GT=bVO
z%)FX=zIKl}r@q*c?U!tVj4nUVyK7n({DZ$cnRmVUU#XY%m)ah1lpot0y1McI4ylNv
z|ND2}tq$PUoAAe`N_VPQYU{7pNB_6|JMrj;YyF2ef35dVlrgvzuPXa^deJ_s{zCo7
zu?7<qXP?geI_b{#b2ZHObq>xouHS2&T)Mn7dBUyu_kCjLYGNW}ChD&~Q~Ae>d-<Uq
z2}OOMv_p@%D)+Rl-S&UK;bhAo{y(OI!t+e+KPxX^9vl2;Y1$F(yL0C6zpXSk%|rSA
z7bUa3-n`y!zW%PZZ{|Hd%XZ{uEAQI7dur4-l_VUQs+4r?POJ61&_lKj+iM<faq!ON
z500B<s1o_=lkF<uZ{flZZ}=F$jQ#V_+I3p<SJnC>S3>`_q{Qk~b$^uH7VubTVV5_@
zak=LKzXaFmby>{M-!h%KvOw~r|8HT@%O_s%ch#Je<rP^!(RIPOHyx(0b@OlAD=BFk
z{BNk{+jw;2$CSmr(OgH9yuRkI_;*|E`o0wTpFJ=0U!M9dv)QwOn?0@6>fi5mXI!;z
za9`U!=}WBY{qm>QZqvTD%N4q=d3^o-zO^Yezo)-{`cz*0c$8F)&inA_u>U9jDX68$
z9$%8k)pNDw&F41ttM#>K_NAZwewQ=*P?x+>(!Zh;TuR5Q&xFmM9Cv=>hx>m&Z|@1*
z=y1;c;o=Lw`S<^S$N&Gg;O9-(3&cKzTW=~6J;(YW@2+uNVcqxX?{|J$t8!m>rDfmL
zU;D!h?(;v14>Y(h^!u;ajVATpeSx;N{rMHwx_*2A`=<Z&_WnP0FN-V0{_}s-)jyA8
zlObq#U_R)AL_-r}Bc#&+3=QC?1lZW{a>33t4@gW0-)b0;Sd^MqqF`tMJqCbN-#0ZS
zGZAtV9B7xQrI~?(sfhvjKy>|}{F1~H=<RJmsm0){3gDM{xmJ|82ZQCo7IAXwyBjEg
zEC=m52Js9PV3u%#HZgKS_QOK&0^`(oGf)8SGKQ*lGgL4H*$?9yDS(g8hjEQTxA;L1
zl;_lUGf}VvZ59X1Ld^ypo*$fAQmhcIpdaAkrl22^T2Z2)@0pvJp6UdpouRZR*n41&
z`p)@zC8>EO#h}aXAg7{%#8aUcOBx!0+z1Y6urKuq-9%|<0CE^k4b-}e($E03;T_o;
z_-1*+w^14zfVK|@fdfI`m5lo+4Z){~fkGeU95U2^1KB~80|&`|c|&;m(<gDm{K&eM
z5)w{GG3z)Y@1=y~0i<9cu%8=ze;wu?{E4tV_@j4Il6E(xAvi$6;g5PdCHPKBusEc|
zCg~JSL+~{hppp%I=ZYc96_lXcD?!x(Oxjez5PYj4jBlo3Xb38nVSIB1L-4&CFutRL
zp&{&04o>}aBLze7O-WE`GX+EN6+%$1qk<v)l0{DabQc9f@ST8ASyu%^@JSj_uA73P
z5zJ+vQka|rHVqUYS6!MxX&B!TiSMGIpYE!lpANrb1*Ql_gD+Sy1Q}syj-=0!!W&l1
zEI@}No0&qYEYR&qE~&-IMUcyc4UIrmE+`~OKXH@b6)T2Duoy+D>NxcgH(jFLu>xv8
zf$Ba`YX)-I73kO!3k7pCBk<vxX5iBxL9&n=RzL@Cf{rl(iD0>31(G6>(ldc_27F}~
zMmaMyj^8u{J09#;LzD{|!PyWj4$0Hd^TiB}pxFtO=3$3qU~e#kRf0`004o494Z&B+
zf|(F=352aND2_0~b`T%JX$W>P*n=pia6-y0usCrZ2Oax{;c?oYqi6`e%ns~E<bxC;
zMJ!mDIH!YpN|;U`97ib{f-k=Vdj{n!MM%8?7AMY=(0&(kKB$;u+qawdhymnYOO}ZG
z>Uk{f+BLtoKR@89Wj8_SV22BHc|n_^(E^Lslr5?MPi&gz*R|!fllZPZ8PgIz*DVx@
zSe=l2REy~?pP00TNA+zB&&_u?-sfMn)tgU9-rw}PbM>hu`n50k<*gOAf%6nB2f{l~
z#vo^bePL*TbnZK(76gkE=R0UW65V%$;$ja&a6c978Pq5Q*X>|&;yekhzcD?@Y{<bn
zsP6VKMBMp>av~<A{X&A5q4hSZmqX8bb2S+7uw1D1o5(GaGb{eR@*}7B`%AT&-l~1(
za88=Fr_e%t`>|Wit>3)_Z`@mQcf$4AOS_tyEQ6B*u8Nz<{NfV!EfTpTwu`f)fB&)b
zlliI`{AbI#;7Fk$CxBgSft*0WEibSzB<^7KjWM(_fb3#O9Z!>s9t^?uf!%?8P#&Zu
z2o{Dok5IJ*YK~wOfwa2o!4Pqa7xJNxkoGDGj>b~8SIlvp06Y3wN!)?yIs5aOt6nYI
z`+pnfl$WRcRm|AT1C-5IE%Py(<Io>>=kb@|3u!N^Gg;3!-<k32OM@koROm*(@Rz}6
z$L2-6i&SXexQd<gR{xgIlB;hTuG}u&TfQgjzPR2Ap>WSLab{nxRWMv?muBTyt{byf
zaZ0Bs^O4L(g-aD*dIPVXi+GzZa8EIuv0qsB|L5g7AGFSYV%_k`ZWoSJ2J#Eo>xO1V
zU?mU^xXlh`5*3f&yRI<eF?7(~fME!BDA->pS71OI>R@q*e~}L2gIrw!IdzZV6{(<c
zO&llak$VRQq@9oCHUfDHe18{4T*OX1orgI3lO>{Xwa2ujCtyc^GAFaIL^}F&*Wo+H
zXBcvC6|bJk{_A1SiwlPrY$>sreU!6ByU$BFt^s=VXS5UZowb{fue{o<7|QBk?_BmR
zul26yENwf%U++|`mb%}lHIMDsee{<6oPg?tCF>j?325#8_HFHafs8}n*78(7y<VH}
zPbPk~t47e7V)H{Db8_`Be64Z`G7NJr-Fby&>!0b`#)Yy+)|MYU**tk;(^W@tPx*=~
z=Od>F&fjFmc6PH~|H^M+OLtt~6JO7#cFyRk%c>rBeM#G#471~WkG1XG#Jh_VUwyff
zdB<YKr5`_dvvZa_`o+5Ee7hAmontf!z~KfCW|Xr(4biXqBIWQ;LlaOtgOc$~@U>Ln
z9%M*mL8=0{ABlQ_F2oM7!y#!Gw*v>uc%})oMZrnxcqaM*phgA?MrM#xKg|`Q70gV`
z6=Fdb!$vC@8-SRmpaVe7z~eEX4w9)Q=u}WM3(%>c;9+V|Ki5(L+tHsOG4#VfO-(^9
zb`y-_Kh41>jGBVaAw|2O!Vv6Lq{x8{Ne-VAKMlc26v>N($|p0#WCkn~R?LZ=bT_NT
zK%n*gXOZHadn5jI@8VX<*{)l0Q9kQ8L!MC{vuWFmy&v968((u`=8`vlex@*~Bu`Fi
zt&B^4nTW2{i>cGZmVZoRJ;b`+YqJXL%9d!&Jx4D{id7a``}4KCeOF$s)$rnOxO#f}
zjk!-M4qA)tjp_`0sr|<8{MzT=($1Lkt&lykW}Rcw`?>S1KVRbI2%PX%`sM3WXRFu$
zeEnkvualI;LX)H^7Bl@8y!|2?Df&Cu`Rfz^vjL~;zcR1X+xz2H&Wm$3<uc0)_Xf;j
zf24VF<_igp#pmW&ZJyM@{>Ua^BFicN##56zVooKW*z9+%zBp&2@FowB*%O7AYyNTg
z_Szup;gjeKBL6%pHBt)w7r!hnnl%08tcEnb(~)|GxA*Lbd_7$*&nl<-=H^Q~{_>=m
zbZ1r8F_^DdppT;@1BEa+LX1Jj#KJp0;Cqn4;*f%ZP()#EoL#NGyH00!?z6vDUHkYZ
zZ2MQwpxp5G2IQR2sW+Mzls8zs=jXAXB(!o>oZas?328F(x!->+o$3;(;u<vN)yz*%
z{@XJB{r=tmd%Et!k3Zi&wzvP_&8cV;wCdr<>Gi*VOy6JqhyCGC$>68o-^71$s(G-#
z{@-Kge;=pY*Z+Cd|M27U|BuR&q#j-rHvhc5zkbpGf1jJBd=1Z}znfaub>5=bv)^RC
z>9)XIH<Q=tK0Q~v^!XC?v={xC<`quy`R`@;J^lU8hDqrhj~f+j=Uq_<EMaoHnP30w
z$5nZUJI4M}87KPZ|8seqFzv+uzhB-yzTVPaU-9S5d&p6rLHb`#@3(s~-RQ^kZ!#|a
zIl2D>zE1tY!*X8c?bK8Izoh3XpPjgWv2NvJ8+WC1S2osj%&b3gJ}4;d-3#uQtM!&`
zbNOr*ea8NN(EmrRpKixnb*<m!ap_XUxl7S6KR%Dvs{he+V}0d6(XH{tuU6abOY->Z
zzSQiTQF@oX{ku;`cVz$e;@kJ<;pxDduWmo@Rxk4UxvE>A^<nq4eM?rl{d@S`ex;<x
z-X-a;UJ9o39<kk|ks|uZ`1#D+%B)ENt2fI$OX!hH3VZBY|LxwVHT`!(x=QVmWwZE#
z)Zg~M{dgv~%hp1`n8UC={cPd6j|!Sih04399h=PNpd5SSb(88gxu0$4IX_1x{5fHE
zalf#SuV(PYpE?`c3~Ya$G?{SfaLUi+GdH;`X5)(FSCrGZ82I&TF~|D;|9=(dPE5Ge
zY!doq6^~At66l~$KQ_||KZ>p!vn{+C5Tv_lyTeNLc6NhF;uEGH&wLk@a--C&<FBLR
zBCV;GZOo}0g%>z>)td$1H$Jgh(#lPkZ^MNv!K=6QojG^8fsLc>ifL1C^Te=eJexKg
zQAu6EF5Px*Ya{RWwzBq;uti&Lm7ZgKcIoL!)>8se`4UYB*V|eu%lfiN9hp)VoyTIv
z*tuM}X+vb}Zk6jyldFVdX7(;&+}vzBnSG-FJ-rW;)%W)Iu>ILAa9b~D$<*tAWfx9L
zJ-_3)@#XuK5rNP4-}~s*eeR>h0WmgjvEGf(O!?U^G2C_0ne!}O{YB}6<&zAUCwrNg
zzx|TaEWy3@S8j{M$^DHPY@uDe;!+_#Iv3=mbuM1f(X5aRu$7oQX^FnjL>>RU3BS4?
z|9jK@@b+Z}=PBtIBPVUF76|cN+;x*7j@`#5D{=37TfrHp*rsYRADmH9|LyC;W3Oiw
z_-r|MuTbo5*dx1xHkLW6E7#^<GT^NEvf+z)QA3!4A9vN;GY{h2`dTkWI7zu)To<gf
z&G1!#*t~63`}Hb3C&<mbc(F<9-keqciYKQl%+g!({dARn%uN?DONWn@UY;{cO(t%g
z`bDfcW$)b-ffK$a{7%8YgIM^}<xbkTJFV($bg}PiWKBpk>f&81IdjIu-hC2lTfZ#%
zasBn?#80*QY`RrTPPX!GX6~6JnQ36v_;2Q9lL=9$XX*;REO^Ot%}zR6Nr)vW_*z=#
z+}Eu)uP3QWpEy4)E}Lcb;f%r~-wJ}*CRhlk?lKA!Vt<`;@v^aVREC)H8IKs73=?Ia
zi^f|cqOK}lpOnITuAuqBnl*}>Z-i`1f11!b`DC+r%kdlBcVv$9EZ943rL2~@!rOpd
zxBSZ(-giD)_~z$9smsbUR~?t$>YZd~wbjFU{hL)O6VATtJG}6??Fr?-H<N<DFWw}m
zn=~!z$u?fm%Pw|nw>_MHEU4&%mD`$R*E;o$vDYL&Xn4i0k2RTcVMU0*DIZZ0C&|g~
zOM49`ecAL;{PE`Sw?*40Jt+Iy`f0~yR@qgDW-vbJ<q<6IPtSXCxlz6Of?R4Y^Q_%m
z9v#)X@n1G_F1$J2wC94)EA7n@C9WMRd$I#BpX9DBn*3U^%VwL%xvr}fGA|tWJ$zzi
zuqN2BMW4}V)#@W|Ck0<t`u90C{%N$74!-G{moY0@<T%rk=S_7yBA<-cew?0uGPlK`
zaoHSk^KT9(&AC)rr0rj{&wTNLc}5VEbNGhUw<QEmyDThiJj8HGDj?y5_YbFeKB5-S
zIVL+LyjU}V#Z4$@25ZCGMfWFfVB48s9lEf~(}QE`9^+>Ut)aGS-L&`n$xZj;%uH{3
z`6krXI-uWg(f5{vA)8n==f@deX^?y<o3o?aQ%-l!Ar*ePbxRKlW><zSY_JqCv2kBf
zy-sY^G35^mOuUOOD|CI{dSV&NCda87>+b0*8$9XQc<{-}(!PZgKDp*KPH77FlAC*&
zznE*z4Cx~x$7U7Jyu-Eg{!a7!FAZUnw$+%nDsIkOQdj8M5G=Bx;F0H2Hcr)Mk)t8%
zv(DKpT43@=t0X|fM|;w?yHTBcyA$;n`&Z67pf*Lo+;QrnnK83$kBNj!Hzlw2^^UMT
zv$`n2>V%?4XxRI99=*f@CJuc;2G!VyQ+p%U1l?YrTlf2z><$jg=WR~s)V4h@J*fHZ
z3dcgFFK*#)b_Fjm=U%*+PfXC+b<rsqE&gvM%F^mgPouxRSmb;w;Lnr!&AA<OdBI10
zdU7U<-Fp3I#_|_GuCH9H*rm39qSz#d0_$r#m~H=?y<vKDy>Yif`z|emSg~#KTl>~B
zP7^UxPjRxim6~qdB|l5%SJD)z#;K+jPWLlCwg?D%rv)`XIWQ|%v-m?yC3E)F2nJWT
zFWWf{-YmG5aAE4nlg}3Z67zWDY8n<V9`NGP%<lyc(r-IQ@n)3vik*Jk8}H1?o$N8A
z(}#P;hu%cK!ez(fd(NNyYk7w^xzg^8ob$<hN*99T6uyhzWbAmu!g=wEQH_v<LR7}&
zDu1{3h3q%kPTNecYpk5Lpntb@*)EwEnYTBTKfLg2kAbtt4E5(Nn;bt+-tgh5ieS@;
zRK;^2XKhIk^)d8jbH3s6H1T4_(Z|zHa~3`Gl6?4J-9&DwwZR(}F60(=IOi<ICsM?1
zdWeOGdv`|PiK9YAYdN_%t0zx=7CB?`ONWD}_GlW*s9CT7F!!OMq+Fwqw3F<DsWl#P
z=iOEtXPy@E360ZJi=3<H&G)c#-h_;bOZ$taE}uNB!&1r8cdB7g`IYNWwuY&9USaEO
z-&Xi(e##A2ztdkVxOH5AZrataXL!By)sK)}<}weidpDfXj&t5|JX_ar?%qEx?_y6n
z>qcuns-Ae|GRL-VnQbS7FXw*n&bj<xXVE$K#>5o1mE9IsIV7sO_8xbR|13Li!U~mt
zMf|H1yH3w2ZG4uqNx(yx)9HAH)3d(TW+}Z_U1uZ8cS}EU0U!1$VXA6zPK}$(eJj_s
z6$$>ivo{?$D0ShG9bZ@<C%-$-8#7b3L({e$Woe%M)Wx*bT{zD3%BM^ET<v^s0{--#
z+Tv`#GVr@y&BRmLA<fD%wq>)vxAJ*@H2hxHeJ^FtMyoG%u3-wR=Pcj3Hqf;~K6H}U
zKOvi^a;x2LJUJ}LuNB0So1t?rD4fSHJh*(ql?iV>UEOrP&oVjZf8qr58o}M_k9a4A
zmAk46*za*{pRKajrmy9>0ORTt{Fw{~U&dvG_ReWeVvJOfa+BNDX>en6^q1Pz%lO@z
zwru!t*fZT`)5*rk^NiWmTT|-#ghHQ2XK>8nJQ~t^SaSI`?nARhoh{Vo7Hmqa)w-AF
z65yBNu&654!-J`9!AvEVxl>lzr7ir}cTM%G$7CV4(l`rk)$^C;sBBx#WA=4#%%Y1A
zmwa8-q2HgZt<u>dcBIXBQT!}P#!lC{)0%I{aP%EZcMYkv@zN8yX5zQkwRd*Tx8s{X
z-YP!DC39|5#j}S~&o>{rrnh9>miaFm{iSDJ`>{oF;l{E~w{O26?6s<1E!`Y*t6;JC
zPQ@L)dY@Q!zAW&$D6G57+E~VD_34$Tqw|a;#iAzvS@fazV#sE;`PqRdZY0guO0rf`
zow7DypUV<H`wlk0eFc%4ua5Z%EM#q*xooF(>!jX`GU3ubTk<|%V6r)KNbV4y&8bhP
zKWemhNj?$@O%&*#rjp?hReF5!BrBCYTV&kte9V}>+*>hTX?=ys2S3I4ud?>M(V6gQ
z*6+I?r?i)!V75w7D6=``96fRJ218}mEph^U(}FI(s$$o9nsILX8wYV8$r`rB?E9SE
zCN(Qa*V^ql<MHLv;g3Q+&$fNv|L5{sPG`HvH#fP*8f5)AX~TY7VB)`(o7&ZTGCK61
zl^m>j_he;;%hn&)Ra2wBWs7V$^>0o-__R;EX7FjBe&0Z+eO}ydR$iiY+QgMN;r7O>
z&k`mz&b;#1)F<q-o7vnOlU^BnUvW8gp5NfZ$(u_>I974(wK?)T^|YwXgM*$%o>>!`
zJ)X6cKYVnmWQm@Co<Qu;-<$Q@G>@zdop;XWC8Mlxys$wOhm~0vXOE?8RD4In&8n$k
znjR|~Yg(J09c|?3Sh3O6AtG0{>P*1%bB`}cRz^QemcMXto2mQX<@aWWZtFbW{OZPP
zyKjs$FUuY(f5ZH#rzC04ea|CnHpcz1b!Yx-mf(EI!0B<$WnsPRF|%JE7t56WzMS!z
zgkniv_ZNoJ?kgL5Lgwx8<oL4hNY3T&2d*vCUwcW!#*x#;@`?G^l6OC*)zyDETHr5Q
zY2U`I&&zV{!iLDhlZ<ZeR}l~jo#k;#;aSG+i9KsL1kOesxfDKOv(qVumehhh#}k|;
zr2Gl!v9fhJdeE$vMNDt$&CNN<R!>~o>p40<p4^)+Q+n6pf_G<gpytF7u@bZUNp&uK
zWwE)DpImZxTC=4FRrRc1`uj42yYhw~=VU58{<ryF;>+=z_4SF$+qv%+T-*@Gx^3qq
z!Jo%0ZVNFR-qE|ay~^TLGtX_%X`kw^L8pDPXm^}@Fd?K*{_K-(zJ$_@Fz+qP1got)
z!#t~}O|!bPyF=La%74Wzmu{)N=6?UOBm3=#%jPWmCVvy0{a|jires_7&d9ai{hUYL
z#r46beO4B3(khF6y(W2gBu7lcv6HP?kJ1Vq0yaMPI`2}tIm2+xt&)T57PN^hO=f0L
zSi7Py_3z0@zpk#$g-1l%<olZ1zen*sIy9k6Gw$Q}3)|)|u$gi0Jk#bEYcun6<9=_G
zees9IT>puB%Yk(VUpMvh$a_9pdNS#e?eeZq2i8R&I(J@4@H9uXzW?N)^?#Q?*ZIi1
z>qWqA{U0ao*l!DHrmeCrjSs9aZ2BCSs4}5`USE0ew_n@)qqYXEk>|C(@Hy|W_`S*+
zhoy>}Tl%ccJ$70*?Js*Md$Z#x|9_LnWs!YpyhSm=9};dJ`?i7OWze$~&H1}urG8#>
zaLSU{m_==TAA|4AX?q&IZ@=j~hvUZ06E8ITTb$lBuPb<q)vg^YUf3Rs<!t+S^!U{P
zuCCIF_ujmIdBplwjzi+&;Ky%s5682|l^H%d<o@vM>_a*!vK<E<oMks0xly64sxk4R
z3!hxj>{ju&8ov)5n7HWCHtDtRSA5d&h&1=>6uW1sGht#=%ijd&s0!_X@<i^il*7XL
z7xuIC7xruxT%u|EH1V&X1ly@R{UaB<oDM(Y>6Z4YC~8~%CQ&(;X^M@^3=4ym>z-^n
zZ0yO)Vxn2vCcfsL^9k;muSJh~_-|93xkZ1Y{ObS~{TsggTi0k*UsCw_QmAO^8eZvx
znz;c2cHw3#mRwrC&2eAIzA29cX0?TVUXZ0;w21M+oK43TT@ZAhs3z7o33S}&0q>C8
z9enD7+Cn{AcW?G7O09Zx+EMrAp?Ep>mxrD#<Dao6>IxSFllIq))2uT6F)4w8e?{lc
zxST5_F7nxA<-@7hJr+JTUH4_d<#>L5=`TSQTX=#pPWCn~on|#_XS&|^Lw3Q_%Cw8l
zMrIxOG@<BalUJ%r=Y(6lbCc$sJ1=%FhH*)_+NI5AN-B-5KQA%ZoHdkPv&*JE<b&P~
z&3`UG@5|2d(0bKy)+1rjtiCW$3xlVtlKMj9eE6nZpBLbNOz*#AP3Y4#RkkM2C4c68
znReT6^1<}%d8W(TS?snk%9I{XO+R0dwY)fFUt)*(t2?T@?id^hvy78ju|!zeyZghF
zMK7-$t@4iRwDG<Y6nx~S1OIaI3Aa_{f->}P?((v_IaA5;L)@Z_#o3b_<~0dUov`iT
zmDYl$4^4-?Dsm)NYI;1o!1b7Q@_wtP8$EZ0Gjb<67);`s;?i~L-F(%#6IR>_vh0(+
zB69Q5)dLZB!FuOYTQn9dj^|Y9Pl)E%bTAJ{*PGMd<&zO~U~9mpkix?62OAgIG3#75
zwVrf=Wh=+&Nubj{BiyI1J1fd;zq29M^|-C~WRoeO!Fwi_HLTddnf0G1ZnK8E5zjKy
z43>-ScO$u0*v6dPtLi8%GJ9=v!Fj3uF{@dh-<$TOc;!?HCBKI51<$kI^Iz^b5GbrY
z^~6IqQww#?i%I@I9?#CMxD=3ZqI=;({bRwppDS#p{YnXZTJx->_0dv^B+;FnEh{pW
zHn!;TUjM4yy^!5+^}D#YH{2GyFfqC5bZnQ!1~b7Zwv&}{(y>{8wEFZ*?mE8a+?i2l
zQNH@?yA0O=o$t?5Ll^eBOj&f-ZauTU#>!bo9~s{Z)wB?tU?Q}5newFvtna*!YzV7S
z`+DHO$;FpK?2o3u;S!DtIJ@nb@8sJeOHG$m>3K>Y&<~B|+p4;8LsNNlzM+ZTf~42F
zg^f0?5C5b-d)tz{A<j9{sPIX_G20i{Z}TR5TOHY}BjHzPtIoW^%uFgW-NaT|O)g1X
zIwS0e%awVPo&>7gU+-HznMZz0XxH-Pa-mii4spM_VkTav7k^;)GOcfBUXBkFBU8(=
zrCWs~R`W*hOB2ktjotR`_HmzG|7)KVr0=n}wwx_?$m)Az7{AW?rKbbtn4P@!ph=3W
z_QIDVVtW!c1@!XqOEg}IJIiKLabR-%d69J=4;t@QZ1=4Ha<8rC)NcpV$F@fEpK#c9
z`bG#k)$FTo`8`>GLGH12n*N{GddRXl_4Rz>Jy~{H34Gk=)fDqri+1`d^@&6n&Cs!I
zndtFs<EFbSHPYPUOm45$_*)G*?(>S`q8Va7M+ErXxIb`OX2hyFFNpMf#NHH<eIl{@
zB3q@K{0gJ0u!&oomnlsC1Ul|>#oB2;oW2ps%m3YWKb=z4t^zvl)9195^!ih~SBNCp
zNO{|RljiVIe&X0|GLPrc^^2>-uS*_goxkk#;?uiK^mcDtYq2;(a-G|rrtXZL6Wewz
z5h`P9{inC_wD9iO_L&!rrtp7E(_Niy;F`E}7LS`?#Z}q8tilqjT>@5wuAXz+=70)Y
z=ghnnA_v7Y#Wt2*RH}P3J!OkPl~mE9#vf<DvMkW{`T8NSN@b?CIahPMoEqEGl*JLj
z^^MgMa@jGZTGymby7qnJ7x*c*v4(G3<#RXBHP+%QCiJM>^KkIrDcU1`$wk|A=PaMl
zTa&JvZoMGvW%YGIyjCoC8qYSRiGHiOYozNhY)FoF*q-y&C&`^H=>*?1C+Tx;E}biP
zxK3ft%?X`*B7*mu^gi}IWvM$?ulso2t4}i2U5%IdLAGFDdN1R;Q2twC@1xTmnyh<0
zA%risW1Ih++{po{hkN@k>1b74m61ClmwSazwugDA^JPA^#T>3dwb!mcco9Bxb9#EB
zP1h9tjQi{6ZOyo0#cQ+R5?@#ldroh2X++A}U2i%)tNJ7z9#y7ab5OYGspHPnZn5_m
ze~oqEwg+!7o_uuZ(3h>2-u^;iSy8u(D}5vO*#Bgzs-9-Rwfv`N#P84fOWSS-PdRjF
zpOGn_>sf2|@4U<VFLxC$PH5&g%w8gG8td2<>GbHr&3S9O^R6#S+?`)_`@+V1b#pb+
zSO55XYNm6-oQEknf%^=zCSSX#vnBrvtI4v{n?0o2pDlTPJlV|4*_z#C(WSOao3<R6
zoKmc!v1ol?vGnK7*(*+-&iZ(u?Ed?wyu0R1jDK*dS#y2;?-QI;w`ILp8fYgU&3^s#
z#ZyLGbyCiRa`!DZ)$WW8cy*=vS<o|w%?@fjh6(Py{_5{#cL%@O+H%G<^v1D?%unWn
z&-+~dKT!3UhO6}A4}X~>LPQ?FQMYfuYu|f2tEz0uui|~|tO6}zDFW>CKnH$qnDRK}
zG)vf$mKo)~`Fj|ePw@L0bTaq1$+fx*YwG0PyWknD5Sq~P@!z=*60N(7)-&!*Xe;YX
zf0>&tD9&=?_O<WFPPESnT6js;>e;5N*A^X)xzBeuWS3a3N&d0FKPM)9f2PcSW_cI4
zd=&d^=F=kc_oo$~EuB?$YmQC5VB{jz=czj_dlq%R)F_-L$CmD6DeanZbDH&rT@2i3
zRAuJfIR7;))boTo+bj$FsgC}kMX!_>SEY8{ln>o-MAb{?cWETYj|;C(F^8O-Rbc6V
zsQ*UeLFK?t`Q~*63dXks3_0#-6lR*}`MWf13M_h+9OZOGbN0iH$7bedUJjUdkKO$E
z$;fGpnS8RR&*b&QovoS7{3+sFijdy2yK@-#g**4!WuH5iD4YLASb5&-8Ma*ON;(%W
z{PEYek)1{1g<8am81Rvw3GrGnQVN-AcJmr*i-Inn>koW#yW;Z1qzx@o1RD$8w)#q@
z3+!x4dGM!f`e#|D;thNiW&cg)So&Rlz1h`&iJZdDi?71xeVC#IIrH<AU6b0kpVHr#
zFhBk=XEL|$ciTFSOM#3FV|wKtFPME}o$K-6fhw7|Zk5k1ns&c&qQBm21|Ggm(@&_c
z=4o53vTp6y)|&$TwZW+Z{9MPQZ8+SHUyYl7(b&7`j?#r=S01osJU!v8Z724*ImXFg
z(VG42Vcpf$3n$xNKUM4fq-!$E0`~(4)kADgEGa(g{ng+!XP@d^1Ma2smc*t9G&C~g
zT<wW-ZEnxG=(lP0u4eyL3YEJ1R6PD|-FnR6nyTJo{ePaHrW&XUCHc&}+w0k}@Lfmq
z!w2PNyVeV*Wp}OJc=zfhe@6XXHcy_!Pcf3aTRt<Va)05+xbDL1|GD&BYqu&iMgE?5
zLy*rR_e$2~sPAWfdb$aQd9j&Ybvd|v8uzoA#n**7ES~E=ZJTgw)pj8s8J}R2&kK#u
zon0xu^Miry>^Qmk)%UafDwvhtO=i|QRwSc!tn1>cbH8PS3^&Y|ndB|8?`W^=<R=Nr
z-&75L`f2yiD9or=5*GY)Vb^OpuB7XV7k`~nT4ir$?S6Y3<Jr|F3q`hEi`^+}UB)$W
zv&zv+Ys%N15E7V?^)UIQjUeN5<sCOgsyIu}J3nFT03G|u3p@66(@d`8OVas5G<csW
zv+p_NAJb?4t&{m+!se~ZQWLLeJaSrlD?(#g==#_P%<O0K&9B!yNXTOBY%kU>mSrt7
z5H<~UsZQSexcaEribeSkE{SLh&)@a7S?l(_@`s&ff=@XTY^{nD(q3xaT6d`Zia}p+
zvX<FYo$Tpu0Ycl;=Eh`be%-pGw3DNHrRVy;r-IH}tlqWn(RS+@kaItkUKIX(8zi*+
z)$;_ucPmz(HRzn8#vr_Ihl8+%+<eo}2yYeR#w%Z@?AoVQJ!Q_l`HYcK-*gx@Pg#7W
zZPBv14LqvK-L?f=ucU04;5U)oMPa9~&dw{pRg!~NZRs>->lL2R`RK((3*LLdvXkfc
zGPA$f-S8;t#)>73jkT*TE!JMju_>T=OVDJqIa60XDO_(Wkrr|Oq}KD9jbCl{KQKHU
zELF8+4qt_8dq!Gu$Mh=D!JjqSHOie26)xIFgiUxp`^$o-vw7?yo?fuk;<{y0G;yN1
z9_ZlD53qwjJ>z~^Un^VIW&12*>&3?wjm>XO7{5k)-+mhT(XbSJ@Tb<~RdL{hKc79^
z@_Fi>Ktq+9N6{G@{<(7=uytFT^la9?ee%8*flGETdwt`ZM^d^<Mt-5CkLMqzoy}~s
z<!|svKdLU*<Yi*}Y}v;C^X^Tq{6A8EoE~gkl^-h{>14oIIp-zI@rcu37|-jZCNNAs
z#xnWvzcUhR*E;L3(A4Vf)062Fe+)YLQ+pvZ<mAst(8-@6T9S8uZjyW3{eGq6qw@~3
z49|^t=0!Cs{t1Vl{JC`P-zhIZCx2db;nwft==^BJW&35q*+VlbK2>ilem}2e_r%tD
zJx=ovO2=Dy++m(P(@oN<Sn~SiFJCu_y?)tiZ1d*k&R1E^HZOX1o?_cKLwKT0;m+x8
zdnAjlSgqUfW{2gJ^-C2Q1=nO~P6}i;;a``sYU`(m*>w|Q6!uP5TX?8TI%V!0>s-~z
z23NvLWV)p8^q#ov%&ovyEGSoP(y=^Y|L%FpQ_o4g`k-XA>2QG}?*^qut2OSsPfq!@
z@VW21MHAV@7b)qTe7NuZfh(sP8>{@9KHHqKWG{2AI(*jka%hmioj|>_THCoaCp^nF
z>e=>MV@42rcH@B)m-LS2u3ekFS0(il%e%QV`%ABh{8p;@5jp=!^GeU+z8!6)R|6(g
z&-?J=fa9}L^|L%%76{*Pzs2VfUlQu+a_w|Q;+f=V)dbdbcN6b*S7lc`ka6K{zRKV8
zTAKG8cdz^PSq<xMiPRq6bx<T#+bLbj{Z!rB#I!Z7Y;S~G%X+QOh)Fs3SFy84?__Q?
zEsL!U*vxQJVzoeQm+Ty#wNdO%QQ7b2?o&;fYALfI)Y9UHxMj)5)3dE+7U@atonWG)
zIW_sBc;~(4(V8r7uH5fc`PZIvj+kS^w#4<`5qFLB`nReXi53MK(FgPoKkz-prrNr(
zv|yp+J2lo;5vKGd0_IKIe*ELqw7q>k(RrUtuI8rdBeS~_lg+zBEOo*HFCDza;9{KX
zP{27^@zS*h$AT4G%-G(2O*UZ{@meU?v_6nY?4%P{=@T2Vyva_xm0H_OjA9<dO6rQ-
znV80??0hQ!@c~`4@W#S>*W4E6bKja~vd1QByQI{PeO?=vR3AI^lG%B-@2U@d>RaPJ
zW)vpx&aaFPnB023bJHFZy{6giE~b%tWWV`I{d|{LabQ!b!mAIt&I!ve^ek9WeiD56
zXX!t_#dc}WV(af+_1My|U|;T`DbG&m25I=NwoHC<dD}9}tH&Z$7F14&aNvv7UKf5S
z&&lmVoPyCL&ZnT$KTpbC`(7usbCXW~doe|!g}?U&201#qUE4m@>zCz(j;-y|y>m7=
zS!6yw_a-{y{%mLIRI{d)clv*Du|LyzUTwwqWwyJau=6b*f4y^sp9PKt?>WOPpZYfR
zd1LaClj%~s&M{XewHk_uy3B1?DZk=#N0P<8<@rLMknKt~-O1;jkH;GH96cRzr?^^d
z$KHtkNQd)J*1U_nFun7L#dnn@?L4ZtR1PqFSa3O4h^boX@eG#4M;2-a6Z<|K`g(Si
zLhxDBMf0i_9f;Cva%BB`KW&TotljSzoN9U3rmR)fZ9HIPn5HHvnjf*i@3HTc=RtbM
zr0Xh#nm0w6<b3C4-f-da0t=I@>OZs1HEJ5apIz{vYH7iOOZVQWbM10At$Vv)W;=^@
z<<baOJs*qKCvDr8omtj>we{Mu!_R~+wL0!rblr6&vAlM@^|J!D(;Gs2ObWY$Vh_Jw
zz17n1&0dFtkJMC_2(3Sr^?!fm8bvLc{v+)dcM9zh`)NEO@S6QatF_-mVl_S_F{syy
z9+<!Dn>nv0@5`)DEC(81M>X-@mb&tWVJlzwE<5(yg+eD1^^YmVUwU-^=~uhroo*`k
zC!J;9@Z!aUZw;w;BrmjXJKM}HR#>~*+1&WG7Dr)+nuq;;pJpGv>)ssVyKgWgd_B-0
z5+k%&xb4ryM$Ts5Ph8~-Hrg)v`Q}Qh;KQlCGQ~v+r&e``rZRU`mp}SwR&(LWt@8T(
zR^yP9wR0zM^_D(x-|u1g<}>f}8S`WET3FfqX1XlBFX6g#Sz^x_z4NX2%*|#cIjS}X
z-s$eW`Q)rifXUM^yN%s53iM_hGkkd%cK5-2P5&jm7kM^m@hPrW_`JM+vD9Ltb{364
zwlXhwDq1sNJ5`!=sdUw$yrUPc9C@C}H>Gm&ju6TC^M!|1xw{Nh)<5J*{&6W<%rsG+
zRWtJaS?x;^-#SXVoDvSlHMPFFud<{t?#fpNonCF-mPah5j%JaP_VbjdEhv}%!p&@^
z_Qu_JP5ru0sW}sGAMRZF#K6uXIHmr=LK|cKev=z>O+|m~a}YXhzhtj2yR>t4ch-NE
zb;Z(6zE3)*8drMhNAak{Wa#Pz%67+}3FUwu0J`nwo>k2&IQLZbo;vg4h+5pvaJvLU
z&TT&Z$FF>mX!*U;G;nIcWhv|K_yxB`Dl%p=<rMpr2Ai37Zl8WElS`mzx$smo<%NGg
z)oJ+7yR*3PhSb?6KId0~5?1dN{N*2UXsWBd<-FN$c$eAczWidD+Bf^p&d4+2-+3bX
z)?~{cTu;C1d1)SMe6;AT>Dpvb8@(#2`-PYFA0O09+tJIOe&<lC&D?VRUvmAwZ}+Az
z^iz`AqMB6tAiZQ_k=K#feU`tT1hLpnbCtRl#&Bw@qWUQbyL?Bh_5-OOzHa&vENm?F
z!0$=;Qj-b3R?9sn&HJq-Bl&p6#($mVtJp2JO;=;v9nbe7$Y|#z)~+ODx63lYdaIc(
zuDs5DOgwwtc5|tlyHk{A*IZP7ufyo-&Uf+5S&ietJ6=p-Z@(-Q-t*6J@zZFtQ`grn
zyws`8$zWs(Isx>epJs)L&m<+u<2-%k+~49FO<dmoFwXj{Yq4$W6_(z@{WmPb8~YP@
zEDahiet#u!Hm;@6#`J@tQcrCE*F2Tem64VH8@0avon$K|Xng!PUovy;)gxJTUH$?^
zGjr38CK`DJ_X(DXs!CKGUSci7*>QaG3eXXtKjdDy{yC<kmb7<opq=f-A1BXs3uqsX
zkhm}YV#E3Er&KiOo$}6i(wvkcmhttB^nv+1vN)F>nDg*PJ>O2oY{ngn!<=|o3zj-R
z`XMfFInjIhCbya!8u@$|uQ+ra57sE3d2PZ!P1(#n+NU^z;^YK^Hu7I-y=^oFbOz}B
zOX(-h2sg$t`O3J8bZEC&oHS7OH|W%sPh`GUJ^9qjPJixoBCL`b3l}b1vUB2;iOboK
zrCK$$G<Wk<>S;BErmyRP90HnXGsRwYQBRFSv3+2`ttyj+9UB7}lOM8O%V7_xuFiZA
z-Do4s&nPrgYEfS(cc6veqc<)cd{;Tvo@Hh=OBP?_QMviB)Ty_oF1G`oOKGz&Tw!Dz
z^O@On1;2YM!+f_j4C~FW$R}$B87QqXns#%g=30r$WYts8SWnHEq*H%oCxfPygVL?I
zV@xVGd9LrXCQttn(Z8o<&Qr!Kdw)oDS;neAvb73-(I;1;bo7mmlG!KC%hz@vZaG`K
zZE1w_qQyt@b{TB@%6;wHB<+O{++LqpeYW>nsm0x|!C_O+ElXFPpTEql>8s*={)b0*
zi%fH5f2bG9=Jf58<2KMCpd8RcK<j^}pETmB*u8K?yUK1|4atU+dmYyPIN{Ol(ad4?
z^^L~2w(M&ODoN*OT)g8xSzWovo&P6G(5qO()OgLR2mc(t{y6S^G3rK|zmy%{k^+0@
z2;1VP(GOdc62Hw*{&+ES;oLWpi+vaE5%>W<1#|*ObR^@Nb!!f#&0Zv)rnYl!vc|+*
zvAyrkEmofMVphm8Cr)vlbx!}!_cO26+-)Wv6;|i_M5*)J*H%Xp8@1$9I~E*XXtYe^
zbtBW^v+6%z98dI`xMk&v%MY1DWy}6r_}&qbt<w2(M%-7dZr*!t`%@SD4^LTies`Pa
zhOXaz5x2hcPUN&+zT-lEvi`9&89whFM^<$DW&BG~e7o~>qpVrb<h?g~OEoth6Ult-
z+$YCz$Ry{<<&3*GUi1DvzT$~ry6n|sT=h}>@s=Ugx}4H)T3^rC4!``YEl%h|b%ttf
z+2r5;Z$l@uc%J>8rF?X2lK14(ODFc`UjKZ|u99ho%&CQkPDQ=?Xr{L!IbOBBLV>s1
zwtK2{cCG)$q~k50dZi3BZdv`j^ho3JqSiIOQ+3McFU#>2jXa@z|G-&euFvWm#@YWn
z)y+e@9(pZY;P3f(=a;KK>yrJOIwkXV82B7rGv)E!CjGcqHMvVNeyGWB4u~s0$5Ec+
zs-J3};BVR;>-EXi+(q}(LURtefX);VZ<%Kym3-T$8a9No$}fs=d9d{uUy7rf;QhC9
z_jJ|M+m|2M{j}r8O|2cv3+@_LFRLls?|jPmscvkSsZ`k3Cv3?XM#V-A_RrKVUYPRF
z-HgG+{hwW*?cwmEP4%)Sdv~|pvN);s_{=3!yQ*zFTTk;^u6kl-qwx2_qc<DGlea#7
z>{=sI8gW{~WSvmZ+I@=Bo<>X>5lb`pxenf1JkwV$b&`eZd!CFd&HcwG&wc-U!m+G<
z2`3`NXREpzvd@|r$Z{WY66mpD4*rsDybNEx*4Q;3{E#Q+#9{YKA$gwE((j?lhkH7M
zm-vTSr^U_ETAI1Hd&^NayZc-_IPBiN39MI175mluqM;zUMBe(|L^-K?)#J%8mVDm&
z?)l`JjhD0ZIL}IJ*KFZkpSL2?>)OJ<C;O&+HTbfLec@8x_63$J&wcZMo49bLMoCUi
z`LD|4&JCURZp-|qovOJdaQ~;ab4vKx?1`7ss@j%BZM?5OU4L$Gj?b?{(b7>#=^m40
z`Zrj0G;g0AY!vv}BhhfGJJ;#nqg%HbzWe<79LqDGXWU}pUtDSqS{{AKq{WsL^>E7X
z&1(1LBM(GnynTN&<?SQ2aF(w(Vo%MV?{hdu+Ci9erFS)>I{TISq;8G{9gkIS2YGaq
zT@B1#boydooyJ$zK#!iVjmHu`E37G<yZhkANpD_Ctx)<>qNudtd3(y&I}YZD!k@g`
ze>dr=L0Rk;&#&2G{kJ7g8T6kMK6LNwhU2@>oXpDppP6^z(2pF+?EzO9lTL;yeBJvk
zS)x_`9#g~Z$K9+C8H(;Um`wEgsIT&~W0Ra3tB`BY#g#sm?%8hBnAlgFsU1En>1qDs
zglR)xc)P~t5^<U4^XW~j;?uTPE(;Ghyy^Yz<gUWwp`LbIH%*uuVd!vKi~GWoQ&}O-
z&#u1bn;~9k9kVa6y62#3h}knCExyYwToVFc%@cbg@a)wyLGko&DXa8)kHr1aPW-m^
z_qXSMOLES%C$z0Skg+xU;pEbHhxL;#?O}^w+VT9|y|pzn4lfN5dnByU7WpeBahgr!
z+UQp;nGt@6yyo3m-l)zlFE2Gs#P83;Szpcn&B{&ZygPr=**gbLrR6yU?OgeYnceRH
z><^s_Ud;^*XcK<>wPMvqd69Bwwl!0hHHQU#ZkX|)>Fk4ynTZTP?!ETQQrjnW*7jo(
z2jhflPy5#FvsMn4i5H%=I$9gf=9={RV$t^5^0!S_d&JE895!*%H(iYlHy70B%e~ou
zy=Uo#zcq_?Tx_fN+0VhEG-Kzbw>m<6k=(2sF5bBn{L@T-`?n9^(?DxdzklSi5(tV6
z`!;{mw;T6UYb(zu&V0+0cQ%k&CGXa&Qss;lCy(;*)mC1K&gtKD_Sn=nYx8HvO3&Z_
zAx!%Ej?Z-)b&Gbqs<r4~oO5qunruS$+=c8*6LRa@#i~Lt%sIfG;OO+jrLfECi7`*1
zE3-`HI}Z7zRa0}T-L!q@9eLW*^KrSjWS67G@yQdepZ0T#$ck!sojCJdJ`XFup};KF
zZTt?khRxH=pG{P)y|$%mQtAGu>skN4o8zglE_r*cQf2NG9iC*#FAW|G72|wtPJO<)
zq(b$r<o0*l7sOPm^qkHXzbesg)MPkUnZe`RZ*%>Ru19vTteSJ+(bG0Fec4TwJ7>rF
z+`KET|MQvS&U2+7h2pmq2{4H0UR(V3%y+KSU54R2-LEGW&6yK9!?QoqVv6`9^A}TY
zACZ_{TYi@5z5wgv;G(vL>Pt2p|M;Xk@J?HJ|95u3eeYD`e-+-ik?H9is<3I>&WlqO
zFV#&GjhGSiq&Q$f-4xTkcaQZM&V670uft`3!j9m0jaAy`8#ui}-%ZOZojO;ds$;XW
z>zvKgDsu|OVCR9J%Q+i*z$;>PY?z~KV`%56FR$ao*Q~uJa<EWE=Dpp58>T$&>^b#6
z9~bodw*KjCd!VqDb&te}7(>P-kFr1Ve3hx(-NM8Z<IcykajD9B=5=XTu6ezjc)#z7
z*MjtfwI@`)EdKXfCg{ABUAT5_`0ab!qSt)W*gQ*r?W)^aCp1cVq#cVpGM62W>-joW
z=kEI?>3whbBAjf}R`)LK?4R-0toV}I>?d=B&Ii@y@JT&e=x><+?8Mg(AqykVoBsT!
z_x+;Nt^~XOj2Gw1_u6Fr<cv9|cI&hzkB37?(hJj*7rE8dC)oxUPH)Ls$ujqll<C&F
zzviuzP}#3ByNdnT#0!j9UT4qIPO+4F=%Jp}_cQE|vMA@j>z_Rz)=Pi<RQFISyz{QY
zsk!#df;C24#D6Z*u{gSH$z$y!&fAK@7G11(8a!!-tKpivm%gSvkS++@b&A<nOY(Y;
z_AVjkwv1orqQa+(xg1Gp5IFz4|25~6`;of}T9oG>@VO|l;>9+z_2y-sUT2;K_cOBW
zyC%8tvbp8AfK}{2r!ZUF{yCbkC-`n5M?+$)Mf!5J4^y-Me!3?S1U?fqukw*|W!3J-
zhn5IreYz<3Kc()`={}45v#%{zFl(EuuHh4L)syS-lx;Op-=8K<(!bZ|8MDLWX4O%x
z@VzXSCdb5&Rt0c(6xk&{lb;{4Fs#y8gXg?x&B>s3MndZ}*f-zN5PJH7qu6S5<-`7<
z#lBG{?d(hcTj_o9PAKc^SDUcl?DchQ_0wOwU3<`N|Kw2Ex|nn8j0DW1*66EMAJYj~
z#qyA?_jBaGDKDl-CufI2js+Dz&C}<v*FITTNP1q8xAMCnhxk8|eA8|fc3e30#YbcE
z`}r;<B0G0ReM!sT(DJ(a!^4-7W{%A9HnE%5ZJ#W;cyHK)-|Szn%s>A<YwPN>i|%Pm
z+Iq`}ahu!@zs?0+!sk}lUOHd*$m&^zLy+;+9Y3Jwf@-XqxAxK6Mrof<3+1;TQg!(O
zIv4cIJ^m|_4~)05@J%ZHsphesl|5%^OV*VI^BE5QtC?^~+h~*Osh^Kbs=T>Ay)OEc
z5}MF^EL`NFwchW^b1yke*{!r9aG!JBF0CSVRy(cx=8;90<mBI-?p}4TkguKp!DBzU
zg<SG0rhUGmx_!m*t1Y?*UaeB<`m|Hs`FYyfnz-y&jG3B0wD%l|37mD5`Rd7M-`y|1
zo-TW>JLdPVpARq2d2($2^~Ply+kJl4CB2M`;mZmCExSU5_fgfy&wmg6R(<*6_y*UB
zR}{FUKHiPoss6b1knGAs3!e+^RA+L(s64w{?Xca{#p=5(Zt1`0cK>v9BC~kl{P4TN
zr7m5*Zs!i3HMfkODzn6WtId(;JH5o-#Y`wo2>Zvz7-N2Ki!AF-rm9obf$Ud8<q9T6
z_r77;>ab3Bfr-VluWuv2)G6OTIpz7SDcQkGY6Lu$Vh$+w?=>q6czfWg!h(r<CPg0;
z_f6>Cw5?|0tp1X@`JaA1*xb&m>$PO#DfvYws#LQ7?p@|MYg^}~cf1qanDSVxmqm2i
z2gp6$#eFaFi2g<IBU3&ps-Iy#US5;^?qA%|Hu0l!9~WIdezW())6UvYf?MjiuA1{p
zeclwKP-`Tq_h`>4QTe@(zC2FtQ_IijUiR_VaRK*~iR<6&XpUJd61KW@g@l^zlqU<e
zUimn4W#nI`GJ%wCS*=%0?~lrN&poIn(l#T)#PW94nUu#h=R&P!i9MWu>Eegd)wh3J
zoGN^qo@lxD8_UiKZ`B^Ru-~6|#$Z)Z+nKauW-<;t-6yHnE{c&k!=wCk;<Sd4kB7Z<
ze|*~1!QQ3Ecy2;^Y(m`R&taRwu7*#|-@SJBt)(+~pWl+zSn6nL&cA4#2G35fqEoxJ
zE!>k|KUGSV_4YoQ{N^o5?mMrPmp@ENomk{?O6k{wH?=Bt4Kvo29-o`&xvr?1LG#nW
zol5ufSSIauUt*AZY?0HZeIGeWVlEu<Tgc%j)O*+C-tT;_x!Z0WSo`LVV=R}Ayjwd{
zP@Sr4B-hCn-;J+62^}>l(wy%GIT&=N)<LeUJBL>JT=u{4+H`YFlG=Tf+~9XEuKAvN
zFRz|iW@480aQBo&R=z#FTW4r%w(&jjJEmcNQfktzFH25}`z{Z8;dwhc_TZ*_>t6LS
zelOmdelh#yr*(BQrJ7d7`dy#SmkLYYh!NVo=Fiq07xp~a%k29uY-{u#wa>GESKszl
zP@Jo0f2!+?lgoP6=KNVZGa8%hm=3)5TzAm!pv<lsNlt5-n5`TWYR)c6bUe6sEf3$n
zOQP+pjA8Cti;hevig3_<s&X_~W6IPO3rye07*9L5BB9w%Eh7K9sPLIfPf829EY&n(
z9hY{>ew%W9QRj>GsqCzt8HYS3v$2N0+R~w{Soywwqe*--Q}f>6`_-Nvx%NhKRdLS8
z18h1HHzv3;Nk_fgnP0v0qgyj8V~n`?c>#uq-pZG4tLmR?d0s#4cII#Vjfa1%3o4&n
zYu@?J>ttiC*8N9~dgtb9Bs*WfaCaj6*{}Ad+`GOl?~ng$X!q|=y!^&=JF8BA)-~Mf
z5|7u~xGapF`mMh9kMQ5`^W`53%6Y^tVA8kw_bFfg|EKc){|YwtAH1Jghq7;Cf7z(D
zF<<_MeT~B|d6iZD_5U6}X8HFieUWOzwEO?Qd|YjR#NE$-uf*r&_O&i~U*D@fv?%=0
zpYn5gzWjc^{r}sK`~UxUaOn}&<EsxnUS41O$LgP&%TLDZ+e2!E!s~v#`l(=`7y8_*
zs#W{2V72Mew!0_tCFTX3zLvr8t7Q7}!c)tpUb=qSGa=@;|Gvc6_Sbd<br@Zrrcrf$
z`TqkS-q%0k<b1IDPxFtP4?Cx%Pd&fN;bKK+)5T-gD}P?vC82D`d%|6wd7a)--;zkX
zQ*HSZQ<ApbO9?;OB=&QS@>hBGc)sb*&tf?1mu_Adu=ulM-$A#{YwJHvE&k=;Q@gh<
z#KyFhh3&du5xa-4_jZP<694#mCrRu)WWVUis^z8<Y^fb{l~*r`|G@dg;Zw$&@|u&)
z`pZA)KJ1YYKQnjlp{pIu`po8B9|e{6O*_KN`h8*eznCrZWwTSNe(p+qERdLT;O8~v
z$Ek<czTlmnFI%H-!J`*ZQhepu?3*cV$=iM!JH0DUZOG@`e#P(3!%bDaJVwlmzU<QU
zNnkJwxf>wVFF#+oaIxQ?^DAPadAj}tJ#sf!ujD+edu!h7!ik6Ct8N+}NzHH0>7Rdk
zhnnRnm3+kxetq?C>n3a7@1JbH_@w8m!1qgT@n6YoFg*J5)U$clwU1}6Z>|pW%f0HD
zpZhQ6@YygS!wakaehd@(uHDOIEP3)_g0<wO_cww}ax^}vZI%-F^yCNoouqb_Z^yc4
zh~-QW``7g9-^23wzY51hr|&B7njO3?{@Ab9X-h4#e%-vc`9V>BS^3;6_t!4dP+GA=
zuKvH$x9!TmPP@O~KQ%m{C(g=l_4atr_<usv6ImZ;@0k_2E>&5x>t4^bBb(f>-SjQ@
z)u~=QH*L!^)oQ<vthAe#XIqCp;HXJ=%YJx0>ucH;v3Cu7tkpklH83oix@IN&L4_E*
zu5BhO!a~<Z`Ty>e_tCw(d)Xm(`(^L?mgS1ed`xrt<8bztg#VmKqj#2vUs}FBGxuzl
zagSO3nMW0-bAFWY@8dVv^HAkGhnCeW^Ep%X1=cCgZ`<q>R%`gyO5|T!u;1edy;C*m
z7N;LfPx{)n`2(kQ&AEexdwJAc_Z>+$4ml=$II`_rp5*d}NBGqw-^ET|v{-(!h5O`_
z%NE~z@<U?9$vw$kneBz=vnM^?a($Pr_VT({e{%o+O>LX(wBY~5w$0B{FL4<u{k4Aa
zOFQg?_T*n%*Z$4w$qKk%5>&TYw@T_y?(z9g3*vK4Yb2KJes?-+wV2S-Kei&``7eL(
zi27w0;l0WHOKsP>ikEMKL!O#^-cdBiWND>#fA(9?K)$C3rdL%z+~l;}UHOyu$=N>y
zcYb_QTI`~>cph7wi`tIL-+VobwKg&*tv>5;<9wRu8cAcTea@Tx-EM75He=dck+&vI
z+B|p;@7*)SZud6cjC^LRc&_DrCv$ye96$Gc_WoVf%>B``j=vQDuIKiA%ex&#GT%;0
ze!q94&(}U^pW~imB{ROo9kr-BeQs%rhFGzUTdYuCk?k2Py(el<JMXRfzBTQ8Rn*tG
zy`kH~eG6jb)e_x$JQoS(8ohQ;zm!{JpnK!Zr(a1uUuP{fF3?)wbLHCk__UKNZ~mV-
zZBM3J!~Qyvx2@~{-rS$`Pvy2jL6Xv9pMU%FHyllRG;i<aB&MBFKKFulMflvSIdwz#
ztC(<fxK78pB&KA?l1s<8d*9Jf%Ts<Zea=yqW4+b~*~_-iaG05pZYXKoJ@b%_&a&T?
z+AFiuvOiyZc&*y~mJxp*%k91&8}pizeGGS}oH6cxc{69(Ikh7`i+p81Z;#Va6Oj9Q
z*gRMzt5j|B`xQH8`rM1P_ElT3`s9<@&g<1C>+?Mgw|PCuq}IUluCLnr(s-XVu1w!_
zD<8H051uIA^;!1*aOVxRW1WxGZgJ+;B^$}g&yjjE`{b9NudB8$dl2F{bJf~~`%k1j
zYIw|l>x_KIq52~%fB#L73ij4;5sF=LqFmza`rrQr`M+pa|9krBvub=@q4(?+chcva
zRrS5{bDc%sefPh8UtgWR_uorKFf7aFOWS1*`+Zt<?{mK1*_XVnMxQm+^Sg;~q0Z5W
zed$vkua4jM?%DM9AMG#wzutGIyio1?AKSe(wlk8aZIu7Dx#wrpxBZ*+<3Im6t?(_|
zZ`sp_C-TCN+;pnA%q#xmk@MUYk^k%Wzi#byy75%MtT`$AcEnu%4}ZV*E~}6E9rR<v
z+w(d0FYPWbeR|>Ft9QZk!mkT(tlx6Z^h~hL#8+Wf2@(0{=VZ?NE9UcDGcKTTwa$j!
z*)x_~gk9X(cHqK}_y>)5W1SaVPnczRPb@87>HKBW68rr0Bc_}8PFsBV?R|?&)1;rc
zZTPEdf9-9AWbm2)M$cwuzqpxWH`ll0XPsH$nft4=Ian5-<G<hYL)9*li)Zn=_UswU
ze^`Be=%%0-Xy10~++>Rf$Amv_lABljrbkvLZN9G(ueo^naf9`L58L=3H}HQiu`7J;
zogIF2S~Ly)_{5L;CEPtRCnI0ZLNsE{r&CEjU$eH}s9!bT=khhbLT>AQYE$)2akaR~
zw*_CD)WUx9D?g8oNBgE}DmEW}OCMNwitEj~HL6!<Z(>?}?0A6>JDbtDwY&=yEUZ&g
z&rI36q)cP=?@I2D?6mGn7axjQy5AD=F>lg6ShptnO0VWJ!DBYTVdv8>8_gED>^9rt
zS^h2!?Fp+lO*^u9*)iY9#>6Wx1FlV~xMFL2hoj=cN*QO~@>Jc4@e}{{AKlflY_ma~
zp{0>v(!X4*MH8&&?3-p$YWLXY%hY;<#tq@VB{k}5DQ<n7izmK4VzwtR@;K*mj_$;`
z)Sj(zJFltC@!AnucJ^t|O{4W%-Y0xhvv;grf8gEg?1QZW;ZxU6y!k-5{=kRxC986d
zwigxJ?|rP6Xg+oA%ekk7s)8dE{8E4Nte;)|`)10KS%#UPWM|!x%#60lWl=kxw?^&5
zY)wCXv(Ix*S(#bK-WGmTQsgi5<MijM6*}L}>8+d|bWHav)0=r!noHw@^&1Q_>@Qt<
zKXZDMcaYvp@r3JVxHtUf;{LMh(6mb>R^Ha8VOjOlY;LSpv)m^<*--g-%Ec3AE5ANA
z{&}y*!1TtOBCf|0uS2r^53X#o{<<lxNK<EDbfs2KzIpqMr0cs634L=*{Jq2S$br0U
zoo!C<vUT=_RL3U&-eY;>z&#C}eTvng5ea^Y?iQlg>dXW;ruodMX;&+AyEV;Ey0LSk
z^y<#vX<e7Q&e|;B(0A7F^0yX?-aEp_|Kx_Z9=&&>wD;(dSec}R^7b7MzI=Zvz`Sei
zMhnT>=;Z2sR!18A+9gg%m%1K(9vWMH?c|%EA>n@>EK$6F^=kPe6`gpQq{TNlb1Jv*
zlH#AkHD$K*o0+e!uDU0aG<(_FxzUl?C&W`(i$bqSo$`%rygPNO()-z)n09MvZ`i#l
zY|g%&IXMiw^Kuw=yRUcH8FySWn|IZ+ss25;r+ns**0{4ex~9)>+YHO1X$DrSwqN=6
zG54dH+YB*@!#<9-*}j`|gnXEDH_cf7bI}5abzD(}1@9iQFz>cLD60OzPhH|dsAHpJ
z&+70CQislRvXzxKHQp^1c@gT)8Eq`dC;L=>jzG)oKDoIT2f57EZ%lmaa<%t7XX&1m
zD-F-A_N;o$a$99i*Y>L=XP*XLmRXn8C2c8fXZkqm>_@TfOwLXp?$oOsI@tE$yL@Bp
z+=PTL=j+0rUgWtyCn4d3$?E6TZZh*vN8aR_!Xb7vrkEqgZ{;Ot_NO6X#HX*%<}snu
zCd@vytTH;d@$TFQvyPSevX=N7G45WwQuMmY+-$7{vyUzNr<TK7b@|4YocveIk3C|a
z%wBy}<#>6LQQDIkI(e&nGycBt+0)CvjBR$TU!qL%+^n~n7NHkJ!qSU0bKZuxsy^Aa
z?pmR?1jDzq*tMU<wleJ&<6)@Yylz`Td^qQBtAhvL`59bTEqrE1@C`Bl)~)k>UDikn
ztKDDNId|f=*2``QL2r&_J=!<((Uv6R^O|dtH(%ajtLUfv{fJ@x@6g2T{n|N4bzL{G
z`6U(>KC10q`*qodt@lK?T{Gv3KJA;By;D0!_r1up3$qVhGo8D24wv@QYu<8iLMO}I
z?>sqUV)CXPE6bds?`y94cyOiTUhOr>Yr@x>vM%SEb?B9kUaRbNXBUS&?KdmFi<Vs}
z=d!*Po9MoK{f5PRgKu1X&t?59HqpI)`G&>!WgjlwYFj!dz3m6PFn9G;mJ{Vki_)It
zG@7jPExP-|=ZLxT9JQP_OV!dfrMI@KAIy9>Pv_aouN?vtW>4y?i4S$J+rEm=?%|`=
zcNp(ZDOqCfW%bC{(|wQj%L&5PFGDT~zW1_vH0#9Ym;l*-F%zn<dUn4)ax!#}_RD3r
zIJ2sjFFD4p{;NAS&hyjm&{F?{E6bKGIn2kLczUY+jYZNM{=DD+=jUOrDucf})|w@W
zTPHsMwL80ULgeJA1$RpGcYL*Q|Fdq>VSR6=x<W?(JEgb!%(#T>N+K-(<npZECmA-^
z-e%3M|7LAh@9}UK{cS!R^}P0fJ^$+a?XB<m{yx}HkbnICkqyUYCr<rv`0%O6`N<KV
z&u%#J|L?`bt-rP#uDQQQQtTb8%Oh3ZJ3`;N+0DLd2Cfxdbac}<tJnG#T0gtFF4YyX
zKK{?zmtA`OKV$aIyh}JvxBwkZkq<s(-rNA?06!D>fmV<+E+D7o1SHbuka<J!q3odJ
zdLYNlL(W_W^Far*VL50Xa$GuC1*bmfsCn=q!7#p&0_6B1Fdu3H<;TgJK+lTf)OXCw
z%P#>POb-q$PJO5RqLkDkg=huPX*rOi_Br)kQj1Fz^h*+pvkiH<KweM)9fQTGAC#J0
zq7bcMVX0?is$gVnre_E`DA-cZ)XdV-(n!I`)C43F3)TZax7;T)FB>cZi5Rd0c)7sG
z@Dt|-Bd~5atZpzg(=!L1U5s#pu?a|o+HNq$?FK_jb3G#q1w$i*8w^cBBGh&RBo45K
zgQ2;(o`ngr8w@Q?K_b+4gDIYHFtyM#wzRagM0JO`8AMcp+D-u-m&~b;JvfXl^eoK`
z42)2chM}n$OqAMgF~<`uhL(D!Mg|6`PBAuz3R2r8NqAghV4!DUVPIfru3%_psAp+z
zU|?VfIu;xzO1xXp&%6R3lLaoF!C6|L;LQ}Kpi|OtYM|Q96sDllTFJ2nRPO2f`hd$E
z{a{ChlA==Zoh8YM3WmH~pmI4Cb}NS|=x8%!J4m_x!qg0OG!{5-kazoqDZFHd6tAH3
z$k81LvV$lG4wlp6OhJ`Bs0P%B*CNiIE+DUgJPE1~&<{WdS76Z!BkcAIa5y2wEbOQ`
z15-UCb7K=wg`w}9Sm2SGnVwOiU~XutXJKSu3{KmiGwVUO?-&^x>RB3^7=TJseYc#%
z^kN0j31X1@ahxD`@#vZvnd?~^S(;fY=o*`w>6w_BSePgn85kIVE~+umGcq-{G=!vK
zP#n2s=A;@aKu_t08043jo2sCXejAKuNn%cBvSVI)PO5?d=p4=9lGNNV1w&(VJtG5i
zs6#<94mku7<YdS(`{)TAln0Q4fxszerl1C65X20m<LE|jzu?>P?9=JfS=%Z}y!`?k
zpy2RFz5T)r)TRWBLuv(QPnVE<cTX4J!~z9<&y>`>lFX7yP`o>5Bo=`hxy8^6nLw96
z7@EOS5ajj?GtfzlpfUl(HBc}#1JxifzM+Dl8K|g-@r@M>%|OL6jBlb~2tKh9#y3?k
zGy^3X7~f36&<s}QKyJe@gC-JAPW^N<1w(U?SD>mL6%5Uh+~%TSXby85sA8byeHZYn
zEkF!IL+Gs*hQ<o|>4qjC!W2Z9f%78lx-HnHO3*epr@mWeQE>?<$RU{ylx1NV-CV)Y
zM8V9&KtUID69lL|06u;ck@FM`&0*mVmhnw2Daxz>mA-nQ#snyobPeE4umL`aP}_{a
z1vk7z2W4zfvsynSKQu2hIX@*;!O$EQiRk5fW=cs0sMlgf<OLTXhnQKID41G;DnBzr
zV+GK)79b4u7$~OTRX8}QAth7-1&BE`X@Sf@6d*(7S_`n_!G1MFxz+-lzrf;<%nCbZ
z+#D2uXr(3gE;?8x*aYNjEx`E{EDAA~P}oAVC2H6X=4&m?K`sV+(9qZn95N6NxIh9k
ziSszL{6Y1&>p5#aW<?&?i}OM&m_3f&PqcLj<l6M#%xqqumVDrzZa-!g^B2o_vRGKw
zU%d19>+KGecXr!_dleSji9B2+#kMX|Kr!O&1p!BwqB#wPB4Ov`-*UbEwvy#@Y549<
zX%&~8zs)v!wB2e$z*grn#&a*{EX-{EI{)0c-G3Qoe$kx(_6#h6!!wIH$f00=p&qCW
zE^xu(#Q7Imz@qxswjXw;`XO<LQ{ty8m#x~h;QM_u&bMp+JehEVCrsd(gZ#P=riv9s
zvyJcg3vav-d&|`};N<@dFVnA2m!=uJHD7*oMD@eM7qgZNpAlOZW^p3HZ>Dy@H0E$M
z@wb-~w}1D%{=skIyZuTf$$F|%>l=Oq9rV<`(!MzE>C9VKymtGipIcqacqY^601nTC
zTn+Z5p$SSV2jvp5I8mOr0F_T@nW|!r?gZ~iEQ%a1-{&-OhqU}*IUg)5yLrXV|J#Ju
z_Sy*s87r&tn?27y_aGp>@E=E}pV-s-qRVXoPgmcIz4l<XnO4?3hRq4lY%@B&rMvaz
z5AkO%coh&P$*@{{(}nGZDiN|ui6?I<@d|vj$hfL-bX}|GoDY9q*mc-EnfJrq=f)bd
zNA61=s&(2}JpJ<h-A%q(I?VqR@;60<MIUPFS3M^3(k4Z=Uy0qDN8^{-3A2I=0iWB-
zf*v!tl*moF`QTX7OYc)vMrDimPiEX~yuNgC-QxW(`}cie-f`NO3wuC<LjW9LMusT4
z2A-RU3rJ{1jGBr<dp2?&Fc4t=J>Q92B4_W{lm!AoH-2xgRPPObdEuaEBUjm!3C`~n
z&ZVufeV?iKtgpPgLgmzLe&wqMS<C&`pJ-cMd^?r@-Wkz@INT1h6zq1C%V5AQ2(U15
zPKP!c(42nGoA0m!56gwU{)XZmE&E$O2e?Kq`F{VJgY;7Ec^f3v4h06VM(;Q@yNOp{
zEtHx2-V;~0J%-z2udl4Uo@o?QFfsD?;x}L2zp-hX9_*WFb<wj)+_fUtw`aQL6zg5D
zf*(I$`sUD0+tszJ%dB25;J@6Wb`6IgL9PRP2K6QpaJvXBPMjy9tp!w1+V)xV4ZfR1
zEI@7rdkys_5pdfNEKZ!4p=}scFNdC`<4q#qTfM+8M!87@+-e02Lp%bj;w`YWXJ~no
z2-rTbJ5X*C0k@*T!Vu>XXen5Lid>8`lx8=HfUN_&4&^2haB~<e3~@A4cYDCEkpQ=*
zk=#ZoKtV+>Mu5f!p3XXKAh74P_O}^wO}eIfB0Y*0EHy8hcl~9EjIwTu653Sr;eI&3
zd8?dC+E(k$)~gr2)teh8*HxbG(l6(>bm`%vYy1>=EHr&Jm{+#kUtH2XGdhT+Xuq!9
zbHDz!E2a(~1vhn<OUs<Q#Ph?U%Uu1UrtQIptKT}`S%0nWanCJh&sl6LeU2|%Z-?6{
zi*%N~NjagtUzYj#`bWi^IdqPi_$&7uIa<`%_nOl)b{g-M>)Fl$r|WlW8Mg)A*}*;4
zBxIVZ_UwkpL+Vl=gO7zCdEPT$d0)yMwYRaYf3x1b&CK!N{7KU%@bd8=6I8Xg1s502
zG06Lv7rW*h>-Eg5C-Y2JncS;CEF~TJ@ejkU<L!nxib_zpfrA<K8VL({LkW^JoZth4
zK8Ypyx<RSwr8$X3p#CqYf0de-l9*Ql>WqQ<IffRXh6W|qNLWIf7_e?2$YjWv2fQT*
zwgc>NLJk}(1A~^Jnitd!Cv{-Z)YwoDRLU7B7+M-D#3~pXDi|6m7=uQz%oL&(j7`iH
zj6eeBU`a~_BMa~y6GoN_(F#VUMhdYC#vpZO;AV?~g1M=&f~kce=;{emg=hs6@P!DV
z05>-^Q!ux*PypRP5evE}I$FWhz+A!9)KbC33_^qMnJ_jsS1>g+1b0e}OwB+uX9^&3
z5Zl5CA`a@TV!wX^bngV>1_~21kn=1-S6o2+W@KWZ5UpTt1iB6beV`s3fJjje8!;S4
zms5ZfK9Uy+lzNt+h7M+_H|ca<vw?u?_kUdamt9*5D@=r(7I`XfeBr$GFT;j*k(Cms
zEx7;fOH=b*62(-K_N;21q<j0Xh}j1}zqsqWit+sKgBk3fOA5Iv*q<NV5K&~SQLkFF
zdgE3du19GzZF{!9R1XuG<1VjgUA_H-@6zRbauHvind~??=jXH67g+N2uKhc}ajf{@
zsY%%{4*Th^t<80RAb4uqR=%GH^=~iO8D66&w!@|GWbZ7KGuuKRL>04zb!_m8n{!A@
zQsS@v{K>0cUoC&Vp-OyJ>x4xyn)j678ZA-|Y*i6nqN27a#%ZUIQs|b`nWYM?XD%Gv
zdVTHZyDx;hjx@^H1o=0LEEll}+WcodOSPKBoug0s_$JsS8z@fJWHtUY>rz@~>-?CY
z3AdJ&^wrdV^?G+remma}GttsQJsy^PM!%%F2NNEY1-?lMzxwMBlOWg9L%dw6c_|p(
zM{sz9qsQ0?x#4dKZ+&4cjGXdwQg9TNmf!{#c+88uITTA!$p9`@Kx0yn!Dh6g5^M+9
z)p%VuXv#@w+lch*cEBqIV5Ouns8BI8H_$VMmvqLUQpMB+bf1o~8CV>0xsH)BxO_DM
zkA|2Un}B%+3Z`ZjdZr3S;FhNWn6@x6f{H@qOwCNeYE2A4Dou>d6^t#+VJeIvrWz=i
zf?2VkNCvg5;Z+!Tcn>LF@RVmp#)$M&0xIqGK$F=x=R7Px&e1ir09~|fVys{Z@h!**
zP)!P*<1hu4`QVfT5`@fhfGc-ca>Y5t0k#{F+(0b=taBUSw29<FLZum~ErMB^O}w3T
z*np?){a=w?cl5k2&AH~pQKH!z^X9-NTZb&|xrv26kK>-aeeRLTZfx=4=kz+wpb+!p
z$1?aY?v_sNmaEF0ayWC3RcFDmZnLD>4VNyhcZs(w33E~0Iaj^kIr&%M6jg^Wf>%!N
zmXzbmvU$9?<K7&n<!4#t_PsJIsNVXGo!vw(DKK=w27W*NxwUWES~@P7^>Xd{_F3)8
zAJ>|5Vv36Qip+~bEN=QOdVPk~RkA(Uv65@KP{tMe+T)SW<Lb)$7F`yQJ?<H!J4M7L
z@>EHRmB7+9PuHYM25wAES{t!dHrQ{<br=8YSLti#-21g-`&`>%!#=&THzm8SE;&An
zx47=k=KM{+HeCkIZM^$DCH(mzjm&zJ!>Lub9@HK!+v0t#sGf20&KX=d$}3Qaf+N7l
z5~aMt*}8MiFD=SUE%Hk(4+!=R0i_sF?4q^rEGcZ?85zKn9wHT?7g``Yz)nXmv@o4G
zNJ=gv1M*sUmgWj(pydsgpmq^jqX%LpQaC^h2@7K*JySzVQ*gO}=(m}g8|oQZSVCq*
zAu(41YANa&SsGb_7J5L73<xtnuLL%EVrXQjX9}KRRnRpvx70JUFgH~&GcwXMHMKCc
zR4_C!GSIWMG&8USm12;2QCKko_cWpy!HgnYWr>l2o|%EE38-6&+}H;>9b1tCNjXTt
zfxk#GGQiP5x}DbyDpD%DV#>rtRajoAv>d6Lu;Yf~;%bIjGx#!FG%j%8t2?-C?iLS)
z+8g`d%B$ZAZ$DKc%x!;XLDr0j+mde+Wb*tNcOTel%qZ?to)yJ;e^q{tKvkh_zwno-
zne7VaCAsZuOXl1;W42UI?}JFod%xz_XQt-v`?mG@ue7)PUlP>BSX~dAY}t1yJNf=B
zxrmNUxl3#J%zn1^`k&M}>D)dF#k1UarQB|76!h+Nn&AFVM92PTFiXOh{TBV6WtmsY
z9~;<ydl?ww#v0V7q9W9<QKm4-!_Zwwb5c)dnG5H|#uYAI!b@BP0^3`xJRD1$yu6m^
zDBlvcRbD#hMaQ;lKQHf|-CpgNIp<ZE@>i9vldG1bO?u-o%SJW))6;oP^5rHRSA9I@
z1)WVPb^YYCCi$Ym>Hc`V6UnPzJ)0A+aZl;alTC-u9eBLx=0UwxPk*xZoZO^{wfKRA
zJ~*<Bkq4ZO4A7cOgd!2#MuL<NuqIi>oVT^N`&6y_?pD_xtuuQt=RzzK8{4w==eO}c
z;Mdq)o$$uU;O&3*Gh018ubk_#ioAOK`%9)@PvQg>14UdXim2{AYVu?Man=9--p>9V
z`RVJAUvE$EuQ@omCic4Wu_D`l-{SZESziD7M}E`t?E>8UZ`Yq>f7n?6|KWN5zmN0l
z|9;}H-zQi9_q~q#kviL`6vO(TpWZ*czrSXpQ}T{u(OIr?t=kQP`uZ*Id9AR$zWG>4
zmQQc#(d~-)J*#btYPoIIe`>c~xfkUvIb~05c>My;esj$L4XZ}qoA2v>e&VlZD$LLH
za9;oA$5Z`Fe4AYUe?Glk|G&nMukYpd|GBRJu*&<Rlxx;R_5VK={fnMY{&lT&Ucl?B
zfH#vrlyTYw-Iy<8mzlrxn?=<xm&jkPb*}?0f`3&NsM>ktTON0LcZ2=ox~@c3&;7kp
zm)1|el4o~f|L==ocR~fXF8OCxw0dW2yuRlDmu)wy=iLviKEHCe)jNrxe+gIGCLZs2
zc>VU={9CcF=E~f$+mU<puK3UI^1@R;$BJ%mDhR%$>#O?VpnScdsX%mJ{>G#35>JKR
zb-D?zop3KmYNg#HRi0I;Pn>1H+*>!nr}E_aYgtlHH+FR`?Aac$Yi09|lrQbSD!fZq
z*jY?iE8w*2o)=g0mv#@qDYIW}y>WjD<E2ZTw(%Q0-cG#tFxjCtO~d}8@2B#XRVOPY
ztnL+QTsO7(HPz(Ag!WUP@+WW7Sj)y0xqn^30w?#4=g+Iz?Emvwe60^laNLx2ll-?P
zF67*qoTO+LxMF&T{%X00L9@)YoV~y32CO{!P+a09=aZL(FLz6D>^`+?!+)cI6<w8I
z-Z|tty|~o$?7nZ%_Z?sEwiv3(@)>wv_g-n#-*YU_fsx7i)v5!tn;p}pv1~Fp>XN*G
zU3=EGH4UuSyNY&)O>3TZYt4DaWp}=u<;)V!TAgvIZT{-wDx0nyO9Y)yuU*L%Au2NO
z8^a;D!lzv^+B%1$A2^wv;*j87Bbno3RcU>2{hKe>gt<PvcgmT)DKIVWyLE!cv#XEg
z{Fm(C80q+X|DNOBK32zHGrYd48F}g0q%`}S0I3&NNsli5zvg(J*`A$KQo?sp<QD04
zZkOnkYwQ1VIlhtZc$V6nbTCp%REhOg@?0U^qo)|o%R2LWsk^WBc2Rjbn|sPGr~3cz
zCV$wyoiWbwzH4gW?RSm=OIxM3Nq?|Oco?|%+4r!?4Tky`R@_pM5Wctn_n$|%UUwDv
z+?iT?Byvi0%WtO5#Vb^ouE~$uz)|sG!?o*|TLT?q)V^Fg@nBjt*UXF);csqUNQ+&w
z%P=BXP44=Kx_u8UovOCDSMT-txGdt$dDnYvfhE%l?YDkE((AiuqCQVe*-D<YY~KeN
zQwzJ@itgwcv7`uIZI)P>%g4g6zAa^r?!<+iZ7lcu`ZyDkZgsJqm6LoivDL0~n$BaD
z-{((9yFULNWoGj7qLTWp?Q#lQSxcN=#(YZeigH+Es+y%Fd3dLwPHsq+k|0ZB@TR2H
zdD%1HtX|l`_hk3ZsX_-{t-gN2xz<9HSz`|8tyoUu&gQk-pS+!@pnIvCF-yfqF65<P
z&=;}n6I&xDd-qwftIu#W2uqu+Y1aBnM}AF#QRN4x4+2qbGat`j+%nZ>jniYcC9=)y
zwoH~i5G_)#QCU}TWQ)S8S04{<=w4+vYl?=izDcOiiDf$<7xX+Xd#U|)ZClne_k}`d
zS53=GxG5caRmE)W)Q9(vg%o|TVmXr>Iludc-&>v?>5JD*U8WpzAt8jrYnc|;LY|9@
zqukyHW=H;*{3GM&s+grNGh%ZW<&@Vr?&eMW!tg<>tK&}c`O@m&N$DK7n$G1q1RFE%
zJT&XHdTof}rQcTVoU>AXWa+2P7Hr~pKj+Gt&+E)0p452S^sBZmPB44NUNvEVp`k2C
zba=_r)2xzPBa;>;b!^#Ub$o&Mn?^&el{s4Gm(D7#NMyVe>}D$+@@ev!kNWSsZgM0t
z`D*&+t!eAZEqVI-)?4<!0m8gx44R@Jve?XwrI~AHF4*E1AgQpJO(f^X${IoMWg2sW
z8oUHQWXVimViU|+!P>BO!M({FxOOg>rzO!9=((dSBK^sN9ih7CoVe}9yHD?OaZ7J`
zm2*_bI-uXHX?x4Tkc+H_bHj|=7$qO_=FI30j6XXkaS=QJ<)Xuk#g#@28>|ApRJ{(5
ztThb`mJ^pQ^i-Z@qGTQIU2;m*Y6Zv9qqkF;;xrfJ22?Jadw6Q<2i9o{%}vIt(a%3P
z&t(#S7PpGa*;A8$n$olKtgG6#3tX4z?p<|AyD;a-x1=Tpas7lxhbAkra%pjCu2|J~
zY3@pP*QGyQUkZdrq^W4{z9thDd~{y5^sj9Vp_+nuO<K;AXPB(+H9TV^ay&+Q`G%?)
zn?I$NbT|rhpS#DO8{_g=Bp~h(W0%=sX=%gAqr2>)|9oq;E)XjE*1Ka)XzBUStm5}C
z+q5uUmkzyHBJQ4_vS@Ef*9o`KMW0@%@&A6SW#z|uYWkatp6$~Tf1I>uf3Iey^+!Tn
zS*l5BcBIDoiw6A%Kd$$TjAfryr?xnNrRnLLL$WV^ZcligV9$TY(lRKt?bWTk->+9J
zHajrIsZ>d;<(^*e+XZDAB`+qg5Mk2Y{jlMqp6{eij|ihhnkwwmwk$Vd@0T>cv6PG3
zV8X+{x=dze0lO0~Og(ZUEx49b>6?{FTCDzpOGoE@|8TVYwX^r$fLA%X%Z``-dF6KF
z>h4`LJGL}%-siY{R8p>9NWS^2<sH-HD7%#NZm#zaT{MnU_$Hdcz#`@7wPgy=Y!)sL
zwObk2E-y=7%zjh)THU#~tZC+nHtSwxlvrN4ye%RB(84Pp5Amob&Y2T@YS$P4BS*v+
zRdHxdkF+>$nR!TU#;R#%Jc*MP`Fquj<-E_SpExnq@X*1tHsT^tZAo`y#Dx@&Iltix
zDcUUJ#Pq9d_mci2M}msV1s@4*TV;GUT21|NW7E{kz-@&q-k97iKU6F5Zu$zd9aawA
zHzv$EU!|)Yb@GvqsGqp=7Qf4y?jJPrSD4#8Ss(J{ZH89T7X`OqMYU&rH)qYsUOPGE
zhQfycalLPo&8!b+NXjig&^3Mi=IZ=c#dB9|J-?*-p!l1r(g~K2Lw8iq$!>kQ<<sIB
z<(8$Fb1YZCRSnYDjZpivHDun(cf9tY=B3}J8r!k#sZ!DiZAtV>SiJm3^`ETG``4R$
zgoIS@jNP2@@$`vZ-oJ7JIJR_fEL4^g+_|{G<KRu7je@7N${Tq?{5<0_8iI_Q4zI9U
zcwx2a1{UV%HQrNWORhDf-LjZr$)+O{y21Nuj=-)herh>8-pyFi`eDi8?vAKgkG=0K
zWVUAe=d|^<q21De@3uJ;4_U4{B)}(Uef77??zSH%_J%GBmz2+t{kcy;Yl6?Y#}T(y
z9N5dR<|$mSB^S(n)Fx-+!xnZ{#im<l#n*3?WLvy?mZiqw3BQ&oC{2s%eD>Vk<q6}o
zhO5F`*-}Hyov#YouW@Y8_pGXtVLZQ%DNI1#h`s4yT+b>YiRMKOJ_4-De6gVt-*$U{
zsa;uZlOwdHrBmL`>Z8L{W@TGdEA_~fx-T+0C$6tPR467ATPk~O$CSAb@A=3dl6=|J
z&6j=ngB8=9B1e6eRp~7*Dhsq{9dX{^r<s<VmYKia*SYtSX880|#*2e~t^4A+#7;Hh
z?6;yuxAxO3wm1IxVlmBWkyl1re#F(^Q|AQ+L|jR+;<(!QAfrP2!>a!9qb-N#9J>&0
zus`#AUH$4g)qatU2WP6Ex3PI#IpM~oDOV)F-F|$ao%j2SkBQEX&Y7=z*StSiZTv0G
zRJthfaO=Jky$80MPgOtR+nm@nE9Fw`#E062JLV);p7a$us#H8_zQ{hoUe%eOE!A6F
zRKF!EZL<k-T-kc5+x^vt=8OkP+|MN!tutw2Ia_c>=gi$BQ`fiz&q$q+5&di;=Z@8F
zwk@(17hX>PrxAOUrI5=k;X(hi6)##hy!zyBTB1?0PV>u#KNpwfKiApjGV9-qqf?#M
zy_&WEjmd<EV!vbmO=+Kgn%QcB!ZiC+%Y4s!-kc%8G)rHDy;x79w2pb&rP-fVtuI&x
zOWV!8$Q-Y?_{71b+_m@i`fz+Xb^75^N#D}7^*^`2mKOQRk$zIH^xTVM{?9Bc%mp9L
zUzA;Os)Or)63_E9%hjfJRfbHi_jO)YS*ymkdfoY-;4<pLWy#VV@rBuo{_l<szxFZg
z_$R;8Sz_xMbF8P`lF>0TSTu9L^yQm-y8Ohq9r-lvO7^6K=fyc{QcE=Bm_(cB$vvvN
zX~N3C!`Ne)Bd?)=>)ZlSy)z!}IlrDU1%_7qe>Zu<4vVEPZg<YDTbT4Pn?+67@$jKl
z4T?t<K6eWkWNAmOve0}g6s@?p!c;-8;!1>+z?v&<g+41belj@TQ<wW;Bj1Y$drj28
z9=~>C)!vTdZl-HO<zF{EDQW&7`?}%HM75sJ+MO><`?&W%+u^vMCqmGGN20L$qOjWa
z8Qrgs3uV51f1fSFso}y-)l1A<R4?_awtTwc)3ms}`>pGJ=Goo*jJ&%)w>UmHDY$#(
z(c+`#+rR7Eac++g_^w=2m?f|wMzq^>$`r@nK@J`v>$EguXCyym3*4mTa4DNHINt3H
zmm;(1G{5@(gqF!$ekRTcsp{xzF8|IsW2V>Us><yzCkSW%Q&gGl|L*tM!0=w?y;CeC
zW(r+QIau}C`ONkc2iL7q^`5svwcLI2wkdLNSAG0@o1t3N;P)xeC0|Y3m&o3jvL$x%
z<SqTj__+2yTjMZywcy13BP+elI-Z$r-FNnop`6N#Z%?M5++XAq7vUL{&U#OhXOh$Z
z!qqjh%rj(Pol~84x5ISqip@{z!k1Y+*}X#W?%98WTTa|r@|pX3$(1c-KQg76;vIiC
zxPCYmRMhlnURqdgRI<ybi``R0H;70duQ1%i6&8D1qjqLwK}<v2K^Ifg%`XH**6ciG
zeejIVOrCDhxf``I^jz~I7#K8+vt|U=8%|riFe^vK?&vXo=Yxl{_1Fu;ulH!4`>{In
zw4Z?-PkMS|<fp4Q;&tPGZ<2lShUL0`l6s7|Z}W5Rd%`&?Z>O)C+_`-Y*CpoJx}4V5
z-Yz-^b89Q3*}lfqS4mseH27KheAlkqbpGJ(&PT>mMR)0Y?0GSLbKpW1fqJ>Va_8&6
zruRna1h0{0wZ8B<@1Xvk&lSffw4LF)b-&n|t-SejczlJrRnn)!`*mk!K3RN&*K(a?
z#fF^3)sammzQtRPU7z}OQ$^T9uSZ^bhOX@YHFf-)Kl|RU7k}q)d^4}|0`}PjPgdIU
zisx@NHw_G|=Fk@AdCT1&?z&Rrnd{F@XSXYdZ&~TEaB=d}Pv4HsXP*~t^yo<Svp>3d
zVvG0=B`gSkdErPz#bn0`%ojD-<eX;DoLqLHG~oe9;KnyvpRG697&%>=s(A6t)WbZI
zCpm7EYh60C)FHa{?2L)#ayuRVhuE~-JMSd0Y|Dh>>--O_R(|`f)naDglE|J7JC?=d
z_Y^$6n$zOj(ACN;%C0t5GN!CTXk}xA+v2>(lAFuJKdn1b;~ILY*-GW)i|#GSvRuzu
zSHBEDdHJ;5C69e`*N2#7IjdT1;VC?Hyoc@SjN2QGj!g5?Uun^FEbpexiCdgJCJZvp
z&m&Z<7HLKuIWkd5WO<ED1>Z91z=r}!p-mH)TEDt@q*v<qrPNs^kNo?UOA|M|U=~{|
zro-%TK*{voOQtsWQ&uZ){J3gp*cPpF&g0q2S%+88KiR;yzHTY|-5*~+TygYouJ%=M
zU3RA+Fl*_eiBU<r#IMbqG%Z>n+iw>0v|Y=*(^IsRJz6fjyL#k#W{tUV5o>^*B**!8
zVu~DV&Rl0o$o%#&LHhLKY_|6;cMr&W{IBNcV-a0@Fxqp$;#FI(c~}@cUX|DfzUZs?
ze5l_szu%6zp^w)@+Fp9j`7!6pv{zh{52mf2XS%$V#qJuPOy%K9*Yg{)mtWM5H#j0)
z`R-M$o<xG~7jbK&mmw!lso2agk)55D->co3+8LAe(L(!0Vg=*I*oO;ue3M$MZKNix
z8N_nm^`qG=R?aWF8iA#m+97vK=PImukj-Wz)^kBbWpi}f$CjgUZ>PWN2^G#*E9G!Q
zB{zUs(`|Qs__3C%r`A&*-%xbz)SJipCDVB6AG4_wEJ{9wFl^+Q_U!`87v8AzvCmg)
z35$sos6JT|8MEeJk-`dphR+2@zpXGyjED)I%xAE`*21lK-O;JMb*W6dJNv4`tyW5}
zZi`a>$}q98c;>&`AKtj$owzY^X7jJ5j}t@1^q<I`dvI^c0@hXMwz=&nH{Tz#Qu6n`
zWnYZ1dWi}$KhS!y^3D6-a)RP})%dig9%h|YtQVAYa^8yxM~<$DnV4|mWWi(qM;o6M
z?vX31T)e_)p5=mt7NX8;n7TVY%wl8mUQzVetX?(r%YoEuv72Q}Stj|dU*&ybhPd@J
zHOFFcOaJ19r>Ddp{MMSLouR8Fc6NI3?Va~{muhsqtc#9xT`4Rmn!mmGdRzLEklsCi
zjn}P8dBf51tkd%%W8w#%&#DU|FWX<PNqCSH7`Y<;kMXQSO=&5c&z5;V4|7iK)12oW
z#r9$P8lCocnuf&<+imYJ%Dl5+)AQ(uO%YsoZ=Qbgwjt5L-Z^Sh!4rdHwlALFW=;0|
z#g!d(W5<oJJZuShYc6eaGug*lVsk_<<U-B~v5SAFvGq6Is4IP=@A@%uOV+0^8`gTU
z&$3*|r(OK$`4`qbkt>pP7pJJmJ)4<kK0Q$4z^v3aFSApwUOViXy}wrS;<f$#67M+P
z-<R!K7JL29_r@T8owF;m7vIR8wB`V3sLHPeFB(-Vj+QKX#VckYv(j{SY0m>b@49`H
zXFhH&4|C+Z{OieX)}Ir;H%1-Vt^V%Gjv9gJ4QpC{RFv<(xBn+glzWEQCz0D;ZO-kd
zCr;S6@M7M~Ck;mht2D*lxW$>A7I~Dykj*lAlJbm>lvl>LWH%>PpYC?u%{z6!_+r^9
z_nr8!xu{%j>dZKFFoSiU6JOTla{(D56Myijmx({waPkE&=&~=vDv_z+%f5ciOD@Sh
zvG$rrXGz4;!2fT(eHRt&W@8ll!=iIpYHIjHtyMcD`n^sbuWD}C7{BtgO0T*8*4HW5
zxQqKAw)kItdU0i}*5$l!L3fsAXsy%Q)6}^mSy{Bw^Jf&J$j`aXm(9a=^4<2zUVP`s
zY@N01oJ3=duWU(FX%vsXID13G!WHbTF<TEsJY#eV^+@^UX3A-oz461=&8i=h_o^&x
zS$%Y!wN%UfGwKYn*A2MkSGr5>EM9x#!{x(=7D$w9r(NHF;O#59)n}|ib9)~s?fuK_
zvd7hQeslT$%>jb1kFkhOoOq&@<;s*Sw`xUSqu}n9o~s^B+LN}hRczv=OzFQ#dD9Fw
zKb)&_DW$A2_p!N@nGW}jNpJ5>z9G=~Vpo&p#jd@Aj<s6TI!YF_o?RoH`?~FK(|gAA
zp^;%%&-|ZtaHH>4K~HDq3Y|kA-=#HZUu~{l`Q14!(R|(NfHs*`7cSau*zOxUl{GwX
z>CBLVYj5O^Nab$elI`K$dG`>Xw3|>@+pn_Nx%bu^rhh$m<VM$wxC`5S_QpOs_AKu~
zpW@pD<*m-wEpE(Gy|wD)tQl?3PcR6c|9<9Gfy%6o)cywohqG%Q-tG))zV0sE%guZF
z*`qakG$Zs1_0BK7nfUPUZ2txC?}_@{$=t`8TmR22D`MWlN6)rNt}N6jy7%%<_#3;v
z%jbE!O7oJ;{LLeFII*SeQ;L25H*IFgZXxq+ucoaxzxDk3dEwM8UH8S^_!<oldFBM|
zGtdlvc5%rT{V$v*N2Zqxn(aH`8Qy=qOxyg{iwiF%+*{$}y?XBSLO&MQ<EtOvIaKpL
zujKS;osS2??#iE*K33#Z(>Rme+5Z1GRo9eTvld-<+G)S7<k{(yXN+`om-Nr%?pteW
z+%a?Ft1D4STAx+-DroW8B{=u_3%{0K9lRxK-H|0)I*(tleOezMbU;qE?f*now~#%(
z^D6%_sEHny`1_<f;;-@kwMVwMh14Ibp1`1(;mES_@!2bdpBR?P?2cmFutxJpjA`w0
zZUc`u4>+dY`1tB-)29rDmZOi%t(I_`aQhgndtcJuxqJ0<sSeI<7nl88Q?u9m2qWXK
zuj{H4lbrd^24wQRO@8$%cG2OOyL_=ByM)TK?J~Y!*B7kHx4G2%&!q6-veFGd7x@(a
zH@#~5*(7)S&WL|no1DD8f{QQrPU_3_D7+?RrM#@ijdRxYXZtK-8e*Ranfb5z9;IvM
zaYT(xN^-u}g5?sHPbW^;YZUVK`=W@HE}`1}%Y+%t*PgR*xVVDza;1`75-Zz!mfrn)
zAG6EO4BXv$@TgO(_g*7gLB3N?M_2F{atS({-A$f4F<-ZM@tb?>-N^;hj20YSnDq8$
z>&fMv>Xr(9TkrRrI=Z9lcEkG8#k2Rt-pM<@t|Br1;v>WDH<cfrT4s^i6@Nc?hckm-
zG|O%&<InQ7T})rR8$Fp-`i{Jnj8LDRc<aZkihWbN`yMsBw)C*@D9_0Ay3u@sXHwta
z+rHn+HGI-#KV<yNl_=)9e0%rJvL$j0W?W1QpZDQ{ic^2+n;Sd7R9pCN`Kg_~sqLbD
zdcneF+ivkYS{W(ytUj1rva9v&w30n>t`nA>E4{w3`lqbKj^dkA8y<RJ7uvZw>#)I;
zD_icCE;PTA6d#h?(R=8d7=P2n#A(;Jd`&sIbUDWryE8i(qh3@-96O%!Z)v;0mj$2S
zH%@)CZ{CXqPopBXSFO9@$xtQo=FY-bj+4&Knf@s86z4Y8xdyG5$}XL=)i~h5FfFS}
z+p1}|-bKEPtG6}jJ3Bs(vQhE)AGJ6wS;pJv@%ewg8>e1SeU-%X_HOIS?!;#u&4~}p
zweCLW44$2onG<Sye0h_8^3K=i_Akh^+4jz8Mdg0O%Jpp<KGlm}U$Sq~!-Ho^{nv2B
z-^dN|-Wv1$$Pbmk9aE(mdsVwWXTEI8TyiCco#|U;_AbRG+it96k(Iv8<9ny%*o`@n
z6NUG;rC+}MIC*V!FJrdD(b@|Om8LnF8=Co~m98t#ICh|FbGFXH-$LSLC6k)XH~P08
zEt^$%q{a6)^TZDA($l;1!rR{8x*9z{&}H*+x5eA{iZ8JA=GOAdj+}XWVd7E&LvP6l
zv9ErtflQ3aC+|!<)3;-TebdontDml3Q^%p>P!S(I<E}wL66=9o+gSbQW)^g8dw!s$
z=<uDQ1Cn(Q3ij+PlhI(Cn`@~nJlW}?c+|CHE*IC9y<sw!nQ(vI`kfCGBA7bcgU=@C
zv6dNhN~tYcTXg4R%tp>xFY*ierp#5d%el!Oxoz#*Bf{EBFT@TMg*-dp^72&Jx`XXk
z1dgvW6rQa#Yip*WN9XLldTLvi{mR>4+QqT<O2+Xz)w5|bM}6YA-j>x-h^RTcmR;*b
z;;px{gwhY6KgjcL#!BA^ms3m)g6=U3ICA>^#k6!RJ7zg#RAt1)Uo`b<`+mGtLsysk
zz?7mTw>qwGVVV%`*O62%qif2MCK;T>$f@y+MKwH2evwbnMWc<!7Z@=}9_@cOHSvR(
zw|tFxNzQ_Nu2q>EqnEO3ym6i?H&@YhLaWRY$ys;K&RpoVt$N+T35mK#=UV!+O)LK2
zbi8a%(PH-#FB{SeJgUrMAF9e{Clu=K^{x@_TsZkf+?mTKKf6{H9G`7gv*Faj)uE5J
z%zVB`_q>ltY|W_+pW4zz#o8W6IL7^y^|Ez7Dp$NF>cz&n2M$)7H(rS@ihUXR&@jiY
zSo*fL(c~^!H*^1aKb}3@@n~wyiWjf!K8i@4`R^!O(C@kO#m=nx>%*1HL~gEnd1u?*
z#jhkwZ)MM53l7=saDKtTN9<yUcip<@8{FLBSo`grW1V%@vqSIO<`>wceOs%ow32(7
z!fi?a4c{$&<v)1LVq-Iy<!|ufn|hMb_A=`QYO_tOc5SeXo0=WpeO<4W&*yFByPq>M
zOCw&coV9Yx!()f5*67U(Za#3IZ7pL@YEDH2Tid7m61~n@2A=BdeUjV0#U?GklJN5?
zlkOauheD5&RjO{N&F-97v9Wq%(ffNXJ10(=*Wxn&T&sSz%DG0*C4sa3^d48tGPB>7
zVryO4c2=%8GMqbUvG6ag+z+09EQUwE#z<{UI}(s>@o3Y-CjoNa%1nzQwuLP5<-Kra
z=E)GRhtIP2X{b$@>nS`j@hFp}+HtPvO!bn>qP(*gS*;GNtcqZAQ5R3#*v`9=``Y%;
zwvv}l#>o09*;?|jUt&0|wXf}y&8!u7`wQc~>PXcVDycn^lF56`<8xZ(#fj%47QM=I
zHz$WK37r#T5~J37fcNDknIhwfOo{haon4{b-!#SQh7e2DrJ|$xt4s4<i)vn0DtLFM
z;>_M<5#kS@rB_du4qkjzrjY0LnS}zMZ600i>pk<?XIA0K7QKYmg^~)nmqJYhBI9mx
zr^>zZVLW}qIw`Q|^g9Q(bnz?>vHJ$k%=2#eo5;;AW?Hq%`MC5m-k>RELROh?41exy
zJ2OL=_r_A@TcWQv*j~)}a-zK8gI~G8hL*I={6%64lC^4!vNttPUO4l$LcrRqwU?*0
zoH1!<z7xsE_sx^f_wA=Fw`K3T-E@_BgS|?lzjV8-zq|Gklk(!$?2~sleSRS3-p{zQ
zvHM5C({JldS$%n=`ARu|>@<v+yvso|FXyF?$>Ezz76imRXc2hi6d-nf{)H=>zsiX{
z`5ZV+akX1bri578WUr}*oh~}wvXp9wSi;M}mw2mV+SP>uGOLz;?JNG<v5dPj=tTPi
zL$3o(86HdhdXAqlI=c1rtPBm^!;JS@GsK?zxrrGBF8L!RowsoZS5M*XyF$OCE?O;p
z`10bWD*?wphPJsz8;AMHOPpFWtF?Sj=FcwoPVVT^*Vnu9A}i);JY8zUnI|I@TKcK%
zhWn)xo7)o^Ur%b}YtQFqvYwh|;kq_c#k|eR@YzpmpH~u{tN+DZ?J#Oo*q`e#b=d)-
zqf@8doHOIbmaS1fTaCI{Ouot(oe<1DTBEu~O~vA^q|)Mv0qYDJZmaBmzw7$!j;X4D
ztEO^H+%aptw5I5z6qVn%R!liQy(6M_$F&!H+B+uizT3I2_3B=WEdiSZeNt_+v}I;2
zp7Xp!=7o9xBK2L<D)$;%9{+lH>9j}Q_66G6+SmBM2(o`SF?r3t@raS3iYUwL_7&+@
zc;-m5IJf+rV7)2&;k?#;zZO2!kw|*DRQKK9tK2&JQx=N{Y?fHPTKrA2qG8Wf&W{Uy
zId=;$V7T$($2wuXD5bwISW=Vhtw8sDo%xd{t#J5?>7IE-iw<O+>PqDJbw4^&-^4VU
z@yLg}8G^ZM6FDuWO}r6y@<hd9mQt<!g*H$BEZURU?jEYK`AF~DT?-l1s<cGf*|hu5
z?{Rv_c<;RkS6}!pzL3+>Z(SU}hnnrbrhi=bs9&69m;iUMpW=>(TQzTfSyXD6b$DSh
zYv!p1p%WB+KW~^_dtIhj;^3_tK5kMLt}D+x+ZuW6h5EOR4vvrASe7WIr(XVl-zMy#
z=r{K#X(ee*)7RMR2cG&Sy!3RA{=HU4f2JERvl;4c-HAWD^p1z|)a49PG0#NyY&30p
zb<ZL9?A2B0kD0w;DY`K^;(?;>zvy${J6}pU=6J7SPdIpS;ZsI$3*!Zvx!vsg5eGi5
z<%>O|W2|^YQB2|QFGur?=LYdkJ8y)rGibB3sXU$_@!H@>KcA1}9!2{Hd?r`g#pd5B
znCbH4pjz8b34_XKM{gxCcNLc(`e>SS;l-)){ns0AubBATMp1ZHY-9dkmDJ>T`v)>V
zPnIbA7#N(oqW#xR<mD`BWusa9%C~OY5XZaQ$Ef2`OwJcIabd@c7lMC==r1}v(`-BA
zh4$c5{r`S-&Nn2EDy(`WaFOd){Ws~G60I^p3ZLy{*6viYV!rmOFe$23=TzR|fGY>S
zny`D_b6KYK_?yi2n2QSvoG<09GiqzU7j$Jx?V}|s*5>-zi6@n#G=&<?zlFTf`seMa
z^?1=bwuFuQFDYr11*E%7?)~_8ZF|kln{01e8M%YMDXU-GA6_95oltqhP*nC<uW{sc
zcG*+&Dyx<_y+5<=z+a|7)B5Y5rpf5=JoR1mcecg3wc2I^>SpJbEZiDlG@)qWH3QeJ
z{&f>q3%odb@Y-XMKU=Clms-3qXbjDdyBTJ)a8>9#cKHngqO(^WPhM7K*7A9!Zh&av
zC8^${(j_aI_<chgQu`9qPAyU^s$4mL6@y;6O`xtZ$E~=1`-`rchiA)}MH?@4o>(Q)
z)hD{-VXTbm(<57KRDTC7Tiy8l``+h^`@U9dUv6Etj=eIw@)mo!#`E0^R&ua+HE&Db
z{%z(5i<c{H9xvOwg?;sm>$|@t^xyt^Y2LA`-P>+GuG{_1=Za@b^E8(;Ts8fEL4KVT
z`uD%s&Fngm8)<atRf)q)>7qqP3ih`4SX$`KJ%0Mpa@Mpf2W30fXJsjbS{+uo_^mdz
z>e!8}9Q%*H9~o+^br)U!Q{-@Y%1KEb1Cee+v1bxh5uzP^YxgABL=@NUz2NYAl1td$
zi^^*?8Y|rSHlFZ3e>~da#gyK|d7a@t|0EKRM~j_$d~L!@7k{RPGTsegtDM&a70Q_}
zbDY?c%XWObWcGRotvzLbc*1J-%G@qm)77@YE~h8-fl$vnX|@Z$!eo*zcCVJtFO6|&
z*>-!|y;haG`m66thMDY-U+iwX;Q5Ys7sM~5`K>v+d`I(y%x%3XN+|;EdCECzUI8DZ
zFTdKLsvwiE^q(`h;)&&z$v;|IOOE`hT6o7c@Mqd%l_Li)s2}^xB>U~_;e$&Q=N(#U
zt|aQI%xzS?jP-$fUzC%UfwIi&^y|VK)EbPlu3j}@aJO>#wSUJG7yh|k&pswD++%gb
ziP=ylU-540o2EC*!&3gO<8zzv=}W_;uF?g|?p#|IV<DUN?~2uWmw6grLNXGx7df2~
zNSctyQnsN(d;12)?6q0Xz8tvPWbC5I6_u%B7?q=<cI0KFp|AVI*AJ8w&$}`kyzY@S
zJTx&t@c+x%?Z1L;PaWW$^}4s`%C*HD&Su=aH*{hSym`xg^In`(h1P`hM~V(w!LjYh
z8(l<xdG`3l99;Np;nl(g2i!8cQhoEwB3yUv-I>9ib!KCcz$C55hehvCZ2nacqVb_r
zc=dtL%&+>*Qhg;ZF1)n-mZqVfd}X5Li$|=NW-Rin58BCOXyIUcYuay?E4J%yp3A!2
zzhkYtz0;Xb45wz*n049BwSHu4wd{4D)Eec`w?0Z@pF(%9HEq|NeS1Z5Lh08&rL!fe
zIl1}~bA#9IYU0+lJ!>Q$_3T+mxc|IJtL}NNHGdamUx|EQRm-9NevW1{-=WA&EbE>;
zbuM}C5oh<{TJJNLXD=1+{WVUN<l3{(c_P1NRdiq=L-W>zh{Dqzyd2FMW;yRQuC;j^
zrK=>Iosp5X_tk91jf>mk8bzXw&)k^4Id_MB!0mq@O}3=GdZT#uc$>(z%Tuo^i_YU(
zE~2^l_lt?q%cquIOm|sbReAmB{te-ZQ`gCD+sG6#GqCljnREOM$*)`b@?5S>e7nQC
z|J!Sq^yNakKYeX#o%!Pb*VB#DX2i@CK5M*hS&?Arm#v+SCN|4*y(|_SUU+Mn#HmK6
z!za~Wt~j3PHgQ_!3hBe_S;;r9K6ZPw=!L}bQ|G@JO`1CY`S(-(HCG-REPnC&x8SmK
zTIZ}6ZCNj@q#Wi~xZwVwc}Lt{@O4`pS@CMdh94(gUfuR$FN^38y`Cg~&E%+5Y|7H|
zyHyJ~G9yl0_kDe6p8SRSEneqKwuR~He9p4HQ<U*5irFlJd;5Iju;AlO^Im<Z&S0wz
zoA`S9)hx%Rj90bO1P{;Ixb;Nlr5A^`t*%Urzscy+UbJG<rYA);z09vNRxi<(@i-cF
zKIQ45tmxRB8y6Sa1Tu3S^%9Sc;!Ty=GGWb%IbYsfo>3MUss8DJ@Q#~{1M0gbM7~zP
z7ZW1crrfGm?al4K^K4Sk%hkf$W;|@^?wvW~X-&=S!pBR$UU%BGGrwwP>&ID!%5ye~
z?wPWeIV?Q*P0|(VyAQU$aLpI6S@7zlgxJexBDMU>rwSfe)6}h@Cir8`rG_&d8jtS1
zdv~_Tu<QowJ)QRBerq4xJ5+dli%(_2e&<ioKHj@{R$p4Psag6+KuVH9!}Ogi%}uua
zn`g!_i~0TWo9{n(_}#iby|p|&Si3pr*1092k1uULsw<P{v3^o&g~RKKCvPVDCoNs}
z*g2-_R{2Q}6TMeKXLl(|2P!jpM2P0|GdC?ht~5I*HN;+ZEl0+N-u~mWd!N^4B&zOB
z=!kfJ*Sl>Izm8He$2)(9?S<c#{|qkRU$fnu;Z<)$HFNL7EU_4lyxI$9{GTt~J~L4<
z`B1>i%QySZbRS+~axPzRTf~9u{H!so^6B4Z*a``^)+t_7m?Lrb*QfF=ZKtA(Y}&k}
z`b+KaKRM{PdB+M9eVyWLX}j2fyNZ$R+svhccDLoV+iK`;wPrb*S+=b{+mzdtb!l?q
z>Pze2M=Z*Dl$!D_P4CI&riy3l%_c6JCGYBXTP~er)ziN<2DLABQWB%Y_eEV0+1=~X
z`%z=HzUhas0x#<<8AY9-%9af=(J`6a$#diH8#m7Jv`Hwe@;@a0Ciu;{g-QaCN|xU_
zFSOInsL}G`yZeh@-8rhXoc(J==&SSVmn2?cUC_~S;psmHYxXmBi`-ZyT>Wq<Rg=YK
zc5k5eqL<eK_lewYIil*eaz^roih{G1bFU^udwwb@O%bfx^+52=_uXz^W1PhgDHmPO
zH;=UJS=KF@S$1|!p`<hCtBa9N5xZah{<^Hz=ya6*c1aV%ce=@(H+dAiwlQv8yHoz`
ziJD4I2EYFEw>jA-oMPJ2F=O+8g;%Plw#^jr2rzV8dh6+zYi5ybGHaq{nDJMu#6D&&
zW{_Ra7r3k>J*U|}y@8c|+SS6g@Ck=Eox81k)Z($0yL{Bl6I^R@4jj@F-mu`5&Xt&F
zk?)IUs284&t#f~Skxe`xat8Mbi!)4G4pn-qqc=Fs=z8rgGw0?bxmQsh88_>Tdbb_>
z_irbYCiiE(8^@L<o1DJ;?((`jyW<Zn`S_~l>6&S~e{U-=Zs%U;bA&y>Y};XV;oAo%
zNB-iQJE1L8<;;VVzw;8FKlrq8U-O}f;@8jI|6%&7OK8`8sk1Q$deZb9oOf<~(8MhN
zzjueyii%{BDT(gYmiJa|X+ETt!EC(b<pRkoHVQ&>HcH5prARQmtB!R%dt&j$JJSA6
z1r2xH%S7MlU1L1f$*UWelfjyn>{ej+=EmDc$BoW%F-^Z+q0Qm>TZktjXT$w&_SfIv
zY^*T7Ki?zo&RP3i@vKa8XJ$Ms>uPa+=EArp-2A)9yk}3J$<4bSd*{w!<=y@M0gaQq
zA|vff-`(8*c~9l}#Lg<V<<Dj?1sUgF+a(|p@->02-Ol!v={EP3n+sK{bG_52pZY5v
zm;G3xe4Y4vPd@j(<?Mn7-p!3&!~88~`^Dy<4cls4(td_q6gkMAFn!mDz&|3*N77zo
zb;TJxi4@dJ(rVphyKu^?{6__DNqed$2JDzp{HDdkzD&qz<w|j%e%Y7*++KVVXk7j7
zz&FMjy4x0J_Ex5N-PgP2k{Q1L$@;jm_jjf_$Q<8yz4OcFd6SKLj9xHKJ=9xa_)+8c
z=B!U%F}C|w$2WaCrJNcwYxRoRg&xW;4ofmMl<cklC}ghGrWx>)MNMCPOU26xM^A@-
zNjbHu?(-yd{#S+TCQsjS@suOOge?($n}pAcUXx7rkrz9zywpG<QsUyaNQ)`LAK71A
zxO}9eciXCE2f`~3?(oV>UcssOrf$zqm9EPlPJOIBe(t*I(`;M5*V;Ne1BE+MQuRvQ
zI@Ziv$*Ptn@>4=&#rw*#{M)(iv(LSk)}NT6FLCZlc-N^O;|0x07dJ1>nwhCCZF}VA
zLalQrFWF49SUn?5{hV%6v9fY>vf2i&Fz?He7XlJo_uA~f`<iw2W)tTPvYfYf^J|zC
z9}Z;vs;}Q(t)ultovW!aME!%xgc*j6OCD^iaMESfo8Hmf`1nNQ!R=Qbd~IDUxpvE(
z=m*yweK@c1tVy$V;r#voBKwg=a|NSb|JkxGb@$1v{z+GDwye@wyI}1WGaZ(r2bW9o
zRSRVsN9@{n)Tky-G{DJbTl(x?w>-n>)MXi|VZGKzr<we%kj{9~ZWgjP*LhuRzM9GB
zy{pRKZ|bW$Dt_j;p!u#xvHtz<ez5SRU%q%+fKBBA*Qyt~CoUQ_3m5JWE|}J$w=(8h
zt7=4s^|q_A4=?>#r1wfz!ge9E#`^h&VIG#Rt_%9P$bSy`qb$PtZ~AB7r}b|iKK*@0
zCj9GNg;TxP9b)VxZf&}!!R;3~)#Q%Tol?zoHYxM<H6B9CHR6i5mh7wi$TCNA-6w~u
zKF4l8Zaa72f}2jwc5m~^VlFK^7**%J?*Ght<i2L?jYAXt5{_(;%y@Ch>^%RMNy}#R
zn%`zC_!yDC!|#5{ZD&2XCwlBswtEaE?u%@fWqM%BKj-#twSv=I@9w$2d)cQ1``k;x
z^LA*S_bZ<>L(Pdd@9oF@W#)I@bo||07{|KNV2w@Uff!@!lL>DwU0Yo`Ury}jqavS_
zN0%0S<8tk<+F5d0g1_tQ0#$*fC5N8Km#^_y8N;({*K@ACO;;B8Owm4eaEW>s%Uv5M
zKlN4OabCSfsh8f!UHRo*-#DM^vV~ojLxb7gu&b5&*R3~M@&CKP96fXAoR~BPzb!M&
z)vAyA1Z-wWWc&I#Hcr**%aI$CdZM|H9D7ole6#Ja^yP;o?MIs0=UwX9ED|8T{^5cv
z-<(_2(yE<2_tgvE3rr|fy?ydt0_W%If{$Nzh&jrd&-07ie)*)?;=d~n{AGVCV;^rX
z7p8q%=SHW}$xUZ@7JNHU=*1-Zroipp#Ms}Rk7pca%sdy8`e}Fbe7R$0ak4A6ZSV4C
zexERrfA<}(c7cb}iW=75+9`j+_<-p)rm~5pdxe)w?cv=v%jxRr)bNIc+JBd>Xa{bx
zeDUwmjp$ysPsMjDjf^)`Jr#7_aXdBl=1Nu;TWu$<r;?wdLa!NX6s)X?PI>899dl>8
zTIkwDc|P+8kA38pa*2n$u6s2nYs1^DQ(_6JX@abK-(@aN-Waz2y3{tuDB*ub%V&g#
zRDE<<yZLAB`LaKo4o6)}j^AJRF{7*M(fQ8~$rpl`)z~VU>+7*^+w_+&WHMXfo*zH|
z9{oD0;>zZYo)e!bXh{{kUo&s=N1KOj0g2mdJJ)y~n3sF{*^<oU_}<0pR+hKo_J#K?
z*{sCww`kwKK3my7j*Xe8U*4&?yf^fs<F?S#&UemFom}*sb*6OMS96Ypdlg%Ycv9HD
zTzKDPx?-kHg8FvNo19TiF}4o68~U%Wci;B8w?@_Z{%Yrb--}-ySvm_C+V_2nx#75#
zIlZx=s%GKDlkG2CbCzsfD!yvx(${|`{cb)lC1#>|@er5(B9CpV+5hI<UEun@Z__LD
z1+6g_f^S|VDgSf0d8$%u&*7GME4_!ouU!3Ju>UHzF)hCvzVU(QM)y50w$z0!E~-q5
z-^sdmuG81E&9f^#`6t-T<Pk31b4ql3oZ+7zm)x7VZ&_Wk_%FD~U92MIc=ZHJuj@Kn
zON0++%$_7;vfS$3OsS*(3G9y5o1ES59^LvQdDHC=VqLvC8&~Yw{`JMlQx)e{mxOp9
zvR}IRQQ7M9`^nnJvu%aF3#TnV!F_X`vEPo*Us4X8IQ8<@Y|hgK3}0nD%YHfRvY1i%
zbw<@3rl2c)r&S+6OBLl;iDi-rmr8BQEIZde$#nC+u6u9I{Ijm7n7zp^U$BgAX^3sd
zo<*x)2TpQ+zLj-p>95t#G$bRgKdj)MB5D0%;l9;e>e`d1I0va+WKX}p{fN21UDNYB
zZbw{Md`He<Q=G;0ukYLxR#v(QUv@j8rt-PZeZgPWUK6g+f<=8dT9<77mv&)gxA_h>
zYi*5UhW_Kr4m0@fzqCZBdCTFptkS<8HBz=y&hOdLxujHWZQ0Z$Nz1(JXM8qmzj!+%
za@mZRbC;FAn7Lww?kmN;VmGfGsyb=otvTbO%bMB8<~SOLEJ!zEv-K=f-pJ=a>t2SH
ziL?LdxWl44*<VX{EI#;l&RfkY(|tAB(-)s>^n1rD`zLwc5jL~u9+RhTKN@@0`=0xQ
zX}f2>6`OYI&$BxHTFxh3%TM-iQL+}e*xz(+a$1~QW8*#M1J48d5853pG2JW4sV#FR
zibZ2vn#p#B$9KY-=9<S|)ZMY5)I`}!RP!#Arlza!Jf}r#s#v!sJ)IF@v$u)0YJNi9
z+-3d-MOV*X)mY*`VRoaNFz>e+zm|Bu(66*)4a{`%UTn$g`gu!>a`=~P|5GxnO1aG5
zoc(`OQ{AjOfAO{Bx8)-al(C6zv2A4a{d{M-?b#o`hs&5|h>QD)GemG^_VG&p>y4bW
zuB|oabA3|#$M**^C%%{3_A+mZ%#HBJ(H0j@?i5zNmdh6_T3Imr-}4iPB7UEqUjL)G
z;?LLp^_;qeuT|D@&0zNvcpN0R=R#WZH~YGu-#@*Nui!6!9@BLBbt*@P2hv`oPZqX%
zKc`o0$#NG^w40#w?Jf5-L3x2s?H+F)+yD7l$W;G(^@NhfCHMb+dMf`<L{4+x&7U*&
z|9R@2u=0P{<38r!|6P{U|NQn;-uY*FfBe7K(;Hl;#<*OM>yQ8U`LVpSs?MF9m<uLX
z;_@ttnB83@YhIrAP+1%JC%Jj@A&d7>J0|e#``7v5z=buTE6gq8>K`;O`Cfj#lYJ3~
zENAuW7UzEx-mUiIDlE?G)NiR@H#O?9eErX&iP?v;{yIn8Nm%@3`y%mm2^>YAnyilR
z-D`7Bucg78d8g*5LkpK#EY^Ejn!97E3g`c~J-d~5nZ9oAKeYWqWlqd4p~V_|_HR~d
zU0m4hzT9f<XMZ`jbp4ha&(b+Ac?WXj8myiqs*thvDw9c4g>&yji5b7;C-hu>l*8kg
zo3!}6=-a&c-ag*j((I4R%G+!^G`;0+vd>cM>{dY`tA5V=B9E$+<RTu;Vmhh0$K#gy
zZoa@%HXRkk9tMGLZTK@kZ+f)nOIPwvzJ1&^rOS+V*{%B9d{5=@#oK!lPS~2W{g_lx
z_x8X`z0KDgCh%}Xy<TL{#2ArP>f4!PucuYGw(pOz#C5f1Ci||M(!xoTrO#de7Q;VT
z<R0VZst(S=*e#RZpEj_z%uv@?<lxs={~fI!yiZQOezuzW%Gp)wSNAQ<W64>zW8<bB
z&yP=iyhXlwb@;i9S-o+Ke`<$XiK_2eJX7?EsJdU=E6G{L9hyv6HK#oe*xIxuMCPr9
zDM!+Sa(}(rrp50CzQ$GTT=q;To9Xnq&yN3W<r8+Aezv>zwe^+ejV6og_22(4xo?+Q
zbLqiz)t1z7-EW-!d--ZJ{eCW)weMNrC&hnR-s|qqJoc=nV&|lg&xf!0ZT$MF^HjZc
z-qZS7rB`lL^53fZv|Ik!HQC6WXBTPBxcW_8^<HSv?IX9>?OOUhE~G}j>-G1<r;-Pc
zhK9_0qZP>(=VjjW#<K3&Z29RAt53CkboE(tDfuT$cemevS<imXnR)V`_AUMQ+UfsX
zFTROyKDzCCc=?a*o&D1{Z2YDAxNP?MFQ;vPe@=1WwwU}qZ_Tf3cP5wJK38papY#99
zTL!9sSH;}1+mXIs__`k7uls=^KmVqLXF31*_GhC?;=`AZ&E)*wt^T?E>e*fG>XxkK
zUp_@nPA)z+ZEpPf7w@|7%G?v5_FZCso&DR)Guu`7M4k7^6ML*!@p`ArESX0>J0kbF
z%#ztV?^?0v<tGK(oIOn}-)N+7HfH&AqDpV({Hc%DKA#lX=yUhnCC!;fUfg_iTT4iy
z<+bk2%LQ6TbyfxWZI<NUX8LU3-D$T2&u{xA<9k}B<VgPMi{>TLGiR%xle&AS_}ixE
zTQ(P!ueYeK_%0tQ6Zbat&eJyT<XzjRAB}HIy|#M$bZ-AC`nGew70GS+ab?l=Wgmq0
zi~N45`sCxpy>qPXxsKjGJu`Y;;r{-|Rqs?>*QedJo${OgThY5~yLZn2W+az$vfzH6
zrq!#PLeDd9ZF;%leo>7{$>}}Gr{rX3SJ$an`uz^vUiDOF{<Zq-KmTUz)%n(T>-0sn
zMQg+Ze`vn)FK0XCFR`Y4^WXBc-M=M2ZTly0p83xALUi?}JH9LLXa0M8<>%vP-^;Up
zPI*|i<>|Wa{lS0d3V!nZ{2<uuL4MY}+U1|^Q)Ok{UX=6vy+5TPTKf!B^$87u<qwPE
z??fNeu3$^O`0I7beJjz_PsO#;tMv9ZWjSwsYI*swlu+QbtNvehymBjfx=^0=@cgH9
zo>f0^zj*$W?S>C8t`_sFES^(b!>_XAm!_PA^BODB7bSb2cl@pJSKB?q_Wcj8?;=}0
zql0he9h~<iCi?rA9Wx#+yLi;b{Jgc<?vs_J9kY*yA8*|M=6dp^{JCrM>iUkK<^9{!
zv31$!bCw4mO9}Y|=GEm-4Zit7_vu<C)g#Ge`L561?ROgQmEnBScl<=?v6t_TpXu|q
za;a*bf8(~v?I=t2Z()Cq?6bey^!U{cp>3TvC++CGXY@LH`_k&qiTzDS_3Y!!lK-CA
zBxk|CpzMm&e0#H*-W$zkZnvC!rOV@d`m$r^Uq0BM&$VN2{hs$`QU86Oe)rFt`m%i4
zo9gBNuHF3in4kUFyTuIKCvJ@1wMHoL+5741_SG_8zkdGtzsRpFX4T*Sh`xE!%Gl{8
zd8%>xjE79oIp6eq4}50W;FP8L{N3*Ui{8QhPDfaMZbTVrcbGo*`689h%2(j}lRy7K
zq-)x|Z>mW-p(0P@SU-MB7v=kqx|2UYVfCZy(^wck?@)|h^yq%IqQGsN85Ms#Jmz-D
zN+)l)@?-k`V$DzCul}ynn(5+e`bqfW_22B7)22?meCf`H9j1l<5*90^{Z!h;QMX0I
z%zWLm55FF;zj^I%(_nugX2Hp83We`h_dL2_clk*4>^Jv5{VSdP$Mo3luiipc?tiDO
zFL*uS??1oDyT7%*n|<uRUjP5(!TLK7f4=^Fv7f!ochbF;*SoSU3}l#{T<1&lo4reM
z^M6}fXk{9Gu0*W-Qf%c?3vMQfH#3a4O^d2cFJx|3oILj{)0@3V=gwO9lr6oG+4<qU
z0wy-2b1S4Sgm=%D`0San_@>h@qkDHAr#{)4G|jXkWXBsf_gg0VvE0*SU)|otbM5Su
z-0OMIa=UMDuAF^pxAQj7z1DqyYGd2jn!=X1>$_dIt_|Roh>GQ#Y;79rs>^?!Y2CJC
zWhPU(H(&ptR-U!1<@bj<kAvPHOkBsgyinqfLp*QZ!L;;w+UIK?EK%HJyrbW1PK%_W
zAD{YBzl7M+b29Yhb|@M|K4m|hwn{#1^55qlF6Tup{@ng1H|5zYmzmcl743FW|35*j
zK7HT4<NWW`PR);4y!U#?_Q^N$B@4RhH!O3pZTTl`xX3l!#bsaL`7<H=6B|CQQ`J0k
zbHl=Jd-K<SEMmW}J6*nN=XR@qJEU4lu20Z%yP>|XxGsu!e&p|8^S1`nO@H%Yr>f7J
z>J9CVZN+OWG=5y)zia6mVa4qM1>3#rJAMTj|KIJU=AdtG!J71B#-yK@O;vRtq$Q{`
zncmxR_4}ie+f(Mh*l<73;IEc)y^8zc_3z}aeJIcR`BC8Ox5GCVzFg)U+%xUYPU{k1
zKGE%W>z7#kdcDTbHTci9rpx{J{H0`{x&2bu@;~V0`t<iA5f|lKmF|TWdS88?C;jR7
z>}Bn@^?x0FzPoX9;jWNFrs1>C?@u(k(x1Kd_m7LYk=p||&5tbpagk?Z?kSd+&)(g+
zeZMU6ak@v`Nv?oplHU#fuQ2lc8b0-<|BGe+*Ji!j9&%%TNSffs4>8r{JiYZ3*6XHA
zi(e|YU$gk^R?hDtOA9AIDU<5(mUhppI&|k}W3Lv|rM>@t{H;-9>ymi%KIxLh8sWg%
zANr&jr!SoTkbCyuS?p6net+G!A}#7g`^IkT34KDxWh=|MKE`dY3z8SRlTvr;-`cvL
zAE$oPHTeJG`H3CN&Ty}oeEV(Cc2hHjN0xC_Oxm$V2etkl_ux4ft<3g+;_MSFsZPBM
zdjBn!+k2`-D(Thb$2&qS`g(7a{A;{)SY%7|42BuM{v0rwB@nzd)GWdH9fQagO|GiI
za>M!aXXMQ}cy;rq*|(#E7MjoOe{SPqJNIeIujT7a)uJsvZBdO*_>}9hO{8?2*{wxW
zpL=gPs(XHahTqSVFHdM3y{Z1Nd0+Rn?PUxfs?HT0JUsny+2e%JaOK;v%~vflXTSZH
z>+$U6?`zApvONE}=)R53?}#r4pY2c*+~>ULs7}rCqgR(++*MLmSyQp_#{ImHAGhW>
z&c2dU7^9NE^K0&Hp?y0yxF33UP0qMdSO3?=rM$BJ#UkhCNv&4@|MPVHpF58j`l50o
zHVTN^O|6@M>`*K3GtE8M)Bi`y@?7-Je<2eyrRo3URVTPVZQoz#8PI>p{QejHbzLvx
zIb5GzljGbjGlly)Be$BakRh9x*O8@nC8vK|CB>k%<`M6E(R5>u&;vqz28!3Bgf6qr
z&?vbV68BdBuhe<#z@KVv`#OuZxJ<ESIUS~Ku#_o2eKGHfOWZ!UCkPsFuj${o=g9tf
zKfIT0b@_LsUnuoZnJYu~RtYoh>>H~ED<Xd>t^Qc@Gi!;~&jUp#6y<nXqt*xPPUhS&
zZS|y#HQ9UomrtBK`=o>Wv8}1Qtvh&A^4{iUFY$YPp*8l;pGWsrODt2}(yq;aoY(7j
z`}&=a8u}(Jx|(D1DB*B}^xW9!0*yr(jf<}~JzSp`FI~?vHGkH=%$hYfq@o@l{Mhw(
z@s2aoV$FWDZG2|)#`o=>Tj5`1FRl3$@Z<XD?#WGG=S`j#I%l$W_{PZxTo+Bga#ckA
z^16$Dzr?HWXhi0eJU(f7r+3d)Q?t0WpP#+BdgJZy+QutcKhNpAFP$smzcg$b`;_XI
zxVq3Rd7GX8pZ%J7>CoHBRlk?qy*4?2{-2k}=ik|W+~`u>3(uGK_b%1^_x)M8YX9Zi
z+iP~epZ`aAZ^8Xb?*sk{-}%`mbLUfT)hhc#uVp{~S!a8(Aa8}+k!u%z>&ia!e>dsp
znXHrdce=hRw!5}BxKfz!r)2ZX<Cl5s4n_X?X>)t)9l2=vS^p+YxFEiv<oC+nAM-bS
zJ9Fdc#eG>{KI%)=8Xe!eS@DUcnnHdS!y%v28!8NjOD!L>3Z(6O(j${#<bJJihO@)d
zosk_`7L1dNipto+<f9%Yb~1__@+vfwHdq+{b~QVnbkJt~2b0vd{{G@Wi@heVe(n2d
z3m=?{Z#$%R<R)j|qg3@B({!y5emroKvoHFz-wmJGv_on8HVc)h>nb1o`qW4?ZT{+&
zA8x0V)m-1B@K>rY&P(t9`G@I0-mbfF@by`{pgGxpN@T8|)7A1Ro?7?g>~a5=t!Io)
ze}p%CB;LOJtJ~)MpWgVion})nIQi`6pYbIl#r@c+IzAWQ7lk<tM;T|#nsgwfpkZxd
zOEA0M6K00c&muFrlnkV2Sg_1=(*Eymx$fImFY^G8J$1Q3S3;DZu=n|&JCpY?-sa+!
zz2?)lWL7>2-ux~4Y^dRlABVHdq};cE+r6#FRHke-JNvmuGe4%6{66-v@I`=)h25P6
zcWaF;cAdO?wK_SI@ypt|(-zzQ{}XT874srdr*r?-Etl3_osyS3tt9(-#Ii%~{&~7<
zE36M)-dkJYeQ@u-6Wh1c9=F?5EA&qD$KCwQ?)u}wJN4gQd&IXr>}_rJKmTn%_d9>x
z8(#7MtpA5!%l9-^-~9PF*ZaNYFX6hfpPc!(wtq>D{}Sk5m~C%*$M&Y?;ym3YE!VdS
zD0D0r-!2w(==WBEgpLV)$+}Be+NQ04cFn0lafeKd&(4<qYffGV%nM7li!u3}I;L2l
zJ%jhn-zbg?*S88J&G~Lp5O-*&*rWO9FYMM&XM1^GDt*fB%Vx>{_VF6$)om+Vr(Ch`
z%vZMa`z1HnTiRYXsF~lw|4T3G{;#b93bO)VoIW|N@<sL+!{5Hqn{wRlw|&o6Jdjqm
z<oW5{TLl~})uTIR^@J(C+9(xt==W8D5L4@~F}xSmqjm1BZ;Q~ilv}MhZ=UX?_t%`y
zeaqFX-!J#ba@+A<v(k0T&IoR+URZx2I{E9f{`Kt-ytGa;o0@8fy?o)h>wl@$pREf#
zgeI?^l07eRiv9PAH}c*s-u;%-eutXUI<a%Hzn9gk%E-<PGE3f|a%}Q%WyhEog-lJ=
zYi9gfc0h@5p0k3v=;r6%vmT}-yn4g5xmB=3=51v{cA|=CHD5?ALqgVh=E<7`oBXcY
z6eV0<&9G{nbwIR)=T)1UgHNXa3%5zR6WVJ(|Ig(&2@HQ$F8id{w&2*S+FnMsjcs4e
z3t3G6?T>a0=&ib+a46~Y?cKM^nv%}M&+BBly8Oc*HJ;*oUwe{lI*Y$1aHLGTYI)=3
zdHsK9CzW;{oZ4~K)#y-oU$fyE`R^@BS0~Qv$Pdzdw&};S>6@Au=Y{Ub>pQJIZza<!
ztDg4_K|Nw`kKK%nIJivyne~=49~#OmY#qEDSBiX9m3{51?z-AVJ%3%1`pj-W^@FP&
z{jSB{zPlnKr)Y8d$IHFO$E(bh!u5AHT3Z+Qy`LX#>bYjU+Vb*u(|O+UZkQkG^J8Yg
z&;3^2|6l3++y6r6o_EdO=Ld7W_dlL+xBu<@iAVf(J?8P<^xRs$+wa{E_2nvZ{-1I)
zpMINN_x;JdZN+C~zuuV^mKS^e@=@D)TjZDj+PCz6=6U)0(^aR|YS+f!((If+x%usk
zdV61qYpu^X-$%Z!KlJJP@|uQyXMXxy@ogyn=DvR+|Ap!N0r52rvvd{S`Se*8d(9~f
z`pmV_+IZQjzprW=el_w3*neSs#ct;?S5x(z+Ui+BLH_a!>K-tMd}h?DZSX#0`{(DA
z`Il3UEam#4={EJ>96N>sX7?jaxnh>>+|{9+(e^fr)zP>qwwZJG!95ku7kplybWTcZ
zwaya`Yp(s;os@NBJ)g*iP4z#0Q<vNC{}KNC3uD>D+Mf*TzRf!;w*6M`g?%*)*O!2Z
zKksT7j<1T#NlZ2}eYtyAmXY;=15cSF(p_~A)G%CMSo@RV&4+z84gVf7f8nob_}9pP
z!Tt-Q*j&G+@a8#dzVp{Ygg!9JyuRD;M*auG-QNs<-+yPEcJJrarDyB6-uizv>;M0I
zS^xiMbUwe={eSs+oqu!e4wSFC6Yc$f$%Fr5(Pnq1m%V5H({sNd{(P?Y|9wjh&x+l6
z9(Zxrmy^uzY*x){v)}#d>-K$r&&L<!a^!?ZD6RakWw})4NshieZ=UC}9;NKoKl9&z
zNNV@mDpRn%Ebi)wFY3YON{7R`nQIc?9hR;LyXaiI`;y0Qt|!eO`nE?NWvht<35PaT
zR>#ba-1}hG)xUl0eVe|un}1l7)X_LGarYT5x4rkiWZ11f#JErA`$OKCYhO#huD!l7
zO7Li2RrihaDeo%|Onqv<r}1=t(Shj~wC8qjkxr?1y|=z+cAmY>lh^H=)Bep1-e;5g
z|NY!AQ^NyoTkrkLw}^W3P2>9SZFior+*h@|@5YkXAE)!VV_MheFR^YP{3leO{x$z(
z$UollTlb5f*4_X0cH)ueD&OrH>J9o&@M1fn(#QaGSQ7ZmB|{4{OGB_CFxLot*&~=~
zV*@(a4RZ7v-R_z+H3Hoh#>>SCy=xMDiyG+oK@i_a!O#@sa4_G_4x|cvMGN#!9Zr2W
z0|i6yWo2L$kh>?%V5i7&a_YMoDHwv!EQZM&D}WA^HBf-@O%x0*EnqHy+5oz?CpZ;+
zqojU-i<^ReNNPoig1%>NVtT3*ly-*Fp5TMez#8?P^Ycnl^Gb>pjKC*Zfvmu|o6-^P
z^k4=3&>&BcmtZHHIVP86=I22~LW4XNG%`v`3W}}t^~=l4^$PNHa#G7uiz>@AQj1dc
zlJj%*H9<<jR^zzy673>EBSQ;43lmFAO9f*~BRvxX&;@=bCPsSZpsOwwObiX6VxTK-
zkWSeoeAy*gp2{jMs4Ph>(#<MP)=R6>%_>dJ$xP1BOGzc!U&iK!dL|Yie;FAX=^2CW
zYg8~bx6m^*RxmO)fC>=rDU74`%oGe1kTM9NivW!b;KwUMaulitYFz|qWB^LH$nJul
z#qC&>nV6#sI<M0=1eB#g$L6KxA)m!<WB@uxF$kP^$vR-x$PkvxP_8usrAF96rVu-b
za^PS&snHOAXkl<^Qb}b&s)D|==jbJUpk#s)v*2(-ido0vWYEQXmLuzuK1d!w3I+lP
z7Q!w?1_fntNl|KIE-zQboY>Jz`pCSb4|KXcv}8uPq|e9@?I1~KQZDH;GK9A{^wSL$
zj0{a-%>(^(LjwgPLr`@9s@p-A_JQO<r9F&qqF`hQDwbh<Qw1YKa7hcQs`b+i%@mA`
zU<D`mQa&RiSdqi2pKh#RWCU*x>8G127#V?l0yWG{!N>^aG*A*E^-@02je4Lv_CWXP
zfoMY54Rr4wND=%}J}`$qck&q-!Gay!;G^!Hd`3pFI7F$uIQ7FbvE0dL25upn8G{@I
ziaTTsx_QqGekY#+`0@kLB?lmJ^mYU|T@hbe7(vq&D5?>qg>RoX=$awt@0P6M5}E>a
zJN-k?D((Hh&0+QyZJpOQBhuUX%pL~02B;`hBz!K3_ceUKO4`Bee|Y6PH>(G;B>uc$
z5nt7AYvB{5o9VtQzu~0TRzJJlTE|X=imhLAUMXooP4bSXA9glYP2Bi3`-Ih&Kk7oI
zs;xz=kqXVle;Fr<9q~23<#y^X3;%>KoA)wSzp&W~?n%Jh2e10UjtBb{<wib8W&(>t
znnuv;dW?*qnFiUjI7|kq1e<_#R~aNzf<+<b5-5p{pm`G6x{5i2_(nb>u#3SSM7fdA
z$PkoDz~V%C+!&O2G0svSd^hqLfgK9=7s`!%kkS<_PMm+Cr7LPgkDyEGjEq4c01hxC
z<V)!w)e=~oxPXM#OQ-=EO4Cc}jEq5+g58LGDIKH+1q&1BbZ8xl=JdgFDV>oq$aP@P
zpj=7^X%~RSiSs11Wq|6*L3t^ikuk`vV6Pb(BNyV}whvgGI4^@LWX!Vc!fxKf20Sbm
z;(`kpng4jtIqo>&(9Qk4nrePW*>Bm+eUs5(Aj@aYIGc-yU#j@oH`^Aa=cZQ-m;1II
zUZl=?*wU=>Ssy3gL)NTm0jJyJ-Pk17EqPwuRj}fNc%x`giBZ7DR|ge3dN<F?iM{($
zYW=}Al44U>&3(h(S>|<l2P^5PRd(`zo!WSIjdq^wVa49h^0o7wm+UXD2<1IkS-f^x
zkz&0s^XeaJnQ>`n`)<aIovSaI`&mYQ<8Mzb?A0B()d3C@Lkn}T5-<nSFa$G+3oB@Y
z2Q_)P_ImRjHh^5t>0*?yp;j(DQ2gEB?GJ@lYR_{s<`+KNcKCyl=#{GzJ~|t;Ew@jI
zuH!Gst}FH1vm&$c!y(?zSC?1pXr9>1RTeSH?<ZeP<Idg9VJDbFj}(8q)SVP`<LLF;
zEXP{!C5kiFUU*`Z@c-(^=WXnTM>RfyJ%Z6_Fa|ji>?cFe#U_Zx1U$VE=T}gbh><Qr
z`+WJD6nR{}+a8T+Sn`G6qW{>AAA9~^3sX9Fb<cq%`ARZ9f*B9F;&~44y)5zbm(t6r
z*VSid{9p8`WrMnodp!5qqz7(?b{SR&+J1DoTzmAn%}lG6`oG;LH)rv2`{na(KG9km
zWu=qy*mc(`_01(kd{4j0PkrynU&Z|BlMXiy|AHI}^)E`?f)X}Z9O7TZJr3pu#-Q;W
z$es2kU}k<^3FMBJ;QZ2}<kaBAyyAeOeDL58NFK)p3q}xwAY;9t3mQN}M6jC`IQ1hu
zQZv&tN)${$*Mor43?eSzaRhN2frgebsI`U>7qJsg=N(oMaQ$9$ROhlQ%MHKqX-hTM
zs_Op=xLe22xUoBg`B25f{rU;&Q+F|(eLQdV%!Sk6tu(e`sQn)HO(NlfTjiX$k5mtd
zy61A}J7h|J)A?T{)OUg7`)iqkS7#DDW0^1X-<aDR|F9tJTNi)JzRK3P*@ArW)9s%9
zeRPN4FN4Y8lF5RC4nO@vd%HLr)85=zdE<Jbt=lvIk2|eel%Chjc8hA=EG)FwKzY)v
zjcl*B<#I@UT_2uvq;$glL++~mUdOnu9r-ck@v2jI)@kJbnq4~4<>|5~omt6e%xAx{
z6swrZ)xWbqt9*U0-{U2d?|z@s{k`yL&GkLex4fkH%)b{oeZ`kLMt8a9Y8+_-6ky=E
zH!?E@D}iu~K`mA=6B6#ET)byw0&ewzMsbk(jPTp)bv-}{1wP;fN)rYk5yTzlMkb&}
z1gIN|(qBSJ7+^bya^PSY>@xwiF2J6G`<=MKK0Fuifo{$N4NKs;e9zbbeEXh>A?Us-
zGf;LiP%t(CT|s36x|z@16eI+?YY!A@rr>rkh-GMCXsJNL^?L>+T)r2pU}33X3A(<|
zNCD~6JwpRa1w$iK1rsx4P})I_ZcyMMMK^2&(83II1(kDR0kjM;H-rj-iWtx+A!v}^
z6qLXq#h9THn2mJljHQW!uAzmIf}tTutAeE==-MjK_&s<i0CK+!$a-+xfeJ530qBEv
z10{~44|3lPD3wEQMFTktR`Q{G5tQhWyhxy^GXXW^FpIiLXF-?lwY;}!?SHGt<kR5h
z<l!LH>0Ezh3%|peNlK#4JeD86nOdt%>|(jJ{TrWg+-}#M`lZ&K-w%Iz<uW-VDpp$R
z_v%2Eb0wKuAA1LG&x-2YziKtx@vUc<SI$|XU3%HtQ>o>5X87@wXC7&;{%ve){ciWl
zlUsf%&D+;K`RV0SiMo}_ww&iZg9C$;r^c;*xb~IDjyu~lvv=R~`+V%1O<B!ZX3mpu
z4)?ywmTLE!xbjQuoFkk4wI(gD4Qem>n}1jB;kM$%by|mSGw;6pdC7FWC(nHja!<Zv
zn5!JXc*~I0?gc}W7spfuCe{T!BF3!&oePCLm+{nIl$&CFbb-xth1HLLJo`UUe46bG
zFN^PeKL4cFIqVQ{-NCKW^`pDq!SL~;vhIQlJvAcy+e2bnP72IY^wXNQI($d;x%!>z
z-yg18ZCJLhW@g2L(;Csf-+!BZIecmBp8Bn4HopKDj2P_)a14MW%-F;PtOU$4GC^xU
zpp~7Vc@j_(1SJHtSrQXaO-#uwi3un(gVQM@!SQmTCNq#7V25HY*<r35G^Hk}(E|1n
zsimd~sEjiPmvJWMdZ6p~OhIL!nGuMIbmLyEf(1w%a+My&^>{`mAO|3Y7oL&_)QaTP
zhs0~iP`Mt@2%Kh+JV>bA0ks$~%bf|npev4Bzgr#End~~@t;O4898R~I#Q!eL<5%!b
z4j1rtnkK%l*1gDMA+u1;tV;j>htt2U+^WX(pTn<IBGDj>ea>AW5vTse8`rFHkQU9K
zl5gsH-lB7NX`jW`vVt|43_sLMpG$<@n7j3L;rSoc7bJRQ6TjEK?AU$ux3*t~vWO4I
z1&axnSAWSba(WP1mSOtUH->-7&)GksY@Md=ymLuodEvL9#0h0C*F-{?W{GPZyzr|2
zZ&mQu=3f&PeZ%`rVns@Ig=G6@`njrA`FsgTvzjVxn|^<`^Do8RM{@DHiUFVYtdp^9
zH5Gd={q>xBsMUU}mhxC|md7j=K;Z)pP9qbf%kGR!aJHzNiMZ^}2y#s#s9q$qO=SwI
zUcea%XVCz*1MGD4q5;#1gQa|cuje4`I%5lbm)(KQL<$FJmLI8?-GNgMQg9F`AYdzM
zK(!7mcYvlH?`E|a2(-TcEK<C4Z^V_@Sj~<NH}onl%4hv%FqFLO(5rZi`~E(|WL=X9
z2aeA%HlE`W`Zpx|sY2EE#TgeImv7l((YslcL-(84<|iycoZAB{jvnCc-m^1Ot=)O;
z?unwT4qqOwp1he`W?fOv$41xuutlM}+7E|ct;kDD-dE`GRv|5wQ^@-M%huW9b_y;B
z%hoJiuf1Jn?{oi;J0)6zAGB-}TzuqYLF2U7a*=|+gPjULFHc$VbbpoKx^2ScdCkAx
zTrI5WJw5f3$pux#Q=LJJx?W6t;TFPrN@!8K(yN)r6Pt6xK3P}Bo9t$ZbPN9UdD*gG
zyM9T1oYy^L?bnGd^&F9FG&OpEhtIsYX5H6+3{@<>!q^KBaM*!^+Q=NaNdaD!1Qv(p
z%*>MFfYc)A{M>^4JWwOo0@R{#&d<p&3NA=YPF2u%NiEAvP7QK*f=h%HCFT{U<rn2D
zfV*3;Safj?aY;?iPe}zSgtnoL4b8v?!mC{HS|pGHNZAqLpOlrFTmljRPhlyTn45x|
z)v);$*cvJ1H1Pk%{|5{LUT&Ul42+D73?2*~3=IDt@kDq!JI4nE`MY`gxH2#@GBEIX
z_+;kgGYK#-<mQzW1-UyZL_|g@u%BaKV&G(8V=!c3NK7s+@C|kgVPIfj@N{)nC=POW
z0<jVJ+cgG85bv_CM}UF?h(!VxOfD!YVPIekU|?V{PDw3JW?*1!VPIg$DK9AiiGN^V
zU=T^l2C<n~K<uK3$S4K|CJ7Kb9m3WDv6CQd2M{|YH!p>OfeGa1f|T485c>!N14Bny
zX=(}s1G5hU14CO`W@<SD1M?LI1_qU!(%ei22Ie0iy}7B0#S9EAJRtFs)Z`2X1{MPb
z1_qv@kRWFU1{NCz1`eKdBz6)KyCk)u1mt(;{DR6N@F0suvZjKerKN>}M{0RaYDtN1
zKw@%sVo{0$C^aSKRWdL@{0!2?AOs3q1y5IJGeb)=GhHJ+L$EM}z$*z+LXeDzjDp6`
z=Rk0rF^Zi*h#|Bi#PSz0Fj#zLU|^nr5KEfLz_7iQfkEOHLQG`=0|S2x1H-oSNd6H6
zr5DgTH|R3A%+zE(P=LZMBB%ha5;p_MK0T0q@UT;GNli;E%_&g;rRwDTocz)vg<^1i
z)kROlWNSon7Lq%3f>P5`i&FEFQx(E8Q_C~+(iNQZ^HMTFD*zQT^Kiv5nc9%t0AfPY
zH3I{K@RENFBJp|*0_Q~-nBSgZU=ikKV2+u`z`(!=k2fFAFa}W03zvTmN%tTVz$pXF
zKoCs*3=9lR#hK~g^y3^9qL5r#R0fd;WlIKD1}+AE1`!5H1~~?01`P&X1|tS@25SZf
z23H0z27iVShDe4uhGd2ehFpdshH{1)hDL@qhHi!l3{x3qG0bOJ!myHI9m6Ju?F@Su
z4l*2LIL&Z@;VQ#zh6fB!8D2AdVED%Hn~{-`ospMOm{F2Zo>7%io6(5Tg3*rAmC=VW
zh%u5efiayikFk`ohOwEkn{g83EXIY5D;YO3?qod3c#`oV<4wkgj4v5KG5%s=X5wKI
zVUlH1W721`U~**gW(r}7WlCo%WU69nVd`U=!L*2J4bwKJgG{HHt};Dfdd>8enSq&`
zS&UhcS(n*@*_qj&If^-rxrn)rxr=!k^CIST%)6M6Ghb$Y!2E{!Ckq>kFpC0<E{ipb
z2TLeRGD{&#9ZL_(ES424+gOgUTxNO5@`2?aD=(`It2V0@t0!v&YdUK=Ya8n{)@7_)
zS&y<_Wqr!}jg5^>j7^=*oXvwRk}Zp^nyrUzF57yx18f)B9<zOAXJ?mW*Jih6_h(OJ
zFJW(EpUJ+4eLwpp_NVMWIJi0FIgB{mIHEZ6IGQ-7ajfFl$8m|{Imd5K0Zvs;D^7pT
z6wXS{e$FMFyExBtKIQz)CCH`DWy=-9mBrP_HG^v%*HNxJT%WnQxs|vrxdXW~xf{4=
zaBtu~!Tpf?Cyx-17LPMe3{NRfAJ1~013Wi*KJ)VOs_{DTM)8*L_VKRdJ<NNL_XnRa
zpB|qlUkYD6-)z2Ze3$s%@pJO4@;ma!@mKLr<KN7Gp8t&ir+}J(vp}Lioxp5?odVYd
zz6uHp8VdRg<_h)*t`a;c_(F(XNKMF9C`G76XtB^?p~u3^!pg$V!pXwT!b^mY3O^NL
z6HyoO6v-0l7FjEDPUM5Akf@1hm}rIQY|*`<55$<o)Wkf+a>V+@Hi=ym`z0<b?kJur
z-YLFL{F3;0326xjiByR$iS-g!C4NaNNV-a9OHP#BE_qjqMM_I5P^w&Np43sPH_{@~
z*3!w+UDBJRZ^<ypXvqZ0RLd-uIV1B`R!-Jkwm^2K>|xnAa$<50a#?ay<o3zEloyt_
zlh2f&BEMh$m4c{(qe70t422^K9~5O2Jrqk77b>1p{H>&}6spvuv|j11GMBQ2a+>lK
z<wMFJROD5BRccgLtK3rMRJBmeP@S%NT=lz}x>~qeyV`cO7wQt~p6XTVtJUvl@M_p=
z6lyHexT49XX`z{|Ial+77L%5#R)*GWt@GMU+Gg6B+H<up>aglq>g4Gx(z&k7qwA<!
zrn_4Ap`MtYk6x4BcD;A{D*93S6ZMbl|1&T($T3)AaNAJG(95vNaF^jHBQ2w3quEAR
zjCqaSjO&ee7=JX;Hc2&^XL7?-*wojw-Sm*@Uo&&FBC~a7FU?iV6U^tBU$+pk2(aj}
zIAO_Z>10`NxySOSm6=tE)h4U=*1Fc&)~l>v*r?m2+AOhoY^!9OXuHt%ft`X~g53hU
z2lk5giS~=^A2}#Hq&O^dc<!j_nB};}@tu=_Q<2kFr|-^I&b7`5T$o+lUAkP(xeB?4
zy3TUF=ceSA?zY<PgS)AFwfg}NRu6BFi5}NIWj&KUS9*T%GWV+WI^xaa9qc{J`;m{9
zPm#|qUnXBK-^spr{8at&{I>fu_<Q<K_P-mT9#9ytJCH3fAaHizvmnEunxNys!ol&u
ztAf9UIED0w+z!<UEe$;s#vc|FwleH{xJ&q?@COn45w#JgBc&oUBX>lxM}<W#i~1Vv
z8a*}oX^d%1Tg<gs_1KEolW|gUIdOaA`QsDgHz%+rgeR;@_><_LxG3>!l4sJKqz}o?
z$<vcxr#PfcNqL!Sn>s1=d75q7q_h|5w&|18UuM{6Ov`wa>6|$$^JA7r*8HsR+5Xwf
zv;XIW=d91=$W6%InJ1K&op&T(F25rGVu5x+Tfu`utHP;;ABwz-mK8G=#}@A>5h*Ds
zIa8`p+FJUs%&u&9*^lzD^34^36?qkBDzz#*E1y@nRV}S%sZOpwRHInaSo5&fv36k{
zV_j0+p?c-|ming+?hPv%xf-(@&o&t}O=|km9NxUEMYg4(<#DTf>*_YXwxYJ{?bhw{
zJ6Jk0JI-|)ch2nm*Ok(Bs@tG@TKAux<epQ#hP^X-|M#W!o$EL2pErSRLf(XH6YVFi
zm?Su<YSQD$zLU32QJB&-<;&FgsVAqIOq)NQYkKMQ2Qz$T?3k%CbHdC&vodB~o$WMx
z{T!J&opZj=O__UXp2NI#^JV9E&;PX`bHR;;?hCgqQd=}_G27y@#m|<6Ejhl_V(H3d
zQp>uR{av27{K1N#6-QQ@uUxrGW>x=crq!jZU#^K+b78H^+8yh3*DYKxw!V7<!-mog
zuQn!Zytc`E)1l24o7Zho-7;sZ@Yb$vjN2-=eb}C{{lSjN9T#_c?L4&0de_$7db^kJ
zQQR|oujt<XeO&um_Wj>qwg2mZf&*_3rXPHKDE`px!x4wC90@#f?x^?C6UW?+9X{@O
zeE$jC6MIfto!oiK;?(xjW~aBEF+H>Otm)aU=giJ+J8yn|#|6s^yDr*X+;_?T(!t9v
zmyccXymI=g-_?uPLa*Jp9&`P{jg%WNZsy$lc&qHz@7oP`SnqV*6}UU?p3J>P_ciaY
ze_-}t??ab|XC4JVy8Sr$@#`nWPyRe@dB*!}+H?8mD_<DB*z?lu<%L(#ub#dxc>ViL
z+gri6bKYsZ+w$Jw{h1FDAD(_J`uP7-&u7Wc%fFa>IrKH)>%DKe-+q7Z`XTva#ZQZ$
z$A5+Ydj7lo5Br}Pe>MN^`se-c&i~y1|Nq}+XklPtW@ct#W?^MzVFLjU4t9194qi?!
zPA*PfVIDpn9zGsnK@mZIK@mYY2~klAIb~THS!FF%RV`B^Q&-m*MoJC%e}F-dgC{{~
z0yCo$1Ct;lvmoRDBaDj}7#LX@!2r@+VPIfnVrF4wW9Q)H;uc_FVq|7!Vqs=wWnp1p
zV60_iVrF0wWEE00bYv3_Ok`Io6ftU?xR68HY2!iBpo<?=jFXC*IJv~cB_yR()zmdK
zwM<OS%q=XfoLyYq+&w(Kf<r>X!XqN1l2cOC(lau%ic3n%$}1|Xnp;}i+B-VCCQY6)
zb=ve9GiNPYykzOJ<ttXM+O&Dg)@|E&?A&$e@R6g(j-NPr>eA&aSFc^aar4&0M~|O8
zefIpt%U2&ieg5+G+xH(oe=#yJgM9-cAU;C!k01jRBNGb?GYdP&Ka5P}AkPZ2uqqm|
z2{{I`Cl(4T88vc<I89u*@gS$NanJ|Rq@s&lVk#yNRX>8f1ojbe9%>@XM{p0p{qz48
z0}nGJ1Ct=LAcH-_&$?V!9(B99trc|(%N6HLC@_v*9;~LjQ*vEY@IL3Gb(LOImsaQ0
zt?f7#wAy{@>a5(zS4OKIOv(-|of#s>Ve!ghU6Nqq`&&y=AFp3(85DDNNutwIRgrZU
zFCQ-ZY;mu6)^5FX3wM57rzp{U&~z>Hq`L1_ClB6yk?ptC;_9_<pPPqU&sF`t>OMb1
z;qucd9OwL%FYSCjz4*!Vm%$w7&&sc?Zrk*9<06j}>dWodCd4SJOnm+2Y*xO-%lDC!
zn(jQf?xOIn&}&O&?99HDnc_{we$kzrr-j2?B30xHgSKv|klT0l+7;3L&ZqaAo(TJD
z*w?n!wNBu<P4%_FZ7j2rqYJOi-`s5Uy#CC&Ew5%@p1$VASIwF`d~-Ks&qz(R+bWa#
z=ioWkkc`6{{I*OrPrmo%^x@-i*%#I><>QxJuYF12jq}^fm-glzyYuFx?0&1qE2e&N
zm*rYN+kN4(X66e)yWYtcuXyj1`>NtWt+AhH`QOLacK)0@@zu*a-KS5y(Arn_iQnr=
z?GD-FKOe0)v8uSqcC~iwEREaIy`P<XLe{NX#i71mbP}`X>TWf6Ta8SyTX$`_C%RqQ
zW}EeMOKEUGw8w(UVej5GbWEr!3_Pv(Y{If7vv;0}F<NOM^D9i|R@15nQfrHiHygew
zj_?(hd#<!KFe*OS@@i)EhRr@}jx-h3D~7Zr+sMd#wSD!W@pso;rKc6EHy+fw{UW;0
zrf)B+W@n>J$=cJ|>dJ*OVcT!+b7BxR?wweYta<O3a-X=XNR#F9s*>=Tc{{$Z)O+io
z!yo@V;^JZT!dnZiZ(Ivm9Xu(^@7Rkyr{#*@M-|>(cjlVw-i66O!voo7{CL6>{JiUp
zxz(jx?v}a-&)c^qcpHn^n_md8Hk*E&;Tq4a!sky{1^d2B)d-vRTuLqX_*xI+^QPNX
zJK5h|b<X<v{Q9g{J&RM{%NQ>=y*RU9^0<9(>YjLWuh(HWgp4>>?mIleV9~bV-tAJM
zmL=}WB0L3U1;tTKHySF}wOOl4JQgi~)4tB$DlhAnMAZ7^wpqp}zo@O4bXY?4o@e?w
z-W1;iFS&wj>*ZHOvf>|F8k^gs&$`&<_Tb6mOEa#mS-v#B>+Y`y)gi9cx8`10nYv22
zScuJE`O?xr#q&`-EZaQ4JioW@(30|JyQIU6YtGEGJ$?T2hqb|qTH5AiT6c1fKa4Qz
z?vav6I&pIKgj?%<>PncF%Rd)gnCJFS(>x_#KJ}XFjJH$x|80#B&|vO*k<@0p*ltc}
z<Q0bOiM!{PT#>#QaVkdhnAY5raSi`WMJ@{-%hovIxzf|<zE;l0CXNFOJ8W0+KH*w-
z{yM`at$B-mqYERx%VteJ5YzKHEa3UAEtlD4HC1k_`evoOGbb-C3F}yS^4H~QaR#o6
zyw|_1m=d4#@>1*NzUOW{x&5=}1g&5wj@hx}R@G&dD+c_Qrn4Jgy6yE?UvXuR;Xk{n
zEvI%o`TbXG`K>rNb=y^OE3eO*9lbK{TBz7GZ3~twPOMoIl+)M7`AuC_9XTgYcyG_P
zP5tZ6eYu#l<lCRuuCv+KKlT+$xi;rm-jpd*FDB|HG4PbFxjo}*;g4$zCv#b@i+hyz
zSz6`mnxFZ~SBrWwwROEYl^d^HER&2V7oGiVf}iE;3kN=Jkg&PD;?bhw3#;ERJvH^j
z=}8r<C#=prdA4L@rph|6=a-gctM%5sXWH{VTl&`X-KSOdi4_%V-YV{TzC_}@(yret
zPM4f5{H*+rS?0Uk)mN9EWh$RM64oR8BzTgGq{_#bKa+T_o!PKi^YMo@pR+vP$DW#B
zd}wWt?>c82>%g`m1KxPCo!Vc%tebb;$3|$6aI}V_oNZ31cc%KwWW7r#cm3PC?3z16
z@vJY=)-1Q@?n&OOvaL(H>rmK>)64yqtXye(&g|aVhL<m+n}pcC?l;{K;E>I_vtdQ>
z@hsUjy~>=i%3Tw`6@Oi!yyy8m%Rj5G9+9t}b=Xxc&M$lB3fr?<mdDf1yI;OLqwDQN
z_n5Nvwi_m&k~F=(^h92{R9I7#T%XkHkiTzF3vDw#zE*V~r%Xt-&AH<L4A<9MmxL;t
z&d!wznLO>*PpLv<#^YW&M~uE4^%I%)pmc?-Th*^CpUp44?wZv<aqiRgSvxig@Ucd>
zGN<><y7j5;oR-e|6>fRI=WOU;XJ1=3jgvv%O#EkI%+f<9DKejDEz3(|;h9qyb?nxQ
z)S%rxSEt^5ll1DM!|?#EmR(&653bMX-aN7Y&|+g>#TQxYdhE8Ue>1fe$f|rGd^YWL
zQM9GZbxY3aHtX3<6K6aLn6)urec-*1x&|smhK-l6t=z;MF3wUX8aj3JkD$E2eJ8y5
z9~m!ckzbp1UU~t$>8&L^?t6_Ynwofv%`RIjbL7o@`nFIbiSfbbSkXP3M1wrlR+=!J
zzbx~wbU*7nhohyJcYAMq_DJ;EC3Vj}2bKQ}t=TSXs-CTjdg*g!=BtWzo8JT;Ye=7X
zZRPt#Hvb||-i&z`QeC!enyullM{7JnnBPXE)zA4nOC;J#+0QfX+gI(_lqV&tw1uZx
ziZ0#w#8x{^JIQd~{<-R<SEPcn?-?!HraW!goz~kgW0jAHe_9vyMtGi|E9dK-Ymyes
z-ukZ6Zfzc)UvbRR6<W`?R=F*i>HJRn+y`d4>gztSzvhK$O^FHFy7Ok#U7d{Lp36_K
zZtH38dK{O=+<5!bI=@eq+_jI7hO2%zXninsdHIW~>ep}o{@XfHZ&gZ8zUk9>B|TM>
zqc-X+m#GRox$3&(o>1R8=Y86Wo>sn&4Jn*ceSO|dW4&8%rJgVN^C3HJV#$(ab8l|v
zVVJ<{sk*B1SdkXD_tg96O_zP=;^VX1`%1QN#;UwmM>C>A?yT~&Slx9gPjb~otBntL
zUz;>}PU*9SM+%lqeX}O(*n&mZeN)-q^ygeRn%i0)Rg%B4_*Yo2l$W7r<SR4pB#}Ak
z@=J>@|7<NhTlMRJlubg_wVYp3LItcT*A_qBWuxb@j_*ya7R&Zs_YW%V?Tb};@E|mB
z*$&CuUVe9Zrb_R9vM*gwcDG8(c3G<{M%L>7hehvfZM@}f^L5qzn?ITR3S*2{nrw03
z@65j_<~UpWj^y6sA6LJAW+18lGPYrZE3^IjFUx)!R&jlLZn^heb;*ij`qgtjJ8%_g
zD?Z>dzAk$C+<wC^tBj5nxL2L^%1*xee9@$CcVQKm`RlV5tFSO0ElpD}zPvXzZr7r!
zpl_4&u3N9Xv@q97CiL*s^R`yktYZtWE!$r_?dv+N><LR6isPP1nRmUbd8fD6!gu#g
z<(0n!?0aq36&}wij*;BUkTNG}!Q_DBRbL;s&zW}o%(Zih;;G8(roHL;Ciivjw__{`
zPkvn&H(S1=!Peh4^TOSH+pK>pb#J+|e9k!SS1mVH=61uuM_Wa?d#)R%Jou_?_w~x+
z$Fe`(#>|;E`NF%!ra|V#JC1E<DUr3C>iOpCY?iQvvv18>zOFD_a!GnPzvthH8*VJ>
zo8Ow@&f)el=)lQ&i$!ZhlL~#$J-5*a@_*>=o>=C7dVbdX#d9{ue2gnkmA7HYzK}av
z%kXT`_LY}8Ztgq!HRjvv$mwFOo2t29Obtoj9=DbCppu=Xtkz?-S!|OpFMJ*xt)YJT
z*2ZPAdsnZW&@*rTsU53dUNtK6H+`}4<l<A`0()-1Nk41hXB|>-x9LIpAMF{_ir$`l
zwC-lxJq}s^Yr8JB>z=ckG<ovImlqOGSU%geJED(${o0~$8U{xErY{7PdWv8ExIQ)L
z?B-SN#(qy<c=LTtY*1+S?=$e<8vW@?PjT1dsWa~_wv{}6p3i-|X`||5;qU&Y_iQBc
zriL8<T(ag?ZBEI`(<{$7FJCFkmw7334X1K{*88;&S=-lN+SWU1;<aV>5+yEAF2D1^
zd$)P|G5)x(^S@OFaDA7|VSD8D>$+)muD~6Jw^6!67tY^2KmXB18P&b(zCCsGEot_V
zi*s0Zd)ZCPm$6F}EF>*|1r_@*czI>g?4T&+DZUmHs^?b~UOXw&|8H-Vk<(topT$ux
zQ@B24&$~6(_tMVC-Ah^26|PMwW0)ftH|HAHm4j)WeVU%}(cQP4xAt4dN=D3|B31mt
zwc!@S`q*t-!(JF@hun5!(^|}w<u}_#*F=e5X`8T<<FQj;6VuidcU|^&k$4d9zWH)+
z*GIo^J0Bl*aQq|rN9$6Cq{Z#H9l31TUfd-IBt$gIgjdTywQ01m?fJ7~;g**R&#{ZX
zW0N@WG9+bN=kBs)FK_hU-Ev=V`NZRl$<6bwZkpzt@AW?Ua<Y1Z*5j8C3ZquU9g|u2
zdvk+Wt7~L0*XK9cOD3_#pW3`<^W=kzPDWhZGBH>s`K7Pk;-0XH4G*rBOiVVp@#tOp
zi3iVCocZBY>_3&`eWdZ}EeW$c?-wtW`Lk(b^2^9R<DPYuU)J`nC=SwcpEq^RqBm#t
zc5X@6NG$s&AC-P1;&D%SrHsa1hqbO-+8KUbpJ^48zw%XZ)`?H*ms8#t|J7WXcgn!=
z-_$owr_A1H+vVCizP!G*cvbPf;~`6K-%mcVq<6c3=0;=9gQ72kGIuy1Gmg1<>Bi*7
zSdpKL&S_1r+P-nxWiv*}6RRG5a<zQ6%l^%C=6CW{r)Qn~X<hg>wr^QG_wyH8*({8c
zD%N(C=6p9jd^YR!fi<3TF24dLbxm|nRb^BQz1sQMZttr#+n1g=R{Q$YqrJKRu3mJv
z$dTJ09KBs^o0e#Fna7KJPVT|?=1t<5zCP=yuyCKY-K)sT<IXXE{Z@OgS)05d*QMm&
z);Yf>r>|dI_~!kD;-DicW$bI!6Ws+@zbU<+U1VXK)qg8Bc#?lqXlGOZ)5y<aEWbiB
z`24~*UXRY=Z9KVd-|ettY}v<HPX?c`ke?dS_xsta!l*dCTQYwx_r09&!0Q@W<d?N)
zyJF+BJ<F_j8Zg+hU)%m*%7!Oj*M2G6@bl5>N!D!Yc3TB^O|44X^0;BglMthub7Xox
z_Alk#G3V0qprG$w>H(9l%`r7U9;Yq$=u)T*<F%dNBd^G$i_YIN+3cIKci6do)gL!J
z{rT(q-23ruX{Sq$n#CI|JozAe?){%LZRY>mTN*TNcV2QwQLFmO)oQDh&)L2fs;$m?
zV)!6jz9{C&<o^uU*J=H8J1BX)>gz&Ruj6O^MI~I9^n2TBD{kCVXSy~2QSXtwgzE4!
zLf(o=oaaq-g6?QDalXE_`*B<EHXF_4w52=0Nxjx`3*8-_ytJZ~pY^ZB`pG)$)fL^<
z_OhLN6q3^%XQ$8V=k;yN?s-$S&aGXu)%`kK>O3LG^P<P@{+zgTU9rd2DGU;G9?M*h
zH+HqD44(CqKhr8y=d$goP`x#`e3r9*VBl-FpITb>J%xYo(Sq(wgPK;0wHDu3TAr;g
z*~sUa)%ASR<V(-~zMuAS@^#7MTMNAFRf2NQX|LBiFDbvY!2H`8`Jykf*<M|`lHq|X
zeQ#DD-&PSEk)e0J_`{8}wWc<m#S98hCeEqNe$Xww%xTY;qqU(A=lZ`DWKEuAU^n$y
z@uzLGFV5o=3R)U@%;Vfuoll<JuVYj;=AIXQcl}#?rp0>wT@Bh_-pBQt%yQp1``JYq
zVK>iboAY$HyBwbP=Rbqj`zR3$WqGgj(^%D+wtNdW-81jKOU+-cE#fSEhPQTU+}M+F
zZQs_VZ%;SQdae^cf!{G+yZ`Wxb1&uXJC;3;diB=h)te>HWxhSQnj0l*_~ps9zjK?7
z^5mnA>|>p~$zLR3_S3-3JN+v@9V?m=6=pFb@tEb?xaA9v%dyL@K0D!&-@L6as$5<z
zZ@v@0+;^!-<&N?<ueCF(IvcBbK1K>VfBN!lyHLOb!I!>;lP~SvE^>Y4_rP^Kg)i)U
z_||Y~`ownT<)UXQ=ABT<^LW8q%edec$CpJ%YTr$L9A{wv;?ta8*XPDfdV1r*lD$io
ztF7ywq&FkK_}coY4TnBQil@9+x6S&x{Z#m@pRXon{N%c`aiw;-)p>(OLRQynm&GYX
z<|W_gxjy}*;-_<*uOo9;oLaqEg+Hn!)i-`-{F7K2|4o_qonJ~@CYRi?T-W$<!>`9{
zE9)9ndWGckvac}hbTGUUW;!MIP2bk8Z)Z==IeK4mz1`k(53(=ktyRl;m_2p6$L_Lo
zcX+OMOVoY(_Nq8+)lMm|=SwRJ_ZKzKYucTC_3wSZtLG}}P8{msd>Pkkx}f6q+n3(o
zv;ErTgpB>(ny!3ke!<N1_}aotFF$+m3H&qt!m>^9$)80lY?nBsGlaWun-aF-H<!?A
z(aXWlzg)<d{k)xNcdhi{%PMW|>daTdm%HgUFf;9vRBf{M;oExh>rBgcYoEkCw3_63
z_SSDX?;0+{b#9s6>9=<CIyP@(d>ylMo4VZBtCE)1^Zr^a71=E*S9kBr`jXoP(e_@o
zM_2PXteGs+@>q0FmZ$A;E6rms7dvS$XSXz6V=8IbcxmIKtu=g_=kpGvZ7B`<Y8REa
zL~CEi?SEIk+OM@N<(a2FF(p4Pi*ax9S^w>}r%c6_cJI7Bdt?9JaNTuNckssLn!FR~
zxtgtgJ)GgW=oVGJqaiEh!m7XS*}Z|?>y}K}dYjAZmK66~&s2RA=)#>aG2Cj)qOD~%
z_cPY-)IF@VQl+Oj=EBuQZ4S<S+DzXADm%IS_(j96dru4U=Kr`}dsb+A#?hI7bJb6+
z{4BRR_pwj_<2<dS*LD|LC8UI#r!QP^tX}H%b^jj5#!I^%x2)QyDZR$kZChZR`|LPZ
zo1N-&uG{=des1mmH15(ht?ICxZI0Dd*H$$(T+UtVFJJ8@+naha@3AsV_!`?y>7vth
zSIKewXLx<BsO&{m$>eQsKAqjHpMTs`_^!X?Ip6Z)n>-)1XYSmRu=cp@Yl|zJx3+5K
zy<MzY8tM4T|8XqqvPBU+^Z#uvdhS1Ao74BRxwkSuv9UDAdIfEp-}%h<<ZiX9t5aH9
zpY6Jl%6;W;_W3u?>#VtM84E^f_1*ev(rdnKd6r&4`LgcwvnAKtXK$W7IY{@1>`Sdx
zPfi*8CtqqkwBe10(K4&+BGXTVzYOYLaQD@n$%>A@WW7ChywYlZlNhnya+Pn<VVg^S
zXLPmSWO(OF3l*`Z_$Ra^gxsr?t^9TQ-zAIlS!=&;%+lS<SCh%TdudFpMpd{w&xzx&
ze}uis+LI8faeU*P$vzMFZ|1XmvF2vUCO@v{AJ&I)a4yMkWH)VDxvpj9mWmsfem=}9
zPH>b7Uun84Sz=Y&RpSF^6J9RAa?^TwNug)LQa4uRn+#SZ>zyKm*=4RqCd5=<TP5c4
zys-O4W$M`t4B?zLyUUXoypB6rnmy+_Yjwi$a#20~oo9n4-BmuK@6A+cclDT0%)4iM
zyB>QdML#`TobHk~fp^FAy_w<?YronR?NKdHo_x{dr1~zN(-RD`?<e0DQDD3f=DK!O
z)FB4hRcpSd&pNd>`q=S_e!L+?lgqVZy^gD!o<Co_(KzhxcB#`lw@*DT`gF%#<5EdW
zv)Spam1UQVQ?6N@RCu&o?9!Zh?AO+-b^Vknbn1@vkL!uf`e;!&cX7`ZzT=bQru@=g
zp`M?&wcBpe<GK4UwcUJwtR<#S=zGh$J-eSiUwL5tQd4*L&FnTw`yw}Oo5p##_-J)W
zd60JobIQkv&`s`TqAQAZb8md?Ep+?b*jE)k%PZw>*VnaS;z{@Qs~$*Qd1rdrOY6Fg
zO-$ljmCNqdPYqvRYwg^8Y1h=P7A6;S98E7=s+ME!+BsdurcXQ0f?aN_(a|P8d#+2a
zv5Vz<i+$ymN-W#z^2>I$?+TX%DU&blJs)z>W<^!F`2%f_Cs)l49{PV;zre;>ilg(m
z#k0*_lbfwRl+1bU|1+%p#Pk;*U2Z;>)mFO}b9<voy4r5tGO^U$)hCy|sFR=eLMh>~
zrRh?$HSaGxJmO`z_OxtGAMe6hX^M`Pw%V&N@6oL<?7ur<kJPW#ZXZ&o7_Lk?`Tl76
zrp#{>9Gn^td^uXS^7yoi@s(?B_De=CS3fC#<j11NhjW<)iVwVx2)-rJc(hh_<*l|E
zzrv@#+V-kIwDP=TTxq1IwefOsuc;hS;=7{vEmvQX`R4uP`%9~wjw$=_UG=+vx=CU2
z`l|d}p|eG0#g?}_b<KUQTIO!OKTqrKl$<w)SH7-UIY&&w^h(Cjs1S*DUHP%cgQoAB
z+Mj&+Va8jBzu7ac<nB51<n#O3&8KC;R!{EX`n1<Myf=0yL)n_wo@&*m%33AL(pzSF
zWL`{}{Abmr=xBWl(c`}B6waTq=Q@^KGLP~6<7+#mZ2S{FZB1=0W?U$dk7`}795~N7
zE~Ye+<CUxX^V5p2Be#l_Xqe|k7+;zn#<Yvu)`j&>eblG!=*(vmSlPEnz5jPyCGf$&
z(w1j$7v66>{75}A&dhnMY+>Jn<)X(uSKQfo?D5&m)0z9Pul41dSCMz~KZDZdW%p|%
z-(5TXck%AI6K4yZdj3ppt*4^P0kySfPRlVITy0h+<T*XTV||!lk8;`7^GwUwx>uj{
zzgK%M&EwAUswerncbel)>&|Lb&u7}Hy*g)dPtwlR$ZcOP{I-z`_M2*2p>|$u*S4hP
z^RhXj_I>R6cuf0R%H`Pmjn~#4UdT{x?)PZd!XPuBJwXfI>}n?-xE-~RO=!2Zu2iLc
zJJYTmYZLnyh;G;(aEwEA@tXeWtK-(pU9hHW+btQxRz1tL7jkuv*#-UxH!ok4Bd>Yz
z>w42&SD%(8&pP&Y+Zj=<>As(9&ixL$D%i+X>nMM1&nM5wC9h+?%xd#jTi|_g;-A$a
zyXUp<nzVc8t6dQ+pR)ILJ)E{@(xIOYua9Z36K`hbJ*Q>j9%^~%NzLwgecKl^JpZur
z+9xA_(`RZQCREy5hbmWVZTz|F-L3_pw_a7%OwaN>?)7|K`nh_kXJKD9Jhwl!`T5SA
zc~uuh))ihodSJKiarId%`ggvTU83^#Y)M(5;oCWNQ!g&P);@35PV4C6B8j#$6Jx&K
zdN8NzdW40<(UchXIe#;@l-l*R=!*2QrP@6Iw2DdhjFI+|c|4OGzpdJE#JuPEtxfsQ
z%1%j1SLMxXVREg?-P%*_c(hndfp`C@y=oVY7B4M2d2%n`EtAI*YfZJd1$!P%idG1C
z5+1rC_w_j~@t()aT$3Ia?~QssJuZs*)}BY-jx#*JzO;Jn9p-$m&wHH=uP=`h(K)oZ
zyYsQR*aPADhc=}2q%SQu?=td#9n<q5C2d#YE}tK3O4i(el9nrBQW<%Csr7o%Opf#G
z_m-_|KY4Z1<Qr!vF*vN*si^QI+~@e8U!m-hZ@Xr?8c#hK?QCY#_q8@%Yw=$9EmcVi
zwLkqcJ@=;MVo`V0W=}o7H)-o6Hy_KMD_gm8`<%}|uVnNuIeazeuF%tI%heTxv_&~B
zL{~{am9$+oYv)Cc&)!!Sor?HpYUJLR^@5pwV&L1;T!(H=e)H!0h21RCJ7s?-Z40}<
z)HPGm_B?yf_0Wxlm$r4?c{=I)w#!!*@~B9?m{=EAd};NfzOM@>_SOITx@qGk@14Cx
zc5!pAYa1NT)7~_vciE2JliVGwO24iRHlDrn+__V{3BHOa*UmgvdE&t}Zoc~SqT7`-
z9#4~d_q4eA)~>r64>x7c6g17hS+lf4bW*p|^7buPFTM`D+`D+*)N9cv*sDHAXF4bd
zU%!26*NVIXcb}wLyI)mbTwbxP-^q=!a#cD1LD9DDwVOkp?Xj>o_!aJT!;dpBI#R?m
zI&*Sz%C~jSXVWat*%n7mui8?`#JF<GqFpmi9+V0FyV2a`IfK-fwQ2#%T>J`LA9vqP
zuGw4tSNo!gCiAN2>)f<fR{!;%w=#UT$gJ}E##fHU_dl$hbbF_%ifh?Q+v=-xzOE0N
z%AsDJl^FGD>g^pDx)v0>RefDH`K$+<_Qp9uJ41iIjLcj9I$DMQ+UiYAni0p&Z|n&9
zE<ZQ?)6XYix7|<tXZU)B)poVH-_uz2jq_H14)@J%KAOg{A?rzsp7yMe>B*N5U!M|r
z-DT&4vbC*&T~8P7Vkli3@jm%{{Cd-aT2-50X*`Pd4)&cAT-LQh#^BuhQ)`y5-&^@r
zVXN(o(7o-ens0Z_IL5FvCS5e8vFmZB^4hG6(HW0=^s?NPH#}OPzP5O`tYFl_K8JNh
z?-JOIql!<Mm5Ls_>pj7*@@%p0&6^@?((l|Aob}-SIzHq1QI~ekpM1XRao(M6ZnfF_
zri7av*Nyz7o{|vbb9PP<pVo}Kjq{q8BzQ94ns=bEG48L)Zh70F<;G@f%|5@=Ue@t^
zX<>k&#FOx7MimXU-6~TjII8s4e7y2(({su57NYA`A7>Ypc|D=x+0HF*a%;^jH3hz&
zSToZ?eNy(q8O1$eIwzaY7dzc~GTm_A`jbcVTu-p?Uz?=#$?EsDQy&bY?%m}TedpyD
z@i{>B`SQnJoa&AD*0ab>HTOSp@&3l}(~ssqExfdD6<4+3<u42G>K+ogou;h$d~dM8
zws-Y>U-viIetvz{N9nP}nsw_+PwDFNq;@nPUmi8#o#gxX(W`|XTfB94oOohw{=(K}
zyJXHiOZ)ok>JkR2eTs~YD^wZev~BZDSC?<p+Hg=b|E)~v+kdVJc?wq-99glvaJ$Cz
zS&uFMtXgev|Ky79y%~%zk6At2F!{3cx}J4kRkRG}T(((a^Jvb3$#27_2+z|#JG<O&
zS+9o0VzKN}?aTdHhYTL>eiELQWWQilk>j2|dzs*tJ2|2nsvD>09X0#>Gdx`6vFM2j
z4?CDevos?L=dW1rCbaK)YnaX2-LhYddUq&o@qBDI|GDUK*8)a%(^cD*CDyfE?Khug
zTOw~XiJg6)z0~v6{-?HvCw_%Hqz193_!M{?)5_bb`cr1ki+y{luBAKGX4j>f_PKJt
z%3GXTWV>MA*3^JPkHr(LYO@@_uIt#$X@19zA))W8lP8=1&!ZXp6&PQ}Tsc=RIBUx}
z&MRI|X1CdWHD>u7I^}biasQEPuR{u!m#>yt<G41()^4h=Qkwmx^)n(EBP~5kOr9*6
z$t~a>b!PI~_=+2H?OQ`rAEcBnt)B8|yKDZG`TkWilO<O~OsLzMq{-)Stk~i4=_?y~
zcTIa8E_E}aM>o2$LZ;m2+8yrW3c+QL8V8=l9sWD(<fMy^HsLE~7u{uCR-ZP>T;%zs
z%|$7yzP9f_*<8AJVtULvM$?zKYIik=i!Ar&aF_dfIWk(#VpX1)N$Zr!9(S7f!u#&7
zUe%-$H#O`oL(~<gMLXwBzwlLLa`@fpHm%yBac7IK|GGMLcGso|0o%-@YQ^TOFFaee
z{lNKaJ69U5bF<CfJws^u^;wVAoS%JNJ7;cB>{s<>89wcNW|?ri_GcDvqdbi!UR(A?
z;qGZ3_o(#Qe#%OlRh`c!pIy0UudlGuRka<iiSw)0NdA=ln>~Mzih<45n|UrNkIo%5
z<v7Rq+Q)ojpW}Li?3v7^w)IkuMV_{<<`TO(lWgD4e96CZ1xvVYdBL7JUtdPNR?PeJ
zE95qFLWsqYn~#)p6^bXHIx^4Sq_fEV=d*1~x1G27{%o_|8Kb(rS&t?~NmzQ<240Ga
z+aNb}+4tOo=by%0a_^~|TAwT`ay#6lH*&GVeSxa7XRFQ^TuR{2YE4Z3V*Bci;pY<~
z87`}?)~6gzxckxH<D_!eOS^L%2V^FOJ=zj*!zL(=%eZRu{OG#5JJ*J^x-pt=+LloM
zOR9cy&*QDBYNg7ukB=3e6`Ye0`b_4kkb~WhmEGU_wk$o>`y>9!=jgyq4~mZ#b^Iyv
z%{k(C&$V<};g!U)rEQGzf3uE%`u3ked~M{sQl8q~-&Qp}t*XA3cm2lsxi37Azl<td
zXZ+(@q*kT;Qd^1U*MDA1b?%sVOz7-4tLYQV<g#bYY<~W6dF5QAiho<@>ddfMZ+JNP
zrOcuSQ_q}SyXp9TS*=C4CmvA0we{+!insTcCK&kf6<^xA+h#e(%2I<R+jHli+ZbiL
zc=Ca>rIU6Z_g`8pt~=-Je+I5g<~x>M-7aL7c%lEpx=A)q<g=dXo>aHndOdobn_*w|
z^(32_XVpu(lb8RvDz57I_;s|khs2uK8_H^V!w!Ah<ewzEBl!NumH#eScRh>!P&_Mr
z*1aujdPB}FeRqY2@yi;`brz35uF6$BFZ<f^?&rXT-K$UC<k_TQ`S@i>cYoYslbhv+
z44*@zEsj~PRhqCk(7beI>Qb4;K5d)#Nm-ZNjEY~rjtV@)?--ro>Y0~V8EI=AWl*!A
zsqkoY3Rmstzz6kKxy!a$UYdKY+517#sx5QoWpUnNd&R&1+G@7fH$EOs%~xLNx%M<i
zQRR8jB@IvHs()V#$>UDjp6KMDJpZ+?c8PTE7ZU-d<{MX*p6augni<TcwRy$)rHN<D
z^uq5XO!)leXr%C*u#oo56SlmL&*n#6yY5sxsY+I0vc=E+zpgUt`PF8trrZ8!@VXqy
z7&q5F>XhfKd*5~`r83ls#x(IOZMo`PDjF5hae`^7%65~U>X;SrbA<1$JmqlKw%xwh
zQ8RW)lX2Lh**AhFN6-25gn7=#_c3>m%;B55QM=}N*WnpGGR<AD+osw4nzlL3bAs@-
z1v$yhKSF{<gQ`O9P5742319C$^_QHi=a!o`MH}*r3Zp;7iKZ&Ae;RYZ(r)T<3H1$Y
zQx@m;BuABRe^qW6^PYXV(i(9Y{gvyASQYxR3;1WGU)r;4qWea_YrEa9aG$pc56$9W
z{uQp9x6|Uu$5<D6J?*J;1+GQU6}Tl*JRz&~U`*k>_CK=<6*RuSjhrsbz-im=A9ZkU
zZpInyNsH$vUfWT<jN#+YYhRxp`2K9i&8L5AwKK9VZ+v!os`|p%lcJNYd6zGb+Ng3z
z>e#&C-Lq~5?p@QPEVo@ooTaX5-bEf6o>0{pa`(L|b_MZo7rn}H>$;0=+!LcYDSZ4}
z1GzXQM84-ta(vbr$9Zz?9G!H{t>1brlx3a%nXXYjz&wA&s%ZxrPpm!46~46Sly<Cl
z%hS7(K4-ruFZIolo$2^&d4|#PrP+~DlMeS~y56+)QCW2=>%^Niibt{vkCt9M!oV!+
zpZ9fYwq(HKTico5N|>J3%-;EBio(z2BC`{=wOIy#{r#>yKOc2+mP5nWUulcos=_zj
zxmaniLw#%Ucm3ac%9ok^c=E;O8t>TymIsd71y!!EwUR71ny6eCdd}C5@%iVK@AM4#
zs=s_+m$EbMPu&*lZx(rzQ=9c3UzoLF6$i7dt!84k<zuBSVQj~}yv!|Lh50YmWSqnx
z^LVfRM$_Eu87IH2nO>K@Ni$N;*VF5H_pyI#Z*5JwRjGby$B!rKpVrP$QI@ngS|z+}
zQkhY2$<)3RN(~ine})w4RUG3uUbSNLoPzpaUpeRQcpo!ot*qf{=?ss9VXL<Mt_tyc
z{xVP}=T6T*lbynM`g7Oyvd>nYx78-+NJ3w2)}!co5B@XsMn|+6Z(De3)}_PGXJ@;(
zN^RDS@8kJ=rE8i9^NQEe6Im=z9+%B#yLzs_a<S;!3B`STYhSJC^sl-xo0*|V+rVSt
z&bOh9UuCSk8EfR2vqPPE)~Q(v#*LS@#l2*Derc2H+-PRGoeN!8XZf4xyjPid?hFIV
z#MdEfkEO+F{XKV${pkwbC$5F_v)**otat8OTVHld?&l(xHQf`kZ|eqz3D~ZFewR7G
zr-9$}O~I>crx<k4%ePie_C5I`Oek>QdgrWXf?FoowifShGGmatT2|}FDa^RHa$Wh`
zK=B9vOwT<wsa|KYR8}hOW~o-?le(C&nD%E6J|BM?aMFtJC)4V!carA^yZ(~6tF1P1
zk#yfwo;y5!nw^Ex<svti_AGopC#djMR7*~v_)_<v!jRM}vOmrSPGBhF4dYqew|w4J
z&&`v9R>}%rzHs>t$2U`n)UzR<FFLMEstpvq%^T$!`@-L9+pf6>Zq;qInkw;Y)}!E%
z{?q3iO&+dRKOJ4<eWL9_)z!UM5*glyrtXnEG(YNd<I0^9k}K{9<j55M)t*$g^S0ZT
zNB?;FjzxYiHMts4CH3&y-%Uo#|73mtHt*o2O?T%`UN5%QmhI-gJloZ~x6PI2vYN+R
z^YQQgPRp0~c1ha{Mb9)?<9_8oL$BQF*^4c&R%q&Vd@qYV+ryt{7_fCsg}rX&7dr($
zH$M00(fe<Etf~~9ywrN$8STI+p-Z~1Z*=oq7keRTz4r>0na@^Kt~$OqCi!&nnYD76
z=4T5x9xI-8B}BqhM$Krkg=l3@@|-?xziOEeOM`xkCAJjQT8HiwHQVkt^Vw#xcPhss
zs{V<d$%;BYWxwLLwTjkry+j_(H+%ZL<esC&DkE>XOGU<C*IVbhJ)JS<`Hd@WA2*(l
zx@df6YE*bxy0c2xR`FXG6whZpS+>_YdtUX<@8t(y*=A?_K5jf!I@Z?T)qLXQ{;0|4
zE#LmUK6B0cE9s^eZr|A`Z=RnwRcPlNZFTLs_JHe5%cB=K9^adk$5OH&omsTYI^|N-
z?A%htm;Xdprdv;YzCA|jd9aSHzt@dzd_6nAK9>o87906Ibk&<F;lbD6G~0O9|4rJW
zy5&xL-_>wW=>zJw_L}B6I=*ttR{JeCPkvUEylw1li?ZYUMJH_7Zxg=ZRaMc?_Kbt;
z(%)z{Rd<E$-FoHiJh`Zx0v-t-sq?va9{jqVTb#u&ad1u9#^gDImzV1Lc|Lr#{N1|b
zDVcZprfS`r;Fg)**evsW;TlbW=c22owS}!%Hz&&K$NP|;!fR`{KKl5X>%sJ%2U2a7
zs>*GDGG3KjT5T~qT&nTzr)`BkUFF4-vil=G{XF^W+NIRO^IqG1w=NVqVriRKy75HC
z$+ZT>b7aERMV2d6ef+wv>+XrDXOphHXj6<;i8;rwHYcX<-c@y$I#VTw_s7^pTc+(Y
zUOsns^)c3ib;iHyqZU51u$1pD6&F+a+%xa%jBD*H;;tH&rI{*fudjOMxnt@kPT5x>
z4uw0e_~$CrG#=j@-^%WjKI_G^y<1JbPhIy#^|y@$3*XiYFE=!+Gw)4)(0pPocV(G@
zvc1={)nbpXo||Qw?6+#_x~ji>JdzK}vKEK`7FRB_U8QoRp{MM?I<?<{YGo%)5BqiR
z+snUl?Tp|M>989$J1oDLc70e-RCTp~OY^*`y~PC&o_BrEe6ih5ZEHlx-8;Kg409#E
zuK6kIc{IuPcXQ8`%!=Zk^p9&*?iaJXR9)h`V3qc!O|4};eOC{-m(O9)UcGsTN?*m=
zMD4FPo~(Fu>!R$JoJLF2$pwGw&t*2nPiDAkSuXeIW3<|AE#G5S(qWgFnwM#Q7t;Kr
z#qC<e&;Hu=0K=T`OHI?Xgm&-k%X(NfN9u^j{R)L}XFXmsjsuqK)OXvmr~UO_DV-CP
z9jB_0K8GuNs^-to86Jk;*F4y+mo+C@wDzn;zw(8TQ5Pn@j+yOo^1kw=x%q`^uWl~b
z)pa>|w_f3`)k2XS|4QR-*Ytias<*mPk{UDLt8LPqtyYtKRlIZitgibB$Zb99s(1PF
zte0<}JrJt;zUEG;QOne?KDAeueYG{RzNUHkT;=n=d0(#^|7pIwH_iUq%&Wh5>ITkb
zZE>D=@9V{=n~oDF1{}O1cXhkagXgAZdCzQ4+HO(JwkVuavgYNQgq#Tlg?GXpPjI)*
z>TckaZZ(-@6|zvJc+tV;s;=srn<h_;&Q#!?^D#6}Z^8$|IoE`qS!G;Wa{GF)EmLDx
z*CT}!wUsOO9H<J(H!eP!wytbf*sbIIDsGma+(j?kIxUfSu3}wvz|@u{&BwB}Y@JL_
z*t(V-t17cu<IB~x+$8?Qx7F2CxxcTL4!G(d!TVSH?Ci)}OLPm%Z!O+wS^qL>rD`&N
z#@oE*m1gVZ-Yx&UJo=vUhA*a%H{M@tDEazzY;W(S!pY|{cj`OO+_5vt@A#%$Z!Fbi
zwcX!(^j==Rv|xT7*Nk;ZzOg;MpUWR@EQ*bM<tDPwKfHS0Zq;WGs=}4)OIAtW+wpky
zhTwY}^tM{cFR<0N%eb4BEw!WKc=ks9{P<_G>^aw^F4g=gwYjp%vrti?&-mU{UDdR6
z7NS=r*UggStz5Znt5)vJU;I&0CvVRwTh}Mywc*iLpGaBD)y3&L1?xP2pOw*x%6jU@
zRveoYwSf8Q>XTCXaa#>4woTlVHs5acRDWKH{nf!LQ`}^dmVD-1zQOri=8nK?JO3`*
zJy-bfvg>;DT3@JY&YJryO?kcO44I@YiCjktyS4`XiV?94J2rRE59ReaX}dDi&Si^P
zyS=hC(t6{3+Cp7)z5R@0uiGZ2hL${h+81>6M3d$2ZGAS;r+vZqwL9J!_HFH++nca{
zRk&@T-UWu@8=+5k1{u%#G<9EIL51zFq_u1R%%5s%v0M7{_uhT(D>^SuDgF^G`{?|&
zJwHo@*f`(+42}=6wbuzXIWC`a@0-<5Im3C`mhZ%EiodK2eJ{It@}(7f-p||G-FoxV
z+^s=Y$7UKhGK)^Od9joE%bL`gpXX;C+qskLr|s%_OEogef{uEfdv|Zy>(i6!xz@em
zt}~soJu8H(VonO<*}{<4U2=1!K1`2wne$essA8ScuK@9RmH!zm)-`>58<K4EIfnJf
zGB-=LWmDxc<Bq4s_$2y2+ITkZr1Hl1U%s!Cd#v(%)|bO+DS1=7i<dv%R-66G;7ih)
z^Jk59Tq}1LEkAwdb2=X*+X_ny(;Igj7+=1Q+4ImX`$f_=yIAw|TEC#M)7SPcW^j)>
zIh*nP(#+cvUq_wOp7Ok2$d>6`@cgx9f|iNbx4(>$?M`gpTQ0cc@kY@Hq06=R^4D`l
zzAR6AypegmX~;Q-*P-jw6)RrHT={H%+4R86ko@GAbz9vGqVCQ$isShzbKNz+WX1mK
zy_HGE&wpKeQ*5SbVf}ic+&$qRN!6~sH<WhW$aj#r-gY}~%5lGWTbG#z8K3<1Y^B?`
z3x(?*&HZk>*HlzgWY#1@W!oyQ50BRvp5t6K|JM0){x#u2i=QTQK9+j5@A1`ldQ5GJ
zafvHqQzp;<lx_7oJZbT>7ux67n`+8#oRfTMm#Cy#AJ>i@UVP_+w{&)!N4@{@MLKkI
zQ+3jw$$q<7-J*8C&i=cDp>MC&Q^}~4GB?6yV`jeDW^uqKq568T%qxrax?8Te9e$&o
z60fN|@6euA6Q+K%>*m#n_^PokxItPb>`V^l<Ck&C>6T?oyI-fBE<MMvPE%8@#8T~x
z6{EzeeU8aJrRPnTa?i7VwpFnweSTC}m}<^fqomFYeHLr4GF)q)!e=2j<+3FEYwzi?
z9GN9|&Q)A_BKS7u?%7?_p71}7ZFZffZI$tB@{O=tw}T!%%{^~F>#R8Yy=j_ea@Hwf
zbN)<@`P155^)WKiELm;Zi&t;gxxMpWT6)pXEaCflx#&sjufL8Jk(zeFs47rn=`(>z
zw#EuPVXQ|^N%uV3dHrf5OP+jd@%5;MD#e!;PcwU6ym;O$zt_Rn-sW9RezZj>-gr{>
z@#L#lLlUl?-L}f}>$kO&wr;gt^yvMnaN8zJ@nzYLDg7%=pL(w{T3~59TWwce{_L)G
z)p^-(7VNwDdehxwe8yi^#ouz|kNRl2^-pQ?Uv15;58i+O&k!Z+@x`pLU+?&(!dHa`
zGXJ)Gtdz65-f;Uh<CL1On`UkJy8O&7gOG=J<?i#|dcI=yq<DpxM|)CDQ{u{{B29OE
zY`F7mPTKUq-;(*c{GQoM%AU0<_GzEE9wEK&YtHT03fpy0uDz~pFh%rD)r?T?SJ`6a
zfpf0g{koL%`_PWpb2H25&s*fB)-@$)@40D@LJq#Xx8voL&k|St-?C2laMeV?xJzlG
z(DgK}V>e#<-Et3%^>X0)7vF2<ZFqrke$>SoD^A8e^AQsK5w_@@<+DX*J*)4(&|1*u
z*ykTNwYjU#VU=%uw5*7czR$PULDPe7KHAt8zSX)qrFz!WDSoR;Rd!8(!tnUxaz_T1
zIm|~@vX1oh)oQzF1|D_SO51nUG<#B|!PFP5#oM<9=GYXuW}eiP&7QYwzOv+3k*MoC
zFG@PSc&wLW<flD%*M<X6!WX2-AHTfUc0un?({q<!oL%zZUVFE+k<6Tul@qKcztFz$
zd{gk;trM<QoXuN$=kZ*%xtEQVY9=1Pa&>#afu67)u~Wwv9DM&zberzufQs`>YfVlB
zP0srz6LiBk;q9YsZ*$D%yj?d<qA~Hf=w2C*9gny2<^|m^o|>)mRkYP~)+dg$RXG!z
z_Q>!Q$Gn;LWRl^rTFZ5{yXSVk=r^A3Uv9x{zts4*?s13gE6Lma9&Jh99DHl7vE?cM
zl}`(9pO%n3xvuNxPTAh_X8&%Pu9bRo*zd~s#=iYzX*;X@dQf&5li_5)iPza@ozzxI
z?^=_R#G&wP_Nu3gU4y4Q_~M#9v(w_&waDIx(3#3*$sP-;g2Jp+qx`Plc)m`z!t~I+
zh-tb%uCJfbC^zR?$T!7<c6V22Xq&D)-7!}(D08p>?62HuPL867?ndR`J+8EG&W=lB
z&XX9=7QcPCz^^dg(P@p)ogX$S4`w~}oo`?^Epqd=b$ZiI-?)Bp{)e813i&v#z=vPX
z`?;@J?-|~@-6pi`{i*W;n>Hlg+MSWe7_Pj0#d`nl!z&E86lFd7QQL9MUh2`R$L2d<
zCBD`wzc{a`hs|sozt>xnv(A|e^S-XIF;`UY+B8p2i><2b)9Z(sA<esGeS#-nv|hJ-
zY34J{DTP-;U(eMu{+zVaR?l+5R7Q1%>noU_9q(gYKXuEBv&-w1uO576m_IE$q;ks3
zr#(E6CuL8Wd%D2!vFWSrRaF}-*F}Cgz^~jKw<K+;=(FmJ#~wcV$69<&UgIXS@-pp9
zdyLoC&U(mbBc#={E9=bxNz<-vLN31>Y-FzMywJ2>cHUfC%gAeq$)p#xJ9)ZGQ+E_k
zJzMFvrdQfrrYWnQJ?r)(fz3r0>*mLAKDC+g)~*M)nzENY6Vd)1Rb?Ca=+Iy139c^s
z7f$x{FIXe%WSKN|gKhSN&riZtX1!~9th(4rOfhoVHruMF$@6X=XYafEV3PgKuT0h{
zALHgHRva_1-ML=#ql&-Gy`<(V|F+Ik>bLTp%Xx97f3(_G+rvIra<83vry#p0e17bG
zSJjK5$}FF<kF)Kp-kvnMCn2nFzUZ6nTt}lNWoCVR`7qw<>fDMsWx}tDy2^7S-l{o2
zd(M!){69m~E@?>#^Quk1a`t&`lxYl2bZTFxRcKf+$=-fFe_P<qc?%N@{Mc8lyLZpv
zv&Qit<G9%6C!4gdZQ(gv!XCg@l)arlaLZQHrQIv0Ygg^%kDGf$s!Bn*an{fEM?a_C
zdA$Df`h}*Rj4^5ZYCiJls#H8*rtP(9SNdhAthpM?*41n+GP+uIO-&)8bluu5Cyumi
zUt99+W3*E<m)+I}=VSY)&egiAb$Xgu?9DUBm&Tk~!200(+SmCUn@_afUnnD>UH{wd
z7OTAd(|Zf!MQ*QY3`xIyX=ln~*;_m22~EGf>aXCNS$@sgEMA85w0HhC;n>SA`gB^<
zpL5+k{7bV>*A~3;`y9EQW!<`St3oz>=-(~9-mFC2mx=k(j@4(qF4>tgxi3wOzvJb8
zPv!c&yJ9N;8GgNPpXXPtEo*npFv?Nx<C3h2JAP(g;C;O5@z3y<4C$#1-_{4aTRVt;
z*|74o=z8D2h*guy%k;giWu9E~={x&6oNK$y$Iux`yEKERrms7`(P>exZmrLy-5&N!
z4WA|L^{><1&d0`<t>)Qq-gebfH^FIh`Ijwsb~*UyPEq|-x7@S-GK-bfyS7}?v$}RM
z+&x@#!nNI-3Jh$sgp+2xjA9B=mt6gE;?bbicfwO9-8t9pFZnPt?XufF*Ya&27cI|P
zS`nV>ziWN*vqICCr(VA6*O~1fdxz^>uIUZovsG+Y(!Z^1lXgk{&mh%np6@)XHDmkf
zg%8TBQVtX>TeRiklRJ{fwD0EWJPMvu{3|RvYNHI-=U0!G)<tAL%Z`fH-aqj$=d^qF
z({`TjzL{G5S$=8xb}N^@Wjot1#Tp-6>ecd8RrBO8L9XKMhu$2!xoaiMzpZy}$GaF_
z+VlI(rWI%1r+NLdD((rL<newvx2|GJb&dGT>q_fo-E6{J*S^*>%KC7n-{-pf*6ur3
zHR2y$`KGu+e{I;jum0CXpRxxlG|vCH>_0<>a8KIC(nag?MYcb+Zl59cI>5LoyU)Dc
z=4$H|!#nj>r)S!=ojkqSDwSb=mD}d~w>Cf6?cDWBcbS`lkj4|YP*rVXO_Pgv>c75r
zG`V2K^(r~!;DOZ(*)5s2eaqi@;K^mn*3AlarYzsy&eL9ZYtP4{E*F|-oeOwladKO~
z={z=;j}g5rGi3|o)|##os92ZuNNCy4koe>an=`AAtFSC!oP0E<ap{SZs~_E%RI%1$
z?XD-mUcNI-^R{bBrrhq!nmOfqh%TG9(X;bSAxZ6Lx?<LsOgy*s8h_Nf?>F9QS-x3%
z^1#2T=l%07&N;44j9fe~=3?G$+0u2ZRynBcejV#(yLjT+3Ln9pd2?Tvm@HmaRVR8|
zYT~x#>RW4Wz5ZmoH~-PsXN#r>_Fvo6|5mv1%C(eTEeB@BUDCN5y8PDh)!wW1{-iC6
z^|h^B&oen_x~<mPeG4^@n@*mSzcKEf{zLbjy^h7#+V`m>OpGgKeHK2?LUif#<{l}_
zM}K-RPY$n^&6pXt%9F#^HK@t;fUS0{Y(!ty<W8H_(TjQC1TVXFeBLFAMvG^=k0~fx
zN~|}(`mTY6?bo%UDM>S*Ji4pl_+sYKxH~mxjE@%it3^wiCOy4*=TkkGu7Z)5@rkc5
z<C63Iul)F%s%tgd%q;cTqpcU$&64;ctG#$*W2pGkx3O9d%Ozyyd%a!W?x!96>cfo)
zC(gam78zTX{(G=iarv<wk7ZwP6FZz6I_-XceAdlNUG6K{J#G6`-v+ZJ$R9R69(#MS
zklE)i>w~M4s*}48&AK2|e0|oTkn3UPS{GmR>;6{bu=sVodg;yf{#>6Nhl58mqZGUR
zww|_%b=+}!ljT`=&md{;S)W$Vwa=EHE_e0InT?eV*Hz1x>UkdHP3PD>&rX|Pa?2$f
z_BThZ%T|4MaePpHeYOAc27b|V{z)7!EWWPY7B$~Cm^ai`?D%|xZ>Aw9+}sRfeXd2Y
z?YybG<W7a{>Urhm#=Ygds?u_sA5<PGm$W^xKI>Xu&7J0dg>lRaTvb>sCH`t}*?VR4
zB>(tJI~F}zted;?y0hr1C7184tQ4}=dbC&h@I^<amCF0GK1Zm0w*1fV`nq?n&BT?W
z{U$r#*w}hh=T%00pa0h5s>6Ai@9Ug{uU*kj_;r2G$x1T|wT&s$!fpSyR*Qsuc~Lc^
z=V;OIH5aD+ihOGG^~;*-9R^13d0Q_;Mhono5mx%nsB&G@C(n86Cabn<TF;3&b3pLY
zhTg;4h0)<M%rSSC+tzzM_ub8T${_Bg;jXmgxb}y&@9o|c#zn2Zw6E*KzIiLt_pDbb
zUAMzkf1*gtsz(ZYj%9!U<TfL2#-n|eSM*aWB~oU6n=fE+y7<x_vml-&*J9QM?Y{Es
z*NzIW!tR^O5?jt3UswI$T92S*;)KeTSHmxxu4ZcNzcyvkw&NiMB|%ZjZnrM$7|*$$
z$U3DaX>+cd!_m@$o=tyUi#%lm4`1#(@otMZ$5d{E=Q3AzO+I48DF4_gh9kkkCTS=4
z>G_5`&K8{eb8Y8czn(-t-w92UuQH!=?TA~pxqAxBrCY}?TRhsWdC*bQtfDmgl>a2@
zO-HA8pH=%NQ&;-Zz@bw@)ah!F=`n4W-(1H^Mdk-zI{4tB^Sx=Csy5AevDBaWWz6oV
zcS(hfu{M3H_#Xe9^;q9DL+QNIX3zV{s|EXdl9xT5snn);LiFgp_+`%+K1P)Py6in+
z`P#y_+M9*^iem#8Tb6FJGuyp7D$4e|)wO*m9$e+ji~oH$TgL8U|I>ioa{H#<SgBIA
zMdR3<u$FRTj{`m5*M&Xpd$)DFT5*IpYiIJyXw{8#t3GabW-GU}DSjU^DS6)CtTPMd
zJX*<d-sak?$(!u5)~RaWoLjo~+Xc3Yb(^do_V39)yD02+l-AqH;U@}of_-0Axs=b{
z9B%W~=KAa<?{~k@cFa?e{jp}Q+1Z6%`72)t8ro`JVm^Lpr?vN`O*|7%KHKfv^>T+y
zvvae@vZrRrEC0Uuxntd>O989<eyoc);wZXV?oE+ZVZfsE)vVsp``W$I*d<?wrq$Wc
z&sr31aquYr_u8zSi(kGxlzUdQMDTdkvIR{3{#lcpdx}FHpUZpc{BDg4z4GRb{KUA~
zIR{veFRe6PoX~T<I=}G17n3Qm*Jeo^7fjuGpIy4*z1Jl*yRE1Hu4ewaV#!{W(wAW`
z_Z_hb$^R&}?g>NsWz%Q7dRDhR-<um3_oQ^a-QJx%{&xF&eO4~rIoBttCw@;~(${00
zqDOrkpR2FUx#xSHW&YY?VXyjQo6CFqCmjhXm3_y$Z_C%oE7okAQFX<waEJV*#kc2~
zOfE8Kw0!NWu5vBvoPX7hb=s*xFD~h9@)r&APkiqcBVZUPcE0M|i7ziTOt+rcTbpI3
zZg<7-SmmR|_xShfp8KIH7T@~oSLoTBHvbvsg!!b)U0tweVrbf~d0VZczMDQi%@{S&
z_3gb?4(va!y-8q|{FAZqeDthaMsGJI&w8<#<?X-FRyk{#-(g35|1-Q^)w`}@tMuN}
z?u|b#O9e4JYkGWbl~-NxudqAIrPpihl?<!&liKNd-%@hz&eOTaEZ2pVS@(ZhGNt?1
z<+2+K6=jXAulhDCGp&(H`Lgn{OyAerY$Z;+%dWB%d_J+-n@?)(qMom-z4k5Ms;PVK
zSJBlhrD-vtS9eXQx*A}8$!K0-Oi^65+>-RuvS&@N%wY`ryOlp~>Uq)Q!7)d#p1XTM
zKI;4}&lmkx+ca&rZoC=y>f^B)lIN>Fd!KcDqI+C)+9!`ApF{ingU=S7^ZWPl^VZj1
z-enU5b{h2+pRIo1cK$@$zG{V^-7jbT;y=tFaoKL_n+JCvy(tVToAs*NBvMQ3nB|JV
zs?d4$Uf&hIxGxS)Q8-|lJWp%K>$hRo8>4SKcTW%G`o3bO_^b`QPVcO~E-jjB_ARw6
zez|DG29`^w)ry-VdllE*S+g~DmF(%%hE;DBzOFj+L*i_j%>lWq=Uy#dC!)Hp_1n(G
zzPhbh+LL2WOn5$PzoaFz>2a&wuSzd34W9A-?Yj2*Jnh9@4mS?2w{lZvp7kPk*?PS-
zk9U44Q4GHuW?kUE{&CRzpZ;4Dbsme_-!h)~Wu2zQzU3F(_?><ho~vBt^VqgJgzx#}
zdn-0SUv7Ht?!0!V-VXK2mg|hZ#qqgky+|vbJnQkh^SYN`UR$c`6&3Sz-TX<`zr#(<
zW4=7v`fkoUd())n^N;QI3XICAyt=&PvWAY%O^YYRVb|DhpRin8k@SS8IO>v9m<{8t
zy%9@=k7d0t?hawx6&}oR?*7wA-MsR`%fGIj-N)4PRc`Bg;|u3!u2jii%&>U9`lUGs
z3`{-w9$#M@!z|yh<kHTUPJfoUTv%_nZ)&HFa=uStY_|T{`GJwft3J>BqI)K8eQ^Kn
z<~botKTmM=wz!pTI_ICs{h%n%xTjaA=vgOiO`ecrdUPh+=cBm}$Ge22<{dj(xMkkY
zWtEFr9*c6a=jWeWHSI|Pmvn4z?PBj_*A$k%Ki3xhy&QAuWOG!Y@0<{8p;enx%Xz*W
zmsrUy=e{+(bBCn;+!$Nyurl2%lV1ds1>Rnp?&YYyaP=p(;<qnDc!Gr8wp}^7sH3y<
zL1B0p8}rgEXF03BsY}1*G-SnWvC2I9vUpa?gAi4|3ejtS`)wM}d#%eoa9(1~7i*>I
z#c~?|5-0u$ds3(&d0<u6?&ziQVHOg9UQa8?owt|Asdws$n{0($D>Y(5K6%codbCM(
z%GaYVnXgJi*UE*wOOD;Z<!;)fYRSIe>&A|g=PjRYjO8otdfV3C9kyuN(Hqa6Oa96F
zb?5W7oeLyPGnIra&U?Mu`=&A|tUT?;4pVLK9VMc^$<{^eS<~5{%KxqMdH#HI3jax4
zi#5|@Ql4$?uxt7KWtEZsR?iEswyiBv4W7qp=5pfYWt-3=PVSFy%?oF_?&6nTY@RQ{
z++THO67!_`r6v2~ZH)tF^!wCiUG`pi++xmRhr5ku<J!bd-i_4>dpXIV?)~ex;rmYQ
zRG0f&b8X);p_bbh&Ta2zN#RNVx_X)F(Tp_?8V6Q$b1FAfT{oV3b4$Y2b;WC$w)ydI
zzqI+Dg7K%X%<@rhg)VHgDZFmGGTJYRL3yco_??yN8=qb}Qsig((zi|R?uF~i|1+ed
zZ;kWS6yKV8uCFrg+8-b3=-5+6mh1YgT_4*=?U}$Las1L27azl^wi-p#lOD{SdiR)f
z&VmB%P~ElyRx8mH%$K+3M;||zZL+j@naql#lMWQO{%3f7dF@&+nOsYYbyt&lb{zP1
z@rl;6m7mq3pT6iZ;L;7#xw)=)@rf5%8@JkY&GfWu>k9IGkt(i`K5L@7^{#)SrEkw!
zaV>r__3dTTNo9($cP{90J=;0Ek2hEC-Hg|f*9{X2EKR+9ZW+EvdVfr_T=qbp<#AEB
z*i(03u6V34=g}5}y4O|}PbFS=O`YnWe{7TBCaY_cb{u#<?`zD8yl|z81J1`U?RdRZ
zWe(SC^%)5di>ksDrO%u4R!--OTdu02<7lC5v1(p$&&T6?%U?5SU+#+EsCk@ex@O$D
zx!*0evS0qNdSlzsQv1Y!<4Q{f+~*`OTy!$VPwZ8q4$ocJ%w=;Jo+O)YnJwP<I_kr!
zc~_!0Z}`4#wew`F!rP4jv(+7Y!WS>$p4I0eGOuajx}!xgpRa5wzP9DknU6<H(nQ(i
zwtQeXZfmP;s%hrc?Q`Bc`R}cbPuAJJ&k38gJ)v^>#QV2qzbrhtS>^bJ+~aE<9<VBH
zncwqmUDmfG<K~~CYO~b1-n~zf<XF@G``)4@pTG0%dBT<Fxopi=>yX7sS6mpcZCyNB
z^3mqxn8$ZMXnk;=bM3mtbJ;SZ_5A96JO60U`ONp`*{<x4lP7Kay`Iitcyh&j<#~<0
zCMIDI`2J?)Z{?Ah_3Y-}pZ^(bwKh!rB~;t1o-JEYwCP2@=|%N*nsyh?u=%Dj&Z|l&
zU2WLE{zAC5=jKZ-OQt>Bljm3bGi*WB$&Q3;tLC4m3i;H3%j3+9`mL`o?VRbM+P}Q&
z)pF)}7O!Kbyb75(F;p~rM(CWi3zKe6kg2Mhdj0lxneugPW{N*8)~&ka$6I=H>&C++
z*OmuxT0CDGHn-7<&B*#!$O%8=p1)dij}_cqt$xNk@UruinT#q;wyzj=p7mAydGdhV
zl&3jzg-%wJFJ?J!dGc)a&va#l-`5UJE$j(;EAi)}XJ5#o-*aAeOe(T4jX1!Z@;R2L
z!|X%FnooRHr7JHsEf?JxDp3CRz@O|e6K0VY6XdSutd!MGy>cq#aV<~uiA{dSe^yVg
zeN}Zm(K<!;erxe2hUj@)m&8tNd73TrW?^^X>!V&>_x|o!tEt3e%l>&uFFW&6yVNUF
zZb$RA8F4(`9~|q#{l;=lh!$(6%4~P}x$0$6lP|pBVpu-UVNJQR?dGoZTYSZ{8kd}p
ztNOA=Cg<XXB|F_LPri)wlb)yT^Pq2PRNz$Qz1Fs-M%io6Jos_)Kf~8+Jw|<d8P_bg
zkq`9P^x#2Hs9mzEX3SgVnm!Jjt_{)*pJUdPb1f;1;x3(69kS)-i-WhUr$22h`%paV
z$+M!J5~6#qH_QChHY(^nS5>z~<?&~c#q8^Yr%jf8@^y{pG1uG}&GXF6*ETFo(q6=$
z>u<Hjq|CCq@pDl<|A#fbcPqcHT|H^1<r;?L%Z#$GE-y`fzADo5Rjg~0<CnF+Q(0Tn
zqk0<rt6n~A`Pg+WXcJdqQP%n7JdJ;WQCtfI|E%2hy7|P~qJ7P4D>s+ht~hA2RrmH{
zp0sU?jye3vHoMbx%V|#-?~PYpn!22K=1>3gF=p?RJq%Uh-ip$-7B6Q#+{zaJZ*TF5
z;_%k@$<y{0-oLa{a`|z|U)Pp?Sv=?2P9|sbINs7ry;s*%Y+Zip5~toy+tpT{Q@)$#
zK9W@5n&{J#wmU>++OfdZ;+s`6o%;4i_1iqR5OvW^{`xj*qq?&8uaG#;#qQ--iiF>G
z-Pz`Jw@qtT)P$<9>)P(!y!z_rmn)A8=i8m_*tqG-yX+)^B1cp8DIUi(U+u895N$Wg
zFDYAcbzMx?jm_banOUoQ<g(2!dItZJdbM^!^NH8j7KLrLwXson^CsJ+d7c&jxpi-k
zxqn`^YW?=Cu=7P$*JZZZu2`+K=I*a>?V|gZ&o>?|nQX8w=;OYe<h3!TMst5jOg`Q6
z*wXZjZ;^w|wX-J=oU3Avk-hxqPgVKixaT~}uDv@_ZuHJ#nbXdkl-lZRiN(7m&wp9{
z(epEZ)sAnLPp;0LdGpo*!^>SaQW&j@Bg5XY%WYkBuE%&zV0B5lP0+R%2j<B6773qP
zJ$c^L>vs(fiay_diLc1w%eoo6mlXJ}%k?*D_n+Q)Z`)-5sSYPhUw1E6(%*imZEJwT
zaf$P$b3PVVO9mg@opoOGx6P`;o=2-@+!uYd>2^<n;qj=a?-po;Gq133bt%-{ZBnA8
z_3gre?OXM39RJU-Znwmi10h0Iq0ti4RW^QE@7yUmC2ZXygI0@`wtD9rZZYh&So4`N
zsKDacUdgpndal`QTUBIu)_F>N@>;jdSmj=Z4~BE<LQ{4!G-P|+W+*6}|1@+KgO${?
z$!=fXFa6J;EaY^%fYEO1lp8#b?_)(8K8Xm2)}7q*Y@N}@i&38L8=L3+3ce;Y@9Uo2
z(84gq4z}mF)?Rs2>1kfKOk`TdiQ)t6%$}+A`A^$h`gRk)PjO7@(|Hk%7s9T*Hu-vC
zyQ7!c#@@`TkLAa#!XCZ4&QfsaZ?;C}C&BNTL1(XiaF_LsnIrqvsF%~}o7<hLx91t2
zuPvE2Yh{j5)pMqu{+r#Z^j}AXU7PKxQnJp|Yo?z?%jLfIMAeUnW&Vkt+O|?7$-6M@
zo+Q6tapd}CCmc>)3w*L~#jW5YpI-lz`jGW@{@y-@Z)=n5p0iuXM?GO}S=q;bX-jfn
zf+b7ig|JCIxeFc!?TQzytG;xgI5h0>#O8UH&o-s^`ONwFvTHflhGUKo0)5?s(!*B2
zDhc-gy{GL>_LS_jG?mG*A{h}0|3VFV-2-3yh5P&RW?Gz#3bPCpW<Hmlb?uJf`&(OF
zv>v3CzKog>vEm?Gf5xRdTEVSfQZ7dG6lGM1Ot22SQ+CGvo@w!$uG-hVcV}M?53~53
zx5|jU?rKoRk^%?OyIUI)3hKFb^3B}6-SPUhSr@iSY|l$CK9;(%@TA1s2qR~cl*g9e
z)-Qa1X*zq)gOYWAxth{;^P0A_M#mgmtF=1UUwhmBo$dC9M>GF3<oI~pDUNlyrBh+C
zF6*(E;=X{w=+BoYUo|PxxYoCJOI&xj<SW0b>hR#)m72`+|81?@czH?Kaj(lwoB_#~
z7G-f}occC3Z)^I}zuS!LzG>~*o_p-3ZFZx;xdPi)YTgqH&p(V@y?OQRkg!)Vd-lvs
zJuqR;@2efj(^5~H%WZ8@Ec&Tce{6R&)2in3rTHf_UM?(Jt-18_PT|Za435v|SBd+T
zolyU@uHj7k!nM{3>lL2=XIL9^*6;U>Q&a46o?Umn;~$h|X(HF0Tb;VL%iv}7a_^qL
zkdS*`$G&_htj&K>b77Za*g?^Y$Cn*q_*rlDb!Ev7M|%x*)4-A|=PF(YJvIB9`qyt(
z?#(-&A1+<Zr^SA0Tk?9gy?xRa2h^FD2JGM7>oobtg(tuHEIiMBOP}qW#Q1yp$F+ho
z37@R5E%p=${>&fsSTDctb93Jn^>xdW4qoaNdve|Avu(b|T;cta>;0o&IF-K8ep*pl
zEN}hsXtsK%<4^ChWsA#qo^D^Y^5pORm2bn#3%B&1kbEwB)>q^CtOwy?cb>dE=jXpS
zYw2YRQBRes`4O$&5wjvWC(rk)e!%Bu!Tvhn?Kyr^k^ZSigQH?%uIg_#cqj7Qwm*Jp
z@n<Eut5;8+lGE<kF-LiVwCJqx7e32tr8aO}zrR+<VRm(K$hC*nQXA5F*sQ}=smn~M
zUTnJ{_I}4}hnDB}mY+X6Yg^xv;@7eE>BWt=-YE65S*&YQ(6%$+2#)&DJnLC<yVlgx
z7g-<3$4y-;d3#Qnfl6Iz?0c5v$;Yzie%d|v!>l)@tkb(n3XXZ&uAcJmqC=(f=e3M0
zS1_}$O?&jFDkM8-a@38@)wyED{ZWS^IBaBspYBPwtzD^{U$w&7-{8oV?n$06Vx#M0
z>P)q6^%-QXpI4Q(^{t<~`dZE4>BaMeTQ8;9c{1-U65l9$bG>J&baipekq>R^Kd&4U
zOWPXtWV>6T*QR$b555dM&9g-2*Y%tU>Pw>x6wjZ28@>9*=f`g9Q_dzmVPfC7%su0$
z+|<|Fxxze2i?cNjKB$|zt4euZNmfZZ$F>xOW5vIMCpk;6P}}X+qct(c^-b=xrp4Q%
zOm|LM>1OzSd0F|j{|r{m*MD6*ld-hT;ZOGYFE7<X4_d4{m~yJ{*X6yl-KM09%f=md
zpXzwM>-jtRdG2vjju{yq%QDW^lxYq=o4o$E)3qL*WWOH=|1(%DiQIA4*F@!;<*GyM
zGD(wj_x4F$O<S9ip>pO<^4bj7f&l*GT}}6xJYGlXvLu^mSl>BiDzi^l-dQj5q{8I4
zfyY6cS>h73mJ~dBZ1?rHRQc8ub2C?~oDaUN7rJrs1+G_l(i++4N`5?%u(i!zZnQDL
z&;4bj7uWlhSDn^IEH5ny7y9#jlJ#{*kuwgKk9MjTEMNaHJb9;LmQ3E!w=${Kd8KV{
z+wY!dnwYNVZ?VoVde4_t6Ytght^T_B=4`8zUv2%^bNGtyZT&81b)7%AO#H{rw?D4E
zx+i$$*`~tmg-g;)O70~mJh^ULSg7z=wm5j{!P2}rUqlY{JioWdw{o`DM$g3pcTc~(
zGBGm0P|@aN?DiWI+xLde_6_2ERX1e{(_D|Wvwa>%y=?mWXvOT0lZ>M`XSS=`JliDg
zlOw$4pD4d~#J$k0-I3c8V|PsSvsmZlqS)uT?p-vesQ=e>UKKaY__D$ce!e!Xj5}^?
zy@~6Y-kcqeuWv0Cc8HKkpOs@3v(EkWtn0IV`#i75oOI*;Ij>U6vd+TvRs^S;@!RNT
zFOK`gOH0hQc@=)DzU=$D*fOvv^W>6Fo1JlnUFWTeKNZG)F?*m9*w?haBiwF&Yq76c
z)rFEfA^9bhccPNz_I!-G_@cX^@b&dsUsh+Qs1&f4Xy!Fm6=|yqZ!*c)y35A<w>0m8
z$9DqN=7`kZ`g&5?@$%$Z&)yZ>e6+SWOVgQW{ndGSxlNzDTCdDAjJ-c;`H!kP(@xzL
zEDxB&%hnWY>F$-X=u|H9I2+b?$u0lbZj~+f4ureQO>N+e+xtpY`<2`=-J45`&$muy
zGM<$(t^at{mt~s+Z_WC4LgdfZ={9{U9!76n)30N8&hnt>g<A(dGxlB0dv!1HLiyW}
zM>DTHmg#!6R5ds7U{uRO?c!x6tKRTuwN*}LS7uwW_L%#^Rpmi>4A(AAdf~V2s+52i
z&)n>FjnkK}_xhAJW%U#JrCGPKj4HdQ{mH7Vy}t7Nxdq>Bz5Lkirv`qGp2HKSd8NBQ
zCuz;Wf+Z6QzpgNw>tV8X=L*%yvUOY4o_|#do}kGxC-lmvk74U}bzaI94c&aK`pS|y
zm(y<TyxnzV((}_c6K9FcJry`dC_lMo16Sp`q$k#v425Bn-lkYcynP>~bjMzyF;r7Z
zt8=w#Sy5uFzi49QbXnh0-JC{0ciY!u4>V->|LrZ>HuqeY$!qnpHO1n3u|FR7&CS@l
z$w<K8`CrA_h}@R`Ib3ho=DJxWi(dCtm6nm1)mLg6ys=Ym&LW$~4ca|d7lquhW;`yN
zeIw7O@KD|SwH0=I>lPTW@Dx<8cbZ&t;>k+?X_NOSpV}&E*4*5reLihY@#myvSHFth
zaVzfo`rPQ1%I4yDSC*%_{9UUxTz7k4xiu{)y6e*B3C|~A+NrTb@4>TOr!DqJy$!tZ
zIn{di(v2_0^bCw@U$6Iclqp#!cJ&HltV_}Q73Y^PE%cjv+m_2T$UA$Qs`M(>X7yPY
z`DU<8{BfyrBF`snc5ml>rc<_T3~-iENS<G{VMW(+_5GqDcU<R5)JLuQ?m3D5+D=uk
z=L`MzTHFqav<N7uT=qWRXVzKc_7lgn%qRCBnv&^RVluU2r_#qMJ)a{d#Y`xCAFyRf
zpMTUkH~%<|lIQ6w{r1UuofY)8%=yn?^?a#%nQuwI{OPZcHmbMe+U>g<GS&N4(bZnQ
z=p`X-FBaNd56oO?#%^nUo#WKuYfJjvow6@>#rDgEN>$nN=WM#lA+t?;VSmtb>(>Xu
zJ~Uq`UAsEhhwb-I$tP)>=St<y4LEvE>r{N@*SP5`npU4UTa~-@*4#bUPh68a5M+>j
z>5b`yh}8X3pRyj#+B>a%W7{!xu_gZ*gkQ~2^Igz?YJ1X-nDCBU+0LhfQrLf9_vc%&
z_WsgJJ+XZ~-!o5oW>n3;Es{L%YLfMWs(IRHCI{Sc|GYM2m*wlg%9xd|^SV_1?6&$n
zoYH6YXy=Oe9It&Qy%F^Db3LY+cQL3$Ws+gcpHt@5U)Hss;aT2ab#R{ljGk+OcY<3l
zS4jxz8D%jX^^iRHHcGEJq$`hkIos~aygrXD+ZA<goYPiII=+2vNh1G(mmw(u#j})I
zYkQYGdX%83@K5wcWXd<wx%pg^EZ)b>U3SBb-78cv*N@}ospIxa`|h>vtUeLLR8VjA
zUF`Cs<9<_5yfSNGK3aKsfAOv592QHf<#_F9@EK+6wk+N8`d4^mY3ekK;A=~_U7k97
z>XP{rOZBtWizjcdyx#vb)^^Feh&<B^vW5&SD@5mibC7>3T60$B)ttAh!}R8CJig!S
z_%5MuD&>!MS-e$w+%@NhG1u9<uS(r~Gb$hMoGH!n&(!Kw->L$>?5g)Z3C1y-Ge4!T
zH4Wa`v%)p&d+Omer>d`t@0#Rx-sXaihYjD}Y`<G)k}Y3)&$WAQud+UgL%rbftS{A?
z4$LoOnxfVfZ~w5Cb^hrW*%4QsX8UsfTI;>|vhI2-=2#(*zB{Gs#rlJ8-8frjCe=~r
z_+{ORbH6381TEJMd%nbLzq;R|nX)^y_$=2PE}yXHx+6>1$>U37-}%hmbm2^OfUnE8
zIoJL(oOa+o>fDs{beFb!mcv=QjBhI*ZF_iJ=F(ZIO|#Bk^j|s2)A;;yw}Yl9&&b>K
zeSPuy5W}}MoQkZw!s^bv^j$o;N8V_gBs1Uq;P6|gdmaS0?q=+o&R*Ny`+aAVZp6GP
z-?p%ntX<mjZne&Gi=#ntZgbA>JUZK`$B)%x!sNag=e_PuGK%=@=UwPO{Y0nlx)uQ^
zam&}?5lQQh=N0g(Of=&cHJdQm(^zxKSBX`vSL9sdG`v%~mYTRW9AE!9a)()rwyWTl
z6;>e^V^SNArh5xFUz#cRG%Hi3DRgSzUJ1dj{X)(2iX%4gWtYkDZ8b|-xm)CUqsQ;9
zlX8M5cfEY7CGsn6$6oI+j|mU@9&KFl)9-})%(!pwigztNQowxNZ|n2J5dmk<$9%|E
z4!fc@V;f)g*_c@I6YL+>WmLOsf3e{?Z`^9K@{(8B-Feq`U9&jrQ94D-UGmrU_Wuma
zTK?&64V?Fx;m@7$wH)`$YI;6fecP`2ZvHL9X)=9T@!MUSKl2~j!(#f}zG}+@?`_JU
zlQGL(RSIoFGwV<9o_FY0i{t_Oj%CXhEa;!T-|y;?!`WscbFNHsG|%}M`c}G1WaXo!
z>o;wDIWg{t`@OX{)-SyMy>UICt`VQ{kISrI4?SkMw#sGy8uv$Cc3s{pJl|egqchRq
zvCQx5=L7EDl@T~@x?}oxh9VD>IahMrx2)FRRP7P*d4jvd%4;tJcjjpyv)`5;{C#uZ
zv01ln3$SJPZBY!<wLNGqUM~ECW2xtrhI+2`HY}RY_UK(d!Y|USdwgxx-g(Qm8#3><
z6#Z;G)yHPd<?Y26mInp<>PqtTiSD%9>J}-oxcqg%D<#Ksyp?;8KDjvgvrKjP-u9!x
zD_M4io|D?q_2v0#l~Sv;ZP%(M2^DZN#-~Pk^DRv2F(}&lb9;HwxdZRkue6i=G3DgH
ze&r$y$<+aYxu%Ov4?a@m+Mewx8@GM&!^myV*H)PRNm6^Z@5a@)E)&I=mG-%O)ZIQ^
z`AI^`b(5^%R(G*ARTe8x&3@*&<y2J4#E;YDy>_p;b<jlOfKAzYJ?}4VetWvETRpOR
ztD}7_xY_IYe1Gw^v;KJR(r-<i_kt&V)_3o<OovWMoMW*49p0UBPpOOZG~d<g$d4t{
znHlC?JsGwpS$yG(fQW3bVz0ZVJ72w<Fgwpy`_!`-uLD)He3c`Ol(prq&aEzMN;1B3
zy}xU^t@YZAhdv6f<W$*~9-8o<!A$$cAA2L0Ge>%^H%Iz0-ktTOTCKL_$>)1JHvH(;
zwmq{_RdS_CmFmA0vi-KNPnW*+71No-|KsZK4Yxg?T%Ynf@s>@U=}k?~_gB8Ec21sd
z)Oq?&*7IjaQ@MXGQCDgFx-QGf@pbT#yY^9^=S1zYx!y77_MSEQCTqgq7vC58U2<2e
zZ_ZU!o916(cbl5E{$`(9@%KrhW%V}O*?tehUuf@rd`k52jot;}Ni!4J1H*0w=Dc2T
zYvcJlYSrns+VXECEluy47&a7lJ=@BCq(`RgWnA&f_Ze054tmD!R=T_H#sThw$1m+Z
z&Ag*JY0su}X;V_dm%rS}q5Wn>K;Ep$*PXe}*_|!QDe*t_SDWcs0H@^9yzTyLi?<7k
z-Enxd>*pPXGX|HZq~Ce;UhiMl32}ud^Ox!^S|joJ`lSsQWUi>HO|JFdfB0Iit1aIo
z>)v+RTCF?N3*VkAj8Kr>`CNXf>4eAYA3GKKzN+S%lbSZO;EsWf)VAs8mZWd5dUk5V
zw^e5q&*n>3&Iw)`824@C+i&6XQoNgQtvR#w%3tksC6Tf7GtTi=)g<(v+B~Z}JJ$dF
zXNwhAE}ZDQxjDLDf7%S$%%99#-Q1q7<GMJxxhv<R#+AZpPYqNiJn6b2s3FU^N-a?G
zSAc%7z1L-KuPH+BpVgM}Es^ql_2+ay*Hp{D+Fa3ffBmvk?lfuKk+un6cB$I<Zm95!
zf^f4XDUC6<S5m|t%Us`dRx05-Z)M(+`O{5XCixeyGHTuGKFd?`yr@L)Z>iUHXNu~*
zW<(mk4X;*lDtT8}7yKao`qs=NOZa?qx6ZDry09&G&it(I-ET^&x7|51z489u#F=yC
z_P*X-o!B$6Z|j7T2hj^nvwR~uKNm%**@XAZnK#qsdT4Up88`o`=jod{tU{}6PgKp%
zdeIwgQt5jweD@#z{H?pK-F!<5&mAqQ)jpl0lBPWCi-qy#c~ftno3-z_$%9+F(hg2Z
zTKxH#)fL_ge=XNorYH!{yRvh^yJC%Vx-mDVeH00|w>^_{w_=UvyNK(S#wR!}*DO7q
ze4#gG>dY4xY*N0m?UD%fSTEWgkYaJRtg398^y)g%kjKJ$xp`GyhYUkgww?U)W%=!U
z$_YZoU)Q=!<a`~f<@H<g<Tp$AEtYv!*K%gn{bzV6`r>J_!j~0Z%VR>SEf$45uRU*?
zt6KGFj>!d!<8oK;oj7?}=GWDLVD(E&FNfcG<z;p?c200+C42vJ(Vkyoo)50CJF>#v
zG3-yP@>01|zc-~y?A7UKo_+X~$Iq-y85!*h&sJaA_VMx3V&g-MXMI+#_&HIk&_DS+
zYa455cDdVQ(_8!QRftY4SQYa5Z1IgR3srM_1kP9-ue#_qp*Z9U@1eCe3xh4+9#vbj
zt~hkM-d>J%`P*C$mzzHQem(Wh=cw|_JCn@A6*W~m&K8|o6Ky9f9ewM{rWfIs>Xxr#
zW1AS*Wqw_^+OSc%x$A}QX^ms{Qmcx$th@N~=?(KGPq)v!A7v@uTDsv(yX5P*;+*IG
z@lRuQ_x(LQ|J+_v(~I*1{>}-V+xOG!vE)jocW)yK-@o9^I&}8VqpjcLi`n1&QjEJB
zQP_2S(wPSnEZ0r3kbM>Vg4MYzWyvoY?OPixkEWmGX=q}69lPe;o@+9j`YP5eTYBo^
zrj{=^8dVt?OlKFX#|ZjOJa#!kTwIIsXyukHb+Z|hr@pz`CC<layD{d>Cyl(h#bHl&
z26=oHZC7cSH}$He^Nyz$s;hj~9Vzm!D&5;K$>Gfs#>;(LPXsF0NqmucwC?U5)jjF+
z3Xc}-eb+zp=p)T@A6vv{Yv1*kQFzePb+qZ;vu93cEWWOIv!MF+1dkK!rf;w9DhWJd
zq&@ejSCqW%?^Eli*}Z!8d(PKsGfqp*`B!?e*QV;)C$|NR;g6ctZ|#2Z@X^dKA_fx!
z-L*<SRM$;asR~M0+kJHVfwN(nHwt+3!@Q)FGZR-X|1f9GwEqm6%*(eH2j6@r`E0N8
z35Jq2FW+8y&QR-G`S0k-yVGTCuTHw~(R;QS`+{{z*={F)I;=04chT{nY<B<NEevwn
zq1;~AELJ_7m3Mr`L9VTbn5^byzsy!rynNsooA#kKy58{`%w6BA=d9g!ao$|5rP<a}
zsS^s<Yg)Xi6z|B}6v2FbZ)LV!^wKJ})w#+$*TqD5a6A^BbW!>4+)}NxQx*kPCtSOw
z@xnLKJ9hEAPpq~9Lba<cRnDhP?wR)N?t%j{A1{lpHNDWD|1xp|kLK6&Rh9i`svgXF
zw63W%*;l>R_r?3TkoRZ3j<DXz(s<No@;2godBUVs6-)i*<eyb;+o!eUarXX+DVsfR
z96Y|X<XVCnTlUn=swa+Dy<O1Z#+auqwYg~Ow8Mv-=9<0oeSP7D;&Z#Hvga0x7*3oc
zpxw9s+TunJ9_^FwOIN0;Xs%6k@;hen=9J0h>v0{gzuMM6OW-$s798ts{Iv7QKT!d`
z<In!QN)2JSzS5sN+pNZCW9e%Ddu7g|(mPit7W%RTPwmT2PpM^-TWd0Hw@|{Ix-G|o
zj}_IvI`nm=OizjExtnjaCS-j#S{hT8(l@oy>dAK5ibuORB|R+U=O!EcXHeVTbTy;W
zqTSE;#`7o!U-LK5l^bKZj#*tj+9G^uuZOGgv(<s$XZt+6CdBY~sYjAZ$+{iU>(ymn
z+MTlHIIAvN+ozvw_grPe)+oV^&*kTquwCi96I7|b<I(z?FHGh{b}85NY45(g)GqGs
z)%FcZTi$jARjl*8t9*H}_STjAcNY5zb)7b5s=k_RZo_p@tyb3Rl=bH7bB{l+{Bvh*
z(W0V=zMHGN6%V}iJihZjk5_KQW|g_FE;H`F;0?~SU3I1MsFUAs;dnt&u@Zq~rCl9M
zEM%^$vuC|n{D6OHnTEUbfqAOicWy{kNw!@zWpYA@>yA~%!q-+Fl=z!`=ER=)^Y-mr
zXZFe`nSI6D)yq_>KL5NfTk@PGWQR(h)YK>M67G6WvOjOy^u{*p>glh)t~n$f`J3Ih
z#>Dbr&`XXdpF<*&7pz`mxoVQU|FJ!l2Vbwe_~v=`qJ5wEqqfVQcbs*)`1sPWbOqsS
z8@nfE2kS-a`fW_(VK>=*aGjfW^SrIwxu>yQFNsRKlC|XYADK(5p3PZoT4&K`6`b>3
z;m#VB!pS}5rW<)w%$1gI-~Qa<&+8Hg_lMzS=e_2eu5p$U?79*9jy-QGPa*&3ds~?p
z*u8e&l=8F6F=2j{?JC+{w>47E&Mq<hQpE9^`RlT#EU1{e;FsZl1~aQV(b(e~AKzMM
zvvI{q<<Dy>^)7rlX}Ww%*Q<)p%YNNx3*fL_J#UuI=CGgBZTEAXoEX`EX}Zyi%FUkM
zZarcx&+nV)q$F*#S(ejNSJEaUH}$@k*NI!EQr;`Mgy-$mdZ99}LT!d(S^~q`7i$hM
zY%BI#GU-)SNMYdHjb0kECmu7cJ;|ljm-TyUf8+V3DSnYVZC|&3Hs9BteROAL_MEd9
z)s^k176rSU^IUiHf$qIcsU1BZUq_jyWJ_fp-PY%Duz60^RY_rn58AZ{PO5EqW}&u+
z>#Dx)`8h{I`mMcP65rY-{JMToPQvl2`onm8f%4`XQoq;_v#|Ittrd&aIHeoEF+}*=
z#ceCT&A8qeEU+NdWUkq-YbDnmJ)iAs(v({ov2Vp?J@z0iWsCE1Ur(K^GOGNuYUN&L
z(Y=5ATrS?4d2OYqg{}7F?0fE}k?$GbA1yk&`{lwH!JD_9YkhvuHf#GFhHvZqyzlv&
z^544t`|3%%v@+M=q8l&Lb~4+1j5u4mbH~>;;X8DWPi*4#lu)1bXtKxqo|rY0+|Ky<
z8AnePocLu;gi=nC#o3a;g^cdSm-hUcoW9nZ<IAOETPiHphS+?l=Q`KV=x&-|pHpXg
zShs54T`ew+`|gj|#tO-ltjkQ1JsT5Qq-{U*vPPtozT&|(H&vDIEt=%`Iz%q9KTfN3
z-!UmpoBjGxPxY1`tNn2{dhTrYIYrsicNQ73o9+?YE$O#t`@*S3N9M0hKUSBwY*N_C
zFDot--=F_9ZmH?U$6+h(2e01{v%_NDtPs|0ZolB&vtFJm?)s9v@vLvGZC~cwgYP5H
z?e^m>&1s&0Z0GJNTJ>^MR96OhDk@KOl=*xiY{u+@17FsK*GV+_SzUXg!|?Lt>g=MI
zA(>If`afJtUikfJuDhJWS<6MQ3~wzC37L85thCrUd#mFmD%ThIGAJ*<wlVJV<YTNV
zUyc3FJmTG{`!@U$tJS>h{1bt<7FS&1dDM0)E4Hgw(L!#EK$iIH<4?mw{j^N2k|uX)
zikjAGoO53r5z%<8u<Kf@fnjJhQ-IHs*~eK5FRfR5+{fzY#_o83uce1VPl%=Q@|#E3
zwIur0?Ohen@SkDcm#1;{TsxM}+j%zW$&9O}7iLKp-{JYXR#EbHPl(~RiglAz!+er9
z-?{F3;V9SQ4S!Z`naFmI{qpNr<|F0>hFwdQ8g?Fk>KVQ7h}YY7?V2h!eTHtftNom6
zi_bHy*pR>)e`d)XFTa`0T_@)0$ZfswHo52Pa?@=Ah5s3@Eq3<w^35w0QjnW}YNbhi
z`_{5cQB^!wl`|(*ybUec#jC!oT`uul#p;bN?jPn<UHg8s>OX^5Y}d}mqT%<0Ql+OH
zlFC-Uw8fjJIz-3uY>@Fc!#6$VL7b-X`Swv)XHRhR4e*Oz|DPdhYgf3%D@V7dTRH?P
zmRBnGgq(6v3EBC)Yx~YKvv#si+g<yLx4B?-de=(juNLoJzluz%^=5v0{PSwQ1APYm
z&m;WJuPy1ynUnr9?9H#q8H=mrKWQ&%5|J=Hb91rSlW*(J-BUjJZ>qJFTVUqhS%%SS
zBELUrN9Ii3)u*ZGc<j}y+{aFA{#k8PuRY4s%}H@jXyG&T%VuT%Rdqd~gFpV<ypKI)
zYlV!TdY4rGXSg9S`O_8OjG~HlHy3|fC6vtGRh~QZ=ACCjOf4y)Q)`!8xwNUzz&M0c
zb!C=!nAxM*c6Y8mvF`Yj&1c4#?IeEQ(YY!sS2nEU#Whvs<tDw13J-$c-oLf&P?J^2
zt;bjMisKx=tXi9Y-d1~q*4AzV#(vqe>a5AGDt$QzjIw$r^i+Ra`|Oxsw%9wz?acv`
zFI+5lS1e`v+<Z2TqvPd2(G_nZcU>+Mp8q^rrAO}9l*4aLu1$E}9Ck+c`iGakf-8<y
znug0>n<c{bOr~q2Ov<OKzMZS3!)-!;Ec)s1A2qGxXE#@BLH)6H9IreUTgrsC2R9#e
zJr%xls^+2R`}4DorR7x~zqU(K;K8$v>jcB?|Ly9&y>Q)9*0j5^s(V`a{2#|mn4<mF
zRR4BJI?J_FUWWpwe%bgU@UF(|mqF4~53Xa(leSphZJjK+BI~(#nH8tr6q$ch*>6qx
zwl2>-&(B_JjY{J2^;sv?dQ!Dzn_?QOYqhT5y3+Uc<od$->rFL^Ux&R-wm2W_%e{I{
zA8+xcoe7Teaao^N+I(HLOnFk_uduMFSvAqh`Vy8e!yemw^!em*Hlk07<H6-CF9J82
zKk#GC5MfBaHR%HH0-3JspDI>|Z@$uLx~yH@CU^IWf2F6-i&ZE8y1vMp>+|`w2{F-)
z=i{_W-WBhRU-<mIwA`GKPC03dZ);Zu<SC1~^seEvUu$jj(6n@=-PIEo&-Z#tJ)gha
zi;b_s;#HQzj^h&lLbddsFPBv76%A##Z}nKh=lC+R&B^d=Q1v3-DDRzoo+Tzr3yjYe
zU2os<tN+ltEw|4{E!DRvUA@WTdDtywQI%wcbJ?4=C}${(o|(~L!<W5qbAa%#usyG?
zSzela<>kd0Wsf%JsUMnD^;}~0DWe6|C2Mwf9A@sbe5WmTad-368_(ksBKo6RPF|Xn
z;rD)z-LjP$HeXLHzMC<_?7Q2OAelM+UKe?c&-*VeKJoABDrt*nn|Hmb;#}hMocXip
z^mCQ=UV9?GvWt3r$Ts^byk(1?azRz-+rMnuTE^$BLiVL`JlYnwWT`~o&K{%5$JZ9U
zm$Xn<cz$h{WXy!hw-HBb?)#tH5?*ex>Zswo@KeR1VrD$m*E*HAORhM`&>R)*+jFg>
zb;_gGG?|d2oBQ@%6%4awe;TQF**Mq8_K#H2wk$E0bfra+ma8+xru=@9newD$`84Um
zNMFs9#|r&~=U4T`MqbT`%yBfDSFy^^|LMIgDm4>qebcs;%`3{ham>$_E6tNxF6)$^
z8{fl|YaZSC;2zaEqgHG2mBTZxWlvfzx$4-1ci&Gu+jM58#H%c0MaiR)!m~FnSDD=&
z_&%a|V)I#T4~8e7yA~>{6!`K=YQFelur6HPVwIw!<=02sr3{J#br=2%z0K9_T6}u7
zXWX~sg#jFI*d1f%u2vL1z34%I*3IoFEMG>Q@?3j*X~yEEx=jYg;fsooTfB|Dp<4WB
z<wY;&<UZd5`{2FB7QdIr3(ehm{z6sAqf*(`R+=I1JzYn4?B-Vdxns?ex!<id_m>Cf
zRUc*f+_%&8=)JqEQ=a!tom*VJ+vd7tX-RmwEo=BDpJyw>bhp^Oi<xItzUrdelJr{}
zZavvt{4?A!<7S*|l|@DNi;Ans>Pl|i%o2aJ&7yOj_b)A}5nFiq>DyUfRNnN&nrAQW
zGW+dm@iMx=X=!`R<qqkNH-6e-H!Ed|zpN8mClGWw=uOyP?NlWRW>Fo3N$jS}R-R{`
z$6I9f?ar5^XS+nVF)Y3lVi$3zV)YW)BUfK6I$e9~bn?RL+moVQ&)4m>)n46X+;}v+
z>GDFE>+UiU>^)(6nVWAPzPvGnho}B)Yv{ytwpQ0>ujBVRv4f?E-&S+A@z%v=k#=q;
z*3~%~&M7$?v!jf+FIz0_!2`LkWt-AXX6;*ZXs<$_RXBUe!H5Tiv2&06eLe7s$5A0f
zdyZ*{?#f1!J^vZ3YQlF|tjS!$uD&;=cJZutEuzzA%ei_@@;Y^VZS;Lb=Ia~R9<15%
zI?h=1Vbsm&Hx0(u<}55pl(fz|_o{lTvTgC%%5Mvf-rdW-G*)<{1^2{zD^ILCGC%5^
z;O3~#6?yNfQ<ge?dHgd>q2QAMUtz4wgpG1ryC!VfpSSgSl({WeUzMpWJ4eXEM>}PM
z?mSlrUmESYyYJ_U_c@mne-_Wv^i;W6@=&YW_q<r=9M3nrRibkaPM3UnX~*vqE<p)=
z%U}C+J-kq}|KF<1^IeMen1%+Lo%j80z*c{3;<jlPN_+lf38ggMySik1bK|qZ#vdWY
z<`>?6Pfk@&&V3woHTD6E)MjSmp66xN*OuKlZa=s9Tv$ey;pDJzgJbj7u*du^VD<bv
zZ|2KeyI3<0Jh-enq0rak^{+ir->3G4W!Dw3Usl>2#3q?wT@@a8Dnc%+;_X3;<9p>U
z$MRV|oRmK;T_yC?gbLFM-=1!s^+s=cnjf3?gn4fRe-%b8yLI7o#PWrq-<C_P4mhy(
zdz<FRj-@fbKSwn(HTUq{c<(%?(eZS8(u}PR_b;ts@vC)M^~vK@k+$MG70I9bwu<|g
z<i1%|ZnZ;@PkT|@^@^7VU&m#OexLSwo}1(GsIPa`9;z~Y>{@L$uTAgHE2GI*&SmQ)
z+x<8jX7;BzcF$W0Nz+qz{Do5HAKE$hyqAT`;?kAp_AZ*-eBR{p@?(q^&(^6doVRUL
zOZBx6(`O!gc`Wz7bAPsPbL(T9XRG$^Jjd?!Mb+i_r)9GvZeQ9Z>elmb*}u~kEn975
zo^Q=^=Vt7=?v-=VooVxup0;z^>K6NYjy`<l;_=BaiosG+VpWIqr6ooil$J)uT$_9C
z#r!j+^`9?oO)T!YZgpv=<xz*c8#0e3Z{E0hj?%^JTUI>i`MTyASH=4XrjHx^uPqcl
z;bFPx+KcF;hh0w>r+KI5d^{g@deU86d#PQU=I)tSo3&-qgL&>=SvoT<PR6~J%*~o%
zqB|$$`Q8}*Nd}c`Gp_XiX9$h%JTK`Sot3zD*4Nud4Q{z_=?M>FyLVOYs`{LOslB-+
z1wl?LJdR)An&9zvj=tBI*BznLmlg%x+%Vx+ak$v^;Au-_!rDzP`|Pw{UG2BKP{Hz#
zX57h{hCS7fHY;s6^z!$*8TD(9aPXvi$1m&(eNZZy7_0Mrg}C*O7q+XPOMGo+mN93V
zYu>3+{C&ro5aImb8;7sAs;+%kEpls8-Z5A1itcl+717xe&rQs>o!KGxWv*HInv&=r
z{`r$5TrF6HYP0*VmKJ@SKc~d>+3|p>ZSKLxvUYerQJGZWnwo9fs*^JHPIA)4y)!pY
zv+oU@lo>7YY}?u#Mwz~?m!dPXcYJ*BZeHAI88Y?a^GCPJSSD1Z{0`oC(%>Y+^)-6a
z?i5u1(LC;*`ea>}<>XhTwQ-B1=0)@L^clzg?LGIwcJ~$YT}5xz8HBWFbuR6g*mX&$
zcb2=%i;yK(7OOw&_sDLM%~~*3qDL^UTxYxb1dpZOJ0~Q~%6ZqOwsz{HnYYe8NMXMH
zVZG&^lXbSmT{q419?#oxH0YE0MvK20zOhn%+qZZ|ojKf_qI-O4j!IGP0d~`!`8o5;
z^DX|oUfgxdMyCJYUUOs7wkhj39&AadT<K_f`JU54KJi)48dN^s2<~}TczwZxt2g)O
z3nuVoFYYttzHImPT$Gnc;_BM;*u9lY-ks|bS^2U|XX2wBZyist)YV<RF?0IFn4_<B
zdN1$yI;rdLRPyo|-}&J4QQ_?SG+)<iNU$%>-P-3@cu;MXH2-XibuT`du6*bfw0qN)
zow>!z+lr4@-HGgYZo6vj+64|3Yrkv@zTNlLs3(81Osd(W@|=^APjr7=_hs4h_tlYU
zs{V&otDIZ%PxRc?vp?0@=1h)TzM%3*1ACR(yI0z?+tTi6uWCIg^X>I45p!$BNUs-5
zUT$5<yh7&6cLurI)oiXg-<OtIdY$@azG$k&%dn_W+t-s_Czm@%X)XEWer;|1#&fIP
z;!{cwy_aBLn>;(_>)E`CXMH9<UmE+SCza*ynU1&a?Ch57nxw^2)h$;~a1qaZf41a;
zmEPrB3r{HrE*4pLab|9U!_&&O=Qj!Q)!Ikxo4nu!t51BPOwhBPdmmiitvoAN*Su`m
ze}+_zlM2=0K4D8NZ(myV=2+C1ohRqo=M`R&+p(s5Mr85ibNqf+@3tx=6u*qQwq%c)
zw#Uh}XC8~Z&v?~uIc3h()gihHk0w4&s!H0LlTdKemi=KYS9$c}c_pvR_FgNQuximK
zf4{3T+co>NwjMdRx+mP^-A{G<R?hF~-jln$i<8gs+)!ScsliZvUHn<X=kR@3o3CvR
z^vx*tDw=%j*xtia*>--L{%lpbc+Zi?OOyXDdA3qp;`6I(&lg3-Ch%-6EsSYno^!qb
zaDo4d<Dyq?oVzJ+nrN~8(s389qZt$5gzeez<!qVRgq6oXt<&}`y|w4b{Liz#c<1h$
z+px}3EkDycRD7XD2Xjxzo9286{`#d}QT9=tH)}0lN8XINs9w74xTQhB+2b<Tg!ft8
z(q6FBk5lw$tnrGRI?*X>&+dG2Xi@Y8f0c^kKTS`c7c!pQwdKsu<;=H#UVWK+D)jQy
zU6K<sSDl^2aDHum^i2hul<Gj~<gFRU{#M$A+z*Og`c{1RO1Em0^Zx(#3Pv{ege|!9
zgeg0ZBSdcI>YZynmS=A^)oqZO6Ot>;Jn{9t-GO<nu5RB_*2k~aR7;ss7UpisvYUZz
zt?36DeXpf9b<uOA4p!FXX$9R_t{MErWSu@6p9Q<kb*t@+_xrNeUMOQ1J!kS>-s1S$
zl0$RPsCIR2YtK^+;6KCaHajKxgngWLbM-gNquCKLhWXb`mb>1#WbtBkMp@t?^OEBa
zkCv?3ukiA~*L79qEZST<)YKP>o_h2)dE=F!&0)?@Q`xVrY75Jo8ryB1{5tII1o1an
zQ%Y{cUA^z7GhrqBQ}ug0PrkKFK3e`;IOAxFuhjJCORXdBnJVY{8NPM8Zd|l>4rAOz
zr3L5Z*Cxd{t(|8b61j~lFzb}P@u?;HJ6H4wJop?vJ?u%I=qz#erMV(sY<8Voo}OIB
zSt%iUaY@I<Cy&*3G90aawPia0oV3|3UduVQ%}Ou1e$?UMqcyH88aQ<rWwXzu?3x(R
zc(!<T-A~Yd<7<Ui-<5m$alL%`tXgN+N|n#QuG^YkEMqaZxz4lw=cDC)FXud#cp0*0
z&zYrhMtv(~|4uy+X}R9D>m}32IAcb|&GW8q+q|o}DO+5(e8UUJVzXWIrWRH$v<{an
zE}t%Q-O~2SjRU5$CVQRnTrRPFUAu3N^Rh`r;kEn@TXyE&nWw$fYLUy_`lXdi%9Ru>
z*5o<|oMe!C)2_Yo*rd&~-Lvc0vGwlDkNWvLW_NjVtg~dyyuI0awe}S!<)gl4T>d`U
zE?K;5W$;OP+gC~M$p_bIF3vsj`}&@{FV$7vD!+`0xs`UwQ+{ssmnG9){P;C-cJ5}j
zs}2f}c3bC^tgBVjstS9eE|YG0S@YP@;O^<Wf62P&RXqQ=HuS*3ySFwfX)Uajk-0XT
z$*nLh*2gF5ZSn2p)56N8L~Trc=heTbDlBDtJInLQ*EX$7Q+Rx7V^q$h?5yJ8=)B_4
zR<FGC3wK=Cvpl){c;z&^9qY;qkKcP8$d=$9^&-GseoMG}-gJd|d#b`Fd93Zr?rI9+
zzxPUeL6<{F3S)m&o}p>!?29osQ)9l^9k^WBWPHxLD#TmOgZabi)1S-#Gkm>fvm$n@
z(mk{1qH~p+v~xcm4bv(Yex>bk%>2f7_0v1gZ{4B3U{!GRhr*Y!=@a~ISIxONKRHw{
zSXBGX#e+7v^R_$*k_dZ!aA&`4R_K<TE4Q9_eb+v2(!5W5>E^3k2B!;;7Qg3=X^u2v
z3qH6el|8qeKT|fR`i|9&P#=5wsF!cHeqvC4{Va6nWQnu!-9Z!m@0&iqvS>|p$i}as
z>t@*<-*oM=qz-H8#jF?p_s)xcTsv<^c+>s0Wd;@P5~u%(KC?2f%BW?vIizPkt>@Px
z>91PWq4T$_=36}L=e_Ik5|Vj)UvJocZSiEwoaBY;GK0OIFZ9~0H8<$1ZKe8?;)wF?
z_InhHV|Ha-{CdZ7jrHF^ZYH^n0pS;3%?VeoIh}k#@SyTDN&DXT#v+HuODmVoTe+jp
zeQA~LoUR86pJTJV<)r4ME)R)IVJR?-3|fAs;y(k|EsJvo+G;OP@qAtMa(2<FBh!|!
ze`o)&KIHP;vYuHVmhRHHdHz2`-1fCw)0|I-_%4?>meBZocfRwxo)tg$O+B5(Y{|Ui
z+0F>lGmX>EW}dI;mGcf4j?JsyvUZWr^Lwf~6)T%q<9CPNDu|ho+2*rR;&r6H!|W-l
zdr$M73h!Dh;&OV<U)N~CX*Tjc&$d2jNZZ<@_to-wkZ;CWm+iib`!7vhdwsj;GP9QF
zOGAy1pVf4XcJWcyyDhQ#R-VM0>TAxK?VGMAr1th1Us}d$d}*ic>{q3$CcUbB{Ia$9
znEl)|6US(Y_h+k0Iyh{?wM)|uvsRwfbDQ_{p4n$hPYHd;Ydc>qvF=d+v~HDmWaLhE
z%N6yTRn*^I*%@6DllJE7Y>P;q9wQ@G&*W;8poGZ{*%#Vowo1m`)t<KFvh*1XcFVPz
zSG_!*9=W_yBXhCa&1-z(>$BeGm`+NTT(9|?XYRpo>(-sS<}g!fw`|6Do2gN|3jNfV
z)MqnaxVmLO%co;|ZfCC!mU=lsu43hLzgu%(Em@j+GWqt~^^9^&>;A4+c)DY~(6*}w
z{^@^M-Md~xT{o)QoA;Rcov)dC%86$K*lgxVeLB2udF=hQoa;36q!!=u-gx;<xbDx1
zucasO`G!|MX85FiUOt>>hx)AZ=C6!D%Osn6-hEZP<7m~~FVk1B=Rb|u^eTD#+QOpy
z9}oU{E&Z1DTygYg-7<rzaUp*%Uryf3SGhJKo##RL?AtL747S;e+y105&j}9d7D;)s
zbDR6h=&1_j&$jJ5EzR{<XT3n*)@#Qrc8FG4&n&VnRi5l0RM`J-Z~DGDjNjKy%u9ad
zt3OlnylIxkStrlk#@&;St1o{Zu(qlBd-irUozi8waaLi%EfJ;xPp93_czM?CjWWyR
zo^ZEUbE~)>>(4mhwess4l}SGLgvzd`6i4+fIIhSa_4%i++T5Ki|4d&7W;&jW+9hGK
z#QDTJIZw|!PgZMPE!nSAwmtZm{f60++P9YUA3k}`-SqAId<pih(}oYeJldtqvdwg9
z+hU17<~Dt~q6`nS)qjifTUXa=-;~j`={h+{^=#=e!K!VkHn!6DPJA|8?82|5?Z>Mn
za{iR<>Qx!;5^qCg81K)zcr!;MaM`U*UiaLRBM*o-Hb;EAwepSjf;8oquYIL$we89m
zzSQzM@#Nf`B_)3~KfdU?yL#0<k$<LZbGLtZ?HiJ=>!YiwUM<s8#r5E0XxhcdDxP20
zH>_HBsCG3|QER{5)j3bqdKR}VnKm)L@X>XvYK^xszi*l^Jh8rb+C_PrFq2&cTz*#9
zvT}JJy!5<1RZivFCcgg+QLjo?pIkeKsfgd^+TOD>gAc4RS|U`-sx`4U!eXx<*UTD4
z?RkfJkCY4Y&AG0;B6Ef3E#o=YEpy9NblCiO%MI?k8m)LAZx}W=#@1JEx^YF7smY|c
z<r89GUedJJd>Qm&dbm{HQl7;MY?5+UUth|66sj(I-g^n-B!~57ZE8VX&)l_7>DQ;5
zKP{;}zWCnKe=~aciWcq3K03>xq=rAL`M|E7t-ZUqJH{Pc6Rq+wg>TU`B`!~|ZyVQd
zoV`@TH*4b0t*dXJ6j@_<*;czfd#1?O^($+97d~^dczkP**=wig%02%~*YdcS`1~wy
zU47=Q+;TzLC*2CqcFnHz>7IOTk(Kt!lWVoJ6Qu>*Wm|2W{a0>Y*x9?D+hx=Apy<Az
zYuc|YofP0{o1ONI|L%iiyQyc~v!3}M+adMb#mX$I)VAJdc9r|&7rfPH7xqM}uVmU+
zaLK4e^X;X*tL~K>_Ed#;N@|2Xtt~TIvgYrTFYXauR!KX0vu=jnm{YRWbw-oczO72N
z-Ro7PeyIk@ojYF~W&HPbtmNn1U%YSoj;&CZ+Fy3~%rVW0#}C>sE%06T&F0lauO*Xe
zy$yxuuPu{GP%B-Nv1SREG`sBTWtXR?yz+Q?Z;y?)m)CI@&7()Ns_o`8XmOtSwr+J5
z0|T?@(c3Y-3z(zgvIVd0ShC8y`o_0JtpM-Uvel&r557NIdGt%qkxz9~ug7dSF7aiZ
z+UMr^bz7V`J*#Gft=4qCId@y1h|8XYSzlIr3ds3sAI({R)xatt+*NMP?j5GT{N&E_
zORsBR=p|55dNzONtDtx{`Mifmz0%w}9`CKl`8B84@Hx|7W{;UqTZ^i?KHqsCKIyp7
zYQNst=@VK1NS`h|TlCK}_|jgZiXG}(i^N?;cZaWhb9IZ|WZqcc<qHEDj%x==i2Sq7
zGSo_!WLoF;Dw=6y$@Szry=fEOyc4(lx*B0}Qf+eox!pH(Y%WOd5M6alLYTYjqoKu$
zpgqZJ<|jApGYaxE{JB}{(j{w`H_=zZo%(k=KA#iDIAM3%_O(q@P1~gU6t`P$PpjFd
zG}ZIC>u1qTu69=s)X%;*$K8}OE_+qY$@?2WUG_7|(0AHg7|~?Jo4ZM-t~BCUHUG<)
zzBN-WXS_R{6r-}vZB>zWra;xTAQ|($aY6$1$M$t~w=9_XU1as=qekI@&BvpjFY6F{
z866bEH`V`4SaQ^^!YbK3@980deP`qf!|RSP{9d#@_aeumEiBpoH<t8-oKt_}uHNOG
zwd3Wr-Sw)q+C~+I7sB`^MN9pTo|CeztNOCo2?jswu+M6j&xThr{k7H9Sh{k#$=t0L
zw|A@NF#ifOnWnLN&h>bcW|hfZhi0^$<Ck2y_w20hsJ@N2rTHqpi@x|^B`RyVUhU4o
zU*Ffw;$FsOR2}XTy=^(qm837P%G+74*&fndb99gT-pJp6k3F}Tid<_mnYLu!)cLB5
zi;tFm+$0=4W9nWFzt;<G=02)aJ=)xMs^@Bk<iq4SU!U!*^G;Rxcx%V*(|-OkzXMm5
z`*a58n$4K-if`{Z?K0VzCdPcfuSb6R&(Ct|-`&`CH|*WIqNQQ_4{ghIBfY*pn-m*a
z_<dtsrr4{JgB`EWX1-0hc3`#1*T!4DF2dhmh`*k<|Jt6bEvF}+4USCzY<=B$dh#mc
zrMj2hw;inTkh%6Lj`2_E6M+~n_L{2~D-CS3MBT-AuHV@AeEHUQ#Ya<4Yvx@&>soZQ
zDAV`h!6nb$>8EPH&^>wZ!J`eT6L%i9diG#KVa%TIDs$4;T3qS9d#;sj>bsmJvuCfb
zYWw7)@N7lfr^hP4!YxbdIFwCKMy*eN_OVn|RX3++_e#eJpC|c0^-fP!xy0PuwVWre
zWHI~RYP-qVQd&)h5kbqIeY4BwZ<`vm>&<qf#h2<Fr@jp4RVh4vX|I-biLz+=o0BiJ
z_usV6sXd~ySX4Tv!0c8Uzt_uPKP}^JyE+mavfivROWNM6@#&S=Zi^n#{A1J4-Qrm5
z8EAFgv{0#`He2o1t!E!wQj@}VOa8v!8umM#eb%$3WtK-%t<PTGzBc`>+T6bB?!M;^
zzUwd25>}}DddOsR+k^SXw!Dpcc!x*${LiD==S$9c79ET|abrsF8f}G0o0$yP_PpL$
zX*0{?X~dOZzr))tcZ6ihgsxsPDYk0P-E;Gle4eXZH`}J#Z>zm?W>3qf?74gP^sy?;
zo9aC)Xm|Sgq}BKD`u^N3_UvKqVuiAG`bKxp8P5sLK7D;&a@T8<6HW>$MTKWeRaedv
z=eOGY^x5T=_g|E0bn&q}#=f4zpY{C91*WbSbGpvD7Vnmur`Dr+%CO@|PF?BMmltf#
z*cwMnGn?eE!C3J=Zf9=3?ACo841cw+_U<e<UoPpp;^?n^$E}OH_G_$R)7rYRv|wrH
z3Fdj(6L;<IFORuy)Lm3=8{U4gbmM|`oXb33b{!XI=v%a?(v5#_xyDivncmt-;fKSO
zS54t4j1_zHfNh<9)Uk70r%cJYdEU}7ex_uce1~WGoD#LYMbB;+eT;E$eS7TCamfSg
zy=PXe%Q$M1*s^um+r?FK$)(HH9#4$mU;b9sa=qU~Bfo4Zmv6s9ca+$&a^y{0KIdfi
ziQ}JEEjz(8$+f(nYm%oZ^N}4kJYmI6o^u78F9%OBd?05x<wr92Nztkh>AkD%+;tB;
z3GZ2aKJ43#4~08AH9viI3w?W2VU-+z)S))c=XF-$rDAh>j1H~cxqW-^g{19sM8DX)
z&knQuZseS^FuEkDnlD>8^m-s?sI9%!^HSc#B{~!3_D!9byEG<7_J{%d+E6Y1SRVE6
zwYrM$jpyvxHSd}8Im-v3x4q3&raj(o`eNb>uLZITLMNwgtaxJ>Hzis0!ZC@gO_Qd&
z+&sF6tNY;BXB%h8Tu(OLJ;By;RnpZHPu;S;ck`{4-kQso>Rh(+$^@&h>o=t@O<i+a
zCY;yVRPylJGok7x-|N^fZ8^K~%c}KRcYmyNxqI=dOmNqYgA;yT3!iy@TXva;2fOJ+
z6?T<A?R7%g#ga+-b&pmz-tW5Dd))5o`CS`cWJNqJC@PM<@}$_Rd*=-{NqMhJy^hMZ
zuP65<Pkebc|EO6t*Nc5ej~@Mc=h~;MyQS8AV7&Zw<uoUE)0AoXK96=yncFK9x+P89
zh5zB7RrBr$)pOk|c~E^V`A|`j?Q2a(?_y4~E;lDe30tkr9ygvXORamf(xdm!D^cwn
z{d|=zJ0<7yeqH_2%&&H1L{CrUvAR8>H#WbH^x{-rHaGL-YV!k<zohm`99R{|c-(e%
zlF5TG!KgQ-XSZ!PRSdp9=i04#w%STY>^7gnYtC@J4Y=`W?#<$YU%x{+fARYldtFXQ
zzqWb#Y=(>1lT~`MCtsgm7?bkg!5pdAOLOlOWY3zvthRFH)LqJ4-Oe3z9nYq%__l7A
z%gGhjuE;;1b*eyA<>$n68@`<loaksD80$0b?0L~%6?R+gvnxG!&pSP-@Wyj_ONDD8
z%O%g2Tyj2J{Jk(iKI-8&y%(QeTdO5jE)YChVis=m`O;2JktegRZ24?tzc%~LtQ(&*
zuVqEen<#L{>bgHm4TF2u$|af8%{6w!RL`6Ga${y-^s?AZg}w*B+0EzeS@t%!mM1!+
zk+~=I<gzYR%cIG!q$as}^z{AJKA)GLI^nC$b(3Y6FMN4ED{*Ds-ghV7%?@j2Jouz;
z>twUFD$UGYkDX53?aervtIgPut!{PRTaHcH{D`l~q^?hQF8#YOTYc7zZF}c*O}gwl
z^?*uYTyyHeMGvMv+Le)*bt=3n=HtV7f#)Un_MVHAc(*)fVxMd2v|lbWezr%wQMmlr
z`O+?t9>z<1Z$)q{Tfg$sV#{r>%<iu|^q(PhPFTvf7MTx)adSTQ$S*CPZaAs%*1EME
z$Cq}MJet<=`FcllS54W%jr0E6O}*Nkdaf|^eo}E?QTDlSoo15^Hpia%vc0$Rz#q4a
zN`{A(_NP{y)V3CwdE7KrIM4V>-`2fW#d9VG<j*>p6{_&nH1=|N)t2Kng+30p{9o41
z41VGte0!n)^zfbDC)Hm^l>Z2*;?rJ#sIO^<uUGtx>$9W6x^2BS2QE~*dCJfIam<%F
zlcP4DFsiM(CR|kYb^X+p>YDPbrf1dO9a!e^`10Cnv2J5`iC^IpH5m_{%f6WN+_fWp
zhv@sKp+d96FMQpQxjp+;f55*BKizG2uDSV@xre84PPn4#h1(OV!|lx$RB`>jp|NF6
zY3NFgy(wjr;vdYL>id<y>hsO~&vWLaZG3u#{rl?tbmh)aTg|O9>GQJKu6&*&_38a~
zk0RqMS36S5Y_r8(zoy4%ZQh^#_G*&k%o%)J&)q)qhF$bpbd&+}%NWsQiMdynYI;UW
z1s*!S9W*qspyBKC+fM#DAFMu~EipK7^Bil%SGnicAHGyubW2F&<<Yz)6*8CHIldf?
zP~qt*Td!2K+pcepkcR`q1F7DV$0b*s{?G9BmC>ETId!4k+mkoCE{Zq!&+v6s{1(QE
z_ckplK4(8SWzX*-&qdlNPHtU!Y0F}DmgkqZhE}#2UfX%F;>Ozm-->FvtydP76rA#U
zv)5+vyzDu%9HLhFmw8$y)n?1CXR{7|n)#;q+#0EkNrAH>3MU>-Uwa^b{odHdwg<%%
z<64xrwYNsb-uRMh%WzPgebybFCE@xkuU7Z5xyE~5>D$xwwkzF7^Y@BNbq-IyynGq4
zUCY+GbgiMn@z18SE$^Oq>+E-^Fyoml`^<UTQ8LMsBR@?rs-LP;wEjOs+$^`4b>Da1
zzWw&plQPjd2R;L<>*l%k>o09*?hlOG@uJjKQ&((hq_R5G0)uHMj%G{??&@6@%Dmw5
z(&E#OtBiM^j&a>Gr$Bq&Ea#qZ&w8bOepOPB@BYhb_FU<9{R+d+-W>Ps45e#?jn-+s
z5pM2}GyJl8!-GXvZ<}2+{&j8A`kM0BfsSo4f2*!8JnnULTj`2px0Uv^q<>y9@w!rH
z<MF*|fA06HwJgaO53ss)?DdU*5^IFj*_GFO^{QI$wdeBE-nnSsHtQX;zpiT%e{8pR
zb!XE9!KSNQCeJ&z^w{|%*?sA*%7t_OiOzZ;w|rjht7hNJ^VfQ8DiQ7KewQyDnc=MT
zMQ*D6)QKn0@kULyk^46_!i#-*e3ZX)#qk+4Ll`VpM_U}be{9v7cH81v+cqWJT$p<(
zaMJ}IhR4e5mq%saUct_+d?)nBjY)16U)M6M-n{%;r*2<$^@#`TgjqiJX-}Vd)AP%^
zdvEQEe_R)=JegHEt=(mD_Kdeh?vl^1&D-3=e|T;2<ZYJ<GFKM%&5wHB9d_f<<on50
zo<@$ZukZIN(c1a?<+Y70GcDJiE<RS+^XuA23$5JhSqk-5Q<CSe4c9C7+<oWSs&LEq
zMF&gS*PG7z@%4R}?B10@Y&iu5{-QGLouoaLc`r;pnh|x&>+QT{yDZkYOFGYbmAmGu
z!+}*Trq^A1qKaOvNxkj3fw}8mV~54rc<-Q!<7@SA#Cjaf)>dD*DKPAM(3c{<y|1e{
zcPH(9@vzR~(Y8hHETxYYn#la+eQ|%8){QC8Cm&5~Q7Pc{2zWMmZqM!OMVBp}&pI(>
zlCR$z_o}lKPq23h`wE3jEUI|z?{VOjMmWp2)v9f5+Lqq2Y>VzpYYm!j?zdOlP2)yb
z#gzQ7Ycrnr%gjHt=wJGB4qMUQ*Ch;J*G*-5wByCP3sadzH*Ajy+b}6HXzs3A#XDsG
zGiW_~Rye6RTrTIi?P{(^fz8dno2O6HJ8^c$oRzPy?R+VDzo*%E?(OopKcT6`^Y(<r
zyv^`_7Nz(|?VRIkuV$IgQ35V&kH3!U&YL%-`tHHtoTG*xXPus;<gxDHLIyc)wp7NI
zcNfjEIio6Z;&||^8x3p<VcGn%x5hX8Iox&A<Ls81dp5Sn_8J~@jR=TfstS6`P$FWI
zD?QW5z46+P-^VPKc1Jb~9`}0oY<o~~pY`8t_QiL0W)z$|BQf7=<<8SZ+AHSWD3g8F
zb%d?LZtAL88&94MG|%n&xH%zxZKh)4&nvI<c0MUvt;WFkxc_OuwdXPFrD<WWosQgm
zP&YMKShgx`kCyF<7g<+yz8IP9IPlHX%r0=w-|S_5CW>xs#V*rU6dz42FE&}!S19oD
zY_#B$!YDZhd9N)KAMWCt`|AA@!K_~r{EQEhC0=)}Q?`70Y1g%$WQ#SOlk+NG2Uq8n
zSZWL1-qqN3Qz)fw>KW|@cl)U8p5pT|BaK;QPfx0~x~8*o&abMg-)7co+dh3$+;!3A
z?4jfKCe=m7XOlNF|GIYPoI&=ang8;G!*e?WJofb&pL{)Ql4nTLhChd@zb(uA{^Y{@
z<aI*c3(F$S^;zasUvu7Rzh2aO@*Md?3j?p4&f0rw&N`oYS1she9F6z7y1ic|U2^qq
zcl*u0Q;#?_9?fv-+3{F;a+F+9^QCn<3Cx!^Om#0SbD9&nMKt=Ud~e_sA*--iM<@DZ
z6wlLmmUo>~JLYko$iz9t=d$M}xxIR~E_e2Pzdhlq#c~p}wkprlGtXGGDP8W-F6*3R
z%eOHZD&~)4a~D1+{<`pU#MRi%F~{d5FAbTdlfE}gK0d2urNW;b-%UB=j`e9>-`K<W
znBn=Qh4pn;SA5i~uzwsmNt1nI^pc_z=coDc%R5K<+wo?eseHnxJ!j&kV_TzSidOF0
zxMuARuIfCQu#mhWgX}aTX=Ty0tn3}?J4N%;<*wY<Nnh|~C8u?T?N8Ck8?N<zQ<&-?
zaXjkyB)P|OkG4L|GjO-Rw0Xwo3HFCtZd=LBc1x_C`D{Vv^f~;8)}0l+JxQB&YNJhI
z|EZM`Ex(Ok%$NN)?`nG41KVub!t+&|);3wJ%65oLe$vBa#dT()?XR%g29`hDz0Mcd
z&6{d2ulg>HcjvFm+fs`Cw3}xYJ(=@ObV=BAnTPA1xh$L_q}7@H`rfvsp$gahCu!aY
z_fGScSKD%k-)pH<tK8jJck+y{txk*D(sA$Z=6UX)R!&G3UDP5|II*X6)%wPH#y>7U
zt36S2>xG?V$Ad3Rj6Yx7s4_wMxv5w7QI_I{EX(NKKJznkrLBys8{B+T?!;*xVB5LU
zl;!2Tt>;fy-L$Z&3i-4t)nr@R)T{3#J{7)<S+YII(&o8smUO4&tyLW#cAkG2Ti|!<
zxyZ7gTTB#l?|f(5<&npvD0*zA!pGNPf1YWde6(w^rfzSp`p(-+Z`IeoJepy8{#0Gg
zqdi;mwt3EZBDLw(4DNf|gLmEV(%yNkyZ4-}ZT8Zwd5)q_KHkZjki7HH>&t6yOp*My
zrbO}BS>uaq-A@?)x^}XE`Q@#}*YZED_dm8PB%$zpO<`PWWaQ>+OTB`&?>bf)kvQ+z
zHr<6Rzv`pbFjzeAdXYOJ(Y5gN-FZ_Au5F!cmb*Yfuut3J*nuL(KN(Itn47~T+q9N0
zyft;=M3vf)F@Mh)_Jk+Ao;P>*b;F_^3eP&WC0cqsPCrm*Z*xuL#`&tdJ0(uqJU2am
zvUjI_=elX{wpl)Y?;SjU*Tbsfxcn*)o#NMVt+fpd=VguKYU>tf3swCJQQdg9t8Mm+
z%Gxtagl}A9KIdrnb!!#JgkRy(nz_fjzH6#nvU6HJ-+0@xRd)<+E7tB%v8f9^=By??
z>s9V;3)3x^yptETK6`WXPV}VkWtnf5&s%(J;r2TWzrto7W38NCZp#@Mw(;HBVg|<x
zGGW%|Idht{kE?#<7CouHH)-8wW&7Yit7nNs`@MKQO-p9B@{8M%Q)HgatgV#0e3@y_
zvdf|M8V|mFeIMvqsd8L$oz-;zv`lxw)Qr_Jdsm!U<IH?{ZBlo~q4~3W<g{Kixyv-U
zuglteGkw-6-BM9^O_N7oEu%Z-&sZ0Ct;kz;&bul+?Ai*q>T4#`mVA4Wz0Oqm#?whF
z?rpTrmHPN+fp_|?UB`AwoUJ&u<wEa*scR*kPICOdn)9INy+@0K)=0-}v#Q=3`&d2k
z>yvQ1Uth01J{#BXufv*j_eQ0=#o3VBX`QdiyozV#z9_Y-+q$!%_~qHEt7}e#mj}ih
zE_*Vu;{Cn7amRy{ZZIF0&6q2?xXU6ltVcWYwEKmd*YX|*_WTolTF(E>EIaRwxAn9q
z&5?_4{<VC*R^zDK@#SHQChsZ}<NUMbpncTVze^P)&p!=y-Ti!Nj8sW~-<H^zr;{c{
z&sbZpZO>Evd{$F+`=^uVx0dKHo>MsI`O@HA)0+-QGtc|I{?qgH?c7<nPtGa2Yf<1^
zwXA<N!-Bk9RteXYe)(Aob}4Nt&9k4IuNge0BrIL#ap*}~|LEFK|BoqE&o-`G_i1m{
ztS5{5e4fm@lH|bh#q_Z1&KFLlZ>G#F%`@v;zBDTOW8-;=HKE*-j00>^(&e@qcBt&K
zmhA~&&=B!&@9HH@j|*(NKE<0}d2sFN+S~7rv0qzvSBGn<hplN`&etiWSp}^r3EC5)
zH&uUo9qTsNXgA~G5Q|&S)2*_;TUmVB@S<Xs(96Xttn1!#XkH1H4emNV%RhOW$>UR7
zcH5kN6Ipyr+vaA<7q-1hCGK%q90>vbBA2d*6^1Na`_tcg-ho9=`mUbZ?J@Ic)xH(0
zHvVU5txP@dw)SWA*1oI>O@SAcn(x{@GM>k(Qh4qSr^>U{F3cy`FPpxK3Y+%hq~w=%
zN7l;vYZcCUerjp*^d_;eXWJ^CU)y#3vd0sRbycsfxtzHD;~JmGJ&~urrqxq8ZLNNV
zmQPt9wN!C};gesXlHLq{k6pq#E{08VTe-vHbpR)$&AhLtJdN9)n?~ldJ>XonaNU#N
zanBc~BrjN(^y==-Ps>FY=G#4yxz={}e&^9}-Pz`$8fPPw&*bIGJhyzb;ZKvaq}|t-
z<{w*nuFswJ_u=!tuZ2Bx-z0_^hFzJe%bfh|kN?(8*Q6!PXLXph{B5->txDbotLnOn
zT|2C})rZ0IZPaOwZ;M1vzKlAUE$XxT<TTwyEDuUW@7;_(CNjzLgv2@_agE|j+b0Ly
z+V@y=&V%<0LzX<&?fbeofbqcV(4~eA_44O-wp{uCwN6V?@5TrIwMi?t)Up^(*;&$i
zf8x}dgL4}1ZRp)`!fxueQxU>{v-sEwqn9Q(1y6Z)XY%%BArCh{)->Cd$`ik=o3l{8
zPb+@YX2Ihx1LC$_l+kR?{um{Aq<}r|>z-VRjgLPr``gji)V+GnI{jI{4JR^4)O)=U
zoWQqpUFCuad^?seRQS5)>;B?JLUVGL{!3jwamO5~=VpStpME`>|3skjb>ws%!>-v|
z&MlYlf0S;id!pZZxBSx7xuMgQ)!COiSNZvyHk|O!n{z!TtliclxIe61>{qkrNej`7
zO>57+xjyZ7^X`7Xuh*PDX?=YzvSi|kW$&|JlqQ)TcZ}R5yM9jLpH-9YZhAZ`WxMME
zizk<SUi1jRUAb0f&U4cplN20JthW{Rl9-deRQ=YnqR@J)ZSU3;@BA%!cgdU5&8PSN
zczkcQM0A&~Vohp?>0*;c@i|=Qv!y=&&fYDWoV0wM_JX!L3)53GMOWHg33w2yzO7}&
zDShYNPSL-vO}cd~eEHI%vgr%fc|O{e@l~Sm+Oo{M8C3>_+4np)U3;<M(TWobv&#0g
zeE-v%?rT%GRqNR*iSkPtPVO?-_U@^E-EZzV`+a!*5``MWFGn*T-Kv^b>KUASRD9Zv
z$Cu_Q7I0V|-&)R{x6H8h%aiX*&34LaiEgpH%Mty^a>Zh1cG>J$<;NC}_m&7`{ygUX
zI4VAg`<%A-{p8s<&*pAC$)eH|dXb+c;o60*K?nYo7ETmpP$>PA8NYK&aDMU>!^c~T
zrw2?|NnUyUajfc-RZAP0uWb@p{cM@<iz>loeJ(f5s;+!I6ugeNWYQa-&tKNnRbFOc
zvR`XqUi4g4v}9&?LC?F2$Cp-^&fh3{@j&40iF2;rUdW{$XBd6TQ`t(OG%M=(oU?+?
zk(*=~!}awR@l}d;T-WjsJnnVMxc1zw8CjmT>q2HWo_G%G+@0IKp*X6N<?+2$z8qQ}
z|3dd~sXfnCB3$ONV)I+&XX~b&4(ut2p7r_Wr2r3xs}*MtO}zeT^|y=JVSV*!5AOB+
zs`kDbpl8Isw<>kts@;yff3qK(?4PG+RCsR}hmE&R0?)*w#i!0kY+g4{dAhr-P5(ym
z5a&P6a#z>0{7d7@e%xUbsJ-!^&GjWO<J1}6rrAdwyPO}A^)ck<q^rs=BBy%1KJN7_
zPj^D|(V*_=u8>z&!Atga=amOP$$V86_|3R$%f$1(Sv!-@SDg?r``CE$ueR5tkC7+N
zN0shgZO(2Yd1|W3+cU?z)44Cr5$XGzy}V;J<Ci~Kdp4|=yZ5y@*Os?#&DxSPA~}Lr
z{+V8Mh@2sxwfI~7?4>!5a(rh0O76^#T0E;TGpE!*EhMGER@-x$sguX50s#gKQPDRK
z+-e!@=jN<Aletu@J6fjo)oMf8Y%y!z=dCN!cJn-+_w|0p!`P4syfKwiw&@G1&DTBW
z<g4bpT&wnV``*i&=P>`(e#O2eXzH_Fy=~kz`@LS~X|Fu~CU4!73Xe-aZ60mS{qk7y
zTou=wxEm|&J66m!Fg%u79KYgmtM_W-@`kA)CvNZf&+z*4k_1L}nUYn7c8~k3jvkMD
zw$fsjR>VB_sH>ePUKn26y!qs_si{v_<z)SQzsRKLP4!=mG|4Y(9^CuSFxC8w&9$;C
zZ@Q;WPV!VZdHz*K51XvE+!N~}ZMTEb`KC)Rx!b(naWXQ)tlG8i>UrNZ@j2m3j&mf>
zslHZwcEdYsnTxe@$AhO@YHwZn_&e9ZjyKvS4o9A|?N!|JW?$J~?V|f0LCc@MKAUQ`
zCe_m|I6L^H?@q%n>#AZcXZbNczqGH*N{ew4Ys$91-F+gzr4G-0RW+ygWv<{O&gG(S
zir<GX-mJJ|eSEE+X;5KgVTAhZIVn<}`?6!s?NOAfImK?yJ7>m8(N(&yS5;IqUKdp<
z+uiRN_37y5d8SE|EY&vh_i*jl6~$l`UMn`w^JRb4u5Vca3FT{rww-piRJB}oUT@w>
zvw8fY&!<m&d|p24yX4xw%Z+jQD{gb#Hw_Fc-&vaS)X&Sd=XG_87Jt=7-Ay7gVHp#e
z`>w82VP!m89rEN-)O@XnYu6M`FVMK#cxlJUw*hk=tL-&=X#Q-&y(<YH<MwJUmkoTH
zq`Bm6@d>>(+k_i`g;^~Odv5#sy87n0uSd>jwjJvGGJEfvBFAIa60bGx&bzw%+l+4$
zIL~R%tdR9Q@Mz|azW)qS4_7+Ry!ZUV!_S<Kis}hRJ|9ipG`VknYt|~J;tQeu8gd5O
z%ck#Mo_y};)mFE=Thp8r&s(nC_Sp7VcA}ER+t6j9L56XgGM7}Wnq}1e;8*C3r-|n(
z*L?D;)x7<&PfPCc>y(mjpC9ft-7kAeI7Vwf`<HJkC#4JVNX6{tce%au#j1bHmN&3j
zDm*qlx%8O3+Ai<NhQ!IPZxdH)+AaI(%2hXYazV4i>bHdg=WTw4IiFfGxo^wb;&7J9
zSC(y9S1)z()7};RlCoMq{anLV-IjU9_j}HtjUOu3WtE)s<KJ8MX_@1z+SN=EJJ`Q0
z+?t%RY>UNDXU4{m`DNL8p_boPr73xup1JiVYyKpS^)vQryO|fBOun>MN2V&sM)!u)
zvA~^ML{ArH1-aFIe8pR~ZPz;k^H15QpEP!tpIn*LI_1H$O(jVeH?I!jjg)&WwkEbn
z-gecVUz46c%X+wWnxlBsV!aOs#QtQTE9{zl;cMop;<im2U*9UdEyg3QZ2DFzZLNgN
zJomjdhm(s=O3EbdIvwj2dW=8n+@fb2D>5}acW%4*HKb|^tJSsAtA{)<e2lZruGS2k
z<X)3*dh>?YxjS7Cr%n&P+neR9?fNRi%HBpuTXo4q<Lg^X&eX*%{?BkVvRsv?*2thB
z+hqL;e||r&Ki7<tubkR>^5u{4Xt7mG!=Fn&+EetwbI-hNGwq!d+wEIRk9Ey@Q(3C^
zV(V$``5xR84l8{0lsy)qsc!o8+pLL#e~xd>jgAvbsC}*OXPE9|STw~nYTilaKFdF^
zJ=H^=7nnZ%&v5IZxWu<LGxs>`JYZ{o-gI)Ed#!yH=jJQ#w)!wF+>kBuYQ`(K;%j^6
zex3XF`hJtEd&^9_i{36=?RkIdi>g;y*}E;zmI!2V6*#VE{T;^feAY{yce9^9xw5z`
z^k<aMcaL|X)9s&xP6}u|VfuXAcGrNutp!=u(V}@LrH?I%j+$$IY{BG%-<N%`n|f~F
z;@$UO2XZeu-t*7&)V1YF>$#PeD@HFAd9t}@a^waf583RME{g7=G1J}h1<x;cS{32o
zephsvu7bz!P)X@bnQI}JJzpQcw(ywdD~)qqSsyL$I;@{@Z_ahbV$0{vv0D$`tNI-C
z<l2I73yZ#_XU|F55@zA~u5gYa`>l=hzU54w+#H*GY>vNdHs_aj918zLSLHmM6Lsym
zwc0`j^?6@)s^%<gJRAS-SdlyXtZla}T+i`4z74r}_U+P=HF4Xo%1fwsU5)O2-jqG@
zx5>%_Z0n-8ENnmJzc*?V*QP-4Xyff&=4lV=LNB={9>4o#jjhGpn>OJK9sXUhT-O$I
z-FkPL(+vYr?&uwLQ*UdnGrlzIqPk63_|$Li?i*(R4s&x|Ik9&2;^?-oYYs~nZ<!;t
zP=D6WuglMy?hH7z{<)RlicNF!{%GF6^@IJ{daa#1C&<kC9CPN@oK?p+tO{Kdzu{?>
z@jdZy>wRDI4zFZmc=zquzC@`d3pdX*jJ`JOOuMB0+Nf3k86F<B%2h3^{`38C<E$lp
zob0yQr`cA|`}rq3%GTGwF7NJ(XTEnAa~^uB9q~0IrH3!;@!bWo*=LfkOuxdl)@<c*
z{vV-Mt8R;Om1p0z6@3@D`7_taX-^#wm_B>I`f=mDImH2MKNioK{5C?Xd&bL>MGJ3y
zF>qArkqYLtxo(?Vc)->*U-dY<?CPcF3lF_q7COzQF0|)$&$Yd0mRwUd^M4q8=KW5u
zS^Yt?*Kc(=+<Z>!^aM+_RX@A#TD-|xH*-~Vmdn`-S68Sh^l3SAZO<yd*)?zf#5K{G
z(^bW`nO%DE=E1WSJ5R2B*dThY-fPFT^!Z+^-xRNRHjQU^Hbrnw>2hzu_yb|y#`+sy
ze_2s>Ily=MO53w*idH@rJ#sJNXZ41irdO9<WS{n|-QRpt=BK@;)=^6>e$ET|SX8lE
zZ0X{u9ya0ewvFd~uFAi;{-5FXMGZ~e$Vb=Ob>{Z1<Mq>F)jhe|_@s2>mafk?b5s4}
zv?Sgw^(iv^n=R^PaOG-}x*yjE&vI+&>b7k=`$8>lUrD!IzosPn%D#=xyC+#+Kjy8O
zc-i#LKi;cn*iRN;c@SLmENti5AiuInKj*I7ynJ!{sn6%M53bLd;Nd9oY~S+z{b&1&
zKF|8_Htf2PP~ny9Gf$t6ygMgU>7mJ`i}S)&Cw*hu@%lu~&dvRGQ{Q9?^<6#oy6hF-
z!@ftmRnvv96i)TxRbAUB_;E{N*ODfS@9AqZ)}-z(49!chmS~KtUa{!>)S!^txjDYe
z@2s4`^D*vZ#?wW?U)IlkYp!zG^!=>p_dR;rhmLGpr75{;-R8+py-&PZvsUhz!>XPC
zrp|xFZPq7b_3NMLODh%b{Je9=r@ed|<KML|`M33i>=zohLV{meRisUxv*k_A#-iot
z7399YxFy$@o?6K#Qnudq&axMiU-_1Q$Syp{5t29aKf~8>)pU#X<tv|GTr7EQy2+Yp
z&$CxLvSf)`*K0jp6k@Ewet&7g+$hi6^R_O`R`|?l`uTHrspxsPJs&=G^@L7(Q{}so
zf$M&xkv-RA#fiI0L@z9~cJr;WS?Q=e&1Tg}p1GTBU-#`zK7Vc3&W~HJi<ecd^EmeT
zwu_}M563%?q)PSIvA&CT=bkT|b+G9wcd6;ETdP*(ep$a_VO-(zeQh@?E$zZ}xxxiR
zpOmU^Ex#puN~J=5X)<@}B;!A;=go@L{d~?aB4G9J=bE<XY;wd+udS5ZTwO2W{5ic(
z`|P^)+c!Sjae8f3reV*6k5N*!d%jy2@SDE-o1__Q%Qr_&Z@yMf?9437WtB|pi{th#
zdAV+4`;5;oU;11&>Bzlcyh69@!k*m<qESEp_@!H(o-}V?`pUQ3p1&_`sV>)vd!;Ef
zHTax%>*Ro`cmCXbw))g0>%v*ntlgiyHQgu7nP0bT{l;CTDwn!4wrtNaDstbNb$q4K
z1oJS1ZIfA&*E;2<o_CISew#FPO}SgJ*IBvAndQ%UzOPL_TUeE}t4HqGuD3TN)%L8q
zUcTwVPn}Rsx1zGD{u8S%*%|(4c(r^wOQ@uzZ^hR&mExNvE*05rX)DTFsXS}ZnbY%X
zT}u+Ri?+>t|MbVSC6iMwoh!b!u&?ayb<^oObH1*4Toiq2Uz2gS-Pzw4FMOGu>B!xD
zzUr2co_1qX5W}-=LQkr$?YUmI^YqD`H&#AcSR6U=P7lwllIa?bPo8bx@R-*toX0rk
z?dhJ-o$nZvC(k-EE%v~*JkC3>qO4;M?wHNKHc%*~^rd&XaOs*C=ZqsYmK^fA!nuFm
z)FrDM*s>K>&sqGNx;N)wzp{OA?y0R;W~<q<$8d$|?s&X6yE1{Vd1C0y@bZT-pO-HT
z^jR~>W9wSpgOaA+dHxa>s|An7>^h$GpW*H0@V5$mdy*yAbl&8%{I=T2$*C~r&$`>a
z`Z-tEb@<h8(Ou&(Z)&N|h3j@|3Vju8Z&%KkxAmgb^li=GW<}n5HtXfdp2m>nmyajL
ziU=j}%-X~Ccx(1qzGLQX+dB``Hv9^<-@L*7blkKF3tzEX9GEv{R;SFC_gnkz#g@7|
zhWhT%jcd5}qBvCQX2qY?;w)#cYo6-(V8H73VP5vK?8JF{HS5k8Ug}S~di<=&#lz?G
z8-Ikklx6Q$xBVD<<>H@vThGOv+StTebj4SD&W}}hw!AGqzcsSMT71De#>2ZCjNG@D
zihp`v#Q47F+P3LS-$~CX?#rHLb7@-pv5=zmrV>+4PMe3aXRi0#S}DR+A~xdyGxL7Y
z{j!_ZS-gz9tF~CAI^@IEjH4=F<wb9=Jh-xNiF;v4oV}m6S;q0K7tgzIya`?@zqxpE
zd#LoTt20YoZxz&YJtz~X3Md!8a-}$b<&rGBlsk3qPS<;$zYbaA^d&laBg1un(S?bZ
zHcU}FcRp9_;<4HplYBj8o44m>Ur4@utmyEEl_>%)%Pr&%Z7g_tcjlF&CTk`>Z}(+*
zddzl}<T~BA*SULshy0qiWVxbmfnSu{Nz3(SOJk#ae!dAaKlgs)LX-E#%rE^p?)(Zp
zq1(wY(SPqGi=-#lRaW}>&)hBNZW<XElyhXyu88CVuj9;D+_TxVfu;1>)~~S+n>Y1?
z)>Le|>m{*X^3UsCQ%r6@E86K*6xelj)3*5u?+$FRwZ6Xau%rV+)QjXxP5R6qS9_+s
zI^!>T{j~D?f{KcO#ko(eEn7E#?wnff<q@+yn;2&u+Uz4_`}*>h4&@U?S_*p~A3f&z
z+hgg@>o3a$qaBv?72ezURr?Vq<Bqpc)6HEp8LrRD5|XQYwr%#NO}1-PM6K#_o`03~
zW^Ayz&QZ!~KCfc+^@3Ax{Oo^yZMt@b&*Nyi*m>7wQ@@%#z9N5Z{eOlGd9SCljP_au
z%sj#J{MPOTmp2~Q+SK>r_2huSbM;mSuH^Nc5nu0>rB-;|WF_108ON+2ty|Tvc`#~E
zs(8k{iHnXXZgsxXb#>myvWfGulvu(Z@RY2R`t&;Ub<D=<7iEc=M}vFsuFKzgIel%g
z(KORjOMj%TwOIGaM%eFD`mz;vFK0b2RDT`ry4p(YxWp<!i!=s-O40igO;HKuBFjH`
zJ(msD*d6n6_7%mOu0g#*21UhDvzB~3_GEHgVd<(TQ-deJ&_3PPxo-LKM=Db@%`fk~
zc<0r`BOGT7u8WtO=eDwo+RmF_SgsbWARqNLo0m<ZL2dWS3%++Z&lCA5(V4MU?)luv
zj7w}`r6<=1Zr*xh#_jiAcg#L&NW{l&`Ebxpd*dNZUH+wqFSN3zOrJUB<2I|X%7(`h
z>t@-ma}dqAt;x3R^v28DcI_f2e~&Nq{X2v6-2F?tO}1D*UYoIWHQ&{&S+zV<6l((y
z{AWm0yZDLk?`k_=8^*W=7X+__*=%5p2w5b&(9eC|-{$oq$1Yv?+;hEnb5CuSY(v@6
z;=eJE=W$K8xt6Ow$t&F6Y?`h0^(`h@uBj*U*7&*d&DkAyL}#0=TzjY8%##vd--fcy
zo_u+G)VF0Ddv_Q6NF^{^$i7;u*W#_W{N_BTS=rAe)@r<wkaN%fJnO6KW-iO45q(Fa
zdzhnLPevSk+I{BpjU0&wk3~0&&AT`C#m0zr7J>gn*UYM#c<6div2g`^?fpBIjvI4&
zbX{&`%lz5%Xm8Jrf{GPV$D2QOE!C9L5u3I7(9%mcE12!}T|Mucaf<)+iEn4CpL|P5
z?_2O~UC^Tg=8l(^p7QPfZDqFiyy&EB&i&KBtQNfGdHnRT?92ZdHn&yPX7pVQ-61M8
z`Hj<otNVIoYQl6FZ01~><l<lx?x)*Vab9hSS-WU<vU^+B-E%2T)`eY-pI>Azt&X#h
zxsr6@m)zXfp~{m=R+U*c^}l}`qRL}6`N#EwYez~&I}5Ws&sks8T$1p@S9?yf;Q{vM
zuG7<(mi=c)C{t+k|99f<?OCU1>8|xlmzpbjUN7Z&*F43O$1UH+%_<SPTluRnz^vu*
zqJN>Q1M4%Utag86-16z5%DlU)W=GH4vF^u9KI2bc|7aO5^*z8<KmYTZJIYCacSWz3
zi`89LskHOto7fwzLH--oFUhsh`aE&!<Gp1YDw6%S2E?zgI;!!eFl4ReZYS~d6J~V+
z`}QP$%8h%{^_AP6{l?AS_iYO0Z?bP}<#jrC&uHUY#^OtR+`~RHTPpHZT{D`JTy4@P
z`7l}ZY~1p{yM^m=y`)oa%?PkKS|GmbwMT@wO8T{(p3ip9nbUkeD#a|wJbBiGqB-k&
z@9C~6y6h$RNmXCxxXq(&4=$_Zq=X&qoAq2W?(03rEb;d|^QNBGF#CGt?cs#05uYvZ
z&MDnD<+!|__SQ|8rWSbox^_nJX#>+PiABmQ*1inRTvk@=x-xe6(hF_U6%z`hG}xCa
zI5!^O>%l0oe!*guHCh{=zKCQ=TDzJt@|kPk+2BcO76;dzytZ88)mO{u#f49OWTXyG
z-8`$|#Nm||Yr4A+7%~3Qe)jtMlzX$qp1fVwyiSjazv|iCrBj~U1b>MAl=VtOcGZi3
z$(fr()V0fA3A(Mk{qgG}hduMO(voaj(@)(=mwayecBzD1t5sl_mK~=_*Mk)1(9{_k
zb~o2l<{h)TZtGrFwV@~U-Pz1%w<U9~&yMr|ELXW!`t+ml^?BNprUhO7Y;khy#;1>0
zMVV=PU7Z)b)LU8j{;U<CQ+YlF?Y7JMCKo+_X~ykXgU6-GDRN)8rsl+aSs%_SS)FnF
zS-zLAZ)D6}A#2^_JFA%rYOTUEc_-eoc-uAg%iJSR3bMaw8Fy`4_I2mYCqbJhM;=YF
zeEea3WUdI4pZ(fUDLa4V`ChL}AMBb_wz8!1NWh8couW5xMov4Hy{_FYz%6{%%e8N~
z`q=EHo~-VOS$BME+hR?VCtu!lZQE86lf1NaLev}{o}{_C`OO!?BYC$~Fi(uP4q7rh
z{cd8xl{ag)YC7jO{tS2L-G0jI>*|2peHKUajx)qfeSUIhx$TRfrj7ki%&fv{CRUez
zc^kX1z0W>svFb*4>+HElUioQVOJ`L`oOo-6&AzYKW1^XOi-ixce_5LJG<5xz6mLVx
zCzB&CdsY6?x_dx-$JghgXMK*O^SG9{v1_k>5n8=G%;w{)*>AZHTgq;ZF!r2Oxh8!|
zQ{}o9t4l1Ns?GgkmR>yV`L8gONhL>vGtaMF<*TWe^>gCEs72e39XeCQnj7tX`Rmc5
z6-B;TOL`|1U)q(qeCM&HYGvMKRe2Apu5I%3c<^n#dFE`>)%it#`=eg>{+6=pwe@%K
z-ehss@?B%p<3Hb&*G74ICLXJNw(h~JxO2~@OiB@+xA(Qdx$tdTVTDb$XM<*xKWi5j
zdvdnp-M4xBy|({d+Sv2ui|O-ECthE;mVNHumNgnz3hsQ(e`}Ne?2p!-=|_JFU)!@$
zZ^`-K=nsBgeP8*kWWRj$dhV=qq^Iv|-<uof{jY6Fj#>Hg+FX@NcBY-T-BVUsmRPP-
zQQn&sF)b<EEMkt_+#jp2c?s^cxq9Tu<Vi1o$o1zO45|8faP{Iz1xDF?cRS_wYOmSe
zut8FGrKhc5$CWbUQ-<ta=PLT`w%)9refwpoN`u^@O)vaSb}4sEvynQN<ftxN`+9qI
z>3N^7LpvLakFWK*bGLZk{>Hg7`@UX0XnuOz&JqcGuWK!jC019>nyYbA@_f{mO$-a9
z&W5Q3e=3Z$=sWvW$5ZqDKi@Qyna}rz%{*5;|IjM-cYK-_%SwY*Jesx3OnJx2W7!^F
z)@eJ%CN%l^@3qbAyOXxLaO0X)>KEQEnwXt_RyzA!(k}b88MR9{)a4&rdT?)E+S)U5
zyC+sYpL1Qb;&1iWmr;|wim!JaoX^9@FaNwtBx>W9XOk{G%sZ)5kkyjs`BytHyXdCq
zJY{Cv)$91P=Y@K%-s>s2@xt}syyd4~6~B)86ZoXhI5u_H+`X0Smgf3NdK&JV`FyKQ
z`mEW>a*J<meXu!QS>aOdpB}X<RZ|~q)2k}A&0f20(*btTx=TkItgpwi?g+g6S#;B9
z%cPyNbAL%1-qd41eKz-K3WH489)o!nFQZ;_JhqW3SyAY}+C0j%SWve?R`Wc2+|}*d
zXXRZep4B#WP4Fkn{o3<puI}cRYu=i}(Pr^%`JukAle%~8^b&MAygh1D;sHz10)v$&
zSi<J)b4<PR>}dzj^Gh4&8qa#A*4ck)r38a4TUKy2=hCG!Pi$&QJfF4Vb5F9pU$)y@
zj+fVVY9`gptNgQK@61i}b+_&0+^2Ys^L3ce+Z%n_nh$?&K5A)U(|CNjmsHqiql#61
zzEP+5o_lu7hv(X^^XFr(tLEGc4EK9r{OjWBE4NH7_ne#f&cpuP#wT<8vL>e8?7J#p
z`R8Tirmxk^3M$`il9u!tR2(;1dpvHd4Qo-6*3QUHo8r>W?y;#VS$nmI!AM)r>~YtH
zu#=L@(^D7x+;T(8^x(R<S4t7{u3p`L*FtIM&4a3K6>Dzx%&v+#nDO((qqRrnI36uh
zXnQ?t-wJortY<bWZ6nK!9A0{zDfVKoN_=jzbKbIxU$r-!P!^3i=J|ZD-*HiHj|HD^
zE!oSpHbZWuG}H2T*PUe==J8cuT@cbZIb@RYCQJX#25&>299Q_dZf9G_1D<O<8=Cz6
z=DtV^^L%lxa>l!3g+J0w%fu6Ewbq<+e0hC;RFhh0>c733+6zCQ-+062Cd0EW5+CPW
zQxW32EA5qjZC=;23At;%Zdz9^ws|7+_}Xf(2g#<<Z@JHVO<hrBeec;Jna8%ZFV%Xv
z<O?I?GbA5>T-}ruK6#eJZOi9QYwFh;E=%C^SN^(|v+GxNxOS=Dt>f{=6}N6ryZ5HJ
z`3Kjs>y^i%H=e(?(=+|BRFD5|o9}DGnu@%Rd#fHuFskP|JaebTgS3U|IeeMRUuDg{
za&p^O?RVDwHX)}@&-opi_A~mmmvr-=UhQqUqDyb)B(F3r&@i1b^Idk)Jp=!^!s~0T
zZA-N@;~m9}_`NQ6D^!)f^w%=%GxqA9cARNbvDYuz3%%dnS}K)IE5n(Wn|kT-Y5SJR
z?KtmqT{?WXRgBIy-9z*CFO4;5(&DbklfSmh)Kwv5rAd*O&6#J*wlYTBq~F@}>X*XK
zbN&~?H~Vy5oc}s5bCruh#j2kBMpsT=>e|;neb>~owXef1CFG-y?}%YO?=|o0=Z5O=
zmA=cxi)VUIe0}9TvnKPrD~}e;`6fD>yJYn;2P0l@k6lysChA>Xli6_cXmn=P<E5e2
z8+>hT&iTGe^lE4C&w9SBV|BQ{no+h<DvxW_)j5;={+^j}dE$A=liy8iIhkc&u4=y!
zJaa?k>a1_-Q{y*Q#@qV(@ANCGy5=w;<lrZF`?+cpx2UH19h~v;Y&i40tV<RuC9CHJ
zZFrJwYAtIo9&Da8p{Q1C&bEcS<+O7bGB3}nVCZvPa!Y8@Ii-lQjc=;28by??yY}dA
zOvy3r8MBo5Yq<8Mq-&Ud>-nZ`c~+s$atXt%4CfswffCD36itd2n^-O*zt-#8eKq&^
z=fO_4tAkIUv%dDt<J|QZMM7@Hb3*I&7p|MR=;X_Q+BtvgmpV`KI2k;7TIc53rFn-I
z1eAxD%XV#&Gd`MjK8^7~aa_$uv59Yj4*Gd!CM%e;&k5D^w0yS4Q(Dc9Uv$Fxc{`U%
zy$Uy7-8zLw`=o5d=P&DmDsN0aTe{tgBR?>vXM*9c@KQ^){+UPAmS;<zRj;|`^X|rj
zk5PR~gd?UaJb2voy6@F<-5D?L>;4RzGfB^gw^&<EdTpE#d)(F=3uc8~xF%SBW!Jf#
z559{suTJi-%982%*m!O23U!%}k=svSc{%mEv*h8FZ(ra0c`Ql3Y<G3XwBKzGC(h<Y
zN3q)ISu9(=?D+gZ&%I~3qcd#|PQ0|&>70>>jMUjKrcFHh{~1>8iddXype^YamUrw+
z(qzB4vp>{xoLIYM>gMC?*Lyt`nBc!PM`fnOdZ{(v-_=f&JbF|%MtI!=-jWL^cAWS6
z9PwPs;g5D<KAT<qxg85`PrmZqQt8oFTjsY}mTYU+KFC`VK7H#?na~^h#n&a)`*Cim
zEDi3qH9jZXzclsE+yjsMzP5_qP~RW(*>BR5gt>QZUoG|3TQ0W!s?68dpB!!KrncN!
z`RCQyE4yd>DvVs@<oNQ!qs`B}SIR86uliG@-M;sR!}0$Nt9DmkJSlheXv{iy=094~
z_WIik-MSon_Pye1GuEO{(FXG6YpZM~Y<TjY;n!-ZM+PGQ8LYm(40-DD^X9SF$!DIn
zthA8T&N~#lZegR+vI<7sAD3BJ1kaXRs;&7o$FR8PU4PI<k0(!Lx-LvoV0S$DGG^UG
z`)OtK&+Sf{%fGhr^770-QF3Rk`m$rs8;h~b<M&#wyI74+dzZ$_CU=W9ncwEjdfMwX
zJ+^me=8n9?+ozT0$b1vM<Zj?2d~N5RhQHQVH!2&v$X>SSxz}@3Q;BVptU2CqZv65x
z+R$i!L9Jn21@jZRIpwPZWA@};>AB9nG5q4Z=1JbwvL8e4_Jqt&kKOroUEZxX#-%pp
z>w5Fp&M+Cjj<hhI8<P3rUGes^15cQ${)tR8d*FHAzwYa{i@W7!thi#5BG`P^ZPkmr
z=Vw}PUfE?JQ1UY3y4b$L6Krda+AQz8xwa%Ad`{KJ$m$cPjPkwbWfm{DN_lK|_f@ub
z=H}kz_jYqHYI(pnH#_K*fUs?GY~hqC)yop&rsPeknzCREqrWK6w^a?3kFl0&EJ#<r
zw#rw0hHJvDoNHY@b!z8=OnSaZnqIo?*1$hqa@GDMuA-{1YeSv4cTL^*tS|7{#XH$f
z_ICTO2He)GUmAV-^NY;LDa_}S{a!uZ`*gFrVb!YD2fnVWG5E8xl>7Q;j<+|$b-wfN
zwme$yHY@9yQJ&GJoj0BuPAKj=HqY&xebgDxpOQ8qlg{j|>Is@6{36>g>i0F3NDm9O
zEn$xt(tlnz=(+PT_=HO8QN4&oPlGp^+zL%Q_p1JOa_GymNv#Sp7nn9C_FUSuKiK5S
z`&~c9&#m}*AnSF>+Q<o?{<6Q0vDhlRDq_u&AdiKgOtWYB8Qyz-QEZ=rbdmI|Ew^4O
zuUJ3-N{mupVZhd_m&(`JPTI9`OJS+9blmfOy~%~I?`;<jkmgh=?EAO%^Bk#`6-AZ5
zuAR6RZ}D~c$%MX?+gIl;tgqs*w2}I}dgkHpOU&C`p8vcSt-m+lclE2IQTw-Kewwb6
z7H^R*oBc9Z@^Oava<88veqx1h>b1V*YDa`HKU<r&UY1W{sf@pI^}M%AYIh#UO+696
zrb3x%6W_j8hdaiRlU`|S+I)K(SFbYf`NcyeG4Wx+)9x7+U)uPrp(^yT@w>-M11lX>
zgrl-{$y{18e`2%ktO?n@)2?1U!Tu|J*$MY)b#t?)PCbx(;PtE(TZ`ufba}g++NQ0M
zIOk*RChZCKRwuVuS{{#jvxvKEWnS^+g_>sX^Obw{_s%lfan9fC;gXFC&-1IkJ>S}U
zK5y!Dvw3Ed`*<@sRlaWotq(0equ|4&ouSX%+&A^I<Fa)hkLGWiVK&by^jyY+_AR-$
ztYuRCMAFuqp3>vr>TA1w+OnOT5f6I)nNCWr_B?oV(Vbme0zc0A9CGdNQVYrFv!1R~
z`nl`cx0#GOe8p$8Q`3{Qu7rh!TitflShq;yW}nAuv1tz$NW8Mu&WW1(c-H4RlXJcp
ze0jBG*53JU2^JEMR{l(ww<m1xp;b(r&o;z`#LPXw9JM++`TEmLz2rKLBzu3qubUKO
z!uhtpVrT!l^4tc)@2k!BoK+5L%1&O95zySVAUVM|#eHR)eMQ)ra>agirHzGVrJA;L
z&y~GY`EoR2dO=mmdf$rB3s0)9D;DRSp4=6cQFyJ@J61h;>ZFH1&zsKpyp7}d*R>~|
z`WD~XRJN`*+htu}sQT3{X*T@o($&xA>`H0xdcF2)+2{VO8!UxKLvL-;y!34IbDI~L
z>v~T-zclZ|{-xz>7@z0MT+3cG@9vLPPjj<Qe=~?%t}Wwk%bTk^YmSh;)HUy#c?_?^
z&P0gL4vJ>#+b?+TZ>M=<pJDWb%oW1ch5j9k3ToTr3Ix8q3|R7O(?TA5`+c`9S3Zxh
zc>gly?2$um=L#<^xuT-4rY)K@;d$3ZTc1^-{l<Y8r9M9RIOkf*!NXrIR)5>}nW-)~
z`hKGN3R$fyYtDpR&W(F+)OTu6+SH{p%1t+2ODPO6-JJ08XuRnOzrg&UEy3q3&+iqE
zJ^%DmZPuql#g|sc9QYmGcV%+;3yrHaXCn@6-Z9}0&%EVJYxx(SVp4N|9B=EKcT%DF
z#*^zyZ@<cx@!q<-<lolvu%za|6?5jFo%dDtO-$NW<sH5^PdwVACL3JHZXb2EHf7b5
z(lt5js^o69y$-(Hwp6NIHmm2?rd;K|>_hY8rgR;h9g};*bkURTE@>Z2E?u&3{9+^3
zpvP!ab>;f6DPAp;7!Isw-F7uK$u9rjR^6w6*30W2uWDPo_c)J_RNisV@|A599{e*E
ziJHuK{PE<tRF(6S*q?`_?A#gGKJThl;kzOmpE>WVE9E9vt`<CKTNSQwYhGmE<9SmL
zo;N)`XS48Gm!_PrCrp>5i->9`sc(F}t^Do5b6Wd0uC$-#P*)gZqHl2^{y#%#>@-Q0
zApTG9qrA36-B@LsedyQCIdiTX?JM%jnm^}3kBq$6i@sS0N|x29Z%|ime0gn=Y4VL{
zMeECc&en|f)l58jP-&N&k<r&RS2mZhGwsUuPAf3dn!99+*4)TrnR|Us<j94ot6X<8
zDSX-x+<$HNS-X=A>@s~@_v;uwUceA8^JrbIti>^}Pto(tZdu9R*Y|q<ZcCgW=lTW8
zo86fi(q^koSw4qPD=6#Uho??0k1qAjFMd8_%XYt+zpl1*rR01vjJtKKB-ZfqrHy$e
z7oy*No*Z56e&O?fhRy5iYirIKUHkRQaPD!rsT)jJPD%K-bkdn7w>x1m+itQmEe+jW
zo|esT6{Rpa+IrtN?V{7M%<|^f_PnbOzf)lvXCWhJFLl?m^vct@Rh{p?*gli35bV9N
zcE;9xgZ^22q=fa}BrnZB@=1R!-_)<JI;Xu$zuNx0^+sIYtVnyw=gZ8`4z6d|x_5_T
z&&O!@&^k6>f32_9iG7Q6^QxzWPi$Rd>-1T0;yk|Wa|u^c%GlMfEx2MTCOGH&>R$6Z
zFPC;4I_1C6@7tHQyO-zjR*AQ54OC{3C|y7IEBA+_yv%#TSLaz@{9IyNtG%t)>`BeD
zRCRXFW98R({^AvW*CAv#^;DMN+#g?;T++W5;c)l1{oFi>?HeslE)CMOYcJ(mdHJ)=
zx>q+ZTgpg1(NDQyJn_K#g#BA{WVk-Q4O5<E&GmTqGpi|Y_dS=ky_ov?eAa5-8@=r^
zv*y1kvinoM>TSYd(_NWgEuID~&byelb5Fm_e}-SLCD(Tpg*=%5H00jBnB>V_DP=_)
z&uQA8{B~9B*{ireJ55W|(rv!1D}Qq-UBYxROOU4Y=AM8{x?wA?-0y!DcXc(JNI~7!
zeui7@kHhzTbz|QDX^qNctDTFkt$6)NIpbH^vR&`kyUuOj;nOqg#X+aV5-&Xu`#t-R
zxmrZAp}<4#=i1vD&WsmAOZ$}@XU&yeY{|Y&Ten(DZSuuUPqzJtn<I6!#PQbhd6^t`
zQ`@ey&+;?3Rt~hC>G#Q1LRMST;p_Vg;kv8itWF;;U%BP?MK#7Z8a-hP!xmk#pLx?|
z@x1xHnYY)))a)r=^TW?Su=z*0d(J82d8~2ME$>8COLMT<ZuERA#x7f%Rd8~<Qrk?Y
z$9;b;)*f4waK~-2(hgs*o08E_CD&c^EIQuD|9Q>M+*<+Fa{}hBQCF4SHBVHB#iMSk
zBF~)g1-?tS{hRx$`K7Dnlj{pPm-LG*%369UU1y@$lkZ=bROiUee6+h_?FPffucls4
z4I-}RTCH~Jv%D0vd)o6^cMi_GAN5>y>q!gI7nhuOJios*-8YBfN%%^xiQA4(v@*{-
zKJnfyeHGmzV~1c%+3Xw7w%<8>{F(NQ-5U<5=Xr_>uVm41%J-J5JaOU;Z(M)=gRDy3
z6DsK|RxOQ4nrk+1S!v~@t!upJq>IikyevP}PqguD=zNQpv9Ge7MP;`d9I#&PnP72p
z)hlWBd)ptd?w7i%G2^7?-ZKvcWmg_k@MoTNZIW`|{HPX1$(J!#vzBZ(U+(00)KrJ_
z+se8tjyB&`$A!!Mx+=No*dy)p5v|p->$y$Vd4K!HB7bg4^d&dP2jM2k#kYH|tts2Y
zIPdD^x0gIWOa7MJyt?U4Ldx%Jd(5-^_@BlYtvp|~XJMO#t<{x1KJh`JTAeqKysbH+
z@Z>6|h>*pa6Hg9^R`?icdtC92d)75+XUOeo&okc7nr6*(q-N{>yvB|b>ZUKYnPoWq
zbTf?kv@)&q(xFp+7dJjz?00}&CbVp$<?kJ$Z;Edpm72$v-8Z-0hO0Gj^P&pN!)29M
zwz<e8FAe>zXM1AZ-eW&G&Tn<e?G(B5d!tt1*1kfCl?u;h+?kZU^ta$KkMpKp9!^4B
zvt}Orbf;sdTbNso)=h@+;?$foY<^a?*>kotoG|SA;%&P-Tw-0g|K0mRk0Y%*O-pj3
z4!rK$YaQ;J^P68?v{U4<0-x6VIjxOnD?cx~?tG)SN>epkw&_lr#Cwm6@7OO~OX2Hz
z%p#|~woT&(lgH9Gx4fPHu1R@&rr^6k>Eo_vXBY5QJPBXx&l2(SZOrMz5?Nc8Ob>Xv
zTs@cPgw8=*i=#Ozjs=XXCp7kiZtC!lzqI4&TbaIJ6;*+KYo5J}&XOrzr<I=kI&R6e
zi96KSZ_~EP^ziq~v`e0qmlxKzdgJr5hu@2`*EJb7-|ySHrexBdM@!mnJZIbdOe)Cl
zy|akRF~6CQcD;^HXDGG5v}z4&{GaUgn;hJ)@3na4^72q{%(aZ|47R_n1RcA*>$<~6
zKFzgU&!)|m+QnUR#<Zh>)6#T*wuGtY<1flD{kPSaY2GY#EAr9~Irr_-T{rEepFCx_
zp6b4H2%NX|Mzrsz&o5`KFP%2)X_RE~ZMm)I&$DkW+b+c16K-$$_|L3Ug`KMkcjd}l
zzj3&9#jG3pKd!y%`|6Zt`6_$<^o=)`%N<u$-Js{EdGY0|JB(k~ZfZ!k`?@g0K|#(c
zY?YNV=Sfdnu8A340Ww@?cU+u1o1yT_`mol;3jB^?+YUD#%}h_`uhiB(uh@OK@?hfe
zOEc|yrAi$q7#>)kp*Js{A!*0$oyoWAwhHx3d+67d_o+O6M(xbNe{qIU7c65^u6CMj
zv{>fO=U<l<b?dlyyWg=%J~tlkjrQ4TTQ9X*b~WGM)m1DxGCdzXWA}DsW#)z6Z7Rsx
zGNX=R?S3WO`{f^2GhM9?je2rad)aN9XYVdnKEAe7v*hpn!{@!eMdmW*WlfIYF_b^G
zGivjNcY%HVGd^bKFtDU;eA0cIg>`-EZ2xnfQAcyN)t6_99M^cc_q;{Vwpy)k5e3Gv
z-Y-)fA0%z|aS<?l8+xwivG4n2jk6l>Dpm!>`S9`P{`5T?o~<*f@R(NgjhDUCZyFp~
z<8Q0Ic#G}HHJ6jhtHaI&vWlqR2wJw}y3vIfZ=WA}EPrhm$2&IG%Kr>=1R8wvZryP^
zT2Q%m%JW4#dp^9(`C`?n`qN)_wZwDv`Ny`4Cf_ou>f7p7yK3H7-y6@r1-&W09+cek
zD^z0X6Xw7>9?RA5Z5DImJu04c&FowDRNcOJ>@SZ->#;wNIa4%=t=?<rGa+}ApW6*<
zR(sE_-TXP)%|-kB#u%d*gX5;T>SeDAqqR+XDkqudF(!YyZf}x4=i}FPU1CwI%T8};
zd>O2=Tk4qB;_wR(V!!Q=vs_(vS@z%6`6YAuy-r4c+i$C#o70n}D!!yYV0-AqcIW8-
z3~8<5>tDtdvi|6GGwi!s<eT1Lo_=d`HP?Kd`FmB9e0>-Dd|<6iy{uWY^6{m$Sy2;{
z?)(!y-o0nmrR%-3jgOw2uCHVIuIyXzm*<x2c3n#5IjuDB>(gtO6FykHk8KhDB6+mp
z>w<^6Uu+`WmfA}1iTrwQ{u)Qs21&`=U7yxQz4TdQd@OsyhFudqVxP-L-J5mxS?BC|
z&-UEfDsSR_B<$((6I0(`Ir&+fUG#KZTft%5%*%T^j)aCz+4<yCz0{YNr~Eh`9!@h=
ztje|ZOBGI3__|tGYJ&Ucm3fnM7JOOis$<E}zfSwqN@?G_b42%<m+w6JcjB$*S{5>o
z_IkVX><*vDZaOtb$oA%!_hD=D1^f@5Elzs*@AXXWzCNjo#m_y<Y^T1Pn-n6$!}Ymd
z!0T;}TW$7MCs{|9FYBtqw*_;Hz5Mf9hBaJc_ul@xxe_7Ev*()_C^;Wowfo%rmr>LI
zGw7V{)1F@@xjrt)=cm<|+Nqvy&)pM>j$B_5rGLg^z5QjzCy(}uov1mquWEIDgvE8k
z>(Nbq)k(WF{=JVgjJWoou_xTAL3F*7_g(jtDiPIl{OljsIlZ<wmk)dyTl1H<@OtIJ
zb>7t{R^EP=xb~6T@%^S3qVB)*dCauuQibeut_6>k8?Wu!F6W}fzI|&|(EiO`v3_1&
zt5-kS)Avr-m*If2OiG9_>ukHPPm5x9*vN!0swh<7J2#nO{?fda7DqGEZM=dvhws+C
zm62<*U*oaO^-a;YZbdjT$XxsWtt2e$agT6}>*L)g?59?IT^e|L(%YDCnu&?rAycIG
zow%I6-f+WSEoTk|;jUBL;y9Jrw`R=zxqjt=M2$n7yJNnua1*-bab??<mU-@`+e}`Z
zJjSrD?plIORd_7#p?P25ySj&zWG#8S;mM^WW$WtFmC~La{kyd5?xia5X=jEOUJ0=(
zG<jz8<>etehnJC?o7iPnU&;&gn)OI8)XgpX{A%CTH)UqblDjmoJ9u(tU$*V@!%16I
zeT3h}{CV+1eQSkjV)mOF)r?Qu)^035`+ipO+}ANL%49-s=s7-^_0aFE<fZvKli7NA
zJz5lct3rKk{A>%hg*QCcm-W0Csq1W9v((e<q|k$eX5Zg&e8r(ldm7(I1g&Q9Gtl1Y
zedb#(+cv9>D~qph_1b>s`RlmqeGZkTEA#ExFI;!YlG)t5Hl?($sEF4<@Wktg{|wpZ
zw2l-tWrqjePW){jbX(8yWlZn!6P|x;vsX+?SRj-=ZC7c|)IYB!eJ%!<U6stPY<tl4
zQa5jBOjS5r?lV0O3DI?3uP=3kOb?#qXIQrLm1c=VveHbI6YPO8UMDq}+UA~k@>jb&
z)Fe|<ukU%X$l=nGvWF3U*{70rrq=KMo4xPyyO8<MBTVHQo~wPk@OqZ+;iW0wNo)MX
zc4@?VeSNmJvT{wV!ETSw-!~?>GcAfZB~uvJbZx(;`loeSuM9Yso=)94M`?DI2+Nc5
z)!Jo6+B4?`?X-9w8up!SO3J#DqNwA`9ZNW6t{t3dU>FxH`s2j0O3@{|njgOp>kEsX
zv@(0=P0s?+9V^aWx^AG(B0OuU>ILp=o1Sl$-+bG7jkyLN=c>tBT-^;-*XQ}J{M>Vu
zWmjgzlaH@swH9rh>KzoG@$TN2oa8y-v$D!hG1pv8d-OVMj?{y7kxTRJ<$kWWTe5S0
zNll%xsMe%SUXR~SKR4fY6K}O^m)ph_Z{z$k8T%(~z2R7Ka!cB(NrBgQzE1rS%JF&Y
zYTGQa_KYW?m!D2NW*k>A-LLZG>ifA9Lw<#)Z@KVY$meA$^R*RI*yX;SwOitN&|+oV
zq8-1l2CkGl;$`)s`_uBku0D&lN>lf@9e1vFyc1Xcu)3%zT&ZT2)QvYfkAv8ZukHG=
zIFxN?wHjkl=Ji`^0#<Tm&#GAArYYm;y!gWPz5BXYY<jLwdS!L^<b>sWQ(sBV_VGV^
zwAjgK!;|odIxefcPCf6A+p|=itNcHM;G$KZ%q&%A-EBKO!9T0-h_)Pq=~e3`fuCcy
zeE8_~rXx|2^{i#=%*$ssx*lUZTFJM5ReHgB)AehzDtJ%6zO`ri_vylKS?0{km@;Lr
z;M40XmfUh{?On2cb7PZRrRkTr=}S~H_F5IkEbC90c44{9<CW{3yc-sGy*a!i+WGc@
zM4^70d+Sp&x2~x$b<1E{_#oi=&I7iZM`u1hDe*e`+%>z-9mlLTTd_*-VB7s$)9e`g
z)<T1Ka#uG^Zk4SHX9;~$^Vj`stZc|6HVO5O>*Ag|3(s=f8&e!|@2%mrT~mTz)QYOU
zTU)B|TkW5L)|6`ueN$`V+&Gq>u9mxJeeFU^wXEFNizmF7KVPuQJHhcu*yH=h_*K#t
z{7w?S{%KWaOy?oJ@2Tt^S~6X+W(IkU$~~X`=RGVFzPH81<j%Q!Ur&d=eo`3PYbvsS
zb=ux94QjTlPp_Bk7T~Q)TVj{|M*Ez4$7Z?OY$>l#wS6m=pB7D?oR&~LCv?h;X#qx-
ztBoA|b4pinu;dj-h2%yDUOi$}Q0Db~apwHjwXLPIj;-5p`|+iny>d2(_sl!Cb8nXB
zG8LW&zrsyDcgodrP0k8cU7viWv^L1|nYF)2W>wuc_o^%1o{F7`vtA}PCUdc8-J7aw
zZgV2xY1HPG;jVv{S1!AKU||uv=uJ_F_Dsp+qEAj1y>R1PTYBY&Cd;h1ey5XPJX&#7
zWoqB5g!0gQg`KZ|ep^@n+yBbdEBho&{i8F^s!N=@wYXIAmiyX_2aU~d3L`Gu(-!=?
zwot3E%X8_4qnEQ67O6c6TQMPN=Ru|C&6k#bHmaJH6_@5~{U+C>;aW{&v?*V4kIa>v
z_^t7}zb5_EU8QZcjyK&y>+|Z`te(cdtlnY!maI5ls<hi&`Qs`hGp!4JejJZq2kc2_
z?>cK16EpeZRF*kk9<A@Rc<JLY<?3Xq2CdwcOJ9kct`40M&3mbL&eg51%ofkqTAOaT
zv-HohEx{U0+aFH!VA|;t<bQ3O(y4jcdATR<FWfuz{G}OhcD&Hq^nAxMtBq^s?B(<{
z3!bAWYZWHFCVB3j&rwC%pCcxBvRR(x-JE)Q>8Ya13gzaIX?KL`r`q#H?~Mtl)i!?>
zGe<XDKQQc?oyD^?5)8{yHyK`A&brxGE&a`duNt;1k_>-_yi7jEXR)^AT-N=V(1@oc
zk8U=6^L!cUyS#bM+OouYn=AXg1ux99%)c<*Z+dc9tYxjXmp1EhzpwiQ^eT?VbaMW&
z=L&3kb!Ms8oX|HDr_9QlQy4r~z2IeROs-Uq{Iw<3D;kuQyNc!r*}R&X>6*Fn=v*m%
zKTW>5*+Nem8(#-yN&Q{BOMXWB>p0f6KaP1yPL27MBK2rxM_885&p$4Yv(H_7Q#Ehl
z`dd*8LzH{2w`axaPf9u{@qB6J-=jzGUTN7Z9G+{kEct{^c5le+*nZVVt2{qlYU+9y
zn3=b3_N1&kR?)@`j>&Pe(-(OCIQ96}Uaj+oKOSSedA{b_#^svt&YhBw`Wm<DU(UzX
z{(QS9_*8s5ZhGV3!yglp)9SgtX{<>MvUnNpx+mfoYuT~pt{1hwJnIZScN?EnzBIMC
z^{CCuC2~_=<uVEPY3;tPc}^?VUinI&q<hA^YT1=BX<Nb!tiyeB4%%u;ooBXK5wOv3
zO1Sep!;eRU=B!DU&3b#~H9JGv&h!a8RX&Gm-RU}ccb=J%$ja4w@12;kG5^DgerD6q
zXB_-lr;W~9Ggz=++L3NGRr2$mi#gMtz3sTwF7I_LLbdE1=gD=Ku6w9U{>@(9?bGXi
z_t~x&7klz<-se%xnznb6%`<JIJrmDHRz%Bc@2(E8I2!z0jn8qtuh(gps(^!MwPQa2
zR8E}3b!@82W9AR*gR+I{+g91O$4}oM)gJg&|J7B!e(7179+vV^2WQ=Fn&f!4+GQK_
z#O<a>vL>wYa$sIs<hRIkx9n<8vvtptkLMNd=&Sk|xzqCX(Tte?3~OwjZT{U?ef{_&
zt>TcX`NEyEN|&tP82am~nDX+a(bJhWrc7wFpX#D?^SN(i%=B`bviETl7ykRuV5x9@
z+RCJ>Z|#IO)$ehwW#cnyd3W8}$KHCyq*qnF>t^qD<epzQb(P8DzNt5EMsJ_SroG%-
z{`0kcy}q|oYP$|<s+OHsuGM(_Zr19*Gq=>9`t~rz@WiUO%U8Y)dU8KmYX)cSw2J=>
z-wF>L`WKoIF|qmb)~f7?6*4OxTovDbqbl6gU9B|W(AD1cDn)`fr@oH9;KC@ed_sBs
z<nV`1eugnZ*PdU!ShG^>am&a4bK4&^G)}VmvUGa@!`ZxLml%#OO+GRE&dqZ%#|l~!
z<faBiRG3~AFg`9CI=TGEg_mmK#v70LGJaVX^h|yae^K@o)!u@Nb#bq5TOL>)B4zp9
z@@VGDC({GXq8WaND;ElWSs%Wunc-LQtS6~kRldB8b`yJ1xivdv-^BEp{@gV;L>qP7
z*I8d*bv~g|`SRB_WtSy8epalFDzp5%*L6?iQ=^3eg~y|oiSM_~zV!U!ZFXjrua7p~
z_b#z7Tcq`u^=+!PUUcPVCeg2dR=YHJ?a+-VGu3R|*i-s8cEY6-Z<@VMZf0oSy*B5-
z4zAjjVOKk!W+z!EZ>iaO;a%ryjacoe2kd^>uKMHUZ_{TLy0m$jYph_+9=>ebJd3?L
zUC|W}W+kt4lvwR%mnC+`aqX4Rj#o+E{54@b8|L|zrq=G4lDb~bQW&{ca&}kVb&IL(
z&)&znuHkPmJh?jXR^4aQOU`)~k0wuvGU?^7jPq#HI1qR?#&Gid;AriveP0U`7>bPl
ziJtgw+YzOyJ;!H4`gYSO>mvEa9=Yt@)umj=nb#H@r^<Z1^VubO-{UFKes8X9Wk{a&
zCU=G=i~ONI?=(MTFK8+|@oZOg&6<#(;<0{j<1JQxORcv$zIE~h|JS#+IXB1T&JDcn
z5?T?y;>)_a>Y8^a*R3wF{1ukGJWgA_B7L6iPTp{(?s-$U+OSXl6;^-O=GnI9>A`Ai
zYq>QnPA=c5zVP_9)zehItTdjmlYRa2S6NTff~JISHF_F2Yeo31JE<(8#r)@A9!;6H
z=+(`3CCkUZLK9lTJ(8ZJRxb18c-~i)w)D;|p{tUNCv3Ii4T_sDO}IUA&abOwom0N7
z^bTGW)Z1#bQ6+70j-Y=;fAYOGKY4q~*P2+WT5M)rbf@tA(~u|IPTC|~&*q)I@#U<`
zu@)PD@9)i&Yo8w$c02gI?px`4zo}P`XWe9%I9q0r>F8H@Hp_I=ikGpPnJW*>y}k3~
z!L;)5)a<kce3svr9p^moX#0ZJ9gjLzyoy&b&E3CeD-UBx;k|8-w+Ga&@_3lQ<{Hmc
zm9*;RSDEm{gRHT)46MQ`lI-?oecG;YrE_)1i5;unI3$P7+`zHsCdaddcRa0mGQVAQ
zn=wBsr*rcCS*zz1d(RM=l{U-seAJcjm-l~Ow~|RWEldx*5Oyl-=w0K)RV}kC&xRY%
zndMgC9u?-ZRb=9P6D`j*VO!a4(sn6-S@pVSp0>H@ttY?NFFa*CS@^Qd)%p#I?V@+r
z-7C^ue)`+$F7eIfH=Zxr$YpWf=E^c7cH7m7bNR2WJaxKfqRYCF%-36cI)#-s#Wp3+
zUm7(niBaadWx>-MSB@S#8}qW{PT14W1ss<D8NP;2nagHWul1yJih11rsa&ZiU;BPq
zx8zv<#{0VWS@`N@!j_bG70%N>H}R&Yip;fJXZ(0&PVca^J6`;4#_xn{#RA7yKHDg`
zY2Vl7!a}ZMK4-Umb6whyESj1usVs8f-jvUJR=)zSHFeFO&{G(qk|X?OwaVl_udQ;P
zFHOq2+x1pcY1QP3!BZc6s$Ag48rW|4c#<D$T%=#^YWqCvk`;UIpO-uvRmht5)ogAX
zf7ZG3*SD4BuKL`W_jT5F*Y>69+GSRg+x4CpGf#3?wlob`%y;+Im4sOv+?6J!Y5lo&
zr_1(+#M;(5EXV4l+DsV>+@ls73(lMKd}-Q~b!C?po0n&E78@5f|GZ{6=d0Sv^Cd-<
z59G3?yqk7Dn>BB@aG<KTY}TE|?Y7#P=`nonTPq9pF&;?!lc{>ez#?zn)K&cx+zg_2
z%icYDBIe1*n7K!9)G@xvo<BV>X|cL#U%F1!_qS0d7tdQ(-^$27SNY)klFr%XTSI-e
zW*%mgIB{^zH$_eB7nxd5s`{_3nvy*Kbu8<els{{#t3u2RSACJ6oA$HsRAIM&@~k5F
z>r2xmPff56Ygv2px$SGd<Y_XYt1D$bZGDrsq*+qga_#F%!~Ug3+n#LtP#k^j<0SW}
z+%36&wmD~y>D=92y1I~w&2njHxP<ntr8loLztEl(<U6lva+utjo3>hi(wB?+hJ2iL
zy^+(_FygdJ$;!{-Nhj?6v=?@MXqZ$twT)4BKfl+OO^I%WU)NQd<w|51-97U9yu~`9
zzn_-;&0aL6iT~#x?XLaB^Bw=J(%g1$>6NY9Y<~S_-1X)4Ti<Q!%(IpjMW3~_&APkJ
zxcOK3PX7qyr&%X=?zNgLQ<S_m?p~#+WB7#PuI-b1s=ux_oKhlQvBapL_+@~Y`dT;7
zyIsqsc6MhZH#l0pj+|u3d-B<~ZA@16QO9=%@2IZZ;_kTpN~go!Yg2l@J&?P~HTl3%
zuNmsLJD+XcmBzbM(8S_}ebgH7^tE|9DaS7aeyjVjBC}jxdFN~~_rU)QufDDoG-I=y
z8vFR5q-by%=d<MnJx?XIXDcNh^^o;=@O6!{!rS0AH<e9wW#`?Vb<)^(w&jDm(zz;G
z2d*srU1#e0G&IluX~@Ky-kCyCjdSF_3P?Q8u(|f`OX9WFKfN3+-uuQ1UJfynNtjbS
zYnNeP)+`?3{-_zddXibHuiksHRp{KA#))6fnz$I%7F8_MIc#&~P{l!(IpMRT%J%jr
zvpNaQTXVTrG+gHK+K_oR6OTuQ&gD=L41GG6>+5sT&!4C4ocZm-;mbW?$1Q7xTCM$~
zKHoIYw@?VrEw?y%{%MTP=9=gIQEwJ3tq*>-*=l0frj0DCmR7FGWLh<W{b|^;9VcG@
z2$R{)#dz}N%XnvwQ^ybc-rYS_oqJNP<+`AUn|F8Js4Qo0KALi3`TVH2%cYIG{A2l2
z&zn3cdn{_R@#CxF0Htkjl6HqoJMNPFB=7K!#}aE#m)x;RzqVOd=}z&Sq+K0Xix^~{
z&&o4@ks7)rzR6U!-SpaFu7`ehThAYq<9MOHZfpFhjdMhjZ#-RY_B=Z#w0Xhty00rH
zw#Iz<x;A2w-~4mS43{hI*?I2dt6EhZ?WyyYX*ve(NHBaIt)#<Hzcl?$^78Gb2Q}5I
zLo$ng-Z+vycWqNuaO<nb>#~g=GCW^f9CUs|kKpmFa|W;Sb)2G1led|>tE;b#X!^p$
zSABi<>_`4G^Rsq}UOad>yhOP3dFV<`-SdIsdxY$5uCCv*n=wWtcyiA_=4-n$ibCd}
z+cx=f@jTw`=|81}?6SHxp5y$JrCt{JSBouwj?9DWGd1m!uPtYp@bjGGFR90AtnI-^
zON~8`F+P`ASLAw9-GX^-$-y_36*rcxPo6tV`FmAu_S~JlSCZGqWpB!1s!*A?@9Sh6
zhmFef?4!P{yzh7X)LCoemW;BUuP@C~V%zq-b9*xT%h1J*&EZS7y3aiG^}@VcH=Efc
z{$%gp{!A~M>7I>l{t?U95guP&6x}Sb%)VM0Wc@qbPN_`x^{QPgLeipM3VS}-W}jbf
z%XiaFyDahV%*~h99nLvEC)`1qWzL7{(51ajU6+>JoMIWXW#^fboXX3+&L}*dc(in~
zN#(JMHSHcJ9!&lx^75|k*;U8BU09xTMk1jg`$FylRp#V=#~6`{&kiroR;6w{qWyw3
z-FkU(lS%qpsa;pHdzVk1wNRP&-VITe>CA->szbv{wH(h^J-fPj_oP#2CoMhIc$sO9
z=L)q;?7=T%zT7x0|4Ezk>G6l5r>g}fH|M-?y_PCzdH2@t*WRr+s>7SkmN-AR0NwG@
zA9<sJsjxrl<+tFcHx6FyUS0O4I@oV{&$Bt}kDEUJ@S1V9>c;5oHS2wEt}AzQ58tx<
zNmW*EzW>LSkyBYK4`qAKNn2W5YrCs_Wyt+xSF8Hd-<8)+E9`kZan`f6c|o3c8?TGb
zDs|MZ+44cMUnQ)|tXf>F^SCdM<%HcrmB+FrA1Ss~U(ZrvNnj{G8WpQy!LqevrN(Nx
zT)(pSY3CTl)t8Gd+jeB)mGB&sj$?+m*P5<vl1bpXR=i^C#wiK6_bgU6yYJhxUU}Zt
zoR=9@JXKd-8U~+y@NMnt%Fu)B#OB`KZJTjUQ}tA_{?a0gRmr|L?w5Rf8+$uJs-abV
z;_Jw5f6hkbSxK7hibyiPw_V)VRhBiPFVt!8YR7d+3S3*3_*xvY7oBanQs=@X!^on{
z*G>HXOH0=(J^1+L*~$r=ul+-=Ex9_!%26is@&%sf@~z2RH?0=z^R1Fzm1}z9p4#=3
z-(H^0Sakc&<GN$l3(LP~Gl&`Ye^_JP>l%`Lxof*lJ3F)KiL)$|gnwQ8uxx$V8?L2~
zc81>zoA!0)$-92OQI8Z1j>}Csx*_N4`Zw?F-j=Pr6qha=Rdd_x$h2QaFV^p=3J=U*
z74y#C@|^a}Xr^UL1+AWoPPuDYDRH?q;`F1OFCJShxth+ny8UWAfA2qo)Z;y$R<YNV
zE|Z>6JnQN9<V!K9WBoq7YH&ZfF7vDEJ&*qkufw%%@3RztT~jt?@~6qsho*i_wVLF0
za;<;*_Nxk^ac+h4wDW9})MB3RzqYShoWCdUsQKH?iofr!cK6)ASkW)=p2x3g_x_nZ
z5y(z{tML77&F<87-qQTDKd<+`Y+7hCL#6t2gjdhv9n*}y`}+sK$d*tnW$$@B@9Q3g
z?n`@S-3~JBpL(>UFkACa{Q0#-JGPVs7QDLrMeWL)DbHoXr=3mR*>PNQ-Lv1pd}hsO
zix<_NseQ3I?8>V(8{TQ14(`~s>Bf?VtZP#orf1rOZCi0lQCal)wd=c8d3P_(ntR#i
z)|KljB~|m?oOL{<{v7TpS^4xz;+xv+Be!E?7mH5TTdx_DzW!n43ccgGIxdN<89Pm?
z?3S+NpDml+GO1FPeO^}Up7n;-ds(v%bMH_{R@yu%Tx*%~t)p?8(F<GdWeI<lyE@Zk
zx}<_|T+6KFosu#kXBR*JVSQol{GW5q^?J>{csTNIjCRfaxm9-aYd<SwJ<ZdJ<UH^o
zOzEsjQ4{BbYh8i)$@1w@leQavsR?#DdHvIxm$Pi<&DCz$boK6KnX4<;bIRAt1irat
z+hy@eSL5W(DPJ{1Qu-F{FyEbVu6W{~Rn@N_?Ua0eZAW%@ljqOIvzdOA^L=}?uOB|T
zHT%x{Mb{P|kYw5}9M<2wTlsaIz|v+Jxvg8X_4tF|$FAp<&ZxL_<kRk@3*VhA-@{Ws
zF-YvB+Ky=Jy?;Nre_FRvTFdy}4wWU_trmvg%6XS_T<whf`l$Km?kw&)A*2yFIZP?R
zKQM6LbSsfLB^!%*jwA#}X+|WAu4pr0%X;--o>kh$DdNS8v}BXB=akG!w6u5<oU}Rh
z?a``$-m*E5m!_XkJbB{yCs8w#ioDujHxaWxpRB@`9X%-V<=Gsr+~w_Zdo%n_TnzM#
zI#xe*LXq)btvMf;T|REQTIZC&<K}xirB5%uZ1ecbvfW(;%UR3TomSA0b+t}=d}-6g
zgU2c!ZOi@OZ{m6ExJj1ly^HmQ(QjCP@$nk}Hd*mR>iybeA11fjRh8dZ)kV3&Hs1VN
z72JCB$kNGtP0P*vZoWR7HFI*A^`k8hv<@)Tug&_|=bz|g74zh_Zw(LM@z)WTA_Q)}
zkK3lZy=+;1`tw!S{BGUJnrc6N;nRuES|8_GhfQd5+VSmd`Td&*<agCe^}Y>ZKI&Bc
zF8u1sc$dN?8NR7O*{PPc+8aN)FVmWRyJ!A?hFJB&YKi3=56%vV=-pbREl?dEH%;|^
z<E*>gzRa?#E|<9!nSJTD__3z*T==DJk1w6(X+3^z_vu^{nZj7D%-`0`$3<I~?0%EU
zBR%bxT#!lG!Bdx|y$&7}eJymGHO@7`uR%W1OK5l0+}E5U+ijjjOI&8@TF!T+@VMyS
zl^zTII39%0jE#Sz&^&MJi=(^O`kM>-31ppmzV2YT*qyvzg7@ZK*E!qsSNn+4H5r2^
zd{eL9&T^T**JawfgWe+ZcYV3+d{gIBxaIq(%M5PW?VGL`H*mcC^Lm9i*Tp_go9otJ
zZ8bu=dna$!dXT#FkJg{ESB~tLzpnYvbM|`Iedkv8TeG~5YxV41*Z<K#Pv^?>uBT5n
z{@f8C^@UTyKs5Mt%)F^G8+Tp~3st!~%jV^lZFz?l_$nC7PulB!GGO_ol?w4D1=_9`
z9<O9SaocdsAB*+<(^srp|4(rJWN9|rqg8H`Mf|$_EY_VlD)2^o<$Yg&`x}APy8d%j
zKK#39b}jkE^76Z;Uur%c-!4;Udg8Q<<0r$QowH3Nyvlal?8sy@edt>lb!n<k^78ns
zUjiK`^4tpJ<R5VyOq2V1Id|&Whiwa1o;-SU@pD@zPn%=Rw%H3mT;bcU+VRRg>*{=8
zopQk|U)P=X+{(dt`_isZSCR9xj$EAUE^WT^%`DrKy;IU9*B4!WdcW)EqbqN<vhS2w
zPHBBovM#RdX<E74oJET!nUzW$WGQ(cXT9=P?_KTN@8@zodAzrhZ^4U8b)x4(m+JPX
z349OEdh_Vo4aUnoS1lJEJZ5$6Cxei2sASRI+N{u7nkyr3Mx1Ipenuhr)4F-QS_TWI
zp7qbz%UbgA+xo!EGJV;3$yz0o%k$nmUV1rv;^zMh>m$x5x4n$(@laY6F||{%xJx+Q
z<#M)5<*S<pwzjX0J_#+CpIfy#YJE(p=#f`tH<BD4zw`>f@H}9;cA2GwJWu7X>xKDh
z1^kzGh~{n*ob~d-be`pxXZcEAo_g<iy<Di{s-RPBmTyB^Ukd&copxP%^SRp9y8Mn-
zW#vAXGmU3Gf1bB*=GxG_of5XMW*^^e`<K@)#A}Z3q8p$7M%{|!HnUi>TeRXvZT8hA
zn~XGBizED(O;MTHWVxz4YR=}?s7br3E2k}-Gd1wuuG?X`J4~OxE)WVbK3n>2`y9rJ
zmu7#mS{%0birn3EAEOyQ-U+o#vH4{DGGx+QudlLNYbG!AKl^n}>AR9o=GUHdojHHu
z`?KwW{L}bXtn<0Ak|J~Ead;2&XTB@CfpaoVwYQd(^m0wO$!wd=_clDAC1qCQ*N$(3
z$7<`g9*uqNy_<1$v`XLnRO#5QFY>He{jQ!nTQIw~_;ObD$)6yq-teIOxpl^y-AywB
z19IP$uGN}URk~uP`Li8gukcwtzPH;~FLc7nyo&X1q9t~fhxp1m9bUe>X*#<&wbfEa
z>dW^@rm}3>%~$j$Xn*35I(}=r^0huzCz(%WHhI79=d`o$O<%icbMcj~YddF3#e68p
zvY21|eEHUDgQAdcc412rZCuwc{c0F>=CQ5q>e)Lxo^!{|xY)GAbh>V1+RI}V>&)W<
ztLAOlaOIA!NWWbZdy<=5cA3Vxsv_Ihi~Id=Ffwmd?BFxd)_k1yO`U(*O6!xigH0Oy
zt6ba56N67~X5iYN)6U-4w4-*-?cM1Yb<`wXRi>Wk-SzhIoG_nlH<OHbOM7;QcbzI#
zJ!irGdF{%RW_>ZPtQ^*o)4p*X;VC&<n(oJHA-h-0+eLy|^t#)84T;sO=5DvSV-<6D
zYjLx$VfiQa#{n_XEGHg+TKCE&Mvgt|;I57x4@%A!M8}?wGhVd*%$my6J?4IzVlh%z
zCSCk4qq(G7l7U_H<)Kx9UeC{mx0~E{>+QY3V^sa+>w2&4S00Blh)Vp;J|f}OlA2j}
zS*y7@YNcz}+^j3pI=)%Y^^N#+Xy?rLb~XIxc1)cYF6;Sd+k>zP$+CuC!G(S&>MkwK
zj0@knk(0IY{Nw0{Ms;l)6SphRsWaUxe$Vn>=p1deucje)^4|PQZRC2q+|=pSO`o)F
z0$&cUelMZr##&}Iz3-V#pU<bOXVPu1y%BfeNt<8Elf`Fs-Ap=Je)g~6=Dz9aA}h}6
z-uF9REPDU!@z-He-!s*_9<;s;o=~^t%Z^Nm<m+8mSJ?K*MjrXf9qX@B7}uJ<!kBNz
z<F1d{rOK1oH>{h+J<W&bx~%8rFn2%M@Y#81m9ISA{rWS{ztZ!kOKh{}RPSj%Z?Wds
z+z!){pQ$%quX;8;cvXLZ#!dCTdADD2ow?I<eacDYg!B)lOVh3MB%f`Ys+AdcT>qNZ
zF)N>MJ5-&lzP^n%Y&c`F-gw)N1fz;?>sFon{Y*aUv(_P7zF!t6?-uLNymLCw?9rmO
zqeT_VU90*I%k*6Ll-4>Pm$R_$`31LtIn{G&->$pzpf+2{GLqxu%NyaDhT*R&-@lBx
z^X<r-p0Ki{72iCiu5FK=QG9KE%-Jm|wb~PVj7<Ga)`(kvUn?A@HrLZF>Ugowok{$*
zE0byrly*ASh{(+??Apuv>B;l^qJCP(I#=#C-TA`6XSv*>T_^IcXr5%aKKW?P>~_<2
z+nePp(l2c)+hzLApuhM+)Kh-vd0Vv_9?1M>@OrRlm*uhS$Wqp0#+MczwOdxRv1q$X
zX;2G?71z;;j_<TZ?zh=j&D)%3U%fo4KkfHivG%n16Sl{n`t}%P6}`C~p6pOvb=6d_
zO>e$Ynd#e^P4lbzD(}c`xe!^{cV%8+&DEo)u37G#@@Tu3?U#mRn+MmeZO;9zzV3Ey
zjpuPw-#49dQ=ZI@>U4@d6B1M%HgyNXm$Q)utTJ_>;Tmfy-$&fKZCvqc>&^>W>jN8K
zzYP!I;h!$rDD$e~{Pw7A>L-t7duMLk<af>VyxP*<exJWuJt_0DP9$kt3oh_DZmB%0
z<;?8rtK~Bt6=t2C6jSnb&6=}H*Y5TvZawdFQN^+Nz?#>Ue*R0djaPGpxx3r#&PenZ
zc+C7^U72^rjW5q<y-|Nrc>B@@37J`K+pk=nyCqe3#d(J0rP06HTw{AHUtamX_C?pk
z^LbY+^p?e4UB2=8cQZXk1wP}L)5d%pFXMI=E&Rdo`?{*$%(+L(S3J#pk*|65sQLcn
zv&$w-DyY};SeoE&dS|ZS3_1R%p-V2_EdKPL;p^*&z2z3q1NRD5i9XmfrSY>=?%C4<
zmUe%x=5IQ&Y?)zRT-&yy%gGv{YfIKHY*(H$Z^5;#ixi*kx>mB$AUQmNfhXljsAF-&
zt)jxKb8XBXZtQxYeEGYYr{$`sD&{N9uVXhgHu?o-C(qQlQk7S9KjAscJk9?MsfqKn
z*QWGKs)YGmTEut%apdf3{db!cWOqInZ7eodN$;9fz4pk*w=q{H&H4KHXV@y&qMI2f
zVmIBbe6;DE?tQzh3#4_7Cr3~Fu%`Rcw(c;?sG3`IinJLo{AbW=^LUbYEc^1}%cAFf
zo^74%?z_Ki>bi597j|EYo^N?R-B`$=>YDH^zcoenTEDEGdpq!-s@Hm~x28coYu?{g
zJ8zY}N&0ZIcJ;i}oJcl<>@>}rzVVX|o|fTaoz3$^Zr;>hZ%>o6$&wbg&d!yaU$JC`
z%GXDG|1)@1EZKH@;{3HWhx0bM>Tj*O*I&Q&vO3cq%R_;a-V}QA+E?aotdF_m_4H!Z
z^=Tf@#9y9Rzb5LQ_31n|PtniYJHB)#Oq{`Fbv@Uj$aL*xo19d3jo%)-O?SCVRvK+!
zkz-uBHo~Sx{`{=Z*{5d;OpJBwEQ)3}J=weLie<mn+`6*KZconyF?iS{FAdxjDdyns
z^*SZM-K)W2!6f#_F@=+-vWq9*C`oy+R{6r3RQdF{YOZ6~*PBI8eOG*G_VN>D4aR*_
z&%Hi)LrDA3a&x!E{l!@k?Hs$cO?J&Qt<|jLtLHkHd~Nx@vPj;fH3z=0UljP=+%BtB
zRr8eZyyj)~hH>pFb$L~N+2^<Pe@&P;>x;Dg-V3unJk8G&m|bw=i*(^s=4-oHeDuAJ
zZ#;Nh@=x|E?oacszOamxow&K&vU}<Q^{?xkUNG&so?Etf-qz!HYL3f&eSW2CwV|)}
zG?Q2(OO;H?3g+gn=8&yn#SIQJT(5JMbV(QNeDZb8%(+p{^NO->9{TrD`@Zv=4H912
zyp<|<`t_^D&ih~5d-&iXX_0$}S$du?O^tr}TAS@S^Q^wl-;=Xak}vJnN(xb1G%4rj
ztsh(g>z4B7yidOPHC}M>c9yWx$=oLyf~<P3ciyRN`D%LSM{vNWynRIsCl&?-&zjS*
zzGJQBF+E;ax%Yp&TO^{M>uq@{te*Mn`nH#!4%#R@DGq)AW^v*%?Ms1AH%H6PJLRPn
zIN7dnQlwInQQcJ2eTz=rP}_Ca+c$nTcVG6|JjIeS)54W{xxR{B;amD6HeCtNSDzT`
z6E*AO=kW8L#aiVrqr6uOSem}5jtzY27IG`B+;-XXP)2{#!!hyGlAC{C=T%$Bsa(F+
z%zDFL-*n6S$z@9(FWPvmc1e&Wf23gV-Pi65*0b#~O+WrP!^^lldZxL-gUPQW)fMJx
zZ%B2EE6TR>_IW-}`{a}$|KI~vqK_sQHTauezI{L<h3i@3HjVpHZ*v+rY*(-5wy#yI
zuHbQ*G9~UV*X1alk~NVz#XqiBJP^FJ+NO5nt-arUy;s?N5><G#_wi}H9H%c)XCtI9
z?X`=JdD3-i(iMh^6}O$s)3&5bomx<`g5?b7?c-T5muzKuF1bSNxVl29rEOPWVf38U
z`MTGZL_{9<x$bu@;_ca}ru!^ULe*FK3TkcoDYIg0f`fLnL6qXT@Q-T`3q4!2Xi=Yb
zUdT4f+dccvJ(Jm%wW{K6OzkaEmag~j{AE5FWcTgTY@BEHG1603Yram2yX5mt+v^vu
zTkpR&;qa^{Py6)>qrx`sP;UORqGy)j6qTvxv$pO~(YLvt&i#RLz0Sso4RSX`Z>m0G
zWmdM2dgW{JDlyZn<kP;8#+a>_(oLn~SK7?Wa-A7lJnK}T>E`z<&)kVl5qur<a&u{N
z*O#VMSEJu7`1*X-^O9R;U6;cOFW%m9!ZypzCp;nNKSR{AYwq*5^4Xqw%Ufz`RxT4(
z^5*%{GPd*c99IQJ^~g{Ev~uHB&Zy%vPW7ey$qrLBJm&eT>e|PRirs=oi?455ljUF<
z7=7nMv5oI^t;;)m3-zAevcC3i?vf|@i6_6ViROr^EEl}Dchb2#tjD7+3G6*T@AQXP
zYr{2jwps2pdAQwT&G`+Mi3eq_FSp4OUK-RXu;JxV@0Q6?^V6<ODY^0V@s<+Vmy<LZ
zu9sX~XBEbCQRvB|ty3>)&A#v;FYvg9{lkb{#o)8$-wUTYA1z$&Kkq>whupodhlBjI
zz8kLZT<pbr@|WI{!Wf(OET-(u+d7V{if``u9J+Sx!!3?;Qo>CCE$}O-_-1<Gxn};x
zPo{;T+UDx-TyupN?!2~VLukc1ujud7Ewi4i)0?tAZm-tW%}kZ1d^RUO-Ba4~^wiRY
zYiy3mY6hvt7ipK>4OpLiX`7J9xdPkzzonP`TIZf$xMbz!<z-(}#Lg+j%v%zsws@7<
zCAO^Wn^Tz?`=&m-F63?VTI!RhtoDWC$zkrz9jn#uZqwW_@7v>~o}LH4!k4_<C--Tp
zr_7^W`TQ>mj!Go4`DtH1yD0ZTxJ#y;+bnB?3Xk1>%TLOPPu;-ppmE3Y*Tm@0w*}{1
zvk9BzZQ=T4a-6TFmvPqdiw7_DzPsAJE$moj;f<tSx4R3al4Z4*T`pOe&ymDdcy06h
zjelNWn6l-{JiqFbZ!bJysrB~>w=A?|XWA7$G1T8~>(Nu?=AuoRTXWB`^VdD$FZlW3
z%Ep;7At!UBMR$rwM7?iGJym76+-&Odl*BDY&rK)W^vslAy}e=%^Q@=q*Dg`qz+my`
zb$reJd-0i@C(L?~e&LFCabK~gZOfDApI2#Tz4A@EZPqep-`Uefv6CF0udTLgl+$Sz
zyuG$!PuS9Bfv>K9$(_4>`f`l}FaK(H1%2;}>b2S!X7f9A$3dH4*XP$R$$RpB-TknR
zxyMDH<qNZ&E?c{D`^xK*c4=!DmSvx~=&81&<6YdRe-;<y_wa`9uaxX+@~xWQXk(MI
z<MWfa>`6<#_bVScZnafasxW$Q<SVnP?88~B9NA^Ax!zrV_R`*{-=|!Z_FQ}QvgYu)
z?5e<^sqd;yR#*i0M4t3aaxk59?awE}Se5Bs4DUlyrpDiX8Mn$>RAceHX$(6p|4p6t
z^Yx$Ai)M5knCVw9b#(ce@J-!m<+Bbv+p4sKg~2!3%3N)dslt=4rJBl`0iG}3lx6B!
z|FsV5zcqtz&)@7;zMHS3CZ0ILe`r<kF11hn(Q~6>wy(`ta{g%1L_?LZSLw{RHupVv
zT3o0nQD?efJHy}Xc{~iSXVty4`YO6<>aIDP0&`x9UieiUB--;!ZtJ;r3z@4&CNsY;
zTWk5w)a%VvK{s~CP?b)9X4$NbJ8g=z7RSn53%YYR*n6e<6p?vZM#i&_PY*bnx^IQG
zl;^^w&q{vg2+u0WdThVtw)&+tdJFD;^n2~gJp0VM$MwNcA2&@tzqInz{m+-yuUoQs
zT}GbHk_Y#eFIlYlKIpmf`Z(>j=AfYL1>O_fvV_9#tPXk+JzF-L&w=yhwe_A>6Thr-
zoxZN>v*!WZS*dFN39KfJFT-w5X#8=t?3O><T9t`<W-l1@w7z64XSZE7?eg)xF}=}C
zZT%`E_CB4bS+hB8ih<14sX=#F-OBpz#=G>&62|i@*D~xprukbruHx5K$#+xPB}7ka
zt&BT9J6c%c-qAK!nOTdzE4que7OqJ2Ok>*fI`H~b(QSt6mv*Se?p{(cwJ><n-RPY!
z%%kQ6Y8zX~ZGF0Heb=uw>2{BHXwP+eRi-+d;d9Tmkg`o4evB&DZQm~{x5-SBE^FHT
zE^ODny}OF1J$@akxUpRMsmi<?>zy`zc(RVM@Z@^u%@-c^tUqP9^)eUlUhkz%N5ZB)
zng62l+Wd##C$sc~uYb8qM6mJGzo{2)-%`?$SU1TuuuuC!E61_xcFTDimiwLadUM>{
zq<_0tv0;G!wXKm=S2>f_6~eZ8r&I?{@{Q7z`7>QlYvaCyuY-Msi;ro~nPtW<5_i;U
zax8E0iXz)rPs+1y*#E71T(gZ`<zukUtHlgYE<f|kvbZ+OcgJekS9cT`=3Sj!x+0G?
zgzMR#XF0`PeV$X@^QJxvU3*b3H|LO8mSOn&8!HubJk>VpsrA{f|Gez(eRGA9b<sJS
zHrRY!lgzFi^K-g+)MCF+X=@UfPoF$L>&slbW1`GYMGxO{2!3Y!dTm>#FiTbVVy=KN
zyKeU8!-vj!z4;QcphM%OPsVh0(UYowmegwcEmW&i`J26P-lJZ=Z&vo3*H!UlvhI?r
zk2)Ux$UUlJck#VhyM&kX);=zN)6l22W*STL`Ir7(Ul^FBx@vtLEWWHs597>AtvFt(
zEg2l;);&2+@sV3k9z)+x(fe7m4s!Uts|r8&>)5hOyJfzcK6qrPxm)@Cv1bxhB~iV1
zW?Af>RDP8$!T9o0chv*uycuJ*K3lNk!RNCTujZ`sPyYORrRTP|9XpwOKAsJ3)6|oA
z%ko!S=*~%--|m)2Yc(IP<z>=LJSqCc#9)=CdGWeFxov7S8~X10)w_S#b9t)H@>~0+
zUn~)66=7^*SX*m$j-%;gT&K_x@uv#mTNbTZv!;L3!BmrseVNslq*)g&(hyxUfw^my
zM2gInM}AtBDfgaldwJaH;`YEm3Gt=w&+AMzCfmM>y~rovvFzL9$vxL{wjKO=eB-*w
zELS5%x}rK&3MWPBFBkdJoxe2Gch0|3@51ALQ@gu%-W1t#Wv4vbmX?<ESqH-{znzVD
zKI+xAZ}w!f>E6@-9G=9uGW2ZP<~dhh-08a$wk*6%*C_97swbo5qwR~8mubFXWM?+b
zU4G%D<u{vekFLmZoO4awIzM6m)T-v&OrA&6XWQ)wQN82$eYg9pzYX=}{~6W?@tVj#
zT<`Yp{K*$tk22pFPCObqb<2gNT4gsrWtwa}c{}FItvJsE=cB$~PX07;+eY=vSDtNt
zQZ5r}UVJdx%Wkd~|C^2T=6ik9%sF9e@3r!qljqND*X2QCa+A~NxG&K>pggHwYv<oS
zYrgDDk2aoX&5q1vt9zI2ms!rg`tp@e{BN4}vOn%}yHtPkxy`I^@tgFjLWH7M$Z9;B
zv}4~|?)rl^PO%z&$6trmZ<@h8A^Vox-QrVSOTN9R4p^@DtUhepnU9N?%k*i*Z`>i%
z^|di$tzWi?!bi{3Cw3%0tv#>qEfj6BHsfvC#G~c=6J<UI%?=Qs81U`R?TJTUoijP!
z_v6vj@GpO|mrc4_+|~SML5b+BykB!Utz(`&k&)qgmbUH5obY9}9dn-WR9|)9AUAif
z=Ka9CwwG<zpVW>D6fitmGWq2ao@>sLC;O)Q)$-i-{G-+t^L%UWakU4PzpmShZkbb%
zy=+@+d;Xz~g;tME;(GlwpZeQvO%=YiBqb|L$9M6(Sw_W;Kf|&e*t1^FwE7tNu60-c
zp{>HRV*P3-q<jq0srhQU_{pS7xi32GrM`Pk6#F!|Eo)}9+jnezj@;BLjfkzGt!Gnr
zPSL&5_-R(d%@apHo-Om{>Uq3;uiu91Fh2c_a+hKy51LNqnNuH?e5>%pdY@0?@+G01
zx(7}if9UHlKT~g$&4p;*Bgwz6?s&^-)Ag$E=rncN>`0w&kCnCsq!|_FyZ@MR?OTH2
zvFs{s2g{?eT{_8K_qucsB!sP0`KI_Sjbp3igCJ=mf3MdzOO^N99KW_@cP&S*Ub~^_
zq9%)%QJGRr7Hfmq6+%wuA7|RUWvfuex~_`lcGaO*J2yIX&wn1gdRxPjF0QSH3dyr}
zU1YEdb(TCDx8z;eLA6;I`?jX1YA1wj_V%3FFVEa{x}q<8K~2Kv$owyBo@~=~m6Wbr
z&1L!8rJa3!)Eddn*YD3-sx2KU&hhx(1Yy6h6C!W8mONe99F&qWv1{2S#%pU&IIz#l
zo<Fni@s7~q=;B2t(LQt6eVldP+{Zua;Jn=4<^yj-#GcQZSIhZyR;}M9%ZP6lD{uB$
z{#iY%>v?1NwIYAp{ZXfa(nAz>_s(HE|2pPL^W=HQwl7g>GSXI^erw~k=e`qt!+&1A
zD4{O#{Pwj8{O7hP2hPi0sM|ANJ&9l0=KIQPYO<@t3@Q(-jacjxT6E{>B;OZ_?vk>b
zqcV5!ByD90{1s&4ykV`G8=ua?y}N?@<9JneyzZ%wS`yEGYg19qQqB^+CXbibCakNt
z9eT}2u5$GvKh3+}q+4c&EO;(*CWSG~i1YFFS-tJ|p3OI(Ik|h^(W2!lWk&-`pY;4Q
zEw51c9IBEk|J=0a;#G-tD^5*FY<E0w>f6pfe`%&A^ZcljGak08>UMwg-MgmS@HxZp
zt5<x!uGw1TT&wM?#!!5%?d}%y<)UZe6&PcdKC4cjcxxB4!tME|cD}r=*dco4cF>Kl
zKZScIo<9BQ^M8ixYpN#|_*Ja_uHX8Hw|J6GYvHBci3=Zxx6U@aSAO!jvZ?g>ISGHW
z!djb)v|P8Oefbr3=lQ(L??NMuIL=1(R$ZB&QczWW^~K`^OW9XH*JUiak{7?FUnPCs
z)SI_m%=&B#BgD$yc~~4+@3?ha5Ub0rjh9(fdcO8Ba4_#pkCXZKLVI(Cfkpf}?UsFc
z(eu7entbEx@>6%u*`?VXmMK}|$#M5+W{esC-o(xGjdtm#6zE1<X$xQOdY3D((Z2m@
zjBexWdwZ2m%xQcX^Er3%uIYx`rtO}-d~cLl4}birEepAOl0SS|E3fhPeAcrYZ}M#W
zB94i#JR8~j?Qzf5nN!j>_lbO6ap(M8<%|h#S}pIwB}6^^9FKopp}OPo`uang3$Ds;
zIO29P#xt)$X8zJb@#(X7^=aL`d!<rA>Pen@kkqcsOWm0_4lOOMJ>z*tlCQw6Hrwfz
zYw$V4m^0@V`Sg2j=YB4+-qC$}^5NC`m3#UAN-Ly){<@ms@zNxRpWJ6N-`k{LTe-CM
z=-Cq6O;&XwU2gn8E)+JOTqe4#=#;Nen?i}j3R#hPZBr&*m-)Bl?U8RX!9ugPtvFc_
zZtLo{#`^i|sNj`a{&m{2p^Z-j&sTXpSSr_c#?OFVW}ddE*JE4bnBy}y^!>Ru>yF|v
z<MV5S``Rw7*fq;YBh@Bt!;_B2Ibk!W2w8=CrvBW!S6f@^^fZsdb?h;r!IrB(t$Sx3
zrt&H@^Q+O;UE;nEkF%}vEb@4zEqZrzsN{Kd(`9qd{M|Cyto4MfzvXJ~s=dFi%c?Aq
z`L?RRw6W*P@6+oaWJ+zXmTUNaSVnG7n9Z$*;GXM3*PrnDrp3mwv#U$Uu9E#dcjMG+
z{qfGba^o4EZu}7{yr!`snx*-Cp7!bVT{a2xrk?Yz)i`grSKBW7U1{)Ii^_R_X5Ba*
z(>3QccZ2b@eYyWGPQG$=$<=rT=1ZF@Ow|`z-AlPtwfXkDt-Oyd*Xcd`!N6vD(!RCu
zcwm{$wyd7%Iex{HV?#E~S!-5tqvv4gg%?Y&c=fqEM*e5Wa65UfDqL6f@J3sUzga31
zkBh!ur9I{6uBocUTf-QOFPjF=5t9&^;Q36AJ-~9++C6ep&!2dAZkNrry+<c9O0N0J
zVjG{=Hbdn7^S${TH?9Sx-JM|F&bHek=|yd}&^ZBv!m}l>4lrI`{yJ`sZf?K6pr+Z>
z?hVI#3h(X8FfjXgwCLg~KFjyf8&6KKd>t32c~h>BY1T8}&CA^6uisiG#C5vQVZrmY
zrpx`#SgfBpXRF<(IpJD2rE^|y-Y$ANHilJQUHw;(>ASmkt*#r^mI_+lG0M`dduYxo
zzGCv7Hg@(a*IA1V?-f;DJ*hXv@Zhg&GDkd)HolI%@^bN^IqS7!HcJ1l6Wz?1XRshl
z#H;vhN!aTh{~3BqYR<%pmu|dtYq2rUyuaF)*XDfAKk)q0j=y?$XSTUZJ{NtvE$md{
zi>h!v#gmTFJ6}J{FxQQIy4mHx#4UYWTZ?~hRlhCzs{Go~m^sO|+ULG<xJhphejOL1
zcKfRA)WvUpEuNOSz4*kcbB?z5OVc-R+Rb-0F*1Tb>Z?$g&u1-FjXNE0@4lVYlY6Hs
zX<32SB=^g=R<wnlu)C|hZ_X~`=h~M&_p<HDF!D1FWRX68ieJ=t$AN?F`?T(O&#O2u
zxo)@Vl}~p<b_=-+JZ63!<t-=jAb6^QHP<Gmw~sbWnR(Suuy?D)=`TM!WoDi2dAzkW
zy!)Jc)pH&nJ_h@TF<MsAp*>f&y6nELK5J=ljk2G|m!pP<S8a2D9FzN^Tz#JH>kLP;
zbs<8VF9+Su%8Gb$WzkQsPxmkFm?+ZN=bO=SJFPHozDh{W#M73hCQH8P$$AFm$7Qeg
zt*zO>o;Uw*)u)+P-r0n7^v=1qKfLA9x<2->!WD16*lOyZ-XC?nucmLm*JqA*QpT6o
z{b$Iqt2i%uHkdno;T}V+?~`qrJU4Nik2*TX+~RG_g+0@MAKMa?DbpkKY;&JfVEN8H
zA4}%s^z6KP(57rnX3AvsIb5%wxM^iGMc3Zlx$cF><4Jzzd(T`kDm}S&#+;s_%#}F>
z^;3PH8vSSB_folf=H;F1o@|y%ZBzaIuWdT^p(>#GRmB>4-ScjIVJ3-t3{UW7ul{$b
zTfU+=uKvl!lg}0#p0boQ<ujNbY<)K7>+a|sclzA2w>O0-)O-CrCq294PP$Eapxn+<
zi36fNE9@G%cJ1DLCn_}X`mE>c@<oIv##PMva_)fPUoG$1UzH1=U)!1LxqRbozrB{b
z%{Q*edwl=k^Lg5C_ueN;zI+>(l(*?g|9^(i60>4s#gi{j{Ab|Go3bWdGq`9|&X=^k
zEWA5jhPGa`J#l<*QCkszRMFW<j5cNKQf13DPlatt_f@@Nar}9>!esUL|3pvi?h(AS
zvG=lDMe^6PCCBtPo>%$4^VP#P!&x2MAHT>x)wa>X;#^^v+g^=h1=gXzCGDCcI^sjW
z%QZij;aYY2S@Oqqj;2p6?yzOOvD(7pZ}D|y$&&Rcr%PY#+xFEg?j*<W#S?qFR+Sub
zziYedid9SAVHTmPa8HpHAp#Zezpjg{_IvIUYreHlagAgQ@3L(RH~B7Bp1-stWud9w
z)q{Vtl+TtHsk5v(mlbW%F72>Jx;t?9Q^~K#z1}S4yu37Zi_P~xtKF;Lc}@4f@cF00
z&wkVRH-|IN$5pO7{YK|Z)z|+F7OOwLZ1`2H?N>JG1*g}yXEq1l+}`kL;cu(f7Zu;u
zM_Q$^6^6|A58z{1E2es5dHdw@BAdSGw37;9#Rt_YWwUR@d&fK9xR$ajLuTrut$kW|
zd6u{PXYV&YCCA2Y@ode(ViVpuv);&^V5(TN@@=EU?dI6RbxVrQ^Gav0%+eP)WpT%0
z?dyDjQ^AvGeQw`ox}53Fmtz`p6fU+XTAbcwtCOABacb7h_5hWp<*(!1xBeFHdYxnQ
zm0jV%qa9DZ47<~#*Q;7AUG;k5{+03UJ)cjkH>p%ndEA%1W#_i3=Nuk<^yzk=`l0Nr
z<sYp~FU{DwriG@eB5T%cvwWR!#_iSXM;p%>ReoP>kSV17X}Rci=d1%IZ~YegCrgz+
z+TLw>J3F_>;qlTk0hd*5hJk<Qyn9$LwP(TxS?%`dH+gf-wLk6k{lUJB&-&^~ul4b3
zlaH$%d>Qh5exc2!pYyg_eR+B8rIF+*nFg!tR^KLW{-hnb@w#c2YVe)V6>nD_j#|I9
zwnuHVOW>9-&o-{(eyjXv*895x`qy@9&zLf~Yumkct;N!JmCxxVr&*p&w2@r5>m}Dl
zi34lcbDpm&j-8UO+w;oFHn3Mkp~QC8qRmZ(vo0ndT=BSbmJj2#y&8LE&s*hL%Z5$c
zG>u*I>v~sq!GH0s>6uZLf|>`<=J{r-J7^zRAM{nWKbqH9BYywP38^QK@5_3m%_{2}
zyY2Ff?aG(8mb_m!rDu|Lh@0MZPD`t4UBAy+#2U>JKARnVf7t_x2jQlb!b=u6pZxP`
zhRtKy*DjOq?6@+iY~$<rTL!uDv$rPRxx0G%sd}zQH*YgkKakqXoNoDS(<Jvr8~LZ5
zjd-!=^LEJ<br+j^zOKrjVDV+mSLZ!4^R}9&@h#b9oaL6res7c1b(=ozg|4iXuLCTZ
zO|`yTS^m9p(>H*R;n7;1*?j(4Yf|L@tx7BBa~JW_{K9dy`?tEwtVOwxcD~*l`dxOf
z*38D;a$nhR%JiSxv?p-Qs`JxMW(5DcIAz1*=GbGiD>!Aozl=$lmcyYSwUhg2`ZE5t
znSN2b=lS|)ESa}b-r-i_RsWdlk)nHCE1&Jr_PZu2p>0~Fx^Aa5Po7M0VNsRbTB$8d
zwqAJsWNS<c-}1f1mv8meYCX!*s(uojy373-d){1)rx`CYZD*b}T`BWum5EDn|Dj!J
z+I?I5jTK^23eRa(=I@L<=Xqz5Y}gi|R|b~$QJ;7JzTUIV@_5#>$>Bx!%?h2C-JI*=
zy?kl^BHi^9G@fnoTiQ?|xASa8=(<f@52UVozm#9FCf2mpZ&t*vT;26IzPv0o+&uaH
z&+F>t^}E$&U6UoF^E^!_>&!fV_FBi~&LtbgyEkppxbKm2jz8!6+`Gytzr&NQw{fnk
z3W}b0_13)O{o%!3NjJ~=mPXaA-TpHy=VQ%HhLo^-Q}ZOgSRRj3)s=kiHM!U~;`N$!
z^9z1mFWSCJpqlH+<1Grm9xu%~o~vBIcr<O>jhBC)T7TB%TXpNn=Jo2LmwxWo_cOk?
zVa*$_2M?Ziy*Rsig2j8^txKDPr_8-nx71NVdHHM4XA6=~tlG3N_`+4TyOSgDeY1M3
z)%kMeQqvouujfZS?R{zVq3~@$?B-SGdD>H2=bXI0Hdmth#Bt%cz$Ndtzo=zi@`_bJ
z$e$rR@$ZKAp2x4_tdrgZr2G?I_U6EcOs`kD%6(HFYpC`8stw%vd~H#9`1$>92fnV^
zR@`_}Cd_4X;n|>_FRG&tU9*zkw&A?#fvj@tXO^~Fzx_mn<4TJwXWp3{9dp)H!hg5b
zq>Calk9&Syxo~HdC_{t$(#kWxHnDO^FAeSw3vxHHG_U2E>Jh1(Rm+@Pw4~_fe+Jvv
z7r)HDyTrgk^wZOIYnW@_?OlCQXKPFS6!WZO=bl{*oSyt*cCTZszvbD2>pt8<*4Gtw
zE%W$!OiQ~r%tpqpKFZguD&(Q;y1d;F=J{V*`LlVQRk&DbKykB=_>*l##_uElGzGWh
zZMQzMPxE`!JX1~2C$k<-dZqJq#gp9<s=iV$SDr3kJJ~i$`>O&|<)bZ1djc=*3A6QK
zzApE5FW<sXUs(iyUi)?XgtFP>z5TJ~C#)XrjP)x`wV52V|Mm}=@2^AN>6<G`u1%Kh
z41F|rO_IsN6ibU|+r=I_@l}Vj>MZg89H{z|S@Ka^pIwEf@ow|VQ_q%nIUYAXaIhqD
z<E*#38yoLmT0S-FROytd>&mX3+>y2=xqF@CuSav2^-p*b9xS`B>TkBW_=Ujkcf|?~
z97;Ray159>tCo6EYW8V6Lv>-C;>uV0(^&Ubh2_32sVeAho$Whk>)RXN&F8D;T@L%%
zaDPtqb^aB``<^j;U!z?%F`_t1^NZ!GV|g{N;+0=8uhEEGESs(OJW91LjQNkP_PM&t
z6R%sW%1N2H<N38kW$((4Eq;1Q<BfE9lHIqg9ao;_6kR>9y19W<bfJv8<xzhlPl=;p
zv+v%xXx`^|SnltuRi~8;{7ovAC79-Ic&pqsFZ+wN-Fj{96WPaZsL#2kv+a}c1b(Jn
zM;RX5{Acj$J;uL%uk&<$r>AawRwo`G)G%;lzO-A{>Zd?Lam?9sm!jpiHb1j6XJ1-!
z$oIDMnbqyR)}Ge$4wkQO>-l_ZPj}#z^9n+iYhJIuS$ySJxO8Dr%$#}kbE`};w_V<N
zI$T(tWzN1ZUE9a)udmN~p|dQV;a~0QhTmt;Y45mnp=Qavt*?ET`g}<C{(e1bUTdnf
zz50T64Yzu#L$!Uh)>)OVYh2<iA6Go<qpJ3{T3M^YO*_w<Xt8O}pLJd3L-x|S*Oz;p
ze=z^^(PHbx%M3hUoXcDz(Uf&}l}Om*ttF|9aja=pKT{r0j4aO1p1Z0iXYSooeK**<
zj;2}vwOn1~bEhw>^NwF}f7V6o?82}fRoSb5{kl$1?71Fgu=@Jef^CzgCcZ!Kb?>+5
z;~jQWx7%J@^GWk^z+}~_H|9-wk*MS5?zNvq^+RE7irB_QJ$;4uHcVO6{Y|SVJm=YU
z|91|@p9XK6x8!kdNxhz*))Ng*yRXf8&sR#BC`{}4yt-G?F1i2M&PWrV=Uv}V>P}c^
zq}6qEWzM5@#*<zphV%Mm`|`_dyCA>pa(~oYoj-Pg?5CTmW_{z9we<hc{3F~Y=c41!
zqD;T7?n_S}e)^$%cY2Rqf2--4^LZDxSzX^0SGc1peE!|TJ0=Hnf7cfFnywx8bMc(c
z>9$p2Ej>IjRV8btHD2vxT9RJ7*z|?d>gZP$h0m6%XYZfbYR!CY=gK73U3GR>uX@aG
zRITSao#Ah<FM3-tvv^WoP~LN`3yHhZw&^U&y>T?_c=|KB8IQK>zTtY@r_C8wnD<L^
z6_;<6xr|8b@^{KTa#NRWTYrvmwfAzL!wuPOp_6m(d`p@W6tm61=GZ}r<xTa+ww~=i
zb|cmP)ZA~uFRyRS_S+mSc}~mkY{ZG<w%TrY7+ek4c38d*OX^Sjy54PWxXQcpO8ewE
zU*xW7R(bw1Txm`dU$%<*(l`fyh3A)6UEkNPcb9M1tq(t&x7)tn-}dIj;%Cp7R)z$6
ze)-Q}t6g<vheGk~wFOsNZ(es>vgqC}+23M+vd(z#+H~dD{MXUf9&?^8@{OE#XjW!)
z(BfO~4jz9RVSZtX^Yv@Ho=ui(+W0=g>fhA4eLKucZaxv;WM!zlH2r9))|VIlUa!}!
zIh@{qY@^+g*JsV{o|tR3F6N@s+ABA0CceG3_ISCW<vISP=~ENxy;iIIwpf0qD{$R+
zU)hK&PvibGv@bRNI_+-H<6q(IriTS5XbV1{d`7gntjuasVBhX}8+L6@Zw{XxGJ${Z
zr9IoYo7lHyeVkozROVu=6W^~JUr&_oY5W}S&bC>8o%VC{9jPh_Usi97KiwzMwd0e?
zR>f`ew%g6|jWRoa#yUJWyQpU|yXmJAsW}I}n!cD-wkf%PU3Pl4w#=o~?^Rd6@6|~t
zm7g0p@0F=j{mJzr(~o4xv-wnqTdw%AR+LZWrLR*^b;O&vv$adk$L+o<>iDnp`E{vB
z?8;}}|GeJ(%FZBg2m9-v*XNylR90#AxA<u3VQ%vapFdholj3xZ+_(Hj*{pNlm<x`U
zPure#*!J~fUghYpiEfYVrGCkKT?t(rJg2Mpu=mDRo<pLtQzyO?^jp3^YgZZzkJN*t
zJx<26F15W@m;BH0`nt%9v$F33-sM@P%qd@Wmh-r2r3#DitjgrGNef>E)uq{=S@JjQ
z&`#O^3|yWL63_Q9H)WdhT(oD}nk8S=D~&JwXYe{x_RTb-=VRYi{^{qm<=k@5U6NRn
z^(mHB=8CR>?CSYD5_Uds44EvFGV{{xsVcv&bQ(>LtGd3_&pzr((_fBfO@G(qXUoma
zdbwR~^ShgV@1~yTeiAC7uC#gCzLV;<S&K!YH|^$}%J{NxtIJy!0oUY{<%&5El7EKS
z6(?;e3p4Kdsvo2Dt89&5VCQj}kFUe`9J8MrUaEilS5RNyi)%5P?!0)TA6oHfm+6%b
zizojXygp4-cJsIQ&$`g}uwU{|w)dP@a%X?9F5WRcpm>gH(&=LD$&+74K62hRwJ2LM
zQr0tc(%q@4JG83G)}+mu<oPE%?xBdjpToMMh+`FNrd<8Y{Vi1JtLVGB1oJwj-L_^)
zx81T&$KEpkxq9`cJ+TYY@0(tiTzB0<YvoGqCDl_WO1ot*cUV#!=bO7q@%H(JXUisJ
zar}6`HS@NU3~%<5m;}D9NA9}JRF>O%;e46ho^VT*iE}=mb(wl|Nn+~Sp0q|r3;EW-
z>d@i_!}n27ud81cjoH=n;A7CEl4G8_J<Taur(BYm*TzILni}tV^LEy`kSUAKNnKcK
zd+|*j{}nOkr@M<Rp6!wsdugzT^}v&VTR&f$ztS_kWR3CrxId;D>)*0l{;XGyk-4+-
z;LF^ZpD#AGhI3jUeN$upNY?aHm_mW}%u7!V&#~uxj`z&|m9#Or&vN~ob&1*4%Oq{&
zv}S+X5|dxcKmTaz<)!8td-aQNK46R8Vac{7y+b8s4iEp@loylMY}C)XdUXkBPT_si
zM;B%XPl<g0P<%^IaCXwt-V6NA7ydIuUAnUN$b`-1%w3;rtzH{H*jD*<eWu5r+s4Q9
zpT~vi7KQlTnzN~=cFUx2JC|#V4NpAi5B{>=uCFNN_}*&wuC-k!et!Rxec-W<o_pNZ
zFA|=srUd6l%NzDIFArSzTi)Tte}-4#a#!!&{%~kVuDqPrJnfBbJ{I!V_He3yZGV;R
zX`j>|aoItkn(NJkn#ElYznruS{S{s+&%FQg+Om@`&Muf`xq46P>z<jFHjj2&ADnbQ
z>d88`8z=34tk>GIX4<k>=93IB6;CpkUz&Y$^;wI+^Xsg`_2nYwl$yT2W!rx9?X588
z;^eipvRbRAN!o3*y;Yj)b@J|}Kf4vSb6HJ1TU6X|;M&v6(~^IMd4`!*c<C*Eo*h<l
zv8l*+^NeX1JI=XPhow*ZXy&NQw)-O6BkTVRUT&KhQXcOYefP=hwrtU2PPIu<bJ^Q#
zd@km?CmF_l&0VQ;f<xiiKF@5muu~u7S{G#nxtx~X{ydQ5q-|XLq=#0y$IdRk^=@&b
z$o1LxBiB7DyS~ub>ZF|GdC`d#&Foz_ciStUI}$K$o%%%IoT9>*yJvFv`1e+^9$@UV
zcpc%lahrdfp|59rabKUVyW3ay8RyRQURxg(yMkHwY}6H9eif$d`F*zn4nKVveJtu#
zb-@|U)y2kFa`o&I&&O3=yEAFsokx4_ai%zFuWdM~lDu+F_MulVUL3UwU2*T%+TMsf
zy9Ca)M-M*Rv3Q5@?JsM)qvt#jj$@6!o&4b0tekrp2mN0LxjYS*Twy+ku`9#o`qZ-;
zXN?}e+j8-Gbn1b%2eXeRz3iQMY4?k(UR}RsZ0<amdw%VqYtOr`JiT|D;bY9&Q=-Lj
zOLgS+AI4Qzi>WH@lF?oH?og)dtK=n?%1T><t}qzcbM4NR;GPrKW_@iH=VH;Ypz0Ti
z-Wkg$Xq!dXE|_3_J>{+?^M^Gn3*4-OH^uT=KELxY#z4LADr4C(d#`)5j3;-UFr4@{
z=2Px0*Sl+dtUDuJi#BaGR5!hGT0mXm&#UD(!^?eYv!!2^S9_{Vikee(d-HbYS@*YZ
zQ<fCn&g8aJ;_K0@CGqBdT2}(6%(?eVRH=1C*8Q7Ho-<qz&(4Zz?3;S|KSO#0yGZq2
zE1BL?-~63V_U@VaY^hMriN{@ExaXQ~o5MJNZDF|BY~$S`_8DvZH@%vjbiBwg`hthV
zqa9%<WV0&rI0~D?*1QRtx+Q((vdg!od0hEddd9JK>hDAAyPuv9&<<w^*nDSC?v<|P
zx~mv3E&H7``PzbcPhC=ehXwU(U1V8)YF$xP_maYiarQ-0nFVZ>>$XSkllJ^$==b5-
zy!0t2?(*k^EA3gj_{vWm-|(>YTGyXMUfS}_C4SmoDG`Nmf3aC+JzUi{SM}ts+i@sx
z=exiq3w@)DJ9ehA{0g<0+jvfU@$T&hUdFsTJcn_z+n!sCSDsrG{UR%$C1};kCzp<L
zvz}a$TIy5WrMlVTdAFy@yrq@7i_=cZw<gBkapan?Y~}seT#Ze0W_{kd?&-{vc3&Td
z%?iKrbB~*9zIypZalQB5lbgS+E4}0%+&Js{_N|lBx!9w=toG%|krX{HVYzSlY>sP3
zd`sLr)n;1ndt^6tQO-Mo+FRdmY_a*=wOwzbNanP_xV>7wy6dV9PNz)0GWYj9#bl8K
ze;zOQx$drd@2JYJu(^+p^-gT;oBC|l+;@zD*XM+uE5G#3W>(jhRFzle$@allI8Ve(
zzP5SGOhd!6*Fn)QH^&q?9$YucR`&9OUtv=;S8O@GwCzZUmzUo0#W%7pt_X<kDPQ+Y
zHcBjhZ=BS&aE{{h_Dgfz)cm8q+>I)`D%bq$PD$a7uafynWydN_@BXMe$oW~KR{Qjq
zTD|B=s+I@V$M)X4CByIa^VV6n{YE!#^Pdlk`?bmE{*^pY;f(cq`*y~ZF5SOp%9Ce1
z*mh*9K3(-R@MOuAZ&{BL<sy#k)HZ&SyjCU5ooQ=Ai-qX5=%_xssC&KEuL`$UE}j;h
z#O}3KYS!x~TN(JYxl%c2eR;H|e7V{dw_@$&&udmDoLrq>v{*qfbl;_xuWQ%M+PFvQ
z+Ov{rs~qLF_NvV@oceX$P8FxB=J0K5hZ}G0T*@swaq2F)Y!RO68h#Zy*Eemww06^a
zcBVZ)75R%CzOL;&t;d#qrYPpt9Nv3t<|kWye{OMnZ^85p8tQ%bpIlFRduP_Oya+Mf
zTkDFt`r1RSI$h@!T#B3{QyBMr(P`PaD_+j23w^fX-Z8(6&0TlHCr&AjtKWC8+qudl
zbJ=tC^~u#iSGk#t<H}VZr#!i~<l=VQ!uJvDb0UwHUuxIe8+lbz)9dxZm~%%S+iETg
zll{+dXsg(Tga>6NZD*>&L)LX{PLr8zXO%o_Sz7YJb(6e(zKVuKuB!@)xqB+yyI5hG
zZB^*f9sy6$i^o&eFdmJMW}J0N%f&7`uV~Tb&nvGn?J&Key3IOdp3@|wt!0+C^2?HL
z-`@H5Xo+{u!RlJAKZZ(;$Gx_G`h1o%d*_mb9<%m8S-i{dzl`>o`E2!!bNoAPLW}l2
zJk9paU{=`OuCnjSlaEGEVpTWMaobq#v(m{d%vffB;H6c)zc&=evQOg=^flZ0LgQIl
z*6d5i<qOQq)}-~!`+Dzm`pHKt{&qZ;IBLDq=qcyTH-%|zCuAP2TawP)92*re=}y;W
zUyErHaa)&7yYuAPcIU}`>bl1YUxv4C-k<gE?Uo}f>HD{4&$VH^wDeHyu_>x`^Nr6g
z+CGs#Nb5htd<7ZiqowbY`wEW+WgE_$qH21fuqWwDy1{oL2G9QtQmelmlYF!*Qm5^5
z%$IFDSQs)bE2VaNYTy2-V19nyo{*Il6(?<GEy}$id|XtfV7I}67uA<?j$YsNeQw`A
z>80nauDdf&`*yZ?T2*m^m~D395|406Ns;QfkjkwauY7&#9xUx5uH%||=l+q!%{^&5
zUeEP-&~sh9v|jTZZ$a2mvuo|=t{y#k=dIq>-sSJVt@C;wb5ODJ`_Y2ScddmYcV89N
zJI)~W_*v1^^LjxmEi-1WEUhloeDa_;Vs_+gF5}5jn#sl!=h;iW`Eu9HL}9Arx*6^>
zmu4$(nim_kX1eLQvdb=&9_fFxFXog)C^I|=JLJ|?A*=O$#wz2ZRRYU7=Epi~AHM9l
z<L<QNCY89RHDdj;?pupL#q@k#^K6gyoU-rh+AY>je0^-{q>HjuXBgjxKb|4;Ij*Es
z^~Cd88~Ikv<@~p`UhKtk(cGLWGf(zeOwZRA3&yYfrx;y$ez(Zgb%m!mb0Q|OCdT|d
zx~lEG4A;Ht-o=t@ESIP}-63kUV*1R}Ru`MT&p+|_-Quzn%%WY}j#l-AyW4zR=U4lB
z+K#=FhvqM>{Hpd;w|~}=M@vI*#%XVOJ~4Q0V92}&6O8+_HnVP-G$DF#dD*rTGY*Iv
zE<N*2PMkSt_4nC<?&@;Ajh}g*-&((H(&`?rFCGt_tcw4<`W3yd$hEZSW@bvQsg0T3
zq)Qr~`QLo|Vwz>`WcX=*)K~q@u6?e7lPp9^MT#q@s(U;*yWqH}U&I9F&&jW&zlR&H
zP%!wT-L!Xi+}q0^)+{x@IH!26YwpU5vl2NWk3Nb1x<1Q)m5Y&iku}$ezGtt>4o&XQ
zIz2Df)?aFwsiw;M7yTZ)t_m8TEx0aqWK9H9){&~1%Y2TjFTGeKT~=gya793o?`Fvh
z$FEI#+OGBPyxdjO@ccdZFYQ_MJ4oKZ^jh}CO&<TQKD^cPyzWB1)bno!Q`S`6SXHWd
za;3@B`$gG%eWohNZEfj$=N?xTYSQPP{4%a}@yoW%$xkJYzm8igW%6K)%@3!bvRCJh
zAC}UYWKh&@Q?`E9m(^;$B7!~P$_s9+QmWZ;;Mrco_^dDMW^bF<{<1PnFksP=r<uk@
zk_PTo_xqA#IOcwr;kwmUraalxd~1JfP585~)~s`y!zLBKj`?Jkd3&Z`@x7_1vS+Wn
zuFU^$Z%nv^vgwH>Z&<UP6&2FD-y}WQJy&bPzovO^?$=hVZoapME%5&Qtkp9jC)hB2
z?m9c^YC%DEeZhg}d)*EQUfNXGcA=*){mlcOkW{a~w%Qd(&xTJkY^qrE=4Q;Moqc?s
zt2578uF7*b#~c3JkK^(7sBpKJ5ih2mUmFqjZ0G!~Jf%l{WiLHn8~ZL(_1&G9ooq{7
zSpJ#LmD#=X<k}Ms3JJwghcs_|UT&Qi*QI){@SN5QSLLnYk0xx>UOZJooqff3$K#^&
zRacotWM&yWwlzMRtg-t=T+fMWRom9U-yAI0ePT1`{0_^Tv#al{e#hb8R_n8RR{W|H
zU9C0W>uhSiS6N2+_MqLx0aMtQI=ykP5(_@+?f3M>+ZD&RpH1Jw==f+`_neY7E9Far
z%eJ+yIKA}DWjTJ?6_#ghpS*q<y65P5wPi179a?hj#f88-T{EX7FLjsZ;dhSGS}fCN
z6=E`R`Ihpl5^Fgvzpq**JnN;+*8dDPmnxO#T*<tly0T;9R?jERR|;df+!pY$Dl6C|
zug{WQ;}Y#(%a^)Vp!sM(t*u+-y2GdAquknUSE@u$k$bKx+ohkiYg<BkpZ1~%28-3J
zb8NL;Q<K$GuRIgG&+ySFJI_yh<8Q0)%w6j)tT4H^q*$govPo<5&7O&~-nJy)nsH&}
zv$>O9tc}}#%iFS=+?qJg`g+l}C9|?4C*E4<dbc~TU25C%E05MJk@nwPns%e1!17m!
zFXua}&@8Wc%UlY=CPgO%U-X(czco|O;_=oX4^{O~T5ES6d>?x2ip<Ao>rIAT6P0!6
zJX^oDXWg3O)miLW+jQIRO}(hQ@dc~pf&(V8>ss7S&Utiz@nzV>>X3H^_vgCy%+lK>
zZMI8TgK5djAgv%#o2xOWXYV+4(=^lgU-ebjn1qS<*08<O*td9p(sRcj0UqZ!tYH4i
zwv<J1*7Q5mW_&(%HJznwrFrsw)5vFm^Rfbz*m4R3#UxjxOjcWHq*qn`J~ZX*qgkpG
zN)N7?X~enutb)R`&8ekd7rnT2cIGET-D|66ij=QdCvB^(@GkC3)U#73ZvOVOSb6EO
z#TtXPJ&!-EmfqGlv45@h?UhE8U*zm&?zw8-T^<;qv%6z;mnZxFtV3S!i`VgL%iMiB
z!BSai=YNI`7I};o>pfD~*FTM1&u3kAt?v8GiyC(`icaU8VqY2``k*j;CIic}MbeIM
z{hkG0oGR&Od^F9&kFR3wa*LA(*IcvtW*@aAdbiJMqsCuXJKnL&W-YlmsVc-%kX@nt
z>)M}NZakPYxy(IiQ`es9F3If5TZ<1^Fu!~~E2N0uWXhWo4ZGlV(d#T${`uf8dPZl_
zl1Ssmdn-eH4r<=HGB1Xq>gyWwnV%0lT0bYD_{Kle$!hM7zrupDPrT^PUZi(i&Efpo
zO!iX^+VeW67Dm1BvoOtlp<X>p%OSWiz*_K1=ncb{QM^q16K6du&Uo1?{i-PE?Asrq
zM#bmrv)&x-us?in^Rg|+{Oq>QUcGSr#weN1GJRH8-B|i6O)p9po@ZN>A(Gy8{+2GU
zvUl)INwy{T!dJ*zUt4_po#giwyxWS5fBa|g+Ml(Ct9kENjm;klkBf!{aG2IEQkeKx
zYfESU=dSK$=eEp>^$U7rd-Jh`yw`EgzCF)&ZSy_wF>+pj<l09!&uhf}lC<-%75|g<
zE9#vM*F}$V!E0MC88t7>=`;7$ewDO#f$gfmtkpeTS8R$MCzu(!o~v}you07$*d>Yd
z^``szdH-s&ssG%sb@8)A`uwG7?@A7;<lOa?ySI1evptIg=a$c(5$<1F6zPBV(w@V?
zlP9sSRbA3G`@59Kxg9&$m&aV!`)+UX<zK1OtF)lXHOUrt3bMDFCLa&-N?-NzbCcuS
zqgB1#>x?h$E8e*O)BUwoYugr2eY)44>r~a^>+LFwi|@Rhuft~@?m4IVc%Js@T>Y6J
zIR9pEX!?-6-s{PvOsOrql$}ag3h%EiE?##jJ1Bc!HlJs^s92eB>l=erpU-C<+C8yp
zUbgSk*uAbr-;E30-0Wj6ZS?An&MFFD^ZN4Aq9Tt!PiDQ&t2|#+6>f9!&yl*)tGxYo
zOVw^$Ud!2Tx%$IK)~YMdt~|HRN@-d7Bs?Ym&gbWz%Qss|ryXRzw#!sfU8c_T^x<O`
zZ?u=R{tNsn8YXTMI<=eG;&@b|-JPzoSF0jB*%v&UF?Tn!@SNH#(+SUS1b^T-`QBIi
z<jZhrnN3}(i+dMs)?;e^acLT3d(^t~^J-ts3NvjE{5eHM<!@Hw+$nvP4+^9DPaaLN
zQJwK<dC-zavEtV5amB9#O>aJ*7`e&qpugz6$Ts&cEAKB@^d!G~%~u7kVvp9!=cebx
z6aqHOFHK*1Hu%a$t*TmWvycRKwk=nWz1x$#)_W(1Mc$%y*YzhFPnl-ZJo#nJ)oXkX
z>(14EJrd{MGx6tjn=2EyXsBm<JX4!_XkOJd<(Q2s>0eiGch;)>x-PZx<XMfo%c`ej
zI%&o(%h)~nXIRO`_wimc3meZyFvvXX&8zb3HJ6=!;`k?NNn5SOD}#JXwHlf){|ZYv
z`Ome)Emy8KM%LOo;>7)~{23e;uYIR5+~pTJ;uJ0V>TpO+o!WerSuQ7*Jh{4HflTsN
z%Miv(Gj6gkkGg7mj^pyRH~U4F88=2Pa=3Hd;8KFrEKRp}{vt&&FN<4}Z@f6|{^Rmh
zw+B_%^1f;MM1I?Fx*$81WlfRV?ESCGUaB21{8zi`bX-sAI+r*#tN#q0D_RcBySl7n
zrN!1&RtKw!4DZ{1j5S?){^a%fUJnv^&M?TgmVA3SMdst{*KuxYfthn>cohZjcV1t8
zKqR3#@@$d6-`t;Tu1&~&{&|&<2V0RJZ$%#0^Q&6h`qmwNndhE%{_`5nCwHW;oBTMn
zJ3;2kC8tV>7uu=5+A@>Z*NXJHm1ZrMHpug5+NG)R`j^zniarmfT_RsLEM(ukSy!bi
zLZ)=xvLh)gPX1?*dakf7x%qt7+qX%Fd9LLyj(q!~{2F_v=$opPRgd!@Xdl*na+s$u
zZu62eMl)VjU01pL=(6>Pt+H49cD=hJ^JmASJ@do2-<<!s>)SVmb=l{(b|-|)`)jxL
z$+9cwgZAoW<^0_BvFybCxG5)O(na^Kyqz$)uQ+B(YV()%X|r>cpIP3C?VF#eRq;0F
z>5-fT^KKqow}^i(`#P<ySJWr=JlnqeS(xQ&jgz)~UUyH_IVkPYu95jww&r3MvtSQ@
z)}=0m#eY7=E&Y3?Lhjt9s@a}>?D4N1PXr&eWVm_f*X0|%d$^uXnYT-}OH+HLSy6Y1
z3d0krt4v02>^ax_B40@xPCi;XF`Mfq!&j!cUc&yqfk(XsX8A?g2QS&Fy?JTDrDHwM
zn-8wlUj6Cx(KI*5*I!rmsBFLReri-r$BJ*O{JjEGA_V-j9dC+UU2>SQC$!jqXY0!w
z2Wl<ZJY$-VWi=lVt%wP)e7cU!H#tV)Sb<g8gw=K_eVI;rzhsKt=lt$U=qM9i^3*DL
zdcLgo#oZa7mrJMwM8xzw+V=Kgip<JqyLjzxsw5t>-J88==QbDT#;#+fYu30*6|VSV
zAt|wHQr*;9eLG)9O;6k(b&Q=|)NoSzO08UXms~gTa#77*ey?NEOC{dE4-0!)UT`PG
zOLzBTt730YX~Ub%O@0*%*IY@Nc)V&i&%x=<w^r|YBE<inVciaS>&ezTlT-dP1aw`k
zSZ$wjuHuhjh|n8t=6TwI`HgQ3JrAwqJobC$r%2&*_fM@hZ3}r&XL@DH!@YJ>)1NXo
z7=|njvNC$=#dmzp$&?et^RkT!{w>@6dcA&jk#SGjj?5ExD&NOWS*~g8^W1Gt*faAP
z0at%~wQXL%G~H|UdHdFMiJunhUaRkXeu_KVtjv35lku#ba*K8!kIU}pGh^G5BvD`(
z^pNjR@R~)}%^y?=?6_xq-f!x3>(q^bOZF=~TQIS$>Kd1(ZP%VT<(gL8ichTS<Be5c
zYo1~AIacNvuj&0Kflq#2d9dl)matcz&(?Zo?ETL$Roy~Tt9Wvhv6b{Tca|?_%ctEs
zP#|9B?-S0cy5c$0BnjCR7XG!xr%axdx``^xww-nEaj^!&{HRx5vRjX58YGraKEAY!
z&Gq@qOFPmQ&7FAJe_nXrH|-glYHPL3dP<MRd$Ls?)#=fmKkeB|qe&~i9F1djGtf5j
z6!f$_Zm}xutv8=5pOvVjd-=+}%1l<FiF}VQtv>X-^SSAM4u;w{31McRtZKKLO>_%v
z&YE9!W|lxmgVptD%OD1cRctbk?=8EQ@X9wc_Z-uso1T)#pT_*zwxWJ%RnE2(46@ns
zZxm+~UfZ=e*VL#~HEov7o0mUrt%KX<88>KOJlk<lLgMTDKyDwY7e!(2MpLHWOxNU_
zXJi+DY1fRkp$>;0U)wS<M9%#`LsZ*5ohxcHE^k|>+M&BRjXC3A>8)EYIga`#cRgCT
zGvL6Zy<GQ0THNM*?wdN*LuHGVrp38zmx<}W<?I9htjIMpuqymDYwp$#k7Kp}rq27d
zMN-lKKf|h>BJnfd9_te>-*IiD<9&tVkYzoJk0$vB=?GP<;qHwx^3>U3a;d6BFJy(v
zRwpkHi#3+he2<I9`MMX&$Z3ePw%1%+rSUnnuG;NrrcYPPbGv1$4p;qDS~@Slc=ECA
z`9Dujvdx<0Cc5z5>z#L8-W+){uc<TH!uGG0wZ)T!<t$8wvCM~$-+e4H+btsdR9V))
z^y%@-Wd7_hJ?^nY$S`j5io=sUp6!sFJ||uDs#n;?eM*Af8>ej)s|k-^o|&uCb^p0&
zV{Y5*S>N{ZCiCp63QzU)blh@&?sAE9>-A^exbd<_A%I<JuIl8bBJG{-{ikF;cCEH#
z^-$kh^JMmv{_SnDZnI*}CoB7J^ZnCxabKw5th3PvC7(R$KeXX1uZPjRBj4A}@YL3x
z^I?n1ooVg*r5u@dQ$3>A*>lZ4tK(^6vi0hP&#9+1w_i9tPj~0zt{OpxBKxSe<mr!B
zuGJ2)e7?7Mx0Lt9PfJek^E~+YKg0UK84a>l;gKv_7r!j?&Ya-!I{0)-_M17=+KnZZ
zw|XS;AG16fVJJ}frZ8yT#jdHkWr?B|v7Rw2ww-Pc;x4ET-P}_c*lFN+Hn?xD@1h4^
zJ?7?4Xgr#EFjacu>rk=8qj}Lr&2tZbSXb`zCFIegX|374hD>toUZ10Pm>Dxvd|e;A
zXQ!k5sp46mqo>|gk6XSpCh5&rb%B+q=FYB?@iuAPagH^1`>uIrCoR?;lV&O4)0|$$
zx%sKc<Vn?Y3=e5d+;#bk$Jb?CMpxIeZ93j_ef~-2#=fd+CG(1sH~hMGcKhC*pIHZg
zulr^@<JE$7#<Rp;7pMrHt++m4on75h^yUpOuioRPdRn(<Uq0$T(=Bjk(kG**dw;GA
zUHdO5;d-JqkKjD*c~gJd1hvdN9$Qs7ZTn`ib3)56gx6*>J*<2mW1{EW@3;Kku8Q?n
zg;r&5nR&duC)vDGdHFm8fd}F02HX?0US4Hx(3%$7SDP)$e&@@pD@#>VuAcE^mbse0
zc{QJF#<|ryLW?|PtFHTq&wO;HdEe9WEgkFqYO`u>lRXPBr0?ZdxK;TwCUd{w-GV!z
zQJ*|6dQC~JTk(rYQI6e5-s^7jDGSL*dz!9?28%~s+;%;wxBr~w_q9v?P6QnZTs7IQ
zv2|gntQB)u?~&@No_|{(1Xs*;P(E{fdDS$2A#DZb`8C(&H<w?0QDWmO@oBZ(W^HY=
zBL1jFPc3Z{xIU|2`}z9UCE1joBI`>5Rj<m9Ew$8M)_3f!=;Qq9c3%%o<<v9$vYI*U
z?w?5Zy@_{XS0>$*DP1cP^{ViCujcZys(bTJDYI{Q@Z{RT)RWKll--Zylr!%sS>3(<
zh@W}NuWNt0cRmlAYH?Tj((|chbL6I;@HR_%@G-(DTkAi=@vp1CU02F%KV!LgYOM5?
zlArlk?o6+A{$l!M)@Cc~q`kWWSe#{#R+cTyQ`Mcr<*T~Wc>kt9{YpE^bnn|%tjhSb
zuJYOLYnOia^jwwv@`t(c)|SxZMK;&Z7SHs4Iep%q>z>(bJ(jQIE#4Hd>C0KAC=ct<
z{YlrI*`-!_E?@Za^%~2V{|s6y^)?;c_59Y(hzC>Dmnuh{Dk==vSv@!I+N!=c?~<=@
zYnU2b=}?h+ywFobrrG)3^X5Q}!y6WcEqYb<IG7>bG|o4jBm4Z#C&%N8LsBEVzAu$3
ztd`dCb=fudQ`W}K44x;~?YkW8upr&^fx{_jcGF9aB^MW{o_`vfCy=S!{907h`}Jqr
zE3tVj%||_-y<^++=yotGyYh0=ecQc~?^v!`EM8U~yxuQA_H?-m`<m^Rwpm-Y&r6w_
zWP0+fT6&Pdvx|53=1x_f_w~iJ{<(`ktrKJjzO>8QvY^s-cUb1~qDPCDezDE=pV736
z|35?AUQ?Aowu+Z=>WP*-7IMc;@9upV!RMcUYSFd5GjIB7g^F!=*IpmT`kBM@!FTpE
zMRj|^v)9DgOtMh#k9rhZeC40%xp!5Uu6epYOWnF@gS}V#Z)@e{k7Gj$kJ-yjUD*1d
zFlG{HuZd0So<7}@3mj{Ata;?uJWt#4hiuiX<tmLunM?Ja_49K?o!Ow+&)m1=qfp<~
zAnm0V&qbHCdYpe5GWoKz#nolA!(EHH9z0v&v7oT)RS?7JOAD%PiW_fj@j4$YHPt%i
z>0!oMO<@uWQm^9<<f_ZA=F5&<@G;hKdEN54mM8U=%bLri?=246cv5-Jb^ihb|HlzV
z>RZd*W?gtNP04rloYb57v-|dKouGVLIJW27?|y|ZrlC4l-JN5<JUuPkw%T`DF_Zpm
z>+0*7%h#EG>^dJ^_^f2ztg{RX6EAI?GrP<rXzP|MuR_1Acz)+{%C6KuS!T-24F4H=
z(@$~QYD+sBM_To28)@dv?6jY1W+^%Q!>Y5wc`yHJyIs4JZuv)Rxu2Qgw@rQDttzf;
zVt(sW9cKA>-qrQFQZ4aQ!sZ>Q*ZP#o8~NqSYNwFL<+*%}YdDfBUY`xAHr^udH}C69
zUnarGex~OVUsr_hxGQ13xwr4i^R*=gQJN2Ur0zByum8}$zUpqbU*b7!@2$yaORk%)
zuUA^Tc7@|Btv3r;Y(kIv?w{(clH>Sjb9v6YO9q$JICBi1ty!`}z&$_8Q%T{uXzan`
zN~@<ld%pX|)#z&{SpJFD>ODU3bHCr#6DEGuNwYc?@`}CA&ib2mmp^yoo*wt>AC~*p
zOIm>LovnPkc+(MkuZs@1J6BE#yv~ypxOJ;ZTGCDRrHLjC^OK`h=1BGKdfcDYZ6q`0
zyWy;}5hY*O{M_>8z~lL+cG=HJx4C4J^H_av#=2dT9x^voo1S2hxx%|_PRXn6ON%x;
zxu2f3`<utFq+OxzqB~FOh@_WovAK2HFInNl`=eE&`})?oiT6F*5_B_o4%e$UCmbjD
z6m}geF1oYJBHS-}wS@N~1sT;G*QHu~;g;`XQ#UVuuKp`@^~yyq%w5l_<R&fUG+lOl
z+TE8c=WLK~k9v~6nc3Ri>kIeFsV5J<o^^0yNY{&=vYow=m-o){d91K4ym;PJoo&vS
zc6mHx*v1|lCdH<_w(QXH?%=R5JD(RF-7X*R_2P{ZtDAeC*4LveEY$zZ@`zQ=N!t}N
zbxZZUn3tz#R?jNkxn<*mH(HmD%`IR}FnJT-w)$E9-J*i*S-y9(stkL%wRNlJviR(j
zwD`8JH@!zey0vn~F3EFMS0CEBv-}g~Guyd4uy@VH+a@QkTOJKb<MCXR!ENRmo8Y)E
z(sOReeEXoZUc+;iYow=29DEtgx@*>{T?~I~Ut90xcQh5vo{`fP-t{amx7(a~YiWbv
zj`XgLvKx{oJ15NR4{kK`bN5>RcUJKv-fEqwtgp%|mU}MO>SH*+)b;AM)?MDyo=<UH
zHhJRNc&mE3uP;0kxBg06Q`=$O*#9yjWanCK^|Z?D%-{Vo|3r>nF7R_)ADL?#XqB{i
z9)s~wtD2*sEplt+oNa{E9OQdLeurFKDg7~SweFNWf7yDk=js;^_pw$PPF=h4VNyn{
zx!7O9$KSVqW;^F;dhmW$u+hAo>nnDB_!jc<+K%e|d<AvEKf|{=Ud}b!W@oqSi0fX-
zhr-^<>GP{j+$k?A%D%DA#A${5^dHxG%a=*qwy;=V$7goo<Ibh!CC6W0?-y>c3cnx~
zwkpZ>=Wec_i)Y;K&w7=+)h)m%+iJ?YuBCyW?>)a3knP?iE#F&qZPpCE<))up`_{-b
z?zUVXeEF+G*`Gsueg^tR&U-5pJvq~U&#!scK61*NU)vR;u+Fu@Z~DsBMxSr(4Z8Qm
zrnZ{v)2qt`b?z4upPyM<{Yz?+@UF$D`1Z})I_tZK<A2cH*wp-w>y^TG+q#P1c@Zx8
z^4b~(BimYSJxL==Wx1^>rz}==xp>}u6EV9XyJM%a`s-Nd6NcAzzD!n`bycN!r*@>w
zl8^H|9xZ6~nizdv-1a|%))H~{i9f!txszPm8I*P8X40O2ra?Zlwu$r<RK5=rGw}Sf
zP&Iks$=gY5%I+RGFIwTm^m*2;F4JS~@#mJ6oH%*5=!)O-g|3$`&pNKCQ}I|PX|s3A
zmvwC=-`3pMdA{7#aF^NSc4rHRn0Z?h6Bt)#U6a{pceT#rCqv!5s~4AUwYW36Ow);}
z=Rbp0agOE7FDuWe_cTUKHVnEUe{ILBlghi=joumM6yFJxp88z&#VpV0<`9PopRy;O
z)b(H7YVu%R&+gf^&kIZ@ELQq(^U-$R-J;97li&A!U7~IBCB>gr^3|z=JA2aCmWs`q
z5x|&te{OMc^q(btyvZv|&YNEM+g%iHv&Jp{)Vlt_Twf36f?sKiqBr=*^shI4E_mwZ
z>*gq>bm!}{UO(%$Iq5w$a`E=c4wkM}+gavSg|U=Jx5l+L=4ah>jg;`bo6*;2SNvtU
z%=4wrA`Q$ZL>EdQJCfdCRkP~2%9J%<v}~*=R5eHc^1U-*1G~lhV0V`EuASc)ujt!d
zeV&w|d3>|QtA{@q-uz<nURJH=mtfb=)kgx8oE)A=eNQX*<6Lic?ai&Cqi$8#+ueeC
zqdi{~hOGG8v(VPW@;u+Y+^{=$wabI{2sK$J?fGP(*81_pvt6p}r=Od?bZe1y*OrOQ
zxinoXY=7{Ktuu~S*zL`JC99M=>0;$M$FnsPjW)%}f8RIt{XDr{X+3;bAEnKxKI-+G
zU*M`v-1q&-6F;_iMV>Q^H|a2s)3aip_3J;wk!`vvI)&Hv)kHH*msH+sv-9}G-?wgj
zG!9kQFxhTB*MPO7Ttal&<%xFp><_KF)wD8jmC1I8#=fb?9#@_BewBFkq-#dCTH7;^
zW7$`ggE!yXv)`#AA%14Vw{`b?%Wj4<Zhjs6Rb!v?q87E6JFQipg-;VJSK9G6gX4<E
z`q0Zu-5YkkkC9u<v1?aKeALgb`NzC&DPLah_*?SqmaBc<4x5d9WZO^iRj!Yk_0sIE
z3}Zw=RCmR<6>s~rrX1<{9Piw|?6sG6#=?i1`&NfpMNY4^vYfj4#x>@zCzr7wIPSl+
zwnv%cs7kF#kf*HC2_uJ<Cw0HBOR}6@@obmJ(g%ShC2DI^OjajcH?CBfxIz2)ey=xj
zp)X^OzLQB`xN^$XwTV%=*(<MP*eNMCSyyp=om?t%@k8;fAMf(5G|e?_q`t;7$DR|s
zJty=~Vb+;XX>-yp_su=`I-ujhtcUZ8`kSn;Z&2YZlz4fz@Yk}5TZ9;ycB;)$eNuDJ
znAOs*LO*y;|LN(V^A==n4KH8Y$*EeMX?b4s=8gMHCjL3Xb;;Cn+O2sks(RI)IcaMr
ztyJB?wC%wxiGKkO=hvp)yVF##_w_8*?i8sVUbpA_wyjwFEx$PH*$YVtKC4TPcJij@
zJvNE6&zrL1iJWicjIOMA$K}jqE<fwZ>GzI2te16Z)8xh&)xEb?C!22DE@5BY@AYvx
z`;Cutf6Z%6w!608bK499(MQ*=Gc**(UY&aK_O-n}qUqwN&i&C%msF`z>Dw(4&RW{6
zRv3QkyKVNoojZb#v+bMoD(uRyUqwNkrKtgi!R#`{F|ST}E_{-}Z|W7>o1F4Ct>mrI
zmq#nNY0voW&BT}OsLnIf=EBxDxeI=pO}@1GnT!C#$|ZGG*GeuiX-SE#@;Fu4W)m!F
z@$#JJ8_#7ME!Ie7FTAw8Xw&*L7LT?)P%f}tEkEbl-ZgqR&W1Z%UfE>58#ETXOLSLo
zj7#E_kbi}N*SB(I3aql_+ZMT4t8VJy`)coxFLnE#JBf46%e?Z0w03ose94=6#o`<x
z6C-t=TCUr8y~1>&?y{oduH)0E#J#>bQ|V*lxmR;bnXG2@c{?7{HeK^n<?)=5&nLf1
zhk3nu`S$&u<IL)kD@=J^1FgP@o}Y8uC35qu&%E(rNoCEmjxBk5I`8?p$J)1N=4AL+
z<gI67@;D#$OW1*1#EapL_On_p@ywb-R+Hl$UVhh=U{(pclC(JO=Fw@#jEZKz-g>@t
z`^>Vwtk=1TxAvTqzV`Le*2zIG|CHkvO?q*DNw#y=tE&<dtisf9JPtdt+BtyFVny0c
zuO}-l?iU|9@+fI?SH^NXhL=YRq}D7=R*@@?bv^QY5^rI6)}{XpbHeAwEzWj+rWO8u
zO~2U`n@K|c!QpG)dK>)AF3fSv%U-;_HQ+JBmvvkvG56No=5JmZR&(jbwM!*G{v2Vf
zG<_@hGD}%f=9+%{mJ5+7%Adcicb_>$$VmInaxcTqFIzO-XPt~xo|++KYIpVdthJxk
zJ+KZ>T^+wjnV~S=BzxB(-aC_uBSNP2swW%`f6^Uz=hW4&Dw2nbs>98b6Ls&*o>4ge
z-0GL#Hpkz|EBy3)Y4yJOsXT&=UB`OW?mjs$&D}arX>o3Kcln*O+c$YU4%{wU)6rM4
zGH<T?-Tw?+C&G0MC%=wcl^Lm0yGPg0uq#^JN%70;sBKXhJ7$K<q-|W}UMU(rO>OUa
z|4VkKb0(R`q-~mWbzYn3>ev+;%Wm$?P3B#@A%LwwV-m-bjt6DylKwLUB^1tDE4Fr<
z66fo<n!j^)<%H{M6?nT8-CE-482CCSB<#rv-ZF9F&L^hoQyP}Brk|J-`1$LU)X1WR
z*DgGkJT7|4UBRa?VojO;f>lhfpB;M~H&<NZ$R*CtW*2YUygE^QC!D?3!t&tCWjnR@
zR=kX<y?V}*Y0I2P7vBW>-gvIB&t-UUjp>yWrlQ|s=Er9}k+4WUxGq$^c;m8NF<-M|
zU88gJyAO!`IV}3{;+<VG&Eagz_5HS9JYTwUzKKwt`*OAAGDedpWKPan<aVs;`YcJw
z12&Jgo7}Ec-x0#_`+Colxo&G}?&j3%+-eE-d3|Eygye<ml7lB4o9!Ol_2qX*QWN7F
z)=Jki-MSZ_D+Ep2GwEGbre{!4+3qN%TBU<`nB0uxCd<yVE{wcY;n3X}TYt*k-|M?(
zKv&m=Tl2T{gnmueEX=*qb<8l=R(sbhJ@%!=pH`e)uA%b9-A7gJ%#Fu?v>x=Wn#o|R
z6*@!y{D&nwV|(8}^GXb!r?u+9)|yj>$M`R;sJvlYb=B+ig7+y=eG2wm`$e+&mA9sJ
z&(C6gcDZYZ#VfCAv*&8KybX!rnPmIg;1#oMR&$nCVc!;uZ!#fyU(L9`F4wtJ9N}HS
zU-z{%mF1e)#>LM}W+iBe%_uz^m}Hx^f#pg1{+}kr(-vySCxz_@x|{VSPa=K&rA<7s
ze(qjEzRN{z4rlph^vx}s_jgqePZ-zPo|?lSR-Y`||8LbrR}(K^W9QT7zpR{gyWmM^
z>ReBme{5SHP4%$po9e}8YP;aXn{ySSYh~BjzKVF}A9!iql9R7vIhD`PeZMMsQ45pB
zT7Hf6<ynnsK7CmirrOqK?F^i@FU6PR%h{BZ4Cf4^&KB&cx|*zz9JwW^$WV^2IxPF<
za|_XHtrC)tR-7&7(JDH$adu1KoQ*QO@`~Dh-c^Ul`3UqpC=4;>7f^Z{@SkCR)#u%F
z!#pJ>{mni<)%&iTnzqF3t^eGsi&q_&RP?Y|=Tz&t<jKdgMY)wH51w54aO=(;Dv!G!
zO`bBhU-nedwA)|QCcU;)c(z$KPbG1S{Gr{uV;Mf~^fbNUyktp2V(qU`xAxk8r@qLz
z#WD9@*>v&Bm02oZ?t1y?a#KCW*(!}~f!F1yhD}nH>C@h3*wxp5EwSKAMzml0-8l_g
zZ=W-M8ztBl#Ie?)*)+={Wa6CA6<d?9KkI(cb7!m5(_i6!x*^3LxoviD&1TB{bC>vd
zvbjI%#57F<Kg0KNE!Pg`d!5ftC_G-(vh>F8)pEf$#XJdx^R8S854`_6ZqYTz&Y#&v
z)vSS+)wcSoR^Rya>X`3tnWI}ivAvF+y7x-YUjIv*k~UbfT$`udQF{E^hN;zWzt0nm
zNm+0w`TMN21ab9G>#{z5(NNj`aMqbUSEm-OKBql7u(;IV4j*q~rKSCu4_cv9J#U_R
zJK48X=ZwP%(F-?T-aKp`wLN{=u^w)j>j5g;TiL9`Ln@PZ+t!$g&8dCW_kNMi(X8DL
z%u6#gTx}-Cgr3_Xl3?)u{;Wsq_BfwBv%_R=^zNAV^Q`8CPTs!o-RjzWiDOw?cD>=+
z!BTJab5_2P8OLW%(?+w6#p*s2vh^~zRf-nAU-tY`xtvD-v!DC*|7|S{-=`H|Q4`*_
zac}X}oy(-Tx7(h-wk722?sQunH?_rekL%i#%O8~`c_h_)J?mRsT=awG($Pg8NAgZu
zu6yl&iAiwkf#oNqUz8ta?Od%|ern#cviVC+YO;Qg+q?Xwpi+T#`KoK*b{od#sAov5
zEcAR;>n6?Gx@b$k$?i?^n^lsRiyqG2H7C&Fa9?}ZJN<Vp1shdLOh29P+#0I)SXs2^
zRiw$xyHO=CFHTvqHu;o|`^xF}w=hmVUiI;@w8x!!Td&^tN}Jdo`0{n=<E^)w+%$tH
z{hU83eC1nh&o4Wp?p@i;B3n20i+<}DHLi6BK6gE`v0X0R-B373Cj9EJuz44?dUvc3
z(p<5&+%{)B``fHy^OTuulb5@7ReWDNF>C5l+07r1X6i0ZUz#y(mVDlqP5X{peiK=p
zbcU($nD(OR+P#%4|E%H9I=k|luI~(PIg5AIAxpK6bf0J8T5>*U-MN-`+f{!ro*y+;
z_4d4M)0wyJzH;d_?s{(O^|y0Ma`FQ2Ngk_L7x??_TodBP5c<%6<~M_Dzok#>uZ@b_
z@j7Pb#KZMbGgYm3{R^FY_vWUcSiX)^91pIQOcLN+;vU?W8Kb#&%`MSqyJY^{?#s6Q
zWEFO$dGgV;6K$IUHwzc1NpI#~>M7FW@qDk!>#j3G0(a)5ZS7qbJ>^PX*@jc0?P|Mj
zS9g8-vChqL-MnjW%S%^hO2ircn0SB9m;VgLmT$7zG(&e^y%4(l!sK_!TG=I*Pc2^u
zc5d#f?3h&O``hww#`lSHr#l^*<gqs6vi8|j9X^h=Gd$1nWlhd6@m>1NT_yR_<`f6V
z17Fw8&aj)x?ZB@zb@mJ2yM0O#yC0jnpL#O?dF<(1%(E6;tFY-hdCWWUn7hq}o>0yO
z&y{xF-~2#kZSW-K=AheFiI&=T9;mjwvyj!6@_5QJ>wU_0g|Cl4t+}am)UUaCa=Iz+
zneLwEFKbiwsBaCe_`5Rb{!&wwcw6r`dCnR+Pr@cV-y6^*cHY)7YSj!;-PN;J^?ng%
zTU5YsHpW7Bm74a;$SpH%&ixiKD896Id0_BQ=WDYBp05oGV_Sb=Q<v6>U!e}sJr`u;
zzJ}eH=XBc6I7G_v<kyukA16lU-TAsy{YjL^-1!n;mg}sJykvOr+nVzxT%OauxQA@&
z3H|WGJ?b&fbD3bF-@N_K(JNgA9-rNLpJ9j1w-u2A>3vN*zwEhtF3W#Q%A8qi&-|S?
z%jk0Mw^hsPtB&uS+g#uwv1Xz6lh5}SPkWTByruWx!F5ec9HP%Bcpa9x?#uEZ;n}Qc
z$>^Cc`mTl+&RS~Cptb6*{@TEK52I}^PyS-oD}JNTjmOu)KwHi8W>InIwVLm1*6k8~
z!?(#u^GM^Iun^%D@~uAKxnCJZl^B)GPbjne72<f{KZDfyX%Eu77OI|?{m(Ep{md4j
zWqBrZ<`upVoV|DNk9BI**TP=+uT9yu;6KB?)z7?c&0gW`QWYJ?WOY?o!~W=n>+|P2
z?%$(%=%1UcVZ^C*(>C7pYl#oulj&CVH>=tIeN5xNB##wG4{w&MeJvXBYAUP5o6@!R
zlINq=T;d7Kah>V@b&*qHtd`H`H=Qb}%Jcs2y23m!YtfupvkOFSOEv9Gd6H82HYkTh
zX5RjDt9~|TJoz|_TVTi8l(l79k6E_s2(VvU-rHbXq%E^MeSOwk?$iQ@N3*vlOK-Wh
z?6Bv7uU}UjY4}im)p?$KmGiZQ-Y4!B--z`37dpq`tiNhd?#)MS@6;`IFN*Y3@n2e*
zFt2iTPs_6fKX)8hGF#W=vbIEjRMGL<vafD^IlglBD}gWTTFymA8m)4jcQxVm#{)0J
zuR1*cvRYXtI7`QC)#YHB$Ui&T78qE(jec{0`Ld|%?EZ7hC+c=T?{}71+>o_fd-A;O
z(AjD&fiJx$vK#F?D)A`ii%d`0CUvGc3zF7rHTzG~EH!>szANR!GQ*$YE?s<vG1upB
z`MP#@<#tx}OFLHORZU4%PmWMH>Z;;>z02Rweh+W>q=yBS&*y~cF5W-Q&H46vn~$>=
zKk1q8HOYGtpH}Cta}}~#@|xFKpLkqYr!{$1^X0DTZxtHPh8pQ{eqS@`%FDnzy;Cb+
z75{lHRPUd4tCFwkn$DZ$G9P2TtYu7P*Dq{W;#<7cO^IcaJzrJmu@uQwYc(X*c7>E#
zqz5~t-df#f9O!8f_~+He31Qi%k8!f?QktH8Zmvsru13!1^Iuk6a-5TL&3{JmtE}bo
ziV9yx7p?W<&s4j&JZjT}!t3jNU3FjUi@K`lESP-$^O~2N&wCw;zVUYX*_3y_w&xxg
zRIbzeGI{>FZL@7Y-&<+o*l~Vu@$Tpgub0YY=6|1;SvIN2VO^SQU4`YJ&vB>C=B%<5
zJ$)zh1n1An<1Zsty?UOr>D$#yQS&0wCQ2_iy^%R<WzfRSk>S^7OMI2vdWLhG#j)yZ
zA13E~R(A`SwtK#3MAk!&pPT1LeW}<gdW)~>F+=!isoMAF&-+(>S)u>W!T86uPvK_E
z)oulqxvxICa{c#R*K}^}>goCVvg?8R-k%ZA<*uH%bAJNAdf(OQ$~#5V9(^gdE&m-}
z?tFf4ka_ia-8gHxCAZH>_j|oe+^NTAb!A`P(x5f>-n@A-MR<PQR-q?z!eSIx$0;~B
zM``Re)mn1(ETj18_dl=Hd7fOmL)h}s+SvsmkG4b^HwERrc-ob#w9ehAG3bud0Xe?P
zbJ?>dp8CpC9rnuS(bLUWW%cK9+H_S+keh4xI;LXk%o)$;gl!2DvRrHHuGjV{{lmhx
zHxomXC)=d0e=G5O%j9sQT=$|Wv-=%GJS-2ceYD_8lJ1QI%g_Cmd24Aa+T+YFxl+0R
z+4GNU53)Np&)WF3a1Pg!@9b=6EERc{2x!llcRAB;>I+`U<I2sEpAJa+GvC`dd3*3u
zv#Dz;cOPM}Keu^q;lHZz{KAx4&R^lSI;{St;x3k+_nqe(8GU~={hZy_#LM%h23~mZ
z<=J$@K;N%Qpry!vPx5d|yboKFd_L>s)B}>1Yh>=ue4n`CZR8ir)eQ#Ov*${$mo&ZR
z)8qO6Y|0judG%T=JTuBex&trD+_<}YpVozwD(Txrmt1>1xofHdOW&QU@GQ?c+JZr{
zaV=a7ah_)#ReWF6ZQU!o^Bnu@vtGIJGF?;IYtL29Z1r1R+*%=Rw`19HZkdl~%lcEQ
z{xcW`>TZwIzOYnmy7Qs6VWraFeFP;K3Ik8_%UWIcm))t`d~MFR-rW*!!`|Qd{Iq0S
z`uvmfaawJUc38ZOYq(Whdi%#U-lG#^=2fga<?~?9`|HVe)>Ac`XD!y5TaX#2v{Ukx
zR!ifD+STh$J-1qGx>+J!VH<DOVM~>8+bxsdMt$gGzcgi=mBvoLsMYf(E|<Nr?uf!c
z(dSVmw_}(p-f3T0JT*dp$Jh0<*NUGzzwOYcYU_xSj;eaEgS&aRGkh`Km7?mw{&`Jw
zQ^fbjKd-A@a#}ZcX52vuF9R#SKVgsCY`*<xkUG)KFt5@y`>n)-{$tx`@A7%H<m-!*
z*No@Q)qI^2*?7BWUbfrWtDA4kdh=%OcF)Upk7s>et~T>aN#>zKHxa1}pC={XR^H?7
zJ^3<jN^aT0pVi^|r5q=ZrY)HnylBzgi*va?S*7je_DWb<CH48ispTx6W9LoP&^@Ld
zx%<$Q3zLF3zMb~N@bkS5Te%Cu8;@q*v`CTrnpSdGQ1p@6&;CXGcP2lNjk=!q&g%L!
ze@=Iq@C&z&&U^4Y^ML)*ilc9r88>*Y59*n<ZTab>T*((bw<8T6tIJKjG-K+A;+Q!J
zZO>oE=5CqEz<jnU^G%WUZnbqC|4tcS_<ZNG?*`eAvu?jKyftx(;I*yKr*5}=mAG<k
zWlk!`0g1OS13VfSqaE4&!d9P_c+RwZ*>jndTQ|EOTg!5y>e|ueGmJP**B0}i@f4NG
zFer>Wk{xF)$9#Cjx$hT>tqY95EEQ+1zAU@R_UEefYc1<CH9sva`ncQn)gANRd0S7P
zC@A*p^Q-vJAmulw)bj8CJ$;|g>9C(YzBOQ;58vMGInkT!xw7vt*++F;-fSfsvE!TW
zo+TU4+rB!(Fv+08^!(o?DaDs|t+i;&d9-W(ZnifCe&Mz6s?sKB2@0Nk8)mBcIPe0W
z){5PR3j%Kxc76UE9+s}dpY<tMYf}2gwvflN^IES@jQAa9{WG22zP0c_!!4HmEMHeI
zdXa43AN4ZCGSXktbG6c&-jmO}R;;P&%A8=Hb7{r1U5`sDucj<H*T)&3X5_H&w3G+a
zy!lVU79EXQyVQJP;oeEl4CYw8$qH2IVm$A4&oEt~|KC>oH(fXWY;@lec4KAW+`YFq
zOX@!jKUZrV_BgBg^oiF2{~6N1{+k--EyH+1{?g{+h1wa(qFw#*dk*c`J@fNPndhRD
z&OBGQ?=4w&ap$VFS$C)HTKU_S_ip5p$>ElN3{5kY-*;W}7JJ>3v`ir3leXtMZkMC%
z^_`KD^8%kQ)w{eS?AGljt&lA|H{QqGdA;Mw!}`)G$wBUy+J9DuyNfQ6JeQfW#iuV@
zJXS4y^R7FOy9IBpSv}{2zr@;^I-V#0WUbhu{ZDk$TJ{T13s%-j|32DRBbW7l&hmzO
ztL5M7ewa!=nDh0~(jCT&<Zed2{%F$txRg_aeS6&0`Oo$4pW76Bzg~W=s>r)?t%*;{
z?|fNN$|zHD?t)e5j?#=LrIH7}u9upYd3)zkBgwhev+9n0yYleY;odj3@~lsC*p)5T
z8W&4i+_Ade8u?0ZLCx1o%a$}09NM|u&nsHi#L(nvsY>bfPY-0|kL|SIV)kzDYpdw@
zh7ITauIjLCk0}g#G-+?ImfMtVf6hB!UdP6mc(#=3Vezd!FZ~#9d7O9~w)XVqWQ%oS
z>3kWwe1CQ%&iC3cc4*1un4Z+8#!1<6l2&srmDTblzm@j6GEpFT;R>^ct%4I8YO|(H
zmtbEmo8j>~x3srcK>Tu7O4ou}$A722srSnYD{@y`9yDdqMdL*i?sPrL^XBB=o0tEj
z=daf0+lH^SBi<xxEWdFmdwHMn(PY`Ul;mj^3?HK>MOw=g_dkvKdu{G^`*Yj(<gDwr
zD|uBr`%ll!ufO*m=gC~THa6u`mg%OXKYZF*+N@e^tY$BkerUC_n0@!;OrxyrJxlUT
zJ@wKhPO9w|xvV5xB{$XUv46<flvTm|CR*RgIvMq!q0{fuo2DYWtrvA~&2xMkV=^%(
z`TA?eOpZs}p9Xo(xi~e$JO9XQm7OdfvX@*|49}T3F)mx!AaT~0UbRQ2%Ib|VTNNG`
zr$#OH){gk{LxF3tEUTwNOzESY+pbP@6Wy^&D64VvXU5}EpWnPYzkK=Eile#JtWN?T
z^nc1eqyJbUr|^aLs-6479$5T&-MM?V<w?=Y-ZO2_d2L+uepR`_;_0WSPqKI!w=i*)
zir4arUuk>X9(ELE?Yeu$xGDSAx4eR=`KA_5bHg<jzy49W)Ue0E-fQmGAon=Ct)F%0
zt+iUgb60!CwyWJ9jF#*5Dl#=~_4>o+nboY!tNQXi@h97c*qbL#o>*me-O11R>$*u2
zQyU&_D7+d`n*KIuU;jI;C9YwsPOS4hT9PZrX82{*y#RHIwd>xlJpSfR)eKK@OVh1v
zjOVfvb0_itXIQn=K;+q`?BHdBzOye{a2~ZkA0s%gZD;t78wObmc38f$>I&N1_rlY4
zZcJlj?Q7lX?9G=}{9Q5mtc~}CtVFRxr3<r*-uayGzqUd$WY*a|yKeT!T|L*m%qV4^
zZ^`PtlE*7FZF9<Jcg@?X9bcJ!I9$>8A?LxD5%!s76VjK9E?%B3@OodY<ZW56u;g>~
zJfR(@cc*+eJ?F;3mAzzp{(pwhv`Yr9k=xhI_Ib5{!98@HWO=gbytKTTOV0VPO?Y(k
z)$g)JQ}+v*xhgzK`F1qLUqayl|MRGI1)Sf`2B_OGcg3uX>Cc!rTXd4ludqD<Imfgt
z&hbZG>_{nHns1cw=*iu#Ny(x;rxtFi&0bWo!*+AP+I^3m!t~ay`*W;{ar;_lwf_vW
z*On|gQ)l-lMCjIoKK9S6c23c}zw(T`B5(7(ZI>Jy&pPWc6nC9hXwbGx6<!#)ZRM;W
zp*vS9^Z)JBR641wwk6a^D`fq~xU=Wo&LzFsKjlFAdh=aPLI3_ueQh4tJkP2pO#Vi*
z-2Az@oF?yzy(aZu_MIb>_A;cQep%+mwTI1vPd?hqTk_RHA#ClwDXstBi~8+%>(flU
z_u}*UO=s>FyXh%?Tc6{rlKZrNZE^XotaSzaOdCu2ZY12-nw;_Z$d1{zuRhLlGMqer
zZ6-GpzvZ{pY=^Zk&)aJAdc%?hyKWp7_S*U6YWkiDU(aPPmP($Jl6-CU-)WW>YlXX_
zHmj_=JN2CFvMHZut;$PfN%$O_oq5KeJMvPdP#zDv#B#}ld%Ne|=j<@m3@FOpc44c+
z=f^A8Ma7yPc<H(9(1$yd__Vi8S-E`U!$&bcLuW_L_c&e7*}l%=<@=ZmEgqihQuS1H
z+f46f9uP1-@6~zI?3dh9t5ZvqS+=?wCf)Wt{xZ@yvccoHW85-9n|<t2&(|rjp5Gqz
zr0CB3J~`j4$|chncig<bR^jrM^rz4Eismv)&3O5wKWfSs&4+XQ?YoZfU0t%P>hZg-
zH`5OE6llj;n?CNDztk=z;ic2B#pn2DS-llye(AXRXw`|0${UYb=CJ$J&##i1QRJL0
zr}N85$S%&%tE83td-jdqj-ZOid&8z(VEpdxQy4Tm_U81f_s!0Hu<kYf-q0!&rh0C!
z+C9egC9{ss+*S2$&CHTV2YTvC*JOD{J8NF3?PvM4E;+%t>(#?~jshoN#!lJgSK#%0
zyVsIyjN%MQyQaFFw|%%=ytH_Fq{IoM?ClNf*w<-Kn<=JtLMB+~Kf|=sA$H4MY_HAj
zySZF?<Gimsvz6u)$A#Q#djI;z^}yx#G;J$aJgwfmcE`4L7vEf4BW}Cu+u|zM?ZNZ?
zqaFwc2cGvjyYDJbN4UwXa9b<AR@1tapm}BGNzv-pR<}Ld&@<EKbI>!#`(2j#cg`j$
zpZV%``IN(hFYiNH53~Jeun8@YX(~RrJm<ljYk5=8ERFNLYjikn!@8nppTg8975=)m
z+I@nDO=CpSvAw^32P{mkU+cLx_K@{7=5?IM?XF(E9hd69wy-XOJNU3-aI|Z=<x;h;
zKHp|bGBeHzTho#}hbMeSRQ%iHXQL)(%?#pB2n*`UeN`T~S}wlYdDWy8mlGE2vK}Qk
zo_xGD(QJXV&DRy>GpnR7X`Pg~x|X$6yhySx&4zEP>%w@y>_vTdCfRBoj#_cH<XG7z
zo66uROKu+9x=|sa{?|&oW5yRs*KIhq;EK-b6GuyrE-MOY+1Y0j)q8lW&#F`IHBv94
zOrJB)>TxrSI8~N&&v5EQ*9bZOtk`C?wUxG<t1lklTo>v0+$Aqnhuw1Z#N%6cUF)C5
z@G>wVStdBR?9OuEeD!1}%dW=D_Fk8JPs&`k+nc@iazZBO0m&6rn-&M%OAwvC;AOb-
z=JLc(pJQvJ>iz83mR`vG_`&1(%ShGq4Nt8u-MsO9&6YciQ{Uddw<ac<<($9L?xhin
zeHdTIn7%#rbB1i)mZf544>La<+-be<nfx^4OY;(yw??<~-EWPbTA*z*^WypPg=f44
z&TrouBz7}zesI)hkA|<u*JrJmRCD8()a>44*LNC4xSwa2tz1%TWl)v2OGCn{v1^{k
z#&=p*PjofkofEMAR^`hmjm47ot+5q-#(jUT)I~n-uiECW!p<UHd~Zg;lkcL7R`LIQ
zv|e|I#EEB{HZHn!+$zaJZDH`)lFN&Jx-*L&ymR*HG?R$C%NCz0(bih2aCOErC;l_6
zm5=Xvcs}`j{nFy->!N<DhsFJ_WgTBWdx7|Rr3JapEKSwnv-bXc&i>lz?vv-GUOnsb
zUb#h^REzFgR5<7H$5qqKm-#f^DLz{HC44FSDR-Y>-WzF8K7U;sqIc%@eC?fAB#ZB@
zRoWO=Z}lv3r_a24sq4{KpQL|WYdi6%YV9SrH(Hh_UtU|fBjeD=+iQzYR;->Qwchl@
z!Q)Y3lT2DI-j|%dbb6lSEA6>CZR(d+?7h>v@2gy8PSV=FoKq6+&O6pV=SbhZ9}C|(
zNLX5|sy{qG>gl`X1!vED9gTbScJkLME#1WhcZL3#Z_{4B@!qN8%b(VpHwDC0$%L<e
z=`DDBV)Wg}tjd3HRz=F%PSI^BJh@g<A!knW+pZhiIT#MSkKzen{uQo#_eIr(r4~mc
z=a_VyKBjHkzTNb4Oiohen!{3af?`=!tzYdImQ0R$(siMef4N`Q^_!nxhb#BzRV>`N
zdRD<4H|wAclFvV_`8MTAy;hY^L6+EZf73<l&awrBFZdNQaZ&Reu4R{c7c0+N_gyBr
zZ>r2TRZr_#<v}Y0FYUNJ(|}*LaxJs+ys48*rA1zz-)fSnwQ@=8_R=KnwOv;wn8J2c
zOl{NNyk+jTPgSL>FK#J1R?BVla>9-Wj1lHmKGFWCwAW;xI5e@RDy(ux@Xvptw<T|<
zr3dv|W_`7p9el~5vmtPP-q%M`Z8QAdG{^hjw@B>w`dsUF!D!=w^+~OH?dKjBOnEYO
z+Va!l*P<n^>+0kzd9?T3r^ChDWq7X7yL(f>!`^>sHP><@JKsxl(vv4PMTR^#eetVq
zk)P3n!kC7Q)|<O_O}lOQY5t*&bFTJ2^jyCAcYn#oYfQ<1D%QJi|0r;fabsh=(d`os
z3{OhdP0aJ~<E;oy+cn?4ZEngXuj6~?Rz`ff?{$C6Rp#OyQa`7}8zjzp{nk_^l)3!c
zp6x2P?b_t-y`Jq-E3|9EgOsp0=B*!3yzTlq`FDZ4nt9T$*YbkL{xclC()TB*CI8Cn
zIV*F|t*gFuc9P}Wuy4&>pMTp1S#q2$3q04tmo;y$WYbdd54}4A*yHTy7ETxUTH|21
z^}_vgEbhEN!l&LlbHLnW&Z3J!i#3jJd3W~miU)sRU2XbZ#<^Z;($hA>SsTR`J!V$m
zxwdhV#ayphG2eezU%h21-y3Jnb>R7a(<frr4?I@e#i3tdTbpgUV*Adkeuagftxm?@
zx0~u2QTk=g<}%K2D<^!hxo$hj{F!H7$+t5FmB)XC9`4)PF5SSsPV2%H4Vzi>QnJ0Q
z?rhiovqvs_{=_0b*N9mGRXkN!0vUH(oGrML_58xaD`GFsianUuENQw}wv%by&n&~E
zv7Z^)_WZm#-_y(F+KQtUf$pLK6WqNn?a-?Jy2k0a`mJ@7cHIbF?Z#as$&h!o)pWb*
z)i)15dQ97WTV3Mqtk<5456n|~`>IGVQf9JWhLL~Pm&CN$4#yn|BlQ!C3S$K(hh6!U
zrK)K*@!2JD-s3V?XFQv1U;T02q({dmx1L;AbK7$c-_*NOo%2kiN`KCsI&r~tKTpY*
z(E@iZejnTPa7%Gd*Y)VK=TFz_O+0o@`ONFL`O!}gvhB9ebBy=9`piI?Y033imS$$P
z$(iqRIsN{9;&qXEC*Pa)a-rTjn|*&@N4=lnFYCUxvP5dpjr-H>mUn%6eaZK(l3~c=
zAT58lH6>Qh=E`op5x{Q0wD40y$}Pi7YhKSfxx+5O((dY+n|`0{p1tf^B`|64`zNVE
z79M_l{9#*-w`!M$^WMLFX>a_Y1fvxv{*^xY_2!{S^4i!B*Y=C<TA{+1J>PI~P>8(N
z&gYL4eM6Tny1w&E-}=0@g6a~c56#80pP5~p^)-8KoaI~Nx3^|LJkNh}<<GvG3@O*o
zBqRpSnKiB5EY*q6WLEj^trH(JOihz`v}Wz`NlP9}ioW@NPgu~)&G>y>?b?k04C!2j
z$Nm59t)B9Cx^c#{Uwuk}m*$=NHODxsTy<Yi-PD~a+dtbym&RN+nK~(;?AhM!z85~7
zZe6`zW5xEJ4|bWR2i-aE*Ku^~?j3CmGwr=zzgZ;UaM|<f=4)H~`Xy$oByc?{ee2=Y
zW~$s6FKueBtGwH;O+?#`(|4c8>sOiGJ8l=+l&*<<CTa1X;cK{IazSdp<?2ZrxoTH`
z;o(*F>&e@izP#l~z@(QuUM|V^vt2de?&PB>wOigFlnD<{d95kQ-1Q}Ne(;TFO<T9>
zL?7O{*Z6g8j6oCo(ul5WMhhCxdT&l=+B_xpvg1kZyS!#Avh`x^pT2(Gb>s6n%g3{N
zcAk`2xFl!NtMhhyE^pZP-1OwnAV&@D8{gK)&BzOm*>f#<8uP67Y}165T=}KN7ycNo
zZVz?0H?zLJI@U?8<FV+cwYyKUESxei-XY`Hp%|C0BPk)VThrGkpDuaMeoyCfZn;;^
z9Ij7ac2uX|y6^RC-@mJAJriuRpP#LEvw4uTGk8vF+7`QLqtmzcMnvvADzeMdN+3Jw
z9`75&I6IYD_xv0s{%Bt?c^i;gl)ZnZ>Bh$a$5gJ{M7=0In^JKuTkqY)iH>noZ$;m6
z*I-vxx%N16$;JndmkM`f9lyNYZLPKX&IfIelZ&#;xVI*-Jv{5U=4HOf(&@`LtaG!J
zGd^&9Yi01VuXb^JErVuv#~WYM)vHT9FZ#kP_?O((hu5yVJZ`XD?{-<wa~)r#n|HL#
z#JNlQzD07dPmXyr-9h-A)|aO}Dg9m#^(0$ntgq?~O)Y*^Fr#H_dSb5KGtnK7HR`4w
zkF*mJ%3kR?_4;<NuZpbM-|Z&NnezAX+*!U$ny)QsdoaQBbwJ!Pcgsf`A5NBB8Rem!
zakX#eJ1w>ea_(|h&-#}(Uz;Yqz>hoZ+HRKFT~}U;ONv&xO0y;&He$Zf^+I$z<I7vK
zn>VOAvMA2l-5njEEEA@>M?s)4Hb!TM=zQJFmg_5DZ;X8)>#$1baI5L%e6N*;LG3@o
z^tfyNj*6TUTzI<VrO&5h544wjy0T4k(be+8K#48RnWaW8&g_4lt+rwRux|02!`J41
zOANVsvS*gXe}+xPCze*H^l}SmZ^*c!@AY|YbwI?zQg)fJTsO@-Gkw=a+sr-^HGyT-
zm*=KW%FHI+zn{S5U}^WYJZyJnN~+AHiuL&){5pBU9^T=ZSCl<(j?B_CHF=6xjwXpH
zZ#_5L>%)US(Vx}f9=8(v*>+FOSj@m=pf%?^ha*GU?o@yG;@6pp$sDd3YYI1;Pivo)
zt;VTR_R9au+S4lz&&ygqlf`iIvBEf+SEpyL%N2Z*oUUDT@Ym*86~Xm!i)O`atF%~`
zsdvl$eB$L>+e4mTT4ywM;-{@qzN_!{Ot>a`<Y2|4^|4-pp6hM)?o2-MHfp!=Vs=Nr
z%*{#ON6)!uz1UJ(y}I?dvhvnSt~*|za-Yw;`qjL}WJ(w7#N#>FL**ik-)MQ?JnE#W
zc0OoZZ^E_!Ha^RBN&mi|4)XlEHrMH6vQu%_&-q8|)FUQNjh^*leW0t##JQesb5&+<
zFAMu9-*L6PwdUJ;VfX6OJ=+Sh<<ITfGh^p@_5F#ltxKF#U(R1!;5KK@y7NZ8l8>^~
zzlr@zU-eS#qgxllx~)%L<F-EekhPTULe}e7Yur57?aSBgU%%W>uq*Il#2a<%+0C<Z
z42<R4U&kEX`tFfY_B9*JWYs698>gN)YjQ?=pU1nhc@h_j)n`4vKkF;6zntI23tW4-
zRJSlX$Z$Q=Uw4f2uSWjebX$p{d-;!Q{WbUW{yBVdomcr(nZCkU-@7L>Pkvu@>F8dI
z_i;Xx!?&K%s{6XX;^4M49qk3PLi;7(MxJC0JEv{+EqD&sJ>!^p={A~MzDA4Xt^2ft
zZQ+JKPl@g7ec2|8IXtE7125$YS=+g*PmT@fy7y$ey0(nyqg|7KTo*K`Judos`?iCd
zFYTy&>$Kl%`KdLRZI`}Vno{7)ZC0^j-ysh5+_HO7AH%MR{(8PP$a8V2`c=7Ly&1<<
zG{2q=lB#4^7k%TOx8p%r&9&^Fw`*=?8qeD*aY{e<T-~_?1$I+k?_!(%<UnfTNy#<2
z_P&|#rsV!Cj$2-^$f9QBG1iLAdqrh-d3{o*+CN=B?XCL2lHj>sqsifN>2uS&*@qPx
z;~aG+DW^!iUC3#9cfPZRrf256#W!^GoCM6ni}Nd%x-0EVYY&@b#3^&#H-Ei>^0U9$
zFBY0EYn$Hmrk3fmHsje8?=8<4Jlesrb!+1Fm%;xTa@gKkuFX<CwWj1!PwHl~XSUg@
zOF2BxzmB|=C9lu>Bivl~u$b*})8{8|T)o`&s_f%k=416%6PNf09xd=LI=s9pJ5FZ)
z?5*KuEgHvn-r91*cH^xLdHRQ*-@dkC*3XUKSI^%uW2dF%_l1VOZg+*P7S=^PwtW>k
z=j%E-r8~uEO9b;QEZ0s>XWyI`JvXLYW#ZASB~Kote_a=*s=hqu+SBcUe^#ZctS{aq
zJSECkn$7Kj)TT}ROM`j%MGFN4FC_f_9Ah*mugu0pY3eag?Suzc^^NDb%U@e_Mue&G
zXz}GU0y164Z@DkNvg5Iat%>VRy>A;CF4x`jls7H>9LrQZvFCHB%_IN1Y>z9Nr-ZJW
zRPjVLSX#c1Hpq%Ne|FZVe8XSG;mPxSuE%7V^jU3xSM{fA=GWubwy-U$-{bk~`XrTg
z)f2;&C*@iF6TPx(werMMzvrzoEu6PC)znNSd1>X{y<6TDRmgq4d}zXv1(VO3M=GCQ
z-PsfE9lX8qp7S*I*HQk(EDF;K=hSAOdv>);lX2tw7}Ix~813!tqdvcSG$|}<^RcyE
z`72*;|EG8?)L-=3^j&Ax@ukRnJyN?Wd5(Q=>YiYaN_Nwy+r#o>1)o=YeXjEMJF&fV
zMQR7jRgWc={_#;A5gxv|w{LfxI4^%`w`NfMhsYNXKja1N?$@7fmCeo3$l7oEYMOzQ
z;itwQ;Zu%RZeZ+>%PzYgoT~iw+3sYKsT043WIRlmx@i5q<69K^?R8^sv~O5%+#IZ&
zfA(mJ=gPk4TeEfsy(r&RzIEmWZwZCJ+OuYg6#gv?-uh{~bL3{v9ch!dwH1Xayr>R6
zF(WK8r!n{#hb^lukL8`Jm=}USM02dJDX0XWHucW97}}p4InyxIXvwv-XGsk2!yh~B
z*|<hMP)RFk<>mgO2aem9rkv@%@@U!4D~cTn6EE#KAM#Noi-TRhxA0te)aK{ek7X`@
zzY?CjWY@kfh9fdbd(M3i&rDIQklT7VKAX*xFS_fH)TEW?W28DRSKs;BHC5)H?CyDO
zJyrAeT-#EfDWI<06F&Lmnr#-Q{kngjylwD*csBRc?+ME#wtUUM@U8QYqexbLh4I&Q
zcCU{-ozkkdBjd~Mo9Db{y~_P#^dxoj{H1m-yY9RRJbHDzs%6cYNYltCHo}p=mrwaP
zFZ=T25AWFTyp0Zcv10MNYae^<j;Gpe+Fd@ceZs-zUQhB)nBIzdnb|n;tLY2RB@5nY
zC+a+Y%>8BUPvtw`G!j01sJis*t7S&Xm)obFi!R$%xWXdpb=cKfEw}AGa@v-zOBa6m
zlIZU3sP8;M?Be<lSGUA4SYNw8dGY~~hk5LmCdH*Ex0Glq%ly@jP5oJXes54lgKZY4
zgwn=0TGEPcXFk6de6?oP>3Npxr<zu8R%xGeeM`l(x84@E#qsuj<|iuG8=ju!D=#|l
z(VQg<maN(CR#RAXY|GoE%H<IkgnZpP{ADX%#=U&7o=-AOXjADiyQwb%mhMhJ9<*HZ
zq^tI}@;H$TEdq;;KGiR+WzElEkO`SpH)W!R0-ycdQcVuY6QVCNX4yL&4)`WAC3Iby
z>JGN8i+U?1R&#Y9^)WDvTI{yu-jg_oHLp9ax=TK}b~8a_PRSbYPLc1+-W-?MJ?G5I
zlS(TjUI)(B@zq-Oe4cNy$uC(gp`Vh6^sGZCia99He;LI!->c%mmsOq%Z%%cw6gk%U
z!9eTRt}C}Me_3|>jmg|!b1tvs_YY&tc6#V2Q@TbRblt$E8!w(sT%+=&IDA5z{I#8q
z+C2Y63-!FN^?C2mygQfsnDu9$Pi@-fZx>6f@V#a=Pg{E0!`jYux|8!|if`{NoNo5i
z&yjuB8=hB(*JnLn$FDAP;mJg<`Nh*RB`sDa?M*R_%eY_pXtRgqbCY604cDA1*=@@t
ztFHU!7aiNP@9s{O=1aS}tCvc!Z}+-9_b&G|U*juEQv~=b|CO%m*|+uC#w_l}v)O73
zc061iS8Hl8Rju!P72~g~t%(!dv>W@rY<wNnUD;rH*3`tiWw-HmAzdGt^bhOg-yXNw
z>Z5<~ylGZu=dq|**=<jcI@~Zl%l)zOtWCWB_g@!Pc28Ki_Uy61zUpfw9s8#A7A*;p
zOR#*l^G#;GQqM#lse`lh7VYwkW^U5vazEzl*7at^*4iFn#^pMxzEPPUvbN7#^5xm)
z@71y!3r!y;u|E#>R2Q8zS<mYG%6Tcu>$mz&FV1%9eJ-~(avg{0RFhLPpMO}xneS+F
zWnap^S+aM^XCA8#YnUPRc}2eRIqgjSc4m{?`3tkI-FPh(cXO3mg0@KPq+^}Zrk-}k
z%)@V7t^Dyi;OERW@g{v&x-E1pUORi<c4pT$UTCR3>-a3=lcK44)>2zIQeOtE^gd4O
zOADPW`DM*{!_D`0oAv*l9GQ03J6-PUoV<C*gqAq7v@l*5UAVV#iFa`0mz6%g^RmmH
zoDsE*Y223>nYYeb{?ztwO!o7$X6AnH3iNy8#Vhk*=9OgmsEYlm@1rK){5U`BS$fM#
z3(@7Kb6YdDBX-={t?T}G-Py0}qCza~u14gYG(Gb*=VfpD)^j`VPk%l6sM0<2g`yLM
zHXeBW=e4WSNz1RIfo|8QeK!mGy7AJo=xxO(SJ?#|7jc_!{xH0(*z?@)*$z)quH_uJ
zH4Y0`?`pg-=VQ?2D}~{&iiO)O*MzyBcRpLro%a6Z^4SbVm1}mUl(-r0Jff4**WMVe
z+|&5y_0nu3OXh2{rmgQuUb*I}^ybUU-t^2}-8W@7yM*YPoEy*oXr*ki+p%22@XG3C
z&!Uv;=VhI2{Puipp6ZU^qmhOWO5Xmw?$zZ!Q*B-0Q;(OSbM~8FF;U(j8oH3>lfB;*
z)w*R~LHnND%sjbzf!N!q`cz4oM{Cxwq<1;Idy}f-KJUs$$)DM=NtP!bO?<4ZG;fxu
zsIWHgt~DK<a$nxLMto)$xgx9;ddYZ+6T_<A{!uRq4Ch@r=5qVQ!ponfR!ho!<5!ov
z8qMB(YwME0N!lh~ZO>(Dte$!{fkW$;)>VU7VhcX+%X;zDQ(00~e@mV|d$Y&ctyTX-
zr{xu2xZ;-FSGOfnV#%(}4)ZMkGe~v3Jug2uB<y_E7Pj|QzLMLYxj4MboO$5c;t54r
z^B(Y<ip8D{nz}Bd?Pb@dHHDM14gJ~X@9tYRugBAS!Ovxu=c+<~S5IQIk2*AA@;UdV
zc50T7=T|+OuleG_WZ$@FzwZh5{C>95vwU8?|A#f)E4MWj$DF=5aq_Gu--_~`@Aqc7
zYR@(Ke&gi%hY`9f9`>t*o7+B2a#&ZDJ&9j^*4dz`=ca~<?R-&xONKA=c<}A!-Fqt=
zcH8{98W(*{rntZAO`nu+Ug3F3Uu(H-r78(_Nm-N6NIWsEjEWbiu=jeoHg9`T<-6=v
zB2w<NgT>jeyec{_^QcFzIN->EzP+m+r|>*hTY69DVD+iLJjd19zpPQ8{-5EBcGM#$
zd#xu+*;R5?(zbNxFMNJ&%H*xxy5?sOu1uEhk2>xux%&30#^zYfnajmW4K%depS};g
zlgm}P#$``T>8k1C(QS^F>ndZuy!^Dp=XbgAOOGYf&L*rq-P}|1b!~^rX}+sH4|guf
z(l}XS6%z2mLf$7#^y)fs3tR2FD=RI|M$J;3RCw^u>SHUV&1&o9)}%_jE<Ucm*1YXF
z+n#CP*ggH_wtg{v6Ekm4_{3M&j`O(2$t_))R*?K+eb;ftTt(iV>*e`|pN^mXt9`b~
zpl<7(=p8A6$3@@RPM!Iw@0@pV!l|?KDvzezQB<k={AIPgflbIlBW;trC#IA}y+}El
zW6o4*dNb;Xn~|;7Di_9+>zZy>N`77YcEO@6ao5cfdusNC9mzg<d~KQ<o9*i~)(3L)
zw(>@-^xZpgtI*qX+7S#QPabW0oM1R7bkV6I<D;6!AzS>eYsB!Z{Pi)$^-;>lIpOIA
z?xyGV@fW(ptvYV&5g%GooYlvhspnq*Z*PQh=8Cd8zteVA&OEg+{mSLWwyLmOX3>8v
z)>yRJbKU4@;;YSEa?z+OXO4dS+L-<;{jYrlC!Uaz%kp#MtJl(BscCX?QKNs>ei_fc
zhB@VHX52_Aj=nI#!Qw%wZPqQ<Z4<*!zH#?DJxhpF;`z_(5vz8*etm7_X%1zJXFG2x
z-u!Cut-oB7p(@Pe+w3W`UO)5Un>yvO$t12q_jxf<MxVDlzP54M_Sz+n_G(@*P`GYd
zEY)_4UDT-TMfs)WE1yp~;4bkx=F7%UZr0(&MeXIH?Mf+MetlbGr+j;9MP5<9gspp4
zk^^^<ZSCvIho?m!+h)mc-k_eLzTQ;JX07yZmveOy40gv>>(pHLV>qr*^4!$%5MTB#
z;Y{VT>!tT{U)%O7T&0Np^IG-B5E-u2)x3MFLzmV3XPEc((xqxS?&a!gw+)~8@riAW
z6!k8gpVzi4+_vIq@+tAk*Jn!(-n!<l^W=TfERFlKUQW7f^SkT$;z_!%n-8p;W<7~r
z=6Xu#FPY8ZE}w266KAQqE?mx)(q#YZ>+LN!*?(SFEjzsPebiEoz5YgpUN4oq=UwFU
zyTf>XZLv|b-s9MoOPc3wKWNXNJju^B@9xwyQ>|rwZf8~&nYdng-qc-5C*;0d*`oSG
z^t9H+@ZGjv0<&(J{}edB)8qN9mq~jP7Njp&5q5Of<REFY;5q&0_RN~P;NFYx8ox7M
zpL&<6dwJsdsLZ11=H{a*+nyZX>dBdV*EnKnt?$#QygwJ+_DRTmTlO~X!11`R%d<I(
zcCP)Y!ys$Fw0P&1H#b{Kt6bJDTNY94u|DHsVwi&9r9JDesrF8v_x0^A7D<K2GS@}Z
zOG|3);%43ZZlyh=zWnm1^(K1*xMjk(-aW)*ereC_5Z3^Yzu9M&Tc7x{v0(b<-R{%<
z3r-yG>APC(cco@$;pAHz*Kd&cd~d_TiO$Ts_RiRH>B5hzn#JZf=Lcm@zdc2!aZcgO
zxVBAfG2hnD{Ib@CX=k3r`kW1WBSm=T$RFEjC=&MKmyMd@j+^`UY+e!lu4mTAUavdv
zbNIHtZ)umX_;r2$t1=g{<Bww|2KihU_Vcq+KCra^blski3x?+ljL(*uPwSlg>FfIl
zCmR8?kMq9137&iD!ly(@wXDU(v$pxO?-!lc(AV6x$2x6`$m4}-6-%D06cxYk%4GlZ
zZKZPX9Kl$v<FhSJFZ^`&%Bhe?8y@daZmPO0*{M*rg2$%0@9UdG0$#_DpBI?9W##S(
z#bMJFn>g0I2%YlrWw=<3V6e(BsY7ecwz`&W55Be7Y{r8+(M>I;p4)9-YoC-ATdHjr
zJS)3QcC}r^9l5DDD<y5S&7LtdBz#>JYPzxRm{9kH$B&(NzskP&CN#NS<*VpP_q_7-
zp68#}^-pMEei?Oj>Z3{NvnA{^H!d~3EZ|^zEOzrY_iNivs9Uaisc32QY~%8js;;=#
z?h+Rh=7fH^<MFubVs-3I)9_OTH;$HTs%^K~>2&VTvZrf!9(P?g`=Q=-`{LX3lnGX0
zM~`k`XW)7;*V}VRHdj{RzT@^R3iDXwEG1=IGmi5l)ZE*-BDII(#)EL>DYLCtUJf%l
z^V@Uv#=C9>M%w4!Eh|<$xN4%WU8VZk(lypoLcdt1cTTl5&7OCnuV=yYYb(zspExN0
zFeWD4nDu4g)+-ApT|M=}<V)Iwqpqtz&0UhUrt0H6t7{8di@&=TUi<#Cfj{bA^o`BE
zhbLaS;%6%Eyf8`g^d@~1hvws!lHXU|PYtRnHBGYKa{Ru`)uR&)JZ$Zwo`0WSwAL?r
z_XPLEm$%l}_UAjkytV$eQM%mLq;kLZrQSsuI|3Kiw;a`AbF-WBwYgrgD)fNB<d=O~
zk63lsKR@a?xlHqN>z6dct&DDt%hoOuQx{#W?^O8XilNv^TX)giZQqq|-i%rQP2)y!
z#O9Z$=goM&wA8Pt@Wj_u2g}VE&+27rM^0v4_gwn#v>z71UL})bpVake-Eci<vHWe8
z*;ey!Avd3V&dibMVd72nT)ydJ|DnChQiG3gvv?oTc9Zj*^<Qn*j#)~}#JH^FqQ6Co
zl-ODYpR)S8-ecN@oZovp*Q|KESkGwR)lEn2mK!Z**=BLaOMc<Hz6%>|J`~0_Tv~X;
zkFP>$v+DMU<9806&&u0tzS!sdjU<`LeMh&<6s!tbdhPf*Bkifv+;}QqWU`(-@oh~^
z(!KWb_d9b{7v7)ikn`osB3a+>eDfd2c*i_jwdajt*L1cw`WcfheA&N!62HyW^j&$C
z=b83ge><rsu~+$(?wpioD+6b};ue~{rSC&5&-c~)vyv9i`usxgpz_|V*%R2~Y>T}D
zGILA=Jzs9Td;64RoB#7ztxtw=;rVr4r;7MZFCSky%~o4&$u23Uu)H^Kx*E^fX3x1I
zGO;K0$!@vDUFT-S9@{iI<C;;=x@k|fBShw9XE?AsUR&vY&d)c4sqlOM&#!BKF8L*~
zH83`&cWM!vw$W2pPn}75k2cRRd@^U2&}1#c+{N>zil0&Vvf9vH?DE9(&qLKElFvqT
zIf$=Vx8>=nkSU8*SH^{MJb!XtR%>$1iJ8Ym)6!Y{tgbMc3p$nE<qMy@Ym%#TrFog!
zVq?Fv#|mR*%pCjuFKxf<ox9-8%b-^WZ57;Aug>+Jm-nc^pWR}G$AtAtdp%w@+n4+^
z^^0b8yb#o<Sg)m+c;9oLw~hPyt%-Ylj0#+<V$ZJBDUA8^t%#w>V!hkk>?J2kp4@w`
zDYJk_KI`S%R6oA@s3%VvR!eQn+;21MO<>QXuNHroJhWE6p0ixFA#VPuy>h3L`)6G5
zx#7jk;QnydyNA0EeLeVR^~rTpQWsf^EZ1DTv+}2fsfv%kO1QG@iN|xAqd&&EF<3s^
z^PeH(*XE7E^LESDI6Rj46;f_rZa202@1pKMq5Z|H+ISdGJYK5yYiaSeImzoz=yB*@
ze;s&i`HofEX3tJOzP3fo#U_1z)g{B6b78e^Ry`lG!%Tj<U)m^FdV+afcG<m@Qkj3E
zt1cW3-ZO2P>Dz_66Js_XyQ#uA^K6yRfn>Qw8)x0Me6-5Q^Oc)glc&XAKhecCG9@c>
z-`+T(y<yT-2D>X8+$C&Enb&5#Qa&?(Tc*lZ1;Gt5bz6;2oG|XXSR%2CXZeOT(O0fI
ztqI!E7Ib{U>ZIJolg|bV&i6Vu#lrTLUWumNvMJkL`;32Fb)7#iTcVTmN!8_V9(yjH
zie9y+ug7=(ht(Tn5*WLlU0fo&+A-qeg~EB6s_PDwnp}9%a^&0U339&0f@jYeM_=$+
z&>wYuqA=H_yfb$>=WSJToM#x>^do)w){<@h!jEO-Zmy{;y}a<=swHdgcKIglQ0bey
zdfJZd4tKb|ylm>2@%5Ph!?=9wG_UD?&!eX5xn16EG|hMp*PhV*j<dFlR4T3C!oWN^
z!m8|*Pil4KoX7g=wySpfFlARPc)oB|k(0-xEj^KQ{ZhIFHn7inwbm=8PV|IHs<h-<
z?dqk@_b;uU8uPeM>C&}paqdfbex~nVnh+D+uF_x?{8rz)K<mpSJ-e-XI$xEeM1?%>
zJoWA4v{?CQt3##CwT%;vXU*2&usgOP>!?=Xo7Alvv>YTBntX6AF<6mz^UK;Bxjz;9
zY+1!`<loY7)4JC#Wzu|H#IC>Z{@kj{8{IuTk2bC2+GanM^JGrRD#NF{?|hQ(wRD#_
zn^>Rv_K9xQk&Wx#xvO6YlR2}{-Rqj3|H9|z`MG-UnOQ7t43~TxYrAGu=d}%bDV7$$
zuA0vBdvNX2{^~iWTBU-%N9~_@&$H^F)yK0zT@PnV+OD3Fd0V6{Nxb=J@wVTxTDj5p
zY}sxlNSkg-cRuhsE<V3}%k$FQr8m`WE=uY>yKwZ-Ta$9beV=1ZI1KpiWjAfw74u}i
zb8JY}67If=@5|oa5em)=yS(rU$L6jrx^2c0g|7t73@>dzdf?ONi6>r$o_fQnedG8n
z`FqJS<*U{*eViP8(onrQqTJltKk%rN|IVut+OKsv<upDX4gVBuu`cg%aLD_!f$d?e
z{bzq%emZfgyYtSQwS8vneOI6V+M==G?SXYmO+}9L-WENPWzO}qK~`(g++!~<earo<
z+i$iz=<M4+uV>A=d-7DD_JueD|Mgz^H+MX4?t0bxrowNwfAWcR&ycIHy;n}0kax7)
z=;eav458Mw3Nx$ff4yELs+>0Sd02PUn~dm_`jYRXdYNUuuIoGRQMB`DzTT9>Ym+UH
zPWLk|-}S}ji^GHYPcN-m68ZYpUWUwMTYmYqyvag*Q?<fPLsIT1PZr>v)0NRveBA40
zN+(lcgixZV>3*|W(w~lLpE+OAsJ=GsEW3p03eRUNeBKykC8a%@e`{mAO2q54$tND?
z`=8&MeO}{M;XK#E;xmVB>$#STo{8$2bZ6rFICJ)L<!ei%7Tf1nJz18fS3lQCU9msv
z#kYX1Xa26+W<6t_x74dQPY?CXt5~n!_k^J^TI_qvzT#V(rijk#k-7V>>Q+qSg{#%w
zPXp`{zpi6``;PJ1=5=~0d2_WzrT6lxb_K?B-j?+=?z#Bw$Itcp$!ZTLWk;Eo#eDs`
zwlXSw=UEwdvpvhpza6ptxpGpf@``mLVk|ws!<tT=GQ72+YSyaGy-8(?2PMx3&e|)j
zTO@eq#@dppCtgP0UDx)iFxIa{_W1hep|_g@+}_`t=JTZ3@6#Jgzd4h4>+$Z9`XVdO
zz}%Da@oZ&F?v4iSJ(uq^?76mbNnga);;WBmiZm78TjN=?pgLShMb$lSs?#Gk=C;?7
z+jhxnEt!AAO1d{*hK-?m)+4D8CoOIJz0OTdRou(D>Vlg~v;E`Xm8<7Wk-fWTU6txW
ziIehCwO1Z!TK=llwo*&!sns@ndfvgpWY%V@mGM(EFRau(R^%SlW?6l$cy;mD<t|4y
zNUW<?JGHOx%{!ByeFgqeZyt5d-EqveR=am|NBhg4*H=b374T=hXbHP+xinBc^~(8b
z1@XSxvnk%pn#U|nUk16hKBx-UEEYfSvN(O?WwAN>$%49`c8AtToGKArvbt|>#maj&
z>%C@Y?pVCo;$*~}<`~;It}}j1eW{*dm)vt*-*zWY)vrg(?1eU|6-}L0C0D7ET729&
za`O`=_NaI24GAB#=TBn&bv?L0c%sFNHT{<JJj><$w2p-9_DJ2|wfWSB<CivuopV+0
zKenk{EpVmS&U&U(e#aNCKJ_W3*k}9Z33DDVueuYh{<`aVaps#Uk<74J*ON9GGdjl_
zeSaGjpIUrt<<=SRG_B4ZPd<1zTWNOezN*XD9-fcteS2!VbKuYP3s;V<&X09HsgaqK
zK1KL_=&hI2U;1dBo~PBl(B^u$Q7vEQ`JL;w_Z6P^IzP+zr~1nGA(hOcS<1Vce}=Bu
z)|VP3zTLD_;bG&K^}d(a9a{B#{g?Gtp$g2i_RB2MXWN{2xL3dG#rGMe7T@{`{ig>x
z+5O8tDEG_t#qs5919P1o|NfgTmsZtP6c}xMJAGgO99xH39m!4gODiVspTYb&ZJqPV
zxrfVmbEPxa_RLM0eyIA5c-GDHq8Hs>6*peLw<qd$a6d!Z?%mR@iQiYd`<k5Wb=BMU
z$=a=#tMBTpSK$-qbnQ|(A!`-f8T0vlOrL(Xtj(tED~Hn(duA<t_PMF}tber?W8<tx
zsk?6+`4tl7s^w?3Q+C0Os>gpc&l*jr3ZJuY6`Nb}tj1C$KknqU*(^OzgE-eMPu0Dp
zo;T&l6_4{?50~xjS-&@pdwp?N-m&0SyIj6JyAsiSPTO|<?Q1)CEK{x9@|1P+`=g;f
zJJWUZ@^udz%3O+ha=a(KD@UyVSUuN;X*$X>C4W}EyjqxUv*Jqm#d*P%;%ABsV|4GX
zNVAY!AGWvk=Dzn?hofcBelMQ&)o!z>=*p*|hd$eGwYd|u;nj{MW^1qKRy}(0=Jeb-
zp^+x#%<txV)kn2%-SDtw%`Q2wkE|zULR(XhmQI&S&a;#WH`HCS@{j3xO{ZmNZs~>G
z+O^TG@VMm5$oUy1Ho`BXE;*~+N%+3zrtXaAPfbreOupWxWz@SS<!sr}O@3L`v2Gbp
zBrFa-TTpGT@-eivWkFBcI!(Q8Hm5!Ym3w?&D<741dve@TzRkZkc&?xR<+6$XrM*Jj
z%X8AEY`r<P<%m_@rTr7%%)jNS)HCnuskqaVD%Vw6HyL+L^DHl(d`??jZu#!79XoFC
zjQ#oY+9Zqn>ogZU-8k#jTV;vo3zjVu|73ApWofoZl3wqZqosx(9ulUJk9zpnvW`>)
zHvX)-@@e*|=~~}?qf3(xU)t3YH?=*zxv6$_;8LFt*_NtFFE8i5+G5Ja_}V93p>$PU
zrb6=4_%61(dsEL{PR}>B*t<=MbB@#ofu4fwAnSC7l(aP_vOm_PO}y>5YS+eT(S2D<
zCW(sf(7m-ey(Q1$&+4g%gRk^fYTT50@@W#QGdEM^$~+OizpEv@+a7#fcdFpV<F#=?
zRhxJBhFm=$=q`HVV9_i7v$wYFyJ748Biy_7;-OW+*WSFC=1{A(dDG|5>HXI>yZn?b
zD7+G+f2Qi1o-Uv6y_bSM9M3JDuT53Si2u0OdxFzH`QDV<Y-xY8l5S<(T7F<|Uz3Kr
zr0C+O>TAP$1l(mp_e{REJ7nE<oA1)MUUVF>pXwu!QlPn@CuFq(%V&RYWlhH~&P#$f
ze7?2k)pxJVn0?mQS1h~S{MLI*@-kN6b5>h^E>7S0;8Nr~$MbBPQ+9~0z1;OR*6U`#
zwBu}hCP!^a^F4iiZ}F)-<M10lXI+VvTDd-?vcKc&*3_KzzNyc|qOL3|JbA$M)~l+R
ze&NaIWwlSV@QXZF{;~S*Lak8c^u2vKVM===)HPJ5N6W{)ob|x$h2)N}U)L}GBmdZ%
zJ44Fou)56k!(vPSo#L8&X+w0-p6ydwi!A@FKCynfX2_lrljS|%0$b+fO}6)0zsEmW
zXLmDy+>W!AZQEBJExX;ww$G>ei1<+v<H^UX-hEl?<jH>Sj#TS3Kk>;|z7|S8QT1IB
zyk*wbceRQSGp=P$5u7;dSJge~jB^zalJ;3&G_`o^kZSY%+TN!7@n<UaPkvu7FPh<Y
zXV#p`RE={%Q>Lv?UUmJe#zJ?l%73Mw*;bcavYs6KZF$}0ozJ^IS0DX3<I$cB=ja`6
z`H`w8Wv6|!k`*j>x_9-$S;<f5qn?*ox+FaLkbO~3wSdD$Fh0@k+??tgKXwUENm=uz
zQsvv*-4<(W?aF$On_jweQ}6P>!k9A~jpW#}*Uvhi{N}^gw4b%F=e6=JZ9Vq>+>Bcj
z)z?;TpR4qEz28--b4QQ)Moo#by>Y#^Kceq}ec0O6)CBEw3wHUjWpCWNGq{I;smo;Z
zuA;A|UHu<ceR4CK6S{RO=Tg>)YkJnAY1=K+wyMn9oO9{67srXCCHov~HUBdtrP~^N
z1>|O=YsQ*<v*q{PAKl@glFq!=KH$=&6q{1fQ#YeMnVYQYLSKE;o3!A3oR&~-<no2j
zW0#-0dimyjz3e#2lWE*1&Q?m_KAWw_=cfI>*WEi(V8YgiQrp{EdX6WsZSFUT_WNd6
zE<HWCe2&=Oe(eocX3C^IDSR8Ze|eVI115LV$CopOosRb;Ts@uny#3a;>m@Z`Ew3%q
zuhKid?$t$C6PD{uuQ&wzw67>#u{p7A<FV|sTNBJDzssJq_Ug>baa*zu=lW#m%`h|W
zUt8rjy=>w2d0QWySJwBNx^?-zsS{EgUf4}NtnFE56LHIW@hgwJadsT*l0Gr;W$sEn
zp|vyTW30%>)$X@vo$KCm^?cM^@2J<#4Zpn=6~eYI{i)v^=$qpCGW60p*Y!(VLmo~1
za>Y>BRr>mLt&1OHPMz%eC8u@!u$uM9P!>LkIbr8K=bgz8o+7k$W?YC~k-b!}LP2(#
z#EnU|?ml5XWzV~$C#m0D8#OWPmfDwfrx+VguKM7x`byWunDm~2W$)4!>n(k6(323h
zrh0=`k73H^Sd*~F5~7zy&lH{VpLI$#X5Lrsw&SMjE;61CoS>JLE?r{UzUAVLb6mwy
zh0O0m4@kE^j22j6bFDDSI9;=nL)c`QomJQ_7sJVcUJFBJwTrHtwD+8Pz!YcUji9B2
zXZ|T(@fLq>n|-Y&aK&4`1;4JJu9|z;*D&<;Wzpv$d48vpPn<E7nefy<EIo4Jysr_T
zn5BL>`|cJvwu;R_`%Fo!%qq6T<~!FH>#ojSyXa?fN?5GhQj6kGcTY#pwY(bh#WwSG
z#p7u<VX1v{jg8GNWxc&S=hRMxXPZ|Bh28m@8kIlm-HCI1ug+eOP&f6o?UhOPG0$Z}
zKHu7K(o**4YO!rP9%_50a(bm7ee^MC&MklExB~`qTQ8?)SlT=YjYtZOpHi~ooeI~U
z>p7FWFMJBUol>-Z_WciQI=4K@`FLxNDM#b6>>%ro`#<(`J(}}m+l5~`N<GQdub-s7
zoTZcYR&wV-+3Xiv_cUF*z|+96UUu8WWb4hxtgh=n;umb~Y}%fDZ&yZGq3`zMb*2lY
z`uwBIP4@Udny}(w^r!W6rb(amda_Za=bvbv>5eOTok?EIan~1TPIMDt6)j#Z`abWs
zT+J$f(dhMBRdZUWbv|8SvHV`N(K3efm-eo><+^!++@YPn=h~T_7nQqfzVgeKk0LKG
zKlOG#d`Z%rf6A53GJFrNui7_LfaT+#)qT4!pR}nH&01q(vaqvja^72+cT=DHm&;`F
ztG|w~`cZXCTh`9V;iPQ#^M1A$8=dZDH}3e);PriFDgP9$FHBp%UArnO9lGX~=PkjT
zQs2WLZem<-btT`Za8~WxlOgIh*Qef#-#KyT<5@GV&6&HVAjz=i^V9B4?@FDsQ^K}b
zM=<zSPI|?+Ty$~%ij7l>k7X|l4BL6Tb-CxUKi|_ATPgHzuw=MC^{$uA<FEfhUwW#~
z<h0xRc-Em^=Z~+?`uybTwRYF~y9ZC*QYj0Yk;GeN6ZG$~<lC;#zCz{`MK-K=;tF;6
zvffWTAWGi$>j}^0LVJ#{H$8pF?d-4X!RlV;Gd9`2n!fOT;A(Y|H-&s=^QH>jX}t1i
z+q(zW{-THdMH)T^pILWqf7aS^;U&>Kes9YvRyyHyoncXEQ9<FXcVA|gSBCa`%{=un
zt$3~P@{HYk`yDoH@4Kgayt(hI)7z7$YqP9RA6O%NX=BQcJB2^O`xd@`xnX7C)4sW-
z>CCH+ojES6-8k#Oq`ElY>S_m>k~Kd|uI4rEjS9IFxMacYs6YL4^h>_UG`@{lz2@TN
z>s`N+UVEIdN!y`)Ry;d}>$UItiHC#vo<2FR)%LFR>-%fl6L*!_Y>nM<>4ZANvsG(%
z_U@E;wDsF8zNu0lvo2k@A339M(Gvbyt2P?SY9~ntxhq^(nftDKgSWG8dz`J-#@?T2
zOWiJ3_g!U~sI+p8aJkjrY11u^vu|8;JYDwnn(6}2qrsCdp8wCVYFE<CgJF|=ch3~?
zV86UH-`UKt@jt`0HA^>^uDzXYrjk&2Y1d=btMk&gtz=)~x9mn6^YRUAOFO=;Si2}B
za8B5v$Cnlb_`WDVwA?5>YU-o@XD69ohu6K2n!-?VU`1@zgIQ0eiX62Hn0#fm=AC6b
zt9Mt%q|{Bluxg{-y|1hD**;lFyp1{6_FQDc#K~LFE7Y15dEO3tyXAH7VTD=WSCstd
z|8VU{R7$-*(}pLL%60}ExUziJsxL1p4qWzNnDR<9+&ig)ZSS&di7WH8tz3FV8rZ$=
znr+vsI92jb+xYC`ONUn8D|}<QHnfZ5_$kKYUh^J>#5`^Ix=!zXXq$pV;;f)mzqIFD
zb{yMz^3$;wuTpj}By6{vdM+kw;_(Sldv1M?op`h1Y|;5rljV~#x>l>MYoBn{t3UUb
z^6ov?xSuGR_KO7FIeD%iYl=Y4fep{^?d~@3w0hk2qE$lq=EBLRJS}(Y9qo=)VKTBX
zy?i`bLT=yHNd3tYvbNez+O0_pC)Tz5sb9Q!C~&c~n?`b^dmo#&UbMR0)tiU6^wq~@
zopx!h3Rt-~^PpY(l#{~ivl4U+<0gEYIKe^G;blV~TlKX)?J_I3d@)F#y1^*hRWF)-
z){Y#BvK76vn=fxo*JW9*`fUw&mHUOTmhv^#*E}~rdAgxG<l@i3#}lvZ{5kczY3bE{
z+H+O>-uF*mv9=_5%k!;;k3%}y1N*XOzi#XdwR!w`t>ty+(<}R%_TGHKYouPaX0!O)
zqlFt{jJKchji2;a*^lFV)j`i~?>9cadM0M>%C**W8)quVT|F81I#a^lj$xhJe}<SO
zgXQz)g!3AoFSwahcx&Oh>^VUzgQ{aUI|pBXI$=ZDiStnpm;8=-^1**^`L`;=B+i)Y
zx%o?645x@*lrr<aYtk3lxjJ2KQH5}3xk~M=?%!%P{Zl@_j`!zPyPwZ}Ov`wgi+%gN
zt2MoHEk+$j*JZVzH_Y%qR&_lwaq+PwLVIR?>D0Mm&VAHvg6Q#={?oM2eA9UN;mX^r
z%wL_^$xI2YPr}{08Dv?D-`ZX5T9nUWvFhUHTfH99i>&W!DX}pu;}8}-qP9xp@8dAO
zEruu8CX1MA#Qr|<a%rgCRqr!e*|TcnZ02R{&ie3Jg->hlZq8k`Ic2X)*ssmF&UL5x
zXE@idEiMyhtua+S9;YQc_pHLhJMUR`Fwgs&@%e)vKl9RpWq;Dwx|H($e73Rh_R5=*
z!L@$(BG0eCw)3vr(`k2STZqot{;K%;$94WOSLzFUzO9MLnb)W;Dt7y#oaNe>%_n|Z
zKHITSK-nhj@5y^_{QbSoF{?9_uF1R{zPJD6$IZPlE_cdyu3U0M^4%21iSwp@o8F$2
z+@^BOs(xa;RYlnuHEH>|waUxRDEFjXUp6IltL>ciywabyzNlK0vvK`H=R4{)T@T{}
zCC+8dj-Qim%IEW|K7Hj2w%7NjzvaGe`piA(;A@XtlhfCR+qGI{@4W9_-De!L^yo*H
z&#z<dOh0pc<tn|OC(mW8suy~y%JMC<zT{tXZA!Vrtj7z_UA#X3(6*%DiC@-M_AGib
z^Ro0&`QDIeKk7s${bbsta`H{KWJu;*@6e6guAlN)&V7O7`Pw4B<1!(3$thoDf<p5z
zlx?n(eRZczw)m}Y>It=-tJ7+js;)gUw0If4+H|MhqF9dktq0d!I#4`+ZQhKCu2t7k
z_-nqdD9D(7boUgSb2A>yN}R0D*0#N-WW_Wkep7R^o|&oMr7QjY+-+Bh$nfo0dEgwY
zdijMH8<{n<DxUuglbKk2d8O&4H7;G5Ta!<mw0IwUI`6r4-*Piy`KSrZ6EFYKF1WoR
zE_{AgL-ffPh3*FTPORZP9us=vY0i~2Hs*JamU-L|Jf>MJdF#bR&l`MuS);`HC)u)P
zYc|GR`FgH!R=D=0yWT>vcJ5IvaVM-V-*j_x|Ie^$rF6}s>Bc@XdfkTubBe>2_9tb}
z&*1vX*07GlborLg8{2gjUwHfY3Wv<(@XLXs&*v42CRz8$JioPN@2_b)gRXojE|Mr+
z!6&sdV_is}Z?3zALelD~(S=1v-{@?3Qjj&F<=3?hIsX~vT>d6gvL+^CO7fjUskcLC
z&YpF3n%H@ttHqM9TwQ0(N;fyjd2D*#cJm}ZtMH1`eTK)fR`wQEJet*eY|lB#g;V5~
z6b2o;#Kv+xQiY-Uc-C_@-`;SEB^TFzxwC6Jd)M{8hq4amwEHK;F#jtId9-U{1oMyL
zSSh_WEzjM?J0^OvXR57yr{!)MB>hyoIqc8X!lP+#FI=C*a;QdbYn^r9oNLT&Cl7vK
z#q)`I;;l{3rtK1ys(NwWL71m;&htxaIz#5opIZ4QJY}ADVbq1Y!hQaa{b!cy9y{^&
z)8a3yJ{dgu9GR4(AGKKb=0W+jcImf{+x9l=dQE4)w4;4rs)b63a&Y1m=C5mocg_yC
z)jo5=QfY;6-Wq<dgUtb9$M@!~dGYtv+*zrrcO#BW_LqDaP@mR#Y1h$P{$8^g=2t!U
z)N8eHd8)igdHcglTlbw>yx>^2yK<NL7g@&lQJUIJy*=Bu<s^jWD>jFFEJ^BJFmKAv
zX|qJGwbc~#PdCjzEjP6^fbl|bq{RFz=`zbQg@6Uga(k|(#e7-IFz?DSSINh-ynL42
zJ@a<inq1}ue=_;267veZqUIXr%nS)KVygO^b;Uc1lR+V1+M>DM64L&8Q*!eCw3mpz
zoIGpF?T<IYoo**Lh030DIX<~3giV3t(XQ*;9&b(Y<>Qpq%-F?elyf}5NbABex2z?7
z0{<DbPEC7%;cu4jwQc4nnKnO3p0{;UzFXm}b!qC8|GZkWh0`Qsr_3kg(9;v=JX;{7
zYue|&Tr@xTOq5`H!jW{FFRSG<6eb=`*(KzkwI<3j!t(aYP2S#8MIP=u*BqZQ$;dEp
z%S=mk$yHAq6`pMl%5x8nds$vzl_)dWC-$&t!aBEt?6Ui51v{)K=CWMMJNf$ZR*%J9
zOYNRM7nM1mToJUhRE0rq(bDV*`~lVBnkrAy*QT7T{<2os^_0k?ujvKfISkJR8!M`_
z?fK;Woo%k{>uJl2WL9on_#!Fh`D9<?WQi~9@~p2aq_(+6nky?`H|0C_aoL-UlXk|l
z&YSNzCv6(^=z)RVvYkI=p09izuqNkr*NdF<WgG|DP0#opNqMX;A2sp*^7@ydcP8!W
zEB+OBvCA?w&i_fu%#*fSi)EU!DknVoc=Bb)6`9ZXwuM|ashAg$mwtld9KUJ5&XMQW
zc6o*fMhG7&@YBAqoHeDwbak=k>(z#TzVUzGv2NPAx7*j-T|H?fd*AEQmKqC*RkM2g
zyo%<Vt)2IB`Kcv5+q4(l>fyh%=h~$QO7s3RT-wF4KAM^LN9lU8MOWtsx0NkVYx?MM
zLRNdi++C&X*5$slJX>sh;Ah^FuWKHfY}vWx<xaILc}b=hd1_ZqiZyf&vfW%%9pWwU
zj<r<t_`*XgPA|H#NHsrd>T;EkegXEb9{0(Y7QNrNsQGq4Yu}&iz8vc8zdpx2a&vsV
zEPLfP)_~-7hO^uzE?ac<<^?x{dcmkCc>%TiwT?Fwu*Y1RQ>3AqeSSUno$nu}22Hx|
ztoQ7WK*gWzvtPA+4@_XKx^p1m_m_2U??e@P7mGeqxpJ-jLRi2`*IQ?PzIt`>;(rF?
zpy>A}*!v3OdMlG+`@(ko%q`ni`}*2)(}f>JGyM2n{FX~RUYp}Amn|C4EED#3CY#qQ
zPqWH(#k+j&c^7V1Uz>T9k2kVWvf<y>4cnfqGy7_rb@y~um<G$i$G5gU;u7I0U*#I<
zue?m_)I6(yrSq+B>`<+ZOqj#`()Y80h4RNW%O^Bd9(cYsTzHOvd)8dPZ8sOH-kN7!
zvgX5Mm9jP4Yvi+L*-YT8`tp5Yr0Ie;Yj>HLrN|_|4xD<6<L&LPy<EmT{~0ES*EAiz
zF1kOsZOOb9r`&#S?z+<XZ+^$Be~x!AEp<tVzAd^q+qvEQO-be)nZjdQLQDQL%n9vI
zzK{^QGwDIuuWSBSu4Z33CBZJ6?Q|<ChNn(#^AjFUiB*RZmfyBmn_N<Ka>-X)&H@It
z89x-hJ-EgauAm>~sXx_yo2JRRj?265q#kJ~wOE%|`B>&ji21FiuWWnXy$-&^A-gLq
ztahf|t7+ReUOQQ4R8Tk7$+O6Eos;$1BSP8Hb>aI>g)hn-lb^aZ*QID_|Bf$zwG|(+
ze9(5C@%8bqD|+s-Kh}ku4?G&NaBG%%=(D90o=omKJ1x$5*2|u}%FVO7H%2*FKAxYK
zJ%301oc|1Su6&AR;PbDW>T$>I=GV15<z}&@%?{UzzQa;ralGpKB-ewA`?a3C-I;uR
zt;d?|MYC#sv<|OwJw9VX<@-n@%ahMdGY_-o)qW0D@lTGMllh|NZrbE3$-W;pa<-bU
zE0vPjW?bB6o3(mz;qkbyyK-gtg7c1@shTd4WGS&q+&ptT!?O*sDhD6;Y0gh8ZuY$5
zrY9PGCudS~<W5PZ^;>s0_S9<Ixo8x3*)B@ExIEBg_RdwU75_r_3n?B@ejU@J{!DV+
zDs@Sjk8yfR-_viTeu$E`4oIF?ztqvFO=2Z8oAUg%ksd~m_S9BR{9;_-?Y6~m+L@g%
z`wwkdyeU-f(XJZ{0`{b>S-L`{Kzp6htmygnp~apj@8tIGYB^`*zcp)D$`{i-iwz6-
z{j`#1zV-^-d-JMaU|>|l;>^r_1-5?L_f5D%on}6tVDUOGcA3k*imxp4ORH^^Py4KR
zq20B5Q^uEq-cyUOCzgsa2xy=9nzU10dEt7Oy*s3f<E+>E-8bW_un8Bn*!`yLarUR+
z{8}@c>j4wFe}DhJhVk0UyYc)MJy$+>E%`0=ZD&-Mo!4By)V1r*&QMD!aL>E?s>*ML
z8{^}pm0l}#um8zju=S2aLYe67tZV5mG7nX*Ex)vFd*fr7uQF-f^THLry^YIV9=9z-
z`0~>7*G4Dy7RQx5%ne)dE6X(G@yet3ZnxbjYwUWwv~hQRYgOnCYpd(>Hg)&CUMzZ=
zugtY^%NB#hZVVx}E57`?H2L6j`BSY4eEc?F*SkHR8E9T)RM_C_wf4BO$Z_rSratGJ
zDi-cnK09Y;+?t<Tb=u{1qs6rR@4k-OIAO1AOy^<46EfjTUY+<E>L$Horu@w(%bB+(
zn=WbGx!%vPsh$198q38oT?fPGo||!L`RNafC--`NmAmph?0MG>!;}wNmb&-9tPb`0
zDN=UfB)e=@%bO*$Ze&DD98EpToNFWXqS<$0wY$g{W49u9uPyS|w}u<;I4|;Xr^ku6
zv0`y<ao65`)6aXn{<*J;{JG6brZ*pTWjS)fEi2UQ-P!c0S$z|)-1C?&%72rw{%O>P
zKL?T}zpSo{KYN^Q=ex@`-}UmAeQk_*_(f^X?YSq<hW3|P99$jv@uYma*Ynw%(^Etj
zO*n4z$trEdS;ZSyH#`uYXTLTnhH>6q)^zbo<%O=wGk=TEc;2^lz1XyN8^Ku7sr@q?
zm78NDxAX=)tO^fVbyB-n=9FM@dGC4iY}v)kA4PjjXBU6EzR*XwaLuxSJIV8(N4hO}
zH*@n+zuOTHT32hVoEW{Vp6d<o28C<YQQK|8{kKIM&%WXGedna58?=7ye*8X2LWQ0E
z<H~ECh6i3po;*6&rc*UrTye)l_oxd(Cn{E*6#k-lE_>1T?dJo(n4VM>cs}c0`eIAl
zdaDhor4p9wdUKNxJgB#7i)OWaEZ?iKWM-Ce)tx8L_vG%BwD_Z`urH^fAj|uAqE!0c
z!evh#54?`$bjx-T>h)M!zVM!B`KKQFwV}TgdF-a1an&oF+;eq$-Mp)ECzq`|^LJ5|
z@`kP#6Xz9&wZ1s`XLVcKn<Gaa+g;h8p?ZFK)^cCFw$-sulXsijl&#*Vm~fLp&M>BT
zA?p;mulF6dX#5IS-c-$NdGgkGBYn|8&;d$2yVLCI&s0tP8J=0O;zc-1xU!B!PUG#h
zX-n3Xo|^vd(yLOnM+^o0d0!hVl{P%+)1E!?iR3{`(HNUI4rg<-zq+^uw>B<T`T9C?
zQcn1>?EKR;VWLO3?A{!GxqQ-Yt)P_}Z(@2@GK(0Tk2=Axk`Utbvbi`mZ+7{%<@{R%
z{hoC*UfZP3FmLN3m2j3TiH!D9fxD`{XzuW1jWA#F`~KgmZAUj=x%%Sm2R3%Otr?DU
z<^;UbzH>_COQx}?Y~!n{ur0y+*q7SBxo^(gwLL$}o2Q8_bJxU-Qzfsy{5iY3a)|=(
z-PKu2MRPxCtubrAyf^!3{sE>vKVN;ZN_chbddeclc?GPopV`=zHp|&Asm(m_y#Ms9
zQ^$j*-4dR}SCHA~W>wsLRx)<^tYh<DC{MM2ZmMZLZP~4hIbrh@?gv?{3G1ESR2BAO
zg5d)$H`l~De0Q$LgibV?Jn71Fami!0+GP?4pNl40E8IBmw{_RFQ;Tmc3a)xl9Jwv)
zru)>Ge!s0(k99Wxx^B$VHP<&w_0;ch=J538?Ezgimt4Pl9F&{$G3M(D9zJc)XF-N@
z>ZW$9%$a{_*2blA?n|PKlQ#wZ`MT!y3jsxmv!xq1wX$FDUz-sBcutkn)%C^}$28-^
zi%;Y&V7E!yBxDwM_t*7mm8>E@Z8`4}h9~9gew9uM?X#Mqa`%eQktzM>cFnHtY2aK}
zob>KkcG4~3-M6NCx_K!3MMW2{imVE_JkOwV)r&nm!FRRK=ayNCXql~7vfnaC=DG5$
zbJ^SZ5B|vt<DNJ%uy)SmUzfu;ou~fs*)_eL`P$U=DaX~f24~FBe7-c@!z1dJS((w(
z`Jcs}UGcE>t6yryTRE}q-pqAb1!re1mhqj}w3j1j$+g{cLes-+{Y$r9bGf+A@oe<(
zgku%!RU4NC7`_aXdR15T_-DAx%cHiuD<8=$ntXNfCAEE_kCkOtD(vam@N7?&_sY(b
zrmM4UW>}h3Yir-R6q;JP$hPynvO>bu-(~KJFXLRcyCmyg+Vxuc>50>PT2gl|p3A#_
z;|rU|@2aqv32IiM$}5&9hb-MMx93_-fAGfReAhZ>oy?h`zSmuKS3|AV6sak>{WGes
z-rusA=Xuxml8L9~Q&)Mc*x2Y-*!uFu)wPFZxRx99u065BKiKk^Enn?B(de~?rD{Cc
zQV%9Xge82I-dbX^rf~Q2owwF4@$PHd<xwg-mvg;gugW{Ee?Q%-o^9&7vgKa;((`M!
zPphlDvF675t0(@2J`eIZQmVE-%J|)ruyq>uZxtPPtNOb2fC|@so0lhK?dKL=`~0we
zsmHmPkAbJ_dJ2zxT75rwk$c#IwaoG|eN(5V%<l6~{CVBs2lt$S2NOd+3eP{X#nOAr
z0lUMdCrxgs-?;8sZ*e;1>tF5Wnb+0XrUdD&YJQo#bK|aC?n>LA>{jWYwP)JB2ilCg
zcCF6*KC$`My1=lVEm^;9CvCiBvZ+k1(U|$l)z=j~Ggb>nY+C2AF4XVMtJ1W`C1<6x
zkM<ewUYGTs;oGY93fGlYe4jp+c(n6-<mU!o%U}=1zPTosuY7U47H%_tsgr5#k#Fmb
z?J{hhe_U#wY8<dwbhl|=vf9;0=kC1@vNt~)Q+sZa$M0hsp6;CFH`Qm&?6%6KscZXo
zCfTkJ+td3Ztz6~Wo@C{Tk!BZHCnPuiyq=w#)>^;RRJv06bWB&3+1)cut0!JseQNb~
zrd=m>uJBybnb0%Oa>bOIb6?g>wrn`P`_Jd7m-Z*;{MF*r{ku17wI)~Lys2EA##7H-
z-mh7?RaijXv|DXYx!~l;>w;c456wTeNoB*-&Y!*+Q-p66uZ@mY>-X4n-R~Z6`G(gE
z7fIT#K9Jbt(O-3^?{&uOzuI9Bt~*aNeYH~4?B<)r5hvcpY+Ja>xWvM4>rw76Cne8|
z{AVyZeW7e+z_o9-^6S?{n`VFAaP!@ggu0w-UU$8E?|)p^XRUi6WZA*O%XVAVt~{w#
zcR6(Be9<p6WmmoSIa75dK2`hjRyC&nn9zIL3%hzVcE{e>wB*^km6mTKGoG8~rZCK_
z|8-^WlE^D_{f%P<<`h_8JG(?s>`Az#>?5tmO7rCwE%^KJ+Qy=Erxuyo*K*rg3L7j|
z=Y;S7&#-C-hiRy!!nd!hrd!>(b;CB}>GYCvr=_OSMN7(!yk<A3El6cwxn5c7w8@M+
z#j&}2e+wAhT-Cqw)GDXqr<>fae3*Pd^t^A*osV<EJ+>D<wp_t7ardvQaW3b17hgN^
zM5VL+!@TTSyYE<>)4r4!W@KQi-LZQ+>#8ZU(p6qWSy|61xp}lW_~>q%>kCZ#o*l1}
z_mOxVwX$-~m!H$-ET6P@U8VZ9Ra<vAUfOFHYa4E>EmobwBY16X$RyKmCQJTt8#jLX
zczth1bdSLwZKvqc^OlcRGl-;%?pj%rtW~q@67#)nNt=xr8}G|%OWjI6!Tj-TRcKeU
zgeA*$ThGY30{vFrQ=a=x+i_AfOV^ksp)j`X%1P#>8G0AkMf**DPu5ZH+3Uyn<-%gi
zRrAwAZ9PS=-`yo-yEmIhaQ}AM%w;#PS_!m-J&jlxV0rL(eAL~xJKLG2Suj2qy>jcw
z?5s&quZn(a<!8T2TROXOPAKQ&pBrPBOj4iTlWgjwU6S_XQn`1rds|cQwddBXt0!4K
zwh6CIO?tpouXX?OmMgZq!xJ_f>97mDw&`1cw6H&C*vlDW-+IDD)-Qj$pX+}4Ee6rh
zbm{iBNzcwlNu+0=I%cygBk=OaHTO5>syD~pxvW3^LY?Tjv-(d%mi(Uf;mVrzJLe>y
zE1Wa`w8-@>EOK+Lu1=lE{*gZ`<vLgK%dg98&CQm&#+|!n`BG>4oRAF>tvQeFuWd;#
z$X>WzaLzo7HMe?C&E?9yDHS$t$%>crz24@AXDExFRz0=ynETp{?mv9imwlHNRf~$J
z<=(%uB=E!C{aTNrKJR=T5FaZp>su^j%us1-IP3cSqO`|iYu=T9jBC1jx!q~;ysM8l
z-mytZ`M&nxN;3<K6-7G*3n%Zs@FveI*Fs{QU6HxmqSdEY7)qX(Si`Bmp|&{slE<p8
znxAexirIL-vFohGqt$!QJ<6IKBT#&A_u7(*Pm`YQT)IK<cvi$)b8{cA_4#_=A6)mD
z?I?QQ;zfDT>N9I*OuWU)P#7M@%21&7Y3jiza$kBv`WCM(^itpMX)3z5=UQjE99wm$
zb56VEYJVmEN9Sx`8ETw(w)o~|ziQie;bI&|KF_b3{ae?MG3r)F&*$jJdF*miwq3A%
z^xZ<!q(ph4P06bD3m?c&X?&G^?QyGfk>y(U?QRkWo-gIx{Vv%exR!rr`Xv>f0t=B7
zIx=!$`&w%?RZeQ(+wko2;^4lix4EXdw+FL4waeHo7jiA3|M1HYsq<Z5R_0!oI2w@c
zP#k&6bKmo&o)&KBj?dn^lA(On+bq9|^#Rc$kCo?qIjVf~*x{+iFD;*#p)MOc^GSZr
z4cq#;Dc(F2pY6@6PB7kD*Am9Ft7Z~Uj?KTRYm#=)nOw8-p7(nTj&~_xGLyUBZ+Yu`
zweZ@eCzs6T*GFYJT->I;@RX+V*^rHVS%H4X*G0W*mzi~OdN8A9e$*$|xsMr=XKmW<
zy8HR-h|?4I@@GkOUEF%{s`m<>;yYE(HmsBJJn{Z#sL<V_tV^G}P9BZ9ed}KM?kmsl
zsqy%meC_h#dQr1ye%6IP6NLuGN1G;juUxKbu05x)^QTFZ^1M0M>vWt8yMmV|JQi)v
zl{(cDyEb{&b{-Mt>!#b8-X+*ijS*8RmDTzqwm{}rbx`osZ=y>@@(;}nJQ|VVT>83i
zs!a5T#qyWdpW0I=oB8VIb*_n-YDJrG>t!9?I%)nx(Zq(kU)EZu1-L71TCpT+Mey@(
zkG--D$9*0x$<-043($_!oUE)H#a}G6P~rNFr`qq%mx-+0tu9ijw{ZEfmfl5s-n}{s
zx+HdO)uC{e6#jENXLlz!u6q@_eCfP)Hmzx5dUv*`&)mAgQsVK?VBbk^e^0&lx08Ku
z>~EtD$L=+4nVMN{k=(jmf77JTHgjICyet!<?(cJbp?{u8pEg%uo8;SIsY&_8n<BhS
z9^C7HlAt>4T2s{H1*<dI-dTs;QAtSuxZaEXeAr??-%pDrbDt_VUca<XcX#fK`l+Q8
zRZ{r0zE71ij+HsR@$gBF-7;R$X0PtHOjuG^xz=8{_`pj)fd?NwH$2<2jpO1ue#=K|
zf9m)%&&y7`cXI;=yXoR5+b!AGiyqe8a<6^0pI%taakWpU1s=aV>M)(}+19+=bDn2Y
zl{AXK%3NKUxzRK^Oxt%)-*NwKlfq=m)`xG~=n^>beAPpf(=EM>7Ei+Cc1?P~XXttJ
zZbVl|{(G-@<pmi^$9=la&(di3TL0~;MuGdaO{u$1Gw<G-oVs=2=Z!^cXD&;YP&Yky
zhr#l1mSn!Hd(_kSU)fx2zP}G!`HTCOm-+6E-T`xpSPP5pvZ&wRn|l9MdZFU#$+ZrX
z%H_7cytv?2lw6p)wCHlf7lrXp9{2pdcBg1D58L^@l|JG22G2jP-Ln6d8*k}p-qejx
zj|*4UxUY{cT0G}hxGPU~&+qHgZe}&Q2VUCcdex1Qr8q8Sh1YxM7a5OUep>4{?=9QC
zsbP27vS;qRYGnWGYn*L}2D6RS)b{DYi<W8eah>^c&MGCnt7kROb$+=G#*<u21+oM^
z7Tea(ExyvP_MGcjkl(qmuR7*3SA*5h*n0kX^`&2an#Zwh-tN4E3<;%cMAmP7d1$Mo
z(|0TFOm6|>*q*Z6SLC)n+xDp?q5Argm)AG!dTgP*H8(w_=*s4sFN*dlY}U;2VBatL
z(AT0Md>*^$mw8(*o@D0t`Wg4itm{kTg?ZYX+V3y?ymM~yw}MH&H)rhXN;8vq9VfWb
zdDDXl*4Hlw-_CQmd6H?5cFZ=VB!~BLZG3_I7d{DDF_-oB#tRv*pB?C8bzJo_%dUQD
z(8c#bGR!B}`uYb68OD?`?e+Xzyjp3+v6c;+f>y3~Db^I$eEwnO{qWzGocE?Oo1gBF
zdR%Jy_aA@Mm!~X`Mb5JoZb`X(<J(&O_~f3+aod+?eL8b$(Y}&PIw=NBMU2n(9zHCV
zJ7-b^|I;`zeQwWX?>|`=+-%JXxjXgU+TyDMdCaC0E9S`X@s@JUh^Y!weZaz>^`q;g
z=3c(2tukMyy*aYAc5TnU(wDnRuZ8p8+p|d}SzYu_wDyC7`a^qTOy+ATS!7z}6-LW7
zU0Bl49JBT649TPUw|0v%%*(nm(YS8wtKC~l5({P4s_%SSZnmz=;}2`X1jqA!UtbGH
zw*?u-^jvecynSh5M*r5OT18#u21!#lRjysJE>fiUXzJG0&6k#Iykg&Kmr|<oZdSUt
z=;xBNCEvEEY<Rr3a!pa<uCME+ojj2^IrPjHB|p!#{xL0ifnV0Gx^^c)>d~8bA{s2=
zsri)>@oQsp*IrmEc5&;Io<Naa=H{PQn7-MBl^(rQX|ZaOZ<XMQxtDE&?me@dQ1y6e
z>fIYEa~_nh*WY$EinA@c=h0rTb3fGr&w5Qa>v=MDacObGzKept)|(!P&8YUgWx0My
zYP<FX?Fl;@{rt3M`ERn6waS0wb>`=`TDy!Jzrtl#9P^U-Dsz2b)`prTjF(Lxe-FE4
zXvr>mJj|A#TfBKW>siVC3!gZ{=Ool-?Rpo+QYv~m=GL1c&j;5MeV7<*x*k2<_&GSv
zeL=>p89zhjW#7t83GXSs5`J3jlSxtYoa@^&wlBTtXnHzO<z3Y3MeZvcGd7uK*v*yt
zw(8q<u4da+x8qiqua9e4d1}_a=a(MHq<&Nu@^%frv~qUIJJyn%z_xm=GrKv&*Or<t
z>-qK6Z}!$jX~r(ymsUzHX1Dw|b+*mi%Ckw5cP6k}oPA@SS}p51cen7hb<UQrV=5*&
z@Y?1}lrF6{wtZKXW4<sV{o}f2_XB*2vJd~e<!`;}R94>d_u)Y+CK+bQ&OKi|>6`7c
z4NrE*e7JLc&VPoC6V?B=+}~<wo0T4=bBoK&eX+`cInVzytdG7Bqw)S|#e*wOa$DER
zEuZ*($GX%Y^IBe2-<JztKMx2noD*)o^3|ycX8id+QjcB#x!;rfdN6y|frE^z(xYtF
z?>rk8u$=Ao);{SYQu7`?`D%LRN51c*Z?DfJ9#EGF<Gp)0#((?kxcd)JgmDNkzKkhZ
zSZVgICPmRE%rN$z=Dfz-Wl9PxCF|O*`+QCfV86CGdDk7M>uWQn9SuH{w`0ANq0eur
zOFfz^j=sLA>~z}2C4QFyTUEIA>PQ#k#-8x?iroCB&t@%dIxaf3!qqY2;gs-A<?iiq
zQM?aW&)a5RIJiYldw;d!mW`t4&+Is{-t4k>@DuHe<+&<T&y?jZxGuUX#*Bk~Yw6^D
zeD++=o^8{=Qo3?;x$(mGxn7;hC)IY(mHxPvTl#gU49~}V+n-&WdHYqiRfY2Ap2lm-
zM0PGMt1>MpeObD5b?NG#29L}0&+VD^>FYYxCvyUeO)l@#wu$!OS6BJZV09~?>qU{p
zl{uA(VsCf8h_d<M#PD7A*Y%|bS0CANwC3yYt1l-8&fdN7!u(Tveg;jM*A}=^%gXdr
zt&QoyzYhcVZJX0{SoE{_x84_z*+t`g!#=Z5c0L^X;^Z_lTWPzglfyb2f3^mjUo?Ch
zZ(N^qhxz2Qy~c;T3(M8~mG3RQxMq^Uw4|4}-ezz7vai4BUexEF>qV)dF|(e2d2O$y
zIPsj;x|J(*0ymt``jW`DVD_CaFCJz4S-oh>5`XaS=dQxI?82JHlYd@Mx$^aa%;&zX
z$Lu!s-nka^t=F#I{#vHm<@6Q3Zc6_0Yonr16mckoPmsQG&fu!jD=zEHq1vjs{>l8k
zi`Min+w#`Iq}n;<n%!dIJtqq9|GLil@b-s1H~)umYmQ2lNWPD}J#+PUyS7rraBjP3
z)8u-emL<uzwl13+@@RAKDYrSvjWJ@&*SfX*xvPD9+QcY%QMXCm*Sw2&R&PE3*h^1b
zHv2Gt$7CDB{|v9gzDVsTl~CZC8mW8nn?%)zo}eP1FP_WUP0!t#*i^Af@V>H~Z^XQc
zvf76MuMXb%Qn%Uh?aIE1yHBlRb2NQ5Z6e1a$p>%OoaMV_o~$X8+_ir7D<z@Z{>-Ll
zgR%_v*EY#ap8KuK@@>!q?a8wiW){UB^DPjMn(bTQV3W4%uVutB{;G(GV!LFk88fUp
zgVPrr3helGt$oH~Wzo}XS__-c`l#x5eYd^RJn#47G>7GLxQ^`H+VjaZb9Jh}DNFCc
zZ!4er?ATTi9_Bgu)34vxt$x+i7RL4bP+yzk(J;Bc>YQhpNxw<#7mM|qR&5tuGI0*i
zwVjQ=ksj=p>&oVy+iETIr0amxf{P!UV?!=HD6qPwGI4`K(&i0!)9)O;VPyE#bUlkh
zU-MEoMVk-yQ?ndavDIp4#2t&f_LpPd35mb=j9+?PJ7)URHP3yk2m9LSe4Ujq!<T+F
znbduCN#Vl23e#GN=1KKdlM1C|n)okmP}}R8eA)im>Y0n>)6HL$DAfqQ^-`DHdXjt2
zgLl8K&WOF!Q|x(?@09iaJuhv(s-$gO^Ng>6aZN_9?60oZZx?il$n99OG)OzWtnzB%
zhUQI~b3@l%V0)+S<h|lz@dWLr`5|orMTbqFOHJ>xNLX(1Hm>HCd9|*;(Y{o3u`eE9
zXWvcY`24wl{o2a1g^vtBYnfGDpY2&$TB?5U!57gRnY*M<Ip+Ob$`va2{OqBvUSBPf
zSJ(O#MW5dJso=iX*=p&P5=`3n-hS~Av`Y~+x%TaaU8v;RpO%qdBXU-8M{RyqJMqEl
zh5s3Zxz?&qTFwx@JWlhxyw|h1i`_+h{CQg!P2TzLIKP|O)7Cy0_TU5mwx*VUoZR&)
z?0|5OT;|*5`z&Iv%JPXt$^7zq@F6=;Z;pP=uV-s{O`Gc{26tOrN!f9{?#te#eRX-h
zH_NoI1uRzIS}G8;r-6ZgX~DDTit{=at52>yEXVLyJHyX^;j`<<Z{Cc4R>kD@q^K~e
z>%y_cg@1f2Rpu!tPhfu<A^ci=Qi<A}Ro>30SI#(e>(u*A?wilAj&`e1{u!=by7mBn
zV4Sbc^!&+_XD!OrS5a2^{5tZ}Ip3_x_2Qk=CN6n<=gqs)rz#EE^Ct)IobWK@^UG^%
zZ)F&5lo6iyZ|aL}adJ&MCe0H=->khVVHI&Q>)GO;^YTU4e))0k;jeJl{Im_9s;;M&
z>Tbz$IKZ^$*}GrvNn+h=`^~n=-8$vxcIH-7gTsT*5!Ub0lh_Kw)|C8IPdIL2`l>9-
zN{e~>msKJE9$!54^lNtHA48i@*FANNp6x2VtQ;z@vEC_Kfz9mkhoiP@{H($@woaX7
zw``u!REwqZ`&S-!nO$HQy<ve$O32w1=MvKe6LSw9&6+aNPsleb+PkJ}o6dDv<Itmr
z){8C|y)?mcZSAb88&{8&?d&$~bLWou6j}OcFLTx8<5k&*mR5y)a(nG;YHfUM-I`O|
z8Gg%0Jy+eH^U3PV`hrQ<j4GK$TUEOzA2_EKYqCw`cD3=*r(2W!v<=^;a8;PT<z2>R
ztIhP<Pg$Ae%8rwgZhhN}(tG@$=@mvSIekGmZmHe0<2LEnHu24Jv<Z54IdNA|(Zzr2
zvO*`{M={1PH@&7i>AS>g@8k&u+UmvIdL`Y@JUVPwedS=pJnc3A&gc7WdAjNOtx4rp
zv(j}$54?`6UE>$$Q&;->`$d%ix#P0ghfURg&Um~xF(~Z9r;k&gdQJ8(-+0RBl#y}t
ztk{V&4{9GxxgEXt>an9NUsSGNsIr@+94hhh`hL?*VXfyU9}1dUbt`AP<njYa%ug+j
zmTo++$h@7s>uR^pam%BTzZp-w>|dJlRQdg)#eP~^YT+}ER-SdcWN<d`Z$HD;vdtF9
zG&W~k<NM2_mOs1E@oY}*gpZAWVv9voS8ncl(PPTLdvDh5raSdkn>Hl;y4K{vZn@g)
zeDc&|F{gfWbMef%HvQD{=4*@k89v!tRWtTwmrb}cN#cpT*Qytu4?=E-Go&wEU6|1G
zH=93gesIK<{$!b38!eAN_0o};7q+Y8z_9|}_<*L_t!o$DnQVDutptzM)wU~rm8NT&
zY!7SIbM0Cy@nuyH&y$^7wk<W}WB1QmtEL?mnS9_$^>tg51;z8Up1f(7@>#8|p;Er4
zY(lzd(6g`1GIgbAV&cnrBdtwJ4lenc9{Fq;ze4DQpRcmdp8auB^2yaJ`xO4k{#@N<
zGP%9@;>GLpT(ex8IA6zQi~eV@uU`K&Hb(pugWOi3eb+3ngq!uetl5%yVkL`V-_@D2
zck1>>U5uQb!SKa$jZDqC`Dr!>C13lAonZgZ5H-QV<e|Q(*0ZAiq$Sf%zrMA)QZxKs
z%r%kgdP^Q{>ulFfZSUcmH>K<JoaFtcQ}klyZ7s7D5uBI#>G;k?(>1rsNFOWwvT)5N
zi}-(AW40GIUfbHOZ*!?I@5!#N-!iO6J9$4{vvzt>Df&`ZXnWLR)fJW}&srQl^K^D|
z^{WD{=oROqZf~Eui8W%@UGcsdFW*M2eWtGbac$V_MT`CZGi1DdI3azKag<ZV$Ln36
z{kNRpzxO(5?d|V2!9h+XZ=Y33PUJA1t+Qe|%XP!Q3mf~cdS%}|t~A-V_3h3JGehR2
ze_YDK^`!M6`&!Mt37UGdL?)GOyfJspj`w|E&%`S&_<Gi9dtddhpxx60{QR=smTs7{
zGq32=)6NseMJJtcJX<;`YMKmx{n}L9=5H*|yL`P)9kVjuIGv}5^ZU9<k`BjhEB|B*
zL>oNl%ev5eeUe{RzOG)0Ys7t{;*it{1=YooJ@5OzdPT}Bt6MCadUkSDMttUumC8GA
z6&c6eoLkBAIZDvX@#O2kQ|mYUoOsK*ApX~tN#zedM|?0pRiN#{6h6!AyYVEWcZ%sU
zVcZ9m%!;yCYu%~0>YZ-8`DoOo=R7Y@?>lZXY1f>z?TPym9M3v@<oP0MQ+DD=p|5wq
zmM?c+uKg<ZKI+g{<Lk4Y2FZk8?d&}2Jz0NV;nu6?roYv?a#7>NuUW@J5)A!0_1-+&
zP?*2+y41vND_$lQMtK!q+j(L;*JZvVp+_U~&fIaZ{Ib$BCT(Mw^U)~Z<NKdSN6KvW
z6pvsk;teZd`0_S<s;9-1&~44iKMUP;zghlW<nvU8y(j%omTSkyX#G5Pl@K0>m$yx>
zMD5&?uGc8ZWw|;jan`9!%cE{83||+DJ^D3QVshVB^Erl>Z|&SzuwahVlo++DuWKu(
zC(k^7;%?f5N1OB*UY|Erx}zTV?<&t{Wle@>n<rnmG;30}FQ3z!9;t`#)U=K;_k<_c
zRIE4MJE5td`kK{j{|jL|pA<I-Eq!?Rv(%#}QyVSbhWI{yK1sXcpv3Pe|I(E&4}B~S
zb3Lw7y57wD;&s#g`4znl{%otKiY@1^Q7_muO=Ncw=fO2sCnQL1&<mFBby>K)*uyo?
z(IkD|T;B9)&o8YzZS`D|-S*XlRJF}5kwrIltpC(=Wnp9R{L`lH3c-i<v==*1d+Twn
zCnY`4y=rw~JNvEGo&K_WwT^voO;q`nQ)TjO*PPx<8)U7^)_Dazn15-nSViCY^IgxE
zZdGX#?>effY_;XF`obf|GN0#MUaWFGpyb(;M@ytKgHLr`^}6e`xIH_1v22jv&PVIr
z);4jT7hSO}rEGO({&BDA`oSCBr`?iRD_thLYGvytKK>Ptb~SR|efzIs`QQ1=T-~;F
zMy{QC;_uuYr#^?C-OYHmN?@x>$=k@!PV6j?ZMD}~MSM<`c)i%>S9aOC!bp8FySClk
ztq&S!Jz1V0(|nmFe5u!Uk58|TPdQn@VEN=)^7?ygD-BK=My_)^XR+?Ocy7O~#b=30
zt_Q#WXRuuL(apK=ZFG*YPsGlbaj9V!UtMa+>-7%Lo3U<^(1PZeJqb-5va8dS%06YE
zU1`3q{mR3aN7tU48Z*ISh02qv5>b)-3DsefTz5Q|n|ffoZD-Lj&Wyg&N5}KNdM>=f
z$6Dsg@a1hl?QBW)t~Xt`j&}wX_TKF?xb-ft`1r$M>EJ%G-G+I~Z8h8Oq?A6|HEFwB
zk&V-~j>psP?!Go9yH)0Qt#<B0$rGZkm*?FH%>H62n`ypE@t#}did!$I?y8f`5-)7B
zT`g8_p}dxlb8*DgIb~&56RjpJH+73-JaA&2``e{_mdj_~Gma@<c<uSd_G3#^p01y{
z&@irYo!3*2B*Vri{=&&;Q%{-|PpH0D*gA7>)rTqNZo&&s9?gsBa~JK15VQHd_B9hX
zpY}fOGe2kb*}RPVHE&^t_-S^T$D$Wp7Rz7Sx!S3)uU&p_-nu_uMUB!IipquDR6WFZ
zclG>C13x$IJf|3$YqBS98NZC!E17lu!eUL9!iY^VImy@NsvbNqt1T3Er+CiQ)tgjR
zrhPY=6#L|{<-gKxbH$f$%bvB(-oW&Rvw&?qbJUVc7I$4{E>AOH^S7I~_2QD0=9n*@
zTduq36<`0ns#@~%>n9r9A6tAqzctLD^zp1Wk9!2)ho(0O{s^-<Q?uu`%pV(rXWN<C
z<eu+bvy8FG^3j@OkCo-_uJ(=XSt{we<Ua$$GzG^4C)Wi%QsS$=p5t)PrZD2Vfi_cd
z*yLTtvx54ICucA7`>Q=;@0D|glPqkmJJ$1EQQ<$fXL>;T$&;oR#n$JZ*IVkfAxcrt
zG;xx7$~EPf)zd7WFIeYQ$@lHqn%kNd$JbY_bb4}eby$9^P2aT}{~4@aD~267TO1Z>
zFS+iOM&GT^tB%K>Uw+8z`jvGPrk!I=xx+j2`JAuoX1D0ru4en3&HPt;;@WcC&akd-
zOUrj2EWg4nO}|<9&DH$=F1$c?r|I)@A&-a&zEv|Sw%xKzmW)r^`o+pJ@9;*ZRZE&}
zE8oT(GMOnOGwX6B*Y%W@Teg%N9ln}-cdnOr<B!l4Pwu#{%bwZwc;Xk)l`@Oj=bzft
zRDM<Ntk=dTmxEXGE#Z$^uJr93qva}Zb?13olM8R3t@<$O>7Acm>-?gWl*KaT_@{(U
zIJ{q^U*WjuoHxJbeC#f|ay;XJN<yIrqwKGcV4uBb!#yvT@6(=oa9)q9#MX^A9Sc2A
zo_rtqOyN|Kk#=NC_yP7=b5=FfM;*<)^KQzNUCI-t<j7k53vpFUFsS~r`g`EJqakg!
z>om{09(&ZYTs(D=X=3`_`)s>1yf?loym2+O*ZA^+m*H15<g3~Cl<zyfT&nouwsTGQ
z+<1&HZJXFAdH&LlqZ67O?Y%B_J$@PGc5Khat}5Ap$+9nP9`9b8#_1ThRqg|CX1?;d
zmFgG1_{#kIKHoWR$>-dT!gJckO-{E2SgzX@>*(T=$KI2EX~%1~7vDArP3p?Mk+-n;
zN^|3J(Z|1zp42EPyteE2>8)Bf?AKQ2e$LaWKbLJ)xXJL0mZiz$z2|lJ>ZvBb4vsog
zA*mA9dL_E^>(R91+}eHod#gUqD%f1huXv&0s;gXYs?sDQN44D%N=fXOw<pJCXWUTu
zt9|v$<w=b1w40Xpd-I;vj5@QS<Avk1U8|#)-4Xd0Dt}X=kF8d7<LylrkM?{I<9hXc
z#|r;N>5c{WcdM8u{%3f#&Mb2CLG|@juTQ8M@MTZl-Rk)Gde<q_Me}~o)oTv8Ts&)D
z5jVeAll7W?hW*ZgcjxY4N!q#Ja{KeHFNqeXuBG>yhT8Vc^Ng7{M{1G(>FZ0KHZifQ
zn|Lf(=lOcpUGw6TYnH38wkfb=Ugzr1b30mr`Tnev_ZVM#s50)V)xH(r_xy}k-YwZ#
zK5sAYjfvo^wC_!Qxxl!n;>)_#hF{JWhIm@5<hzDWy6tS5^Xuxtj0HuuKUcb3T={Ry
zq*yopd!kL7U%V@^@-;0ph;|WIsqb~jQJye=`kcbh*#W^9u3cSw$f|iq`Ldsj@8kws
z-rTZ&`n!)Ye{PkXne}DmvkvBVcH8VZQ!m@HKlCzHoA;!e<KBzUH+49lFIaPavq&9p
z`R9b^^FOQ+chT?pzTRzaWlrIhrE<3>MY{c))Aiz#&30S=<yq5iDn~RP<6oP(+Raj-
zzPBi3#hqTwhi^r0vQJsOJgal_u63R^$)=quk1L-~VD~y3yLpw#x-EL<KG)54Za;bQ
zef4*721UuYaoKuHHx-^O4P2_OyUlW==CN71H+~6wD4&+^joG&&;<&{Vxvx*F$~%}8
zo-Mjkx>4yvUDnKi+4IgATwSS=TXbam(WMq&O*iH|^7&Bv`sAfAl@0Tr?G-!q(CPW5
zZFANAG)|c&YfanR*E@l)uxqi}!Fk8mTE0(KC_Y;J`QAEz+w6%>Mb)x;CYSabE|KMy
z%Q`UAZtJnX+YCJKUKTmL(#`t1*JA6O<hL0sORS&l2q?U@#r2Mc-G7F_vz05ZOwfF`
zY5CO)>G>v8xwhZf9yQ5#S$}bN&~~n(o4-O12XyW#jN@fnbiRkD&h&zFxw_@r)b>f<
z!BdmPjlc8lj@;XR>h($XmvQzgXH+aqFWt?XzVfkXQ|?~YTsJPwyM5b~iap(|gpU>;
zc(x_1_;n;Vw_aVGCPVI#S=$!fY$`R+I<{uJ7XPKyy06kFM{ZKy{$<T);hs4G3x(!p
z&5D$3&8{(L;>+IM9_YIu{n8#iMx}WzVIA{IpBS#m3h3E2J9wq;+qCMcd+B?_r==cz
zS3k8fCTh;AJ2F?dUyZlb?usbiWNVS6so!ybR_R%1nN@|ytDdOszB}v8@0jj855guM
zKAo^So^MiN?!1%I+C0xcEb<6ETKRR|@+qgKUM5}<x7*^?Gx^4;d1{mOY+I^5ZyCnq
zTx;>Taa{E7)>B5!^R_nKFq-_@Z_aYDv#Yd%moF(bc)WE2bK{)P(S{B;B}EG(9ltSc
zQJlyrsZbcI>3QF|{pQkKk7@P+_J@`W_B=K%7EEvc89KE`uIjqT`?8W_s`8pu*QN+8
zP<fKJ^28G6`(M{Q+j-E!c5k+5S*}#>jkf_SUfl1E^^s$<y3Q>7jsMKmW!n$W%liA?
z=<l5H;H6Vmo_yT3!s}Pxe6ItOex&?4v_kq*^!lo-@0>-))A~ARJSeDs5^k!YuV^<l
z$1j>;{;}<A*IaTrpLKbrdRfug)7g263{L;#*G9K?3;t(#wKjXV?aIb$8+8wcS-y<=
ztf@RHV71tM=gpgYjEckWsWR?sTM>0aglorTb;~tRlQ+%Dzi?p39ma#tR&YLH-<$2L
zl5Tf(@-Cac%5}B7q%2~yGE`>1Kd|a^tf+*nuac46RKFLAMeJF#wOce-zyC4y$rUvj
zrfi|?<LcIZ)z@l|^zgI%Go3xnHhY!9-p*2$xxKAZ%<85xPjC(IGe1}SpW*uI{ppk0
z6)sKcs-Ar;_^DC3>|gCPp<wlEi^S5_*3NTf7xgRHs2RF%7US;J_xDzM*Q?ph+nRC9
z&~jDV#Z5&P@4e(szEAl3D9N?r%wwDD-jZ^Av!|Nf=1{)2_UAgouARs9?kp=?S-q`9
zIAM8UL=gky%Zb<b+REOUztq`EZfjFm+0F|)@08RxPJ6!cz*##H*8Rs;?H0VZKFZ*p
zaqQ}cRdXg?e&n9XyC#+KsLHm^CachnG=F``Rg+`X{4IZlPuKojYTl}0U1r(6x>WLj
zsZXMN+|<n)I$G@$YPA;`mwEOrQCNFw{U_rm#n&&b_`4}2&p6sm?BK7fmb#nggngLh
zA7q(j`k_;9t%1$Fd0RYJovWM59QB}N#lF)M&o9kB>$`oS=9Q?JN!s7|Pp)^^uvbVy
zdZ+B_Grg;og)Gl!z0iqqdoZi`Tb@;3q4zDVm0K6SF0i;&aXzchsi5$D)UoZm{PnF@
zzAsuTJ#qfixa7U(!$dCoPT1l&qp<mPl)$YOqG!9O-fgO6+m^I9@Oa(UtxHp!m;3!X
zb!`95<S*|%bVc%xKlhLB_|<$T<WcE4#x+vYXI|RyW!8_b_=G!EB}X&V<}CPfH1p;Z
zBRRM1t<edmkIK9)HL7sA{k@Ol;Fe^zEo*geZal`CeaD6Qi>L|L>XYksglsCe&`SK7
zvhLipTNeY_lSA{9I3-oek7hXQ1uI+&eS7Y~;cE*|y`8(|vBa(0a>*;+>ApQ%IO({C
z=}U2gwv)%Bo-f&C^YLg%PI1WGd9&u#yg6{)d5Pb>@;HkX@75YlFg*FkH7j!)AII_J
zSn<|*yXMuF2Twa^J@4$YvvL=^-b^!@z}&ZJ&$HW44lrNZ^*ei+W6#H!P1y_Yy5$*m
zW$ag-Q}NKfYSFJEIm0OLYC)Mt^YVh%IeuRgec|mMdFST6mnS+GU)%9h$C>%ydau1R
zxrDU)KZ`51Om^G6Xio5rXJKbFEuyAA_*uYO66t(-<;p)xwI@}snG?6<SWA`HcgxkK
zT92E%-sL`3|FkZ1ih}*AmAuZ9@>8?sUhT`&PgQ$!?v>}Us=m3aEo#ordK&d*V$apx
z*==_$A1w<^UE@`DajtPR+Y7A~mp{LcGVtP*+j_xCq&U(pc^9A1SIZk)=6n@7x#eoF
zzvw--zzJGgR_*qy<#l@>mb2*UyNgeaZfQQxE#7=%8^7p_%a4l_!hBY7EKk4iaHaaH
zjnA7dr0wdCR&IT?rsLS-uGcw>`cEen9?hE_n9h^w7AkHYH0khxM>7t(FO8mgtYXbf
zk7LCV%idJ2($cQ&+Pp#X>$<|H3iIrxF3gxz@&4XsmmGh~<;jzZi*7CoIjOF+XqMSI
z_oZ2`a+fUryt>%4<7LG5^psXN)AGIN#3EH3dme3+^4wlHaUT2Ls=!S={HG&@U*_+=
zQ5AMEdzGkHaCxpua`d@>0VkhSU2O|1d{ce(#g^|fa@si&58bLlx0dfb>nC$dCVtAP
zBcIPFMy*_tBQwuU+pXHq>YwOY?~La^vPz;idj^HvD!+0!HkV)WXl~T2jGKpxtgg@W
zPE@maEGnY&qSB^MJ7wyY)Y`PQ*V@<EEm*8>I^+7rjZd!gKi`)r7HNEaue0CNQ(I=)
z3Q2~}Zax}0sr0=1tsOrkKVJX1a>;~=S01gt8+Ik+qx9;m3{QoFk0(cNVzrO2S`+bP
z{_~&*2`MSTmwmmS@0?gHa9Td^>KUJXSFfJp5It|ndd|P<-n=I#t>c}vQx$qXUfL_}
zx8u;C<7zvegdX!>8r>J$zE1N>c+M^3P2bCH)z8K}xBr_p;q<4z+UySR14YJBtBcH@
zTbi~kO)1gp-CDLTYG*<C+Vn%GcTB3cYODOT*J4fnmbbRq5_??(4<5f)Zp&u&_+{A9
zSI4Y>hYO1>F#G!JN>Hp=n)IsM8LdIn_2%*&-O77xo6d8cB6rcJi;DK7i&k0x43J?4
zooRWZXKD4eHMNrYwNeWhf4&b-xf0@jnkW3M|Jrj)7=K(na!qXlga3bqsMhPwE0Zo|
zMtpO>W^}ggq^YN=^KRS9^?Kr#F_X_{O}RUjd17RwUE6En+Bf~lxe=9>=ash>Uw(C_
z>Ot4TqtC)8pG`e$(m#PWJ2m%I#HzBY)pI9j-8gQ_|80Zr_Z{mkr+8FP_LMrkTW+e%
z`km)(;%3iVHmmav-#hJ%TdzDyY;wy!RPMokY5l>flXJFZ1Ww+!Ebz!_Z~d9?7rj?W
z`LdRE2fNJY_i?t%@2{4Nei_Std)wz(mv2U|+&pXk?HgZuXSWB2rnfK@zl_<sZLQp!
zl;^kB#lGqY>T}cBRrBvl*JKTrP=_Pwvl>&&Yo6b>o4W9+kU>>g+}ZoZ<yzM23!6(z
z4!mVs>2_A}>+0=hJ)X*2Gc(PiZ|hi<tlL%i^y=n=N7c2urzg#d+Go6NQnsYyi|p%S
z*I44~mj=z!*pT&i-8b_#u03nt*FK--Dl&0vM&-IC3E`e9hLan#^|HgB&6+&*^jyiH
zjnQv)gxC9Roo)K_N&4%sr;SY?j}~3lkbLcVluvY(hOPJh?EL=>vGGkWxAT1Y^SWPk
zW7M~-JMvLym!@UPxU8Gn@6s21S$4IjUbMt>({`?X7Yxro4{zF#^(1}qsarp0S$V9x
zW3IMqMqY4+%BSoG*O$M-W{JJf)D+mc``+=a>!-KxV=cbyxm*3ys^x`}F9R%d=9GL9
z)vDU;pKZEyi}4bbo&Q2Eu#3jtVDfk$y5|AE+FJ9yt$FFyH?D=GJzA^7zH&{)`=-Y-
zUzb=-w{?G{9jYn%=JIcMmuZIk)fP|VP<C!SzceV;q4D6`8`sV2SA6}sKg!oyIU``v
z)_KcPKQGLwzNYk+<;yDJm_2=VTdj_&I!(H1lpbkzC3K=rs~>w|$PeBxtJ#cCiZb^0
zRj$44Zu3-HxbpS+xUH$_{mg5VtrF&E<tr3M$=rEqyg-=EZtB+DlPA|ncsM@!CweLB
z%o)q~_cj%#e*WyKa^7W|)?wM#nF%t5^Q)fdJP*x}DOtBw&snXwZ|baY_p0Zf+LO2o
z4mTKwhn?rX)Lj{};pC%jXD&V#<<h9%b2)m>XV(q?Ox+$iH}NN)&GFT$xtYTlbM(l<
zK4U-4GN~e8$z#P6-(?w>xz~i1yjw8OUDp2CX7fo^S59#UFEX0<;+68ADaC)Yo=jhN
zy65rBm?}$^+UznBmg2AL!dd!GTwA?t*{1$!t3)hSx^DJ{XR@!qwBnr8<S#2dOVmDv
zml@<0@D&HDG=@C+zCx{Lzv;a9FA8k6<_NzEI%4uqD0&jVLf6yuAR`BclC>KSzxK`8
z-eh1Yo6&1}M=QKIYVizr#op}W>Za*$)Gu%)M{k<-wtM44FVXykt7V>)$gXy?+@3t^
zxtV9rr>r~in$It7c^=!c^6b0WR#PX>%MQD{n0<lL4o<xYne<r~+Me5<&(rh@*S*}e
z_2SD5cU&x3xGu7CeSNg&uF7%Kl)I;!n57Oq>)N7x*?Gy%(kBTe>%uEOSB2<We^r~Y
zxN>c7O8(nK)x}n7I}Y_!g*w(7&Eq_<Q1?#Xp0Y11!_J=kz5I38!Sg|};;Kt#X6ipt
zC>1UK?eKVQ@`>5v6Z@t(=3TNl>OD)#WKM4R_t{KoQzl<#+VM9koXdS_l}^~g5Z;~Z
z*rOWTKK5w_&o}AKI{rQH+l>!vy&n0@NeNfbPvLP?ULPErw_MJ+@8)`|!n3t`(huC9
z{g|6&a`RqvT$Akq)6}n`EX6S;suLY$LQ<YQ`CzNPb@kdaS7buJTR*w#AX^``YuDlb
z40U@BoNW8gV6j^8jP<-dVSEN(Ij*g)R=fBrccmEf^EHoGwdO_baNohaPn#>d=}bX|
zDBrA0#}|uR$8M{-|Lugb;_AB7@mhzUt!Iu@InTE1u8~@q>Mr4!uLTz-T{}KMs5tlc
z_VmkQRo`bf{`{-G*!!qXZDE|H`1D+{kRtZ=QB|+b@W)@<<L>C>cYJ+Y#jKL|YLjaD
z!z(%Sr_9S<uz6?2l}YthpJvCV8Gr9B>0G(aaAM5WotHMbZ8iL}(fobsGM)opj#l!m
zE|Cj5eOvU>xkpKLQ=k8uka4>3f>cCSdD-;jBmXWO30-mZt=#e8<#B6PZ@p1xdi?da
z#_rs>eN)e8e$SbdGVjOHsvCV~n}kH4th8L$aWHsZxAUrY(~NU-g1)A=+_-V_dF}nE
z=-KYZ>lawA54fEB=XYDE?D?&B-+eg^pMN}B9k^b4$(Qsg8@`HqI-Z_&cbi4V+8^x8
z*A^S!l6=o_tny`C$H!#TeBVnm=bSn`Z_)OZ=BX<$Yh?y!?`tjTaTZdu=KAK(H`P1v
z0K4dua%JPkTg!Kq+-TwXvPRZ4Xy&n(EBv^=Z$I(nKZC7*VdQll4ojOy8x(hZ{qyR~
z=0v~jXCEyzvll!Udv{6i<wmyo6Thqv>aqwZVO}2fF+*R>uDtr%^lzWEKHYVVlbY3|
zb8TtBk>3`ljC>bgZ9S6stLsI=BufDS*P3&;J_tSaRJgw6#jRtHmMiV9l)CZhRapO)
zJ;|xXS5>yL2zNbCk2rYFVeR*Q9Y?RPc(!ME*gnB`imRnfm2WKV`IhzW&E<&;Umgu9
z?dbDZFTd+rm!b842CnmRD#=%SvtBM=`TDSFyWTb1+(q5>JhrRO@T@rUj%`ou*3a{n
z&HTGp^PT&prGb{uXCB<X^2^_43*~*UZYt%NQu=70Pi$SOjquMa%||9rJZV2SXYn(a
zVh`PS=U3TpQ<gs(V7Hyk?z?={&yv^Qd2cQLcX?;cr;Gys75CD;mqgo5s!dZWkf;t1
zUR<$MsbI}vxvw8T?%nx#@}E~vg5xYD?*0gTvpD;+Oz|0+c@y$a9e=rY+FI5#mb~-q
zt(I07ORbO7e!8FYb$DQFSNO~0rtgGzd(Ai>^=!(lpK|Zy^7fjZ^*#D?ao07|jLXWF
zqEE}C&e-(*Fun8Ymd_=&S8UedlVUT>wVum#b)4h7b2|9Qk-tU4+c)j0GM=~h%G4dl
zO`WXgKKS@!){FXw@;ho$q%Qd~9G6t}-z%!fZ8q`HhaWTdKfLu^`+e-T?$V71)R%u<
z7v>Qu(Nm(fxGSyq;JLz=aV3jpK0Vj7P`AqXWyjLHe2#Bp{xjTK63OSes><}*j}1|~
z!Z(GV=6X1JN_xsStA#;TkrAt9e>e6>rA#-n502{2>avu%^5~}LIg4N6YdQCYtgBrn
zwdU_E%Z-eaKd#+fYZ^Z7(XNiQ69Z&wwIZjyc@SQrP_km@$?TNE?`AJV8jltkAKz~K
zdehD@cKN9((&0rFYE#x$$GrYF<zZ=YbM5KLlRahn&z5b<Jn&d))~tk+4<0Rl=5CU*
zZt59}$dfNBRxh0|bKPf~NAtv6D^4<fKB~6%%FE^ZPCQvB`+?tb&5L(S?-+jhvTj~>
zSl-p}-?jl_>Wya;?#^r5G<okNqv!i4SyX+FE3PhkJISwdt*+mLElZdWJP0=xGCh03
z!GfhQrq3@p%>8IuXw34H^}*Gymw7(@?6I2l-8;KpmqE5Q{lzyWjfUH|c5_#!O$!a+
zS4rB-;pXwBz#__I#phFDY2O-`nVvn7Bg1^O`s>~uK`Rz7k2-P5<jdyGJnj~cc2#tA
z2|ZtVa@|*H)q6*s%=2>JZ}j^XC?z=SbEUD)o-b!h%0F*eGV#(*Nmaq-^ETIQF1_kp
zZ?R%Y)3=n++i$d6cTSgl%(mXYaA&{ixjQG1R+g$g)sA+4woz1M?sR9_8G9BaZNGH8
zCwaTqneF}0c-*S4wVr*^WaRm5YfDh?`Dopx*=PUs%>J3Uz30h;>n&N~%PRXWANSKv
z4!@GJbK*olzv|Gr#x4{0l}DLZN8H+5d427h1$(0ma<*Kn5!#!*B38iS>mTiP(fS&U
zJ)tcHyfVAyJGUQpo2x1<Qxhi}RB2PIoo3H_sPI$TE|1ysw%)k;w!la`)YnKWvEba>
z%f9oX{)zX?xbZ)XsayK+#Utn68_#dke$}rgyO-VT$+|T{<@Wkj&sXgXd(P`4#_M?U
zQrG2;pK8~)&a3X3YH@yPt^R@+fl)`6tT<aTZB~py&)e^7+X~Nbe;q5b_Qbk(b+tCS
znn^M{!zaDa>HqW~e12BJmYvK!&vut3Hit?{-1wC3=|1cD<%b)*0{y(5pT9oKx<uuz
z>A8~+7xC9+zg(HS_*h{iZ??2t)8wXDza39*xZU3Px${DbB*T~G>)X?8u3z*`%@enf
zTqIo)<-qVd_|)yoD~nDRywZI$@u^i_&$rdPC61N|W<{q<{FB@I;`+42+=%82;my_}
zI}0aY+pv}|T-M)=&qPsG`qp3nU~_$=4;AZ-{+)9>TM|`xU%u*Qh3H9(wO8^*S6jb$
z@ba4HiH~8IBj!9>e>hV~?#KFwXpX&F>>GN@o-MpwJ@@|2Dd*Je4U*U9M&0r?S+)P)
zs_T7co-i=3`|NS~s?i%wt-317(=3m^q%CsM)hV#%`eYjz7j#4Nb=<<0r!LiWSv(0V
z+#I^)=f+9er;n_w6~6Ims<~9*a@l*&&tHh}d|q>S;n6DJSrS*cvX4sbPAFf=tYP}{
z!K^3YmMem@^1V0R_9)5_=h$)1$oAFbGds>z7smYA&a7_w(sxPKDZ#s|Wh<|UHy#a`
z9KawPlezPG^Swot4y>DB&zh<|{jBIFE9Z(ce*9{!6KC{&J$$@scgNY1!kDASO{;IT
z-95KWG{{{hY(;l}*3m6<WB!$1;1pXwRbjf}Y@L`en+fmEx$iCUZ|(_UGb%n>?5X|5
z`1!5p8rRP7du`facE325p|SI2&<qaduJW==$L?Iba5yw!uhx>MO<#|exE64%5_bJG
zPup%+|J*-)T$QTN)jzCDz2=_BXt(2aT%&2TN2O?zHb=6u^8Bh}r6FZkKEHaL?DsP3
zoZDre9n)nU?B|wm+f`HWVB(3di@aAX>|epO<Mn+3zED2@twrZHSE&|1fBopWWnA#~
zlq!+wA6(|T`(-y=`QxK}BJ6xj_^dnk@1F9vIKS|0(Dn_J!tXr!9JJCeEca%a&G(=+
z(|5AJil6uI-IM3)?DI5r-z+IRDJl1LKku3hHnwc{JS)EJl^RP5t}MD8bMDQ~#8jyr
z=S^RW`Ae-}zO-kX(BW%abKl*J_#7)xEgwAXVyks#zVWrF(A)h{$EMHIo)!Jg;^a~5
zw+ANpzmD=OmQNM+U7BVWF<t%hs?{9H7n0^&e#b8HG9vg@l1<C&uj?|Sw1c#~C+U8%
za@zL7sPM-%+jA@Ph2}71cTam38S~`pGWWbo$xqjaJh|67-`>Wxa{t}SMYX@gmS0sX
za%wWZx2gWp6Lyuy%e1#|zBF}LW2{Y-Pj>(GTe}uZW-c<S@JaP9zWOwF;^Sk-%3jaQ
zx|FHsao+Tevw!@%uDLmnSyH$zU4EY&RhcGfUp>qJ?7UR5zOujfzLsQ0{FC~!U$gL1
zGk;D<^!{g6frlP0+@iGhN#(}N$7A<uecju&;t9jzy=9x+xny=S?fB~+(q-f{@#TTF
zB9kmOnrgb1xLvyA%r%eU{mYoW?>6~4%|ErX*yOu@>q*f|kr~I^lCNA7dOrD!U17-D
zxaGPQ+jf7kOq9KPP+e{7+AsG!bL0cEFFxMVrC_jsY5KX)qN=KZ%f7}hKJ0W++PTVm
z=H48!)iMb@NxOFBO-Ww9weoeGhHcfXIayr%JlgAwcD}AwmsVY5o22>pyy=2XZjMJQ
zjb0_spAps*wTq{C*7cc@oQHHP=k*=aDelvrw{xCpaM$zOA#UtE+H-gAc`)~;ZL84i
z?L{I=>(?!Px!$gBtBLrJtk2%NpRqTBj^%rLRpskZr<K}^dymE3p6_sYMH9Q_(QLhi
zbISg0eQ@p8eCGLUOEg!mmtDR5mfo^|C-;`v2Ch43a<RbT{NBoyR~!B*{xjvg`d3ST
z-IHqbyK?Jf`K9;UY4yC7w>5qrm;QHq-`6PLL}`_+@m3~1L3ih-yqWnR%%oF%{k5Hv
zrE2F-`G$(0^E0Xn<BM~#Pg}ZgdD6xOrUnecuVb3xg{r=-{?CyAU2aOo#p{weB{u2H
zESAmPI$`@_nOR-YPeStU6b5dXbERtY{A+oPKiw?e$1$%s5$7cGeAXA)xc>}o$5p<p
z3-;KUy?Q})xK+$$JAK1-uTHvI&Ar}ck|x-ueY!Z_DKhh+fJ~TQZ|c)y>@tkE_A(lX
z@Lhdj;l9dt4KJ%(PjuAYGyfTsWp`a}QC=GNpz-)??_=&?S3GfF@~TpDEeG?`^b>RB
zvTM)F?g~>`+ZcJuOeX8bA`!+Q4oA7WtHh>HGW1YqU+Y<S>3z}pDVp;l&;NYswW;Up
z%9%f3`<fQ*oL@Mb&p33+@8z<qU1a#aT=ThV9bK$_?Dw3@o8>=uMJ&l_oOLTZRegTd
zx@!*%j%Djb3cRo7wb)b`yxUw<M&Z#Gmc(|i-HR7#-jqD%eyln)Q*TcBT1(y6LJ_@b
zPt$ku&&&y(^zqlU$Fq)2dopL%tc)AYk^I8*uFhGKEor{@%+DL!uYX>{xl8aT*Xtm0
z+ZEXY$Cswf-91-udGWdV6{aS6Kjp68-8ajA_dKgB-b?3vSt~L>+1-0*qp;@=x#CzE
zof|Tf!`bF<Nf*sk(EMW)vR(U)e$w`xv9kN-e2xmdbBaC6k@LJ)_eskKwOR4TMw1Gw
zXMKznZm0^~zvWZqn$(^Lg+ZI<H3WM_y|Ak^P5K;L{rzm3bz9E!uFCM^Uh6l^yYn|Y
zWR}5n^Fm*bmPz(=ofc2Nwk3J{bJI*?z4WwPhqn`(yKYDFS+1!NVZ5}yPupA4the>K
z+?Qv(cgj|6l;J<LWKt00@`W~QH=AYbn)5kg($T3e?`^$%e*MFch-VvT$8ra5zH=ah
zFKe;Okq_Fr6Z`nIOk3t3TNv~5>8_|bk6r%!XRumv>hZPR?%NKYvsl%if8$?ic<jN;
z{wrHn?q2?%VO@K}ysK*_%=y0h5aW5tg=W7vgSH1x`*hR4>SC{-YqoT$`qBswk@Wth
zSzD5(sNUr3;ywNPb=a&M$y=jZ9ajE4X>xlams#I(OVwG=7p!@i>#r;mo)seVG4iqt
zTg95V*5$QdEhHZXUUaK`wm~(HuU320uAb+OXNxZN`Cseak~ghgSEa&o^|ptbEZ;}P
zxjm@(y1L+y_=@FcQdO1Cq%(vE=E{AJEIh(zH}z7q8VB>j_wSv`jWai0it6{dvOn2w
z4%cNj20p{CtvfyJzTBLzGkKTg<b>riLAnj+MK2jhy!7wkyDD`*Ir^k-4`bG0nb0R&
zULJoOz0ghD$u#EkTYtZfPEXT~XS?IGCgxVYjLqmZ4zARmH#KIPaqhZy&2M#9!LGZ%
ztUKXk#JOUYh^&@WvY)TasRNELZ*5)FA;6~Xd`iAG^EiWO*@a_)*Nc{fJ!V$8`mBSo
zC-kXLh`FAS&G)0(B@?Hs-aK_jZqIddo!S1Twr?LbIj*y+e!#ir=el#VO_Tj1J)YE=
zPS<_NzW#B<`?~g@*Fq-e*@P8kyzRf2<+;MbMkb_lg?FEC@tV7z&t<OGJXiQKV0lXJ
zsok<gulO6oU4P4j^KF*-RB={2M(#gDtMjbXRhcDL-8&DjD?YJ~>C3bvcbRMJ=N(s=
zXFoUHM(4=9D^q&Xxff5I>Y?7GEqZ*xy0>q=`5af+9Xw}tJwz*WmCddhnQ<@Yl`5S)
z#~RgC=C^OL=pDORM)h1LX8Sx>kkel1_gs5<Xw<8xSN7#D$Xm;@Lw#>?5~oOWV|ZXR
z)8;9AdKX)2XPiB#SO4p3mGUIpx~XjqzvP#%%{+36KmTQT#nO$Jma6s27`zNh?6CP)
za=_2}`Q@c*#Ya<~%y{#g@8?g+7g{doEmv^bYB4>Q__Ef-+|%^NMV%$Zo~;TG_&=<1
zo1eed%zEOyKV5B;rRL7<-C$j-_3Ev}`-5kTn?5>PiYDqcK9Nb@nx33-rKxH*Yp|_G
z3d{VutIls3zW=&%KZE%{!}`F}#qL3}+=~>u<}7hu)W0@$?Jb_B>XPp(p6%(EF^x}3
z)b;g!#r~jTU0s-t=YztoMc<okq}D#~t6Y8USgCSdOYyR&GF^|?DdirS_&T=R>dBLN
zQ@aZSn$N2*ExkC~H|Epp#HV__GCq5?Wp6LH{Z)0X_cp`b;+`*S%qDz}+mfZ$FBEb|
zB`%0x^7+fC!ebs1FSMD&B}H%C(hKafeciOb_}bwpU+uoW`;yNuTs<s#;_=@2KAS$R
zlZ_qcw9ic1`F>TOnDOEujswrHZNIEox#qp*<gGrN=J3>Q73|4>k*alRQhC}NX7$_G
zw(@S8U@af>ZH;whfxqS2uT#vgugyL6OY;6Ky(dmLifrwpR_ks*<)`)7ube+XBeU<4
zt!u{4zH*USmd6;<P3IO=&C_~vwyFA>%cb77Ii6W(j!gA?_QvyU(p@HYoBF8j+7tYY
zBR_3>^ZY-<RhP9%Ntd(ZC!Y4)JNwoYGY0vk875i&uR~^5o=usZs#SIGiO$)1zCo!;
z^;}mt=Up{AIIr;Q!eh_YX6`)Cak?tpJ5`dU*x$P*<#GShsEbbFYFoR!)a^HCdEU9b
zeX{JwSRLQXwuZNMMx2YR%`UQ>!aV=b=BzjGd`-6Mp45<^xaN1~;#AAWObe%_s()Cs
zlF!j}y7tcNq9R+;R1Y#+tSfzzaC~p(nY&fjEYE%ZRUNi5YV|zVN>AH!vo3OLSgd<?
zB|+ou%b33DSJIb@-dnU@LUhX)5nYW%w~k-8t=0OI-TY<w^7CO)1|oCHU%!sIbLN`K
zSF?n|14kpKvod~p8}sUH^T9u>>bGqC{%y%uQ}3y-Lgt>#W3yP*ttV}&)7qJHH8uE{
zo2_9ubJyy<Z_bv?5Db%OzP?Xew|LHjs#>iNXG_i2?mW%*dq((2CTZE%$F^FR>fGHp
z>)Yu|X7iU;`YjV@35z-P%V@Qmubgr<htT83=v}G%iafro$QLeY+h%fyp}OSJ?y|nW
zd{*T<Z$~-on?FD6?ZTc)=i6V`If);$kd%GBbo*@0zu8^cGrnh@o~ChT7Y}!B#jkKn
z!&4Kx-lTrI@i}J8PM&Nz?-He=yyv{tITCX|&ii`6Kh0dg-s)@hmOI*$X5F`3t8}L<
zeb(c%+L3dF4jg#Wr!mou|I)7V=5^Yt51)Knn;dw*c&*#4?h8jGB}7*<x3cdIPdWI~
zSAxCkZM0m?vv=P&URcb0|HJBrPppaV+6Bh**TxCS@KlAWU7Yq}U%cew{|xIxmn8Q4
zX|11eAboF0CBMB_=H00$ChfgAz2wg}_WE<1lxJ?Ld>yr!_s|NH2wUs$8lk`&pR!Kw
z%*(!g^1#WXIh=bvUd9~aVLTfzB*&KBwd(4;bz(~=`3L>}nLDR1i$VPBs-7RKdJQeV
ztrHhJpL*_^b;TWnbFLAe-B-N6wzJx^Qp?fybJWhWl~+Zktf_jnM^-g^+MkEJ*Sc(<
z9m8|Y=jdKvha+s~D%Y+&m|1*eWygx8*>ascH~W8a1#7YtWzTO)Qj+<0RQVj^>)UIy
zF8j<hyLiL3ELi5+>?}zMwLK5l&C#^{qt%_od)YqfSje5(7doyK#tXY=mzEt!-T7C0
zTIG?J&k>vNO+SBj)@k7liDykcZ)Zz8EiUr4{x!FwWeyKt<yp(M@wV(XL6LVBG6>(^
zTiVso<Z#~q+Ri0A%WZE2l`2;+p4`i2)EKusp)OSA%ljCa7YqCItgaoM`^rr;+Tzh7
zU(+OIjldN<`?I!9kT~$=(K^upxA46M*R~(NQXHFgZvFQn--@Z4`*Qm?9u8d^#C7z#
za=wGz)HAUPCzWU2n&ead_H4@T)qFF~zmB=&_u_qFziz+%e!g;^{|sMOPcnNy>q~cw
zgYnCVBCY9f<CcoOoA~JZa*^2^&m3CAu{J&ImS5q?*I_K#^QOiXH~tfStF2NKT9<Nr
zYya%ChaNYF9K9sYGV2NJX#vZZfq8}VvR{cRKa>r-+Ml}hN|43zvp=p}&gN|X+*hl8
z^vtGT7oU5$#}o#BtuU|NwDQqY|GQDY=1u!`QpfGpso5bD`}wk)jdt41sy4n_&7s@)
zNbBUQe~;IQU;28-H`{TYrvP)g?CU1J!!JYc%$xh-TVVCVYR~BM`rvE!+XbGjGTSb3
z{*3l%&zw@za3Q{#ubmDDzscBW(Ym<4@zwp?3VgP8TQ09$_wX}+)u&HyjL+Iep0v4I
z&6Syx{<Z7e_i)=)wt;2*Gm_TTXDA-jjWd>6vv2>yXoI`&UKP%IK2J(NIU{V+-FfYH
zi{<Y5TdXO)()Nx&>dDjD<<340vX4!iT7ptf3tF!WPhLOo$FAz@vN}GWgk#mtEI9c`
z^Wzb#w+k%}zUZ2gb;WaAk}J!MV}*Y;-|{r?v{*Mgf4QizUh#2JyNla5EcP?JyLh6(
zj+$R#Ps}%~R2LrgRM9!y)qWyza;&afV7SM#Ninw+Rd&wpc>6j~Y_iO=H4+^;S1-!F
ze;M<3>4jU|DQCpoRA#jt?T^p8Z}@0dNa4|N!!<9~^-AbS=vmMEI^)F6btfk}yo?ae
z<*Qtqc|Ler$(^b@lkWPKnjLQNT&HpF^c+5|uiF+lGh}-n-Et<`WNq=qNeYLT>fgN1
z5>{ib75+16&6eeAduD1bJ0CXZv9^FGSL6J1t8}t&cP%$PocH+CLX{$|#hkaRdrxU@
zx!cQ_$G?m{YST39PYlakBqq-P&k$QBH#s5YaL{z4SIL^e+h%QlR;az$>qudv&t%uB
zA(O1aFKm426CyBo)tq0+xeDvFMWe#61TKx;Yhss^t<>_H&*5#ToKW^ny*Gl+1=^kS
zt~x#_s+YQEdbwJ9mu}uUj$=1%N?!*4Oy6O#?!;{-ho!$Yjw|gFbzRnO-D0}iVp&-5
z@vT1U6Zp37SKYofAiKcd>te{R8z+N%zf9;X)(^`16W;2sBA0D)%&kD%$l=bVO%pdg
zYY$#g>sWl$Hoq;qS+VokmSBbI%ijV$GZJ3=?mhQS`{M4&=U7V$?<>Z8eeylS=bGVO
z^5fagR{=h+TC?+u_wLwzUV8PcS>*`@Ro_JgCZ@<{zG}ABX7zQQ`^qbzW>d!5yJp2Z
zt{$BiV9$SQOY*im$M<FXzforH+Zwczb#G6ySJD1G=e(kK`a1?5uW~M)^<v4!z{w5T
zb9QVGocw3i!k{@@Huik@+`T*Jese%zgWc2@*Ti3K?3uSW`}u=6y%!#Bdvqnf!B5-s
z;m>Jph3g)@x%e(zs>|r_!>{Xd^F-3sWzQCQR!B0O&uU$6>z;M^#!1<@TSi^J^Ct2w
z6_8N*n<e?xCC~V1<>Wg%*;zu>b`}&wt-i6AGichbdF`sV%-r5zTe<gw#lfQm&z{UF
z_EOKPJIcOwc9{F(s5?SGPptJ^XLHo@%X*8xC+k>qqtAV+`nD$BG5<!vYKwQ>mt1!|
z>6#}YuCDxft!oF%D??uk_Qp#)qqYaHJh}D5w1-;*b{>rud%)K&8mHOswdv9aOJ&jS
zsJQ~Owyx1SvV5z@MGe_q$uC16O?YRyy7_&|V^Q76oRD<6+!NF8&*K-JuaiCP`LA#X
z5ADmZyPoMww10cqHMiu#%9GJ<X(t%JtobJG_*iXyLy?izr$bB9MK8>DH@)&DXLYWC
z<>RfsCOqNyzpQoX&y9@uJ?reLH@gbw2*=!#slFjoax`^|s*xLORmet7$wxb0cQoeB
z2|X6HZ@K^GWe-<hIT4w1HqtFE`B<ilx_xVGpAkRPmZI3caEULbiQDfi?kl{v{%=dV
zr0lC`Q;7%H*2@%RPl|q5dbw$eU&f7|3)ix2UzbcOZtSxTV0igUYWC@!%k{Od2T#t{
zJvJpmL-ya)%SOxmC0268S;)5rO`j1Zeof=ivyB!f)`$h|-6i$anD424f7F4U8<N;%
zK8JGd%Z+O@4N(=lx@Y2PmnZAYiz=5)oL_kGY>xXf50A&|v#v{(IY>M=z4laev-^}e
z?~^-N&j*IN^q(_6p7pA4p5^loD`p)@`TXO`?~vR#?|LHMr7=_m-}@ABM>xtmZxx%r
z*SVcNRmm>{&n)?-H&-+IQO3(Hr@sZ6%Y?6v%1X}T{9_${_O<e2o}R9kidQ2YPKR3P
z-JUFYZK-|Ni*G0Mn9Uw!DHis~JI7V$u6(cj?DfyE&9Qp!XD{z{_AIs9yVUAb)Xl{g
zAMa-5%bqpwyHT>zPR_3Z3mR^&i`{Cj@2B<V<SDJWlehK<8Ef;THLVKxc(g$9mCawP
zu;t$tgjziA+O{T<Yr?*l)6_zZN+m7UZT4+5Vtlk`PZr~n=c0FR#4loOliTsu*X?DW
zAK#+fc}uokWMRMjdCki?3P*!tT_cO<S+3Y~wXXIxJE!t8uc?!LV;q&6Dp$_SH2%Kv
zc$Tu(on+Z8ORi_j4)xx?abnkwB=_Q&-#$ft*|m?<R+@Ip6&_fmeP-s#TeqePJzj46
zIy8^@18?Ga&K~BlHy1la{jAK3Ekfr+UAR2eyMSF*Tg^L0j@{?FpYpdA>isOjk-A?@
zSE}2-n|M}tch}XejqU17bDa5}#)LaebI-7@SbKX?)Z$h*!>N}ouj=r}AKN97SFl5A
z4L93y<}a%boeQWcUn3vucQnlZq1zchnGaRpR$q2=Nn3d{TJZeRymKwbs<?V<{kn=)
zYJc{4kmBcg)MeW4&d1wDmn7Mh@tbayT_K@-Y5U8KXMX-&uGL*{eEywMip}LmJ3@TY
zuPwjQ$y43+XxT322F@j!>Kwl6!i%Q8NSUW?xbDhzNxP-z{jSd2)s*)tb48`m-aTe}
z`<;x`7py+L;lbk->v;7-{xgV{2>MABWZkt^if($9w^`}Qzfvua*`6oXB?UcsBGs#s
z`gm>8r`2-{R*OtsQ*I!*YnzXusJhI2ug7oWpS_OtDQEd6`*Ydjt!G0cyu-TIa;+{|
z=HqrJ^wWXI7Aw5iRGyn^Mtw8RGvDQAK6StS@~!&c>g$f}l6Y`DPwPcL_ldWWuWNgL
zip;(F{Cb#k;_>*U1(%}UB*z^s5}CvGOl|9ZMTR=lO_`qBd|S00J#}}<2sF&w`6Tqj
zTXvOik9OVPm{4*yw1hj#>(z0osoz~a)?R03`0~<k(iwBh_kNK~^Oo=RQ#<i!L+<QL
zC9`iz^zxl~zSN+3_nofWsqAZApRTYxp0&hkPMh+P1?B4Ow{~_uWbBX2-d!RyL3{R&
zfZ}=D6{mx8OBWl8%$ex;Bx&~3Umt^Y+?Cg{@6A8+rdZS0TCHuN!q@lF-HHcZWSc6U
z6y3_Y%=5X$`$$_S&%0R$ZKWsH{Abu`(|cguH*SfKm)Ady7JPX?@W2}B%_aeJwrqSJ
zn7KK5;cBIWQ~n&<+jZ+e&N(C7Y^8UXpR4E@2EDSrbv*juR^QVzJ_ly(-hXW3+S}~R
zU2kq3nf5yD=mcijtjQZsa(vFX?LN)6S#T0x=Edk!dp(uyroNtk^Og9-Ut!6SdXEo$
zTQ>Kr$uy}<v#su;PYorOc?$n$h>v>5y6W-r$9~y1eN%47vPzXoy(zk|^3k^BR({pu
z@JZ(rWwl)uj<F^$FUj<iS$}V1^Eb!8xAsj_=)3<gdSy<f#p;U(FDp$q+a=3=!z(;+
z=i$3iGBW(fcK+14&))U*b5`%M>Z{t_DhCg|J;s_b+wId*&Gn@bpMIxS^xLnEuAK2W
z^HpK=<lC$#)n^^6F!EUYSglfMp@!$a+#`LJjIYmT9xXZY=SW!5ks>YMh0!;zW)_S4
z<*u)sdv#9pq+0FTH2<gvkM_9qZ}%#^;;{VG{NRf%3nf&(Shts0T0Z`DwOf0}#ZA7I
zC$2>9I4{~;SZQRaxLR}BwzQ2?c`sMVy)ItsG*=?r=GT?Hiu|<|q30Hs94P+Lb++kS
z!Ev3!d4GcZUN00ayyRQ7R`5$r`9~qkm1mFm?szA;UbsC#Yr*87VI5Z+51frEbg_w^
z?|kvu1cL`%XEMy!U-^_hujzy3>sfCSrx^>Jd~&szPxs1==c=2Jd)?WzoomjcEfEL8
zmsMTKv|{cvd>y$n)|PL^!zF9ZE;(@AcD1Y1$9Y>PZBk@sn<u@HZD-WZE31|+?Q1RL
ze;%I1(D?ObO!v7v#bLVoejh&vdF;>RJM%@wMdA5%Q>Uj6JPd!eHr*AKnRnIm-FD08
zJ(n_<Z}bZ6{d?JP;mHThx4Vu`5|a2(FZD(-;L&W;9m;D<TwiWH_VC=h**1SKZkwkq
z<yIikl)Zl%tI7i*t=W-^Z@oUL-?;KG`Rv&v_YY4DauvBe!E@a&Uo!)vaGBCoD;a_c
z?0<cUIez1+uchzpE9<kDtg!B67p=>-(dX`e9?RmQ^!1fy?BOSTcVFv;&3tuesVH~E
zgSdMR{-V(*3hLhPE$>-Xd3>vrvj4lj%C$;wuC+_YT)K38-pPE$<8oKSJY?OSFYVP`
zdvWLO5cO>m3jBF<SJ&k$Yaa5<={FVFnP8h;$EvY6+x?Ae^sJl?5!szf&t5n*DXV<L
z)7i;<)t|D1Y~2hBe_dDAHeZ@-_n~<5wN0<8gjP#e&f73+Qq!KR^WQpn{Cs_^^~g+y
z$wy;6pX3=kP1-sCT4nCaS4OYwH4m-{-z&FV^werg*<#-b+r6fX*0O$W*X7OBYkV14
zd062|7-#aluY8{@pH2PKH{<%P=jkGyyWcY&E!p<@_;%^t*Qa(y%Y?O<`%6B*v}sb2
zd#+84u*cUcla-qz!*wUP`%OJ_JBzW+yiT+zdQtJ&!jl&B_N4lyW>352$Cu66Eqrgi
zm>#cXVwvfZ+@&{9h6(w*ga%bS+P3z>m*XZk-pp3+y3xnP&ip!h+nRF~hy1QPPt(&9
zYblp4ejm+f!2UXPuHyr)!}F6j29@2E_~c~R7!p}_?er7om+xbap1qP)*q7~b>V2a9
z-PKzc&b5B#9F{xh-7)R?M$eq1zpb6bW*EI<@69LIR=fGTl~!-CtqR_@@oZF^sKwbF
zjzlg4%eTIc##4{!YOB90ex|P6=rz0X*L8>Fc)zP|0Sg=cZC$UualUqU)a-3VObfVP
zP8C@3ph&x=DR)jA)AppjabHhs`EF0Xy0GJW&YP^08EbnQvhz;+^*S6lzc*3$m7Mn0
z%g=mgu9KQD@3!ovIWbkzhMC>lRqLfb_f{Q^ke~ixeSVvZ!Mx&Ydv?d9a{c*WJnPz2
zYtyvklahyW_qCs#wYSgwpXrlHPN6^6*Iny4`M4*1;+@>syV|b{&aRMW>|Qk0J@;I0
zBXd{7B*#UW+k~5srr4gl_w~i<&Apbc+DkHwCiczUb+vqY#@}oy?`7xfrh32S^N*U&
z8FPA;=DlOLeImX-TjX|HFfv<NsBUVJ`f>GZTYAilS4M74$v?IyU8XR0>y#z~&h@t9
z5|W~s`7_o>&6+ZMXGyxmtE!w^T^&F37B4McTk-S3U+pQsJ=G^=o!Y2wc{XXo>5Y4R
zoF{Frk}WaMGn{;K-8}A_7C(2ax9pgEAboG?G>!L43s@#qg%uq>s$NofE+lBrR@-`C
zUX{c?>uYQ~<wXB8c)ee<)<vw#<3EGip8IjL^FH6&qv^V8ma<l%pPy%x`b<rx#Fsn5
z*LqgVR3-J^X^gkNbN7VW0gGq5rtY2PUBLOua;?_I*@5X76SM;t2X2=uzwxD3J+x0f
zO<koqy1yuW!agH|>=Tc=v(ooxefh1hI%B_iOo6S|T#aLzpR+PKS6-XHW6_ddf=(-S
zPp~u?$IX9wXxr@&zB%C&I;UASeqa4v>eH%Zi$@z)YhCN={wcdf^Kxj)bJo<YC)O3{
z@hh(_nRaR2y*=SmJ!?{m4$R9s6JEqq9PirJ95VIV^0P^M`?t>y&w9RjO$R&gudA8w
z+U_l8HhrqU%0fmaH0(;uob<IZD|eO{f146gHE%+mxP<JhFI6>@^;y2JSM_z=zT)lC
zTEPXIPBY0(eVp{dLVNkntIdZWeiVK>IbBt)S83g=YnNs|Og``R)oqg}JLli5&P#5O
zM8Z2(h4>d=TRACl>d*3bDW0oO%#oXVB&(`>M~&Q_@YEHVL9GX5SD#+KWr{~YU-m-Z
z=-{V@Gcqq`yFDr{a{Kgaa`3^$=N`x|;g5Q?R_8$ejPOO#M>-`Q)VCH}P0RUiv`0)@
zVDF2){2Ef)8c(F^zj+2!n7&@K@xe8jzB#{xgC@T^zoycSP3x8Voc|1I6T7y{&75RB
zull;jdAUc$enJZvp6yDOEKfH+kTCs5eBo5N84X|7?$~mLd1+YoCcCX#uROOjWxH&>
zF|}=B$yC#Pr$aZ7@LN3E_OREi@Uq?1=iyefSId~{SY7Ep_HOEh1;G^_-X2RXz7Ct|
z$(+7lZtJ@!yJdY$JD-G~G<>aGe$Vvk&DS}6Pjlq%eeLesZFp|4dbUYzqRvE*s;i#5
zYd_dUed3m_oU`uT)|X=6yUpwpimI-e#oStLJa1{n%c8LDE%H0GR^L8yip@ZKQAVTx
zp-rkmi`IE=iBa_n+xRSM-AqB=)<4;&mNy)Gl6-IPqqp6YcF4XyTWTF-d9-q?=1J>$
zeu)jsH7s4Tx@PG<?DAc@`}*#iciolvU&d?yTr1N2`pf#zi(7e5?Kd|)8YWh5r(|3(
zckRlzJN(ZrIA<J^`_8C)a(G0Z=!*;2v|jw$V;f&6o;YPEL)c~)uWMzK`QLBIz9e-b
z=WX1Q<b~Ik-M;WSIW3~6>+<%?MwXI)wO9W(yHlVQs#54@a#`)1-#K@kTS?597Ebne
zl{{L;V;s4i`{2>wp4^RBS<`o4c(ANnrSWy-{S=ii>-s!8)o*otoHzBvt$oM6R=s(X
zpgR59j<;164?B)um~(wq%xM{e&B8aXpN)F^pJAr*MjNKWn5oaE<ZMs%TeI@wl>51S
zTt5%Z(Jzi&-=4#8c+-<PGS`Ju^S+0BA3r^>cJ+(7T4z+e4A}Q-iQL}$@AKmg7r%YI
zbL-M?S=$}GPCeo4D)POBw$FO~^ZNW7FP}wDbhkbKJl-K%EAp07A0J=#<(}C0wfqZL
zOqr7~ZLYV`ipnN^$B18hFNB5!Uug^zi`SJr`6jz9GU|2Ulew$?{Fi>0-zmNCmP)qI
z!o=^#t3IDTX)fG1_0Fr{(tzwU@8+!fn|=OB$kU5*VOoVPHaFXq=gc}jbLRaF)1<On
zOP+1I<ak;*u2y@edGhlY2d~cFy~!-hwax5Kb@<fRR+~>f75MsSP1de`en)Mt%+hQ6
zu6}+>b=Q~Br^}u1%&m3|TDoRlYc9WQrHsepm0#8;_FYv9GMpTqu-zkol_9A!M$R~@
z==RDt4>r7-B2;zq)y?*z-J8$V@)oZZynAKVs}z~!*C9Q+^QO*wA66Z6&DA66#5wJi
zo7#dZ*yXPBPF>RXfH7_<-yFq;!gJcIzV%(VsoE-U?d9`C{>;OyI|dI@uASJ<FuCj8
zt{HC2**~n~bJx84_jqU55zl?0>I<X78Io4Wlpn7;S$Sh}<fc0ow!WpulV$WI{latZ
z75nJ12S)_n-MEtH=#NM1j$e10BINZ@_oQw^#j3N#+m;&6^WU0!#&FJ+Q-8Z#f6krO
z>X{!ghyU6xTO&0E;g~OCOP}!eeZ3!jOpuK|>zq-zP0n#iRXNw?C1F=%RA={md$zB1
zO8%TV-`8heTc&2j?)5q1t+$vhYvqs5xI)kQrmB|5G?l%M6-qH=FA?vInc1^^YjAe&
zzOA>pKP`T3uqtr5Xnyei=&d52Rv*u2J$St9NpbkuV{aIvK3mIeN&B^1cJJ(&>7kOA
zHrE%#dgwmjGMp1``*63zhM9LtUq<da`>}G{`b#^tLjzl<y*XxcY4X&+Hzw^{D3akV
zIO|E?)(1BkSNC6w^IgEEY;#?cYeV9kzu8BosFs!$BpH5KD(z<XW!Kz2vl`FG?R{<g
z{=B_zDob6(i{i*4@jJzFXE|;v$Edoe{GR>jYk$nuO4%9DMJGzw6khqhwqi=ce}*~N
zvoFdmnl<~KQ_)^+tw-*m_ESq2F*Z(|9C5wuP4RKRD~~nSZByMg_f5gXGlzVtuYD=+
zS-@1ern|d#$pmfFnVWxby?7ROdF4sXo7<DGy;*Nn9DB!{IpgH7>&-X)mE?-M-XvY=
zU<lc1t?R3(YPWoq%Bt$ds0`+WdD&+Zu821u_;uZz_tzxrk4_m^FUMZIsr2Q5sD(py
zSPk#qT5X>b9adMomMC6%usTTKb(vGH<EqWarHT)%5}&oD@H_Lz^?FzKIGyoYdH!*X
zsP<=VwTjY>z3T5H-mY8!b`kr;xA*ou`y6Ab$d^5RT6X8`XGxB$r(NSZ`?+k*VmH6*
z7MX`dBY#i0yxaIzcK0-e$>(2&UH7+1U%Bqyy+bNb8nQnB^x*e;`7N;XZP00vsHyR_
zi#z*$w9F0uXuessgeO^aacNz9LxJ(_y~S(Io+(JRy}RV|{8-phiCbnnmo*m`p5K0L
zoATzICU=o(VlxjO%f6_v*<r4Ac#LN5%I6P1yj$$&E|RF|$Nn(#nHkI0D(9%>Hs98~
z)Vb2!{PWr+?}cBdtaMc=5b`>b5LO-IJtzG?!`0aK8xsuICA||^b0B<vP)+wEYkiHk
z8|SKi)~j4|*ev?m;;9@-)}fBycdl#>z8@q~yZHN7E02p6$E#jHaFsY(@L>mw%<r%#
z<qQ3z-uDDWDKB;6G}&Tn#9&}4x%P@p_?)PF%>A=xy?n6G@7b=9{A4@#J1-(R-v+Ho
zVV;#DF1S(Tcdyeu5$nE8FV3uV`|?!+>)6%14(z?MpwUmFHoN0$jpx;X>rC5&{2pw6
zwlik^)_%2Z`f(A*XZgI;-`e>sNxU)A?AxT%3VQyJgPo<`o&374H@2*=u>a5`U)#v0
z(^;Weq05)2WZk-bRNgUG{+6IS^SrA^XZI9XeGGZBv&i4n>(%p1K}-GS2z7bNrhI?l
z$o(>A>D`Z(&%4g1=lwjn%1B#o&XsK?pHJ%Ycz5q~F11(_el<Nl&Nh3&q)ToO_$=3W
zmb|ol{HIIUo#%CUxSxHa)T>Do{2qr-4z9ha<M}RI<mOa`>dP&v4(I)*)_h3QzL)jf
z$JG6Vq|KH84EefOW<9&a$?-BO@b><~$el|{e{0-~<ewGvSagaxoBh9C_stIQ-TZpi
z;KrFM#p9Pv{w~Sc-51!^d$-GQr~Jc9TQ9lYVptuJY0lqv!~NRU#~1UC70j*oTAwYQ
zb&fM+(XPeP#U;<Tn?`P*^H^=S|C{UymP)fqJl#KrXia$6BU`1v$|5|{_{#i`%ic`*
zw%#RHmi=CG_~T0tlqb*HpVQ}__9f@DXy?IS-&ZV~u%0D+1FzbRzQO=`{wT|*J8V~0
zhvs&cDzn_z&iQbC&#fD0wPJTZ5&mcTF7u(UO^I#o>NI)Ym#Z7Me_V67Wcs0VoM{nD
zZuP26FFP;X<lV{e)AK)rRLzCEQy-aGzG1Bu6`Ptcm*G#=>BvaFle3;rGqNt45qidO
za_d@=-#32Ts+A6y<y5oy{LlAsiyyw{-{T;Bw3=r_w4R^HKhatFitRgog=vec-0PH6
zwYVA@@+xHSp1w)v&aC2@*mYCvbl<W)*Zc*JHGGbk^kaLU)Gp=j$?g|wOHKBEPrk0w
zWq5DntXHBIDur>j_FXd@8RmRj=ehNyoKI8LuWR=%t<E|*S8(0hYO`9YyhU1m*;<*Q
zyZDdo*>pc*>cryc&bo-wm+xb>Z&}BDS+UbsJ$Y$O`p+xL%(mJR_jr>3%<6w@sXXuN
z+P<T{ix*0}Uz;QAsJ7wXCHEh{Ld$pLd|i=QqU(O;wepmd=4g$8KJ7FAuAQndUCXwJ
zQ!*zw@WyhHe<$w<aJ+sSSedl*Kg0GF|ExM*#lPjcbWO`Ju05oSnZHgu%`|q$_jRnL
zDi%*lzpfRz8X~{<yy)CLy;t}yE@IysRGs=HjQ`uNdCQhatx^Bc_*j%rV}JU#!%MdK
z%+s2=Np!(<O~nWQw&p7|7{(Nry(m32^<w)s(X;9|MR?w>{Zss9MP%htw%a#C6*X2b
zNmJc$Txm`16ef#5*}e>q*1csZS$EYp(prXZ$>clFeY9VCe=AX5{+}Uk-G0%KeSF29
zt|H5R_x!d={*mdrr*5j?j_(#rBM&~dxtP+pli6Xx6Rvdu=}Y4?4Xo;>y17etirhU>
zbEc<{-G6CtD#PP1E6+45v#mU-^?a$a#pn2-OUI<vt<o25*_^m<>ayv!T8}OUc`w{4
zQ!{JphER=VF+n!3FG$_}bmQ>k=;;j1HkZvAEKTRCo(L$YTr+)N%;#%6W47L$?KUgj
zd8fw$4V!SQ?OhhDwab>ao9e}0+`qxRX6lKh5!2PX&i+nH_;WRK{S-dFdZ|;dp3OVu
zS!Q-agKbmFB!#Mv5y4r$C(fptEu8awt)*^vi|9V(P2oLrJ_c>pw^+v#FZ1y~!>iSq
zb!*tqRF!;Ro2YWps4F(Fv@NE5MNjiOzwEi<4)eAe-O;oOHA}eV?klo&(K@bqE!Pcs
z8aJNJT+`d!Qyp3yD;Yg=_FVU<)fy+1CQ2*I&ov6WJugc-Vd~5?_cUeMqaH6+F8G_h
zX_xgb`KYIAE$t7guM}&~&YJLID#yz&D`#4sv--MH_c0fL*5yy1uP=?g?Bu&8-Q~`N
zTI=h+EHmDpO_XTJKetwAci~HSt5}{ns(a6^O!+FBm>wVXyyj2emV*}TYh_NoIC{$a
z%$sJm_dyF7zCYX9x?A#q>4NDFjlQRz9?M+o`)mqNknRDt4N)=QUx)UdyOeExv)9$O
z??5b{<!bF3>-ooa7#1wwZ&La8NAUB+)4At<++V-eG+*R8!*?Ub*MZ#ASw3aG+dbh<
zkZqLab({HXbJl!puw1X%_u;K*roPNPJ`Mj1r|*>6D!v!iF^)O=^~b@3>nhGYNWZi*
z`uE}HdCT`@TW;&U<aJFeE_Stbk@mEC#pifKW<7rPde+ft&f6tVuIk-xxMj{+eG|Dy
zYuHY(|GaLZlJlVJYFnyJanL1O32oh8wpZ>|zH2I8&beBw^+e|CdgCiyZ4<Xma}AQV
zn=<oBe|%K2(VPo=J~l=cZQ8r&jjzPZqp{2r*o*yoG$f8^P0xDXd~fCPAbq)~FD{s7
zavQ(=87f^+VKc98>wcaYHuEx<_&!QGo#kK|bv%Pz;rqI0ZZSpLyoV-L$XqvGnRfNu
zt`d=5GAYwmPrluANp)62t@cs_w)~u{8}k@s!X~a>_e^xd#b{TFz?;pD$5=B|8*Ev#
zmPFXH#)R7ct-60JbLV-foab=|R{nWyyEcWr|J?3nfycCZCiLyO#^<@Y+)HM)ub-7i
zq;=QXiHv`WV^c0nKCmWJ_k`pht;fpZo@@IOKkr&)^nBjct-AXypRZS1S(zeyS$=M&
z<hn<FQu)y{XV^@#{FUD2HbvvfztAKX3k9w-B@;KEe;9uLnY!zG1M`@9Ti$Qi|GsbQ
zjBDq7)AsIZ`2I)Z`6t7YXY&u_|J}{<`TD)hPxn80GV841ggf6>O?EmyKgxEAw^#1^
zqI;>GrV7#x^-{vYDt!{+R^QG~?#tSCQsDC>)_D6#B3E5E+p=kI`f>i!l5&=^b#9jD
zZ0)_asZQJ_^{V%l;qI<0OG_p7?sOeBl$q1@swZ`Wf$h=gzQcttyKeeV&8wWMcwTqf
z-ab`<wl81SJv(adKJo3W;>=YR$Gz@t*=D%T;@PHBVe{o~Yof}^)Z2_FalDUu>aI{X
z<w+0QIc>*@UMW?@G4H&d2T$3u^X!f<qFye_OLGM5y*e+<snrO&a`u$Z>5e%)6YA#w
zt-9sOA-5;2Xf^+#sY@ijzK{NLqvKHSq?4sh)m4{S&(;4eJ?E{-^6|^6Cbwgrzb;HN
znQ!EF=dzf^`QS)BH~t@2ll7H<2FD(=?O*HKb0t+f=FARz%Qe^1jv0nOlUy@R{iA5i
zN$DchB(*O~`{WHi27X_g?O<MD`KV?6g**?jt4&|Nth^?)q`>y|l8Dc9`j5>>{Pv&W
z>!mAUIg4d?D65pNX0j17><PJ}$vi9L_w$Kf&YL!CdUEnk42^SRmN302`m?GqL`vxF
zWu-}F21OIkRj!>lsczntUV~>_mT$@PShG`iZs9z;t>MYfW?c`KN~&B_Gxzb@5+Qfc
zVsObe4hi{Iuc$i*Pi`yOW-OX#_~m`<*S&`(SiX!)%sPDC^m_D(gVT4|t}dIddC~W#
zF276XG2{7bV=8wXv=ONI&%pIeY0j)|sw#c%rpK=Bo?DP>dwR`dTZeO5t`izx86VSX
zU|%0KGbE)yF|?#>rP5(hTX(<qr3M>Vx>jqqO3LoK7JrNJeb~00=d~tYG+r2fK5N&e
zRNtcRvPQe_3ZK2deP#IUcPTp|uxHvysqIBI&CBhVR_1<b*qqXrT~__cljXW{v4VQ@
ztXBRr&)0J-O?g)&E|^z*;B}bp)G5i6FKrbw@c7U0_41k2>cUu?OHnd~%T+Jzl$jH@
zC7gxv*3PGH=U<0yDr>wq^<Bxa;2SS)6@)z6q;fEC%ZZaOG9ItxJ8G^LUdkfVb!3*}
z%d`0>|GZXmzCJPL(ryvyZp+R9KEsGjxsv}%FP&jL`DG1fvdV){$E>z@?-w>I{On^5
z);#&(+7HKLh4&U_96Z7NGHzBn%jD||yOw7@TDPXBIH=MhZ>mB2<>h<TmAO4dBj%qd
zU)5DUCwXto1OY3-*YAUG9*_$CvUcT?C+kv!a$Ppd_C1_n{CZaL%LnVv?ESIcY3r8Y
z#;(iNqR0KTFV(DG+i!Sr&fcd#<aAAE1Rq!vDL6$g`|7*5Q_|<n+xlF*B20zv*`A-f
zZQqqX{CQ=~Wp|4=R|9Ny);O0Pb+A;M)SbTmyvUo9ZANJU)m7mMtM)&RQJr0x$6F?N
zR*vDk#d@nfwx2IA)c9oUdCz9O-_F+&mlataFI<~8)i>2!(~@o3EQ{4n)_1xrBQ#m&
zSqEI+ZtAd8_xgW^^&U45GF%U96RZ-Gdbn*~w#C`5^~z=zmaAqYM;+s6Te9b@(31%j
zPcB!=ZVos$BhKA4JzMZnJIk&K%T>O1=1JZ#I9hJDeaVWLf2PlUKmBLu^%T9>+irS1
zXu8owxurZQ3*Of92T$@nRaLTPrb>dl#oz3izRv1xf3zO^#ZRc!?z}kb<-*HW6K3zq
zxY{2!O`Tbt`O@xgeStqaY?Ax7KGE~@7fln>Ixy$TIl)@KSAK=rQ@6gTWtsl_g5dpM
zSDaq(E&0#TTG_hx&8o%ov_tNTz5a5vGH7|Gt>BlCk3z4`UGu!~{dL44$DOMg?&<m4
z_ZsR8n0daAHCb7Ga<h(`_T3vVH(q`w9~iQ(IoHDG+gl&uCgXWpk}6>qug_LlD?eTB
zd+L|G%+H9kiov&bMdmg&_k?){PSSooWwQGLFSENMO;4^IXGogoAoFOEN<vVMxYmX<
z%ohr0O>uAbVk;;NzgRBlJ=?dvX#EsFL%&aMMXuSEwV4augY3EbQhrHmNU|~cGcEcg
zAvg6Bi%jsD?0H(XOXnT6FrH9hcx$GNi{ZM35953tbgxgUSo?FbTOO}OE3eanrtC!-
z28>@<$laNcRXI^+`py~s(E{7orp@56yQ;O4c~+UvN%yI<A3bDv{dKu(@#JeekDasI
znj~uZDqGw);?=iLn=Ty>yWC{?D_F>(Vuez-Liy@UIew*$naY0Y+SxzErmfk=@FaA`
zo(&q4B92?Gk@*@WYuGz!=LD}gm#0g7U-e*8Rq&jz&$nh~e-(ZjbWzA4_HLGOUzSKs
z*9HgMy)SRwb$fPq%f`UZoA>WcH&Jb~cs=Wd&Bp#JXQ}Tp0n67NGhSZ)QD*Z^L))wc
z+itm*cjqm2v*()rW<_;zl-9{S|EsavEjv;w4$5EK!gFMO)V6CIn<r`Qc3b>1_`IZT
z``2>m?C+wXk~hNrbJKRL68pIBVeHlAQ&vtsZzFYT$<NS9#=RD&%5si<;@Y54t9|8*
z8k3#7f7FA#b;`QOv*uk7`Sjz&?Z4T*r-C|fyl^w>j<q?zST}DG=avb)&V>a%hPzFl
z1iZH1u;AI+lPeqN&)S(X%hn>SDQv^raE3W0>Yvt`<{mW7dK`G~NuI<~&nf+fW(D09
zw3;xj>3D`E3s-R@^B;S!t4*%9uk$&Mq>C<^`hMlPox(3Fzf9BeT(j(QT@q{6qg!q_
z9^0=qU6T~#8C5Vl*7@dVTcwI6(_HvwtcldEOVYmnexcw>ncD1ziH>QaTe42R$kY;S
zk*<=NxJAA<(p&v8L-n=yQ;f8p)bL2%ygJEUs8!Q=o>|Hlxv62^W=y+vPv2gfen;?Z
z@v6-^?|L~*3J-phk-FFy_j6US+nJjpPdlf`FD<)i(kE#dJbBZFmv5g+U)!a&lYIia
zOt>I(ZsN;my9|p1>$tXDH@xY!+4bffqp#0)-W1p_y1-k`*h_?`@N9^};#FEp)76uw
zPrAA5?Ftr|{|r{IW*Jl*7nv9I;A7XTP$74gmD_GMtvcNkaOSz_#Wx3Sf?G7t%Vt`w
zxMVWjd4f{ZvfCSqV|y;T_t{H5U*=Ode`!pXn($)nm@{sQyFT7pudSyw@8FJ}D~FU^
zv)&XRpB;GCk|#Uw*mK@F%`vZ|=RCK3wBYkByZNnIQ&Pn`^RmL<R2{#~d0gR2P+Vfw
zr|fgdS7JU?hn*}hIU#!TYijkZJ<(am!(}h%6jWb3KDYHr>H8SdHAVe1{%yUqeue|<
zu4|^5svDQe_*l+2HraPge4%Nb^+M%;^3P3Y%B~i^-V-(@?1%lCaF)f%t8Y2(UUJrd
zi{LSfH7jQqs*BdRRo72;cAYq{eQ)Z*nwN7vp6c40Z=lX{#fX(@)f(4mg{w>E2YB8u
zUct9><>6m~G4E$RD9Q?*(d<7>?cb+6m#5{dkdV9D^Jn8)hF692y;@crut{66?QyQx
zf@B-6YNO^WLEG=W(&{;TJnlckTHcuXg;Ez|Rta!^{iE$>J>$mLldo6{g2YZ9Tsiel
zvU->8wC-S!tARJ?zMPT1RAa(Chx4Xqqfc3$kGj|8;PLu$SG&*poTblBzcFH~3QaO_
zU%1@#xVprudkN>`w#w{!ld9=`QF?=3<yuAoWzp%`T7AaRyW1|Gm04CeZMUFAn^khx
z`NW=&L7pYd<!d_gjy*fLICzsDZ_YZM#-h5dUO^moQ!ZO1UR$g%@9(alrv}A^Rg(Ie
zcN?-c&%LSgRdmC(Rh4HWyN*~e%Y=Q5maz1%Htw3FX1nussGQnyuP=v}u9RgBs@2@~
z>+#y`a~HcOPkZrs#j{z;SFWwtJF#7P{-v#{8xs4cugf-EbEj<Ca`x;cf?nnqI-je^
z{41Sxrs~mF9u_{wW!<HD_gl4(yolNKqH9r3k*3;iivy<G(VJ3|*9LzwFI%g8>eg=K
zsnS`C61}Tl-Ocv99W_&c@8^npM<x|$iEOC-c{}#>P16gXv)%lIFXxn&875qh<y*4M
z_`KhuJqr_3ocoVWTsA|GIcdY>-DMk1-m}cU^WD4F$!Iz6*%)!I<Lm!3MD45SdKJ-m
zSpLJh?fzHpOpx3!b@uY*;&m3w|LmT3t!KHc)|pnP>#TAMrTVsJ`8u$idv)xr@;Xzc
zYbz(mdbR!zJKLqmaDDpL(>6EHGwtq{K44%Ryz9>Nz-o`Xv2ra7%hF}8>z6ASP31oB
zbs_q|g3q^hdak?v*5dB@I4vR1#TQmuSQ%Y9^Df6x)y=r;%WChCn)+X_PwA`+jP%RC
zyyh#%CWgfKp~2M=pI3ZZw#BM!V=ud{_PkjpCz<;XZNK%+CcTht=j_!j=kJ|Z=NXw%
z9oP~h9mN;B;F5nqx4e4etS8T|EDk)l&h0-#II~tnvfY+TbFa0lKIV*j9xQY4+1V0b
ztu-o>FN9BszPFjD?eVQ$&b7M?v~HE%In^6|wP@$enxl93&n?`%@ZjT*>o$e6e0dvj
zNuOPPY1+h_K{D^2&$;XHyFV_Q|71bc^~#dNldo-TyL;gA{BygLo=kf_*GkAgT0|*4
zuF^vE@-45jk`+^vEldlYQWy`2&RJEiWb(M!OCd%1-qveZ9#0I_m9xEhU|nZQ!17s-
z^6%MNl_cw)+Hkx%s*B&J(5Lsh!j(HhmM_CE_{~vzoA_jc!%D_gJwKBBGVdiE4e~m;
zXj|Krpxzy(8E1AJ%jUBbSD!U;zD=2|W@O~6jM*1zcBuUI6*$y$XWrh`eAR20Tq(>-
zbiXITw$#;Z=9Z<4c5l3XmL*&Am~o8nl?e6!4A-NAvKkwuThsQOI=(jJ%|zayDN(*M
z-|jF^4Av?>nz3o+JFS4l+qA7SinPS?PD<X3JZQ1Z;QLy3hEOH9S3=2CqJFD}pR>Bg
zv%Avv^@2Lb1Fs`KxpA8A2|R!9*J8=(&HlF=+?Ox)x!5<q*O>RR=+c=}mYm>z(DiDK
zv*3yE>k1Q+++|;H+HlUnl=t?6#b-6Ol~*>pG1{-qZkGwGTFrQC&f<Bl#qn{=SC>l5
z#_ncwY@RjsQH+3l)v3m9jkmV++~N7U{L1y)_sps#-U{kZ*!#P1*0yb@5B}A<pz_K3
z>XDuYg~zvMrkwLWyjXL_Cc{5x1G5t+PtabF`e6RG)s=pg2NoWQyK1*g{^pd%ustou
zm1kYlI#9BLyZF+^>NnZqd`s9a`rEe}L^00Ox;TaPSIEUvOXLcj!e5x5RO()4pc!U2
z|KF~@%0(;>n)|P9zV?Cn;Om#JlU`&>9J4mdSIOcl4$+HseEemV+uN=W^;)Z9=J^J_
z&<vS$(Jbxkv=hgx7A4qCt-b5{{n;YkbB58mwLZ0zC+}GnsM#2@tY?DN^Q|Ruf$H-N
zY_+yrOqMAQJpZgjOY7dd<w_S%-}oHJ@$|Ug*NbnKt!lcv+OPWM!qZy5yUm<g_}slV
z|DE^#^2c@4E~(18n_fN6;?nnZ&b(Q(FCTWgwr}~g{|w2~{z+xO$Zjh89CvHm#b10=
zPQDdRJavuh<-5EMhIem#FuT0%`HG{(pKtHl?{j_I-AKk+&+eV|w0&K&uJAnX&4|Zq
zzH3N|-aKl+VYy1}%vXk#5Pe~NrmfeVRlN#s>{WdsDY<HXc5;){iakPxk5`yVZl7uS
zY)en&yko&fLz}iOdlYxV`dZ_arCe3lMQ4U?GL8~F;qiR^TA^i=L}gN+Og3G*f69|t
zrAyzeI`DjQgx_(MgkN2~Dy0gKc3hoYCAVeHQjvF6j924#+D+Ao>U(^BY2}>hM(-^D
zY8^4QXZaVpDC?QgT9HY6|N7@|-Otiw@px~{q%U%u4A&<u{k`H?mj7ENf6LdN%Q7Wz
zhwAeCi7R%#KN{o4+n@D#&9gfTp06zx=vy*t+LCoKS(Z7m6J+;4-<ouKLUysj9I2^m
zA1Pe=s#U6*9dW4l#`m)k0j_bM!h87ZG<|%}%Si3b-T1uj)BB+ImG<Wr8R^Gd?Npr1
zwqc&7<&tSjj}=92$?gn!Jd1nfmv!mY>+IKtWiR8Oe`xDPrE7||QX8)u#4dS0>+p`i
z9R<aIvsT^zcyiUGIK}g(naUBT=B!^C=h3MmcyIOJj>%tFhCMYeU3+A1;gyh+kulfi
zN}TeJp7Z`&GS4KfTM;z}eqVP~J(5!R^4{v`JI5!^dhCDi#@FSoOI9vltfM!FsZWcu
z<j=Qt$0U;{6li_sIB<@wFjnr;U4Grf%QxqR-Ks7Z^;|Q%@bSyIcI$N&%pcdB<9O-!
z{e^n#q^l<$_0F?zUv3}O_;#kB;qARu4DA+=FRk8_x&3FC|An&w+qT<$PF7@}knNe8
zCh<P}>2{S5RzU}|9MvV)+|^$6GJKBe)ydILk&VwkuDf;ZasjhU+NQUU9d9o!E9+ul
zw_QD{aJ%!(<)LR+FFc(vBW|m5<ZrIKosVzXW=y;;sS>VS6mHv<X}_sBK8<~ayjSbm
zi*6prwBtOd$Z@PIdi6xGaemdgw_mJuS@*S@t~e(cE&6zSIm;>6Dz&8s39gl$0cken
z>%I9|ciWX49bMtLbbGY;+rYc+Y<t;`UH#tEcXj6SLk2rVUu-kv<I}F1DiV0K<<M`B
zV)Ok@Pxr2VynJhxL|5}}%e5MF_?mmdYTq2`<F}i7mh1e++d88At{wB~DX7b-4mU42
zJGnV3=j_R2+Cphb7VEaE-8`%py3li-r2psD0r4wT4A)E-b!S)Ku-ZGgZHe&yJ?AcD
zaq#mV4~{imxAuU_<Ck$ZN4FOSuRZ8cxvC)OuEeoW&8=xSzl3h@*tYDx!T0r6*Gw-w
z{c!VjT+XfT=H9FQg{2exYO_QXmaOT!zt-1rY4*llt-tp@s`?c^E$*&${^PFKGA1pb
zj}}F>cv*ZieG|B1>eTadS4&-*yroYodzq!A>7?&0lPp(%KHA(Lb=F|wg>UPV_;i(z
z&z^gt=GsxO^{*^foC;bWH+Ad8Q%|+uWiCz$U7FXtHGm~;>XSoH0v6qzdpcK>*?Pwc
zyNi>LCYh{>=nwvRWn<~upSjhG*#qyY^i8vLRNA&^x&_0d9apEbZCN<uL6~Rko7{I_
z(@S&io6GmsvOe^c*_Njo!vM;cKfK*12knv9Ke5-h*0tKktZb2q#jOQZCF}L2BOQyr
zriquX`sAMa(f-1*tEL<my_%2vg!g29?hN>RYv!t~gHM&qtDdFo<ZFK>VYl`9g{8}l
z@6J1;DspMlrV9`91UQTPzOLjw#Bt!fV}$so4HLdU+st}8p)l5u&*SQ;Ia;<k<%|9^
zFweWXU2K=xgLw_%vkr@%IU~a7Te{qBiUy;nO<2)VX}vUyN5PYy?%p2aU%W;vk2jTj
z+0<Xpwkv&D`=&)``Mj&QU(Vy2`$R^*s&JZ=^huekhN8>fOu2vJ>DvY^<0zd93(>a*
z6+*!c%pu?9Sa!Jn40wKPTV$JfUh?dlk4)=Mxi>vlTPF6f;nChj`i$`c(x-D~z1Oi}
zRyw@P_4&P36@QGPyq*NNR-V+jG}$i1Z2hwp4A(D4@$8GySbOlm>g#p9DM>Y(U(feC
zSg~Y#j*x3*>BfRpYlZJ03|#5A_o=k$v+BKTx}Sc1woAI=YGac2;Vpkdo+Nx(AGYC&
z;6sKF#YYQPxUc-0m%Fq$=@rLJK8N+X`#1HUQPKDN`eKqF$GW(;MKk2%*QRQ?ojdd7
z$mL!y->5eag#;pmqgtD0nX%f;Dt6!Tb-mrSi4PLfgLwltEt$+<81wbYOdGj*S1+E-
z`tc%r>h8`9+uUqlUs^1et({fNvf13?(`MbL2iC0A>uSEjm3rh9<JrRL+h6fp{t92~
z*ZWJxZ?osC68}2Cx~%h)-Z@p|@O?e{clX*z?*=!|KdU!MRG3wsm)5?WT)AAOsOr+1
z#eH8pHZ=z^c|NvWx3%p}!MR;UJ1?s&=<_YPR_?)O99JaYx7@T&yGQVB@oB!TCJ{4k
zU9)|4?3n?hj>USfOJ7BVSaqyEWIz2~>#>flFt&HwsvYb$*Hu1TyE<=)_NA%Txyf&%
zJ&#OGHx)e+uUnzk{%9-D#@(M^zmEHuT`7AelHGE>(H5y2ua{dHh55#xc(N`)TfXX9
zzNAmO%&hmN5`4xzJ>gTcSdLC^?mDTx+US+9WA<j7(;*#9x9g>1r9K>2yL4<-R`?6g
zuP?ivEZlXZ>%jMQo)@Oh+SYy~`K6ojvu?k?{cF}Nzt{Zix$NspI+v@yy^Xid_%-dt
z^?BKMOJ?s`!1DQhjLEWv)}qaGDz85(y-@cm;IM4=#Rn5pdjzu2$~Hz_x%A#p?eML=
zt+re3rfS5Rl<Uf6+a6kJleE1eRl>B_CVkdL&*eKeFI!(U&wXv+gp`ZB*+r$j49|<0
zKg(Gx_f%3z=9*>v>^|1)vla)}SgOT&N~~Eb_}l#A9P^HMvB4QHtgfF8KlkZQPJH~i
zy{nH*ch>!Joq2KQ+QRZ@1}EOe`K;IKm19c|TC*y6x%4-y{roSj1tWSU-`ZOz@vVXB
z@|#?ij0L)7WoC6bs|=4;8MI8@YU^b(Rmw9uZn@`zTT|i<+r943OP>_VykK=vYa2s%
z&!bHXc|<n8j*VKazh|kON8GOyYggV8ZBH<jo1VW(yzG5sIM?MntjsIdzFsNB!Nhzc
zZFAA)yxS6?-gm=phZUQjpKf~K?zV_uTrc$WjH2hC+cEp(t_PpvbUlkb=bLt~SgJPJ
z;N6mw4?f1!Ev-@PY)GCXwYR=#;$oqyk8v4`vVR|FR!K>J8GSJ7r1C7&P^)_0+t&3w
zFE(YF+tn<7BJ*fphqp;5(~1XN-A)_ZP8~C0mXtJIYqKEbdetsZdH05cTjeuV-+Me?
zXBSZUI%2WS->m4_z2^#F2f8?}+IoIbQ)Z5IZEIAU&>IGsS=)K4Z}2}oTUFM-L~F&w
z;}&Pr9+odQUL8I)QaA4Km$h~l$~>ny*GA5)Jg_pYfRky%J2k=Puq|PJ&!<KOE@k_7
z`BnNoua4#HvmQRX^IUyt=2^|DKcCM(wPp>&qp5Sh*+hlR&04ON$i6oDj>Hwg{&Tyt
zrvzAq^H%IFyl*O&@!LuwtFX(^r^~vlB<RnhjVkf8*Ghl9P~5fEysqt2fAacSHGNxW
zEL>8PZaN_)?YQZcmlso-vfWknrdeb^64lE0mcBOa)GCX$oDmvF&ChsTnB2!&TogO$
z$+vZu))_TAORc6#SKXcQYco&d{7>0xLS~_|QICyS&x&Qw_;sB-e$S0xQYBZEX1h#U
zR~+;7jQbqM3)j=1raU(3O_SuyzS#SwN~Ch#Et{*MjqhW(O-}oKuDiL(RpYY6y!n5t
zzV7Ar6T5aSOv1uq`I$9etg<Z4riVrCo2&EYNcO>_m0Ne*RZM$sS{}9A$nV}<*5V6y
z%=4z6Wm{^lzHzCys>Jq`t!ZYfTA$fp+Ptu#@M!$b30scaed)Mi^Z0d)=-gM4w*1qN
zMJ-d(%;}6{yb$Jni^+d$-j?phb6G8uHEpvmEt#%$<<}Wgi{B<|(p5a>zPhC~`8dP1
z+`~0@l9#FoZD0tyUi-ybM(C=noZ&pJC0!gZU%Stqc;8e>AZ}~MmaE$=cfOhVd1A!c
z<qgGMUk*w=c)r)=qtnhu%Z~BMoPW6U+1vb$S(E17TzAadGiActpt`B6`8pQ!JeH5@
z^fTOeuw$)TSGM;zcjbJRPjc*{FUrK4OoN`JZ#T8Op?jQ#KkDiF(t_DdW`0)JbymlH
zOFw({=((sj{mzpE`$Uhqu@*$NcTArkZ+B?VyVn8pf(nj*Sfk9-JNazdic|TK8HM`!
zfwv6G-krTY*Y8mogW<sy3ERtUCSTgTxMOYhapU!C%P%jLh<3iRxS^?V%G~=8a@JTE
zPQJHoEyMXZ)&y5&%cCV1EnP&{JWZ)CS}WoH$YX0^=_Wfq-okS6b^hvI7x$FqJYQO5
zoY<*s`t)3$-|;h#3qMu4ZkSY79LqbUhADe;h(eQV{$V=<>+n*ku+8ae;@odlmIm&3
zzVcR*fhBEMU|HARs_Xs7S4@dXoAK-5?R$GoCfS{uqv5Es#Wv3S;hglf&fgvs8Ciu-
zkPY~%F7o9nqcZPN=fW$uZwL7=d|7mc<HV!QQdggzl)1WE)o9h6Puc7G7@C)7{jA!w
zH$AsEX=zl}E!CaR*DswjPkZLP%cs=4zIJZlJpVA}?$KR46#j+2aEe*J;lq{3++S^8
zpSfir%0Iu)H_tbXtuUnSSVRxs-QD5-TP<rRU%k<!{p_6a`JC{`tTRW9=kQcrGrHv}
zz#<UMw)xqP$@!-*gl$}V=R=`Ir{gUvxkj_iGMrn@{*@k#%ldRGBJcI39ltxD=wA61
zT5`w3?mt7+*7y0!=lZv-`uj3c%2jpZ=2+3St9gX9jc)udUw7+7p0df3IaP9VZA48j
zcc;F1@E~cOblUOP(I28F8E<cX8|8F%LtXIKb)MeAmjW(FMm(6OyZFnR<w<<n`{w)2
zY`^<5!gtXf;RdacJ!e&eTEsTF>qx72?UivnA-Zjz{G1J^lXmUa6*4`TJo#Py(%?C|
zJ5PPK;=HN$&s}R<iu&ER*A`Vf8Grg5cUZP}S1SwuxwYKYs;{@NUz>VPGi}25-R#8&
zo?KcwS)y-^db_H{<1gz=bW`j*vzAPs*7?V&KWpNX^U_g4KLVcyRHXSHzi{1?zfCzN
z&wBsTvcgwl4(SDIGxgRA1c`)+YTb-E7g|`B_sz|uN_JIINL^^k&8X!cn9ru4Uv;89
zSM=<i_`7C)9ujY3{PxV=6qG*OYO8elv-GsnOeqDtA=%w2>d!=<giG~aP|35uwzG39
z_qmyQ{!uI3cGvd#Ro(ym&V85X%G-_G?Jw<|J-6(pqjbZ1fq9=k^ex+2`E*y_^ZTaz
zH>}juJ{b{q#5?7D^3IPY3Ukc;tB&N0sXgvLwI|PIwoF&6u==bo58G}Q8y=gc_xr}T
zAAkIn<$fHEix)b7eg3&U`_3vqR@*gq;@h|Lv+iE-e!Kb7@}@b9E5o-hywWdnj?bvx
zYQsL&owgCzB`zLqoD*E`(&bliH08z7zl-L@ZT<UY=5_x^H<Qmr+wHj;u_sjLTwR{s
zj`fPWXV>(&Ms5l|r>(!*ar4=T^0y%&bN8H2`FD5X#?Pf|c7A2@d@^U=)H4edE5ED?
z5>vT$Kdi~FH9@0Dd&}w1F~*b6h6H$8T7F%ny<_{<h+s8;_P(#1mUFCSvaqp<>lBL<
zax@KbJ8{4NVHDRHhevC5taqAj-&N+$E4EE)vPpK>q~8-?hDzx?Tm4f<Ysw_~tFN3x
zix>HNt9<=(G`{b3dHvd=m5eM^Qdc`8c=)~AwZEA5sO!DBYpznFZtDAPHv9ajjE;GC
zKE4fovaNU$<I9NR#j8YS-E;NKpS?C%YTG5gEY9593q`wacOH1QC1`J-*Y|d}()5VO
z>pahfSZ%Ja+A(eWgpCJHCARN4&v5OPxp#1%MccJAUsSGos6Sh+9G2v6`h0b^fr3C`
zbhmJ5ZnDQC)n{d%E3D;~tzG-MNA|Av<k$m@XZ^RHw=nH4v&!6g>g?tVIbW6d?|m1&
zcX$OmL$XbH+fkXu*W0&ESjqByd7bvGMSJ^$dfjEE(wA}X<6kSEEw}Y_=Y>9A>$7o|
zqCF;6i+63AvT)(`wI?2}*FB)TwxC<%objxElfORO%W87z!iU@CnMdc!Y~tJ6ud_f%
zYs+L!mh{hSX3F$@Uvn$Gs?+U#S}(t`%(I1=8_!?b$a_%X(X7i=S6*dj8`tLfSzUZ4
zW?L0**H=7i*Cqzz$YR6DyDu{BDr~;4deR@&;5*qj!Ozft#=hu@yB|F667!w&>uO{~
z&sFxhZMG}?ck0dUYksSKy{q_cLb^@3&UR*-uPf*Fv0JRldl5Fh*v<P-`n?UQ`;+{%
z)-3I3o*!Rza;nO?tjaZgmBng#OMg7bv(-9ve~w&sx7N>-pjmIbnyc|=vX)E^-~Che
z#@?@4)88(5Ja6j}jhdpYTkYp-q{3p)Ej8Dc<vw*}lBMJ-Ud5BguTKtXIz6ZCsEMmu
z^=HrBrKW-5cXmm3o->@aVNJ15pBVG39ZKK+O^I1vH*4b0BZ6mr^dvSc6}vMh{YB-<
zNj!ypQ@$9cyXPxt*%n4?J<pGNp1{I*He2(=%d?u+8C|{^IY;etJ_cF8TT`&M>tZjT
zVb@f(#ueKaCG)7ZdA>XvJn2sJrCkySj&ZyUo^gER!mZUeYSuhyVVCI&^O4J5EwJLx
zu29X#3}2Q!IdRqYoR!mo{|sMWE!r*9{66Zs2Z!CxHL*QA&R?398Q~XnV}p5D^6tj(
z{!trxk6B$=!zf|<^7E1QvsV_19Jl$Ev`uNp3;y~`8~*H{aczr$h2_i8v&){vY<zR}
zy>ZbMz1=%r`}B#c6d%o6!`|F=dY)}$S!Q19l60HUuPwjoTQgNGj(c6`WwR<--M8d(
z<qS49b%tQyjgR}LUR{&rA)OT#VAXZe@t35h-g7mj+kJ+9vK6As?Sr&6cf1cjowuag
zVs)1G$*s}q*LHZnY-HhjxsFrIwXmFX&b%+P!p!&U_=Fv|d>`61IczqAlncZBs&he^
zN-LsDg*MLBN+|iVsws9a|FvD_0pSvVw1rBTd&1SXmb+he=bDq}mS$=5D|E|*2@Goz
zcbir^9+zCVROP(YR%_kvvud8tXGJ_w_#9Gs)<n)#S|*?;_{wXAnrCbCY}rL8X8m02
zs<1z9+3K10ik@X=3JDCNJ0<??wSCPdc>U70M<<T^vDG!r?F+4*<h5VJZfe`jyVpgx
zTlcwdO~_~Mm-Vd--EOy>={>Kng`*0Sz1AJU3GSj(8Bem?eZAzy%$JqWy*~SmlTr+q
zn*-;8)o*sZ4vF2DR2Z$g@bR{FPKQ<-9{6=NeHVk&sYzd}w{pFlnwoo7O@Xg+%{Q*X
zh_z+qG6|QuCmn7MKXpIQeX8xrr@bDshJ9BXl~$aW{B`Zw-vcRM*1WtRRQYvXWkyxV
ztZ8j-;wtGXmrP<SL}NGa?wgutCLPvsa(7nD%dHn$4j6d6v70(o#i32^>a_*I{ZE5y
zXL20V-extg)c3yg`LjEpbAMTNDcaom_}(hZ?T&MjKdgD)=$5rpuxZk(%8y%^=ds&r
zO}W;4qi*U8quYEp)@<AMyz%ndY!UCdCf{s+=EmDvhs_DQ@%p;xWfPf_XA^Tj{dm5$
zL^I;is>#|1bEMgsKdfuJcST=aG*9AC<FRbtWQIPiuLdnjTVJK`-L#Q~uWGW#w&yEE
zFD&=3njy!>$G<-6<lZu?pX=t%JiA4YU2dzrO7cFt8EdBn9{2gaTt&;{z@Jq)=R7~l
zoNU-`@onKEW}EP=ZQ18V<D!`lK9-xJ{nhgF)c46Pla!)Xcry!C$!Tw|P7SE4&DP3b
ztKz8+>+Ca?S+}OZ_&_z+q0$7uiuI1uOrI}USN4kM%j&&vOc&=p*IV#ha<yE5=>kOy
z^*(zmrya-bTZ2=J@2_-xBwg5lY}1n#o(Jiomsr_F4Y#V4EX|&*_IBq%BLVlQi<^V@
z&(FF!?|NRvQAd_kS<kO)gEyX<Gx>7x@*bf*L7tM5wy)0c&6Ih(HfpLf<Bw~`W$CN^
zY%abj4q{+D`SQHiiY1RXnl4uoo>v_f*)EhI?=|J>#j}AHZ*mTA{W$CHwk^HKmq#6M
zQl7WB>U#OIBmAfPvb0Pu&I<fKYnP$iY36tH{IrFhT`b$i@bdnwFWnu7R><8jJ#nY?
zSJ}Ey%lP6OQ<P7CSbSpLm4*2+-_{kms7zuljcQ}wzs|RKr%czEMe9W>Op~Q&c04ox
z^>6Ftg9VJQW1cjtT<P#QYLr}Y@Av{o%g3S@-6!`ykIT=s43oKDnqDNqIP27zH%nE%
zTPbiHtLF-GYN~wsGc?}N-#O4^rl`h?!q)AEdhfnXvUM$%D|+%dJpak}bFRgSpD%6g
z%K4~mU%C24)^z0w*>cg_gDStTb}qD;b$*h})msNeRi&4mGP?VYWpd>F%!3CkpVWmW
zRhKLGS*{7|a!o$|h&9CAa?aA?m3=-F`?4cN?6($)z4^UM?&|g1vZvUyimf%hVs1^E
z;Sd}k`ds4A>X?Rlt@Tg8K3?jzbI;lf>!sLMN*aa<y0eQat9h<T$z<E&b2j70x#}>N
z9moBy?pIVasQndgX)M6MHZ5jnkm23pJ6tEH+tzC5^jS)pPPJ;{(~iivD06Z1m1D^#
z9xc36e7x9OQFBh$!sqMW?R|YAI;V1~RKC+|a|;`(3D0HQmj-`kHnjYs`C8+c<;q=e
z1jD_PwjN_N&G(&>(p336(%f(6?;Bs%Rli-PS!BCIcJ->RJa6Y|n>=m#7p&1+d_aBs
z+LHAKH!9!8iKee%a`Tscy}duA^8&;Dzx7MYu7<xV4qoq>nHIfQGR!{e)9!oAW%~YY
zy%T$9vZSTF*XQ5c*ezb)+acv>d2?BxUn<Mwv(5s4R^4f~pX=07)pvDOS(u*Ox20b!
zxL-$g7qDk7SUpwb*f}@tSzfwxKNfjP+h?%bT&q4&b=AS|@==F~2N$I>CA??uTe`JI
z_;s+bqNQnHOWTQO+b*m6dlh+a+-mmtsz8q2R+GZ6E1#Gd>b<t;9``yw>xk#cnO!qu
z1jB6B*-y>l=y-e~XiE%p|G7@DZ-$#KXFfhw`Dl}5)#q6+($8CpPB>-Q_;u~W4~s2L
z%U8~@IGS^?posBFSfS%fAE$#m9<3_yHTDY1@_6l@lW^sS<?F9&B4nn$o){~WJ@LS^
zJzg81e71Ye@^?x8>5X}2)@@ax$JE*9zYM)*=N>h6af0EkJ=d<DPrkWjo90Xon~86o
zP8nZYb;?2R=Zb(|zpj^BM;f14H{J01?GqM~qLsgxyAEu%`TROoBIxk?tXG+K%O{3u
z{**Vm6T`S8xoeR@b#Vl5$(hP$>)eYEtX~rN^hJ&KYRNJa701TVvg))M-?`l5v{vj0
zsJgo3rv8-6f&EJ}9s72ytBG|#vDUh}<3n9yu*S)?-QVqJ%5n?#Jl-3eWYwp&`401i
zzN$+rPsm)i>W-SVa?zuW3RPVjL$7a_wYq%HJt};+@csgo;`3Y8C7Ex{z9DsPQvK{(
zv+|y<RL!2=(`9u<SK)Zn$;ywB$KI|^75lCh)b1_)R_V#-qaJd4mFuG4s`UA4&gY$T
zZO$%<YL~vrMRN6Cn;E1x_gvT5?!GrC>Q3)tb<x>9ZLgMXi!XdppfvT5R**7F)ismy
zi&_o*YZZ6(^t@Zgd8quxo5fmw_M*K_PR~EDIXS1uFobWxzQva|-TP&Gd{)6yz2olN
z7EN83zq)2m>8eZV*Ea3DE%8sQBX-*RJJ(Ll*)8*Fj`f`@VFx8vb1R;YIw4$mZBClZ
z<F#fp?H<3%|9QIcEVqTqb^B*eE?>*5H1%RD-Z$^#4R`&sm)2}v=Wn-Y=ZxnkUx&Nw
zwD`KN($%cYsjN%SPWr=|mm-fFqsu-jUw+zJ;OjK0TV%1NuHd=FQ@^e?*;TNE<tita
zo|}7AjYa;s?YX9_EEoHEzFt_mG|6~Y`xz~F+v=*T(-;)xzIsf&bIr^*qpaxk)V1Cx
zOI~FinV$E$>mW<|+NdDIdkdEoX_e}IH4zHa(N43xEn9Vs%Ybc7<pH@xn<wo%)T=e;
z`is()mK=6@m1`sN?(YttYkO;5<&#Ui{wriPwSu-CcP@<2jQQq~@AfXb>yG(`4X>=i
zn|Z?}o_}5X@A~)G?<1^C^}d+)hRScL5?fs<G|4zdaKi3M{86WOTw$5}*|#fZgQe&e
z&9myonOA#V)@r{f;hv`{Z}IxeGM$;sGFOjk9pL*aRAv}hm7T<@kgjf<Wy$7vU~R@k
zkLRK#t2EAAuCZPGCU4sAZG}yIRY~i(1Mgp2@7+)#6LjqGtn2e~V+CH`{i^-9Bcbn4
zNPf;K+t%DphJ{Ol=RXZvs<%c|eUm|`v`x>|t#L-K(LoD7Sbkl-&`~t*@`9y~%Xdym
zl3c#V`{&hfJ?Zlv&0A&p_+_No(ac2?T9VgWth%Hjx>l)`;bX+5nwtlfikI))Yj$;u
zah{57Z{c=v?LF7-z6+6h_)KP!t#8$og&WUzuDawYweif(wJoW~qaG_KM+@E&U|4t4
z>9<^t*3DPBCn`*vwc2d64*MJt44rOi!!<)YcGkJIzXX=pbbaZyWBAC^b6q)CGA*Vt
zZuj!T65DkOkMB*6TDow3@GQZg6}u%@=AJW*4v5%zT=s>~;RzP6W4Cr6bDF?f`Ks>i
zx&I8Qe7Pn<w|y+6SN)l0sPTkv>Xua5jUlNu<}n{*OjR|_FMN6FWN<%t_Ov?;1r~o+
ztzK}eer~qcVfI<4%j4YY*CvWh%vE38=l8VW?6vt~m$s@r*15T=K|@9+X^XGK?$5$r
zs~C?4JD*(5(!_pkQOa@q-mG<JWl~PBGCb?`yFuOLgh=@ttw=w|17}?(YHlq#QyH^4
zeXIMH{Z+;3YRfyXF#if@TeEdrYgr5H`QTYAZnx*{T-W$*gQV%Kk55WYtnRwLa?M;z
zXOEjR4ZR*7l>fKuWztS2n~9O!X-7WJ+NJx1yTPjJ+UCMCn=7kU?&jUG=ft7LuJe5_
zzYDuuJA2k?g3-6NiV~l?wr~BHylL}}<eutqkJO~)c3+R)Y*KlWd}-Il0}SChm;9Yx
zZ2#7iz0&XTXSwQY77EYjT)XqpSfFl;YtrqF=Q7o$WsPUOa}`l%xOVII1oq;4TXo;^
zGd$YLBFpMCOUb-idHSal3AMG_X%Y>RtC!uDxqMPfOJq&Fsqap=Hz!}t32hWmNU6=@
zH!TjoR&t9~UFF`fmB(JaSat2<oM$_KcZV=s4^>u_&7QZj^mLKM_hoB~-Co>Io;>UN
zg=Z^uSMvBjj}>!FZVc9OzckzLw#=Uk``T@CHo4VX<=+VOH@#$(Jf~#MO6lekOV%fc
z25wz<RDQGD;svYLO?>kBXOPMJa~8j@nM_}^&hc%ysM^u9o_X;a{DCeT-PrF+t_nOC
zJ*PhEVtN?+cG0c#cFpj<X>FQTbe(w;gXnBwBa0_}Td$rJtn0pRI^){X;-k4z)0`&x
zSt%Wg^AM>n3=ey=slng0<KhOHkR-pE%XY>)bL=)Q@H?y`wU_m`cF&xuaFfYptJXZ(
zcr@+d$~{lt&0BVB!Kcmh3S)L$IWT3O?dqxgiZOXhZrsgw^|FmTu63#KX?*3&iP@@=
zMee3s#XC9@+YX98Ub}~HYWUd+f}wBTeHRK9DY^5@v&Q8O`?-p9SyPYgE1N%Wk3jqx
z1Ea!#)1}IM%RjFSS$FN&me--Z>t??AUiIVT&kd}_Laz>m9gn%rs#ttwPI2JTJ?1gt
zL5Gj7J)<6$d+YknciYSxlVq+vxRU(Jw_-|oUIWj!wJH0G_WExv^y>C~RdQ)cvgkXL
zDwkV}78l%H#lM<q`LkzxZbhmj6&-I5c&FZTDP+&NoyjsfQ_n4W9CXkk=W0ZLWAf*4
zi;HvQr>$~()0185XJ+|4Xm$C{mlyBw&aDcb^?JQ+c0=E@zzbLIXIY$FBP(9?&~BTp
zko2a#XS4K{9A~z<KCO0bdsW3gt*U1mN@UMXjq;9`JI%JJ?Az+oE0p<cwT~-ZG1woq
z_3yI9`>!p$H1(TIq37P5YJr{X%qGiHREn?LYM*|5<+R}CrFpkwrzIGBUY=xLx_)cl
zJ2Ul(^Ryz<Z?&Y)dVcLWyQFB)tJhj?nNhEk7ka9e=XRNw&tzx6E_%}T%<N76#Zf{+
zM;`BA8f2h(+&(ZkrQfRNbCtO6x|DMgU)TOv7u|m#jLWg_tG@I7E?>JxJz6fW>@HcX
zth;h}Yq7SPVX)Zq&ntJoDRo<OajELd=Q3g0v1ab^A6IQ!ZSQ|*b;nIVf6-0(PO2TN
z?mHLwxEcPqaH+52kG6sx=Q3YShR@*(C$FxRay@kF>QdHqA19u8AM-?JL(HeD@Z~S3
ztvR)meQ9>Ja#yh5(yiLuf?H(D)<#<^??@<l8=JY6t0DRI@vPm;9rk6aTZnd-r!Tvc
z=&NM1LB~q|Na%|%Z)9eD(Y7wFkttgncKHHx<9~+hYi7OCwu~-5-P*}6@#huW7G)X1
zmvM8hX`dHm+z_x=OE|ei`d#HC*U#zqwqMepQg~@w@1%Ff3M`Jsc3rJF9<^0B;IUKS
z>-vdjW^~$WXtq8HkIHp(UsrFnyg2*QM=#%vzjggIk3C%z>HK`T=@pL7B>TBOxfbjq
zZafFyRlb>hT=Mv}%{`O!{C%!hnodZb6K-6|;inxoK`(nrpHt=S!h@zP#WKIIOl|~C
zv}|Nu_C}`g-lAj0r6F6UpV%--h&Q}4de#f&O(*_nZhHAdrukO)Y`v0wx_%kPVsc-%
z%1AQzeO0=-p>Sd>Lw_p+|5E=wr<-QieJ(TVkUW|ayP7{SwzJpaoc63e^2QpXll-2q
zl-zOHHF?U!rms0yUFS5vjS_Od{&ba_Qg!IQS#qgS{iVfqx8Cri?=87@y?ai&+MWk&
z>_0<)EJ?@?nSJM+#CDO%@y6FD2fD`H6m^RYH7Y(^d0|>i&*ZMvI%n9U;?BkwZ+_jo
zR<CTk`KzB#O8$km<V`7jAG6ud)8-0W*x7sul|IkpEalbNOPP1B3i6wJ_N4Kb6+KIs
zJmtM^YLsu}7S$}Z)jEDU$@9yX)tfjvY{JD;%LF;kXYIJYs`%vUO)pORNqx5UHa;w8
zWOy{SfzfWNa7?<*qt)V;G8Yz~t@YWtV4K^mBQ5DB{~0!GzF|#w*8IA5%M`&TZOKd4
znn|LQUZi+t?7zF_>2|F<TyKn)FnIjQ;<#jVch@zpY1_?K2F+P;Y2!TIIqM2T<iyz<
z3TJ(hSRAy6k3Va9Y4%ph*5IhGmdRp|m-Ot`ZgXY0p3M8<_J!~{#zxQOwmjXd<!=&y
zLgBgZyQ)pG>)7h0Ht1bf){XNj_1*h9q;JJ>3)9(K&ux$LjGgzM_e>?T@~y3QSLN<p
zZ+2dNdg6J}<$u>|+RW2>%AUR0%VLdH{_NoEJ{z|)l&lKYn)o`dI)8P-r~9oXnk(H7
z2vuD(>|4HQqllK;qKSFlp-Bw(UPtF0PtfsCj^#1e_^Hsfy58VZC;Q&~Q<a++`vu=S
zKJ}hukb{NkY45VfuVYmYP1EtOdb)hO>W)8JJE!&=UXHuEV%zl<Kh}3DPd>jid+Fy%
z2H7(rJWMx=WZkV;SLx-Syv|_FtSxIwx=q&DeUHjIbIQ%%YiB+a%ejKuS5ptA$Y&k;
zHE)l`wJGwZZd<InWdlPVY_m$*-nW2LGVgBoQJ#0bKd$XDZ=K#e&o(>k%~p$-=hj-9
z{QG<<>ZRoqnV`R`Y|@q2Rvw>sZ_Dv{4$`yETFTzLT54;UKY4l7R2AMi;geK9YtNZ=
zcl(uS+j^PnA;DYUC2L)r*Ez3Cuy9UM#;u*_wC6PanZz4AIWU0D>d~_I(KB}y-k&*}
zTWNXK*1wCG8l<}(&3Zc9=5t6?kbm6QDLbor!vbDZNxh1AA9nQhrjPw=D=!IUXK6}j
zGH+NTqkK_T@aWZDFG}h&pIbgxTXj<HVd&%D6KB1*_hoZx%gxa`6}|18*Q<MOCx3m8
zD7aN~)AVjka&E#(#(h&S`uY3%SzS@Kj9u$1VXz>*>*d>bfd#g&CzUZUPxR|@oEQCZ
z#hP{7ZFRJsdIw*+mgFvBx>9tpmyv7IixX*y=j*cX=&pJE>44naY_5RG<vWsIot{3`
zyZHFJ9FE|LmzNfO%KVgf?r^`?FHe&jcRLTfeCfOM;saL|#vj*LEM6Y`<ayYp>00G>
z5j!?3%T!%s*1X%h^?lT|SsY1=_S|~yuT|WCX{FbJr`EquJUBJy%ePgZmdo&jyL>w$
z$7&EQCi6Gjue!w4@7slkvV5LvellqH*MujRrxhPCZOTd2omUvSbM@Zt!mRgGXJ(7N
zyMJlZx;2}xgs+Io^f@_ArdG@I%QCKlWv!+q7h9J-u8WR8@ge+j=i6UlGQY~Ms&IXu
ze%b7+=()R@{~5Gp_Y}uXwff{MryHYHo@+f%RCP1|@~ZP09rj*dXV0}|NPZbJXWPBz
z=D4d?U0&a8w63gjoHOZI@wHXn6RNJeszf`k(O!IM_d@MCllE&m@XVSU@=ug0U2SV%
zk#$(Fu~yYK2W7QwYjoA-J+ruyvXQA{v83$lTQ<t6Qhw<goXq`Mhl)ZTJV}l8U9Fz>
zYrbPfnb<6|Ne%UDQcwQ6KKDm^aM}Gn+tq8+=RIEU|1>Ul?LwZA>xWMHtyA6he&uzq
zD=$Ae|GPK6_}Dr<m2{P>8PD<<SBEd*H0+zd)H$zl_R`uMp}?pT6W<qR8KMUtt&4iO
z^SIp9+JO3b*&8pfy&9}8dNeF-xAj6lqs*dhr*_rNIQ5`)ebz-2eXCR*tK#N}sA9)G
z4D6<_qDs#c8lFyWjN{GPDwQesRL0c8zACfa<NaD2do~dP<G87b4{vL1C`*~2^?9##
zaR1o=<LmRizH@7L+|oTR!}V#gSJC9X=c7tDtiIcnyXcFU*u)7n8|O`3w<|_S;2>-A
z(Xuwb#iG}5$2%05^LxGMlQa9z&{XIxbh)f4ZmIH;<J(*0r-n~DvFdSt)|ZTVm(wC!
zljH72F4}m{Dr|pf*pG<<>%)Gj^h;gI4RO0YrTY5Gd8(5%-bpmD$6wnw`y<<Wu4BKW
zEzj1>T$?}h#x;W_i*5P7hHB-{RQo-rM!YfQSoQVA5wF&6NbESia=l81jG680qzhK_
zbHZ1jm{V$@`AAncc;j2{)pC}r`O6}Utgp{L(pRbSY}e^>2F7_;yL(D)?bo>8o@(MF
zdAc}yT9)L2@2e&*$YH#{H)D}Wk#_oW)8j$h#eG{s9(}#?t=pH$GS^Xg^8Kv^QqSAX
zR@dy^u|E03x1~JaUfFlcbiLMJBUaJR@G;ss<?+tLeseWlSN}f#tZZw#?(T_wQy*VH
z<f>En`fTm(NBemv?`eIL{rGLV&ouD_H`eMOUfav6=gFyFTW%LNEB3s>z2B`FuFB>1
zQ$sUmdi>0Cb(dktzSHAx<rjO~q~`MlsXfzK81HR7Bonr#a8Aj(*|`f`H$HpV8xh?u
z_iXiyPnEX2FW79HGwbNhI~UC|mz?qU_s@Fy=FW+O#n*O9-1L0#IeOZe6F+5FPb<vL
z%M~x*?Y{HnE%_O%ZvQ-%efx{Zj^-@ml&b6Jtin4~I~eXX{#kv;BwpawDZ3n=@W#%i
zfxFkWZ+4o>X>w)O^y2%z+h<CiUs`FlbJ<&->i-N{FJ~Vq<nVgFUFLfKYpdV;K1lxx
zKmWUI>6)nY<(ffHvX*>%)h~MeLB`Auo2u*L`32?-*{iOsi_5*aPE$Eit@icJrD3L;
zk?(4H%e{O*oqAb*=WDFk*J%km?XG^Yn_F@_q&Z&i<%d(37D_%AeIJ#2fHB<W(Y|tF
zR?b+ta_e4?#kYl?&SbnBa_i&b85Xba?L48!@z^Hx=gzn%$$NACRux9gPj*@~M|9rt
z9WSM3-8r({=GxmMT}IglY;0HjH0PDHcrN<py<*9)t}hQR_nvnX_T6%>?%m5^wVjov
zp(iC*TTPngCaZl^|Jg(p3;VSRw}UobW|#F3vzldaE?enyK&Mjjysb~UYZYv>&Hnuh
z^GTUC^VG$ZYpYfs-PV?6{PQ~l+ljMPaot>pr9QqqTk&)uQ^Jw&ud*-ed=+KR&w9RC
z`tDwTWp=O7>|LAU+BZa>oWuV#Zu61@$_`H+%=(nixBS*Jb{Rh3YMD<<JU7TSuPxsh
z8Shf%=eIO$+UcU(`)8`Ld#x?kIyT$YHS2-fCz)``6<G{BC09Q4)%6t$np}2KdfS?P
ziNzPf*p^oAJ;$52^+iMhzuL~1=_l1q4~H#Xbje01wNzB!NO~nF`>h?_uX|T{D&N|!
zxBSrL`B5Krvx5{S?%MN1(^7rmC;yqdXZ)JCAa%wHTi+`CwwyhCJWju#9OK_^Vp+<0
zWE1md%k{ZCJl-x+tT-UCKIx>Z@y*j8zG{W+*S++r^l)&f1lz`Srbag<*IP^uIA}Ak
zey+=O)tx8huB@+~U$T@tGBbI-Im5H{&gGLY?fJXR@>ure8pEZ&<wm>tCo8q<2Wwsa
zR`TxGo2vTuFV`o3Ut=L*`pU>-r9@z;|MXl2*EQ2;$V|%E_1T@ds72=4-{+e+?=X0p
z9=sPLUc|V1`}HMFjO*0Ad(w5!a=rL4CpBu>vn#dkrrUa$<d+t7R_xwszc$vYspVL9
zhP<yc*Mg~?`O6vPvYU4844yOV(yraX6X$I`eAiOtlhuVscfZ?eYPuZ>I=%D9>WL}q
zEsyU_(mZK%?N7w*Ydh~=YtOYfc57OY%_;3YTO1}n`5kVX&Y2dcUH2-aiFxul&9%Zg
zKY31hm0E^73kU3C^X;nJ+K{U7_0dXaWlx<x|6rGg9XWj2cGGQmbWMW=^CnuZK3VQP
z=i0w{(x+6q4hlAFo>+HO&R#Xt!$Rh|(Y3nvOJPgZuFjpL#{ap_bTglX%yrAQvyq-%
zAB^K#&34baFn3FOa%N82%n+_OrPi%oH{9CU^9&=c{NJrT)BC;Ow6osYQ(5M(_Pjk?
zpGI%qr5Qhe+btR0OOh%!Usqnc<1Xf#xg>hVoRIAkla#v(S{K|lp7d<byyf#x7`<_I
zag;o;+FiP1<rMA0u8%@RYySGr`d0H}-mN)D4^Dp>@yz|}x<?*@$82A9UJjrCJnl*8
zB)d%ple(@v^;yz5F=(}ct;O2&Z$2Kcy5uc;Sh_a5deP5kYt|&Hv^4h3o0_YtJ$cqm
zsdScBrFD+WgzkJ<{#I$?)EJjUw(p+|AJ3|cU=4mb>*d=ulGBaSCD+baw6(F4X@h=g
zkX^*<Nfm8h0&Tc%{QA_rWoO`e<=fGH_v5~vihXs1J-_Pt(`k_rPiAFo*PXZX>zb*S
zzOOevyR<lN%j~Vw%aUX7`>U^5<JuJ2FM3N_s5<mTE|WmT+GJPPKk8fE^|~@o-?Ioz
zI=o`FH`8;8qh-f#2vz*m+@JX5*>0iF8(*(7N#1zEbe3?}#GL63jK`~9`_5oqnteN>
za2~7B#k}J1xmE%B&hxijZd&K@BJ1#x#WvxAN-Pp<BHK^LOv=xmFB&au>ASgax6cmI
z>EGO5_ieqcx_rh>%eAc=0<5@pm0Wh)5hc7@RWqkDILfRlY4z-)<x8t}-#C6JEM=RA
zyWgMi<e0tw>zB89Dxa0LH1%C<Kes$Tg}Lx-ShnAesPycG(pl&2GM4-bDZA+TY=PvH
zu6J<<`xX6{i!NREa^~KSWSg#YG3S2G`Kl;!IQi0++3Mb@NmeDRFZ-?FH@z)gD7zrQ
zu<_EK>!A`)%3t5wv)t=b)m)L(H!qiU3Ef>RWc;7u+NxeHxu5IupWUf_RVr!u;Cj%q
zHFM7gS?t)cdfF4N`)kuqIh<p+UG-7!%RynobJ~4NCYAX-S>3h#)Rokg=O_GRdA8D5
z*q-I%tL){oY?y4b6%O6?)$r9lKYyMwx94`vV(<5s>o>?eH(i*&jOni9mq*)#ERL)8
zW*)ZDC}1tqns(#U>g3F`zb9tw%v`wg_)pRMkuM968HH3=UpEz7Eycrl)-GQ_CV6?(
zxzZ=sX7!1xz4^QNi>;iY&|_;?i}N{)--oxKUU%m0;h?p5KFN8mv0P=>`rGSLm8S9a
zTc7Tfv#r>-kVBST^pKP4xms=C1Rc#=%Vvvh__6YDch#&(S$95Yb-z0MpW*sB<Ir1Y
z(r2w!ouTk6^ppASjhA`0ZP`96UU5=(G4o+L_O%IjvbQTFn8sF{#5^gE*mP^*>-&3y
z7OlPVGBS1F?KGQRU+*hyRQ?&}cwKMC-^V|$o_teKDLUbspI@!EtD9_Rg@yZ@-M{AA
zE?a7uI9+XbboR8|o#zbaudU3Hbd&t!TRQFXh6AEkrApRrveq~>D{P9tr;AVNAFV>3
z9PMdcPdA>;aWC*-w+Ss$-P-r`&D=GUeu_T7{5Z*v-6z~!Z%)G`)^fY7dDbC%f^D|h
z+SapIX@2|NZ!qtorL_Cr<dX?==I$wun`*l0dEZpmwO5!AEYHp^_$KgbtIeWXbLFKe
zwi7HLFZ{ATF(X*w;IkEb=cpu$ZpwGo3~2UuKFPz^`>AhhimyW8<gPF3m&3QeytnDu
zrQb=rCi^O%oG1A?e&Y$#gU3&0bG`c57jAmvUKGb-o2o}UIo9$_D$<s;ShmH|(75Em
zwCPnM4_cojzK@-|cc$~@1#4$pb4+D8ZnyRF@ywo@{g;-{x^-iZoLE`V)OE$)eBo=u
z3{t-Qx}LYqdDd38St>KdWh1y`cF+6V5)%8i*!}Q7A@e{<*}C|`Ys;_Hm`!Nj>MnQn
z%f9}6(QWg$GcPT)dOk&P<9~+h>$s+xhNaJ!vC(;|`%7NSH%F-^X=!Ki&$_J_??=Cz
zGJ!SCotZgy;^Z>x2Wv%6on@4Ke0i;bOYvpX9V;*QeYKyo^O#{Y`<6*BQdP41Lc*q)
z{h7nV6FRlM`MBxsd<oh1{ae*#8AJBn5?#1iw%z30=5rS7CYdm;U*hGl=1!#E+J4)~
z{_2*Z=guxqkWr8Nwtn-+OPii<3cixQHYRkJ%%v6ggO5fX;3+(@y5QyQ-Qg>?&EovM
zHA&ZkO?1~?<!PrkKG$9<WY{$)Q{D76XPSYLz0`$h5t*cQnNmk}O>I`$N*eLq+qzM%
zWBG#huHLS3R|}Jw_WX=Bt18J{{if1qS3<8p^QWV!TT<QQroNgU*cLo7CidvY=d#+Y
zYBOJ)n(S#(eClXb@XXs8&(~$0cDOh1ibS-m_C_z>yyD{BZ_b?GVm0rp`t6jX&RT+V
zx{gk5YJMO2vS>^7;zi<Xk9y>BKDaLVZIR)5%azw&$b7ynnsxYzuWZ_XhNnRqIycu?
zJZDKSjf(vJb*c7^^EW+b{V97LI4!GFg<WoImBr!5w|2fcp0-O+(<bCt;P!h{-_DR@
z<8|Bie$MaEtn@R}*7BzD_*q@6xhQ<ha_!O0iSL7KSb7Azvd^|&nKp6bv7hc`mZFt`
zvzg}~+xGAD<VjkOoR4YjPoDc(v((^mL%PKCOY5aslqVi7F?5*8zBh}5O{>>((JvX{
z%-4VK*;}>$w)A{quk|j4!#MQ1r2Sg=VBhJ^J!TUB<j<{HIwyJK%OBUh4y)U?N;@vQ
zI^j~YWmzMGg=jFBb-1&M^lIM41$UaSEsbB9tIgHLDYtdS#2&$}rBX7JT=Nd?d@g!n
zQD0qpbwoq-e6MZO*3QcgvpAc%h=+fvp1;xTSf9X*<4fbb-A+92y3@ZvbWO*ekN+92
zuaU}pXL|a=v(_EV7Rz-~em(!ZZq0$^HX&@c*Nf`3J(>61PNeyt>0$}?4f2j*QA+$?
zlT33ihwXb*Ty}Npw}OgQmmGI*Em6|X+P3ZBj-%F#`7@KxJ=t)l)_8u^qLPcVz9y&H
zYHg0vUvAp7m#?d6zw^1a88c4Ew;FDFAl~)Gm?3WQ>i`pn58AeVr?qn`E4L)vwU@fp
zCfGOUy4$x?d|8ZA>;E&vt($q?TEQcjxoh8s#HuTW%yS;_7i1@>u`exMvHZfb$zc~3
zDf;^rx=&kh_1J?twarh}w`QmG<t=U865@AQbkgTXD@`wl6z@BDV)yi=4D+<bT%XGX
z%YAHf)0#PTMw4skjcUC!ZN*y(V{)G4+5KF%>d6!N=P^@W&+_tn{3KJN$nczT&>>69
z<y(?XRy13jkDB?acf<G4;Em}$b)lXI>~5ZoRe5kV=ee@zbI+{WTFuoGZ<gEpXU)++
z8P*cr`AREyhTPV@Di@D;=Fa53wwU4FG0W9D`&zm-OqjIbSGecn-SI(JSIv9gb>+Ci
z<6DcHjQi$C?cS0SvahZ0q;%Pj1HZ2Aniwhen2R;u;=%8*+iU%8j|XkN{GmEr>oUWS
z=WDa?o}ActX~)T!Hha^`((QK5?D8dV)-FFOX>&b2zhJg|{INZ&ZY92s)e(2^`6tS`
zcTH(n^X4n>(sl-D3wbYWzO_oySzrBi#HEuxPp*62%&72xq<!}cL-L%y!mdYY`?&7@
z{=PPPy1KIIkr<u!kE@&ZtodfV>PmR=f~L2g3X@NKU2E}9#LPOJrCZN^X|_we&F5IZ
zd9!CYExqOOMRl@rpKI{U+3IV<w$I=xf3)sIXyfCxl~)(1ys4EFj9hYN)1L=(uB>u%
zbvhvI&(6NgKI-$!lXt#lUGCTGx#3s+^>5a<J74TulaDJLkQ80DNv4!(Z&#7u@iXDe
z-o5j<skZXu#CiOewiFo{WpOe*pP;=mJNe8P!`aKdT0>->1TU*?U$Lb3n7i_<tzzMt
z3ay^M_hyA`4~!~!qh<d$ZQW1H1IIEp`xm9m?Rnax`5>fu;aYo@bah#+J<ZILXJgOV
zR~o5W%GNJ6oYG)7WeJ17ZEdFc$L6l3sYMIlS_|~NlRTT{c5+8?WKXcnKaqz@+Esru
zUqlzZDHjw;zTGt~g+czj=&7S+3;41w$1_-(EX~f)cD?oLNI0X}Jnd=oZ60^&uWtxD
z_$yr4Y-!(rhA5G#QxBe+6E<m+`4fgY1r=*{ipb15^6!dY%jaO#H+fZ8BTW|>g$hTB
zA4zz$Xwn@S0j<&<{mk=RwPVyczAZcG^k%&bhyUI8w{}(NaM~O72*!L7`tx{Bvgk`O
z<Ks_DPk#UMb-CzDzq#Mi4b5ilWWW4rU0k&T=VQ^A+l`ux4A0ebJ$yH_=)S4jo};Ix
zE}9=aHz@qx+SPJD*W6SO@c6!Je=fu2X-h6o4maPX{&mHkt?Elt{%)!7jp%wSy?+1J
zv<2s8tgt<|=&qv-Uv`<0a!nJv=qYEb36<YhAA6E>?A1=!i2KvDvt@Pfp4#<X*<!uf
zmAq}u&F3_yn;%Jkwod5V7a_mwnZeio@;r}q<2AV%_UVa7UGn5ejh{JE>n^SSVrlZ?
zYIn)HtqUJ)*WA50ap9@7&G(c~u6@xL5>j-?<EQ_AQQgh^%r?0>2^rK)y%-&{g2(gA
zx-#EWmS<g`CGR!)CA#QU`Ju1I-}m!eezJ$rB5(iF%Kr>AD!;B|>1{sCsr@cp>)NFw
z*NbK5W%cM!6O}pf#*H<4>-L<c?21#@EmpY&WiBmVvu$g*Lh_xz+GVkJw#&KuYeKUf
zY%Pz=T>GHj|1|RC$vf|t&E4j%tUH~B!75zcber_&^?nlys!G;Xc?e7nnr*P+(#=-|
z|GZYd(7I*dQye8O*ci!Wm;5qp>WQGOTg)Ek9$%ZS;__`x2fOG+hdp&Q!PDCQT;JAe
z*3(xQa_7Od-x`_+p8veYazpa#y0UlK(%P|-pLU#hWBXdnfv?_bvoU|1*2J87{Gyz@
z-(;p-bX|Pl_r0y%8Yh+6Kdzg)S}o$3)ON4GJ~C21&zAdfO3Gb5>D52y(Oy1}UDvWB
zn~#<`-uU<`DDT&to-~Jo%r{5MUtZfj>%1&$`f2tP75^DtU){E@b1A3pykj!&49_nu
z+|EC*Dm=Jg25a%{YdhO|1hOwInAoQ1`EsS3<<sDX>^kn7Q`;o2xfCY+4qFq*)0ADg
zW6qQpr+%&Fo0+eccx~2!?OAPt4eU{O1pD~3kFVDDPQJCcEhyHn;*hjV(gK6W%d%H~
z3YmP=Rdt74)8^jbWg(V=EyC>0exF{4CP;i=qQx$;HfB$s`I&kBAB=e%82_wV?0oWz
z>8|kpsx^gkf_i4GyV<wl;c7pPa~{W+daN*)>8n_MYRB`XmOd?8uWq{HWy>2M%2NJk
z)tVH+TU*+!lJ9Lco#bUD_$8)%)w{!NYmDYDN#C2g`@y^~Z`KrlxwF!!`SPWWx9qbn
zRq|DbI`{3ZT-BY?%Dt(1#mPsDJ{^2f&$Z9F_|lr&M|U2$rCq&S>ZY2rh>zGV?YhD_
zb)rkZDTrIV(%MrvHAgTmwbIRV@%@8W=UT?vPu$Y6<Wt>LosOj*qOzMNPi+44+I0a7
z^RMv6Ae;4JwNJG!uJp_(yw1gF^Xu6rfeBS%XKx&|kISB$&M+_g(t`O~cKITYCAX9m
z_>`AEw#{DK&a<cFXyq57#vVCa?e$yctE5(adA9q_yFLB7udep@ZxiCRmXOW**^@To
z)Pm~p%XjC`sx~c}#;3Kz=jsD3qsn9UOG8r5&I;3fFl~8Wo?&pE$N}3`b7m_Bcb2Iq
zXospjUYpq5_-EzpewiyGlRB@}E|L3MsQPuCdb!-!#XQfu&IR}<hx|FW$o;^tYc35N
z&+m2HwDGKubn{t_Lr06%zD}I?achWS(l%~B*3dMTzGG{JRn{(?7A*U+$<E(&QAqmN
z<!^W_M8j1b&KW)^ee1FN+Lklv{Y#xrI6Ug^UAmF)r{|L^hr*BFGimg<_bOUpV&;>%
zdJ|jP*A?HUJqcTMaB|eeh)J&Ej=6sM$^3_ATrzXddY!tNV|mxXX*b@zytRC$(a)Tq
z$k~O@yS8l>o-<EtL&rB!g`PfJ%`H85=3dg-a>KrA?(>AwRkzurdZ(|`l-ie_m$CNZ
zgS4#=c1gEAp7q4bEUWb1aubWicA3kn{%$!TzSi#1D@Dm~lIsn+{*|0x>Z<!?{ls}&
zkA3*}^<7oTMw`_Uo1Lnk8kt9J&#zj%xA2DU#DBgX=6uh)UKRANDfU`(XI*)Heq8Hj
zkGu<g9P30TaoSv2c!%r!%_DXj17&CI>5<>V>$N>_Ui<49X5)A7JvMuAK3jd$@r!Es
z%zK`-TZ?!@ay^n)u5(?gvo~vA^t_CaM?$NuYup2_-`;&C=}Efex(xA^S2mpdzSh!5
z@AjP+br)*0Hpf_6KJV%>(b2kp^YgvUdxFg}Jl;jCZMpWR>wI+5g73>r*!l~<i9Xp@
zW^GYwdh`0MO}l2OcRg_0aa=xX)9#(7Ld*SQ1@^8Dz4BE;-&3LAYp33VRm+vvR;~&6
zTYdgvu;i1xy|0@>lxzE)`c$JsS6;GPz^idZfQQMoSVDc)x)(PkzN`*ectbsIRqo=A
zQau$iJwbX)W?Gsan3_`+Vr2Pv)>bdMw0yzP^>)u!99?lJBIVkLeLd>~<J2~7V0pIQ
zz2@-hFn?b0E6N=!mm9v0&x)(na@omJ_VUN|nY9}xeqVJZ{P{BfrD-ps7v9*&rS;wV
z=JKDlS@UP?H&owRbh38Gqvghbmak2JvnFTt%5_Jxzq3rxo?-ah=GvB?i1}4(`?9Yt
zPnCB*yME0&2i=2lS+4E*`AcJDv%*rDms*C@_AHdxEpjU1vV(e0aOz~1&}4)2FM~5}
zy=yvNtqtJa?{#C=%Zq$6k1y@C&==7&DDFzR?$X?K@Ywqh&ZBC-W>0vfd^X7Qo7~rz
z)1*3Xzx=v>-kB$cw%TE`UarjZvr09K-F-P))|%Y5n=ZAeghxyLit(H|*E<fbc<APT
zU9{lU;(7k2PtJ1(Zco0^r_|;3OKz&_$2<3$?`^vGvr}o$J>Q6l2ak)o|Mr+vY18ay
zVY&C>;-f)fn|IzjTlVDZDz~3)u7yTfJmJmnBbR+W=kY$a@X)$r!pAPv^1Da>XPC|M
z``V0M=c_(GE?2b8x)U{<P15eZ*Zo&}`@*|D*Gj$(`>bhOU9#3~szG7T^{KaBEqMM+
z@@S^4zvOe%=T{DUZr(LbiO)RygZa8;GRgf>=OcH%j#+wdp_(Im*V6nt=Xupvow-$o
zRwcd6STpgZlkW}D)ogsmXA3{Z<Z-!sUFmzwJLg(a&(y2EmY2OZ-f~+}UAD4=<+14L
z<8_Q*&St1Snv=NuTF~BYq7P0#V?6(Lm97N){7YMF4ur2a4Lp@TtL3I(PjnSulk)ty
zsn?dS3n`p+XoJG`<)-(Kh;vo^$+kRoY{Jq?lT_Wwy!-X5F7{o}IA^)`#vz%atSkGX
zj#RFhoI5w*(7N1nso&i87Jgmxuw+j0tY@atF9Z9uo23@77An5By(jv!(o+AlHxu7J
zN>OeORhe4-PxP7hTA{rjE6%O)cs+Ukr7hoz$}b#$ZMZqeRzRS*IW%p~iU-&EX3d`1
zkh$sZ#*=sIrplf2I2zu(cXE0_-hGz5M=Q20dA8}%97D<D*Veb5FFva>b5>!_m92FJ
zuGx#`JlmK%U8r<jN6C4au(gp{AwkcorpCw!utz<A(z_{pmBg{a&}E+vyvf#He&PCb
zU&({M!pW~MZHl|N(_-D%#jO3z*G&_3LmthYWiV}*T-CHoCC9(4)yR3Gd){yA-END6
zrjiXz1y<Fe>ZKnQt0k?C6?L674m=5~`8LT~hUa=vz&D$Et63K3{Fy&3Puh7a%;sA(
zC(|eG`PGu<a<;E;EblIwdi(md&HoPhX-)ZA#c5q~bza!ENmpApO_{&*+FnnS7rXn{
zW-RSdD0#N<?B?(_W$x40&2nHC&B?rTeVKIV@w?0ZPDx)bI(en(l~aP@Km4u#ojqas
z@~_tFm&p^mz8>2eBgdNN$@Jhs(DQk-=GsjDWK;U(Px`#C^S;e>Sns#PRr2xLqT-2@
zYX37>-4a#3BdfCA;#o`2$5~6C%1n-BX;+^UViEPKRBfWk75!DlVd|E0Q#bRjPLTP!
zGRYyLFt)|)VZ*795muXbmfFs{w(|_PQLR?#7UntOak<ws54^}S&SQ5xu;kACV9^u1
zWX|6#G7$dHa5coY;iR>1xmN?9e-w*{<C;6m`gUlX`21|k0d<+`(6IKk<-&({WSuZu
zEL&B!s^{sInU{ONST5$YWC$&9ZM55Z*(5?%Ysw7CN85VcZydcm>3*`vu^X?u&P~|0
z%{Y2V17Bf8xDV%}T?=lf3H9|Iy&ZXb=elc`p66Q}(>{|}q+KO>V@_RZXlAiw(B$qb
zUkb}VCoeea{k*BbUH;Tgi4>W6|F&+BNuHP8c=^iPZ(VNN9yZlxI<Jp9E;M0D+U)1+
zZT@CkI){V^#rmFoF!}PWh2_EbKdf<^-?ukw_8plInV;;Aom)F?nw3i7%h$oH`LCNE
z`MY+?1na9U`(Dnv8B`V}@w@cO7mX7~l^Z-yiXL}e@xk#}-QHFAZy%IkTX-n8XKv_|
z+&vj0^M0&}ZZbSpeAFrLaQW-ddpUiUYp$qhT5P>>@AA!>tLN8N>&-WEV^o*>`e54U
zH_sbqy$TOgbU4rab@kIKiQuUg=ibIYt9CuMP$Ibb>teqvi$71P4)3`0>OX@%+lr`c
zzIB}Tms&;7=Cy~`I8W-=$=fwQJ2Jj;yZw`}n^%)rK401wx%H#iiDM~mFHMUVoWFPf
zC(|j5)-SeR8MbJ_>^r~QVxtra{7u=v&8e_?wl6wgIPv_M%I}ZXAAcm^&OiBGR%KoC
zufL|cbNiRNEtY)!GTik|O>w;G;YUo%--lhweskx&#F{(e!KuAV)oR(l{n(+t)zS2c
zkMyh$AJ=U-aAK{**V4S@v-YQb5x<sPyDxq5A<_Al*|yyj&$IgY>-v<Vs}uYD46ME$
z&6t~Lc<}t=D2*+N>VCf$Zzz?pyL$Y-TeIy^^=}K6+y7|K-?LwL*XC($A3~ni<`f%G
zP*o^hH|>i4v}R`01D+P2J=MRiYrFI}ocZHfRqe%X0X6T#pH$7=y29|wva^|6o-Mn)
z?r}w<N<!DXM+Ft4M*E$2iR8=1-aNY{Ys=M`{|r{!9ta<I_F>SF+iLY9<#Lo5i%rV4
z(yM!t)kT-7NidYIx-|Fh?z)h-+OxEGY)$T&cHegQCEfn2Ym*titcWTQpJZ$CI!f}>
zx@98Q7NlQW;3Dx{RQBzc#6C{Dt?l3b6-d7hKbyL9c8Jo~D=#G&<|NNLID1mXpH==_
zo>n!_yE^OpM4q0{5i7Odm1<3iwRY5X{d6*^IQXaYmFJ=}@~+I|x7%8!-J19HqU0Q*
z<<hTL8b|A|zqU!OgN>p3+LP&A><?p(9=&BO9DH_#R>-6E3sx#KU;h>QB>efkO^Zs>
z)-5yI?V7j6<Cv%CZe^X-UzFA=nahNJ4OO4DYgO}#wO1ZYY&v|U=(dx@+8G*3Taw+G
z7aolgVp#n0()?#U^0R-1+i#tm^W|YnzuvDYG5fNr3o2~0_VgL?uZ`JWdiQ9F>x)7^
zU9XdKQ&%#i&8$29w1I!;nulh$R-2wkwdn~Hy7OWwyKJ=O?rDLOU&oyL^L)YDmj^8m
zu37QsiHdNfZQQX^_2(-l9+COjbwR3FKJM$@)a5%1C&u;WFIySc+!%8y(_>XYaoOYx
zAAh`A%2F7%r1h%*<<ILQYjwWfjue-wsg6jV@3+<NV&=-bU%djSUfN}&7ri~)=GxM=
zZ`K%iu9bdku-Z^dt91_-$K$2h(#Gf4%elYP3*NP1o}cBT?a$}fq(A%5@H*U{Nnj4w
zwu{^D&DD<WZc$xaWc0+r-}&C=c{h@_Nk){4`b<0Pvdz4!^_!dLcAt_znH@W_?tLm}
zKB`jIuH2NZ{ZqCu>lc^thQi2Clh3cs+mgd(7`a}|^Vz11ccEIQi!Dw*n0VuHSCi-@
zGn?>5&Pmb|%RQHh{S%xuFYTPxl-IVCELL=<PrSA+M{Sp3ViTLz%?%b0Qo=TRbbP*d
z`NHR!53D!$|J$0bb6z^(%X+VQ2ipT<uI$S5^H}Y_v@dGQ_NU=r6t?eCSX+|y`{%mg
zH~o?l>z17`mt1ITX1L_JWaRy48OMd?u9ieUc=9nyOI#*&;-PtVTf1#LF8YUEjFYb6
zbIsHUwKWW2a(XVxI9a98>(%YqmwWB<+CIz-DZaK*ZP!7I=cf89QY$W|NF7~0Z`PEc
zi;|!HBILH7^VVcvo8?i}U#D&ODDBJYXJH%9JXhECw7XIE*(p}<>DyVWbW<!JEtqum
z%9o?g`-9h+E*0H+KIy_&iN_@@eOuoJW?jr-5MZsz%r8{oF}!_k*Nd+&ZT6T4_D#L&
zdsO+@+Ri=mdVaGV59sN6_b2P@)k{_hGQY!5iPfo2G}?WR<Jqp;`a=1ocYeN%4XnNS
ztU6@L-E~#B5AXCeJr@)4PU5)C)f-zaZWeL8yl~}oflQx!RnWF?*2&`bm8<1y?Pf44
zv+oU+N@V!6Y;TB`kbit}M0wD0IXBj#Z8r=2XQxz#9-Z{=s4MTJ;`!HhY2K8!ko67e
za=pXw^0H{_SKFgfS+g$O-nP+M-b-y`5GO<Or?s!^b<~W5PMqAVa_!qinX>(Em9<xQ
z$Zqg0{2rjmJMrYYcmLw&{0^75ddIHvL9=*Ya>T`!u>BLCU7yG#kr2*XEOz#Q{=>Mn
z#RAW}9<NJK{oH3a_4UJ7yKg-|{rJVf*c+cE7w6T*S3O;qWb^TO)|a0;v(=xjiJq;r
z%C}ZT?)b5g=*4FRJ#4~GiM*(KlC*Z~OqK_srJYkg$I2YnwUyqvKd*JyobW4k5|^e#
zxE1z%o*(sd*1^yvy|o^q-}I&`9nTbyHS1qmS@G(WiAwgH%ahD!-ICC~x#NW7*_!_h
z>+WinAN;yL@|xbALkH6KFbDMBndE1E{mg?)Q~lCPtGi|gMs04IGrg#|Yd_cHInQQ%
zoKV=ewMfI$rnu|ZjZ<cBnx?ztC-FvQ-xT4IyYf-;Sk<gmAB1mhS}AgQm-+KrzWu&?
zwRUeW{<`j(Y{2trHrFRQ$W|QF-mvYY(!OxP(4)8R8}~)b+VXD8^>xqJzx=gXnWy;P
z-n7d{!kG*f%=+N1awoj&OSi?R=H@t4udSA`OOj=Lqt{o?YcicZ@nV0~Jl?W*=IoWn
zpGRosaXhxwa%Oz~GR}K#pnb>1>nq;;oOySDkDgPqO}J+Dqtz=#dXHaTo8T=i*i(I7
zv1sl2y+KFAs`s*eoEmiHYOK?vcTWQ*Ioe0PTzbjv%;PyFFJtz%KjN+Od}BYi`qFJ?
ziF4Zb4&A-9_uL#gt)SV@@{XSipXJFvX}{MIv)TMhtIsV@<FJtLt^BiXaUF;0i=Ec;
zp`1>+nJZiK1+}BEUAy~N>rC0JRR&qt9AvoW<sB~xJJzDrVH|kwFTcN6Ys|d)y=if0
zH`czCx~Dns^27QG+RSt0vR_D7PI6)HxqduO;<}hxND;%?TIKX28K$)pDj)5fU6}9O
zWb)F|>%QR9RWGwmd<ws=pR_0Z;S|+>jz7b1P4rtYC%v}v+2-X-Zns@9o)hkBwboQ6
zJ*-FTa^c)}{b#!WsxF+^827aym&3kn-?8g^j0%pY+k9Kkuzy2_H&4R#YY#Vi6-H&%
z)cTk#R9jlIOD_G%1b?M9EQhX5S+&YHWpm%%&vCtfj!Tto-6qnc*~<7fP?BBV{Auv}
z^LATLJ(+CF>h&_B#F_VK_L3dXHj7W3wPC@mL&1BGo|t^)epdp2-psWt^kX@+Zk#RR
zoaq0V<7lE<`JrnUzIv3tWNJ7&YkA=cm2)1p+2>r2a5cYmF^`*iQpZ&D-iwu&dlp^Z
zZTs5i!}Z&X^`e!3UhCP%A2B0oRfX}94-Fem9hQ7>{o=(L>!#!~FRc_U_|*Kp#Nx#R
zgR8<-pUZYWF37M?->&NBx$M9ucXjQ!7t<nQ<XDTp-->Zy3w^#`^y&3UlWMO$@9j7g
z(wv!@%yspX`|H>hj0<0%)9!TK@~b%dV@xu`=UJaKd^IEI{;VzM)HuB|KH1gm<Lg=9
zYmE|hnB|)Gl!dVRX_q@*k+a;h$ii;x7m@Tkzh*8yvt*VvuNQMu_Mxra<@X}$Lch#C
z)hR6cylQHTt8~FxUssV+Q(Y@={Jb!Y_tGYHr<l(_!WYEeYE3)7Ui8dq&M!wRzou@w
zGV9CVB|$-VPW9RFZQY)>=CfAwl?H8%#Vg;jR?TnOa%@Mw!Fnz~|4X}8I&RrwT2kA~
zx_*-F`@<Vlr#2+nC0Q<ujsH2BVcEv~^?$b9usANUuISi<Jx4oFNd9?wWm4YpP^+w|
zyz8D+xqki6FgZ&^?&=fa`<uP5d|g}X^ux^U)#EE|Dqq*A+6IbNu6#J#>$*AX#pG*i
zelF1Sd>c7&ndP^2;SpCCw;3_ZT+1zvz4iP+=#=H=#rDxxnY3B+rarH7n_IX#?i1gc
zPqkTV0%KoIKP|=F<mSJ%HgrkGw_mxl8rU9KeP4IV<aYQZSt+3-*8-X@=KbQ|wzcWd
z9k&I%i)F%D*TgaTEAP$As%lqZj?-OvfAdDk7uk_pzHG90Sk4tuRoD{XS+w+=wjXCl
z;N-vA4Uy-5z0~!bc!1@xr75S%)(bD=&Rwsnn%B7`Li+VqnYZloZmwTz^5boe&IAU=
z<EEd>`U_>3Su*_ky56ZfxOy6c9BblP@y#|jy{4OQnSHTF<BR*QOzE<U*AeF1cSx|U
z@UGZ+I4-n)O`6-!Rd1%QJI}N?JgU6P<@LI}5B#Rb@7!m+aNX?JY{O%<6>Cna=vjVW
ztIT%ym)tYHURCL>#hzak_~SIJ)`c{<Kaa`1WLKoErx_WMZd1NiWLDY6SKc#oQ~F)K
z7gawA36j0}Z)$(e(}siV+9bG>d$?Zsy$<ue6@BNtYtEOWxd(+eYpgzWmCZ`(#hSNQ
z9h2DHv}6KLhKpOce%ZNHOrcwS!+Nu;TiIp>EtotxTI%S}fK$tM>RMfWzJsTDyXo_g
z*+oy?k3BZb63ooD%qR^jVCi(TG+l4vF;V98wY4ga*0tK!L9=so=PgK@?dyKw>!zwK
zfoId+e6s$%Jo0A1ysbAfHk>xnRG3t;t~NI)vNLbl-fXv4L3dg0NmJsDZGBvxymHN0
z_e<EcPuRMO>)0fNNz8rP7xW~VO4sStE}2)arS0jYd++$Bg`R=?C%i26aTB&UutMm8
zeb_p^hX<y7zH?>bU5$74Rxb`6o~5~OZ%*Z^(v(SFCyn<6_Z0`kov@kwvg<&9kZ4r)
z-3Jf8uG@9?7~iqYlUk&6Gm76un8t2D`8Kq0QdVkd&-KY|*ZiHIZTM7tB!21H6W9CP
zEY}LGju5=d^Yzg>)8nT+p6#s*nVj=$$H}GT8`o`nJ#Xql*<I>tJ5%>+pS1gO{i;g-
zRQ{;PQ&TS*pFHyTVcMdt?@EQvGsze-U)mV==Si#I%x5!Mdp=Ew{<?0Nt%e3mmzSvO
z%EwL?tImDPEKg@wzolyPY+<y}or!VNa*~2itlH!%RkC)m`-!hF6N0aWPqvtP`HFyV
z<Zr1~3DFBbJ8Ugi%&YiN+^4<L-T7LtU1-YM<auUqe_ZC#F+7@^-`n}}%W|_bTs3Q!
zJ-@MN0@LD`XCuUZd|k`YRUOvkBGG50>GgWy`LIPj(Gy!mH>SNjnz4!F`hxRoOV|v$
ze_hus*NeWj^UlnVGxm7RnYXLNt)&0B?Q3(!&gC8tw#K_ioOMxNd&Xc&tk<lyf-)%@
z%eNj7jS6n6i`(k_y|;%sws1<g^V@`#mzu6BotgA}*7;1v{IxM+;rtisN|S6g=I?Q{
zk1Cq9;htU7<yrq3l*KJoW)<|zdcAn#mQYK}UmwE{Z0O*hQdhAuXmXVDtjKQfyRCoy
zEOnP8*#+7D3J+d<GiT?W!;P<R-&;IAY^zUW^KH>E+a&kor~UsKLNlJc-DIKlOsIOr
z;!E$AvD#aGw)HKaeEE;o-eW6ER(a;l?=84)wR!HHuj}N(o_>@#EgzQYX8u!g)4I#w
z+iEjEKI|7gC#f>?1Lw2d(%C^>#(ni%$2Lz%UR?FXa_2|$P0y7j?=ZyKW+$4hdc1Rm
zWZ}!eyq|U7coY35XT8ljJH=3_tbAis**SZuW2JYhuU(#YT=vz@eg+|Xu2*f+XI}O(
z+Q#(kS5|JEpVf1;=keFIYI!@>{8W>>di%|ywM)-?&Ew}4nSFK24SSiZn#sjiuC-Nu
zJ-=3sQT^WR7HhdFngN@hHW@$YVUskyetQ)wOJDX3r`v6O#nB(0Gt^C;x_0A5sRCbX
z*%XzM$IG;1Js84m#YLAt>wo^^T6xaPr(g6YO%?W-Z!WniF4LroTlj3ogt@x~cIC-h
zhuKV&+p(^(?f#)nPbcs^{*#rrRbFRp@$5-vELV-?T(eF+_|IUq#=7d!TDM2Vac+^V
z{QntNi(KegQnId7Imq&_rthwFru9xzzLMA8U$&o{f9Qt<`_~m=m!C<9RwiiATeLjv
zoV&>Sl{Es@b1qG&T(%;o#MF%Q#GhAh7hHAQHI=(CGFUD<ck#DX^E@AIEX;V-Gr9U*
z5}&_U)v@C5*#%CEd#XY=3KhO|NqHBtP$k8k?fvpgvkP-X&6Bs51TK1VHP&I#;e#^Q
zgC~1D$&c-qymB&A(%pxrtLxlpiLYxzTFzRkl$yTyR#o*@x?#=YvcLZGFKtuYov}-1
zk645L3+*J0=+`}^>$=}uTwc}Mz>@rNtxbRQ)GwM_k|iH6TzgmS>XMy7)#Yopz0$t0
z#Ujk2``2?(V^5d4WxjLIT;5X1D%+-gYHN1yfzM}4%da;-d*1cw_U)yaeEwdKmQ9{`
zQPX0nFyj@W;<IvIlP4cFeb%?;xYfJ`g>hX?;ySx~e=9s@xjc=*-s+Nj(B9gg%Qw59
zuex?CBly|7w716-e_Wl>uE2k8^@+pf`Op2`8U8bTed%5_U0>gOu8gwHgYRp9TwYqd
z?eaS9rEL}e8Mw->Crdiddiu3x;*X%&sqeH7om)^U8Wg?pymD8b_DZfPlf#Xd#4hOx
zO-Ybm8n$D1!10N*p5G7nzGmvrE#}|Ktxr6Yc)m40(%tK`;Hp&<KbNkw-zIKf@mzFQ
zxyz@lEw+kFL^)^6&AC3;ZiD^aUsuhpF+MIWKB?<>!(`g?B_|aQKH4Owd*u1vqKU5>
z=I^POda-a{XM^Rh>pY9o$}fLkvo1PXRHg9RY}Jl~$1K)%tV`0q!sR~8sCY-Mwo18{
z`kcGBJ|FmXeSVDF?GB~Abzi4^&_46-)J#s9t1FG?EwK!rdHjTd!=Jyaw*4tTZ@N;?
z|LmoWk(Fz&p6tC;CI08r@>khj(k<GjWv-iVXWuT;bGEO-bm<qR@E28~o15Rq)~;aT
z<I6sgv!27kHv7U`z4J0xOz!sF+V(snSRrW2?Rl23Llb8$nG~?&y^|aN#7&7xPxuPo
zX}vnO_V&(oHD2bWYcujhSlO@7+R8oQPL)wv3y*+p*2;z_31N+s@6CS3^Yv}WqKhp{
z7Yb>xt;w@kweE*aFw0(B&1LJ8b)_z(tUA8l=j*DJw<peKcpd0rzO-qs#Jq~LykfIA
z?Kn31zG;<?S@oB7Rl!?#Uzr%Y;lw%P$juQajW>T<eEZtQXRbUB^1V*eEo3WKsLb`R
z%bw-=-Bzn)!9}?<hU!ZryIgs%_dku;9Lr#_=Gfkx`Sq8!wVj;vc`3)~;!DYSRo_;B
z<hefga2=z}qg@tTnF<)zrmCea7CZM!qcvwq^0l2Ec_#wyehd@)t-iL%b9e8B*Tw5x
z<FeGEj(Z=TH6wQA>#i;5Dz(M;Z2Pi&h2#sZ2|MGXSPy;3*xDJe^TLrXzwFS!>Tr$i
z$-l3b#5YtVMrGf2N@dI6q-T}hb$$Yae|>Oh-R%iQRaZ6h7Y7tZoVxWQ*H2~AhU4*T
z1MV4z$bFFex7BrB<NL0YSy_*@#ndM-6-GYtt9tx(sgZX1il!%BuX;kS_HkaxygB{x
zgtV<J%`!6Aj8x;}7VY}!msehN+Fai2=)9OOYs1*tXC0qqGw+8epWg3wv*-3EKiK!C
zbGM$4%X)frw@^Vg=YxXdeVQ8EPVTPHxNaR&y4qpc0gH9%CCzqM8Fv=?F570lY<l&q
z@2(EVe~O;;a`WHr6}j%lM#;AkpU(f)HZ45oF~8#E^ZyLj!<CQw$Al>qMX&s}c1HBm
zKdWwqrCgr7q;sa@^R3~U=lwj_in2^R{?JEr&flu*)~z?+IPK|r)qHv3>%bH9W5SkC
zzubRl)#>ZEZ_R3*$hY*~GtHiPH=ci7tJ2ZR(EQd@Lc0C=`K%iuhpKwMp3PWPbY*i!
ztI_Ia$J(`X9xY3K-5l}R%khNhoHe}*rcPV#EVAdZX?Z>Sysc*rT3D=pt8vWutjw$1
z{nPKcRxguW7Z+gvw{&mOljajIw1xaa`YhI4E#7T6nb-U7zQY1V%Rj%5o-l7}D}%zX
z-(~B%G=7yV=e}`TXlJl#74zgDzr#Z2R;(43c&xlPXnNLP!`PRxa=dT887>QOd^|tu
zkYVo)+tq3ANq)RWqN<;dKRzo~?k1`>%b0a%f`Pr)Ox@@n{<US>zIDC+vU15*uH%xn
ztKFA96YQC{-O{CVI?I2CUoTbj*o?BvJi3~XXFW?-w@JCK8*MS~9Isu;o!J{!McZl}
zyWI0^bLjDvU)CzzWM)a1+j>xBU9HN~(w)L~{896?7qO;!J-2xKGW1h%*B3?ZXy<1e
zh0D`jzg@Z-`YvX2pSET6ob*pC<y((w?{(CcQ(3BdA!n0u*TQdYET4m99?Yo@V?DDw
z;<4SmscFXFdgGp_=2l#sP*k~YlC47l=lR60k5~5Q&HQ5>))iOsT;6N7+IFteIpyi=
zRUd79{n}?*s=}n~bBp&$NaRh`+@~TxBdlyw)m*u2{41~8Jel10S8Lz5yr2K3o|S$#
z=Xw9B{<i|wf3=eCuZ*&L?sT-RHf!;zAFt1*@;X+}nz-(f_LV2ULhbU7O>EltX2bQI
zc1cs=S2BV-=4oq{JMFDpR~B@;Pij*B#!wCCpELKHUQl?tLwRrEb)(4>_#X$Jc*7~V
zs=oT;`_Syo-8ZBC+KR1Z<`kceX-bn3?vfHyxFQ$4LZ(i1OU!PWb(8(wdaus?cx~eP
z6ozYd&t-d^o_r2@llJp^@zVA{>z}sSt2bYD+JEnLoc%QROY^oH@n@~rQ8{DPCZF#!
z^_}@-5<bVQeR`x>-6m~Eb*<yE$|o0Xzx3`%k+av@=eJF%Vps1?qor>zcUtC6otA&z
zGB2y;)8sjiZLZrI&zVyk@-u$onN?Sw-+6Uz!C}j~Eqbf_AFa2URNSPk`#e>?qA~EK
ztf|#{^Kbom{gDSG@(!)pw&jT6j+Ecm&o2%vIR4D?>*}UoPIW(56;wssv*<jks$P5}
z{mS+a{*EzgzVqD4d$i;0&f-7rrd4L@EZ6MLu3I!^=iPIwPM$2DANA@;!aVJsP02s5
zFN)@4%e2^@oFx!mrn<dfM(VN_d$Je9IjiJZbr;W@nDo6*U1hA^C|gylJz<u*Pm}w9
zhN#^qr#AKNIKMQ(moxFQ>3OxQXO}yDbhnmN3EkLJV14oFgD-YdYZWadWkOx=<`t~+
zG%t#nY;j<9$8uYX)fY9mFRc+}`1(3*QOS;@N@v`&p7&i{HL3aX+Tvxt%hz98<7%%w
zK|AeY^Q36wg{rmnzpl<!yCcV5<u>{LIxX9Ej^~*+y(;p|E*5%`>c?(+W=@{n*6V&V
z*}I-CcUb%K&#TD^-@fQaPbjcmy}CP(;m_;N#tnydRXjiRMCwvtm8{6llHL0I?j88g
zFhA<)I**gjwyVso_j;xmKW$y5wp7U0Eom%gC-+=2oWQX%<#mA8CnHwVmFIm=-JaI1
zSM~YJsy91rwcH+j{i7MU$zgd)Zl>uD9qnHs^Hbwahh5>DvAX-fLeF)}{O0u>s&-}W
zt5{d}NaRV<Zpr9-J9jVOv#ngaxa_=L;L~ZxXWl*D_VRVi<0C~C53ZM%wa>Fy7Zqx0
zo4sq!tV_?;wWq90nsG&bX|}V3ExXrwjq<|iX(!w)9&MleJ->L-e3wjDey@u+tmo8b
zd2DWc!yC;x!BPHi*2m>)H{S*JOnMQ_*<Uy15A(I<htru&`7C9wd2Z6$nY~KUu*qNM
z(dK(PB{pHxef~38B^%AVv3AOuK5ws6Z_eH_JR7dT=BM>raKGG^9p_`J%hxL1Y`Og|
z{C4X(%cX$_e|6Q}-OI~!AbG*@sH?d<Piw6Hs^fldOZgYmNitfW!=|MkkIP)LtLx?M
zqSrEfd*rj8FH4+!eQ%bxh6J-ram<$<<0}s?tgYpkz3IYo<(^qRLY1P@48><H84esR
z`Mpg<=Jc!LTibF1BsaNV+W7dmPk7=o$Gyk5rkAd~FnQNk>n&T^6sMj%n&O#I{#^9t
zQ3(bntI(_4bU5GM+jH{h-OVpD9k=xP-Mg@i<E(p;S=+g)@Um^oXFd5UUBvvWIL<fZ
z_MKlfGE)?@H=ou!sdabfI;%*#<YR`hZA+F~ep_!jFMh`7xP3zN+Rr^+rB{}7*x-Ed
zmv!r|z3!1|j?0wUk$-HLbtI>S`n|neQ!YNcIAzY&rQhfId7N{vT6Xi`ia!_ow#F`F
z-dpW{^z4$E3h&Q`6(4ht%A7p^*sOE*hqgpXt~PO>q#<)f=kUC$5XSRsqq@_Krfy4X
z^;$Xat80W@+m>YIYm<G&IhR?VvUt4LLpkrbXl`Lc)}<B4^QO*Q_Db8=tBd2;uaG~F
zZC72^uv}hQuPd%R`QFYsXOD*GRbT6NpZ8Uw-SStE$Hk-Df^{5MU*vgi`%0|iN%hqm
z6_5941(gYR$9mpmP+Pg-pt9(yw+GKxEsFFmSsAo5W>;1S$B~lNC;2!eRtvJ8c(jEv
z;O3)tZBdD==(Y<9GPT-1PU72rLQQ6LUGU_t&F%}8J-5zd>4!T@O`_W@*KjK2e0j9n
zEGT@v>70-M8SJJk4h~j7^<`^c#BF)6-o@M}*gvkle&C!|&y43?uY&WA<#A>w3%MQ7
z)7mc~TH5s7?rO|J<%!X{XH>NXgt$xJ26G&gzcg#(q^i)Ty^X8XUhfP(EwSo1d)C#A
zKFehsZrbMh#&y}+B9j#7O-(s`G{&*1ILzb3W6|!(J2kUcPDo@)7HQ&nZn|~*#DFQ^
zA8iS8{j?<2hFLUlq2+-uYd=bycpp`GtBqM9^mC--)|)Z`+Y?{=e2Tubm*bY271!!-
zuE!q-t#bXU8azLw@Fb(<`K5lk2W-0DKHA7yDY7X_L-MHiO6gnACbq2Kcw$k*0j?`P
zNy{_Z{j2&j*d>`31;(DeHrGt;vB;sRu}fZ`_1h%G?{{Tq$qRLr8xj*&l{B(fb=TWw
zz1sDlWW{FXJNp)2Q(^g_b$rT>$D$D)oUa2-4#@4fvgPb!t-!sLOllT39(8)?@G`Kw
zq43Mg(9|i9*Xo7kN=>;{6|q*)sfz1Z!R~(1q;$*k542{6*@XKDp0?E9Hc>#5-R^6A
zrf7k7t>(dsC)c)F-p*+*7QDAcdt(36NRQ25R^GZTb7i}9|HQ2eUZf~*&${xNG3unp
z&a;^-Ue24bCS9Z?_?dIl)6M=Fea1bZ9qn>=u5Q}HH?_IUYB9UYyVR-2ELRn!e_ZP(
zGx4R*r%lFPOTN14$!x#!^vRtpCV$Z@(y7m%{>hqrtH8Bn<#)@UDL1=%{IfP$iZ0l;
zH6{A-)>KWUtL8V3W}Mb_Q?mS{y~KmzZIDFxrOly2`Zr!K+St<g`QS>PBB|>)m_u%e
z{G6cWz4E-o?4GYHr&=8RzE;w3R&POZ)XLwxCM;NgVcEs5MF}}|HDMn@k9$=stO(jL
zNBB+ATRwxTv_%;n`N^^VQ<kl=iTSJT8lF@;+3TBzv$XJW(OoM<tFBf&W^Bz`@p!qY
z@Z_{FLHS_`=M3j(EtY0DEV{K|Zec`(!sX_RlOx@J$@T~vt+Nj8-!ex=>RC{_%%kO>
z`>c}ZdmRgj&YkVF%Tw>z<vW{to^Orbw*TPkn4WhYl4ryE+=8kvha_FzDXM*Ub%|~L
z+e<mh<q28qzctIGJlpdpi-(Oj^mnC><r*<b>$%!uQ$(jN-+tpB@9pggzrq(Cu2@?4
z-So5X+#4sX+lu2lb8CJ(o-1PCT6y)ur|wUtOJn2jt=MY2&U(#*X1{q4I?nmIR=yE`
z!Z<nT><TuSFGq{qbW5xshpyjV%pF*$vbOnk*OQcXo$7E$m6<l73Vg-)ZL@a?ZnAtH
zYxc#^$0aCN`}NVBp9=H$&hk{0t}1yOUS6zvB4N#&B~LD$Ec5!h>M|SeanbP8X*th!
zT{XFsCU<>OwDPKrwFe5axA}<v(eB(F)Vx0HmExR|2fweYdc0olc*xIpci!0_?v{VD
zQ!H*@+L)XWP<(4i=7F;XJB=3^mS4DWXF-_h<-W>C3yq5^&tF^R6Vd!5EUZfE=xsMM
z&CbMGFRsPt6~=U>Bwt!<a-{s*+PD>G&n_$RE$-u3zIqz-y`3kVH@++W86KU_%qq!z
zC16UR-PP?WCl`mPr2o;*RPN#V@_m)pe4neW63h3l$(VMeS4!sb=Vg^zR-re73y=D%
zREW$sys%g-S(LlyS`V9zOxN>#)r?ykg#!;Vn`-XvJbQ4j;4Pnn(alHQmKNU@JvaMn
zj?BexM~`3H`b7KIAz$MqnQj*&%#D*TtulS^^=RVxB97Oy=7ko``7Nrx<MsK6F<UP2
z%-UG2pnGk@%$=rJrLvv7mMpm+D3PbOD6yyb(i)A&dqbvf`_Isu_xQq!MMw9{EIeD~
zy3VZYQ-*o|iL+IrTmCcbmVA9_<4WHb!7C<jU02G^khbEaMd-^PA-pB4_RI-my?QHk
zL$-9*)Z?Y=cV&7OpA9!}mu0Zqdfc<($fL!d=P&ckTXDa5Qp9vwrE@Fp8YWMEIg4kf
z%zp-}18zxHUrjB~SzrDZ=(b_4dfG*s?JN({Hml5-^D$_O%GI>qpN}?sY0eFwa_z*D
z^Rt${p0{X=&93t4=Qz%mYA(Gn)pxV_X@xmmI~sZ(ZQ)6m)m+;+D{JY=ii)*)mMI6n
ztxcUGQykI0o@xE<+b5nBWX<Y(J4aM)(YK9DVr1q>wal}+b|}&#{8vbC(t)z`OOx*C
z?|7(rGN<^+<Un(uXWRFkKFfANCaAb;<Es2smQBl*7L>e>HI6c~c(mdqr{v2h&Bdy#
zf6izwkhNV^I<Y<QXUH<0D-{WqqD$XpT#;6btQ0M-JR0J0(&G5u7{PC66IE9{J-y+8
z#60`Iq2_0gM@<Z=Z`BrkJn!o4L=LC#T2>oHBPttrU7hr*J}_MOg5{g)r0KrhlX@>1
z_k3z>3_bE`a$oiusfwfm4XFg#K3|mw>le;hsc*mM8Bc$o=fd;}f+yE?t|<idnBEq7
z9QB$~&ADZ9Hn;5Q<n^Xm)+;v|R4hB1@_>*3X_Vou27lRA(yiZ&u1*vBmEd^tWz>bN
zO?*qPIW}<hxE@&ZKDTeii>Whj_WJy~?6$tS$^T)@yhFubR`ld|&8;$e`d($$&U@?D
z&9?fo=5=qT;lbB2&2EloQ&05vY3&St<uqmSg^Tk;)SQa%E#H2fYhJ|1m?PWH9eLb!
zzCy)s-`8Es{f<~o&iSS8^^xHQgY7P<H{s#BJztKmt(ngI<l-08dy!e2B%0<eUYo8J
z<n_&DX~&e*On>JWELSdUGrscibyR;*n~`(bdWQa>$rT5WmdfWB%&jh4mlrnk)<=^&
zldk@pH%YI3t?#!9j_R`7=aP1*q?^3d_jn)v-stDm_qBYhs#^~}+sT<HudX)X?2gj6
zfh>3KW_lW1O_iCt=uCC**~#-?NA#%PJz)AG@RoLA*UXX&Zx2X{ieEVV>T}`FgKLVC
zZLYZ8{qf-IdJn1cv%Py?`<Bd`ukV!=;O5m^@>|YPb<f<*K@KYHbN-pWKJIbi_tqd^
zW%kBP^ZFMCEsj+_s~!~4U-dNI)2Q(0_4VG%o^MU^UY1aDer>L_`@(+J?5vpw4y43w
zU6VJPd45gkOC4$TKiYDyBtxr;W3>Xap5=!0oez#RbzrwxS{uXjIYyh4@rl%;bI;dh
z`+1yXS|4S7=PT>AaOOXme4Ex@==${bQbO1igHvvXM}0C~O;@fydewX7eYFJ=eZKj(
zV?G(jh;H3;<T<;n_U7%|rmW4b$m&xMTe4)UmFxWay181MGv3-w6$zZm-gSQF?J{l6
zqNNL894iXEa;ek2`g&+`5+9%4)^j(D*owc1zSy>Mo8i0cS$VgORzwwDl@fI8_;>f;
z)(g%?1?*2_a;~#_oHGvPTOcm;&-9>eeDLkKb94K>re4lpF2A<8$j$S~_can<9SSGU
z+P14pxF;;jYVO9hzN;m#U*maIRc^V?<mS)ZzOOGf$F6if9vD;7V*NYpv|C?}PsWwL
zUti2jewcrZDn7Jgx!j!R*A{HdZT_@+d+|EMpJAV>WI{Am=9^4Bz2kML)A!?bzEKm~
zO@qrNzOT7dX7;qX%GgQ4f~E9qo`S2NJ=ZgrBL?TRk~ME1RJL7}lF#X6cH#2OX7j8?
z8&+?45Xx`7-f}HR#H78hN$<Yth3bE}DO<aA5`)F-DF39rtCp^LC6dy0**rsJ&hLwB
z`&Px=S@n!LimzhzqdQvZP1V(xTMr3eT3Q~v_|nwVbCkYsJbzkh+RN9oPEWe=xiQwu
zeP^evrb;h^vdC9==}FfNJw8{yIab`&r*UZF(XvY}mX9{gQsJqe8{?PmyM4uv%JZ^@
zQB8X7@^izw3>JS{JB5X>(D&HW)!S2!EnWA(%{utjk;Y3~7Y0<aZT%2ENt@Gk@wzz*
zvn(EFgv?ogX_dcVKwZ?krMI-1o<FncKeci9&X-F?r5CqlC%wJ=W%b6FyEn#~7_NKV
zcxn5CR)+IlJH1al51)KhrYkd&Sz^VrOMRA1d*z=pq^%Zcx0Ks@=FYt1s}_sOo|m5P
z`Q(H9!w_lD34)Es?6tlf-4@C2AE%YPOwTH5Tl2)jL9OanjSt-SnOS*o)yFj(EtE~)
zUbm|1`FNY*%Q~}K+s)toMK6o}p2w%o%`(|P{KitYRj(M5V|C|k<76<aTR!XIx}5nE
zT=jfk&nx+@z3_G2QnfdgzSoxLS8l2Pajj|Plke-IUI(dm-aWX^Ni+4+$G*F-=JfpA
ze{GR>@TJ3#QodwnmGD>iTfPlETHMCAGxqJAv~|Z7l=l|+-uPt|GG%)3CEcxJ0h}hU
zdtIhjB==w1^Pl0Zb&+wv)^iW9wOW6*4i%Tq$UbSA_WG!LV9X~k$z9ijb1Wo9uX8Lb
z3YoOCU3a(4gVI0QdfrO@ch|f3soF?QUF&959lo4h;^yLK8?}OSRVrTJm@`j%?#|6+
z>|Nh8bBup*Jy*TF$*M4Jj-l7JjGwc9MCVq|xAjeUFn_wtbJKR)&3f4{D!=TXGI#5N
z`!5$vlmEBs<+l&DeynXP)_wmuFFoa<Uh;p2s(m{y-9EFuCw;^EX};ZSPkkuhSiibN
zqwAoUd)B9qYpu-he0mjHusUVytE{+)cdgy!&-OG2Y&l@BZ~9gG_UfqTva3&Q&9-4;
zkbQmVaERxA<I9JaT)lngL;a@IpEB2`h_SQxX|MG*-aj!~Fsk?N#<*827GHb5V8yZM
z-E-1!^jk<A4Xu`$H}y4l1_uk5{pJbtrra$H*|5>urDD&t-7;ZkS0!&PiJCiq%KcL-
zZmn29_o(-*@HaKb%;qkcbot8LEiXPdpRHOtC7Fxi!0}J(Z7z#XFpgWC`rY#Ddak_h
z7Md%~*5$6L;hKHw(Ndqnux(%0TW($XN|`O9;Uv?J-6wWU(!QAL6Rut@=ce61^Zv7B
zi*3bKG4p(n$N5KnKWq0^%`x8c^zUtFOK-`o3UUp)`}%d!+swUriK1F{-<@y1duzVZ
zCVXz(t=#0}USF#tSw5y)uF-z&c=Bkq@TQDkHfm~G=ble}Q1Wfna)zsC9sg`IJ$ib@
zhU9aa)$5brWO_|?U3~S6)khsi&hr+3UQgOPyI#`P-*iT)$#a$GTNC2$Z{xFEYZ*3s
z_KriE%PyHKPjP$Lcu@5HKjDuuc`kl8lo`_YnOFa0c>ObUH*Z~Zc1z71=3oo6Eq6XH
z*9zGEY`48nRE&bc*A<I*MDp=Ref-bB^<$d#@06groZ_?P=8Bh}$9%lDW7$%+CDT{l
z+NpIZsQGGM&i%}fXC+U_zJ4}e_yvQufTg6Z_RDJNuTu>onAodMUDa7M&+G)t^_=Wa
zOI7+fFZU_U?wxM*qAv5*1W#enW0vbgZ%&yr`Jd_6<(+@5?23fv6~^1#%j_4lo-X?S
z;!&qHCU<`BzOvjt-85~RrK=_T#Q9!(C4Lt8S1mdDbmz)TetWewuV#E*dC;V{CCuVw
z*RGBKruwlzNZV>&RUEMD)Uk72es2Z08HUC=SO+i7>9dzQQ@ne>iB{jQSw*We_A^x8
zmMO@V@?Jc@YEp2|^JUtzcT9M9LiDEJnJ23km8bh=*V_2WMze%pt7G}tWEqi`cjNrh
z8Xdg|=B|4iuc|bamZ(M)Ut6_S)Z%?wziP-7Elu^b{_895SuQ>`vB@~*>6_U_*5NHb
zgpZvrmO5<w=WyfMs%0zd+HBf_ukBM7bc^}4>-O6IT?={a^qQY-H|>jh_B6;j{OvL!
zg`<_v7FRf)l=Zbb9@)#){O9$VC*^i*d&S*_E@hqgt}$iPgIODQS(ouxT{ll(>8g^z
zWE}Q9>E!kMFJnJus+LuMd3C5D?&F(VwWrSKt)27r(Wb8=I{fl~tDe}{R*9ZT-8c1x
z_yVKCxGt}fck_-fbTZ66^3m2ycFD)%RgY4S`P+oAeKkR|<zwI0r^3yXcq_~Hy5&0Q
z-`f2}v*Yxp1|v_=uVTH4vVBw9C6erCtmpmkY~J;#9*3S*o9h>&c5}Qvq%Xk`zLY&<
z`zn*Uuac6b@4AOo@-5XiS@Qd;Vu51MH`8U)&YSd9HAa+g>$}Wg#q~K=vsnGdtgw}5
zBUM**cB-7$nd^Dp>&4o~$1L84Jlw)jR2}^8eGo^VA8*E+OEx}vYOBBJrkwa{>#F<c
z7Qe-_Jw}h7Mc>{imGaI))NK6<oAa$X&-Pj$+$SfvV#mz7<O_0FFM1hP?G^m&rB|BF
z5xMQFwLeeBgd4ZpQ&~Gss_pW1`tVjkO7DGgj{*C{xZ2wKPuutd4}4#n^4pgGg29f8
zfF;wlcHcX0ygF|F48EP~jpwGMsbAV1&a3_8*VP#&(`TLt@GHEuIse4XW8%51Wn{N5
zxpYcIbA52rIqQra2Xl(Dmu<Nic1vgCIjgIYi*?Exe}wl(3u=10#+`Vu;^$w%ZlTlK
zD}t)Nt`FYm%;K!JY0F>R<Q~J-<>rbOvir5Z7<{PS{A~5-E2|dG>sYuti+^id_K|n%
zQ|=XHFTJ{6ViNn>f_9zfdrQ2oZ%@9uyfIJPx#(QjWXThj&qZ&ziak7ABz8hPkNwNK
zbNAmB)LLEpSgm|-Y5TW=sJ=;8JxrUvd9862y`HC9IN$5+4tC3z!5Xi3-dQLv8z>^c
z@_yEfNujQfMNe%#5qNUVe}=crbJ(8D(~ht;H=dFxaew2>YwJ=ItP7*cx6An?@OvG*
z+&`Tm`O5co`N8|rYZq=Z?mD*CTlvw(87EGjTsu8!Hm6=XL-FLe<;z~a=3(x7ZXzx7
zw)p<Fy=pJ7Y3%1Z)FbS>`ALR;en)ZU?S*G!WLvJYuZ~@H{8#8-_kde>tHLK`?V3MR
z?c$|v+xlMoexnuG`*VwXV4~(Ehr;`l<EG0j6Ztpw=`NF%pUO>N1W)X<)d=hfF0<Kn
zb*a|N`<IS<j^B2vIOgfmmmFD}HybzJTIJQ!mwjNZdeAEGlq!+cS5~X?&Gqwo^zi5N
zYa4ssUsmsWkr&GNB#hgQPy60tbqSSfxpT3SD&@Wt%%xr=Oq|i@Thyd>Z}Gid-HuHb
z&o&?N-C<H0vBT5t+^@NM4E?6<DtG2-7yf6s`qlKD7iSLhx$IMi;&ktPGWc_G`k98^
zn`?G{UwQBSY3FIHTCZt*zPID_?59R^uIEOriqe!@8uh8L@Y#h|b~jQi)R|3hyqu(<
zZ2Cm-&iee1>!#g%IeF*XFKbsg&0W9KA}he}Q+WEtvg?J5nBQJnYqwhB9Ea$`>{UDB
zwj5qLKR9;n&5ZuVtzKT5+H(8#R_#y;H!feb;#{=ovrF0P630!?`L8q<KJl-VEB>xY
zsY$N>jxWouI-HYQ<++Oa*vGS#*7x>Rm<Fy(Js(uDI?vo)WmQPjip|&B78M_Sc~0xn
ztNaPZaa#GREa^(S?rN&da(yr{dbxB?<<-Jfg1L9Toi%+r<;j;5>)l&J!+%{jTo(Pa
zP=otMxKq-^Hmjr!bM~B{wtj}?d+nc+-@_{(6tET*=jS~1^DX1eTkyH-{LDqpU)Ea%
zPEPNanmlKptj)PNY0bH91=>raBQ7#nSgh&p_2W4Bv*C5jlwaRC4~HJzy<6_8j`MQ4
z<qI|);5@<Jwc@(j%Q*tJt(79b&Yo%SV=ex4H+ElLe*N04`4i(K=RD1GJD)N;qRGUj
z>)E?KF3k<uXH+~pCDlzsZl5@NzHV#osk{7M5<b4JA3oLe?R$J=(}c3gF>ii7J-xna
z-L{bTn*^*vR`u_^%CpY*_vM^r+rJlCNUwgG&--%5CcZm!_e_psPfdw>XSm(w-_)<6
z%ipaLVQlW|G<jEY`Si=+^&*evuY5jhPgd)H2C2{9zIxC8B`F7Qw=F#WFz!sr$@j}{
zG2Zf5+go(pZS&=~47V7Mn@*9P`mQ7_cy69op=W7&qvImouGD|uSFTyzy(R3HRe0qi
z=_S(V-Y-}$RO!8Q9fwn?*0#GBr+U?$%Zz)!^3s~$|E8vf&R&{)p#NoT=qll^?~6s&
zlpPW*Q|UW1aq@A|u#9$_>p{PrzOJz}n^dcjTaxazXieee9wGLuLn_agWpAB!L!dCy
zH=|4I?J9$Uazmp(f$bKL=X_h+(o$6z{CE0#%hkKKJ6GIKmQ|{0`_G`ZP4U2kt2^HA
z_>=W0n&0p1sW;)q{z->;8pFB1thi>wliszbYlr-`=~||}Pm?ws@-x1)EcDj#zN-to
za^FVw{rP8d>!NhgiIP2i+F~A`kJ-MC@H`-LOsly6!&;Hh&M8|iJh>%ln>DLRdTFWO
zDo@E(X{OJgt<~w%)Qo?a64>OfQ26Jylf_P%(1aIzUmfz<`PyAMt<&pn?~eo?ySZ5(
z8jI?-P8Geyc<|AB-CMuIPDU@B-TUYCJ*V{L&jUP#5*{SY%9}14b4OEs-hT!!+1)dW
zmV9HHseWmypq21_(;&~r7xi389>&*a9b7Tja96aHKZCmR-q4Ig{ZTXSvc~x)#Juua
zzN}s*MC16vD^r%ro|QciuD{ZE$6NNE5aW2mgX~Njm+y?dX|n9vah*q3|D5eM;r{w{
z-68c`mT%*7<rYglNMU>*HaqlZh4P1ITf4%-ELXZu`khrSbZ)VQX|L*q^FPAH&DK=Q
zWh?o5_bvXs`oc}KdF!4pb+`M;)c0KO>uZ4%ircy8HSMdum?xFpYU?!XEBETVD|^1Y
zjG3CQt&;6$b7_ClzU6gg8}G&?7gl((+k9Vbe!b^OQ+Dqx=gUfSRd&m46@B(=c6|1e
z&o{0-db7^*jrRE^vwY@fW$dhbwrk3p%rlds=Pi_dY0I0@dA|7im-X7w)7ULfybiw{
zc&;Gh`Dd-~+fICOn_K*Sf7ImjETw-|pWk=m?c`Y<cTO1gJT}?NX;rrI<;yY=9s~KM
z*=h^eCEvzre%r~p^5~o0g_Hef&RDIxKKa&vhONQu&n(x>?v0mxu5x{f>6ha>SM?Vv
zr%Rr7o_hLu*+to-=T=!tD);@luJh|~%ENtA&z^m5_}rAq;rYC+W?iq+mTGU#{OY;+
z;Hv)&w<bLi%3PUs<7sV{|C>LL``4OWc<Qxf>ia~#)e0<f)|W2_B~|^+YR-Hg<esdc
z-XjxSWYCkfvfRo;Z_e9;HrF$AOAav4+j=BAYJ;uzqD~2}=PPb|9pBzo6n$6rOSn&n
z%+>y_az)vbI%j7}ybZIfGpbl`yKLrLw<_Jp^|lAK53X~nnS1Z>tUYfW?Uy>8iun3A
z+SS`VnQKzIrH0MlEZ&*24Byr@K8}%Nt9%{ml8}<TwsiTEf|Y*1XZ#DR)m(OC&c`on
zH;QldI#KrJSHPdPr{yafWvn?KT=&dXjAMNNWldYpJDF=OmdCv^_pO+==iD{U8O8Tz
z78X5`yV|fhS?=yC%QT*~eHBYzSRA^h$9=B$b&=$0R;4|gyc^b^b1exAKhVIR^<vrX
zIbW6L>{h<Ew$I^T{iXH0dcrl+OL|V9-&;ESFhl0)&z4WwO9D$zEYoo@c;2<^lxBC|
zoPun*Uy`39#0=c`D!Wc_<G)b4*5iVJf$>qE_6ry0PYla>^lpLm&hw(@rY3l-_ngOY
z_}b2$ZyoH*R=(XRGx=RHTO^~+WvL|pnrn*>&MVN`ezRhYbk2+J)$&`4H(Q%kKH7N0
z!}H0b-C<kecAU4L>ypbJq<Q4j;#L1Ho;#*;UgfX$%B^KALYZPL=b6@ZG&~90v+}D^
zz|?(erGhc3Ro_<n9{Of_bW4wwOxhApnZB))mp?0A>31@#?Bku1ldIhx@O?e9W)qXG
zR=#O_)mGm~i7oF}TMJg~`Fv^0-5$BZ7{#47kCuBk-E}YYpDI;cIrqeFnc^_J8@t`l
zo>*t<=U{0+*Y{klrd_Uc-Se>gHr_PPnmwOmK8t@{vD5ao+PYqaCB169)%RbT{cX9#
z!Dk!p_tkAVI<Zl7N|b-_!fof4Y0g$w+ZObo^lag4b<@(=!js3ZTo0-Aw<|2)?Vh5?
zE^~R>i*(6#fy<9uz70BV=5e${ePhd->4*BZ+>zna+A@iU&%NrbUg7nv!9pn?Di$8y
z)?>M7+KLOxYO8D#xTYE2w|)7JapBU0o`>}<&*z3u-oE~2%-L%P{}skA`S_v0HoIZJ
z&XSK2US(yr980ENJnyY1z0%ZUU)G#;2l@)n8b*9PmhG{7&ZqEwZIguOg#AfjJ@_Y^
zO>olws9Q4q_0N5mruigSN`2g*Jo)m5m7ZU|u30+alfBo5ohpTM{!N`_btfk5S)ae(
zUTve`X{P1uY^!&DH7$x#o;`Q@Ds3kR6}hSF);PSpwZY-%(HOnQ7B+labOmS6-uHC-
z<gNpAJCn~p4ZnLfpl0LAKd<MNn=cQ%Gf$>R=IYTrS68VjsSSY}v?XiQH@d2;giYzG
zzQ%2Fw?}w>)y=6f>HA!ZHx(4Vj|*8_Ry$YX_{1uy4Gf02c2(Cd__i+U#&glDx2w3`
zF5k5AVRFvwD>n>Ns|sVTzIyvlrn+q1A=3xpx+@t!^UV9P?((zQxyId<$2{!zgx=0H
zx-;+Rn#_K?ty!0+%lGDsT<y0#<-PFbv`q{R&*yC|FHEXDmaQcxE}G%RF1d30%*&#S
zE;KzYXxm}k!)Eh2w)e?=^_XyWOV*u_ZMB=$O}Aa6d)uYHbLG|c>%Xp5>ew&!+|NAu
z{MzC}*KJoie(E~so$~wYk11OdBzGz=Eiv1~lznN*y!Nx#tERK=eBHk+Q%=qDz}g>I
z<h0a74<0jM&w4q@V(zSsr>yq9xhlT-9^;9%JMDrh9?h8R@o1U8^IX@QV%??8b9m~u
z2EI{=J8t??V1fE|X3-7Xyp@{!tV+%%Yi;f}jqo^YZR;-*p(gqIcwmsnBn?T~)i;-1
zyez{QQJm?#%-(9n)%@b=uSylQU!7Mjulcg7SMzL@>b2=xJ=f_y_nkf`?Bk@JQ<jIS
zXKWTYKe^}1>VnfvDyH*w*Q}n$o4kL<@;TSbwX(kZJd0R)KcqB1$MRfOy=|?#pKrnM
zIr2*lm(@o-%U!<lb?}-e)7q0&52dg3HSw6qerv}?W8o`Tk4(RFJy%0hCSum-_>_0T
ziNQyGHwi7b&7Rm-Be&zk>WOzJ&iivc=EaLOl@r$8+bzr3reJ&G(IPX)h69T@n+0Qi
z3==C~)oPzvDXmsDMawNHJlvwv<l8HEuSM5%C*K!+#VZvm-dj+yu3~TBt_{umIzIn+
zTlpkdZF2&j_R^_!#a%067|(mXd_J{b_u+$emu!AzyGtra9h!H`-~ZHJsUm5ck~PhO
zw(e{F4f{7;U-|UXv2vNNGn4LHK3-aNWLwAm!!b|KPP2RQcvfDfZSUSWmu`G|woPFk
zZ~XS{lP`C@2|KOK5;n(dcg4+@(Z#2Z8@Jp%b2QCUGS1y}k?w8L%iKkbKMRkGS~j|W
zxKg}Z+D*vg*tW2HRpE&|OC6regvn16nP50S>Z0?3^IM&BZp|*NGF~1%kFDy;YYPjO
zC*fAo_a>YQ+x)7EZ}H{eWtpxn2Sn|*Ha?%+$LE?8ZIEOibt>z(tVmYe>0<kn*1xaa
zDJ*#(#hJH!PWf7st+IueuWjneSb4c>>%!gxY%|UrUin8m_iaIy%r)5~Ics}9-`gcJ
z@wxAkG_NDg&0kh^JXd%&?>|GulVGOCdn@ledY(JiM!l%{Kf~+Qvm4asbRFDo!y}iS
z>-2G6#@;t2uDi30Vu}h1@9!-R4}7kEX;+c)<X@qji+=i9uJT<ixl?;ihlTq5Q)`wS
ztiGJypYK<7EzSR>UvNtCr@g$33pkW-ZC-NlMQv993`U!v)pL^PAKRSw;+5w~wHs^Y
z{HiWbt(ue0zSRGmzx?xSOSm#!GTj$?`7Q37a)3eQ_tllvA47{Op3TlUKXauRn{C!P
zKdY-gJ;Lw9K5#smxO%tmVk_S}^R(rPKTYnsIY+>qY2z}Puv1~~^VQyOJmvqH$?*2x
z;?IY-2p=si?suGZU`O1}waVrtxhE^;?1<UE{b_W-5kFh4X?LWqw9Knry)0;tk0O6{
zSe}yspKn&~iI<UF?#!l}rS&eqj!W*|ZR>G<YJQQJ<H>`oCb|Babwz#N*U;%UlZ>oF
zkD9D2^2^+PXG!u&n@6jx%9z(?O+8<C=W2T3!Ie7&GB=y2c^-}abU>ysXuX4<v2WT>
zf7>5l)&}o86Wq1$n9m#;#?bBuRlh<{&Ja~7T_c%t%lg`d-52MSO23Jy?5nyQRQ!6@
zfoVDAE5!1uu4gS<Q@C>3xt&XS-$zbLwx65+v*q!uiKnIJxy*a8<o3-;+bq8x)mnM-
z+p@-B=ElA$C1$~yQAbz&Joxo!mENQ|eOI4P_~cr(ZPJXWLsiO)y7yc?cTe;IPyN@|
z%eVDQ95|OfwRh)#2Cg@`yV6Au-QM`+%9AVJynK$2c546dlkPva`|9t#tCil}@K{sW
zU-da{?l)Vh;yrQ8&qZy?ZIf6pzpH=R`o&wT%^2n`URqJMI4AI2ZT6LeC$(44SMHwN
zb3b{q<CXCI<+mrfxfYjwoUHEkPFG+Zzt`LKflIUJ?#vPOEVh18v;Udky~Ur6?@in|
zD}l@3>sQLepI7ewo>pFcafjgLSq*$!a}<xNp9+!AE@EOlxom~a=WwnDTMbU9S<+3_
zn`W)IT+49VVHrc^qgn1EvwasH(^9=}!}_Z5Wl(p6;mI{cd|AHB`a%SYa$o<D4!py|
zQ@VOtk>$Er$CxY2(v(H!ggd9|#h#sPs8hMxv#@dgr|dbb9V@q+X>0TP&YBd{R27n0
z+8mh|J*y+#)JyBgZ%<2E&RvgR21rkypLJYq_T=WXT$)o}WtGg&V<_PD(<{C|e`(Rr
zvpzCSmS>&2-pIUNymR}U5_QWL*(<hdRZD%gP<s-d%zEOM<-v7PQ?B-|yps9q+<u1U
zFRP3hw>(>^d*N7d<n;0x>^j;LgUhXho3GDki*z@2e8TW6jQQ@Q=a+4Q?JkuUW$!Zi
zX7SWEZrMHKAHmn`XB5vm=XuWkbri?rf|HN7ZL~RYyX~&mx0O+<%*?VcKlse}eIP{W
zjvD*fv&Gx3XSrV9w$#ke^R<^%*$SS=dtI(;h<thJ)HBn(_oQT7b?DY7wT2PiR?}GI
z{IhPl$1w4m+{zRzxuus-RU8>CWc)VVd*b9-=chE!I%mCj;jJTuyYu9xUORGn+m4PK
zdH)$~u01g_l)1L~#vwhgxaBcR3jJ;^+bnqQ&XwICWAb#~w#>bD?9{{_zNtZJKdX{0
zSJh`R%ukG%9zJJ|+*ZNnXYSrxw>vLWw&^-N^{35MPkj}YXPduomMe~1)Ysl0v}pG(
zJxM>$x8Xv;+cr1J1fQ^2o_)tFN-eUoO>6y}T0bo#t6BZ|_UBqfIwuwBuQ|i;<jcxG
z*VNTE9cDZl)$?@aO_52S896SVrYXmc$P@?NYUQ$6eM5SKt@gB{EAN*2&p2)%=PB>i
zee(Iz5|)ILWoxSYw>r(%3kZy!sU-Sl%VCDQT`yXcnO1tuj&5|{Qhw*?#j?F8l)5EP
zybRis(4SS6oM(KmE%9vH({;}-?&>?RF|=RjLDfb1ynkPpwN`&wu4$6#C+_!@i9<Hi
z@!&zzl2y|ll&%)MC7w66-T0NS$I=hmQdv))Se-3sx?6T8`^2sdy2pQn{Ek?xam>GX
z-Y5QtUJ751=51jR_L|u9nB8>t>e`tXPnt~Z$z^yhyI*VB$6V2CTPlL;fBgwJExB=C
zc16ol_3T-zZ~c<=aZmI~Vt5@g%SqzVVxuSFDVc8yPp!W0s5+VV+JfH>Cr`Zf)!f-v
zs}-1ioZ)&<OOVBK%a~=Kg)}1lCD$@1UFE-VC#=)$_QK_QXErVGnz7@o(?oNoHPS`w
zUWYu(O`dIc;y0eZ*7W4Ditnpe=J5xIA6@nKWn}frY0u5pBp%;gZn|URoV1An>C3XK
zB#MmtY_(ENb5Hc7ElDulR{b|?`Avbc=d<32ojfm{mH%e%o{3$@Z!NuY|K{tJN4L&;
zP&g@be}d)9*!MRthJ0DkrEu0~wbw1<T@n>uclm86o!rf}Do0xM#l8rYZ_9rg&NB>@
z37N38x%bN?_i1}47r%~tcJgW;<I$?e(eBO1qfX3X;i(YaQ|NIl!qz0?!K0>t*GJ1X
zSZg)ZA6tJgZ*O6+zf|in_G_C~cJ|B)GhRO3d*)W9(%p>JY4fIApO4dSpBCHasJ8Bw
z-y(<N<5i+2S1%TIH*cPKZ%y^au9=T59<5ZpVmo`@j<p%GGU*oUBGtB;1$N)O)0vQ9
zDHEdCo^QK)VVGZq#P>DTE0bAzKHj<FR&`@3r}`?3ms5&owTeG|Q2r;Ya*kZv%C?tX
z@4LVIS#`#|P|{j`zG}BjvyGhg^swZpl~d)f?R+--Ri<BVwDZE~i4De~w_XVOxtlh;
zySwB2D#zJ%*)xMbTP@X$b}92LGV7mh`QG2$`*qh-md5aVoA14!eBN?xZSUJ;i?d71
zF5Yw3npE7CePYey`Nwv&?6%vR@$UlTudBQCeK||l7vK2uVMm<%-qM8)425swv{P5D
z>fhTOy?V_8%e%9l&((~TzA)E(<%{=L>kIg^mVeulcC1#rb#{19Q}Mj5ZM)W`v0oOQ
zwOsp6sqdxD8Q*8SpVl|st<-j|@=tcd#=X54IbOMCFE@|ZS8K03HYH`r)W!9|z1Kok
zTC6wv99?*Fz3WvKqtxP)XDi=K*gn%Gx7a3hP49{)tnM-sy)Mb!&6*QvA!+l^<mINl
zmXGGl+dXH>tqV=r4c1-fs^>JHvo4O@Y@P7@+D7h;XG?>-GFJL|pSeCQp~(1bdfw?e
z)7bKPSMyAyulKLbwu@MJaHo-5n&^x-o@;l8zy5Jer{ktfsp(wHyK{?M7cVTkYV~Z_
zjH?Be>xxton_otA_`UnOWlprs*2Pz+<#BQ!7i~KAT=L}Fzb$hn&MLb3&Q_bRWagTs
zYE!pa)@w{+6irQ#?=4w$qB+2J=lMG8pwf3|rfT23afZvyH9q2aVL(fQ)zy~AqC!)8
zEhk-=<Fv!>?kcx!K@}!P)lD;YyuP<{$<yLRrebZGTVkFB+w>Lq`F~p5^qBc&=*;P+
zf#p$~Yk$osc60ymG2&=+q3ESEcjRhUO>&UvdeyGwbI$i@MsnliOS`HWPtEzVV&A#l
zo<}44IT+r*_6iQml-c&IJUe;mXSX}d=j#juDi_S#+LwCF-ST~i&Ex&dre{-&HyOJ}
zO7PSRM#%**d|9LM&S{1HS|5G??`^d&*B;Ma8)!4JfWx*rEN9zK$<=Hxq&iM5ng2R^
z^&*+%3#Y4toBL0#`a5;6VXV>{iziovc0FglxAN?|Wn6RbwFNn7Miv;(ntJDR*Md(1
z%lnsFZ2L83q1@_^+8#$MWV3CTD$m-e{5veBvCrao)m_Jlnr_xYoR%+RYnz_;lt0_?
zyJE%(TkT70*7kT$?rU1K$jf@pD!)*Z7bStmcNG4(`ed8qdCQ}^JAb-qoi=0hD~v0i
zo_sl0?^JHqj1|0H!k4#Zwy8V_eX&rTt+npK9cu}v12Tod-J<8$mU`zo$Uh95cIUAQ
zS5c8+;ckm(8-fhG7L`0b`QSf;*B9r!*;#ug^zK;sCSJ?q^Rlg4eyqlC&K?)Nws$A{
zQWpigDHfZi?DR8#qq^~U@zF@Bq=t%hdle*CtI7S&ippMbIq1#<sl%2Gg?)d*bbb|{
zE{xm$EzT;`Gnf5)<y-$*M^2glHnYk6a^5lg(Z-UvIaT3H{&v>y_Q(y9Nt&|CckLI0
zkl3$LGEB!F{t8==t}JVKZC7#*<I7N$ZL%I~b}otE-1|l2xEjNGul2g;<a2#auzMYz
zv!c#VJ7aI#%B{sq+KLW;SlwORE_y=sM9kx#UsnaiO+9)3VbqSjoGm-^-_2Vqd+54n
zu9D!K=B^JBTf<p+uil8tTH4OGxp2~pvnwCv+&3z-Ellr?crLnZyGG&J%B(oyzHCQ*
z!@kNjKl7^WW7_pPzJ{hGUT*Z~XnAaU;NXgRPr`QHf4=ZnQ0|wMW2;y0-nd=GaNf-|
z$2Q44zBg}sB=fAT&(>LW&9C0+H>=jKDAv}|CS1QbWy$<0QeQaJgCzL<ww^up*p@YH
zoA}1ASbo!8m)RYUU)$Mfa(VJ`(^r>UP3K%(=P$Y><?`KmwNXKPCmxE<T-wL+qA;#C
zb+NpzN8J9kF`GS(fB2idZ(AvcRr1ynt6kcxHY%(1tKV7P_)@TXPS~Uyi&ngRAKhCh
zAz^oQrtTewln3=*hi5$xDVUOc<M56iMGINh!b@{bWG~sXH;9k7C^Aw-=5ow+<F$UA
zB|l}w<`pYEzO+}-k+bn=K~zri8M&>m3>R%$=a!}Rd*;IjJJ%-n?FhGgwDYHO&hszp
zy(@xuU5oj4!cl=SqFC2I^5MLfHy#`-4pY|Qs|ve+qpvdNH`mM@a|XlkGkp~gpPvad
zntUwNN$~ckwKu+e-XT-{F=|po>+}39rLT9c->_a<Jkzs_x##22;Av0xKfJa6&M|j|
zk8dM21=Ej<=6+E<KE2Ffwc+`#CQX*IuNPL7H5i6^@%?9*E9RMT$guj0VcVmss?fFT
zLXy_7Nbh}Jr6_mspXlT(`=Y;CCQ3Jd_gwvPXXruM-C?KQ+E;#k8S$N~gFk=0si32l
zZ|uUeB_Rn?E5AKIuW~JT|5C@Tt4l?SthNe!+8=pw>BIB2*@vxnypB=0!}+-DMb4Aw
z^P1P{3hpYd-h4@S;x_(5--+z%UF&%-=~S$cdy{NazH<A->wae8+II^0FJIeap*E@d
zz};V=j77V5T|FwZ)$(##mGr~tm0#9&C?)rV8;d@g{<OF3+a$%9^mSTmlI7Cg#Cb$8
z_GLM6*gV^EXx&vw_OAYX)0U|>w`gA3duAnL0&idmi}3s-*B&!@uF98ZH$8J{xAkMK
zS<1S>EJD25oPpte{Ch)FZ&}E$R`QIlJnOeSCN1Y=$sW+^{R!uH&o9uPH}S*Xie*QY
znh&nIbmiuiJ>|A$R~Ez`xw7d@dt;2(y$uY)2VVO}uMfVqEqd|%d0gM_yn3SLW_WOw
zeaijYGMAif5-SfrmiM~4bz<bMN86s|9XFlrJLk`=pm~cnO1rXrSsy$-&x-48PO{RR
z*_V#_byaPtteKT|rbp(Q$+bCuFUBo4;K}BCr6M@FFLT)~(_X2})w=%5JNq+jl2*EF
zJ(pOU>!J7g$91VsZ<Q8>Ty|gRw<q(g+BZ|RIhwDGUq)Pt6Sat2w(0rK69-Mt?mc+6
z_*na%x##^VewAI6U1MG`dHw6y7O4r3*<Z&=f7=#zu3~lItGp#Va~|#W%GAC2xuVBA
zXzv!g-tK_zzU(ONE5&_VKQD<oa9lT5cHPD%yCS~qMaS8%J-T<z_Wjwg6X$%xxg{R$
zxh5N4%~y48=ia)iYuSFw=3Q&qwX9V5xU@E(Vb_EA3w@GB*G<<u(DQAT&|<@rl3&i6
z?tPaUR8grm>B^&9XKM~N-U;9Rvh0jP|DR`j_9`9eo_KHXb?@!T`GVgbZ8&l&X7+s5
z-le|QOTWvSWca95hcmA@W^kY}ZhgL(;3n(vnXi@ku0BkBwLCcXUF8k8pWD-?oO&sl
z;P17WWz}Dfb@hQWblNuMzTdO?ZM-LINo~|qPwj}W4R?5w)*TC1p7n6il?e;v*GBm|
z7M@(4?Y!Al`p){bqM5eYbGI=UuD-rmr-v`AhliQJ>f=UEwKp~E(lb5nl`nj`!(<=z
z<+hX8*Y(C5Wf<dTr|mCS{uSP6d-L<f9~ZB>a4>C|QW*J>r*G?aiD!Fmn)EwwoNP7u
z;JTo<m2y|_#b|tawqy3iYdcjgEM0ouYX32Rzpp1$Zyz<V_j>z2-11lW+&eDLV$Wr+
zUrC+(J*PZyxzv<9m3ikE|FK;Av#Wd7*O|&fE`E%UyMA1D-<zQ-Z}>VsFk{w?X$F#;
zkJc&$Os<+&y*#MbZONKKsjHKFkH3z$&AR=lxbesJTi?GaWpo~^c(kwN`WH#gB8ES!
zSu4(mFE75hxML;f(N`BAIDP#5ebxOL=P%F7y*5)PC|NX(W2WPSYk$uDo*&viX~nx=
zGv6~FJe#(4%S@Z_6vdM#SH_7RXWBGr>UUeugcoPUYP46KU4CzY`cswgySr*H#of}@
zFFaerq<bR4J?oeBfnP6MCrNVJ2%b$>x%}x>WnQn3t@p9G*LUR(m*%T(**!(@Tz1jD
zx9JS!?_)(KsC-~zE3!D668Yjh^UP=qb_>&ER~G7u_1s&dn>FR1veJJBx4wsbt~FO5
z_4D)3VEuZGP5aG9otzykg|~Ldru#%*-0^IC&zz`97rM4Aj*?okJo&SC(8dby6glml
z&j!A=(U1E1E%}^euAeTyw#m^rMeyYMAW@M^HOJ>lSX8ggifb#}-u!j7(@X!V$1Q!!
zo6q`fnr8Q(VQNWquHV-n&8!msGRY0@a*I}<RD0M^_+`zsBI6&yK6@V9|IK>YYdt6U
zh{+e%Hr?|QZzDE0pWhm1#3Pq&d4KY(FPTAG`}MZ`+$E{EXVxl-w)4-U^olsohNUup
zI$LTH9ej2r_c!w`XOpTur%pU^@NBL6k{^5Sx~)2YUM6jyO?u4ytXmuQSE#wM%WZw0
zRPbs^-n7N7QCFru)|OAafA8n2hJ<-_TN|ZMPjGx0vu$Se^Htl5C&q5cVk&tO{`|*{
zQ&YZeJR2?W%KCKin#=E(_4N4}pRKZq+Vn=|de7>|d;PZS>^yk1^3<L!J58Ry`RY6G
zV)iQ0U2ehm_DyI?nRZmg_Gpbf>z_^ol{w7uE-&p=KkH1h`C!}_*Q(>SW$XQo?-PqT
zESKEvYYv-}(2#v*neL>**tw@U`HHX4IxLnJ-SL?Dz5KbkV!z(ivJ@KRp46TA`XBqo
zn>pWk_H6fGo0V;@u#ssO$5fq?6^|v@GyZ0uS-$hL`nig;)qI|=`g<<({Y<plbm_To
zzD(gQp~7kBP0x8f>^vSg>(rjB3<0w@c0Jv{)xiJjx=8EYw_WnRO0JsS503lx&O+(+
z*@|r|S9;pCI@-($y_+1Q7oo0l)mGoX(j)yp!`Ew>$9&~wXFN()KPkT2+{SuA_snVG
zFZd<bm+YLW`|#G@cG2@UP0Bv92A<PueS0$J`Q^32RX63fg|;sBlDTv(e`RZV#qDmP
z+SL=LJ@SlJ`4}AQaqb4Q>C)7tch0y8_w8I8R2FVKGqfk=_JqGiw<4c%v9s;#ylfJY
zyWq6ON%^&fvvg-g8>BHS?VkD7^p@NEEL~~qO-WB9f8TP=>EU(hnV>Cp>xyxEVid2I
zx5A=FrJYtiU)Ghn>3)`(v1_d<$0F;MN3ues9_H))>iK6X`}OCYqQdL5KHon5J^lBc
zq-|5SY%)La;OCRs>boXN%;~un5PJUFW}i3FmS0!&9tb}FIAVG7`^-dzMU%R$B~B%z
zU)nP1apr@MaW(oMkJbOWYIQ$>XVzBr3#XQeYTx;iSY|J^w6OHkoQZE^>Tge%Ej}*l
zmc8ikiucj3r#Bwf3T&$TX#4bWakKx$#ns&#{0ir7J>hL_-FiMa?%=|x+IbfYpZ1&H
z*wXu^CN8^k(iY*Z=N7$snADx|WnI!usYh=^czQnj?woK^QBr-@`#+XT8O$eM`M%!t
zR;ZaByR><##Qoq4UtX8?nLcLVdbV}-+u02^JlCtWITotl+M^!7!``-Rujs^WQZg$|
ztLLSz$|}mwtB?A;Q{Qv8<@;#!-!uEGo(0_tuX*qxTXMC^x>{RP`}Cb}eu?WWpM10`
z_RJ}fp65#|>n0o&5V8*UW}NiuWnfX|8tv0}H&tyuS1@Vzv}dQ>n5L<}3`tFFzI`J+
zvOf2T^Y&YN%HDlh(;{E><nY72zwZa%KkOL1WofOiW<kV%hNvZ>ZuMFR%#Y05v3%{#
zXM4}NP3_N{Ta}-d->~ynaa6#QjW&fbZ^~IWHeUa<ZWYU+=Ics349$D|YFu_sJ9?d8
z@zx$b+n3AknZ(at8=C!MVc7FI;q3M6%xz}<yy<)2t!8g!@Ur!qH_J@EW_JYHFd4^L
zms%zjzK-%Qw!PBA;Fonc(@0d(zSZ1s%bIH)KX2{m+WKVgRI^L3(qBI9F7j6iujbk)
zaa{Dw?OQW$PmXI(WK3YwzH!)WYX9QX>1I3AW@Rs&5)^YKZ+-vs*o&JLN@N}{4b8SG
z+_pE?THbF;-rmdS;xzfIT66Av{m=0A`r_J&jz8P%53M^Yqq&`P-q*Qz--v2!=n5W=
ze(~AEF7(m1>4z_EkUaEd-G#WE_^A%xR!n<TDb3u!G_K$I-0Hrb<TY!5%$V>a?@sM^
z(K|P8-H2LoP;};|n({R_YYtA}|IZM&G^D4*@A-)&LzCy)TQ#fZEt<7-Q}V<wtAc-Y
z3Gm%Nv}fbAw680Zwv^>nh{}ALe6i*n$Jvv&M6NA&EnIi%=h5QLS>i$I>Y|%=6|k$#
z`POArIO}5YzIDg<I_s@ene#kfrEt?si8;?!>29=CH@&`hU3KxbrF|DSS*)CryYY)j
z(HoPn?PUh7U5^`Q)!&#RIPubM(QOJrKb>u^6m6+C=+#*5Hp^Wice;&!6>GcX@u)Yq
zM3k3lEp}sk-R!RQE@Q7>L6m;%qPgFEkH34ii`8-du`P?bY?$X&E_uA{*(uLbW0SS!
z=2~T6zOJv^d?{rIM`OkNnEP#CX6mW&Zs(47cjw(Z#o~S7iM2bQU0L-!?Be~Mr}bvD
zPLXAEt=zVG<y#i9ugA0(UN7Ci$nY^vxVkK@$oOc=l%?7wrcHsq?%`J+f6bhiW?N}`
zF8a3p3?r-S1s9b|WnVU#1YiDjJx5vMZiI~Rwprh`mRM*X&&yuaWw3fq^|d0NiQ!M@
zIz8Z<x8=ztmz`M?nNJk{yqa`i)|nkUZ%>|eB-eeNh3K5h-bW>$e7fwXrfzO3K3c3_
zJNeqY?Fk=ez1X|ms#4+Y%I*92d8`iHA^Uo6_R_eP-&dNxdc3{0X;;qt^yD>RZ*Q$*
zGMtn>z3;7iaG2DW+$C=dHPpUu+?N(A_ch3S10UnjVxd@b^@25-dVQJYrg87?SKc)J
z$7UW9pQC#&yCHkpJO3XcZeQCiS9;zrnlk%UmEazQ(p6_`{<h0UJ&gLjEYt4J)|=uf
z#pmbh^6g#kuWlN+UVdI-%;vb1$6Gx%KlR@mJlRszYrB>FmU%_RPO;UGHgKokTcmgM
z(Z*8AODj*gN9k|-I5CWE(QU`OF=3ByO_}8RE6i`TX+*ia@-C?vCr*dVzok8A+RGS5
zmE>9LKG|I|ZVp*ql(V?{i}kmw?eYe%LuUuS{@j0V&(U|PEYB~k+<WBC<4<doW~J-A
zI=*DGZN#gXzkjZ#@8Z3>`Azm|)+-0TKJMBndi(iy+t;}|sc%ECEw4B``DpT)<CT&&
zTwQDv8&sq&XO#05PmD3%J?+{1S(%YD+AUT{Y*0y`b=#oN@oZ4W?0MQAJEc~I$MTi=
z{;;_g{hsC5vt7%!rzv-BXPf)X%W&3mvs5j=TeAM`iWv{?-F&_@H!fDre`%I`R^qnM
zV^-n%RT9kCXC1s1<ngNM$%4yOn<wp<*gfa#s%mrQ2~}a8otyt=J4yRI+TN2>d7*E6
zn#RV@Y!1uKW;i}5Tkq0#RnVQ;wBYtiwf5pmElI!S+<sN_8MtLNZYXTNw|DBA%k0eC
zy-sJF+OpdnniFk2SM<W?Db2FKLN_$;Shsf#r>*Axn`d{cvy045*U8vDXT^5O^Xs!V
zY&$(q{L{LnI{uQsuC+v!RfSdUTkh2o?mRJC&nh_TNOMn}>5HVJyF#~al&KE(<e#bj
zVP2u!oO897&$dkVv75iNN~UaM6Q6O|zjHet)QMa%z1a17;{o@j6DOaIvMOpkA$j1>
z>#c?lN*+83P3yi;Rkr%6@?7;beWGiQJI&<{GgB`2df&RuU*YoE`OaNaW=>hX`t4_n
z6K@+{hF!ZayZPm;du9iV{}uXZ`cJgYG3`i8I@))4m6~nwtP2WFSsoActiz0&+-tSY
zoDdXp_4@FjWbKx%sVX1+rb(L3n?E&WO|H4|q)(kTS06GQ-+yWSPZz=CQ5^#OaeH68
zB$r<~Z?OLHtQjswoT7yRhO48^zI|Pud+NgTC#|*ie?wyzA2YC6dpyqa<(Ky%Gd*oC
zU3)a?O|fy_^U0wM6H0BuJ#~^rU9ZS#hkU#6c+%=k)1J#0OP<Txx~HeNuRwcEc2e=d
zHP<#I9C@_$S(s7C^Jiy&M;{C9xgO8Aq^xIR|EWDU1=|>Hu3S8+)RpDEa?y&%+4Hu{
znzX$z$}mP#`QDz&JQ?$Q=P&K@uHGj;|7FOO_+bB>-^w?X3LBemt@-t6$Li>NcHix$
zUOBG!!2X<;jLX!o8_jqFrZLn_U1P<k`BYp~cZv5d%kXV+d=@Kw_vdLZOA?<LGSgGN
zG3ael$g+96X53Fd@Na66hplUg&d!%1vYzbyhc-NaY86!UqFA-S-{SGCHRo3M`DXep
zf5tpdd;V;N35>G67U$l(rE7%vigU0$DGpO|$d*&fc|7OZ6&-e!s<1m}@0`A$Uv#r?
zLCWj1QFnZm<qVJd-n_CPY1e~!Gml3_+|GX*<URSQk;&nnuU}U_PcCqqQ}l!{+cTza
z=b9t^wpu4*<T9RBwQriJZ8T@j)%q&8guS~$m5X*hm!GQgPA{yNVZn3Tm&@)tSe(nY
zf9t{dY<cvA==uIpGo6D&9_OBH61+D1gl*wj|7Sg=f3<dRu=}@YR{LzjT;a_rrDy#)
zmG=fZPqIqBw0_0$th<iiEuTE-K6+bJYhqV#-PGiS123ajoGi6advx!}YCQ(g1oQZ{
z>2D9Jt#?_F+_f*nfA@k(&n5pe*j#5_$>3M@X!pq*tfmLz%^V*$M)+yJvwD2#_&mQI
z6Z)?5)c1>~J+|IewratHOMR^-?>8=&cm5H!qK5Hjn2?;+=kQCxJ;BqCZOk-|<UeEi
zpW$oR1n1Y0Wq-35IV@-B>R2sx@_wR#@WGX_A<Rd$^v_;fI-zF9>N1<3?-E;13-%db
zTbA)*d7qZU;^mj`O)Gmm`C9izl{*tVl^^z-+>5v*s_<<7_IrywO-ep3xwu!VL8O}N
zMuh0%bJ<!qyK|ra(cTcTQQ&~AcGuF0Zxe5oZ9Ectz;J?LOwQqF$LhVl+}_a{+<0rx
zt5>>f<D7q-U$gv=?Xd$6YP+oi=Y$J0JP9vMaC5i+TlFP#umAj`*2`C3S=GDO-EZpQ
zS2^V}b)nbyw1%sEd$c3g^%HM-%+K#4lPyj*s64s4TTeyOzVm%ZyydUZ-!)DAPos~%
zsGRs?n{~z012R%uq-Cygc~q<wnIKbLuhqWt#mdYJ=l4uz=smQvQrdED_D;Jr`*R!0
zOC{dMm4>c+zQ4uO)x>b;V^it3+Sf&v{AcKOw!bU!j=$=d*)H46(|6P29`CsJb;%B8
z+xoS|J1r$-x~^|yFL?0$-rgB&`FoG}ezw&szu;B&*F9>srETr1DK?Ggvv&6TgqB#$
znXS3U;YqUn<IpKullY9IT|Jch_P*LOL6cp!-pbE*;;hL(Cm#sztL}R9_Rtqu?Q;zo
zx4Z6d-K#9x^62J$uU&n;Syft2dqVV?3?77P<ehFjv3AE?Ki=Y^C6_n8DAtrY@-1<P
zLh{R)(qpsse2iOLcyi6(W}CiyQ$26)^?5E4b><^?ucd=}ZsBw(H_v0*FRW)f9A*et
zHC@2+XX<soT)C7Lmudwc7{4siIA{Di;%(Z2BICHPrn3Z!v}eus_nANab<|3;Gq#h0
zzNb`N+4jcrMOL#ApS{-Com;M|FPA-<bbfIU6XTzXb*GA3;?_J`FSY%?b4$?koo~A~
zZ8A8%H0NYO$m9IFt@A!Ss55=F>SD&nrG9~Fcc&cmzqUI<kKtVQ>4`VwjAKpr^!Rz&
zKa43=nzi%A!>6aS=dO-bwAI=&-SQlJ)=8BI#aBYhZPIPR=R98dX6Ldk$*Qw08Im^5
zi@p1w;n$VTO`h5zPIhmCcU$f}&B&>IX`POwe7R`aHQqDEu|^I%9t7tqdw3aD&6$2v
z+GcIYtm8k!i$eYLy|UewuUPZFTDmBDUHk0XerCHV4|AKp`+r$?&BN*2bJK|$p{A>R
z4jwbVb6V`qm$$y37*-#1Wxg-+Ej9o1rP=-tG234xo9>he@y)qY*!3#0#Xf4^wUgT?
z9!+_YwNicMk)J7C%N|VbdcCZN`O?mp*XQjCEis<8$;kWh&!jCn>o{s;%GTVJ(5sL<
zYjwFZWOC2vSykGSK{cCvzMYoXbA&}dZt4xSIT0!PvfA>_0WanFqrOEbIZCkbO?`fC
zvfqhc5toab%509s+N_#q_4#b!bTJ>#pM{gM@2=AgS<XD~>XEppuL@OHgJxZN&Rb*F
z?|f|8R+~9Vn_1K?4z72a#m6seyILYzz|Z>n!n0!i+}{h!c6Mx>pq;09T;a=VZJ{s6
zMN`9NszR*idKPPIi{8_lI$!I7;nBP&zy58VZD(fgmHEY>B&uqT>4~46>xz;V@3RUI
zE^XdDFS~!X^}elMnww{3X$OjkoqQR#*ug#KSBRHuOt<8(Yxj;F^x9k{%wn48s`Wc~
z#^=Z#psS91PJYt1jh@7t>EpPjEqM3kS+lhTrrz78w>V{<)~h~t(>X0EpXXm%*LH&C
zpXkhsBA0ITm7XiSw&9Lk-PUc-pT7ROrgB5^dD|7aH`=*hC0NLOs#w!`d7b^#tTS#^
z-&gVXeEoH~yNY*fwgkVV%J-Fvos3+4Zl0IbN{LCoaqaBSnZLDPMfFN|ZDB4vpEZre
z!P2xmYvqHU%YH{<S1(fFh^l0GZu0l==M{54dj<P1Y?++mQ}r=)4)amJ<I4;~ez07#
zk~+k9dyB!G!dbnWFExkG_}EitqUN(`>erodPRn~fM~G`r{t<RtGq3nciRgT#=cd;s
zBNxv-YPVchYr9X{f)MNJa#Q!6vV0lZrN3g`k1H3RmaJbG8@lmz*s;R%QAO)4&NHof
z+&5+R-Y;t2lhZofnMEyr1s4?iC0|~aZJpK8bNlY}g!p@WRoB;KdVfl{t-3zp@b?2}
ztHq{H<aqf{bgJ*n`|bUE`leP`ie9;O@_^*Jh<`KIo_0GZxz0TKg~GKnuN;3Chxu{5
zytQhjgv`|g1$&EM$4m>ij^EX9do|%?4cCXWen-!=yj6dFv{rCM?IZt(aq+c$k1D=C
zn`?IE-Nes7b`{PJPoJo|@1EJ`=)fjEwrtl$hwJ2~1~ACadbQ&H&KFP5nM_~#$=xRS
z!~u~%g<cghT))2Ez4^0fmy6}W)m}H5R{gs2pg{9xsj8Xh?zMhet5XUC*)5+<*W8kF
zsoca-L`L}9$~?(qnU8#e12a@@xgWBxRbyZ4p!#*inVIh+U$68kbZKdxGb@2%o|aP8
zldDr?v$nYu7kd|-I;NG>eO7CN=Iyp@v#(ZSEvjx>3(xsxOt6w#QDp3T`a-kFCCinT
zM@{<Nc#Wh#NjIL~s&~=zzS=UDW{1hKC9FwX3u1P>{~0QL;WDT4QniUj*^5nEpV@b<
zI$3Z|+qBJ%Rqx_)lS`cjMZW(TW_+9<<@`4*h+XDN?xk6GZcdxzHFa6)anl*bM>Sb~
zUF(ud3W`13SaRcapmdw<tG4@3y&R7^dz|yUyCv@PhrPamm7ecC1RgEo@LZ@`6g=5w
z<B0=b*H$b~JeDn=an3l5{o0hdHv_x<i|gOYl)eqLIq>_MM^5sry4u%zv4K~XK8yBr
zOpgBciRVAVJnacNE5EJ2c*bGbrHxv?#=C@AWixv<j<fBYzxB^@wN*3k&R#FtzWJ(b
z+$Eb`(!u`MHp=DR{kbCcoWJR;vnNeAHMXqUvRz+z-rrXx$3>@4?wXpa5E^mt=Im4M
zwkvPMFwZ(2*`KxfIagS^OR8MZ2j)u)Q<-gxeZx;2&zhev@jftZrg^8!dbSyBPC2YK
zi_!O5`()1Fj36hkH<!0fc))Y*zzn{>+B0t*mbnsrM{cW7*Yw~Dzra^zNvR6oO&&ZE
zK3n+OQ1)!L&hZS}Y)hvT7q9xRp50c!9<}1qbGxg3pXDmvhVm>44mqy1ezBFogD<Z`
zmQ7EOI{iD4d1>gR=jw7-rkdBbzg@T0^xAjPwXElUJ*>HQ&Nr?pcKO<zm#ZbTHtp;A
z(y`=cyVuJHiO2mvtT*m@qbZs7Qt8TK<+YVxGd<s|D+^vJzvaAxyL45b*5VU0EuQT(
z+aG*!cbIpU?>yehe}~eu=E^-UIJ4mE>mWsz>gzoE5|clNEeTI}thO?6mR_jl-0V5b
z$MaZ=wtLUoaa~fjVwK<T&u6nm)5LqXxEt%#)@|i*oRhTm3G=LT2iSjwFP4-`t=Ou|
z?J4lMG5nJ8tksedqHFprA1w<?li3w_*k;eHY&VYOCW~z~S-R&<o%?>}n$%_g85&k|
z9C&P+o9kV`c-B|AKkIg5^~Zo`7yWo=JUV&kNnf_<0jIj0aQ~7w?D-$o34L-?U+a?c
zR6FM4r6-<yz3sA|6luquOM1unRrEQpaod-*uca4k(zMlHdhvVQc7x}=*QVJn6Z`3A
zvCQYm^Eub;c1==vJuCZF^yi-N8ILaC_@b<#GV99RCplmLyqdf(OXz7o(~R<@O}no<
zhnnA+U3uK%&r7kyS?5x7O4ocZTJRw3LRa!s_dE9{J#_l|Xy?y7&z!W)KAVKHHnZmy
z#&S&xw_F-lw(;W8@&?P-q3iNz&nu36$^H1<rM;Ww7ENlk{$dnb$enVo?2%iNr`qDa
zN|CQ?w{KRt#I3}CcimQvn>odPrm^p4CqLSqd~n^VQ$OAwtN-=&*zB<2Lsz#5={t6H
zYMeB-a9cG!q`bF^t@7&{&E@y3t_5vrmt6KX=aYZdlaNI-UsgxDX}x>1$u2o6;NYHm
ztMk1DhiAQbYj`JUWyzM5V_tF2i?=HGl&yYrvpwsD?w@6nud==!dETJi6zcc1E$^&x
z>!kY(A7`D)IB`De3-^k1_FT{6<SIoT2JSto@oDkwk{tP}GZ`xX8JJ`DPulG-8s#Ct
zJn>g}O4jX#?aI@h3til?=4Iff`lvVe1o*wqRXD15y$sF2@T?+jUe7agkGZ@d)hjpE
zCC6HBJ69NaK6BfyWQ(tsOWhWw$=_b*{_)Fdfmp8;mdQc3n|>Ahi2X2K`|{?C^wZY2
z-oLj^_qsZRVfPNv7o00rtCjP7;H~+{SZbTSW&6$?o>`w(JI6}C2%hs;x>#<a%De=%
ziMlg8WWsXyJZyM*w)C5$fBxFS-AeDCT@1{*!uNBH_lka-s_P3*KV9^np|x;(D(A7{
zfLrNN3m#3r^H6<z+6!%q$jS4r-p)OptlocY^;CvW)>l4zSsQy?UaGqGUD3yzGF<z%
z?GW9?aLhe!N=vEbv)L=vG%og-1{o}A-)Q-0)!G&6^X{$=a_}w=X0<ME{JJXUBy(Z)
z$%#kPk0)s-@!CeS%W84VX`H{bB<#|9nQMAMJLhCx&JT-g_I9x1KekpnV)BNwK6;n?
zstRWv*?EOQoqd+xedmk4Qi6Sb{}~J~9hG>&@NCmI<}0P5bM00vS2mdtx3KX2vCMU;
zyV7;;=r7jYyY9`$t|ixU*b4X;tXpR0ySMOd*rp}PT_W36FZnO+Q#j=2@9e`RzCY{L
zl3vgAvaiK54#Y?GrQJ6C7MA9mer=_lqy6Kk#-hq6v)a7NQ_tCLy(o6kPdGNPQDx3N
z_G@b#UKO4V+0lDYU8ZEsd(#P^qu6IzN$i^RI+yPZ!;NQCjxavjn7eLfhv*fjC6BwF
zO_7OQlBKD8N|%rQ=h=i)Tqk2&=4MTqz<eb{?eYy1%WqSg<SO4}bxxRMb=~P(j^hE_
z)wXM;EslHL(=`g#to)(!e5>_&ON+$dtqTu6p0(iHJL5mAz1Kaf`eL?l#<Z9@C9C^9
ze@Q(T?V6VzDY5;>w>3}KJ03l~Qt@0>(u^b)scr4+A4YAAmNc;c^|fotWUG*bskhw?
zbR*{QP3cX!@%++WHC}^{6OU%tO)9X9zqBjXb9Gi<q}zL!O4q$RBkQ)_mdRmW8f%qy
zsbZDU1UAmMF`rhR-7ONcP*+(0wnzBN)z5;CuT5~bnp1pfOY)BX`oQ1|cg=3+ynN7a
zv2L9N!>_V+S@#?~e(qSePg9^va#c%i$pQB!i$}|29{>61al7KnDq%augI`zpY?+mL
z!!uR3H=M`t+NRVgZATqctaq;VdS<G%E?b&CTP9d0S8`Rin*ZMT3Bq^MZ>^0H&DgCZ
zF<tlg(!7HVIZWD8wx^FjjxIRacxlR>c1ib{S-x6YZWS+Me#^|-TByD8b>poSTHD^t
zI(mEKMXQM~ivspqEHzZC*QyAAc{Z|7$n(pi&6(TWw}x%jw6XZUF6rf=N!r_Y_UEMc
zU42%5;NhxSH&!2??7FhEu%x-*oW0ajl^r_KTV2b}@A*)<uJTFp1lFpM%yl8>%r$L=
zw)XPdwp;$mS~FeQ(sWLWy4}93v5n7d!qYc*_CA@pWOL1fl68HTiugqjwxuSX&2hFf
zD89FOj?Na-%g$FG?mEwYYpYmX)$i-`Zr_<adE!6OORhzGQm)U}mi1Ma6})l0h&}MO
z>4NF2kDDI(d9cx@`tr2GKHj7SJ+hB4yg&MkpEvB<hk0M0uQpfsS6Zjtw`B5Lcl8-p
zJ-?J$3zyXI4UKw`J~?J~jG=AStTmS{gPS9_+}xA3<?2_fO1<EvDZV8$6{L<Q9r?cM
ztw_&d=Kl;=eU+AmN^gueNNk>UFE)flGB3OHw=sj8@p;kEMH8wX|M|LBf8m)`SN2|g
zQ}#LQVY~kPOB>^Z?@pZf^SZ8vwFkR|=v0}YX)<zKy;nR9y!AX<_xsM(+dlX39e@4j
zb$`a~!V{*2M$11et&TYu;=6iT)!d~g!r3j>JG6&7G=!h`E_>ygrMBen*@Rp9VO3LB
z7iFI;zH7fFVB%+<OP)3J7T?=bWc|}x&g$yZT@xBSmo4gdO;&hYQnjT#@cS`a-|QtD
zr#|@jI?io-3eV)Il`91p?na)>$>wo2J0I42%>7}w`V^64)!{Rau5P^lQN(V8hvnDT
zP8VJVFT4A$cXrdxKiXz@+h<Pvbxmj1WZ_$j+P;>TF0|chnRV3DY)$zaBjb=c1-^ma
zS2VA0jjViRI6o$ITe_&F%9@_crKx#)wfMJ9&D&e=b!yKHG1HcmoGUk;tPKm8?D6J5
z!xlbI)0w6p^LUGME#-Z}e6HtlO01pacg@{=`>Ja%Ub{Tp`#MOHnQ!N}^_Jdy3jC{H
ztX=o`4u}2Re2rVy62Ws{-P}^v%Kp-qhs`kJY*pn!S*^~!Pd>-kmfQ6iEIs{EdF7-(
z$0yFa+OM{xD*a{5p6xo%ZT&5t&FVTnDeKYIuNGRL-5;i1j@zj6ylYkd$17Jkx2<!p
zv$_`2Fu||#dDokMb?38lR%hL^TJcq`?t9hSH>IuIO*hu_{oKXnSoY#>)@|Q1gPx_;
zpYE<}zpNbNu=;a#=!&mf^B?_r{mlQZ=5eROsDfAh6YQ;?O!8j&;<%)(?ctXlUriK*
zvTp8o;!dCS^Vj{r;`>WW3gdU{voBaz7rl9%#gbdQJig5Qs(O$i+*J3SZ_%bWp~5-O
zR!TQEdmj8|6{mFCrEik=w@)X|W!svHv;4W*acT0bW&TP_9rfB}J_>KXC_DYzW|_jU
z$5)n^p1B!ac`l^%b>ElQ8!pHQIDT1sMRa}gJkeL%vsKESLo^oa9?gk*?IEwa^KBfj
z>Xp_V=d?UZ*@90V^_y-wP0j1n@k{Da5B_{P|2ClV{;%sTy&eq)cS7uMwJ&=$GvZ>h
za_;#G?=MM3S<<WbPnO%e`b6$mp=il<Q`1$8XO)FnX(nZ!ysNDD<>_q6bw*D;*+p;p
zgl>L6>)<ry^CCajST4Ig^_*1D-Q!uOCRTm?6`pRpulT^4NZk$mpO+_}UmbK@?c$uj
zybc%4JkLw4>%G8av1(llPtw-im!0KOb<Z%ZounOhWdF>wZcp7Ro?p1S+Wq<Vt=Zz`
z8<zWNS;_TgG#AbJ9J?ao)W^xc!WmPQ8aPa^xmPR*n)iFIh{ol@a`OcN+$kZ`g^sPB
z!+12Y`+==J*XbR*batGNubLg1SLQU8!|eNoO`HGybeGM3`BwCi*~BM3N&8%ybq&^+
zUV8V0bGxnfnWJZmZv2cnwANI$;%24Xqf5s(e2(LO<o!T(Li6>#<*&=0i6y_te%>$e
zN_C!}dvIKs*gLPg=gm2_a(BA>R?GN)z4k3HdsgOc^;zpp?|J^Z<}%sLxaW8HW%qgd
z#jg~7{WR}pm0tVRt$EP?y6Box#y*+wX`B(J(ZZ9vUIh7FH=ZJEUVZ0F=w5y`<9S;z
zMjIyBM}2y&{`bZ6#<-b@SL(Gs7v`!ivhy}tsp+{}Ztb#l9<r~m<QmmxpE0?7;+)~}
ztyQV>9piN^wYOB7RB6wx@iObW-oG~a=o|*CYey>og&s96zI5qD%HhUe*ClIg*?q3(
zDx9x+l0W5hjPU)Uv~{y>e!VR6Ef$V`_c}KAJj;_X&vV%?Hho_@@m;E)c;>rerYnn^
zjE`2u^;VoX#d+NH^pv~z)mqYfKE^xD_W4y47w@*!eEHrxzqb4Bid-yd`Ri(|x4)<8
z4i=fmxAq)%xhm<w@@0Mc)*YUYCEv$#X=R=HA?bYc?9qM8&srVpa^5Dszv{E}>af;+
z(QmEaW=k(C`yA)G@`ZbL;jb`GFW!0IgatJsV}4$o=XgxZ;pgkvwfCkeCr>?Fcs;CV
z$pqevx%Vf2@!Im`deMQD<MO@P5q=lX^zb{!EYkk?`epRCHy3xD%TAkoVST2b=St(Z
z=Q*-g7c*(g?|vV5yG-e~9-CG8K`Xf(*K+s@&(>Nlt?06TohtqFXz^OTeUE3!OqhSP
z<V^ML<y$89`3GNGf9sWCjO*?)U$yng&yV=oYklO@&nx*ox%q&tw#0JrydG`)bW_vq
z!F#Wne3>h`?Q?UyT*YRm!yZnbPri&#x|uaG_TUb=#iEBQnmr>Q>xkQCR~)@u9&KE;
zp*6~@usr>F$cHIuEXiz}xdrd-Z9WnuGx3B++|(y;a}|mtE7sS|3i9~5f6a>1)4T)4
zg3o{Yx}?%D?2N}M?HRi#{;s~h*i+_emfE`M_u`HFrn)ZWsk(0UU5DdO7ITqX{nRQg
zozImsujb2YajG4#xvrx(-{P$0yM1w0UHihqZ6r&dJh?2CIPq+P?ZKq7StYKsT76|U
zuiCoti+^iAvp|o#=(`UqQ(ni*XO!pW7w{Dr#|LCaO|s(IR<Zuv=QE~pbs4YvJeI0$
zN%u;$n{&lQpzzP@TuHO$*CFbG^Q^8vzw>FgtCer*g{9ZG%Wd7BTB_oE(DYoBqsgb|
zvKcYocNzC@?#{b4?{VU)PKNXBuV;O^EBY{dX>lKG&Ft(-mHfj=d(*wHMu=GN4&U0o
zURQr<e>8vJ^=aofesSBmS}~5}xYx5aZ=X(L)(k#Z7*oS?_m0xE6L)Xz-Idy<tr~jV
zCwxDr*2LZESE@6^pDbIPvG(S}@{1>*8GJWAm}M-{$nZICXWfd8yKA#gxvq}6BW7!S
zG||#c>v}qy-QvaEwa5HsFZa}*sdA2Uy<@LSqJwCqg1`|535hk!=kp%7U6pM8W#i`%
zMawJCCSSRld1Fq=5*OpS3%;()xGVEXJK2BtZH*IWOIGT2{Pqe}PFYu_+TNb1V%(6u
zbJC@I_jojz`?el;UA=0-&xSRp?^be6@J+jWd$(;z(89d5pL?AieVurly}`F=y4C7;
z*1pBpcdh$$u=v_0#j*+8Dp&VJ_N;RCyzx%wD?8(i?dz+~?7#Z?Pwg?+;z`!WI9|Su
znS1r*Isc{kqI%JCwohK&U!3;!>PO4xrcE*1s}5y;m)n}F%4n&yVXmgG|3#ylflqpJ
zS7y$r3!Sc6bVus4y26)dOFkK2+mUk1Zr2>8Z|P<>XTGe~R=gc`RwQ}*>xke9`yHc#
zXXhQW=&|a_yQOQgfN$T_`KGrTC)BRyt31KNbtKb&ZFR}Y7qjh@B|Cbg!>#YivL5{;
z{M}LXeQ?Zi5o>pe_i_3UHwa3ec+#i6aZ=I~hPwGtrOy_v&GkQRIAf{S=Go;Nue|&y
z-Ffi)$@L4qoG5czEE7KCN4bA$YsA<0amU4!yC+}Tp;%Xa=R;=5w@XDEJ6GLd?dkcl
zp5>~HW&W|f;t{*<JW1cVUT4>xh~IThyDHb5Uv?<S&)a*>Vkc>JQJ*8Ld&0xET@rl|
z#(PCihRJfB*Q7oDizanNM;)D=$+dvt>-z8y7rP{V`q*k;pZW4TS?85Oh0OIz6JM@}
zMfOXJY~#;-Ob+@w>*?O@CSU*hN<1*Fuzhm$iAweL)QU--yH&26Tw755pW*uYpq7wQ
z+n?t`Ln;#&S-z2Z&c1VHaN&W2YbSENoS(J*TR`We!h5@)2CA++``)p{)n#fD!>{Yk
zVhbV*x5!;RX;S3z<G8GAdDu4AWVs!ppDp&dq`axzbnN8GqqaTP3*PWwp7qpkR!Yrw
zuP-YT4=R6N^*aA&m_&}%<ekr|`SU}IZMmw-rt@U+v6k>>i(T$(Ua%tcngKi8ggcE5
z(d)gwC;Mqe&d+XN>NH0v(ECY|d7+k9h1}Qu%Qo2ei}tQGNZcV6EA@~&+2*=U=8CJI
zEVPcz$u8DgzUshyjmKT{JdCWu?oCho?7W*@ZtHT}g^sb8vR$vdoa%k+%;%lCp8317
z7H(7CTE0xrUzGXQq`LP}t+MY@wK7+4D>!t`J@LHd>({ZZ^Ja@=PqTTnW$|{wo(UT1
z5^K^e)(U>MSb2GGn^%YNpVf2cCd)LQ%XZ52x49;LBI0*A_vE4rA8!|Jk_g(8)LT@s
zO1VJN=E}b`HhZi0OO{^w6~o87+S}Jx=&;19yT@f_wMuMcD4wLf)YtTy&3?&eyQ1AM
z?Kox@>vN@(<K<b!P~H=3ndR;oN0#eujkv};*JRSO>rR;}4*aI=CbtV*6ZW2&`Fv}@
zw3_C#D%XQEcW7p=yt4Gr1k0sHO`dn->c1V}V_Z4uN6O@|#|x*M#CywrGPry2+q%!r
z7oYB&A+$vQ%ew5tvr@KC(%$EE{nE63u3NlTHxvd<JQx-<XDxf`)wz6gvt`#PXuQy#
zcWo<^XuIiE<$iU`^#<2wE1oU(J9}eS;ZtAb<6on%r6taK^yi<yebn`RCnxljpDhwz
z$*ydA)z{TEqvYVH#W{DA76_XxVW^Owns{7zcNNz)iCzn(*;4|i`uLhI5B5L9egEUC
z;8?u^|DRt(&)tdHsFJqxr&{u{EFqr`lbf513*>DcuT7k$GLO9~A?Z%&hSl@JXRR)?
z4)Qr`y}{mVo%h<DEi8{2o-H<eerci?uOySZ<w;YGa<(l;SH9Cau~|j9|5~?l$n6W~
zJteBYuJ%^u^IYw8q9<qu$IG7~v1+HEY|`4PB3HRe)$?W4YvzqFvYoVrj3)+He-%mD
zw)uBo#(^VpT06JplswwKF^4Tnt>IV7m7OM~T7g;LH$LyryD1Y|oOL9;=34IEda3p|
zYYe!)zKn8PZ26qKa*k8f4y7$YO!iAlyAvmWueF=HT(moVx#)7^baSJB!4o1R8gE}(
zvv$LmZ|lC6ylc<X^qb#zC30_fXwZv7`xLfiV(QGIS8Ds`B=618VJQ_A^51OMT3YMJ
z`ljQ&sPCKE>`HqT7rZ{2Zeq8%E70%BmB3l|j?doO@b9f#$@{D?PnvA_tb+fYTH_~f
zdg=Ybr+=f&ZTfr-WacEB{4jaAhezt0{F^t=IRkx{|4ddb^xUnt%&*;Ky7tDihcgy1
zh;Q{)QFK?@=BT_~mN#(9JG-e<DrZ}Zgp}-TOFH?|`w9QMk5LQVpN22)R$gZKI(kLa
z(c;@_XN0pjU&gXc&)_-mO*ApLUnV>}J#(XRkJPa(3nlKxJ@H$+_Daq{r~eFI57$qO
z+}L;ZzPIF;b#c{2=dz{3a*Eb1nRw*yd={Ccbw{OnK3?9M|98gxb8~e2mob{&+G034
z#j7q(>yYp)mgst}<bC{E(^ZQ-u5Wkx5N9cI*8H^G<Ch^We=UxSrugv7YA)%ueDbS5
z)!*;xbWMiGqNPioZC+w&n_1KKEThB2{GaGro(37I!*%?5S_^k5$P`}}^>tljxqeUI
z^S6eqHs4mM{jB^hKedpz<Uhl|Rf|4Pyth#Cx5sx|)%?jzGgNOGywX0t@7nA8OC!2|
zb{@;RFgN4ojc=(X`Ny_AY?PMw`pljE?8LL(yS)!Kp7*~rU%yx`)O_U?ZjV>yO{QnV
zerJ6V^@~1Y`|{J0poJpg^Gu&_O)~1*ZhOP>XPdVATg&(TS*A*X*%vbV-}6`9XtJ3Y
zdC0*-bS2LW<qx8BruEzt-rD=(ZFA|OYzKh{Wvi#XVR-%X+Psji&v#<aC(ZTCSa#li
z)}58_dkSM-ueV(9u*=Drhi}=AlZ<z2vtHhfIain;aw_xB?$D*@tC|<CoYHeWXtU*3
znG>8VqztqjSS_BLtQAz6*D-tdoF@|tvL>{%H=h^1YPwx+=c5&S_py7;UOjVX_C_}o
zR)@3Ezl|Q-FAYx!m|(XxRqed&t94&Yx_2vQvsylWIqSr9znG7+-XzVoIA7)I_2gI5
z#>wtc%h{99MV)fB<+T*Nwwqmho^RR?*3JXZ78y^hJ2bse_vSI%o$KatFFR*cH}$lh
zNZ8Sx((N{3|1REmG}mnDyAyBUs!r_Vv{*O8?RM35%Uqje(Uq!?o|LY04+^i6KGbsW
zlk&{EnowZ{NtLUW`Qnr3e|{Nr=lWy&R<GGRm%K13dG@r(t#;M!9m&VN9`RnZwC>Nk
zux&?jLp{&ct&3$+CV3q@(tTTWqKf^S<}YiL6^`#UFp{(Q&mi^eS>~J46~*q!q6$wY
z@rzap{4-r(R=%={Z|hab-8n^m-PfIF#LR#0lln*NqtA2RS%n>wJmq_HYx&fc^sLuN
zUutv2Ks#4~MJhOtH|?3l&Qi-yx3iQj*K&qvyo~rXapF;xb!V@-bfit$@UlsJ+B|oj
z%CmVJpKZ_+nLOun^UrG^eQkT5+ht4*OH<qaHs<k)HLShO<-e{SVfgkhboJhT>!~~Q
z@~s;z&uO-~9(*4tYFj@y^!c1iVX=O_x*K;*)(EgTxK`q>heYDpqM14Wm~U-KQop?3
zbXUgnyt{leEY8OtTeIYJPuk9h>M|33KTq|Ky6*Sf`e}ahf=t7C?$@`5i&s3Db+q!t
zi>gq!f;(TAFOpaCxIOF1h67*L$-Q#CY<o6pUKsOs=dPz}lb@MRSz7e+<oy#%l_won
zpVe%6p4m1_O=07g<%>R9Ukl&b*Q%1CXko7#(OdcYsG+-`b=VTk6UwvN?jHHey`iU0
zVqKS=gT?EJhY@w6E9U4&m4)3oxl`$voYh4|X;0f#i#Fb=tyt!(f4Xl<iF%}MSL=t`
z%^~w@CO2t`CGWV(^knX$jZ@ZMd9&R0uJvrM-Hk81s@+>{%AU>5ZD{ZJx%w>TKg0az
zPSa-=we6nz_S5>tAGO)LyPN`wZ(rK6)nS3mhwNqBk`5$%Y>v5__pYiUZQVrKYj@<T
z%f79*-^<*Wy?2+gd~3nvhPuVJzr!cj*ZexIpSrW3pa1K+OUD(e!wqE|<}}9ku1c~$
zEc)uQ`>99I-fvVn`{{wqb<N6C^Rk!Bm~bR{)^oi!#^-BGwO>_Sj*?ld7xD3D*b{+=
zS`+&9Y=4KR=I5;2Yp-?B%u-o4Zka&%-C0}8S=Tz}xMgj*ICaf)mA+X8dnR3ZvMzE{
z_2=uNE~PeHJFWg4|Ga9Af&F=}Ps=V(dww-wsVeKrdB^z!{E8TkE6qE8X~l`>>gqOy
zfg<l_UJMI-lDR3PEydO_`l9=Z$6Y731{73<`z)5}oBH~2O3hSHwOdiMR`IWA3EiU7
zI63l>kAD8KDKSjd;VC)itmiVVtA6lku~sc_Sf4{-lU3EVuHx&LCWjg3z6#H1WbeC^
z{`0E8=D`Pbq3hh(MJ7&s#?y1f;(jr!rR${IGnsmR{ncKyed?}fD_U6Fm0yN!<KYRn
zSt#4@COmQ5IS!ew>;kK*s~qRF4i;{C{$XKol-MiVwMDDnu32d~|KnOsw&KZ=`E!b+
zif%7Ft!Z**TchQp&2bm4nZK@0%bDEx^HTmXhSj+d^RrbiJiB$m(57t7%3R~yzpkhK
z>2o-_>Iu(0d#)*e&Mpkx*YP=fw$Ldz!<d?Dti>0?xB2s=6j{8DS^9*_jbUx5Ux@JH
zbL&$oxt*K~EY@Z$)M}XeLc1v2)yd=e@`oWyg13~O%~`dr&(-brLeXx`m0nGiva2{g
z@Na(_HSz6V&6qcVT^@^aA0K#dLD$V)bnAwyD+>$w*JrgSt@qV$6*!!`wLQ=9m3C@K
zLV{puVB@1TtG5*%WNJ!ydGuuxCxgVxqro|o``G;tEuZF46=pN3;YjGZHq)%5Z%!^b
zX7%;^y0RBN^P~2qJ?QECtIbx)Z@)HcaWP-oqClO>MQV5Md#!nAJZqMuh`p`W($kwQ
zSDwm?vgO-%<$=t^8)45FC2V<%4ZRF3zq~w~<65-T<7G^q)V!}2x3r$cJ`<d+v~y;J
zK=$G*sVp){J1m!TAIlDXQW#d~v%26&y2yzbHpw+FQ*?@FMM$%+IQS=PXQ_d2eo8Il
z!`}-guGIZ?eOttRaS643!I$)Hwmtb!u|93%6{b~R6t0UYP2HM)@nK=%6VENxk~z&W
zS0AO!)0z{0JmKJ5|7mZG9<N--p>G^@$ycWLh)Ppcn8}2O!^^#1JW185mpV7m;^jQc
zFYEoJl@HD}J#)r)fq>!LpoHc*Y0FDgdYCWG62DUVGW_gLEkg~9HQp;3g6y_l^0Khu
zdXhI~k{_F&VPtXE$yt`25z|atPI*5GcUJL<TRmg;rCkfvOBbFE>b=;bob%;z*N%?b
zS3kP@rfT$jU-#YC%<`ernKdGPdo|ZMo{dRSxWXg7W1Z&t6ED4@BtC6s3}H^cwN*7{
z^2^teH?%4(&gZ|5uxp#%d*Y<Uv8)Gm{GV4n&nxcgKf_S^N84oY<CS~ORLXKvN^D>2
z1sT2%-aMx|tfaT^$D=Lf7miwgHBx^$|I`Yh<9lOg$j5wL^X%@dth+wyg=Uw-ZC4d|
z%4(ii@Z9$2(Tuw@1NZi>IKhx`W%s6ft`jUh3{`cZ8j~kC2bcYtsJBZ>eOANNznSJd
zrQeoKvQGb#C3*hr0t<G#t8PK!vv%AmU!`Md@!nH=*0J&%=O^BnH#f7fziN`p0d>=P
zZnoLWw8S=T6pC8(@@3>XOPecg&X;F(TfU#QWbRRQZjpJ0A*UXmv;TE<MRBMH^VU+g
zXqmNY?pu;4-&?Ekvue()W@h%iUW}{DH%{)V)iM0>Z_Bm%>C37^*6rcbHf)z*-)p*Y
zy56>pTiMKcuCISNzo7cjp0L|xADb`jo$YggfvGwyRQcW99qCz}vT<y$u5M8-EB+a#
z%{=SkwsVD-_B^?^{PI?j$<`uIJzl>2x;p#vcCYiTef*c!t~_wA@?7P*Ox<!Tk?U&9
z%~uw=?=3KQewtUY?s4$fw=t}zKUE&h6wj8o?Jf+y@#Oh8+iWuf^9R4K?KvQOr>F7f
zHJuuB|7)`|=gugbQ)cIVUgXT2klzJaYBu4w@1OW{c-dozmqBm;YVq`C)gBfxf0D_*
zZLz;8vtIR;=d*eqixzHpuG_}ou(FKrO4IzV+?k5K6Z^Dw+B{pc)p6>QNixmrv`W*?
zIxwe%ED)&MGPlXFT-|7X)LhlGX*=zvta>i8Q`q%$<ZLD9F1MUtVL>OdLi4ghbTZ$X
zUD(>}Il<T?BKOJFqT|=Q!c1}_Ds#Rqt~~0vW1{0Z&efhW>%QF;W0`Yll2hMQf0akm
z>sZwVdODj^gpZ4?xVdWQqp4MwvYlOSF4;40i>RdfdXX!~wA^J11FU!3dR(o1a`i}$
z{MsPy^HEzi323dm9?;|;6tF<5KmSbT?!TG8`>L+Ywv1koyi=snUMug-tjS6f+%hLl
zWnOEXu|)U0SE2IdIiW?HjxaoG@>mka)Ywy79Wujnzu}YlQAOKhuIOF~Sy7vL+i`i(
zIX8aUl}5$^=_2|nS0bfi7loaCv@n%<tLF)JwZ-RsuJW#a=jN9A$ha}=qFaS%j)Ls3
z3#u&Xs|2>pH><ifS<T{n*6JQJO(n~y{GcO|C(h=yS-y<C$iT1uE9Bh|X12*@F}uVZ
zC0|}!&LHzKvM$Y1G*NBM9N)>VZ2{JwBi~fM43pfHwVTg)qMz1*oAK*^z6@qQ@b=nt
z?UM^0i~2ML9Jt~W{_BcMt>#+46VvND(%DuE7zdkG{MC}HT;-y2>{(L;|58Pp;%lqt
z%(|#O^Q32KYQM?HldCU!9hjG`kg_#H;ek}A(nFQA`j#6i?Y?kI+g2=N;$x5r+Rid3
zOi$xx#_7|_e8piwMcM+}C6@PmJYRFANP5@qnAgd>PKZ{fpRnnA68bB2qhjE-jZ?&v
zGeXKP-ngG>e6BFkSC7+_arV>KAxnzf)mnPg1NSZW<XII`d^T&b9=q-9_O7&;$6eQ=
z&+s2=XD_z6GRZ8ZaE@?*&U`cDFKa6GuJlYk8y4LV5jJu8!X?jUg;~$A&0er|=dH?h
zLfQ*AFyGpeJY6N>+q$eNch4>i)sA_+P9;o&{o0O|kJU}r^za9VU*r92*mX2YJ$t@M
z=y{u2S3l3cG|6Iief`oZm1)+Sr>-h|`MlhxHhYys$L-*gE4_SQ%$%7kZE%dYbVB4d
z#^ZilSLUWISXVed>b3ILfSn9n4_C)pS}VPLcz06HW3j6Z>XIv#_B39;wOhQO;kvcG
zo2>P$$5SrbS_Dq=kL^oxKC$Nd`!GE<=6%|N&z<itTsJFougkmbI%^VU?c3OMP3sQx
zebLgqE6Ju?c6PU`zAwpXJ@EGYYcKI~pD@i`ryD1RPs`&iF0$U7>Gw<Qi1KCA9G9Ih
ztU^U5JSmRis(r2bIcCPC-8-cZ7-=!fiLIT+@^9y=U=Oy+uV*#lUP^h1Z9Ua{JgdLw
z%c@T?E7)hP(F>Wk^*&cox~$ig>&}ih_@?|=A6k7aWE1bsv&El1)hgERo%$u`==GTG
zfwn=HgCymyURbwKl3l(p`{3f8GmX!C-QTun>WQDLITI#dd)6)Y@TS~G)f1ChxRUcM
zA6%7Ixx-d@HrIe5oMq)P^UXKj_GtxQI~}y>f#%omtAfOy%$u4m^E)J`<@@_cUQfL?
zXU{g9=EyUL%L>Duwr)?Fv9Zkb$}CR_FJIF%r&a!!R_%$c5Z$zK&hL<X$zx_$R@&uC
zF5j|i<GDTACyqz;E{Z8x%P#F9>Uf)3^v1et&uy>79W`vtd9+UF#=*1cn~UFipXSOk
zm*3JAZnZ-H+mm<ewjB>HsQR~e^@;LL6SVGx2P+&fdFp7ou_Y@i+;&!O%=5OFkx3t8
ze$TJ^^nK@)zWTqRHby77{#<Rpy8YU5pO3y@Y@^RgTg{ufCiC4@|CMWw?o5jj>^irD
z&v8wtw0BrGPpGN9abf=Ca<BZ`&W56=HA-zJ2D?2Gj+Hwlmc}ovTW%F^+9|Ol^Y*;2
zamxE;LY9imdOpc>+VV5O=6+UuQ!Djvl-oZJ@!c0ai+87pD%-TC%r9v(uH4~zo|pHm
zOl5MElj4>>&sDuy$8Cc9m6C&IM{VX@HrZy*<p(<_M(|wyw)J&L-Pyi7T`z;WUlg7)
z+Wo4mAd4X({p;HPw}uTx+NVxT5k9zlP5-=QOE36loL$^CYg74!uc3R>&f8X9EuVko
z>pHh<=||&(yuZAU*|a=8TY2rZpyu)`Z{H*dZLsfL*X8YcP-2D2i$iYwHDRmIG}~Mg
zx_8ZB$#T;(_vS4ZElpTbwk|B!a(g<{Uek?=dG4PV++6r<PTJ!u*GjHje7-G=_gTsZ
z+tuql1b9l;@^5-0!<S_==abgXpYzt7nk(o1D%9-2=WwAbqH<e`tgl`zJh<fI>Yn(Z
zCDRtmNS&P~5_(YP*|wC4#ph~QOI5d6o;>QbJ8k3BjgwwA+h(;))Rde1>uP77@baaB
znIZF7vlhG&>b*HtB|&Q0yVtWWOn5H0bIs0(gwL;IMXo!==uBIhvbUgc-q)8>J_nm7
z)a_ian%Ks!%(kmqduosV+5V^(Q!Om+d`j0mwrtnp7q@li2pJ!Z*|DpqHv8<_uPG4@
z{O2rJiO<@=J@>)q7@^iJwzDicG+v988Sk(>zTWh3T>p&ka#zED2Ut9|TxE3b{r#@v
zlc#pyI=VeAWU_M4zf!Jqua57H5U^BuJgfd@imkX!=*o!aQ&QfqyqtOcObCPB*4sym
zkE_pr9+#RW$#E{bG_T{h&E-9jb4>%iWBWbZp8T!bDziDy_P{z>{if%$l&`W?{%4R{
z%2M|Iu54oHmuJg8CiE4?T-X<UHdcI<xaCnj&-i4!sPgc1-|W2BoolCm+T<_q_29vk
zD~5-YUk7blwEzCg$gK-6a|Cr)8?Q|3&nvvN=(pG7zWq^;=lwPN`!Q7Nui^EretVhX
zPW@Ki_}N+J@yoEq+%Zg98fz@ii>~Bbv8Li>(ACqyOV^&ez4FoWdkinMr~j^MeI4@T
z%C3fNYZJRH?&!I?XBJNRd}+t(hW4IxQ<>>)j(uA_^6RRrFFg8k<&tQ@J1gTkd$zkJ
zF@5~=ddjTRJsKA4J$~ywsyOPkE%5ug4*!W&!rERJJwEww@SgK_h03OS=eQfX$;=C0
zMtnD$dAIes>7pYiPbb<41r`<A#Cf})_v*8lBlRV6&AB&k&xVNc&J)|UciXHRkFyM;
zVxB!_k@vG)z3jmXnQN;fH+^DFJuSdebxpi`qF3P4R~owuFFaZ*zJA`;o)gaH&z6K(
zt~)Am<M6%QSNX?_em=SG$g^|<!`Y&17p=_<zpOiV@9YL6OWEv6VK35tF8V#uBIiL>
z=;_k3e_O4c4sTrjZH31<!<aK!#g|@e7EyTIe{P%D%>oO_wH%9r_F9KN>7Tz~&1~BU
z(^Kmv8}e>nux902KCAL)y9*k=Jr?EJz+l`rb>5n*pG?!%R9=o;Y_Aa7zd_B2-E_SY
zzrpA5E9<Pv{;axGW-&+Hy7!Ca#^l}WmoE*;HJCTIIQB#-_vMc(jFyzFxc1uFy|pRx
zv+}vr%klI0tJdktgfB7(@RwMXE41;gkFS@uXGUR@I*W|_kt>hF0)KvtwP^Szn<c(2
zxX&tdwKe~I-_Ub@kKVcd`W2S`t*0U7>$*jc&e<;SUs_ar)BX&D-PJ{b`<7d;Sij-n
zDvN*mhqf%bl47a4dTKPMd9Aju?i|KX&-=FK8E$L&eDlS*DRJrhMXh4Z*o<Q)wgui=
z{P)BA%l8%r?KTOGFROA9UlT2NZ|lx)^QTL$x83yF@MpN|jt0$J+6&jDhQ4{1X?e~s
zQ@O`D)N#_jsVYID&o*a=WG~)&I@qDhl4<A8B<Vi3Y^PU`oWHEOI$3>UIQL4vC5fls
z-8eEyY~{jJPaa>N^>UKHoyT8REBl|Y*MAtx=k0uIO7MQS;@qMeua7!i+VAz^w(l3w
zz%S3`uIyC$HCfV6H|yqH4&CNiw|!V&U%A4W6_PYlF*WY_rKQ2K=aWpOyHYdHpS`xi
zr1!jNT;zP)4Zfj5W>vM?uDpIySJ%a>Jh)b@nS5Jf-K=wW*C`*f%LzLZC%+?!?{d#$
z)2naR^;Lv-rL%0DXR&VHxicr)O>b{+S>K{~BxU`I)!(F2R=5Rxd>ONDa^5xRBf(`g
z=ZibC3*`*5-cFgFcSYvG1HrHBqw6{Mp0UeOFaK?NFecMn?7Fp_5?_`w+mbE&mTg+?
zd334W>}g+nm9mRucoy?CY4?R$TCQJWvfFL%<=!m^-UWUVzJF^^b@0XXt$Q>=9-D@0
z{=Oac+|=r><+_AL=`y7&<&<yF`XX{6?YG4QzMJccqRYaLTdoTiTVH%>v0ll0rK!zZ
z#0^i*YoEWgD!${(j^|C*9ls2obUhTh=Kt>csuw4}tyXWGk;2Csl4V_Vqinj7=Zl*6
zsvBbu&w8HT+g$Q8-lw16-FR2>Gs&X`QhkjkJVo=iPTf88{5+$KkITy#K6ka5=X^g}
z7M!{Evi#CuF@{o^OJy&LcKYsb{-CyP$|O$F%kK84uWfkTq4n6}tzW?Do*-K;(NNn*
zeLWsKY@RLs>GAr<bsJUXy<TcIpCh;2w)J?Vx%bJ$RWD`Jy`>&6IO?HtHhk);D-loM
z#JziNSuDZacz<p2rj0D$*DWf0eLipM>9h0vsxI$#=k?HQlX*MA^0{m_`}vZ*t$UT8
z%=ambC^}@Dy-ld|w8ggG8>Z<&Rv%wRCx;iuFde%2Xj{^j>CMei``or$CTmTs$|+M0
zvXHs#x9H3Po@-n;Palu3y3%!V>Lz#5=B91WeKraOzB~8cJFi^oo37^J<at{kihW`{
zmc9RSDVv*gzv!dui!HaOF8n-WUDc-WZrlFA8O~V;<UH2TDxDNN`;~81?zIJ%)77`H
zEx0cBFVXTv@ug+0a^4wb4?mm|x#S(Ue44~3|Gn04p6-`=e{6z<#p>0|8IRridi$c>
zq*lLKatS#%<|NN*x#fA{cHFLQ+?ORyt8Dd*d)AvSn&la%x+8Sk@<}%xl{P+JDEe|*
zB#YEVt0IPi1tEp*8yjACJv!oN?7#4{WUHmN*|fd=9+z(<+Dm;oZDg@t`||CHKe)c!
zc0M%gr`5)o<E^5rtTSfMo4Qes&2o)KCBwBV>DP9qZL{ULDSW!`?(50>&Xxw%-U+ua
zV`R2@v_mcH>g5ZcyEjx?{E|8*Uv07W_g3lI^P`^em0#aH-PZ5V&VPT^?`(*Erry6a
zB9w<Uz;d<We*50qAiG~LRdR3JPdc<$+w00Phr9Ro%)PzTllAnm1AWI<y54uIl(=K6
zHRTRyZ1Bva1y9me+>6rbytL=A_to3V>L1oeZrc$#`QAFe=ZD<Zth~BC`P5fld6l_K
zuFpNYX!A~Kd#+z;)qx5YYkqubJr}{X!gb&BOBavs^NtUzxp7anU?!LGuWQ;bb*0ni
zX}>zX)<}1`_T{COfA7s(x<lsLSLM^Pe4Rnhx+mv9sbD>#D`z<IXzYcpFW0OO*K?ZO
z6P~*wbHU>93GtC0GE-TK<7~1lJ(ur%y6dd^{)xZ1m)vo$&gkK=ls~uU^3f<wjWa8o
ziu<&if0RDbR7~AAV@}!GTFY9Ias%Psn=;`glcwa?2EKooeQ2*-WL}N5*vi7CvAJog
zoXRib-Y>uBTA8;*=1DmFV}AZgF|EhHtT+DfZl~Vt5``&qcOE!vRrkqeMfmEbBNnHl
za$i*S?SJ@WYGlKS_whQ}RmQhBC-N~q+V^|=Ebi3_rx;JHSNN#bx;LKt;MtPPvzM!`
z-}T*ACr-*VX?0N4+LBjw)pw28^jJRHd2-I12Ry&R*Zr96nxR_8@Yr&_^u%cOu3uF#
zn>>#PKh=7)^Ly{C7bzZ=-~YT?t*9OSF=}&>Yus-o0XOa4Gj-2JuZ%D5(D<=JHsV3a
zx{GVsZNf^X9iC?ux^h`!+UyI@#BAnehZ%0+ntj6Z<)w8;8FNykE*D0YDt9?8w^;9T
z*>tB8L;BvL?xZ6H7RxJn+LsnyTj;kWYSPZx`?lHjUoPD`q4w1mjwko~vY*Q8J$*d4
zE{{L!7qi#SyW7>fe#jix?9tb_5qI4?;;j_V=ccU5M-G2jcj%tNE5p7!ms7V&D9c<w
z>Sr^TBkR?3!7a_vVwd++FkJHHv+7A&{Xl<dqU0-=ye0j<7r&<UJ@l@6wztnVb6pBY
zyXE>BI=4Jk8Tgj%oBQF|bQyulO$i&BMc*Z=n=f~M`62Y9v~zUl8iylF>$hdAUAvep
zdHejQb<f_gPnZ*?^HjNK@^Q9ZY16G!l9QeW#@_Rk2zQux+4S`JoV%?V-YXtFSN^a{
zC@WBYZ8qzbF9s6oftu#Y28SFMdNUaq_Dx+ct<x~)+ln)mXUmVxz4*nO*UL7~z^0|3
zIxOa-BKz8Wb@o45^{NqHn6?CVS?!%->1Sqb8GC?XQudx^$7veoW|i_&%lAoKoL2c=
z^u*iPecSUUx^Lh~C|NyeQn<~|;BQlNt5tV?7F)>2XgBrgu4d7*)qLAN9^bE0vYzXT
zUO<!Kd7I~JGyQYVJeLcb<i;J#Q2atu?Dw2!8<yAA?R`CGT3PRT`?dKg@A__)t_rH{
zk7y2v>6vv;d;w$g^;sWO_ovi6Uz@dT<EvwvDk8RTeE;zCjMbXvCDkm~Pr2U{JslIf
z@>Si`gD2Ol{HOmi;?t`obJ!kjU*008Z`HFnwRr8khedw%QHx~`d4@W^axGY2KhN>e
zu6RD?;yU)FRbA~m`nmn*40k;HIluU2tlk~fRgZ1Hu3PTC(fIDFi3gO{Mnt@6tUX%g
z-~L9tGRf-tX+OWvx!>%Jwk)?W-JHH6vn*T2%fKomYRMxLWz&mC8kPTOpWNeIy!D)M
z|Jqnjjip!TN|ZbnS-bJ@y>pT0{6*a~!XkrqcJIFO*>KmcwS1{l4=C^TNq=|e_a9b^
z-?mlr=I1Uw`YmRHRrt(T+b$l9ek%Ib$U}LH#N(&yRdzK+uint`F)lS~UC^eDFGB-*
zB{N?x_|L$9i!Y|@+7*V=g_m!4z0uWGZn~qPtWdh%=GwYx=J`=Cm(0p~@o}MKQ23<H
z>7pxqgqIdO)!tz~`7-o<UgSA;b<^t^vvihlrUqF&+M99g*WCTLLNbE4eX3=<eX~)r
zT;g%pa;x12%rCSz?KvRvN89Mw&8Ji56lnJgTC3lbH}5!lZN=Sbn`9H0w#1&%&b*?>
zuvUAfn8|?$VO*a30?$>hpVp!twDniavA~iAljFX0wyt|PCzyAi_4TmX1;*EwW*1b4
zUk_gLXj=Ql#0~d%_w3qyM(=Xgoa)9|kDeH57ti`8y*uK@?{Lk+l;w@@yIxK^zBcpI
zUOpjDZWqVbU8gQb?z_|3lX}4J=DKaqjx6}kz%~1Dly_`);FE&ovre77@$qBaMaO$~
z?Kgh;&I!ykG?baT&hPJI$&>3H_AuQ$8o<M_WBt6Xv%h^V)3^DyXxZd2w<|vros6dT
zO_Y`G<5)YTv+!(TRb~RCt-sCn`29Ukk~Yqbj(K_{IpJ}}rnLtjq&LRgnN)Rc?~#_S
zC+n6Suvjk_JZ0%(JGUisp17MFkda!xztHAdQv1Z;^AGKc&b3Qtc(hl`<hoX^zc=Tb
zDbvj!H?Lssb4~I)KR@s4RlC_rdj1Yp*Tw4<9SY~K%|A2Q?pb&1)ahqlZdu+LW7CpS
zvToD+z_14bRmE`vrk29{nOd*O*IO<$`Iq)_s>aFPS-<A3*1a!zVoj#H9{<v!!dJeE
z$6v;ZctpA{kX-h#Zs~IIl`{(^Qf=x&58d0`^YzhQHxF@k(}rJFC+?Tb_nI=vf2F8Y
zpv^*`MUF?Sj<@}>wSBVc(=u_(gX=E4eaM*SIw?fawK{xaemdWcD@^QJGHd!Z53Nnl
z*zLYrUg~zl?N#fn!WgdB+};vUeVuz<)~0n1HrK@4mdvVkR-d4)SC_nPy{c7~VAOZJ
zRp!;X)8}1%R(1B(RGZIH;@5RnIM`|*FRlK@+j}?LuHtjlv5Q_Nj~9BCvz}b_=z8Hv
zk!=$<Pk4K2{dtoN1FObM+xG<BJ1!a%V%BwKQBsHu*MS`@lcSd9%-fr_WXIjhE6%2T
zwbXpLH1MwRq@5P(vOCwfv9Hr!KTY8H%0Jq+YyJHA+1F+Z-|SUq>4`X}?O$-N*m0}o
zl|rA4`8L&I+c$2WbYYteUqfNnRN116RZV6RCtlxL)@Q`$FJd2bHTA~jxS67Q2ah_e
zu@Fs-5o{`qj5^k}^lKEC_|xSa4JTg*@h*_*KQ`z5tT3tBuiQkqwyfhX&|18$_^e0o
z=h8(dR?p&;RR6eEW3BO(kb<cv4*t<DjL~?!H0`@p!n)9Gms=LkR_<L>@r3L0w1?r7
zyAJHw!;laX<?g;Y(|VIb*AAKF>!QoKR@U9&dUWeg`dZ6UoAPxpBG>wx6?(p?@|tnr
zkJjovHP?Ac<C;zVd_C%`O}8$-I<tDk+nW<+r4?S<vGj`ZpU_<WHg{Xit;>$_F8gMc
zv?na5;oVUy>)x-%3D^8|ru`PZe0h1*rH*CprqiA<hPGZ>`F)j}r_UFTSq6OBLce_a
zw$7A&esa=X>oA+^mB}aGNBVAGcva-hX`Y+GU)FqD+?UmTS5JE0)lS`a*G|~3TGUtR
z7G|}SbGPKtyyz7tKvO8s1Mh$0%Z`$DNtax=WZm3z6-D=pFJD!DeQ%p{?+yv2J$Lmt
z?XP~3mAF#$pVp_>o?f0xOEuz-r>e0P&p)?eo(ucub#=a;ov$p<R~?x4W2L>h#k#J7
zjbW{mci!Bx@%ajqu7~|H*XQ-ROlK(a{JQS5Uu#S19ht|bOP)#`-7wWFTK8<QK*-52
z>)c*dT$x}Tww2dAA#qOlq<gOp7(TzY=Tyz7`4fc-de?pZY|UJ@;OlD7^4&6@<7{qi
zRC)gM>Wr`MGR;4)Z&~yvXf6BoceZmZo;+WtbzE-2^%)0O%z13zTPC*Mv4Qu>KT}<6
z>2+b-P46jHe_JzCu^@Y~6TeN#qop_2RE5Q?IeXBqT_`!HWYt<u^}Xdm(LGPD)^FBz
zZ8Ax|Ifwbc%|BW4s#iYo*=Apub<3vk$JI!ki_=ZRWLCJ|FP_)haq#@(SdsFFZpIPi
zVo&`=r@U6rTHPhGWcS?NSt-fS)~wuWmOSUtPBo+IXRE#X+~a)xjo(H0{4!oz8!p%0
zA2(H`YF$L}tcOqg0&hGvb&zzg2|ZS*Xz9NEUbRV7lib|wMO%0BRAzlRUHK%Y_+@N}
zRkMPm>7vayE_%-{sXi66f+20W_$mIlua8cz-grK0PFDV$XB#GYylGjm>(1Am>qYt&
zB<-l)z4cz@<4@~yzltk7_|Fja?A^O1mX?xha?2O4-`20&cP3tueOA#u=05+2abc!H
z(JZrWc6|}Nwo7SRyUIqv7Z+cfeO@h4{GZ|4+M@+kQlGW8H(w|<y%Du}<GEYQlTCxf
zcBlKSTDJOBLzCgzjOb$?&rOS>3mhLWE#5A=_Smb-VOKuiJZ`sjR*~hwf2Fs)^A_%u
z{1ujbT(08JYVpuA%cq@QXC)0c&uh54tnI<Pue-BWFq~Mst=CCTds1m`E?@bKb9yJ`
z>Q0=Vl*Ovp$C?@cf%AOSvqw8Po~<&C-a0Yx*p<m~Z{P3SmBjG)+5~~+EB`Za9hvoI
z&Vy^x@jH?~%bz#BH)%?lZEKiWc(|>f<<;s-CkqVcT%Y=%A!DD_ztSMzpa4Ez??rRJ
zoAs$_FTCqtc<}j$by42iSU$(hxwT~WhT^WXxenjeIxcN&`51HV){QS3c|~q@TUX28
zT4%Z5xbMRR!zgXzUr&BrJ2$WG;!5`9i>~kYYR45HTqhDEQyd_DM)<hQ_jT#MWmdA0
zsu$(DrtkT>Hsk${C!gO`te3W$5qCAuHq!Co>I}!+<f)IMsy5#i`pW+?<ri}}>!Gwg
zQM!>ueg(DJ3!DBk)Jt!kb@5WC@R7^aCRJOCSDtv0bwi=&*^b@SQw|(Xx$Z3bAoX?E
zxsppaycX56dkda?yterB(R0SPwlCS?Q~LPU#*~?!Cv1{Mxy-6(6~)FJ%ji&ExMCLL
zN#$7=KZ}$ee;)FDrr9Lky!Ff4%<em>bb466{&jW71x?xh&%dsD-RYS%^||Eh{|wjH
zO_|!4tCu-<PoK7JyWL+ci+7GE>|?H+31Pl*EvRwrpA%F59Phb0waEDA)ex=Ptb2wh
zzbuv5v@_|~#64&1+BV%vJ|4B%Ql{SONKN{GhV_2oJ9}O(j);*dJyspmIXm-K#g{dW
zeU_`W9&eAEx?J~7@rw5gdC&Bp^Upe*P~d)Ty^m-9+E6Wn;y<s}v}!E9ayIm5Z-&P6
zt`*{QszN_G$X%HgCL+D>=#4322b8;BK6E`a|Ju&eN#4w}US8<o>5n>eYp#E8!1LRU
z!JH0pQ|D_lSp8?1AGPedOzE2Yx@S~3nQxzD9P&Kz_|jnG6eh#Vv(~&jzE@paIV)gt
zM&swno>FG7HcO?gJIZm#HoK|ld;h}a-gj?YXmz{8pSAnIugl7;?xu<1y7R7H_l;lp
zEUDz8w%}9?yQvFvZdbew@NinM{`r06%L0c3>LQ_@?#|P>Ew!e-$c*vedN6-!k<f-a
zZrVZ5k^~+!6~^40Ab$SR9<#ll-#xUx^e)?J=kaU1b`-GL+DAQG>+amg`77LEd1KsG
z^LLA%f8+|vS!?)g=k573ewVHN*^%>c*7KBtCq1><A@9yhExnXdsMLOZZ@JmUw|?~}
z)&<>lOq})l>W9TIW4)cH#-8LYFrJe<>(H)aR@atH;(2ZpW_vhAaDLU(wdyNh2L=^I
z$*ehH{`GyN(1WlmxBVZ^Iyhxs;jKMWv*-J!pXezooX7q+WND3n$6AF2ld8XpPBq$?
z1G=Gg`PTlqN3ND<+}d1FpuPBh<BxE|RJqI7c5Re%trG0oWD{|A*_U0Kdk#yiajs%%
zpLJ!2?}9mxo3HJ8_b%*SVXQ#c&S%%>OxfbTGV)G);IHs(mYKKbgm+|Kf07_%H}(GQ
zEC<1Jh2a*bH|~@F-W|TmR>RFhq)C-+L(-K-iF4LzOMcgRDhMAf+UfDOq|~ZmG4s5p
zCE*g!C&w(fvU6qI(s^HJ=YG))&fa+~@0_7Of7esHdlk=3zV2sdnG@>fvDEi#x>rQi
z*A+5svKDLDuP{AlNn0`3N6t9preEuuvyuXA52U6Bd_0;w`-<-SJ6D(P>M5MnT7Ko}
zRP|cURL479r}G$B_ZKanQ@3@p>8S_(euoyldLC-!TPCftIRCP2wosY$u34UXQ|5$f
zs<O}9b9v`&j+<+FcK&-;w?8=M%cU=->uqK}mVX>`rhW3OtVMr%Rvoo<`?<sBKf|w8
z9?xH%P4Igo^KZ)wRm<aROVrkHeCDO|W>Ntg`=@71f4j>}JfC&UZ{{Dntp>{T?9Z>|
zRkDoSGP&{AT1mT@=6PSwPI5T^G<eN&+4`u9t`X-vBX)f5bKm|nBFN{a&6RVnUs--%
zQ+X%3>z4M3$7S9diwiCPGgz+aJSq8Xb?u5}7Hd||UQ{W1VR2qt%<CQBiZ9K5Cezb*
zwdwK%x1!2re>Xb5j@(sqtnQ*)^xVH|58krf&vn7LZzn@IZ+6jwl=+Eax8C|oubvf<
zIq$93$;;tsd!Jr7#`#z_`~16iMaM4$R$CrCdBT2bfw{PQd7S3K*g2uAWIcAp&5-%N
zmSYLeVV3auOHUg!@9ui7Yt=LF>h3OINv&zI{cc;?nRdUmdwAjTys3vH1a8PTtasV6
z?cmE3FC(vYZCuN>F~4|YSES*btNSgF7yGsGPpIx+>sa_Ho&D2#b(fp(b(421W;d<f
zwOm}up>mzot8|%P)mO~EC(Mf$z0O*?^YOVQQ`VFn(9G#OkbY~4@&tx8J5pKFZFjCc
z;c)V?{ker}{Z<^^GPmdD^q$9ZJJ&hADO>liR9fN}-`1ls{4*wAztk#Pcs5dbzH*<d
z`_ne|tr4ZK{}nn-V33)AY?soSl&2+*-^$K<Tuk`#GAeOO*)n4u;lJ5ocY8#po@oyd
zzqff#Px9U@kDJfCPL-X%5~d%PFP3ic;Pb3g<)RyI9M3vE(XIISg=@7ZQ`IbN_^wV?
z-p28~>vEc;!mP!L>=G8|mj?Nq3l$1Wwf)baA9rk(^}B;-Ra(8}_P2&k=$l&J+w)Mr
zqP0Wv`Pwj*JW=(iWd2Kwy%$H`T`RE4(RS5|W9(}K&r7f^J?HLtsXfv0yGnBNtX@u*
z$NRGqC4Yr<_x%Y~**!V%o6cf6x2mg4kMES#TD8*hY-GUgU5#H~`rTeFsk&_OIm3BV
zecPjUcrwe@zM3<8<8_O_+9q3-_ii!1zuwgM+tu%Z^JYH3wAzTLKs#1!yZCCO8|7c0
zzYLsrRcA3v(qe|^U)Rmpy<pbz)Rl_yQ;M{dnr*XQHTJJnR(Qp^yqMiWb>ZC2%nW6V
z+54Bq9B1oYUcNPJX|cHZO;LWwkeFnf^0h@f-bNO!{8M~uo!O2l^JWR%daJYb&8&EZ
z(&K?~ju|a`tK}x~T|J)|8CDi08<CrJf8kX-!|U=<n;C2#UrC!fUCVO$;f6cU_8iqM
zv;Ao@Y2$_4Cq(K*mn_$QeY{Rv)#Dh)d5ME787(YK&8}QB%HmH}4@wAVd><EHs(7a`
zZfey5p2B~k&$cg-`SPFP^|g)RyEZ;ZQn~ZyjQAAB`|>{5cqS+AFs=PwHGgT!Nx3)A
zm1kK7<vp*}T(NXf`ngH&TZ^ni*(J`F6umk4GGa69e}>oL*WJS1pBF97ojI+DS7S+m
z<FY)ZZ5J1d+)DoW^-+J$#YvjWRlYu2sS+})OiudJ65fM$Uzz4*K9=w0Rhq85C8cHZ
ztr-rlgBs_2_T|1lYucNrt|X1GD><KkSjLs9HmN&5=+*_Rc^S%TizSyPANRVPJn_Yi
zhe1rWTKrWT7WO~({bJI$gylg<j%U>N%?noS*~2w^QB3Stsl~QGRx=b-ceRwREXs=g
zqG@rnbE~Uyms{SAWqHfirPjI^Rh6uC`W?)8JZp-S@1{!^v*LOZD`i4%+iR`psVZB|
zb=b7?GV6jh78a{|JXZJJl+|h$zAU0Ncf!(LT>;NlKbPIPgni!DMg7H7PsZ$9ZgbgN
z<_hBu3zMa*a#vh_rCI#iOS)_I<f9tTm*ysgdMXvvuDZ20G}Kb&T34S@wq!=hu{S--
z)vry^R9Y*QvBD?Ms_o!`<*jd6J;di%g-QI;oTV}|rb)BsfK+ATtQAMnCYW@0JvJ?r
zzpb`$<NF|Sg@6lgacPsi3aUb^+ur=uHk?0eqRR2OEh;CcEUrC!^xsrXmhUekof7A5
zT`Sz|+v}O3(A!^k<wNg*^Ox3X>t%ZDKaTl6^_xk!HiO5LE2)(xCsUb~R(HB(dmC<>
znBjhX7K_``u*W8k9t2(SozU^~WtW?ir^4mKOrGboT!R=M%}|@2$`*HQVd`VkMJGI0
z@T7EY-DvdH_>|zSnVa{<X}C))GvX;(UT+w)c1zjHiw%!voiaS?;-|6qR9UofNODi`
z@8_nIHVfWcyJY6Ms*oEq&X%et-v6+a<7$!uhsEkedRt;v$DBFMGp9u4!`nXB42j8!
zk5-Cs8Fo#Z{33Ie3+wESODuCj<|IvdF0#)>X=n2MrJ<S88;@ySW}NeQZ9u8aRYeo^
zSvOw$e=hsJD%F#{Yh5|x`>2R#lhfU04<2~7P4}IL%9BSsuGCc}t<yOo)izsd-ij|X
z);TKAKeual<bmLcbFTNh*06D^?Ygb&$;Xy`ezohCsx7b93fqQ8@T7lOarc6ubz#h*
zR~&|)%iiCb`|U{1=eUrS=YGp=x7C(y-FoQV^UKY#DdC!%8NRJIY74z%xo(pAiDTKE
z+9ey$+<LaF+x+QN4%35iUgl=}qFdGe$jI>)2OlXqZu?@{bfcY1R%Iqn-lfid**@xd
z?78<*Z{u!myllDV+eQm@(RT-r>YmqHvgBQ1zIECHbKdi&mwcB`vI>iSdHxE|^{Bw?
zh3Dp6FWOSBBR%VG+gAshYy3A=WJ9i`*)Eq{@{rBq>a6OyLHGI$qYUpBU)xcVr0r$?
zY-hTsY_?$d&g)xGr#$$&O3355y4q^DBMq!kT$L*Vx=g-pRoyx7m4|4=vAabTYYz(6
zvBpNT*|tW_>JOf^x;#o|<sCN7)qD?6KEJf<^RoF~NjDjeH}^+fzvXm$#<Kfv#V1oD
zK4>r9yvbF$FYA#D!!fNBivFM0RbHLCrYv}=*t&D8R6+xcFN7XGp)Puody~c5j(2?L
z{IecRk+xbKr0r{>Gr{Iyc+JG^rgJ5q2uF3@DZaGxsdU8MQ@o32AKG!u;%(>|%eBng
zZR?uX+6v71buHm3`^MQ%J`}(7$@mxGv9A9#7vpi$x!QbF-dt8SukF)&%4lmCamoEh
zc&ZkYRdIySGR}3kiZ>h0n%ZNSzvGj(leI$DkqXg`!kX{z?NU|0aLnLY)lEt7Wz1(S
zw>+G`{B>+jU<zM$K=cYrm6CPtL5ub+Pv6+JwcpaJ;>%I>8<7Qtajj2!zC50_=Hruj
z3@g5UmR`)umztnZ{L<Nlx5Uolz^|*BNw*5vMP<%@)t)rzx4OCNj_23Agl=xIIGdOA
z^T2tD_tDp;-Pc#BGpY7eNz^#_BFQo5z+=&My5f@G*>*AKtYXvT$r6#<+OzC_;GwCz
z<~+XL?EBkj-lFYu!`W5}F}!wLcGe`sJJkMf);68Sx7W5Rg{og(T5^&n)!nBnEz79r
zRe|qvrpi_JHxJCoW!tN|$Z<~Ds;9xqOA}t3yeX~LR9*RexflD7!jSzN+x|R$rG0gp
zit>tOM!Ka=Yu4^Ouf-KTuWDCfpHbOk(Fw0yX08vJWVqqut(}sKyLTM7%_y4sz9>x0
zY-6fk)1e(-L^-BczK+>)cFVl1J?1VllYazlS)%H>H08WYR{+P`v)MmSg%r=ZK26q{
z$IoBn{@cRc?;kC^Jb&h@g4Uf&s^-t&Fb!QAWZd;A>8j0{njdGg{w}qx4*6{<^*Jc(
z`~GClyMBIkTSK45JShIM#<|F^Fj~y8avkTYuG({%UQ(|-?j^8X*RR&Q_iyV<@c^x3
z*{4kf%4JHPe^{IJ_)I>>R(9oC)84auejVES^6RQ%#XD7hvrUe;*G+xpG$*z%^Ll1p
zX?*sH*8w(%)!9F+i;-k}aCO4jgJ-kfB+YwnQz%ru*)5Venfca&@Wi8PoR6kD*Ogoe
zGMehDS#CP%nS<f1*+SOLXPtT6ZM8RS-IN|TwPnq^Q_s3Dy996UcrZCu$zi!o(iVly
zw{Le{{%!TE_|~4AySFdxO<1$tSgD2iyv5o=ahbl%i>sRZt1iZS9li0oWyyBSmkG)i
zGD#a#EG*u}wjM597Zq`1){NP^O-m9_ojs@3IPrkZtb1lHUu`qQV&<&Rx_VN1-aEfD
z$D&srnzzI5tKshHvi>qj+a?{fU|J_@%3*W)+lrHyW>*=vn-{lR*k+0E-64BUdu^_%
zGf(NN^~<)JhDl|3FAjRH`t5g*;N;-Hs~%`PU-4&k;g@5ws}|p!*k}0b+Pq8pF5SJB
znP*OA7V59fQay6h=23UH(%HAsD-(>WzN}fA{U*9_YrAXFZFcpKD|yak6{ad2(+<?>
zh@0BCrsLD?qOH58S*ZLg-6x>_)H6R%T#{+ao(;a<VeUSPzSi5`r5iWizP8%k;Jn(_
zCCy43o_01DSY0u@H}~w{#XajLE>nw-YS^Iic&*#U$$hq3pIlE!tm@&MrnhG5nskZn
z!UtZ5v-X8AXWE{)jdlO-SepX3a0$^}lcFNd3Cx-Mq_St5ZgZ=xtu~jh?zRcxJ=b@x
zU6S5>uKMzAzm5lw)_R}Vd2#NRjGtG(Y(IbZXqZ$X@At~D>+5%1P7c+b*mdx?h|kSG
z+Htjf`N_d$1!Yn3XDrtJ(=}OD{NuWJYPt~LoLN_<y4iCb+;8;qVo}w+)Z#o5IjuQ{
z6Muv|);24Cdmj?gpe1CbHYrnT!z4D|SZ2$|T?an<Rb5@WGob2MxXq&5njv1NXUcML
zhonu=IB-tec0Hp^Sju&U=GT6PR-zHAA7fUVG+3H4-FebDYoYdL^O)+8!j%$__vZ9l
z6*pJU74n|?I+#8F-`1pcuI}0!ltnClN~ue$7gq>WU!BM=dd{`TdTWW{o#TyXojVIN
z_g*wQ^wWkv@5}S;NxlwxSIo47G_UrXYT6x-DvXLXW{Zyb`Z9o9@J@J)Q_165iw+iK
zo6Yd*(JdFAo-J{#Dztv{ien7xI;S*MuDb2+@3rNA@XW*fH)o{X^sotGJ7vT#dL>uF
zR9M4y)z(<Imrl1lj`pcII6Np_zCkAB9N%OAkn>ry_dRjr(|1WPv3<ohq3?cgNz=vt
ztl*UDuCUtEo2TEj6k76Cc9q6s>*HHX-sY`-9U^J@?RBi-i{c$8rNkaDI9fVECqd@%
ztj8f6o^5-uBmK|=;h&)vUcOSnD}8Nqa`&BgjLhruT&*v1*K1Zy!HJ(g`7iBC^z2(&
zWvi2Hqf_Lt>VC>+yPzHCAI7a;77-Qmq0ZCZ>t*j8!Kr=E82e^7{Ab|$qUfr+>dMDe
z*XQ2XT~qVzpY$%4M2oe5&0V%k+_So)%-rF|`sHg%e2z&8#ac7p+8gfqVQcH(eK*%K
zom$>@JbrE7%7c3YpM|UpT$@^az$Csc*dlVFq^z6u^|hIG64UPGYdyNHbthexw^sAv
zT9udYxA0jd|Ixmoa%t^T=_3x$Cu#kile1Q>*!8UW%FnLtEq;<=3@7e(tp51NYD@Yv
z)r03HUd9JTI<4AmmcXC&^3owOh6ia2kC~g+T=IJJ<MKbzC)b2Km12%n^^~l#I^Lk0
zCm4O=G+$NtozrPOW>Z(aU2<&y!AO(Y7bBD<wdV`mtPoGqR*6uk3b%g5-`?~iMNR&?
z?CUQ=x@v+aV$zmd+3?Pv5*E}{-Dh+0=KOh8>W%Bdg!4^m`A-$b>|6U`UA)bXerC1(
zp3^-#;}wd(tiF_4u&b!y>aN1<3p-A&3HI{&vt#nZJ<ph1e>QwsCwAFo*TySTBQ1HG
z<Ja2X2zyY_w5L1fgGkVQofmVfu8Vwlx#jZ4yWZkqns@IzKdL^<_DK52I;Eh{jdSX)
z-s#(@%Pq_(l#}V{(|$d}Mpk~xg5}D$wnZOSvoKeX3=EaANxJ*hCq8b~leur|JhT3Z
z?buf7*z?qXd0>omrmoVoz}w3&?T<9g=W?zUHtc3;o@af%!~U=_Pfuvka+{=`Put7O
zZoL2XXU%%y&utNs(kw;VUfHbC1yAJMvR~d8s$j~{n>x+7$z5W_{6lr6>n=*3<4s!W
z`KMRRY|fHJkEWjQkJGF8y5!UCOS@116|2yXGva68o4RkVLG6Nc)A^g<l&%aczjoYG
z%F>2Q-7UcJ!RMo;7jF2neEiwn;9s?L^%0htvY(3mZkb#R2rRx7UwGiua`vCstxZzC
zy}Y-3+qOc!M^@MLZ{F<VcpYK7%JliY;|kx-`Fkz-mOt@mRY_T;g6QiowaZ-sT$la4
zFLa+>-|{&-n@!!~b!<<Wmq^vMIb}T@idA7fW#^7FX6IfzCg}A&%_zF(gXZ}hKkfD2
zy3G^kO*Lq=l%JY#%jZqkt}qMNEx9)js;yg-x4bEPMMj7mn{RkVd*ZBhvzwP{PkDUO
z=6Bc^!-cQ3RRf-Fe|x>ZCTN$(C0^GXvrh*YURoUCzBDf4q{M#)%e4|~m#7G7#!e5)
z)D`sNHacS$IDct=eY&XR+S3tima_Y;?nXpzJbvNw^SmdQgR_Ir=H;APd19T(GMT?s
z;d^6m%vX6(cDCZ}9qH8kmFu+DhgAHWt68n`cIoMDx@W6u7uVh|jEhX4)1UQawVJ)g
zx$J}Mwx%Chedm3`3)`c)$12uHNONgtDW9#p6fM`}8L{n1($3p^60SSEF^n*`<-fM$
z$<&!^=1x2i+rRhP&ZC_(=4mh8#jv?_MQ&4@%s<)HR}SP&+{PW_w0Y~9soN(1UM{MB
z^Tc`4E0e`fpAQUKnj-lm{F=*O#-PdD)*RuyZWDZ@WLbbe`_f2<wSDzkR|Q_I4Ng5>
zS+iaAl~mj^HlwRgDr`RfXLz-G+jTXwS9UX3X5N*z?mM6^eKf0o#oKkt6N@KCDXd>x
zac<_Sq6OPUUvBV`WM3MRGX2EQu2OZ$Pg_^X7AvTWp19KxbKTjls_Xf4-tQZKTs^gT
zO5~R**(<eU9=~^bt047x_U_o955lYKHDaFatbKLHw?gLp?Wp6k11+w4?v=J^Y0J(G
za(y`E`K^7+KFse>-reH%_VZ(gw0&iJwNI>>YacS{)W=vqw#xNchGo8TXEKX4PFdNW
z-(b4eNb+%UUtzp_#q7gprHxyk6dA@xW&FA#)w*cH&75%SN3y2rtsQZNesOQ6Ot$sf
zqS(3M{m#$*EjBI}PUt?%Pn`8jEn@M`j>jxgKb^xbKHEP3On+POt-a|7|0(FP2%9T6
z&bsUCWo5ni<e{+DPI2d|mKEJo`>^k8@pk1|KYmAD;9Ya3?Bn&Nb*tiT9kucO^jv9Q
z)W`7l${O{2ua}3DQoWYWzBn_@vL;<Vn?J0^PF(W9@{ZfG+B>e89BXo8t-fyLaL0XV
zE&o>EJ0Bj(m!H0{;DWr*qm8NkzrL+~rY!3lq&)d-*0PL;3;U)$neQ0=;kH0!eAPS?
z?yq0hy8hmAa%E^#mC(x4j74rDA0y8#T%F{quH1Dl>!#UJy|A@OO9Ce<9C+FFtyarV
z;QNE{sZQ)sZ%b}^ZHT$fr)G2I?m4b0(_Z|__e@Ayw^Bif&*RVP^CguBJ9tXgJ2n;e
z=V^boiDg^%MI`h0E~7cWqR-r5p8q^@^N*s3Zk4~nS7qw-8r)%&e0^=N>{`Y7t+Lu}
zCd#^2^IBy@wI&u#nPr!>abtD$f+OJ@Z@)^;I=1$}+kn@*q7Ioeo-GKQm*izoeLY2F
zWvtvZ+0&eorqcJ*s;$mW4SuEFetmsQp^V(sO`9e(t8cB$+pB!SUwzh#re{@~Pk(<E
z`s~hU?Z3H;i#XSnWFOh^bBAo@s#(2L&d&LLT_I;_*m;ZfNpljW7vEp{cA<Fo;@7fl
zPyD6k2gbEO>0!Ptxt{Ao$rA?Y?M(anBMu*(P#qrfkT3f9!l%ySp&?V!i#vBD%$xga
ziFwwU)qQ)lzWx#7y(8Rp_M*x6omZ7&WJ*m>bL9nvhuNmi+~IVm{pvoU7RTi?IiBag
zj>+%T-*l$d_-vKSQk^eP{pM?|pZUjmg@q?y#k1X7Tc(6ww$-tDveNQ&rJVXB>rasl
zrjI_|5vqK)&9wW|Ws6sw7VGV1J$W*r`l_lZujsm>z$rg(S4(X^c|1<LclY#l{#BE_
z58t__@_tW!)T+R8+g(#v?kd|lx99qtrlPAs-iIuBvLq+;75=!UGn3)^PQR`)JEyhY
z=BrJ3zg64~tlhZr+Rm9NxBP9c1{#6}!4|AI?k$(I`sCh}bGzUA-6>mN{-cz0+MA8P
z>Ow!K<W-!l&HZr6aC4!opZ0W-of@Z37dJ~<UyjZ?zhP}6o2tCm*ST_+a}s_{j0?{?
zvM0-S_3a#vi0P&uu3X=%R(UBfPkZIkLiOo_U!U!({V00OJK@*$4X?`WHAO#P+pL(D
zS2gR=k*hJ^cD}s4?B`<ftMly33;rb@x4FKo!Y@3Nt+pzBo^Srn^E+S0?SH84D9GCQ
zs?f`5kIv0sdh*;_A&+jSuZs5x6aKPZC)WSeoCiJ6Kdtw@viLuPd)f=_=d+I=c`moL
zN7LN6YGdB{MYfB0L+9DNTPOE7b?5A?ucqlP+vk;Vi9EQz=2m84wBGk)Z^CzS`A>~|
ze&o@|nyac3r)U0ipP%thgt28apVhDM<Z2axqZ`>6Uf!Bpy^{6R%EuBX*2z74vg2Ik
zy7if&Vp}deT<&#gw_i|N%9-=(ep|2IzO}~eV1L}#=B3dmZGL||zPIF8%c=c(6`~K4
zwKKD`&L_1=T`Hc|S#FX2@^+!@t}9hpCqAXigb4rn^ng$M!j{{v9*5JnN@x}3z4;t(
zrz|q5O1E8W!*RK()*hh+t}#V>K7LtcED-SP`i0LbwWSu<n!*j2m#TN2N;2}Z4m#nO
z{B>22=VR0JntI2p=3ct6*rYD$%j>w!4|wIjpEYLu`YU|Saml3B*B7i`USpr3TXIyP
zD5P{%bIkGC9pCRH*DW@^d60$qLU_a8nUfxDl>HUHK5klN%!YNI6Vff-$JJ)7p1tx>
z@~h(yVtH0vPWK6&tjVmlWHQqxkMaZt(?{o)EY((i7PEFyO3?|<2Uk@uKb!N#=6Y)O
z(sY*V)%nR%`d;rA``(T{cPgOlcHQ#XkuP3LJy~yh?Kqd#mj_%ocN#7*JscZfnYb_S
z>y0@{+pSj|bt=zk584&5g!yfp>x%pdb9kOy_b;wzOjA8t6kfG-Q#$*{mATQe=hrRo
z=vUh1DKlr<CNZ1P;)EY(RgZ1tcyVK0S!~JE4W4hqMQ&X<RIx|v)*`Fj8Pm)p^Uv+p
z_!^xtnVFq=Z-vROHRmt)FIC;MJ=|DHFJj{{?NuUo*WI#t`AlTN?d~GG-b>}Lrt@yB
zbNs7)XUlnBmnAmMjXiu<&-_q!7c0~H#3MZG{Z`v7iR6SOeAZ#1T5j6D{{CF6A1yv>
zdRp$-+`DJ@ZmAB>IPRbI>8^VydznNy_o^SgOUeSWJF}lp?DNZ>8CSNi<D0_E<9Gc|
z%9>ugc~bYv_w|k+*3Me?>^QUO6VAe}@Avtgk}rRkTN`EVDi}O*$Lm^;ubEy?xIT+-
zHS&;b7k%|TAn&wk<<>v1B^9c#i=@rj>#r@_xp$%X@?g8l7SG0?U)DKg@1HT*yR?MQ
ztzw;5rgPWJz}$P!MY;U^J^nsB9QWtPc|Ywi%`1IdpSR8tD!jJbyFJc1+$(J3mnpNF
zJXg!L?^a0``NQ*Nos#u8W|mnux9`x&+8LD|JVo;I(jA4DFLzCTll}6?l?giz9DEz)
zxcAlCm2>;Dyo=}X{na*Ylw{iN#?Tz`$!WQz{8Z~oNs~kkoB4;<2v{6EzrQN1U!>8)
zBtob2idoe^QOln1&z3b>2}jKfb64JK$|SSZ^4cBF#|u`q)yRFl=*ghIHPJW6i0_^8
z^|ibrOSNN_Tz2L>w~x=dCe?Xdon7?w<GkvwbvKVouE|-yaj%VYe9DWZ`%W+`ZB&`t
zEpx3n{XfInpi2M$46heYd0jf^O~}mKmS5MrH{Dcq?Y6^_WXZEmxqSX2@75K2nZHV@
ze8XoPDi_IUakfN0MMa?c%If4<t8dP*^8C**^Hg_ddHJtvZ+Gt&DE?6udO2a0Rr!jU
zHtVKl)w$_&+fA}sUD<HUKkLSCkAu&4nCw*P`LZ_Sc@SULmDWsMYiS{m<A1UxH=Q#m
z@U>mWzHoKe#P<bvTV3W(m=nEko9e_<PPT<Hx>v6>?z)~{$L_$U-91alQ{vy&v#gbI
z&n`U==*df!?&PoA8hgu4V(rxJ?_7OykCxqbo_TrIw4Ub&C&&mN&31ae+*EVBvhAz8
zYggx=WEY+DJY(~`z)Z8VQ!QeIyW$NBgN)=HWVP)gW){Zf=sc}{m(G>t_wL<a4z=0a
zDxdAl?!57z!Rvm;lILrqHeO8KwbS+X@v5(uKa*mkbX{*d<@06=-SvOAufVXs>O1$2
zOB@F5S@$lR>{#=5s#Al*8rvvWj_j_bak;z&J5s%j=6uahem=MC>9IF*&-PShs-#<<
zG<`E`ie2{hW!W=hRXxw~$4$N6UJ!USuTr#j$*YrJ@}194vXuDpde&Z<JmYJ7RZEsI
zB-%@DFgajrxo){?ZSUgt)lUj9C^y;ux*ngY7_{GO`fr<_KTD*xZ0p;*|JPUE-Sb+K
zts`!DA3LTUW&O!`a?Hjs$@5YDXS91}RYezPoXf73EzaV8W&LQD-t~Fet&?if*(Fy!
zdfOoLG4jPPDXlkOLU+p4N6qkAB7BT5`<&}f+w)Nuq7V1&&D_#{?&ei*C3&CUS9uri
z3bUB6KKbCw*U<(g@?HmzyjZTWUvbf0@1FHh+iq1&eJp=&%OWS&tYckn{-WnD+e&=W
z>v-^NBg=%<k-o{-pZ>bO!o+&>{QnHG4mndBW&f^>Kk;m(h3%V4;hVpB<X?JBdt>!%
zZ_bO~y9(;9TDOD+pI@J~uWZ^gzL4D28=oCA;=lWB4QtK!*RcmL2gtdb*4dizeEB!^
z+-qGQ+r1KT=bq2+xbv9VRQSfJ*G<dzmg+nRun<-Bn8Mg~G_2g>)#K#!Y&oS}qK8XP
zypP^?i)EFYYgI<-V~L~MW>)goMdKspm(*;HJXO5kI?m(Nwo4B?p3HMC$=n)J*!BF`
z?udiWw|gC%9L{`wZQ84l`7>|&6>svaIq&j2(ebwF+``q26C%pi8}7V1b93|2qHw7x
z>n~ht$vQc&Co^=?ov)T(6K+cHc(y3|in8S&?W1SE?Cw|Fs<1z&$T#<m-gn)^(reE*
z9AClMp!NHej=SV~?Y5VGb~)D`#XPOLsKqHe<%7s_lkC_SvFDcSa_@X{TpjGe@%rS;
zw-M`ZT8KDm+;+b4YpPYYOVG3@bFKxSsr{SnxG1f@s{BUe?w)V!os7bazPXvtyK7Vx
zG+iZZ;l`X#mS0z1JHIUJ%KBo>!0^3&rHj>PEy<lT@9W*}66WPE{eD|9WW4GQxw=ny
zQWGa5v&7n|hx!=)y!!0IXz@Nk;^br5*KutD%Oy^I=RGjzahF@C*Ow>%LKBk}io--L
zWNNdbtYW@cX1+O{%<!MVYMIWGpi0xbA`&k&dpTaXRV;WmC0TvvL4gystDf$Ctoi#+
z*xsX?1PZiy*G9;-Z4Hi+3Ds1&eBou%l~dnMFC1JWQ*__!vw82;>Z`>j-RFu!e(Gq1
zPceB>ZU1dW;hZbHD<0H7jPsg)N$}bl&L@dyliz*Gc-fnII<3lc-{ZBW?@lvWU!Sk?
z&icz*k(qmUU92|=H;tWbrD$h;^~(IGk7qqKZz{gNHl}08u}tj+CHKBt&3F=fY@Nwp
z1LFv;8=}b-CmyYO{4{&vw#gcDbF<=Y`K=q*)%H0aT=n~e<jK|BX9}%)yd`kG&E3LC
zw;&^r=eAW>^v%RyMyxOPyEW(1n#?^vZ2f;+X1(~lzb4GsZ}F_f&p&@ztCOhJb=)Q0
z`t$KiQ}&5355BhXaq>y_Iic4Q7``l&aP!@Ja_Z03j{DDLYZ;W6uH~C?{6E9G&6DqZ
zd2xKk{jJ42(sq?9%WC&;tDjNw<#jB>?7peZ=_!jQd9*#<cwcf&?VUN#Uq%VbeEq)W
zy3J$tTbs8%w^#C+<J~;@`laRlI=(682W%_WwO!M5^A|lG6rEKaqIuVrcSm9jU(3~v
zat6LJofZ=EQM;1ZcJ7*cz0mKe!QTB`1qT#lii3=PfBCY)pz87K*eka$eAM23x`?yh
zPFuz7+RLc7la|jqnQ^<|XWe{fuhm=u-zRI_u})r|b;S8|c%TZ)!mn$bnYEwGM}2tq
z_w$<!{kwm9Uxyz0`uu0ug&gKD?_;hMu`r~q>x^h@ob@GPUBB6$pq)ui_k|r_TD+v|
zTFu)v%XF4J;a{h{i`%8<Y-rip>Z0<5(&M5lQY7AA+VF5f@g&Xn7NVOkJ#o_%m;BGL
z_iU=qzkgdbCM%S!3Kl+bch=`uFZzSI-kbDXlX<r3M(>Ta$p>Hm%~stIy}#;N>uitj
zt9_5nJ*JcXdr#8lSqdp@*J&+OFqh4~+WMw{%1XUV+wOqFTbTHNep{<LJ>$5#Xpj0a
z%lCmN^=-44s-1H^SzdJX%7XQBU!PB3J<YZ~FxKZ1<D3nm-CB$L7ChV9l2dr~Y3|KA
zn~b%&?zO!=X7y`U=9be18oyN<0xfSGGMp0E?w!A4MdHb|>{pDezOLh(dbQ2?_)<1^
z<vG{wt?JTi%}vvbw^}tlZZlaNbmI4ahQC>#e@Z#e+d5t6(#luvj|0!G->^DKU2gfx
z`mA|pgX*($|LJFa{Liq>f_>hV%Vqzz?p>VQ7x7rUtm<~w;onysx2B#~+jDfC%=4|u
z-lYn*uaq7Z%~Q)yIiDtVK;_Sa{<YD*$rnDc)_nQZv*7E$nJccxmcFXGc4y_A)UV6t
zt@ss@^?T#wAHnl}7Fe#IyYTwe{(DDr)YdI^ynlaQma3oMZ`m(}nOjTF$5$`#V@`h^
z`18s9y>UgeIu&Yeu2tQu+HhVz>gkk}-Evn{Idv~tb4vUUbLryG>V9j<kiI<c%H1Ph
zRs>}yXFBPb?VPJsbG&PobdrbV@`lLX%)?hgSDN2=R1t6VCZKUk^75)FM;qtu{IdGv
zlaJT$t$V}5c(g=)<IylZZMR~*`I-mpABJ!g7=K;2Dk9{0<GicwN}ppjKHYhexbej6
z5P5a`$I-b`6aSg|E<Euo?3BC6<f&gRGuv&#N@m)}WiOef*f;g8|EDL-mv$|>96cwv
zIrdy#PD62|>c+`uGrScKKHr<*tMGi*>IH%Owwr`~&^-2PTYkvnXYXTtCT&!oH|1%O
zJNv9oC$&?nqpfeeShrrFhi~846L-uWAFx>K(&WzG7}hpdHC-ypXs6J+*{{x6d)%Fq
zP#o8v&YV#AHuTMwzv~v~mK!)YHNKAx_g{ACTF}*q{mF+F-p6gux}*Pjy<wA$fzob^
zb&??oeP2(SmL_kT)T3ARcHXtt%7bg7Uu-%)@!;E-w|%Ql$=l6XtEs<uLQz$J)W@e@
zUhbDJu9tLGDHMO@sIs<5$mimIS>xDgOBHh7iXQRX)2HonCn$Yp9QUlhe%nrcF7BD{
zbA4Il367H%kM_7-ZfCbx@4ID(Dy#P->kqdMosD>%X6chGQ@T#+{ollO9Vh&ZvZbCD
z&+>}u+M_Sam)dxzpz5;7gO$v$XKgr;F6w)md41m0O_S4SbDa9U>1HW+*O_TKC6=q+
zE1nHD4L6yhb97qpdF8c%nf&WCKQZ?|?>aki<F&OWMQ8WDnR24?edx`fzdi=0n=;R@
z|F_jHBwh071iyNoI?*}LWq*BH-FH|vTlY2(U)EY-OY6Pw!fUFo<t#1x`h9gy#J4p+
zE6=|US-B)8RrQnROyhqdyZ`N*o3-*p&hJYpDO@$HH?GOr_I72yLf@1F9_N>G`T5HS
z2dz-u+<a+c#zkBACvX3_`p$D>7g?luX^mEOSUIP~3$1j~gyxBp&wpOg@%pUE#-+86
z-WQ7Heg0-K`P&qGd8*92BKmWu?W##T-j;1uwvl;qMQ2I#S+4`7A~K&3+D*Boxt3>T
z@cfvo1@p~CS0pcEJs=bABDJkuWYJfRRc7zArf0tFKejAYp>I#f#EHAvX79F)ov@Of
zVNOWioX=es<*st~8E!Y7Zrb@Y=Ws%~;H)K&XWdRYEvGg6_%X+I9p{sR$~QzQ@L##U
z_GP8T>uY=VUFA%D-1XJhB+0Pn>sd{&7jKrPT)gg47uBaTU2;WAepSSM-idRrEA{WG
zI=A%g%59wQs)BT8<gd$`I9>K{*3Jo&D&K}Z-l!Lq<6KdmwnO`Y<GO2Q7B<(_3k7q&
zuDoh|de!BLN3G@_e;p|Cy|B6KPKMvdUm>d*4%$ssl#E{a@yX;lSIvt2sxIH-G`=+d
z>4Rj^Z#FA+`MbVNdY8V<^O%-RaX8llxvU+cg^I7fOP^osQu*gqOtI&^HPTT$%xr5I
zY%>{_Pq5~)YPwJ_vDo5`mfBf^d08@fXG7g=_PTmEzYc7*e707_d&SKRL7&@xa#NL7
zo;?51V_w<;wW#&07>Zv8th*nzTUs~mwpo}@|LJ#H>kdb$ODxyP{&6K{+hijt<yq^p
zD<01}SISbdR%GIo#mm|vPbzo$$UIyBvr?H^<UfP<t+l4b7DqRAum}e+n3t?}GWNN7
z)_am^U`i}M(=tBe&~uf~`e!S(tqc98|0I2_%aQc84xV3^C`|Np>9me0ySGKa@Y3w_
zYt7cQU4FsxpexgIsmVfLmL*4-=Y%vQd|7eKae4Br@-Xe`XLc-K8p(fP&6)|B|FXmM
zbf+zwdit49y2<PxUslbT=(&5cQ?tpleY<8k`N%KTKH<r<`S9iKa<*9^rP^~<Z2Piw
zkK1aTJkHkK6I!&zc~YJ8kva1;TR-2P)n35sqw*<JV`|B?mX=SNcV?}VXnyUzvo&1V
z$k+O=QQ-WjE4`a6O($@kSnb%VF4o;U+4P!^@LAh+wm;W6tD2v&d>MG+tnJFerz&5U
zMmoq`D@^cppZq#(@xs~jp1Vx`s=ifyp45iWv+?bdj4D<Zn)JNuT~XCM&p7(Uetkb}
zErG>KTh6Rn{=V#G<Vm}>iQYSnl_vhW8Y$@R)pN#vkJjc>d(S!rnLq2@CFpUOecn`$
z4acLpJa;`>r9G+AbiL+j%eCDLCONFQ>8UnzM^*5q+RR>C)8r$O@56<33UA+=X7kwc
z!IfjaJD)9k*6BK3QNpJD(fa3qwE537JX-46zt*?=S(nMjdHj1_w`{ZtO`SYzr!-&X
z!WY(y<dqwbx}9*dTr0=1LVCUPaZ|zE$){IoY_PBiHSfq<%l6>ws?>eSVSzD6dp?HF
zQrx{Xn|aQq89!d$TlGw=XWlW#o@X<X6>DE-r>mPrPIxx=&*7V@X~`29e_h?-$s%}b
zUb5x4CAW%?%WAfV<msH9x994LWs3c#XWu7ix-9R@W)~@OTWqU!DS6(qT`%(7*FTRl
zXMMcPVeO8u&X;e`dbZMe=IqNy9j%S8`W|zSD)@9;y8U5X)~r>{*S70!WpFE=^<<jl
z@rAc}e9gXOyt}3`1GIqsQlyh`>$*Jdr52WJ)%M>izLK<4CcSv!t*RF;-x&MzvUXl}
zJo!4x@RgvDQDKx^l7WiMtZPP-qGukPYyGNE?%4^gc{A6seNr&WzFey5w4VJx!}_@F
zikpdF9_?D;x$WH<Ly=^WIf1SB)-^43<2Rk-$u>`NbKJ~lvGK{vIu9^>oOL17jorSr
z$XlE7+N|p_k2aLNJGV5<u<!VSTfA?Ni@qo;TfJd&-_|F)YCrMq39o0{&{&||v`1~;
zY`!TEHDfogs8Ei7D67p?F<pIoRPd^Gd=5vG@5C+U`5dEV{LHpwrA4Qr<E(S#k7u2&
zUO34$ID6^4;@Atz)swq|TH@O7M5^0e-6`C==ke0Q(**`rU)GB5_*p!EZOB7yT^?l#
zukfAMbrvvK7luhac`SM2`#PI@dWG|@Ec?jLa9w(-S*iQYwKuP=+41CBli!SWqIuW%
zn>?&p&?9_c&E6^NH+mj@)$jVbXs&DOnd*M8r`P^Ws9de|a`ryW9R@+U{nOlKS1Udh
zUGPNy@!8a~66a0Vn#wKppLHvuaei}i*xDyY=GJO<Gu-f8z9hl4bf;^~!-6^MFT7j(
zRNC?NKht%WmDc$$Sf^)ccr5eMJ-N9XV}fFi`&xQwmTuhlT|**aURJ7NTUEH2`kSb2
z59fyPJh-m2Fn8VAy-R=HxO*#;i>K^A16P-Jt4;dGRiC^#ZN4s4zp-?Eke+#cYrdn_
zs!#P+&wM&;jbCN9y>$9|)b{Pd$y?vwc&WCF(a&D$Q1$)d$oJL;ujgl-uCwRzniDO)
z?OB=EaaY-g>g%I+ESaP|Z(~rr-Pe1%JCz%cX~%gis(kX~ir2^8nrmO=RY;n)8;P8=
zTvr#})>AkqY2nSBnAnQldu#o6RsY@lpW)ZlNxvq&V^`bZxjy3g<cMdl+4t9k9&4Jm
z=H;)e?%#rJU9xV-)@F%atA1y(-r%=$`pRW%*1wLfjV-s#N>Y2j@MZq$-TZsBt-LS&
z{PQtJ*;nC7)s>ANXJ4N+bzdpC?$NH<;=*j~qHXE7=ajBKKX*@<&%|e2n>;Sxx{{r=
z`;N!W=W7!^ZFatnekN)fbDMe2ysOtakCs?wIR!;exE1R;q568r_CE>puAWzsc2((e
z_4%oCM$_@=?mMq0eUK|EJX$5!Uo=CucJ-0uiBqmSXV>f0XdW#-)m1Hhs$lz`>e{=P
zL=*h@_f{^wfA;=7-++G?r};3S(-NE8X({Wb-G9^5yLkVtl?PQq4A^q|v!>i!csy%j
z3iG8kTlRz}O}P}7Zm%MJRWj{Na^F{`8_%|jZhjm5pmf=)v!z$|C;HAvI(^||nDPdh
zgwnNF0{m49qr+azp7JpwWVLmkx}V@pfrytnM~jw=zT7rTPq@$Uby&$miGz=Jw@kAs
zW!o9@B-TcG?(9jH%F7Ji*-f3Ry3Y80?Cmp_&-=a38Lpmp=gPUFH)W@JCDxbDiJ#ye
z=vxp{vhL!Vld{@eudW_g6EZ(|Qb^Xi>6S@GHy=&VIPTcBD=FunZI-3*(<fmsUvO^E
zYfIL8Zpxfc!2i(GctWjl#HKShA8nHIwC}hT7W3G2fvlHYRk+w@yXtF8iaaVzW9B7=
zKA5{MkBxQb%dXur8P#bU8ZG{9O*6lJUTwOTd8yLPH6Pes7=}unEj%GVHLk_*Ro1`D
z$GvLSOwW|?W>RxtTCb#;cvQ%!`CR?6l{2sU^M>`z@?6WiclGYZuzdk@SMynRs$YH`
zZnV_TbJg~li&p#E^;DfaD7ls;q43KZ-v@>!=eOqC%=;4-({(=R%9W)XudM1xzc%Hz
z<}23ZrGF}9wc_8hKA-ixFmtYNaP}jQO&7H0O_@El`q75e{b?#+)>P(2JfHmY+1i>j
zb6z+veN)a^vf#P>+>B)l7AyB$pT@aF<x{5Jg~vP3W=fnm6>;RBNVV&}g>v`&t1iU4
zDfyc|w9lJbb#;dR+&L*%mnCg1_J3g8^zMmOf%~PMU#35^xo)R-WBtA5oVKrGy_L6K
zecpBP@9~W3DvZrRzBP-CSc|wdAJ1yaJfTn+x$=IJV$faL<EM>{=T%=eI4*Ow;)YCh
zxI0VY4gO=>uAO;Wb7}U4Q-a(0ihVc^GtYW6OXEtiq-li9&KI`YvuED9{%UJwUSbDl
zd`zgMZoIAb?lu;co-1dWa&7o5*RDIeuzhmWy!3Bw=X|50(~m!l{dH@xVE@{jWpjFu
z-4c!sJRZ#V=)7{p?8{x}=la>rSf4f7^Hjm24QUtsm%sF%%l+!B>gM!5p^9&B!-8sf
zQo>X1W^ehVJ!iJR<>RjDW}V+mr{6SoJs5uOopG$_majb~-`FizFH)L!Wy*xbQl~t(
zoNGRR;($WZgj0o~x)(OSstW6NzcsIY@!KpfJJ)2*+qYJ~Q|X%Ia=>n?!?bgmH?1X$
zomZ|&VP5(8+UhMkAB3q)Iz4a8k3M(Pxbq29J)&KDWzx1J_I&Kyv5K?LII7U_eB704
zwOFfjW~QMXj(=9JIc5D%lx32E1pC&MEvx5Ds^{8qVe;0#&ZMO2PMI=>Zv&Pt`{&HR
z)Qz#`txdAYk4p&!3!d$bif~`N@p0IZ)$a@robtN1blGg3wKHxoS<63lXnJj5@cC`@
zwbv#d{L|cbtdE;3aXb0w>L6Q{D!b;Ajc>Q_?2Wd`Q(jud{L-poioAMr^Ms1^)|dI_
zE3Kb#M&<kZjEf&`^ta3Q1}|H`>GH}m+wOfgc56*GnYcwq^pkb?%G(t=r#bi~@>rEJ
z49@qi3GzE4^`(|g`ghoo<}=LK=Ulm^xtH<9mz}3y{^Gv5Ptfo3jq9skPTRQp36H$j
z7j26*%h{`b=D)L8JN4pXb_=%6MbV0p6Qd)X&G;GHSFF2rO`w@ITaLS|=Yw&q@9xQm
zxelIwZ|dQgv%8VG>-s071zk1SmqizJF|K*Pb7{|u3+tnH&yU)>kvFX3wWZzBMG9<L
z1?)==xTb`}e&?Ua*&`g(DmPU<DkkVzVoG?%ai3tDrOGT^dln=wWzE`l?O{r&*o(cZ
z;x#>vX$8-Uxmv7PH0R2$n#7J<23gH7J;EhKZyKCjv4d@?N6qrySM!9sYJ?X26FuVp
zU`sep7sLDb0D&b^rzYJI4*KcyGw?&*_7A75JLmZ}TYP!8C(55ubWe!pDbu>;cJn1=
zwVU>SIO7(qwBEKV%u7@Bz3ps!+pXuBD>olHWK(!v^vSIM42|iotRepy?6kkS?lIdm
zac{lX=_@wUJQo?a$W#Y^3(VcJRWoGLCZ9jGS4}h*ZtJz#S2wq{!0nL7dF4-U<5$hP
z-jFP;&9TW!Ap2-d<cA+R(u?{fUpB@}%``9HZM`z-PL!`a?|}x7=D!QHx9zz!J;}^M
z*<#)Le}d6d=9y}R^YHsS&w5?zYv%EowVgr!)TWRp3#(->A6@CGJ&*gF>m3KVtJfkk
zPw4W@`1k!~)ULYODwlj*(iy&sUVb(4c=pnc0|yWMd8zvD?sTtBb3K-)^-Jt5km+k$
zxwz&|=*`^JiIK;ZO}js9C(H@g*IT|;Ys!_i+?h8nr#^3-)j2UFrR2TO=M8(S!>Z3&
zg+>?sobBxKbI01%iE|Q4)_9zI_U*js#pq2v{8g(nH=cQNJ4!Z2Q26BQTiYC&<qoZI
zs`J}%RHx5KTm4npF-^DUfjP`Pjj>1PZqVX<f40ynGic}AS?@1B40Jb{TqSv_G}ZP?
zoQwIyRk!y)j<>nb_}t)V_1!!FQgVBe+4e{WD4)xEyyEJ)oQvyMN3Tv1n_Klc_U_Ds
zGU1F__w7aRMWsJ|wx??L=FdB|W#904Fx!MZ$vs;<?YYFW?GF!{K0Uv3k5r-lhBckX
zd87U$&pNR)CVkeENf++N#kC6-EibfKm-gt1i(B@(xmDMvy!vFcbKM>0y6ed?Ds!|}
zD#vbRu<t3nwdv`V!|Bhytv8?b^1F<1<XMv=^RnMAE}Pczo3%Sn)2zztRm6k&$FFTs
zx;kCr4r|57T@#7}mM#8VZn~=9@!0OZ_0IQmzcMSTTb@`eZ@heMWoqv&t+ulzt5+`L
zH@Q=KQPyDg>eV;r^`=)OPue@(^QuduW1jX?=at9U%EMik{b&semEN)DXUhCP%+EgC
zXf+pihrOzuED?TOa#i>Q-sQ|P;j#;}UK;72k83rPGwxb8cjkkKt0P}8d>D1{MzrX&
zXHVYcl&z1r_BM9&arx(6A7?HoozV4j*7Z=m{H`Mhcl<0BdY04VdE)h#byA=H@bp}d
zES6SDx10L3eB-`Hg|Fl8N}7sPf0_MF%lH1qm-j?J#%wEJvF5&_#q0R2n=#I{IqNtM
z%EyF1{iYJmA|v%{`@{2HT|2hT++9!{buG$#`^2klYu~)mOM7$P=ObI!(umf_duxu@
ze9rt{JtdhX{NDEosz>)#D0Ka-KN@8;_W@sa+mt&hlcS6;9=+HzX{E^AzR8FFX?A@R
zb<Z&~JX<a`cTTvW99!Yf>xT^P-hDa!=#*{DbxHeneK_9n=!)(I;m=8XwI*J))xGfe
z;G>6X56u_fdfr<x`EcUlM1#upbKjMi_s&*qt?Rvi!@a1z>*L=1!^tP}46-tlRynTN
zy7*OM&p|g)k%gP@DnGJ(6X{(X(JRL(`uf-0PR|&l36;-wuy4z~YjL)E%Bxeyr&|@e
zCArSen!Q|Z@2g)<4o^aS)-bMX`KomNMcT&KXVa}FU0rc_tBbPDhwN3tcb=_eeGw$x
z@G@3zhPTiDs3jA`9*f?1@onPYW%^EsO@lL!&Y9fpU3}}yj(Zx7#{*+)f{LorO<!E7
z$grC!)3rAwoVzgX!ZenW<6CRg^gPeb{>^!abNkL4FM}qYms}rwNzZY@lP@phw9_>r
z+I-8cTrYe+z<zDd3~SFyDg7eNweL!1T}z#?Lh{5qr+X(j{h9l&zUt1CcxUr5=CNz%
zjp~0>rzr(xn#_B?Flfnhmf0_gKWQ>tmoCpacVwPx`Q$e-J)dLlTv9k&`tVB1n(x*I
z64B@0y?Bsv@#0S9``316-!)>KqsF=3XUFc|fKPT)567I7?X9}<=z3}L>sT&<zIAVo
zTz1?#rTE^yrb}B{CaDIw6~^0mc-j=kw)Gdic#!gK-3yc1yX}mP4qx`3#~(fKv5t~Y
zPxzuA?oQmAGgiF5ert!W#>~0wK^5y)ZP{(Q?Q*-!1YWz4r`2yNN`zMi8D@OmFW^xo
z`eps(KR)-h``6ZbuAB3-{nozVj|}(D)V`h+UVP=Zr+%5CUFH?t=xVvE&#xP7dcHkw
z>YMTvMTh^)dZ@QhI$HVTx*N;h^hr7%{bqCU^Nt74KP;2@WVvqU+MO?(y>vh9wLEV6
zDtOtn<8$MJ%C8+4S5dfTa-r~F#kzYDmS5gS79E|_7&j+&O=a-siO;r+9hrR4a+P-0
zPnqzw?n_rM^L)0TR-@-(c4?Hh+tqXS$+~Zs7dN)4op`+8>$md5KWx?|7Oz-qj$HFw
zduiW}4@nYlmE{hE&+eN%RXu&-@s6#JYW0^W+a9oZ=vpnc(WCv+p5KSJJzRV@HucXT
zjeR@U_x42XHd-`iRott4%T-t2oj-ei)W=@0=Oyj4UYlx9OM1Muvi6|P+gXpNC~Dqa
z{Nh8|JT<f4OH~uvVjoYuwpZWxszS$#6Gtm`W-_hNJ+sWA^Q8J#;U%{=*?Z1Y6L~Oa
z(k9#g48hkYWo%QguiM(bG{anc)9M`x=}UbdzUMow&8ezx6TZ)3+qXalh7;?(dE2+n
znfdW%Tc+0Oo0s}^s!pUXZQa{ram$FcII8!jLgRteQf*5Nin7n@=W|M&k9xB*H0tC$
zIeEU>n|AMHy?XwPU*)Poe$y*e^Pfi?y<Km&^+u-IndfJYGn+m;c}y_R=U0_QRY`K$
zx|?^MCf<(vDtU~zFnsd6q-?KW#S<7Gg!5JxEht?te5*QZcjkr9AGfaMi&$;GqjH5B
z%fzlPr!%jgh!N}wKY!`m&(~dBQ`h=R-ty01TgxV^RsB_tuO)M<?#*}n8fU{Z+b;KI
zpA!yElUyyIUnbM%xNfFNt<p;0)n*g--MBle>hO+_Aqy&1?8`qt+NE7xS!A&$D*jB*
z(x9&GdwS1``)00Bj!8*Z+qY!W)uc@>#~pu$Pyb==pR8G=eRZqlRFR%<YeT21-48xJ
z<-v1J^^$(ID^r8F7WTi5-qm|1%`c)p>dC!#g7atXt1B-mvvb>XXSp{2r<u3c=0!&x
zX_4W2*0zvq{`s}+k^Re^zrGIlnmYGwS<z9I%jpX_ll&N&7EccdWoO&7skR{H@%*Z1
zdSAEY^fVqV@jSi6@5kA_6Ysy0I?3>$p)k&T<!d3?n_0^X>$TJ8?YnyN4yUTb*EJzo
z<{Ou9KH_!l;+((#)~fkQFJHLMEY~gV{2AXe{iW|sV=_7?ANP9WxjIIUTULGT+gFvJ
z{S9q|vfhY&K2_cGIj%W((Xy(-FYBIreYkU7NXcD-`|heMll+|?PxY+6Jn`ACy4K=C
z4X!0~8sq&cvJYOkv0zq;^xmKAoiF~e%v^qWI&;N}uijq*94r{ZLJN7d^_E|HuxVC!
z@YJ7GYDS+!1>CoKFkdK)(_a1R(up(7g+W>3Mb>hDhB4hv=c>|nKK4CzcJqt0%P|`-
zN><<PUw>)6+QWIrwj^zmkj;9qDNVWSi_)Z5DJxfJUuZgIY<eVv(b9ftZE|Y<(@1sO
z){67(COP-qj+EG3-+lMrD}jB@qP@{7=M6)8UY%53Wb>aPeD9~n3i44Oe&22@&-t5u
zaqCL%l-lgG>Ma}3S$tjRq4IU(kqyNwL$`gge7Wg|sP{?x-jeuq%V*04`YhJH*nDHT
z<DpY;p46Q?BDLb$6FJu^C8zFlT0PTVJ(#=aa!`4c?5SB95BBUU{u#D(w}@#{beL0-
zR_6&@yRDn9JS%zgwamSe=Vjx0uj`SIRf^*hCZC>Dwl-s3ioBDyU%c@`zuED^7ryA5
z79I_ll=|}0&cs6XwN95dzPd6ez96Xeo0ZVVN%d0wRVhVQNju$UXB-VOPbi+Xq~*!v
z8(%V>bvhi)kUr7yLi^OeJB8Qge|v8GpFwJ^;Osg4F4;?Le_bm+Bk^d*{;l>=bK(q`
zmU`MXl_uUh?xk$`;L4$^^ENHmt@7n;-qKsia$AkuE`&T?8F4EoasFBxCy5XCOJjuc
zm6f)zq&l4V{_DE+)S270!ZsVVZtAP54qCcHy)kMw=gH&om)5F8tXZmB_{l8k?~Lcm
zy(;^&=7jxY4Nu^!3Y)kwH!|y7RKQ)sh)c(JOzvM>vbpg>`ueH`7oYqqU6rmq<(JHc
zmgke_du<c_9Chse{HU4Avi#4(-y6@>>V1{!nsep=&!_BtT{jiGS&Fpw_Gs^}Gwz$Y
zw!7^oXllABD&~?&^yJ(ZeL-(si_c1&Jg|26wAvfzY_*!0=S^LrpYlf2v$#s~pR?i1
zvoX;L?9Ndq7?$_&WiL8YcgZ&=`R|PMcVE{vNjpp|+B5I!`lUCyXEq$I;`x=OlaREd
zkn{HXna@K?Q`M%Q`4lX0QYBbQuy5);+a(TCCnko>T~K_x>-n-tug<;EwY>SFm^*v#
zx7OEj`xj+u<_i?<nKj+vV)>(VxgBRqty)%d30R0;3|i!=w6pS6_NG5R-KQ5UY^#>~
zbo+P1)19_izTUwxQ`sladcyPb$*hv(@?xvWMP>d@dp5fHJBIF=!aniR`sqRQPi;z{
zoM~bIH|xt=xg+bsVl);63)CELJX#zS|5kne(tv+g4*ovWa`0+P)!d6W`<j<~wVqUH
zsJbq*Yl2G6omqRfzkJ<Q{wb}iu*@{p{dJ^}qROMC)la`ZT42mBd3SPPiT&NZXSTJM
zRj%UAx$|%8o~l_Bg>83yS##4*WP0+f-_nn5t~}CYEi1UWr@h5~YSy|*(JTHlyuMPb
zy4!fl%O!7hcgaZQoqW99^um!h9FLiHxm*k{P^tgAx=Pkg;?%qy>oSux7oVA?KlR1B
z)Z02eY$A_e#@dt}>6%-n@VGHhddCFe{a@GBuho8&`Ss-4+_V_6RqRn4ghbalJ&tH~
z{JDDG<Y;wk|Ejz_OJ;369JD+9`})texhmZ~f=4|b%A^#=Ig2gVHZzxxdbQw+H1oWs
zooUOi9iMG=HFZ(9X?izr2!q6<dFgj7ZC7nf;xt+4mb-eJua)VNuVwn*)^M+skmJpg
zWV5>F^8Vnu9}oYW53(@1^nLCrrtovd{(3jQ{<<Ply5#)nC@sOb^o8E6th;x1m+p9e
zeQ&Xm_B#vqwWaS`J0(`-3q2{kwI$@zP1z5J-SkuQjVFJ)x%uSlvq6(?_B(!EcQZk5
zes83=%yZE>>#C+al#V(+<7CEzNm(m8ukTzRKIsVag(|6o)6SYF^dDMeG%4%ZrG@@e
zH&1V!QL=W+)P~nzR<bT?ZvH2#(Jb%v`p49Dg~4&>{C+d--d16nr{Sso>(Zju<6ARS
z7Rc?Nn|gBP&A02;c#3fOajf04)oD-HVv%M^^}ShZ7Uy5NdQ)|=ai;k$#q5lq2iELV
z3h-lCyRGocD!t(ApBGA=x;0~7<l<BLep|OG2cNZEBq8@T=EV7XFN#x*=U-YbcHGwL
zpXr8aKa*!&jt=fWxAsa?Tw2-OZ<Z68nJ<4i8zI)df%(I_McQF}M%vCNUKJi#6PwW&
zqW0#TZLS}O_MMR2+~f93%X9?}KHIdEdHL&GQ?gcf1{Gc}o-yfW*5+up@MV>2D>)?p
zGkgsdIy}KQZ&sRd?4x4yumw%5#rYWr3csv(m?%C+>ev)Leo;5Sp7cw{#S)a|u4X4|
zJPBR?`^d*@i|@|q3bR^yv8C#T3ma<$PrZ~6&wqxAj=vABRLRuyYh6;qH*@uBt0#pK
zYi>JNeOnQEuE_sCL)=!6C#8XxyBAoTT+Thu*3!0eo%Q)!cfLKj^6aA<<8zy9UE-E^
zt6vtc`5pB6Y=kFs`pcN8JFAl!zOHrI$u2S{_d?9|S2@<D&$kv|+89vD68fLPz`*93
z&pOM$T9fjQ33~^1TV@pr?_U2p)Tmsp`s$3|pZlz@J4MNeUwNTBS=sV!l&a;+fZIHb
z$Jb^x@cXs=3Nx}=Fn9k0kp_k@&z7>h`%`u4#O|ukUzV+ueDH7TQSH6_PJMk(f1Kl2
z+sZ7v<X?Q$F&_J0Ukl?ut$CZgt7`R~y~>)Bwi_e+j+>f2^5cB8<i?zOt#iQ_LLRDJ
z@>sUUxhZ?ewh7G5kqo>yPoDLe#8CJ$#;Dw`Ybv`${K~rykNYoeYi6?ko88$~dze|~
zx;M*Ah2npvTY@%OXcw!U&b@APNhWu-S4(r_kKmq^WaU}+XR1`@#vDswnO8h(q5|*9
zm1-yc$z^#+Og+A|_~ff|r>Y{>tJG_LU6=MiaPkEAt!1AyZ&k@(+NjcDnDcGD*%E#2
z8^5$dgO=|+DQ1(lwD<Fmkm=eDcfz8~1Lu9c>-AFk%n`G9Ic?0pu6p`8{K;}T$q+oZ
z@^$QYPdP8YXGI&?_uB+}fAW9svolQ6^3mp+a~yx_e_dIuedkihrOoD|yW9R~#x%KS
zE!dR6mwD=Da?I6f#}~GA=l0tj7oBpLuQ+N+&AzYBGS@^d1zCMGs+q=D7*VvD?QDsV
z{>iUvG(!aM?PXo~X==)44av4QNh?okZ(p%`URaj+_PV>;OTC?YHLY(Pm{n;U8uoC?
zvn?rGiYi21ZkaD!8|r%H$z022Z_X{dc=f<nwO!76GvEGMJz=x8MEb4WE`^QfAA04Q
zlwFuQ=~>jw_o>n;$$JB<StaGBURi!N_-D;?(PP)ve2H1C+)}NOJ$LuzbC(+|-^XoA
zc>Vf)WVu+wI<u=9>z>=ZbX~sik#Mxp962McUC~07XRB=Q%?nqTZ%vTsEADy`7<T9L
z<Mx<aF9N-N9(OIaZF7A5GB!tj;@f#yw-pk6om*$VIyBd0mz;iig3~<9by}}ZIV@*i
z{w({&%(sl}%>NnI$Hcyy!J#hi6XI6fvi%Pq*Nu$0Z#y3xRSC0P%QDT?wlH??xtW{i
z@UKnqP79y-^ZK$?n!5g$E7ccmT+aHR;e=7$*1fVfRAe4h&w609Qe>XiBS{9?iglI2
z-LFayt?mwYUvvB3@xDF3!d-b@Znj)6?D<6Eb*%2*FEek?(`M&4zP7Y`bNG!f?K>F0
zuH|@gg5Bc8dP{L0&yz3DW*#m%pz&;D!1k4|YqKVMo%xy_&QL14aetp-TxoVe<+EKG
z%N6)4)-Ia(JT%L5_HvcyA6Ds0B%gK2Gkod!ZK}GY-PgV6Eid^_ebT|)82PUK!&>$!
z!rxbGWnO3Bu;^c!@#54)#_N;=tgiFcoMKM?xUTKn3oXO5m3Qxcu>4i>b={0on^(I^
z-AukqoU877s;9?!;+R#)cXLU}z^<n$6KD3DzPP-+HmBm#im#q8GL$F%&0f@K<Sw}`
z?~++2`^&iPOCwg^D(m_BY~9jD+qAlacj-pl<l|@gvTi}7#;ZNo&WJTLGt`A{*mm|#
zIQP_f%VRPu?%%s}xa|aA;g@wy+G@&6OUyPfO1wOpqol^`vT9#@h|;<*JCAJLta#4)
zir($eja{#w^!m%M)1JJiJ;QElzqQOm?H4`U_9%QjYMOsrT_()t=9llQI+jd6n=vQe
zSyih$J$Y?pPxItJtCSDMp^3qLoNGHCt2Wwu9m*`Re(Cu&cjjylrCr^YJDJOBwWT8Z
z?WUS;NO=5ZowaH4wMCDrv^FSzTJengS6G(M0-pJ&mSz?i&)YI3aL?P76N~!_7){Te
zxKUI3eeLSD2cPe+Exu$PmmRxy;qy->Cr*m=R2+5k-y3=CvG2)<WtWZb+kKsAEqLX+
z+ld7!e0yI@J!SNp;<|cHXz0{4%zFIy&W2Pr3lzU~?qQz%I^vU^^;etlnxu)(tma-^
z`K;`G)|pJhUssDQUQhmUrO3=fUFM3#t6rt<*%$g;T~1HpW7F(7B7Ck^E0w*mZ`qbz
z8<zwbsX6XeTGg}ejnv(WgZ_2dvJ*6q@g~iCw#_rg*0^u(suQm&S9#QG{mJlLF)8P2
zQFJV~S5*(!9@|!@jVXOoE0rJH_a^y1`lhw1@Y1RYH@~cHYMJ~pASd=ovMAq^Ef=R$
zSS+9O;6cf1*IM_-J~t1(4O=I3wnXzmU-A1Ojpy?}uH057Rp}$2rC<2@<cnL{EGL;|
zEmxeHP_fovRpC)K<L0kx7hQVgz1f(7ee$(t!E?3Q&gr(A1#Gpp*)HcISKL`;*wr~h
zC|qq>&ALikEmnu)3RgZYFILsmH(I%Zi>d0`Y}bGpn{FPDD)U%ceqqu*)5r5XU&pnl
za4jwT=w{YG{o}er7v@Mwe=pb5{Hz>1dzQ%K$$^5OLr!0oxt3kL$j7bFtB+B6!N1bj
zlP8ZVr6j-f-E0|>saoX8=k9-M^Gwf|;eD>QAzUY4C6@h?`5Y~L&Th(TL53!)>wd}7
z6|2rmvV^?q70F$De!}xh=L(zqtB%k1xmCORW?Dq2y8N}xD%;)IC64DG+Pk%LlE+W`
zRPKz5mT4_1jFI|`LD@IcH~22?|FkZvTJ)gB_jS7}`m(c%?Luxow~J(6sz0SxdrP(A
z_T^EHIlt!Am0o_Eq!)hU84KGI0lBZ&)-Jex;C<M&6Td=sU6cxXbB=eRvQ22Q<b%gu
zU*g}qnN--7cv)OlbJfOOSL!~!s60N+-|kB*zv+u~Z|e%#mF*r0R$=D~w>>dmx8gz5
zqxnCshw9DWGS4s~=)ftfkk9ce%eywtdfQdCzvj`xf;$&hcU?MnC@A%6@w}}2vtLz*
zrNzjxI>j_!TR!ROvNf4o4$SJ1+3s};bh(w|Yu}@amivx<$(-lwzgaYh(?WE`x;<%|
zs?4(e{<((r%rgv)veC_(yF_?i)|SRXuNN<#SZ<GDJ{rnA>w1aI)u5(rL1A|e9(@&J
z^Pj;huF~$Rrjv2smA`wqd|x^F9d+2b^jMK$&<CxZIb9dL%<jx#D17PV_;m%N-QHD)
zzWfTyHT-;g!Qmb*hhvlHT;4X%H>{)W_KWs}ImLmZUzYRjcs9?_F|a2}k)=Q8Qgc(q
zN{(l<#4q)w-tiN1nJFQ%d_rM>%(EGMnoH7d>s;Dsv4UA9T~_lygW-G68@pdFnDKL0
zVBb{*wh5P>$?f7{nx1L#XrAG$=_Ye}7t1Rd%(>F)r+LcN-X`R3^Y)_6B@4bUpObE}
zvaDfm)wStY6w@y(D?DnQ@ob5fJ(u<G%c=)sT)no-i8Rkjns;M)Pwv@t?OCp>8&~KV
zY>i!>JZo7*dh=0@bG5Iy?@Ty#<TAJA`KSqvM-{cK0>m;pr+j_yvEcj4&gUPNJ^s&d
z)lp9)&%?IzSwqCv<)SjPdgL^OcbiOdVvp+c^v_EAvf@OXR*=cI*<EY=gTq39d|j1N
zq<MU)k<j*F&lK6!ZkCO**|X2HUz@Y8_^8^t_~5ml-89!K9Jke;ANld9*JUAoQJJ=L
zUMFU`+ikhgs50xk(C4UW?~KE)wVT}iVkV?NX<3T=^R3ord>522xnq27=Y6y1p;`gn
zW#OfEQ=`)!S**4DTBOnWtgk$2*`z9Cljy<=k5-=M<9yupF6_?RXPfd88NRG}93CCx
zB~-Zcm_)0^;qzWM4EZWnPjs_>+_haPBs$%0gYZ0FuiSIlOSE>Z>Iv)5cxUcrRy9M;
zo5{oW)s-}tlWbcBLna>gs&-rGFJc*UdaACFnDq6Sl+RJ|xA;Pmw-)nCvRr=Lv+=me
zoy6SU#pcqHbH#7XdCpS0IzD%%d+^U|LMxe?CmmM#9P#P+Cez~C(X)f@O_#7(qiOWy
zN|W08s5!@fJYTCa>Bi|>AzA0%oHS&<HRVv*mzPnE?)$Gzosw|vR8H%@Wz5>i_cqV<
ztGe!TiZ?K0Q-$c7)PhXwsf(wqv;3p={B}xQ+v=YxGH;g{KHnPbIpdS*MuRKrkJoBv
z3C+3U#@zohR7#B9V#z|e6J>Mvsae0>l)hg6)b#Tct}rqAKaRQ>{pWzx_7s<x`9-EX
ziuS&I_R7I-(YCOghE3KXLD4JN`<gZuhwBEf*y`r7Yf6Jr)}^!R_U2hDk{D)9444?I
z7k6}BTCBJc<DXahTQ=rAo0of=d9CZWur=2ex9`pEmB@=op7la`hpMN#>9LLzUze(0
zt(rB{iD#>&+wq#o&A!!B)Rz`+xMQG@{$b^<<kvCpCYgplO<#DMbISU_z?oMP(sruM
z?3cN+VEa<{O^z}y^QO6nZRRtmo65aEI8yM0yJ+GjH-|@?3O8QnRI@mF&e%VCP5Ie0
zi<~PG2^mj!`cFUcO6cqKzN_}P&lWTGMg;I#T@FdSF<o0%a#x<G%zuVoujCCTN1ndE
zH`diQ)51~NH1y5H)p=EOE^7D4-MOk-yWpzia)qRgA@ANNSDY<P4`1ff<UG0S%hY+Y
zi+SU1bZ;MfF1l{k;_vyVwwKJlan4kkb8kudx;y73gPW{m!X--{G{28|{%x|%gJ<)f
ziM_wJq2yN8;@!6n1zvm=KB06~R%7St{=S{|UMaEuvQ^hU`aGYyXq`ngPswWTJjRz%
zACAwvleD(7W}fA`%&VC<RxG)8T<6=LdaaE-5l3@Q@>Q2CQ*oBHc(lqiulP#aHP>**
z<}Vg&o^`8q-6}k}!mFp)*JEpSso|NJ%YW8oho>))Sgk2n9aO9<^RVUHlIrB`6Jw{8
zy?*)L`CtQs+}G(_%zKiPn}2Jb_X=cYp7Sxb*@0utPX*I0+4(EaYq(m!3u)7z-nAuB
zd8w62;k>PdA(I@|%$fV$D)XpGlGTI4(1;B$XT6fTBiQp*G|t<xx!-HWwT<0}e_uC9
zp7ZYD>VK6lY_nE2G+$cgQE9n0y8FtrJy+h$Yn^Oqx;?kF!Km_Rigcazv(^~7`Mt#_
zm-Vi<mYbZrT4{j|f7XqEcRK1N<a;aiq$R&Dv!7vnG-Z+dmbFi+d7>_PJjrL<<)I%k
z!E^oW$Fo9mn!DcWZdF>vRv4~T7Clua<*~N$y~VqF=J{V*ICttMtFBKwN|Ow~uIrL@
zFb{jQbEkit#12pG)zZ3oJ69PyfBIk?#c4G4!IdI&8LnwtRWJ3r-72&2UU7Sy)#tYn
zMeYY*U)vqMsD1mjoz{yMTda;=Qh2I4)>G%L=uc(St4pWUB<;M--70zFb=Rv&rN@eY
zg!M)pahjw5-ta#|f=|iO;OO|-8O-wMwz=H?asKOC?d;l1d|FXc*JYYImhYS`x?1C5
z=BLA3{Uz3Ww4Go%8MoIkBC2)Yg^D$mb9+}_ika>?FVOD8v5hl?+}yO+@7$In-1XdM
z@eU^IuC2w>ygYZWX3@Cu`fSc3yL(&n?y27Hnw7h8<@3+0aw7#Lwq4$2X+2%zNZQU!
zy-&y0yRKf5udw-g-s|C#*F7ccI)Zk|+=}(vWxaTUIZxOvKR&jK^|mdaEWfV1b%@_|
zLY>4?tFRkqEpCTp9~VA(vFhsA%PJ}#U*6iw>~&d@i}PjI>uL97Zyfl~Aa&?kwUkrO
z@^vRZnOwa6ds(MRyX8+0(YHz*ZFYg7su3Rw*dGTiD?851vOT@){1Vya_PycTE}g58
z318tW_PN38>h5TUE>D@O*0+nfc2uaXRsUqMqGa=qlv?fZ-{z7J3S)motvJpQ%Dtgu
z#~at=;!Sh4-PfP_{4&w?Wz5nK2W76u7d@E6-1X?)lx_8YL*DM*D6~>yweIh!k9XX<
zv2GIg6L!h<=Ci_k`{n;uowaISV7esqm(0AYNADfqczVSO=2=rsO^%hPTyHwL!sqx}
zPq~E}ud@A<zDpn9yQcb8ma{r<Uv^;rgubnxPrWjl^Ep~DtElnh+rZPgXBT$gcBy5|
zua=)-x$f7!jBQMX@%p#3W)@D4Yv$Y5==5`bZ|bSp){33&W-H|$tXnei>&iHj+b5o1
z+Oz6@bj)MriLtW#R&263`Do$M#j9^Sy}G70?<l8zZ*ft?w&<tp7QOl=dSH#)-k$HE
zGbW>_Ji2}FnE8!%<$S++U%j$b9(UcTzHwZ7RpSn~fBLV3-ru=@({*jBLfggA9r91E
zb#9SRTi`iCaB}p<v%>mOFMHn<c})?n<uiJBzcJ?W%HY1QH||>;V|X9a)BenE>wT};
zlf!Iug1S<DgnPR3_)QFDwak=lv+pl$s|`x;wwhjLc=X5XFr~S><+5$2vMXE`FSKO2
zzF@<b{|r-Q?%i5+%jb<?>|~W|B@@j9w4@75+)r_e-g^1!VT8!Z^G;fSdrh{4sfNv&
z_uMi=HhQYkZg02A1xF%f%2xXeuxs;iymD9CvT$dY#X-Xd{nwW6Sh`T}?Yok1c}vSS
zeem;hkNR>~-);Nu0KxFWU*XKlvZpa;%(AnRvs|BYG4awn>9bpRemeO)^U;RQcV_CF
zoUOHgc&Ets_l+INSHc%Lf4KSfM0I5!d(O3QUALNYrN6Itu+6?YsnUS$5XUS2s*@+b
zq-D*io>!f|=tNx@d)4>#?w8kYV^}vM@%6o}iLG~5vpn1NBFLP<Ylhv{`NrF}nLmj=
zwQ=b_hZ2Um(5tr&N(3+qZ4K2Gta{j*c~m6J&h7E*nD3i))o<)m>XB<&TgmX{(JJlc
zC=UOud8sQ`bx8?Mn<LYFHj4MH-!1;Eb1$baR5CcKt(VD?P_pzS`>bi&Ml!`gZ!MN4
z@tZ7~B-<+aW$EicafK^)1ifAdwJbIXYz$ntOE|I6N2ZH$iNdq#<`drNi%K$0->V%|
zbl<Vda8_lYuc)5Z^o6`U2bdOW&YIFSF=OwHh(#CHS%@5MH?5uWY)JrX#=O0q8_&nQ
z{OGl3#X9YP3vZtUNZNaSO%9P0I6g7Fv_$#Y?e(m;y^D9a8Gc#k9QlEzoFhb!;f?m|
zhdKME#(8_3un8&*Q&caj;gxR+yBWz+n|+|h_2KHpRWF+xZ+u^W<>Z%+TRyGp^{)I;
zm%b~m!B>6V<iXN~d(~dvJM-u1whvoQW@}`e^DFH7s2lCNYwHv?=d*SDPCn$YJN7Vm
zQuZ@>*@`&pXiXXSnU>G*?R<49&^vfjZ{_Ez`3!NlJf{6V@St?P&7>Er>!W@tmb{*s
z`@HASarO-_<NWSP?94nh#p2|_qXI3lyJU-xSsbnnPb?Am+*$GR{)e;Clbl7C$X$K4
zPwc~#3))*IPT+ihEPKL7u}+)tr-6R{HdSF;lciPGq_!RP{A`(%uD8PM>srwnQ^MGr
z&sKiDy61xYjPQz8Zr##fSkiXNnyzbK{B^~P^*b*`y_y$QaJVt*^s0Bq;`Y^LKM%9H
z+Obtrq<_}V7@Kn^9xKY~)pDDy>gJR@soei>Z^hTA|9;N+`fRh`vbV?HZJn-=tX41e
ze5&b<!;)RgwRqK~H*eWIVg9kbTo?DfmtB44jr6j5t1s1#J$0pzu5T){w_RO!^X`GF
zurHM|P1#&Gix}56+0Ehlcx!js2LGv2%2U^zZaiqeG^=k;Sm`mdS<mOxUS6wx<ng)+
zwmqkVwtbeEQ@Y-F#{sq-C$G<&`#MJUs*9G<-jLasp3m}LmQpJ3wcs18yI=M76&)h$
zeL~HfOy#bA+fbA#U+>K=&T^$Led77V`<cJ4>*}r)DvZ0UqgBNp^;CURz>&vxS2yKu
zymB};GOyrJq^QGrufjbE*4LJ7)KF)hUl_3|+VYsle+I8tK`$zULp5Kn*q{HWZpw+T
z;*soXt7mg^zPxd1Y0HxT3}09MoOI*Se4ES9a=z#D{b)EAVmz_QV*T2Z+&JwO4R<HG
z)>TC7Y!q;?k@}v``#Md`RrlBB>3b$`JAU@sVy)smVeMDVw>7z*h&yt9YD}h!SH!Zy
zxTQ;88QyhkFgSm0OWvBm>B?&>e$4WGEqmRW)79^+@zb|SYB7afpR}(^D(#zd{mbL0
zbGUv!`gXUahvT?upWNG9*X;WF`-6HCRWBVEnegO`>7~p?(UsR+9yHIn;?2itH+5N$
z!+PK2?!_-OFD=!0x7F_Yhj}}uZ{t`~SHNN4>bNd)$%^BmpZQwXoJ}lSVt9K3Z*AnV
zyRP+e@AI<f-Fv%sy<5rUl~U#1S4-^NK8kf5*_?Y&^jN0&<d@gALgp}^SiiaStdyn5
zgqiE-nAS?4oG@Xh<d>B#PnX0kXU(yhvUAb)x4Z17e7Lrn_v@}t#*Ifyt=9GgMa!`j
zUfbvO;ooAj`9;gs^Bj)WmZp}>YTdL+<_XW$9eJe}S54m?{N66$qg=bR@iyb@xArhS
zyW*}WVVnK_Y_%t^<e^{JPtCeF;oyz83Vr*&?&aDPw0Y<8j-`G^&#KfnK28%=UYc^A
z(U#3}-Jjd7EP^3wt%cvSZ#=*8xL{AdtRG|Uzr3tlw>538uie=oa3pE5#|ay*+cO>%
z<i2W>4t;%Zm$ih$j(&;Xhd-^FsLrgkJxAd0I{ojhNw01_IX6c}zNBvEkE*k(AMU8E
z|IqbOUoi94A}98B+V}TZ+hjkyQTdNA`{*BMi+ppoec>YORleN$#TAhn%y4&`T~+m_
z{w?#SUU~7W<F{AwanWbDI*(rd>+7Fr*%xZpwnJ6qtDW3ZPq(r+=eOj(3w#(;6(+pl
zb4+uL+58pL8f31`5m)n+2(xHa_cgw@G}M3E>0<ui`PuVli$2>vYbMLX9qVp~_x2UO
zkBhWjZ7lz}>+K=?Qu$DE4JY0F7lG4*lb#6A31+=C=hv)tw<_<>k?MTg^*emq^qF2u
zp6=;>RW5k6Oib|M=9m!OHqlGbci$d3AE$Y<sU>B}(v4q^H|zd+z4c3Qe9*nSI%N;t
zm)3lLAf4WKF+FejudXj=o!)CyzVzG|@oSzcSIA4h;^=tirtA3)yt95T51C<YZd<Y5
z>m%>S(>&Lk;$k1U{oGY`jVo~4nQs}_mYc8bkv?%f`{SiO&))FNUt0QodZh~6I<pr|
zbz5(Hnq9q-WGPfuZux27ozP6{&rwSaC-+VDeSA{+_4~LhWl{5Ot+yq4?Rao4G4!1F
zf=RkNpI_Us<b;a+p<Rlv3Qk$S$i2Nv!0>HsNLb*m587uZrMbOw|GM7uQhwlvC0}30
z>}XY$Uc8*&qFCc(Uh3&3;!_JOc(m`;*e88l;=yhcB30VusWf*%f7EwhVejyX1#|g7
zt!IB7RNid!=Q6L@&&A8;p7*%;Krm{ZyM<`)TK}fXm$55)T-legR=TY=d!A4guIirg
zu2MwdF>~YoysgJJp8UG@^vlY(FC#9tBzZpDnVg+fyDd<{vDh<zV`que>X2QMt$F4f
zPOiHCpTXe3>ZsbyZo6*?zKn7Td{%zry2a5;-;=i1PW&P}Z|x=pHiqMm17fm{Oq{k}
zHrMgW1c|RNLxO&V&n)s+|9P#iXzR4&Q~mUogxhs*vUU3Q$IPHQ+~Pa)N_nrgB(L9(
zm!{>++{ExU;#iQ+x0O!48f*8ub9Q?%uupD|+nW|9ZTQNya^1{jCoZ?;b<cXQJ~6Z~
zuFPsnRG`<JYs>WX#KSI}-94LebBxVOoihbX`cG|7nP*<-|1kXVJl4Qtnu#lauUt}7
zvt09P-gk?SOJXdaB!s+N;5l*HU(0pJ-(KYTbLHyZ^G@|z--M@4w^ol`@!DEnY3sHL
zU2M;kwkvPm;{Q-?-c%XyLPd$-XwRjm9;;jn^83#q_;k;qrh1WOoT{5j0<_$&B;R4H
zG}-j>kcm3W<7+#st+hM1YE0mN#B$AQS<7ejO-pKvAN~~MwXv(}e;H%mQTkx_zx=2d
z>-uk&eD!ygl+}J#TlaC6lX29Q)tXUa8@~kawc$7Zu|(xp%jOexdCOLF@~=&aY6`bl
zyI$q1DOY#cm7g9#E6vMp8$aKXV6kS|&ehW+V*0+G@_Jf)eQoLGmb%Bc4<{ttD%!c~
zdu~s-d0`pz=K$O5Pb18O@<gw`nKs>SmdFd$Z1J-XO>M%pYI_SGm$_B0esPA~YhT3L
ziF-nV!#eLe9NcxS?da>qpW%}E+J$k)AJ#HG`j_yD`RR3Amo>X&|1(4`m$>EietY39
zw{FwRP2!yM{Iu`uta)4VgWdN)*o&^y{@X(X*jOvmR<G*W#(!zg&E30|7Q31)H%+}L
zRW)sm*}S@`Pq&x1xmo61m3)^nvCr3S<D>(BGoAQ;t)9#0xwq_1SjP7!6MtOU7`@_!
zanwnES*<4pJRdAgZ;Ni6GRxKC;X#IQN6|%ko-$WY=uTmXUaNX!p^-*zeDQO`9VfMq
z={xWJ@Wd-E?Z9LErTMQe>7VVdTKVuqSLAz(C&D46k^X0@!&Sp>MU{%hN?H|7epP9<
z<lqz21_#l_B{wJTTejKrZq$mcq6@!#QBB<#<q}i6N}b`WY2n2VQ;&te($<-q&2_o4
z>TW&PoVVK7R%_Y4`?1<*#`(w5D`sl0ewT7bL*YTV)s3KvwXf%id_KOm=pCoJ`mC!F
z#Zz+Dbsp0SsQS-fwWP6AX=`$K!LJMN(j}a(EAkm%niZ34^Et}t#^dGrOWm%mJsZ1C
z^is9VlQUK6UB`>(|Jz#1pF3;ixBS^l)r+~N+}UQd*eTmlNufyFRrlDN>f)%E3=$_F
z%T4K6?i3q&UP9*Mwnd*(*e4#XVhKA@Q1x;0EV;XU4zgLM`;Lci@GmL+pgf_t>qbY-
z%|BXY+v64_i^dlQ|9Q1@=Jd@^^Ul1|4G=QEwo88cGV5@0*6U~X8=TL2v3QQT*TJK^
zH(y?Kxo_zonI>1?V_Bk!J(t9uZ7wJ?$*HvXayIS6kCiFYnH7>YE}cAiUR9`TM7w%!
zz&Dl2p*!!s4L!5N@~g<-qZ@x+yBKD%)MTbb%;R}Kjz;t;Uy$3e;`$1kYfBWG__W>5
zs9L`*&XO+J*uz&Ccy57q`m9~5(r)Zo=Vx22<4x5KyeRf&T~YCqjcdN0V7c~X;^WC@
zlTNiuet)z(;aXd8*^AJ~Xp5tfk&+#9dqQPf=1pCiCn_TxWw~_c{4Hg+>m9d8EV_60
zoYuRAWesvSL=PTbwWCL4P513*sd+`U*?mhcm-#z;6?Ao1-JSMsE8_|FSH@9QrmOGW
zX>vcsvEFKX?>lu4wxX)*m!eFUgq6KA{9L{!%VNddNTJo9`#fI!nwuAN?~c+p(Z}-?
zuWZwP@VPnm>f6UW|4bj;deigf&fn}aJ$F{cFS6N_XBrfDjz8}CyqI{8OB>H+ct1Vx
zHfHXVo+UlMu3O|i;XP@aeSgV9mAPxuTUVE^TfVk-qw(9W^Ru4vc`8rHZjD}+Q+&HG
z>p)-nv8(5@mo8bm^49B1pTe~6oc}CS9O0`h_iWdbi|?L3(PzK6WzmNt%UL_u%=K8e
zoaa@*)z5NODm4#;qXf2`J;rJIGHzx5!xom*;@H;h?GGJ{nm?|Q)8f1x{-WTtVc;dh
z>u2XV=ckt3`04R%H+Qa9`GIq+RddV)-H%;-KWmF}C+Bgm$MZDryA+?7j4HdT?@}0;
zk+r{S`=iTiFUy48^5l5Mc$VKrVqJJt{=)vPvtO&fI#FLNaUia8m9CA$msREAAJ%jK
zGd=BJcU*xnVr!7M$6mKpVfiT~MOlpgSw|)Z7g$)VVV`(=ulo~gzB!@CdCjwT^O<}!
zuKs&sx86$4;Ll+!zgl`MO)J;jmNX51v!~B;-K&byD_<VBtWG_1v+um(6RFKSIT0Ut
zvvqfzD~$SZXeYbqZ3)#}zE=?`+dWpYq!+MlSCTmDF|n_JHODn?spHXbC0qG)|7y{R
z{eD;TpV_`j6j$h*THv<h<&S5p46jOVU3F3Nwx8DG<?>N?4EnOBblmUXn_(Gu+^*vB
z&&!n(=l4ce#B8)UZ_3%)Aj9`p<EEgbEzdX0<9W+A&uuHH{LdhDajG;!@~lHs-m3h~
z*4|#6pQ-y>ic|gUPp&J%t3LiKj0vCTU3z@0#t!8l8{f~nQuHF%TQGf<wWN9&d)I=3
zqQYxC+xBXAZP=dDb^hk+x%ckr-I^}xV9ES>#c9U=Q>#su?msUYxWwLE?(3GMo~Ii7
zTDMJL4B(t@dE(Kgl*wP$+*En~`hDoB-E;Qc(!9B>%)4yy-ni(4$L;=RpZRm0ZH>G3
z^YxDdRi+0m4l}>G_`<(i{$Xcr^BB+DW>4(!dd?8`b&u}Ed0(fVo3ZViRd-TMU)`cz
zFLF739(O(0S)}ED`rclyD<2p|kB8+iyzi;j^K?^yyJ&8L<E?E>O`88ajupq$e0p_O
zM)aGZ%?2yE$^|Qq*B@GUvT@deH%7IuWUhYGbw1HKv20%Ul$|+-vb(Oknlvn2=k|8T
z`K)`wxr;T|>Li~!Jm2e7x~2NPWfONQJX(<=bhoXZ>q~O+`9hz$ODrDGTCSW@>l(q;
zzT>P*$S2#ZM>q9mZ)=lTQT#n?-gUNJp^ko^LT0@Pw~RNs@bpA--`=cK$9`JMT2)_n
zOY-+BpVm-#He=GOl$EEx=gv9p_GHfI$a5U)w$%tQthv_fab9%Q#yQvap3_TmE6SF<
z`+E5v*T4hoqMRI6X5E{&=5uy%=AD^piTAcD&v>r7y0f~0&+>eJRp_pRPd>)Z>AEf9
zv|X=#aqUu%?<-Vxuo}lC?0)>dI5h6NrSz_F>#+2!Rl8$e%}bo~Z0+H~&wNv#KYMK(
zwM}=OrNr~4{(J9qhO|d4zV=o{rrzpynB+RCYi@7vguBZ8``WW5SJvcGu1c2AVfI-^
zGs~WDU+SxKnB8t_xANQ@k3X-sTC?Wn+n^=e(r(@Pc)e@C%wwh<myN5hPMPvCV%6%M
z*S}`!PQ0<^!E@8>vn)J?F<ochMqQY6SahoAvR+L`&8+xJiSMTVHI1uRw4E_Zzco{J
z*~K~GGoF@JYo2s>3En=<r|a!onK@}Yu5$6q)NQ>Swc)Yoi$iyI&(kf{e%1F)c<KS$
zEYF7H>*c-H3bQ))JBGzH@mY73UoM^=QoPBM;n{4SgGI&jmy2xIxbyXB@<xR(e^$OM
zW;ZQfJjs7b&lCBmbF7>EMV;U3xM`kNV=i4+8C-7bWxOY6rr(nux&I7aM|%zKEm|96
zCcQkaZY#s&Yg=35+CsCk({j`-4t!f~l&rq~#}xzFBURVBn*^9&$L3ng)tjw5Zdy7`
z;+W&3ja(lm_VL+E-I*hM_7!i+u0J=G7B0PW`PQ;G=GSF+hweBYSNSr;;)H0ffBd<f
zY2U7V-*7Epr*WyN5MSN03EQhm(q}2mJ!2SLcE|I??OCT3=JA_uxM6wD;_I5v+Y6uV
zo*ZUZ=k-3wq$6E4H9_5muU5lx-qrmqE)x&FyteL^l>1a=#<hD{L#hM+-g@u4U)KKD
zSMF&2<!iN-q?di!`1DfLri}+yPdM>_p*S|@TSH3Uzdd2vj$8Vs+)lS%vhTEx%aQND
zs<|$@Gp~4iG*xTPm({P9OPme8c->c5FRQ1zICNP+`0}ixb?jcnDb2?+W2LQ2ETdal
z<o0S$o@i<MBIx#JP21H>*>*dEZ>_bK5moqp<%!wlYfgNYf3zcR&s$m;(!0B!W9_>6
z!BekHiQAZ5#PLVl%=M0&t#<UA^+)5|j%-xu(=?TPam}Lj=HKJ|dh;T_oO~G(^s+{N
z@|X2lW`>U?p6}0E^NlNfsp}h`l{<6#nI`)eR5E`$8vgIBP0gOt_387@hD`3iw5fN7
zsqQy7Zhn*RfA|%%mCv8P-?dS8PUku8%Tfo@d!+0)pHH0CS5|VY=gqo;eV!8MMJ4Yn
zNq>60>Rr6QLdn~oVJ6#dS4b{f64kTtf_J#e^FnpgE63h9SiX!oqp-T~r|FerjLfgQ
zmRHLf%*r~;mnkh%wkp?9=403$hUM3Gdapdy9I{kfdD^BarEWdbcf7u|^Y!dM%%8(e
zi%TBJWzU}V^2XPn*%6l~XMA4X@jd5V&b|2OHqUn4p51hOeOAi)8<Rui3uOzmFSh7R
zeCkzL6?1ZGpT8+j;Izc!Q5OvjZ7t4b-*RH+)4mYArOeXOG)yn@=G)uHisLpXiX9Ee
zp0~Y~?efb@ySfuk$ZDUS8yP$AE|;ONUGPPn8?3V0X$IWF#|&ehu6x6Hd->WDEsk~W
z)^f9#m+pVyC&R~h)amksqO3hVo(f-{FHP|}+m~&h{iN8!;?=~R-<GD@{7%}mPBP{7
z*(8&ruHoh^57O596i(iE_-SWhfNNgF6RwSWjQ&lnQkDCg`T6Ip->Q189l6KYCBB*_
zxP?5aE3M?xkbSlL#De09e&0>L#jJc2R_MWS$3oeZ?c?NNo6e^_a#y@GC$hiK^SjKN
zlQvK93iIc1UDI2SC!bCAF7Nx=<Xd7T>!BUFc*V4b(R))ix2ey|=FNAONm~|ae5Xz%
z>tyNVFq5l4Umw%Dw9opV=&UuIGJmyRHO_f7ciowCy(b1o)4UdE9?#lwhGA9Tfv$`0
zCr&N;UTUemhUd=?(Gy+~lh4=LuHLz4yUyOizU;nf?6MoOH`(&@d77m+{s@`#ZQ+EE
z$23Kf_vcxx%6EFKyH$qI@N?*k8&hpc)*QDu>Mza2dDd;3X;8+lO1mGcf>u74@828Y
zIQhz7+sv4hlv=~coO4^2?wlmfwC!!cgvvEW4*4%*RVV(ekbU*!@AZX~nu>n(Zf$wo
zdRC)%^QnpdOxFsWSREH(`D};G{N(L7BPFak)vqni`1$SY+QWQ|tJclCnjO0Gxc17t
zgj0J$?Rp!d*Gj59kehQ=t$Y4b^97c%l1t>hX1JeUzcn(V!cuwORlR#zK8saCBhK-!
z^$6W-Yp=Cs<D}|mOF0UiuCFkgAGCiO`;Jwg9RHm>9~_l6hi~z$V)x_mm$p9hR4tyl
zz4lznGQ)$<yEZ7QR!BVBddse=WaZ+P$Fr^(UpPMZuC=6{C$rit#gqRTY{GuKA2Xaa
zQ;}J;Wy!mI$?eI8iVXi5v|g;8&=}Ye>UfSd>%g4qkehQeZ(VcY;jo)`wLo9QsNv51
zs0{{=k7iZL)~sCXvr>5S>p)G3b6S}njxWnvWmbJ*N#$p+cV{;D%$sv{icFoUP?K+T
zOrcZC>KilkZ7Y`<HEA8v%=z-`N)uDnm3_PVo}UXks`PAAO48cD+52~FR<`-i@OAa{
zdB@yT9)Di9F6EY;UQpJrjKa$?#zK~>Z06m&dZj+?#F4^FTZ5e@^sz_1`Zl5I>I}C$
ze~)dIzt!Aqk6O4GvEBM&cHzYNQ<?K`@>%hJT>0y+-E*(yVJAOrZi}uFjM{ihO!?BT
ziOV*;(z<oiV{gY%^Emyq;<H!6?@GicurOGfD!sh<SXO&;)5Wf?>)tWK6YORzeJi@1
zE6?wG&ZEZ{&)wf;yGnbm>bAf4Pwmxk-%_%wT!*RTkG6W~{o?COMgMHK$$ISjplRm6
zttVq%rnWQ7X5UQLax?7HmR;M@l2E>Oao3cvXMJ-jOWpg{wMB1_+P6<e_uPHIsqX|b
zyX@Q7N8RrCcRY9NRAtMxV}=J;W}mtE`F2G`%Sj2-gYlXD!rQFFuZLGvNt|S!^(oii
z@5$VqUso@jvC~&ATSrEjJ?&l1r;7$>4MjIqyo{S|Hp9Rp{?Nw084vfpTwfc$?Ar4g
z4^_Te&bZMSrKuoutvU1ggbGvNwI^gh`hBc*`?>aspSr}c%)TdmH&(gIn;hq3Jh1ds
z&az8UlV<W77pPqI*~W29bK!}z@!H~Bt{2@rzE(owPu4d7sF?3df~Q>*ZTPur***8y
z!RczV@2yj@<gk*fT<G|9*(YBM8JVP&_YQ?^JN)A;dqd^2jo(+Cw0O2u{mSYE?=)Ze
z`I<EU3MyZH;oPr9H(t-m6ph*VM?<LO+2ZLzbG~ftES!A6V!;aLrMA(Q%O`m}2+F+^
z&{RF)iv-iW9Y>8V-rs7xzLq<^@THiS|5oQ&lP4c_3%|G4^hVI+Xnx)~AN_c{Rz*uL
zdD7G6r%`uxdNcpRCHf)9YBLMZM~MU}&+^$g(aV3Y6Tis6Lf^e!LE9Z?x0^h;dDbO#
zb5P%$fSY{2n;d@FW*%Lor@7?Ynl~A<)p;+iSG&Nt=HSuDFdHsk<A~Eix8*ojEj?gz
zt!`_KT-Ktd;LW;1)gdqM?+up`&^nX6&g$~iHAzcutKTy0YHYXFdKmYW)2XO9a<<8(
z3#|_4qo#cMlj-!)fo;a4d()GIyBLBB{cc~m?DYGR>8_oMahfx}t(+q4%s8u!@7B~0
zj<4SbZnWE)!<S{d=by>N+0`Ob%pQj;Pgq~K<?r&fhLhEo1`7GUi8qfperb)nrTW?=
zQOng_J1m!;>gx53R4d(RVX?07&WdBc1rt4+qdZI4tDen?yL)cOIj!qg-k)i{F7I_{
zXX^R*Lz{VD95X(rZTZ~N^u)?7=icZ0PdcSG>+>8z4^L*%E;Z$41scYatggGOY_Xi&
zw`{W)!||;FM#2+sZJrgT{$ZKU65+4~XHsrnP-%YYUs-&#cv*c_;rv-Ob5HD>zH@i0
zLduoh(`Cxmm7KY2d@Re+PUN%i;WNUYtb~=`{<@-gtX}GnIZI!bVgcjIC#jaUrq-sD
z`!f4p*>gQ>{nfQz_d848>s$S)YTwLCh1}gPX{?AVJ@|ZUG28oXnXbn?p1%xR8S!k&
zx)N=5=B_;q@3dz%9?bJC*|=TaOD4!+-LFX^0a|@-Raf5K^-Z5-Jm<@b?yYB~HZBux
z4A@ii@%mQ7l*hAXpJf&)ww_!T7IOS?lws25GY#8VJ*8#lSLM%Kv_7qrLG9x4z<`qy
z$Ja-d<W9V_WJ>S;*225X${dSTt7YD-V0;<u&{Z8$Y-+@5c`mzp+r;yB5oe`Wby?Sc
zUAaVmX_(P^wFTx3rs=27?a%a8U72yr>Z)ZD!<9vevwD}Xd^LG<*?7uB)rDLROP+9T
zQDFadVcia<b;lmtZ81C9qOd(-0w2d}H$F?*-65-$>P)i>)@6EyTTM~8)@sP~t2pck
zgMiin<^K%pgPs;gc;)PH)oV+3K5iO+^8DI719tVUthcYbrUt&?<9w4+DWSA}>CO|6
zx0^1MS}iwq+eY5STYXl0imZIoqw!W`UUs1Fl=Y_Nrx^+lu1?@7D5%w*f9vE|-JtEx
z^QWCDU00S}+#}fc^@VEjUv0UJ>+C(xyRM0*%$%}v**VU)Kc8(@=~(dk%B;6fdw2@(
zZP1$_^;PrAjYB1ue4Z_s`sYklc)+H{#)&ZtdOD47t()obpF!&7)R`waZ@Imh^!b=}
z*&%s@KJD{1-|nCHkNT2pR^$FY=4!%YUcUZp&2yTvK}Q=5U*B57Iq$A-Q1sTAkcoFv
ze_d}?wSHCY6&R@Z)8<igPPn@4suwAtuWzlm8|Svt*HX9VvB=k)LsKWDZ!ZoxyfBDg
z{a0Ad<&?>@QdFkBK3e8xmvYuM?zpEAo8;T5)j1B2Rz^K6{IfdegcYB~nzXk|&n#Y@
z9LO%e*7h;`R<1kGO^pRFn>JO?R#}&BRCsCglYWI?*KRPI243#3(y><inr`=4;dhAO
zDdUqbuU|IZaABU~*|1NB$1K-Q_7u3TckaomKU@>^9%Tk8S-#=TT%z8?mn9X;87g-y
za=XOhlRXb6-oLc<ru6>T0aF-4Uf(H;GU}f)Q`z26^VyAGd|H39ickE>c0Q?YY5SkS
zs^%=e`-Kw`Z0sU!cjOGOZQC<PF6&J}-T}L<T0T*F?UH}zMLf~9xv{DE^~<>FvXdGw
zt+8E`@a3)hmfAD5-9`HqpEh0n@nx;Wo+C2-QSW&Kli&4RE#K68Jf?KnD)n4b^NMs0
zk=%C?>Q&*p3Ot{D6U~UyDp_$)PSgBJx<qKx*10|9JMGOL)c(FEdRX)8vt5$95!=F-
zX&ZS+$Or~3nHWB~?8?!;u;8O{=4bY|vNHS=jNH@^ll~&R!avqyid6Vjx%Q<eE-@6}
z+go&qRiWgo>62M@SC7k0eQTClmQuxaZP~Qz&N?=FU(2m3F61)bT5&dK{hY3X9k;Bm
zR^}%M6y5o@PHl3v+^;FhBI^og^{%_u!1%A~I>(EJeYV+q_wME~unM1jFJ_hS*^pp2
z(UnJ!n!Jni6kweE>zdob;!h6*BXnyUzqclyF5la4-<mC|b}r(Sps&T9u4ggL5v-nP
z;}hr15j^YobOMLzUFoICjYnh7@owB96JEIZUfmz&qXnNd4<29Zo^9=JkXNzx4rqnd
z%B_>_wr|-R+UZsp)$~vCWMaIP>pFo3=B|x@x82+N+`{X<^UcNG%OzB^=R3%TnFe24
zX|`0R-MasIoY1d5bI;oG`uWFu9lbQM=*Z=a?;h`yf-KjHUU?*GyZT7oy&ETOLUh+^
z{bvwOdwDwA?2ze$>4&NhUQK4cwNtv+`^<zVAFRS>Y}>GAkFC+A4=2qnlufQktV(+F
z=uMT#+TH5cHr-;l`6oL`H9YXrn!od#8~-z0U!A#|Ps?WIzUA}pMZSwE?%R6OGl7$R
z-qu%}UEiNgwBaf;Y>v2lq$r@wLjTRdHrtIa1O79lelVQ>Z)=s%kr@Xiznt|^mUtVo
zD&$?dj;-2u_c`lk95#8s@#H!7sxPkFrB|J7QjK}L>iOgsg|)Hq&gZV(3MgW;SoP+!
zro!YO*K7VoKJF2`w(041r=3d6=iTL<$~Whv%&PcvEk(t#?`E#vTy*xt3+?6|+fK_c
zcC8dhdEr-^?egf_ahsQ3M!p_jcdrdRDPbwvRcikHPj+AVgueZMvr<w&S)Mm7Tz>Y#
zt<u*f^UYSg{?D*w?#8nbeSd$=I?^jHspI}II-4h_S!vh8mMMMZT`RWlGF`Mcr}?_+
zBK-)i=b~bU2fwW5R^opodA7=AgIUI*iks`VoGmVkUmIc_J?GIvy)}E1R-CvYBlq>q
zp_ZU18RNB@x+&g9GQWc_`|p}))V*7_FtWGsRdLvZD^FYgy*;sRYe}D7zTw%#lAU)Y
zMclcQmzG@kG3)u_mYkl1o@=GYR!f`JOt70eXSUCj1^16c^+~rl9A27v`&GGt`ROL>
zCaqfg&`lYUk{%ZC!*myH&-`>)%U@*Puj#9zvNH5`D@Y1H_*J(0n$!~UVx3?&k;w<w
z{b%s{@U`~<k9dJiLSfw0%m>_-bG?@F6&V?xEiQI7s$H`-r8idi(6;cxWgqw#9?QP)
z@I&%#&lyt$wCf!&Y^^n&n9^KQ+wp8)`$qn){u5-9Cw867-)z{m`?F2Bch|dn51m&s
z_k>^A#&@o{B3we&-Ly*A+JF9Jxnp0}hFz}NaqPYyZ}GM@Wvbdgr3zg6+_a-J-Wl1x
zp5CZu#F+Im$kOoO8olgAFJgKak6Em&JJB#LxU0`>VpY$zE|0md^mflu-54s&`!dRl
z&0^`NtLMD}CF7<}_T@XWCu9ag>54{Cg_T+dif>%ryrbA5*t;hr?|9*CkL8*y#X;*$
z4owZ)9=Oe<D<DJe%cHIH);&z*RkR6uG`FWqxN4!`gL#fiRe}#JGk71IZQCXi;&UXZ
z?R-|v#h?97q0295RxaD>(r>FdV|lvBrL6fH?RiUBE*`VG;&qkJ?{(m0X79lAm5ytb
zPHs5F>*k;~?~LZ6?)xi@j3sPWsc&_@64qeSwq{zYbjqy?(Py*1x2=7jobZC<i|OmM
zMHyGyP4zBC_2$%s{b%4;5VE_`uKv<%KJS_fY#GOj=kJb>ubs#|xzTUZIrAXHPzhyD
z_u$8OlMhXFX3>_ZuzaI^;{6}7UhT6=#oL+tzWx$dn<%WuakeO`y?xO{4=(E~=Q!^@
z>+(7ob$aDb)<^L?J9ld-s|Xc#?Js^f^U;NgW^xUWm)14K{t&X%YfO0{_h{Gb^DMW0
zGeq1h0<5aS3>IeC#@?*E_&efeM*q>JAKo6Bp2##WdU;K_t9i>3!QHuu4TVSRW*z--
z>E69a)lVUlC-;O)ul!-067-bcx$98KobceKA<w6+I`QYqWfM!a{eo{F7WqGnm0P;R
zB)vc;dH&j3|AiH<`|g(fi?lyv{Pt|{N4|!{j%ocppN|$@-L+&^*uH1QJ*sCjBYuXR
zbuw7*xG8aBNdB8gT@Ha&pU-E_JKvL19Ix6@KCS)y)$X9p<+gnHmzD@N_sw0+bjYmm
zcw(%R%jp=iJ1>@3D}`FFn*2mlrZ($`bamS1cUIvx_u7MQJYIKw{m-+7;rW~AU)x>1
zrZ}#2jf`8NH`n|vF3w&ZCu+U(++Hoq|31&Rpj>!ER+ILb()GKV@-%*XMcgdX*nLy3
z<GOZZWYK(s>vr2!`?AB-WvZ`kxomwkT{XqxCi6M1Csjq}fiJ^?0-`^dZp=Ac@au}D
z(PF1x+rs<Zc-Tc3m{eT(d+SBgT+c77+fo=l-<lF#cI9P66tD96^ve?+E!NEF==@}_
z^?H3;@Z>kybNa-}etlWjdS=>lK6QR4!_Cq2<}Y~NrWsl;^~>(q-#mfTcCVjm=guge
zdXl`is%&cAhYimbUR_=?Z~1eHU3pV(Uv&E``DWJCN#5LrxAqlXD{139p1FSMn|IS5
z>7-Axs=CIvJfV;O^y|RWEI${ys7e-XshM)kCB2JvJNw$Ix!>lTRD9eVbJ?-4urF)p
zY`f>I>=y6NNkv3@n7*##y*}$+ph(NZ{;G%S0ma8fMYuOP9A5F<Zt9%LFUrG~TD;!d
zzuWAv=?WV;>+seeO^2r+__}sK&+F4VO6oR^(ZAL(g(UaPI&`bJ)ZHaZ^YZ4X`O2}!
zl4f6KH~q4_aXr(m<MZZfAN{&pd1v1}x5C)%El;OOo87Uude!{wMa5O^qAN|)+AkG5
zi#+)LWxeD_zE<g!RZl)2&4~Un$zu79^GC}jdGek~XyQ;>b@JETbpb2i*)2ahYu<zt
zo?I2LV~me53%J(Su6=Rpz^1OByQ41OGfP@kcs3?Wch|2unbn-1w*0J;t9xdAT|TP$
zd*zzyPT3U8x1swkH@=Vcyk$Mh)2V7nNke+ib;l&pJY~!01xE`FPS5+gH{(oR^83$x
z+LGp{zRJ8j7&P^_{DNP8t2!6CHSXZ<`fTg>GQL3N^PiW~lw2+c&s((9d#8t`&Gk;}
zQ@+MArqvJMOr3b*l~l^QvkIb38&2#v@$%l@?|yC8vmGkbc1r)XK0Tv%|MaYLYbulG
zJ3s$eS^Ma@`1+u>`6Va$jL$DEt;%_GX<l|4#|b{yvRyu@$#>i=)=6!OJD)t8k-a+W
ztoIZ4`@gR1T$`Dn_41v{^G|;>?Hp#Ft2kRFVf|_GyUb-jlWv|onX>2OkLqy46)vlG
zGVoc47Z+O1c`P6G^xdLx_PtfzZZR*9=`LA!-l#Ig`Ny?weUoBenSErOv*WMUm1)j}
z&-N~VxUFGxR$7^#@(bT={;q53=N>CZPxjS&Q|p|~bR%=3!kcE(voUdOZjx`Ke*O6!
zu)v1v<IVM5yESdIrRIyS6J7CJN2Yp?c!yfC;=%WEx~n#?68rP|h4gK=nV!d^KAkQ1
zv2*VGIw@vt=9NzxpUw943z;)q<xFMhicCs9^<8w<hn;y9qOT9#l3Qyv-Pa^iC|$zT
zOx*Hy<jG_1@l{uX%zCZ|Po3~q(w1lEzt^?db7r)i7ro>k^Jf7={oGv6yE0odw_kXE
z=kw8w8?iIe&ecbqp7FWoua?E;z3%IyUWHAGN}sD=_I~5{@}}HdZ$%#4l&)X><*ucY
z<3Z5}@;r-NE+>`66~=omee~tz`ko_)4Ay*oRTZ*W>PB9s#IG%jEILFVY~MU*`=|BZ
zA6cJ8@ci5Qc>CsraGO<eVeaR{J^c)$WI_*Csy?>$7tKsa*l}F8a&_2#n<u5B*Zi55
zNHWiV8gn&f(uHp#Sx%gq5uckmjCl_)&9W?$2q-+xyi_|U(sK3cf&~R^*;b}1zw(Nf
zJyrYlbB5a?C*xa7+s>&@^)@ST{IZsPlKZM>l76;zQ(wA8WreKrx-a@y@T#}z4p)Z4
zt|i+Ar!f?tO{x@rym0MYy+fYrtnExYSDkdy-M&ctn!3uO1@E^lug~h1sXS(+J$LVv
z4Hl+bixn93w1rPia&DE)e*W_Ctt-#2-nqACR#)q#%fan4JokKEndmv^fu`DCyX%La
zZaA~^Y?;|D6%F=Nd#b~)1}%9kQaO3KZ?0OU=)Q@i%Dji0@9mX3?%;TuXMWW?<;}eu
zkG5UVc%z*c{naAYBKE6c!iHWq!|02*kF7qjg6H(a{;2Y~M~hDtb{k!^R+@Sx%TYpN
zrH%D6x9^L5_i&w`7Igeo_SG#GLfpb?mP$Jxt83m*>DwjpG-!)bU;2@tw_%cxML+%h
zC8=)neSOtO(O2(^{MXj}E-u^siQ{!B%Tu#=wP$1Ww?1jUsM1~bdQ0-wEaRS%b&>gt
zAI#JCv))?wclE_h8!z*yN+{c<CO!H5WnI-%yWs2VvR7GiS}1&7Q++j1KJMxq^Q!4m
zGM7JDXgad|XV5xb(fKl3NR$7B#osKM=B`)!T7Rp|Ka{p~=K&VJJ)v70fBfXrUcPy2
zX5pti_Al#>WUg3!;@Qru@W8mmdxY)>t#31t$jfs+Wf%IUwl@1^V0msThsObFH;aFz
z53lKbNN1L{3hUWkY+!G=F48afRY~H@OTK3hz29y2H8yw71nF6ySE@|%<Wx7UKUFC)
z>uS?^hQh9bChzd#m8WM#Emqb2#8&ZW%Qb-o33a7quAK9-SaP<pKa6^@&DG1SJKyO}
z;XJFtXoEux=PZ{wv}dUQ3|scjUMqN7$IqTLWpA~BnWuD%YtCx*d^KHKYOXeO@u9RU
zN-^bUi&t;^lHSPSRrJaB(Mg-Rwro~wEB~#xYPfTK(S3uqyCDUIalGqdKio8VGv|`s
zrCwFPmcX;#N@98L>(xa$Q;#qBwl2wgf#r#>2UiJYvHWNF_4-m^n0rYo%bG7%_YI2A
znuuDglU=`4-n^>nzWMk4{83AJo9A_>FVMRmcxjUF0wI3W!`<JHN6m;e=G))CH1ENr
zy@#&s+~V?G@?Yusw@-eDyHBXJHN3WR|MV~GJTp#BwM$*-W%0>9IqKpvt4FKWG0Jpp
zNr~NC6|yp`Csb|MW>*i3*Yl&Y-#l9(8E#*ZwECpMbGCKglb?EQJLqN=s>$@=cUa-h
zx@U`w-btK|x?FfqV~48T*9<=kd7m(|XjAFD^Hpwot9@_E+LSlj`g>jVWajz!I!0=e
z=UUYr6<7MU<O#02z44kyIQzW9m_46(@06@MU#fV{*Kx<T>d#(>Cx?~oOjVJ5a&3wE
zY=4~s)}r&D8Yc%zH@;%E7G@7M&Fy#bb@X`M@3l?uVBEf~&(xl1oU002w;+74b-8tD
z>2kvtL9tAHyy=ph|CFk(%jq`@H=oVq-22*Gnt847=2FY7n@zk&3M0yv$SvPnTIjWk
z;jCS-eA;qd$<o}0XKQuR7DhKzO?)5rq+sRybA>TqRjzi01SL({Vbj&yp|m+FN4W2+
z;EdwQE>Y6EKI<DjNm!faEq?a$(umIuEc3k*CYLkc+7&oC-1o+UZJ%~0=-XXgHmhVY
z%gXh>7fqfDbjlQEhrQD{?qIL=VBM2#=^~luiY~sWG}xTVB6xgn(4<42(hQ}Kc1Iq#
z`{R1(;+Kv6GafHj5R3_&yz_0*r2y}h6BlJ9-LyF-nH(!~oze5)gVMFHdv9~CI4*kN
zUYq*+vUQbbPrfS*Tj|X2=l6Z`o6sFQ^(R=a6Ax@$a<}p1x<?!WwU2|nWf&`uMoscg
zexPL;vf|0F`6l->#f8KUJlpi(!_~tZ&(&-FvYf`?fA{&V+0SmTFYJ1`JZ!zU*wWx>
zr^0L|T|RW%L$&hzx^uUk`s^S6d0iIkb(ity=7`|zi~7!!L!L+eUEJjzn_hOV&6-2`
zb^r4qtJ}w4XrFy&`pNNV@#k!#4NvA}t8$)v)h@0b>ALy4%HHjMuZmw@+qCT3B1xON
z(kDV$Li>Y%h6d`atCD)zC%dn0<KaiqyILo{-2D2uyr$^+eVaAyE3PXgCvl#9?fJy+
zP1@FojIXv_6+F&Ycgt#CjhVMxK5B0M-M!hfyu-fy&EB}-@{|UTN9}Hcwq6$ewYt&9
zw}K8lkzeX0GWpW(;DqK4D|{zCmabejcjlW~_vs}G2PM@d)^6!&exn_v?Yn@<n(L}}
z;LD?>OP8HkDk|Goy7oVV*1Bs8x?bP9zs&mbwL8g6qk4Dseg0%IG5c*$heVm_RU1k5
zKHhMH&zD;6uZaC-6v(i)qF>@|S4PXniPz?dXPSm5`%V*KxSMs1U8ZkqWbw<e$)Z+w
zawaU0wf=RvX2Q*9OL^xXTN0NYGW*WKZR<CB+<r3etN6`uS?yYe^RF_!xbjromM!PC
zkvRYJY|-|x(``qqYCcwnn-&Wm_d2>-x>zpMMnSkI%y@E7!td|}p1G6mdmY@dU7_}t
zXt(F?-7<+feEwD2C36q_zItuj<GpqkJ74--G8ca)`(xF)h?29p97UF2M6PW+=Wa5~
zY;tC9@#Kj!<|Kbub(`}|_S)Z4zoa(kv@Z?Xc<$<NnS{m}*UpG7;G2JK`?M2$%^%l#
ztaY;#nYkv@JZb9^b{oE9yI8j7^rSc5TYFF-s9?w1Cyw*xuAchti>-v4VAmDzhyr)!
zr6nC4M*}<A*J*o3bFmhCS<g~ix90Sz<MLiS3(6mhPE>hPIBVH;xvwX#J8#lcy_tIc
z@x2u$Q$tSGX3l)RaLrVcn~SG}9op`HZ0G3{w`Hy7To0FOVmCRddzd-;nAnR{-N2{C
z%4{}ak#1+JW@mQYnRx!os-nyk{#~|)u^(q`a-VJ*rtebu=-sjED>E(6i(d9zZuYqG
z_<qs3x{KGJ?VEaGj`f^NM|`bKQa)IRw0^u&XUfu^=Vz-WaA#s)cFIM$t9C6<`|Yku
z+wXNsIdD>G<(9d{p~ae~f^NtjRG()UuxBPS^Y*x@PHxJk@n-|CTwNyEyFJx=dr<a_
zoyY8%qbF}jDtsC9^%&>TOv%W_vvxi6d8)>48uIST+L_AFEml1>;(r<YYT=_*LPdLL
zPPuGg^Jw#uoeGotkFEC>ne%nc%tcFeeJj)1Lb4CfdS!C6T)^{B_Cx`ps#4QinHQ3o
z_b*Mj+bf-4e0i<BLh(7P>#lMImh%60JzsO7!8Ut&h{U=~v#OAl+eKHpMRKUmKelOB
z9KUneIyZ@Ho;LHUzpOV}y47};;MQJI>3;dC(YGG&b<VQ<)pgs$^Jv9YY2O>adQ2^L
zymDH3v{Y<jQ^>#CS8K$6vivGt`@5oP9<NvNq^q;NT7>uZb=}?2QWvtR)pA7=yZz(v
zE+I>k$IRwYb4m<tT5}%TX8W;fxQl!e_5A)<^Dz5@wU=hO&o|}tdht@Rz~R|eadxJi
z9Wfuzi(Ym(J$3EYP3bZVpPcO7p}aQnbe_ZWd%I^$jIAnu8|0leyZHFyQ0aZ`svg>z
zvi_#oH6{NUq?Rkq5xl&&Y|=5d!lT8Lj(?uVn)}J(%2Vb^GdV4fuXX9XJSXh;0q>F%
z-&UM)kh{91BrR0SFPd+=M1jBQLOTw-xvRRGXKirMj@p@-^m5xI%ad2$nNE7V{%Q1f
z?k3CcYj%n}+E5f`HP!4%&()_pS9aQb_SG`}aZ%rC@9NIo^WFXQ47`r0d^;NL#Pn^=
z-Men?TVo_2RENi!Y`O4pW6;!F)xySnb3cblPk!kvcwYV1YUcA%F9UneEBQ)`oqQdu
z<IwsbU9>fSyWG|tYZ%x~FHLLLp0Z1<W#@`}ar?G1ma>~VdAj-eXZcBU&s=*kcS(@7
zT((ha@L7jT&F9`_+1m&i&(i5zRhqf?qDf&>)#s>A(a?@3{86`9n%pI2KHl5>G(G*@
zy)$c{Hr{{j;ne?Ob<iB1mFG>T>nzS^-|OY~&#lV!)iLAJ6&*abpF_?x+gE&D>bdd2
z%UQck?6X-nD^$1{pA8mF+ZH)>hso1k{;$h(d(>5a&GgQlWMp;qOEc3}ruDMzSwX!A
zmR*uj<~@}d-q^QjaYiG%#LD<P{~6|ct@^BYsklGu?43&=V|}DMKF_Z@Zm1<6wO{vu
z<zvy7@6P2>cimkVo_lrd*QOdh-wZ|B6TiZgPVacE{4$F3dxz<i1to{JL`B7H)LN*%
z@cX*FS9d)u<h@?_`)v(!k+6BRd9&-e+|@;MwAGF&eC(Q~J=Jke*QB>op6#eSy;>&R
zC3oSIQ_D9`yu0_<6ARm_aN&x03H!NW-iLOcG!@yd_{pl?>-w~}5$7V#rEapU{GQ&o
zwO1vl`g+8}B0uA!DT1G+-u2Dpmn$qTH{7#S{oa&gJJ`0CRfpv5dHg#3?6XWMfw1pB
zUwezsW*%6@&%AzVx}n0ypo7ZnGNHG8tp!iA>IS|D+oN#uSJ)SpHksy_(k*+!gQb}q
zpI;VzdgXa{x!qz;t~{&F7uL$;%9Om0mGav0TymY<rNF06{L3FlYwFt_+Vj(MTh%L*
zw`+TEG6@yN+<9YER4F4E-m`Yzvdv4L{JyHX^SmnCEyI-Hd0Ty!@qbzSEX4A7VdxFU
zzBvI)v*+v&@2;Mb9QckmLt9kt*+K=LS*@p8&lN|$uAX~w(ImIVIjg=tTWRz2yy<!0
zg35zuLnAwnFD*Gf>(%qgU6Z=E_AT+A_}cm8C%MA6krOQvY_lRGSS{bj-Z?$(_(X}5
z_f8zyJ+b&W+s?LK#~ju7M((OHd~W|ZX33{HbAmi=c~s9V%Xcr}=KFdr`tQ}_F-d#Q
z-JG#uz1K$F4ZrJ3tn!X~W$)ZCl)z^l`qats@$#q$!9I?)f}9LreqB+`J$q$+vYzXs
z&7JC7^G!nMd=$L5($-_ux}IwRRbSUwcd&6X?ecA(wOXfM@$uG@qigxiZ+^ANREYVY
zweH-WuqzWE?rU0U)!=Wt>XzZOo@3L@L}P@k)8{YEK4rvbc{JT>Mb77dY?is*Ty;?s
zcY^LDY_z_7@_63W+2!d;zA6C;EOWx1E<7L~byOjJq3QOlrIFFHFHip7HRn~(w{GVh
zowNJvqb>$cj11&yD2{U6pndMzo3Ao+r_MCia}CY-z`y?a&(J%c1GZmY8WU}iD!nb;
zD1C3Rp<MN~$$a%zJ&iBJ%aYZmwdGIoWZoV%#l<SQYmeEJv{}XT_FdIq*=|zH^;+QI
zgSyhh#K(<6jF<mt{i%@&xqCawq}HoRk6l!-qq!&SV$?dvC*PJVE&Q}tJKa|E)C|)l
zEBilRT9DvqTJE&z!nzZ@5uq$s66Cg~mRE<x+)MlNX!|a?0LJh|HbvPM8&@u_ndm(~
z_H>Y!>$h9{QHcd?g|`;J$~<QmH-D{oe_8oTy|`yG=PFG_Tplm?s@a*hXi*$*HgCVu
z>aAZ)#Z~?@c<o`cebrN`kZ|=$kYCnp&v!mK*PfkWo*2t@YZ}AkA7LyEO?JUw*PT*3
zqTFDyRA1?_YVpx0+az8_-cRHysQw+k$aH~rkZZyk_qA1%dXz8x?62G#bmg(arOFe`
z_jXBaY3}#AUY(!7pTD-m@Z|%Z@Ybl{XLo*`VdLYCJ^ZXvIMac@>co8C;||*QR5u3L
zy)F9u^54}Hv-88MX3SBQ3t#wXeR?0q3fGk<UdGMUn?Gkx)wRe?)@`=hS6gRA$@6wJ
zw=B)=bJg`YFPi({c+_j5>wmQNTw5-A-0N;+UY~}^z0Nr?3%Z`@=Q$iWTQ07#O1ke(
z_>@;V&hjy{4*B1AU+U+jztStZ$)9~`#P%75XN&uuPwt9%u5tK6$kyVlOWmDs!`d~B
z-2Ez6KhMiPud~(hfV${KStp^r4(qJ~S4|ExT^ht^{U*oH(I;HEnCqP-L%)C3X1yit
z7WS=)zC~}eEsmAnI_kAYdF#wh)kRy{=V|W0xl_4o_l_sewkk|vGO}3jW~#P!<<qd$
zYcFj)>$$kkQ#PB=SE2Y*_(rzgHUo_e<<ghYf3ue4Xw^)LmJ_?>aPrjWK+nZIa@zO8
zeS^<gep$HXXj0MEHO1`9T7O&lJwF>R<y_o2Pn-A4O<V0(k|nOibN3o|oy=ud>0SIf
zZmmx0FPYEFrk(h?@lC4y;mGqW-B-dd3s;o9RnILhs;Hc~?`iq5J+bS0a!uA%h)?_T
zAXrkSY<-=axV7gkZMo-%*IBKXUA@e>y;@?|R_i+T&d;;v$n;me(KCq*m}fWj?CETk
z^r=TPzM2GS8ePg&mkHUCR3&w#>6E9(Ek0kVNlC2=7ecOAiZvFU{_Yzz-(|O-nQ8i2
z>35AGeYfU>Z)I+dnsoC_J8NNR%{1BU=ocZSNnDBQqKaX%RUs}(3sug>-2I|_;{3H`
zLB;nLGK(g<FI>wrXLj=6kB&=Kdib`?w7Haam!s=h1HY)AhDu>qt3sgiEsvE2d>Xuc
zT8S>R%S^hvv?gReFfY8eCii@l;Q^5;+l*)BPGD8}^4`0T*G6{BBR^mBqL9Fl{;G7z
zm%(!WUK4|6T`rn*C6u9W3ZGHdv5U>2w_iqnHQy**b-{A6Ov&QRqZx1d%EgOf(k)g_
z__|_3a@Umkb=qbz39&qe-h0xQXPv+MPh{0|nM<;7iz5V%E#=U*lz1nao2E1|>)g?g
zQcoDKO<Wvzc(0vgc)95!QLo8CcYA|+d!~1b#;19%H9v0Z@YrO1(G($Ng|z0rtb=}4
zS7J)OEPCRpa;#zBlt+vr&9a$mj__@X57_)uVAF$3$rG>5xb#>i*t|b#X`xy7p01dy
zxre(Zmv7}2l?zY0=O0uZ95GLe!M`fgw$jwBTsL~B2D{~1FMd&mm6b;gRgPUPJC}7>
zc%D{I`{eUpVh^ov^v;@KoZQvX?A?4ea+24H%Hp8aPfAxM$XuOdu_P+V`t!AgcaNJS
z&E1l4S#=SUpO((mrk&?6Ei}B=6(+kS#dTwlPRpa&&GV)tt#>Ob+HzK6nO5<ab$!-X
zZ}wc5TRv;U8h5W_fmXqpvcl(gJhs0yQF_*Kx0h#QJ{uH9-tgU?>zi6X`@{0xrKVHV
zjz<-H*=AYtwLDI`_i$p^BK28k!<g4bguj0q=6m(rG|deRCs*^Dg|Ew=Av7^qW%<%#
ztMc@atVl6+o3E?vl6i{5R4m`#TWvJ!qN~iO>w)`<n<|%8F1|MFL~&P-o1;wFp4HB*
z+I!EkPI+#*(&q83E(_0NS&wedDLLyLXdbqq>*i{%cl<G2q20_4S%HFUVkcbDzY?fj
zb+u(@a?jPG7R?ofXI&@jS{}PKmnmjWQRbs3!q+y6m|ZgLuPXC+8{s8rt!$oLe9q>R
zX5ED%%QXtmx0=p*ZUH)cq3*0%Nwur!#+$d#%&oq5{?_@tx~<PAdYx<zHhr9HDzsoW
z$F<nNTeCO0M@`f_Z+hf-k^jBb*;@0grP>|!T7K8YwP#%SK5yz2y`W0!xzE`?e$gQB
zo{&}68TxtaH!ie2ekxmWetF&2nW`sLKKLq~F^t{VI<a}Z*!^S&4RyJ%VJ<v|w@oby
zkDE$csPJc9ERH#QYPM1z<9+s7cl&}C_h~DcGp%h?-z%Kk$7$PrzF5t8)`iV;XMBB=
zt(bf#+ezZv=U-ub2HuHV!+v?r)xKvSu_iLV{7IQ;du4&+0n;wM0;{hpLX>s=+M}nL
zmG8W`=Ww4^g$$GS1ap~BS8dAc4W8{1m6rLm_R{fXw|&^$|1(5wotJw1eOw{$<8sp_
zdIjufEY?YFx%<s3^J?$JJI)%#2mY-35ad_S^?2?3rjJKUCd3?Xo_MyX+ERVvO>xfn
zXsK#W+stQ57E9U!=RAKIes~?H<<e7f=Qq1~YqHEK3|q8~Wln$9YMlczAI~rKm%Z*d
z@2geJOgB$um*~`nZ>#Im4t-gfSjS!;9Cmlwyj`zC68b8Rc|0gt8Xaac)pm8NXv91=
z-<;!2g~y}1jiM))g<1M<7Vu+Sl6J$2>*cy8H|=xp)-~8`2P~~#ywrVa?2;VG>1$)R
z&(^VgwC7&*vzN1KqNdqqUA44p6I$z=*PkBU*td0Nan<U^d9}5x8+?7Lu5!MQy>0nt
zm2I=n#Yf^=o7}5zO*pwayQU@m+MW$QN782%?kbVL5cZ1W{A=T`t8&})rp#OX`Dla?
zbC1-=#uaCGlpf7JxN<lD>}?fnvzKa@2pxC(wX7;qnSIvTIbT_RJ=(0eht>V;&nreT
zYPNr~dk-B?)tZvN>B?d=wm0GWHjVOX+tO#`zS8d5HDl+ws<0^!)m5yvJeqvv%UtaM
zSD6XLm-c#H4^gt?c(gBh+s<1KYP&s5T?HSQX)g=REVVh6dwKG<{mM6&UF|l%w`S&6
z|8J`s`o0%RnEaHlEi_yA-DJfp{}V6tOqI7h{(QEeyxeGaityRI+PO0dveYl1wAEf_
zwCT!O-=!%xPvlK#K4+`ZWhwdZo$c#Yzd2>YmbTrO-4(j3>yhV{;<KEV2bOjGcpcl=
zQWdJUjdkDK*lV-;!}=m0d|MTtq;A9Yws#-rdAli1tS26=ymHws;i1^qbdC$V9tZ|0
znN@`+T{~>5QnsRSs_3j$zXcxbQY-cr7C!Ok)h}gMby@8-(Wb{8{mhyRWmju@-nkpx
z_U3WS$-kE)Cus|xSnna0*&Mk!Vj15>FXQZm%eAUAD*t&s+gkF{b4tp`S+gG9+{qB;
zQ@yxu#=04&XG;2Av^{q&Pki3iD@PtP|M?tezWkou1I`oc_GC%C$mT4yUYVr%>E>M1
zivdd*?6w}cdq?Z}oY0l|pO&kye;FhD_r%HPAJ<ssU2At<>3ZDv+$`(0cbI=(Jy>Ae
z^Eu9M`x@zWyb-aEo3DRe`*-r2!eW(s+ii1V6k?vO@~>(r6@B)0m6_G&i2QnGA?L#2
zH);3UU9ue2&WCqZoIK~Isiz)O7#Gd@WI?HI)`#6?%=7-f`nNuKm*KA?BI_O(ubg<<
z;)La2&56e(K1XmX7tWiyKdX{mX-hAA=|WR&CvO+;Clj6AiY(TC@i=dHMdHvW)~YWb
z`rV69t&F>CFQg%mZ1HS;C)0lhe$#-Rue4U5p4?RNb$yh`nu&+C_8eO{ReHs$BK4r<
z&5?PxE7{jaWzO?B#_{E7scN!PSS6!`&F>KXf&~flDxWRRo@(=WZ@SNmBWd%N#HvkP
zH2Fw{O099!gqE_WyTV0oi`!h?@or|}d6RV$?gU%iTpQ2Qe`$sK%>C>ZOE+H)jDDWe
zcqKfMXIAM+36=Cep95E??8-Y9e^Vutx4Azsu5+2sJ%`6-tl1G!hh~H(YRMg`y1x3Q
zo$Q7JmHwyiH+)gsJZJ4fO;6kX!t$;k#c$3G@^(v=<*+dQn&0;I$ljZuBo4f}yI<?$
z$v@Uw3sSf0*oKR~vXgH~6kL#M!EAcs?l0CS^G>SOdN0q)-lC~-fdANDrbC}D%$dMe
z9e%zrb8_Pp_MhR2i9CNeV^+v*?cP-_YZ$P}_Qn!DqqgO(bNQ_Ly&maYOHoewDfe7y
z*N<m2_x);qr!Afw9dXa&k`td{RHq>GiZvM#k4@LgEV!0?BQs{tg6bd>!<{eBnmSFM
zkmXZ+ZFBB7*)}bk^tG{k94k6c99$CI?6F(uLv_&Gr7Ut+{#>bQTg>KaU-fKmpb^*E
zo!Sv8Gntk=TCJ(P-fK?M`T*tRmrnL;EqbIn+fApen|nN|xXUNBt~Sfz%KP$ljcGQQ
z<fc6K?2-@^;B~VwwLEJuF>+H&*z;M_OI^fG^=>Vh_u!59t;I?WnOB20Z?x)V?#i>v
zig|E(cUV~zYkOf=-UI7PG9f;$(bEn)?>OtBrE03FH0yn#;IwDUSOh~mOw}z!!$mta
z7X-I^`CQFhsLOjx%Xd-ZwYl@Mrp<Lak;#2;p~mv1K6f*gmls+r)?FJgsqn1l6FqHb
z*-VaSt7k5%3_TOR$?a{-+js3O7bk8hj(x_<vuN3yG8-X&uA?kZS|n^M*60iTFq2-f
zaYOOTc#lf&c~f~dX!AAA4lLL@k<;Yn&&`kc+fPbJCrkbcpX~qOb%*02xxI$*tF}j}
z7;lTL_j<nk!`9`~?(delJ~^CG^1ioBsK#eo6MO5DwMrhz*4O7RwR?1Dp+fWZ%U!>t
zULU-$!8%;@P}V+PPO(tFSD&?0KLvcR66ecso_77SUA)+vaEmqFGs>Pw{gVGDI8%tp
z>x1?=J(ERg7P8vUS3g*_T3m8n*m>?f9X%h9R_<HXy6}MPzo}ouHZH3ycrLs8&{mUU
z5Bshj_mexf%6GEpd-XdXUhl4-@muPMfr0wu*w$yx6S8$f`2*v#-2$IP$$NX*z1lci
z$Siwdj~T0@MBf$xzT>kl?)7(?YqdIBO!@K0wGrmb*EUaBzcyBA)#K&YHWco*<=A;U
zEN@8*qyMDhEq{5FIxEiAX0gpFJ};tjwf)qky(d&>&Y3)K?&^BKo}KH0B7^e-W8K;w
z_Ia*aX<vA|THdyAWtiaJ^`C9+PMt3Zj5dmFv0N?2TA*D!(J%X{R+3E0yYu~XUCn-O
z)qeT?Ecc4@qAw=gS#t5?Nz*5rkA&`6E6u%Asm}k}ULQGK^Yo1;mY)oa%qWTKU6ACb
zeMWzQ_Kt+|mvM(K>1<4w-J9KTRUx;fG49OVt=`Tr4Q8A?=6Q6Uvaz5V=ld|_)Pv`p
zL$`9=Rk0~qqg?d3t9$XA%<G{+HMhQ6S8E^JK36tcLTTUBOYax&-NrkA_THL;?Yy(T
zoafEf%{5v*k2l!6S}<^_s<!b>Q(XanqY3tZL&M(t{T7{ns_<ylzPV5RrFI--DP0$R
z#KXnU@MtFYp>I{jXO12+)pGM*_-X6kGu_&<$9ApftJrefpv!sUyX^C(mrgvtv_s;F
zw%Wrh#jaZ}9GX36`LY*(*;*g(ZZMkjY|r`l3*FkeG0%4VXJG#^<Jf7D^;f={epz?o
z-J&~|cOy<}R+?0Mem*`e>(aZrk{``3lPo2hKAx?d9DRb}b^O9#_uH-o-B&REd~E5%
zdNsG7))!X2nCw1REA*w;$!#+~-*F1K)3)B}qQd7=>jclI4XcA*o@(hSS-1Rf+3CM)
za~K|%WyfW_T&%ZMs%!R?xm)b^PWQgK?0Ek><~a3L$CP=Szh}SUeAE5Xa8B|QrhTy=
zc^Ah15j>|oX-T+Q+r^N_EzkUu^$%V5i9M*!JnOxluFE>V;(I&ha$PvcsFE-_t~ZNY
z_-#yS%Fd{bpY5Zj%$-%Xzqoz(#)C3RyMBAyL~9<)^1fl@zH{9?j>4RsvaA(%dXL5O
zFFEAIm36wLGWXY;;(1eBuFI<#WiPsRjPqCcY?~)$o-eeo9z6N!)@`{xOVhTP%yROS
zT;;EvzSeF1{5-2GujT6<<93C=(n|~Gx@5snl>J7YH9~Fv;`hotkJUe}pR+~Q<ZhOs
zn#F_pS--aZ3(QTK*w~{XvG!qV`HfG@B}0xJGrO2o5Or<AT9rAVN!vr~-j~NV@H=U*
zyOu91dNT3O_2#oH__r9|jX7(sylL-JN!Kk~Uey|=oYY-4Z`qFAxI3PE_?k9<vCZLj
zFs}{|IFZ&nd!4JV%ae<rCO&N{EZVpH?60j|Zto5x?Riw`=J8kiUg_;1<_7EVbGKUj
zRO*hDtbK9%gRNKbf<;rmYIC=qWLs@}<2-xUIn{$NvQ2M(st)&ATD(fkcgxx9JM+Fy
zwRzYmAv#y(jB#_M(4Bc#Z~ER<);y>8cuC!2)16BWKf8Nu$2pI67N?4g<90sSZMI|Y
z-99#Zu6J#nzvRt(R-R;E_-%iyy4km^#mrCFhc<ngsuR6nz2&8~W(VwMtb4|tlw|ky
z<BcVE!-@iqgnrAi<qP{)^hwCKAbgGN0rsusRxNcAd6v)iJiM(}KesTrf6vXmQhA|M
zW|@@yV3=N3RU9?_ddCR|TkUzqZ)13_nS9z-RGS&P`O@<Xey21y-IKii^vS%hTUqD%
zJ7}}rDm}4on)Xz6rY(zEMOWTzIdpkW^t9<_4=-Qf`SqW{>UOiQ&lk4M3cGlF__p4>
zb=;)O;=uYaF0*p;mEN5GZ<QiSJeI^f?mxBmY%=c_-|hX^c3YSo&sltH$6L3wGA(w|
z2gzysM6NBD{${f-s!}Gh;k4%KuJ>Dhv%1KHl}_>4UBp___Q)jgbJwdw7Xq5{j-L!&
zsd;6}nrxj6!&{3hll_+M<enR+DzEwSeazHr+m)HLHwDk_5xw_(!Pyl@TAutX?YXtE
zxYcsKdiBX=lNr80+Z}6kW1Ym6EpKM0n|eljThD!?ceJSL_vNKKxR$GJ_G!>~zG7Y3
zuP>~(C)Cfa{5(1D=;f9rS7)x--sC;ip}r%0^W7|_`~D#(9)zEtCmnAebnmX%?tFnP
z1#Jz}J-QOM<#xxl4xI{>nRVmSdBN8_x7(`c7021CEwKE#Kgzf2<Gr+_m7hJ;?5$oe
zniVzQ>FTnt*7k21=XtJ`C}rH<cC<2Ny3n`BU90q-vaejXS8~pC|JAk!vSwGF4V)fy
z|KQ8GsOd$?@59R%Wz3qlTtRRlm%mO`$nVub)AZ&j*X7y^<(^e;Sgi7eX>Yp22i3pt
zZl=Xf{Cd3Vn?Fwl+qr{c+4JHhPlqqain`l7M^*Xuym?dmxAyLqSXHqmc<)?`@>l1T
zcU*jH^5UCTPaki=q;tDB9%q{z_t7Wk4Rh7^_4@tcpHuB^3$<$AJ$GL0Hf>`5m2Vtg
zQ*Els*P66OJpZyz?0ld@gYcJit)?318Llss%F@g%zS0w~l(~47$6{s+i7%_Rn+G1-
zUHm@g&#vjGuQ$fjUR!W}LYCU3v<p2!yUWwg-hJn192HeP&C*u8drRXxRhBR7UAMI-
zGVtA9EpE#{=gh`;`jf;yTX8&jkgT*|$L@d~a&xX~cTa5-zO?7ie}+)Y9K!?avMo11
zRjxd1Y0J0n(KnmFzh2vDo8?QMcRZlJwdTdI&YZ8W&sHsOH#L~{uK4_ybvxB1<OAE6
zyIu5Dsh+lZHShV)TtD~6UzIrJH2Le>=<Byud&F#f8y8w~ERyqWL}1+Ka@#e|PkWNq
zoLQOQ`Dle_v7&6@mvysvHJ?1sXY20OQLw2KeN~)We0IvRa|W><(!Z`wtT-%xZmns5
z{Pb;hTiI`%w~@Iv>$~>Ey%&w{orqq!*5lpzwdw9@_a7gP6?2jKCn~jW*~MqRS=p+W
z4Vg=0BMaR8vSnOCn6zH?X=|FVd=WfHZo2+VPm7l?LuVz=+qdOvn6kz4N}j_@Q|9fK
z_7#~|&ip!{^T)ZYE7#T@T(hj9$*oHM+*Y5bQ<QTfGwdqaSFYtau55EH$#whQyy#5~
z#$i3mtlF=<HqPPUn&BY5UDV2^k|pfzu7z*xrFN?XFHKKN<_?_v<yWZXf?M`e%dJBi
z5B$0s*2wv6^NwnfK89nCFS`;|%Gh@OT-#<<|Le8r!zX_$mY#9nJn2=@<^05+Yl*#^
z&t-4QV6+MG&zw+{wR4;7t6L{!wDV+rLn}Q^Z=OxDl=u~HZQ5KaxzO~^v#FYEqm8bm
z@$prK-6?NK-kT^PBR5y`prre?btn7u&dMI$x3ulRqiw7|Ei6T!Wh?XW6h=?mc;X%7
zS?92wH<o9-U->Gk=IBn_-kh`L@|G5MQ+spSCo-_VFO1x@<dbmMr==#Z@-mh!_MTUz
zbY}a_JpQWox9QFQ8LqELxb&>-=ZxYX;r?<H8JG*szl>|&DY9#x%VsI@OG0(&R{7Bj
zPW~%>@lWpZk{yN0>qM%)ufA2@b}7cdkG1@i&@mmJ5Wh7+<%WG)rAt%A7T>w8b@6zE
z0mGx6)~6>JNp2{NsA})HW|~*Ij?q+7f1T4ZzwGnRb7wv>oVYaOnESfSZL13&e2w}d
zY$A4o;kfAW$X&Oh8vHGu?fB~+II)vE#x(8rmh$vk%};^fw(6D4>f0?+y;E|%^^U7|
zZ%hnv-7;y;gnFsAY$uTi)z?F%%)DL)Kl*6#^V*7^$tm|*D@}Kbl$!Rc?K{IExn}k1
zGM29AQS73(r8MVS)Tma?&pPgK>&S8S(!lA#6IQNS%*j6g)Wn6a3eRU<e)VzZOP!si
z<qFgOrJXo0w{L2I&6=t!Ju_tuyF$)YUAwq!w?ZFN*Yv|hA>9+hY<m7?icGxxd2!`=
z^|hI&`oreQP03A}@Lsi+H74}9#HxFlw@-dsIVo`B*^Jp%mQhtIu@OaX+F81WUC(7E
z`fbQK{fSZT>$NQ}w>LM~YN_fguj*B|{bqUN%@i|#zp48<Im%ien?{^z-FW@wrM0Ww
zx_8XWp60*v&O)i8%SHaP=Vje``()zFm?N{Any=JqHD|4CZuZiQPfoWunRV`mN7FpD
z{%d=Vyh<;R3Hi@(OD4r!^wOe&(-Upa`<Qe1e>G`(Xi!zU-sImEpRcQ#{!E;Eb(QCh
zV}9(5Do_72ja?Fa;p61vOAEUzr^=i9f4g#?H|kTR(3)!#t^5t@MD9%fdEFv!%9A{`
zb+^y$EoXL{+mmu{m-MT}m)2JL9(5O1RN8hybNQ*BT<sUBEtacSEnzVHarMz^@693^
z>89!z8k7qUKAXSc`O;X1ga8g(Ub}o{Q%Peb7t=<Y+{yRXmK_yV?^^OfS@>+KW~KBo
zQ_(Fp=OQ}azW#Yl=A)fq^Myxy?V?L;-G5v&`QZApZ%>%`<~y(BE=GK2YoF(8nk-Wo
z{hfo+LWVgqChu*OT5s%^U8*50zqz(;;NyQ7QghYki>OiTvZ{YuqwhOiiVbU<b-T|n
zjCH{m(J<{B=lGvw`{pfvJuy^bW0bhIbkY99$74d040o;Fd!|A(;Ecq)`R$^4imP75
z2QZ$``?_BExuncBmt>3Qdoz_4o|{hBQlGi+*$lhpSz$%u>y;Kq24COmXwqRfwP)ed
zvr5l)NpAMKw{_O#4NtC2KC`#Cxah>q*VlGl5w4cj^tA0=vLos0g2{7IW<8$f<iBvO
z$kYzexU*&Ep>plvGH-VjXa}EVDYaZ@;J1qLPPUVD$L%>E-$(4&Txz?;>cqJ>6Qi`b
z&2z3>ir!LueNMaV-bcTRqY1ae%!_?yMZ0KKoLr~(?h2Ee)tB`Sl~Wg6ypP#>l3o2$
ztF~w53=7BQ3!j#k9Z5-+zqa#Jk8yw0`*$b4{%3d{uB>rdrf%wsqw{P%R-8DIV*fX5
z#pAB)3dQ|VOI}$%NZTcpGd1Ao>{ioO<%DZ*UU}G5T{qOt7CECHsXaB$&*~~CpU3&N
zIxWweUkCElEn2yj-!4@8X7`q&EZgq$r@N-lKR>Hw@|?-RW&J@-&2gU<rZU>P`%P^(
zac1xNH+8+vjPnxD*QR>vd9Lz(ksUN8_epvsv$E**8;<8Z)@7NWmd|>p6EanFvA=Wc
zAudnZ)<q1Auir+`X>haW_gbFCAe!g)T=ca0&KHhLH(CDfYq$G4A)0+@)*U|M^LtYS
zZoZ7mx%lF8*v5@HZdG-mmku2+c=CK{(S~goyRLXTC^Xeuea_N0ep&EVLwV<R1)1<b
znd}V(yp^Z!@`T5yRxDrnxT~;v+wJLA6T`1cAC0X4bv5RW=jH8t^V~OH5$tO6aPw!{
z-WBUFwmbadOy+0G^S)LJd^h3PP$`@Bq%fIX);io@YvXCDZFi;_Hn>@JUF_|97@#%D
zpLwnCmL|KcXH70%m71O&o2|%_e0kQ@OgrZjFJspDZ~wA%)@y~&U4><C#&;*&@jdxy
z)7(vN>{+QtW=ft-p4peZ%v#Pg(k?lsp*kgLp<%jBh^Kbpysb-n!qz+0UeD!u%z5JR
zI%D5k4qw(XRoJg}bGNCIdRCO4tFd_gt~h>KtF9x3jq^Wuy;SqPe{Sc^lPrz*Hts#|
zCGz*h%=Sr@M_q0xufK5lcluhF17DB7j$C@<ORCD^osRRLoqYQ`Sp55{Nh|eFnsS#s
zxW3%aO8L3=l`NNMF>=1n&wHPwt?E6#-X<(%cDv=;(5dSRKQF)Vg*!cVuWLr-zQ4c1
z*|SRyi(XcqCR?$tuk_Bbr^jYI`206pEAqyZ(98F?%VteJKKZ~|=c&KuTwZGV=4PYn
zk;aebwASA~wb$;I^1S^~&)x|(%DQPD-94lFLR|Xd$XC*HO8%AJbTmkn_sc%=W~tWW
zS??a~ImoizF;=Me;##e_=YBk9xBs{5`O*T;FUz`*+8!&sw!kRQ_BE?`v8VaU$nzVQ
z#Qb`;O!LH1Zu$6^QLZwZo^8mp;R)SZ+_&Y>UL)&}Q(eWcZv=1g3|5Pb{(Wru=QjS!
zjiIL|822AqJ)t^euHf{Pqf<A}IyoiL@~^f-`oz#D%3s#JiGG&xSnck#qlqUZeuu|u
zeLem#=Fh^N7VBCro>{DN_u?d#R2#Xeb=K2QJfF2HMEHHMOS9$qmx1aFFS6(McD!>h
z{Lk=u`HA1{S&JAX7f<dw^v`|4oVCSj&-7<*FpN2K?LgnuJ06U$D!;Aj&Et3(wU*y(
zuetfnd0F4~Ozz=Y`z?&U>&vn&EFVLbZ4Hp_y6ShAFMd@>c1h)tZI>Rigq2S?@HzI(
z#W~Gi*PK*7=Em;qe{0{Nkf>NbJC75`ZL_W1loh02F6pTgZ7&o!Tu^^(Yjf@!^OSkJ
z=KPr?GcRlU+!F_1hu!6~)s}KSxIRh1H?Lx<x?TE}w>o;q7|wgWN!-E1#(B14jd6?J
z)R$t$=`6{zXA6@uOt#qesA=9h?=3eq<^6$kg_m}1sbR>TxY4@tz`CU&6HmO1v+nIr
z^eQUfX*lKUs`ch3v-$k1R+=;0X0w&7OX=)+d(JSxWTxq?h$avFzgccceD!nfLUVbO
zHI}d3vUla=IXr1Aj~acP>@)H6ecSB0^X90nN%WE~JQ~j7c{F3wJN5f(BO;o9rT@Gh
zVkO6?Wj^=)ju-plG$(s8JzC+fwVwT>>ABe0>MxIWmEZV$eOG7RhUeFIKHHXb-2P#Z
zd+FXjk7L<^ZjS2meqXmFt2h@<cS%2(|C!HHV!hK=1&#CZS<iDHTep@5s4H9i(N6n&
zxy}2&Rd#~IuWR>JiX#Q(|833CnR@Je9H&Z$s<d0>vrY4xYPHkcRKisL82;PRvGPe5
zzsBj}P`Q%#2PBty9FViOI#V;RTK>}3?kk^`JuTvNyyGuFHPyn>^6T13Ype@Ho`l`0
z)!sZidHOWp-7^ykyVkw%e4*{0u0AV<N9vrfwBzlCvo_8NS;}_5CalZN$YM3GnB#$U
zk$z{sB%iicD|RxTllwl}U^#Q&Rc$Bh;KvfS{-%>>=d29wdX;l<;`N_}QPGVuQj0m*
z<-N9U={mVLV#=b$N%_Y27G$!zMYFGUDn9-)@Z6iCQ&F1=)kQA(FVj+$`?obY-z)pd
z<7sQURUS>*#vyVo=KIlbhUd3MVrTAFb}~CCoAqh?*~p2_+m@a@>Ye0s<+G91W$)ta
zHlYk>=bxL$ol-nc^Uid$n71$AdnA8dwo+YmMTc2)UpD8-U($}|PeLL*Z9l#YGV$X#
ztzj@cYLTq|($nnX#dkOF94WEQ6mK$)5|>~|+H{)ds(bOQmqw2!&f_#So**uF_qAb6
z{_Czuo@|%zzm787J$K8Kw<`m0q)VK2YreeHDOxAX<1FXTIa}q{T<T${SS#RHb*<=c
z)~$`pp1fZ<-KfjjqCuefzNoa%LECIT>$Zq*&lXNgKIR*@^3GPPvh;izcG<nFlkVN+
z6rIkpSXMhr(rMzn>=&z|r+mn~Ju~Lj+uX}CWpYz5>aIW8e0*!M*mW&-xvLl4i|2j)
zY#O}VZeN?0mS(Kr*}OeHkLP<meW&pH<@?y;eg26@6JlhZ%k+H6RNZLN<NE0D<NkT3
zCy!|x9Bn?H82zbnN6C}Nrq1~`v)=TCPHR6JzEackRZv8Otlif6g%VtT+7)gK1mDlw
zI=5uLo{{1FYg?)!y8O<3>i)xUcxk2GLP@<N|E9hXzc}ffhi&%x_Y0mkUfYp%f2LH(
z%Ji-M#u+DMW-WSsUG&18!&~Ng98ETS@bTJ~o{p&@PU{XgPW+p7$m8ehP+qU)%d4)w
z>UkV`f8mNf^Y&a_c;fM`m2QW&h_+dUtE`*3IzLSDnC8BWxcj{(J^xHY+c=L`y;$z|
zZD-5vj5~dA9u!%uy<N#H`mXkMoAYJMXS;4Ql=JjyX9k7cI3+4|d*KVQk4@HvQFTFI
z|ApKR;n}%X%#XKnPWRmTzK*V!pJg1?oWEk_<38KN3L(EMU*1|2YWe)y?v=|IJ_}#5
ze&e2PfgZ~nBjaysT`JNpV!H7<mc>GO;$Q83de^T!51q3(tuNL@qid4zhc(`N8HzuB
zUmp`GqH#X{^R+ogB?ONd#!g&u%VX<_H*0^$8^mXD&l6u-Ic@2J&!>KO{r0NXh%uMV
zKCAy_smjOxtc#(O%6(o`WSq_1`6=Rp(ebCIFRl379aB$zUGLNFA-y9m`_dO*740U6
z*TKQU>g?sos?AwT$~X3>KMct@$Yp$Q>Fh%rS`YeEPrML*@miT-rSr1FfIByr@f9AA
z`k8rcW$n#heB#WlEB&;*mpwo7Yk#Y5+k=fOzngykw|+54WQXYYbsJNg{O)N#udVjs
z^J92@VBH@xwJlN4^6utU{A^?9b&Q+0cD{x;yV?T7$6KrR{PMWtcPHG|Zk~V;Ypsp8
zQ`ly^_(|Rs|JZq-b|pH_xpw-1<AV^Msh7*ru9&?_ky@AXylbn1y4}|~A)n7?Y<*R{
z?XsHwS-pn=66dn~b*^eGcwWmn<v)YghGnZ)NzGtlx0|vwHEG?gE7R*uE*w`|^;~_e
zjl6Tvq|}vB`YWF0&$!GjeAex`+LQuqm(=WyhwazKIZupS@+;)kfuyCYr&nhdd#_mG
z@!)bZk6f10ooi)jFIVT8_ZiPB$g2u2zTT&~<9OYcs~y>~CqEh0X6UxQ3}k!lt9z7B
zXT{0aE5t<}6o-1A%Vho>dU~N=rdj5Dxhb>HWr<jte6l>b=569i*J)t^+F{xY`?6=~
z8D$<kpX@*F#o2S`lNV*~`W(>d?^76YFV`}4$>Jwj%U4~v&*vZ^8oI>Rwm9-%txJlf
zebl^IUzzI@SExuFRW{4EG0TcQ(&uZf_}NTR<<S&AKg~+^uA;}UeU48LyR8;@)FRzf
zY7STIgP_#n6@5HKt`^DcOC3DUT5Na_(i@_B_sV6S;}U<fcH2uV(~x{Ncjls5dU@yk
zveaH=mHMBW6H@G($9ZQ}c+Zt)`?=P#D+{VFt1xwCGOvxfeN1aJpW&=VfjKhOm-{Sb
zSGMrguB;9<$(Y-=@!N`Xeg&EpXZ=J1{Ef;LxaTdF)$G|@w<q-POp$BBFR#r#ky)zw
z)^4i)^y8w50w0fBPAT?!s&VXSVc)XZ^Rp&gO14}OvrXL6zE#nd&#H7etK1YppC!$8
z)>l^R+h(m^uPmCFlvEXb;aGVruSVPBiO~}dcs^h1n3+@7^C5fl*6l&nVM3F_bz^V4
zrTm>d=W%m@?cDN{4Cg<u`V{^A>pJ_~w6bH`-gB64o}BY-W!;(TuJ>VAo%$?S%)34B
zYJ5aghGjt8uQ`((3banPGh3|dKEZH>O>y4b*Op;BoaPq`Gxuro8DvK;d><0Yz}9i@
z*))$ug%^U}%2r=yW3*T<;P7Z|(`Jc?gsZjB)`-3iQDL_UJwA16+O!v2*4S!#21hzM
z_f1XkoOo7d*MwDiNB0@}$$gy@^B~yffNfSx<nk@crXMc$X*}vT^So$VIz!2`<z0_;
zL*LwOeVg=4C7*BED(?o5U%@SRWV+5y%b7J*yeQVAXzCN0udhSP4NQ98cs`pWGB3N7
z-+0o={?9WQUk3a<yL+u|yRF4h7v+;Op-WoU3q3l2`SRW@R|}OeuLD0{hA|nHzKryq
z?wqmnzVos^SD9z)_H=LmlRd?=&wp!#x%7^+#a_H~3s<H&R~(oo*R~<zLw4-JoF`Y=
z8-JG^Ej_5Qr0`0f@238lUzfF6%3S`l&ac=bc;42f7f+v7*FD=2^Pzawj_VSyv=!yK
zEEl=4d|4B<r?30Q4etZ&*S0;n@?r7(e_JbGTb?|sFtOp+rK#3kM$_HS$8NtG!M`{B
zKf^XYOVdZMZJKu;jr@FD@@|BUO<vCGkhYF5GfN$+FCAUEEo{%mWl49lPWfvnG>2^X
zu<gjMtGCN1**?1-#4MRp_&Vx&0L$NhUmtYV9bOyj8+hW}<Csr}V_vpt1>TMM-eJnI
z`EcEib=SC;Xjq=DIV`rS$awzRvT0W5lPZo^J)O#_{i5Wsq+H6aD_^UBI=ea8d}Z46
z>|x~IzuCcW7k;Qt{=D+>!IO_auG5`u>*;%?>(X_Lle#LF7RPP1?N63Ine}B_K=JXY
zgVQAb+W)$`COdlJX)RA(zi8fhSC@*!{b%s%JrE}QYU9pZ$M=@R?(GSQ`eJIc)Z%rZ
z#OK?lKC#ccvhIleQ|{`E?4E0DB6o4)iVcq?9<6!D@O8D~lyzF~E?pIRG+8!ZyYXDs
zXP+bUiX)fqN?z(I=lS^3rfEx^^sEilRQjJr2pub)lX5*|+nXb`g<*9^ZrXkfmg>yN
zcpAL(U`x)GRnn$6yptS$@9#~v-Dj_tz0}uO(<^(S>E2^}oa?4>GUn}kKkFff!pEqx
zOS?84O|?*8du-LMlk*Pe2u@#Mx+1Xf(hlwDL#t076kYsx!3{~<TJ1@m->oyxO%KUA
zx2o{g=6^o&*G>CPAALUgY*W;m&u5b}W#xC4T|1sGKF!xt#mhZLCT*uhzTtf5XzlXr
zGS4q<^_{Wf_-x-mX~q{tnx{_xGmY{*C==>Z#2;6DX>H7*B|$HfJ^E+A4pVm6A?jgx
z_jqFX1R>Yht(Gy9OfK~9Sb0caK5FUC@V!xezQ>uGE4*}bq6NE}yz8vewmt0ct61&V
z-N&0+GIL4NlP?yXI){Z1NWSlS{w~MDB5vlhy&f(-T6?Y?&S&bL@^atm<daEl9w*+1
zZ<l(Nx+QMwEZw$B)2q^^yDVo#y(s>?d+PCPJE~{OKYRY4VQpN0rPQj4vmT`P7}|up
zh$MYiysMte=X-xr@vViza{Im(K2lowGku-)^+i+sBCWsbwx9Lso_uL>=nL(nyKGrf
zVJXM*zNL5zGavZR@H+Iy!U+>BpKV#_bL~vws!vvzTV&=PTCJ^YW}Wta-qxKWs!oqh
zOKTP_wvlSsZzIDqF>Z~9YqazE(#OxDBE6DrK88Nod-6e8@}8Ua<_|+>*D>BbTlQ&j
z@A>Fi^Rp)BORRd9Ji+kRrakYfFB!g*2;Sh9vsL%ly{~ifmOe=TxT@z;%9C`p83F0d
zo{FDOPG>zR>#9B{dVka^X6Apsk$!9pk7hhBU9EO&&EmC8H|OxAEfeCA>6^MWE4iGZ
zxw)b6s9M|Yd&kXg)n0oixa+#(GM$Tl&Z`+J&U<~0$Q2BY^e8<Z9POEyZSYU{#2;<3
zZ!FI*PJNTKuW^#cNsarxwcLw+wGS<G5?^j>FZH~{*4{uQ_0GJuz0rP`riFgG8hyL#
z$&_CaThH82zOhC2UPQ1$N#62Hd)ai&OlMea5PcAKPx_j|6q|6q#g<2_mv!ZFvF@_`
zYO5`FZ7#3KqPug?M_)e08n`!l8{@NGKXM<;d9Xr0>Qls<+@L@eb9T$$JJ-Ft^kD&G
zC)=i?+*um>CZ(AR+@wqL0{&L4-CbSXF`H+1``Y3U@iBQ46U;Y?-f*neV+*#s+U;rm
zCaOC=<C05|RZ_DwU)!?ijvKXim#tw7j@+r9G$}RY*P|u(4y}DFD(D#LbuD$0yIF;4
zx#+ZTnXZZI3J-e10;g_~ow@MD%EQg~W=RMJSjjD#J$*uVq{+-xi=5|3O)=G8_f7B2
z#vMUIS*y)$tuAku>Rx_jU5Hn7SKO9MncN|-i*l5o`f?QqX|fatK4$CQoyR%3uUTZz
z6@^)`U#_mx7BXD*{B_tSj#X!NEb<Oq-NDJWX3nEk6W<3j6*`sOceL)D>@RC|MTf80
z!D8k8C)UE|UamI5#k2Cg$~3t=WnZ@RM{%zB7+BJJ>X%UeTF+UlgP0taZQa+HulQW$
z%G9_eZ==++JC{XCEE6aWWLx?9XwH%~9uM8LY%YIK2-xbfMN{NWf#z}xk*6>HSCnvh
zWxfvLo1$j8+$3pEp@Yer1}DZP2UcnsJ71XAHdRzuUsmgY$c|;R)u){OB=T*|@7XF7
zinJFfElzyvyI03wzxZtameNT^tF%w&*(f&oS$$i-RMN;Q)U3hGab09k%dA~$0e;7i
z&br?!`=CI4;@fzY>^kwipH*&3+E$0Zo^mTBkN=eR>HIy$IX?4uN?N{+E6v$A=T^0`
zrQ^%B{YTaYd+qKjb80WJk9zW?E#ec`oa?XFt^9Dy^1bYzh3B_c{M-Ivn)`%JE4hqk
zU6ZJEGuwFEUD(3wd`b<6k)^_QU(uG+xzFY?N{YTN|HnSfHjKOC!rU{Ark5&?yHsmy
zJaUyU;OWnr=k2=h_)?irPhagFi=VOYzTxNZ)tk>|buIVlniJ10*=L=YWI2_Y>y+l!
z>ba+d%{T9#d2Q<pnRk!3222iECzkp2>oIM^bx&STj#~OeGkn#w=h>yT6AZFfT`1M<
z5jTDKDaKmv-`3U3@7e_ORoMMlD{FFj*M(0TOVfkq{aXC)uh9!D{j;%K@*={|+sR&G
z?5$j1xMe3#!*kP561TX_FZ|^6Jb8QLwq$mjbkm6{tbA_SrIFTx9zPCBzK&D1wAjn~
zNyD*RX#&63ooS+z?C$hjw^pf+?vJ{(ZD;6%ZQ3slZmhm#^vc)V;@n?;)2mzd-tIHV
zKJ{MbOzp1lE8ERZE6w5g7?-><Q)Qubf%WyZDRZx__{F1}E~%+j5um&O%i7mUpS(I>
z9hzC1baB7j){7NI7nkk}{(I}5)$QPWYkU4)nfrEW|LPk3f{V9~O%ncIVR|v^#b!76
z73(DDK5Q-f$`JaZRCJnAZ$nm=YPMV+-=2_5)3)1{e-v$dR@hS&-ebC^<GJ$E+RT+N
z*V=jg{upPu;>BgA<C$v|)kQA5Zw=y_{H*)J!!<K6UTN-;`jvlZo~qU&$=ND=yfxR9
zEAG6L<;zaH^*UKI?BMyQQQKzTm_0=}EdB1qpTW!A__CX>l{6ge5Is}jf28Z&Mz1^9
zFZ43`^SN7!>e;-!?baLebLzb3hksq0kgVgdW<Phd;kC7m^2fAa<`%p9uH#s*c45o6
z_9Frx3Zk2TT{Fz})Z1?JC)D$|x!9I>wRcUNf6Li_*M7D)>yl;4u{)pR{q6~v?AZBF
zFix<LFY?YWsoO$Rg7zn^KiPOSuX3V8v&5tAx$Gw_)?{DfR(yLle(QXJ=R5vpAD>jV
z%PvT>c&>8PbcV;auTv+dZjg8xB~{}TU2tR3PcHW#Ay=A0ZbxsatrNZLcILx+L4oBH
z?4>^bRCjuk{&jue$CUYs&qY5^y?gJbg-y@38?4Kgr)I4ZRbKk8->EOKZ|hp=#wOoN
zuB;h0^S0i8F<mJBz9ZL@r)`BV-^V>}GF=(flex3F_W1RCjF*@WeGlT>%enTvKrGKb
z>Bi`fC&lJ3br!HVl>BkM)YY%5sS~EjzMd7ld6VIx;7Kj3JhOHCr9O&Y)H%ItPf{e`
z=d)#2XV1@8F21+t@0BOP-Bp|WR(0q7o;z=9!NI2IJ=d?^3X#igl6w$->{epx4yXFP
zuj8|R#D!*u#698aG%tQqSomb!e7DMHTbE5*`{|qMXTP<}r%ahs7+?A7o8sg8>2t!*
zSbdxM{gdIBHA+v<CRfGG`Iz@D{ak+D(p|}2N9NrWsk&Zk!z$Agrm}6#fsaSa)RW&T
zO4+P-K9kn}Oqn5hnRS@R#Cfb$rbj2-zO-X@$G4pa9_`LN9lG*p(4@_^JpMY9*tci>
zW`6i?%E~Mi<@MXEeij|Oe|DFvtnt~}i4RXNW#bTDz<g`>QvKrUm>*{jx}H?mR^9n!
z@6-*^uF98oRRl<QteJ5~bym+m)2+$V8$QO{$13yK2u;zw@~Jm+e}$X%#2A%nZ<=R)
zecfxjWLI)e&$Au9i7x5+`B@L1dm6u38I-qlTWsX>Pr@hd_D3C^x?Q+GFlt@&<gQDX
zw_GmxsoY;TwdKu|Nmd(+mvX4gy*W9Pv(CV`ylj@uIyX0ViFLP5yEiEqE#7W=iJ2uK
znc-jP%VTnn_MXdMdnII2*Hhy+B^AlcTE?-4H@O<D!mM8zG9TtzGkspoj&p?(AuAS&
zUA9>@Rqtzgy31vGozF3*ch6lv`Q+=mTNY7q4cF(r`e0<8ym39(l=PrQb9TR|;+pGu
z$;)cWe}=7H+u2t5t`wfUf7a*h*Y8#P>a~tqEiCT2ekHiM&{vm7^P#GJU%c|gl-+kK
z^0HVxRdRT)o2EYVReC(HQuIw!Zi5Tk*0QeL=|OY3xLsGq`(JLF;IZytp#<|*izxvX
zYod1_*uxwnyi!s<`Q+13^;cHU9uzmn=-xdSomXkAskgrJ!RM%d5|`!vGXzFTqy{{n
zb#AWtvgO;|S~8D%Pc^^rYD;%z?t{+;j;7~ceLnHKtv361sYX)U{j3JNsSke5{QH<|
zecH~q#rGDiy4+LhJ$vI5^RQf%nWpnfHZ7jm^`+u*%yap`Shv{=PSzW^%E)KE`jJ$6
zPBXiDzP;zNln0uoNw*JupY9`O5xKYG(SDaN_HDDWR++3=y7%?fbB&8`94I?x+<$G;
z^U1zTKc~;PNLuzY(O31)nLp>Y|EM=nl}fxkiMRS#Z*k_b=!XRy>m5JJY+JDH62tl#
zTeBanbDH(w*?P-&x$c}=rXq8f{ks3fHaYm?0xpNT;}XyIm0zm~EVRsB<8FHHp1+>I
zI=ktqQ%jmE*X_7iWtmkKnss&M(l^sxQtrmyF=^Q>e{SjKUAcFwFQ+)Tn>r?^s>_6D
z?TNi)k<M0SBYuM+Z*9d_IX7w1=K&kfSMBNf&+st%-m{By7VVlh@!L&~-*;C%-QsJ~
zAoFM^x5_LxhLW%A6E<z*6ga>9am-{(?MDy&%${wo<(=(a@z^y~ZtA+vDxR|z$tFww
zXZU(ud_|UyC-<ct=K0P~)$KEbv+t~3on@(#_h`?yPahH*?_67ZrM2_<m2jO8hNf3J
zDqmIqh%u4!yY+KIr^NiVRcW)%>3-5~^v<8X@L2ZMFF%@Y_D|oIRVW^K=k<DRi?!kl
z=e&A5XVy8xm3ebtFPg}2_ciF=oh>_Ujn7{Qbj)4pm34dG%%zb>bVNI(SI@o@JgLAq
z`eICLi^9vULpvweCuDE)dtZEYY1oywi+3LMlsx}D^v|TKzQ5Wl40xW4aPZrN-gikq
zTdc%g#=cB@fw#ix1J7?Q;Rx?~{iWMeZ3<7}>)`UjoyW9`Ct3xjJ*@n)>g@7OLS>&U
z)-Ubr7AatIt$emPU258auWQn_x)rXx>h64kg@t+6who3jys<MH>ZZEhN$ZQ2U9~62
zC?rO{>Uf1nx@@+0p=_3z?~}`BHJkdb8_4=utU41RXB_=H>-OH_OY^=REUI4`Z{@DM
zJnWZBkD*Be<JpYEWrtTMEtn`S!*x9OcEcCbn(HsTd*h#3m+VbGV7go6VT1bQ*D)+S
z?ysXeH6<Q=c^O)9JJI!OY+kAViC4yNBhN~le0gb6zi!tx7a4iKujg)A**?$ZNoM%6
zlEtMY&hq@@s2L}p%?ZA?p(xx++0Q#z{1m%Q@vQ~brYawdvQsq96`nk}G--z2R?k<x
z(y<c{#@-O%l;vMq{OOil#d^0Lifs&Q+BQwyr5}H3+q12GS{wTp9y^}H_<a7MU8^|^
zwSLu44pN=Xd}8g7L@ry~*OFJms^(k>*!SX2dJms}UU6hljN2YvGpEY$Yd&)u{B*PZ
zt9`;R=FO*%SC?zM8QxyGQ1<q`skdL6g_{SlS#nujXJ&DXDg3%V<I=jvU5qDQo>;f8
zGH093tq2*{OzkUA`=jO7<|uC8%E9g!7rs8`VKm#C*lY*Q!^t1l8|>R>ywCE<<JYb`
z=j~R0rRXH`@YLG8<?Kb<h0h5(Ci!Q5i)D5bD`YSHefWCc)Z)Xxn6!Rw(mYpW9D8Ns
z2RCi2>D#p|5?c<hw3>X?J$d%rZn-_hk@Bg0ciprXOtqBwlXa$$@z$zVjpLE><};I@
zhWQDWb!oZg3n{RKiQYP99`0Oj<g$ET_PKTMud6&4y{Y+nS-TiF-z(peSf1TmSY|z!
zy7Tq;+W1Kygp9iut6or+e{$9ByS>ZOw&ff(UQd-7Rz2g}THwcjZA~7J<%{f%G1FPA
zBc9*m4}G*i?D3^ti=`g?XXp*nnDhJct8@*$YnF#4*&FJumYX@MFD+TuENgwu_E5S~
z_hxgyu#1c5RZ66@%b(h~@2b+ywI>yAK1OVcF8x>P<#l@w@3o+tb9vV-3YWCi-q7~)
znFRaV$|+)>HaD<Ku6N(qe=5#BvFluryVr56vi7jtX@={{QyzrtR<H8BY`1lJsiG}!
zVR5vvZSiU|^QgsD@xglDCp{m`TL0YhRfXu9S=G~CMrAK=vMN5C_2x~uZrHTvHk&->
zEo+|_z;N>X(o(h)8ZRS@qBYOUTwT6&UA~lYcJRFHlZ=nn9Iv-84zD}5e7n*d9V;2B
zEo)ppd=B3n{#EyArKZLCtc#f^{^?h(mYpbTZ`J4FAtCoQD=yt8<k~0Q{|p(e%(lOu
zt&h&;-Yt3j+K!t_Il?a^&hF(a%Boskbh+y0yuZ1t))nta+oiEpc^>DZeYxAOL|Q-o
zxNhG4kn<m<?s_|}`m=k!!@31K?9HG1|E^Ge&-HQ1)pqt$4^yL?2PIbI%5v4*R=yD(
z$bE0M*(&4fAJ<Dw4pp|at>sNUx#qzK&(}daeNux2?|fgls`>tU_F0pE2Ubh{{A#-S
zdj0czYnN?VE^q$Y`KjJKrI~Mg>m@Djo=u5~uW4U+wle<Px;GD7Lvwu|d_Hdzrkhpz
zJHvSSuHEv6>bCV>&(f~g?lpcLG3l;#5kLEaHSJU6j6*BF8&37Kow?yxbKdKNtLEQI
zkz2O&W#mrNS!eFdx$JjaVyEZY==6HI)qTcMr&nt-KRa5vB<oDY`zWp6pJAtROD$wp
zY37{wiFI@jdmT1C(DB}$vtj;m%hoCHV>qjByhtzamfVzGE6;=11;t2x&bOVuG~C?B
zs`|oG?h>o1UK69{t(&#*KZDvDyG4@h7N(Ex-{M=sGk<M-cd+hJ=gh?(*Jr0MH9eW{
zH`Q~_ldh-9yKKu#S2sPeFr9kcd6Qw$-PzU0-p#r4C}~ehn8b{p&p|qeCFQ1S2kzLC
zJ(I6^-dCk_mCq;N2y>j=x4+d=roMV<xVFLMS!UNBHnPaoW(VpoVG*jnu9eEXOtaV4
zyCv@7TiLBSUuJA&2&uX9bKQ4!-pQ}B&$=FDU+cHs=I^WdiPG;fR-HO^Qd(T-x$?b@
zbLy0T2DkjQ`Levt`RmEGQ}{Bsy$MiODLEUSqVgbY-o;yUF05qlx~VN;@pI1PBc6|T
zW<D%UK3Wy*(tV>arfh**3}ckztAcZL-xcO8XYcCHvkpD>qH@*Jw(Nxmo_L)v+R~m^
z98u)o_w(D@$`e|(*^_tFXb1IbPuJSUsn;oSE?aTA^{P3Oc#k|=X)~uVs#;_hm+6yV
zb4B;eOnm?2`m%_}N!KUdn3VEpZ`?t@gY&FHPH7#xa{IaU4^Hmj%>{LPv*swgl?hqr
z?-M>ZEK1&yeWO=eP_}A=`qE4b3uV#hjBo4p7TeAed7rq-?8;-yvr0`BN8|gLDvuUN
z&z#p?(^0g|YVxh^y32kxux*l(<J0n(I9>8=nUmO^Pg+;@ezmnb_q2^Y>jm@k^`F-9
zo$?W!^?Ff31=~8$GK<?~cP@sW{Lf$$`qYWtRCbpP^Ze8I)=lu2)he}|Gxy{INp)N6
z(3#55Rvkagb-B*r`OAoq_|DtyD}L_jIdnv7x$-xaE87{GFTalTJHE7db+PQ%r0vdm
zGE@IENS$TaC~Cdm=8_&;#mm?a8=qeBys=yA!}1Sjvv~xsZBBl`XD=VM&%ifi;z^0>
z!(EU2w!GnyKQ?di{H#hRi*;e=e%y>WGD9Z$+RoK|M%pXpOT3Pmd*H!;2CcKv&X=1n
z7b|S|$}X{@-SXRVInATH!ajEGvV3(e_C#dyoX4h)S2sC630vkEH`h31M(?rRBC-8K
zt8+IsA3M0KWJQm3yG_`Kfa;K(9p|5We&q_eo%QDVk%*V)x8_E(Jz5sg9J;l)QLfok
z^YzC2TAC3Xw?9?Bw0hIWE5EyTFtANeGd{64C-HpVF_~>g8^0Va{9ZPRZ?WWhAC?l^
z)p`|Ee$85;8+bf;lK+`cbJz4)9L+pxU9;G9Wp(!F6u!NyRdf4IZ;S7Ic1qW~xJvU^
zQSJHV*LGQ?JgB}dv0(#qQ+5%jU7**mS=q^}`4+9wUMa(%J?*o<%=guqhP>B$yMn@Q
zykKNsxw>$fh}_f(lbS5;{g-AOS2(WwBV^gkHObW(-ACQDb~v6F)hMdI+LMxeC8$ig
z`9+VU0jF~RrA;Y0n$Nf9#Vlu;^(4LQxT$#fo#&HR%C)jjp7wlQ)<l(+kGqn;z7AaO
z<hVA!#Nz73yMjiV&n+HbUaEH|xog*o{f@x~L6&Q7)pqyZHo7tAvQc5UtWj0jsv{Hl
zMdxc?m+I0EIPp#^;IZVI<7MZ4WWKKId3%n(>SFXxzLI;#Zd*M_xE8W*sc-7ulfl;|
z*UZf4KT~8K)}{GXe2b^}?OA80x>ZU%TDA3=^_92+Wm7)k3r|WF%ac~G`h2XGH`#B$
zp1;?XiN|xUu^w4$asEg6LO0$yn`g)JL{2TLE{xfFKDg^eYMP|w8tzGc+1Hk{?3%|K
zxi39={z=~0b(76FPQH&R*5r-;mM)?E(d4!1iHj8(o>zjdJKrmLIh`eaz1O>BNv1u`
zUWKp!W?z1rF6|*(9IqR8>aYLS!&$d7u4oxv-??VzWy^!6%i=8$t}-g(^M4$}_e*Z^
zvf|}+(dwpQ!3`G23V(#{R{YQKI*j$oZ}0S_nc@piY81U+8GKH$^H}BAmAogUtHbpR
zOPuAZuJO#8oV;H2!a~ic6YX6+LOWlat}wp7)#Ll({W9TG>NDqjzEc>by@ILg*{)=#
z*kB8-q$yk7Lrorb+FaMKR5QNTzRPz1-%_tMqtdhGZj*ZZ#r9V2c$cE{z_a=I+A1BP
z_JFF7amiW}ileWIyH;Ocd{WZk+2Y8<75P`b-0=8%-1M@OrOb2DlaUh&cuO}F_GO=4
zEiE@C%gr~k)O5<km)DlF+j6dOv#>n5TC<6dU-a3@&HKYlmni(Y<}&lR=(3;Z7+2Kn
zdGa7_>a|&2;oGiT9t-k3@!D&m+ykjw0(}*$wS^vE?pks#)TwCqje~|VAGGZ}b{=1z
zpY>Xz?7*6vg04{$jTfu#wrua|sY>r!Ci49A>!{CPkLO37Nj+hie`w{&EvXVqPKHZY
z+JtUpNO|(>s>$Q+ImJ;7$$OLTo;#JPq{bj%FSRCg`<J!$Iv+2ayw{Q4tF01qM|X#d
z0c(V<)n(CWlOA57D!G`uv#&J%`2I5B`Mj;#3N}~WA9l!UOB;&@{eBhgcFf}I>Ye9B
zr>x_vSlv3^;%v0naqIGFk8iK#miW)`HGoqkv_X63sl&ToDIArM{G;XEQ?la6!jmT6
zld>HhzAo=y|I}Cg-qJoJKP}5!HxB)pzR0QS$+Z=?#FsitwZ;|t78S5%niucXbSe8d
zNpttX_m@^pW16fqCw_+I>zzEGimzO=_F#M+{wyh*_crsyIajmJReGJ-mhvQNaVF>c
zdz-iO%)9cR!KCE%*Cp>)Obx%Y$0PYp+8Q@o+trrw^S0I*e_bwpH@17`zGJ5}8A6u^
z6&?+DmlRzqXYso0MNUm`=Z406o0mR$EV||AfhWJ7ZG6Y@x@%r-SX-y9iPeqet_O6Z
zJPUi5n;tT0Nxro_de6MAUwA+3o}WMYsr$0S6-)Yls)PrNJXW6X^+`hgNpbAi#d8-t
zzifIiNYh|>$JB4uZIhLozpm1s#8>&+r(=@wwPiWa=WU%jb>f~?pY?yJc^_LlPiv>+
zoX59cN6oJPTPm%eBV?Vl)pPT-nEl4u-1At|{UsExJG|nsIPZ083QwW`)K@O~;>G8_
za_qW3|DKayz0^1D8Qwg}T@UpW0%!SYMK6y0eY*Jg`rOTv`wU}JRvegMb$xBj0f{-^
zMGxJLdf1_E+7*^7SF+^tMVU(8mqF{}46ln8Ma(FB{4+FRhQ%sP+wO_$|1-p`Um+nH
zDDwD~wxjX`xjolywrZa2=l-%{mXbg7+8FMMC!b$h%6+sfC_L45rAnGkyupbB=c8V}
z`Lz6JSVjNsTf4YD8kleGo)g+x7?@t2aG0Uw@!q^C5-)#-n`cfvux=rT(w>=@y?p1*
z(LNcxb<2xD4R(gom5W=1ELNWu%XU>_X4|DS$z5j3vJ=Yv3?IYI8~cwfPQQ_D6nTIp
zeQ)rcSFLstud-_wOMG7$mKbwl&aX?I=L-L<{Oom0%1Lwcl4*}KP9)CDp0#7P?!13n
zdNq{SCi~p`DtFnp-1d~ox(v4m>91qg%`a`2JzDuBC3${e^aMj5zUqq~mAO7liM{sX
zm))U+k6(|=YH6Po4clRB9iX)!-R`Q{!WDXl%B!wV)v!x{Rm&IMy<97Qwp&lFUxtCB
z^8TogYlAFqTdehU`m=dn^~ac!%bUNStIb^YHl;AhkgrtgO@aBebDTfxwVuTt*=Z@?
zT9vJseBLo!adW?X)R%%yQ>x@*>(bV&shD%i%>B;sy~W{D&P;_ruU}#J?>+9fl{uqe
zbM2W~-xWJ1y{ZUaZgSiGgwRXl=kF$;b=c+d<nQJ9Ea!(BOXOeem)p8$9#_A@Pv_+_
z;qKR!rXAN;Q{3P3!{()NliTH=q3Ii^R%m6vukL4eTQFJNKkIX@_u)Wo`MVz@*VLMQ
zOOHDANVhKd$wW4*=1@t?mq)AKEno68&mo3!*5}*ZX)GTv?N$u*jkTWi@|5<y3r|ly
zn4i^CwpOg=$&=tqS37@Q4?SahduD=AR?;56?A)B$xh~({ScmMCI=Xts?dssNFRP!a
zeOdO?zi-OU8B5cyb}%O|HQ0F8D><)X@#)7)Bj>GXFkIgL`r7ogs*uFWm6yKjdVZ7L
zwJ81B?4F?9^Hr;7ZEHP$)`MMrR-V*6R%7nZF&maVTQe;t)JLGIZ27Z=3;KE*e_amg
z_bPlMQy9>AG~(Uu7oPW~$Za{3EUNW4V{fB+;Q={c>vE<k#Xe8cmS$PTii@^-$^5#O
zkeB(p!zQTEx!3PmW0pf!M}BZ{yC|<o(A>M*bko<mM9rM|+I`_l&7;~`Y98lJu2q%i
zXZ6dJtcsqj(I0-^Vl|h$sgJJL+MbW0DnT(T?l^z?d~5a&#t@!4r6TvOXPs5cSh6NV
zCS-MkwuzTkX<`?1wfOy>>aG<L0-17w^R`A;p7nAqUfWr}*4Dwk)rI4I7@I-n#=G24
zn`cc<`W3)o6LOa?t5nLPpy%r{5u3s=BZd_-`YM+eO>(Ia<y2l_b2+l{ePH8(Wouk-
zF&&yc@wJco`(hvVZCWRuZ+H4N=cDuENxlx!43{N-&6>@!%I?UHv)Ko%<f{&b9elR+
zap6(^WRI=6e#eAQoR50(_J-zqYjGC2t!sII#QnLhv*7K{HBlG7JhXay)*(IS!K}yP
zfia~oL*oNu<`u?t^~}EV{@cXBi;MRe>sfUbO!aq+tNy!$<8{!o#U~CPSbW1nIkwcj
z<c(F;<={L&*P^B$+x&{O9>uONj@%V&_HD|OzNu3UFNE6`_FgrP`?EKD{<Qb%?^CWE
znsZspuU~Dt&Q!^jhnTb#&KOlb+nRg7;B~C8wG8L7@2bD;+(o^z-PWzMT|8^Ob@4IF
zb)`WbFM8E}&54fM@HU{s(n99iPn%f@p$8xBTCAQtE9AP7yItb9Rcoc6ZGR$D`e@V5
zM$5AqOIH>x6)j6KGSd_hsG7Cm4C7ITYp-WJ_pU8d)%)=))I51!R-}BNwwb4qziHSF
zUst71^QyvnQtQ1AyUFeNx3yI5c$HLgbF6Q^j^Wyj+$lUCFKtRJJh(PxM#8Ufkvr#|
z1ee`AdbP3ewy9Id@yn*E>qOG$6dp~pdGNgFnx@xZ-@Qj~EDK>XO)PNtT6f0C*EXKr
zbk~a_FTrQK^i`7C?WelxF->4tUfEE7HmI`Q=JKAI`*m`QcK7j%Mz+^no)vT1-E>dj
zQSB0Ev%V>pC2i8yX$ij%za)5T&h8ni+H*cSPd>iXI^oN@)`bkA`6_9xy1XGdJwbE6
zthCvmb?3MJ>wvAhQ!W)brr$Vz^PI&>A+zINS3Xs)JT!O5QGc^G-`E-VB2S)mVH90;
z@v_Y_k)894?zL6kjhc4(t<AjR(3yPvN~;+vZLTgY3M#+y#ln=K`F+|h>s(KdSG*NB
z%DEe=uXGk_ZD+Y|>Z7Alc39LR+I!xcQkD~vqE6XMOrI6Top5}%*7me%!5$_5;<d@i
zs%vucd@CB}?zzS@-LYRLEM<~>+}7C8+cM!Xnkw5YS0$yqPfrdw|33WT{N<+8COl_b
zx5W3?Rg*PE>bh@>W4wyzT;6xJ`P$|V+ufIaeCJHamh<>(UaEHK!cB39p6Q}nvrW=>
zd|Su5<MpL=(PtQ$O_sXp8hc!ylo|1LMnu`VHdEHZ*KwJ=FBpn1?Us%{afg2n^PknH
zR(g5Pn^ll~=7sOFhnF_K(+PF=vr5{PU1_c#^D!)iIe+`5&AY=?HE-UO3szn6vTOAd
z)^+C+mdrYp`f_5_s=i}+T+fWAvoOvH-E?;QpD(L#vspeixfaJSs}&vFJU!Rv+TGVj
z!&23^i>^9Ym3(gzhf&2sd*%AHw>w>#`<Hq?Ghlz&b?N4T$FlpjGP_@xcqRDKljW+_
zMvKl>ocwk5OM?G@hPaJ44W7UB3%`ATY2MD9HO2R8Zk^n`D6(N~%MR%Zn_pZH|J<K_
zX^YJxamf`|ZO>XRTzb~J`_kI$a#!na{VDAF{4%mzuIkr+2CuEm2FHx&KlcmF&9giw
z=5_i>wMqGd##^&>e?4BOeRkSE$NRIIqF-{njCp6IWznt6@7MO%`1`8Y_ZW7bt+*8D
zq3sc8=#%&7)s)b!GKG4-WlOdnUSRvGac<{%(G#}EBIZB!%Hz{oG~Y=*eD=c4#Tu5(
z63X_y#cyWX^nAWGf6rE*y;b$|qwbzud*ZIG&$Z2#4?=^N@3i5&dPUu<P~C=4yQ)+=
z<KX3|zRQZb6AhHLyIv?<-oTi3G2$T0gOGp8d{^H%^_$MNx#@Yo@MDzQjF(|vtDZ0z
zhqCm0sIWY^zMQMjGo#S=<lcy7_OsVzskb&2`lm6^nUlQMN_)c`0T0uC9ml7}94*zd
zG@Zw?w2xo(){YHx`Hb4Xtc%MylH>5o)+)%Cf9m=lY}szdml_5<+p?XFd8?7pPRZpZ
z+S>0NRvc;U%dA=cx@*@ZH{%=MloqPqR**`4u_mx2p>FP~{qqhySid#4_JK^-d4)N1
z9!*Y~T-&|zY5)4QCDY2*MDWP3EjBp8`1N?z+nh7Eo%Q3r{7$SmdAmB|ORkai?jnOl
zq3<}?UDY|WM((C$%va|t!ZCeQEADGf6K=d)zqUGW@~X`5yicuj^B>kET-TYCClHi-
z^UlhpH?uFETEiLV<|xS$elaR+VKvjbOA9|<=-c}2yZ+i6t4`(}%J}i5D%^9)kF8G=
z)Hi*)QGWZ%-|Q~m`>U+pX2*qnO5YjrW6|TX)3Xb#Y7S;!cr@+SQ#THVf1=OC%&&cZ
zFk|C^Cp=wWR-0@rWjMLv+uO+Mqw%pinad_xS!8^2&zbdhjlygOPsw$mN_%>m^Gl9a
zygypSH?vahjHd$ct1Oex!gsSWm#*<J-a7qdEbEfJ+na1xNj!VwVY-ql+M`H>KPDtA
zw%4`u<f#qIpEe$p`5m%afFW^JSdYQaK5g-5K^Kyyv745vF*gS&Fn1M(s%^@SJ-xGV
zYDB16$FD1|C)lpaJ#b~K^edAyN2gBRP!%?7pSxFYlfkovlEKHl+P>adz0Jq1a@psg
zucCZ!3S6DNjxNzizR;ETMk*$4M)<Xb#~n-6dEfizJX$Gg@o1?~naS4h9hY<$GY1=e
zJQ^S)HN(SI)%1#QcEKITCn1a3CQPUfaqg<Q^?reo?+sJ6tbLWw7N|BZJfYKh&hfQh
z*!N{$*=H>{7q)3~ve&c41zHn|C!e+P;=01)U=wP)C3VHLse51fG|xKwS@X48#ge7D
z%+rIuGW3LS9qV~;m1Dx?R%4~6O!f2~TV?!BKK6vh{<*TM*w^HS#bmAx9A8)M3ECXC
zac|F0&y!2<20lre-KUY~a&sCp*AxM*P2X0oTCB*teW|rgFvnTl(7QKoyt&-<e6PEM
z+I*uZLt)1EK6zUfO!oe|wj_g<C24-2mYrs?(+=Jf>T3<2%|Gzg$5i*_jtH+rrk>A!
zD}$Ui9G;{#`M~n6@wa`}3Oi*QtG_XnnY7@#;i{L~Iy|cu&v~}{%w?IBWRaii+_iRo
zDm~sT5c_jpTtvy^rG>x#Gc^6XG<%8jWrpyZpQ2aVvW89f?+Rs{BDGaw$Bpty)${x1
zG=EfUojDrJJ>To+^_a_(Zd6uRivEs$^q$XMb@kN#3H(`q9)Hwt&Qsr0yKz!&YvoqW
z9j7iv&uf)hnXR7sq{dOTX`{u1YbLWIV;&U72OoV9{oZtciJ$SDFRO$r>_WQSQ;%7P
z6nU0z+`etu-6`vfpZwIBQqOrdL`&K7Xw|%h%U7K`oLeM(!;UlboYhtJ(w%!B%Rbuo
zxZLq-kDq8CgXw#-s#6I9H;&fKYH-!}D~@fEnw>0ZdOU7Qy0l!*i(|og*ZfcXI(Iv|
zx8vu5x6vP8as7GsZT*Bt*Caho%SXM*`TG3MVhhpFpAXtr$(gB5S@3)D%P&)7N|#MO
z=UN#$Z(Yw~{jN7}^A9sl{_&r|>rq9eZvMuzQssAL_ijC55vDF$_fF$Ue{+oaJZ8S^
zI_uU?ety~44_~WUWn{JDSir0|mB*H5HQr|0^`C(!bJgNXNwuA`cQW58oFg2!d(olQ
z9Cl56xvKa2oeA~$wBqQp*lD^)K3)i)6MMII-h)rB)j44gT#n23Wgn<<n!hhU$lr9Y
z>(bqGO7xz-I3IFRt?LD!<KtO3uY3uaX5{c!`<btN++_bfv1dOC8QE&TwzUr5x@Q}!
zhfVR>!c*tnw%R>rx6gcc&aVAT)w`Ax5i5>Xe7Wc;obbVM{f4jSRVLXM$D6)3P?$I)
zOyt#8Yt!UK+r&ziR;-n5Pp(!mTFiEkr8qvT!urU>nA<9OH*?DErhc#%S~4-Vz5VOV
zwR(>gJ0#bA`I&lVU%Jffs;}-Z)E0A{lvlPCeR@r*{*PaxLP^fEU9rj$-oH~1GZns$
zt(%%Gc}3ao=Q^v&dqb`lZ(3u!Omg4yMXwUp_GJG%v0iRZ&;%jh>UEo%Pczi>R=Dl9
zI-d8q&vDgyyKK2I#r>-f+4^%{$z%2@sQ$99>8O+kgWS~T(~YLje&x76{z4*qhV7Mb
z<)@p%ZKg{Xy<GX~7mv!VgkPbyu}nST$%_vNa;&RA!o~0>W39-F`K~R!lkNOJCM3`I
z%YGL9r`>MP^{e+(Li4tM{<bh_$>grnjMlOivur*D`CYTw@$SUyv$eG!)*sFhUH>f3
z;&z<*!~NVRSG)>bcYlJJZ|!H+rijdmhb0bhS%qJW-C=8&e)^cvJT=4oyWLmkxObSw
z&smT+C;aR_rK^#SaWf^>hhMvTuq@~M`Wat$F3F6xd>>=jvUBUJTG^aZX|2M1XEE<f
z(UU`uysBKoX=$?Yxo!5!gDQoZpG*Jnox2wxk$h|4nh&Kfw07p*)qZ@!Gw}M$xT6nk
z1CAT`-u)Q!(t5Y{JU6phll?b-d(+^_pEvb^o#H0-GB&HmxV_8oR&IMBeEa7$x%Fu(
zP7Z6dc5C1HyjX3P`w8=JS!*gzs_nE~9C*y~ecajAH*)kR_N48p`u-%je`%)Yvi|L-
zm3=Q~`Tbk2Ue>^*eQv$(xknCP{xhiUWqW#E{p;D{V72F_w|S*D?o%?zy!j&hlCEs(
z-M*_|);F(7sqUE{7{k`ST(j5DD*Vzu$;}=Qd8$5#1}*kgsY~wbUKzM#?)sH??|64y
zEIwMYt7Jz5&-1NCMw*!xqL(9`PAy2=Gso3mEl#dxbJw<GtJP24Nj5!rFY~nWlg|g&
zy{f!s@@&tm{|rF~614lYzFm8M@l;UZkG1!XGp=04$;4CmHoWBbiU$n!lVk3FIXFk=
zbA;N*HV2d7Ym009?E<DOeRtpa#{HPkI6u}R@i>K~BRqezr*7?g_bp-Ky5d;wA8D_Q
zxaZxQ`qJ#}id8z!zN$aO6n0mN7pl*Czb59`?9M;0CvVxP<Qh{Lef?8qU~atQ+e>?D
z;<dMgY*puUJhk?|^PN5R8{bN9yz%?`oQg*G8Gm<O_kGCSRxQLIA9eP+Zsg3~lHiub
zUgqw%9$Lm~F4<~l|B-vs9U*?vcJSoly5CWkmd$&fwZ1NU<ApyK8?-jY)%sSOygFpE
z)y`iqs^q!J)VsfD&yt%drE%i9=*x`V?hY1fek4R(?s>d7V9$OR7Phx>r9RHHvll*h
z3|XlgseAPngBxfg{FQYllbc_Amsg$fw_rCteztJ8y7IkMbLExqA5Ikev!t!8?7)+6
zzph`Z6RTLW<!SO^bJGV_qSJ5X9XuvlY5LmOc*TvTjq78Bvkb%2m&&=CKFNPI>q70F
zU*Fg3OmeoK_vd=3TyuHxX~WRho_6!5EtdW4Ct4YLYwx-5QNdRoZ&u3eT6Ty#eCdl>
zN5m3@Dn*}84`%Rq9TMi;{LeIK$}3$HwK=!u{`6n<pW&g6#vZxmu4iB6WltL@7`}|R
zp6Mxhr<Q+jK&Fv@Rp4UvkDfPPPmS92I(hT{>q~d&Pd@l%y~Xa@_rZUTTxL=2c>HDE
zRaTLdrP+74CEB=dD!lw<&CJ|?!Hr+nJ$|#s-z)6$ojH%!zjQsD98~mMea7sd`gV~;
zC$`nagfE=U#QFH%%x^Vit9`$uR$H2vFFfv^c)L$KOx9)+gXCJ@JzrkO_RUOVxO3oA
z(bOL8E6ct3p8U$2HBlpXvFW9$jQ(qF1lX5pbA5WB=V0+VF6X)0`L^}?+2L2(zP(^@
zFg<+k=J`u&&TE^SMp>jydFWO@H``C>!gqrm7Ai|MRg)!-&-tr)@wWAsnE6Yqrp<j=
zx%A+Kf1xk0RmsiG+0*A<^)AfkUd0aAtsLghDs0!am#W$MFvl&-UwmTPi`^B>YpcX^
zrz@8Ibrmw2V)Iq>Xh%=nTe;$SN=3V~FMQ^FqwG**uXX5?Lvmy6+ap;=y4K4s$~$@d
z)5^t*?mbVHDqXJIS7q%P^Z8fk!DT1vKCHWE(q(G-IwVhTVugh1?%DgDUv2ooy|nC{
zmACB7@2hx)`tEA`RUg%<e6}t!Vs;x(Rq2XQy{o<1hx+8qr*xIgD)zf;-JkWf*6fmY
z5})Jo&nt8v^odFw_siOP^iAPP$*<3LO?h+i<JDKEmb}{%%XjSE7n2kwtMKVr)48{F
zEiYchBOtfa^W7!C;#tx~)pD)+Sr4W^D&EenSF3Hi^SS-ss+$u7n$M=4+)}o>@WQ*6
z)Y66CXO63_J+5$K%{RYF(InH`eK*b~Tz*$=@@A41Lo+keYMb28j2Es<v^el5t9ZNm
ztZwCU?ZtC<w0!PAwsGINBag4`S~;_9f@`{h@8O>CkTRQ_r#xSD3ErMiReWp9Bt19(
zs0}^|rFK`Iq{J1!_w3{QwKeILCfl~f-2G7pjTFw?W|i)8WoFxvUj5b9s%EWj;Dt>q
zWH*MS)iBj&+uV1*bIs=a;_Iee-Fe^4<}1Yu=}AUk->XnmVcIWp)}%4qGOuaxa<>on
zLQ`h1PmHa(=6gH&;F0hrySjJ3>C5-Icq{GBD~GqU-if=n?=yTItJ5vQ*<jBYv-aGQ
zi@gi}GOQOX&GyU9>7PHh^6$3WM)^9q7i9RR9`%)zcyK+^^puFDvaQG2;xn_)RWe^&
zXg2S8jI!F4wW)WO$|O9#Z1U1(>&tLShZsKF*EWlqPoB*_^W=-wU32XybA_JbFyAXH
zxSB(6xdaqO8rfAzy<NWC`O0EfC#fyblOEpLptgHG|4X(^mOhIIUC+MQs%77vq9VKC
zQ}#>iYLB-ML%914XI%>3;wN=gcyi#)yko1h6qqk<TBjD^apFnH^>A;YjgNM8>dn3J
zZ)%U?>hhf*f4s^2xc{W|&L^M!E5l4q9``yLdFcCd(eCP!Hymek?sfd!D(UBO{Hm$m
z^3uwsM_;Ddd|fO3_wD@rOFO=~pMM-KT3c`YrXXb7_qf*khAVr{UMUPcw6FT|X$IrT
zU)FW3&QE@MMRn<f%AVz>rFsVroK5jMo-f*yQs6Fk^|JW0RP`WT*<W{_I?BF0dfVdb
zIy39Ji`NI<n{)k@@p-SZ>q(*Bd+UW)e6BcXvFeTc=XH_qKljv`94vX~z&^`!%5%|u
z$GrkQmURmpXJ5Wnci$V{tF_M^EdIQf^i^MYG+5H_THiz2U2bgm|1-p96qP4`SYx(J
z((Y=S=AVO&Zv(!*NcL*qGTrpF&)&?Bx5OlG-rD~5?e?;Dv#e#-GwqaFbAIJww^{wp
z?NZe|SN5lCRmca&-oL?T!0Pm^i}A7DRk=HFT2)uO&pR#2Rq=I=S-0KIKd-m!aq7O%
zpY?c&wZyaSEtk`6v-K8>-GBC=E_Au*4%^l0Z#DQoug)w#=UTS<X3Xbz^Mebb7czHc
zM;!_22~FAY!nSg)#qCO&$w6OVL_Mt)JaaxtdTG)1sB(4Y<uBt-ZBS#E-OsgDcTIZ3
zzN>N<RNJOZ-?gSf_|}R2hc8^Mouubl9kZ**%ujpDtb^iqOTMiN6|SB$KXk?Vk^;|X
zd9TASoIYn9eLwNw6Rrsk439sa&0QSblC1L8-755aeASsr#?7<dMBVu&8u&J1p5sx!
zxra)Ub>o)LJH5x;=j%!(qw4E%*AmK>ai_?xoa4<iWlNe*)}4Z^H-#J5c07z>?79>Y
z!qfMkVX1mrxt8DUIj>zjY{F_L8obcnYS_mcTH$8AZK>(PO|8@aFt=5l__tMPq59W#
z(<0oeiUSsezR*rhO;(#-rQNq}D@*U;S=R+uyuG*3J*Kbu-nz|vcV-o59go#2+xjLv
zCt0>NUFLb$uA^0xLvO3gYR`JV^Xh4~tCO_$J4bvHvt7MJ@SVhpvkR0q=Dg~YGm2I#
zEMmV?9kNlGsrL1fYzGDlnd;DZb=g&mP466w$hH-7xoDjGZ0lo-KdTKHzdTyMtf=bC
z>L8`Fd0A>)eYL-W#F_0+Eo7MbVBS>5yF1diW=-BX<!RExn#QiGohM(1e4nTJdoSZ!
z>7A#R-M(?5_;}QU)C8+5t^XOK);uXauw)kJL5nwv)9*L>3jaAiYmNU_w*!;3qt_j0
z-?MG!rtOyJO;huvd*)x-`Qko1OWL}H$4%~R;j2_$=2?9Glc{pdil`@XFP1CzrtSTC
z-fPQb&9JT?eVeMcFt05PpS)Vk^7ZS;Nq2?k%&$5;t>*c>_Rp((qHa7|+ua@J5vlq*
zM6Ss4KZC`ZpXrvi*|y7)FYS6Xd+W_7pRMm5>pp$lFMIxu<nuP6$I9$u%GT_h@p$1k
z(@jy6)t=rsG2P~y{kcuIC)xI98pwQmwwguqN$Ja2nY|}^c1m7+S=e-!Uwzis-!78O
zb~DzSUz)sJmbYr{teTrg3qlI7d^0$Ea#_j5mB(y%KAYtH{>w^nhB{HNuoFsqvbu}!
zc4sb<Juq*}s+n?E&hRx{TGjI*`}C|Uzod-AqNZKa%Z^fE?*IH{#e$v<HerVpWFEhc
z3T_X|4)wF1BFUfVv5NC$xCD<3&sDdA9t(+ePh|xkd2QbBT*SuZT56VDDe--snmPN@
zva0MN&No?-^SAoERp@`RnrFuQS(}+YeqAYRw^d5TrRU-IRriXFyJ8zclAE$MBWGQj
zJCo(H(uSDydD)BdclQ)zi={koj5#$s=c{P+v12^F%|9<s3p{G{vf^yYyXO|`w)9E$
zy?L!%;Qn>3#*O)hmlg|n9yqynMGOyrRMCbP$G-2}w4AB!ZvUah4z^lxhe3y*Y_f`p
zzByw$%i9M<zQw|P{F1L@P3~&Xo2|GjEK^;1q1mFuP5-94l_?ZQ=P|JF5Ir9!yuCl_
zZCAL3mha8p%wv|T*or*XWU8i~U~i24S0+6<*3<6!<hQ0(vQvsbU;odrKC0_LL*3TH
zOODI?O<gK_A@o_hEN|wOEtAWwUYvR$^Jr_xYOcqNcd{_w+7kA-t5ta8_2ySun-gD_
zCrF*m?wNDtq(b7ob;o5rm-+8zTaZ^gNh{BCMW^&?*W_tucQ4kf_~b5fWjp%@(**_o
zS$k$%d|fL#lTRq;yja%Zg(p|-PfdBuKI_fm)PLV>e+56)+`d$|YxAw+tXc{4<G%8}
zV|*L+T_Ml5_O)`>B){rw!a3JOrhe6P*Howuy;3)G&5~bNm)I25b19wM8JxZF;$e-i
zYXhzNPj@}J^5E)&=aNVDQj66k)na!f9A~($Um(ujbus;X)VbLcuN1rWuJz1&A5tu&
zUEdp+cDw8LM5Fpc8}t|@-bQOGoBQd;Y}uTUY_~Nt_4MQQmv*i<Y_yx2rzx#GYhP+I
zU#i$7s|C%X^Oble-kRcj;MuAZKP|tm*tvB5^`bRh2A*p=4cKL0`!2Dx)#~X!?$xfX
z>~ZO0#M5>1Y&%y*9#oirY`5mxZkfiIFV~K%JlfK-)m=Bjv&8bTCjZ16SC`D(_}bs>
zZ}n%-4UKcclP8r~E|xnTBt9Yeb;PCz^X#Q=rW9XDC_b9vF-PWuZzku@8DT-*`A42V
zN#4;@y5^Zry7HWBKU-2JhpPDP__FS5u=A;qIrEce<}F)u?0}%B)r6|B>@y;tG+!(4
zn%!%+;)^!-;oXwYZ+Cr(u643Wkdf1VK4ZO04#&UJ%kC@rr@UWpwN1=Fq(7OrZ^^v%
z!7n`4PiZQ?e63S|Vs+o#*T)xKJs8}?>h){cyRXmp*j#tMTJfsv;=F#<PYLsWtTX!c
zq2aKs``W~9OLta%UlZMZ=1JPNUe3&t%F@E=`&P77@8dT;bGqnge@@7yjS8PEUq;OK
zwAH?~)KjHmYGKT|>pGJBYyCwweLTmODJJu1%c3nwjCNaZ><oKuvpBrutaW*s&9ztB
za`&Uocj+YeaNX;4v^ekec(ujeCXpximc?9{Wcc$c$1(Yr{cB4mEeoG@+EDi9<F)C2
z)wBHiOG?Xx_ub#a|9QRB)(J9#ap}xO76;zPPF?)gMyBi8T9tFJ3^v8~-Q`ziTFciy
z>!h2q%+(`PCRwhx-97KF%0AaSJo7X@eeRklQNGf<XY#GhJ1<<RQc~>^D8BM#Nyf1|
zm(R@k=$jT-{O7gz?S<xH7fw$sxcT_rX4N|WrO`Vkvwv8VbiDk_ie2ffnRYLhYBLmu
z?hA5v$SV7}`RC=Dh4U7#Uz=IWXPP9t+~WIMli>RwSA??0yZ+4z5;xk>Qm?fxTJCG+
z^vUz4hRjLtN&b0ZVy{~iyV9Hxxv631Z-0e;uzr$!X|mUGBd;f{ZdS#S#eCT@eZ0xO
zbC1iu7Mp0?rKQ}pNhW#uwUsLM=3C<<u9xrinPn-vRafz4Soq68r3doY)-WDemlq;)
z#;5$K$LbSHnbv6aX`9(z?F=$(@?6bjP-*Ygu<Jqb?WIl<{QtK4UM%pk^%bkr+U*&-
zbBV>XC6`KtWg>nD^~`Elnj_yOoW>o#lV|xpZLT!sm48;3o;Y5&Y~xeO{O3+nXDplU
z%sPAG>sc*lr>%V2^G=y<6-&+3<F>1#mu=m6_Do!FXX1~rEk?;b*QC}NU)!qe*Sx&W
zH)u+g;k_{5&1IHGRbgj}wz(!9+5a%=0E5-PsWqo=ZLaXW?Gl$+e1C1w#2b(IhU*xI
z-aRRsrMG*o&DkZHUVQhf4o!07y)F|Tu2i${>uJAs^{#K4Arqe_DK0y<b;{dWUv_hT
z*Lw1w!Ru3YQpj`Do3}iizOH??Ue;e$oxQB;>YgJH(m$+zth)DX;kTmsd9~Kz;mqlx
zr)K*n$E944o;F3W&-(H=;d7Nws;-<^JAq-Phu!{5+jlvh>Phcs{&+UkXV09EjW44=
zrGHtolksR&qVl|n)#2*ZY{kd2w@(mSGXLC$cOsAXSuA;5cr5xwW$O{{$;U;H#Y9ay
z&b+s3>XmxKb#W1!tRHQhcXo!gdA{-4<y#q}d;Vq%uHBdO)>iw{vQDm9C$i&fKE|cI
z^3u5(?7zz5q4<A>RqK!S9v5BxE%?vxupY5?<&7pzHRp?#dmgnF?AajXE}EE-Q1?!I
zb=T3(-#ga+uGMls<{tGm^PX9Gn8m`gXOmm{E}rJ;dbPIXS<(*q-tuq1v>v3?YH!+l
zIgx>P>z0p#(OFd?AEqw5`gq~<jhUYcKYd?&;>-8*eui-qMW@8@B(IH+HeJUa9^3Eu
zbke46?X#Co46^w3Y??=8_Qkjpf)nh2eVuB$Gr-U4Qs~yJQiqu})~)&UyS1PyT;F7F
zz0?=)+i5K27VC}o#V&b#<yzMkX*bi1t6h1w1pcn!;hJ-H;?ZJe%O{0z!!JzII&UOe
z``S3h`&HKJebKK&p4{QTG$Z2UE5n#e_lw_rC@b{2)lp=*_Nfimvxj!~rtTMJjun{J
zu4ibjE#(#-cwmk7?w20QDqq)HMzAE`+wuBjyZVkbtF~M_KAF`*edn1wcQ)2-Iq}5p
zvF&Q6Zx7z96uEz0B^bMDhvnnFi4xm-mWD2`p4Ta*E>j%taPXWq-?b+e$12}OZ=Bfk
z*z~erX2gqcovZI$-zsUL5?;If#^Q;`ieq?pFPb;?)hwHi-yFZfy(dRaS}MIZf8~o=
zVH4J|IUM{V`eMTijS$)9TMI6QB-CnOS{%E=;%$sxdCvC_Kk8D;`Ze}nOmfMe^6_ki
z-`1t-XB&*;gI--~Sn_ON)iph3o}Vw9FU_ioPrg4_s$kic7d6Y*zVzPN&))U1yVpic
zd%NhDwpA`If3w>soi*^gkiDzbU3&L?+3p^dTQ-hc<}J>R?)H|D*H|As=}6(vYg^~G
zF#I_nXZ`E?@~^Xx{M;E>bL&OFnpMK>dG=c8rhBu@vshoc^YX&PPYF`b<{i#1zO{4T
z#&yp=FO@i6a$X@<CwXGPwwdRB!Z*w|Rlc=As_dDC==y7W&V~AZv1xh9zE0b$);h01
z`$g!bDaZCL3D>P&CVDPx*0H##yK=2MHgi(muKfIG+8TbZRTs>v!dJyaGWJi~bnisE
zLU`7?KFgIyZyldIyX;t@he8s+=<V4yeN(<{W@eWyj@CMH)U2S+k!|v+m$8>4*I5;Z
z#GO`Orgb&sO~#tO;5_S)xW%HEq<w@#?p>X}E!$Of*^+Iut0dSNk|y*W+S0?m!&IQ-
z`O7Ht4Jx~59#-G#A+|2(;7k9ApU<WneA(Bt#`w#MzRI=9QVkWW)-0M-HRZwko%2tc
z$b52-+7XfvT4a}XIq*~5t<Gz6_%xlKn`-r0F6_R!yYsByDvz@!xsTRVUCU|Rw}gjZ
z<l;QrRVPKxge-qjx?(kt#OwC~=5bm{tnLSv&FwMGT{v%VmYVvk?b~}EO`RZ><yviP
zuKCW?eAeNmiV|<VglDZ@q;%^-*|THTS6g)hTTCl7j{9XrcNT`{J*nw(dTy%xY_;(9
zOPkHE9XV7yPwT+cz13lP7q6S_xx7hLZSs{%!g86*g8a7ze_0yyeQA>Atm<jprN1s2
z%Y0pyyq0BB<zlDzYP%RM7qi=HT9qwlzBX-1>0O~b=B>t-Czqu>nt7{RHY!rMabE4K
zg2J<gRhN6EB)297y`3fI93V5NR?By>Qn%u=-;*oX`WmHtejV!Zy4mNs-Is%#3ZC0$
zUGgZ7-1#K5;i@iov@~bQE2~S=-)vv&+X#kwJnL4ts^2-6JAP->g1p=6^RjI;P2M(K
zdg>JP*`(!-|I(6a;SL5Y*X0&m{o%=b`9H&2muYPqzuLOyHONS<G(EpKTq<u4^Vtw{
zp_Jm7xZ}aQZ<~rtJ-7WWx0m|sm<>B@Gg%M5oOLny!dd_5%~jD2j11RpRsJ%pI&XOL
z*(xDE?Tmv;>0#gXDwl6u-dSPluHI7>^yJBxmr)VVcI$d-C@)RhsM3%XBUE*9!;_Ck
zZJWbR)a6}O`=ph`#x5$YUls0J^mE#!2M@xUVz!I+bf5RS5OGpe@947AXA2?<vSiP=
zMtd;64m-N5G3I+Xf7M?v>3xBL(`;V{IQkg;4z+aOaP{V_RMT0XwpD$M7K)xD+^22&
z(Bfs3URdm{drwnpw%gCma^3N`KkIbFhpQKEYuuf8)$c^x)w3==tfH0S606P}&<*(Q
z7;{bP<h!h$l{IIZH#B>!o^|ZEdtG*r`mZaVCR|>xgI*o?H!ze5J<;ZxsZt~LWXh~`
zw`mt;-rtM}mXdlASz8=gRBpM@&qd2T&3J*xA=a3}^L|?+9$(w$yCrnd7R4Kee>Ime
zZWpz?H^VeD;FIUt;7xZ<1^T{8G_iR5I@Blb>!lgqGR01}CiiKFTD&Yvde9S*kaOKp
zc7gWU%&42w^1_#vEV};m1>?G`tyjuYgO|;|^61_rn=h*cBO7n+GS0KLTq>9=yL$F*
zv+Y)~Qu@n|S#D!~`PSFq+70LCd0L^pRgW###JcU8{^runj1<@0J6)4J{Im-NN|w)P
ze;l!Ed+Mj97al&@Zej0r?vvLS(HFczpR#Qq%4)AN{nPWeYvPH1(|WFJ+jnc<TYFxd
zy)T=0k-{ALL+j^ypXdyn6V~x{uGZf&9`h?wFI9H4+tg+sdAqdYKf|x9msKCj6vs@}
zbbBAXs@H3x*Q?`U&x_OlGhBCC=B_;JxaaIV-)PT&TTeZ>Y$Y62zH{M*&wcJ|9l|q~
zR_^^BYN?`9WE?cvETF%zUx}$I#I5jU$kN2gZ{J7ys{2|0D_zuku2Q{L@|qqu^L5ee
zJa_pO>*^%^IL}|&nmk|OvsajNTyorfb@{dFwmVop&bncgQu;QOr>pp=>#gJ`LHqZl
z{<N9H*R<xR%Ez-=E+LQiWtVXzTby|9KeIFO?)IIhbi2(eELUeIIJ~^Hm&roujn?;@
zi;sIv4~xA~8+h;e4AbsD!^YQvfBP-uw!WC`F2TOE_|ud-hFw$5_+)k&Ps%o)H{<Jy
z-rfDnvR7+Qetk67+oh&3YT1dWKA*R?Jh|H1|LjF!?BNKv1y5JoL@&3S>a{9m$Bc`&
zWrTl9?MPtY>D#(zLhp{ZT}>XhWm4wnO}!`;G<Qw+9^JA_hE2kkmwGrHI4_#QKc%Pa
zS7`Zpp91UaTb<dnW9QlC_^pjedtltRHT2m@<^5jS`4%Dv`PWtlHhFwrZhmo^Sc=+`
z^r&SQ=M`jIo>^5Tb=g@j?QGjbu170RDlyLa{4z4GI(^<=<6yPxiO%7w+IvsbU0AxI
zUTS_##kn^Z6nH8`q-$gtDi<ufb?Iqk3d^58!H)Uw)0Sr^RT;=;$#343@J`;#ZI$Nh
z!k%-CCtmvYm9z9^Jt^XU^mXMWi`x@yeFG=&{iY>pd~40R>n9F83F+oI$xt;f>rLR}
zAC+sq?A#sq?%346*)qN7*uB2auIF=`z;5*ReBOfV)1&uZ+Mpm9dv)7JCHIX7kNaht
z*H+Cu>hx<{-=@p88<h;!8D8k=y4UD>rYlNd-Ye~{rZRV(C5>;Rzx}%7s}L3xz0G1>
zdUDFFDqH@j&HJvd*%y+mQrABJd0g|7*9D$hOTL}pE*E`LRvviDtTWQ{O(pZ^b&pQ_
z?VLE}X9Gjk#DAi^o4xl%XaAh<|8kpw)xv%Wn~!m;Q<tYR7d5|+V_wp}mCJh)hs^c$
z5w95<n4j&O74=Hv^{$O?wuLD&um;S}y5GlL({sG*b4C8)#!09A3u9ULJ~@5No9p?r
zoZC0o%AR+P_EtL>-28IZCGQl8TUSp-pNVFfQ(LiiYTAigUuJvqJ1^~-dhGrAwHa;f
z+p?J~C3?)PN|$_2bG}@#X6KqHch8NyE*H03`?-d8J&YHvF<5!AXWb-&S6V@iG6k7u
zI9K##+geYVG5fr;_r%u$8`M_6O<fbaRo^Xx&6In`-Loz-%xA4!ZL{3EwS#-EMeU5^
z&CpH>DZip)HRT8&$7^5aYx5+!gs;ZLcHBu@e3)xnfva<4plbQfl*GQQnjYrBgy7<H
z#@->#PPGRv@H*aG{#@khy@e?*MZ8W0{$4XC&T9F(<h!n72;Y=r0a;#E>oS*aG}kZ^
z$Z~aj9oF?Z@Ns@tuIhy)$GL(sIqn8(SZ~OT{ib?j+EQkv-lhp3Jxh12Q@c1T>qC~~
zoJ)dUFJzBTbjvua@H#4f!}@0)t6V+&G?#ABoZYxqf7yeJslL{QtNyNXob39|El=gZ
z<(1+hk1SVTJ95J(=+Qg_V_&sZC$&4A9nLaM2w7guXm?M8Y1XnimFxN%SVAJ6Eo1K6
za$)(krLS`t*14+r`aPChVexFk^rH(7t1VKw^3+drc2?;-F{QIs6I+?KbYErd<a!d+
zdT@D47jtp+XYI9~8K?JcjeMl#&bH_29@P}??bA5zw!YpY)j375Yp?0PXGOhl`e)_s
z(dM#gaj}$}`e2^&htnNTA|Ah<cl8&`w}qRJ7K!f?5z5nPn!IeuRt|IaMfPG}<Jsb*
zuggWgei?J;pV*{J=fWrQIlR;Uy04zi>GJN5<CbsZZU1<D*zCB>BhZ~Ids@jArCU~s
zVM|`+)j8jf-Y~PxQspX3lg}61*VosVWH%d|PxH5%+GTP*E|Rz4-nFvyg%Y1VkLkvI
zzSRFu<j1n9{+4oIUm9e*HR)QlH`A0?GJ&PQ|EX8ZTJyy7oSN45C!XtmHD_Tuw)?Gh
zbU}gtr9HE}%h~&5!j7&sc+wmb-1|7C-)<TIv^%@!J4I(@s~KgljJ$EIE~h8_{I=~r
zt(C8`ujc5RGk&hkJ~KyUPoL(cSua1E1;(7>lt~HS{4z+8gXLq_gSC&{dkkf|-fa2!
zsef&v*Ote2!Dr`k9$i^1x0Jho)BL414<ET7>HTs2Lcoq_bM|%G&-;aBcF&vl_5IG>
zPS4Y%^ryY~!0Yr_s33dehwoi#TN9R^vnpM$cXeh<@6qCocc(JX3F|Y=PJZzs^n1z6
zE5A;?K5{XJ$((1N)yEjyE3Xw^zn=Bc{w>?F^5Up%yA~?5TvuMY@<r&;bAjP|CtkYa
z{#k}=g}I(VRp^$9F-&|}hi-4_{nWR0QJK4~x!Aiew(N)HRA!wkb+^~Q{$>5<KbEWA
z3r+GQO4gs(T$A3xc2L6f?LGGEDvfiD%l<PcZTOaH^5~!2{>UD^DO+mK@7XH-CB;JF
z<In5o_9^YUzk_e<X1fhMmiKS%DGs~RJjwC-tY<4LedC=qZ>^c+@65XJu2Fx@v%QnO
z>lKdpZ>^}^`@&p<Q)Xh^ipy{N%-An&TCwJ$>4#M|`#yfzH(%jZb=M;s@1jP|^K12H
zSH-a?JXhLrUZ}EV;?GNKZZCgQH6v6y`^Lw=nTOXujmz71>8_u0Z&8uu`rugy-<2u6
ze;If7;e1ZVyl!Q6^*O(<S*ZM+^&+w3$o`ate&&;3{SvK_f4Fti_OKM`4$1XFJGZM=
zyzJVj^Wk<6llF`~*A_Wc{+s&s!qcZ7AF>XWJl?my_<ZSI+Zcn}bIR6F|9Vz>`pbL!
z=Ip<kG`WCJ``FgZz#0E6SC&lL>^@_$*`M>%-{m}UR~EUUJ7c^5+N#v6TXK&4D-E(1
zC~{b%u08LZRL@W8+&QaVLbxtoPR+=h@cTc5)wOA?&uz1|-@M4@xJEqIcd6q!BhUE}
zKkB~DGv$35H|?XOaNnan(uX!r>$JZs`bBqfD#y2VQC;e%y{0@iFFVhD{VfOor#Zi_
zpN%>aE&uV)>bJR7r>iFSNB!I!amhU8abMLnlO<QyUien<^_ANx_47S^Zyv4eaG$|v
zHS3Gyma9R9=YL$&+4eB|vUjfkqOO&ytF~UempMu6z>Y_I*SqhMW?)}i^E}xyggfr&
z!wYYf`tHoyshd}`F46OH=H0C7sZ*l&C24OB4fT2~l+vZ(dGKhI_k&ZFZ{t$K3lj_8
zI?rAE&0uTyetpwN+pj-enpd&j`Re>?d9P2akKBsxkGU?LsaEx;d*bdH*Tvmc(!0)l
z4(&X+B9G6LA!Jr*%cPiP)pNLBA3hrO_srfCPC>O+^5K6BFN8&;%yT(mYaG}9h&y9q
z2Sb5jtbMEQrNeFxY<%~!CtrDDd}k`Vy6NSPIh8{0uA26%y~3`(>GL{vl*xJn=#+To
zwWkHrj;~xFyE|n2_FMc}Kc7cW5X+xE=X$rFRw%zScYCXr%;nyv%D4B)@2H4ZxB1VY
z*!Avfw9z{Uxvfw4^Dg1e*YjtXe{S!hch79UzBzYlYENcJ;J3N_iaRbo?rFPyey_4f
zmz~4Wl3#OPte#YzwnsVY+Qz-1yX9=P&pdlp=JWHOU)84E8@I2RF6j~ASZ}oZ+R2l;
zvmU%RHCLbZb)D0r50mPWW4{=@`kwRUMbW`OR<d`Gt?{&f>^j-MvS_0dXPU*Y@L31c
z=LK|ds$9Qr$9i$W25y}NV#kVVv#(5U5uMw2GC4YC%A?8kjW2%bxBWY~y!U?1x`^Mi
zX4KA8@=o5H@oLwTOhJY(XKP-rsc5}9Ls_Q()V`{<66cm)yzVz8QQ}_A*>}|~_msBv
zdbKfct?XO6zCDehFZ)Q!6+Ow$JM~=a_odr>jty9_<=K^Y^Ymi&Z0z!QbMHSxG4s5v
zQ+IfGo-O#Wn4!r2*Hvw=*YmP>7P)5hW!(KcdAD#=)z{UGkJsCZ=UG2nv-Wnn<*Hrj
zi^WBzK3@4^Vr5GDy{#hdw->Ir>wA0P+&k?m={A`r{;lT8{)K;M%N7Xs9a@;?IRDs&
zTd!Y77RP>`^YPxMjEj-cE_q(B_)Vv(9!lxk+VDNc^WfjCqf7T(KEa>&Wm4?9s2@vx
zV;3*qxXs8Q$zt7IuT};=*7T@Dfegn@cT5Wxdd$%HI_9hNt>=f53-^4^4}Fs4Ysk=e
zCtT;Fzqb68#<&H$JY=@3Et<x$n4NiPvC3tOOuz8G`#!fcd$CV{-+XPiv`234@vP_T
z*0WR|Gt!<iKVV}2y?<LTmd(2Uq{?e^nXmbi{<!H;U8V<=U&r)b@7VeK=ePAHv)%>q
zS3Ogk<UD`I*L6!JL6=@!SZQq?DYyPV11I-$uHv)h6Yg!ky;!)X>*pj+$uytmlIs^F
z{me=J&rlLRxvQ&n_s_Xnf<24YWX;|xd0uJe-^EhjMGwZtZiq>rAN7p)O3U9@_u4kx
z`ChO!bJ^w18($Y?bus>2J!{u~mJh`-&c254>aAXv+|_#Iw8=wy#p_tPbANdYBj*%+
z*t=J7>+(on>(vGiJ{iZY=WM$rcwYJ1hTH>fHjEKcy|-B{Eo44MZkcRnv`t;GbH2^G
z>n@qEq+TtwH<w(md!@$lI(yf%(&}q0pRes%_2^O1lPA}<EUwHhwyL{ny<^Mnh%b-V
zOse}HHBHy$@%x_ZlNO(xw{^WtU-g&uZZ^|xPh6W7rB<c<YVG{JUst_d!KT1wdZNMO
zXspLE){r@VzbZPTgBL}w+3;+O@|<e^Ydc*f)FoGIo#8lEecfcyx)L3iJJXYQ^c5JN
zb@`tE`t|v>Mf^o4c+<8mxV>Y|&zx^ocOyQ%R9;cNUFAPRuTJs2%9k<rw?DaQ8P^?|
zBX#NZ#)EHT|0(a!KENM;YVzBx%Jb?w-^W#d>*V9is=B+6U;W<PN4al9r}q74IDd{m
zC-{<6-Mp(u+{-)}KH2VAx9ECJZ^QCg?I{*lyP{4V-KJCP>n$VXahPG&i?wgqE}W_7
zy5DxnO_IZ5&6al+KjtKNZ%HkjWjaUfQ+}Pt`?y)VE+}Y~t+$#a=Gc5|?Jc*1-BO2^
zEEcK!xHe96%e=i&*4eW!Y}{OK`t<sCzlcc{Yj3YC*JCXfZdET-V7w6Ct<~xAJb2R7
zr>m2bCeG=Z+;x-pz%lKanO8OU=P}>f(js%dp8u`d)VmWeSWmT&Iyuel>vLPJm3!`Z
zz7AZ|cw*g)psoGOm-`vEy^x%{<GE<nrHfCe=vjYVyIR-sc>%-wxZTN%*6!+QoD=qb
zYF>rt$ND{m-TpflE{-~$&DFcuZtL38st_5evl9=g%dTeZwifbywlT}<MTNzgoJ4k!
zuc_9Z^TJfVtcp1JGTP41eS@f1DEH*9XqO+?&sxT=Ju_Y9iz&0hag%52g@3iwCihfJ
zO|4sgHMPRjQeAc7`MbB9IGI<jv&$}!R^PeqTk;O6L(^n>rrKsN<5d2_pX{X>@ucH@
z<fZk&Kd#+9aO;NbYRzMAhOt^<23M^kjvq{Nw^*Ul&-+R{`t)HT&Gmw|tooTN?u5)+
zZuaESW|g#~rSZw?eO1@CZtL8y(zVsBGGgWBMeE-5u}P?vG4Or86P3AxaYjPdOJV;m
znZjUC1(pV@aGTf0kF}Fu`QD6GR!a@olajRa<;(*wW9!bo^7pwazJ=wJ#Ttd%xqJKe
z$Vm%^e%9DsIVWqTM4$G$O)XFAw(6K|)KuuJdUEZGYxvWsH_yWCj`hiH@_KbVF{O)r
zzv%VjN(B~YE8mDKvKe3Q+LB+EGVS>CrNv(2wmURb*1aj`SL$Q4SW`J8+4P)jpo7g-
z^(*GT3uDer-nTqQ>!Qnd7lG>Q^Y134r0v?NCw^K*&fn{C-V#fjuq%(#i>>yZ3oP5%
z5%SzZV)e=vnXha9J}>wclI2~#?qBl30KdGKvzwkWFiZZrwsh|^iK=il(M`q2udUOX
zz;2Qe^7z!cEw*8tQ!fYxZ8NI;n|=Q6x|Eg=)#Yo&uM{yde^~QW{KD&nakG2ptjWFO
zBfhuT$Uyh{ysRbPS9z+hO`UykPWt?Fiv&04E(}>MebYFwLFGZn#e?USRvgqwWB<JN
zM_+cP*WngL#il#yOWnR5_|MRrb!=(puWQF|Ml(Dpc^zqa<5Gy?MY(#_?V?jIyj8yu
zzQlB*r0r{|T-zH$BA)|RYriY@YVJI?sOw_H?$WhiE<H&yn7Q_Ktz1y0v-`HDS840!
zPdqYX?~WBbF3)FuJ$ljO)z+zYQ`>CnLiX;7PY#(JJ<rp`<=e|hUG^BRFTdy7D5~^L
zJ#V|M_~7d(t<JTldqv)^JYMNLsnDP6$GR!EK6b51uz$YQd!_Qqz%*etQK{9FPkdk3
z{pNMwoL?dHym)%JM9%J8Tb<>YpFQ=Q)wi{5t)lKsQ>+%Slsx{t>XHw~>xh%v&Ie7k
zi_Qv|Wng^p*~Sjbm-p75wvbTXmu+%p_O350JlD2IPh9j%oo&5VozmvVQ-tcaE^FVW
zU2*EngKxfTIT>UPe_U4anV+>q+;Z8b?J|G0SD6M|sJkvp7rfl)cDU#2eT_LGkJyg;
zA6h@N+;Xn!&6zd*=ev>xk7<3GIH&pL>q`qh{l3s+nGzn#-c$N*<)k~arm0xUe2zM0
zVD&jVcCmiC%9*EI<Ca|2UZdvpfi=%8Tj+V&rQ+)=7V4H8PxktL<*91f`K_rQh4(+K
zeaRO7GSbM+TIy~_zf#?2!<1jwv?uR)v@5OSNkO(<#DTZbnyYh)cF0`mD9BnF$D3nu
zSmyD|&`3w+OWS%TN6WlZOXE1d-)r504X>l;MYX;>8#2*dR_pR+&ETD9cYXe1D#Q>G
z`g8jHYb)G)5AZE{wp-MD@vNmLH}Aj9p7>|=<+mcO{~4qnY?<;i<gw_B4J(fOdwtTb
z@%dgbAxrg`t);EDWuJeMYtEj?Usv_Db=<7NXT3Y`>leOtW;nBQ*Iura-yy5T{Fi1Q
zWO%gc>F%w4r%I)w#g!To(r>NjIKR9&{87Kwp4wWiPlrGKo^^4xNn+U2bCrvg_dkr7
ztf?+~^Q@q<#4&BIh)Q*t@2kozq$XDx+ue-X%j_4EFmcw?gdR=Ndy#6@S8h({IDK;N
z6dk9=Aj^|~v^d&jwbJCa&Y8TmZ}mi(s=w8tmV8=C{)GV+&)MgFSuCRcbHZvv8L8gM
zHs4okG1y0~@iRUzx_Rq1p~-&VEl;0G`20F%V^YM|b?e?br?amu&TEZ$Y-=5+rM<Ig
ze%_LfBjxX7Z8z8K>C>LuS|#;LQH#~pH>dPM^VZv@m!|g1o@bxc>c{G?{6TxxFWD34
zrf#a$7Hv4^zw(dPleOp9rtU6%HYa(dsmdjV2_M|oCdFtdw#H3z@)r&5Sl2T1*_G*r
zNBzYlt{Ja9`DoYALz52ge;yH}=Fhb2LFGGM+f&{r&PIeSYkhl6<5qRpuQJ8EVwZCF
zg#LIQe6I4*#;(a-Qyp0@ZJo&#wDUq`L*Le=(i7*+e;9MeoqgWc4HD}rU%O2+?Wvp<
zW*+8eb=5ujyy(2kf{~kIiYnIxhg<!f-Ss0cW6gatZATSb$90KmPo%bfTj!gxG;dLO
z^=euDdG20Pueq;nU_CT3RCWHgciMj0%aSd8ZS^ueiz4P_P5Za!@%*(ZoPM0g{hBsC
zo9BCca@VnEnI~=i=D$_$y3`i%e1Yui^OK4vPX4;C@7zms9=@wvGVe!A>G()*J@?Fn
zXYs5lE)NR)w+1!^PAER6U12n*N-*Yg%ld_P{nlD$mL$$;a+K9t(&e2n&${@}>m`#6
z+$#Pv*lq1sNlE!v+PpuxIyhINSAyl^@vOxr(v9z`!=0Z#-Sw!ci``4_x5&$5x8%yc
zy;+xKyJqXnQw{UxvZiiP@3YNZb}qctcduW?sRI|E7rs6kJMFf@gW`y{!VDG1MLmDc
zxxCck&AJGqo-Uu}Icb}}O{iSmVZ}3V>ZTjJvKHN$vEtj&ut^HxKSMt-9<^tdpYNq~
z@uFU&wn<Tb`pE;UmfdbLoA>pq(Z^X!KK7Ix&71k`Jiqj|na6Bw>%C4^9Aw+|Go<+V
zwGA`HFWdYx*~@QMSibdK$uWM5H9wOqZ3<(fjx4u)8Tzy*fx%+!-nDCD3f_6Wlq)Wl
zSKD#Br_J=`_ke1-?9N@=89R<vRaA9_+2n+3O{`kW#}}?_o5fhF^~H3n>PpL1^OJ3^
zZ<Lm^?pa?HU47H>_x;w~rH?nh?mD+^gSxG2p6<*5!>{WqS7pBGTU8(N^wKxkXB!WG
zUH-IxZ=`?>pVp~E{-P&-`n}3LnYGoZ%Q$4?A@k>US9eWY@Z@oy)~)Cjwpy~$vRrfY
zI+V7(D7>{bi1D(lR>j3e3DHtv_Rs4gujH@1u`=$~1Ra&DH!kP<9bW3er}^OdGTYbe
z%IgfmJvy&U@ZTCNILYz&%P5`#Ez#$q^S5k0T_Rn+X~V{aU)J^AwmcfpXS`dc<jdL@
ziIy@YYnED1KPjD)tvq*!`ue3AF11>dmK9isew38CF0*7^*@eY*%liH<xSDKu%sBLx
z+w*x-*&?1_HuYSd95wN&+l1-=8P<B8DKHLAJ}+9>F1qlzsM^iRcE$6yb}P#sUt3b7
zUUg)i@kyphaVh8YtQRfX!M-;BamJdh3g(x)cC9I#_{yH^n#Q9ki)*_T3$z{y_dgG9
zwEWNTI&Ge`?5jx|&#KK<n=D}y7PFjLCiJnw@w}<s1$R9y<-V9CYL}~aIT)Y!+qz8p
z>AFCb!#q+qJsH`zFI<>YbT8)E3`^Srd#lbxyjQMxobru1TkI?Lxb~)JlEeLT%Wv4e
z^uM$;uC_Q*<<H52E)o6Hm)BaXt_nTUGw*9=;_-)`ONw`Roab;?n>(lQY*Ybza;U_w
zs_QySzG`Vt&2qjnYohq|y<9W@@MrB?eQA?v)H3&{jq|cL>#>Wj-u}LR{;>rmD{`hw
z&v>)AD~-=xH22E$TQhd7nVquqlymDBOVQAS=cD#LZpvC{l6A{yPEWe?dE2Z7-RwUf
zZR`3fxndjN)kSG~;;~%PmX@-<ajsvFuUPsZU3st9;{LTVe|ciRnJT}~{N&l-zBNR*
z@u<Uj-xF__{k`IqVkr~q<Sp30R5R6L<)fI%M>Vz=FXLRiW1|1kByWE8pVwnPemx%V
zb##*QKhrN;uAg|kZgTaUN9&~J=ayVM=y5Dtbi(T5Yg=_^XUZ1G7S+9c;>Y>bdbJS)
zv)b+o!=K+xpMQIQd2;O3Jv$P=u2Wm5%C>8+ljh^TtRi+(mOM_;YDtO5*E(*#3)k(L
z$@sGW-`;?UoH2a9IUf9$vU{^lk5v`^x;AZN^Rt}iOWdAq)MI3pn?JR*ocq(nn7fDm
zET1=3_pZ{<(3vMs%`}~;W5Le+WnE)?zE?Ac<JX0+IzqnQd6d?`=e{>(OHH5E^=upG
zc~;k0x|`p}g{D3!zqtI&7lUgI{`OwCn(q8cTGnUe@7K1gJ7Uw}Uso@6d402b-u^7p
z>{!%o-aQ{<Z5SB8JnqWqVc@Ttz+`+rIF|RbY{`Zx4|91dJRZNiwk_#s@x+s@mVdIN
ztY;kKdw3%(D9rX$kZ06MS)GK(+a=d>{4Kt=vt@6;#o73-S4LIWyuROg)7^Y=OG$U%
zj$dK1r<j&^xy<#K-hXJ})K7b}E%!=Z=TO@v6Z?v1p5=PeJ<Teg=P#|wy`3`W%Q~?q
zpK7bG6<qlEamwTLvV!yZCm%1hRAk<oyX$l4k($5Sd70Ys8XrDB+m)KO{SLpV@55VF
z>0K`Z3eOr|^o=(zyYNlpvr2-3R#n&&-{W6a^~&*ITjPG<{Mw8qiBaKIle`rV%H0W<
zEWdcZE_-cVy-m1j1w$A^>3O9^p{5t(p4%*W%zWbAX-PlUur9L`D%ZVLR~!GWnzdha
z;=vR0mv&kHOz39{E}qtLqV=8;|8moHyC(Ap`d0^^IDT!V>B?8E#hPaCstT6NMQ`>j
z4c?LbX?^mCcZ=4%KJk71JQw!*t>v>^&a-siURo8<HL2>0rOH~9NB4SuUw7XXyLf)p
z`&plCXWs48ezsOTR87_Lq^$P3>5&05?r1l8E>AE1!XxUgu{^KcdrkbhW7c~s*3UFO
z>mruG`979!<2v3o%*C@lMz7vB^~SR~p<A{dmhOq!)43#UTF~+JQA^H#nsZt5+@s=a
zlPy_<qnBq#{M72bU$k0=`E6k5j9{5{d>+3-gI=Du)w;7KeRfdQrW3oTl$xBk*&ci)
zEM`*AgzBsQTNvusrr$d8Xv*weIWNrR4>bGt1uTCVkyLo+>)$N39q$`|UMers({+_=
zmsxSbDpYz)?@qaYU(dN4=RBFGc|WtJ<m;oUbI<$D4L`m7S?b+r-o2}5PP%J&P;y<<
zqlf)f&sCD=SG`_-_RizEo|doDb0lrGTzkvDEqgSN-~Vasyw4lYJ$dK$A=xH0ZF}$^
z+tq<{9<L48sr<S&S(ERzv-X>=isMR)vVA^w-R3>NbM?LmyREzCbUkaEC1V{SW_i@1
z<e18b!nn3=3p<}*+Ldi<sG8?i6}Ip05>B=6Hr2nyd>21iR-feCP&RS$%XmM>g@u<*
zFGl|;jhVPXM(XIJCG!vEe7Krh@}{Qhm+k=>P19E0o({fXi}ic=KNK=r|7+izFxC5w
zGq3**f9ZZ*VgJK3KMe(cn}4z6%a|d*%QZ-|sW?97l^jC}ON+&?@JU&AqB~mq1bWhT
zJ?vWY?~+ULmDghX+$S(>Rn0rS{8Y=6k~N!!!{e>WHk<aWU;L-*VF=IV=ITolw`KoL
zdD}LtE@j8*4Tqjznjn<9BXQ0JTa8V^vvuUYa`VVs`SWOT)m%Mmuj^9FWiyZTT#;PS
zX{)u<WqDFvVUVV1c;WIVT{TOKGfOhoS$FMVV@+Gq654OP;%wT*z^Qjn#uiy!jVU{B
zs+mw#x~$yhlKxBv$39n+m4CGkocEgFQzsL&<H}@>w{}|+J|2x+_Iy@(!eY@2`3zr{
z2^3YX{Gm3PWnysAmB^TRyy|PCInR4dOg>(7t>v_9QLD$|y^$HmG;22SGffnjT+0#O
zcO_3!RGEoCYF$WA(8kRfGm@FFttsq3v|5|Ns9vksj@59t;&I9EtB!V99<?v?IKR|z
z_De_34t`rr>sjfK9fLfU82SEnf9++LW^#9{)dE>xW4qL%faOeUbyE6jH9t09-s;=C
z_j7PrzFe657A98rIYHB2Xqle0ztqh-^&~e_mQe9|(*$>~VD3vxjx9-X-raM>rB5ri
zrSR6Qll@t%#l<cuSiBDsJoxg`bQ!M6Y!lwxmRL05!SicNm1p%%UutstB2Ubd&*6(D
z|7h)CW*04F^_k$hD0YvWRcNt%OxG^UCEC|EcU|qfuDPbdrt5OI+#RkJN1n_|_Bgyu
zYstFym0OnZeXWd1p7qS;a#+}N+1GMzQIn(Rauyi+^6)QBwmnyP)-c`D#4799s%YtU
zmeBB?s?gFoRU!8>4nAAz=CSO-_q39UD{QTUm23CDii}AAu;$<MSuZzlJag$?=9Ztb
zS&dWslLOva$Z8&tnLKN%G^gT=w{yb1^BlR)79Zr(_F`gqe0^4D<mBv=vU^z4O*c*`
zK3g>LjKN~tRo8EcFI1kl_4z5@?a5cWy1LAxCtjbIZRE;wWwnOFr>xccJWVJ28b=)a
z>vL0Bg86#aieQ#!+nAp8Y0Wvq=BFL8DW>$!D*0vBAq#)5nLdT7^3gQQE00;Odv&Ml
ztU7AEVXN=gE77;wUa_-Z+OQ@fSM)_#n$ZH`_i?3_k(*vD*NpcTIG(oP`LEz74J{AC
zU4@QSg&ym(DO;!ga_7xA@4mRRZ7>ho8o2nRvc<FAoqwh}AAcI-GD&0N&R@YjeXZ?T
zx*PX}88E&MS8fm!mB{<Ky3lK<ZS9KO878~Lrm?aw)pnX;|8LdoGeK5Yf=)C@oqCg{
zdE>|gbqB5e)9i))XKtJ$b@sEwoV>LQ3%%X<c0TR5UoJZD+MUPpOS5$5JT_I#^Zd5<
z>MzcnUZ=krO}ija9rBuu;n^1Rl&+cKrRtjHd=YDJI;52T(Mmjcerx91eTBy*R=O@w
zk&!z0-6K~!<II|kU!O1aKEKdn?Zh<WOUt4Y`1qr)-IBcd-O^L}<jcss-ec}-%hz)?
zpMM^CmMP_Lwq3U2Qe7#_DLq{m91f)K&DY(vk(p^tZBJFuly!EI@x?RC60ENVYo2)0
z^-^`qp?TSC(Pb(RE50t37P{=Lv_tXN?{NS8G7q_XUyn+hFikN2*tdA8x&N7qex7nu
zd4H(0U*B4y^wjI?f%Ou7k6bNJo-Mf$H)-+w0~cPn-UvKu@@8FWvELH8{ZosB_Iaul
z`c=;8+pDem<kY-ub&;8QMbnn8G3tG^OXI1cyUcY~kpprIuKg+3Qhsu+S8ZBz^X90S
zOXWIM|3tZymA|gpSTp-$(CoQC9xXG8J-yoWYQ&XDk#yaoE}!+-MMH{~t=?_)$@2W;
zc;B|g*>bW`o%aJ(ClnR1SDml4`?zfLG?nB=zfb3^3ga&Ae0uWe{h-ddGy3Zfty4Yb
zz}D2oS9pEHvR422ti^g^+GcM)9(6c-;NPArHxC{)PpLSmP_}aOzNg2+U!<{woj-lw
zw8mZPIrr_!esX^A*t2T-b}*Z~i}Gnc<ND$T)9TriWF}~Ot$h5SVXa5*mHw&cZGx`v
znB9Hp(BBn;O?#~`+l4E$E%_~8dv}%V_P{?8OE+uk@_g%TxBI$SK#QGOZJq9>4F?jk
zn7Os(YBRT49N84!*R*_FxBjPpTYFLx?g(W4G1__DLiyJf6LZzvb9WUcsQF7gTaiD*
z@Q%gzC2h}=78Vuu&D&ZkmTq14*H>!wgx&X^bX%tWjJ_=zd}?>(HOD#4bFMa~7E3?R
zmo4skSF(Frc%bV38SF{g+Ob*fXGKf5pZLPdyLe9{vwQn-oAB)~wgoQ}vz}AG;ZFad
z4S%e1Zzp;O?0@_|?t6B2szpGO#@+K?Pp59Z5V&u*alPlp9g}n?JMhc8mWR!fa693<
z)!AF<_NGR~Teg+!<Jv0XMDK2SQua1x-R;?jbZ2acI@`d^Q!aYJG1;u{gQ!p*kJq}o
zsoO;ltvp<i&A#*UiQm&MNs2J;+MdwmU@5uGA#p;FT;0}nt&InnMRgTTE*y>B^K7fK
zC9~2DCFk${UssC8R()Bs=C|mIZ!M)FU-XvGbB*xJNVQ#UHt(_i;x?H}Z%sYrWmjF=
ztEzhMu*8ApOS2D3nA*><67)%pyE^+*va49oa+csLQ!U;G^E96~RX=@ili!&oUvD%%
zW}kR%)=bd?g;!c?L9V>nMc*CH?x?=3TzugYU)`33@1m`DkHt#7$>dno@cG)Z^P-;X
zR<PN*8k_1ps4(R`U~07WuX|GB*VW7xM}v55vmRJ1o5j|3iAihU!+BfF9K5c1>zmqo
zMN2VUx%=A8?Aew!L#Mqbll!xh|7O_KYVKSsGb@@g*8gnR1g_3DPLl^$wPFu!o$Pzg
z*NtCfRi^C`-&?aJ<TU3zo81*vB5APvW8lhX%PrO_Z&<tTaD^#@y4w6%70<fwXEO`>
zM#^d}cMfaI2;a9zCD_m8LPm0QhTn9VsL5)JPONlXT5{yV!=oA|Gei~?JGtDL!ewz*
z%~#FxY<|THZKDHA)I|l8XHDB8+QDnWHF2}g*+h+3CThHTnXV?!S{E^{4SXxIrgkOc
zqs_Tyr?)kB6)gU^gn5?!)=m|+>2t2QEsdMHCpu-)9L9i6t9j(I{4_*2)g`4W=NMG1
zH~T2wo^&O5o_Wj@sjp2HD<YXgZyC8o%L~TV7;NxJEoS)X&Mf-bywgr*Mz=}fgW_BJ
zBiHF%^7!^>&*#7oXN)y}YN>kZMjdJ{DDORgT+&3lJK*is-JiQY<$5mr99^Gx_1EG@
z>$##GCK<b5Um*JP_oG<8N>h0)j*~h^7+5P!HBByE{V8`>CN|paUVHcL8<O9**#%Tx
zmDIf&(e=IhEze7-ENvb`nfXE4hn7v&ao_8*VCvMZ)|nwaZ`HHym3Fa-UXF_0RXC5g
zcw^I%!sw4j474?aeY0{cjumFsx$pQ<7r$kdTICzw>Mc^~(-{)4%UnPAPc+qg#iy#$
zKiY48XNX0IC@@cqE5BO%dcMia<>rzlHy&M5-oW)_t1YWq>q(he-z49fxnEwI)HF$1
zf5E!rY>zq)AJSSJ6yEt^-QESF6F=<R`rvz6kjwMSHrHR+cWkLWb&lQV`l(;{CNWRr
zZaiyMw0ZN?{-TIdwmBv~AHIgIoM5r8b#3LJtV6dOyI$6;Ut!_9wkvG&xpi!h`@O#Z
zXW)+5@@etJi7(@9bD3s_E6ZxX`p>}g@{x9Fs*Hg4yqHtE632Oig5$o;^{RT?q?H@`
zINzpxUAglnji-D6Ggy7EEP1k{dtyZAa*iUik8fYcCC?7JbKQ9QyM-KwuHBvUY+=z$
zL59z9uJsj%EluBT|CMcGdC(^O{H>=uduOkgDGpisel5Q?-|LqtYkFR5f699-`A_Tn
zPSyNP3vCT=?F+fwU7zV@e@pbM%LCm>a|*YFhHYJ+y!6^it80^Qe6i=tQk^Jn@AYQu
z?}XgLb^D_}*mC`F)>>D6{nB>Fw2ds^8Lq`_ESbOXRifHew{-<pKAg{aZyaB^K6HLq
z+pRN=SGYdyd?Iip(%<Xz>9c8`fo-*``#FOnRVG>GbJbj)^m^g`)jyW=+$g-aCp_R|
z0Z(0Cws>Hs%G5r;s<b_ie%<_Dn|)(BXY6+M7d1~~yjI7)&1+A&r&WIboV(rB$gdlf
z9^3z|`gFSEZt<Vh_UB6fyxt}>|HPA(eoInIX1;n|vF^{cQ!#F*k5;+_8y??UX130&
zDf8T|SLK(E>^Qhud#*A|`pa1>wF-~#e;m?#F!*KUv#;C3ZO;dDTi@MUe0`68(Tf}B
zos7S%Uv6@HPTwA>AIrV2l=&GR%YM0+?~hGF+Rj(%r@mbHxS1={cgww9^X8Y!&zP%y
zbn9xJ=@JspMc=Me`*HGp*MriC%{!8>T%Wa1<^7e1hfZC(^0VsS)x~MQzW%x{SSWZm
z?(}L0^KFcFTf3LM*c^9X>CI2aXM0b@eTteN@sUd;@7-^STk`FBc`8BzW&Nl2KK8p*
zcdm6?<B#xFnZHELwykPpIPoHD>lY=B=)S9__jSKs`1xu|dg#h4(|+q6pO6)PJ4UZ^
z^{<*Y7w1)VJ@}fgTjEx$z2V~d6P9n|azfv|J2mI(W6?#i9Qh|%o=AN@>%9N#zpbyN
znq=n3dwsrrVqZ?UY<VtkYKNDZMaZ^F8JWUaU-xro#?>tpIL>h0kSB1x>+5^_x<1Hu
z+<rFk@|^3btm>!Nwa>NcTl1Lp&ez}1qoY}49ye$oSGp3ICwt?|*|IqGJtqvC<4v>6
z-*evLH|<l(pLcTctDVVyCYQsvZL_+YeMIZb0XfT~6?ZnDtv2MIBOGvK(>?o|bjkI8
zmrGVW>|wCWdb8NqO}yypoE>lOy`Chv+3Q|==)<Me)&+}KGTVK9kygpU+Wzy~np&kJ
zHV+DqSH08Eb#gtPbuQ2M{lW(U%fr^*%0IjLXpLjF8VCD6?L+!5J)W<x?Q6Zdrku^f
zHv4?vJfkAke6O~%^VS#?<zM*u>fN>U<W}3Pz5BW=t>1FgZT;e$@ybKhO?&B<?c25o
zw?3Dfdgs+4v#vY0mTG?bbj-7Ip8Mh#E7K0nEV{S#&Bqw6=qBG{aow4mGCbFErU!`}
zH+_E2Xr-?2h8^|k+Iy=vty{lh_q%{QT%X%J=N^xGk$%#))=zWW3**VJW2ZdiSRL{H
z$)4HTk(s_~MmuG$XY+Nmq%V!%z%220Vr+ME{@&=`^G+g~KR2ISa%rOD(ZcE5qW#>n
zzOJ6edwJHQcUR=EgjL&~o61%2qH?ifP~DUZXE+{hd)8UG=0Ah3yXDffjGeKw^xU2|
zMy*y1p7Y#vvLwUR2SwFMi_W|V)R(;3&$P<QTIRv`wGzqfGCbE)Qx}~sI{Z}m-m-7$
zwwZ^f#4I(L`20eYr^)P)qN?kgURH_RPX1YVJnFs4d>%&z*6H(hu6OC<NS0wd8vF0_
z=QDL?p-VGf^ch|D^f<1i?G!BH<u3C3_m78e2cPXp4!Q0Z&9*aT>iPMe>UZacep@S3
zDao`$daZxaHa^dFdeJvi>Y~;-weD)lJT~pFe?F^IsqCyTit{4n?W4|WE9Oj$4WB9?
z!DStyH|K-)I>W8~YZf<ze7$i<?5AuN+qSp^{~5GiHhui7If=>fao?P4+pYdiepl3;
z{`=_Th3m5`+;2Q)-o*9!##HB($GyHr+CRSP|3LfjaqoyZ#>=LLoLAn*v-3|jo9W31
z#q*}#$_m*0G$du-)yqGs4<BiGXZ`$T)Wdg=ibL1?wfwnvV*R2Qt{sycj|UzXeeqT#
zU;#s!=~~UUTMDbH%8nM6m+zT#eR0K6<Fj+_hCS8W%Q`Kl{@3f4EAJ$pluG<(P+EW5
zGO4<B&9@%AqWZt3=jPr$U(ec_rR7_teCEBv#FG!^Y0s!;S8sV8cT{)LW0vB`wli#N
zAFK37g{=P;__TBRb{nZn?f&+fN6UNj78bt@o#|#Fy4+gJWbRf^Wu9m){`#m*+io6n
zT%Dfv_1PMg*KfNl|Fo>U=${h$o9oH<?@NCRGOIV=zPEMp6uv`?rzLKAaIw;GkBRE4
zGRv0>V&tF4^qxr&J6bAkT(f7^lP7hD)|xLoYZVw3bL!K53(3`i(VLUjAKtRz^*__g
zhq|{bB=_CTTK}Z@SWmEJa?ax(J}ujp!oKW%{r>5a3SBDOy96)P`kS__UpY5x!g5*D
zjg6@Z5p8vI8`e8-ak<kel-kcM^EoC**Y?aK4UuW;GU3<jxISb>yKO$lS^WCe<Xzim
ze!6_*+S>3*f_vuQ>A5R?sK|;lkI&+S#G`FnCDyKethH(}v*;_U-X{UaLOmp2$D3vU
zx}bAn`Q#thWj*ij{9<AtxKKVb_}=7qNvG9knzJiyd)PXkW3O+}#Wl-zrb_&}zC9|l
z?Ayn87UwJ<?RmAiXw!wqv)4wI^_195dv@f=>>0)H<6>8wD3`nOWqtPbcgjzgUw3_w
ze%YALyscj9aVw`+?z_Gh52U=_2hX4NI6tU3;=N5vfq&Fa9gDnuf3Au<88*g!wK%HM
zA2nAlWQ(r5@dJkH>q}m2D?0UXwynL@<1ce9pBH$2e;M!mGR&JxU-Z(OMK?e1_;YAc
z-W=JrJ1=L3t(250j$P8**u!<Ck&9>E*4(-MeqT?XJ+syQ+;OqTV$<&hPGzgxI`3lR
ze}-#o)7e&@nE5{Fmd(y9#gog8BY60-r|;dtIU)MqF6&83&R^E6U)Ae-c5>y@{FQqp
zJhwO&uGBJ=T;&|Zd*%B4d*^O%-Yq&~I*Ym5u9ufCmfQVi);Kila`4sOZ|;H3K9in$
zef`hy`Z~k*>W#B@=^gia@vY2uU-iw;QkM->CPzM&+sZk`tf=}@+v(Dk1=_b%cbQze
zI)87*(X^Y#?7cQFXUpjc&zIp?AQM)z=|#V_VApaE`|5iy`l@6N4J@AD+j2|eq5o2E
z+arN}i*{PRKhsnBX!D#&7mXi&6kQ$_wR@vp>Pd?=OWl&^SM6#s^At_tsY<uiO7z{j
z^5ug~*KO0kb8UR6Wz_O*HRE5~jJqfQGgz**%&DErQEi$sY2&Pq50d4k#xO0Huw0vT
z%3uBSia#6tiX*rEmg_fb^ZR!2xoKGROtZ)KUN53pk2^+uiZ--38k15K(&|~d$>7Y{
zd0QT;G;Tf{^IP%Duh6N@8^5gU*3K(-6Yjp#>zVreKf~3)lL8ixKdxRaDU-BZQ23a|
z3eVRY?@XQcT;tpO{ZE&>GM+Q+dUbZC#eqMWVmxKb`Z8aAF+95AxYELuP_|uLT5@bc
zB^Nn2_GRwA%jCP(FLJJXa@VS-ZGKhhUHeUR*u4%<RQaMl>)Nqg)oM}o;=ZY~pUvsZ
zb~twY>#Ad7C+wz%DbF<9l6phk^2@qIl71H_&w8vJw4}gp>fYSuErJneV`pDp_28fI
zt}PS9o+Rz&IFb6~Iyak}ajfW;C5$g)g8H7<XsLa(Vs$tYc0{V8rf}Bj?LW8m-CQ4b
zIX6H<rEFcKwpysyM^EjzXF66v$;<yU#BEQy9FVNEOId2gqj{_6eSNx9C2?`M(XFF~
z7s7Op&9Sst_aRq(ZNLt8o2p>{*c091H$FzcW>wv>-hRiXTSt<+zRx}#^l-zDbzHAb
zZmNsZUNvXkm-G}>R+Y+<3H<(RL$VXki{7?fz%tqQw^r--@9$&te7+{jm8=!3JaV$3
zD0_D0wn^FBuL$to`JJ?9-M6HMU&VgHzBg`_+_ku~(ezed`>Yd_{xhsNTljtY5+3HG
z#k|!g4?fzx(AQed*T?5)-12<g59;sb{xh@&iu)X2U-g7#_j&HKxwj4~8(7#B$2GSE
z?cVrc)zziJW#wg)4G*3zy|Cl>{;H>M7vH=sx>w#-`|OHG_u4OC2oAV$pVdR=(HcEl
zi#0#4E7bpb?WU?OlfJardhya%TlL+groDd~)t%w-AdpFBy{vuI>qX6iAFQqvpWfNN
zY4?qXDjSuTTdaAu?dR*uw=PWl5$1DEOJv@>txL3azbd@8;L?T9*L-C9qsrXn?p-Z<
z=`{JA<+|Eu3UjV+WIeOpW~Hg@=}mUVC)Su-cYc4|6+UtES;hD%zpBDs>3n`=@@r-g
zkD;jNm9Wj4Hjh?KD84RRx$4UEnAIyMot$-Qjvilac9oMz>G`$ApC<Wxt$0^_#p{^x
zdb?*6)T%<K*_%7wTP(qn{yMzYPrKMexkt}Zv|H;_<)iI0dSsF|sXp{~J}REpb<%kD
z+{SZStvl30e_i>!-G(pA+Gfk*zMt!M+;yGf8<)Q3WrxAm7Xs@HZ%92ddBUJy^)5-4
zbG=>Or>c41Bu!<{+Ae7H;c%Ae+W0AV#l^PwFC%VBeYQ*U+%6x}b$wgR<JXa^%FEtI
zU8~SBzP9P+Y_p437x5Wcm#j^cXSSQ_Wl-^Wd(}-B>#DLPXQU=J7R>c6{<J(MU2@&3
z=M%E$CZAs~s;9HGq$43r&!BMDyIg@L*1~ItpRN0Jdrsk{-XN3K?dF0WE9ay<Th_s(
zRV>f6l+WjMs`|Vs2iEp!M;u{z`JdtXsyFTP&u#Gzo))y(Xl6mBtk#@U49_o{t~&fo
zrgY8jwuC*UZ~eU8EVkXc@+>tkg7JOiTY<;>MT?wHRh3(=5TAT)<CXjCPUL8@Cq}>6
zQ}t-YB8K7@Ss%{J{4+hPt5-E;?ZV9Hd2V)du0}>ATxn)V-kWyj`SP{Jx1JY88C$vi
zzIirvcVh9ZjmkoIv!?7Ws9bl#HFM>`u&7sQn@cTM%sp1W)a~!9HR~4e?Fsw#*=E;N
z(~G<lm}i|zIaXC?nsWM_@tdrcNpds(R9)NPR`XUMd0W<%g6EU}nL2u&%|75}#Gdsc
z%qb_Vfv+(1q~zKpBlf^ZqgF|aCEwLfop(HQfajmZS+B`V4RgX+Ha+NHmTkMvf32qL
zceBM7%h&GvymngPd6mLT8&xM4<`qWdmjAnM>Tx&S=DPB(oNpmlx41h@s+x1HYo)U3
zsiXSm&u=X)v|vcM6d2pH>}!<ps`)X6fgX*!uPk#Y4w&ihkhS$f_Vjhl({!3R|77dE
zV4M?rZ9emdHJMLNi0<+8y0b0KTli<$>TRDk*cL`^PAPe8@<Zitk@lr_-HD%t!se}B
z`D$7pNAR!kke-S^uiH0F^^mk(y`|-y<T*d>S=rUHA7X<xmUtD_T3@T_JzX3&qwrX^
zT+ZXYMLTxSE<RhT`kAfjlHucJ+Dx8HSf0zz4V?70y(Vd;)3b|5Pv-SCTiR`vKE_tL
zhGU(l&3Dsfdd|#8T~_Y(TaoncLf@Qu*>(}_Hem}C`VTEEeR(wb)VY-*-R?Hmex5T7
ztmK{ZpCRgn!?AiPuJsm@D>L6{+?;bTEy%b})2I7rhCll$kM}>W8*8LmoDGTHV!X0q
z^{m!Lxvjz)Hho*W)~mhSx@c2j^z!0Krjsw6-Vt{4z}ci-U)OC}R=MV7Lhw1Q%kK(8
zvwq9G`cPE+O4CyEfz-9?8aex@WfvJ=2fc~WS}L;U-{bkSbQ+HqZ8y;7V=WKTc+N2Y
z($31o%6<PCPVLIHmb{wfIVbtnJog2rOgH6rSgc!oTDpISXkzdJxxLyKLzhgl=}%d5
zZ>5B1_7<M5O&c1r7kM<wZuZNrn-dnaQY~ZQsab~C1pDT`x)jaCc{}PPKXccG2+1nV
zH8QjJEsxdnJ8{}OV2AC>e*rO7*FGJeQ|N2(j=gX0YDx1umv1gtIb*QHLgCk?iH(1?
z0~a2yz18A4`GCdi$l|$$Eo)Q7QcgHX{8_chn*ZO{ypwqz_WF+_^_dypI?X+s?6oBJ
zj_YUV!pZN$m15@E|1F&%@LXc`hkX)^x3+AFx)3~Pn^kv(@%g=F0@1Sjrk;y1np1lG
z>$-2oa~JJQd6Vm8zW2?k)$G?NUz@s^A!%EH>>a747OyPMCR|QmGOO#N%;)uIGUsir
zSo!UJfYF?56MOsZmU{QPAG4ly!OeQFZ_0C)s?Z%z5B_JcST|+zt75lBJ-w0)zdl9=
zEzi%|p>kqH{N!t!GnbWk)m(g0yjE&mtx;iMO5d_=OFA81Mo!XTzuvXwyw;MSY9W>R
ztv-J4YMVc~tJ`X+O_yAIb-r`s^74fy{Y{lG&nBN&wzPR}(qF)#+;h!kvizyd^NmbA
zb>FmW7hl`DaQ24xF)Qjk&PQEs{VD%kl+#+$bmcWo*;S9W)ysPw4{|sf=hwV7;Y(U^
zlvK6<&$nTZLhrCTFdUE1ny2$#c4NdT&zPg}&Nb`qHGf*sX}7oDYENWr0dJTFqfNN=
zwB=zJZ=5bFzO?GG%GKk{>ZY6l#>ca!Ouq7X+S&|-^XwK!qvW2g?rXnr<=>v5+?b1E
z{HDT2k7mwVb9_>^rgGR8!3|Y)qVWnr;_Q1v(_c47=q<OorBYNF8u8rZllxltW}k;s
zt{yXdmnEjGd}+DT>N%yqE}rT3{U-3`*}Ucd8P*1x@h`u$RMzUtij6I^Q+B?6>to4$
zU*yf4ln_bl9k2afyJV~?x{=0b{X1-qJNM79g7Y>~yOvChI$o0dRycazc^wz|nlR(&
zIWonuQzjN3cp0&VFZ=bQ#kqZ&zUHgaB@4NWC!P&$d7JfeIkQUg=QZwJmao68zI5E=
zt7-1jgI|x9hJF6^_0gWUsmgNyzHVeaaYF9uxktYwKifTD?Pzf-Mew%ey4IAa&)t@e
z%FBvlrx-P{SEZ`kZA&|-aD~6YKj!)8<xG6lL1u;5CP#@R`>|Oy#~eNMSZ&wNjmP{~
ztgCv$e0gn=mv2VN<*vfL=ky-d<uG2`{44Ctj}wn?i}ovPs?YZl>6Nv<b)w06o;IIP
z+Lk91inR5dXPsNNI{Cuki-kX1Z0!BE-n=c!ARqPQ5qoKFCr40`#nEETo3e9yJzl8H
z47cfj86o_t@c2Q~=JI02$Mfc{?wNl^uXtXTY^Yqz)j5mSY`6OPb<HHt@2hy%PVDpd
zdLkwMc;dBHCb30@?<1<+e$6Ylb(_EchwPiG*Xh$tuSLIBJv8^e*9W7>2;s}7>+{PM
zY^%PkdvWYzl#I4unDDjo>&Y)xe2r<fe0w&=YR2<t=P&Jvl0NqMnMzp0uHt)}pX9!&
zo_I#6YwNozonI~K{efqTKb=}ryPCtt^R?gIc~>v{^`4g(?O$nr=X%6po+ni$E9=g=
zJI;?f*XN{Nbu08m)tuz6Yax@|b!9@<ty>fHsq%$yaK#CB<&W!DthhVt+*C&PrHLok
zwO<H2qMcW?ex63mm$MlrAs0DMu2B{1$@2Bw>*d4mwNOX3@vrvM2=CB^=@TQDtlxRq
z<n~?Vb5R$I=PnRD8`X5(QaXFfq|@_Q4RgD;d%b$P%ivo;tY6?7|E1}tv)tT_e<bZy
zT)X3(wp4cTId{=H!h3rwgQINwZOrCeeX;0(Op*3-v*ni-XBV)0z4!d4C1oA4JGEBD
z`^uH;Rh!>D`4`&z^g*)dRGZYj*_@YORTZpyEZ=c<&))RB{jG_Wi`mxg;XV0m)z;lb
z#`iWo%alva>hisr<)UtTG<?#N+}D@4daLBHe_o}}Y2T`@+-TMNDsa|=$G0}iJ>6Te
zy2$-#ibwmrs~5QqcX)l@@NCZWrYzk@n{OA*O7mk-+ZAGBnJ#VYapK9N^+$T5KdcI9
zoETluyLUyEgvQC!&T$fbr#zW?o_|;?aq2PipDgZHb^F%h?dy)O=Ge+SeXhqEPKR?=
z;qDeEE!Sus;EgT0wM(t!>bf(3g3G=<T6!zwZ&plr@P+4rK|6ihPlxvTX63}$)@n8h
zpVRg@?PygLuDPu6Z051&Oq1Wd3;F2x>2BfVUqR1e&!o)UDEw%5tyZWGo1^LT41dYD
z(P5LVb|_ra^A8Gp@vGY_BK4SC_B9=o6*E#pio1TkKYaa%Vb9m2wa$yqaKu+VT&*d0
zO>D`sH{ac(Qy01&sM+~wSK`AAN&getOD;1_l@xtx_Ho^T>hQU0wW(5`swFc&ZQJ~?
zw9lxl`ugdAN*AZ(AF8_k;@?h|G_@BMrXSyTz76z#!1r}d%9X7*zAtTG@FG^F|NPl%
zpOEBF5BRU`xo|^F<uTK~rjIIFmqpK4Jrp`4I5FPQUEr~F%%8`?u5O#3UJpJSb(npr
z!?y(*rmuu<*6g(kbD7rAzdLrr`s%FWQ%2sNa>1&b^H#X-E{y9{ofqBcCspU}^*%K4
z+@jl8KIiK+hu-w_tx9?^X*Yw|7WdY4<#)4|hRyozG1Kc-<lp1HZ)`JntPkJu;pnNR
zP=C=g`}(cYwJO$%Jk(v%S9YoDpSqI3lUj`%*$d2!wEtfA$u47m_jT3o3-@fM-Ie*r
zuhe_|(w3Cg_N?_!|7J}#%E+2LZ>p}Fk!J6euDLh2M0qEjdpy6YvPN!e^u&`ZxP@nB
z>8$jPb~-Uz_TaLgGfn65M;R4gTR*kTAh`ByqN>+A#<R)oHlZ7y%Vw!EFEWlj>zcT0
z9dqA~HK7HTXT6`x{1ctqd@JVi{i7^h3)VLWi%A?6)6(4?D=hala)+qh)7t^YrAvBe
zxte9INKyGbYi@(O$=$`a+KV(JWhPC|JCXM7s77*7?!Quvz*&0jXD)di@#0Lpwl<;9
zFld2H+FAi4ZR^!<Lh^!?_bNPED_~HuYK{1%CArpl-Q0S7#zB(yRtwy{EEg!fy*jP=
z^R+c@_f1p#_(gN&n!SI{PT=>-Hh7`6U^=tpvMq~cvyJXdooH<E{MzD^Dp!;KJe#-v
z#?^@>-m?mn7T7d@UCCw`kSTv+x<da_^R?zC<*S@?g&rg=SH8FE$w!9?JWsAnnB{Xh
zoFQ4{(w(ck4<@lj#t6>|+P19geBv7ahoL7|F8OsOJ+F9{nR3WCC56lX8O~)M-BkG^
z%P09>_o6SaoSc*8*Ro8|x>oF~Aj5OX@9DCzdw(t;S*~vKEq=-smE>8AIrD6vK3a6A
zsA738OM#}@pS@X=rEetUIlc^=@cnFn_V<<L30!4D`-?NoqbArHMmV0gG}WBWygusS
z;o!KE-h~Ar&rSAc=6qeF`;&QAp!%tTtVtW*ZQpry>CLadt{$B~F{WVh$JI&BeOvW7
zGPhoxyUUBibgs=DnO{;T`yMc!Um7~^!MwTJ@~JDgWLcYpO+08@x!mD)Z^-%2s{<c5
zcfImD@igo0+@ourid1#Id~l`f^PKSMGrPVo=RU+&eO=_m%2yYcWO-?PJ94#M=2zH^
ztBV<G?q(lyeaXDm__ync2Vd5uxAZ43vY5H7n)li2Daz%6G3nnLb^Lq_K4l5bVaQCF
z*{Qxarr?y?SHsIwf^22=`K+$ItUAz_-S1h!w5I)eU+t<?FYSesR%*vRFW7$k+Pv>O
z-^XO_JYP5E*~Fb|YA5YG_Ho7i;4<%Jwy#a@^gK76b<QnowxQ{TmB*bmuVlU{`54o5
zQ@!g#_Ed@Iw{|=^mv!3kv58e7M@Zh8d)W*4+19vLF|y2h{C!rS`PnaP?n-P4d6k(R
z^OZwi<hd>X%P8-H84p*Ve!M$XCivFRz5dT5YGd!Th6P3|Uv)i|*ygy>_fkPsVVu|Y
zB|Xo7U0u50Cgt)sUFC@D*CXcs`EDau@kZPJZDd|m`MS{eezxve3$CYpU)3x9#bjz}
zuHehUnEqp1uQ}9epIW%Pz}@tM`wByLl`!Kaj}D3EUw9v*ckkFnRqmeZE8G>4h4bd0
zTaejqd$xG5<ds>OFTyL1tIKNI%umoPe{OU2#kY?WLvFhmTdw{2pl-@V>9r-P7ph9u
zc(=1FX0AN#EOF3!`+|!K3e6{1ojWeys$*!O@ZA1!ls<=+hkVp-HLtld&pdgyhOKVq
zTEm<LPrjYY3hFX2jCPup8?ijf&Bt)J@X7D%TAj3d<g(@&UMzecmK@|}+_&}J#lyOi
z&%#&SzB*~k&Nx1;X>TS^j=FeTQ}X$1kBfb7+Shu5!rUjT-8^$v?U0Ab{cUH2XWgtg
z=6_0SvGc(L@>2sfwR2LWuOIiSzvam=LF>fUJJm^RW*gkyczLg`Z;;0+p-KLtiqj_^
z&5(}K{3_}?l~MBhGG_^C_2!eytt=(kcdisa_10IVkKO0X0^zc%iEE7WUWbR-Fz)!b
z)z4Y|dvB1Mn|;-UN7IX!3$0qmT=p_VeX>G9-PWd>16hxD8!%kTjJae~{z>`H<9Bo9
zqbBUxd-B<`w7}c5wrm&pvqR>St;Y5lceZONO+2Z-HZS_5*ux!(MYgXDPTeWsT<tAq
zsqH$kb$0r~$fFqnMxP4rt;tXN;riuejKcg3i4(uVu5P`vm}f~!SZ>zYkkCEneqFrV
zcXJM_%;!I=Z|<>O@se|sX71JFWyc-g#+fe9+HmgGcC*>-MSBF}4yP`O^jP)nwbt`_
zZvKzE4*4!!cD^8c**Cks4VOz!CPnJbEqr+=+--%T!n6nFqR*=MXXYN?9vs`VdE?9L
zm-hTT_d9m3$fLDoYs$lRwWvHyJ-;pcV#)9MliQCkt-1ZJX`Ov}^Xu4evsJI0nw|1!
zLwL@;Yn%7AUoiXZ;UT}m^vdy!cZ|Hddp^dQ3&&{n&uRO0^>uCDr+W`Hr##-5xn=#z
zsNE&*D`w2KGF-jwd+>@^XWvGO?K&eg)ku`RFMC@<^vO0i$rVpsV;6qNiuUuG_;u}#
ztr|-#c(nM9?!VjA_+{0k%nK*a<SksKGON02@5F11SBjRF{kkqL6?^#mPUcHn7wt$s
zmaTSt;l-Z`pWO~vU-fuuQx)>&cRSmrqOiooh;OE{Has7LSdX(UymwTsYhKoKmf${K
zp9?E(R|!kL$yQr3v;31>&+CJt$pyAr^JGd_e3!ZOtW56d-UV~MFW>GrHD=l|SD$r~
zl_FF3N}PJ*XlnGJt8@Citr99yeTz5AyfXfqX=E7mMDW_`2hD+>Bn54*cHC#4q$y?K
zS0&YR%yDVjyu)QC+<ld+g!qayc>A_|I&eAffrG_L<_TG5zphwszBl=+<kB6p`b}e1
z-eg96J{sliu(eyaNsA%#!JH5y=94Rv?oMu=d~NBYP1pQxu1=Vs;oBTF?cic%(+FGd
zqruf&M-H#`stQdg$O^jhi#u?u)^kyg*TIiP^bK+tRx5lA`Q*6#ooVKh8J)!*(X-Mr
zOyZq%-s#o83Y^uU=W4@zSw#2!3Znz2imM)5uJklrl*HsKxp=Gje}?tG8}glet{nIn
z>iB&*+p{e_CpH>Bo5iY^d2^Mgt<wQE&34J<c`N**RIW~K<Oo|V?={_W0oU_wOFO#?
zB$hWiTAHrvid&YV`{NSNl_kN30oT^7=3Cy?Qo8)w1-5pnfWpAZzHD2bdA@U<n9Y1`
zVd{gA4#|Gc*3X%(QrX^7;#jj>d*0W_20ys2>P4mZ<h`9Z>(`T26VGYOWqaItE*cga
zX>?V7hP{Z5sr{7qGPOo*wyz)jek=BfXS2TDjP>{K<{$dD{dK#8`!ek(^CfFcw`I&f
z-NPTl^>C$orE+QHy3ky~pDr`QUSHZJp?c18z1MXc$-?}yi%U`(&lWuQ)wJ;Y^F{Q;
zqc65v5i7D&-j&~ymN(?EIHvvPJ$GEEf~)P`?8kf6t{i*CzqOWoLCnt}1<9jA`?c(<
zmZpE5uG?R8CFwtddy+NRhs6~a?md|I^^0Vn?R?pzHP;_;S0>J#y|m!!v+i!&qkL5{
z7w^2;%5g0_fBKH~vrOL_HrA~7`kpKF`@FyId8O6aQ4y2OEMA9O+|vrP&GNtX@J{Y3
zJLz59ZYncaNu4#E)Ada^-%Bf^b-h7};)&y1EncnD@(YaFRGu0!rH%bUb9~?r^N`L*
z5qEmJe$MG(s$HG#dF9@%w~~JBUc0mF4zIY9tFq1RrI7oUhRRh-MV|)F`}6xc_wx8H
zAKTP_RIV-A!xXpo^{G`;R+;si3x=7lP2M<*CF9iNtrg;(CQlXnY_sq3UfStj7&C2i
z-X>)^%Qfj|=DsNjY7X!|@zdY;(tn0W3GM9f!!KI(WNp)I?4P#NTAEd=>C4fou#IfF
zi(^U{3S+KjdER>Sd8#_sr~HpL`~5oioISpA{nErK`)2X^nf+(b`s8hEos;l(z3cWJ
zuA54eUms09ua~WU;njiHk*A{Loo7zg&sR8~^{HWjzmn7!>*_CRDa`6~uFvqE@ox6y
zo+}SCPnqV|o-Y@54Otj;>9dMi#?2G#dlT-yT;W#s&AxHntNYpJYvavc6i?88V;SUm
z=ZA;dDwTW3&)sU9J?HV-f=@T69<7zGPnVkZxa(8*jm10;GU2B8mR~!}FL^n4w_L@>
z9fh;ruKm$dc47^i(<KJhQidb}t&q9>OuKqY{DT%wtbDff=5p7htmvJVkMHg1?wn!x
z+Sl!U@byEdr_H?KS|fUlw^s6Dtbf&V+w4aVt=rDkzP`0bdBwi3ERW|e&3O3kc5t)Y
zecju3e>cuANhp08QX2Y`^Vc=L?t&=QlgCB3uh@~{zhk|S=j)V;ElVC<z9}bJ)vNMQ
ze3GZc`UN(M4=?5m?OuPTFlK&xiTKXlpJOY|*6PY|<}<{EZ*KFR^nT;(3oBlq&M&jA
zo*~Y`_@HDRdw5tz1lK#gr3_MMC*ASnw2*z>v}fn+aGB+2W8JLf6<!%^n7jFPY+Kg?
zt><0WujV-J$kEfD&zErGh4wr>!@mAt9bY}qV{firk#(@?`h0Rmo{H4vUAxrFe2a7Z
zE>AvQ_4%n@)vS5Bnd*yl6@Rv~udS_p*uf$dkbF>SpU*|zxX;0Dh9^#_?Yk>>NZVsk
z;ElS_Hy4`&igsRZSg0QNe&MsK-aVVG?Ti>LzOQG#@@40;T?)-zzpb8KlE~dut9^L=
zqt4|?hWGYlUiI2^;n%Gz%ipA%ec3wk*|b^t(;K(Tu3i(!<7IhrmAJT}6Ti)M=E^lp
z1$>r&UT^gax|mb5RY&)}$;5Y3yq{*@-M4>k)zW`=l3&MbRKy4Ju6E;myth`lRM~<d
zJalKmyIM6qgP6N(ihoTA7Cdm$^k{d+b)CDm+FN&JJZ_j~^ZVO+)xB56iy0nEuJcS<
zuNNV%`8s8beyq17i-t`3y4+{CL*;(i?L1fenk)P0lk)E`V?|b+-M!f>Bslk^{+?^o
zQjbSHTRw;R^0m!R_oN+{)i(3o{;%}K(V{yqOEnHJx_oBN`DtI5L^ddhJ-#$U>43__
z`Cg~yY?`MXKT$qn-^DPi8~WR1p6yz4<@<t@>qS35aXz?qcI4cTu02mX!lM^oOxejI
zBlTP_O~)#<m8HM%{iOwyWDm<+E4z9pZ_AoBMVqXr+duC*S1FO)b#D^8<m<?`YeChI
zFRg#ZEqH3(H)EH#lNi_j=2*T{L2L5a+{`$M9Xls_YjV%}W$g0dO4+OV3QN<|DsJ@L
zJ@#sH?mu?rg%z<k7N6jMq<!bD$&UmFCZ0a6FM;k-UycUtxFTdw`KB<Yc-r=jpGyr*
zv#ihMZu&D>i+P@5Oxof#I$2Izi>%h|aL6%_`o!xT_2B6-ZIL_cI+k<#g?VmXcy()g
z&76<-_N;sKa_QtIPqhu}O@q$dc~W&P#QaSB($YhdFMKcf!SUkR)$_jFT6rqfO?L||
zkdQcA`F8K;d5r7k-HPO^T({2oRmSDTe&)VrB{~kG;q^9xJy+d|`=U18E0F*7b*0JF
zxZ^IL%2pj<TUY(oz07m1#yYn1K36rmj3!4*ZCn<?H>c}sz2-ephT_J!*v!u-7Vv%j
z;x|2Y#+CVwacWjvLH*9hj)qJ%ufFpvr$lGMC$86O8EY3FdJuN^%11{*=5^YqOnDu6
zk8FP(6<FAlv)wMY_{!?C+c_(%>pvSN$LL;tk$m`XHh;jCZV!h)t9zz>bEsI|Z=Co1
z%7YJ?s+yZGxE`9H{PW7Q2UXwJ8%KXTA2+rB?dj%eZ_k#j(3X$%3wY`&J2`gcaZ`_T
ze6`sVt2a(;{uyj{gVE-1#<r!!Cf}^eCrqeZwN|U~+Rn>025xRy`{#MQ_MiG)WXal#
z;_p(PuT9x{ja~9T16RtVNd}&)<SRbDcgmF!?!7l_R(8d`CDkGQ#S^c0oid!Kc`#xQ
z&z!K8`;Pqks-5HWdGf)xk?XjHyKZ%z%AC>aboJ`3j8z6Pf$1wBCmHIAUwiW`$K>VH
zgu=#&XRCa-E-BEo5q_t2;?u*p`BRI{Z%vTV_s=>Pbl>^N%HG-G`%hfoy|=eYFlOuC
zrSF!OY;;-LX&<1KYj*B&z|M#Z!jrV$?&qxVJMY&Rvq1OGtiv;3-#I*4v@=tC>8r#F
z_XA<KYP59@h#yc_+N<~Lmv#wgi-yGN?Z3K|L|IDK&#7^L#4!76^!&BOS5~}F-TBSJ
zM^wkuzU@=3>qq_$Cbj@in~!nUxgyic?UFz6uTASz+dY4hzx~oG6@laVa%{$ZTh9i?
zbjRMDr?mFVyV9uACuJ+xYO}o_AL-uGd-X~A=94GcKds|>^r`4bzUf(sVxtY0pJu95
zxvgBy$;nkOxAlOrSVHlSYeBx6?`Lh0+&A@g(DIBM-*!Hl`o`xK$M>`Txhbg=cuJL)
zZ*5$fVD^1|;>9gRJJRBhZF_R%W8u!8%*%y+Z)Uq+`o{Wbuidpfe0w$8SY4llthdrD
zaxDs3F?+j94XeB6w)d;`H^voYE%s@UnK<jYUa7}ri^5rt^-6mtpBI_3Xj0XjqHgzv
zXUiJCuBj}wn7)wV`m~tWyz^wP+o~;Bo@9J)soLFp$6d9ArcCmj*I&C@Gx%KgDgF0S
z?$#A6mh39C*|>^_TfR8<;&SP={M!#FS|+TQ-}CHwn#!}yrzX#O{qLB>=c5kS66#9t
zN-JM3xz#t(<3Q{w{;Eyup1%yc#kBYHtlof>o?4AE<L<)5XDMIbMt$?TwCPvL@>?(8
zyt8<;J0j;%YgNe_Rg1NJJbs1;O=TlDr*(AMI=l{w&C--gkog!<9QP)Oaa~m9Y2kZ2
zpO$U0i~fG~+0W8ik9Y68cS`<e_<A*Bsmj+iCq+A7`i3d@FO5-{x@+Dwab^jVr>m{5
zPG=~7AKZDa?!&qiuRFC`YCE|6O)pKd>l50v$!ghLhm((A25?@P+$MU=yXyFI5%<c^
zMf}$$ck6~ts+Mb)yyI4QeQnMv#y_w7x9*UTx$ZA};6+uq&gIyCzu95o`fGH~*n92J
zoh)f`WMaknmtoy2nCD$>onO2#`^u4dD!iAsrhJ}!;MbS6+A{<Awl;m%SU2PC!n1*@
zWf@v4^Rhmzn&j}G!S3t%wa1Fj%Y7|W%U{1W<Ix#Wm$Mh#tUh-6E|~Ugv&&YUVxER<
zTleynB}Z->u%@4vXMP=(7J94dpXo%CpS(Y>t;|Td`)kHzR>@}@W!MhLN8Os}XmiE7
zcGcuN9k;&ioRWLuJX8Osrpl9VqhIXa7<TJ^&*QDuvn_tkS$>m$X>6NVm`vC`0Up6i
z3p2(0GEIw3{mi3hWrZ`F8g1iHxNiGAb%%XxhRcx+&o(^$Wc^lD_PpmMzUML}>*Jez
zSD#!jbMa}&$#?c^tE6I>togkjuda@G+_gJ*uH|m#wIS7C8RlH$_H4XvI$PVg`Iz>R
z74w$voNH4xX|r7RvTcc)vcJNo9+p36n|--t$Bc<FGG~27p53~2?02MM@TDEEZ}Um_
zY2QrP#xvLQXyBd=vCI3iFZRA!({p7@nO)5Otv5Umep_dj-Lzb8-lDzt!#7JuYscHa
zI{kF=`IzgmmOEcuoq4<U_^BzErXAO>`pHvo^{Ll=l3&&J)bip6x4Nwd?)gdg=WV_1
z*S+&g>BlKr!S_ol%N9uMHaR@oap~>;mA__v;ofoMiQu&zCv#8OaDB@>s#23$weH=q
zxwDHn&-qrhwq!Y|ginjsSC-AbvgO*t+M~tSCcCekuHkvlJzYkUxvx5`$-&L)_vN)8
zH(R{yx*2-+g4E;9wzqm!t5=IoGU7A5wRJ(y<bYM{+$D}?s%+GJrD+}UI5_<3`aLgn
zlV0B1bw$B#&hx&h$5fv<R+s&G^(p?)+S5rpmYhxPSS-4x?`);4J=d{4?CdW?_HSDh
zYH?g*UETXA=Q+W>bGM|=w>iw8o~b-%|EsG<ecayh+kGt$ymDo7pK*-!T_Ml2)h3Hg
zCVq-I6B6@f;$@eGw<phfvA9XVlHost{nE-m;;xnJCRr~#@Mtf~IggW`S!b{J>3p!a
zdZx$0Q?c48cAr(!h9|Sj{IacY&MkQA?GikrC)`?jUV+70%Nd`$PEKri-gU7`;@sJH
z>Bcoj%0%Vdima=y@I2VY{@hV{UH00j<F*r(^UirZ+L%6}$Tg~x^YsMdYa5p)xLIAf
zeZv3j%t;&WURxKj{=ILILf-McSrLo#&+%zzzc?4YuB2++{0mj#>D<LV-`DA#c<7#=
zH}%@>#|l-~nWOglSM^L+GT$~Q*|y%RnRmDB=j%(oinp&d(f5yPbGfx!Ur~K+cGQy{
z$Jd+o&14r{n^RYJSaf#OEZ5btPdGpI)cRLl46`l_(d|F^GQ9Ixb%=Rh+q-K~#!63m
z<g({ZUYmb*?%mqG*{aiR7{9KGE;o$cIBl_B#d`P6J-KW<tV6ALg)h0KfBL|qd27Yi
zOV66nlaRKaF`(tK{oksovsZju-4odJ?2C-yKU0=dX3ysDEUH*lbcXX+O6Vq$$r?h%
zF@NtgFloo$SyvUVUFPTcpFwSNE^pkkWV7nW^QP!AzMP-6a@QKgC)dh1Su3vHV*2oj
zT&>o_pem`p8%)+xo64SidHJs}W^=i%#Ie5@J@(5#3DbE$sdBC735Mhg*R73(_^Q9I
z=(_U4cWL(2m`|0*MLoY)eGW4(a6JFxswMw|m$8MLEwoBCJlt$w%Vn}%GLGgyp|*2(
zPrmZ4UCFZkTAp`bgx#w&IrID3>dgYRt8AaE&wAmVEcW%r-pT)}uI@Nz{QgI%#*Ix^
z4{1zXlB=DOxn^dZ;k6Zh#q%%Cod5Y{fL%ehZS^cKUfsT`2M^|LJ>y@vWls9uQgg1#
zvxU<Q=hgd!r$lYq`ShHwcd+ieoi=~7RCX~W$p2@EP4!t`cr=i4^PP}gfwg=cVTD_l
zRH?2#k;In0v2lB{=#yzhMvU`zu6NwDgVph`wtjl{yjC06d+VMj*tTb#n|t7#<;rQU
z^;u0N>KoR?gr0ZwHC=3UW>4t~$zPvCpSba{Uz@@F#pIIB&XafVtTdVV_;y#5rorK^
z3l--KLtJ;KH&tEx=qpznHs5*M#vO<C6~Y(ZJ|pSO^~r;q!8o>b>A_HTi)BxXqd2#w
z^*el?&bE13V)NOw?n#cvZNf?>Ps*NmYw^lUVVrl$Uup9>e@<JorG0O@$LsT=>rE$~
zdvNtXgHx!@ylg)+1+F7*mZmE<)ogiRwDQ>7tQ@z)5-Vr+n>I~Ow&`-Vu4?>sEj>DH
z+p@{#3txwYd^{<+Cf~AfQsuXmV)1ofd-_%tZFhDGFuXiJ>q%bn&l}f6Ch6VV`8wiK
z&zwgacJH!M*}3SFWxUShduxs@DfyH2TkBW(3jVmM7bW8tKH24`A9nKK9jnr%pCTqt
z^bPL1+RjpZZ~M-eT{)?q`N#LB*eJ8@4tMOExu#Q5boQN@fxGq{7x^&X@7RXr+gR$R
z-aRq@yr}EjgDh{?PFY(#_rmN~{~n+7VG%xFRX=%htjWe)i<c4a{N6BLo^$os;!L@k
z6<$U=W0jvv{K@uJR9^3uQy1sv{y02fUfq_bwr3aYTr*=e8#{OSkz|IVtk9ShDq)M<
zEFQ~ljCohK+tw>0do54C#=kjz{~4mv4xV$5x?|XvHF?F!FY79=`g}=j*}5*2V+o(;
zYw@L86X$JR&c&8j_#=F7Q1!gMTAa~N+iz}SKm98-yPH+3z_4%X4XqwN>)@17&7RVA
z@tLX{U)4q#MaO*7TyRinvxCC?fb30sd!578HEw-<9k^OkwfNb`ij0*ReND%b7JNP~
zdN0~{g7x*O&X#U6ec2ng?K*I*a$TqO7mLJqTNl2_*0YkYYQ4R$IOb67=ia+n$8Q~9
z?=@xpl~OJ3sH5K%vs!v5R33H6V|=HzWzv%;25Y~$&$XK9U1Ag&A~#iF%Hy@6$^G%?
zR&Ji)8`nNx)9g#yo8mb=jZqzs_j^5=+U9Qeb))noKL1PIN{=lwSFToOV$;@gd+_+u
zyie=+Ex)hI^L+2Wv3TmWC3>e{WOI3PoZq-MvWR_eqL=?(>t8bAcg_`0x;j@|=HriV
zYt>}tX*Da_&z1Qu_LkRig1vL}wTlmWy3X_zM^7kVH#I7EIb|hvYB@7Q_0=!3ykT9&
zeamlc3D9GImd)0a`&mzo<KWk|EbPo(XM#AHnb&3?GcsUJ)Gm`rexDQ9V!$$M)4K)1
z7ajckqm~*nTvy&?U0Hj3>fO!ro|`hf%2K*B|MM(n!J{gdUldr!PP2I4mG>&JhpTb(
z<l|e_^N!qlvZTpy*18)fkLndzeUYCUQpvDp$<6Z1h0>-md{)ICDfX=<0*)^u)e6rA
zUa5F_{XfH6e|2V24vRl4k31+fHQ)OtVX^FuW66_4Z!|6GDGZuq`TpyQ&esjvcHu?q
z<vM&)`k!byFeqGNV3gglB>6b|TD4n-lgf9bwmXJ)CZAucZ7(CmsPOj@TZZrSvTG~0
zwf9Z6u+?fh`S!|{r9WPu&6iY`j@;LN>CEc$qTO26)w5p4Fz}|G*jt<Zy3f?OcZbAz
z(X&3B=d>@XH5XW(Jn-lBw0VN_cmER&yx0|UE8-EiLEfIQrJFY<@Y~Fq=N<p(wttt5
z;HR%IqnFG)Z*jVMZt7$qc6+aP4=lJ}&w7;Werm_-*cKnB=J}tpCAE!KF0b`#jQF!$
zwl>S@u&w9o$msT%@2fuhiSKpJcHU<4>&B#Kew^nYUfU@>^Mv}Gey^Rn7jq9tJzE#D
z-O}{D#!uP8l^icmrJdCls(k$GD*ue;IWku_Oa86bs%ZIqyl(2`3om+ZS4lke)7t5E
zt3-iog|g+hb!9hS1<&+l6s@c(zW(QP&=S?%A<K;R?pTv9o}5{1zH_$f{vwNK8{=-I
zzl?1RaDO;IF+|GL@^wsqk(8(1bG0P(tqFHpC0V*&rRVOHUt27^BInAwxRgrMWs@#E
zRSEKEo^^R!>p6DGFRPtIA9vl|-ogKHeUR>_#m|@hT)JbTO95kC)wM&>mXGBxZC$YK
z_=o<imkYKevCC#xY+1YTGFMS%?3^oMc~$*h*ZO^vDqqIV3F|VPcs5%_yFq)G)EAGS
zrP4p=NM7zZ>ZThjwO8hLQvqA$ldI)hq<4j!KHC+t_`+l1I)mb_DTn<0pJ*4Z?XW5K
z6`X2u@MvmDNXYbHhTC%zn7cBztMELz?!UeH`qIz@k*|{PW3~!kdE0Bgc&BIX$J;j^
zZB=YmmaRXuD9E<|+Lpwu2d_#GO`Wz)(QLuDzgn9k`?8lX-<o%^iMMpwndP!3mZjS*
zWI`=<I@w?UdA-_Duh>`c*Q2$%CFw?!ql_EPX1x8n>V0-!VO+xn;Xk%nbEX~W+j?2-
zrsuw%&+1#1HmfwxkNUE5t=W?guBoOo?%vvxc_a7s%ICeg^B=CTJ8{=AuI*agoqn&*
zHGNg#bAycDlmsn5bJ^zMoBo)v;G42{?GNp>^HwtQzy3OM)9os*qs7YC`^0p01)oli
zoKTg%wfMT&^B3CJ^mMBpl&<r8cVmL5=oYzUp&Ey@&dy6zQNO-6eO1k0?KL|)iW};d
zZFKr`y#Ltl#l{EM`f9%{x?=c%Im)B=@~uU!b%C>PcgcJa&5oWC+^D<5l6h&&JmoDl
zH-Ck8JPyq&SyIJyZjr53;Z>Q~13!1Xj40M%URqMjKX>2OZfzz%*I4saTo-osZ)V@?
z+vNXgWrxhOMdy{jtov<N;KrphLCs;U#oJF-R|5F77j5@>+^0P&ck$AwDA8-TpFT)e
zT75F}Xc@QEV+N_#M<-s#TrcOmxa``>Iq5e&j$d9I;UQ7BuET*}rDWL_i7%ot=XV~L
zl6n(=F}>m$!}S~cBzJxmw3}0X{aArUpJVfR(J%ci`7^zG@3y+^ePL^+Wl&NmSS$H$
z*%YJhxY>CQ{(ig_-?~ediqHC@T(Md_?&{Om$?pqZp4FC!dV3)>f8qLGoA4Dq7B8>u
zeShTEsyFqsx7Gwdsts2Cxx#b%#y3eSF9Wt4KH4>BnfK)LRXbS}j$cTZ)#k3BshND=
z^yYyby%n!)v-bsV5wbU3ac8ytk7Bv%n!Y*LoNvu3S$AdC1V@Qg`2x=;_Iqib4)IxO
zzT2H|+k(A0N0$p<;JO(h-oVDcHUA)I5PRUQz4jSjuACBlnmSkBg)jWcldtOo<M~#`
z&3sp}>_wK5#rlFRjk1=Kk3X-|+G_h+-o3Gx)6K7N_ZJ%_e|{#z&GM}U)Bj2JwEewt
zu2%a^_=b*!=a)x4(l2?c^6~iVK(0wae$VC1x!tGkm@jqy;f?Rf`Tki?*8Q<#^RxJ}
ze*HU>j&q(d;gXe0rm8<(@0gTYEB~lw&Pq>PvG$X_i}>oIPVcz*!ANZ1qUoMNp116^
z4$XHBSpIbFHO)JoC*`%gm+hL|`e?J%*@Gvee&yw|M*qm3Gu!!?eVJeO&Lq)Zk*80S
zpI`6z&rr6~r0(h)aVu>xdo_EmXX=+!0t)!omLAJoy5g#r@9p4ox9n$p4t)D;SNrA(
zDY>iWr(4QMz3A3mQSN4SOv`D<>SIQ{tQ>DW-*rZ31Uy$-!dS6<oAIRue>Aq9ZrW&Q
ztNDB5*HtrL`rq}R?i^QIbnH#iteC4oe~((%ul4HWTeeL{LsB%?;b=fm)`jAu&KHDs
znq8<4Zu%V1X8F=TOhIaLc1|Q?QC6OD<kE9m9#5VW2EUK-^SY&U?as5wr%jbMD2r;;
zFuUH&jLquW7wdF*UDmm(;@6?xDHB6x{GH<=ZMl@aE3fwDnu=w~+G?HVGS6)_jf&p}
zq&!=~a4{)nn=0?D*)~_4*|&QY+5}}>jo2g+)Z|~)Zd2%xSI^}s^;ui2{rXm`87+cm
z{U`S|E%7^d*yH<(=>4LJ8#I@*TynU2wIkr!mVilGT|H7;cO=bNd|Jfz#L?ip=M4SS
zZC7pP%Urbc@~a5-?MtQi{=S;Ke66zZOXn`t)6R}DMO7D{ah*N+M<e;TU&d3T=e4~C
zKNl-=&pOLfV7c;0yHdB&`)Vm=mac5A2eUe37%xpfyXe@;MVlM{X6eXH`KDa3H0Fz`
z$IPrPQsVQb^hzEVEp-s-De_;+J7K|@W$fz;eZo#KtF84g4$%7SICW-~sczTBz~joI
zEVf#Yp09PbN)%!{@iH`GyXDI$_Que;ZH2d*!@`2HuA~&64Xt_dXlZccd*3&%mr}PK
zT=9)BgQxJ?vO5Oa@|A2$liE$ij)^XCU$M;S%cCtpu4}Dkx>R4AyPKivV`!|ylAZ^A
zRl#>oMK3E^b>R8Et;x!3i%u&(o^`D&^mx?sDRN6!>gx4PHK^ut?nxHy{ni-#^G>+&
zvfpz9R{E**?U^Iz>+<p(tDDTHs?a4*`m!cvimOYO3WhwMwJl`3#mWZB)mdzpkEUzd
z9V=+xyY!5tvcjw-Zc^J*131@|y}q=iZ`oCq#fgo5e45J(mkVFN)p+n&)|#tlY;T&F
z>+F9VzWAWr*3ive)6{MsT)eRE+_g=5Tb&lq+w$kifzn5dzPW0wes##eHp}70WaVoO
zdl>JVRHn=;jI@lMtEH*dTk%dJdH$g-dmi_2Js0%jjpC_(wlkfz(A9L~w&~2K=C>;4
zqn@AXS@Nh^QIu;=WR}m%e^<<!XL&rk^Yd)cTTSNmUJ>c44Wg@-`7BReWxeHO9GiBW
zNStxc<5|bLQVdu83R{)(i9a#gX>x8x!gJ}Yh=e)6LXCwszIAEc_)oMW&gY3~bx6TQ
zujjm8-%Mqh9;+0Frc7C2UHCR|^*hPrz|H!;hxS^mmNB0DtNYs}OJ$ME6`UvS=O&+?
ze1C7S;m-WLt8SUMS8lql<Ifw)vq`w;pU8<v@7$v<-fpsZ?crCxwPWht@bxD9b0)}4
z(%fX#Qy6+C%RMSp<?7s1pI`YnMxBbhdGhs-YZEtx-6@{cnbTpLrE_-Y#3WNi@08%V
zv-`Bvq%F>y#+>oAIBF}{JgNNBk!8vKRavKu&u6XNQ|#|1$<T9I?c2>+9Va4+udj_{
zG$_!TKCN9s;?Y_qt;W79Y;6-fIwa$+W;n7Zp7_3|-+=$2eaw|*FO4#rvVM#61g6{a
z`aWaq5h#pQO4TW-y5e)=yyaQFw$;VUB?>rJ7alwC<!EuhnFXa^)-_!!RDPR$ZK<y8
z1?~H8WdWiw#m!ycY`KpH-xS>B!`Rqlq<vzt&#s$0+1y35Y|XwW3rNdujP$z3VeR$&
ziteKqPZ+<m=J33Iv`yzv=H5ep=Xlt<$FHrKDY|d5G?V}7_p!dK?<|zrC3i-9`qcf-
zyKk%R+JEBLuWRq_z4Dnd(ec~5N0*G+Ii9mG-&*tf;pzE8ma3{kxwg`KYXz6Qn$B}-
zd)aJ`e+m}sr1}IW#hiLpcX{T&Y1SSKt{#+j`|`#;e{DSP%GLa4cVnv`6i5F`TPS6g
zY*SUb-g!%t_T*^_wbhq5Wt7hkKChd<#*^!#N&3rKU$kwVEIMv#SR7{wxh^NOZOWe&
zJAYl(|KYwQa63yF@2y|bn%dfnceRJNIkr1~UAtnQ0b|&Kvy~!MxnGO~irll_>dbl=
z{_aVY)bri>!M^<d+vl0dObj;Nl6&ey_N47U{hX$LdmF0~q$z6jbfa#Tea^*?Jy)01
zd==R}qkqb?St`eQcC3k8u{N+YhVin}@`tU#Cl1`o;B#E^=ib4T*rTk5AwFy8G=@zJ
zaFx0ECbXfst8rJlXnH9-+u|KpPpxb+oF$RFw7_0Ubd!Ov-)u2sn~Pm;kCxog%Guqs
z;&<bT<;^=n-tcK{Vw`+yanLR<Z!X_s%O9<pd`>g^j9@};>h~2hC4vte)u_3YVd@&g
z7+~-^Z2np|22-iM+%DQDSG$B*99;R?^~mvsCl<b3GONEd^m<`L=i@J;CMl2EmIZNr
z4xGm?q93rMaMm2I^?k*`ZOhg$fAsd_(Twk^>JC!4bG6m-edx9eOP&PpZJ4=<m*?hk
zL+LERp3;><YQaIF1qE3#pTlMe>*(6=k6I_SRDExD$tC3{dX+1WE3Fbfv2t_3l6BU?
zmopd4nh<tN_>?(QPq4?c`Cajf(I=uRmdQ<dcQtV9nIq~VJrzqIT$=jUKYWu$R<qwx
z8y>EnXR|$3@0iQGX)c;OOCZCftLMtuz@SOtvRecSZ_V+`IJivsEa%>q37340OD*Pf
zwX8hrocC0yYp$>3S+Bj?AtzGyZIu++@^0%!GX?FKZ;O{6FKQ96TsObVZ)@hdWx07Z
z+aLL}M0RJ&CZC>H94~nCfo9u6lck1N`18L0x?P+zX(f;LnLHa^!Lo$KlP4cdfAi>R
zHK$#~i@KPYjLT7XWL7ep-gxP_$#(UNc+np@TVE|&#;?9y^te3V>8!fcqeZ9m-k<oK
z?dIq6wxqgI#hUYlcK=7$hKd`Hrg2ZqHhSKWy=1T9o!ehu@m78<?GCq_uDfDRrL<kd
zww>A54=N9y-&(zg$$EEao~7ucsIQCNwFRu?&+XdJ{_6FXL&ul<TocKPJGo!^V&GJ%
zTiUKO?kQZF&Qo~ZHv8FJrz3~83$)+GCf!Z#?PFKoTC;Qg%?JDCb}Y|yTkKw1v0dV%
zoVvy<Tdi+1Q&M*X_szL{#C6F*)0a`I6C@N$SIv1VRykwl{**UWtg~jU4H3Q(+Og#H
z*Y~0CZn(=YO}TxSJtzIP=u^#=p7YB1Chgi)*PbYP(Or9<w$rP}XBzr`tjiEMzGC&q
zrc-X2TlYQRZ4uHs%V+V@mD%U!zTUg1zgWSRHTh-P!c?6b=du^<Pw0r2U44G`_qD~x
z=PY~e^-FTqLr<AU8}jwKjMu$i>&$v1^W&e@!okJg7QeHPx)!k4`m6N|H$CCaR}O95
zWuKR--o)!z7k<X#`^%8Gx=(6@GhUv{E)U+CVHEv!F~5Fo)$GKNMqW!~qCZP6J2}t#
zdZ^;D?9*F*ADW(6eC6NNm%aM}7Fya}{Tg^}-tjYMkBKg=Ewz{%_xP#3U+wCn>(#7p
zr1urZ2XAkQ%jiCH<6Omhy{k3aEDmqgd%mwrTU-62`bUj#INMZCi|;meqIWecUq*dC
zIiWC0-N$gV+~Lc66AhoXrpyYv_Po1u^UCUo=kJOt&aW-zXM5yZ8ZL1*X)|L_@%*Yw
zMpwRV*buXFXT%w??(3I!t(80?&baefwyfxE$)h<(<v6~s4L7_Q)oSUu<lXsoC9*D_
zQpMLrUu$+=4PRTc{^9JypPJk+n|_%$y~yvJ<vOm5->2?NKYBH$_vpN@i*6m|@nU!z
zEq+<AaNgAZWQ#tAV;k4$bqk;MUbR?S`Rby_{=9Y1)K->m;gPzsd6#qYwAWpaOqnii
z-=MbP>3#zjx5sbef>*0rZ>gNJ`qMSvI~!M=lqj=(eex^klxasZ<Fa_3e2yvkWGwvS
zT6kGb#Tu`bx`K1woVmlNwPoqf^Kx5vr{;W0ZLoOxWu?l7+6TF>k3V<ixEHlJM%Uux
z-L?IpKeCrhpSn)A>dW~B>lfwgE$#~{GBA$W-j;K8+N9+SLiTeD?kQh6#l-ltuloAh
zxK+ztwX=TBcW-U#Q8inWlP#wtB(EF2wX*fwg4L48ietXyJ@qzxa$UFH`g8NF4~lEv
z-MnrSlI5y)smrKT`lrms^~SrVJ)QGFerd@hPwf*TOqE~Oo%gu#d`?^8l`luDH%?Jx
zx%u$CsMA|b^_w#P8JZvMv6|#@pp|{)`}o+|(+ry|zpr^Ken{_k!HhrJcXe$PIvP&?
zx;{H7boHr=F)N-g>{zqxXY$#)<EMYkx_^diO^)N2b<F<+&xR#=>m9td@6PVaYu+9_
zASwFvSL+$?iPv_m3<xou+V5wP6B@bFZ&6FN?)h1ICdv7dIzNB$e2!^Z5WXeLU%Kt(
zy*-lyrb+Y_zp^ck6*>~V@|9oDV*k5&aXH65u5K`#zcf4g<*A>NM~e$z39$dE5WRZq
zRoK&Z<)sO$PyL>+8?=9arqAVnCvxZT%saM0{o?W>H>2vR@KUjbg7JH_>bJSh^H{gy
zTHdWYZ(2*HO>&<k%a?on>A|(Lb;VvQaJ;@K_D;{pHPg9PXx`Rct8QOa)(l&5|JcM{
zw$`Fkb}{L<w)|&!D78Z&UG#eNs|k!fUGLU-PAQyq_2kQqb3TTO^{ui={wEk|zx&#@
zFaH@hR@7`b|1j>ww$9*=iB&uy_jf)IIqK*6`^}TJCNmz$m+*wGwkgzq7_K%~KoB&n
z#HsRVW9i&mHru}LTcf8h@#WDDU8fHXH}bNs-hJWI^EpQJ?j!U1bDK9$yzVA*DLh_z
z!j<%?H?B{+*EzF4F8g}q!sN@Qp=)(#d}5D!)ih~a`+iOfT@iog3biMnuT2$ldE>se
zy7k)JEaBEa*<HIfI)1OsUS_;GO15OFdD<m6-3337RfSjQ{B}HWwy5mG6q~*~;htP2
z&$i@lIiEH6_q1m!&HoA``r`Y(US6Zww|v&Bi)wz>Vd5UI19P6HsLN`n`)=E@b7~;t
zuUR*?Ub^-2!>Yo#n~N&yEJV!MGOI&xd@$Ux)$e29rmw0OzNq%Hxu2bQa(!;s#YfvE
zWZfm!`Dun(3Tj_bPc?J+cxlfbmnmEK9q(;zS$(zUQq?^Eb+I<pJ72~r*REja{ahT^
z_-JQr;JE_dn&&F-&bd{bO>Xa=_{GHF%FC<eJIlgZH^;m^b85-ws3Mu>^Gl1Td-%Cl
zo#Kr6_Eh!slE}%rhx05f<hDA$4Ju0x+QZU(ZRO9}id7dr|9o1T*ZsESZ&Bu<%-W)?
zUCtBFW-L)(W*BhGR;#GE%d^jO&R5e?HHE(FpyRod*jKJ)-Dq=V`Lj%|VsEDjr_C&%
zZCTv%E3~Cyoy807Jnl-B1i`E??@}{e<NU4}v*^C4Dp@z*@1n|#r#~eAYOlTgWyWQm
z$LcR*rTtl$S-w4*RdwgX#>nQYZc*i0uBohhDi{jybe-O{tI6<tyI=FQmG@p%H*(cA
z?TCC@rt*Ap!1BtdGe2i~ZH<gF+*Rwj-jpq;!A)E0)VX*6p14a*@|5@5pS;Y!x@4l;
zl4-{Z<FkKwADnh8hg+rl^ThjGHBI`uDk4v1amM-AE2|%h6YchCj0-*e_1Rvw-(eA#
zr8j8VhJ6i`V7|16J@T5Tj_A(+3{sz;YFb9hm$onT=JnKl^4-*Qzu;S*RX2Zyx8AvH
zdSuDxldC6-Pd%w_xi(wZydcct{Lj~}3psY0X>Hw^yi;v%{?ipIMfFq5yqR~Ui>hv&
zaYuxwIIdH4N~Y9bOVcMIbC#<wYoG0Av_AaA$L`zCJ<0d>e0y~|S*ZSR=$EB;mncfE
zK3&RP%Hwu#Z*|w3rPh%Vzx-DnGq`npQf0*3sB6<EomFF4*Jf+FWCDZ5`q+zKJTCCr
z8^#@xo^;{onmW@!Kh4!sOnez?*0?{9TQ%`0SF)_tb<f-c<>qDDJy(|rvf0hmo-Z2e
z#Ho9}KX1w3?`46zuZWrE6~<MTt~NXoJnPVv{3YcF?AxPuW@fP@&Yot|^?1oD|6+~c
zwP7_IJG)KqoPB+^__E*go$IbWQ?Y#fpJ9DW%154g?&~k@Ud(M>ZhK2IWwCzkvir$=
zo)XRT|LsjPoIEG}Wi0;`j_)glSRXGfS)o#^Yonu_U#iSmbMD!C_5I1$wn|xCDOq!~
ztBK=5*sHtep8Bp^y5UaxR)b0Ymo`m%&dyR7nrD_?({pv&o5{O9Ha<=Nb@g>M?-QA%
zExNgk(({>nzOL=mQ|z;!&fWEVa;~laoTHBv(-ysdW@j3ae5_(k_UeaC>}!i|wXJh=
zuzbF@@X{+G!`FTFR?mA<Zf&wFnxh(3=J{*x>~kLKHqVxCZ}IYvN!#JF|M|q&X%j2f
z{E>R~w9IZkck5zbz20{v!Z&h#_<W1kGp&4KH}$Tk-c!4;$Kvc{zCHiEqO07tYD#iy
zTBzWM0^546r79^Yjn|e$x1Kk-HvK}^OV7z%Ugv{3A0<>3-<v3K-D%Zw%eTQDSH3;l
zG-X!Wsn!!~rP=3gz3O&^=Rd>O*NlqH>=LUVcG!gJ#x5&8X0zOHa)ITesp}e8_}3<|
zt1U{;oAQ(Gd2YMEUQux*ui|;zm6NAg9!;LE@XuoHVzw<ik891jy?LQqOkd%=ueG(F
zYb@lS$voROwOw>~^Ts*3NjKE(j;+<Sl>fJCnc$A&kHZ)He3iR;?r~D(x<BpH9z0*0
z?&Vh%Hq&>nwpFUk^R3p4!&!GaF0uW6CH2?m(3r=w*6(dNxisxW-?KAC58bbAvH7!d
zosFNP%!AOaJ7kNpuK4v&T=A*Ma+TlB{|sNR<ovYF+%vgrZO<$7zlNR9#4H})+m)@I
z8T0pE{akzB4VnBtU)CpXxHyCL#M>|Hye8H1Tkbr)+D)`~v(ocC<JYk<iQle!ip_DC
zc)nrnjxG1B(snGlowh2-`;kS^+T$@--6H)ZUSHd5|J#P4E^e#qo2m)6uP0@yu3Vz7
z^3}52V&~7+s%f(X7+edL6qZ}8on1Xy;=%RV8rpZ>K5N;UzAb9k13s<0XR-q3XMOJW
zb@<pEn}4g@_2k>A%egcBPNyfI{(9oW+8@_X$0_u-)yqizIvy5pAXl-T^_s~>wf8f^
zLshO^eEKNssB`g?>XR}ahb<+aZI~(fi#hIn@xrJ)>tls4@2y%kKUMIA>*Kw(v6jJ4
zJ?}lA%yVc}SWjK<JeiW;o%SvB4{g4E_<G*WPiJdYnyy+g{tRiWE@k<6d28CU$rr_g
z#pApmHQ5zz|FHGt<SDnmu6N#iK};@XLJFVZ+0t^UISg{{q9<aq9`>Iq40<jZ@1&8O
z?iW5a?9ar#voq{s4=c~hVy;@O=>9mSaHo-3)wPz4xAP2VeNL}_QKfHqG$d>}`}(l#
z*~cHxxx!tnXz~2zz11B2E7snwPE|<XT3mGM*XAe_!^_k6Yl;dz@|$U~)??;v$&<^u
z3wJk03mkBe;Sy0Uz8fKO>Dgq%CA#O;HY`s&cwpVD?3@RU*ET-gs3OB3^}5SLwIwi0
zdtPYSnc{03+luF}E!%!=f#LBy?Wr1!w%RurT%GtiqQ`vS?J(VFwfBd187y_Xlkz*v
zb_4UoYg-O}UAttftb}6pozmBl!B2#&!ZxVeX7wy6Un6zp#iU6$C4?rvjM!uzb!Yb4
zq_cB)1j8m<Jgr;i$TH9WKSR`_oF<F6VVrhze_c(|Ui9j??X6T#XMwu7=2<7E`dLb>
ztu%c7Gc09|rOd1?N8WwgIBVs!<4a4+3R@5U`o6Bv^RwO7>yb>ympS~=QZ2u-<LFoS
z&@9h`rnhe?Che4;E_&vc!x8?fFWeeUeE%7Gi_CNVolKrhpO}8qf^8{h&(#Ob3zp|t
zNZ9RNRXH)YYGwoP)wMZ%@Ag)8E#JJ}>*h8;cTu59@3Ps;wpeQye(LuL-7Z`ELo`TE
zBy`$InKIF-m#tO)oax;4@qJ{(q5lk4FC-a*=PkHayj<40WX=0zj%D+X&h|K1Q!2Oh
zUR2lPHwV{ky7Af5dVjF{s*RVD8_z!sFpt`_m+^Igm*I|U_l^6)_O1&qSGKw4S>PWS
zmKOGX&9-w|s!CTxw>aOKRQcWXe5}Up>!Rz<uwUDxW?QRmy;?S8<##tmpRz}5wEi4s
zo4AQLGVn9kbk*c_B7dLcI<Z}B4DxJXv$_%}d|;)D?B|%i=vP%?p1M5Mi|_Z@b3IM1
z^S`z|uj82i=XG(;)82>j<`rDcHSw@2yu3Fge^2GJc}w1|TGBKBX{?u-rL5};V~urj
z4;zZl=6M`{_AA`D;K}njpQDeL6n&2SExGQ_ysFTGAFr=XyxmmXwIsf8Pk4~cPy6bS
zT%83njbYOsFDs1sF{NbX;W_+SJKbEhI!*G{obveoXx7;|pCh~OJX>lsN9uI&TE7=-
z)%>dtPZKCU=CSruk^S6IEl#<wOE0#1XvREQx=H5aNm*^tw_X#nFT~kgi@A35`@gMz
zInP3bEZ*ckzO-%4I;K9){|sDfP249ohfMW&q3yAIQSFV*7uLRGmfO0{>+S0p(JieJ
z%*QY7S~6XwIObB<?u~c3zP<3fm}ej5zxhGee$L=ymS;29B%5e#2|u#eFX!N#j}F_9
z6)YFM(jnY)rB|xw+H1ddm6a#=zA0*yNJv_z^!dxna1|eOuT8>FPCnZ-DVA>+r?&Rg
zurQXcRiEa}Unp96`KiUKzIIvT7`|80^ZGaLy|vME<|^YIj~gAW{WRMxMXoweJmh(E
zk?T<}Y1!k~Rz044RKw<T)MsAzAZJy%#8o+!GFMW2gVf4*e4o&Ka5cB(%Rj3vHmEdd
zo}M4Im&bC+tn1E|dTs_B%S@Ul&YRkDcKiOS(D}+M*4zoa>@Tp*r1Rv8?WL>YDjqKt
z+@St($>g2EtBV6<LU-K$vZld}-PFqRXuR&4;?I?{b2W}DUs`ci<Le4fRmU|y_r2dM
zwsZNGO)_Wrt9(yK7<o6<uF~H!uh={8AW!Jbyiyj!*XOgIEse2!yevEPIZLv#Y0ukp
z#>WeNjh3G_Vx7?3?`IgkX!@;HiGIF@(JcK{xi5DbESGy8EOO-W(mZ9RJzS5K^RgGV
zo|l^wCbVt&YA5TgT)7I{*G36!?lz%!@7nr?PL_Lao85cw`KC$Rj(I9u9?d+e{xCAg
z{EWo{&%UdCniG~yzVXWCh9ujHvn92TzrqsdJYI2f&CQtSYt!F6nz`wy$*jFik1B3_
z{j+-J)W)2TUstBypY|u)aP~IseRFcQ+swRHG<k2cOxaqCb$su##m}gG$O@_9KemgH
zYtz<qYx5Y?)g`_xuU);|rmkscvYOrUy*_FOWIn%)6%4DE3%NbXYU*5%-&Yl9Fvjed
zxXB<Z;mPxPO>6JocvLbyENA9H+lm#Z>%XqHbWs0vHcGa-E6OCu%l52@Wn$E-BPl)C
zOwuR54s&U@ss6I^#?h187wJuVBKR^$n{URSohw8mdai6-c&sW^E!gkY1doQvxA%q^
zrkn0MJ)x@3<e+@cl`cbfbJY!&kLPDC`1X|l=g~4X10(mSa}$dEWep>(@7$lNy2#RA
zcl)=aneJB#y<QpBOVv0upSOE7_iA6I$*<WL+K&}wy;N3^+v=r$Lf&g@>j`_WbH8VJ
zofJ=edR%T!c(jZKOaGyr8vN(%qux)JX8f~Ss@pk7Cpu@rCsw<u&4p^u?Y;IF&OMU0
z;qJ!Ceg7Gj7Mz?NI;r=<g{u~Mu0i_uMV{t-f3$g*&F<Jcm+u~rvMxUxtk7z6asU0T
z;ybLDu2_G4X+X|{uT0C+E$pU7>_6Lh@~F4xjblNcdEvS@g5Fuku1XS_d^~O{W8B|W
zxyhZoPfT@}d>{Ouf%DO-p2tglmh|ljG7HNt>|ygfe{J^h<ylkD$9(;=!fKwyw?!vr
zsxN!&Zz`yq?|*Cw_v?U-2kkFyn7S_I>kF49DVNLjZHnh@xwM>l-jYiR3{`SgAq!m(
z+D0buJo(R{<+t2&g^{DoW0OnAmtR{O%jX|o^6PV+yMNr?tetVoCmvj@WTd4i`So>t
z)|$$b(PxfMGb)ZOik2x^w|4TxW4@soeO96B&orZsi(OkT@g~cD)8jeeX^H3kvpUxv
zSS$AG!KCb9K2e#%%WL!cr<5);sV;sSqB=dp=CfCs*>dk7&vmEtjOylXJ?~rMDQ{N$
zS8MLo6X&B2OnQ)hYiG=x(o=ILeX>%WlYj8b>H}=YEzcGOoZR_i-L4y!$K0dZo}ANE
zYcb$EH2tLA)XQr(C^r=zzt)`FH81+zn^LEsSU$rC&*!;cp4AflT>b01rHdJ6EqKLd
z@#|MuQMdbY?%k5z67K95q^gfBDOsY<^6}nkPs2F=moY^_Kjo&Hswb^x;Cy-c`r4$^
zddB@#ld2~epI=*S?04j2Owp#4BvlEX8IwHEn@&1q+>^GRHL3D!#3xJ9F5kWUOm&}A
zJr<s`5WRT&_QO`Id#vZro><qW;`l3kp|>x)H{aabZmn}SC{M^<(i>WM-0NiLahbo_
zF&1Cm#%^rNd$Y6X=!;&9L%(^tb}<}$do-}0f#-9Svdq_`B`^BiSF}s0-@i8F@Wc}$
zpWKxe=ouN`T6*eHT(V^4iinyWzb@Z$JsVQ#C^NBZwq4uDP1O@N9=BN2-5yY6Y4<fR
z^4PsaJ9oZg^Z2sn$&ykx?=@@UJa-<mzV>!?o^4@_lbv71ztZbBE!fu?A1ykkzhSEP
zS>-jo{xa29juy_-Ou8k$e67!o<Ci)%?>g-?xq1GH%i*m1Pb{4v_%=Yh=J2db&s83*
z-?*^Po`0=#V_)-&tV<daf9kgM_WQ5Rm>3k+dS<86&w}b}<u{Kn%`-E;^DEe?-~aHv
zU61DW%f3tMj(gPBki0bS4OivMP?eYmpCi4D@=v^98ml(#xTT7+ESu#T&V>>-g|B04
zR#|hMn8LKA>bi34%s0-$sXGteaWXi*&g!~ku{`hbxT!DAJsYxHcL#qiJZrH!X4h1a
zg~eyyU4CZM81s7NNz<G6^gQ1b$L!hodCs*JKYvXszmubXdDbhP^QVfkr*?8C_sB=R
z$$4a5DY|NEXHV?oyrqi{`W5-FTxERv(>&kExg6)0CdOC<p7*N?F}wNpkeOS|86*F-
ziD&-&y86<%>+HnJ*U`>yT~A|AaL<`lku&jVXddU+70wTO=6$^{87t>ny;9ahr7rYl
zG;`ze$8nYU>MGB6TWcP8Jtr)<^R(ZZymjZcUt7J8&#hv4JFC00(u&jSXKH(kKAk+B
ze6gsz@5w7S>);a)K6f?pIeuR`qh`l(|EimZPR<P8JTZFl=X-m@4+l?~%J6t;#h!J}
zU)Ozi+o|PvUirdx<y}5&e0MHbQ+sepTuX@cPo`bkXH$dJe(pTDes0dzse+H|Emm1A
z+Y@Ho_9nY=_2zd5dA(Mg_m`gjr*zGm{b#%X=WF}yu74F)InMGidY{rq;ikI6bFLK+
zcVsS6nYV1Ol!<itw)XRB7B6-$d3S&2)mtZb%kE0r%XE9j<+8$`X?t#+$W`w8@>`Y7
zbgkB9yL|p2y_7R8p95yxZ|-Bw<v3=LB`9$4*RSg)iOE+BFBi?pJn^&M>t-**(Xapq
z(L`^?SY2yfpG*D8+b=ESRFDbZ6qUuH95bi-`Z<GhCl#LU_V)hHkhuBlx~z%2{hm!&
z^K!LHf3f+)#^-%gXPX>sPJbO&&H9<=^Ob9lVxLy72)tZ9^VF85J5`q3W($R|$a`HZ
zXWe1yvEiI?(7HaYiEhr(Om`XB?HvPTZ46}UO!uvxeA#r-#2!BFh*RG0E#_*>asTEe
zR2R2@ZHoV5LmPdsuUk5*LKo(>uUPlu%7rYx<L8Yt;;XgK7K_Wt$G>~FZ&j|Xhvb1T
zYi^pXIPrVYw$MEXFZ6D+v)b|D!IRc?cF!FX|0u8g^ZKoIFRwwtj1#6u&Mx@mc5mxN
zse3txN-Tpie!Tsnu2UD6wfjfe^OeEpx7IGsd{~<NUF+%dc9y_7>tA|R+>706cKE?Z
z(S72J?CsZ?%v{9s*7V#-PFdI5`n4I^8y;3Zw+U~&_i}gaG284_eVQR&zl@iy<xkFj
zRT-_xzSKP5F}7wJ?~SnHTY~eaTwi?VmPK&5f!Ajr+rp?`ZoUOq!#bV>EIIae?+KAl
zl`ETz{RHQG)t$2n$~Bst;d`a^xL40QizQr^YAqAPb0!ylS;_c*R!g6orh~=vrRs^X
z(~k65F8y3}HNelpKFWzfHZx*f`Hk7<)b|>f)myFp5!_Zd>+)2lnF$+~UtuiL3JiLC
zVd=WZFJD+FEmV=Y(&Zp|zN*<}YUc^*s-SN#ebn!-)vL?f!mC*MpTYK}1>2GnOCF0#
zHFfP+@H^zyj};Xr5B8KUcF4T%bgcGe%N#z-WyQy1E}yg%)!A*WD7mZHAxCcR3I(}L
zreCwRe6hTh+t0pyt>-bz_kk;x3t2u}QWo1T!0<No#ySH{$xT(4c?~tQ6K^PQH5b)a
zmVLpJ_tN#|+BK%Z^A{{jR$BAj<nn!y%R(C(imy%SV^vCDYjeT+^+rxxU)z|JO9n?>
z+<fEObWhrHzj|EC(wEg~@h{}<@lPu@Zd$pmW$l-xj>ocio|{^nUn?yY^>mAcsK(?4
zrXHoQ{aN>BdG2<dR`xQ~^I6X<KjWh;uMTXt)$*%2@8$DJ^Y%`=DKQsSwlm#O7fmp8
z4Yix{=-!kq<(jw7?0nXfEUL8Q<-N_t=c8tb-VHptP%C_+;W^LaQ2|E$B4>|GvekU$
z9&;(&Bkx2&+ftVGbyq%|zBlKF&4)}&)^*|OFN2RAx6Rt79b~e)??{o^JI@`Bufvt*
zJf0Ym8r)E~)i<(nW#Qg0x_6Z~^d61*EVgq;9-o1)?eo`Xi@c=fnmoIDRx?I8wCr=_
zqMC_kvleU0NbOi1A;0IlR*t1<yoKf0wU!**w>HJ}d+lDRu_faE@u-TrtXUI(eOb+Q
z;EG9axMhjqiPem+x+cC3pBV6oH(j?kq-xV6bLFlr2L5+nhZ-%KCzG`ER&v+WZyO7e
zw^?19uya*hhU|;atf^_|PTcw}ZeVqp<I#e9ym}H>vrFQ2B1Ps$r6g|Wsk(Y(Te+=o
ziP^8hAWmhL@LY?XQO9S7E;)47Gx5sDpW)%sxpD4ZO%{)P68JLvey}8qzP_|DWnE?Q
z%EZZcc)}ct{G%dco;05gxi{Ob>Uvd}rOf+W?mPo_o2pQ?Ck1|4;&VzQzb)hR%$uUP
z<K>Dq95R<QEoG#p&fIuu-Xw#!eN)cdc0F-{ulU5uh_44%_%wVDFxl95h3iP(;|ayH
z8a&*q%AOo9IUAN9_@Ck0f~#VCzR7AGn0cOQb6BeEs!QH-#j||2JT53HKY7eI&2-BW
z;Vsu))SGuQEfIG6EB|51R^g|aH=a(?Wc)q<Z`CD_ACfHcmzGZLGIjj6&ft_*Pe`=-
zkuE=euc}iFPo&oAO_>#_kY-`RuI;*gmQLD&U}64qlb=|evwgK&;xJ!ktmuh1Q7Jur
ze3mko#3XF4I@=krE3G-gEIcu2eL?>W-ZyTRD{q{eGxbl_p^hupnkrLDS6$e)ev?9T
z$c_LJpBrD!WpCJYWxW-<?wpUap4y!id@iw;J2m5us4cJeQ}KQM&c04>ujobeB(u*6
zcV52qopVa#{HSNSUnP1HtQu~tyY0O9;<UtXGiCUbBX%6waVqcl){N=1TIWx<5n8A$
z-CloeZ=S!Dcd=A^XJ~s)(w=A6blEamrhS@JYZ&Xgbq{y{#1z?rLwmZeC_P#7-CEJ|
z@S>md+Lye3t<qq}_-*|Hle<nz-P02<PdxuT-ttD~wMlZhDe>Q?FRgkvZIeR?&!+0H
zN6nT@JALK+-0dsho0WH+GE~dnxP5onp?$oSN2e~`^J<xy;$Ew;{WtQH5>DNeo4GF2
zQm@_VY5KyQPF7q!?t(U9rmIgl@Nn3DUG~w!lE?kwtdsYP*7TaPx^G|VBkA}cR3+(@
zk*~pS&Er|8%2JoC-MRJ|-<^=t`rBLsI@*<OYPJ3|OmlaR)c(^Q<}&eA%ZIB88%(EN
zY_mMZzhY&`gQCi%XVz!)YENetwc)wac=hk9w#PTF9B7WXYi2FQ@OW>8gtDoFd6LCS
z#sd$o#;QMIowT4Y+w|&%C!zZ-c+!^gNQ9WpzQ`XE9v&7rZ_7DGlcjtWD{iEOWZw|X
zk?GqS`NJld`O%!?UAe1sf+Y7`+IZ^sRY{qZ%a<%zA9dC&wDXdm;jEtLD^{&5oAYhu
zHHSmXev2mg{uEht<846ltPNAHJ<e2eVth8EVx@84mEL=^<5CtG-8}0&uPSh!uil+2
zUo|$!FkYH$xgu;SL)Q}T4G*#c=Y&))FLr&?DH=UFjPq<5^Q_4h??caS*wxPx%wf4i
zHuI-Q{uNf1%Zxu)`DxCOT<rH)O=;$2zw;ue)*kU#wk%9;YgC`B`YUavFqM#no3wV?
z1dDuK^o_6espVN)e^VwoEuX7*UnY6}Sg!eO^~&YVXESF1KDk*(icfRxiDg}T^Eb-6
zE`K(QT_kPNjx}Dq<|cQ#f-h~|KchjaBB~?gVO!=wT^ECu%R+meEl{4PF=^XjfoH2_
zo?P9;zc&2#<j8HeZwFmgX8GuU@TiyAobayc;@2M5dN?dSc$R62$=eOHb}X7~GUM@D
z^R9iF!U-pqHwQFN_CK2`8RN8ZMTf-ll)zhCcIwK=-s>0HY|^t})&tXA$!KNC2jAA0
zGstb7ue&67o~6l}eV;X*-e39i_oLrz8%xCk##K?W52xKfofi>)txoa7`P&xU2mWLq
zQu%OZR?V9Sh4-2E{Q466uHAE2XwtR4=M_Kl&7PWetp3;6&%ZoP`xdo2KHb>$+dXhg
zrh-k`dbV8`r=0s__4h*I*Y&c8u39art<9{C68Degcig^1I8s~qWL)-P8&?UP<DyG5
z*Xxw$GMh7Z-Q2%b_>c$lgly04y3_9ZuCTvz$|!0}&Gm2bU*_+sTpxe&txI9v8o`A7
znKmVlcBdXO==pfG;QEv|lhV&#_YDcSDj_xdp`Z5ISuc+2m6xpB9Jur8&c}9JpPFB4
zI6kjB<kGVH!M6@w4)gia|F%T2a@}n2D;IXB?ofC<>*tz#7LUulu57*<DZx}Pb3JMK
zy5&p5wmv>xQro@EXOic^udA!BEO2qF4xjL&KAd$r@8s99`xcj_NN<j?a9*|Z)8{#M
z8{V&+z0@i0$t3G*d7D4o=U?u1|3d2hlEbpvvp$+M>T#ZTo)y$pu<^}<M?1BwOH6C*
zx=cfo7{C3x*4`s1Z1;0rxXYZsi_F-z?g>?_C_e9}eQJ5orKk7K7z92mwUvB0@oe|j
z=Q97ce!182VGYOIK8AzqC!|iD_Cn_S`ihI|mShKTmq`B6ezRg-mUr;eRk!A;#>NL<
zEA<yR*126>)?&Tl{FtUl4jcKpsr@VNKD|Fr`%He?-{;q7J(+K`Z<oBY-&VIvySz79
z>pDHO*>>>p{6l-Txjpzb>t5x|1(xd)KRJibJa^^%{4?rRT_<%*jnwk|w<g=Gl&>v2
zmMv9$;=nt@*pGfEz8Sm<S}uO+=#FTa^0lrt*LeIthdX9+&WgAgGU*5p-`5N4Q_8$*
zHs)`9RVTP%=dPV9>3OcTor_=U@AZ^q+GxZ3aOsxISLfQ52mZQ#p=?&g_GVkoby@45
zRD3+N>fi5IUo5?E@?;5Zkb0c;$=!703dU!0*=J3)mj*aweO#`3ruebE>Y}Y1v%Y<^
zIA|%kUVHyOy(7<NmlmDjw>0gQ5jwB6&RnRl>v-Mr^XFFQMn-hmUa~x}+9-O0?dwZ9
zf9y7{n)Yk*Wzp6Zw_7JLSYH!ea;<Z&$%n6%l}n|S7kxN4SK8?&!{_k0qtStm+kfoh
z%9~vJ<XE`Hqg}lQoO)3~Mb*KJp8PDo@N15)gpSFUt8-hg9%#E5zJNQ9b*0zkJCmxo
zzV3DLG`z8Mz1fwum+o@fx)wh&l)JQa{kFELmUA^O_x<%T=`lFIHtW`pBJH-PMZQTl
zPO0zUGCpqlWm{u<u88B3V}<v2y|@$=`z}#N-KH`s=kwJMrE>(?Gmh2G&0coNq&sCw
z3WK)$5vi|BvbPvK+7tHpxPeoFOl{_Gjo)tXZn?*7x?`&<ebjY+R^*+CXeS2lS!efM
zE9eQie)Q!>4sR<r`DqG_vwkrc@0-`hSFV?R@%eP!#nPEOuW}rECE)d3dwoUg6-(Yr
z`|9?7)LHlb{C|e1-Dl(OJ`pNCZWDg)`l;lp$E>e~ygZeEuiQ%AZPBEdXRXiHo0r)<
z-&=X~>u0;_((h|E{~U5>xo&IXI(yca+Lm}{t96T-yJov-?#%hRdSdJe!?P~eejKm5
z&~#$*ebeO|o7|f=Xa#Sc_UwrG_h<)}Yj@1Avop-g)Lk<<<Amv^X&as|v(*aKSiZF1
z`L~*2@13@_Z@M_o=WY4AcjweY$CgZv6`kI`e0S<CKK{pX9~V`a-McF~C*|wQ@HfJ~
zcRm;vF7~xJSnRz&`Mim)+{bTwW*!&)k~TLl$wBjDv?Ip@KCLakS^}Gxxt`BS7VDqg
zCKq$PD0lPXNg<9s*L6!*xwWi&IO|a<Zz+Sl`8wW0?n;$Q(@q}C*7W_7zF?)st2b5N
z_nuF3EuPi3@RI<4){#lCPdiUOXR%K1*Vl8kpM#d_owzjDTs@`hR`2JOKlipCI$8Fn
zGTCp}oH?Jru5nLQSK9sZxbsVmr>i{87p|M0P<3_b-hjG~ve~l_rrO7!n{~1Jy1#X_
zar(4x)9;nu&%I}L&E#_NF{`@L8EZE$4VilG-J^xu-j`&1vqu?S^E%e|f%9lY^cwl4
z#m9X5_U^apE>w~G;`V&Ok_TI@U3RGyT)pygR?YT2``t0$+Ly%K@mO=9_0hh$7r(4n
z(Cc@H(W|KIO@+jot9K7gy1rU=>5GldLLX18%|1QjffJ+TQM2DcT`UT6S0728+kc%m
zF6DN)$H$;4OUrj#ZM%9UcKz9_tM5byyIr0>&trXKe1v|<^74<R>&u(NCci0cs!(3J
zE^Fe`@boKBUx~cZ^vnzW=z40Gz1`N&NBWqbi@ub)`}jorebdLEPPSXF{jj!Z^UIW%
z=N4yaCkLD{n^$-=<V5nEc~!Gc8a=tXW2fZVs&d2pdmAeb?S1i^!{TUULrUM)iyh~z
z!h)vu{VG{>ZPjzrZ$3Opb0&Oyv|Yvdw$kQ!EkE|EW8Y1m^ptJVJucKZC#>T+v&_|M
zjkGxps|t^sz7U&cc*xn}q|AdaYeW33ZoD%2va9G#@~xLfUW|2&N6P{a=I6{|JpM4`
zovFrSiNN_!V`RUrd)jf{Zp!tAAAhV#_1b*zpT}E0Q-dXq{pWUe>cwt8`RDay?`@MD
zCm%Om|BUh0GS8(q_NXycw3n?Fe7k4f)S}aVJNL{@>g6_6w!89LB7M(Jk0hs~{ZHfb
zD(nx1?Mj_7$$@7{YUkIL&$mv!dOmHf#HFmcCUgFp8QADPlrXvBGKmLti%{)~Rf-Ic
z=B|FV(M3X&f$Qhu_>W#{q4BoW*L9Yj)mAIHxRA#t^zM_dY0q}9ORnIZ9H**#ex{<W
z=enftVU<hN>xwV!I?w-7Jp9w@2~NKrZ3|f}a&yb;;HGDjcULRt9lE;IQu*@Qs?@D3
zx(qzt-rKfjOT4~>441FxC5>;-_Qi{a`IXsNeV*!>o5Wq2+<V;b>ylqRHNA&LAB$V9
zbW=8+W7-+>Amz#9d%F#;sHVKBzFF!O@^ZV{^qH@whu=KGuC(dV#_Bf7_W>`%iq0II
z>z}86?d_X~t&E91;p=&9*3I5{vj1G>mdBoVzZ>S5L?k(QtarY=b^#CP0nrn8?kN>W
zFF3xn`1~W4Ru7iCl92Th_q2;2DW4A8^!)nHH`l*!a2I6g`uRNW3ioE-yRYQ~K57=!
z<;Q(J5q(nk?FpF)z6EYmUiq5U#=N{3@@P_+ezcq9_IY=;!{2u8WLx7a<T8U<Vx8PK
zCwr~$$)eI~y)T1XE$&av%JZ+5yVLw5+)(#Q`bwsqKUGWrDR&*4lsx%dcG#jdC99_V
z&MJ9ZF~j2PileulcRjil_VuWz%o6jM%Tb+=RI61=d5ezkTottM;lV#zGm@|G%{Z9%
z$w0*Ph2|rX(3`$W<pm<)^{GtJ$Gj&+Uz*Lj%Te-$=c`(6wRaCY73<oT-j1Gc-gER^
zbf(<h)7PtJsX5KNdL-ulshgH>!+2abp0r$1cPiRab~X3XXT=XUM67YyxwPV7?z1AH
zJw1N@a$6bCS=E_dGi|OfTm84)a*^4cU$-LcQ)QKkmdJa(`cl(b^=#HPd%di;Q|#hp
zjiW!u8qKx5pS*q2gBFXo_jY8zp2;mU&vM<-=}#nI-rLdZWHb4=`qo78Oy#WZJC_%>
z=<!uuU9wYo$C_rrvl^Xk*}G@GPCggBVqW)0Yw7B#iNDgePI8squk~=j9nQ5o?%RIs
zI(j^|-)o-glARMTcDA|k#(FXySH8D1-iG;2#iOZd(w{6APn6zu@^$id|Jkp@_Vgb3
zq&;ujPA4{g<+b@ot)81~b9L2JYMFMVsp8SjlMfaDvX-|VV_&$g>S^&j`?XG!_a4{M
zo^q_C=h`bvg_>iVT+%PCU3pNxwNx`UuX4|(eQ#boJ}z46ao}(EoXCy?Cs(g7D0G>7
z@xoG(e1o{kN1K+X9@AW_oltx<U}C?_wOrA+O4puBhEJ;JIy`e%zt@ckf0i^KO|qKg
zSA8*;FFnw8Q)A&-ze)99cL!W7ye=vb^X<5(r(tz?uJ>xq^Xisst5b}u9$(uSWS&zv
z|IqHgLdU{pdd5u^x)^h;Vpg_aY4P<x)=S@Uc>N1~Z}zKz!$7<L!rQCLK6AoXyW4n5
zNVogPTxa?D<kn4Laq-<dr_Cz7JAY}G?u6rx0sEHc&3IB*dj4+3B#zIY8Dnx+Y+G~Y
zRY=#pFe|lf0lbMZE(_$cr`HRd)cnb4>gRp>rFesbsZijnbLIUDMHlD(%<?a~xVXr@
zYRTl=%~#~Jj?TLE^w%V9HV;YusKYl8T{rsnb=lq<UiS-M3ce~-{8<=0H)F%A?9(9=
zd#>$Wp>rU8Z^o9JVhcO7WBDGKY<{kLa8<dK-&2)&SFgRic9?tOe}?Pp_HOz6^3v8P
zuS<*SRxJ7ZGv=py=%tzF302oSveF{TWy0@DZR`KEEqK<?({UHR3xE36wW?HQ>FNtl
zR!+O@_c8s<r7UyFr@ao>&2_A1y?M7KP<sBf*?jY?1Y<u<$*J1mvrbgGY@5xyc-zJY
zS5>#om^h(0ZcoV;iAQrxp78!>xVA<#L$7_K%q;C_(7muJkJ<C9UR}C*;zixmtB%W>
zsuCXUwlF#J)6eq!QqAz?H@;*(lri!6^ks`}VRT`Xh5W;_RpsBJo-g>blD9!7_s{B?
z*L%NNPqmDBu<x9sOxPBIN!qz<n<oExH8WvOs9WZn-k2zL0j-7SbIR70eORx+H@7gF
zw}?IJ>3g-;U6*w41U>cMZQ<)|asFkDbC2Pl>@|BQOnPu#QBk^&x9ZB0OB+AUIJR@9
zNwC&qnd++>?L59e+t_C0>$PXr%c8vJ^Eu1hj?d$IY#Mw2%L*&zP?aQxH5a^sssw$C
zEdOeA#r<c9x>C00_{-~au7~IqUVUaf-&Sj;&G$!Jnx1#9RjGfzHhPogm6Tr+=Q!R+
zZepB#Hq*C%_Uj0vZB|!x!=Ak~O}dl(Oy+uK+WvBeZ)Xd_-bL>E`1AUr8yXL;73JI#
z?k?MSKXQdi@yoMSES#77wjPOSI%j-qFB9LPol94~$lI>Z`h9W6@y9{yB~LDIeZJH=
ziZedV`Dx+X=&%iQ8ZVm$tXG~KE4t~E?SBTZW4C8J=47fwFf%PN`2IKRP4?wJt#s$U
zDf8y?#xF8-NtXG~@M~4iMA<u4VGHs+j)vFovwdx;p6Fa&IPG=+sa@JRAAdaCG|}*F
zEbFQ#T`TT8hGd$Q1S%d}=~KzhY?>!=OzW}x^_S6~_WGLzUA^%%t-tw=_UzeQ{9do0
zAM>!?bzQi|uDGw|y2!i!bpCW<^LlmL&5@Ukrpd^)%SUZ(Za&VoX?cxspO)w?s}kR-
z{~5a0bgkPnYgbqC@#3@LZfQ$?p0(H{Q0Qr$AXgZ)>S1AMUh$Ue+TI&qxxUz9IrGLl
z)25quZ?BKKIps;=^@$N{d+&6;TsF6lYg<u*<8iO^Hp16uT}(VyU2Zz>=ADA-aIcNW
zF1kH(ZZa=CUiEZ|{gbdef2*$Xw6jgUoUXbxEo6=5qs=F6LQh(M4v~29`E_i;^qFS^
zJ-^5qpIp7L@nz&`g>zcBwx9hXy1U4rM`?TNIpd=)-aL<H#R&I=<SQI^KAQIK=EaKJ
zPPaC$wCefzb<N(dss5t1JhiLeMA=r_uG+Hr>GzdI1;(LECY$zNJv-(0U1hZgygPq|
zNh==ro4Q+@scl2F^v39w#?vy3V<wp?9+$cH#;D}{+Tzzezryw;b8*;Ig%;^8<I7)o
zdC4k|XS+C_O2*IbdX$`(9jJDE`(E#?=Pp@iRTo}w|5<$2#=??q=fV=+h~IwfGFKuu
zuk_N*I=y)Z%ePgJ9y3d<n&cyG`CN3?Wu9xkTe2%wN6tQa%$2px>YCP>B|K8|&mFL^
z6z%RkcdL{sz+Cuk$mz$k+$Vbcx|VHu;EP(TFJEb5?pKq;%|U#BiX*z7l%LI9{Mmon
zahvpYM;Gn=&tRXm<N?peud7)<8FrnYxGyWL+-z3wI)iyLj`AF+_gZm@@$!cEfs*XD
zT9>ZMmCVjjEi!%?VA4>&bYdG@)x52av*%6q%}RQlHnY6K;&phKli~TS6JhEMm%sOv
zE>DYDGRw*|q55h=-PW`2g<bnL&ym{FBeK)C=tzl8Sk9(7^S&(0X}-70<K{`zFqx&r
zW@YCUKF>NiDR%j~tS@WlFI?j}pZWg0teyGEs@02*&z$#XzE}U=1j(EJYU|dVy3_1?
zsch$6za@H8&noy;)oSH-&-2UTm?8K+{A%s7!kBgHt9^s>!#q|w9L+r7@nG_;RjqN>
zzk*K}|5-iH>-b6uw^PSHZBSm9WhwFb>#B}Fd^cW)ackOqjOlyxs=G{6l;!*4JS+Zl
zTY_vJJX+UXkP+m)QmALQ%w_dBEw#=rnY3MMJ^T;<P1zUr!R`L3#dEWQmfZ@ElCjya
z-TB&P_3q~5USBkG-7XcLcpY=~NW3P~F3s~Hi9tO%Z<qENxVagJiO76i-P1iMS#re<
z1~=9!&3P=}H+t@n<&WyvoW4G5!|#vBeJ;BsuUxm~i$&V4>gh_7%xkk2F>$PUG2v^>
zudr2`%u8L?CEQMGVB;{=dN9%dz~hC>8j25yHm>Rqx@kAxYx@40v{kFNai07ax=@Pe
z%jz)8r^}rqITWjyvR<jxx6gkb;4p`e|MS`v4|57^&sxWvvzj3Bch}YMAnn5B<9S(I
zURXX~xbo&KwM4Vxo~kF;a^^Ho{1Mi@spt9n&u3H46fM8k)_%5bnNN?_ikyVvplzPY
zwpncQhVpBj+=Mr7mhRzy9&I?u-TraRkvvD)!dMgO86j_qPyQ5pz+UgawCv)Engzx&
zYcdW@s?~ZqouQ%XnsB*$s%DYe8=bSCOV)fl=6`LPC+Cw{tNdlNd)F&ZTI#NLOwK=Q
zqA<(vD_pg{nOc2*+G^X4dk?J3n*8zdrL9bbp-~2YcFQJ<Ox|oH*>5T#)8rbd<yNF=
zR(x&Q`HcrPPEL5cM3SXzm(Z+aiI+hMi!Muu2wu7L$?#a!rBxq;8w`*7Ess$+(Q%I7
z?#m^^S@W6a-MNx-<%Ljpx#s@7sloN?6DNkHzCRn7*WPt<_hz;$VcV3_zP}G-d(O5b
zaaQx34_cQje^%}ioBnPdtKot3K9|{_ANR^mSMU4kX|(3ice`^weTN&bE#<PXKex!C
z>Q~6?$(Q!sJMkdMd&T7o=^s}3+inhiyS!C$MWKsj%sP>TKMUledfV&vt~z(I`DMtn
zbNp<xe3c{KrTP>YR5PFdab3CUiNa&GT`T+5oA2$gb?pc{{>b{e&64Vnpv=sTCt_m_
z-}i(`%-3NLp0%(d!ox#-&b1ih36FnX=il>m-Lc78cl+Hpt8B1b@3O_Pck2^@*auA7
zYd7z)l=*mXug3AaVKys^?ru3B-{pFI|Ci;voA^afMBizDQMd2vhD}cxXFZz|w@oPb
zD<{MGZG0B1e0DPTpW0HuA+a*drg)y8`?a0V-t>EQ?e>&uIk{!l<Gi_T1=)M|9$?}5
zIP0N$&*tkkv$LIVPPwX@omYHzZ(pX^)$<RdKi>ZOXzSvw4+>+pP2281+rrZ9_JwDU
zwkk`C)}Lnh#9GqC`0@u=&+Vqdd0Pvb_Z_?P;<K(`zr@c5$+fHnRb6tb3^G?DzMd_)
zo!2~7FRpdVglk81JpXO&U~^~xu(soKtf6~r$84V$i}U`j`n2ocjx|eap0BrG>lOc0
z*(6rx;<JqHDsu~Oe_iuZ^{CUQ1i7lD%_`HI_$}6oPcq&7#x8oB?5pOx8)T}Vn|j_>
z-K*7XE^|HBs(fSf?7iy~Ki@Nm%jUSV(Kb`f=Hu&-11FD$tkixHZ+dYz^W<y0ql1pK
zXTCmKc+IoP;^2C(E$vTbO4n&k+#DslBW20k;-q^{?CO`+ONOgVj67qZ!Z+8~A#TSV
z|Aosvl`_*<<fcZZo?I1Vc+Ng*-R?~V^-^AXzh{IsMa!lH@$kR)Q~7+^v}xTdHczGX
zu6l2nXT1n_pQ?E}zGRQ|j@QAfk`_2weOb%$gzrz-$DC&cQ5##0`>L;+_w-!b8Fy89
z!JpTQ?Am4C%J!vsoOpXB%w*Nw<LkZN$jMcOiF_2C!{_R=XujjIqFfo%hd*s!pVzzd
z<YV0YTJd-1MW1c=xM{gAopt5QQ>y~JS00MlaMC{N`Q4)8Tif#-S(>z30-GL4J@*gp
z+~%L2y>q8ct@fHv-&P!0x^+7T8*6;&0n0^xZ{^mBiD%yYb1v(_$7?&hZ=Un`vhL8&
zhTwC4*$q3x(rm6ehiA|Is(NCZ*3a4fHo?)EXPMMw`@NET5|Y=Ju2{>j7kc-UQ0c0a
zk7r|xjH*J})Y*2gT+63<*7}9dB!R>1{~6ZDvhF=^6RzLq8tG{^C+r-@=alJY?Mn}r
z?sO{*-aM!5*L7jmlP{xJnmf6=tM*RKop|BcU#-)YM^hG;vn|Wyt9txL+j8}?@=J4X
zZS*QXR&jj$+N_AUoL|?i%kBtAbQgtuH9hp;?zvf)GncKYcFML6X()_2wsPIJV_bh`
zJ&^mlvB^){@U;DoRm<CUhwtrq-ZQJWOT6f`^`y!bk6MpaJlZOB=T~vm$6FJs!nZ6=
znH0;<w|L6!>j7KYpR(JsR`Jd`X!&Jb5_b`&-PFAzIm`DJUFrQLE28jt<xQPc;nuq@
z{z%$+|DGPZ*S75z2h=~VGv_U{6_1OOX0{Z$cGh9L;KYL~X2luQYwg~hlP$G!=|+vo
z>}%t?p0lsNv~gy;sZ4HDao3YsyRY1@&8ZRzpUK>pou++!of@0kwu!Ulqm<V5Wp2+E
zytekV;mh!APKPbl`RV@6E>f3}&Gt{*VsU5oofpbBQkTMH!c-#8n=a`+u=-o}M%`Ci
z&8B?)wz~WJa`sD`lqa)Kyu3Fq(yemMQ?|YiSL>_{-UE-<M{yUv4n1<J;;ciegr!25
z-gBP?vqVowN`6_hoy&i{-&UFF3@LS6XXP;_zVOYJOPP68TYpQ{w%$~cjr~*7XKh@S
zX*l(~-<682faK!~*DVgV*A5r;v`edv3s|fbbm3=l%w^?}BC&l1S4;{%8#3>$tzX?x
z-t}>Hcga1+wV7ds;g*I!>N0QITFcveE}G|dZ|-ZgT<MGTR=+skK05fbIPyP3Qs;k$
zmeRF#yH&oYcYT;(mp9#AMSk+Noj<qC%YGHPrS#yTe^a~m$=$nO{%PGVi|^H@KYAZL
z6s=2s7XRj^=R;rR%*m|wYT9qC<2hEZ|F!4pOB?BlN1W|_!k5a#NIvxpD}UOx$xeLI
zHP=_mO#==&T8e&)ecssMBk}9mo?D*}zM1);E_By=_GF85f%j(HRcaMkEZfu*z9>Fp
z)6w~p`=g$yY)?_QTsviQ^jt5mI5!1pw@mr2ZKu0BRy<p46ytT{xy4e+qxLclnogfX
zX1xi~*)GE$l=<_-vXZy=rcbh5nYQOeP?4Xe!|}Sz8!`#OCziO!-ne(=l3`GCSO2A^
zca!D(vnrG&jxTkyx^jg7R8#ElNqt*nl4j1YGEWhVoOLWpjJd1KHSqrD>X4br600^D
z7gtSdeBL#oKWmBSa!&V$en*b^ZizZ5d19HIy_Ca)$6dwAqHJ%MbuB4f>GW)VgNJBB
zQZvi?3(f2zg4eID6Ip!v+0={sI&;DqH(r|XBy{rxhGlP`e7q1Uarc|nI=9T{Yi$Fn
ze_io0oW-+q)`Vj$eOC@KEP3s9M9_cZl3AI&ujh32o9b6}E6>uC*|hZ%L)N7)uS3pz
zO|WO~D%bQ}zOr28@KNJ4-yhA0zPIG2*@cg@jQg(2J*vJWQ+(E1a8+v4T}|gltDXeq
z*=<!@pLFcchLz%LLxZQS?l8*OIBBQe0e`QuJLX=K3%)K<kzdQI@xr-@bIJXlN6S~8
zVP!dG^v?HL@wFxQDxYnBIeY)FD@DsfVka(<VLtgfYND4pgZ6BlI}buTo*tC>wmdcQ
z^XrY5Jk{Lerp}2-T0Jvz_tmiE$!Akfon6;!sMXc^%u?O7Cz@@-##I3>n&K{NXI*c5
z(v!CH02{B@l3%mRV!NJYyzV_vcXiHZ#)*+#Z-aD-%(B%Mbv>K2dva&Ajhwb?#MBi@
z+f=^1jSjrU^Jv4|3|+oo5iu@X1IrY99&Hg;mz%0|YtARFUk4j|l6J;Me76phT2;^e
zyXSe4RjAs`w%XTe-em`mrf*$5@Azx?t;>GR^5zY@9+>K=sqis8SbgI{-H5WaFLY1Z
z^l8sqnz6Qb!;j3<k9Pg!%*~7VvTmBT$*tlWp(k|t4&K^&iOKfI`v~>0qL}52b?oE>
z^L(c~-r5`9P#wC#tcgP=WX+P2ReGL}C7<nE%<p+rd-3CsqMAERw(YbivE3ZG*`uiJ
zKf|w;vO6EPWo<kx$8Y*-Y4VYkDmOj5pZp3<YngXrZEL{J6K8F&7uZzSW=@ulc+R_<
zP4Z>%f&k04lexAh2mKV(kdb0dyBVt-wEx;l&pkqH_F7j}Lp|9quT9<3ZmX5Qa>;^8
z5)90f!=@%Gt9*`JtM=w&==Gk5D>o(P9sTZNdC-1px`D#u{Cck`cczF2#M}8<toeFj
z=ei^FB9v8<zbqB(-J7|{z3{@7k0(~yrLL8n;&srV`s$88`}U>2&lP1D|E${0uHJZU
z>YB`V*+qv}oBL&JMLdx|RIhcd&$9SOVc5aR%-Zv`IyUcXw^(uahiPq+g~Zz4)dz0}
zY)ZCRFfX%QYwezPo6zzN6aF*sd)?x3yE7+jOOa;GSChFDS3Rrs<9;(q^GTiQvWXi4
zIG^qM7NXEJb<PFXlLsG7J^kdfVRz`#2{Oq`J)iPS?D@|S)w}3c-OJ;$85<^V+|Bib
zuQ-Y$gt<v;YwH!ki970Q!j~Lfk>M*T6g~IGgC;iq9q$9)I0a3<{MjN@aGRy+zF9dw
z3p(2$U)%If?&?!(e#ytT);bH?m;MgRf2ZlV`mWsaMSG7fJJyvv!JU0V-PSMLx@*&`
z1bn5H%QXt)rC<K)J-VeKkNtJr!{kTXJVI==IBY~kkDID}{m-BraWvjN`Ms~!rDqn?
zPfW2maA?Q6Q}?((tEFxYvJGEbv-{zGF@KY+Lw++J@2yo_Qn59SYm?i(nYa6|ZK}(;
z=yuzr+|W_LGEC#%ANfnWW>@b%!r*bpRqm^kvdF1*mS=O^rRMKGer@N{<!4@aCokB(
zqxCpT^NVcvGqQa3TnD?(da_&m3cJvq@o-b^>$!I_Hp^Z99&eiY@YHkBK*i}RRu`Vs
zP!RmOMk+Qh(EW75O_}PjH9U_QXZKfasY(}(bWY!<EjFpT@7cPm%F46Wd`#bJ%NXYx
zb!z*ym2Ud$ma0u`N-VXJsyJw0&9==$_GoAZbIH0&*OeI=OM=-P3aUb%s`PD*QC`2-
zr+fE8d#`!1r!V%VS}yTf`8wF>aZhM$`^J?w--x@l&oJ~=FIaO-XYsr#otkHZr?2?w
zxx{_dYc&hg1u~(MNxYM+t_5v(nsAb9gXv6RE6?U1p{+ceE7Bf6JDOVlB1$j+d{h<_
z|5hu5bql)YJP6Iw?h{p5_3%ShOtV{q_wIXhWJ*?Wii*{0?q!K8oHtc!qiKZ4vECad
z>$XTPF!cBuneu4aIaiZ++F4p=g<*|yQzuC@Ut6o(RCU?MSNzA4RMVJkTB(zj=AM*1
zXY9S(WcJQwUzR4Q^Jsak<M^_iD<e$)-jtxiYm1+oR`G1$weM<mkD79!HAQjR<E1`^
zK58whh3=wy#i6epXX)??eOdl&q2*coS-XEuin@DLCT;b);^1pt-Wzo)6Wxlm_=<!3
z=4u4x{Svx;!FBoLdkva}A=*4gEi<R=JnD6Ef)B?M`>6f`lO@;goH{JK<MCS8`zGz{
zG~Nf7o!&Yzc~-8PtA5q)J7SCdMGkqIe9BmJ!0)O&%jJ_ReudVwr?CV{`Cds|dV9gz
zM0+W|LeHa$kLE48eIoGMa)l5sUz^EMM_>2{_H;P1gqv0`IcQ~|Wv}(pa8{Y|(fnH7
zBq<xE?~V*px#OfCtrdOLvnKoG<F4OH*#So;$N0W$ms#2wxA$z}xu!`OFPFvz?EI;|
z=11MDThGruDL%ioDzCjz^y~umY0MMj{VKK}bn;M5^*b*5iLHP6D>JJt6HR=dzO(tZ
zPCik?>(<R_8-rS=%$s{|;+FegCLJiqZoj_#lLdQU_I*7CO>UX8^|NX`pBbAy?h(p9
zv({DfUHP?w6@M4m9Q*g5;i<}hhF`DG<h}QnNuU2Tywtn>o?G_0ytIR_yS`*z?AJ2w
zO@DK>w^Hw8fbKJn=W09KX3Y0r>M^P0*{-P;_mgC1`v>2)v0S-hXW%@G^@~&{pV_W%
zyE$IsM(m6fzv}B(X1U&<pJw?+`~1=1&Az()a-PRlUCk<w6J>p$^8RSiKf|Kwd{%{L
z%i=_Wwg(Hps0wF(TsZS)``*gwRr<y+4En#9Zr#?lyeT1jO4+}6^<FP(yahhZ7CrmN
ze7D3z{+h0LHm;H>b(YU|u0H6vQf0fzfylr)(|*lYiaWU}`Sq-KTi%AKt~2hrZdkuO
z*3(jJuIE~7U!m6tDkbZydZusoH9mACwD;ZD?cRd1_ok~)K3i0D;>>Z&Z|l8dx#ty6
zKAU<!v+%IsqfM*LE?X|_4!@-HM6|Q#^Q}$yEljrsa};Q`6yzuHR_=RmWMku6eKPjz
zt!GY$-rx8a$}`O<WscN$Ut^!Gf||FiYAe@fzIj`goM35jPWx)lqe-u-epG$EqBpJm
z%-VFNjmiqYO4rx@$bPu<{Z`hQ7v2Pi-uK>C$@G@lLh{%3n{xacHeCL4g=2vsvuV(Z
zwIAkwoLlv&M>q9)@U<<kRYK#Zum<*@TKCGl(5-#`p^eg^eHJHzZ|&I}eyvj_?`528
z)<@6V#n;wG&6S9HQMZ1@s+9*1+GZci&zC({d~a@b%_ZyN<JUGsFRQvfZK>MVS2d|M
zE?K@e+B`)=HvYQq{m}E_v_DV!r(fH%I($b0$Fr3`>Vq=!qOV+=wQT0Gr4pfS)35v%
zdiP9~ePY+AyH38JQ^KlW1qm=#O}iSEE+ZUMy2>l~MQv%;$;*LW*Eg<Z@?bdd`qJKH
zpDhy;Bqh{#zRor=c3DtjxjuLM_Fe^+28(qaMW6Pyuk@PoQ(5lC(^)qYJLk6NJh|Td
zy4dvW!Cu=+)7N&&SGFAs%swpiP9t4c@wsV_=Fuy$qUUy6B);5h`z>nQMl%(UBf($!
zB~1jU^7d3;*IxVjrJB=*UtAy7x_v&I+-CabZ>XiVd9shm-Z{eEd!FvR^4d;&UeS%L
zPu!<}-tE+>wAH$;Y`Dsw(R#;vzqt~wImM3@!xrZS?c|$XY4s}Xx&5aL;jiBHtIu3;
z=*B-8{-t%kt`c3Z#J&{9uaJ}2qkg#T&L?rUu8G~z5uXcA1sv1(?ryv)S1w`w%&%_o
zTee@@dp~N|Y4fx3n%UF)zioTobDdY>b@B^CxpSgQPx9x^I2w>4Fo|Pbtp4nL-L5J3
zh4yA&3c1@mWy7c5cfFfgEM;H)i3=(@zO_(3E6w7(>D?E<OrJjPpSo@Swe=Hkezke^
zV-GLunOm1Xn&vL9T*4{!WMbUWMHPPTw?3CYpY{3+KVS5%BTKKOgjbsW-Mi~?(Fbkm
zoAJ)iv!9h_AJteF@iWiv(xH1d85nrVUxuk)S=3q8_35nlQNt#u9qWzvTwhZ2;F{l-
zS)1G^o_g|TYx;&PIfb6Q!`CNg$tjlQPv2WG-Tafi<*ILnzQy*+JzrLY%-O#8+|;%y
zNl$KtS<O(H_4H)g*)l_ZUE`NwYjcG(cJXi>yrQ2Rs%0-V^APvK=byZScBe|;etPT9
z@9<f%uhdo2zpmJ->u!BT?oT+Y?!mletLEfwvuo#OT{i!NU-$WY_y1OHnV~%Y+)j>l
zhVReDN1xA|dS{ZyuZTB$U&~e{@37U{z5PE!^mfrR(%0FWZ_WI6_W1g&)yuD3v{<*?
zA<{K$LjSpqy*J-v-SN5fuxggyp{ZGA<w-5Nw?D0Sz3|7@<dXKTIfX}aU)af}Ykbm=
zkNU-T?wEE(J9A@%S8m+#lgWnXat}%AJ+;;M>bj>m@zR#{TQwH<teTVjVU<<evW_*3
zFYK*8%Em|78?e8Ov3ck3Qt_d?>vGu1uY0qb&#xDK7=EkS%j5i7-}<^shLZM=V^+(|
z`MUPyrR(>0zPos6ugbqi5lhrU*=^mlUu1OtmXf`HINm0DS(^XaT5hTT3=7?lOS={&
zhpy>6Tf2nMJY<51>9Zhfq3nyLu0Q=R?YVn-)@4q%MO714T&}vY;LY8ts;fWbCx*&e
zn4I{L^K37twyeRl)xrC=s5eeLxbBj|njKHRJQscT?K7M5wY|oEU7q5TTaO22w=GV;
zbaAdI%ac==4(}+i{8hSg?U!@qo;_7kFK#Yqt?K#peAcsf`FA%7FZB_&D>gcIFxGMF
z%PTKzUg%!WYS{1h_59te9`_ior%QL_RocF0%bd}--1OSkOUF-MZjD-dOIL5ZN#6RC
z$;~mB?+7`bHx>S8cQshjRy&nD=X}^av8mSCWjVKFG;HQohX<zfo_+FC#4BRsbJ3%b
zx6c<AOgz%E(YD>|_xS_!_}l%qdae^TGPn7*M(gy{a%;toN%J=?uS>tZaPx!toUY3b
zOghzkMnSG}z0)<*t!+jNcbBb_TDM-ta6{PJc%2{fkG$E*bzE&v<mXdSy64m8iaO0V
zuDM+MU8iFHkw3e%|GDie*|ocJsZR8@m3QMjZPs{~o^|HhY_!f&UG&ApWskOBd9-=*
zl$lpDW|eIJzM|1H=5yEY>CTswwrz6|mtfkXfACgO^syed$X(a3OtTPVs?}P3z17Np
ze{!SB?b-KJ+zUE+R5$l&Ki@BqrF<rVw`$(rmHjhAzDTT}_g-<*qu_(D<5j)%*4D1;
z%bIE_dbf|aXS>kDB1hZoOD4IjC!O4FUuSz=xN2}De9`K|x$;YEdo>PmUBB`{J84yD
z&Gs!dz1$f}+Z|sqtkBD!yW?!)-%Z&wT?)Id@7R=)`24-pp{?2K$&(CLS{7aQ{hltm
zGCqfeInKAX<W1G}#8t`lc2f`f%<dF@78G-7x7~Es={N5l-In}w(@BHCX(}J%J}!Fs
zGB-o=-$z;A%75L<8TDrzC_Ewh;?lV?0sE;{tCl3K=`X+OdOkFz=d9Z^+q)L)b@uKG
zx+7<+y?%d9)6OTK<Eo7qJl|zK__=GY&AOo2iL*YXD{W4(ls|oI{Vwx|0W43-&X&X{
z?&97#?}UHy*X69HTQ+_?rk!`&H#0_vLvC5CZqIW6N#=PkCAWo5I^Dx(o4u<^rOnRj
z*YD6qnE*Ejxw+QYRL`E&d|~zY+LR^dryRLnROWq=ySTW|D%|9gSW^AT6>$a8>%BTW
z*bHiYy~?9D`{;2kc`E5!GxM?=o00q8XuCM=`F$_s7~clX?3BAYW!mx=hLZxlPFyN7
zYrd?uQt->FwaPNzmc5r;F1KW-xYv{4Qv0Skrxg^RO}m}u#!z*AnQNl@lqEd{wy)k?
zTk+}j^{2bM-aM7Ealb56vM#KmQT^k3_dN|tk7cf_eK1six+Yn-)Mm!Dm6lPrWEwW7
z#XMdc6>IYG{oAfri?+thy4!Wv>63A+&53Ud{e;{(Oul}38*=Z=de`Smt6V0!tn!*y
ze4#L66RY(G<B(NSr+L<HeEyz0ePU>Y=%ZaPC%38JzqgZfrlb7Q++7xPO~rSr?s*tJ
zkF|umXy$`wJ3Li>_VK!Y+s0$La>HYF@h4RYJ8jGBME*0Fm>1sK!LgoOZtDj1ILj}~
zlb4y!PhK7-@yhDU@`s+k!fjNZ_kG>U_POUjgH_<(LqRQjdPN-yzrGG@iFWtu<#?eT
zsyxlXpeO6zTz)$*@!eDRrDe+fSfbqZD*2MS%~a*<rd77GjMg*ed(BHL3|-HWt39vg
zWBO80x!E>n4Cctqe6-gl^0vYYHhZaH6Tx4B=l1j)Ei=9K&BFA<pEYdH4zg`sctQ8V
z)17N8O)Wx7MJL+rl$zXR{W(x;mz>MT;;GlS<e#|H?z_#etS9V<e?FUGPxvJ7M`EY>
zvNcOHRSFnQPrb4`68wDnLErtxFYJGKL>Vy6oARIGhey8r!uS8G!sos;s66WVXZ5u&
ze-$}?@9xifI5#rp+slNFm#?0mDDj^md;bm_<8asHCBBBNKTU5$z3gfc+Hqjrx;t)j
zwP(-seYd7`&nEk<#WQx5wMsZnT{q*!3-P5<TX#El-KlJhdEEDGOJH-9_S_4HFD{$9
zsNZ_m<%z}ft3IE8ox)SGKKP0nvwd%+@83i3Y%VRk`Zjy^lFMP1$6G_L{?^}Tw{`Nj
z7M<GHaVKi7-g>m=tjZVL>0Y-R=Y4${kbA>oz0RfYg>ehB+_aL@H=ew5cHicEy~o-1
zG>2bm<Y9Wgw)*pfmFwbOosE#wp0)J-or|Wm{u9=JaVY-u>$;-Z41wD73r)ZJEnL3N
zPyE`R^+6jMglb>&l`nk#aM_}(=LIu7a_VHYW_Gi)Z(P^+&9-%Q-?TE8&s~=^cfY7L
z(Y`drZ{CgKp0r)JYnUvV_8hzR{+VRn*SpbYB$#I%TM~6QFH>sD*R6d|1N|(Hy5w?C
zzC9~<&YXnn(K%iBr+Yn{*7=Gr&|;^_HHDsV)8b`2&Wpb5W)gjQPOIgc*5Rc|t4^BU
zc(jsTZ~3|HVnK|PmVaJn_sN{$^QC=Lc3s+G5x=xDZTWJojVe-KUR(>mI!Ea6InSG$
zpJ#ule757*x%#<P@0Mp6UtjnueC}DkYc}B*E)_ntOWPx(ntOA?!cLoOhnx!Mf6|<I
zjNLK1Q$R*Amit0SP+qv<OzE|OQ)J|}Uh$MT?jQHH)rhaa>e9}&5vF3rdW9hpP1#W;
zdHzwyY(E*kj6OQg`hJMlg3`0@>W?y;91ooLs(vo=w5&vPZI9;V_1AWu?)XpzIxT18
z%<ze~MH`jo&G?gfbW5uBlsAi|k5={0`g_m1Fot)P?1KW!XM2rK*-r^u8yj<s^Rx1X
z%U7Ooy;~Tz&g-m|+<%6tWrpd@FJsRA<&WGeSX<mx@h|q3L4j59apm<@r=rv}mPE%)
zp7nBVNUlts=;>nyH|4fozHQF5bKSbqWBT5*PLI209%EebIFEg)$MNP%%U;epWhL|Z
zqvGF8uclg7l{=PCzOOb+Y49_?G<)yF{-jfy$Gu*@S#;{l8jCBFyWYHcd}v*^$9-q1
z?H6u0DYu@DoMf<IPV&8F?F*iFtu54GmPub*Vtu>#eAJ1@@7&K6zp4sXu57Xj4=z=Z
zd~UhUEA6DRebj>~vFC%jvyKUyS-fJ)7V?=cA9ZUgU;Xr@f!d!#?&`HC<@R>+*EOv_
zwo~%iqL^<l!xpLcWks8`l<KW|Q2b@h>vb*9wn;PhT$6bs<oSI~T+h2_8_)Rg8Q5!`
zJg(ezduD~jnnlYm?Mk}sKHoZKr8?6J%M+_73ttwUI{C|LpR-G*EweqSFnRKw!b=-e
zv+nG9v@>&l*ShFAK`YblEi2x^^5jb8Ilru)v!83<Tu_%dzBI_!*y8-mH_@!s$+oLp
zi?5q<X{g(>`h_=tSvN09-Sh918~2SRm+fv7jci=Ov|ZM5t=MvXm21DmuWmjY7bdah
z2>YxpwuZMFRnvD`dl}xjR<mi&$F6Dqhd->Tj7a&qB2#KxYh~rPm;V{Auj0A;pMf!8
z^XDtySH1INzqB%T&e?rw(Y)Jjv)%-mv0J>2d67J!_})5qWj5vYSFXLzy^y)`>Oza}
zFT+AN?fcp;J^9v_WQ*64TdYe>MEf$Ag|UBJU~tr=!Pobz^e2~n75^E&UJajE9Oz}%
z^KYteC%esK(aCo%s!dEj^U7V+>O|$gsdH{HTP{DYul#Azxo0bP>+&l19h>>|$=79V
z?Axy`3$t8u**xlKiIkG!uF{ubSKgj=@jO?5VyW&~F_YFWJB#ma(zAMgX^qJo;mD$s
zbDktET^90MJL*`?q@t>;snh4}-LXQoe#Shzrp=+p9yiarW|;HH@4NXezpA>eA(J?k
zgtO0@&OFa@)st|STd^J78;<dtDiqzccpaJ&Jh}1S(ja%{rO|Fi{WJ3?@Y&5=y~^Xj
z(V*a;!P~1Y`|34^+*>+XkMYTsy5#iNf%6ZoJn@(%;Y$38vQ1mp8D&aa$Xw$&<Ch&G
ze6Ff&m2iW-)+M8>8R@Fpxydu<xv@`fs$6#1GVIxGtIro6T#FKt=t&oS<?4ELUb%6Q
zb%vgJx#YSgb6GdH?B*^f&aY=nFL>_Y`t;gWtyWHMQK8$fB4a;3E558P?mhBRTlO$_
zeOkWW`9`mMw!)p_o-5rNFE5M6HXM%$O`X7Q@ny}G+za<i)3#fs&frOTGV5|zfrl(_
z;aYQccFWZh?g+5kuC@%mp1e<D#fl~87P-F5OfE3e=81hS^Xu!%pvQf_>2GFbT)%yA
zt>k8#&MhDNjJuw^lQ7G6%WeqWDf4*Nfm!}jdcK~`<SO!cygE*1t+vD`bIYUYhR;7Q
zJ8y8#IPzcSovL5qYyI?n`KQd;swaG2RD*%>XaN5S$(P}xn~Z0@F!Y_J;Z}8R(!{>@
zdmEZ%`aEnMUPl$4I1;Wi+jMuvuJe7Y9y4CmwXNbk{&Dq7d3O0;!D^vzQPZY6^E~dk
zwx^JZHMG<4py*1e20yE7y^E!H|CAEcka#@n#pHL_E%+?g3hEi2O}pE>@YK54sSUE(
zV(BXLmqu4IKHHF&%JAi&{qtE$#UYd41x@_*xi8zu?QNK<`gV&o-%p-r+g5bxnq{JD
z?U5Tx(!Z?I;p5-9_G<i;9<Iz5!8t|MVR=WrZtb3N>aggw8@z|@y^ff@G3?=w(_XYu
zx;WD7nsIZ?>5c26=ajGFE2_GBQljwqwN0^`Dol^uoq0XT>z0r}Jy*ke+sr2aJXecd
z^AB9OH+zoO*>}!!%2%J%w0O24<;1({E78$CeA@FouC8=D_UiNjwK<U<c3)>SZm2a5
zyCP@osh0Ls{X%BHy3*v6_N{TDf3hwe+xs%2mDA%acViRhmt_XF7Hi8|<gSJ;lG{^#
zsY)qUZQikh7%At2t8*B>t&p8Q&;8nlqTGzGz)jlbDvwvlzS?NR)%%2D{_$CBE~Wen
zowYxCUQp6b+mC@Q%a1L#@AU~tUmLHz@vN%&&cG?pmwT-XTem5F=h?8D#;(~BD>QB$
zQ30hn#=ryTqhjVqC0d@BpBs{YXS&3;zpv*PtWjUaFRI!7^SaBn7QU&{&J9J{ucx|R
zdGu?`+O=nx+T~A8aVz`wfIsW{r-o-UpZ;g)%|3rq@J;EBQ@4ue2ZlUxJa4-0vHaZN
zJmU)=BX{+$tXXM$&g)^-tcRr>-aU`@x<!;fZ)}XYdv`^ifnkJKxvf@}uBnaDw=18I
z%RJlj>&c8I5;EmytKYuuJovLV`{Y(@;jJ62r4F8qFW!3LS?}A@E6*0}lllBNd(Gxu
z>@0GBuFsgU#Lc!scJ;<f1%<~g*ZuOkxc6PnF||`wY7^gl3z`tV<9+NFAHK@hmv-=4
z`nhkdV%;TYalC4|c(GRTWHV*S_zx>n<n@`Ru|7A=ozQCgZ|mVO-Q5wtWK@!OTiour
z*?D}q>4cn{_jYS4N$=ZQckYI`yso>JyKkhWugbY7Tl1`*b@g1Ebf+?^R;>4`4rSh2
zc&mY7;@ilg*TvTgye92Wo|qDQQzk@@&2ITxPo341&!*YjWS(bT#dY=gU7H{N0cA4j
zGNEF&$GxQD{B5ol-L#S0${8{1tI3`1k`Ib!-Rel&ko<r@-|MEQ<*#d-Hu?PQn)he!
z&Gow_zOOo~ZW9_drTA>xY5RpQuT2q3_cfVzw0%Cy^Yu$Z%GuRtovUno8CrA6^Vwbr
z=S1Ji>5|9zmq#u0E4(z_@;S4~rHZ$)7cM+2Idd~}<9g+;xxf3psu=jcuFaX*cYF4>
z#n0rnzA!t^Sb2=y>+|j83!jgcOgK~Z+;;P<XH(7Il^*hpI-Yd9prHQP#?+h=`MD-{
zHIFO*lv=K`aQCn4{T7~PwX9lqE_koVKVP+3;<&}@Yb#kT<)+rzIjrn4wbb(bnzMCF
z@k@`LC!Z~U!~WBh@7<DrO<S^#I8U7QVXDR2P>Z(_oN9)zSTmO#ZIpPym(g4vCFLg=
zm~$oU{O9HA^LENjov~@oJgrA_*1wEBsn#!)Yrgfgv{BZY4LpzUn=X_qvfX|4SVwZB
z@9GIlCP&FdSLe>@ySd(U-*$%mPvbsU=M_XV{Acj`T<dgZ!hL;Z)1FD5vek>9|Nb$<
zTr}#EQba-a)*V}{&$+L47v1Ri_I=Fft}dgdqFMc~B0_F0T6JE5;jh+ZJN8REZ=YV#
z_GZ?@-QjlodPEdgo{N{67^%tjcuwK#aPIfT{fD+EG(UZ|C4A$fYqLrt&u-nR@POyp
zhUG0yhh?=dN!{HYCi--TVjsUOZ;WdC%HtaGA(b`9**2Fm*`Hjy`b6L3_Yq6Vm_^@S
z&Yo)Asj2<K^T%b*<vr;VA_9hIv(K#a?ukA5xX5DdizO$%uZu2Z+mbYK$MT(L9=)%Y
z?Fr&DDh`jGE_(K`qQvu+YsDt7w><yz(au-avOg*f)qigOvL;fve`)5<^9~vjC)b7Q
z`n^2%ds`BRx#0P|*~jzD`u0a%=(|5}PS~5WQ{wl#z9f9JsaoaxF6nqyd69M4mI49y
ztZN<)Hcw{l*{Jbv>y6o#S1-<$QD8on^&^0Nne7W}hexYymh`z_o^>p)z1FVo$hp^j
z6|c`G#rQX6aq4M{Mb_o-y|y!V-O<xCXDNMWpI7g7tLbaJ!UXN}v*PZ3xiV*=&A(DT
zD?tg9_gB6K9G1;|eR7@M`9Ky{-Q&rzAw|zw>VLg%T9R7ZpETv?)U_+G+?pi4w$y;}
zZA|InIiG)C4`u${=xXvtt1B?)<${=xT^9xQ1OGF;TJt;4t>Seolcx4R(W_$pT6wy!
z+(i1m8m2LDO;0?ktnh5hrZ-Mow<(HC`>Suw;BMR^_n*Q4c|_2<!XV{>qI#}VnaW<d
z#Y?ND<0{@{wOm)=|F<{%{NAGLn=P0x?U=l0+l_C@qWMmDzAxVSK2qs#`F{qj$LsQ9
zHm+ImZpJA#>+3;x<>Hi<PTsWf>-$zc?iF@>t}l4yXR{}~zryu)()`4@#kC5F*Y<S1
zE#CZcli6KPYdOzV^82z+tNZLcus-Z+!K$CX!dbd@|7VcPme{>G#%uDb>&~+cgy$K1
zO?zT+;>)@{$J!e#mP98Q6#l$clv!f&+;!{DIoBRE6kaF}`|?}h6W@HVTNw>Kg>S=4
zt{gf1N^9kAlcQmiLqva7&g)+G;)H0$xx#tc8-2Ni>fTwbU8`mIRPn&eSjQB(xv%%}
z#=KnE?kD)Y#HKyqLh|h%KJ62xzHA1Z92V<Wyt^yuzqaz-Qjr|#mr=WyeBF5cYnATp
ziTcKmWQ#rfpGntk{rqnAvV=MOhxR?XZt`zQ`TF^$wHDKo`?5E+MlRdB%Z4XS%H-$L
zl!>3dY<oV3IYf$`dExqu$zGN=VN>_F)f}8V^_|rQPkFspyT97i8Eju}@8!GabKKwR
zhnrUaTfaT(!Mc*Peg!V&usPdIzhB9_?D2V%f#*`@YrDiZOfQtq+PP(d{I2X=ujN5f
z)yLfZ4^6H(ereqv{`04@O%}>XWlH&O->h=SAX8jY{n~<;*S9L<W$x(Gy&v@8`JBt2
z99A7&<@@g|+skF1JDRc#3g-kwo7{KoVw)5$J11!wZ@{<LUK}qS=d79Vsi>efbN0qr
ze$Uk=ue7-klbhsP_I0_qDSxu}_AZ{MPyE)tjmijSm>6-eV>P$B$t;=RH#x>VUzev8
z)mxp3bdRc^eQDXTb=tmX{j)5-tg_2|ljW?iBJ<^fy;q_R9QRuF;KF9E-Y4h$3^KLv
zSO(u{dHZb9<7-p<qq@sQlX^_Aavb5)Qu^zvn0VH;C)nfW?u_<)le5QdGZz#Y22C-I
z5<XehV8-jC@@RoZ;k-<HF7ASi%{z*H@7ZRp_scBsT;`?5W8|0RQ1R{Ssvj$_6nhl<
zPJbNWmU;7dP0(_$oS6()?#AqMGdX?oe3n??oG)vZ<@uXjcz$WV=Im$g&d*kga&KVy
z6_(`Tc$Qc3e3VX5mAK^36_IUO%O1Y=(JKyd*6n1peR=yBzs*(AtU~p@+FXXa)4Dt_
z&)RTy^1(F$m8&mq->WTsf1zdEm$!RaBSTJ{_350%>$5a@kx1p5u!!?ZBRzIso6*4-
zCS*A4S?R=A&J0hJ_5=tOHpZrIUB>2duIj3GNl?}GP`L{h>y`F~-TX3xXV<LV)3#~r
zZtA;Qn-E~dm$~LaFzcblvz6;-{5s(@Md+e5H`m)$@1>f1zKTlS)3fSY_g!J~+0@^M
zs{^;b%U0brm0dJZ=hCK!yCsfg@3?$5UExX6&Q)GZ^3J^q`EV`T?2PK=1GZY9ZnH3J
z_wCKT#5+e@;z|12;_y`#7LRXV+qu$ftyh<(S(wsPsgOHQQzjWJpO7sK^ImaKeQWxb
zmSmBp;J&H9#JG7Lv!2;%FLI`E&)1a2`eje2m9l(Yvr;8yURD~<UC&=(AzcUN6u*yq
z<$l&uH!}3wdkYhtE?djhni-$I$UhESys1O~th!zE*1)-w--X=aI9K>K(DszBQHk~h
ztEy{N$Ies*IQc!Dwm<fM$(LobUvkai`}=BUYooe+lzdiC$)m<?Cwni?yZdsz{pri5
zU6I}L$w2~tJ!~$78()mskREvZ<8qx9M;?oEG|t{Gx@cNUGDFZN<usp-Zg;D%E>6y$
z<dzljNV{iQ){U^|TeTHG|N8sP>$udsA8S*anC#vfPS!pDxNB2~Nb;XYE2gYVJ()U9
zwJL3C)5V`G#kY3t)?6#{$W{GLShsHi|LOTpgKoXztu*e-n9H7*+1Q~VrycfUanX*W
z#cvhPRUQ?W^4aq7?3HAht3l`XhI~HmwO{5>k>;kI6J(O+o~_K=rd9d)@`5Gefo<$R
zLnR~L+VE-HEU+n_|2pW}(xdJxFG`<bJaDYus^_jT-;7^jDFwa_23faO+K4J&>#uf_
z3NI7PyBqyX_Se;qWovIuRO*qd3Te8gP@%s5x#zv7%iexi6w+nMzclM`O7m*-{Hnei
zEh+*W7OUq~waL~mwV!FTD^}YurAtIvR?Ff^KLh)dkW-7?tUHu{)@trg?ygXn)i#S&
z`(4IC1)-+shV0vGN?u2=E_kqA;wfL@SJ6k#{&(Es<>R!k)fg?h{jBc^8~eM-2Ss}x
z&HAkMy4v`1$!^Jo2^a2Y_dJ&6t#y1@8>4q*Vw=N@yNv7Ew$<8|u|EE^<anr!)SESH
z)G|eu+_vR>wj*ll_27k0X1mMmo?JG~4rs6v;4eI}-f_E!x@1@47xh^`>knUeZJ2vn
z<>POzZy9TrPi9j}syi@;>sVFEl@+IC^{Nssr`aD5)?M<VGWY8F$h)sLJXG&4kUzqg
zy}moZrl78E=hD+xE`8s&bVd1>)xX;+S7jFpS}HV$yK%h9*5&e;J*Obky!h0m1x(BS
zWV5wR_;F}nk6qguiN9G3G=E%q+96Zybm^DaqLWg_eY`<hjxWPnS{^)Fey7J$R9F4l
z;l1;o$}O7c$-dNADVL>diOiF0xu0%qx<6xilNOs#!dl}3lm86Mm6q;q6lr+0d6wEM
z?cfTVV8f#+*Jm!eu%M^<>O6*JTasmh*bW|C^CqmP&wpu%&9!cxt_3IVx_a+VYVFB=
z8U8P5Z?<Mk+hMNxQ!QnAecxE~PF`xIX?#$W`_q!|s~RSrb-jD~MebBlzJfwe>31S;
z(zd-x->^e+)%y!q7Z@L}T6dtyQIvmKvy<kjzgk~(3`0d2k7@pCK5Dvb!O7Iv<6TWQ
zZIY{d{ES1RB}H!YwRJDho)~z{Fv#sePq3BL^0gf@&u0}JjB4GvtW6==Wc_N{cIM`@
zUNWKOrUJa48{WjRJe$MEZz?6j6>gfHR5fk0yGm$je%1W_QETHJWTa;W9q!6=%bauR
zipv|uqYAbwgD3iFH_uwTM(w0XaOZN3XEUlUZ=0@AAgZyV@zHeC!Z0R>+EoQv>oOm&
z4a$3@Gx=EN%(H66ert7$q>}r+dM<Z9UTZKv%l}H4l+~55kyTgwu1q^zu4tQi!{icw
zRH@0)>aOChZuM)+RIV_jwda~>s#uh*tPXZ~aPh3&0+U(2D<2d)cjdkaj~3{;ygRsZ
z`Bzb{zb7*|MP@8Bc<KK(wCrdKLy)lNJT1Fohc%H*Q-awtukMN7s8i|?SnRJZa_G=}
zE72bA*CsQ)CLUZbbFD@{RcLy|v8oT&*Y^v~I=XvH<mO$o%Uw*i?EJX&?L_N?634Qi
z>x*W(mK#L<Ww=_B;-(t5FX^M(eC7Aj7Lx0gwwUCXRY_EB=*sep_;dB6>bB!5{4v+N
z&-nSvZT)s`_rv9ri$&Kn?fbCiUn1B3r6Q|hRkN$+)%t|1-0QomQ?c><>7%wO&)1e(
zwe=R~6@=|HYn^O)KHeuhDtqUP%d7ngFD`v@dgC3LzuGVCIkQwdoU)%C{50|Fm-U_>
zzP^l}@@37cC6B)BoTtS-(KFib_}zPQ4wC0AwBxED{pddBx$gU6;nhcu@4J`X`_Y+M
z`SWqp&+8w>E#KS_^F{sT%H9VOr{Z?xM}3ctyBV!4`gwZm`<k_Z;a9F-y<RBpn)8*Z
z$JtM8<K@=nEXyYE{CxHAu0wy>z0O8XNZ{LgyQ1yp<oU<;oI9ntF5gMR;(XM#R*zd}
zJ{FcNWx3n8)##L;cI&l%mbAV5ay1TSPrja8v2Lrd?49y8udc>i+xW<@H{w$9w9YRU
zGZOD}n$FyQy1wd7?xG_q$=joz=LJ07@iHQ$%5|P{;1s<_C1$rKwT7zga^2Z^rTF^2
zJ?ZCe-K|}{=CbPN<stl6y1s1qHl<FR)za^Dv|jt>j9;ERCwRD@vf}!7bZSzMh6O{?
zhA%r6wr_NikSTs2`gDSjU$)fcvWxRQy=E=<o_p?7tzJgV{T;!d!<mZ<Vm6*PP5M-(
zaNVkRmy_-5bKi1bFMJxd;?CA`J;$6&CoCSXH(jhdG4Af_rI+6}9G96m>)I^Vz)4ym
zrdPT`E?=E*k-hD=vw(K{2I;hO{#D=d1)^8-_Dy|S=oBz{+t!sLi`Eo{FZ;X7+Cx1p
zHK5|r-gd`s^)d^Y>m8XZ&g*ag{GZ`#_{CkiJEQa3XMKv1y=~XeHs`tY@|04s@0_v+
zRQj~Tz8~@0I5qrj<Jrn@%O)#LVvPE{ZI+Ab+>L!#1y<b7x@LFGVn$Fs?{8VRl`Gl8
z%2ei6T|fV8*&->Qwzab9QTkJZ4?Nnl?9uDO*Kx<B`OV&4YoD*V>Z<J{@9v$kyXIUK
zJ$Wo^wWUIF@Ua^f>N3~&ODyU4;xhEQ%bVKke`(F^5{7G4V&_e5Hp|Fe4gYMuC)!|n
z|M!^;g<Zef4~ZvK)ag}n*~@7^;^cdj{ZgLu70b(o1r_qs_a>U>`f<8V$v&1lTk7bG
z%=ur}&)#}?cH6VPi-T2{)q8!M8+P|zkkiKtg@J8d&vy1D2MHB!wzxKh=kc|<Om}0v
zgfvdeXT32w&voyfm(kMjpVu$l(r?YxNeVi__^$f;x}8DSj-L!acEx*A*Ph*bCqBO?
z^&#6JQqSr`RbjkG#O=tN3pf}oo?N##{UV^rRTx)a`$(X5+lD{cZA(L|b<ahWsNFa9
zv^+U)@ru_M53FIXE{yZ9UhP?Mgx%IQ`;4iqU*(($$5!0Dx9jA&da0*R=e|216r!rK
zWs`NwhRkO{5tDr5c3rmFVt;AXtyh{`WF9Xq)hw2Ikhb|*=F9IgQ_|gfp3J@d*`j01
zO|=B}r*R9HWp*<0^j}&Zd0eRGpsR0rkst><^V-sC_fva*3kR)PZf(9i**;*`jTt-^
z5|8!-hwe_(-SRn>ZE5}Kr~A1+{a$%^=g-Z-Ebq!5uJj7>4oUakd*fR1p{pBYl1(lc
zvF|Nao9_JT<-_FEN(m+%DYFM*r(KFFUWP^~pBMFAog=*T^p&$|$`-5CoUFL6W=MQ9
zHQhI{(569a-kw=4{Z@NJCAObkIF;$NP1lMgvwq1Rj+4sKJ~7j#uxsnX^V~WL#{4tB
zn|?9v?Q&Y2v1-oG<c*&~4MVd|E_o||r0d#E-N!O~tSMPh3tS6$ONE^x3+IHZ7B120
zDZaO7UfI+1jptT<+N<>ByyTVA$R|Yt>9ZcDZN8ExJ>~VieY0cPc$&9_?WuCz#Mf+k
z)lV?$#_Qe~mswka>^%N6w8VWp=5bW<!`cJye}!KQKA1EAkoDJfSub1|AB20)S-bJd
zJk?jPOkdR87i-iywWnP4?aG8l7a3$8i_SW?D8csija*&tTbjoM<LpegpH7ZAwP^0o
z+v(?Twe?#%UtU_-`fRq2%JYru*S*U*cI=LA_AyiK(6R)}wI4oj2|K>hZEkp_Wz5e{
zIjd#(GABfzR{o%UG4&GLrz2eJ&dO*o*iWs}3#<)X^0BCC)5X@-H3biLvV4r?ewDSl
z#a6q0TG72jtJy8Tt*g|q|77_vUfi;JZ`J0NlRnP)lqGN2mn|7FuU_ZsgF6M9ORA?7
zgw<RwuS>omJnQ5XJ~!>`9yzNkymD_ohHvfrsj+lvU+i_u124UKguE48WhSwUURXN$
z#KS;N^`7u0FQbHRTX|~zIXv;L%WF4{PpeMaicG!leEkpSgWu5-lb#ju^cbJd`X=if
z(x<A(TWS97N#Vh*{*EzbE7#jyV?1F$w^CHy@^tZ?Lzfpi&CZV8d$azC)K9KcYtQ>H
zt$AOoGij&Fvu*2^%}Uep501>`p7nY;tLQU-ljYjm65Sb-FYVUV_vg3TD62KcVA792
z+Bd%V8f@rDejOaOB$0cL>9du~i!a*PXPgOn+{(09?bq)U?O9j7qf57KXDB^d{C$n=
zuF3JbVQW^0L|MzJthP9~?XTd;J9{=;s?WLdZQ8^II{z6auAJqu_*M4Iy;m=pTG(IO
zyT(S@&+b*Y&2-I>-9?u-Ub&Mc=rV(aCtT)N%XA@DNy~L=-aFSV<FfvIw3@Gf$#K>l
z<?@DK*Uj|Z`%X(D>guachs?aoa$lU9_PDtAUGYDrHLt9itmaj$OMCa=*xBZz1=qv#
z&J<qwzRuiY+qLB{EOJaVoTs{){hF9nto?+~H!bs5$>uW*!C{NHW%|d2ug?sKc4Vvm
zb#3F#rB~htP6?fKb<U-mKLa0do!?oss&Lj9PBQ~_=4(5-m&P8y{6(}Y*E?ykQ_QX1
z^D>L~&X^OXGjT#yc(sY=dD+!UE<GPF?M^n$?duGjc+jie;=r2io{W#@UA^hieU9B!
zb!%UAv7Xp2WwV>lu1{XF?#ym!_ax2-<?C*riMXD@d~3nPNu~#m%dWQUwyqA{)$RP`
zqs7T{p79qIFKsrrH0{^g&8MB?t~|Nb<YS^S<EMG-OA}sYRn4&B71_Jw-kQ&uk0ur$
zSD$rK&Ed}Vwf`AXy#6Me2K=Z!dG1W8)`eZxtHKs?T6@Y>iu6vLr@hcsUH;mx7kg|c
z8F3sf`SwpP$Sq=?wtpsDXJ4Y1^|Hzh4(>{`uD!p)_4VPRV+|jFUbXJFSj_%Za>cia
z{WGWfoa@{7^6ZN;`#pF5GfZ3`8_LSSwC9m@YtLh)T}!Se-R!fQYIp5d#3#F*l9th7
zzk7FYx#w4P-RK&Nx%!v2om)+8IUa3L-*5T)<X?@=`zMAhO}qP5x7#8lW#f67vem0u
zVm@V0%5`U-_9~12ZNl2`yQD6?`LZzX^rQ56)io6_kEYrfu6mNR@peSmKO3%dv;G*o
zs$45FY1{IkHFx(u`_m<Uy!o7QjL0i*nebqnCD-kZ9xqtCSl8$2TUG5ZmMiUo>ZQ)r
z6-K|$d;X*N%L;M7ofH0SoWJtXmZGhFT32O+i>6L&er}R-b;f&{i3d&ZMpYzv@}Il0
z-f_c+wR0lwEcojhJuB?Wr~eFF)~w~&Y4=;X?b5?}MHV*U%Wh>{+J4`HrQ}8S>aI)I
zSRZH{-=?X$zf140wz=uLc9D%gcHi^WSMg<=p4Cveqw(HWhc?B=#!GwtJ&t|QV)HB9
zT5YLK`#SAOq0-fJ^2Igxw*{rIKE1+e_P(s=>erKf9yY8une}q_c8jCM!n@~uz7Tjd
zE~<)oanFi%3sv@<`}g|D4E5|u*>h`)GCkMZPE<W_`#S8Bx{k&Bo=a1dE^pp>we@s%
z$cn{gSI=$nHfgprjSDTRnm6^r?Pwl`tSj5Ho8QK8ZY}=OW9HbhoV8;0?c(#QK}J@A
z8E2n!-PqCUXxh3vXX;g{&b58Z8yEX~Ea|Vhm?voVx$Bp(=Twe!)urnvZCU+5vZ!)>
z^`-Y4C64E9eRi#=YUveK*H5c+s=iEKAv)pundQyrvS&^DBWiE3Mt?i+akU-M<yW50
z<(Au@T5-<Jx18-kW%{${q7Sz1YLH-T%U<6fkhC{*<tg(EPkY6+@8)D?g{$+%8Lzy@
z=a#);{~i?s-8lP|F&gUXa#Pnz?fbe-uVha0LLKw@d!BsKzEtwN)!Nf`*Y)$AMb01m
ztG>jVeVo#GZLizk%hTpm&Yfj9Wy7ve=819b`BjZZzBMn?t8U0<uj>z1W;Q*0KJBaS
z<$kwnk3Foru0A->^=WplbD_Ll_S&xR3JJ5k7N_e>$}jqQhr`igz53N$Zswy^i@hRB
z*TsD^Rru(8NN2~%FX?A~EuHyu$6xIe?-dfNisOA=O*=B}abNb4uhC&)HpNkwE`G66
z){OgZ^UXB%{d})iYuA^pU`g9?a(kQ2_ZM1MgnJnLv{z+X$DR3>al7vM>f5gv=Cnzy
zyLUX``PvGL`SK-Qm$zN%GGN`mw(_cmdhr$CNO}L;ciR}k?&Pg0ob@5wH@3q1Kf|xD
z_ikmqig@xlE@#21;O-YyA{(_8&o5lBd@c71bK|_N*H5m|yWC`C9nM%^vnhQZf7Ggi
z?auBZi|$^0v}=vRwDr0>xFo(FFOFNg#>=4a*Y%09UfhN8p>1&wKm0iMcd=40v*535
zm)85arZ}pfy|%UH;`zPhcOwqXH~S{$$`EGqc;413PX>$Q+qb58s|UXRabZ?!$mEUv
z7AJFRwfQ_cOm{2uW$T{&wl?so*W1mq(<Kiqn{>CZYuAC|^P+A}9BcK`7EMo@aw%ob
z$9}KlWk1{Z#usmq%hs4bZ&uV~O>OCEi@z^kASwDXY=-RW^KU}SxxQE@6lj-C-Od&6
zYb`r>cDmf%*US1BJh^U~{{CgGic8;(FQ!L+&HcV}fpOU5xWc!gA}M|ITeA+!ajf$+
zFDpAXJ2NBNW0O_b7RxaCs7{6h&%5@^q{#IB{i`ju=3K|IYgQcpUf8ZEJnAaVu%+*3
z+@34t!qcAlG|Z9vTBLZHf&XRbuZ@4SgDifsORi1UmN^$SZK0(NbL`xe$Bbj{7#8rB
z6xM9b%6f6E+}t^#bWQelYtNNEbHZfrtSQn;*Iv+STHB-f<c`OA(~cuDkJk7q@cz~6
zu*|u}=lj)qA(N&u<F2rr4(G6!$E?1sdB(8M-TB_~m7DyY`YsktWM{tparvg6>dPVx
zclS-zd9f`1Ze#zyy@_XT=$?(9dg8=+(@B^3YTcubud-4-ofbNqrB<7B^X1!L*LupY
z{Lk<;%=&?Rj@0YE<1=kz&s0yd?X#QOlX6(*>g#EWjqFR4E$j_V_av7UpFO#jYkLs$
ztf%SkTr=-@PRO1%?{S9ht4Uk>B=6Ro@$QsYY4-7CP7r>1*4d=X^K1|cAEWKY*sz!-
zZm(_`uiaiZ^Xpo-#J;V^ju#yGR2=Q}SRvfl@A-1SMNjWsusCu4VQ9y}^FK|#Bvf75
z!NY%Tm%=xT*Y-w7941(-*5Nq6)Q;nv!=G1`QywqX^qCbBv+h=!&N{}I5kebJKHr*s
ze&U?@^-GH`pE8%ZR+xL@+@cn_6=6Bcs;}s|S^xfZ)!!n0xv1X93wl=JVXKbGbaoxA
zczM=g?Ma5<6OvCttQ{>y-n~&}>D5@KkgT>%dAjZS&+BTfN}jFPP?mYzHDha`m&Qw$
zh9+Lmy@eAa9B-5=E&c4Kc~b9*+BcJwg1W8q&VQDx|MgYcJ9Jj;;pST#@6HYAD%-95
z{-?+Ld0UR=6lL|#JnJDbf30%)!nHE(%9eKXt}c@J{AFErF=Nlw_txyQ9OnL#S{A_T
zkj7$Go2~i$edw7#bEJenS&6>sO`E)4ZPSy<J%RySj;l`$c{05@w0Kg@-42!dQ!7g>
z&uTwt4%B*Q`FLx-w8YWZS8n#J{Qh_}qm_McaF2j?tmARNtNg|3<qHEBOMJDPa#7A=
ztrHu&<SPFL<G!}}X2-3&UDz4qs;}e}6wYeBJ!{dY&qvel-pt&s^nB*zA6Ift6`vQK
zzlZ0u+Xus=F~LT^UFR9zW?FUT#o_f?Q#L(c9<}25df9BhW!u9Hp2y7F`<l=7pv7P9
z#dC^p+g)u}u-@49ZrK-i-iT#(LU*%Qw>gDKJzL1Yw{;^=+om;>%@&@OTOKH~+g<&`
zT7BzfeAzR346n^mvpkl4Dm(bj@}Lv<D|b9!n?7&(-oVeDk4=<?=SbC^S)a4yZAr}i
z<MCcL$Ig2(SQq~YKH?(i)ODdfz~=g|;F@m|&t|H)@cUI?i<v2F9LvSIcwXrC&8D}W
z2wvN)vg5#CZONy~AJ=?(+MBUrPT!W@)1TISU$t=mp&15_?|qId%Nj>76<xN>Z1VLP
zdoTQF=#A}pY@2N&d~M6a=ceaP&dpewd)m3lFsks2tk$Gs^;Y{f&U?PJ*yxt8_NGT0
z&PUyJeOzF>TCy(nWz@&*rxs0}wsf6ush(cN^W|9+mnK-eKI^=DUzQ%{9}Qm_Q`OZQ
z6JmC-o2I{Y7M;Fjn$jF)o6=XAOXfRwUYYeOQ}>|d^RAV8(H533Z!P!ejCpMGQBtQu
z`Pa2+-U;3LVSyY4S;F#XUq{PDNIqWc@bbip@;9-I3;I-V8P1w~O4cgm<e{!Yo936l
zuI28YUYfpg&XK;W%k$i<iX%T2?(XyTW@%vHk3ZL)m-4navNQ3^nr+TIu7133tGTpx
zwOq&zZ@*>XlOD_|?)RD-J|}5i>w=Y!HqLS7Sgt*JQS<e+J}dS-n_B$i%HpjF7hjxC
zO)YeZ`TA&zzP;D(E7cd+)mCXc&+@eEcU-Z2h0^kz!r(=P!F#-Wex=Xy73BS9?8!1Y
zV3JXmrwHrWRO_1KlP_&fJ@@4Nc9!e5I&1bC&$_ICG}X7wrZB?d)mEFACv(zwZ%i_t
zU)3PwDY1O&v4YG6f9`yAa<|q$W@Pav>(cix-&Y-8W_{(yPj{1B8|Q3wmMFZo(&~B7
z)osc1=I**0ramuw?)E~BE!#D756b&#JhtUuZ)(Ug)$)(#%%UZq8^hC+#QKxJ{9N<n
zW#pykTwCk#C9@N^FV8wOPnBJz-s_jBro7k7cyGCK6UT6sYa)H(_FgZxvV{gW$K{sV
zvrIdhwS1A~>VU$#N@uP!_c<I5iFB6Bo?gAk&-mWbzO>_Uf3-92zU!aAQY$aoctdQD
zb%<|<jMPGr<reC*-mGQX)YJcZ*108<tO`E;eH3=*^Xs`bU$y61h0lIfRrH^sd`|c!
zakJG;1@(vaybsuLvbgKvv)nfmzuphen%DC)=(|5-r?Sk|+tLma0vzmXtNa!&n^Y;^
z8oG6JNFMvcxK>TQ;D?2qy%vX==_oSG)YeVCd0<9fRVa5wSKr?KUN?LC1J6H>Yx1A=
ze6HAKw^=>>r{<iod>^pB@Tj`wIqT~>i)P#2@VXG)!^K^)Zq`jFHQQ{Z8=5wKZQG}(
z-CMNtPI$7H@!v;RQa;x#-!A%m*OcZ=g<sbLYYmt`JioN(+P^3Br+-+oaOruktr<l(
zH&30ExPM;dpI2fN`+uHwHtLzfwT}OElh*9Z!A*i)xr^$JC(nDfEKGXWwaf%|uZhu1
z6Bd`9$v(eu*S@QUb#_yyOEcN-)pEKMHtk(ymwv5Nr2pFVJx3m^%`}<ed~!|FlkIU^
z9;f6>>$Oe${L(M%@!GH;UoVNgqh*?lmpYm4%#C?2vHZQnAFU3XuPcukRGMCAFP>Ds
zTiDXJHPWwX^^^4en2?7Jw%O|!S==c#U1ZZ7-m~LHwxr6z*ImUPR?l`mIlHhVKC@rl
zG)<DzLZ$f9&hrL&$E$8^wOq$FJ$*T+$<#Nc8;gSHd|hkOZ_B1Nb;k*ox~*H~%pUL+
zN4l9AuDYG-c4CFITtVfx)y5B!`#k<+TbI>a75m*5_xz&M&g#Ea`a{;vygk3KYN{Nt
z+qte{*^|DLhd!o#n3HaKKI&3ip1aMz(C4Si9FP0m|66rq`;MQR<GSL~&t09|vNo;C
zM99qFc6Fw-@_M_e$8P)a*FD-*F{kwXS>L%Qx6E5I`RGpH!t2{A8Itz$mQB2_ws79v
z2sx`Or-L`m*S@%Wp0M4Vnd%bjvR++S^@OiD?rwRS$mG7Q&wlk-2k!W~PHXMW#WxnZ
zaV}4NRjGTLm1T0*=UTUi#h)f#+wGg?;&IOQ$9n0#^H;KeSo6^L<dX7`m5V*@Z<$=&
z^Dp$p1wHqdai+`eBqg4&KeTt+xzN&=efC_p)>!6Ln14TgR`R&lv0Xg^b#1$p=f_8#
z*vYW+KZC_OOVcOi$GEHIf~y&f<fq>jJ>@au<*V$A?~}vw=4SU!Q?Lq8m715X>g7Lk
z^W2>0%T2ZV+%GLRoOCt&<bn0xGiA=r+bt5ADUuL+Ug!D5;5F)!M@_YbwW^{H9V<K<
z`Pu5*ia*Pkmxd;`AIsJ>RlF3~xomCJhv%8cmlj_v{gb_78^hbjAJ<$db(^ZTW=*cM
zSV%!t*e>_RP$g#Omr)BQ7`~5NYMRooSG4;^Ok<#s8-Lcsy`JA!^&HxkUnI0!Vdf9J
zuZ=oA)>n7W<T!77^1OBNk89z(Z+sEnbg|Rs_}=6#H*G6cP4=AR`OfNEVqNB^b<1on
zJu{u<IOl5G<XI~?zb@M--|IT@!sOH^Ggd#h)!u%&l(Bb>YvsAB&tVEWmTc`T7na;9
z4cgkj;O!h4fr@qO*j{9xDCxe~$~$jw_SJ;a2j6U8H=Wa6mj3q6<=t1_>->AaKk8ND
z>*kj+wR7h56&@`U5O8=j_04yKrd|2YuHjF=t%$995PEm9>`Td_!naW|x4k8d^kpko
zHTU$CeqFmP>Qw1L+n2jd1pR&sZjVXZ`TEHBqq)WgvK7qpqmJ%Q+%9+Z*wvY@FU@P8
z7pr*k3D=1x`}_SX*6v<VeAYE%{yw=QVHaPne3mr*NUi3>j&DvgzpUH#t+=`Qxasj1
zmvS2fZ<Mah-hOK1vprQ4_dI=7+ZHNu@vwH@cMIO27jv5Iqn-$MzQ4aW?^U!*yJ@4O
z!(UfZmWgMh7SDAr+itZx<I|$`Z`ftRYL_g~<9z)qY{O*RbJ~*@@4oSR!QQ)32}O?2
zKP}lbGwAW;dvhmm=(~Di&ob+t{|pmd!fr{2FBf-<%IaTL^81RR=C_yOsrwE*co5zi
zk+nqW&wqxfEAzt+&Dk!xYw9kE#E%ob3~Tugy$=q!Up?!{q|ZeH((9`}W$z7~`C;v`
zs%uN<zBZb3?XBmL$J4Zojz%wBS`qr4InKR4#awWU+}2m0R;ma$$LzhjGR;2f+T<+n
zV4b{kXFl!NGU3ygKiXH{ns8jZz2KbIyZOr>ZckoXzN&iz-`5u*>(9!CRLqbvEZzBJ
zvUl>K^(8@<YVX-<cklY}>hqNM@%~#3^DIUCb*B^wPcXdwpJA=v>`av{8`tU0Q8j!2
z$u4;E;f~7Nze2@7+^MkFUst>Owb{kT+TZO3L!MlCsQm8H?$EGVS2v&jHEZj;{+{(F
zyo;qR*W2&8D9bG{_w_sNvx2q^>n-+Pa*KW{n_U`q_Qt8Dng_M5=S%q~Dm{N<+Hqln
zy3)P{S4>)eZkV@s^%?z=b^fATvX9>TB`R@c>zhi?6CwxvvKQ^xpglk8NJhu&Xtj9<
z>(($nxO}xOOJBELa#>HC(yG(JuD0AVK`CjoUr!F4eAaiSmUryQ#wQp3WFB04tkxEj
za(lxe_O<p~6(yH2o2u>E9_uFD6X@k?(8aROhkvVPU6#%S4HNNvqugV&QXiDA*gdPW
zU-|3eCut9E>sGeg*1kOC+~*s5eygPVUNJq*<15q8JexYRHfyq+E5pQDWqNPs%|DjK
zbX?YQ$=%l;H7B=32Uv%0JhA4%Vf)rhH|NqdchBwc%v@-8uxr)FIUl1AsA;J&Tyfn!
z*Elfa6z6%<%%t-cs~-tu{c^F@4p-@8WiOs<Fz3nTrU%VkSEd@&zG4+^o_p@a(Tuj$
zNsA_{gf3d}O;j-ETISpf%VrtO<#ld5n!Cj^_-ObidG@Z?y{@_Etfr{k-ehc0km=^R
z`Wf@&w}Ed~?Mhc!aZ;4?c$7g=)`|Z4S!P{&T_J0CGOaXCQFGtxwR&<`)7L-QmR`qw
zGN#n5Dq`YTUBlHdL27eQPVtiI!EQ#C&(~%i;$zF6&FA>~;Mx;vF@dJbj$WLvv(?n6
zA^1qM=v0-{b3(F>=6yZ%^8UiNhjv{KUbnSyPq@>hzQ3<Kw@=YLm%Xsf;f(RT?4~t3
z=kqyZRo-8nRV3VXXi`l2{A=6Q72Mpa!zE1`jF}^Y`wee*<rxI!JAJ>k%53L(=dR~+
ziSw7bq)DF3UK`-^b7ykS+v0U?&;PFb`udj0QKxNH*Uw+{D6b2B@hkMq#D?M@LDPh1
zMudEpyu7;Pi~BCm@=tS2i#MNJGI{=?%?qcw1<u;LMeuBuMU05%-mUM7(<IMk-72<L
z-RL7!eB4x6h+l2VWP3CAs)JMS%wekdx_&|6COfO(XVX{i$P3V`_;sx~hOMUgXlla&
z;T?^kb5G=Ld3Q3)>_v|0>t#%HN?%64EmmZod~!{@j_31PS?uT8x9UooZ!$U3SE+K@
zd&jTKf)Sxt9Iwn;tZsJG-DtbyN|z$x6MwYROgnfQPb}Zk;c;kU(E9R)R@;I+l+`B~
zhad4+@SMFXBZ2dA&(*CrPWKdP9a~>)l+Jx2gu9@ef7-eetBeflwn}wuvWxk6ZIavi
zZ2sSFhO=xQ)lIcJEV%l&VhA(S%&8N$P5b0iArtyCca~AnPKB_PVjVx9l;&SyZ?~=8
z{x|F0`QX={cg00^&v@#P7yNO>eb%a^t?$<7Jo(*ms`ghHPm4^$T~_VxN!}}6xA#2w
zw{^Bk&zd6bke-z1%{Q)whbA95YIw{)$aLn$1242D$9d0TwOH-bT5(X6?GvlE)K2Tn
zMDgk(|7C1i{xjrfR=)QYHhafr`|H}4JQ>*==d^m(9Xs|oH!h&%b63luB}|NL3qGZ=
z+dsJ=?y*;C;)T$pO-z;#ih~pjDkUXWs7JS+45-^GX4bvy!cKuHhR>GYIaT@o+J?n@
zCR!9m*=KrM|NiXRS*%>eseHmxZvMYjS3RWsXPHaNO?@uZKf6hDQRLzmXYATGPPw0y
zwDr!H_uEd(J(*bib=_vqZQ?Ex&pGZb+f!y-Rd6(N`gPIUk=g4r#JQWSo`h(>yYOVr
zEH6)a&zsRFKCa38QTpQXa?v+YKELKJQlHTj@_4H0XS?o4C)O3TPE<KA`PlSzS)JOB
zZ491y5quA>o80yfDbetJtMaDSe^Ivav@=C4&!^f*eXq3+-+gEHhT31(kKc;#__F%J
z>WvGh_s{rsee28MEWzR}9`o<9n;zAT-lUuHwxrgr@6s{8Gk+~smt9iKT|1$cx6-z4
z+u6psy~nioZQC&~$o#?lz@v$}*V;~9yYtqo?@rewjTrg8M+19r@YH{O9hx535~i!G
z*EZW^l5x-FnI5v5N>e=^T-~Vk?b#wv(*>8({2t$1r_z3H&9v=xH%!^5?R>OhbFBC7
zHx?eoVF%fl1{+Q=4n5N9>-zO--^p1^K1NPzuoN{qv&Qh=l2mqen~N&*&TM^=zMAcQ
zv%k(O4a3i~=9WF$e0!y<u%5s2r<GH8ES+R{CA5Gq<7Z6jqJ=xzXDvGQV9w<k1}o%Z
z_@mBFmG1MjR9bF2d$)>UxacOUkl0tjQC%-MRvdGeI2*wd*!sp*OwxDTqt#R2hsWs@
zX*H?{dz}>NoM2$dwvO$q=`_`Ya#It$?74&;E}I;W=?Qo_&v8X)o5jk*UDXpe#?RZa
z(p_npiqy(UoL?4aGg>6D@ftH<n#}NhsjTMh1RbS0!Lt@Sd+Pgit<F%bo|GrK%)sWV
zz)#a$&tq0s)MkbW$Xw~ZEGoewHD#WLhfmC-r951Z7C!09$O+A0IS_hOLNsh?P}bCr
za#f`%30?gYy*SSr3hRp|+l1;|otofkx;`jMJx(KWvaigABCU6qT)H?!<tmpZ244Bh
z?^L&F&Kkpjp03iMa@9#~kCuczTYY)eb+g8mmgh2EUG6;Ys#qPi??_c+T;@#?AuYKt
zvFaO6v(4`65DsqkjNI^(_dHwUrCC*%cZV+9%H6l%0>7-rLWYpsvlf3d56yeoTbf$C
z<;<L`n=Doo2Im{>d#st|Q|QCgZTIB6qJ31Vm#cYC(5vGKcaKWHQoc6F!FJW!XJT?5
zN{bmLdv{GN^tztm%iYBxvEXv?ted7AXLgsSZEBwN$u|CQ;f_4xxcA$YR_@(ouGSgc
zvnE}&uKjS;^p>TQoEF*HO?`Z8eaqu*_i8ryU)t~W{PMz7^^CI>{GDHl%5(jXiyn<?
z3M{*FeB$1(pX|*_{ds@x-mug5^@;a?RCe0yn|}9Oo5^E6S>8N2&ez6ZnnGiozs*CH
zoomvy0(QOl>)*5N!=3{lmiJuE$cek<P*5D7<eA95@@V1pdGbM?w=7>|Z%m5z^>zt*
z?sezRvGpyc1_}pXxj)n5tz1%c<oT@G4wrn&nddNMXUA>1)!SF3eR8!{Ue@vJshhS*
zd0n%K_T3p>>nSs@ZQr5hu(oQ8zK<99wtfg(mC}{uE@65jQ%-e;!^Y{BqDx(?%9VM$
zTCFzueX~1yWv%kO0~?qZt}{RME9mcrjSM}r?q10McXLV4oC&;TQoJ*JtOc*DZC<qA
zbm7IQ!nrDMubjK?w8qulFZ<csY)0Pde|ybRQf<P|OZ`k*es5=?*tg>|XL;Ej(=^?7
zjCIcJ$+uSCafq&DT6TH5(ysHH-UT0X)tbxSzOPgHh~C>9hRUWFD)J<G@4ffBy=N24
z!*G>(S8rxoMQ-a5ldXKVD`U&V7pHmIy>xf)JMkqua&~@P)3RB094B7J{Ft(8-qmyQ
zSr?B_J!kv(rI+sZw3z6v+dij#z4D69*mK!~({svS$EE*WC%Mz~#VkwR?H|@&6<fLO
zUBT5&WqZ%(Z0cb>v1<CK6(`iT>g;F<7hU6V+VHq+_VJ*+<qI!M-V*nCSh~{OeS+QA
z=S$Kh&VODvJz&1QX5O4@I$n|u?E9a_PW`g1Rpi<GtFn6ij7CiCRlhbL-c@0^(r)hS
zV<ple*8Y-@_BA!V<BqPG+`|~>Jza14ji)m-&))NPOZ?GvPsI7h^%MJ)_Heve;U0JO
z^*ybRMh2z)Z{u~d%nwCMKRcKCaOJtBuG*Q!FAO8%%clu$b`yPaw6F4P@tPuk(Y4x5
zzQvo*-R|R9zj=A8$fS)=Yr_J%c3;`LM{2V)*C9{G*T=LD?CdF3>Qp=3GU?(MtBG0-
zm2X2*r=%|}KK3GgZAkXI1G8pF@4Q=a+a-6S%Dl?;^&et#RTqCeVfwkm_`O21>DTtd
zv&+RUiO1x<&`O!?^WkGr(-g}k)ApX;zN_TCBA4+jg%7)?^D8}nm3=$x1oQ6vy~$bO
zf(K@*gxiQ~-}$t0YhvJ0w<u*X4&7W~38tO7{_!4H8xoHe?mFHfAjY`!*Y)=M*=(Nt
zD(N5Bb^Go+@p!4{y;Ha5zWui6ljYCzbzjf_U322j=NSDt@htLdOLpb1x$GqxGH2F{
zUeUe%eseT0h0mFOue2cQ=Uk7Yyy<NZieG47{PLD9N29>CT=2z)1(uR4Cv81laZ1-N
z!m{#Bh2XXwffM*;S3MEGq|7rXd|S-R6-f#j55oIjSyj6$*JdAHS*l)AvrO~s`Poxz
z`h6~&a@;fEd^Uf@z8B~CqdsPPe``H(^3g6%(`5Zq5&chNx7<k;d7qZqJ|`;AJGkfS
zvfStMD%Y7<o?ly)GEM23<K#KN!g}N+Tg?3GrQYoF4yhLTsHN@eZ`2~L%xrq?cII}W
zK4tr;FSBdqt|@+J7ro@B*z;$HtX9l#+4$HayCXH$@A+);$6E3Co%;D%SNjj2Jg7Zq
z{@U`Q*kk*T7zam9F8C36<w~5-sby-5!sq5sJnj7O$K8g|^VjxD`+s;N_+YB&&6^Rc
z+>F@jrj|X6So`>-@{JJ7CEIOwhLy(6mYnA!pz(rXMc-O3KI`yVudTju%l=p|z4N1W
zp1tAwn2SYIX3knR=Te~E?8&kH^D2K`Rl7EMUiMS}AD;3yhRfy)oVxk^>$)S`E__+s
zzH<4lTAy357{4D4o*Wmzc|YE;H|;^+lC&kUeq}cEk1gH##cE;GTJydARnueH|1(^l
zb!g{R@AP?BpFVopA5=GGQj8hD&2^dO+VlO}PvuRXeEG^drCmZXM|K{I3BOfl)@8CI
zLjMETpMRImOo}`Da);FKK7N7d<I7y-9&iNCI^}D<{Dx}7LLRTpVX^0`!xL8BNp6ng
ztS#lqdA{ECMn!+TvoOQGt)G4GEmY~LOYREMJbiZY;bUPXuPqL}wL5nA+X`-ht;bJW
zs!yJ^CbrXZ#fjHPtL$FAaFge@T0d*q-OiA<<b!KhJbe6d%?yjYsav0GJl>}HqP9+|
zMPceBmw#?rrR^4fHiu4oAa&7u#sOP<ttIP9eO+G`eTrtV{kb~e)|SmG88g!!Gi?@n
zdH0Zl%AD|P{}?}n9r3<B^=JQG_N~ERY-&Ot`f4n%Je?vX-k7*;qwuMQ-Hhj#7F)gD
zQusvknD$HAq+c2fGz>4xl&zm!<GuRW?&HNVri*5K%53>CVY&3)l=Fsrcc!W^pH0+E
zXPJEEs`>0QMYUPC%w@9{`%lg459W9LyX@p41(xKcZl{brQkhq-{VgrIj_qlX<73n1
zhA;i6&C&ZJ?6x5@Ex5@o`<1M^ub|tS(@m_!|D-<rXPDA)X78usxQQhnkIXG>j5qIH
z_f#)*<;SVZo(Bc(YcqZGpnzZW`S<G|kMK#eT#?$hW<?D1$(M1K)hm3SOscw)sNuPL
zYx2?Qd(}(c^mgBk*12Inx3DP2-@3(Tvz*q%zRdaiuUubVQSRU4w_MUD{p0$Dfn8hA
zyR};E&i!olo~t5Y!RO^N6K8!n{b+(3!()j9>yEMXStlO1SZ{XS<`{d%*L7L1tRipx
zs<B$`CZ6*-*6lC%+u(Z}A2_|;d5$$wOlZqY&7c1ntoG%o2A&p-nX`K5)vv#@L!7>A
zN*q{uIYMiP{nFrC+w)PUvpJ1>qzb#;t<NkxQ<A$Tv8r$W)P$2OPaNsF+EH@$=A9+i
z-bm@BJWqcaJ8{|4E7yN#HTj*65AM#Mo_y@_52=>u*c0w24&U0l?y`HY|F4DpQ9H|7
zw|L%=dfUr#ZTWPYPsMewy1u6O9!(Ku^YgP<S(l!>^4hlN&L$1&+HYgirY`x!8CAG!
z>t?%n$=M<KQ%yDPcgif?*Q_#U=lPehI(4!VPYQ4CjpO!s9M~dqv%p^2WlG83elg)m
zc|p_G7dLjhx0ya<__jJerM0T-+KwH!jM(kx7Je7MG^xPw%R0|$z2oWErTULA`fMhp
z;qW%{EQfmQnjcT5&YpGs^t@)#6F>7*`}SQ^>SH;7#`?=z-;WB%vgN|G*keBU7KhJj
zyYpAGI&H?%sNDD&FW#+N%rNIVcV*q2C(m}Cz8f&7_v+EpW#{~Dq|UB9=Ni<TwKhLF
zsru46j}@%n_@kc7IZke#wd(z(>|FvAzeU7sl35j$f8o{bAZB^<wc+MIcYnT)DL&!u
z)qXzl{>ODk_Vh=;`cbi3CC^)V^7nmH=N*}R(p2c=<giD5p7C65>!+WXw(_WXN!O}N
zOl-dS2iDwp{5m@9mP~)Y@l*ME+S|8X)>UMFs`7i*v@Mp8dl#+GxOZGpZo0_=hUN3V
zZsc!^nR~9*$S`(S>_M&v3|doeZK-)|cV+Usb5cKE-wzdPsZw2&P_x+fRdRk_vxH0-
z@39RxY>Uqp6~Ed%=X220-2Uk+BmJt>)y}>0K9PLRZswZK(j`6*cf7pLw&z;(PEJd;
zjVYB9kFTvX*H?Pjax|n`WAXkSADQPgRQ$TeoMm*vQT^V|($4OL`KNY8d#fdJE<6@3
zw^U|*=$ZGg;u<{ue2&)4Rea-{eK5<2%_=;Ub*6@qrRdaYyX4*d8J#$@))g%Fn=<E9
zvGdD>29EXNVl(~3FD=eCytlc?JNaU(hOW%IO5sc`%kL{ET@+rh-fP<BCc~IN(;f&<
zJZfrhyvgKB&Lu7PhAo?n-oEy1;?wFm&M^Pb&ZVm_e9a8^E}p(;YEe;k-_9v)>ZYq#
zh@CcE$Mo$nm*eX{uQM*qy?C(Wn4{<I;I*5sobs?sj@!HR^{G|jwKdhMKiw7V?XK=m
zUT4(1<a5-y?x&W?J-*Q{wX1Gjn)+~eU1-1FI?fYzH`dR4a6MuH!@rVES?Bom{P$L#
z>-wyF&ChziS7g?MdA{Y>X3bP?`!(ywz57vznRm>;wEJ|t;MBm+)kzztYMQO-S{!J-
z?BW;OuOE&%o~_LN^X8oY_2r2%kFyV+^R5%+-0%M4&?*tj*q`o!ni;(u&3Q6udzB7o
z^-Mk}`mDfj=dbI*q7S%xe$|y;RQVY=N7H@f%ab*$c8KOlZ%=z2S1_G*Mq%Gv?S<Q>
zJmLDBDqbA!rDvsl<4w#Qp{nreT%|e1agM2l2c9o2+x9);xT)96{2%kO55KzkqU+zY
zITzVpU)rcRXM%R3>aS}XC;5jJdr7@0ikiCO;DPnBS4<Awv{=9JS^t@JVW0gUd~}}n
z?%BjmVRo)pwj5#>*taKq?s<`ps=}Y)SFM&!^C<4CzTWX_RyC8~J^QJpfh()E=dG12
zI+|5^ea?ZeD_ajsrEGZc&oqAF(bBB)jJIjIYd>qsT=&ghJN3cFbsXEmw+2t$DerZD
zl78XIQySk6uhIOcH}za>)_;bIcjxz3`b;lc@vt}LbhR>*QT4SAhmUSPySi)E#kscs
z7RlS2)h{jVc{*dxRi`J<XN4TM312Ruv1DC^@to)C#coQ)*S2s^KL0W@YdLe@)M63i
zbzB#3q_oU=zI<!C*WDtk(Cg}3)4e!fWiClnJ#*%}$^^rZw7jb|?)Nq?KlSxx)XH1O
zO{21I8LK(Jd>!(1g2qbK#CdzdWIhQ_uqs_Q!+KuMVwLZl>ax9#(ml`DWvgXoetYL#
zx^Al2#nYN5Rjw0$FG<?{I`y29cI)MX3dILRUzlZCFt2slX3Jx@>aDEps`dU}H^ZK7
zQhL1pKf}7M0d3#bsg*5Rmwm`l=G(d^r3K;I(hODC9_{zLt35B!R$}|9Qp3;vQFnU{
zEY@&4f0i@;tGzbB@c7cS3p-~Vk-xUuv-MoouXWbXR-R+{`r3QSvGARt96Z`fw}mDZ
zX-^9>=i4{+%FW5UCkClqx+{HgMexgTKErFP^$LT;)VnUaDygoxrck=Zd;8CNpKEi@
zn0@_IeciZF&CNJ+TP}O?yd8CZ^?yTUa`tLzHx-|EymPhUM*3RSyr;Hu&lV=I$ApF@
z?)YvhnB3>NqPzILr%H*YwUV>?ORqH^PfFKJtC_WLeo0C#Z@StRtIYd5qaN;j{CQ2d
z>B52o|3s%9nIpe8U9{M1`o=g<Hh*>drRg3=n$Jc|e_!OjHl!w@PkW<oznSm4*>j%!
zJbB_9XiZAWlN^OQ(UofDQb*^^5sY?~F{+w#<_%k6jO*h$@<*;m7ax1|;N25RWp&f*
zepd5Ry}nIbW_{}R{-u@?$<3Em?B}_v^yGSQgS+6$C2LPSTko!%-hXLh_1D#gX8u*D
zC+3t`O}cd4ou|kB>)Iciw3Y5DUN_w{@xj-ZFJnG!+S@nFE7<GV7K@{vhAh=r44>O(
zss!H_J#+WA?F=`Aw&j);;8mrS_m0nBT5hh`X%jA8F2|{~WyxBVnr~X+lQ%Z?cI_79
ze1A5?;AxxIpTZ5wJ=beyU3lIzOa0&rht(W&%KtOG4p}K~`Tf_GN5(H>zGcpeHPYef
zvslf*JkQuC@SNt~_SgO{X%E*m|0?Y2{PpGWwfV=R);a#%xz=+16%i@zEj{Li0qjY&
z8~qcHSG5TE?|6{3=-JC9+tk=482*)JnSXs7y76cvmw~anmPx3<o1T<^Q@&ZqW*KP-
z9gsS@OlYRExy5<8tDH&Jq2?3j%=`QEXt<u|S(!~r##6uR|7>1=ZE-no4_9-!<kCCF
zN7<(D6xLtsFUOwu<$&?zOY5}i_D$V1Y1^}?J3G0B{9~%Z*5rOp{<7waPhDuK<H2W}
z^8<44?1@(SmA2X=<T?9?72D@WtycW$e{I>59s7;#9Q*z=M4d}2j^e+x`FPYtm(#Z*
zZ#KrrU6r?ZQgvl*|G8Q0545Jf6Ph>Og|(00)OU%(^RCOOk6(w(vgyxy5oQoHr^`sN
z=bFzFCjYAI6ANy<(l!f`U7ZmToT;~Dg6P53ulug{axz>yl4a<X8B?;ntT*Fo*VRmO
zt_$7om>6DqDm^J#$2Q&Y#dhtygr7%*&t}{{J?+;Op(D12;W>~0KDS++dOCS#aq(Ke
zc`8B6m1Ql~Ry=UBWL8>rtcCH?dPRnsBlD|Hu3mfYdUam<9T(#{g)vk9GgLOb$lkn*
zVSQX-OiR~s6W681bJbU#@sU=aweUn@*NY|HD^_LlpS`pzIh6Bq*^RYQllbGKrk_5V
zrNVB*R~T-0>HuHWw<XWkIdx8(DBM$iHtVR^o#1V`k7c!83lFYIx1N2BSLiKky-zUL
zRQ9f2opX}bRVrJ&j`@Bixa>vpy4tK?+t_8U9J}A#x202>=h7~Vr-64iv`jr#x$+q2
zs@WXs`$fwH+!Onw!glIqTx%0O<{!0VgXS{VIn1x4H5QaT|GYX^X>xCuT|i)<#E-Mt
zyF!x|U*76&w$xl&Td7%HecsjC3I{E0t;25jg!#;T(k0VZsh+eT!Fbk$oo_F#t~oxd
zyX;PJVD?wz?%k>r`?K2QzqY^jdK0~k)y!PsQs#HFus1pSQCl1jDs6sjtDWi2tTt=X
zo6L+Y!OT}Kcbr(wGeiENulDu6tIM?}8SU<OTJTuDH@b6E*lMdMRaZ{zux~9s#UJo(
zyLoWtx7Caert_t9Wv<-IH=XS(>t$HDb5;9Ri{=yR_ck9{@R)sG)+Zr{FDo-ylGd$B
zy(`Cm{bkIY*2c%nt6slr7d_>**!0wQwLMW=yPp0y=kIlXV&i#JO9{2rLI#=hV%9jg
z`Frh{*krltlzIB+wWW?-Ugnld=AL?5VA$nQUHvQcQnQ39-zDC(UoS$EW=1wDt=jP5
z>UO&Y-&f_Zx$&k<+PSzZOj+aR<6E<Luk-f``tklwXqmeD{9`MQ9(w*Je8z0s)%{mg
zx%f>D_r%VvSjQiFMWA`w`l{C(zioMZ@7A2M<z<xz*DLSe=c*!huK3cH(z!mV9qK!d
zR{Xi{_wMHTny{K{S;uG3xU&4@sjca;qBnFH)^%|jR9&APefr<Ub<fUjZpvQixn;YZ
zk>U5<vZZ@kHol+rrCN-E>vM;j*_;y7JCQqoy8G?-U#hv~+OaFkrlzjEx$B)@Rn>Ln
zQVEq0+RNN{X0VG+F517e;M1$xCEDuVE1#E(9q8Z1e{I9jS#1)ccTS2qzR_CPa6MIR
zi(R^~sQId$jZYsWi)uAVl*wIPs-w#0V1I7K+vj(#ub8#*;VJGJ8w~sEr%F6uE^;M#
z;;)bylJC#kZRIukIqyW$iI9KG=3VdZ_gZc!TU&KaWleZlM#$w?rsm>>->17w?mM)j
zGh#E>l^rT8|1;QTD>ToV&ayUPZn*6UpUSf-K1==mqh5z8Z?@aoUDV}i^CVnmR?x=x
ziHqhcPpvHQIBF?>-*k4x5qqUYowxhFMEkAwzB{+blGiWZV$F)k-CtH8p4I7fD9}$O
zxJcVP-!?n&nETrB+q0%>-#K}3VpCzy<p%3jzDr70irTK)IrmM~l$XDo8om5aY5B;6
zmj79OdC9$Yk;m_I+~P&@56E0iOVHXm{oY==ToZR$*W8Jl<l1U@t|fVRybgM&Y`M;A
z(zfSea)Q&I9?ALsK2~)xL%r4$fd|ia%}ze`?Y!xscjvk;cDdIwN<6rBB=<Nw+s+;Q
zr)>9I-F35e_qryfe5yDv?2T1j?eVn<Cl6PpZC#SnJa6hm%^*(8$LsfMP2YIkS6y{s
z<PwF_RYE7q=6pA0KIJmw4{N|Qr;ukmlV-j=`RUlLi6(RY$!7iCd++ku1dk_mq4QPN
zSe{(>V=q77+F9wVZr@90k#k&k@7D9ibM93iyraKKuv}jpapy_tmqowiiss(e55E5P
zsZ4RK0#`^6b6jP*fl9iK)H{XQue*F#%e88+j(67kCc;tib-mbi2_2v8+w1S-s^7SN
z-cE74)??fAk7H_9o(_Jg=_k14e(>|RMLBuT*H((2o@BRduXxP#XEwjXr=Pj=pTX+w
za_-I3Z&k0|UgjusR7K)V_KlM611H!j-`?9}qj|Q>D)b-=^V{gFO@&o*rdiV_mDxV<
zd>i@Mb3!#wsKs*C;(3Lku^;C<$6H%i@8wULyeDvOQ9$$AqRGo5dJ12@j-Gt7>y(!C
z<gZKpbd8q<`6?SYpI2I{`S$0vd3O~5GpJ2Y%zD>zW=c@F@il?sPhFcgb02z;w)Js)
zPjzUeNJ7HD5U;42$0kiSy20~k(=w(l^H<u0*(_ei`6t^Wc1~&LlJBzYQLopYkV(I^
zW5<cJrQg=hD|{QfvG2@-DVKNoyjD0Ec+hl-RdHm1@SL<Qn~E>nU)r5?t}fD=E8@wu
zk|RA6>bd5HOT4_c;raAu_FkPn7uD7l>%Ba<&g_*_M9-JCx0mO9U6+;T`E_mP+L=Pr
zwi(SmX|ZZ&&SM#={Z9=KiX4{X&3t#~no(Jl;^KK<4$t{^RFQ{swV|7z#`nPGTQ}WE
zT6r|*aGs~AO4u8B<ykM^t~qySs_E&VMd8NfvptohJ?=^*gfG8wcFOB>RpBDahq`WU
zC{mHMk$M<vIU{uOiS^0X*2-J3?d~qK4!^eN*tI-1-m-6-C-*d1g+_-I9lbgCO1g#J
zeXk7%9^b#T%IW6nv(3%(zWN=H33?Gwnp5)oPMFDKp2FyL%VqaZO*&_^d`|Gi>1UHg
z&j&`7vrK&(^-1{TftU9-=t)byunrUIs)~8DbXB^ch2*nock8Pbl%93hmUDj`e3R$Q
z;`JuFdVN(FtLA-PqRrvvo^^Gnb-?GZD@!^!TMCb9U46Uq_VtD9<;tI@-$>BhnRtES
z<6n!-JdYM>NS9XeE$4dh>-TlV)?XLTXUr*G;Tf{|#^o({=ha8O5?-(_=;nt<+xNVm
zE_!NK&imyeldfFWVX*nS&h4*9QgQS}yCNfPqpzIo5~i0qUiGS5{I+yI@m%cV<%O#z
zXBllcs5Vz6A#LL<<N23%2lc+s_3vKG>AG8Z&AXWJ(xpCp>}w0OCC`?G35iUsdTe^>
z(VS`-gOwWR-p)Ic#A@7k)g$`Jm*=J{^U9stZC528=6d*}N<M6D*p%uB<<7vWfHUr4
z{~5l9^xTlmHoWmp=DLgC-Sc)!rkb7>an@OGBm6$-$d7|}e}vkk+g#rMR-yju>x<p7
z{c^#(@4T3ndOU00r*-_M9p4p7zps(huljRk-MTm7#@@w6ud`D=c0JBh=xM(2(P!Ro
z`=hru&U>yt`PTB;wQj5IQWvG0SEtFyU43@_SAx#*Joc!sGxL&<@kc#*Ka<NWn`^4r
zv@(<F%AaiXzMU+pSZ9`P!1=SPWPS8r*E_Doxp~WN!hNMKZQ8APxnJ{{QRJK_JXh=A
zyzKLc`evQ0<9UuXf3Bp%gYf!mN!y*;q>8JIpC>09eT_PA_KEp&*DtYH)xz)DGk07T
zN#`=+&E#=Wz0fsfDermJPq$`n-5A%b+Mx0v%w?PVJnf~CGxU-t|Iu>1+;vZk_h#m^
zgU4N$oK?1!x;p2kOk?2GlSgwrvtAXs22A9zwf}YHH%n~Sy(=@Gbk*@{1Z8H0+y3e~
zutfRRn%sjnWy@p=kBjt9{;Z%7q_MIi?h2o=-&3WXqJqJ5uAbpq<F7WS++gmhpUb9M
znkuqfQMWvrHR(-qS?BkJo~tjGF!W`sUs@V&xw3HQUd!Ecg-$uHbZL05w)3IBZPuZa
z_xGkf%=OzE`eI$lipLV?O_yzAJpMXn)j2k;<F|I2_AI(()^kb!%uma+AwgBoR+;SX
z)%&MqsWa1S*|Jr$rUoQiu2MX9Yi|6k=Y<*Xmquo;EKaLfSyoW7#DR158i$yqjpeqt
zVm7%s>)UEI`Yqa;@<MBJ($=1B7OM}LYuFhE$b`JpTB&~FdPu3wPq(|?44;qs9M|so
z9O7QZu59Y3y|ZBQhIPkQPV%(5@-$kM)A?oCBzM(twJ-9!*178Q&N_d%&Qw9<OS<VQ
zyVm7X=CxcF%P~0X<apdq%kImXu4l8d{b#P(p6I`|MC|&)KJ8AKYjbzx9=2W0HRZwO
zUDnAR>t=ZeUsT;;&3K+6T-oM^%I~W$m#Wr&jQO(UG4s70FM~bj-L3KUywDR}B`TM<
z=ljy$nf;>f$zsQ=UYWcWE0ZZbS~YRm+Ff>0#na7>p4QG>QegOHeavN(pOf<*&Uf}+
zdc&PV<-wfrR7ouh`>0o~s?sudK2MJeN^Q{iljYXWY`b6U^rVLu-kOG=FSERRtSa2e
z&1h1r=dzs~1@2kTpX`$EW3Re6m9OY-{jp7RoqoxD$T}CUUaJ$Fd1G>8;HupTQWO2_
zv>dgbFJ%s@64u@D&id+q231l2way~TmDRhhO!DxWyML+QUG_@z?3oflcRq(dI#%&M
z<g{LK-`B*nPKVch)t6<rMvHr`w|TTMiQT$2wES#%CA;Oaz?>7yZNAEcsu?vO%RH_1
zd}(xatNkIvOU-7tUZhQ(@~KLyLWr;UXvWVj5BYvkfgAj`n!LsDB0B%Y6o>zr8Ck$+
z8fB@QoND><_3P-zaoc;%)?^>$y}jT{s@hiXE9d(CcTM=v-nVtZE!$Iiezvx+HeUD0
zS^s&N*?Q&gD}2A1mONd0>!+Y+Y6IV!tD4Fjj%>5O-#%v;DwVwb`s*-fFO}YNmX8)G
zXa32OH#EL*`PiijlQWk->quHyuHZWI<Uv<#&mEZ(Q-Q_{U;eycTeH<Pd0WqVpIOd%
z%@eXXmW0}TjB?75ES`6TH|~~V*XtcTY0HG>F-ojjvaE1UNX2o<SCvanH|4!t9K#V&
zWEdpST9Lmt$y3its^^Tvb6Z<2neLvP=xG|eCSKe4WP8s%X^GWpLH_ql1ubksVrLaC
z{j9Cx!*9A$!2OkB*ZCy>n#+@N>|=gi&G;qrDfWEW#aR|IvL_s5R+s!Lj$M0i{_=SD
z84qt%Klm6YqN-A}_Vu+bxu(`PR3vIveE%0ZXX>AJ&Z8yPW*`1cv``RiJ}8@g<%_Ie
zg=FF^pY;rRl1!UTR^QBfe0;{5`d#k!bMurAya@}t;a0J((ylk=qV~4Owf-w?3=?@a
zGq>FGczG`SwXe2cBU9_lx~U)Z+ijwL`K;O(FxBGy`G@g&70E~c$z4@;EfR8K4{nYr
z`t%}a<?iLV{*keK_Z%cvs9!0J63Dn-Sj=;Lz1y>`I;XUf%<s(jb=@^5-1O9?>e*38
zxvO`!DbLfHc!y8BFiiP!&#$ZJwT!Q%T)C~xykgDVuevd-CY<1NJR2Jte0?n!qfGF&
z-{HpDGjEEmFZ|DtroLZPB2wV-ij@~O&D)wf|4PV~tuLY+)^L4U!L@v=kEF-Z@B)6e
zMc#Q!BaJ2>oOWk9+fvr!_f|SE?{zy>d~MUljLB*4GFMn5<g{!y&D&}|%lb-2!0t`9
zuZ(8}opMxKc=x=??9Ys{ynzW;QkU*<ybVe7`I{xXOI&E*1uL$3W?`!mc37BPJGIR<
zy|(+p_2YZPb5<@_PR&|#^PKx*XaDNXy!c4=s?|!&lYN3X9?g@G;|=|CrPeDh;7Qu*
zHZ2d+jHb13{XaR+n>zW^i_E$wia#E$ao1Fyd{&{Q`K_M@<D;odI(O+-&IwuCW*l1a
zpFzsO<88<iZN;^UytB5*Mue70in1NzwLbMGZPoW@O>UQGosaZ*9WHuhZMe~9wWBr(
z*Sh4irrparHL<JXE1RF^!4-Q>^_;K@Et9#r?H7~B9%<W`5i(Z<=VjfiT%Ntq_9%~m
z=BWdwZmxP+)0#G!SST&Jd)8(7thw!y%WkJc_+B;I8v1=X+p|{f2-mMBpRUIGTFkoq
zOevw*jnz%FxY^q=!*iC!GMTR4c(o-ib9ueA#FVDUS8ch)E&Oho<$-0N1NUWJS#r|l
zz~#;rZHE2_Y+prZzB6E-HEY4`=Ah;%_cOB%zic_|d)DL<x6pHuOJDAM4it2*;+U;$
z^5>J*hLu^tQtEd&7I(GHDURYg{Nt$6+<96yJ(n*#1xaM79n%V1wRE+m$JXiwlebqT
zmM68`?GlliAsBk4=gQVCo}1a!MGj=1xf9}09C`AUYv<u$m8qeXOKh%MF1q8IwNzU)
zAv~S^($2YlXFMetO3#*hweSSI;8^JOa#{MFpXN~?GBTb{oh>8$b$x4%@3V-z8-kD4
zZF_CT_UP^fzGM5eKBgbOwk!R>I<6n(`fVD|rzpL@`_;~N>qmwYVe3}udff^zIJ8r?
z_>g&+Ih)C8;R{vQ`E|;t<+e*GU)pn=^Jv8LCr6x9i|?@BDV)>Xzclww&d#kYJx{{V
z7rqt}5SjP&)vme~^CH45zOCb$7<1~c->iz6Yo#|nzjdtfnfT-N{!yP-=Sn@2UMgW>
z`sMc?qhBQ}5-zVj^XkU?YkMU$i&S^<-}CdI<~i5DIcJ`Q!CyY@7Z!;gZ|62JB<+xn
z-+VM@cY%TB%6D5Ebj#Qzk7=`J6_@>#4{up&?pZA3wt4H4<o9vh>mIXjzqU6hyM5~H
zdD_SJxGVnL`M9+3tXI(Woe!T)>RDwntIWvcBx4T$hxKmVtPJu?EB;Ma6lR>a_02Ws
zq9@;$c6J3u&DZ9=xjcE9LyD2X$<^PJ3?%p%)_RD%<+7R;>vZHeUqsQ>lfEb47Qfi=
zXPwN-*u6KO>}vf!Z3)+>?%UfYOpaZ)`e4rWS(c~6H~P&Fs}?Z`oRm4?*t^ugSFW|1
z3)~Kwd|%ITS!Z74b?$k^@!lEVj*7Z3(_Xe_(xUUT&lpTx9vgYz`RZFYCCT-QA7!sy
z&s~1s^rg7@NfCC@&+|J<8IJChyZU)TdA{Fr=`ES3-W-|sG-6Wp$F<h#jNLMYajE&n
zr<Ie{+4g$-Y_1IXcx%_{Q*|%rvHtd&w(b1F>$fU;4qljlXny^pn{i6ag2#QXNnU*R
zvuka^tfgC4tTBwdykwPWS>5FJ^&QLkLNk^mzN*@M?)kIFdyDR63(vV`d*!HP`?W<~
zPc|1={M-6PWTnQEX~(<;HO=nKeHS;kGx&Ve^QDhvtFAkL-x#oWlWD2Ox~JarqL!Tt
zd{P|vK2=%wXub`1PxA7r^A+sN?4@?g827wiIWOg;x~WQlze!_qkhe^@@3I%y#W%I~
z`dQBjzp_v2LyFj`buTAbO%9vn^~pvj&hYYgrN7TA&$s>&IkIFkljm{KuYNOAMHjXD
z)P;J5ZQl~tkWd)8t8Syn_1WHk_Dww)v?Nt`P345enkT*T-p;-H_3>dr)!pUmXW96!
zJ!SsqxaiA$%2!kv9(;^9tmrDsh<Ls(TjEch`^75<c9kr;a`o+vhk0L(mCbw;`>oO#
z(&tS*e{9o916N6%?3eR7Dr}#8x)*Zt%a`?8CR=>pRBqiEvf;wk_v#m(Z;|JTx$`zX
zxKI0Kuk_(UN2x#ad#mF5AHI0#dg_blo!V&{2N<|!dfs<Usrk=f>UGs}-u{WtKW3g;
zd}*oK=~=H;v=;o;p0RUwM)Iv4S$@ZTpG;l<U2?mVN$`cjdwZ;-p6uhTQoZ|p#u4Vp
zarIRpCk}j*`Dgn4>YlYF?mDxwcRt?E5!!i7t9?f3ans9LTFtMl!-b1(98DBWn-ndn
zRjRPn|H{|3d>QjIlFwyd?phJt^|Rjp%Dj82mXG%CyB{okh$H7o@!4uFzrZNvbv^TL
z8&&UqudgsCoV#$H=mXP?_$8B=7|t(ExbdT`y7OQ`+1H~nO1o}5S52Pe_i3|f$;;=v
zCzKwmxBA8Iwk2YM@XLr<alO2o)-&yro_(ari1BUA*JZopQmsO>&d<vGcH@QKR*6SW
z%*An<>nl3ez1f?PJ?jV8!RT2(?}uMIy-|8o-OhCxfm7X!Z!C2*TP(48!PU}d6K_BJ
zy56pOrApq`wmg-IpXX)W;qkAt&0c@==KT2f1BbM9S8q;|JyWT+eerQg)7dOFPv*_d
zc9>u<Qy4aP;w!DplGLw-eY{?qK3`w4W?p-f)){SO!N!v-Ht(ErCvolDSJ^t3c#3De
z)J@D3F_z)ER%38%&Nkz&S>78O9$X9RJZ^JpQJ8y_dfT0vwaw8R?q-DxOfueleQm|}
zdFM5r?^wV6kNLwF&n_nBF8H(O*EPPmSKrKhSR8&NEWr2BU;jy4^SAa)KWBVtNAhl)
zXZv=2<Zlm6n*8+f#4qb-tXs=dB=W^{sn&+VtZV7Zy%|=7ZO-%knkHcrI`Pu{r!tR4
z<9t@gT<eXU_o=DthO-(!TeJS&RIlUgpI6OGGbj$5taxSPg*D4<tFB&2Qwg`2EdQS&
zv{v}T?}M9PP1m&fD6i?EY<D&D<;H{2A`fN1Rx5A*QU2igyoY-0!k<VeNd4CO^hw$~
zp{s!D(S|dHnIBjJ*slHx@BPsncVq46vX>E8R;Mm|d^qt+@ao`5`va#x+ILJcsh^Y5
zANA8Z@Tyd$#FMY4D_6(G#hvls?O(WtV@vmT<tO&N$zHSLzHGOgXQY+qm#NpWWIMa9
zaai5u{-}G+ho|SBv{>8nVV~XS`3J)GT&(r$f19Ct_1h+kB~y0yRZYCKZ_|gPQ}VNg
zSl$?a{kmRg%LOIj1u_%dFYP<{;oFRD+q#Y<Tr*9(A{F)WyIif$xza3^1^?1rCLU*D
zsN(vxH|yiM2V3uDi5sq(;HQ0}l)Z9J<E4GR7oW|2zwv0?l5LxI+pPM0W?B*dT5q{2
zX4C3VFD*;ECc$iGeCN7x?JB1|>GsZDU&0hs7Hv_RlC$@xHjjYY0zQT>k9PCwRV-9q
z9`&*FYsJ;hv*F!GB#u>u$C?Lz+1azP<nrakFKYX9*Eqajv|TOqD`QELGjqJT>!Z@R
z{;q5OLW)oJrUr?cZM^oGRpZw2b#rGtxSDqSd0b45!;-%byDF|9bKnh>IIFtwpw-!X
z=Z-Jh@Z|HAe<5GhZT^`aShji2C#_SjnJ<K{ni_u7;_uSfQd>F8tL{Fv+GV#M8BcO!
z7kxG%X7eXE>#Lnx6@}(mhkcmqcKNAc(W-l0{~44o>6KbnG#+Hyvp(=z=o9TZeP55o
zy|(UTxvs7I*ie02_U5_Y(sll>-W8a>;pO*>d9pj!hi$%+JJroU|Jc5ewzt>!XWfqV
zi(Qbu)O%%Ws@R@GvkLFc{d0cRxwU!jfuV8#?jC0eKmB%1jOOpFCQ)|}DnI+WX5Fq=
zKCgqKyk^_APV$%`BXd=lM|Btfp*@RulafI<yS#XCB_+w?Xv!VgwZf`a!kH?6b*fa#
zF7oh%y}EgPyT$7mo2W%fpNs>2A1R2pF|T!-^`h!Wjfu+Ds}t9+ILx*3c+|&O?`fv1
zYuEo=SNZF~b^gNQXXaI2-BaiGFI+x7@s(-DjLU9kj>~Fmu6@F6ySp*g?1KN+4EOxq
z3VMaH7sK2y1)Y9zP&=bQ?N*GO#fqA?_eZOCW#%28%52Md)c&^~i@o7_d#`&|o0nec
zwYWX&U;6~xH9Zbop0*pq6D~ZTKKa1+^}fZ~@^=q>Uvn~las2Mr|6H@C&f9KRF5EY5
z+obqz&8Qb<8z1b8_?x{Xq)AnQfqiLFan>3OmaynJZ)Le!jVaTMPlTqMzgy|K?|H$k
zCWQlQW|~IwGtArCDHF82_<-%|G-;-@mrYMS&1(-ai1;<_@>D^UO(!Q6ckP-sX}@*F
zx<#ihvN67o4T@g1Qrfk6SO1A$JZ8S0x98rSmv$@hfJ(_<ZN1liHgl5prg==LGd**!
z<v7zSzBk{lF|~+J32UF^o!;~K-ew+|>*YEQ-=3}JPVjg<>rIfSgoR_tAHE`Khr)@m
zwR3k!NUY_~HJ#gj`e<2T=Df&tRa2)IM-}+TMGM}FTFp1-x~uGts3wkW%wN}rsx!Zg
zu$tcYY~MNCw#LT$YBOF3Cp=$jFT0x4-`SOA-m#F4{g*bpQ{eHGn|jSAT_!ALVo$i$
zyxns-t!0v<Cq_=bJ>Tbg*2gA;!cd+__MTtYqb6O5>6~Z1;^wx?$NZnisjfcuO1kUU
zs()7+o->O+{B>@gbj6?SU2{Y3?d8`OZ=bqevX1@C^}NHTUYa+y$7!#>vWB7Tz}K^d
z-OQ^?9_@YM#m6bHcsl%+$>lrm-mZ6A!SJ}}b9mJE`=-a2Imlg+>{!Pc*q!hELQ&f>
z^TI3MkIW1oXWeKHP5k*eF70xV>S>;yOTTu#Nq<}W*2H$7_O}BEAO8$Hl{MqIdf(PZ
zA6~KWE!%SK&-UQ1vlnZV!nduwp7(tB%~xF!#XqFp>Aq*QIG^?N*s+g2-ILEd#!XKx
zDQEJ_Zd#ICn!Igl+O2TgOV>hkcfP9llf8cXOcCb!AJ>a-+m+bFFM8R%=7;DrFI~A)
zJvn<H-%{A!&phjm?y}_V?4}RRrl%J?+iUE<Q(fkBOwsOrZ9<-Zw4YVSE-v{Mp2*b`
zK0V^@-#gc9a|?INTzYm<CTOwB&8yA=>P!7iCzRS6`)^UWcI{11c!<uULQj+PGFQIb
zX>N?uUH$Tg+s{hVuen!uBvh<7y=rnGbjMrgm|e><mS;!K7kp)wx5-?-w_v;UgvNQx
z7p`AsI#;9SiN5JWsjZXUDrL1VEj3l?RqiVJesj)=$#aB#a?*cZmHnY^nox7&b?lt>
zwNe+S1n>0A_}%xlU8(r;e}=VR*KIgH^_;!b@o75q>%J}#Tk&Aclpd|BIZ`vHi`?D&
zdh@f2cNcT!O0!Q6>wXYcUe&o|*(BYtO;>h&3T1y%9a=u+*R$0>7tE`VD)V31ylP#f
zP_o6Em)GY!xRRFVZ|~K(M91C4O{X*TUD|00<)y`wS3YOj^~`Upn|GLU<JqXPJ14iQ
zR9;!-Uzc@tm6?0K*NY{a-fu~_pXxDfhVs*OD?%@wcrr~ce82OG%isC_uD<xDQsH+v
zbH+N36Bb|A{X0`4yJFt@;$@QqcUifdRGt&IB+DJNCQGTo`pK8otIQ_Y%?VeT+PC%M
z^eM^vtFCmjHXO4(nyywQ_jP&Ro<8H4b<h3HI^OEIGxzy>y_&+rns9T$<E~eWV;KK4
zyk5HYluz2h>tENLo+mE4?EypG)N|)<+FkXP-2N<3;<NUeEer-<AMNzm5N&!ndK<%&
zI#a>!3$cNhw7CkO+f5BKdl}YUcsBHw*0G$kS4zIEiz}#n{xa64VN!uMTVb2h&L?kT
zf?pJEW>fk2pW*tlBQp}Ry-FW1HB^3(HtEWebzgHD8?`TOSW@`<&UI(S12$#r((3-M
zd{MIHl8as1GtmW;c*3L}%$xh_nb&jC$vZFlxop~@-nGDw(Qc}tP5S*yt9KVvzC9{%
zKk1c8+KJ<Z=ZXqL=38^FjBQjG^-5E$+j?ENb<6FI-O5GB*(XO7Z#=lR-I8sCp2x{&
z+xm{P#_APso+rJxP+Y_Foc8vK3@p!f-b^}aQ?l+?Sh$VllJ6EPlP%eAt!_KU?)5UY
z*_Jisq!_zjz154WeF9ys3CHJERb6>;!_qW#y4;mj_j`ROE=kobwT^a|u=(;b)+QyP
zu<P?}&*(mTt~YO=oNDkleSRhGv+W$)&}@^uHu+w6HO>{z%wBuu&2Lz9#rJvO-kDAj
zKh&>nP;GcV>s`&7u5+_4@Sof6sVx`tQ2X9>3$X^~cUcivs=^(<J!$;(>uR9bo$F5C
z&Qs4X?K&-;!jrVjFli}6`aX@c#~)T@)ZETW%{^%G-ofT~$a3cY4C_6Po6HGz*}1#N
zwl_S9!PIyX|HH^h#wF|07pGm!>Amq><Y9BbW;tJ5k&SZmu3YiTKPkoC6Y_VZAjf%&
z1;>xE`b_Nz+xNuJk!iE%_v5B%0q%8fS@ViR#WK~dcu4$xr=@><$4Y-EixmY$*7Ki-
z+)~tKpX67!C#1{jqsPkm`B|G*o?N*}PxEb2NvOi3t%4OY^8faR^;R5X-<qja`gp~X
zOU|2p7!|q-*{_Ql9Wk(2tt*uKVBS|&&7-CZ=T5Lcwra26gXgbrt(v#vwbRDc(^{4G
z$VaU?-5l;$<m&Rmzs@>5Brnn8@J9CuS*6D+WFF19DBv%7)T_&=IIQwr)D1H+^{z^v
z{zJ=tmM6{ec%dcRx8msT>SZb?k0zdJzx;XK!pD*}AI~PAX_?3VpJCM;*(I8n@@~xt
zT%Gd4{@B(4**mow-u1IBUq>4rC_J!wrM=;y+5QFn3gydp8_IXA)|Oztx6E)}cJJAk
z*LlaZwV%svO}jGT-`AYuC%*sHdJ@?4Wp$~EjH0^A*^E00bz7FjF8O`6aDvrG-_!^5
z7Jprrm%R6|<E2x3gzBx1l-=>Gnl&l*YJm0=x$KN%&(&3z=ue-uWm?1hg=$M(60FMC
zcC?=jy6o>(^1GL%>~Nk}U-PWuBg+@Oj@Dq5U|wo+=<X`LUvu8gvP^GbzSQy9^4E2T
z3(q&KdM$s>;?K%$Mdyn8uFLbdOFr9{-2GIhZp!Zphlh=8k2n~9J(nf3O=!<|BNxu|
z@=Kj^YgaG6WyJZP;cM`j1gZAy$yViIJI_cLR2=2zWPklSmfN+b<aw8CziD{bh2u9}
z^?#^JTxSW}lB`lcC)g#XWOZP}5+QB7e4}J(BhHZ3p{~kvzOOdd*}MCi&SXZ<lT+2E
z2UW_*^gI@w;q}-wF1v5vR1fd_7R$xUSDt&eZD;0<l<KdmDsw)cc-hsv#JWF<jl<$~
z)Wp-$Z+vd7Fmlfc**E{+Dg&*!LwQH0z427HeO;;Y)BW?hn7rV>Szn5T4)2XgUf{MU
z%u4nF-=ZlKUtbB+n7ZTbSuYiydtVn_oMma2@m1u5hsCN@$CpONExr<5mKGH&#n6*1
z%AKy>RiMx{z2EClplQ(lpbbgdewq&FKd<@R82F^?*`!#%j*RbaEtm3sT@z_YThIPj
zZMAh_%%%PyZ7-kW6ZncFd*{sIv(=70H2Iv?ZpQgVTGMs=*t4f5vX|RUUAJ5&EbQ#^
z=D%7u)Y&gB-0(D9*O)I$=)w259s=8+25yq`d@O7GS}uE*tE+&q(BgY5CpkWvuNtnB
z@Zege^@OYM4EsLSu3{=OsGc=(2H#(;h|87-ewD4-Iep?UcD*%Bf;(hNpY6FHeD%u5
zc~=j3ubtG+wzD#SUf9W;>+7Co&wF*`ZlrNqrJQ?S)iq&<#q*=`XPiBkd3$@Q+!e=_
zCY4{Ga_S}*c`TG}V>i7Q<-X1Ez+=(VQF<w&*N)T$&iB(^xmtDQlcTODcS{$TaoD$(
z2;5<nkl}iIxNqi)dBq3WyE46=2{i@neN%PCJVPXTf3eTBhn^O8`@KGyT#=OdbNpAx
ze}-F)n?IMYn4((ue7U=@#A@R`nIdzT1D_OR3rQYUkIVY^&UWWtO<k!AFQzQixU2YC
zrcYa8<>SULtIr%+|1cz^_m0#T&At3gyL<1o?6CP=WbCiq;H&Y%^VemML(g^v?R<Xh
z`<<oQGIIW2&)#t!V=WP`y~k(#GGg;O_x&c9uH1Yz^X%z^%BH>n(~n18npkxu(9M}Y
zYUXM_!M@JTj+39*dp&#SuEIF~X{<{Ft3p+{xzPjp&u1$_Ro`!ZxpKKw_B5Rb>y=ge
z_Xc%xDD5imF)O~dy2HU%Yq9CZ(?Q*n_qMhcAI(}*d0x~@^||Pt2G;)!w%XCl(pgV0
z?YS(mVw#?Z(zdR2nX+XpC)t^1^*!}HbVTV+^0KNBUB1hcv{!WrxE21moZ8*PIBRaO
z`Ev79MXd!pk9(b*wyRR<$^5Km&tjVAX<t~b%aeBXO`_KUxvf6JvvzBJs(rQXeqz^M
z-#MFlQd5&6eqG(O;k;>}pW$(@$tsO8r7E|rR|W-s(p5b9I#zbIOyAT~n$NcD-kB4;
z>`b=Ct18~jvJ0Az=DHn7+S#4{v+DcWqlw!kP1jzsY3KIXsN5eDRy>d2ZmVH_@U4Yf
z{`paditc>TSYEpDY>be~n(Y&QbzR#VynErgGAF}p8#`}CeR~yFX8AgD(&VEt?|%fn
z`4t{gW|O(>{leLDPZP2)l$>rp@Xk71?3C8k#ZxC#|Gt*z`{HDutbWz;eK);4nftcB
zFfc!5`Q_Q3`92c_w!YYK%7FdnS?5_{;buK5{~T9(w;Zc{8*lxiDX@9gx4*H+r_`=~
zE?X2cP370+-rHf;Do-VD&f{Eta(d#u9qK{FU9Z0~?+R1i`7$C~%&+j;UaKmZnCm;|
zY)IkS&m=M-tjqbl*WM=ug|F<nE}k#uJoe(H?m7#}=hxQkxq0He%rz#awsqnsY)aPK
ztu@_Qvg%5hi?HF>Kbb3x=WUh#SMuWE*}@g`=46>oYw2ygzty47JLKGa%>&QZ2BzLB
zjyj|{>&i-2*>gJ!93Ed<<;9lOyX1_=^FP{UuEF<ZD_{E+Y_`m}zW3tEbBo#grZyTp
z+qJWR^X2QVXUkZckLG$VST%d+OabfF>$emh%bpk~wS7Sj<Ly~*UYwUbx>I&bZg|bP
zIp6<ePxtg#ovl{Smt}cw$C6!ALHnxYV}4(gIWj5h_4fT)=O&b$U(0zXXiAV#%JHhD
zPx9VaN!|MN>3G+L=sI?py3oy&d&(`=R?gWR{aAi!P{j%LuD7$UJovh1XYP;R%XU5v
zdh`0})4q0zi<6Fb-Q2b{$^G=T^=oH-S+|b6Kp@ebA?&NxEoqsL-E-C)-MWc^XF_&i
zGS?pFt`aYXxAU%QPUv|O-fQW(`Q?kmmn&AsJ+pbm@Mz_2FPG-|hnDP`+<ad2?92l-
z&-doKS}!Yj95&51>sH~h+SU6vPFG0&uwHb-?l5KB>`QOfaVX18y{~fL`MJns+evqK
zNPJrxP_ZuPSpJms?NKkMOtN@xH`VOI`{uoEcE*#tj?Qklx>fPOdDBj_f_f{@1+%Ya
z6&r70-diM|R~)N)dj8tN%{$mOhgm1;mmL+$pRMw2>zc}`bz9GyGzd4J|Gf6CPTE7e
zt&=xTJy$ii)NbvC%im=!Z?R>aThO5K_Db*;7tTD(=Sz))Ytl`hhHN*s`>omk+vw^%
z-<6Mf<BC$ATrXYadHwa-0@j`Cwy)cK7gq)~Pu~0e&R*e~yV=DBx6eP1n8+jNp0(rB
z*I$9WU)4f>hP55t&2%8-vR?7~h_FdDhvyYXzbU@9SLAK-sl1@cmNyqF6kgicQ=#7V
zdUod7bP2YM;BcE)U-D*7*zn}r>JPWgKKN!H%`={Lqwh}2=eU;C(uJQdFU^!Sn{&jq
zKkq-oxvkQZ?B%lOHEZ_tP2JP3AQNuuvG=?;zq!PxWu}b`rQcU=;@cBCP1Gs;(7f!d
zqAsqDlXr$iGMsoH@i~_D#H*~Sckf-QpIa<+e&Vc`#k=<QTV32gbEWA`n`b+3t~Z{S
zwd6XxY&Kii`KpI2qYT5#cg!lQ^<G<6R2(|*;q*z_e34zxW#(;dwmqo6wqTFT(oM##
zdTXV_#UIPa$e-K!Q*Y)5TjR)`CtuI%oxMVxZJq9Jsoi=lIR_@sTD2fgWTv`JVYre*
z1drU-mri<TriMn&eb<?#!rYL(W3nHkpTnB9T(S#z7|%bAeR|@jMAGJ!fiD-nOWhdM
za^7OrCA%4qc2wUEeJ;24#dRHK;jTyPIW3?3)mnM-uCa~p*Bg&|m%TF#s83@%$Ckai
z%joKE-VMxhS6{p3Dj%uZw%z8Ntx8kTR{L-METZS*roLRAXIqr{NWqG4%2LbIE7xSY
zuY5SYDo*6j-q-y*F8{O%zwmwAf(D0Q*QIT{-hDSMdF5#`Z|S+YCR=R6-|+8V>i>6M
z;ibLqZ=6+<Caw|rBC+mj&|g0BluGBDg11(h&Msryo4JO4dHk`3)dB(!0-lR(Gx76Z
z`S^X_>p!Oa(+@t{E0%5i@@)ECdy5mlE}okacQ$g4*_l4a6+O8}%g-)LC||{&a&L;J
z_N?Oj#l5MkQfjVVwOw5m<}>Z=<mjW#Q%W{=33s{0RA2qf&6ma7F0ocvBq}w2`Qsoa
zKP{&jCaoNxoru0$)b1B0c!>P{@k-0?%iij+uy<X1wp`h;Rl}xq)q<|cYRitg`HGwK
zM+Mw}8zS@3XT>J-;5X-*B(E!*7I|Ku^^{p~*7P%vHkK^9`7-F}InG(jYUW%?ne%nc
zh8r(~E8F`rzGdcwUrSZrY0NyUrFmkoG0)YY=a(i0u?N{ksvYb<Hn)M7ae80o({`KC
z>O;Z3U*sGVE0%sbmSvQ6CS`Kh$<Gn5o0q*UY_qEhNEBUoqcCWy{Cv^bb0*&A3b}RR
zsNrwH&{=l8C9W1PLvJZJhf6M=w^dxO&7q?zY)RnvC7;f@Muti()y(i!O<U*XF6w!0
z{l*iI<|*@boituovuD-Q?C4M<p1!ZI!^{j@;w;z2`)~7oFt2@WRgdAK1-G;>EtNEW
z_EA(}cHquZmcsRZSB}p~ZqQQGW4HHOa5MSjG3`s<E|r-lt?zg)m3$r0dEJKZiqQ%d
z;oECdY!(Q&Eenddmo{a)N|RMs9QT}*D~^Y^t8EcH#u51ALf5P}F54cL>j$sWP?zuZ
zZawDfa$e3V*dX_-{M7#pwyd^=^KPtQ5@YxrD3ZV*<$5eImN)6boYZ=)#vT_Q{pXRV
zr6*Xv55L5>^DOH<^Sx(I#^*bCWu2XP-g50u#opqn=SA7485PX;O5AruaH=w+=kkQU
zs~Vx~7WQ*Z9_W8raCXtk$rCD;**uY(zt-f~kq14YOE&2oo{$xlwqeDjtv#M9Ds@}=
z&-n+(MrW=nKJV3XdzFC2qQgaRk`@$RDGa|l+te^6`1al?e$L-FM9#cd`>r*wpnj@-
z%8Y+o7x->tWdCqB^mk77{0qTsdrs6$KfYkKwc)Iedq<A+B=3)MpCBWk!Lr6frl&A$
z&!q!TYPFUWO`I6K^-}W0vo7mQpP3$1UmBvl<?DY2yQ#}IyEadpwN&Tjh1#lM-*57}
zFJu{goE*I7)K0mtvr>IN>`?i(Oo(&E)y*D$YLllVPK@NA;HPyUCS*Z6v&_}Vsb{*l
zF7ZcgTUQwFlHK^DAoG5@x=PYg^}>^@#oj&;616y2&9z@`{stkDFON1jdx}ZO2vmnB
zW<PS=qVkbl;#l=nlfKkS>zJqWET`07(oz*pdHiMFHD7=K3B3(H-)yeB^&RsId29Dq
zTl@Zkr(S_~=KET;6e+qXPdr=exG1w+>WIf=_qOA|4qn@neE4(pQKdDTR>pi6{rbM`
zok>TRNw{VcoBQ7MpukOG94lX@>GmJKocG{P%xVo=TkWfBYNQvsoiy>)+Hp+6aBYPC
zTa|)^&CSPcy57FkdB8nY+P#3!wQ}?A<gKpD)|FN1T>q%GCg?qLpPyCuny6Rd9`)6d
zk~Z_U9?lfFIhD2U!xxLc+LtCO8$Mjh+}F1AsmS%2yWHMHEfFeMe>PL~jQi^AJhvk5
zMA-=cJ9*Ss=&m-8zTdH((zB|iBFk;{g!n&lZMiACde-(Ct<uvazpO1y{-ZlTIq2(G
zj<udAPrhsp{wgzXDo1MGqJ?Q1RWfp4<rgkA)@HsoC1w3yCy9A;F1Iw>bRB$O+a<rf
z%kijv!EvvCi#0dCimb4YTJ>_`^`((HkDr>l7pL<W1|92KUSK!XqAb5^%f)v2sB<?r
z?s{-#YqIy`Nq1d6zqh(<>g&-m4_aO{YvRr3^>Sb59iKOK!6vqEtBMvg2kJXrpYgOz
zc2&a7*8$p380xL!94%~udYcX{dhlr3fwOKB&*q)cT-J27smnF|@WSQn2bb#cnq3mw
z@t?t9VxXl;FgIVOn19?<@f~jrOuhI;c{;3`ec6>?2Ch4r5qZbB%Sdab%(FE-6W@Dq
z%xKCAQ7K*3W0!N~Kf__qZPqz9C)-vw_gwQf<S`Bpo0Iy?((R;}wB%BDQ?)ydK7nWB
z<AXS-6o+*_TA<$LmfUsS#kcdU2fJvT8cXO@cDC-jLejoA!oKPv4^J##Um(6$(N=T8
z=di+^nM+q}Q}VPt8m+c@+k``FnY&i+o^)EP$a1-G;PSQpw^}@!CuA`gWcf_EBKPG>
zf<;ePk6dPXLeh-GeOqq%=QTt~E-#$5uK(6jme6G_CpQ>+XfhW&76#o)x!HHl*P?WZ
z#8EftIl&Gdz9t|2RnnR?w(V}XaHXZI@R*jN@AibvGQ1XZihY+S&3hTa$~JH9S?5`;
zo_C$5&N~pBw(6BzX7N!y*4W$GNjWC78v3$M9@E-xs=IC}m*(0FSLSNe%?Z4~^&sR-
z=HjlHP}djCj;0DCQ~0)IF4PrDo*cM6FsMPZ$2GH-wU+h7v&FY3Ut99vvVr6Bvv&p4
z3@-@wZ9R4W#<7pv1myTducuteS=~2vQ&yPLZFz;PdjdV@Rn9eR{I<TUrgT|l&_<69
z#@F^onR<wMoZzrrKhq}o!PC8AtQPB{uEb2<xL0e>q}^BkOxM(yZS!@#<Mw-Hk8kbm
zK5EC+?;oaRDf(P2V1t6_@rUu!T}7cGIbV#9Ty1&#PPOPykk{VgsE=80YEKH^M~8je
z=-GIu>%^5WmpaZY_!uj4XJ_zEi5!;Y@7;1uFKoJ}W~i-Ke`w>|t=D%<>AjPFZO7Nk
z%Xhe2*raXNS*xcw@#H!CL+h%x+<d9yr!_~$GTL^NWjM>^xWGqBYogg-hEEUGTIwJ5
zJnzWle>Rt=h)$XKBz!Gjc&%jPvO)vNqt)}~{#z41A?n5nRrX7J>rOv)JzI2b)}${s
zU7kB_`MobLcH1f4#_;@Q_#ST)MSkU_Mc2aJ%++U|x$-o7`qNbzzC}B3ulyn*bz#Yq
zTf1LWv~79wq(x@l)Tv8<R6QzZ^J%=cccsY*ho|*YmqH^>+%jOT{#e$2xcK7ox7r~^
zQ?4l9%uC7qWg;N@AiPwnW3j~p!H8>bjx={&oo^Sl&g%PmyWKI%<;*JT@*;NMICMol
zIj<=D`CBi`ck5aVn>;N<-`zTu)1YVMZxinLU_Qt6`EScPjH;Nd!cC>ZXQj6Wb+42-
zn)ReuD!;LH+9cJ|pEuHHMYFbvCpN}=zgpF%EOAUE{H)c|Ih}UO=ZvpyU(a6rs^Eu=
z9bb!7|DLV6Uv0In-4oxc-*_(jQ0b4WQ4ZE=d!KuEUiW5rv`7C)hRgc%YeOyE%r441
ztUk0%%2zw)XM8AYy6N2frh8YjqryD<WwWRDJ<fa|x5v!A)$7lG;|q%t_FdWJJ5PJ2
z_arytsEMmjHW<5Xx6KIeNqQHRrenZb`pdj+UH-G66HcXPjXf?O_A%PM@pZgsW|l$+
zpEy%zSdVz|^TLRyW{)MKcfZQdn8iA`M<F+kHS6B1g6Q?UeS5-%SG+zXlDMNb`*3M)
zU8Hkje|+55lW$`^W0g<0N)*SJKP$7k-x+zDwd(Pf*r?={3U?d)*T0POEiPBydAcxq
zo?P<Zg@Q?S-%Yn~>et@)e8q>4Pj~NM_+{Nn!%1eZuPeWNA1A(g@#(1nepOuGW`F0E
z<UYqP``PcpA4}CEjZgd+m`>HGerfmY$D5#~ZGJCzN4n+})bV}D_SEuJdfHzcpPMOV
zx_6EC#1ltDFKwBzR!Lst#9Ha@j}kT?tgl}v);Ju#$WF>&$}7t&cmJ`wd^bF{gQYMs
zDCV7g)RSvvQ+JwXE@2RyH}y&As@s>7ci&Q75|~uk^x<q=@|vuL%v$rdE?yNcak%Er
zqdkj6<_GNKvSL14Icf5<H`=QE-X|~J%HVX#zHnlU>)!)<b@@?WY=iE3tUbhMV8Et*
z_^W4}LdE&L>D)WtRbR;nT<&Z6$A4$<iWm*`S&yF;9QYhDefuVHQ`fxH{K;|iH$}<y
zBzgsSFHBqpx){rB-NzFl^QZS8+99yX<Bj;_8=()=izUx-tZIo#Eq?ydV7b@QIoBuI
zZMf7E{BTEthv}QJZ_{2%Jam_vvA*w*^;+94UHvzD!Y>uPip!B?-)gn;eX?kn@uo~`
zsat(ZMHm|r;|$kkA7NwM?7jA`7qfiK_x1C(dcWNC`h3)*ke{=5@4W2lR{ZovY<yUH
z`IA|nem*U?RNtHB_3n+E=c>4HKkW<4-zmRHbkr`o|4vBF@_^}PL1oD`UmBVxMrnxm
zbQPtq<*QhGbEnL0*Qn?Q|Hl!h4mQZvYH!?dIiNL@!R~5P)-zMXNz3;9QhK{}wU?tM
z)Al2UhxRbeDoAx@C}0hom0(mnYxQnhf2pNaS7$w|SCULmDzI2(nR`W&+5GEL-lHjZ
z&#riAxn$04w{vsZey?bJ_h`TGA7QEbWQA`p<7aF$elyEH$uNG=K87okd@V&L9{A7j
zI$YP=?bf`nIyTBdHoG>?)7X4Rg(3V{)z(?Mho7&@es^Bbqg9@L<ND4TC#O3bUumCR
zu2~(ncIO+fDX}ikCO-e9rB@Xudd#41>q48^onO~Ta=t5$JEC-Gi>8~Ev0kdg%cIHL
zm<uYuyp7JYWsSUCa#Qc!<4#AFc?H^w?9$I&o39d`zT^k<!S7P{7PTh|E@bVkTadX+
zciGhCOEMaAqdu=^d?^;CH(jWeaa+@o@9KL?XYJc9weV*fTej8JM2>fb4>NX}M=iR(
zC_j0|wWU7R!pF3q^ZK}(9JeqnKN6>rsgmOMXwQOILe>w2UmmS2n4EiZ&W<%PDZgG`
zl${e0z3`#P{KD{!60&SsbLSMPSkIA}psn@oZG(Mp^tyFZ`#3(I5B2spu6`@f*weo>
z^=!$Ss_*L!rw7hfVLQGy^TwV}UQ3?zT${BwP*gNj{N0W3@qC&8N>07KAai}6Z^6bx
zp%sspRvhcLI?DB%PkWy*vtXL-<`~hXLFU_oV{|oD&sJ|M+_m&}o}~)c<FkLfqL+)Z
zcj#B<E|>ZCeLer~t0`{wrbQQ*TgE*P(e%Ex-Q?yAsdek-MHhE{%>Em!{=WEZ(5`)x
zVxC+#Ruap3etT(ENWqpzx2t9(WqK9u@>ROHQ}^B+751I0Rx;0P__nsgWcSSiA>|*}
zH%cs(RVval=(>92{O68kv$r!#u3J-)9AF#5pS9es<0Jp9**)=zPE*x&h3l1P{<|>Y
z<K!P#XME-CFaEm7TZ!|)B5Ct7#^6gE1AUiNW%G-!Za;Hp+upgen><ZlNyTnC>N4r`
zyki?p&MH~7{bWDeH}zKKZZ|gV$cvtNg;%G@b!KGvmQCytVq+~R|Fu({D=YhXB^z5r
zbIh(AzS<9dT@!2x51#0DK3l2(R_esPeje*)T@ug9labn<zJ&38-<<G7)|oOPSLRfi
zl>E(_YP!hH>i~lc*9P5_63k4yrfgzKc($(FKI-$+NbMJeSB`pBY20}1HZS7K>WP^?
zc3bbbX0Tg4+H%Aqj<wKl%e-rr*W~Bkz418gq(CtDrt}S>mtst^IFn;cuRbb1tCe{w
zTJD%M)9oMOE3>?h$^K`EdX~2?MayaazpcTOK2NgERFKQ&_xkeKe`<+cW5N~DI}>M!
zl}&E&-&+#)O`ON*4)go7B^R8z)VZumzphw1N8jInZHe3IjY3CG&B>YMDSR-Qr{Z4m
z+o(s`5$zJ}uj9&#S8bB1l6t0g^~U#STLY^XcfZ~|?d0Yw>r5St*t4FgUy0qJ8^fF>
zw5_Q6>W-&6Z2nbq^A~Nr$W{8<Hg@7xoj0COo^5=Z$$75w%j)Xs>MCi=`V^H@0`;=9
z&Id`xNg3|$y+7OFnx#bl+ETN!rDY$Cvb}Em>Ny^d`qC{c@w7rxcJ-uEMbVuv6F+=e
zye0QZLUiOL#)B5?R&o1(%ig~25*zy|)_lEr6DJ<6{Jgq)-l449G9h8^w$?qN(_2<u
zPs#mt)l&CF@bRd#p3w=<ETkuXN)|mH%Oh8-efgd4$$!EzdymaK_vGu@5~o#f($&>w
zK6kU3^SEo4#kOzjPP|;h?^Ut!z}mlCuN~Ld-leqVC&zJ_YY!%rpH0<C_4f(cp>SQM
zKTBp?xZ5kEe^ZsMT3<#^Y&-GX^6|&Dq1*4+d!3$lsAl?&7CYbg5cYdZ`Yu*|UEA@9
zAz4;iF1^Sy^xMW67v8-+o9df?{m--A1s&{4t4<2dc@S7{>=&MV_MX~FmO_7lo)oSZ
zs@oL4tT?*!vHVn1Yu$4tb8jBIcO<f^PV~vHx!nSHO5ewQ*4?S{`TEwP@6$TBH22L3
z>ssAA>s85b^}wj(C#9B6yWKDPZ1c-=GEY5@XZ_k7u&G}qY0tIqe(dTJ>z$^l9(`39
za!}WwXWIRY=gl!s9?QI4AF_8l!#u;juLtiscqGr8zqZ;WYui_ws2`a}jr-G1ni{3A
z%W`ksR3Y;@P|tCF;+Bh#KAp5%HfyEqt5@6oy_T&pyuSTu@H*S<S^mM>w8CDMlx>=D
z^PK(M@^9gFk3X*0?OeTb+YA|o?9*#mzP>394)is?wN}sbcI?`XC)P`CoUu~oul8k~
zRF#!)<3znz-}t8KJvXB&cGcX&^1W4h^DJY2U7vH~^k@ESyLU%^Oa2)?Gsrim-!X9N
z`jV>J-E+e8la4DtJGowc>+a;f0_|;^cQJH5+r4i&Ylg{}^ldjS6^dh>CWy@XbXxmk
z<JmHSShfS}ou=%T3t6Z=*Mi}i>emG+HfihJtsbr2t*sw*@9m2-Qd#beuXbfv?~D4t
zo9~ts&3SL%xjkFM&&zFne*Kq4&7UpqvxIitD3zL$bH3@liKbxZn*5C?+9lSn`zp&>
zbTjJXU2h-5NlqW*_S!gSm$<5GY<-{ktdjf4>7Ruma~+TWJX>--P;j2T*TI`7AML7~
zI`NI`=OsOvO3AlBuK6Bh{cYVmk8@VZw>B(u;x}ERUM;h=;Lf^VGhIGk=vwejbSL|~
zsmoq*ypAkdsm?MdJm|`&be8qiQ&j4fe-?FolJB)GY;u0gJbqDqXO7FeHP<~mE?TJ+
zw`@_8b;+Mq+vjdcHqqR?G;z_}vkSK^EI#ly@Wkmp%XPKuehax7d&?dyzTTx@*IvJI
zF~>cfD}qmotY#G*Di?fzt!1)J`pc+~>*~3#W>juX-?h<pi*vz=m$9v@rX1g!5WV8O
z*UN<x7Hfrfo|Ra-^0LcLnWQZ>eT>KdGej-e7W4Sh_Qn1aKHhHrXL>&9x^<@e?3Hsi
z&gs*xyQU;jcw6Gjs>FiY+UzXDEeYjo@^UR~tz~0Z9Og4Tr@hp{Kzq{GBLApY$~g;G
z?`tVmU8vp1FB5KD#BTB2^rE%w@>z$bMyoB{Em*y&hx^32>_t5f7+*#Px;dxIM_mr`
ze7<vK&+q9H?=p}5Nm_D;^YyGV>KR|uCZ---^0xNa*~YHpJAL-Y^q;tTS&cm~GT4h-
z_+_MT)NvQxl`}QCuU{7x&+4mm2tNO1O<_^-<u1X+oAmt^<frG|k9wY(;P`%?w(Ao4
zxV_qnH~0@+)L2wGJ2T#C*YdMJLzeoRbYAJ2c;4RY+2r(vep*N3&1_fooN_ptS;n;T
z44+kD-_|X<3+Fsu_e}B0mp|H84|gc<%`$ktTyE;b!mbyY5ua~)zDhl@K;Q4#&eapI
z?Mlz#<1IFqIR9ns!$lUawx+Ladr*9SZ^|jR=)Ps!miSdZ+K_h6<7MoGOV8&mT9Rhf
zbZ_VPH76&lU#Je-5o)n)PvmjY&9gkD!YyYeKekx2jMZb^-i4Ajwb?=$yB?G-S+>ME
zY-bp!WcAl|%Q*XtXFV}&lYARh=uwrn@TjrGmBMN5nKD1sFEguL`=j2F-QM}*$+b7e
zjmN4(cI1?4y}j`^bV^rF=hxS>PWHt-{?BkdD)H0K_d(@uOQMXP`p8Y~*6R5ft1{nU
z%`%@R!}F%r#%-&@%M7{&jx&p#`_FJ~i<DepS4Qj3N4qB9_`KxqnPnZnlGmCBytS#-
zUi694zSSxBgxcD@W_+2^$@4#{*p#h$&w27mc<|<@3S28bOtN^D-RFCEZpl-%qVt0B
z9~NocklP>is&zx+iPt{@bT?F`gn9W&nO%2Q<`I`Q_Ig)gArrPcdc$MMRsDH~Ezj9a
zxwJpv*`^x@rt}C$u95f`dSMIu{-r?`(Uz}jwL`^r3BOIcIYHR+WuMk1C;qHUO>CB@
zzOQT3Hnl$-@UFxy^QQ82@47u{TOMyc_2s$gWp39ej~A@g&M~l9`OKuCdNGrA@{h2F
z?Xm^+$F?hX+axW^@M9Ob$u(#8o#$qvwie4gC*RtZ($V%ZR8EgqJj`fHuI{<QW7T2F
z&GYKLUP{UN+k36K$baCX=*qBNJ6n{``)#eVFcR;%`s1PGxvH>Thw7!So?N0T_I73S
zw-U=oo0qjPU$`E3VQTWx<TLFb*VW}4`=?Ca+n2oX&&tYUS)UL1f4IaEz5Mynj3w_h
zJyrw=R0{|0-KehcRc`902_KBK9TOj<_gP<io4K&-t7XWx8&$=#E_n1S-`hG%^!4R_
zuXQ4AzqroDrG1#>?|+1KhwZBR&3g7zV>%Wx&nph^(qCH~9aefzSNq1(r7bHZWLvco
z{fvKHJ96<qgZ;UUKUn@2z6{nb;n<<RSl5dAT;=N@!Cs&H=C?;}kl{ZyBPLl!%2T#*
zrF7(!CmrQVQx%^po93ALSxa5+l6i1##gp0XW=AF79%s2awO^K9Y1<J6z8MSLY*~44
zL`9tMtPcHPF6Sz37$#7BZBzARaqUfvY`#&^sjuG$H=pBN?a&{;H0|9QmqqiQNHf@K
zIr!TI&u9!Z4%&OO-CRE?Y;q6(rKR`pT;-YbWZqQnlLwEQpW3cGGwS!WdnI3=O;kO9
zX+z{$8!rc$YjPLPhD@$!vhug!xg3`&!)L!VL9&fsZPSxkJ_*7>GxG{-*X8&ZEw*|7
zab4M?C&EWV(^LfKd|%}v{7-c2mm7~}=XR<bnZxBeb*JQl<0mD)ESs_6=8{=LPs1+k
zSaamjmPIFzxv^PYE2*!Z9CdM-<8iNxdj)x4Z&H73^L6R%2^EXkFD+r1e`uYq#OVu-
z4ab$H3a|Ctet&<}%<%V8TX#(H=y*A+B5=;7w~v+tSzXv}veV%4<yl*I6o-`aTt2wg
z)F@Z2yKz_OmgMGHr_bAF-Keu)s-B#2KE!5Q#rx3HrOT(Cco}+g@9VCzv^z(h?vR_Y
z>fD3A{jH&sd_t8C*1S16<@TM4cb?x`{iLbl^@~hL-R7>{A}SLMU1z^2epzp1C~fib
zKg0F48o8d9FQW@?YcShS^*f|uBN+33<(`bwWp8>u=dIATDp<7T>D+?KHJmEXmL3TT
zylHIaWZa*%;15GVb>a0{SL&v^URPe5lDg_mC`;b4N||e2Od&$HuNsu=?|wVE`qiDP
zz=e9(&2Bxn<&AE6XA`clS@y=WUAO&iuFt&ZJICgo(Ve@!#kaOhbv$Zha(=;TpTiqO
z_b5y<UunH`WghRU3c0V_CNbFh7Bl$>hS^<Xx2er8o~OI4WUT?qw?`YE@8!I0I@R>W
zafx+y?|wR-%(=R3-TH+~T`u{&Sa!we_`EEO_cP}0n|ZV{XV)%CKK{C?E7L3Yv)eW8
znrd?OP32T=m0xndm&N8;syqlU<9HosyZH18_8srzHZw}IZ;yJonr+_kIH~PMSx=U1
zvtaL9;vBXxX5OP!77W|ipZoE2UAcUvNWjQA$Y>k8<%-|s=ZpO;9`9dU61!}xg=Nl{
zXvs^$Cy(1a+W3^=E9eZVD|7nheVwlG$~L>?tbR%2iH7Zu&w8^&zMc1Mjfmve@2fu^
zW3b!*IOgl}jLp0G-Tbm%JI(2Cyz}|zb=@j<g|c<q9yi9UJzRRu`fv8(sdvwB4hUE_
ztzGAiuut0Yy%CA$3bgHln<}1noimI*m({1GGc|smc96LW*OOa5!pHrOZOwglQquH3
zFF)VXh}X#*I=PF#{#os)`25m>%?IPX?s6V@WwCBu`)teXLS+Y5ozCN1V?rOzxXUZE
z&)r3<diR_;FBo4(7#)$AKi%|}-_A!Hp7u9c2_E&D+ax~aYM)ky!^yL$n?By!<vHcS
zHRJUbCYIa2TmPM}7#Q;8gXMxgR`1syMgCrGX{#gOxQNU5X5SX#uvoQX_Qt5fWtXon
z&)RWPuWgc7;f0rP=l5l2MlhbMmwK-IL;l(}<(%(dm!Dnv<chB?_X^Lvt1ATFK3}If
z?ZP|D<5|}<%;dce6}zu&UTS%J<KcVjvO8wXtM_`pRq#UkwLSlm98DZ|$GkjpaC!FB
z>+glbK87^1?|2=~aAMiAM88SeW(B@xO3eLhy)|#`RNG+lDDBa#>3g<XX{~UZy?5J<
z@3xw!m98(oz43TrT=AlH3C_*^QSTogcpsOuDyrzK%`bx~3rn^cZte7+e(<@>^|QN<
zwCql~esR~Te*IV4&vT=UI3KSoj=iFladLgBwDHk*lS|qrX%{#=+NRcSBxm?OJooMA
zTYD?c7A-#WRLeDIkJO&r1Co!nO}f8uWt`$X!(&=s-kCh>i#fQpUjEc7qmS1=tZNE6
z`Lb)##Sis|I<42b%4NSw*;F`dmc_Z^`LDwc^?d$$^+&Sg%ea~~>&lNu=LCP^zqD}H
zW#z`kSj_;#<5{cC%qB)^Zuw#|RaJGhrAf!){`gB<&g?GU@pa`*OZA?x>OSqI=UxYQ
z1_#WWdrH{so#Wd`Bc|Hyls<RK6>_RvepyP_+Osnk&&l}xXsz3gXVU`Ddo6rcd}7^+
zyNlZjy;ttr#3NT7dgK1K%5_DSj;5=Hh3-eitTmo{?&NI79p|@tt%&~kS8I<~fl*bx
z*4-|>sTZd9ncL+pE!l4KeeH}#7V?^BBO}_q_H_0i+xhC`ja#$I_x7~6_f=mN-zIA~
z>!qaof;E@t9!c(xde+<TblsIBcS=2P#@ky~B}Z*?54=3eci5(6#hjTpo#y11nascZ
z;b_p*<MyU1lir?9xO2|Hukf#y!n&#~&-kFNcaG@We2$5^%=1Jh^z`iBv)4AL<ZR2n
zw$ShPJT<kLvvcRoE}ZlIc-A*>PG*fS>*uXW)p~sA`qs?Ny$e#FByF1$bmixkwPtIR
zZ-4n|+?Tz%^~WE>xXk4~?q2T_XE0d4jWL=#+cv7ODtqUuw-fubj_s&n4)<wj?mE1)
zh;dEK)SEY@GPf4@?Wv3Y6)s$=ux``a&U3y6*Oz?kxfE3HHo0}8Z^V`snd{Yy_1|CG
zak}Eu;m_;-Gk65(2`l$}4!QM*PdB>G{i>AtpKAT}QRl9lJb5<r#r}`)I7Pj~4)7kc
z)jl%2JpDyw?!UD=AO2dMxbgP9tw*01zK%`Xbl<d4adS-2zGc_H&;31{;bX|t3GZw^
z1~VB>jx^_g?^3d1mG|AWwM*vjd8NH1)50d4KkGk(dDe?t@lWG==I`j2Ygw$h<%>S2
zx$vZ-tT&mH&n6u?UjAuapAf@Wi8YJ1nXQ!Gp6q9F%(&m{x{Ji?U!fKse}t{ta8TBM
zZdJ%OyRt2zH(6G(6<(IjI>LL*R&$eua*v$0;5(l@cAIZ&m*#~PU%r3g&fKQ;dyBUl
zi~g;bsy+JX!RPZ!i!R^E|D!!i&+GYuE0yJ%F{k%it}F7i`!2dtQ$;XRNZ;1#@|-U=
znMaqM(kYi(^YY-MZ9@8ip--bet-9x%mnjvr_1<yCg5Jq7zoR!=th@P8$6wYrG=m}M
z(Jsx)7iG4_wQD{RunH-Pn#SDq#&y5N(O7Rg<EHFYh8|D+yjLD^Up}X2<=2-{A0svL
zTEgRWPslKPZ1{6mJFaZn(@48z|0W8ugnQQPVBhBMb^5Zv&&5o;v|k+T`557QSNY|q
zQxjTJS3aF?UokIx@-(wFb(!?nv0INsq&?pMFk<qG<9=87NCg_K`?>7R7h~mKHtVoS
z0`3nZ?UI_W&)O*6Qye=n-}hX)$i!vQ^XC7}nqTnsZRAb{t|_LacO}eDs@m&EJ&#eZ
z;gQ;F^W**72qQ1XC;vj$uTsi8;l@1A>heT($@o(Xd6wI*c2h7iytFOIV$E%dZL5mE
zu8_N1_MpM`Z+4F8^RKIf3|M%2WUd9z-fYs7^WD;N?WQA_x>aqioy<5_an?2>rTU-f
zS*hulo@^I;pUk;dT;gcj$s~qj+M87?AC#{WVqiFGm#Mz<y11nB`K6lz=TF-dcho=Y
zi<;|MhlH@RWo~P>h`c<$@R@Pug4zq&V$nM3Pmfj$M}DXf^(?t>_<^l*UB|U6M_=^I
zW~;whw!mzX{)g)q1%A}qhAo)w*i&X=6RYxF%V4E;q`Z}lj<r;ax^4E&bzdA94?WsZ
zx#iKCinYmcLN})dP4!q>axOYwR?A^ey6J*zmzpnJu309#I#zN@?5?RyA$gXo)4P^D
zXP;NOG%fqw)DyE6zAP?Wl4O@3m3M2k-jkJkJ&lYVY_6nBzIU%lnmg&vij&j4zl$>D
z{JJdBe`@CB@KfET-qsuEWx1+MJR5vGs=}^q@szWnQ@`s88DF`w@TX~joZ+lEZL_`|
zS8LCPOkd|Ou{I>t^i12q)rO~vV>UOZm+HhU)|NGTYqHc$YnGRRQP%SrhF6ky%t@K~
z_Sha(*+@ypmjM&E$b>Gay25|LbW#4wDR**iY2;b1-EDHGsz_VSaQgGTRdUmr#Nwyz
zetGC^M$Ol#P2tx+TJc(`O0ZUk$E<Ihpr!F=s>FlB$j_GlgyXg(O?U1txqEt3ECZjr
z*Yjt)R33z8N`AO$`)Zo>%dpflmt{U#m#?ym7V^uwc7grt>Wl93OSPq{W6d;<GOBHv
z&V9@{Dq{odbCYL%Mx1OjrObD@%J>=H7hSMz<Ht`QLqJQR*6U1K=WvvHOWrz{Yj1Ww
zUh9<b@?3>z>C@SLGeqb3obk7iT*9Zl<D;C_mzBrv9eBL_ao~fV=O33PHaz&~<9%V1
z|8L6`vn$!Tv^GpwY4P&jOx5FO989g|a=P-SY8g%pm}Gh0-r0M5!MV&wJk94c_IBj)
zth&@VfBJH-Re2K0^1)rZ5^c|A>FX9=T5(qO!ZN)jC#=tD9h_hEb=ell-#Z>}b(y$B
zy^HgD^rGGDrhL~GzOJ<?ytI_dLH32(nd6_HKgd;^d~(Kr2F^#jG*Xq7WoBLYe7w-%
zN?xD&i79ezTN6JsFlT;Wdx=?&bA_3K`aBK(S*$&qQ`Q;(2%XF%P#qGNz0OL0t?4?C
z7ke)4%+k9rq<vCS@^&E0`OvpPv*&-SzLFMaA^$fkE&0#X<36Ef+k^aVGw&srONz43
za#R<cZ=iD0N8-3m|EXCEn^P{C%oJrhVP5>tbYb?DTSh%S-&S%jlnIN-`0@6Acv5HN
zu36LGCSB^=)!p;EE8AI;`Pz~l+ix)P&N`WUaMzq`xw{ulo$hA*=2H8EkF(yFEZrQU
zX>a*uUEH;xHOvX?msW*No0(f=EZuPbuHC*X)z^&5i|$NOn-^KOkzwA~cT)B(X}h;Z
z>a4rEdn!A--POnKE`bKZV$8Spn!EnHaCwI5o+J7R)z?*Ke>IKS7G*u}<novMl(uQ@
zKIiyO`-QF4``C^JQ@Ph!$-j&XT>4{^rxH`fcQec5QD0u$<`@JmyxiBeQ&nT}Dz2bg
z^_8z)m#$LgROpywb-i?X#lDY)qW5Oq`1e8nVT@hp+MjDg=hkz5(|C}{kTQj#+ThX7
zdoPzSTvW7o_8;CEdb%mvDynUjM@uel^1QG9$@E-wWXv4-DgPOEpIEody3);P!Ti9O
z%X`lT%N*RB;VCOUZ)$F1Oq$xSt{n?<U;e!2r}tggaHU3G+j70?E6k_P-#z$M)L7x`
znrKa-CgU(eX+Fm_(<UxfHr2YLn_hD7SZB<(vXu|6xUX|uCf??Feb%bb#s|+f<)2v6
zJ=5g#i6_O8z4{V1!C}txI9KeSEZe=@rfa#f!RxaT$;Yxb=3Lo5U9L6XwD_#e$@e}b
zj}<~|m$PjO_qiIeWr+}nt>&fl+@QM~SN-$W_h}BTUTD|q7_52B{imp8(DJVKGsm+|
zr-VJd*ze_Z*J8z_P@7<t0!_n+9R^vPMLR&d2W+!mB%E%_T<e_H_4_-Y7F&_l`DxXm
zp3dnLXLZJ%xoF}yDZS_74(5>QT{}c0f_%5^?p#`Qt14(t*SfCL;l{`J#(r@z2n`dt
zCb44k*~l1!MJE?#rJWXhWt(+Mh+*|@qpchP(z8TzH~d@|?fj`LIeo=a76w;?64U&p
z7r7pZAAGjt#OqgDi+k?`ihVs{Y94-NS&Y{fK3+o+sp*-=jH8x5b8Eg)=p?7P`laKE
z_rCf@ZjX7xC%--#W~(Xs>ay6ACq0**ODszecDK2#GRNR$5OZTFgK0_-Q=Fy*m*Y{E
zC&5fQ!R>yTGnHpeUZ<&|w2$p^n8PxOV_BhRgA#8refGGrWX@#|w(i>rD(uQ#F~Q=@
zU4=_JUs-%x$?w%K6Wl4C^)GQJ+hZS=cS~h6pE@X9eqrXrYi(h2!D7XKhOSkweK}PV
z-v&%#T<PoL>av~T?yM<NYYJ!030UI2<5R_ohO?SkfpbFhp9MT%%amuhls+q)FKf=)
z4HKEotb-4S<X)QUsI+*dS=Xh*2T!it7{J(7nRUr}Q{3ZoS^MjJH6`Esny$XVc}1!|
zIG{PG*-5ccCM2aWNX}PuQEg}TnI#|E*t-tyyliuzfZg`>YV}#Yokz3Qxc1Mk@qIWu
zs72(?@oW1WKgzdHx;S$K`v%cpo-1ywnVDv9T66P}KlkaX^XJ(uZM9DyefaayTUn1R
z^H=9P{~YV)vFh5b`lR@fqq4=bz1Be=_LO}zcrr2GEKA5YwczjsPSXdDUUROb^gHv0
zg-rcsyZmrfly`c;?aH%B_cIIKCd=+PmVLEGtZ_@A`uDbM;SfiaO$x_t!oEJ5I=8=`
z-Qt|l%DnA%KGo*td<6yk4`W@YX#FvhxE{Ltrs}RajPr`Wt}{D&$K3SXbNTdadE1$8
zy1V+c-p=*EsT?B{))OdTRp`krrjWF&QGm-r*6Mn5Q2zYlBkg;|Qxa0!wAG$Har-mt
z=G+4RYdd0-3w-*$-Y<BoQoPdC)=Ij2m5Y1SzUhS??6%p@J-<pO=Pmykwr~D=-h<_(
z>lgPQ>UT_9WpVTPv;GASa?csuT(?lTkfG<%p7$QRgmW#P?e#lR*=HD+rsR9>n$6Br
zZ@0v5zHs*Mt^D|@9{(BC_O2>zI&?wlL4wr!#3xZvc?x+)E0=9w`(FP%vuVw}bMt1;
z51k&+qWm^}?-s*S+mto4%WEHZ?H8M+(tJjH?%}mHKkb%2fAvxC9dr2AX(`eY8~b;E
zU9)1R?{>9QrE_yarvAO+&DtTR{`7_Rv;Pdj(KVlv=j~;!EzMi_=C8$iq3bz|%WJw`
zPO6Idni&$fT=jJE1KzY7Ki7FYH+^1o@Jhnh^{cn`a;8k}V4mFd`Sg6AO>=srzOG#M
zV3(ZxHIe8&QCB{m_RdtD7*PIb?{(h~e`X6hJZbd(@V)(GjpTL4%9HEMw|8lHCO39H
zICAc+$~ha?^srY(e|dV%9h<Hxd`h-Bo09eGOrf?;`mHtDR+koNE#F$fwt9v2Zh>s6
zkf)m2)iPUF1h?(!3##50d&RWO^3Ic4pKo{HJ@PqV_hvbFwav4PjQc;XcXZNxQ_HHd
zXzHaMpVi!p&t^v4IWb-E(WYMsT(3%eE!XEg4zReRof}y(Yn8~7+ny1>jvqGDuiI!C
z+{3@L)_U2??0m^X-`2>pWE#4r%AY<V@hf~~+}k$ezO4d1Nw>@GicFS<arxf){MPI9
zsZ%STU)uBcX=cnMKi{l)<C6vMSt({m3p}1&3)MQctULMC`rTcrE5wudELVLmcQQGd
zIBUz<t^8h}Yt!DWu=%#m(q!?{cRtFerY+Z96}M$lOI%T5-1`Ur8TgO$c20BsIeT9A
z;Tqe7>$m2lPZIeYAAQ=U>|0lNgV}YFRQ<{m--=!dt?hU=>5}@?>_W}5KNag|*|;()
zG-%)7TI<O6==j<SwZ#Ur$_}2dk2*JH%CfoV{Y}=(w`$Ar*DjxY-oCeZ;>+*)T8o-I
zZCAe#y<GEoi(YZ;y@?NJSM)vetA4h3N65Cn{4;+&&2XQ_8}q2f@S$y&l<Uuam07R9
z`tor+w%7WyKHyBj@dgXgLs_@xxGQ`P3|en|;l)BX<J>FLP3DKyJYI2oMw)81)R%bv
ztcQyQjptk!Uv=`C<?VYL);!wX7I0f4JXZVD>R0Je{hMp<ocN{n>|}b!b9LpO@Qzo%
zxKkeTR-K!<O1v{H_^<X#52cyc6$G+wZGE%PJx0`OVo;Q)@{=8Z?5ipx`q=BXitO^)
z$acq)Y2TB7r?!2n2)ul0&-TcRlb<VE^;|QW^m^gTi${_|ch0|4v-*jk`vjjB#>uf$
zpH5b3$vx_v&k%MxX;aai?~gn8T7OmEba|Tn+&2HEIVUv(8-uJ<3L_?au*zJ2Q8{_B
z=I-6QC-1$SzBbHA%(P$myUe5IT|UCcABL<=t_rEt$znVKI&$)WoW+VM&F{n6JRTHi
z#U!n(n)2qxmz;#_`+t}pxpdoO;<U#LL_dFf*td1}(o=`t*~rLrJztr&mwUcVaN*Qh
zb~mn;PE>Jbw+TNx>rb20@q2rXG}5N29QO%lTo;vl_qc6#n^4Tl8wE$ttqIEeW;4w#
z^lX65x0UNew@Y2P{6=-x45hy8t39*Rw#r^V(z9i2r3{0S=YgZO?GOAJI})Q;9zRnl
z6BgfG!}8YZq{ey6m+?_&gwCCDV~~hCw&%%${|v?_TJ_gl4V;w4`S&?zZH+>|q)mA9
z>wAh5+CpvrX0Q7wwy0y0%&ecAUOikgWzKighey5gBdwM1|5}vmCgr|T<daR0r|By@
z(GQP(YF@H291N(wX5acn(^UH4)Su#CmG-TO_IR6nNP~g#cGs83A`7>5JX_gzcvqL8
zxBGkJ)9>G2GjNcfv0n13154k(V|!1Br@Ex6Z__?@cFuO=beXiBlLDvSn{K-P%|clr
zPvyQ%m*pM>zMPkRP1j^fE1UbJt#5LYxA(~KJf3q|Ki^FAz}nD^yElIByxQ~hy~;!>
zpN%^tkMCIPy*FPVm-j+=|GihKF`pxhvRW@NWNPfZJNwc%!<vgGUu)eJ`#jex@0dIH
zY-y0#oX_*V2E6q7%UTxPqcrid)|Pj(?>rM%`Lb@g|HWlH6{a%QX8T?D6_nX<&hThi
zpr5h~pY7_UMfcw1ElFD|Yjc*{R@lFRDVfLNeXNw}o@8c;7i_iJ?UO@7<2)I{WsBFh
zoU`Zqx_C;JT9K7O_kOLqoUf->?{I3Ic;WiI`(FKXYFR6{p4(ZdT>Gwe)xUYy!-II<
z-S&>mm~gi)I!;qxIZ|g<+OfjPv8ijP81NY!-?{q2k&O$OWx|?V_>4n#ChmJKrz|cP
z9qqK??(L;s%Bp_ZE^dpNdwzv3>5)IYE_>3_karb)tNfm6Y-iv8Fe=~%n=<#kZOKhG
zU!Lun?VZZZ5I);#W3<Gntx<i~Hd#izmG$?Tb-Ro0g=^Wy2)2VqGjtcNeEH+L$WzOl
z-fMCv<2;@(*z~hfRQtBlJO<PC#Y#@?6X$z9cxPG~X8ZEk?5VwvxjdKV`b|u7V0#!j
zeS6`N<)X*D*G-;N{e4~3yPx;%E!TA<e!cNa#+Iuv{O;seRt;%3U)J$epPAgZY|V*D
zCyw;p{TSJHw^`=d?njGRN<W?SdNa{8&o|dqBR<Y5X+xiz-INbc9hNPvo@H?^N;dqq
zfo0a&X}>Lx7QfdPyuLTISn=e^wW1cYoY`GhpHjMWdbiEz_Yud}#%Y|rQt0{Qu}paA
zn(gLKmTl?sI%*nx+;p+DfZ?p(WQD62MEG-l1#L20HuW_3&Kc?Rv{!EE*xcB+_3W_&
z;qlA1pRw&tR^8k8+U(-1U#XLN3V5qZdl&tE*KVtQe$BFwgTKOS^D9~lFI?{rd-dJ6
z!%<`Nx=>f<kE?Qis&}pYw&H4K-ql94<pSywk9Pcwe&JpHqSR94Z9~`N@L;FHc~w`x
zUYTs6w$|~+Gq3l>zHk2}9}W3!RC?4$Kj5**vmHUaN$=(zk4e~Kv~0Woe}>rN&nz(y
z!j63YbHl!Kjnd)blJ{XtKbZ%1MN3{<aWvq$t+to{=a-QO&lP%oub#4C?Lv*I*SF?J
zpYd1kxn`ub%}DFk93HOeDPFtMowjo<;raeDsCG?tUFm5LkN1(eg>80MCb?}7+ifeV
zw^(`Fa?>lxi^FH|I<ghr_iFsgdd&QB*H+Flqi+-TJ+Ifjl>gw_Lg8gr*Jqh6Y`(tN
z^Y5bCY;!-)S;dE)cTK!9`O*fx6SwaBO>NVUn09da)@x5Kl@=adx7=ycwszf0xvGS^
ztw&;S3-RZ_j{UPn=C8I?#zD5V8CQ>%UEbR-zGq92hxY4p+UN3hI+Bmpau??;S2ulL
ze(m`8Ifb{ozPt#{Ty1>vXyB~w@(UksuKhTVUv%2Vc^2#5y^^!F?s}TeAbhq~RP)~P
z(@QHQo;L?6f04U#P1z<?>FbS48Fx=<>h>P^X`3C!*<g9LNZX7x^SJ)rWUVSgtqJd{
zQkT96ivgYLu_tIjp3L>8!-~vnOT(@|Wq3T_>*MPSz8QU|EIJOqx%12I)^EnTe8<?m
zb8qHxGw{~jPF!heGjHzZxUI|MnYT0<U)p0eqrCQAmA2Tc-R{nJ-p=jn`D%JIYLelk
zs_<zy?<>X>WpCSdh28n~=XHLO+Am5i{LUR;7Io%yPk3T(#ZA#C7w)}3aQ=1In>9-;
zCGD?m%v{$#J4jb<Wv*d@_F|{1>ylYNj+QJ+VcMlwy8F)OpQ>e<OdL<HdM*eu>^g7G
zT=;Bl=aru8F|k*Bq&8b}zZNK$&-%DG-aB?}>!W?my9(T&$GCpoFu5n>r1f0x=~I5Z
z4!rD9cEH{zT;ZB(v`TXSxqb7mY-zZ?W4+z3OJ%DIvP(m^Og*<pcX6n-oVHGN@x<#}
zi^>E03UBQV`*v}H@b=q{aitZzJrAsXd2;1i{{=_R&3S2SYSAgdH?`~1oOyP0u5G=>
zVE=E`vn5RX+Jtufl;@7B`yH-g#Ph{wR?Cj(msVRRT;V7xaQB;9)Ol`I^oo}%66g0O
zoz_$+W7_)c_g?MEJCZ-wT8DX>tMp#2UhDO?WZ?(TwH<1Twbj?fR-9LOv@11?yXVnf
z{&be<#piw<t@OQ_QM%#mw8yhvDJo~Yj**?_-P}~~bG?x7-E;e>=@PdcN@cH}>tmB|
zEfsrJ@iu1aewDB5F5M`wYufA`ywK9idamw%$K%Q$)*hLXysmOxp4rRurb~LPs>4m*
z7cc96n)U2WvhC;dOLLXxFu$t0Cc5uU&lk~6n;I5WrR`jD$<{Aauk8*G<Ll_v3J2CH
zzqR&w8|M1(Sh2h5H?<JI6FXL|30MD9)phW<r|qj-zLP9O*1b8G7qUz0gzc)DCtn|}
zY_|zAp1|vSvF4i2iTk=?k(M&mq2XmVWsfGQ=KXjyU-ymcm0q*_`n9Qk&(&w`@{g}N
zH+xd$pOt)uFOt0^o^2K}dy~BU=h^tlAMK_xY2M*q|Jd)luG97F9~5(X`m>fD_&ERc
z+FXx0Jl`H|j<c!0aCcoUM@}eXqs0pDvcFk3k6pgpwZ!A@<*mhe<!+uz=L*=X)*7Dr
zo8^1DzozVUNJ^d6$FR9QPd94`g)d)PJe{vRdBfUciOpw=&v4rn-rrm5^zPQY*x2}m
zo_mWgl&z86_50eB84QgP`IDp7pA}r0v~kA2ujgYJcYM&U@{u|=A?12d)|p4){>}!%
zlkcrr^|7bk%V|g9*VP%}Hl^#*b^T_z?rVt)7i}(<JjYtLicwaZ>6_i0dD#)~dbNVL
zlv$()@0jnEv_W$9<iG#?MLniIH@z`C%x1dCEHmZg*VndO{ZQPeEhZMQbM?aZ{6kA^
zeZ!6ii_H7+H#<}2L2*op{~Vr=(HD0fc(&@grq{7$Z=TJ#yV)mh&exU4j4$_Gv*~+O
z{8ix==dY_vT1p?3{bzW6nQKyYb?A@TENNT3&T_kbbq>4JQ|ME1&NnZQq3UYdLDTY`
zn|g%qJfEdJtLpIEuWQ2`XN3f0ORA(z-szj$_;|fd$f29riOLdki|1wC?A~V`mRl*?
zxjL)3m+`pQYTX@qe%Wgb{)KWoSUg_pI!o{5;-2cj7u6w7XA3Hx?N(;LKC9(`@vNFl
z)iYNGKD!<~CpuJ?HODc>p!Pq5)U`gv<9oAIocr8mZC}Msys|Rb*ECt=)(YnS6|4H?
zB%XvPBp;Hiw>q#RezwW9Wq(d-&U|HfYi;3$M=QjRTA%r9vAm@C^PQB{C)X@zzqBRx
zle?|fHb$GTi;kP@eJR<d;Q4%goF<O~ll8TE7c7<u8TMamIo18*=G>=^=j^tYva!`>
zZE0s=u)e%~;;rsk>*AigGtxG5(Y?KVX@-!;GT9xkBh22}SAPA&qt?CRyr|R>;{)%b
zt=VkPnkdcT&$?wTbJ=&o8ilgA{tEnumOm(ewAzxTbX~_uy>{hpEpz{Ko9775x^as?
zE3<p$xnk#yS}%^e-#U=A#bt-`=Oq=D2V|a2aPyZ?nmYMK&MU)pXWad)uelta$8NWE
z%T3u`p++-bU)wk(^bqg6RAqCUFKZ>H`Um@b@^|2mx+>69va0FI&C_RAb$KV7UO2$<
z;9AtN;`v_N`g@++T{W7v)QNY?`;F@-c&=>f2@9NA-1E<b^B@cJUv0g#U(%<tRJU0y
z%V!8Rn|*(2s_jLY!dZTAj)mUca^c?RD}wiDZJYdow=k(pr*7ZWg);4ZUuK0Fg+^Z4
zJo#s6!A*-*Nlxy2jnCK=AN;x|Znm(d`jyM_1`7X5xiy}IXe+8PWc@lm^<|{ziRax{
zSI?~Gs|xazbCkcd^-ptG?-a(K!kBMve^xJS{qAlm(OoEE!*gx68|OKVo6S+$<rdFo
z)%u*@%<mJVyU&Q<a&3dwo*6RN<{OJ==bc&ZctP%Jz_G$BQkzxg7GJ-#@Rj(j#UVj{
zr-MwL_#DppdtL7AIQ}@KA!gQ|W_7!(Ss7Bg>-bIHHp_j{_dm4sj^)>N9UC?FmTEtq
z{AKxy*FniDA*Z@LY)Va+{^`g&qFSrDchzlHixmcp%jP{P<~ecHKqhJ4ost#X3ootu
zrn=?mouaHq&n3?WpSQoXR+*=C&62Z<(wm%$+&7qp-pmR+z;Km)0^i=%lY^IT72;&`
ze9W|@?aXc&=H}o-yKnFZ$F(oNbwnhE=gO<C8E2hBRa5@@Rq5&;>RDI&>c)1%zNxn+
zb@9tutg-G4nRsdW+|BzWB3xth5=@r*zx=Z1<WpPYF!fZ{)l8X(KKM(ld2=SqZ0d}Y
zs^=`fu1fPWo;Njesf1{dXYs^7Yp%;PzgZ}YmanW_5@2=JSW$gxs1E<7W!-t%k^;AV
z$}UcxzfS9u=0Q_|gWqMYPN)k!@GC^M*zLMrYe_%*-jZ#bSZ%Jd_dK_FAEtb^`pbjc
zH$JV_ww{|6BUJG=Y|4}8%IvdFY>k=sbxQ$*v}^eem8}NL?zBxl{v$NqMrM}e0h<t>
zJ2F+_))(F_7eAA9_hiq1hF=@w>Q{Pyk|})~yZ5@<j@wt*KdtKayL)!^_T<*kw3_S7
zGsBj1aGbAtrkmS1`Q!SSOS%Q&_xAFoo~oHM`P;Vq<Q<oCBSfvMuCKlA*uv6x_1w#i
z$@$DOrC-;*;h(lM%hRM<B4f!{<F3-PK@<5bUPkLIN%<Ud%jVnnb=s@v?O8BuV;`I4
zYrn_KtR8LQi75=2(dREyw)V=k_PJKRIjI&WUq@cjx2ga2I`z>p)_{!T52JS8RCJm%
zcZ+e;q-wr>Ki8^AFq9pC?H6)Dt;ykiOsMLaS~;=#x?3z?KfA>#dLSmY_ek1qTQC19
zpRX&wjB~GeyQlH2OXg1L$Ez*07yX&e&}UV3EoCy#r+TRqIuE{>%0+z2tXAotI8SfQ
z++LfuvoYIky3VxEx*5RCQ?fQB_F_Sv=d1ECqXO2lz{m5f!dX+?Wj=Skc{Ew>>t(Tt
ze7egr^=#d3Ul}*~+b?yAEwbBkS<U0u-^^{T64p!1Tz`eBoG_aoe{IW?!Zyh@mGa7>
z&rfFWd~?Z5tnA9O=dQNeQZANCyV8T)*9K&4p3`+t?83RV(RU6-cv>94v~KBkb){{S
z_@*w~P~dRVw76j7^P_G-Kl*Z<*eq5%$+5BK{++)+Yhps|UhDALRx6F~Ha9f|x+Q5!
zd|%sLIE`6$)s~5^N8`7|6?v?A9D3*BYLPOtj|mL!IUkS4%ynAp$jQZ4&DHlVe#*bn
z#k*fr-;gTrdQljDC(r)Uo?9<FPOdv2wDbGpy_LOpo?9GzzBixk(uR$OfmM^2%=gRo
zR5>9bbKRP2Cda{bhi;v7Q+WI9dWz=Vm=9S=kLE6VmwIO1fsY{zx78aI9?QP8=+epH
zW0ilk-b4kkzq?i{B2*>wRn_v)ce9ctmxSu@T*>E`yN+I7TP9!_+jVdPpZ0T=`PS)W
zLO}sfUlm2QYkv`aJZp;9(SKXtg?})&cZ^G48EKyQI(EwJ8*k<$>t1{$9F^oZxBALK
z1{ua!-6K3po`ji9H1of-w<9*<!?Q_~uN|#BeEZU(Bni1Hsd(M?DyJo-@>9!;Gg5B7
z2q`_6HMz;iHalQWVb|FyrO&r}J(=_8%)0>lnyRoZ+|z8U!W54cM_=2-cyP_NrJ7qV
z>MVG?HZZB;(e`Blrw_i3dDF$9th8{o@$Eg8!kS(Ogu71a_!);Sy;GsSHCU%`&b7`v
zpHsE>3MQm~TqU&4`bu2k+4R$fwyz^D=T4VgGWS$DALo}fhp#Q4+G)AUVWY*_stv7+
zDz`41eP=(%v+au<k7--o<doH3(xfCU-|8~A&)Y2H_WH92WUXesOm>qvr`00xSf=>a
zb|nY)b=h;Tx=lR1_vFN?q-Dn#)aG!Aiu5eD+j`t;`py@Z7i){onBZ}8m63(zuPZ`#
z8s}vjuH%rcy0pCR@T8}y*Jexp$yzc!IrF(p*_xSoY@F+&GSAh0d>@-NX_8fP@ZF0s
z*LUt`m?LvtRrlGOxi??`2(^5w@<H3={km5r3q?0R3z_r&*3;!v=Izz&I`UU*qNS-#
z_3CxEB$jKx%5p!*zVN*0D=XU*C(d8mb4hVxtZB=d-X9-hO7ku**SdH7f>=1K$GTV2
zQ*XbIb4)H-Dn9SVx<i`&5@!o6?rJx!JgwI&`|6GW|9aE8g?b@>wMEtIp3T;o$<DSR
zQ>{wmR&Mp0BfE=gU-$2r{C&pvKd)C!<y2o=Y<$RPCPV4Utv8pZFTOY}S0tt0>x-_T
zq1FWZUsq2=IvnWJ-g`Ou$m&3ileT<WnqEThYIPSg<xcOrI(hZS-L}8No=w=XO;Wx!
zCF}L~{W90*{8OvF7QarmQr<r6jrZ1qSAGw#?d1>ef2P8x-Kg-+wCC}nbls>fQ@JJY
z)!0qj3l*8yW_i!46FuiY&#3zQQjz(=ks*H4)8D43{<<EdBAwm8B_X0XmRY8J-Msdh
z?b~hEZ`>^0ba>W_#K}twKb$cC{4%=m<hkNdiRH<Q_Ij0-rKdAbu+?@xEBQKRPtapi
zo#|Zc_traUs?=Qdyyw<)UD2&@UUuicJ*u0mgJSPZSdzA*b6s8XXD;cD%_|mdsax(Z
zd#`H#nJcrum%oou-0hmT*!059JIW89uPr_oe$(h>_*J#<<}Inm<Flr}d91uF>r8av
z&y=n$;j-G(gKvH_oD#gT?_=&c)|6fIqh5N+Fw}kynZ<R<(Eq*7uCr_T3KxA_e1hfL
z{Yjjwz1iii-j+D3e0=iMn|<5%^lANQ$UPvs#6j|`TWoD{f0VD}es9qphq6^?CGLhx
zUYC5^wd~wXTl+&hmvx%H@rV?ux}I9paIE6do?qAe@AXx8eOYPQy^K+&zv@`kQMq+Y
z|1Np`<u}<GKXb2k+aA@3=S!<tUmTXpKEM9s=b&Y8^N!cXm%d7PXEX2SN@ku<?4Q;g
zD=;z+-Se;c<NB=0VKz5UZhKR5@OW18##`0Z*MdCm2nTI`@}TS0W`pOOwS1LRt|{;Q
zHS5ZZKl^(VE$r8t^t=l76<?HpY1`w;PyehI68*L|K;qk5-#5jFGB=&}oM)SD<*tza
zN#wf<lly`-KW9vw9P@r<@Jzue&DWN?*}m3bid(OF;JB&HY?+I5pT3GVO5W;lng7x%
zkBF~dR;7L_441fHynoiUP3lIUudUPW+p)&?M%~s0{b#c-u9|yk=PHKxv20U?BrBQO
z*A}gM{$X9e&+MGnld3Ll-grJN>t6d7_hn374zINBUi&dCbiI4yk?mq}*1eLW@Wj_&
z*C(6(oMm^IXQ7RW%GBBJ?e`)S-5BajpNmTsGdV_mzq$69Uv~eFEo^>M*QlP}`23N`
zw6%9W@xLi6K6JJG!)F1{s9#)%{lbo)o^@l_r4Ypff3?fwmPBz$c!tK@GO5Y0USh@E
z`ZC7l+nb&utMF^H+9nhn(aSz*Dyz)ncgeR(#4!Al`~1#@C(U#Fg*7L?^~+-|GtS(U
z{!S*$WttJs!|Y3b&-qOPo7inNBde0v##gAaFAXj&oTu%3v#RJ_=-1^vvw9oZ=2<-3
zlJ9K2De%Vc;B8$!a+$C0evG`6d9#n<@~&X>g4&GpTiw>&pLN$oeXEV(e+Ju^qQ<w^
z`mMY-+vAkc)Z=T~MRPn4JX>k*mnHMyTFrK=zpKM`Zct17vU-K&FFwvS6^F&-rry7C
z)9rWhy-7{E8QEHIU37JoRm5VhFS+fsYW0?ouv;Zu%<0>`UWA$U+k`LXC|Xi^DR=j#
z#jUpWh9OTF`1rGSDp*>W2DBabvs~NVcRE=2#Oo_uO&0Uq4%qISy8fw5$ypD^zzLS`
zJ*2|4bZ0V8d>OQaWe(%HtOq)0Y>mUG2>z=INKd_U_P63=wPg|C^vs^mUm9EVBz@L8
znJ3?WUDmSo3@x&F9n{9PxYQtK1@lu$ruIVh#7j-<*B!VnxIQo2<Sz5&y)gn(awf_x
zOcNfLUs#Z;QtWfjQ#LEf@JiJcCAYu}B@2z-CN7PZk*UpM6wX(fHRa6N#)(Hgiu-tt
zHO+3uSf2c|Dzxl5yQEB4y6r|k>uqxG%f0-QOk+7zi;ORAlzZD~X}VN*%NjQRrx8Vw
zF;D)qoANz(5ifEq`T20wm+<B6rhU3kWkW8XU334gX-4oScON-*89^V7$8$c$d?`G$
z#x6*^QswdFvvyC4x974?PrTAKd)oU0e_k<aO+K5kFn+1htV{uhzgnsH_FQ?o(}r)V
zV351yvV@b&%PO6H?L2L@N}3Cpm&?Ao&>2#+^LQ4Q$7ySe11q+@dy$o?%<`fB*pjxp
zZ3XpQ>>F0+Jt+J7Y~q50$L?KSwaP<b{?gEiDsM0EJe%_U&Wo<FE2pMt#7*@w^*wIG
zbuG!kGUjTT!3Jgqxh(0=Mw515<jLRsu}xG`yMO9yqlhb}DjqX`-&nnE_Jl1H7wK_4
z*p{7j=eE_{Bk2o|7SD@NU#k_p@x_&*xxA}OtvGe2OiHd_sv{H|y+g5Ibi%~DE*0mi
zUaVboMg2d+wCdeyi{m<io^E^{CAKrO;H2#BH+i%By}ny)*`O3IDEa8$7ysKY<CV7d
z9$+p>zu)y{%iQ3wO^Hu@737-LHcg37wm3EKt-M#%&6_iwU1dHR{AZZg@@Q|o@2syD
zDSY#GJPDtjA+=}v1^%rX?8?uX**~sdpri9nxgoc7nvsQ;rRYJ^v~x3jZ70R0y`8)w
zRI{O$U-Z?k+^^5BvL29|xn8s)C5Ks1!Z!Qzmhj7yOe2|pf1dTc{Ce<m*X+FWv0Em^
z@jafO9J?l5JcUO%CU4fQc)5^&bEMwAeRq+A$L-#+ol#e=S_=PX$jAz8KIXnR({Yt#
zMJdDgqd6`gPBgPdR0rg&{XD@i@}zI+g{(Liz0kJ8AD6{#ig$$G*I?|s>gFBb7rwS=
z%WtvSstGq<PV|YGx~uR_rqZ;KpRs<nS*O`vvAJ(myEaQoB|O7@9j^<shPvfyx5N{P
zKdzQ(d1zH#GkVu6dg9MlWfm@hV>iDp-=cMA9_K2d=o8Deu9{Cz*p>QtLWSj01>rdp
zLzAaGVKdF#l@fCA>0}LtVrPxu3E8$YzM1^EG4ZVU-H4j?K}R}z_FAsla8z1$)#ZJ6
zt|mQfG@YHjvoOBU?15`YLh+>~0gf+yl21I_Ts3`jYMDwh(*(1}VKa-gwH#Ga=3Sk#
zZvMo=%_hg0=B=H4ZN+hey06K}%o8VvmwXf6xMWQcTh?hejx|^6tgjv|>{_vP<J7sQ
z{N*i}U;6hq1{?laW!#f4vSzYmI<q9(Ja*Ao%hievYxNhZ8uiG0K5Dx;oK17BTzFTv
z;hl&lCsy7_x7#{fB30eARQlPobyjOV%M`<{J4_AoGE*4l{JK(MKULar8dLGCnTt<6
z2#M}v^;&;CYWpd_g~ADs)@%(sCatt)qr|cqGZ+m0S4{Z2lGoP7(w%LUKvC8Oo68cP
zJ=d~c?eR1y3@Z+iZ=N+%+GKLMwCjP&#bx|iJsXr3-JNym$&%=_6U)~}HIyuGTYA07
zu}$-Y$D_q}{epIi)Ex6amzBzFD#>orthD-y^O6T2eS-bo27KaGUo3oM&bI|cng^PL
zG*(A<J!V`s-)m~aS=W2*1yZZen|u>_738?=(zZw9HX$sZ{Z5`W`5dI^D7n<+;I(#^
z^5vyB%A^mjZ2B0e)f4h{N!YAKc^&;Cf4X`%2li!|C9AVfc09PEL20Ro*&8NNwkce*
znME!i<;*Q(u3W(>n%<<PyYFh%%S6!w&t^SaD=M+-33JH%++(KFwl9C5t5~s1Y9goF
zN?Wl7Q7n&UJb7^WSBT`f%<UJ>$GS1O@AdFBIj7~CwPJT>k<O|2Vh@V6r|sS3=62xV
zy4w{mL!JgyhdUK!7s{KxuF|m!-r$%0P+u~mFVA>;hC1`U%Jo<7dYw2aTwp2s@pzAk
z+HXhI;?LnzJC?5NP*p#vdgt+%$guOyz4kXvPdb;V?U}-NclUMoa+dC#i4AV7m2X#V
zv08ZE>*MO(7R%0O^LK=N=rZj4wlh8S@~yNa_tWP^pA^68dd_7bKev{@TqR%fnDzC>
ztP8C3%d94MJu6xF{X)eVo9FG%qGp>3<(0mVYuaBDKI_Gbw|eY;$M)JVEuQt^qsaZO
zVK;tusIA<qQ~W)1&cx%U2VNbhOi5mreR19DhARheRIED{WihYhcCh>Tsx`^_{ZS7W
zlnXDj-y1h~)op|Gd3&?ZD|i08*1qjwe6ZUk?-O5Fp0vvQxUKz4o%r1+EA6Jfvnp;m
zEI0M>J-L3di`9MEm)1Qsh!V1}Sg*I)Z}Wvui>`iqRVuY?_a_1Au8*<tp-O5$cU{Zb
zeqK>!*5|WPFSfm_buBu3@5HycB@d>jZuIxtt-r?2`#*zd?e%3RmYvfp{&fA>->HY)
zSGwJNe`(*(4_}YZT&8)>kF_Ldmv`(h$p=}k*H+e^kKZ=s?}W#f_GCxxIMP4y>-v;U
zjkC_ospl8{e7;-asPfmBu|_M?<(6M^GL5ygkjpQvl%G}kGV-iSN`d3A@JU%wdp5=j
z?(e&L?MGet?%cB{WV3GuFMacV<7a=t;JGWEqvtJ6WI8Tc_PAip>DxzQK53f=Tye<?
zDLg1Q^~v;Iv$xe{eVh{V<X(G@X7H|}*4y__)U7Yw*~eSC=lzb)QRd;&?QzxNh9<|?
zWnW#kR;1t4iR+X`lam&s8b8x2n`V{Ep+9B9dLyM(mmS-qkvcJi&vX5{8o`GR9g~dy
z9KW?E`e2piu3bV#e->Q7U&Y&XG;eu+V)VhH)mwLdy76n(nk!-#t>1E)c5`1y+OpO3
zUSVX|C!^C7qk=6CTCTG?UwUDUZ7PSC^&FpV97fgGd{%Cd%U-%;ion&Az6xokCpAAE
zJMmd<>g{by-2=BgxjrFV<)mTglgSNsTVHLT)Y3BV&!Zi0l@58o4fK>@{<C_X_RLq^
zOGO^N-+kjtK3B%an>S{192VfqH0}Om#9VbfzwTvjj$na-_H)_lzyn1QefzGqR%l1c
zFL<co*2X{c-PLpAu~)qF0`6u{*wB>ugdtsSYu2@U-mmA(nK=K@-pT%#7PZ+iNWAZQ
zve+pwcl*Mh`}9J!uT59|F1`HaYayP#ds8pibV~ha@H)S1r(hEsYmw3Y-P_o**Wa?f
zY27_FsD1CwrS&BRu9a8MwqCunJ48nA$9mt5m!IxPh)4)uow-ZI^Q7dzt(X1gEM2W8
zx?EfJ`#i}dKMdaSyqxo0X}9!!cK0VK>W*>0MYk9}NN#-XziZabB*l%FcBd}dw!B7R
z{?YQf=ZA0g%~oA4!+hN9)YfY%tsDH6_GTXyIud!{xasGm*J=)bT_+hfrOqwSXnFA6
z+Y7(sO<jA`g1I#EN^GQG<@)(wsxR{#)@`W%6~5&3ipmANcdA3(R!uQYU)=m{^6cUp
z4^6vWbRzg;uJat8leGJ<-&?PVbLMA#o~in@*Fx=Gt*cbl@2<Z;*I0&bDh}s4yw_2=
ziSvEbTK@2xtCd9$o)DF4;*a~f>~!c%&$s=budTH;vwY?HGR?1DLVe;f?KCrq*D(iG
z{o||l%iQ?SASJj&UfXTEb5rr_qoq<-lKKzh>^}U}?)~g9_w`mqiRG1rw>T9(cAY%-
z?CP?)n(@B;d)Ah$P`<oag=f>VJ@!X7925OuTO4;*WO`AAQm!R;*Js{nueqCKzP^pQ
zIwk4qwpWEt5m6QO<&nnEg7Z~2=Z0FYU;IaKiK76oQt$EgUUhRHyqxR3>8<~jtKaQ!
zF3*}|_~UZunr#=JF15TmYfp4n)%<`Pv5~hO4@w@-`m8Td(OE7(|Joj{=SMFcTh9OE
z*`Ct@A5}JQwBCGe^L(2(lP>&X4Vz-evDSBQerR^5^s`sK#Z{$iwr|gtVk&aWo+{*R
zv(U{mxljAe{Puf7W*@mb9qt{Fdfh6rXtFzRP5S2V!QY?WUU<Kv+@;@lbDTlh=YXtR
zJ%w%0cAxc}rXj)gLDn^OR`4;`)VM`W-U|=f_+$j_eXo{y?sMEZtH%~c^Nwb-?x|Es
z3C(bF+Iik|vh8bM4OdCEJz7&^=1vc8ygoPLv%l*_sl_$t9A5t7dRE$UqkaC`s@|nD
zn(l0rnJSxo#&jEdx!u;gUfq|TmkD#87Z0i~ac_FXQ$8`~)2RdhOfTI3b7`vF{MN9x
z)6ZBp$E|uAcx7EGtLnQy-DNo`3C4}@V-Gk8XxKg5u=Z`A8yovF?Zu%Qti_?TqKyx)
zkKCDY^{lkFY2MbdSe=BoGQX~RXHRIKe6%#+-jV9ACqdJT+eB5_?##AX^q;|XPLuoo
zs?XMY)m{ky-jw~?pwqzO;K?=Ct2Nv_nY&)KMyjk?*Ei$Q^K7^9xb!pIW=U_>_Ap?4
zwpZ>ROAD*x1+EuzcQ#L05c1e(&Pt0X*Q?hpW?9#7v`jVjb@`JtO@$}(s;)J8Sv>xu
zxjxatLfg+H*70rE=k$*K!KX@7)vx_aop5-^udtq!iC<S;xb1a@AvkvFvMDztMbA8Y
zR(5&0+IpqlE&hr!g+Id=+=_lHbICDd1v}Fg?loDQ7Av1@zH&24++0yZq&V{W_K(Nb
zF!NkjE?>iXg8k!q^DCxFjz9NiO)0%7b;x-Bq4mYiVORV7&&GLHuAF;(miOt$imzi1
zyDJ+qPx6;o?>1L_w_P*ubd@Pft7m`kyClDUZ{8A>p6%CX^&R%pmPmWub#-c+R+jhF
zE&VGGU+!wX5*ahO&u-q#Rr9<ipMULJy@2!atoFAob0$X|5}tgOdD-pqq%DGdf3A72
zD?V^Ewvu_?mM;NS^S<6#G~GE=V(rv3`I>!Mhi=VlDU20plVR?u=E`QU)tYT(+jGlz
zEl>Sse!nmM8BadgW(PVK_k0fi*jIJ6*hD{B?$?~pj*TZ)1t~gCuvj<uUw|LO+2YT$
zrmC;h>+Z^*aZD)J=J~x{*4l4mm@j`_=a)FID63(TOMcb5>?Os&)8;SyVmfcZ>`J?<
z7uD9WyC1E2$ol7Sljpiw+|QDX?|)n;dFk1-<t2t2J-%(b8uOedt8?GP-Cx%QUD^GB
z@yGT2?1UwGc5`jD=LPim&UFtu_w9@3apRQI=X>+qE#KYM^53-Jg~c+72HR|t$2Vsb
zg$C_CE2uN$!Mv-bYE$&erA~M5cpY8nK6Rbd*)O(IHs?-GNuBxgglNxq7U5a9XDOc-
zJ$qjA`FhjiY&-kIC$6|N@txcK_^MUvK^1FODosiLlbL*X57)cE*o)`2Rw^%WD^m!Y
zlXZa4a>>@f#-mxg5^A+)<(Fuc&7at=wa>P<c=GCb_Fix1F!3gPi(6W*T5|RDYSFFd
zWUo2YOD$A7!SCFEYWL(U>#wH5ktyjib)_#>>OG&Wn%l?G_H}Xf=h)zvpNa~PKMj>T
z+s;rYsux)6GWG4sF10Di^K3QODypxIHamadc-@tGj$hWinPs(5Q?2W!<$I69u1g+P
zJXKegUHKQ<Grf3ah$ZLcr|aZ?DR14IeO0Zw$?)Dz>(xP_Z5D5jhMK2s<=Ql5VamD+
z)i*5Zrq91~l+XGeeLH??o8@}5J)4<r`zqJhwOqRM<JOheZuxg@?z!ZAIU1yWa^0%z
zByO3s&1clr8{^ib?Vgi2=jqNCHh-`Ea*j+(3?FU|Ue)tlCaf=av7XDkr%%p{F6S-|
z5m#F4=I8J}=B!$&o3E_xlJ<(XaSNB<5mh#QVz7f<Y1ixMGYL|kUtRY5C0mmA(E85z
z+uZluYHhPGtbOnK{L}h5Yq#nyDUR)3x8d{_{&RaOFU1PJbr+Ss@k>g&iNkWe%ZA<3
z?%Ryx&2PWT@px|ETmCJolil*q{<Q^uy74P_7f#(`*WdJqMdsS1cthFj!w;_9nAoJf
zaodh^nJdMsRSK^JdcG)M_MClkl;K_8JyK5=^>)fU+rFs%>1#jT_-Z+ytM|H|ZJ64*
zT018t=0RwN_%oUCc$S*5kNH<(*6RAnz4n*pmwX+Ux+3DO?(wK!Y8lSV6L0O1bvjy5
zu~ubX+m&aJYG$svHF4HQTQ{SnJJ+u%oon58;7#@cQ(v3jJ5|?n*`-%+dfu@zZPM@a
z9J^xXS%ur2Jnr>H`*dndO7X3oGX;7+#(mLEO+GqDW_j7U#K#ZPR##T2%)hit+~?T}
zuNmxj>O%88Y$wI~R5mAn`E}jY#^u}l*y!afSGe<cesZr0ym&{-GvZm&mg8sdn<lJa
zmz#RwwA2b)ZOMjvb#t!!TlNHbXG@tWJek9v^=i@Un6H~AFdi)lVBRBl_jPtgv9;y9
z(y)yQ{rO&R9{TX{CPf_cdbaDu<OVlw?px2xb=Pn$UK-cw@ba|}^Q?UfQc}Wop5(H;
zi*1=BzhZUjxr$X86(?4DD%MY}+^U-VBE#t=^Uf#Dk;h(3E-A~ad>c`;PujjURcc!L
zLM!noUB7A8`)Ba{tzEscE4cB`>(dXDpYd0{UNk4+_jPxxbe0t+Z_Yck`5t)kd^y`1
zgFkNB)3)r;xpDr-b+1jDvRPj?S*m-TyC&tRaHY#^;&u6RQ{=81o^#FGW?4IT#%{-N
zk2XJxSt*+xk(~K5ve=NvHRW_*TC)4W$8$nBnoFZ5%s;kjp~3`yufkVhE3@8t{kT=}
z>ss}S=aOs970T9JQ~$88+&1#6XUw^&20PCtdw85@H(hUe;#at>cEY30MOS6-Op6x!
zc)V)W?TwB7$L1{8_DMdQHOq2V)dY(NpCfzrl>XIrS<h}771&~WW46un?9J15TAZ`$
zdN$8_@;U9Ow;k$iJ9aKhP5$vYc0-p<jL((WHPPwkvi7;hJlkw@Elu7$Y6qWTU#-@i
zoMg{s*I$`A-WU1dcs?h1#`dZjh3515uVW_pJ>Tv<am(E9Qx%UTRvAw`8)tbm-NS$R
zk3i{J*ITM&Y;XKLFSqsl=7xJ;uijNxd9>qa=iLMAo#ss0vhnj)r7PVlwLYKCI(EP0
zd7t)Fw}Z!*mV~`I!cdjAD(kLq=B+SyXFiLAYj;FTtjVY}UAFeb$u(E5zKQiRGoNyG
zf&2A)n*$qOhqE-yc`m;+fAN(^en$^)32G0#w_<bJqI*v+OqhM;-aRg^D#7_)r=6~@
zloGtw7rM4rS*4ptoN1Q8<X6Q<?I(WuvN~}2*-JZbWvpJ5aoytI)?&M<d<@UGdK~z=
ze53EAcMMm<60GKgmQPwCx$F1E#b&`5r5bn2_lqQm9hdnxb(+ePPg$=F&v`!EoN?3a
zO@>mdOz73)a#tNa?B_<`?fWXTd)Bgu0)ORYw%KNnOl@to9g1uV1MS#sYc-yhUkR$c
zdCFVxeAOA7v|XNTeidgE?kwc-RZsCrx|C{A<QmJ{_iP2*anlUL<5410J2qblKW6<q
zls)fiy865<Hl}IMiZW+D5vrOs*OA#`B~y=7vP^o<<xR2d9F{_V7Bla4J7aulm3Y42
zl><+{u1JqRw6^HlJ2w9+<MUqYj`YoMRk!)<_vYlH(*ofl2gKPwE?c4Ub!FKcK8<V7
zaydj~YPD`1Kk=txiR1Y%Yc-BWWfb;s&GYm3T9csgW!*v%(I<SBD`NC2&wFJ%o|=;~
zuU+ZGW1G-?<<ILTxx79eb+)GGW9ZK3J50VC?b*byw1&Z;Hgi((jqj`U6_2s1FFoa(
z5tGKir=>PQ?yt7x(-Y6vhUwj1t$yW}skE-m5#i?dlLJ+b+syyZ5F4zy<H<jh3oU|O
zCvVL3{ALn)qetes$$j-o6`5Mi75uNGHuCvP{t8>At~_nm)Sx@R%Ky9$RJ{FVb>X_|
z;Mx04Tjut4tQCF{eoTYm-5<>d&9`?xTj$bT{^PpNl6M_bZ(pbhFqWD1YVF%A3nbQ5
z+;nH!bvh@xZ>#aF!m4@Oq<N)RPyKhsmNn&0RI5yJ?8^S9Uw(z9?2u$BTW@&vdhv}4
zwy*9i9|Z#+{8QVix3sh3T{i2oAb;D{RYf}=Cl%b8<>fi~^ZhT6R-M>+K5mNkysdUc
z{PusVUi<x?r?XJ{#TiYd2OmREm3@1(?M^b=rrXVzO?@SPpL`dr(qxczC#U|`)flzt
ztuYaYzAepH++Me|_l@JTH9Vi+zq~bLVRd!LgRU2S$I9j&4b7=5)l}hPULhejHM-6}
z>e8dkY3B2nD&}-`_0N`AD-_GQM|VSyabNqb30y53&qtZFep&W5S>(}80~wiFbC{dl
zpN9r~{q-@-{Ntq!J1>gg$QEvlIIs82{@NCm32*KGzP1$E%ztXpueD6Y7k|o%%@x$+
ze0guL9xJ0QTX9U@T)|rw&vrd}=y2XERHf{p`0l!=)-(C8J^#4QtGY*S(bl{)OQoIe
zmdWQu&&+z&*R?q-%J7m8hlS~xJNqgme_h-B;cms6l?7Gv54Eno@N}j2S}w!IhRl+y
zgQ7Pzd9E&d7&6J~%5)wN<-V;;rcQji!}HYljprv`|G08;`NIDUQqvREFR%5OIQQP&
z)*|!baA7xz)AD;8gJ)b3>{_Ifs*?UPh?B#%VpY$gX$Mwrz4LlmN1hGWS{a9OiM3|O
z{2zy&D?VDQY8k!oWElVKq+6oQjhEJ&G&EUV<NG7!Y;T*j+<MbXH^XQtpGu|0mM0}w
zY3oLWv77cAUYV3%Y?UKW@ocAb^R(BoF@MtMM?F<Nseb3nlFrqliQfwTJeFTtEjN*!
z>rP=@?DBOnbyMHY^3uD&zO>YGT}c1zsn*x>oiCYueNcSc^opkF*&7DT{Z)5^46iL*
zy?7h{w4+ZY|7HbCsxP%tl_^=frGH*_Q(@+ON4HCE#?eCTObfFO!bNYXZctvIHFd4U
z%YbF?H{MzCpP}se4Bz~o9=SbIr>pC;zRX<f$o^FH{Mj7Vtmh@+n|$9CZgOwFv|-(o
zLvzA?OPp3S&U&D~?3T2Ads5~>O=GVvlSf76-_`Tkc38SaZF{$b=lHFSohR4liL9CU
zNuulI$tCyi1seXol4|ua{DADL*qw6ER)svOT=#ZUOG2CcrR~Zud!!bKPmD5<%NFP5
zRn#_4yBE;@VQs{_a}}=-uJbC_KCvQUx24T>echR_;<U{3i!WV!SfPGzji;hA!*kiy
zQ@2f+Ciylx>(Hh-eJhG0h5nqW+sdq*zAo#Ah2+Wx_Pq)7mX)S1?0+)NRAD=_<m>1r
z<q3tCW;}Roy6dUUw%MsH-Eu$Iigt4cOum0<-LX4-*^}07zj8_QF7pAygR58)(tm}m
zS!4J{Td?n$#4+Qz;JoL1xw=daI7K{{sk++YJC`-y<J)q(sncz`7@3)6Su-XUE<877
zUdN^1ezn?G&t6Qb%R3To@;%vfuI}UHHum*VZ@V_VD!G&;{A2#TwEJhw%`MLsyxBd2
z@9V~*H^;Zf@nvay$a%8M-CVb;Fn96!Glp53OZRTM@UrBz&BWI8RbOB0nm=LBzqYBQ
zS|~Yqdqd^=#4Xz#ulE^cU(9^5re>~Y$eh`hFW!VC_Y~d;`OlDe@K5%Rh>$NP7xPal
zr0sm}^}4KTLs9gp=UN+B>*h_})^59jHQwy_r74chaWOBp<SqNMajFg1;ded1u8UVD
zU+>%cib;<1XyBx)(JRjSWbR&;|2B5*+2q4|CR6es{>h%R<6=c}|I%9FzcZFEShIVs
zL9UH_VeI!gVbj#+vIo9i`RVD=PKO(^mh0jI%K3P!zpY$0M}Erp^<r0aw^_1pP1IU<
ztn|f>?2TuPi|?)QJh6I>*@MTQ*F4V;o^^2BdGlGiGcRp8p}d`Gw&-DHo{#-e*(*;z
zH)Xr?xaZqik&Y>)zOqU8#ADJ{_`Rw)o_DotcjNCnRiRBcBwlIdom&w$$&+Wo964>(
zJ3Yx=SBffL&N^LS`CM{s!s#g!=c;8J-rTu1l0E;}rqsJ}bJcoezEsWJBs_1+hK2WR
zdu<jz+M>`evF?55!eckL<}J|pb={dW=5xfyNertm3h!q5b$z~O>|VcLnUNW#0dF5O
zZ4sSXIRDg!#KNAmbtdhy=fAF#++Mto%StNW;L*y{nzyfiSTlX*=7X;TOxovFu5&Lt
zE3;U9ZO_l8iv6NfE;nRFw^^#2PJ1wK>Z`!!%-A`mszsdX?DMYnDo=a9HQU6`U;C&-
z?$4K9-xf+N=`)SGZqV^<)w&(|Rrf1Ik~Tf<+UCjYXOxzlJg4z&bPHow=aeTO!;-@8
zSpLzHobyV1cA;8<Rk&lWpvBR&TL(NP<@SV^XJ$C{9ow_&>y)s^-=@3Gn?3hHRrrGF
z&qs^CZF^ez{@(6ri_YVs&$Qn8`?Ya<t`B<U=5@)$fib#UjFBa*=Ae7>g)3Hl&#zou
z@-wheL(=A&a)amNu3Pgq-d-Ct`@*V?@t4frvN2e$+jR1y!msPR+!L&>UEO<5vT{*y
zriAlE*WL1=FV^wyIQYW&Y}nO~TX(|j+n)3D$9#;gnsCb8>v4HemAvotbEX>Bnfb=Y
zOj8sis?+vdoWgvxYTin@WSio?>{F>KhN4+|$1FNlFE7%xl6v~igMDp@kLP~|u4nJ2
z9<*5bG;@aUQr1kN+XnaevKJ>$oD;5_J>O_o7<>ND*Rf*X1CP4?{&XcYN8am3=kXP5
zSbufxT6<~NN{7cs?5mxZes+)v<xH19w{oV1#G2^N>}4@4jn8E6o|2d6dE#}<+#`SH
zRA1R1)bxDTv#0adasIk4v*fnN=O_18E_yh>@Zj3JS`RvRu9J+J_WSPYs+$c7#m>G8
z%cdLIe!Dnz+nne9OG{RZ`BvWRHuGXzpV-Q*?|*Km%%1*Dhdlkn@}nh~Zg$vBb*k92
z?{4;XgXc0;*G!LY``}mTHD~YRW?|peb0YKpzA~RIYaEu=ve2|!LD}Zl^;L^Y7k+-1
zYh5PuU1na^<U0xTw0f4$+uE;epg!yD(HYx|bM8#y|Ie^$;?lFl*~)w#D|wH{$AsHl
zHf_l(Gt=W)JwNX2tD;jZ$|_&hi(XE@tD*d7))(vUX`dQYN>)s<y_$UU^v=4C+TRTF
zQ%{;cpEbE*`NUY&y9a*mVvftKFDR;ITvu9`vL?5Cj^*8+^qIT<ZRI+7;i{9T@^X`h
z2mVxr@AlMIJ~I2>u{$|$yDlEQRsCplZll^(PVQK9&zXn#e9ldnm#x#YzcA_(Lt$U$
z2M6!8m7B6%RXlSgZ&j=f6hFnL^+fEhVN}z7r5);lcb+uW3Rz|fe2gqQJc%uPdv#*}
zp_Mk?FKo4x)eF6h@{{|si_eR+sRdN5o8{qFRhzZ5<5ze|$}BCDtLH*5e_nH(h3C=k
zNZkXn+MI7YB@e6>b`RG)E4SBH+fDgD!|Ro|Zt#8i>R@DeRA}oqT{W)-&$g~DShxJb
zRo1|x8SV#VW*yzWaLTXwZZD=QzCHAOYrfZkPqqIUq(1la#i}vQyA!_Tlmt)n>$up|
z_iwZ3`%d%v61DeDQMs4#ytx(Y+@2QP36HICtNJ2(>JDR5rn_5v_pRgZi#Fv2RGh8y
zxuC51*mAw}Wp!?iC#9lqCwQ#q_!SaXHYq(UGPvTq&9#3AQr^lIPmE!GHlfeL>wDya
zlm8iPLb#W+v3Iqal_h1mp1dn>)z7bZ;%319R$=+#KiMyrToP7(x;EwF@$cdNdD-hM
zI+yN$RQc)jLzDTMA8VhtJm#u%p8qtiwEE#RhKB{(U*z69yUUlPRE6_bKI}bpBj$I~
zw&mT0RojwvR)y{A{cB=xvu;b~WA)~)=SvzV+l1e)n%-8CKl#gg?yFyzmb5w_t-7+Y
zVA}Jk!Mql>!R{@eXT`ajUi4pnrsZi?!`A8SPuB;Ud`p-8l2$b5+1%X|gSYN!_<Q-N
zo8XE~N^igF>gRjSw-EI=`TOtdY@d6)+F~5+CI{N4^2>cKlQ=#9*wi;6i%W~%F5Nk?
zfqic^+stJwuIYL1S<g+nO^-R8XWFYM(sF#`x(>JZ$@88r2w{9>ujTZgLF4<XpzZQg
z!}Y4tcFoe<n)HLc`Bppkaj%8XHn6V^$xKoC?7BsZZTrkg3z9{-j-9!8HAvxU=h_wr
z!}BJSO*3X$l(8QC%5IvvI40%mpOp<&6Kr2{#=kH0-#N+aX*!p?^I7B5yvH=<8J>Sy
zd2#b(ryF|fH%c@b`{p(l9{;q`=M)>qs!1L_m0wooTr&C7K9jA&R4}nmdg0rEw{j24
zmIO3gs%?Ijvu$fx@|`CW@2%J+X1P}O0N<1kubacgwi<5sy*ty@;pD2fdWI9D&u;i|
zuyR$9qrh>=ug~TiNlwxWk(=LZ;k#?`!~|J(%V(?PBp!sSwSM}2_Qx(htM6+~c-)<@
zFD;trclbZU`e?yB=7m1(#f}#XPy7l^TFjCxbNTd%$4}KonZ<dG&uOrHxwGtJzn@m8
zmiW>vn>B2PN7Dr-d5W})b^VOvvzMA)k@uhB(we_>CSF=3Fu`ABO~xz3z>fD}br-}I
zax7N4oYEVcQNC+q@9oshm6xB(?&|8e=iw<^d~cKQ#`7`!=eCGlZC7}<V%yTB8%bHW
ztgF7Pd2?<tYsCtlcdTj}r;hEMd+@pGYMzTm>-;U&$$2iZX$+nA$l->v$eQR`7rt;R
zg}tcPdiJczHK**`st;%0@NuqIigZxFwe*OvZ>hXUc8|sD*I~B~8JR2BiTa#6Q@K{V
z(jl*2D@-cjda(J4nMPc*Hg&&hw<#6fs&d$N)%4lh`?eGt`-NoO-t^R&e{Gqd3fIDk
zr{<Kbw>Nrgx!OI@=kYwP%BRa3-(23d{K70Brk8=K6GY!Ruv}kp^x^3W<<D!Eb@}k`
z-ah|G_?arVJsSkK{1bgu7N@(j(&0w$m!HL7*Ln4=cY1kw@p|j@qFqOO{GXmGGppv|
z`o_<neNaFrI7ROECVQ<9C*Pb~!YwUnDPQSVKh=B5%kpi;ZLS52H?oAwzn8wc*=5Dr
z<h0t&`D=bod^_!Sx&O?nf2Nmj9?jO|*_3?adgIHe-?AG|%&zs2T%UHiZN6gI=h^BT
zOwVdBzw_eTglzu<UuSzqTxXHFo}IP&)SQVgvb#68UC`>^lC;}GFSR3K!t2-fHcva;
z6S-kp(c*WVGiw_ke=@!3SYIkHr1tRjy$uWZs!vs^4m(oLcO;cj^yImBXLYi<7u;D_
zH|0Nr>4}%2t?OsDxhXCClsC0-f^YFjkBc6gB(~=tTHW0&op@Y?Qzf`9{?eM>Njyf)
z!RZUboh2VlC~$RrntSrB<y-a-S3@!bHyl=)T=n|<v{|W3b{yooTEcLAy{O~ka7mFX
zdULbY)wVlkPkFa6#k$>ZE054N%eD6{BN7^lBj0j3?{pXC)6B}6?R8Btr*!4w#9MQx
zCZ2U$+4guX<4$AuXL9yh=TcJM9?keX@6qxTHd50?IB%Tmobr9;T}I}<Oet30sV4cy
zSwhy%J@(5)(|@``$?FgqCd<_iHv9_mnB90hO6tCY&mn`#blbhFPMx|_Rdt2UQ?Mh?
zRYCizzi7W!oZBy{3`bLK&A0b9hZJAi5|S6SWZo`G>jstrS2gLSk$!W21wF0TyXsll
zl(S^_lzA2_%e&@0=$jg&uD104!sz=>4-~ormHBubcdWH8FuDB3wLA4=S0=MUSI4I<
zijUdX#@>GA+nrG8bG!Mi@A;~LtA5v{E(96go9e2l&}DpW+1(tL-zy*XX>G{4I@Kmr
z{duAZSEZ?@#R?9|<xd_2N5!;7u!QJTzIM+_=DAw-&N|2D!CEH^w)vN4OFn0tT(9s>
z@15qWJC~Bzx>=ZNeZM0f%iS=GaarDi6f>>a;VM)5eBJm>&8wVtn9Qm@GBY<?`+d-3
zrIp7jS68>M&6&MX+0k-oLgvnc%bzPP`!2R!Fst^^jHX$4q%J#LnDI$V_2CNMuAq$l
zGxnt{o86b$*q4=fZQ7HGa(gx22MK7YKDaP>2OGOcf8)J1a#JIBu9_0`inEU;sjI)#
zdaL$sM&aP_wVEbhk8<)aSh~?C(x~>RhvkY>p}KiW2h?VTTv}Int;sdx+Mz2G__TDd
zH1?YB6{_ONOb(oL`POs^QL#HI)xNfVnmsp`JnPu&VzE(usU}Ns8?UC?cGdekE_dY_
z1~X`=q^-LBN`0dkpC+GH-c~V#jPS6Hb7%U6-qAk0wU^1duk6Y7RS%>V7PYKo2;051
zDDu;?)ekRp{SIGRv;7gbWbTr(P?hIhe<gQc?&&D9H2r+N+eCJP$3u3%9qXk<Tc2e`
zM_e-AlqoOlxK?D!am9mgLrR$@t$ZIdZ+E8ox8{k*q`U5J+SPuF@x<NZrpMka>ieUY
z7-aNhPR!yvU*kDns=q1ncsy_M%c$=jB6E^<^{VGodAyxaxz6g}Lr0tI-JRZZGgr=2
zniHz&se7~8zUrx7u;ty$Y};?e9=BZ6-6MGXam>aa6F*(@dO1&h?RxdE>#{vArR>~!
zhn?Z;(JI}yQ?{FX3pJI?aDD65KYTGV;uzPT8<M}SU${75NA~8c;3=<e&8g1%E&0oJ
zvfHX1FS{;Y_xyB-?{D_nt*zk;9_^eP%xhhI;L)C&Cs$g=JSnMEyZX(h?Wv2Q%)H~X
zKJ9f2z2(2R%5Se7W8kGdLI2X3*J@?@-?LI?<=DQnXHsKP`@V;NUccvOi($KTdHzGT
z{kD<&D^IT9xrf2~W%4}3#@I}|?%?U1K|i)Gdw%U!=#^xD+jH8_^(DO|=ifGceJf>Q
zLW1XU(}(*EraGIi&pMX7FZN6NONnf^IqTLg{P=8Ry6)Lu#~L=O6llM)=dJL3Tau{K
z6*Bd)P1y6sJ^bHRUVHb@_E`2!n_%0$Yxhr?!RT)K`qYxeZrAP?A3Bt{Z(~>SZ_fDw
zKRP7N%&_IH(E09{nltO`e+IEE!I?75*G(VtE9hQVn02ga(#xGMk}`uz<(0!+w@sP%
z^K3|&<;$+J4@QPRLVOPYyuSR@n?xypXUl`OtN!-xK3g=g@w%u~<GiicGghrOs42cR
zC4SHPjiL`VE=}DnA64OXi8~{)NAR|N)UT$qn<W?u<F$W;NiLmYT)^)2tL^MJH>2us
zmsL(yYUkUE+l>QvzdQT6RdP+{JBi6%%S&rk*nLf#Jyk%+<N4BxtJ!L2H7`x|T+(&j
zoP~*T)wUO(q&yO{+s~G5yH*!f#Ll!c`K;NNO~z}*IX^8vS6UIDwc@e;^R6%cJTDHN
zJAXFu<jJ!E-mW|M#@;WH`r`e&<H6QjJ0v9jtlnC*`c>5r9(~)2`ze*`9r<=YPOhI+
z<GbR|?~o@?y1v^B#+zMNUgukLCTZHc{|trf(z~x|-t$j>weji|g@t0<Z2b=hE(v=$
z<5S^}XS-+WZ!%bHdh%wJ=hGE7TyGX`>vSu2-m~S#Pf72Ib|LG|h;7+1_j7Z<*NdDj
z`g6oyzJDF{@hnS9@ujufR&z0*6<8>db<0NcVa$`KmgY~3S8d+jB`T@BHGA(D&0~de
z#^sMx0z7iUW%WBEXTSgcb*<gTT&0Oy(*5S-^e<X+Risa9hpl(ugw@5zvZq}BYHz|g
zFFUEid*#b$yGp0;X3I5wt?eg1+V%D|)6M6X_N?-r`<!WSe)Q$j+H#%;*Ng9HeK?uN
zUh4T=b&bVW7IJJ&^SWf9EV^$yuZ+Tz=a+W=F6H}qoOx^J9j24FmlkOpGuqnkC30!f
z#(vw!b3WhO<kQ-laguqvL-EU~YgM9G_Pjap<UhmL)!X#6PrRA3ch>F;Pr82fU0E3M
z;L+YZey*L8S^H`XME%)1uPoa&`R{U(wWsT6K606OYmwfP@XekN=dm%KH*GX;pTocV
zS5n8L%)KTiZJEAzt#UpcleGKKaB7WP%e;E6H!2sO1lYx2TD`P;<q6qcVXHjvE?y+D
zt2jF)?Reh3cH7q4{12}W8~mB<#i)LLYt8RvH%+#8EUh@Pe&d&wi#KlT-^TDK%W~dw
zUyox&J#l;e7tXqMNy6;{!!e6To8JDhmA$j@u3g}H({N|w`vPzH?pJ-OK7C`&+Ybg7
zE4QSt4)bVPdG@!3`_(yht3}tY-L2JNU~#mj`O)evtmhuitN6M;@S}a_6}HnQUrayF
z+q>pup{4YWXPdU$teMvF<#w-D%|!1r&)>c4=_{zds(LqcvGwdZ;l+zz3di~^&%8bB
zi{|BhCq8ChYZ2R2CD;GJmf=p!noH`EKeOLu2aE3ArS)h}_~C1vnLJr+e5_SbCyu0>
zth%z?Gj^W&HPfQ%4f`gXh*sNk>F48a_5G$-UPbj3YBGH8Keb0a?CQUdy4Uu33&w?}
zzndNGmus1QQ?!)(^CaWg{?;wWr_6jR+gn-InQ6DOZh@x8a<zTSJcKS?P>^M<lBhE1
zsa(?cN+LfuRJ~N<T|(A$t&RgS)!~g<*VEinVt!v=p0&w%+Vg9BJ{%QDs(Q9-%H?av
z>$F8B>R!#s&s)wZJMs68ldsSEOlbI#{63cT%EtxD@(<(6OY0nSmw#RM)G|_+fBu|T
zo;M@j9=WK^lTdcnS>;cu%=Ov4?&{M_mrWP)DqEj*OJx1(E3cP&&50`VewKf>y!qPt
z+up_x9$fX-wK?&#uJV0swY!XF-@WEpK`lInlNMX$y6PJ{Ngo!PGv{-_*}6*`Bp)v=
znl7%a!uDv@lDE5dF3ni2Qq!~duJDB~(W1WhOTrg9<_arVh(5VC`K`+JWU)o37})mg
zn$cPvp?Oa5a`D<~4Uc22Nhg!#9v@hc#nR_j9I*F+^5mFPYt`NtZ_=BcdE@G~ZLO6D
zPOhE$>EpE>`P=*Bw)ECH%`sg2xTAB=YRA=TrQzW(IZU7aTDMPR{_MUP=U+$u>V0!&
z?aAXl;oYx-&Ul`*eZ6naRJT2S8Mpjy{hBL#Z~vql_H&CqWu=}xxlYSd<;2;NDz~YX
z^#v<B3Xl0G#_ej!+hRAJH)yVg_L8&Rsnebw2=F{x<=Qq$iShO{(HBwvt&28oJ1J@F
z`JX|mIWXf<kQ=LO)<#c_&96ROd3Ckj=DJRm^0XZVU6p4GwuieIC-&8Al`UK$^n<6~
z>WP$l@}%MjH*4#;p=y^rb$R2rm=*c&Wy+b{cr<mT%11vP_rRamQ*!!D)oUY{s55-Z
z`Y>OXFMHC&8K#^Cca42FyIR}wolV#AH?^EvP?X&td9LchWy9dJDff2EdJ8Vvdv3#>
z1<cQWUH1JY_TW0NN;^ZSzmY@L)uL@FA1CfVRK*>W7u=Ms_{8?_Ya#1p2iTTnPpJO3
z?BT{Wg#nYUib-4*V>W5?tGdAV_|o#J%hK&Ubp==EX2tIM7<+W-q9!(j!m|mH9}M^d
zukE%D+Qaj0&GWjRYxCshtbMnvEX?c$)12^1uHHR=vpcuvPt0Bzc|zj+!x*93^Iir4
z-p&h{3@?9PCA4ZnVSm*!RoUA%!BVM8OH|Faxnwt-K40&3r>&;&=XI0l`N!r>+U9S1
zI!t$QmTB%{cW;#k%@ZTug-r7I2@Na0b2VA%$(-vVnb!0Ax9{58Dch-jZ<58a%CBb~
zCr&=O+Hkwg_oF4BG7=t(UwE;Qdq?44?eK)ub+szYdn3(t*o^-(yjt<CT(RiLtcXLC
zYPI%>JX(Fy&g1;^z|Km^N0Yicjmu5M?#OA~*!I)$z=}mP1PmCC=BO*J+^j9>c4bn<
zs!f?cW%{FDwtre$#9`VzyWFhT<h<3i<If({7KYq9%#yadz0+CFHLT*G%=Z=FdZo1D
z(iOIKzr1|q!nXtIKd<{FORm~<Y<9%oOwDa28oDMHosWFxa6Mf&nX$Ee^NKG=3%)OZ
zpHQ2<Z0^lX9-q6P#8o_>e{9dKS9cyfpP%*R^sy7`v>waMsk*+}^F_a~)S{=!=hT~@
zJ}6&Psg#txb)Hi6a?wd2?6fZh+bs80DdH9XZ4=_^n!m@L{nMJ6;yiUzuPrO`npJ*b
znJ2?1SFcTfvsO3H`E|un;(AO_#)G2pt!qjG?(o^K&DMGH{a3ikgcF4aUq@YBXL#~`
z#5u!gqh!<4JFgb(ROqWXTC(lC#WBwR3|tSzd`d-E^B#C?>sxubsr<s1h1!ufzGZW7
zJs@dovEF&x-V+S+ULU-@H&5U#zZR~;@m%!L)um}~>z!{c551XDeQbV_dC#n`+}sBW
z&sNCIwX}Kud41TX37RJ?*NJ<UM$Ou?yn69X-F0m4wyT$Sg(g_Oy%0X_XyE~+UE106
z=KK?F>#jYQ)g>5}QB}L|l56ROU91njtvBDcOQB?4pXTQa*CtNdcYM~JQmgif9uKa`
z9!WgD)HaoUuVtS*({ABih8I4)^*bSI6W;pjS2;WL(puljJV~iNmwx;3?(WKpS(}l)
zT=V0y<;y4eZ>?<kU}Vkp>vhmY2i>C;WviD>@MK8aTP4x*WpBS)Vd2zE)$^<#=v7^d
z>79HfY1_L;rODUV7G2uOQ*kc)@}{au%gfU|o_t`h+OR^D^RdM$j-N_f<b2elbk21<
zE=h?wdCcKYwrugNz1AsT|7cBkeQn!v>CLm2PCGV9ZieN$?fzj&oa^+|Vvl!y@wIgb
zeY~~gbn;a7Gv(I;dkTMjj15w_Jvrv-LPmGns_=mJ{?BKNcHf-W(3ll?Q2yM!!ddwi
z>pb_hr%GooOqFJ42{M^C=VQpsUbV+P*JlT=^<T7LZQ98Q-aYf`woWzbDR~>-nB@8R
zXTV|QwS|_-cb5I>$=`MOb=Q@yz@rWytFDHsmsuQ@ySUhD%9VM?gY)&z@nx@TbME7>
z`n)Ag!t%T6wcEZEV?|!a7oT72dfV4;g?-efKHF^Gm?xnhFR%akb-kC~%lY;}vwe15
zTJh^DTT=0*89#5&GY)BKzs$C2a=B?&W`=#a#iQk}PbP=($6Wn!^6N{__!Gx`w_oVX
zGd@?bX7i<WXO7!^jQk<j{PVi0?|HADpr$KlcUZ8q+peBlWL{AD{ML4Li{OZ!IrAQ`
zO)q;>W&S--DLsQ-V#)36x7S~qx43blcZ2aU4$}*}WQ?{g;qB?uwyI?CTT&Rs(irph
zOY;KLyS)8Mxt2F&Y`-inTyMU2hhiV+ukgr~C*0n@jPtH9ZdW$F@Al5)=NXszThd)+
zo;-hjYnKPNU>~3MIi0*l<!8_K@|{aj5PTmyRb1cc<+{9OH@ctNJnsr+td`p!wNo;<
z`Om6k`Kr%%=R05MiOLS@tkY`Q%by>0t>VX;ogz;@`a0~qmTp`$$6WNpxpvF9v1d+M
zo_rf&<i=OIuB$L}UdVORa}mdiFN<zX+uNTN)>~_vb#}wyzOQ?(8yPQ|qc->KjVaBS
z)~^yO4p^>I`s-TPN`>n-3D;hHSsrS-Sf=IU@u~~`3*UzZ+3*!c8@Ne)S=Seue5UN#
zjpq4YuKkmvlP-3!1nu2+`O;GFpjp#DO?}`$oo)Mr2El*TVL4fhUre{>)w0<~U3?Q0
zR6Tii0fWT~vj@LwwR1Q36^5t=pBFv5J2}r<X(n^w@z;M|wM^ox%lVr*$&T}7<h#R}
zZ=*i_obYVIvl-8)t(mEQ;I*gbgNZR;CL5f1m8~vjmzrFt=l5>wcAf>ylTWS_vXm~j
z)n3@xV5?cQ(WxkCv(<?^&(}*l@46Zze`@2~gBD-bx~iLOwfec_msrTB%70UN=FH1{
zzVqeL^u6aTzL|X8Flp|!B|-*kZhF{UX>)S4d><(FWbRk%mq)E*XXak(`Sm;G-LjQ!
zwnu#;w>%W_sQ8n$ab<VS@xCmk%GXh=Ws3SI?0md`uS-F_RMpD6_Z!2?o`8;BSh+1k
ze&Wnl*?-Gce!0WGHecf3RM&?&lY>jPu}hy=#HltVz3{-wp8C@^e3_0<J_gNBHTfmv
z#&Im`L!8y;fR$|P*q*-*X+QO=hiR=Qb5{djJ=c^;ReV>pjVgm)MGMO>jpRSBwDI)g
z*N!t9DwoZ)d6^fJ#!wt7G_h|hcZ{K|)^6{4i?>HDNmM^ut+b@4@_E;hX}){4-Q1EY
zL|qrF&#C|V+U@GZXD74X1@Unnx6L|t?Rno`&69Ex6Dq&26%G5kCbsv%mKzJV-<Mo2
z^7yuB&ao_`B~KdPHb$DP^Pcp|l;OmK=bzVlY+#qUYS0r=c&>6SYwu>ylW)>9HvN)g
z_v+kyYw7I<%O$rsA6yg4Uzzt(KxtCew+C}yh8Flb{4I?6oYeB>Vw&;J{Zen%++n`H
zv`9c-X_v;0x34GuS>0DZ^Gik4Y~y8<zS<TZE!_UAnc;_}XxytL#)Hpxb~^8?uD)*6
zwo7hlO->^FyBX!?o2=!t*2<jS!Tk1U%ru4K`ODV^-U#jATBa?p94)l$?zuKiqwG*e
z`>Dkj?fCPLZC_lY@%-bu?j;k?%Q{Y(7?R>YBW&g$yQ#4aUsjds^`y+4x_y%4vnA};
z<{Xwh9{)VFLFH3D*Xdc$GR4YeE+2bjztlkEfXer!JVx1z^nFiExg{rlZ`sYB(iNT$
zt~@YYD|$v|owf2_&2KAND*kGm({}m2VfVJ9VUGSBnx5=7!Q1%{bx%$?@v+bNsQo0(
zo%XFPJ+)fW8<$Pf+#h^xUDVN?#|!68WxJ+l@!0fAl#}?J;>g`MH$CLbu2cKMz189S
zO4$?gUdaZ`Kd+U1ZhRSYcHSAwMA22od9x?E76%!g{F5D&Zr#7N_><vDNtw%?Pp;Nn
zu9~=8c=E|rIsX|9-egMld90Y)De<4da$T!P@|lZuN@a7d1oQ1UXZy0D!7$*2=Y#U4
z@AjU#vnpn;;Q{p>YgIJ+4t$Pz?lm{{&?o+Do2P^)J$e^6q4!AJ%fP&ouaAcFloxvy
zzy8l~ea%$kkh|x-av18*X>CjlQ(^ynHsEKw=<8Lpw8g`;gT(Eox=cHoIn^dvR@*F8
zdgCPH(A5?)at-V5gl^Q2xn_Cd`C1bX_n&7ork<OzRJ5#D@(D|+=xOVBIsE6=ZhmgD
zVw#wWke1Mu=c^-4_x9%6ZaDoq?&wm>qm`;lB1+GDeZ6bS#(sHg*4#A}cRoDNFRQX$
zostmlvRvYe>6u#z3CZ?LO9C4#|1*3IJG#<5d-k_Ce3t7L@kl*ZDxP?>H0)FQ=XFut
z!B-An>neLwCa~VGDr`beuIOCm9)6#&SLu0%F(192Up%z+?ZWftb1F})v-?>%fn8#~
z+w_Hx_Ph^D5bgDjn%5$<^}PNS35LU;*K1vQ7GOAM))(HWAjX4ld@KImIr>Cx_Y2p&
z3W;B@llk1#SFUmq4wncnYp6~L->@{LX3o`_41UIb$C=iyczJJbf7blWm3`Yaljlvf
znmgm!+MNFka#Ou(_~x(mF07J1Wc4a!=adax{MS|;SYp0jZBd%)#wf9y=N}$TdA#$g
z<+4fpI$kca2yA|NG)rgMM#0v2ry}jXz`S2lPD>|Ux!W@-JInNCWP$oA|L4(xkJ;CI
zJ>TTwl^3*a>B4)fPwbz$dUX@yyIQS1Gak&V_d0qyc#}x5=c}Zh4?Z6a6<77s^6u%G
z6K<(J`3ILwURTN5D=+FU@ANmdox$?t*P|Vd1qU}?xgMUaty1|_R(tx5wWX@2n#b(Y
zeLk(TdVXui@0(YP7@w^@U)ZWrdR+9Vr)IjksonX_wpEvVk`{H`^PjajZSvFAEE8|f
zTG{h#FNeEp@tNltrw?yDxZd&Nn;BD7l9v{jUHi{qXPbR<ONE(&N?r2OvO}ky&y3u8
zR(boTMr8-X+q2%}UT^#nCc34P`+!Wzx;8b2I+?JIlQe@jMM)X1SDzT()swX9h#zZ&
zdRO_*JqeT4do-1oMt^GjvTDMdS=W40uKa0Pn!Utn+bPFyZ-f4JdY-eoI_Kl%ud6>i
znD}++e&=~X<u}&z&EqrJu_Di8!+}3@jn7tzuJO7dvHEgU&2rJ>!S31ej!oCDyPvVz
zHzm~LcD(uPSrtKd!f($y!v0L!-Ro!f5wQnskD1q22KD^hZvAma#VPSOHQNi!4CR+5
z8a}_b>-CS1%C)}5y7KY<QSW=CdvAWY+`B&SsT;%Nm%gfQ46pyJI(*Fi$5r#dIU!z*
z{xjd5IQihRIYVvMo`!#+o=Xy{u4oviT{1bHZW=hbc}|G8J=+`!gV$l}I(EJ4^5Lrr
z4eLC4PCGZ)=E}bKn5(PSnwV#26t5Ml?Oz++r{^xY)~!QG>(C(vi*@sJ-`#lT9mKEC
zP#ie@pe$>wV%4>po9C*-?JZxp9@Xvsc+U9bpRD{X49o487Oi>P9M~Bxn{`G1%H6O{
z+co!mYPws+HB)BlgW_M;t=2hn-EZdEDO$5_<C#~>^_JxHoUwQ`Uv^*daj)xr3WZUD
zhbq?H@;J9-;yKfeUo4M0<Z`~^Ej`9OZ|=%R%=6}iXFYS5-fR)JMPkj(H9yyT{g%8P
zI_to^E0$ZntE$%u*(_Z1$<H?1>9+r!KmS5s3cj4vKWW>;O9zyhmlj=JuN^66rTgk!
z(zyer%FDgp>aMw+uRQBkvp=)EZkgGwV!pDE@8ekA&sLw<Rig6y?=jhB^UhR-r?Pe}
zYRXQ#cg2lewDv;ox`<QP-7h2-l)Rg>`1_2Yx6JRZ+uQr+gnd27@Nes>m@|7GFR!`o
z*Qr(=I;$tBZ`vn=XUxULkwSc1vmWJfzVAAeIa_VgtlatbL2K6UED^H4a_T>W!SgxS
z4ZiCbY2BUEt8!S<ZtJG<jK{0PE@b>#eJIZ-`+U}y>?<c;9;*sxe5lcNWKVk6*T}~Y
zJ_efnylvO4_ADf|bmx=r-}Wn~-#2|+er<M2a@@}qGMaIFu6JhTED96dD!pu*zWCy6
zQ8L%38Aga_zP+@qXW6EAe(smH&s|@w+-2PC8?!uveTK!_pT}jm4sAR3$bGx$1@G_0
zF`u(eygK}8r{A%n6>o#sUI*qqTfJq^ukcvQsN=IcCIyx0+T38;Is4>|HqoTaUytX6
zn-*(Ww+d&@tIj(gtd+_6a^kORCM{2{9)D*Xuu8~dMd!h6^Od3D^RicMXxXhB+;w~B
z<9oYqOBYT&zx-iT^h~3Lc_}5|7>>NYxA(Dc=_CR7WxN%41ohlaU(Rwl$kkMTXy;wk
zeCL}>g90a&UwG$ZleAgA;q%ebM8-J#zonjw&Si6}oG)7RylLaJ>l5CcJnr=<y?5vF
zs&CQV2BB^Imu0j2c5OUY@n`k51^rWw1WidhuQki~Wh6g0-_@6sUcM{-)OFq}`}3!3
zpZcEjE5EC}>{j_R+bTt&WW9H-{d&>!F;RtGPoM0*^F@){H7hl<%egUj?U@GEq?^%i
zELY}xhQ7;|+ICT`D#EH>I$gU`kDG7)(t_f5>FT04PAzlKuWE>xRMivaCAQhZ&^YFr
zg)?`RREH41*O#)(SE_$sv$>V|ocZ<9(#zAG+rD3w`6IO9eN<ec^5=y*^6U)%Li67Q
z=^00_J=by7GkRrgXs5*aJnglcww{ob-4*5{(5&&F!D8L7OZOEDC*RvL<x=OtprWF1
znQ0HoRxe}ho4dM5!{QwK_WulVOAHGyU)%HTcB-4XrKA$`($qbX=S8o3bG&j**;8{Z
z>*cIl+AGh@;CtoFUHn(O;Fw><Qo%`8;Z<d-QQs}6cQ14NvMM*P@bc2K`6+2fy>vGJ
z2)npaI?r6~oBMpz4YK?FzKY-EwB@Ut`eM;>^>^2rUe4Eev}ww<S#tyPPT#ee|K^PG
z!IfcrbISj$zB1eQSY6bzUlqsi{?W2sWbx{h*Kdg^pEk{Q+rqeK{4+W7Zmd`DyDY@K
zZEv$*&(=-9xt_1g%wBu;gXmHor)$?OrC0ngJ?Y25623Y%Qmp4e@~`k&afg!CyAI}U
zwVNy~o;<tDX){mw_Lt&}4?;~JtUH==VtwF+b&RPD-<|{pnRh;au>53vwcM<Y)6{lJ
zti8g2AS`tw%X8VyXG<I%-p1ARZ{IZ8XOczGcEv`nK5fGaS?#jB)32>Mb$hO0VAz!|
zZwJ4^<15$v%xPAXShs~$+4B3ElQY9t{%3f7C3dx}SXI>Vo>$idCmvwhqa1o!WRlsh
zp6i#Z<{etnJV)xYcekT4ADi|fzFT)b8Gc-{aNC-ni~M<YS|(Zi3fcdmQ^S8}|Dk;g
zH(hLawR7EsjKB^58N#fp!o82|cv*J-Y_`+q+I2Oi<qyTR>iiGw`ShRRaK5~?hw|3C
zo;ww_OmmidebP;K<=(AjQ2l7vi^r*pcK@8TBJ`<m-0=hDVMfP}cOAcV^O*L_xxp^-
zW&(11SD(@=StRjicRknl%ts>E4lG?eYx~S2uEJsxqW52J<0y!p9Qt;RgaCWgm%C=C
zlX%vaIUao%xAykz;;>7MGKmiMQ#1BgZDnkfc=seM_0Fl3LwxM7V>{RClpGU_ni{8c
zrl9`Umqp6+qtasfzWmuCTVea^%#x{JQd${bU*0at^fPfo<x(S!e>zuQY@EQ!JSS-1
z(oes)?^xbo);Mb)=px@M-V*-=yC#17w&bkB{a`z%9VdVN3+-3-o}YCk<!Aq;Sr_H@
zBrjDhJn8mJa`qDSSrfe(D$Yh4uKK!C!j0WeYvR<~X~~|7ImsVawYj;eD?I)gcJY&k
z<T-7ll$JTae$_{{Z8ZzZEERsM+8}r3ys=H)*7)xZ6T_Gq=LmjTxb#lTy|roz>2i-}
zHSE@WY-*OmEFmh~$zOPB?%Sl4ugZ6oi=^jVxxM_w&6SA_8&Ce#&NW-l!*1#mIDKa8
zx1_U^3WL_}WM7+M!DAO^KR3AINu1|{OJOeNYHy2Dw)d+yp5GgBW95y)kO_^xlM2s&
zTJ-A4?cHYP3)nMXSzRq!b@Sk}jV@=8RfYWC`)Z4>X7q_IhqKKd*fPp(jp^aveQ&Y0
z=5x!FOHcP1UTT`UcHbh&Ck_>&%rQ)rkCtY7Fl!$TNtE9B;LB@A-4||`dp@3ZOFQ_o
zFLSNb$_E!j3~hpp!*={<u$F!K?46HH($w6DKC94!DQ1)1nu}`B?B90cZIjk9*|zYt
zvC(YmjR#lOomZ*ban538`L;*p2IoE$Zn+#~$yXP3|MQcWKZ};%*VeF*_X%7#d#cE6
z!?n{~ZThrRgVbc^q^~tNYI%J5T8E2%?5EH2?mM=zZ`an9OSV1us`AlaNx@IN>yW;c
zoU6y?Y0NgYTBh3`XS(i<T;e73=kc<v*~~p%d54a_uPbS?bgNj&m*$ajJZjaszI$6*
zXOzZAt$NPzXMd};!Lz+vOcmOn%bVS=`X(!M>7mz_BIS8IPMoa}zjY&dPMzrD+%>*D
zt8Sk-D61tsb&I%4dAYsIAM@3UC2g;6F1EiP*ne#AHE-_|iFet5x#XT>KU1&u!}_qD
z?iE$WNr4&?ch;VKeA)DCTJvLR&MV4yD)nDp7Cjv0cRW-tTDAJu;;UPZZ`ZMTT_R~~
z_Eu?cZqzl4X7`*mi*L{Rc)D2jNptG)na9c*<CZRuF<sSf{(Qad$*<;N&u+bW`$oO*
z1&hIhsz-a7?z?L@ZIWGneQVJ)@mZy(m?b{lzi>U1r+iM$o~q`fNq2vV-VgeIL&eWQ
z_siPf;XUiPCR8PDRu=cZ-haI7M(Y!cd+gUX?pyDFV0EmruZM)v`qga5ZLSK4%rgu$
znCchW_-&2KY0sEz83&)6Mqc61Iv;(u{d@PeWxqr8FCO3OJZa-1*9m9)j{m&k-;>hS
z;bq*FEj;JjnsqmqZe=(*-+yWBPssw`6qCfy&F7bf^1QfVx#HQT8@u(M{uG?>TvBe)
zs>-{rkwP-1tKNxBs=gBS)ICV8z^beNOycGF&;1g1`-U+rKRc)E<o4pA_p@%C^_jHt
z*X8h(?t`K;E_$q;;A(bjdtk=d?aG--n|p59d=6JEcon`kb&uY<TFa$s_wE~Xg{Li;
zVDxCR+UDfRGD%w=PcCN(^5tCEv*PeGhHIV;iaC7tQ}gT`SNUF>d_Qqn`k&Kt<h1St
zCoRsiE?wobZn@Ip(2Z-?^)7mDxzJPH<b=mWt789{mEYFpE}tlST6tFRwMDvTSte=b
zrTHBwU*)dwF>Lx&Q<rVm6rPKi3r+3r`m1%GC9EW&`IXjn%avDT*V#riztW1~>YkO%
zRI%!XlyIrZ-j9LnMN1tLv?kTI+|usaF{jIBgVu_qwV{hL!gppgY3@s7wYTo~(_-^m
z)V{63M<zfbZMB}O<@GsNRvPHcb1)SMW4Bxx@T5p1=iBPf@3i-NGnAN0`W0ye6$X7<
z<!Rz@m1&NfW>v@xww67uwJoo^=I2YU>N;Y^v3k|vg{E1zCLK#!Y{?R`_TY-|Wy{1>
zc!On<*M>5!VVvk4kkWDEtg_6k7U4O;Crq|(pU}M4L@vuknQis=r8l?}LJoJW;gEfK
z^L=PhlxkLw@GQ4H&4sIG%R60s5?Us&tC+>_RmJ3zaJe@;Ex^^sD(G?`cbAWVW@c6!
z_biDymp3`A_&jUgl75ye>8AQweQTE~h6K&itYQx2^R;Hw5P5uQy3$OivI{y6?k0<t
zD9!ERugYYu7EI|f_AOhMx3H>F-*%Nx>5?eUxU2h}qPU#jyIHO**!$|zj&+VZX4P3d
zTY9LgW0uh7J0~ZeXqMGJRpYtL^oovk(%zJL+G@{?Ub$(9%cUljr9W%$`lF#($+ga3
z<@!nUmxZjK6wYz;KaXE~PvHXh>bL!cmTxcZGyG`Z!gb&M_df3@AAek*8qRmAcB1Z9
zPL+7^Bwjuyf7R@x>r3aHJTEtMeZ)r@U9o9hY)mU2U)raC^{aW?Ystr^5B<8Q`ugYX
z-#y*^%rCZUFFY1pTg=CKJnGY3w*L%gdM(dA{29Ki{S?=srR-w;-BDky&hx*#AQ@L4
z^Y)l_+P8mdGZxq|IecHIla+Mo<grTo)`D%jW}ntP`DAj`@`@$XSAL0z`jU~D^7g&)
z9mO4ivIV!69$Ha$)?4<R@cM^w*^hKxRB}(ej}a~REVX#Kulm&Sd9THzmsr@hR!)60
z^W@3p_g-<G|GslwRdmzeW7-#%`vo@HTDr|zzCLN6UHy^kcjNguYOV7nZ&|EwS)3!_
zuzqKq*v9PC=gXrmneY585g9EjZMXcQ*qg3C1MPFt?vq2VHY$JjD)L<KCSbE&ulvsR
zgl`jGZfkk`?6#lgPP500?4GSzbt-F$-L-#hvCkG~FTK%m;W2k(yllncqqFy%zgK#;
zq|W4{u>Q=?f3+X<3%oAAbMC&m<jdFzlUJ)u+GMrL^1{+LD_`8Y+I!WsZC?7x2f|&?
z>#h`^_!X{oX<yX^)x5U7I|91g=W>Sh1YYN!RQU4V5_8+tQzQB8=XyTd_-)C{%?ram
zSILGH8Rjs~YueZKp}tLRho(x0!`T8m)(>B%U+2_be@Y_xPxkx0>ONifSQz-M!&TE(
zu6uty`Ps*ao8fr^`BU?LPtM$xQ+8n;g9Ov|<$EJ0OsWb_nJ8G4ea!T2n9tPU*Z1~h
zUY+{3`1q#2Z8vW2xmNSCgZIGdZ&lsrUN!s*pA^~YH7)0J-0p|9mP@Bt{<^T@bJUyT
zuTAscy}a;E*XVAb<I(tid;26h&U)KSyzTftPIm39N!E6kGOuKD9eedL=JK6a(~nFz
zs%Xi)HgMlZt24`=Kj`|oI(Y9+_o5>Hsz+(p)mVCFb?jbyZjPPZ64fOpw);b_v|ba;
zIyQIdu`bE!_eBr<NL1Z5`An*+d(~I%?rE)sT~F8CNt=4^Rq4`>6;Iww%w5)}*!X3Q
z<<=Y_<HoZERnykJoabBlW!ILT!ue5O3O-KuI%X=mG*y4*>u{-+l3I7Gubb+vE;`bC
zY=>gGa=GbJnRey*Ys=2{%(^<mZ|<e<-J9?F9iMY8*jFK`IGV}NDy-zT=a=<tOF55)
zUwJT3y8LYM;!CAwoyUBu_qHvTdBNs*;_<b8fnge+va5Gr{OTUba6fj7mde$06~&jQ
zb$mPhI;6yI>m#dkvnP4TT;JhXwE37}&vo7UoHfzEt}puH=kYC3d-dW2i#m?)kb0r>
z<)>aM*N*25lW%R;%Mlfwz0`Mcj62Vt-*r<To0r|TJ)>@N>Dh%Zf29vHPK}(d@;iLR
z;fEQIj-UJ$lrifG&noWX_i;1y6DL;W?O3n3)N562iPcAm4AZ)_zmd;<7rQN9{xb6H
zQa8o}zrq)uJAEZgcw2Vc+N}2TUUPyiB25<fGi_48EW*U`Y_I!Mt!%YdCOLn#8?UXH
ze<Wwca_KuCtM}TO{uBJc^(cKy00;N4@U3@UIBYG~c|E$o^JnL;@KT%TP1l1b&&w){
zpLj6y)JES)d$@kFANuy6;kJ0!l7|9c&Q?s>wq|WZ-Hu0l%@6K6^zyPna+5#X?##!w
zU(dYh_nTYeyd`x}^}gkI7u~w-w~=cGyTpHnui@wHbgsL2D&8^d%6;E8FZ7Y0?b(`x
zkIuTidgavRdCs-EZ%bCByGyOqRIZRoE$ePR`=|Vo`@D9;owPmAIP&zC9%4H3&-7*4
zJdqu9n+;ya-Ct1QWYM6?F8i_Ti^ipvus0tzS~f4+necPTuX*l^D%>i&W->nCTC2F^
z#m1;b412YAY`(mpkxjcW(eWhHqIHVFzIE=s=i|zX=iX0Rx_6sh+A6DQD`mJGlr6q4
z4!F{y(E9rP!#MSocWhca>uinV)#LW8I;*{TX_VB~@*8KanLe9%?%L~FpS9a|@0`HH
zDtRn>VOdY@#dFnH*{3ki^Rsu1-Lja&?X9f9`tVurF1lZk6A+84o$+!{|BP9$^uMm~
z+IUC%nZ?)bEy)(5z15GzQ&V|dHA9LsUF|2nbv9nk<!8|Q<k!6RHQ8Nf91^=8p4%}0
z{;%sZPS-0NTAI3ey`PtTVR3t|%9F~h&{VbOi_$YISLN}34%d2j$$qVOZgR2phdt?^
z*FC!K9wMnQxi9-t$WFUU*6Ur}J??(D_+j!gqUq+rw{fk@Ufzp1`7*jN%B?}jp6|*_
zRhPI$i-N+oo|js)^z819OP?!gJ}CTG9VYwq(I?}}OViF)_{;8HWo>P#mnV?i)A#k*
z)29nh2d%mFw0rL<Rh0?TI0}!JlvPz5J#Ccuy5395MPPZ>iMdye*zA`UTduU0HTiT?
zW95}iZXVr<51yM^Sr?yw8tj~JGS@XSJ9n?Y>ErN)8h1XvJ~rKU<+4k!Oguc6OIoL`
zn!`Ma@%h39*Qai_oHFB?`n)W=+DxZeQ#5UlTJP@Cyt7oNdh@I&@4jqQ^N4!SwDAGY
zv)yyGT{3T&G(28^ZEuzEylK{%q4SNp!t+mj@U=cT>E4<Bn%wvH&Ae1&ox1Gyid#nP
zruUDg=H_xRx-+k>{I_%U60MsyRpG0(E{BEhU-<n7kE%t~(rELGWm>Op%?VWI>0_;V
zxHel`S(NupR^R^hr<IM~nLhpG7un~3ZQD|>@ZGkjW_0-9?f&k&=*`=3F#&hKyV+{@
z;@k_PyIwK8{JP#td#85XY%XPqm%fR|w?=$se0;5`!Za+L(@jlfg@4u=4d<{sEomzR
z9F<l(tBVB(-Fa-9p)F_V?|Se_*;>|6g?cS7JC|eTnjL#xO&_R)drVX>JpO6np~no#
zYo(1B2KqccQ|;>zKR@fvETiIxO~*Wb1?@7Pqb#>wYftm`Dwkc7$CoO0D_kuWyF4M&
zQak2h@w{#B>8VA=2bFg3jyx#&WxY)6iG%BwU3>Uj>UsX`mDk%=Yn*#uf8bk0-T~!V
zx4WL0F=l;^&hB|^deQ00<hOlak6Ts0s#S@e<?p=pPSvx;nOyzrs}B8keo!35X*{p;
zY-0MI>l5=bf3EGBIBzPm&(8y|L(lZMW!X&1R!^F?<k+K_$M%1-Y~HzLG6_{K+v3cA
zYpq4!C6|4bUsr1uiQ8P0WRY?`mbouXzv5NU!#=Cfr$u+`y`C>pEu3|y-STDdg_A4e
zi;60k*YEX`bdSn@F8?=c?d18#7Oz;VTxKS_I#1HW!t~Uk17^PQznywM$6UJeqA6F_
zaf;kj{aMQ!vb(C^?mW2acz~p({o16*YUg@)&F!AxFT3BXZ|9EpjFxA!bq@4Qj_@)v
z4a=CYTzzZslw9_gQT$3@K^KjC9#G!vA~M@5nLYbW5BKJ&c2f_<ZnS)EzqYhoh-pdQ
z$(J#`Cl5`WJn?PZRE-<Qyv`Rl?T*`e%BIrdXz6z!OXa-@oBAxC&-xm)$-O_0^ThL%
zh9`x8we7qE-@lBVckuqD)hF2{zpZ*^81gi&a>>O~iI*{-5BX(Z)K_FIzHr@CsrmBd
zm$4#GDla#8Hcg9eIG=T?-M`=Rxv5P?QTC#3Jz{TT^_HypYFW45&+qN46wj1K4(6AU
z>+?bjyS@Z7y;&2P$X+g+%^Kt;yky#OPNj+GG8e_j*+;#6x-HJn;>#NLmUj=Tt~+He
z=GfJ}aB*&BJHtP=-M_i-&yabxXX=zTrCrjTr#3KrS(6piyFS<NRp_iqyY1RGT`^#M
zw3q92_+%A1)|%J(B}E2T??lDybMt>4XY<lF^38Ekzgx>{nZ;J!kv+DT?br)}C9{5>
zyY{g0$(Qv$m){+@eLm{ZT$O1@P5p9Xelgv8=^=C7ll9btq&-2>{~4xBzJDEk?bh_Y
zDbw|%XP)W_s**b@dunp@M2oNM^|tS2;mcmu^xBp$J7Q;MN#&=`OLq*`L?-a?izawQ
ztyfpty4fi2`1Ds&b&o2(u9v?0B~|0TzUfz&Z?8gTeZK2=CUM8A-M)Mm3%B;Sl&)3I
zHaKpZeL`P%Zt?NQFXPi+S7jU)F!HVWyW(X}%%A<O)mOCcYR|Wgn;a_aJI`+7TXs{H
z_NT}Eqh6<PPCe)T{Alsy<4vwro-cYAJryasEXLk9_m!$j`P*<ciR9Oz0)LJx?b5t;
zqSNf=@|@;^M|=6sR)veFtnqtzZFhB$GuO&3vo>;lzw<>p|AqFVFuAR#qc&>azT9;+
z(#YL%U8d~EDp@%Tkp)7<F3}N1)?pp}vmUHC@6Ri8@0e%Mk>Z{&k5+F``5kue9KY9+
zkB?2CgjCNDZC|!UYgM|f<)2pv8h534ZD!)VtG&#FS;O}A=_%W7JC2>4vpIUwPW#q0
z+nwOrdGYbgogGJ=OOtN%iT9sdeoH;qFKWW1tH$U1*sE@BO+4`ZtfLC6=le^m7aPr+
z`+Aj7xYM(swp(*u@|L!nE|Fo3Ia0*u?{$$cqVW3OstuE#-uaLnoR_xQtoU=i*YX|D
z7W2LgYU6DTe9Q68*F7l6mfta$`P09c-~z)hqJif`J}|De?5hm+=}JE@KR5U@n-*up
zgV3ZW3|7Cwa__us@>FrR=8@CZ^ow2^Ik7=~R<GTM$F^Csw)QPwBDeS?^R~LZTDxVK
z4?JJ%cXSh**6zl>eOp(#&o*DI;qjy{^!UB=y;m>981va$Ul**qsXp)OZSIH<PkyG{
ze7<YWlSzhg_SK4dcb@G{`dKcNeQw>_gF4mMm$zkl2On6sbIJYSnN788EZ?84Qtf?l
z#~}OstUC*3uFgo;Z0!2-%FQ@RW=qy7p}O?_Q8C&Y&*$yidO>IA`&)aG4hM$Dq&$~h
zy>H8&ppa_*W!dManA^^(n2}pOH~*Atc!f95C6}A_t(mKOin6V5T}!U}GPf@*JE{0}
z#N}HLdcqe@@sZ=pHu7NebzZ4r?iG99*6i$@;;%~trsiBvyYOc@cVs_vvT5Lon>{PP
z7AZ8$DSjQzAyTh(l7XlAXfz+g>sZ4=!ywPip&`Ow)-_$VOZ-<Hv&d^t%5}%=k_BIv
zeDzte<nFtPFD4$^?Y`gMYiS_^v&FOdxg~2Bs|4qz$L_rQPxRb>2H`6)>(tHuMdTmb
zk~FpOXmRkV-TjuLx@&$|d|l;ht$c3M_bus_f;xPKKdu;m*jpTuIESk*Gh}Vr`?JOF
zyn0FdKPH=c1-6{C`W3o7@z%=yXJb8I6j`f%F_Jx3cx#iC+LOt#%+d4q?Ol23{&JB?
z1~u1j9PTsz^!(cPL?52-tC?88t<GX#n${j_ntO90=W)r$TQhaK82@T3cv!4tPMI8O
z%O9lgbZ2tf=DB^<!6!^E@v&)(-FA2qtne#jw{L97<5~TQUsq&GJNY{;)@R?Eyrsg{
z`nucciI+{CJT_$OIiB;~x^kAIj7*5S<b%-dPKI5p92Q+yJoYFhZOzK>t6DB!^AYr2
z^pGX?;FlF#Pv&Vk+_gBXsr+@N)y~D6G)z*2e_css&D?OVa>c2tx{!$H)1DeEH_a6h
ze1B_6#OE6q>Vh)%c0Db-Q`LWMe%Csgkl7#a&Dz+rXeRSxww2a0q0dzM+%IiT3GVsN
zpyg{TIeWQS7hmDTzB{3zIgd><r%b-o(muhkr|RmFXJviOPE7V|<$@mHTfb@>!|kst
z_iX-kZMvJU`h}Abm6G<Y8Ls>>U7J=IX?<|+o60+7p`^-I<DPU`i!V!}Yl{E5=KQRw
zzBJ><>*Gs{x4cVxp^{RWkaD@<aLMX7O^a?>{l4-d`Q)h+W>3B>xy7EfeM^YC<jTzN
zR>GG9qec1dZ2WaO^2e``6AsFs*Og6d*UH&qutT)`-0Qzu&GWt1@1CbU%j?Zo&9jb5
zNABDEX)Wp4?YZ*veUoF7aeG%y333yCZPsI1c%!~GWlKs*(k?gWzOAko8Zwuzd)}#g
zronb~oLEkA<Z*@HS1x+?X};;bTzmF{n^lNUrKv<6zifu?oX3}zmYD8+6jprlS7@lM
zt!qRMLy^|vqN+<}#zC>2-E$`P1Zk=*JSa2q%koacbF4A(GkYG*TrCi!ReL~AYfkQ*
zr1dk-7snRt?JHf#So7r3j3u9)Kl+6K$vo-q_pIjZzQr5Q`fp&+Qaontm$v5Jo3Ex$
z2_@$r`*C<4%L<sQ^-DqKVrlMKW$CSnN-fOI*S23!>YKZ3*0SdO;A?X}ZD60jHvP<-
z(iNY+$?7Z?Z8n+tY-y##dDF?t!jtD|TQ8XNZcTWl@tkYL_D+^7WjFbTS}<IgdDLuo
zuX5qblS^Y4Z#TI(`9H(8_kPNA7_VIGioJMl-tHcY^Iuj-?l|;qHP61O!R+i?ZS6jX
zmtSb@w0!(}R&T`T7ZuAlHNJm8Ywc&g`3-A>x}^$ZOHD-jn&(+xIr3b#HLYDCp)V^~
z&Ed<rY<2Ns?`_-NHwo|+*n2HXw(ge++v6B%Y5VHbvE3Ul%lBnp2&|rKkd>W0tKx)A
z*U5>|h5t&g-#NC5O`Gwu%%d$q;fAaI!o$+6msMRA<`(`}v2J#P`tqy|6Eu&x2CtZu
z_$KR=na?w!JI$B2hF$r1v~=RF6>|H&=0rVTur4*!?7Y%GsldHo4c5LbxIeW@cS@oI
zL%7X^+=ItOcQZe>HN3ag|IEjosbaU?3-cEDJll4)&+2o`+C9gWCtluK!mZEz>1_7-
zjaS)j-MGMWc>dDN+jr}&4&E`lJoVeeKd;u!%D80iAAB`uoyfecH{3O}<LuK5n=IG8
zyY*W8+D_GXyUT6==(?87yy){I_~oD1r@v-e*v(vbFVkq*p7SAP35U0@)mR(&H89gT
zq~h6{C+`owjw^ULV}90`)lcsnw_jRRd|*NNa<9Tz{+?r+ev1pMWDYO)S`pG@eQnJS
zwiS<dS5AC#N=nGh^7z*1kQJeh$3;^N<YU5u%6FDrx*)^KKJV(eyC;~Fwx&&2_<U>U
zbxTvN=OI&+*{koghU;Eln|EA-ORGhTyOuX+#baiR)w^w`z5C)kr8w&1zfc#xIadzI
z+3sAKanbW_^0L+gYhO589A8>w(DQBGHW>!X^;XNKUwN}w?8&+;-u-g}=N|aB@^GJ<
zw%p6vE0t$G_IiHl@}gOH7qy;gW}o$RN#evmub!TMY`5>~xh?z6v{wnv-e{WXs$O=M
zL-+Iv+t({1PAN!yTV+*}@`<hD*|w(vi`8W<S53ZaJe}7|cc=2CeMuaF*ET#3)3JCT
zEi9JF`TA_!wk_%Q<vk_qQkTqYGp&8O*ROV=%9m$rotOI@Rw#^Jx^MpE6MwQ7MKmeK
z`=8o%`S+QZ7gt-}%-C~I>e_+D>)idezTC#O&~|ggQp0)LY1f<kuFTGTy>hRY!BYKa
z);EfKzPyc^czojge_NAXPsGfddf}KK`{P*7tfDJZsw1Y(&v-UV?c|Ech$qDX4I$U&
z8=s$Yzc@|&@x5({36-X2j~r+3ySh<0p=-%(Mej3LCD&@#@BN#t;<58}RG|6#A7OKr
z*7(XbrysMMdL_9eZO3f)pRT17PnDJa(eBF*ez9S#+wu9Y1^zycH~i5jdgo5rAMICj
zBd4qmKWnETJ#)YR(gKU)^PcaG3M`2|KdDs1zUIcun3WB0k6B+|_G-hwuN%Lv^L+5+
zW86}Udm4ZKZCSMJTzcYzq*b2svb-hhxeE%922T=lc-^JyU953(`_?|Sj1Nb?uCe5|
z<t+{8I=J!pe}<?HOZw+cnW`;ly)8w!YpS%w*~khHOSXl#*o-eNDsbwF56N_SY+D_+
zfT8(q%%g&ewIWk~U!QB0zrgEV*o`|8ozG<o9b5W}UGg|y_f4&ql>2(*smA7I0v<;v
z8BYv((lhVg)k~Er-yVeKt9R|Vx?ALFT9H4e`tq&LPlOx0-te$&_je3`v^ngR<vHzD
zrlIH3&C8Q}+m6m$y{zq&gH>UyjF|Ss##yg)-%PjZ)7~W1o%PIjdwKD+whOH+*Sc<-
zC&s?rH)Bn4PuHz}Z)QoE@Elc+H(aK&Ybv{LS+WS;T7NX*_?(jU0kOsk42!mi`^n#3
zH$Pu2Z?SgHdF@#HE2XQM{Uje&U0=~Hdhn;4mZX9!JJZs0FLpS7)?R!r*k5uj$J-FO
zsk_`b9(?`JV6h@O=zQb7J+C%Rw%RGBx^>H)!}Cw=?#N{b49&?saEyIvDQiKyOkvl@
zXS4I(d@~3Mx%<^X*6DdqvT1Lj1^0vla$i?kC&*l%chB$OY~AZieUx^~U3t#sxmxsn
zKD&Bp;ify&POQ|E+4wr5w`b1vsAaRR{G9b;_Fidelb-PAqlqWg<(jv~&1{fdQ^~2`
z_iu}qXNk@A&~okE^d#f1_glJ^WPOXmHohx7TJ>z!?&Lq(8QL+&48CplysLcYkD)^B
z>bTVfJAEGQv38oDdx-I}h5X;D?@r~8bIMjsy7u1r%?DmLKhB)Wu%#1s)Mg(pEjko@
zwEEmK#yhpz2e)3Ao-MakVCs@H#v+p}!X`gcx4Bv=A+=I_p8sAKmL7NJKJA5f=bLg(
z-1qG0Hg3Mc=*<&1ZOmPq^JVSLWR?1;XRBsyoz}j+d8Nc>volP0q!ufF0j&t!+1k$%
zlAG~ICTv6Qkw-^P7R$_e@ZkFz&E1n@w_M9BzPIz_nkO+Iug%|k<#E;GX~jLE9n(LY
zuL|FuP#Ekk&HQy$kh{s%wF@^2wH-K@y>4@yz0~u!i_U4UYV>OSQD?eE_TICJeaAy{
z7CZ>|XSj8s>$&bO{zJQFI4bSB+Z!{>R_@SSuY_4IrWttHu0EqUb!xlm%WXpWy|vkW
zh1*uj^+}6<i*2naGH~DTbz;_4uV3k1Z+zTu{F^%OL&`jh<y^hC=T2=5>O3edSJ?AU
z<m2)MGHc6L=UIGPlyQ~etLc(gYSWhUatVB!_vylC?`{t_w|iF)#78&qSyx?O8|&uz
z=XJxrmI+x2Z*yz?dYqQaPO_*jWjq_Q+h^X?-6HaaGM7~wrX7ELR`}_&FlF8_xpPam
zTUxB;wB>xZJ@N9%V<Dw4v=?mM%FrM6dcj7vzKnJ4-BwxO_dVzQJAH!Rt<Eh)RjSoF
zR(Zh;)&0wtD!;sO@)&>CR_m{SIG*}uR208ttUOx0y==w_hWgg(y;o=6s6V+*>eXo>
z1MRc^MmsM`X*%wX_{?2x{EW})`jW_74>XQnTe5AV_0ITXyLLQemZ|^xVx@U5pPcvU
zxVEYT3zFGpeBdehlf6vf<F%DGwZE^kEIE~X<Vk9O^R<mnI;!fwuHIVVE&Qo3OE7(2
zrsle3e6hdgcx+dfDg3fpGsjkYlbDN~R_a#SYumrAIxzcPapBE$nbNf!Z;a~R%U!*+
zMDEbmgl)(8*tBGGCGWe<&JUg&Yv^FF`FPfae*XhU%L;Ed-|o8BB_dmY{?d-6Vc~b)
zOf_9Qx8E|?zWLMVey{VBeI9&_+i~rcgF>CC=bI}VEe<S~+V<+4<l*XV=T-lm4)AlY
zdT-J#cxkKMG0tP!X{Y#gU&m*wWwtMut2lMrSUF(ht(`Cbi9VjScLuwb#c{7+cE5CA
z{|KM*YT5zq!Z}?tyv~QO{8pOk6*BpgUDlq?t0(2QUU+e7)2W>+w{jP8Gye?bmRa($
z@zP$g_smaj2d<fQ>-mLgIb}T89o8RbU->eoclI;GlP_=gZC#?8P<4IYwKc!3LW7sg
zpSb_I;GD3fd!7i-Kepqcp~~f>CxR?jKJ}Q|5p#Rq)Nd0v%sp&+I_{1fr>*_e6zQiw
z`)#eRnOskPCb_C>_q(#cd75_njkG&&e4KdUs)x9a#VTLD?+jJp@yXeLT*_8Yopg1+
zdhdG6ZHu+HU%0=egMm|a^)jc~4o4Gox)zJZzWdg<_0Z1QH$I1ovzG7NZQ&;0TA8;t
zhp*yXajfB9o36t<=Xg{qZSOY^$v$^$lMR3Hrr(cqD?`6ch~3=vE9=`ym17rAnzHV1
zv$?zG!Q-{nCaTif8E0bh-duZrrYuUiokg!8d)c(Ri(>?T@@3yF_12E&3*h_uMEv@K
zo$Hq_m0nt2Y@cjVvh`e?!_DV=eYX8)(0e?q&+{0^asR9&zp}<Y!?-CyE@w|FxlI)B
z;k$FyjIrVQokt62cK%*G|J<yNCp;csT65~;>Pdg*&AGbcV3OJA<5?lwii)aAO|RdW
zon1d;LH=5X`A%!BQlG5iS{~OdvHZ@<&(Ru24@%cf%NOvOFtvwOc4Lg})u%_#IZy7}
zIyvv##x0rapZ%0PU(~!WYs1VLAGCf&9}|Bjf2mEd=VR#SKRi$G9gUx#?p5?of$dLi
zCeNt_D_(m(Yw&z-vTo}Yub|5=?iR(zvrbsDFU{V1NT51xAs<`CYfrO~Icqmgo_fb<
z%iC8{+pcNMUh!8m?4Hb*SK8iOx=T_u&O3iuttKQQw`_~ej?2pOy>90YB#Y{oL~YwO
z!F7k+p3s$2t}<V2v$~B%Uk1wF{Zt&1w&iwEysg7K&Gl9rA6#YYdA{Cmiir_J{rRYK
z-!sClugqtk|1!WJziLri=ws7msuE9x!!B*~RSS!F^7_xKFIh+AEWfU-IjY>JCGfU?
zx_qyftLAFMXJNfNR*Jox!MG)aN#10R*{#;K>M;*@m9O5nP4TwVm7X;_Z+A5)sC;?(
zI&@o%=Hc{NlhbW0mpPY<+@8m=Vs4CFL)wx^H3#F@{`%^cvY85DQZ`3rf-gmGVtg6Q
z++ciZ!fEl#FEpo3z1G$fwEsUt-1^>i#mBN|e-`<Yd}(o}tpB|wSC5Nb>y>^c@t<Lr
z@$1(?IdKLI>uUAxe27}J=gsNwe^-^ndhPPLqBy;LdtBDyyH;|uSBrT*4Ln@<^Qzfy
z^_8X!&w4ZS=Vu;CzP4%F2ezM+R!cUX7iE-QRiZuL_w@Usc2&=_mimzuXOn;W?_Mri
zsmOb!IOOssE#1wFqgO;QPPP29qT9Xs&ufX7e>p7do^8*~QPp8g><<nS+7vZq);)IF
z!su;rve8pjJgiDqxBEV4Z2T4On7QQD3HPaUgpaYBYp>;5Gwu7vde@73x$68PGZdQR
zey1j~{_ZzqDNcUR$1HznN3Yi9$aa3)jmp0dW?y=%QgCo$L*gHcgX`^zc3&y*jyAqj
zvRl^Q|Mt^8&3y}=gs*(L>)cw)Pfy&=uasSV{>yza8`iMw`ZM*d)p7G5d3!pY{ATc2
z=JASkoJX@)TR&WO$!%@>x2_WwEah+Gt}eUl|MY>!sp_65;r7d3TZNwLIUxS`-PT*K
zygfS%3*YgJp3K%(FHSvMJ$?VyWgRtd>UON1VXANF7=Lb2+a=fd8F_L`Lf>!b5#wOr
zv1aePXVdkT-Z^~X+LCg|9SN=}E}K^V6O)_!I<nwT;TO|p->*_Bo7^J(_*{!W=}+_X
zGrYGeP_idI@%VOAmeo9qm+|jS*Le9XTRbi8V9^f7{>RaUr)Fm>-271X_0P+VYbKg;
zJlf>tde`VrkMY6dmzG8{>z}d9>Y0-IAT(yGt!C`HrP{(CH`ZL%UNh&*+9c8Ty}?s0
zEF?{*On#Rwwl?XOmQ`~w%iG4TvmG1Wh9Bv(JZds|qyCi{&RgaLOG$d3`urv<;~D$w
zFvs9yh2f{Ah0D@bO;vczHed05kXO&1=2@*0W^R=$3tt57dz!$w@|bmqT%5$`YxB2m
zjJ&(9V|C@^cWm<n{S~eXNmO52y&+G-?=It_%n6THzB%<dTKdX*h0wy@dslPSz6(v>
zI6>lA?Wzw252PklJXUzXbuv`rYTL@aC8lAMZU+}6XRLbiX!ZNECL7P2SQ-Ug*|jM*
z=h4zhs#Aolt_t^rOgM4i!6pA_)5V&{H>{B4<BedS<;m|ntH)sVMai4{TF*3SI^3~X
zb##-(B1s1elbzFz{1cv*=}d6X+AOJ<IWNKF!2u@i)YQ$2)2@C#xNJ+ptVPkhVJ<U{
zdY8Wtd*ePyT4H74thO-OERP#ft-G(}FA%&oXSu1Oq`D}(bJSiPr3>FgmI!1vo~ydj
za&5ZH-8Rmb{yK&}VaKcZosZg@$hL%?P+BG_>LVkyXQ{{1LPL3$CapLFUe~Uv9>+A?
zYCDT3X-c{kY3}zbd)T#mAs_cqE#W!AS9-WIEwZK^$ksfUl`2z|`A6{5EQ?30&T=Z5
z9((K<kY&yyr{%z><z_a=D(Jzp#%tXiG6fp4n(OC;IQFkKdt+4h<#8aJ<$~weRx(@*
z$aHv8?0r6}K!n@z$_1?;iv{{#VoUCD)okVCjj`!Ulqp%h^w86yie=xHzW1Ey_gL6=
zWmSm7lP@d%)s{>wKI^e##i_1*(`>&6KhL*5$?v_aLLyHtd#AMWTvn*uRt>o;ax>nB
zO?nr|m~?CzL-JbJo{)upTGJkh+g#r4`_ipqdA86+wc>w;jz^t$T<$y@l$OhHa%jP`
z>7~|6+j=IdiQZvtJk<4ZZ~Eb;Oy^B~+V}5Ij1Uid_2Aj6@a&ytSAMWRVx7@+&4E2R
zex{vj@2w~E3bemDACEGQQ`XW~SK4oEr;y>fygmMr^4Il}hreI1mTS$re)t$??#}1?
zg!WrEm9y=eu>I$R!Z`K^{``J7=U!>JxAjYwlA3`%*LiV?$mrtdQ>`ZN4*Z_K^JLb6
z4vRm%#Zopos=D(UzOK6+5|EhqHs<e|B-8UwzLhI)={#F0{%+}=7iv2>CGGCdt@-#U
zHbA_7c3<|Tt<?`@Quuws&&+yz*x2Gu?a|`ErnxCM-yWK~Qt!=k)xCH19A8H%`7xfq
zw8J&|8DC-Z*L52u9xqtGXtk%tYF1CrpmNjDHh1UO@zphI(rd5CFI?ZC{N&@ceLsG9
zc(i)5Pdr=kX;M?}JU+?)4BLXf+Fib^6PQx2JSn^PW9j9N^A-n=mQ9<Ub&2Ek`8~;k
zpQ1mmD-FEb{j^H0Zn|8kX?mvoym^*8CroFUc(i7v)w?ABwY7zhxq~iRC+&-xXCS%y
z&S6#2XO)|#+^y6!yLont%@sGjs<0RRDpjE;)^ZCNUTKV*G`C%2$=okmH(!dIYfoio
z-dm;C`QY^G?pD2)6}E=)E<fTAZP+`-Wqo3w_PsA}#iUCfGOY8u(HDN<=N+GPtGugH
z`;+@WJnNM0(O6j67&lk-)RDQa=`o%nUX`NHrRJ^aGTgoVWt?f&uDhGhEOx)S_S~iC
z0r$Bde4cZCg1^Y-JM%c7o9<tFM|#4Yk8{E!S-aky(^%>~J9t~jDzB+m*CgD&@l=%I
zdDnMeC5^YaQ{*hxm0h|S{=KEZDnxu%qsRHPv3VDLK5Jge%iKHRZ+2*q2k-T*MH^hD
zR~whVj47X8SX&orbl7(1y1NU_R&G7+xAn;Fyf<GG*@Jd@@h;tYG(I!H=Zxp8>~rZK
z_6Yeb^nALp>r3@pH;td{*FUVSXLtX*a@G1%W(%K-yga&nvGvBl!>3MNtB#agyx@nG
zw5_IHoQF(_>G@YtLeuiIe))a!SkM@dAd@Wb^|3cPu+1cAqTim(yXCg_s}9W*)Q)yO
zu&zdHvhbWoEA<;6+lu@veW@I}{aiWM#r~-6vJ!!kJJy%ZH~3IuTJ!1mdHe1IANyQN
z>;DOyxITBz^`(c`-A?E|rFHuCv?KB}v;DKx_UXERwXxp5=ildJ?`-tg9OP%LtMca&
zOKzSMzSV!_f#*%yit8T)&*}fTPBLWe*5h9z-Yk3js*>?T&2fuIOZpE@=eQ~Qdj73#
ze~sP0Enz7-v@<{I*NsyZ94G4~XIi;Uv`P>vytI8QuX<KrRaZ&X(OrUP{q+{99#rqT
z6ftYUva9d%+Yh>ld96-ow(C`C==r*)@nH$OYF}+{m2=E8->^xA+m+T$E(+iGe7VNO
z?#(MzUz~~7)m)(bTwU(#t6v$6Y*Bkw<$9lfl{G8-H~)S4xiKs6XU3fKYyHpAslVs@
zwW(HlqH_u=AN(_Y%zh-&zW(dl2-BxJ9QEh+toow5w`0o6yVYmDs@ZOg-27a<>r{6j
zAEVk@$?YYkpSKF{cI)%hjyW++sW>u?&35&o1MjjXPcWXhWzm~S8x~6B6_yJ!_%Zy+
zZrU|-aZU5dFYDcQ=lQFIbC&a)zPQ}_xUBTE>!A~OE-lHt!ZZ2C^(8ldlxg0s=J_Z3
zc$e$Jrnhbtw%M<3#XM45J-)0jX1CZkE#qmge;0Q#tI6u@)N|~9+IHDL7D@zZZ@;p@
z+B4qk=kM^TkCNl&#)O1*7k4dvv^M$D+ERu$o;h3_OV=D*%ynQ+__@W=6N^6!Mo!N5
zJMy&Oa{avZVWpB&r9QO%+I(@VZmwhgtUb%Vho$Q<zK_^$UgSAPIOb2GugPgC=4m;h
zi7##CgPz9~?cHYWYbCw=cfX#^oUf)Y!t12WJ_t|pv;5DXws-zPIq`1)%hMvKfA87(
zZ2A#3+x3^P?d7~Y|FhgTX06f(ufit>zUc4$s!_AJ!T<5K9W&+C@9pJ}NmM-;@}#=z
zTI{k3mjq%9v@b69Gwi%5k@zy!J>{I0bfroX)2uf+UnUs%IeuApOIx~P`qMbutTM&y
z)w8Z`He79&H_b7ZBlG}s-_>nrrPLorcv~^}S0#I@tnJH|4B7X4j?J%(<L9fMOxSB(
z7%81vJg;)?j<x=U;kQgfEktKeYqwgexqDmk(M<U;_T|p8vfVnxObik>Nt>HCPwv08
zt6H1whNsPc2CZkSRZp+BUi^D&#j$U%GS61(EN85>=UOpsX@`z>qV83O1JCcR_O{Zr
zG!@Y}`ul$4`Hr<=tGt3Xy@~v++-Fnx@@350zdzj0J?uKa|H?$>KaW4G*W7bu$;1w}
z-La+`TTi_yIM(x2FT&mV0^1_VU47Y6+7tf1KDuyc?SF>nv)<+Eb!$9dTJd#*r`oxl
zsha|dY#BWjq%Jm@Rhl(Us#tT@N;7Ycl3wxATJePyMHZp4$D-G1A1|5vHu?PWw$)a1
zCirfidD(=wLoV>Vgv6uW1}`}zn6~RL>rzoj?)s$b9jMyX92-#RtGe?mH@`Ed|IFPd
zUgU2L-16Xa9P|3~Dm{0;p09fIeY23~+ZeYsj_0rK^$P5MRT&?>IxM$1vQmz-ZtXL<
zx!J6BAJ^>;il4iybX|dq@#JfJf4D}<{gd=`FASMr93Fb|kJe&7%@vh)TdU=!q}#2z
z?)Kd@z4G}yZTb3rT1Tq;13iV`nx@`qax==%s9e6{;LA&M&YyfNn)Yhh?5TdtA*T+c
zt=_1-Vp-ewHMh#6+Kpm;6)oRn1uB|Okd}CIZSD^CelOMJijch1MY#)}Pdu^arIP91
zr#&)XpDotVp7-i`)pAK)Ki@}>8@tw>s^1;!eDK~X6A4+Z=rq1Af9IK6jJ8>SSU10@
zU3Fwa<5|IV94o`iF3eB6?4Frcuz23$tz`lwqK9rx;&?84?Vxf(y3OZ^t3KZ{qmF%W
zdr*3Qub1we$vq!mhUs!mWBB+oc8}n~z~fi0^W1h%@^|i!&fKZIH^w{txuyEnDv`2_
zhLY^B!|jgBSuo7IxAoYQv$nI}7oX$Ny)3az!Y})R%67+j+Hx7}XKw@t*Y*l+JmfFI
zW3lSg>WQ%|AEiznyFB@ItYP`a^OoAv7X?o|@chfVW!IEK3S+JqEwC+)&E0#5<=DHc
zYiI8~uYG%A;@gvwYMbr}Ecq4Ie3y5}*}!y`@-<5(wFRc`yXY)&a@D%$+v>K~EPV3d
zs^*l0#y=l}Pn}z_SF+dUhlKjp;!Cj!S6A;e>wg*J@;%=0*{+v|UMJ5ho|JXGGPnA3
zQ9aiyv9~8gAD4ai-NExY_UhJ44^rkIo9g9Jl5Uq)x<9*ix!UGDy<MMwUKQKX^L&Ba
z*3LrnsHflD>$l8$WmVl*#Q&dR-OklBKXIIATJ32Ty*BmK+4=FG@9kFf(_VO5>r&3*
zf(MhELnq6gH3~Wq!gbi@x_4hY%aS|0W+k)yGr6YBQYRnPVIOm8^3h`Rl`k*%wcD1=
z-Z%9`jPuFod&`BBd5;!-=Hp|{XDbX_UVY;zXOrdH)nx&$i6<%#ybN-+lqvmgx~V9;
z`23TnJMXgjl&&fgye&FmvT)D*W9zlk=Y&<QJ>glJ;xAcK_<q)zSy!I-$NUcWShXN&
zzKVDMp|zf?v%;@F_<H5R(`~PgOMa0F(J=cWaZY>DTnXVh|3aq)KeLaz>AAUYDciOS
zx3?s}J}!Fe_6dg9F`~N@l3&hxaVdt6xA>~Zy%wdbOR9XAo_v?RdFvIX<at*gPq-sf
zR5<I3xbBH_+UKT3zH)WCom0J}YMBN5*38?l@**o`W_^5}`8|2on>SAxo_t%QD!sNN
ztLR7IyRdL~nOX02*Bv;<FZ%G?^(6`Y=XU*${^#bgMtbV*h<2xIyKPTNw<=q{jdFUz
zcx}%j?Kc`fSC`#;G5PwXZOdjy|9vj<^3}O7cbW`m9o{9EptRWi<gaV97MK>L>)xu8
z%dT9;eqQvcRbLCUA@})9`{qnz)v8!09<YhMUf!#4zHZ||??>s!t+q`OF}!)UqHMWf
z&zJWv<I`SS<vA*ZpRIZ~<EBkY%Ey;+N2ONYj-FSh#x-}=&Id-5QfxvtDCbH33Tr(&
zr&~F(z&Pl*pv0rSD{MvkO}+G^XNOIk+*hl;q0vF~+%2}_w)J}2D_Sd-n!PJI=sH(+
z=TCN@ur(>~*iHK-6@-r&MumMUK35oNcJ^&b>9m%@gU_~4>6up;^M{?QVr|0XzRGn{
zYj4iGC-mx;n9O>ctDJ^s?cC*d98KS{;QM)bua8=r-x_SZIbAu4!}3`D+_GsoDxoLW
zn?-u$?Fr9a?qkGgH}&}`t+RK&q^+q6ox8y%d1=hNlU);7vocRkVP{^?w(D~KjFZQs
zKF_(7^KkN{7Zsv!XN2Whh4U9R$g%IOzPCL2XvM#U8R8aeUtINFTCDP3KX_*Nzq+lf
zrMK}Wu`2v$m~*X*@gUpYR`uLdC0D<hI9FeJ@mzU-eAePE&9kb^&lF#nB{KKo+$`_O
z&ZV5nw`ObgNJX5NneSE7!rb$9-FDSem4(aZOfpalikKL3L%`N^t*0CRk5IO_J->fl
zSytjTtIP1dbiWDzVVjUO%P0T5q-VP;X}f=NS9x6vyXAu?p+$aG|3tORC4PmtTgX2*
zy)^e6*ZRAbyEiu;E%-k3R&A~JrYi=<Kf*an)lc2|rnYOrESt(LlP%ptl8P^z_L|O0
z_&DprXAwh-XX_NgW4`}ceW|I;W_{7GIXt)O9$%I?T4d}HGKcxz-ae0CAG@CDJ$Uk<
zpg7iG#iMVQ*@4UV_}fO_GLyNUoW8QLXXE2*JEd1R?ObzZ;?>>P7iwr8`K)N?c7B1b
zsafvMJnc<gZ)4JxXZ_rC>yyjDvsJ9~RumXjhtCgc*IQo8_3!ttjc>BmPak}Juj%3D
z*D)SfLRK8K-LX1z1<!Tqp51bX*0SxAwRC(L`lKcK)(X{Uo+nrD&+5On>1l1-T(iAC
z-@BQ+7JL+{cpIJby6gC~0M57Jaw+FB1M?%c1S!iDe_1J(yKn1En+HtA5pD1D>$De|
z6?pYr-ktL$y4JDb$;4pKRT}KiUcZbB__glx*HyhM^PW^+>*DPU54=2cUf1`Z$!8;*
zKAP9Q`XqLx^Tge-Mf;iO-nslOL*(7N>K^lW{d=p^UPhFzSLqHqaI8A?%aw42XN#xq
zYY$qTy7#=d(aK}ICW0r=7HY0&;y2CJceFTvZEi=9@0)UmCM`e1V^-lt+ncYg>HOT6
zHATKS<?+>7XC9<8t@zn)@i)u%`3lp(+w3crT#EIaGAV7*>8?$ieuo>W$?aU-U0^Bs
z<z=LWt*>I>otIM^pPQzJq_!tV82a2ezc$-l-EPLw)H`pUb>Dlopr4`e)}qvy@|B$@
zSmdtsoo>n&>w4xXy6u6~iV)!-Ya#!vq-V1{`f7b%2E0=jop$&}|Dj#(GE!#^4Ar`&
zHPt^E+$p{^p>J<>*u?F5Gi)=DF~5xYRJ3zR$|;9OYj{4M^-?rVaA9Mw;+x_2M6u$v
zA9L6Crwv+SE1x+}wa&XJ#~{i)|4hiwmuC%D9#uQ@WYR|el`4;K_3eG-)FQ*T<-tx{
z4gYM((iG>l_NQ$=`rpX<q-K9U>e7)<ni=UP%IkRL!d1#dcR!tE+$E(rr|_~#MBE{*
zTX&9rIv}eRudlo`Q{v+>&3^&6{R2O#UN{}`^GWE@{;q8S$rk6A8l;;}TVfF%+p(?Z
z(x%2)Tf*mD&9ti3eCM^btJO6;$vWVCo2loFZ_CpvOM`MJZT?U<)%lEt&E?y6Q^n47
zoy&byd?#j7)~&uhAzXG_Q=ZFxZC7h`bI5de?qbzos53ox+2{5w{}m4>dK4d6q8m_D
zd{%XRko5jQiG)x|&iBD)kLP=>@H`*bwOc!{=;VzB;gc$#EqosyeQkwtPk+_PW$9wK
z^|TAGFOBKlo2?kpBU2bQb$3DCRL!{)Z=IQz_GOjj&;GS>3C6EOE!dX6OL;P7i<Eic
z@u&$*{_0!ZchrAf<#1S*Hzv0@Y<A~LejZ!HYg=YKsSb0IJpO5|>~Z<2rJB}}GFh5N
zEz6(1_woPmZMn~KTe~S5KX(<s51L<WHovIwx@=adOqauM-}o-0v;Qg<p86#!VQZ?|
z%Xy47gGG65M4!Pb_Sd1yk{A!JEVq8>chR?Z;xRY&OPil0_bppwRCry~@rlK&Y_l_|
zs)d^jUZ3+#-95iPCghVx+5A(RZ~m0`5_(m9_w`EQttRvA<F>S4zBHw;)-|Wk(!6eQ
zc)`J6|4a?e%hYY<l##pgz=L_7$HMJN4^P*6&i&ZjH*=Nb`MR&hY|0iZ{CO{J?k>M_
zt0*%w&FQi1t972X^-CkQuPwOQ;QumuwX$sLj-LJcQE6;^ZvNLMb{<&DQge8{*Nv>8
zu8Z^bZT|c=TENS^KkNAcX8X9WHu)R+*Ou$9QF&fko}8C6p~zn9@Z>M6-xls}JezjH
z(X?mn!Z%tIpG38!JPEs_P#AG>;+(KQ4l5<(rXCM`)helWcE{rrFB`k|DKoG5vueUz
zQHQgp>)HI*rmX*L`Py;!jUAzt2cB;=EPLJ@DRhr{j#O4mll#*0%SAR)Q&MhTbJt`R
zT{Yc;c~0T$n5sKWwpyo7&vSfx{odMNl3Nz+6W-PLT={+IhQ}-AAI5|P86G#?F0;O;
zsyN#1#L-jllUFzS$b4OQ@7#mrwUuXgp0v64#_wdr)y=j&TIGJn6Ll{fF8j~$`a1s#
zFTSczTCdMl&pJ5golSjj(Ms#ZFPBIDHd#|-uHpUbW6YbE2mfuoen;c=y`8rkI4s_1
zUs|p!_~?}GvU6(rd$Nu5pGHqQ7BTB=#p_MF<u;Y-XHH!GA%A{p@T?mCr$IY@7QT<!
zd*z9o)#otIqv|PfnVxL(IwF2ubKNZ|Q5d^)i`UBcM}wwROPD=-dtuGSx3ZS2o#p*~
zLf%<*weVF1E<N^8WV?=r#5v2=9M-|1)=6tu$b{ba?Geh^pVyN9`qDNrA3k^gs8jvc
zwQQL^Pne41Vnfzdm6)XMzMI^CX@j2L@v}`<*Idt@W}Z+O^Z2gJ*EK?(ulj>;pVC|$
zmgy~%w6INVlH<`-ou7GouBR_vFe$Eb-IE84-W2)^YsQvaM_b2EEU^FeRrd<ZdgpW5
zYqxjkB=BYRzK^L6pKbZgeXm>dH?8xf#Z6r&%Zq<p`*lQwho^MqMa$JX4sXA%39j}0
z#%Z^9q8mHIgKN#|GJM+et5;mynHa3MAl89>`_pKxmX#{EHddZE{yc2K?*qTW6en9g
z3F2PczW#C8vfnaSlk1kRh}u^6H+%Os7t<%ZVju14;(WHZ=<bKrm$rUepWM&yf9qV>
z)``_`UiUoO_`IFHuP~aaFhsI5xvOyYzIBg|1q5{ZhR-Qqy~@Dy(FC3=3;nD<#<fIU
z_$ZQF7;tTm&&~5MBVI8m&$`%eDY{tPbmq-lCm0@F_ZGQR_%cStrz+f+In_1UV%f}B
z0jtX<&R(_i*459~wiJ2(y1x6>y4`;MqM!e*I<UF;jrQq_X0<l6LriU~{xVMO-&_2a
z!?yj>uGvf3oR3GHF)V%?H`g+wrZ?KsmalN3wI6HB+5BUL?_+1X&$~KbCDu)QVb(dZ
zS>+a-Ya1<(7GJt0d%REk(z1r)<MLjoD%kA3b_+Z?Z<(DVd^Bj1=$BvN^{U&qCi&(!
z++EG-_V?u8U2}?+`PVPiYP&lz>O3FEiQ^ALKNLrt5{nk)P3bl?cbs*vx848Hh70=f
z{~2O4+qmO=qpIeu*Lr&4f)7t$)}<8(Ox?^RWu9$Wob$Xt>+_u`i&ZMe*HkD!UF-4i
z<O?m91IMzX?lc`*q<87gA)D33PWKqB!~I!zoZp*%yH)i1?Nx%;_EzOu8!ed}C0$l_
zWaWY9pVmIzYH?5|xa5n(%l{0o)@`!b#OChx@>zN*%g+2_LERJVU0V_uYVXK|Jvu(8
z_{QZwYmyr(7rnXlQhnhmPob}0)|EXo{9IMK?o&m>$;W*T>)f8yEWfqw*@c6rWBa&X
zJmBg&AvSrr-_@iKc{z+>B|rFQ&IvP~<hglP=$z#ei!ZEI`ssMwLF><AF8Al&dF|<Y
z?LuCkH+>rS$?iEfs~_jvWy{5@3MalkS~>RtyUq2bub3^57EE@Xw`kW($5%HWK6<@B
zTV-u>>-3e6_a>b=&VFq-=i85ySc|TA_Mf;OvoQ5lMX!1F;wkfrn+$Jl>bdzx+wG|*
z3*)TQA(BUvE_<B3)O&G%((^MC>%+Fp=d!*&^`@J1-uLycTf=S{zK&e>uCJ>wAoIr8
zwG!{97F5lf`h|hzw*H3obG8Hpx!QgGk~{sq?(s{@)?VFWyN9*<QQ5}lQeE56Fuadb
zU325qlR2g9m#xobyki(wTA4b*F{W<oS&^OVi+39@S>;~aKf8W&#QdrY?Y>V^WUjB?
zHgEo2nUJPyhI6>SF3!%WsmZ9mJx8Z1o5{#<*0yWxU9X-pEAO=pnP3?6dD>dJw^|0<
z);tOKdv2X|^YXXrnX>z;u6&AK!M=WJYNgUWDc%1J2W=L;x}IUf_2`{)+}2mSS`t!{
zmsY;LV_$KtE8IWWYRY5LjR*W@o;+sx=hd|Hvu|yC7Tjcbzw5NZbM?!AW<8mm`L1%3
z=d5q{OG;iw3+{Y8>-huSzM0RqE$Zy%3VHSWq{OL@?#Wrd8`fRA8_l#c*Xquk!n0Mp
zd(@eGK402f^5<N}*^|QVjLKivo%f!w@ZifxL6^eIbN*_3DTFk?4pm>cMRr!Lzf<6j
z!n0u${S2EgE!kB2u`%pP&-FRaE~j6*G=Iyoo}~}C78fuxo_w^0pZ(*i&!70?{%T#B
zZTXMWc;XDEs=}DLcbwO0Z<r%EXV&v~;sxq*U$>jSDZIL7?m18029?(5Tb(}YJ^m3M
zDkAgcLD%}?JjN4I?e+=_?r)wQ%T;z^C3EBasCPMU9hJL|Z*E}XulmAWaUgW9?b5~B
zaxu#_PX|2-WPM?A)ZN5!N|WX4qYbjzc9{ii_E9UgU9w)Oaa5-FOmuO~?OX5C6iQ#m
z`W_auRNlGfUd4kD@8YaU-CdiE?9Q!Pv^>Inp-kAciwBQC4Ptrn)wXd>?C&{7PhW*`
z7>3NV`Sxh*sRzlT5<cJ7NL!{{oS^$R>sEA+oZ+u)3tA?yX`P=s$zo|*!jyH%mEJu`
zbDzkh%Y;2>2>KcEXH`yi`Eq9tm*RU{l>!(}tlD%+c;%|MrE*5R$=Yv|FE2b@y7IEy
z4GGc0RGF&2t;f5Uo)5gX_GsC>oqw`IQr?%GyVYlQ<E`kygKYB;TCA(GZV0!(wtnrQ
zcZ;WdesZ?8v%rWqGQuI}(Td|%UDqQ;`nG1hSXHVt)7X8N)#tNrS3b}BQj*}N&Gk>F
zYxdnc-(Q>(_WNd6er0W?h3F~Wl|lS<Ti<LiTdXqiN4UP}qE?%57xk3NuPblvj=Jaa
zD?3eL`IohAKkIp}#dbY-Ja6lTlX8y7y|O$v-#BFUGUDK*+?`LtjPJc=TOYfE;p27F
z19whTKHHthJttz?gPZ$)O_V(O>soXc&)e&LS5KTY)TvzRSt(N$p0sGUoUM=BF0-m-
z6F+Z@URvcoZ`ES<uFt$mKJLd8uk8}sCGl_Tv+(Akjc*bZ<<m7!X5DM|`X2cz+bDZN
z)vV`nAH=_iX598ISpBrg(ROdP#^v2N);M?hy^NS}ZjJxh>&vvGuKQ1V@zCQ>_MQv>
zr0(BunP4gToN4cCj~}Upd8cB8FVA}0C*^fL%J@jHN9^zQPbyfKx4b*Z_j2OfOS`Xp
z_`9a8_2!|evb?p@r3+7H=JxJM+GqQ5?cJ-}X9=F_k@}Kxxu;~?^HQzCmD<~`_Rss1
zYvNSy`kdvH_4V_c1vpKwXI-D{Yb{=LUFQsk+P<b1ndF_JuMWPL)^S)}x2J6Nip9)*
zceM&azO8<_MN{^?*IR$*le1Dqx(tf@4{b>f;8$MmweG0+q>M>VxhCvX{}u55!ZDle
zSLS&ZNcTKjWo-X2WU=Sma}x8aLZ7u>XIz;z?Rn7C7ZdIX?Xdait5tk!kx|RZFDBhq
z&t}*MC9PwR%3d#Xndd*l)WFO+bC?}6uaq5mk`SWPInU$S3NO`@Csxgtwt2R6QPB5o
zZYx~Atvq~$-RIY@YgLWMZLavNo>bhRxg<F2b+PyPn8&7(Gu_?ZhnTTHk!oEyflq#`
ztjE;p!H!FkEKDV5`Pp-wj+`N5xYpw?$ICvgH);2FE1mK_=kaK{s@dcHYYj}Ijp~}_
z_2>5p2F=?&OIvlL?*t)^<uX&Bt(mVOA9KZJp-gDR>6tMLA}fDgU}WywYUsjya{2D)
zw>DozdPNp}+30<q<v~}4LzVrHStk>`3+kgv+)^#y`t-&6ZL|2mzRqsSr$3GJ7}q#j
z*O>}ir!-Utn2O$cxy|jd<*N4_$4~!xJw0u1CHu8`+rybx+G;57S1y<BI4SaRW1HdG
zq@{-^c)p%Bxn6l4|5AgPm5aVKv#)2`%(H?!ZH>_K=2;7MHzXf*ow@nxi}p1e6P|=D
zS$50yawB7R(i-VN$%mUXd}mhwdJ*p8_M$NCn&|=S{ajV6`hFg@owRbgSVt49%|Ev#
zW*-DR8RRd`ey*TmaMt~~+l|}rBeosaP~zXTg5_h^>L-Sl4Byu_G&)*7zqfMFkAG4g
zht4cItDxNFZ|i1ceaZBk)S^ih(eiq{=4JV!x+Z4I^OV@4Mc2yw@JSKAJ?r6#pbGoB
zS|(jL*_NuWT(dT1T@_1t&yvS0)-_!|V&ryu#}j_9&nwo=S+9`3e{YV%hs`{V@BfM1
zx-fgSyyuI1)?G>qo-BODZ?S&i7JI=TWnWfVbo2gwr~R-y|ILF_2aL8^ep&CZ={HYH
z-G{{=oA&UpTo>sYUC^@TZE9Lw>$={>UJDnMB-FRen|d>ImfW36!&Zs6C)Rgvsr3$T
z`1dH-i21_2>{su(f2{1Ewt2C>pL_EA7+>AIQj4`F8{dZAQaNLEVM6_$McZ>r?z(Y0
zc1)9NTe9t1T4-4B!Qku4v)<{NMyMZ)U|XkIbmx}&rYo1WWG`A6T_k@d>|)<js|oHa
zR)qelxl{FZt--0sZ9%oKC9}G&JrP`1-_@ydqrffGobh0g{ZxmauPo)}zMkZ{BxlmT
zr8mBc1~&O=d!}rk!6YF3N_*xfG5_R{1C!X#J+hygGCMBg@-*FyvNg?H(|2tz3_M==
zO#j|<k<ZGFF56f-Caf^IIp@K|^IM(LBwq$;v;Ak_dcLdNZKX+wcN4#|=)xVsA<wqn
zGqUPGv^nHlJB!r$kgr#z^71?kjM$(0dP;n}x4HG2MON$!i4FGcQS&P97wxR+KFqkg
zIe4{MLDu#e^0Ul)9-G9LBqn<oo3m|R+UJ_nHJ6+DO;%dz@wjaFY~hVUb`Ol-1{-a7
zQWfg+by;WpvMk~ES2C>^onW8$Rix{#<BDz%t<>DZqUL+QNJn+c%#2B&mAz3k=2++_
z<1Z^Oh*_9qUES5XRW!!n;3^}v>#JQkELU>y7*t)_HtiMXH^m;FuDQoW8T{O|?p^LG
z3rm&cd$VlK@y|(<0yv&;uUaoXF)~-Rw(HJyh6i2ek{pj^`<b1yeL4A%^aQu8r_yUB
zru7H(KMM@-TC+qZ=ukm{Z;Z0#qU&Anc$XY9K49|TxhYekpVooEIagIqRKHPv(BSIV
zV)WpvtQM2Ojk8=Fc3*yXZq4oNwAFHX{9(zP%+S{0FqdhfJ4Ief$Ym|Cne*98+EPUA
z!WzFlA*&8t$*@@Q`EyWiYxkUBPKy<v3cc3O+H0nEK;+5`zRZJG#X*l}EtTddwP3#1
zrxm~&+wo4<u+{6ZOjpav=Fmj`FjGUxRS(kVTzT+qp`wwig~`%YGN1iV9*-)2S)g*v
z)xgw!PqSA6uU><fzjHv|v!#zk<=8Yg3JY+oF#GHmWbtjKM6>IJ6C2ok^&ba5U(0=I
zmV=jphT0;v=^_d`&7ZC`FAbA8AGL{(HLPWe!6aUm%aZ%DvgI^0SG;jKa)IHfez0Gb
z=N*YTTvdHpT$^^TRo*e<?Q&B=wxzm(&*rR|sp8{du`;C4BWy}=->e&KGJIb?WGSCq
zAf)Ybi7~Q$DeI0U^2UJ*63d?#Mlg!(Tp_yAPi9v5?x@Z?Gak)8YQgM(+dJ6oCL61w
z^0lR@7OM{WWv>0|ywR*U<Qc;{trsj^jgNJ->spM@nA+NStSfx|<NCpUHXlN6&0Ao$
zPC)MO>o1403qpFrx$74mR+<zd+@~#h`Pq%2?~AT}zw_tOj*FK)H-367%cgzS_a={L
z*6;A6zjzF8dn-?{F#UOR)hlWJn~V=+!uvaVm##f`>zsX1VAE5NH&1rxzd!0y7dW}!
z>)f`Y8+LcIV~+(qmf`#QFl1$Bq@1o*uF21S`D;s6=c{~-x63*|J-_Pv-yDXsuP4WG
zuhzKV@AYlN#H(i20^eutN|##vY+bKAcmLYN*27&d5`&H~aH==h)~>#?wpwP#k||{u
zUTj%w7kzrgq8=gdqFU`Q=MPjdZrt3-@pD_xxAmMqavw71vftJd=5cd#txaAMs~jsM
z_2bvoP#>q|msj)bW|>^kHQhU7`Omqc`(AuCk=+#%r_FW2P-$iCot!Jm_DjP*>Yn@U
z+_z(WT#K@VuS%^>=tslMjEf)byB`PV>RDYseqGC@$N0|m>vrms4Nq7o-`W?l)9JDu
z<GJh$3)ae3$yl^4?yS1))MF^*F7YdT{g3>^K{4lrH_hG2F7Z07#`Iz4@|1~J9<MWu
z56i4d5!<-p0NeJJ7OvK-Hy>W#Gd1iX`|_~TC>O!ox7?QSFun}SH`RC)+#K`w?epp4
zY<r@^uFVi*Tz!0U@wDT{c>+;)UTn=RpZqzz@0HZT^86Xst;<(>yz!QLwoZ>z{n@&5
z&(F8MTZSxEPpkgkqJOZAb@O?zUvd}P67MVR6Z>#)jly1svsWIQe(P^vVl?4z!`W()
zhZ%Bb%};xsFW!7*xnMLaJInR<*H+C74%lX2__}*TL{G`tiai%+?|$NHU)frCD(3RV
zoXX8xqQigp=X~IsRd-(Z%wm-%J-@H^3yFS~St)ZpIjiZgPoLoxg|ijgcGnmx>KI3P
z>I#0lnJend^W^I7SbzSHyjND;b}sU*E&edst-|DTp~k^H_owmFH*Wi`%HD8{QMuy$
zWz%1k%OjV~UF0m)z;`hG#G-YRHa>Qnw7ze@*2Oo4a*9{FrvKbkvc7ju@FPnxr-dh;
zT;Kg;*`Gz0=hxQgue-bFx?b_Uor$8B_pWbzm&U8-l^MO;w7=uozn_0z1|KPU^5@x}
z(-WQupJmx@dgrC%+J4PMjs3yb#E*RD|Ct%gFXBB<WxayR3iV4f`e&WL;l5*O!_sHf
z0UuqS_x@*C%N{>_-Q%;BDt@*98KkzvG~Zi%!|B<E1DEp7&YQDOasKZ^i|kZp$nT9y
zyEJFMSL>2HTCp78v?}vtb#K1<_@l49fYD}t)Ysdwf!8h?RVwYvyRbH@dO<;fRrtDl
zo1KN0FRhf=6&TbNW_UQ^<*_xhc6+>Ec!fD-@~^9(t>=Ax5Pz%asK&Fs);?E-9x3og
zecP}_>E&8}ro9!lX<pvzT33J8?3oysSXfxl|GmHJo2BxJgEH57S4H%B$gW!M8J~P*
zp<nCICDZouN#;Kf{{A}YdiYd--Ip<QUYzncnkruUBwS^sd)k`X5Q7TKLmxfm-Cy2%
zpk?&r`M#>__1UYGOS688aqkpuyX3jv@50mFvr>5{Y<(JfVCD9dnqzjo7N)tm7v)`b
zULEdgiZq^gZ>y6YAG^g$73ZenIFS#1LN<}bF2{FSO0G+LyzpP?l~YE(#pUuPUAM%#
z-DECB-Fb4)&7Gyp^i`ewNBb$E-sSJ({EPO?N!xi@W#T?}iM3ZR?|PN?`fTLlcSo)+
z+_C*c-kn(=*H&3PNjt8-P5VsAet}b+8z#@sdZ|1wyOZzP0o(JYp)$*+Znyfk-K%8Q
zyyx>`qCKC<FrUjhyKl1f#5sSp?|j+M=V;BAynErgQ~CVvOhOH5Tl(ZO)gBjZh>)@M
z{OlF9_59r1Zj2R7d(9926XGq{e4;t)NuTEZ6y1sy;XR*U#y!j}<Pp$PVD9>o8T{&&
z$M2g78)7yDY%e=4{yj<Jo8obq@P^mli##OQp6%5R+4(bKa-4D9?K^Y6nJ)Vj^&+|J
zsFPvHgD<bnN$Ok?I%E8L){dhgJhhsiy#%hC+Pv|XwZ5J@?YdoBaZi43Ufiq~>*c0S
zRz195;;5B%WXzo6vpJ6GTQ^l#g%y<<doAhEUHfDLpT)X9i%^5;^)*2=lRLGi?zuW$
zhq?aiYLzATI$nf4=2*VlDl<>ik$G)Eq?9N71MR-PN0~DotL>Hd+^WoT*w#2!W^JCS
z_N{j(UcNDTdwP<^mvuXiO;odx5ILRHtbS|LR_m)S>IE;dkF7U(rLlNfMOT*0s_Vvi
z?<X15Wqn%f9Lwkt)3<fvnpbakHq`&yTk-bZf~V(AUnj1#mXlX`_U3-@h8<V-96B=V
zr187_LpwGXygi_D`Qa?5JGI)E0`2-aR$hvl`$y&ZiuKMHzRW&-^NNDCe{jtEwk_Vh
zZlR|pH1A(qyMN(Jv2B5R0!*xh;j?=DgLEI+p2|ACW|nD<{lnMU5(1n4+;|_Gdu^eN
zhl9nj?3sJ6UQ#{wZsvN~D_^foJmGxh*Y)GqR#uwKUlF#l?O^bhoG0g|hh4pSlHo)4
z`CCcxs;lQu``LNU-!@zG-8ql5#cu1>{b&Asr!D$c%Utc;-gQ&mqaKz@Pbg1#ZX$X2
z$2sF*wdpE<=FME6%&F<wCbvf1`Ly1q=eF6l0dxLreLtZhO8NVg&+lVXm$$yT{4bKv
z`ua7eSK7`m#O&|JY?=A#*URrh={YG~7n=`Xzhr(#`Ssb_+S~<^>+H+4t8Dd7S}piv
zu~a?pS@6-MC0o4IPn!MX-&y=w{?cylc-H-_jdowZoY=lu;%C@;<y%VM9_?Hj<efaz
zZ|~QY-{r0A56LvtuQnC@&{JW*`>*zk%Dmhu^V~nL3E#W@I7^sc@w<aprv6j^K9BF8
zK>W{V_FU&CA5xyfQz!bi_>}=eVb672y`}ss<a;xvCg&Hf^!v|nq`vZr(2scLg|B_v
z4;z1D|FquU{K7kRrCoRJUfoz$aW=DZd-A14t1OSYEsiU<QL5#7XR5p9LAbh3zNDqh
z^((Wco~etJNtS(m@atq@AqUCx&%Z3WUQ*kW8Z||@ILMvrGONtLt&UGteP`#XT(jTS
zIbhN5*?$x5H)Kzo70NyFyyYsnisMmLC(lPMO{|WpJvWQVh_~c|;fdEVD&<-`p47>%
z`jo}$$IO>8C2yN~sMX@DZ`B;!e9NwF?>uH}ReiltZNW`>)6!{CD`fo><4V2EZ_0*z
zv|8(5*Y(IwJNZlu-^}$2o3Au~`IEiE`;dFoXH_rHxgXbamRdVYB+t{Dd}#63)T4E)
zkLOp-xW^uUZ1cCGH@VrbX1YZ*r*}Plm)ma>9>2%(g<(jZ!OA(GvNKky`8*WcbB^(G
ziv8M%z9;&!TGiX)qaMFocg^m}^;(mA&nJg^nb+Ks?Yi6dpP_N3>x;W_9=}$eb^p7@
z>+8Dt>D3v<ZksMg&pY&e0psVo(AL5V`@P4rK2Kh`e|_NVkR|(y=haP(JDtn7<I$o;
zU(MgWue51?8Do3)zD=li_cWC!v!1Tg<MTJYD50{|=GBbjXBX|fdbp}Q-SqnHd;9J@
zw_GpT^<eea@9Sn=`yt$W#VTA>C%fnGyXC8OPbOZu5`22cyn5l7nDT~Fo6EhQzGXcv
z*!bqKpk#DNN!BX=qFOC;*8^*&>~^wLT9Q5Wx%#gVvvX75+ziVJb1ra~`<j*AYI#!9
zv|smB-pgCtqGcu(_N>e1G`!a~rNp!)kIj*7)};df`b#^PvYlI1nsiCWU(Y@2`SK^T
zb}E0$Hma=pB7bd_VaCjp5eqd~K8DuC{AXwlos>B3`Et`~-y>{<kCr(JrFRB-{hk}-
z-553TjNujLKd&3a7jSLb{@m6zc*%XoV<qQ3JpEUg7Cs5?t5|Q<^_}^B==--kA2=-5
z%u&7ZB2;15T$4XN&$|vx+>q6{Kl#d>P_sE3)J+$)tVy;!<~Hk2uIWP2`!-eA72Y>w
z2A()(_3LuMF2l?c_a*K{JD#tvk-Ff$;-rP;zp2kTm7nhyT`kl5<NF#_X;G=kVPUpa
z=U(s>A1%H1eR)ye)kha%HudcZyHeE{XMFzJ&L`88w~1a6+h+Ue-iPGo*w!UK6+ZWb
zH{5)c{#5k-tyc=mqaMyxdl$8ybFZoGxqCjPIiIiX+FjkiFZwuaSHpoPwb~mu?Kz!L
zb<NAD%Xq4G*1hNJZu?J;_0iuw>+^5(6YSS^?>39!t6b^#=JAx^tI~?LSxb*@+BHu*
z!f3<Fsa1cq!(SAeU3WgV)mFbEN8{J^wya;`x}W|@ypB)4b4yc(|8-p9%FM&MpZ<k<
z)vT}Os|*eft2TZxH`wX0nfR>FKXb|~Sv^d@#jRZYTt(mJ+j_|>B}Ec*x4sKF602Iv
zue3}`<jJkwHdPW{lMk-_aqz(NU!gnK%rm~US}Ea^<$C{xB}?UcZp7psl>EMWLj4-q
z*DC2N)_Moj9Grh@=TqHstEA;>r5oo@33=LY>gm6g@80s4F`+7JzS?#3x<zHFT<!@g
zn7;C;qqWen&EFq<dA3Jt-P`%GZM(KDdvtQ%qFrwdKWlxya(&*BcYc<CUSBMkvFY@e
zU*RI_Pn`EF-}ptXkL_Ic#j8d;zOA>t#P?uN*?N!uW!Z=3o131uT9om$RD$hrW1RVl
zsJai=_r)#Hs(2k&T$#ILYw5!)Prh5E>h1LxoOYp2rSDJDqKFUK`{vz#pSE+S66cSq
z@cp7Gv0A<F(u^L2y2@OAZd>tf&7vE1TLYu!nwoa*6lu;^-)iS3^WeFtBj@eoQ9YYe
z+k@D$7ryE@lJfi8>3KFdRsFii*OPyChi-LZe0+IUrf67s^o+c{7Oz9UO|W`CIXY;a
z@x-&~9_*%Da*Nv+&Umi2x<o!|>PgE7Jjtekvzc~1EIz;HX)a%V;P2y0E0?}r!IHkd
z>V5u`)Apv%q-NKw?Ynwg<cp2grK$7UrB$9-^B(!n;B{g99>(^yg~dJx&tF^I_q3U>
zAp1s-?UnPaS2ma12G>0~n-t@+_P%I$e$}0#!k5ua0Y4utT`i@yWL?qrFiT0%^JcS-
zJlm_Bk$l-SGr{>nxJ#Cort-9kjP1pzryX<sv)apI3H!v@i<{3|9JiY)9i?G$P;JU`
z^Bb2WvQ5*HT{xI~X6@;7e0^)pPsfU{%cfZS+3j2xZGPeY#D)8_@`Eog)xXVgJb!KQ
zBr}F5SJ@<AXqT)>)jXS1s#$+PQYIv~_?(gUES7gK!z@83gIg@Gbz6NURwrWW=@hxz
z)q;;FOg@^o?vwqmtGP+KeRf-PCFi`lI_<S{dv)2%t_2ANzEzuU@Dy2pzPD-VM&Ad?
zJJ)rb{bng5U0atvXGRM9#G@wKeRs7l`OV}1AhlF&juA)9)z3f0rc69EGe&A=p1j@G
z%iHEj%(I))xpdNTroN1?qOZ(SkJ`+5aBWFApHcO-u9rsqAD7w9RqC7Ht9IRe$IoT+
zc8M?E%g{V|*0t^cmV^(r*%Qq+HBaKVSQ*CY$b8>)>YlSA_s_g-{m#t3KRD3z@zjH+
zjWR|uzxb|}9J$N!_SWRUPgW0ZZ@sX#$gQCM*VjaSK6cY--`??hi}22=x0<nNY3Q+Q
z;Z_;%Ihf~ZCuv`v^-Sz;)0elw42}mMZJrYPO=z|Dy)*A8eOH%!wsy^fIca-7cs+Q$
zH%i?9^5>P`G8eBh-Mx5M^5iSQ4d<_$o?d#HCw*R3SjSHF{ay!;E?#8ZvNnC?*5hj<
zBR=<Mo$E?CAe0?sDgODbpSn}WdlfSSyRDjA{r%6a(dn?an_60b^;%KWm0N~QY09_P
zFE{l+DQOe-`>K)ke}-SL+18XDz4<OhL_wxUYE_8bpKCWA&(&M4IeqfL%ZN|!lfzfe
zQF_b}{AYp1+Ln&TOMRbwo)eg+;q>O1piHn$pTFoHCAldd+5P`B#0I&9c;+N_?3Ce}
z;e1_g>xye{=2l;k-Z-%*taDDU_aX(s3H4k~d-ybue1A53N8TTewC-H5{km!&7@5~u
z2YF~MjQRF&>fASJw{{wPR55!?>ad10Jh^&>fh&Ax&%CCIJ;kASdJ4m4lzv;4>R|bG
z#j}i~_l{M&d8|4s@E~lbLa5kTuJSaYrJ`cDt}F_de{OQ7I&@O>mC)i@yI0Hk?9DMS
zJnOf&ZqY*Ky<Xy$kN2j1RrO?4C||Mp;G_9Zx7EH}vx9Bt(;ah8oV44@X`AVnWjyP=
z<H|deWwn;<IQeWznZ=`3*2S}Om#9q)oY7?Y@@P;|{raUbskXl1b^HHj9X)aG{9<k6
z!dF@$ljq2UCM^*t_B^V~Sgd<<jYMrNtD+3oI->&x73a4`#CeEJ+&lT&!|k`Gv<5f3
z*X@rg47$r_eQl-7bWQE7$bQM=7Hj7;>|E3MNw4~nNsoJ+cE}~m*;7yJ{8aC%Vq&-3
z6P)a`-s@tQcux76s$bJ4mu=cH@z^DMuNMni^s^@2yRt$ibSIP2qm?G>i?1(t{j^+l
zB};$f<>gg}XZatuT>WXs!J~<%?)FDbS2?*l=+rf>-DStJP4CQ`s?$^CR{3c2lDq<o
zUm>fFPv=)pJaJ^3@z+&7(Y6}N*Jm-RFvgl?#ypxExpte%ANFev2h!(dE?yq|-p_9D
z$HteQk}K7BN*+8ORc3Xma8fn@a|fkWL2UP?Nlw21Y1yR01OFLb2lofh|IZL>@o`R{
zp_kd4ym`~Kg-@JV;VB`SvhvA;`B~YlCtrtF+zFferptnz+0=ge<iKRzUstyz&q><4
z%W6v6;x!Xr30Y~{zSdnQKEFz>jNuypxtM=bFDzBrX1u!6_TnbJ+E<B+c|X@o4TuPv
z;_z5x_D(JFZQJyY6@ERMp?i^eZJ+~tRPTw~F_(O2fAZ3}kbTHKYT0#n+ia;wjz7Py
z<{S5Iagse3eI>sv`|r|Do2x&TpL`v&ab{Ih#p__#qP@38FN;jRaM5vj*}1cM1^l+v
zVN=T4m3Fl5@H;Z+%WA>9P40WM(`!3dN}S9%AG&pl;K{XL3X0>R^Gg`nm3zW{MgQ?D
zd_TClN4{9%V9uL<_qGD-YwK@4KA>`aw(frhh9~@9nOCN4XImCvE8!&&743XM?qyNs
zn(I3)nEx}ZjX4#|c8vepv`A^$>T5C^_x7C#Z~5o?a;Z+$^R>w*IMsiKEZk|yzC5cf
ziQ&ON(XBrNZg<}}F(X%QYoj(_aoD?c3@TOM*O*O7URx48^GQ-=c;Gs}ds~m*7v2#b
zarV=!$N7?b4#%FlC6_vNwyDX-ozoe<9$fF-Q}{(8d|u|0CxtKLy19D_wC)6+_wv%c
z(-kWDAUH5;OHBHHkt^JjjDK8FPhNP^HpgR?VbH2MX-m0}`mCPSmwM;mtGVs#E}j&P
zD^c~04`sf8``+R*c7<m<wN&nPyjt+IHt=BV%9HE7O7o+>%wBO&^yFCvm7Z|p+rc-c
z?hH=1<}wyMxIXqm@-0V&FYAoXU4Q;;uh4nH#^a8cR?l2<>$ojf-KF(r)7%#=Jn($M
zn%UD>H%|^Q{j^GO4o|p#VO{Ls)xBHJulLl5d-ic=xVo}wYh_JALAK?)zBAv~RaG~6
zsyvz<9V;{E*IrMapULySZp`^1Gx2OuUAk#$`lIz5k1d&V^V;nB&XMcOPo8`kkzd+W
zDY+(c-M1&xBv$!pW*v>v-uWsj_NNe!xo!3xUH!vumd}~He%!hr?D2%X-15=hV!w|<
z42%|Uy~46y2lw?n^ji9MfAWhL&v@8swUbQUWM+Np){Tv3HobAU`ovL@C%4U4zj<}{
z-t&ly>$8$R@SBE7o-Pi4C%ZB3sI{DHR$$+W4dUwe)*Y8T8`|?pyXr1?@ujWl(@(xH
zHBsnqj7s^L`QE?Hj!|-z_#~}`EZ12*_xdk5_;B{5n&slFV^id6Umq@wJeYRy*<R_e
z9j;-g!`trN%}aZ>WAVp~YKg8@f?4s(Y<|%euiuB9N>|{^x@l><s$jvqy*t<Ysh{+{
zyDfE3?wzESCnb+Rj8zDIQFv*k5tGHsm$7=j5*BmjOq{oGYQW*^T`%tG&u)Aja?5z)
z%dWz?C!e@msxUAgSW~(77;ouO|E1}t1^>NVTRCy|)1A*RA8x+fceN|Ydi9=pGV|OY
zMg%$bdA#yXyY_5j;ftOn-Hm>?7;NNtGgis)S*%D2vMxVc5Yo3is_ym12+#A+!>9gA
z-<z^~!r|*nLyaa>^?f~Q6_r!G*YA|Mr2M}<*E;I5d)kT{Cr6(&dLwCbeQK1<nx|n!
z8Lty|D>KaddOI@aIZKiDDY4+bMZ2W6_cfcmxc+ogy3^9S_MJClroQ}<w)@1oD=W?~
zSTDYDH>-pCi|ozYW;|aX6TV(D?##t~u8VC&Q)5Es9-hN@^-Q#v|Ane+mo|KT8+NgI
z#k;LSbs^WKOZLcRZ%g1fniO+;@{ME>jTgtBUoSovcW3u=3DZkAqFE*FPpw_L@c!lX
zRWFja-&)-Dbj92?xou5T^RjbS{P-7Oo%~@%UO{-*oW81bQ>XGn-)%F4m#y1kH!Why
zqKl_|B~-4NY*=^cPT{N<vAZ8_Onp^r7`G*~fBu|1%f47fcZ9R_dp%sg@L0Xn7w<l|
zs_TMP%qdktQ*RsRz4(0dvE}*oQKzGeQY7TB?fT4^wyx>8@14h8&odV{73JQ{3%XqL
zE%Cymy;j%#LIMxUE!wi>udSfN@v3*p+u50Ax}FwYPrh+DD9e1ZWrXgj4a&CJceaG-
z^4YRhzT9dlA$sq{PUpt3Hy4+ro{rKrUbJhQj&c9m!tk)??0r*T<?Rg0ZoU%1aCbFp
z_FDc$tEMchS3bS&RCC{auVYDzRqB7ey88D}^W@939`}BFx_9-(p3q(Mtu>GOC;eH{
zR4JMzCSAAnlz+`~g<}8hyA|EE`xcd7l>M-6mRzHt#EGS|eDve4cJn@(Q26U(NPgZ7
zz2cK!*4QrEcv&_&?8>=)3Fh@t57#+r_kGQK^mE3XSqG}8DNR|WEf=P=C@AyJ;d%Bm
zdg_0@He6tN+;m&fnTpp@W#5i`?z6W#J}u})fnQnY?DQPxPuknIZaQbQwd%BAQpkhq
zwB4tx6?XhAejhGX*!9`w>)W*3FG9C$y4lBnX}5I+!`oZ)Sr~YvZaMzAo^I?Janp6R
zfV+T>kzx3?JEbd=Wv*U4v3TabrK>q}e{X;Can`F1l8&;kXWl*^b${z*&E|-+wvzYT
zXZO6>HAS^$^3k*tJw=7F*=|MtStqB8l&$%>bmje^*|mIf88Tbb_PEcVay```V6Wx6
z!t?6$Kd$b%dtR&LPUKu3mpKB4{yVlkUidm%?1$vzrBMYEC66!7F4{lwx~HjZ)eN!1
z&zE*>VXXeo@N2b|Dc4P=t!#$pm&O|&v`|$$cH&RH*YoF7o;=>MHgdN7)P$2KkLP?@
z*Rl1~&F;C|wC68;esAW}XKPqa+Mipqq&8dA?5xrkMK1Tivz||TzOFvNQ@-r&d7E(C
zGbuMcj``W2%L?u2bJGg#c|PZF)(^j_9>=GLgmIpHzAr0af4gb2td{TMOS5;}dK0c?
zcv*D5N!RMX+D_q&mFuj274XM2{*aQ%+io86W?gce54-8{J6Y2H?ALmo-mmy7`rN#H
zcIDZSgfBa1Pu^X&$y)zyl0?nb)qHD=uSk8!+-khzvtN7Y1Oe@h!C^n@g>09s-}&W?
z)qEeR``rO@duz3yOPD5afB*Gutm(Qn<$T$*Lf%<=F0G#La<Gg)_~qG>f;-v?X?vnB
z2Zo0}zkO|Yb>znrSx=_qe06G>o$br--j!o+T9q0u-&!Par%mqa<%3F_k~X<-b}E}X
zJ$TBVMvs><Q;%4(2wpaQDel27XC1Cwup{`#v&~cHEnl7S)so|Sc4MqPn_cCjoy!kx
z{JQpcrMZh+Rmh>JSEmo3bX&TvSbSp>Ut!~|J=eanMeU9I>c?AI`^zj^{dL@0u2~Bo
zC+wY_&T7narSSAwyTs2@rAxO=+QDU%eRtWrnv_|)ZP|S$&a8{uvDVV%=5f<(w-5K$
zqy$ZzeB$l#OZz%De2_i2SgO5c$%5K<i%rjm_3wF8Wm4!Tuqo%GufD^sz422e9{dWw
zT*vhx_D<2G3iHL~N2}_a_pq;gdAZ-n;FW(&eQ)i|r5V>YDyS*&X-Abj*p-!Nbv0|Z
zS)rA9o6<JdTNYo|`<hMrc>Gk~)MbYxLgqARANv#iSX<ZX?xzP6=dtFWSycA$!==e#
z;g;_uURTvlUDCMg!T0s2^<{s|<L*qkVR=&Y`j6j_g72MFa;rGGzUSThCzHZ-Zk{~n
zo9!jEQu~Yhg^;N_rq+>``{wpY-|m!ivsiQKXoLFR*l9rzk~VXl@UVFNX?>pACil}<
zR;t~;u&clMZ0u+8dDUT78@PKet^4!b)?Vt;iGv~UymdOl*RM@xSM1FYDL!WPpTTNM
z^om!t8gWbZy?P>eUTb2X*3W6>Hcx(~t(K^?c+NCY_R9B#Ta#U8Y+}CuafQ=~;>ND+
z&l)Gy{#bne-;0&q8_mk^EK;7WY^!x(`xJpfkLx=2Ex~OI)eHS+pST)a{h3$b<Yig@
zsMfVNzQ1?5?o-%&Hf{FF>38I_W><3i{b#6LH|>ecBwoXXCtr4*72ou+Ws&vr<R<Gc
z3r%)O?#TWqmBi6pDyrBg=ax13$T~jxOxx8$sXIFUzCC;;xV+YJU3A{rojMQm*E($b
zT_trg@~OOYRJL(KZPkVQ6Ad@#B(F}Ncz&q{hv#FF^@_?WS5!|bGq3k*X;qo*x=`|%
zqsV0ipXLyrV&T5pmGhHl%z55(?N)D5xvBHwd5$I~g_}xNIeIa_eSd8U?*zYB-S?fM
zHeXnidpz){w~SA*zmXZ6gDK-=$<-G{MeYZMx;<A~ZK!qg`!bz({81BRpQIFf7e|}k
zn5g2e+_!IPf{y$8wN};{r=HKM+)_|sdAw?|*jbJR+m%&5`WrfhG-T_aoFg^;dEi+_
zktUaz-(6L=)Au@^^E_+1G(}SKsM5PH;rg4jR*0OR^37ITa-Bq<pD)vk)~`#}ge+Fe
zeCt)ezUuhz1Pw-!i>2o@4P8~MC;L5+6aTns#e;dxYkjwP&dYqn)ZCXDaq-p6#p2UW
zUzhm0O89`Y+*h$r%?u&>1xJ#WyPT{3?&`k1&M#}*nNp?oKl_R-R@^epsy8m(*1|1e
z%j+vueBLjUCDlD@yOjO1%scIQPfkldc@Q>B;^52cJ-<R#dk^RcZoKel>ss9<QyR}d
zGQ6~KvARmxERW0cTt9E_o5?QvW!cOJ=XvkDt<PW8agP1O{ZsqmtV}PhP~@|9Ew_`A
z>Ro!^!Q1oBmv$~s+kQp3^=tR<^DEZ;k=wSZU+>K%E5ZA>_NIGXSbr-t;o;7cXN&Ji
zZjD~hGs(zMruoGBWhHm{!dnC?Wsi$KJGpOp)RPx8*DlWtpLl5L6~X?8HsR6PIp+1N
z6@E*V&0LxzZ+c|rzn3!M{xXg#3>!p`YsVLF()L@rB6-IFhB=`h()|j<CTU(tZ_@gb
ztG<lC=DN++OzGu$i`Tx7Y`f<3``V<Iyp~|mkOyDBizX}gT(LWNcEx3$+JkbBR(s~D
zvao$!n=-ZH!G8v;@QTfIcdX15Sy%M&R*ci1l&;%?ldJ@TrDuHp-s++5d~b7>W?sho
zg{>wz{C;0qDtXVA^qg{6HuY^v__8iswEE6n^W26BVViF}c`$3r?-2f`eP8FypP}Na
zyKBRm`+ANCMOX41c<A}0I;?@=>zcV1CzoX`xq3$7jCBa>NsG0|dl+1kZF1IL+B`+7
zdX~0fccGRXzueSi)0rI4rtF%#SBoV*xJzV~?yY0*9`HG?{Jt>e`<lj`e(tZsY7X$9
zF$|mc<V9wuk!F7zyU3Bi#%Aw3bzAd8T)!%K&h(QAU2i<+s^sG5N(<d&Ip0PuyS#DP
z>>Ia&cdb6f^;<66HfAwjk#;hZ$Jva%@7nTxcg;NYd~cTWpB-mYSr3caNNrkms$$91
zwl^6zS&wHOt2nhaPVdJF`>56#R`a9I)$BJ^U2$cyO;uQ9^7f@^T63-~>gg)n%^CIL
zOxmr3?OvDMSPF`?X1g(3uAGoicxhJEl((r1jrpoVcT6!j@iw$l`@Mf}*VSd~H_n#&
z@tMK4I&|NnMN`sw{lgy=cZt2pU9GsVBgr~Q!1?Q=r92W{6R$j)e`eaBR&J+de!L!Q
zFJD{AGOvLD^I9RlBX@gm94HKU_k7l#`njPK8PEDmx^!TsK;dqYrwURI?M#ab92dRS
zZ7<1Mc}^?%Y;fzRt;wYsYm=m|RGe7ZR-2{MQ@WIeYe~oU2`BX=-OQeZc>O+p*EC^W
zRadA_iKy9h)AtL*!){D;7x_2k>VwNS(zc`}&g!?h6x{LHR6);ut$mZ#70E{vOgTFy
zq|6EGVvv~?P`T(j1G~tBEODh4%l9GMH=LATYFf8dTd=Fum%mWxQFB+ulS_|QGBkV+
zJMOi_jn{vk=JEv5U6+ez#S{iUVZJo=K)vJ=wOM;J3nx43%+Po=r$S`rvdK{;0()29
zV4Gps#lBX%ZPsL&<fY;7gC-gJaL>x~z2P8|a3#8N<%wksnyXjmup~747WrE4x?-^^
z!Fa33-Ylyb%w0mNcjg$J_3};svhrAM)|GW%g)=r3WzJY^_hsi<^Od^y4rsPC`>&{2
zx^}y0n*eY6*)5u@&m3C4tBq}2&+;egJ3q_!t)2Jmo-6Z}@MrEFdn_wif1lj&_I%Xe
zWqU6@nr_KFKkDb_BmV?86}(Ai|FEuVi?Vv%(w!#{9y{^p#@5In1F!j~b}^LQ-l#mu
zV%_~C)0}SJ4J>Pn3txG+W9^B5TR(19%(`|zc=E*MBDZYTN6uE=FB9Hz?-bAS*KwVz
zV^i$UUf&+|apn>=xA$GYY;4U>^}F+@+ir0=$ZY2RdHoVQnIBfZUSIW8f}bvYF!A`c
zJ>`dPu|C_l@-Rz=*E`n!?Mv(CMMXsZsCVgO36M}f`*oepaltn$Kiv;2t(IS#l<Z}`
z>6*`}t6wE@9z-Zx+%jNTvBz{}+n)H@>qQ^#Q@pxaS?JI6uA3i1k4$<cIH^KyUpceu
zsl}74CDVSqGF<D<&%PwLTHY(GSbmFk`p&hwUTU+B%)9Zgw0VWz%L(6j<7Q0Ie%U?o
zO8DiY)tB5?Jbxc_dEtlt&YU~b1B}mB9_xG<sCw;Z$izAQYipO6E^zx~Y}MymxZS`p
z<LrgxwV7OVreFBE=i<50we0V{8oha&u(gMQ&0Tb<$f-|Bd%g!>3l-^W>XrI)Vv}8w
zZ8qn2_2PbBj$IR4zt{HqmObcc$bP;zs!XTyb==z3ciGD=UtZed98{`%ZAx;=ZQD18
z=1LiO+U67+ot%_CcgOr^ucOU*TP=TuD;mE`ep9io%h30iyrE}Yc+Q<mSD#+dy=qkS
zpW)Pg=Pe;-w{jBxK591o#D6$f=6uC<BfU_5xvyWJY%;r3a^kVv)qP4?Q*>)1?}|(M
zp4?xmtvu&S>d%xkyQ|TM%+wzJU8ejr>cmy=%`EJei3iq~e)u<QT9iYPL8NQt7Tafc
z&%B7*re_%YzNl?y*$J+;2jOR<zAfBl7W3y!_SLPYx9QyZZu&WFsq&rpC0@llHy$lL
zYU%U4CO6fsDYk#XKcS5InfuKB7BpVkx9|FTF^z5M3zT-|GrpMkGETl@0<+bV>&A~_
z-P<i6Fh_<?UAHEA>g6n<)q1<;TmLv7#u)4P<oU<-ll1eLPt;3&IWP9ASM~IYJjV56
z)0{k?l&@WJP-X7gg1H{&7Eg9<RyZFMQdc08{Bh0M$F{x>DF@fx)b0E>@x{coDoZA~
zhK4il`rNfBMKs1(_(yP$o_XNSjFOKYzHyO$9A}FSr%62dpmpw<s8Pq2b?cKepPcx%
zDsg{s==QA{k<l~P1r{E2%L-kSuC>kI`R*U>q}934M4$Znb#2}%MwMS-?`DfnOkuR$
z9j?C0&n_ptJ$PE^mTSjrC2sSteRtk^=hO4owwAm;*5-KrKSR{cmrGRpSOX$E>X%1-
zdAVJr=9w}pr}o}!$FG=~cNR*``Q-54f2YIA^Ls1y^{(=mq&0cso$zhZd2<<MzOPmL
zdwbvVUan8gh12%-8|}Y*?or{qz1owdVh^8eGGKgvv{wG_tOlVQru~JvQeT+%yu8|V
zb@8=6v%-EIf0IoYr^wA;TIJfip+(O+#6c_l%Zepeglrlr*Ohm_nASc!Xv@;Fn=dxp
zaoe-;_{)%YUnAPN4((~GP5e+$ecj${sd75Y_4z@cUhX{bD%MoA`0}!=ZgqbH%wHTx
z+jID>km2iSv3uz(*VVP%0$1zKvie@ARyVcRbfd-jsuyb>>6nWikY5|He_}wXr0nWN
zQ)K$x`UD?|UfLAv7IpKm1dqS%>MH9itsN(9u1`O`>dj;I&uflfIh~@ZwpZh_r!KGk
z=Eu@EU+tP7_TryPuY{&T+TKIlKk^bz&3U%pzT}7g@`({C{87KU553i530H57QoGil
zR&Z!<RA^<n`*P1jc^&b48<*@7XySadm-+OW_}0q2?UJtcmv%m9=iQdR(kA4w^qr@r
zybe2+O`m_)JMynI=-tca3B{53%8Fn6{d;xgQJ+$%+b-kzYh#<v7rvYywMy0JbL_F{
zc`<p)%=fnR%z9PzCDYye)v1j)R~_@aclBJHpAyUO>zOP4l!LeY>iTHw_wb$@SN1%;
zpxN%JsT!AWompDHa?i}rtV7$|syiJH9yHyWy2RHwwek6_y=lk2x<uvG6~b36S$TZt
z1HWavyp!#{F8<ld+MZV!d*IW>0;?-Ir=>n0P44WO%*wuUozzsB+2xjZqgN|$irjV}
z`qrNHk-IIFZ7uAs-n%<Vk;~R9eA25^NBwPIpICNf)$Z@MRwdV!o_PnKTt9c7+xwWq
zx6a%=ly3TB(Uo+S;wZr=aRseUe%dd@)aC?*TV0I`nfBtd#Fmve*30}3-~6Nepj@%e
zq=g6GWMBSc`_Si+XGqyk|EzDJefKWeXfQJ^i#Rsf>~O&9&gsT^CVzg-yp=aMGf_;C
z=|NC@wzt#+GrP8(wZV}tcei}XK9OH)shS*b+<D~6O7*liRTXy*^S3R1^D^q6d-#gi
z>$UCAA1%r+<CM9^_Dub?m+0nedzRhlKbM{KI%Iavh3vNT!9I5)daf2&eRN1XYjJsR
zUtYNG+1sjT<{PdL-du6b^hxs9^`hPjB~PrDzpd)VT^JwQ(68n3rQqY1Em!CLXZZGG
z@{UIfYRg2AD<thJ-tm$9F=L<h{K-*M`}O1gGwlCleOJeM+QjWEze@j@q<Haf*6fP8
zhLaVT?_5949x!!($JYgSP84^kij}%^#%`^Y_dNM%;yL-RYrcQ9v}qUp{OQz_PrebK
zWxktET3WxQ{IFipy~V%#Q>P!fTVMGj+|s-=_3L_*Oi%X7Av2!ukFxEldX@9(sdU!4
zU-1H`icg-m_d1=M_h9?Ibt>EVqo(>fK3|$Cm1QmE%<R9~y5ei)-r}eY6>TZD9={6X
z%A_U#O-;8HnG^f2D)3OCxBr<hD{Z_sDe}(wd@g(H?)^edMcGqxgzT3(MKhGHdOE$h
z!YQ!IbL-8P>nxKeA5HL9IM4Fn+LYz?UJHU%=6hvw1!XS`xwGrB%+(X?{3_3eOj0uy
z;MwtbX~wy--^vMR4$lc%d#o@-e7P;FM+5Wi$@i9A6Ru4v5ja((y?FbSHug(9UUa8a
zm94#9Zry4tdEIySy!qLsQjh0*y;`_iXJ>F+cwWr*&+DdXb~S!kr+N9x*N1AmWiQN}
zl5SIVbw_?fo`>3ww0(+(^Nb_!=W{*z81wJcUtZOY!q~_+FRL0#zphB#6&B|o_3`+X
zCoBoymP#Fd%eZm!EZb>|`?Pdrm%i!#%y?P!+4cT;{~5ftnl0U1^?BBlcj~I0uVV$e
zqUU_oI=XD?sZASXLY39+FLg@KI-lqHY?ozN-}9NeUoKqy{Q2Ij*b}cqt}wW{XI<*8
zSX-)esVe4lfq&fBe%1Z5md|z<3q24FP3iArSei0ZK77*dXEvW)5<_cFite!0UNi4b
zu7zmRwN208U7NV^Y*1jAf_R^O$A1Q^%6*p4?dL}&-`vLkIC4EV&sB@X97$0(XK%Q_
zssG=8uZ!8A9>{!REpXYOQWf&r`tf?NqnG@iFXu`1)>d9seaP{o-BzDFDPL{MzphD&
z{5binwS>f~fY{!@d!Fyyv|V@NftTU`F4<~Nmt=1Y=Hxj3X-z6?ZQrTVpp6$Qce12y
z%#$y)xms`YVAhJy=_>z1rkLK?H8t30v6*p1(T?Y)b(t0xYa%(HcYRqI93`h4_I4-#
z%+Ce2nl8QlM=q^0wEVh!PfY2$c@gvSx0K&Iq<T>HcUVu*lgFm#XPmIjI+J+R+|z_>
zwQroy%jVDrY*yDTHVI@snAv8zjx#uYxts5;OD6Z3O|_aEkBj!C<b1V%9Bua8g8k!~
zn98u_t2v#$Uu8KNRVQtA5-MW%KeYKOL*ATlXQ}2J;i{Kk<i6A1(#7*;PIZV}=DDg`
zZNCa`O$*Tp0nL}Y+Ie|WEiB%yyc}_7gKhTS%{wh6vp$_L*OU;wbX2+V>$>vNTD}Ue
z^VQ0Cbl&|d{9GbGw@P*Cfgl<AbNdQ6@69-|?$PytBnFo2CX3$gd~s-1*8P=VS=*K@
z4N0H%CgF<N#IrSbm)||X@x1HHY3oHdSgs3a*`=OzRlcj6&pq*c)SCya?NOih>K>Og
zeN{F|BW|nU+$UH2%{=ekl-d_@@WdMH*$M|fUfac}U=!THduwafGhgGA`6dMi{%n16
zYg>n<b@uB_U1rVo_E$^pJnxTMUuEkvMYw7{@2gpHXFkSd+irHd`t{uUr84HC52X6$
zCF^A0ICOnq&*Qaz0#h$-FFx<|RpR;5?Ar=F#=nAjEb=_ho372}XYSj2KXA3J-zmYK
zIXS0a?Mb(hatoZl-fNE20Xh3$SB|rkzl`I}+&w?pX-?9_UahLWto|vL2iCf$o;<(Q
z%yy^bI`*>afS%ma9n(JiIjpqT-m8D&(L#e&O?=rGN?wMPtXa0MSKRPTRRm*rpT&B|
z-nNTB!l&PeRfyYD7~8Njc5iifx5d4%jlB`uy1xg#Q`>2|!Snm-OEGMZHb2R;uy3uB
z$jWxBxH`2j?rq`iS&!0>pN-vmyHw^nbGgEuJLT&``zGZlvxTWV_|Ne5wQ2dZSAO+Y
zkr7Y+76&=?oIPN=ChT~u=T=!>kLyp~Y3_?xx1XEg(zDRbZs$rNgNTx2#ZfmN?%tg0
z((`<|XlatA+}1i%W}C;BtF;zO%3OD9+W7pO-|snpE|`m+Kf@4addtt^?Y*7e3tLU5
z^&Pr&d(M<I$1T=;Q_nZ8{e1p)<fl1Iw)?i;6iq2QIj8it?2UCy-_^@6T(7qH+3)xD
z*xdyuk1t$zL*<rTv2f|yewkeo#SuLoFJtFEv3V|f^p4u4?CZ;Qg=}^@z4|7q7wMbl
zT6L$$^7}f){{7dMMecpQ_F$Ri<=Qt@Tf`MMFf_;7s1_bvFWvMz%{F`a_Wdf%yO$Pw
z&6#*<*`)ArTiGQHGNH;!bAFeuD}P%({e5VqUg3q`S5`|^yX=x>EIlvE_b{Tn@cn;=
z>#MU3RLYm0xoET^B2}gFec%kq&40CB`JZ=f*jts}75$1+{ldv;GqvSn>Xw$K7mm&8
z)B1F5cVW+G4==-=ZQB+ww!V%Qh-U25_7u!^U~CM!^(I?lZI_y0^PI5iXw9VT#Eyf{
zR<ArA)U)`^R++^j^IBKrTs>BJ*44D*z{}`wKW?%5Y6Kbi#?0EW&`-BU>pA;3gNOpV
zsYSXL!k1r1=X6O(-QVI;d{%I>s$+ae(z+SPWzxICFZtbhv{yCIfm#0A#0v>EdsoTK
zyl7RJDQ9jruX(%IX{)NjxSckF5Bo*WdFB}vuxXopy*OhPXQ{>HtW_4Gv1>b?gom6w
zaY9tE+w#%spu2W)%k^dVTiy;2x?0tzU6{b-8~Lf>xM=2Tp_Q(iwNFYrn0k4zRrh>f
z*Rf*NB!y=iCzqQSw6&XkG_c)#X#qzi+b(9g>JT=@n^}+Tjb{bkJ682<-MZS$d)_=3
z#ARQ5FH)L&^6`Y`s7&krN6&9<;AVYpxthuGXxiho=T`6Qd6l%ox-&oPinz1H*}|mY
zS6UaQJP^{fj@TNxtZ&YpzRDH<F0_1o8}nkymzCx+&$~_@EwfIHd+xDm;ft(OZ`Wm6
zvS;1siepVyU3gRK)ZN}KuP>CWJhf8xKLgiV!ShuYEMzMl?OdO{NvQ0?$}P<o{%XG7
zJ^#>>W1cI`1RQNjmX>v9`MwF8>M5($=;Uv!of`1vxX-LaSA~!MGfsKlPM)73G5OCb
zV_`O%u*(`OCI1<?)`j0&Kl{wd*U1XUiUYUQ{*Vb<%~Q{L+;pbm!3UvwVI2kc-NJ8o
zl~o1v+wwp3x7D5(v$lJpiPt**uPfx)?Vp=+vTwh(+T%#l<|*qso^1H@>(><?<Fny+
z&#PRWVEH;y&E?UOH3}Vb3j5c3=@y^g>(i1Ddf{=tU*?_9Puu*@JvGc)yj6c%L&?gS
zx98RKzYLk#SAFq}{c4qM4u3yJo^A4tobYFFR`bM5n<iT><;qxhxNF6c=aYM`wjH;*
zns&?oVb{4A&$i@+zdx&ZAh_T8sAc2%Ypcb+tjzoCImthf?{UA^@-2K{Ep07U^m@)+
zbLyN(`aFkco4x<sWLsm$SMPPMc=Cx~p(;X~-(?(CkFUDkGfkoJeaw+a{mWgi)*gBr
z({=TzN~_=5y=O&Rt}G1n-|KRzVNX@rs-EX|d&2aKmTXl|p4_`=YGCyCy<x$V-(?rw
zlKCpSXm_{qlig8biraazm$r!p_7wMRiFRT7Wc_T7$B)p*{~6Z%nkHXe>Z>w$t7@j%
zN(Py0GLy{wsxB{`-M6*l^OISpJhVb4U3$9c$-FsN)qTFN`j^MgF3Pgm%+Ph>VNC&#
zJu+d{inr&KEScow9ydj2ft-8X)-^gsSMqL)dOhE2p>KCJai>kv^mJL)T=n9vz|<l?
zR`U-lZxj^HyK;ar(8;GSWTKq$td{5Vox?m&DlN9SRh#)$)$~R)`-*eM-aks0NUE>j
zYax8%%WE&s8@G(ECvsYQh(@gZ^XjC{*A)d;X>)`xya|l5o{*~`UmUjBA);23Nv7x5
zvn`6D=T*YKrM1Vaq&)e)%2!^7dDiP&O8)+bR-eq@k}kirR8w1OmH);=I}aYW&HBT#
z&El<hsYH+m)3mGYK4Dc^=dG4Tx@FwF-5A>SJ8VYFhO>qXj%BON&iIxbXcaB<=LOT`
z_c2G#1W){RJ-bl&S6%4oyU{Xo#?hbFN*>m9Gv8%twkzRoRj6=TZS|~q)t1NnI7BCX
z@G<=Q=k+?lzFCV;tnQe5^UAH*jWWfJlP5<_yesqf{-GTwdRA4wj21lEP|xgg%im4p
z)o1INH;?xye0dw?xzgg8cDv9<<!8TsU)#bk&sSsNm42=LhF7J3-oE`ZTyb8I`=>Q8
z64ga7-M%fn{nGBrpw6RbElbmm?wH)<|K(_wwx!HGO~szZCeDAM8EUqFvs>53wJ-Lx
zSYohKCjHvVn9VEJy0%Q76DmF9MDRPqn749Uw2o@uc<@fTSpL|ild7wWLJpU#P-@q)
zx6gXrV&dK&wPwz}R@vS@*W&Gl%zFG$UmQ7aRID?5Wq)tt``EzEb&b-ya&O*=miTbE
z?}y#h7lC>rMgG@zoHh+OeBJa$J4@->CD)z1r%w0!=(OUv-&gh-7SCosU!lG=<>sZu
z%a%<%ZnxwT+d;Xh4rg}ATyZKr@oeMdFkOw=ckSnDuh4v_t(hJlm-WkwuQ;YJ{N^mR
zbz6<rv57BDoY83$?rSyeZ2)(T+MDWG!CuE#%h#$FTQWGY6~2%1EMStE{6p&O%m!O+
z&36osO;6p9o_E$tpe1aY>GNGW{`Tu%Mr^txBB}m5WM1&BgL`%#nlpdF3eUKwp>r3%
zyK^_z(Nozb=wzX^KKrcCg+=8l+bvfoJ@~?YYgdTBXxPfL$?HB(FOS=*KBJ&;&UH)9
zyA8GVR<~~z&a+&qGD%POv#9!xQuf=TNAJXWoT)Uue6Qq1rA)Z2NrcMelaEDPqH^!d
z+7xr^PD6}2yXoru6}tpazKyxl@SJH?W$&!lJ;}*^%lFJ%ekn?A)sgjQ{2#|XPp$A|
zH~kpazj_TH^C#`wx;9R2s$7Q|!n&qDFP_fZ*=p%!yxVS$_rE#Uu83Q{jJLR*y|B;t
z4u8~_xz>TKZTxXtUpVo~ni`5MRXue+ZL9SRrtAxA6Q$kvR_>drP+)mpCVXYI0hcz{
z+3zNceM6>RGUaOVyK%H~-o`2sGwpR(^gc=+d{Z26|N2%pTk`(v>%Bfbd0IR3TS%tc
zT>Z)ti?i85PkKJi(>`<WvCh??e}9)u`NVNHK<G*7+t`u?m-cSAbC!(sTfFI_bhf5?
zkJO%Z78cKT9-XvhnonQFqg`tzJ~ivrJuvaSso;6re_I7=qzWumxGtGx7oCuGe;g{w
zzckC><;1`Z-<O_QpOm-TSaOQoys56o9M?`eZxfb1p>Dp{i?}vj*Z5$mh|lM*ZCJA1
z@?~tA?W&fO(`0J3&Ro7;JlBvXEau}k$tU3fCoEq^T-LWKJX(0lY~oGf-Z>2Zrj5!|
z^R8aGqsLox-C6R0+V-BXSrQ@p-8^NUgslm8UzXjTDPdk1o;YP1+s^F7%RWzcyDwJR
zDakIkbv5@6+w7^EgPw#ZGZh%e@qBovd*j8@sPL@ksmTQe>`SXcr=C<OS12`oJV8Ke
zuekq|51i{}RXM8py1m<K8+LQkV)^r?7u||j3(YR|?l@brasS@ZW8aJ~F3D|nWNZ!Q
zzqX7|JA6a?nk>IstryJmmxfE8kD9Ku^OjZSm8S}m7e3p$y6Nzhs&IFG+y4wp6Mc5F
z{0jT>XkG8}u-D1+W-mAGw&sz`uBwr{yL#r1eCOj!%XBYt{gU`>aq!9GmodMicgxKb
zz1VWMYrp6+jz4F4S8s~idB$=1yqC9jM{BeCHQTplI5V8TwCi?;(N1QD`R8_~YwTs>
z;#{5O&brR>m{qu=h;;G!%UxS#63RrC3uE@onzy*zv(7avhHG!CVI-Tq)UkOn!Y5W4
zobP0}ef7n2u_<S9+;6!nDQrTutIw83?y&oM)zPAY-L^P}ZQac<(etvZ8^4w;TI%%A
zy(c?dy^`VM-|RD~d$jybZ@)TqCi+77%oxp}t9QlT^iP{3y(;Q=W>VF!aMw&lt;%OR
zDvtTtW^dg3GoU!obm2{}f7dVE?|Z<+mUZO2*G0h}&vt6YHm69f`h0Rr&p*?rXN}jb
z&GXC@+H*<hxTrJBtcmmIgzgYAPFg0l`T44=LDOf;XXl+ekhFVubie}U{<>@{7MFv^
z?bqfmS$W)kX?c}$#Km2HJ}-5zFc}|@dhyUA>Phn4s^?3yYS(DZbIp{<3ktb*JYsY1
zdFP`(lipQ5e!Nrf@T}K5$8G*iU9T0(CpFnG%-vPOLh^OE!{4kW35*x6UbrE<+C0}s
zBw8oAFLR})`-v5^@{A)lo!jksK5uLHGpj{QW^KP$cDiWY+^SH{8FGJ(V^pf<-Q-a3
zx)VL&vGS~w$9*Hegs9C5%zLxCRF6MC>baE9&KGr4vc#pmCsoh6uKI0*d~=}q$~G-7
zUD-D|A~N4sGnJk^xz1Ie?O@xBEK7Zc_b1nyrrdO!RBrXTP(uCLOaJKob*z<VrvLf-
zF7xDyCXe$`>tc7!bM?CLu6)v+yj5~(5#hGq_VlDJ_4KsOcFpCneDrHsY2l_XYgr}F
zKaMcic{F=j;pIyUU!2<Y!t0c+d;VIs=APmZxd6`RpBK7)Q(Ts%UHmreLJFU@n)x}y
zf38`149x!1Za3|I;aB#2Y5G~KRr9`_Tz<>y%etgT#gk8}Z_VVmyEtu9be6yE$(M6_
zt~0K<`=RJ+UG;*H2Y<8A=RZ%L*FNj|^w`$3Vry5n)|XzN=WhDc{8#ff_xy9aZa>eN
z^?CP-+l3P6?W3}EPoFp!81~84P+6`xY~rr3OS|r#coK4+S!3;NH^HYl-RJWhY{HK2
zTkvtid7tt%!E#kRA46|)n)b|+^{8I+E!H}ewM}lX+vy;c{@HWFPk+lf_2BpQ6*ul|
z;NpC?<CUA{vfDOKtvYY~a=Y}~LiY9QZF>$Jl(75y@S0UeO!~@or|t&?9cJ4ZQ+3<<
z@<QvVPe0{0KVy@vSR*~j`0JAG)3q$$2b}wxJ*)7-uUCdeo^xVf9u__xmw8Q?XJY8O
zb8mkCx@_|0?*qyAk&cmbj8|%04U6@g^h)QLUvXT1dDgq*{fGAMeUm!Lu=T8G{=?ZT
zWh0!<{s>?0X8bJ7eQoDT&x_&PZp&LAU*K6#!EW#M)t~nVf54<ryEwM0$7^d_AFgM1
zR8pUr-&EjNb^TIQc&qN)j@uH)<-UFieC8?7Xcc!UcX?{@0UO%~-Y){Bnf5KYXyWmp
zxBQS1drbJk$cRH7Y!|e1Tvk<uZL5{M@7Eo6<xCex2>;ziZ=0n84@%Zbay4Gtb369h
z+qa2H(bwAUhgFqi-d)SbepF6*+AZ^+AFu7Vt0{b}QmEAFEHmr<Kc$L`DV~8c<)T0D
zuFKlwUvN`><;oVBXS?N{PfM9xnfJF#YTbg=spnUk9y+a<_T_xmyviGMzO8vYsqUrd
z7n6mjrR8-y)}A%wX0<iS3eA1q?={Qh?!@L`qeW$FXSwVB<*-@Ucs#4Y%{40XYQ?uz
zX*ny;v(373^w^u6`RWRjk2^=MEmW4_xiaaba@*_cTito8izj;O8?BkT#Uw$mcygFp
z>cN*2{n>Q)?h1=uY&@^x`|{jlw|(so^v+0rUutqttMTA}hS#ByMf`WyJWrE++!!=j
zb8AZOmgTPlW(F&*&}o;sY$QF)<KmmxX%7Bu3p^QZ9!=0nR$so<<y6CS^|fZVl&AZ0
ztM*kD2Cr6s9Qj(|{Jod2!)AHJ$V|{&)^oeI^X`Q7dGqF6EegHz=l<L<7bpL-_tyOF
zDQr`|HTSpRnLVc-m)qU7zFJ%m-lXlDSn@>XbI_C^wx{w_4Ptf9EZuSP<&UeACoE=~
zlMqm3o8`3g@iJ|*nY*_3e47{gF3WY#j@###vf2D+5H&dFVEgyQm7{yhbZS@nvrX}7
z`MN4z&#%z;z=;FPCSOpw+MD})<DXZYlDq#iXr<)bZC@IZ@aM@t5zoyk=}pF$)@nCi
z2<hhfUQ-`6H-vG{e}-1mwOdWM{@S!-S84vP!uR2iu0$|Tuu59#sT0BQxoa7dQ04NH
zW|y3;pA4T|=6UdW&ZC{*;%9vRvcTu`t+um4zS3&Xx80h2PG@)FwGCkpgfE*e>fuUT
zad3Oljcq*aA}4kF9vKI%ZeTwfR`d0kkyiA^CBfyp4SQ!lZ@xA2Te!^guB*ROVw$cB
zosf_b$hO{iO5fX<<7Y?3d!Oo=Au@BWJ((!R&TJFrGHo*R_X?BmCKr`v>^$)#;ezVV
zU6*U7os;yBYJGc$XLb6mRmXDOo=u;zeB!~SLgv?29F#d%*tH>W%A7e;Ci@oL@)S1N
zvhl8wa93wp!jsaKdlt^Q@YCn##G5a7T|Rt_{pqatx_d&o{xht({II5e^FPs}nSst*
z*tYT6R)yD#?rSi9uB|RR+jP#(oGogc+qa%ucRKcx-o7_#X0jqO{MUA??%8heCgYCa
z<vx3^=U*yp6jeU<2pONe8}D)BrJcOM`YF2`U&v3$KDT0Vt!&@Yb4ybt=IFPXW+u*H
zEzeKNe#6UsWL;N-c+59-(`OShZt-NvpJv>6B_X_a+4-eTqFzlFuj;23hInR{o!g;#
z^tJ5y>dRXfni)#oeSK>$8~2e?#>dBZu9w`9YkNl`h4YQS==~*puO}3LSr?nT@yd4V
zr#o(0<ouS}Ec-_1w#UJBMv7J&&MRNuTcWJ9D%5>{a?IIn#}`*AFN@gTv*K^osl^)4
zMbEk0oIH49Y4*-3zq-zz)N3s=UMUy&r1Z;*6y+UjT6XvD+7LB!`FEDOt-Q;+Jesmg
zYTjC``4ZhRgKzQcaG#x)adumJy!Gwp7M(iw{nF7TY43wPCNWM75uCf@q)F2=kCU>i
z^wzGH3KE>td_HPsl-crWeSsI4Lkt2}>jsxyS$pzn&+3%Wr4x+4KAW{!F(&=<3Loz)
zT&usm3hkEO>zDa(N>47^N+F4fmv61!bb^1c@7>dz-o;ils%MD$F8sFoqvd&}<>|q<
zR$a{K%}ddjmHx1rd*cs<w3#Lq*3(vO+4K2m$}QJh-}E;ae&QEZI^&yG`K0i+$d&1{
zrhNS*uQz)xKdYa%oNLV2qaKr<d|f%yyg2Ocg${OQw)F~HY#gS+jR#+3ioAVn6XbtF
z$iyp8?yE%7a#1BS{wU7?!HH3ZrScOT*PIkQoW8xPB<J7<_s79@5BoUTHcnl7XGcQ~
zLvgs6PlId9YJnTdYcm!c_j9$lzr*Y3Oa|q9Gv(Y_LVld;%i5tLAGK}jW#ju!ANm%j
z-pWd~36|+84taZ{F?7eW<a=`%j!GQQVqa*r-fP0MRqqnqO^e%PLNl(<)O*0HG)Zm|
z>y*b^{X!;iEM#0@DH?g@S;w8vUMXwkwKtljC<s&q&tT%!pTVmyxwK@$8;8Z2tEG3Y
z@;mDJxND-kZ1tsJhl@G0dMsrE8yr{gvzyG$5X|r@?)extb*JbQe}%41n`9b8mi+Er
zn(VJMxjyG=(cx<g)7R#uMVWla615b0*R*`4o%1I~Q-RmMD$izko>hBuYU^pnjX~2S
zR?Rf|nizU!eWK|T<#}1539L?ER$rQX_1HygGgo8V7w59XEf%lT6r0jDVb-$c_ttb}
z`0~H?;?GJebg)<zwxjcN=zoT;-aB8H{K?pr!=5&GM@Y?;5;K;kFArR`d2+S&sLBl!
zKSQsK6HB>$xf2gdtSmfgp)VpBwdA*8;fxg#q0NC0ijS&Sx1Qk3V)82tH+!^d;(4#K
z3oN(2cx5wp9@W0VF2m<*eum{^=+ir{I?fE$m%C$*Y>5xj{C(89OFQma&h+)B!kQ;n
zmNy<%7WDV#51My@*R)eqS>IMm*_YqR%=gfawb8yt2OjsiN4@7wzjJ)A$MLnfso4S-
zKk#?`(KhK<a6IO3v3}wn--Xg1x6fE8e^`HAH|!8g<IO3;&BwGqhd)wXay`6fRawuZ
z>;p$GwxrFvx}hcMcJYlr{~4~OD7hbxdZe&@(xZ}2k!fWI<hH)swXZXy^}Au&w{^cC
zo^O6o{eIiI{VFNBXY*dU^|GsFJeeHW^nK|fyVf7Y4_?=@dql6CP<d`)TUFPok6}9^
zPJS+o{-^L!ON(Q|1C0Z+hVjZ3lVc~&oFcb;LiVGlQZu^tocp!;MYh+p_{L4wmTZ5&
zvU^n)TlGBt`lxUFSv{ZLaXuf%TC-E6=dzxE)vx43+A|-0J9xHMPH0k(O8@E9@Y#ZA
z-d5lFb?vKBvTdd43xSwbHy2I5=vsJIX^PLp%bypSm4_WG(7JOc?M?sIX-a+q+twYi
znzm4+aL%{0HTxggRu-$<ZGG`ibzVp~!@N1ykMC37J;VCX@k?F#^ZXZ{4Zr2Ndf67u
zEUA;z5_a!A@AZ8x*Ujm^?6TQU-m0<fxT+NA7ZHB{TUF5Qmx3SMPgz}Gs<PNOD|`CI
z$;b4|zS-CZKaB4BIQ#jL_MYoIUVAX@tq^^jdfsm9fm<oh&d=Jeb${de*xkvZ?XtVi
z8Y%TmOJMlEb|=&1pW$o&*narW@U3mDwCJhzkDFsnqI_k(Jk$uhX7#34_Q8H$(|MD{
zPxl^H`TlJ8Or4FpmG-82M<_H|Tqy~#*E+aoo081qS)U3oO`ctDwd!GvhHHFSrQQ4`
z+;e@4j8+xLtz2_wiP$590*1etCDFxFrxoM&q+Fl>W7?N@g>(8c6Q61vuD<i?)Q5}9
zE&W$Mj#Jp@u*t0I*-m@Lm+T=Qd2-xOt>I0|{;qmI>5JOF6+gTeaz_gnz5Z-)F8g}x
zmFS%n^Y1@WmX440U%XXQdCTUAgAeq0YbHMW8=w;;)AyfYYW4Jvt$Z?K>$_^AYc~0A
z^eg`J`po2_l}~DQGk(k1D2ncDZ_m>E?00saQTFT#PFvoxHp3m082@N|YL{PIt~Dua
zlkxI~XHDsB7wk=a*WSKxeZdxH+pLM(&t<O+nY{6|jdpu+kJ<gGskzdUM@tV~cx=Bk
zD%!X)y7)zrhIOgsinR^L3g3tO?)b9yVw%-Q|4-uciqEEfeHD|puK3a2j&J9)-h8n(
zGxt8~Dxy(*-1NmR-VG|-tcoW`T+1@KEv`Ie>bYZ2Pr3Fd#>Lhfp60vy!m4ElyXiA=
zdE@YIC-bRqcfNci91vz%ep=@D<Gw35-l|O8z-VcD{nkt2J5~?*jN{HPu837SZ1LxK
z)Hkv2;Ae&w^ZZM*)e5Ba+m;rsIeoUeb?%n1i;XW2uASN^5%7R9X6f56$rgFXcB~HD
z9{hZj_U}tuPhSt;*z>ukaNgEKaj!D?7|$l&$>Mu+z+ALd@$UP$=;EpGig!(#d{Hd@
zN^D<ogi(xj`mCDO*EYvaDPOkYPT_J((=wBtY7LCaqV8u@=9He(UV8bhw}8i^U9#HB
z7h74j@6wBoD$&tizj>RHQG>;*PKmP6xCPfsa|O0H%=sMYHYM6>#lyu~b5@t{YYAsn
z>}L3~UiGS8UGnGj4PQiW-aDz&()vf6@4oZ2O18(xMPFZDGVPY~-PJ*TQe2w5zuBCK
zj=AI6D&N1hDz5)w+ruZKFUz7>1RBbkV_O2X5*V+|dG2SOSFu&=>Z-l(OUn$`lx#3q
zvA?w{b&)$~;Dx@etCLeUMoUVseET-$?Aa4S6K8!~9Wpuli;_jzf@haMUHGOg-CA+r
zkKNX(t8Xkma$NG!&RnA(dCaDFP8Rev&&!U_7Uwoe7L|0pAN<rd>&UU^%sWkwb}T>n
z;McQ#Q?I;PlzXOd)+4`Jn>-9G)+EjL{qmx+&r~_+g3YHx2cJ!!P}cYLMZZRq>|%AM
z^{08tCgw8mglj9GR8-$8B_G<n<mK^Op?QA=&&QosS=v_lFVyY42hWkI>#oV#$cQmZ
zuIsW$?%)Yq`RUG+BUh(-^@pZzoSdD|!Fc>}-`1j_4yoD2E8L~#2*$8}Thp_A{Wk4s
zrPG6tth$oFN;mHA2S=N0rb}<R8(Kc!T4a20_ax&;UgJp)rssopKiv}f++9%A?r(q0
z{7@%Lr9J<?eetk3d2o%f^<#;1S#RggJ$q(>hQ-&naYe;1%0iBZ%<6Kw?W*#rC2*2&
z^|!`{3&m8X6u%GuW53|`Ef>ivVy0K_z6x~WIKjf~cPT9Q&aasLn#KLwj+|B58fdD%
zqmAPn!-Mc?Syek#{#<QbmA!k$x<|EzF*4Jao;R62J^RnujX&oIg}k&CPkMXin48Mv
zNbAZMyoyugmMs$c{(a>WJF`;Dxwr4^5#i73omu&4wPgEx(|{A6qFQDz(yb<XI~|$C
zcr1(I$gGA*#b-U5wsnQOd53gO=RLU2?@>BS&&OEX^Yu?-dR`e{+BcnBY|_TBH+*at
zip~4Wb8VX2`yT;o@7pic^xGlR71}TPFZ8v_@A=*mtFt-<`$d<msnxd7x4HV%CNy@|
zu1u9U=f13iiA`FKNt*l8iZt&^t#nliD-4a@;QulxVcxzems%dR+&z;TdheFxBw;^K
z4u*93s4E6f{bjClDq8+4%|7GzP5$}sk3pSo)?tBeNe&_(nIF%RayQv%R;K^+@jQ)t
z9N*U*;IO%R<lyns^Q$ITT&wM7Ek3W_w}s=FpXTE-tx%R(*%$Uz?7bL&+Wzip?ktY8
zF#)X6y$!2!#W_~bICh~bn024k*Q0rxHCNrP`aChxT9(Uj=d_6et~pLiUEK`BFHgJ^
za_2=;xa*1Kw{D#Gx+C1g`M&F!;bo@vZbt<8|1+#wy17zqtLskHBCBi3Df6~&-IBCm
zmZ|pT`B_V*wein7bB=Z8&L<)BB9BLzNl8vgT=!Hwt6^RJd9N!e&*#~5ExRGgo7MYM
zbc^wx4OPD`*R0RlK5^bxg~aos>rNcMxqY)1$KPG$t2x+;gFjS<EY8a+6<3)oeb#5%
zx#vq`x@0yyZqi=AwaZ`u<5`!v6Bo65niM|vPQDV{H_31gbKI;AnsIY~UA}Zf@ba&)
zx{Jz@35%{R?>o6<!z;sCN9KF}XGod<GVZ<VwBqAFk2XBtka)goe$Jm05i+)0|M1Vr
z+p?2cNNhvg-RYm#SMA+sX(9Ujdzky=KF@VCLUTSZ_rK|RJGnFDMPXRioPVO33$@%O
zzrPIKHlgzP)|{JbwA_xk&w0|d=CFk2Y8|WEidFu*uPvOlduz$X$k|O<6ItfSpPO@d
zt*Phvhq2sgMdyNJT|O0Mg>II#v=m*=QYp7=yHfLV(a9@SzKbNydv3KY`(@zCG{e~G
zll!hldGy<aYE62V{bs?|jn9Q07;Q>c&32bb7QGSUV3!lFue8JBXj$;=%vS{=1^YVI
zPMkGW=JC(aAU=PQh0(VBQJ1{T?r5G}tu4-6d~KV;WcGF0{F%?!#`bU1?#eW&3YfCz
z+%@r_ownI^Vlq|XlFU4Hq8E><g-hB;J$kzB#QUDLJ1<x`v1uEuxO<`MKf~8m>Ju9z
zY`B)GpZt?GC9>z)><cdz^avQfj$+|D*7cB0yVA`qdsd)l-&~7rU*yH3UaghUjG5E*
z^lCv>*c?4)o^X{%rLIm!?yGOzVX(Sho?N=6XL6i(x?<w{xXH`i&M_V@jElLtu1fdl
zUNiSiFRw4}^R22~`daYddgaTHLK(iTyLT%z^!1l@rKUHYPCvTwm4VOOzU<Z8nI+Fw
zwywP(@y}`3@9bq3q9wQTi<_3@eYf5az<+4NdeKOJ$(4_b4o?o=)FyM?JA3D(3m?yV
z9j~wuefVo%hlKg*_?VbT?Poi*|LO?c3F?^>m2oQI`QED+Keqg`>AJ)0+jK!cuqXV2
zRNJh@W$x>}KJV@>xl^&;`L?BUl)=+EQ8%8bG_crxJs+!Qe6;L)cI(%5av%S`p62np
zD({2O)8z%r*V|3y3F^}}dwat?>ZErQpS#7|$lbG6ozhRf@L&$}tzEyPTb-;**6VNC
zA>D93I96vmV}Q&T(VnUA7haZ{bGt5mgJXT`xw@&VW-TtytG?cPJ6poK$ntM?K-Tgr
zwc7J<Zu@35HDz6YW#5<WUstm|w|#voXZ_8++KaN!*V(?_HrHHai_J~<x$iP#{q|hv
zEqStWZRB#6(g)wx#XeEp{B`x!?F%pZ@o6XV?#$1*c15t{xYtsqNso5zP&{ysHD7q%
z@)h0kG6{2nof1AqySm-GcWm<=nctW8Et6$iX>nXM!GQVJipfomGGCv~Qhl^5@Sw^3
z5OLnaB}WUVPvUF-xUQ?RF8KVHbw&?2d3=2~tM^II?7+VMU@_<Gjguoc&FNnnJ6Uzr
zlo`r<%iXNzxxCuFH}Gr>lgIg*>-xnK3jZ0b-ahFmjxavPpY_`7#OG(X_ntS|yG=rc
z=hyXlaZYUSEZ)W)Eoo+9ob~zljpBJ%*J^qhU7cg>J>B{AQXi(mkg^H2ub0mf?mC%b
z`qr&lE`QVXWE*4V@Ws<5o=tG@v{)S&J@?MFOLL^I1THsvQ*2jY9JS)eKU0yiN@dZt
zvYQ2a!c~^awVe|34r08*b-h96uXR_JW7m}~9RcmRC&eXR&CE3yp2Kr(Mhu^WDNCYJ
zt-IIeiCdoceVtr2_ga*&cEV%R1)EZ;uj#!%wq|k9U#&T7dZMq+UiCxd+4Qb+;qmW7
zioA9_X4_B{m%3CbSwnrT&*a2*)22^7e=V1IS}vJXEpTP`+&#s~OS5Jc8Q=J}PS3Kq
zr#Y(I%suM%)En1Kbz-MEM6J7h=JbZ=_cqA3`4<Ks*JSJPI=h-LDCkAilyb>{TKAZc
ze;EpiyZ%i*;968*X+JmTpxGNKl_dwym3v&87hpW`xaoP5uB$~w9`@IE?ks1sx$<c*
z<H<?lPkseAOP#%ca`ncBh_toGb6u9*c3sNyyys)EfWxo8uXP&#VlHaUV}BaCJLbjH
ziRZVyt9%(Ev0ZJul$i4Jry+8Bg|{~4N^Vt}kW>}A6jZPEs96^V@l;)#I8iKRx8tfe
z%@e~kkE_ene_b7};yc@5Y0DLE$&=5v-{h<9b$<GA7njKI$!TkX18zLt8yz!=P3x4K
zxnS3hjf|5cPagXvTexJFM$SvG<6So+s*){NeR7=opg7`w?Aga|cYUtfTz6+lSz));
z$vWKraL=!B$9(2wlR0a$rHb};PUKKp-!t|2^0g6tIy`ba&-y=o`zu^!-t(oRr=~4+
z;CsI`ChYO+AD8R7iW(<h+m!RV<+Ah60}HQDo*X97{64^v`}S5rt*}?grwpnetzy2u
zUbHHB^4s?zF|%&_@>!~VQ>^pfZt6K%eW&S?!s}f{Zk8r<CRzTBy?Wbt+TC`q>2KCl
z{K;PA(bP9pdcE3?SH8;IrgEHk9(AL+>->%$R=ceiJSXs9+L^s9sX%*TNbcO?!@({2
z$(lDbk5|>?8EIR2JV~>Zo4TBbo#D}T_h!3L?YzttCv5G{SM3nyejD0w;7Q2C9gimG
z#s^)=Yu|Q8NL$ZM_En|#=X;yx_OZW?{Jf>|>vD}RoGM?}ET6)Beg3(*#v2}Od}67#
z^u))f+LN~2b*umNHT0=U>8hT$0R{>DF~2Su26-1<_WpNaS!YP!-q$vhPki}TD#0Q+
z`BJyCsm1-`z@-w$<Got;7rqQR=9y>gaAMI>&7)r>m6@cQ=WU%6+9`AGWX}Zm*Fneg
z7RY?|)48hsCbUV(Uh8(xgVI%NUNJS;OU*MnzGC6FvsZ+oChwF9k(=>#^-GBaKZcdl
zL|<7hIu;c8PIZrEp1bJv+irV8y(2hpACJ3wX$`BpPgu80Y2dP3DLD^P_-tQWxic1c
ztS;u=X}fyXtN{P`tnRyW`2t%?q9&eJi<lUxcVzNQ|MGJMS<~Kp$|}wIoOU^P<I@8S
zWvez>oH)5+$>e7;g#kU&ERR2RU6XX_ou;Jn@@q?O`TK2E5ZUqI@!D*WM3dhWwOZBZ
z{SdWh>0j>EopI3SNf6(nts7@g$=ThP7&w8!Vx?W)(oFyQAYOZ=m}^Ii`0VYMI`7u)
z_q(d8kUYt)`agqJW8=xUUT0cG?j7z_NWQe_<&Vp41s-3PH~44y{gQUne$^-<;PL0>
zLF0Q<5_p7vT%D@DrHD6M<V}g!H3iN&$;&^lJn*yryhvhy&2v*mJ&X5IM~y6J+3r<7
ze<f7<s<n}I*n?Y+2iEMq-mx;~^Lh2I)vq_cI#=fNxpT_qznT{{WS*@**)z{I`0>WI
zmp<F9Jf>^*rsRXiY=-w?eO8Y)Bu@Ayx^1V$bJI1N_jgWOcXjbXnGUl)>oA@PZKii?
zr))T<CB8AQ;%)S&=;E}WQ{Pn{nULP6t@);n<96JnZ$3L8ZA#ge^Mog~TJ^%?N!?X*
zBschcF!agh;c0#wTYbRsoTf|ijumswx|VaOZ#;f9RneyZKSOBAwQnf`Wsh%dUDT8R
zLVNkv24e=-7}ZnzgqC|5`QOuwikf^*d+WB1$MdeP%uX}1i@&sM$6BYJ$Cqzyof^KZ
z#jPhit(fh4#<^QP2RvWK7B4s`^Js+#!|#AuwY)MaZ&KFS@O)b(F7WOgd)7;*CxSko
zru^dDDzmbC>AK1%(^Te7<%-Nze|ofv`Sx=O=6fst&YnE^+Ad}PD^F*6FFd_<|B1T5
z^Z8z%y`LOunRvkT?WF@^MinpPELW|&p1(FEVd7egf3Ly}A52azUDtfhLgu>IWZ8c^
zzpS;lcq{WU;K}shrn6tIgbUdBhFACPSmUU8_u8y83}3#ki4OnK_Vet<5{F}1#s#(6
zlO`1{_;V-Je%s^yrc-^llnbq_)m?edz2tVg>4oTX{!yR4?2$abw6rW}dO_XP!<?R;
z%NkFet(-TR;m*$UrmBY;7BKOO9r+pgcx~E!|E+$uujX9*D&ZBrIpe9`^UyTWGd8bh
zrQUhwZgb6LQi5E?8r9W1Uz(q_{dQx&?)BxDc1oX~^L_bU|L;53rDZmouisj7xw*_}
zeX4Btss9WHkG3T~-|jc{-0hxu|E6AbGtgca*yY|SdGypZ^ITz_eS80|UXjrudM>K=
zgKhRU?kRt?CoKxQ^KPNYlZ$6!oF}+xPnxH=<6~U6QosM}n6+n;msU=yS?{d%q2KH{
zr;4)f*)(4{#&xGspEu6odaftD&+wJ@qN(l+&ui%UMxK-7w0#|S>s!Q$gQmXIb$lHx
zj#h`veOr8NHOJnGFQ(1f%=WWG=Ii?Si>4D&9inY5&(@rmJow<RYw4}f)9yv><%O}Y
zynekYxDwQ(H+h%6M~U`~GZ~JLnMGf6SDDFWKeOk1HGhZy?5*X+*%Hp}GS|B!x0@%w
z-83)U(Q~ce{?IGml!Yn|uAgP&ylNd++v_N)=N)Eju{TdxtY_JKCCdHex{Bpz*7dE4
zGcxqk`ZX)A>~YvN=c7d{3;Z1ZGkgtOQuO=!da*S%vvW5uaeL*lI$Pnyvz=e3%-XR@
zz;>_JEaRz@tPB+ntj;*Tua>p=rG`q{*2g)?U7nFb%eS?49OYr<GJZSnss*!z+!U4E
zV%_U&)3?OFj%@e2TJ}C#FIjWPpEHwq!xAU4S6xa~c)T~L)bjbP3x}@1O7oa^wcDyx
zmSgSr#A)YECtDn=SXsDpkG%IB(@THuYEPddJa7Npvh7)gm%ARV6XvOX<u_F{?Oa;P
z&y6pGZy)pKnz$&*oh95iG0XFT)Qj+^Hoq<{&yEjXvZ>{POmf#7rT(QsTed5PD|}ry
zQOPD;*2~<@pl|k6rirn-Q<exu<_f&MEV)w2+T-hbt%9c$z23g7nj^%+S9RT4<iU5g
zJ=eIKMACm=_m+88z*ijV_uVQrFL+;<PyZ8b$KoqePv6Gdu3pvtt}nZM;km8)8nUlG
z1UZ}yb39;ax}u@M;_I6HvTTVd^Yo`rjQD)S^6{)!9%?IRCuOdTUb!i1UZzb-+1GVJ
z4+Ng=O?r2R=h=>%Z$&25W=DkhF0Kq%d9rljnL{mo^P_Gzy2sT2S{Ww0ceR(r?&Pj(
zLGDUH(R;lM+_;4=?TT<}yxn!eaSOlyht+inag36$W6qtsrl<K?+AcwMztuw1180M>
zCtkL@diHMY+Y>L}zV$n4Yi>KMAS%nhxWrn1X+rJ#?7#nJt}FZY)vfY))swyj=0$fx
z)pl#oyt*fP*B84vm)5gPOtya*m}Mww9GCs@_TO`CbyMF2sr~rdUv<haJbit`kz%(1
zo1}kN1dcS`+Y=qqvU=7p|9}pLqMb6=TV4nJ`?%3h=K7t>g1&CNi+i^Bh{^JA_dmDY
zooVyh3(OO=J$F@Ky_PFiCMQ&$J9Xy%sPhw=XKj0DkZsvvxn3>rSH$z9Ubh6q6s{dz
zp7Utq#`B+6Z#3hxpQ@qlInSx7$nSZ?rUrh6%l|Hz^JUNde5m<#fM<nh<zMY>Mw@LV
zu5QUKUXy)cFR!6Kw+wS!&Gm*243lH?rVD%Ak9ys{_rj;_t5bhvRrSr|<jTJA){U*e
zFlKEF3xloo^+GAun5&+<bF@ruZ`SE7U|91~?|{Tvm3JZne7=R{<`EBOos9amc;n$|
z=YGwVnf~L&{obV0D<3Pbe;kwY{cjuNx}xaC=g-b6a|)VXy!Ch5&kEBkj^zsdbDqyX
zv}fM6u=3;TFJm7RZTyhUHCy@8fn%XsFLwzC?6UcFeZF^<%bX3bqs%{Vdz9TUFXrT&
zYay45Zpuc^s(X8H?|H|*9}^7y&2_5g702A2oa%mEbcf=DiJ@BAvwqDhNqXuT*<0CX
z_;r~|yKR=F$Yl|;+SjWDZXNHAn!J1OxoMmdzdpw5t~jk%Td(z4ak5OZ>HW+zTzqy@
z{bq+-CW}k1eN$4%XH^{Toy&Y{l3|Ms&wQ`t#tCx8F@2M5PZh*$m-}wJ^ZBLCHs=b@
z22Jx3Tk*&;p>9fz#@Q`*Ctf||z%c(mL#&l&VTjEE2Bul(_^ak;mX#iw<n_Kta>=Xe
zFqKV0oG-HdoH%S>^W_z3P5EMx?R6{Wc^>CMiL*t<3v*_@d(vL{ukNeoo4w)dKdtLH
z_2Q((jZZt@cIG^`SfjlBX}{>}PcMHy;g4EztMYaKp<Rn#rK^3j+5JXBR*QXOo`Lq|
zxYM$`uDWejx2ZD~>Y9A%Xt39>#b>1bljm2p|F+%E)AeQB7Mm-)xtA8-eAPEyG*|NA
z-~N2ZsEP0V_Jq4#)R1LOpK;|^&`Op|7oLCfx}I~PDfxA5?%a!fJMHd-b2PJe-Pw|3
z@#Vz2RNmYR&ocGeFNg)nYb1Pm9j3=^oRGG0%k#fCBxSQ#_T9bP$UW=vO7`0RjR!;H
zj%Kbrb2`(wsla1JV(a6Ho>5=_THVf0oZft0x$DbsU8ZA?-yiU+?wS$sZ0o#bp;1A*
zfA?h{z8tkDD{kMy4`<i5EUgIs5f;||V66>9Nc!uztII30Bs?@`n7+Tb+(LEZL90#E
zrn$$aFF&$scR;wW442i~kgcr~7^4*$qqn_F7TLnEpk$e$Lg~`9_aRT`h7^b8i@ZyT
zzq6%q<Lh|2iqA*Iu6^{Gq@UcEeb2`Kk#=@;`DuoNs_ReFkHm{@J$t1~g@xzwpRDNJ
zo_Xi1IlVM3&!<$fca=^owrS-&=36o4P3+0n^P?{A+jH;idC?}dpuel{F7$NbjQF%M
zVro#)w(bQ>m>4XMUs_~ce0^53X7aTON(`Jff3r8b&NID~e566J_0K9v3BmrT%+kBp
zzpjW``CMs!=*p#EZmhZ&VQ-vnKi`xuS-tu4RyLl`^A9gv&atg|&V`>ncNVW$obNUB
z1jCc+-&X}52=K;mNt8aDw@qx4v1%F5lEQ<l=2icCw)Li4RZ7*DRgX+;S#__y5#BaU
zqkE>2U7Y4kBPOoLrYW1&70jO+mNwzbvX0!HO1m|KdqPs1CV%?6+B)X@D!=)LXVqoT
zR(4O^!&7Nt_iU!t5kKSkOVhUK_%pAs>d{{RY31gfb7sGY5?HCu`y=F;=y9bLPd6Tq
zO7_=kGMu$~Nou{ZtJCp$#o>!~O8ngQZC&=;)f2cLt<hdQYl;2L%hIjK*;bnT%$fW%
zRD~gAH+Mb1s9w|?)74+}bWYt^DScTs+g5POlWSL8%X)r=#F}s1bWzu50<Xu3NcZ(#
z*KP~zo19VjvU*o6PipmyoQ4#siH3cZqKjTj&$}wo>+a}jcB&`ojn^tRqs2>|-u{%@
zvGx_KM_EdNvGbMXyd`N>pDF``Ti6x&53POI@}XkYnv?VRH1eGmOB;3HUinIEb+kb7
z>#$|%Z>~yA3sc^om(ll7<JfhN1}9I+?@O|SJf5w6x~XEtzmGN(qa>r9*xFPims&74
zhB1lB{1X+{=J%T2>AHLB%)Kv}^<}HCMuzKTd3<ZAd^Fp$b<KB`Nel-jRIW%CQhYt@
z(ivAj{;ZCv|2~{ePno&O_q$2LOopF*wppirrFrrKBi&TBELZh&FuyMhU9s-E`}gT{
z7u%$Ss<(Pd$AtQ8%zw1<p(mq+&9{ZyOs<C<4VkVk>$uV-=lHYL+Q#~<b~{$KY@Ea@
z{VwHJwdAoY^TNBPhBm&8%4u|Se;j!1L8<8EGLgJn+T14>pAZtza;a2L;4aGY)LmS>
zBSfRG_tV!UYreakHN84FblSwqXKa0e6K^j!eRZq$en;+(&k~G13`N?~haKWJc+OB}
zVn{q%YrD9@?4Kw5xk<<G_hn1<nQeB_K6-ca?8{&GrW`WgEPUJc_2n&ZtA4p~>n@s8
zFUD8z^;K8@u;6Wt{|xSbeu}=4N^di{IhWgM!7o1TQ*+n7sp8t|t)2a<;@VWLbB_&o
z$tSti@-Fr-6>5C8?|xnO_RSyqrmddRqxt?=_KIy67Hn5p-Ss^4ez2?6y6b<~ZpE=N
z2yuR0w^Ab6a?N=)Q+bW^4+A9Af<Fm<Q8qoUyhzL4@%J{FM(?M`_&Miiort`#;+*l%
zfb&I*wTx`F)vorgIjy5m+#_P|r{(b=@czdoeGhNCJvsROb=c(em2$_ICZ`r$$#(54
z4!L`PeQn0Z0}q-*BquLiqrP)Vu(8jl#VI^}6|0*PmA)*sE<7H!cK<wwb=j43<&^?{
z`xQoAJTKEcFRLd@UT!P5%SSt>M_c=izNmZuobAt|!=D_=;w$-jqOZ7mhP11}`C!e}
zZxgQlma<Mv;Cyh!bwferDo*n=ZhpMZ1?Mc;ZLV7Cg`C=Yb8Al@ufu8er76ct3Qru3
z6KcNlm)G4W@pMwC^4_2wt}>6dcm`Qr;aRXuW735sUyb-KS%r9RFOS+HqIqyt1>=6H
z=ht4o$l5iVTfnAotJMw}Io<&GC&ibRO-V^9$l5vGmt&K<j&0?#RVmeB*=8JPW84{<
z?4>gA-Qr!#X>fSqYQr;JbN-oXc1Gl}&swSCvsfXx=0udWSb>qP)@i-)u5*1MsbB1-
z8u_ugMooI>ug$No^5v{8Cri)89l{g+Yg^K7u6$On<_=0Uddw19bXbLNYvi2oGMBy6
z*LqD(Rq4KX{v3yV)Gn_1Rj0ToX`Py+b$NOSuhO-LbCRa+e6~RS-m3hR$@8ZAh5hWh
zJ$>dTgRCR@0amF+S}ZCdac5@7N);K(JX+FL@L2ZM3`+^qP-mUCzO-3yRAnXiA5T6T
zn&cXm$ziH=LLzL=$;s(Su9hoVW|&5LoR5-Mo>i4$E#y(er!^sKu5^KE;A+XdnV#00
zouqq&cq0xZWJ^Y*@O$mslzV({OzgFX8cq8o`l~kh`DI(~zgGG>+?{D<%rws(m#1z%
zmZjLmW?s7RZr9PPO3QU$hxo^Bc~E2=y>=q6aK6c(@)d5pk&eeSS5I=kGK*DHLT!e>
z<+4kz?|gf%7926t{5UJ@mS1M&LKTy(?wYEa5nrCooOf*Y^%W8Gl&7wCxaxN&WZ{nG
zm+p7!W_dei^~`c~+Oejy-7C;X<d=uUl8Zf;H4k*He&x5=Y2vII<tuJBER64};wX51
zHp)$MRpj}qP0N`ky-wWQ%iyN9?^E33lP1j3#a<`Q9o-!GY?j=FITxOMx#8d&s>7YM
z#@wsN{obOty*vtC>-^Qbb{$%^!DK7<)H|1_TZkIOT*-YI<#veQaC6t}IiZP-L2YZ5
zzE*Y2bU5oBz&tsOQFPOlvptU%D$kpmyE!1_lrG0Q#`hjKj(S`baCXTroKv@w`?RFP
z&hw%Vq>eWvPF0zBz1XaB{c0};|Fy+Z%ie1?^)0wIsYT~@xYC{5Z|Z_7x*vXC`|SwJ
zlh60&7iXDt^K0-3*iHS`d#v~Amd##9e%Vj<%S;KKx{ER1x_h~GS!{nWW9#y_sX=ce
zGio-kebwsy=Wf;YmOE!sr%bB;b?w>C73@1w*_CIVyj=1!?+Mqc0{^IU^JG<Ky{g<f
z)&K5J@3^CT^-e{1x7;#5Z~9HVz2xfl-e`#&uE#a@3l3*XO=7hDu|Bx*!vnsl<xgu?
zKdZ@=D%J9z7r3QL`QkLUPgCYyy`FilH>dV!@iB#*DSfYJ9o@1oMV0fw*;EZr@00UO
zn-_~MRQqD_UQ{pggnj(dn$kxSCnoOO`sH|+sr|hZoT8uYmTFAwH(kpSmGf<5*W`dH
zQD1a_@cWxveen{v&^}uGeU0<eNEYUI>+HFHUVg|nWmEi~H;lKmU&agXTA?7d#y4AA
z&1Rc%sh0nuD0z(^?Huj%wthZ)@#lHbcmFgBxAa_ZyfbIxIxCw?xtpIGa+Mlx%6*Zv
zDKCNHyiNFhdCnU9Z_)f)c0Jg}@Acz9!(pkIS#4`svW%FSj*I^4OiUD;zf?)%pG^3Q
z**)^}gSWNVu2VAHH}T3=IrTjOl?<OWw|`t&wEF(ifUQ$pBF_i$=0r8>%)Yg!tJm}9
zyPI!9pFE#>tL&oEmKVBf_?1mR^LOU8#j{`A`~JwRt~IIdiScq3{Q>75@T={5$Qu&Y
zHsz=0rShoFo!c7Umu5`hJ+R$k{e{yK(+<1$8JJC2Y`gl&`PM4KJy+t&<HVOgj1R78
zdVIQPU3Jo~rKS=l6Q{+x-?}#C-sy#p=P6&=wxoCWwS87s^Z%S)rt*D#=Et&yTV>Mc
zTt9R9MEU0QS;u;mHMW%|WvvYNtesq@?mTB!;bi5;m@nl*JRieaPsnD?iAs;P@$%H3
z&C(-RztkY%*EQjoNmZA{Ui_MM&v52kuT|cWvR;o1o-J2lZoIa$beH9?s~a`d?bl{a
zwy?aO9Kr0H_NJ<?)Wh=NuR=eW=CgXsL?!FYSsUIJHpabQdRxaV;rn{Yi#qq7ePoc;
zerdX~UPmFg!Q#<QL!s|N?~=VTLvr6tJ#W4*d}2p{|BlsB>FqveB&U3Rw%6^tvr1EV
zf7IK=t!;NLWV#Mb>IpqBEIcD@b>NEKt`cTZHex620)K|??p)kay6XC^CKu^v$3>sq
z>f3a70&i;2dgDztJ41R(_ukyR^3~yIhr?&b+_UL_8<M`WJbC`dRj*oa_gpvb-+SkI
z-M@AJrb)>^TU}wHetU1W<1&v3A&b|6@r#ZbSge&@yKs-@*{$!k^f|rCNtd5m9JD*-
zbCkI1CcnC^QP-|{rpW76uG>}CmA;ybvs5SI_Lg?_WyQ0;Sj1<&4UGKgAi%&{Ze=$u
zWr{J+b)Bc0r|$CRs!iIq?A+w#HH+M3vlmReIVV{rJU=^SrGUhvrIT3Vu4a2HUs=lP
zHTU1;JD*Q%Ir_Nyvgw7xIf8|KTEC6fc|O{tr_Uh4@=tWjD(n2@6RRGU-M+Hf=2XL9
zZ9VR7LQVdn-lyjIY-AUmT=Xwuo#eK+X@%;VC!=1L+eYP<vP3)gFRlFYYeHsmOkrh8
z5`(Fcvx2(H^9^hM&iz_$tMy~&E}PD^{9%{%{3X}z+{(s0Df|4F2TuG^uck38oX-mO
zyj^^zX}*5o=KC}ISThbVxp>Gtp8QXAithf(zNve{zgN7ywIwJwvc!D3<gu7bUaylU
z?d)AzvvJkL+cHo7MXXzMNaF3=@JUw~3RsK%mL&Z$$_}4%Z+-II+Z*e-p1)5|;9%RW
zy&}73XG?AN%=5F?_OU&gyzzOs-jh%MRnL~W=UiWOGJ8_R*EQvvo_xp(5&iqD@^aU<
zb<gM9?l%=^`J25no4u&wSJ=I|4^O^}Zncp06s_5E_1<%-<{~e_+;29I?wx#6$G$B4
z_LuAo-Q*JoEuJf_x9j{?ae})^oAc)4AhyC;kBa<!Rcif&S_&@rdR@6)D|p?1)uM$A
zJ>gSdS+z_OK6%_v>&crl9%lo@UKKXa+j%}qRC8Nta<SIdzgOQK-(+!}&%6Bls;3fs
zTkrhsvzsDo$-gwZ@w49K7wZaUSibb*@XvbV+tsyFC2-NF%H?mq<V<g$9nbA<7V@MZ
zYq!+iLM^_(+H)qobv$4?Yq{DNpVP0dN?(*}_<c#Tf&JPBsV5UESJXW2NeQo&QF(H?
zO75IEW0<e`vSm{yrOb~yFoUV8In1YR)yW^>mo6_qHEsF*i%TV3V;225zra*NRR8Rb
z0<9ZP#h014mT2Ejj*RveP@3c}x@2O#Rz&hKi?i|EeZKLDD~fd^J&p&?SRKvG+;>&6
zU!m|;-|C=P?b5U$J*}dBS94t4vo>rnd>g*t(xw~d?gpBqZen;J9iJ}y%9Wu^lt21a
zX3BLZ>1v6I<${w#*DYq4Q@(oHb7qONDgH&qv$}5`D_b^sQ@Fts*Dp&rFaHegyyI_L
zW*VpM%yH;_k*b8;Ri#JkD&yLhs!u7ZpUd^^omtc(rNj3o*z!uQIQ5^ws=efd?-%(U
z&*pJjJYVa!;(pY28K3B-p<hgzrXJ%-TB~Tk)N8|p%qW|>(8*WldI|d)p88>{85Ngp
zd0*bk_Z7R>T<)o!t7EQ4w<%AK%D5@1{&`)Bx$>V!Yugq0wyw!d3i)$(TPj!Os;AR0
zn@)W8)pEs|$DfwGdzX1;m$K)Kd0$=Iy~G?}dPFz&KaE_=nS1)gy1SXi=d#Rsugg}4
zDl6-=U*D=%lDfuM>59q`!IzO~dC%r-V!ClQD&uOXwRUDB^R?aCo@`cKpI$t%WVT(s
za?8{ml55h|eYbjfwYT4=qsd||t6kg96{&|B-$t<|-D$kEb5^<ew^=!PygQZmI-4Z6
z`%RtKcYF7vErHSMrn7^#ty$qKGxzF_!~<sw&8I1^GrYDpaj~V{)?OR!p5&fTw=mJH
zEbrvQdOCJN9?y23%<Xu6PW#5Xx9&EDF}Y{A86KBEw>#vPd$)~#@Htf<=40B16TTcR
zEjN6t-gTsgYstIxH%~<u?`*ipdt>#)DB<Q`Av08WalKfhd{R>G>)tPluP){2u8~*%
zvaU~C$?(p#BZeu3*Sl_de7rsDX>qyL!?ygebAfC3&rLhc`26d-Q;!VTMbDqUul_5z
zr)#d-w4O)nl$0B^XG~-Ae6*J>HD=zN(zA&t=31<s@}@7<(e|9`+7lK>EfZL-yB(|!
z$riBrzUHob@v3=J$Et26zx4ktttr7Sv2K|~o5Smuu{>dl8$6y|<J-LRwv6?*jt7@+
ze$w_$D6q8et>USQn!pkNZ>yEBHCOSi#kbcz{<Sr1o6XZ3eOu>!O5E{%UE8NS>)tSb
zU1t?P^_+jzEus9C$AkK{uiV}~U-tN=-KQg`UZ~gl%v~gT{_^&<W#4=pWj^+VdUDCV
z*=`jabg1BOmd+Et3_oehb(P9Xmz10NENGlx_4TY-fnbH~&h;EkNqhNCUs%=txPAT7
zo>v?8UcB#Cuy^*A?=$o`6og}0_q5F0`efVmqaBu}FT%pL8|SaB_^N60-TF?j&zIeL
zi|5&Ey<2<NwKAoA6+274*6sEHox^NXq&uHoSt@%zs_!vFRdrZXO#0HwC&IhsmhG1I
z+xKi+Xy|#nKzFBAXG7lUddeC{2ecmbRO2{Wvb1z(-}25^*JR8^AKsd}F)UB})m$e9
z$Ms@Y*RuJsI?e8QT)ozxYd4R;bD8h!ZTGNj_p3j&H|^JL#WsG)qs4(Q58j@5Z`YK`
zea|mmT&?Q!G4jpxiT$T)SFL(!E?YJ~>sQ?U!!Igt{|Y<#;nl=B!KDh5E<B#<wddWL
zpIO?Hi*1^N?`XF?DLYy#Y~Mbip0{xNFSUE!N0ZO9eKBp#nmB3a1E1e1&u!$iZp9_^
z`9I38`p@94*csqjbUx=*?dwgw7Q1(MEz|n6@nux*b%tlVJ{H}n4xgEMpr>xxuE_>#
zRhM3T5m4TBJ-Nv9li|cbH|`Sq)};43^;R#|On4$3b26*+<lEv!TRU<kneCeQmTo+L
zH0_oPhs@_#FW2J_qi!lUt(mlQu2MqD*EN}r>-rMd_@Bo-Ju>6O`L*7bS8qD`JYJTq
zJLAcdLa)yZ{HAlCJvZHw;=JsuyrGJW{IQ*xzImsPv+q2c;5|p`W#3x4+>pzk4DSdP
z-&(oj^?lJg=Z3mD*Qy0PP4A07sT6vWdsFh09&6GG+tmy5?ix2o6s=?Ylbt**dd}HH
zPYnL7?%CZ^ZgV|f-8ts(p%me+dCSE7cRm*vJ6z8&uU_j+b<oWd&-Mx~JSn;A*p(u~
zSg*yNEGzHko#TiSzP;acIq!_Kr7LqR4<4(&a_C0Ne}?&|wtnlKC=p#OXI<FWELxZl
zVBAv}?a60VvfN0Zu=&Ro^JlT^FP!>RRJ(G=@#j(1WltVY4wW>XA0?8P@H0<oLRHDq
z<m-EllOD^jwa!rBTIU@h{pO}%{%n&)&Of^f<M=EWCVzX~RqiomcGA1VzRaU1S56au
z@*rei_^FCDx1(N^sJuxL%jtO%HYG6SxlM43^v2gw6P7Wq_WHJQ&b=iYkG?7HnR9i4
z+2<go=M()>O)oUMnxt=@^JUrM2{)h3J5^Lw`fQ?sv`kpp<{Qt8GjCk!R+m_}>6%gD
ztmkj1>+C6veY%Lbhw*6e#hk2l*B(dRE_nUpx_NPyTlOU>RprL6L%X)!;gnrH_vClo
zqw`V@wAqC2XjfjFaXOFrqhFKYygiqvOf<aYc6Za$dZ`Nrns3kV4Q<Jh`MOrMpi1i5
z&R6R1mL;9cb1-#XV6kq+=Q&pcEMFew@Y7w(=lj;<ylB8NhjkAZInVbxKS_mILNwc1
zKeaq>xr#IM(U@N2`yWjgUEn``TPAp-fmQG`sm19#<!|oWbE$T+vgvlN=AJKWe=LkC
zS#zgve!9GJmv{1nvVWzy3m-S$+Vz;Px++9X^rXd~)$GR0Oy;gDYO`SsTs7y*x`_|Z
zdo8#y!E=$3xV{sI0NeA0|F&Lsm+C3Jv`HZ-`gN?3Ci}X&y)PzS_cL>y$Z>mC_7Mk#
z{-wDt7IHgQJc;=?_1sy%$SHh(Up(Ki`l*5cwFMSScTUPRb1=L-G0>w(!=@`)aQlZ<
zrn$SbLTVCH{)Ns~JY4!{`NR(%ujgf3Oy2X{)I96i#MbUW-s2W;V^z!^%eD7iotiIk
z;7xV7J9h~~ZT75EvE#8;hE-eir!C-Hw(6_|!-HCjwM9EtP13OaUA~Uf?EcEz8A}&g
zhWB>bR9&;VsKzgP$yXupXi>QEMs=3HtE>Ed`K<cB?>3&{K8e+1{V@Zpt0lh2Cx=fn
z;8?w<Un{WR+$k^8jWsU1xaZ5isYRzu?#^2h`g@tH|MazqTGOVk@$t(lIe0*{Tg7hC
z_WAP)--pgvFS73TjmK+!%Pcb!A3WO_#piim^oHMpM;lZ6n~xQSmYnC?YI)yv;n__B
zg<rp|(vj(#`+CtNg{rP47jxO!R=xN<C$dMlXX5L##?1MC*`8NV*lMkGTfT6<RxDSu
zgiM{NfnejW3m3P`X01MUc%Rm~-?QBecV?zOc(l;S%q?sG_N_KH3d!@IyY^0*R3#P~
z^5ps6_(*Y?k~M`2+Q%Qij|%%(IYVOgrj3iIUfXV}P*%VodNVq5GwX?Gi#Kd?{j%PB
zTPsUK<2mhAmc_+cfj!%O&TQYpDZx^td0B3+Rk+i|@Am!w8KO3>>&a+e|DR#ihUvi<
zqx6-#cTH(<v~?{q-of6aUG*yV$mI7iTXvlDczNEmC%>#P^m>}hlINz(6D+>JbX1tP
zCp1i5UH96$=kspwTjJVpb74)9<%*Lhm3z8EW&Ucr%JPM4pT4k1dJg~E2<D{@d)C><
zM{S-Mb&xA)>x55iwtusfEMK4ZDyvu~zj9U9apTOr5_i`7edT8EN#E<)`bFk(-<C^m
z+U)A33)b9s+ANjM^7TK%>!59x&-<$qjtAIFZJBM>-Q^%|s?>boe9q?}A;Wu9ewD7w
zy&oKU>US@Pf7X_jJ<KoXX(~T;H_hOAytc%3x8&~6x{*=~R-IeByZ_kMrsTcmTvb<>
zE5~KOsAlQh%Bc{}UiF4A`(ngQ<@~BA?-m3tw|%`y;Lg|RXUj9@NKY?p(3%)oE_~kf
z8iz=7*CvI2$)lMWi;tDO+IIC~d%nz$7unl3H5E6Ws|pEwwaS{m>dl)|tTH^;ebTmX
zJn&&^<v*2-+YV)o+ih9nveS;=U2SNoQnvc&bqkwt*UK-;-KPA^J=Yf%;lSR*b#T@_
z8@YDVTYd+6eqC3!E~xl+HfPedV|sc<_r6)&yr5wd=Bc#)?j)ny-eS4z$q}bGZ}yeu
zY_swxoEX=<%t@k%&9}03P5Y(2!S1T(<)-#LPAy6HTU=)Acj{^x+tF+j&gSDHkt=T4
zHEogLU2b`{u=?)#1+CIYbBZpj-95H(lX=+FdyIL1&lb;1I3fFY_jMODgO#UwxwRI^
zS8WI=yiyqIvg7sfx~whJyY_OPTsPz1bEUxY-LB7VwWhiG`6i#OYJSfX79GDn?d!TJ
zw_J)2el>e{(<S}V9{I>Ac{%fTo~=@S`-7|UZJhq9JH6)|ZLS672S>PZ>1s>p7BHTx
zT<LmJL1s?1)HB(CiOsWi$}D)kx9FD7*-MM2y}6UUNu;Ri>#FlrjxQrW37m42sSe9I
z@@Da*-;1XO_IvWr`|_mc%bI0--}t7SdA=-LxjJoSutloGclY}AGVfOTzggd8RsGK1
zVV?D2uA17U!sfW2nH?ASvmURNI6ARyspcc0dM;arI||O9`I<kk;||_usW5NnAFarD
zO?sY33ySYlt~+kOws^_RZ<AIn78PB(=a|VF&&RJLi_bY6<yTaAEAe#|&+f)w$)bA{
z=1!cxJu}|ftg=X3dD7kDSo0g7Tz%zc-{D_cRq|kQ^0~EL&tBY|pV8W9TNs<<R(x{B
zqm8M@WjWRwO0vI<ywZCv%C|Unx74@pCd-rWZ|!<w85lEngY}M+qPL<~9(X)&>S5KA
zs*=>q{b$yEY~oEk%ke(8+l@c#%p|6W{|vuY&%O9eG-~4BcLkGgrx=Jfo33iSEc(*O
zx#wfd**hukB-X^LOGi9?-u=bqRYZdg<J(AA54){b?l@macx*p6aaZ!*st{>kxmr)%
zob(CCvu<pyu~6<246RvohGX?b7so%@moMF(W0dE0{iodX#jo5f8hN{3s$Toh{>;|u
z`Pz!5d(P~TUmH8EyrA+ysp!EVscof!M|NeMcFOhoyDYhR){|zltk>&`zn%?H?t13C
zu6b%)+3mEJqQd)YbC<L{mN;7U@W8LDOXf3++;yAw#BGV+*@&vEN7a{Q&uR(?DZaim
zd&ykGs6(4C$Xq@9qmMu4+LyS;vz|W8b2q(os46_G+%a|MdbzC6C8AL}DJh?WzrXD%
zUG%0bf2HsA?Me%@-~I@_rXrL4GW7n-sBLdL3O;KX&06%T{=Dg$Q$>DSEggkX+Ar+O
zllfe29{=e&TR7+1osP=$OH(%3{0dgOmabp2y16gAXJ=4+-_`puE1uM5cV~R}yxi|~
zRKIer(X5bD*S5tao_`*DckQkPG7JS)VX1Q>n7iKOPM+tQTlVYD=S5fFC;c%@DbOxe
zVssbfanN`f7WqTws`<iHO+V{zYszZUC02juGsvDlDQ4c*qhXwjm(B7H%RXGh=J;*h
zVgDI>y01Ljb2M7LIj(VG+h@k(UXMJNoLKj0?X#-4bJ7_e?OL(%_~oU^4)YZllD03B
z*LRG$^Uil}z;aR1bxS{934P%16INCg^5VzZOGeqjzU-#kHl`V5v&xq9uPqG}NS67w
zMqN6qH1X26RnHY`n%R54t}}8`kUg|}_l3$|*X7H~R-E^%3hJ4)@$EIwwS9$C^3KNg
zXaqT|vfen0=SbnLUDBUzB#(XCSUZRD`o~r0tv=QErku2AH|?~&5Ngx&{AFM*->kyI
z7dhvPM0jN6>%AW9mx@UK+>~wi>AS_@+U)k-J1i`0eg({*x4gvU+R^CS-+~Sou1n09
zI60{*Bz&F6>wjuH?=-lU26v_FsjgdJeBZ{jD(s<K@nzAkt*be8uRPvbqqy+y)R}dQ
z_MN?uU-LSEzd&oXw#u92>0tp!BKMw(YDt-Ve_i&`(hAPHsb55YF?otU{r>IX=6N^Q
zm1?Z@Uv*5~qI&l{+o!FvTC?XcAI-hb8dUf`X7L#VU!U3K8xKm=o#Xmtq#46dcyIIf
zlvye@&+h~)2l-Wni!A!J_{b5Hdruqu{I~i@%@J-qtH>^T?$NtS|Cu=_X8wF~P51DJ
zY~S7U^QO*uJ?G1>un%`*a?h&0GdgE)6#6>u{lZ)8L>|A6t6Y4mEpcMp@1?gIx0dy>
zR(-5{*UoCLd2R32-q#*nD<1s5b~%A>@2;Rl42y5AIP-*SW>&Rfe@fzA4>#A!y?>9%
ze2#s3`OorMpXU1fIZ_;9*IuIWvNp2O_WYU3HElEdpNGv-s{GIJ^{QJp`~JsXm)`k$
z1#Nv(5>@9ZAN55uLdW^%b=9TOiO%!(w&vXRV^ElNZt-qU<143E`o@)8{B?TJW^<j{
z<j9H2_gBIlSHvX9TxV3-F}bhu>$+K)Wj1q;EuQMWu6=c;PHaf^^@Y+!;mz+a?RkGV
z;l%0l^<LlV)tT2@EDZ{qbY&0gQ_je^<4U;)&${V;Y>s7KaPaxk^!EYPv)(M3Z26Jz
z)0L##Jbc>AHwAFKjr4HentAAl^3pPkWiyXwZ0kEK|3q|VfxklGoPfzS%S~q%nlH4i
zzRtXS=iRr;r?VGZ`R}O|&EvB?SMPPET=JFGwH{mhsRdWM!wr|qSDIyM3my4&Wls8X
zxh*e_Z;cidau+?Z=(p@tE$y82DJNcr`fgNSTKX|sQ`T~IeY#J<)<t3I^IlqJ-LeSG
z?YmQT^~PIseXo~$S|2bT|Fl|LfO(mA^kfN@?>kSLHXK)|)tY=W;fv_?6ARM&=4LB}
zOW2gGU1-*K)lYk|yL@3zi`@L@mo}(ucYJxY)Le+KUh1jZgfd%xQNO4cXHpiIq@C!f
z>N+)n!QcPTy3-o$>!S`&%lWc)(T&@^9ZwaSzplCFeAeUA*GG$V3NOu`wY9I(PuopH
zHrq+SJZ;qi3mLhsD@9V~JnA?qbN0yBTG{SZd{%X)Z^ihZwyM^9eV8j2)VJe#zWv{<
zU-u7drdKd|%iAs9n)>F>Y|nYexb`H>JD#~<u2v0aQt-Sz;TM0IbuMd=WMh0&xz5`A
zL+tWXC#)VXtzI{E>FiYQTf0^|1>V)=d3AbLx%WrY+%3OT0zwU=SD5v&`b=!lDs0fs
z&EK(T)(f}gwktiB&AgCqI$!lwnaP%SS&K`|-aT+zwr73V^+j!FI(Ln-(<81v>@wcb
z*S@#L@FVxprD3kUA3SVdsa@K(U-|0ci_bHj?Nk2o>F%@;_pj`;{(QLl)ofl_LWSw>
zwXcHwt@DfAs;|$AwfwXC(&5DGN7Yxq2-6l{yp%O%d+nK%OVV`DM@<wFJnO8?Gl4bS
z>1pRV_G^1ryi9(+B(8{Q4xi!CH0u-ht}cr#>`7bcQQSXW^7ZSeIlm@yl&y>Y&#=C$
z?nl$xqn0U$9z5H0S4H=z_YRY_JG0+1`tNnglUy}@vZAf!g2h#VE2mB`_7%1M9kxoV
z@4>I@dNyYsNNr<Tz|$NO5<YXoy)gGrtIn&$H1@eiot-(OkKJMo=dA!f{)fRUw_Xok
zYP3+oR_k=_{Iqh$xcXf$=C!S1D?TX7YxhK*U3tYM4}-eA!cdnE|EyzA`j<L*Yd*G*
z(oOog<;II<4duqJp6#|9V=nt^m@XDQVCx#SKiGPf>f&=wj}}%YDNAQ^sD$}!JhSsy
zMs2`)xm8czGMN>I_89AVh|b&O*LyCzOuH@hpeXmu66wNhUzXlE3><&5m$$tVl;hK$
zf5WI!X|dwwYpbrS@v4<f@|U+z7M-CtA-!uwSA^i@ORKi7IXuBgW9yojIljgvJHIZg
zoOz5-TRW%gaMwicch6R4Uzzgw#%1fhS;pG^QIizh3vbV=SykJc_O5Noy71qTq0hI5
zWncE!zP>dqWBNR;cSqHJOL14U`Z+E$x!rNAp6g7+)#$#qtx1g$&zH)qnDSLH&ZogQ
z^4{W=7OTB;CuNmxk$kqI=G3uhi?0V(7=KQY)2@hKVbd7!(~#%OSr&b_r1lBI*X5V`
zL>~D1b*-?}^Tu1#PsJ49Yr6W?^5pEvU1vXkoD&}P!G+&z#kB&#3tgO7ODvD>eLU5E
zs?E8Wl)|Xqq#2J^&knF)TYNWFYqDnL=9D7e2(_FdU%!pJN=+>aFLae(+2_9Z%t2-5
zldA*oBz#?YN4uV5h28mMj*A^t-loOz`MSM4=gid@dd#?M&ywd$Q@(2%gylr2SRAyG
z)4ILt!GkL-Jn8v<Umh{aW_me!bjAfRh%U}i)nSy7+uGq7_IlQa=|0PQ{xevep7~8~
zy?gPkFQ>aD1f@L9Cce;qVb5FfJal8J*{9XV@7qoNXyse*+aai)>r1ZE`QQS^JFB!U
zcmHboR+wE@w>V?J&>Fpq$<tWVk6TEryC<7<&eI{{na?K+`%C+{KWv+AKWE)^o*l1`
z|G0i%PE5RTNnO&<#mp<#8-?84o}QAeyVLITm6EgG8jKV7N4?o-%y999$8oQ-TZ<wD
zxjx_Mdi$W~TQ{@(^R-15%a`7~wB(EBk68gf3J%|2v34n+;pF+3w(UD-zdN}1<sXHv
zgG;)1r<ydXN+foz`xd<Llwsn_Yuk=|_%5-`AY5MinxA2<m+uU&Ps}G2u1=jYZ!z1N
z6K9t5_tb@k9`WN}pY=Rf?W?)}iSWWL6S56E6&}sXy;;fQf93Mkt`BatuP1rtl_;6c
z(Ps(SRP#Xe`O830wz?dtBuyu-$&pKbO}%w=N?GuA`KW7m&dt>}oqk5{E0@j2ZBpG^
z-d@lx4o+#7l$6`b(|N2g%-P5NR8<gXr-b%d%c#4qD+3ly{bHJBP`Krj)||d}ldiKj
zt}N@iGW9`_AA`uml`?{tmPGayWEB-RX{~8{pQQM*tFtlA{b>}V=RuQRi9CMULg%PF
zu45{@JI<z8wk!1AJex1dFfsB|^zpf;vS%*K7QZu3Nv80+XptGigPt&(qRMo3+3egX
zv*R*XkDX77@|@t;!h1S!+4VSgyRB;$_mr-znQ^YbFl?gDF-2qd6P8gI+a7orWG=G|
zw|E)(UZbb!^pCD7w`$uLzwj&-blzDnb4_w*@@=+VM<!`b2}?aTPh!%tIg4&zxMbvA
z;+Su!KKb~yt>0_r7RMZ)s^aG;tM$jY=fSniXg9NI&z3#x%PLKrBc+^iJ~7B7Szhzt
z+gQ%%wP#``zwm6(yglXXDo@Q9hgm{${!9*fnlvSHm1uQve4atJf&YnT%ZegW<T5SS
zby&u=wd6LRwVlbFv`NVM!soB6cfR!WU)ouC?a7h8D+eBzo180t8*pCoVXJu7yMqfC
z-MIZWWU<bs;2@ucY%T962QQwK9HlKDd%!j`%%`Vx)s1EAp60RIR&G-}InBuNtk;`0
zR>c7_f}y7;WPSUR8WDS=ruynM8Lq|+1(~;Z6$h5gmiE0d+fwH1>cV|tE56trTjqAS
zI#e?&?ON;N1FIIV%eq{9>vYk9OS5jwcwHRpFKTpE;>HB6Lp#nZZExGAx~%i|UiW7k
zmXw_o6?{GC^5pAIf(v8>G?#qJ+Vn}|tX<00E|;ALMKz8F+&{T;dr)jCo7YuA_0ov=
z86m7$cOryWe_ML@b8+bI%bUI4aI5ZIFl$BB{M}vQRg;ralZ?Yep6?A{dA`<f`K-dc
zM;nt%O?@?whO<wO;;5c{Yu@_Cz~}cCsCPNUNvN%BZVU<NNn5IWG$ghoV~)jHn<rOO
zo?Q98W3A{{ft?CL+Co}pi5^xLYaMoIg_^QjNM*Y@J1?;bjaxP^+T`kM=d16uGprV7
zP2I7=c+TZlTbVY`uL{Z2JY$sEV;FL8yS6Xq_oO9ZXG0z5eN72H=DWx{x_zzZ#L&%-
zc3;<<pE=r>z_}vgg0C8D=+#4qjU%rcRCY#H$gbiP*>w3?l8yP14PMjUi4^~N{W<-S
ziqr(5)M%D@Q-58oUG{UQ`n`RrALCnH4||-IP@eT<t=FqJw{M+wJf^#r|JdnVrgx8C
zOm||dzP|sZl<(d-4sRtzU)_2(U35zSHUq=Am-e)M4h&%_dmR(1{_du>oM=?>l=VU7
z-U~0CU7=K9alEP~{Ab+O$Kt!TMJq2~TKY?Q&*?ee*6YoE8uad(JM-GJsuF8$`q!3Z
zx9+%f+|t4(T)(1Ua^eA7t>ev}VxJV>Mp^wk(z-dWXStlq`3;9wR<nxLbU%td$<jM1
z`>3A2XAytZ*M3p?x#z1sTrxjreBRPxt!A{Zxy8>pX_v3c7yeP7;hYokRr~zbs_>5d
z<~;kU74ePlj)cuIvv~P3y6WDlo%u7;MV~&J{Ctz$Vf|f)yuzdIe2N#m!>lOz`d4`0
z9S_TO%cFPm9C>%r^29o4|LxUx-6R51c5}Twe5q!oy!M%ur<TkwezU*XPWrRtyC;6q
z6KDN;9#Xi+ZTY(fZSjM<Vxr<2g<22iJlm?$Id_)xoLQ?b?|qwm=iu?l{965$IYmYu
zZ<Q8&dl@TzM)&Rcb(+_z>RxtFytL!IQ0z~S!}gc<Oc$B^>$|1KXTL2=btgWJQ@#30
z{@Ke}KjVY<WOq+!m^_L7dF=kquQvJ8yPoZM&z5=V)vqsttt#v+eS2SDStzo&?pejD
zzVOT!TfCm%tLNP^b;E@qxA?iovXzfa_c`<Rjj_`-tCWB~GYy&WGj*E#TzgO2?YS-+
zn=<w0mmMrC9&Fp3UHt66aE!_14J`AkJ|{D(e^}S{>tWo3Ip1GL-Yb%0lnGzzdrRB-
zq~|H$?`eTe3(fu(WrtYUAHKADcT?Tg)wL5ZtX!R!a8mAq<tiUPyQ%9H&Uvo6=5*vy
z$GzJ#PjN36<>U9ccE;uHnyo%bTZE;nLIu_*yQX|wd9i$+{h<{N#h15MwYQf@<}D2`
zRjha&E@2sSY-?7?<FbG5#SivMJYAY<yZ>+Lm$UQc>~>5%8gg;VjJI#E<S;ize>Yds
zILGlTd}7C>pf5Jx^|Eqr{=Un#J;+snp|J1jvtP?rN@*TW77Y%)#?&VHGETpCh0PlG
z<d-p-=c4A@h6VP1(|aW~abo}3<Db`s3T4iD%W`e+y2<55r^;mHzP`Hl%P8sqqr91R
zw#Dk(!8*25Tc2kYeogQ1=4_N?+ir3@ERrwe$rsZrKHYmBZ8~!=^2FO8*D_Ciw~b$Q
zWwGj6?X5d6Y{`}qo_F=R)#|3giLaxJU-6vEo;)!w{pBqEm9Nh2m2_0ydFCgt&Wz)a
zV^g=z=q<c#`#R~?Q31ANz9nL1Lf-01t4f1oRy=>UE50$@|FTphqjI124V|1x3VX^P
z%}h^H=Kfb4%lG2~&voNjebcR{h-5DNr*!PWg2Mi+GxLJy=Y18~zRGyZ$9LMQ%fl1T
zTfUDtwt8RtT&vBKH%*MnJ?Fu0xpucK=Mw8V6D(F=3phOCjP~y68G;THYoDqotxSm7
z`>WsYnC!FZGKCBbvJC6Q;`wKKs(*d9H#fq^E$cz21IxeCy;|X!dwU8)Uv53gnzH4x
z^J(2Zwjzb|r|@t+%Ug5F+~WA&s;__F1g_T1KeneoU{B8^##h;k_Dt%XWV2ONV)rZ6
z&2vvJUTM4f%3Iwj4xILe%v~REYuaC8E?e*CeSSiC-_pG|-z2QmJbKDMcVbn<MYrm!
z!Uo6Vnl`=5+dOBR#o40GuNaw=*RSQCdGET~?x1<?8P_|SEoDLrSFTi_80TxZR57`^
z|7B!zKv9L=R&MUFyuTc6azR@c7vGxoF(!Fy>Pe-d>~jyV%$M2zpJCO~--VXXw*8tM
zJ=>dEJLcumiet5}HJ=2YmkCSSbE$|gbE(89cfYT~i!RyReDLI6=ilRrSxvr6`Z)i*
zzLxWB>-OzjhVSETdmR@AFur{6{QBI2r=NqRin30rUr4=@8C+iA=e{cIR*#qTtWVan
zpX&HM(w?#B>XQkN%SF$gEY_}?^=5hV*4ef(Zlc$xzD+58TeIiSp;dEz9oWks#)xbe
z`g}I&bfJR8lk35Ue=47^%<|2tO3vnrUaN7<;&q%w+Vt|MO=>kET88-v|IQU|Tk%!>
zY9F8V_p`}o>)y|q^~h!Y{iShEXJ5x^wdiilW|)8E<nx&~=G2w;9sK-0R{Z9Y+Y^@0
zYJ97fQ?vZj%D`p4j~kbYmYgd;bBwL>xyfZq_Ium?W*a`wd^T&B&6&#J*uZTKk0o+u
z8`k`pCpK@5=PRr0k@D>~9(-LZ^5J*i6-(FJCE4PEt3O%GRJnQDNL}!d_|L$(-g)bV
zCoHMj+qPd=mXpXJQk`*o=SA^a6ZbyXOiLNXUyrsfzN9z%hsXEz^_xB%SyNR|yL$8X
z57SRinsL15(aw8XW;f36+@7(!rhlgH7xNQ$Cw~#$u}f0<Z=B(!eO*?vTVy7lkbOP<
zih7gkD|^1H-A6nZZ<{9<wB5MuvrSN~rIMu5PR=JBes()VufMA5l0B}x<M`G}->VOF
z3ZoC6UAHjs^0KvJ8J=Yk&sNW#^}Oao^_7D^-d@`ESoEq)&GqW(PbMpO9h=y1GwXs(
z&m5`MN@-iR_B`dzN;6qr9(-*}()6V%o{}rY7d)G=(4<W86rYi+*Cl<+moZO@CKLx7
zPrf&Ov9-vfY-66T{-WozP8iEx={0ATu#aN&l0Ex$0^{X-YdP6PPyRf6eS@jt4&~)*
zwT=F6wb-)LZ_T-7t353aKHE9jo_*rHt&#6$=U-o@Wm$UX_UpiHC$3COoYVXxM6P^q
zg7maEnJ+E>Ge~7BTZRU`DRC;Cwek6r(lt{UcYj&ExbMm>RrMRyC+<&w9PsWW+cdvs
zxvBHs8S!cx7Ww_{JuzdFag<|q<I&;^XSQB&R!FKms+m)A$?Mm&7T@bXuZ4Vgt8VLC
zl2v3C>KUy3GG^`KOC`a5$Hk43d+I_Xqjq&FO4|Hq`1)%46ypnF8z(+H$6LZ7ZE^Bw
znOK96)pe~dBa8R9c15Qjv<b`I>o+UF>w0>2p8w;h6^HwZW8Uze_`ddQit>6>vvlXK
zJC}MI>ZVqo4}Ft8$2j5Z*JV0C<>q{Qws}fkjLy8{{?FH0g}Q5HtDK$oiq~%vkDU8@
z)2VAR?%q<GB~oe=E?JqkLs@R??GvxuIR9o(-z8fwmE~0OZkx@qclYPbZ!NkMZEh33
z?7V!O_N=+$wy!JB2X|g5FH4txGU0I7%e6{edm8;B92F+;X*-!Je0dx7d0TNc``O|u
z0r&VrTX?$ImA|aXnBN~Y$<u)2+0=9Us<kaz&n(b*60U3W`n<)_$lcQ$9M>tmD*L%}
zq1xM(C&L!kwa(N#nCEXA<lUO&TP);t^ZZ%^@9XLx*3D0U=4-XmbmNvw`fHUu*u9Qa
zZmM{;;Pa_@I~U)Kc^kU$&KGO<lPB%IzA$Sk{JLIj%WmuGYJ07Yz2#bewy|&P(Wu!T
zZx@E?zNiXGNJv^0qoIA&mFMBKwY!=4_g3!d`L^WoseaqNEf3p_k5=w|B4KIzM!bV-
z-ks~r)q;0V+>L8B&z3ju%6OW<A~z>IklWyxamb|G%iLJAkGEPrczkWw*Yv5J`*J7l
z6`sVtHaezOTmBrw)kX_ti>1Yz=SIdmyDmw!ttwyr?R%>q<2tuTHF8#$bMM~Vc{W+A
zJbdGnS4Z8x+xA@#FFkNB`;v~SWW3B{(+34I$#zp;d^1-KDZI4j*Mvad8*dI@n{#!}
zn(C=bdZJl(hu3C=GhFYy5j)Lh)|c+;H5$+F?W<dQ^}MI^%>3f(Z_^yCt_SkoYQ8?}
zlXvx`BSqR9x9i+_wy|gJ<>E;tSMp1$YQztGv0OWKdciubyHglrO@w*EOSIf>&nsDf
z<H9_JQ$^O{GhdZ8q<4M!Hu<UP@q0a!Cms#CyD!yAd*y@g+pK4NJYdSZZ}y4zv0slc
zZ1>9Dqi$;)D7Dr)=4DVU$J-nWnXnfdBxJ(oScg`wKID2l?&^|d^8-KIJ(ny^Sx_Q+
z<X+~(D}VN8U)A$aZw?i^;9-1e!?W*Oq*qP+%(i$5!;^`x;|gn+zdg_Vy6e~eu*(Nd
z9FO`~>vknC&vJcO&yz_zGo4N+pA?eUXJ?vsb$iKdf6>WXCNao_eXdL2*k0(7y6^3Q
zq}|$f67qH0Y`26s-+o=!Cu+eid)!oT>aMxx0?Vy`yGz8~SU1Dqz{^WJcBpc(#%Iq7
zcbc{Fc}VZgr3HVgi{Hl7o_zA3!SHOB$<H-AJx@x!jVWH8Tw}`ieCO#Hi<1Xdt-4{c
zT0Et>=j)n==gYFSO5dwgZQalrd|{sFCXX*`e)@%Xbw2soFS$HjVV+^!TkD7)d;Dfe
z8ht!g@iJ2N=UUE=JH?U5^9p09-}o@^-I3_o<(7Z6T6QY@miODbwDrXEtzi>NpKWui
z*?#Z1p@zCmnD*iRWyP^7-3_iOJN`3#4c^-^Y16G^20cQqiVebNGm^KldN;V5d^Pr6
zmd;_7Qnu1Xxxebd@uiCFm)2T}T$#62QGn%l&=i@EQQnd!z0%CLrk>eqI8VWNVn|QA
z#esF*r}HXS<us)CWoMi?6%e-D(52>+ZS4xf{|uXNZQZl~`p4yN4W)lx?i3c8IPuA(
zosZTWXL>&IbyS<)R+U12uk$l!>zZjV(e9h7?0DQyJ5`yTfosmu>s^yW#jd_7j`KGy
zGg+w;BgLM4v{XG~&ZRH98q7UhZZdT?!GXP&Cr&(@lKRY4*v?hv<Bt%n{RUr;M&|i@
zRrD{vwsPCd$z4S^Zfue15uEj2r-9+u*L7ld%O*CSG`$@qI90vRa?Nt>xdqEEy9bDr
zd|PvK@kzU;^~(KmSEFKNt{azG$w>P<PubBS_&V~RAHUaYDc!R_LhCm(Ua7U)_jOg)
zF)pz*hah&ZElpc|oMkP(Ei-W`(u%SYo%TXnrA}nFqo^fA^@E^!^Diwrs&?<h${!)A
zj<y!2*%RkgE(y?#dw2Lr=ABcM>}oS2cF+H~*4%IZwHe}9cmlrYs(e=n>`9RSu=YiR
zOxmW8XMN=5W3H9mdDYeL($~Pa<q6-FZ;iECYl`~prdD`QHRZW$vTNpAf#>}%LwcOH
zdz>q(mr8cw_p5zXqIT-L<&~cPwK)q<$OK1Jmo8@z|8>PAv*hAVX1<EILDmdaDOXhz
zXU*+1{26k0mg=&$oW1@rRbeshAM7u!JFjN9wd<11Jl-Im$CI;SUG6yk$=YqezVg{B
z>%MxaHJ_4I>P#1P{Jiu!@m-NoVPFsQ`+KW?E-y1Y>bc+M`=8bGR%Lw6P)*5L(@^-b
z>qc7v`_`g|yOY+ep7WtL`_$BTRT~R8S({F`c;3~OE@9uAe9+*)>Pe?}7B<fEvRagO
zb>_MA>SrU21&n+%V(g61-+i>RGd0ig+3w31<yE5vRc;l@Tuykj)O(Uu*P%O}=S?0Q
znYVS$<T9J%9pzikox7D*R8X-tlUYAFrg!S~X~%6}Rj<BY;PCk8HKE?V8{u88x3ApH
zROWKu8j#NZX<hEJA~s*Q%^UKzihDd>*_rz$*OG13rsi1-pBa9Aw03n$QPq`~MIt}9
zyH*M>WbRsa`i*u#L*3Na#U@`YpL_k~*(~vG)wu;JSD&9qjy$ub_?YI}Zx*t)UPS^{
zrE4-{Ps@B+*Kx4*T-K5ae0=p>mvc{l%Q|jy^L+4shU=@I_A8sN)_Nc#9KupP<H5Cy
zo-;q)PO1nlPT+c<qszv4H0j2T2TdMd*L!Z-Cdp-SHfQm={|t>6-Gt_By{KGu?q<iM
z-5HB+EC>mk_F9TRh+T9;NW$DLOVxAFmzgY<^?81awNR>M@w~5B?woKqVEXL(X1R)W
znXwZskGed2UNfm~>y!iYvL0`m^ZEQ%w*oe{EahhfnX5NWR+{>{Z>tZ(u{B<v$)OX<
zzP>&ic+gb4H$*arYl`NhwOVD&Yoj9?7?QSzr}Mn8?Fh8ns^~oDUuk8qd@COxAFHXp
z^4yg%i<0fVvP%y<TKnhz{HTupsG#}DEO$>;NLtt$2Tb66Q1~+3gF&wT*VllRwlCF-
zLsdGelNsjiHTLE5tJ|8KDD!Nd(($aCd&ynCZw%elzpSj;;PJCM<h8uzantmk3scVu
zZ&r->V7Fs+_Cc9o?zAO-d$UU>rM>c86x;Ge<RNq3ldD_e+GkzpE$;cYt~Fa$VA-tQ
z))^O1_3+(gjgQsybWruPv|OvLv0=gFTf0nWsmkzs-3q?*aw)6+mV*AJO6xoyZJ5Ox
z+)!IL_4d8H+HBw7{u6zEU0g-@_*#qIUrnc475<35DRF4y*^;u!nha@sUOoET`1;z?
z?N{QJc@G{fIdtCTyxQ83c`IL3tN2fhI`I6{daEt_>kd4=KkK#7=ckhL{$4M$yl%<7
z+hggyX@li+`>4n7X1r4gclq?(=Igqw2bwm*$3<_fO<j2EmG!%#&%HNI&z+c&+}Qj+
zHsnBY%#x?u<*cr&dg}H~m0s(aSU;oW?fba3i?;F0W}irWW%-}s_4Oq$ix}MOwPx%-
zp4{f^mUZ`h#g-YlGS?Q)ESn$oDEB!dThyfN4+|RZTv=6~e&KIwk#?ExT|Z8h4eOF3
z8&sa#N1fTRTV>A2_c2etyG$~k^`=*K;ggVcUw7}^srsq0`RB8Z>icCLe2)3E=~Gd*
z>XMTdrhc<5uclo)c4hjSyRVw>2;K=ZzQb3!=Hz;T^5v&Rdgey|l-h2du#)Ba^!vWM
zoQw~y^<I7VCezMv>&>&C=Dxo0a%td}kTls>{03~Vy>2q^4b0oQZ01dsJ7wn6^0a!-
z9A;<R)N_RSY}!f9yk%>%&Kt#?{Gu?k@7<Og57QHDU!Gdp?;N|Ye|hDlbXo26ROxRP
zt1L^l-n^DkRT<Iz_|ooa7V=)xG-|d4UhX=0Wt~gm)bqBhk4$~4cH3?;zw^zDzVEX)
z&)mOH&5dE=+gV5WJYWB3c(vxa>JxQa&u43tCUBgM2??@U88Um--LtH@XWXj7S{zEw
zrn}7LPrkNYvFFc@*HK5awpoeXj-LLoM@T!(V!ExC#o8N>?dDu}<x#)1%W{q2wP)@V
zYOO<)IamtpkL`NQE^8gacK_=dRkhOJwkA<Cr>!Ut&(E0=x3@5|Ao{`l=dn5h6Z^hS
zy)1gGZ^f34>+7>td^^DZVQpdKgnB;B9Z%+6UAyJN)1q`$(~Vm0pVt*-2h~k|vB~{#
z$+x2kUaR<heuw2L=9<`?dUw@n&NtCxr}-ov)M{VNQ@T6P!t{)P)}D{Eb{q~}dDde4
zmB-0Fx#z5B-R$Cd@VhFciAi2!ZAQ|AQnuZT#m;G)T$Cw$+_f#?fKAetAUorGOH<fq
z-MxI_p4R*1S<?)R@0&Ik+~t&Mj-7Jybxi6_b_Jg6bAzVN+^&@QB2BV@@#|Tp;MXB4
z$w!UPJP4m}k)O;iaWtn?!0+bM)n$^kKfgWN5i)(^`KUWh0sQLA*MC`88`y5_YkXl*
z4gcv`FA~dao_9S|oW0!i%I(t^p6!(iEin!D-+9O7IP?5VYh~o-_a+=wIPgA-@mz)d
z<JgUpc3zt7v7xFk@MB-*VOh{xydL?eTZd9yN>`n;i`#ScoL}X)6*nz@m9F)%b5mJW
zcxjW0kC0*XrxnjOsl)_d@K2t;TQa!onV8|cpX*k=X0~^ZaF9Ll<ng5q)sr=Tuei`z
zc);}H!DB{sJJ*#NHXhA6@}EJkILbZQV#ziuhZ{0gSMoJ)pG}oynzz-@^W5bV%kEBG
z6!lK`$k|&PY7R)teR-L3^7Xy$3ZF^WttXWmuMWC<uI-ZSkM&U(-!y0y9<O@-Wwu<y
z+N!H_mt8RHdNy_U3m4Thm&>=i<R9b<NZWd-u`4I=t*AEhwVjrsH(z~rI$Hd78B?+U
zEzhO599Q4^HN(6tB23}y+TWEQk5#P8pS5Y7<I3`l0lA*m(@Qz0%g9|l5OX4Cj?~L_
zv$emh(<>6~O?bTYyxZ2ulkP<=lXBnR+VFgDT(;T2&paNsuiJO*J7{xJ?2NLu>E3g*
zVqNCV2{$jSI@;%Ndfv0b(`MGGNqL@URmE=HdHUzfwOK_6KEIAA+UFiOcNN=&Cv&b^
zrrQ1#z3Vso!qzai*vm5WvrgD;U9V?!_mj5D^ZBzS*9RGdy-7BEvNf%3zO}o7!gu-B
z+S-TGZ%@p$UHv%XoJ_(O(=Xz!UwLO66$VCWUardOlhSqClUn?;`Z%L^>3aPuX^y+M
zWv|$=Kdj@ylgHQg%nsOfGJ&^Zqwik-%StbQbDW&hx8lB`<$8;G&!5>xy*B0C_u+ih
z=gqqdAC#_p<@MbzT{5y*TCnMfaJ0t0yY^8>w<|NN&w8;aZfeh?%XW2se?6P}qa@v|
z($+E9d#(8Ux_hNsNJGl=1<O=&&g@`bzceCo+S+XCqDwqq&RVEE*=o2_+wFMeqMJ2~
zpRP~c+@r*2`Dn*mBh^0pr?C$6W%-wuugvS4V<$h&=KRV_lPB11Z7erZtM|%|ZD?0X
zzqC{O_8vpazg8ih@h85n{G{D_<Y4FXt(9-D>)rgD?UcRA^Lf|dc@CcMouXy;yj+^p
z%p=uj(d=RDlWAACXzQCrdjA=`a;BSHT~qq4Ft<Ve^vjrk3knS9{ng&uYshD79X|h6
zP*LUUYdi8Q<<7E7Rb&<`pWP~H@!;{SN9T<S3Ma>kEmYvU_q8!^_p-qIrY|qQsIfCz
zv}aBAe}>kzo}oz=>-}eJTE?cWe7J0(&h);k8%r2e!cD!sw(gQU7S5@ov-Hk0^*M{?
zWzRBSApAbs{6LP)b%DFJuP-h3&z_g3{OCn#W=(Na;XNky9IgieJ4|bQ!uOW#c)#-b
zzO?fW(c4%)AJdZ5W0Wn*ZZnTmsGF)4!<TLNYT9v^w45ii?r)tT!}Fh^wcuWch3)FJ
zOTl}>O+8+2(%q?X=c{)r3t!!gb$u3A$z4ykyq}$Mw*13#=9e+Tp2q8@J{7sK@sOc!
zDFgqp^<oFkCZE@2U+d)YYKqRD#tun~Rk?-Rm2G!jm0V|?wsFahucmXR_LXY5Cq20?
z^Yzzt<Kn`Tw=yTku3uaHIad7)TjirE$t(E<&z4pT+==O#GpAO2_N+4XmoEd)8?~vM
zp7Yl{sW9u-N#ovgxwjW)Ra!q=p?Jq*&1bdh3rn7_bzb?b=v36363&EA3C&@%z2;Ub
zZGQXiiBFM-=!-I|O;)Q;G+$m??6oSI*U32RQ^t`kmzLC&oUO8(|KP0CbLoJD-`6Xb
zR8-me*&KKpQQRN(eLqh{a%|(a6FXvlrR`o}wf41m(o*-Sy3w&0pUz@GeEML4&5aI8
ziKDd}AI@h!oY!&NEqn7tlj$MxhHiCJUzdGb)n%Z4sYfVxuE>j}oAdsj`es#iWI^)M
zyq^ht8j?)YE#AAHcN5$wf7au8pRcl^Y2afWyRV$mOOxhYKE`-*op{hyrB><fQ7`qy
zOx*5Ng`c(4xpGb6ftdk+P0-}boYG6plW%-JFZpA4(kaHHbyYu>$M4!T_1Hf~(--p$
zK5`m+?A}!QXkW^{z4v0C?a~Menv^Shbyc-i+0D&*kAjLK`#-PI?0Zys*6Wf-InUSk
z*H(Dkj@rB9sJ6Vh+3nP_8pbcC^UhDoOtVxeUFI%mGv~{?xoZlyU3P6zDgX9t%?U@j
zt(@BncAkG2p43sQH1||$%t{$9ryh^z_qIreI<EPtnt0%)r-|CSwzrcdd4292`10$c
zhf3lcInCdVCm!GUvgk#}lJ{3;nMilDuH||1OD3$^?1EKQs9S-@v-S%YGm9b@=gcWz
zSLLzvY<}e%KI7}x78>c*&($?C+OvM)lofZ6@=B;&JNDFa)tXbrT{SC~>Xy1WD>`0U
zEV%HwZPsT?8@aDh-bII>=1848JMGDIr<RQk9_njdCh~ket3R<Qntj%OnFyKYkav@e
ziuO-vdKi%KY{Gq)3T5VN%d#t;9CHnw?%U7KzLe|fN>|;jdaI5roH%&aA<*$L(<YxF
zw+c&<*-I_YE6v-kxNPnhvtX64tCN@_!Yx!MTCy+AcCVkupZ8_%>6rc#+b(SSd~a#M
zzpaeB?%rB^{QUJxOS4=S=Pg~*V$WKTC8_)IfULH2>-+0lJyP6agzTkOyZxSC?VeJ6
zW_NL@XYO6kwJU|o)fuWneRrsL?Un4?CF<s}yfR3j;_=>?9{0X%NBN0IIaPAzo~u!6
zzO?RGNLARCk1lr}FyG&rvc<*B;!#sf?#e<v@rCwLv(NW@i2l0fV#e944JVe0@rf%o
z{t8w#>F#-XbNAJtm#+hU>g>(D?Rd_Yt@F;rw7^>njSXdzFHJb$?mVl&)#AkQz1rQ=
zgY*siA86@pj|p3JfZ?1Y`?kszJhngoGjPcr+Pfqq_HM7kf#&mTBg=2z?pku4VNUW^
zx2|Vhnv)ay3bH~4H@^J3YFUc%+Vm4gzS!;6R4pj$?Y=C+tYsXs=g&%sqoJysjC?cx
z&UkZohm`E3JKZ~Tze}!FZmQKfpi>zf#uEAV)?&j=bFM7wdRCTov?bG0@?1t*&STN&
zvus<E1Wz6GZvAc|x$LrA^yc)&;ONS?8n-wSqc%tQa|`$MN8P^s_MJp;=lLBArOhT?
z`NAs|w8(x-wBkXT#-6TU*Il=L`17sn(EW^migO<AQFpwgr+V{S%K@8|p6mNxR;Bfe
z75MoFNL*KqjxNeP`T72|f6JG@oG0*M=>cBZ*T?>pE7VPWvrDhBFzfKitK57CX8rti
zPdZ}>o9y4>=Cjpy{gn;en!m#5Yu}7{6VUo@`&Zjrmtx)2xK$e4*L%Hxn_9ca@L%bH
z%wKCe9oDrk4?bIV!N%3m`QVpzQoSYVL2i%k`$#bV+5GF;qPxarYmQ{xv}AtmbXsVV
zXj|RZlWJ>sZt~x_aU;LVqj_FRbJxx~oD{#fbj3AG2W9K_t;uI^N@*-j4qSf!aQUBA
zQzoeAU)r>E`;J#Ff3-N4@9g|(Df@cnwtFk?s$LFyy{F4chO1AzHRtj6z$m5A3Cuky
zC9B@&HS1{GR*B7i)x9ysEnN0@-<7(zRbi1@74Khr`LBGoeCDDlK|g1m3iu+iJSVS8
zFycgP{NyM$KO^Z`)2=6ey7?})Kd-=3)MlcEq|7xZ-yNT$x;2?4&zh><@HIJgFKY56
z!`A^GU3{)FmD1(R>!a$Yth0J>X;)_B6lwK)TOI~)pS5&*qNQk(<*|Y+;dlJ8-EVHl
z8i#r&ZB5u{(>y;b$!p0c!>}XkLM3&Kugx||mt=Xi&cpJAXzU!my(>29nwKP4N<Imj
zqO&A<Y4DC-&pXTJX56=6NlDt|A1!U0l+BiEDVmweXT-;Ax*#lm%Hs>6j67Xe-fC=C
zP4-Pac`J)k;SPs#S4ZQ$rG14LJ596hI^FH7nYMib-__l+r>08pTy}1vop~L*sPk#&
zck`ysy%W8$%6nmLli0JB-dt@gT>WR5n~z3%78Kt2b+uT%x^+!xx|TcJnysf-^;}Nt
zu{g0}I!oee^O7%RnpI+ZKAgV1*5Jf~zKS(h!@_R4%l1djExP%5{;6f3E(gxK7qscA
z$FlV^dYdfPoS5a3KYeNLn%<rbtHR2vmZiO$_xRMhBCP{FhJmZq-c((=`77*{c6E2{
z$-;?~1D-VZT}>?rUm?oO#A}|d>k+n-(P7D>Im_owO%N#Jbz+m+oT+VcI;!u)f{C}<
z-Ucsl`*rnrte&p9^0CUZ!9`lXdkVXl+GP4NP0M6XDz)TDB=7azlDk?_nfFCjSihyL
zW)bJfJL@+;J@IEHgT+$T2@fu{$y~Tn%f5n>Lt<e=;?dyZbG0x3r5R+K>gIgYJ-+JB
zj)q55zP$G9-L6-C$>3~$u8BeQD+3SX;JoLzR<8P#d9dHqd{Xq3MKjm+aEMq<Fw!=&
zET|MMO<@t7wd16Hu(`C+Jib>m%tZ=hKKrG-_l*ylwbLSj)yB?I_O*54vpJmSqt=zV
zYZlI^GdXaeC&Z^>#pknpzKzL!nGddnJh-xUfl!l{tJ2D8-<R?_<uWdje!48Q;IODh
z;?e9guI<7B+p2=Oi+#_Vn(ueKIql-_(4MYE9A~}vi!N9bbN8jc%A=KSk}I9lR{cx4
z5jd;v@hm5YCC4St2C5!ScC1>pY|8wq)oWS&=ggX}oEyOVIi%-HYeM?T*N#UWvWzlz
zIqO{BptT_<<l(BzP8pLKLT2w+;cg<A9r9bidxw<Il`PFWp|JuN71-wb@cOZ>trAW%
zTxEP|xt8TJ0S!;}l~z+@i+Brf^)`9*aGcBDrakZL%%asBH@}b4Hn3y)(Y`?IxT5RJ
zvvtL<l^&|49+Xfw{q^&4sF2f%&Pi_Ck9eaGwa%P#{B-(?_1q#$mTrAidE=;F=&7x5
zYP?=s+VY!z5pT-<b3~!fLB2Ql<U^gJfV$9oKk7Yy>#Q>DJ2ElOYAtImKR?f^!@}$u
znYDhq-JDs@nSK4Et$#FlqU7=ApVpnTE_|L+b=`LDjh_d4(iVo7-Cp@iWcB5(kER_z
zdh7S*$p_yteqFEG$HwDl;GgyD+vh_sm5cUf&$8opI{xIqpVikEcP^Q<^FhdJyR<9P
zIge|sRW3Sts!Oc+>U~mTTk+9q5jnX&35USA)U_{f%QP5I{&D5hmUPqH-puRkrF>t@
zy?Wjne=f4)^{ija55Bia{SMBa?z2d^&sKZ(h7Z+u1ddwGW3B!B;rHPUnYXgE)=BP~
z_2tn+(bS!1{g!W^ld$gUyPNk<^|$uAi8_chDV-79oxZ(Q$=0}QZDQ`e!uzuh9*+-x
zmF*XIPRmMlp~8j;9d9|#^^<E-EpDsvd;L~EQoJPWHoHVj`1ALD>kmX)eqAT^ttiml
zC1GJ(?z@`)N7|cJ4>J@Q$EVb=e>g4_cVgaS<yk*A-Mi-fHcsOD+;_(D8{`BoExKf5
z&Beeh!ZL4e_WtS9CVjRmn`(LO$RX{NcW2fM`z<i~a<oSEaj%D3xXt9o_~?phpS2a$
z_S^o6uY7*jK=M^p_*~zep|_o1eY~p571(s)bETf&GnIK?#cwq{pYL^K;t7>x(O#A1
z>RsQa$hFUBf46u`^agkNsXl6V=ViC_J@|NX^~u8Pvx=5oTzm6|8OQ5@$2*iZ@SZ&8
zxbpE%d#`h6Ze4u3_w2dC*XJFh44jn>7>ffVZ=JT3Ey%uSWBc&#xz_fVA(w1=+{}7)
zg?C$?6+Ue2cjBDI+oQGaOENk0rT*+VzBMN^N~d6f&Wy)hFH%!kv?j(}Eevdlif{b9
z=hNz-x4X;KCOuVb_|5h4ZhqwN19sZ!u~)pb^%tz4zb<X(p7}{kp7v26h37_QRBg?&
z2)GeFd*?cpTYDx|g>U!~e&EyHP2NTVwy(<%-s9xnmU&%$z3G=NMNv18ZVh!{URr*P
zOXJzW)T<kff@W>8F1LC2*nR8f9<BBMQJ>x>xjtdOy|qei_v&MT=N=x*e$MM2F60qn
zR(X7Hvc@Uj`MDYoKU@iF5&hGVI?whA&)@8MyQX}w+qtgk)}coUeEio|$GqHB*^s-`
zLS^FTtBbWxo>VJ3weAV)lV9P<iOb)_O#CdhJ2Pow&&DT7yShXBEAGCItBu^g#9wWi
zT+!s*h)L%?j1ndo9xa=A<0uDny4_aQJs%qzTy>A$Ns!qfdRF|@_bcBsgO++0dxfVM
zZSa|tJ$L6GxvjJ7SFT!km{0rk`_hTi6#iy=94gND<u?}YdS2#t;@#5yf%9iCO|si4
zlQQ?vp1$W1Y02jbeYZr<KF;W9Y5F?&&~fk8ayqLuvUk4S_D`WaVMX@EFURINE$v*#
z?)2efkG7p})h&s&7Z|L<!#6CM_ucr{J*_plXRg#6Z|HLEbyr?md~4b!<sfFpm^a@y
z?JJuclloA#@7c+(D~q~ryk6=RD!ORBlJ?&qPtT*p&F3e!N8Q}E^|OcNAKtQnTP_W<
zd-^{gE%1+?cg5)Dr_X+2MsL=7Eim2oiQ}@$RqNR&7MwV7V!ieLs|VGeKjE`nmvQM?
zX2kQ=8QLoU++8c{EYG<Xghx%{Y4~^bOx&xd{p`Q4OPgL6J6B=)>e9mOoYH{SNoBv!
z-MIgB)uEW?zREA_Z6hVVubX!^WkT0`PuCLLu2Myjcay9+=4_Drn_YBIEKTP7n%B{h
zp3E#MU2hk;w0a)DGOsYMG{z@5Q*zg<qAa#0fv!9X8)U*YYwLw3zkS<v{z_?RsIvNp
z^=kXBs-!(!-KiOp8aAoN<mz1BW6M9wW%GGo@{hAzXZv(w|9^(KrM+o61y$key}CTh
z)ut&KhCdDeY$b0q?@O;eGt2W!E1gqIsu`m{zBJxvd?!5GQ+?yLji<b>{q8G$rnZpr
zeoxx&6<hQwPyW$fwEe=*hxUdsMRS4_!}6EktMrQSR(#0+IBH{N(1XIbt8yKO<<&3k
z%GT#+Q-1nB#&1(B?_AHK@1JapczN%(h4)|DeOsTev1h^h`VAjWmBnA$y*r;@=|2N+
z@wq);UKDs072RC?yyB0U7muz*Md9|^Q@`ffaw|(`y|{4TpWv*=Q@z%_Yz^J`sr`>~
z@8453brMr&w>;Xn;@=U;r`ch$f+8i0gx0EEy#3Z>Yya%r8l}UG(|?8MW<Pjw;xvQZ
z)OQ~<4g0q4m0e=kH}%TOv+vIA+@(^XQzz6|c{`RxiiLwMAbe5m-CGCvmAgLc`XAZg
zA}_?)WvMi8lho4MxVGP}nR)w53V&Xgu3sB{Z21JM>;2hsMlmv;J<azg$MLWHu`B$J
zXm8fay*j<Md!?cyH{U7k7f!HKc@W<Gs!k<L{rTBSw}or(o;t4kI;Q%r*OSk&9}ef7
z%Y2;ec~fQL^|-7}r;f9WHb39}Tz&oX&_LM+%hjFyUhjK^!eV)5`)2P{C_DIAbh(&q
z6=MiX<lCb$y%EB{E>E@$x?UW?dcbmpN`jH?DhB_{v+Cn^zV`ZV9kNA3$n#&)0<9v;
z_fd=NXD`o+*Da`6v(94c)}Fn`O&&aXwnoCJD%gcZJ}cZ&Ly3uv-*PegwdJ2?FrRpN
zZ;7B`eAUvGXHTs=b+peyRQ|4f)Rj+cmyd>59IFbt_S{9`>9S+N8{hs4ji1pUbM;%y
zHbcKp*V(_U%#07o)Z%&_tg+(De+H=uGUjn?R@WvgJ@|F4*!^?qTaUYmkET7nv5ckq
z>SaxZ&yj{JA6)CwKV^JtR*K~*e%Hd9Q!6~#*NfJlmfhWFec^)8-j$1%YMNFX+n8rv
z-ae=8T=C@4TLOHU-Qvry&5q&{O__Jix<k+MpuN|g*jn4F>zdrj?54|~C+%1&e0OnY
zo>^M+dbzLjlJmW`ZF;`fD<)}D*oG%N?>%+#&(FHhlh9w)!Z<1GPil48?3t%Db$d;V
z8_&jm{_(i~*yhj)-&a~3kGtykQl{7IZ}+hRwrq<#8_wIex@xz|W^;M|%iA)O^Q7&$
znR&lbK8H>Ex;MM+x5HV#?Q&D6Yh8C<CK{9-y#MnjPPJ8=n}1wa+TI&}^rUUYnw`<s
zp>Dq>`&ArZ+WEa@-h$$2eg*YDt<|M$YqdpBi>0e5%XIBp+1L}@T=sSObA_OU#qR|s
zh}$ns_j(}nY`xWX`QCJ^CN{q;k=7t{H_^jwk9Kk|QQfibn#U&2HIcbLRlctcd7FH8
zj_jI(enH8D??Yq+vRBMf;5`0m%}J&67DvmE`QCV5GHdh3^TuZWYeVil`MOpzAa%9H
z!e_e|ru9WGn`slyvm{;lWo+-%4?%3z*EyRQRu`V$y1D<<vZWd)b7HMJZQoQMowi`d
zgITY|-b|G#{l1=a(;mj_&kmU0b**cVE2`anz27Qq`k`upqpPE5yh$tgxkfWtw(!Rl
z&I*a=_H!-QDOvtpsgb*IYB*<h(UdN`tTUAcS=HTB4=1m%SeF$&$GGI{qg{*k%zPFy
zD_Ux8;g#oIIpr3|tDZdF^?YsM@8}fSyT3xUiqfT5RI$(AF-Pi^&V|C)^R_;lcG>vB
zyZ2|S{N@~JJ^5|zRQuAIpUp01ynCAv_T;*|5UYjgIajqiMfQibCGWgb7?&Fn^Yx|0
zG40?j8>hTyURssASZMJ)+ttT(*VWZemz%fsMOb)8NW$OjXCDo=O|#7sjai#~EyvIB
zP4<qiCnaoqinzB1v6gQW;*>0W`#vr>s4C+1TItoBFXi5I?kQiliQ!I|?365qb^DAK
za9z@TG5=oWCC?lCR(`ssdZfDF@9WBEy?dl4hR77g^4?WRxZ3CB&GR`xcilOMb#Inc
zhuOT|Zpvp?u4Wj0=gBig*R=MUYpsViCSQK((<Qunskfg`UX<a+g?U@oOSMQW^(Zjz
z+A(4BwOyHqj>NrsE?v*;70t9myH~i(?_90+-G4{;DptKuGQ6}s%j=rB&AsWH>>~Dj
zcz>oY@So@j-$f=l2Ap5luUl90RN-Tc?z36VHYH1*n<lU8H>#d*zjX3S3#R42Ed%3b
ztIpCmc8BL0&jnW9=%b(2H@*p8zjl^o&s2${F6W!Ct?@tbjyEmuELSYw%gf#2@1nx3
zcP^bg@6Oe{s()J(W0LP}S~Yp&{bnyU-XqB@6EB2u#^`&!T&JhZ*j^K^ZPNJpZ1Lr#
znX5}}Yg{HTx_jo3`;3a?uY*eB3IjxccCJ=d@AoN=5B98H@#nU9U3#)qfKla|nT%}P
zpZ19T$+o?GB|Ig6;RD~T)e^H$=2uPaRF<2Xe>&!>c^KO+A-BM?sLfW1^XBflX47T-
zGU}2c``Yvq#`821HQi2}zj@5kK8oRJG|R79PR4J8^g?qxrpO+?w5DF)%a!@kn%0wY
zQ_DS8-1cP&JYbp_AT^cY@!HskgSPt*HLo?z?OEQ#l+`og%j0{yk|iuwNZIuJX&!kr
z$JFw$<be~*E8UrYhTV2yGrYDa;%H=7XaAOuM<YA^3Zv}8GEWMe^=tbWc<IT+Bdj*Z
z8){cwT6e#y(DAHxMoDC}^SqgsYyK2ftn2gWWcc<kbVBmCXLHY6We4q02{^2LYuTr>
zYWLR~d#tp+u}-A$mDZOmUMJ;~t2b%{yDU}qDu_Ay;-_-o)l1Q4402O@rFwe4{8^nR
zdQf7`?DX14yQCeO*nNJ7w6ArW$x;~R^!(?w=y#g&(-XV4CLBLzJxj3Sm0`Hk^R*eX
zHa7YFn)!&YIyg$M`s1%_w^lVDeC_dq&*InosPfd4G0*?3%Ix`7b#1Z!%Rm7J`>3dy
zYtN)P&MUmMkXbf6V%4wEGN0;@?Bb24xm~sGQ2~p)re~-8stV~o@ObB{YRRSRjw%^w
z9+(rltly+E;(g@(*t1hqYg>9AZhO2p^O%8~YaoYP-PYO=o}dfc#bN?~bk)Z^_-p9V
zQt~z^ML5Xf{zlJT{~0Fx9#miPXI0XY$@gZSczdhqn~qzN)#axN#xL)1t%}aCTB|*Y
zua-6KO^I7(iQ&6Ej=ZUjDo4Jae;D>IB5h-8O*-4wwiAz6mfaRz$`I;0du@>ZaitkD
z>1#7Cy(`SF^?r5a**c!Lk5;(xWv2$@9xIOUjFsD~zDQ&BcDs99HOds86nZ2k2IV|f
z`5c$CIPKiiGl#T$JQz(kq#XMCc%$jb)1S7vM{WGJAejBrS+7^>p~s7sUfEfH<eKoD
z=RdD@rajx#Gk0_J@<n$3k|s|M?kdWhz4Osz%edOiIelM><z)Yy4%}CGG(Pn1-)v3k
z$x#;#51iAU6)hVQH91`57{lWQD{3b0+S15Uc;oWSN{Mxu#@9nGdz|+;Z<^z_cyC0A
z#R{(pRhO#8Rz%*NxSi!%@tMjKtCysIUh{Km<>RkQ)}@D8Wt`G^eqB_cxF;dVn4y09
zk5Hk%+8!r9%`r9QjFDROpsIA4Vp7#t(~Yu=McL<P-JZFxt;@DA^pVQE{azbcXY!tS
z{W7-eX5WryYq=ex-Tq42om%b^wzZ|nmbWTyc8*6(<J*|8Q&;F%Ute|ez(V$|xo57P
zkLPt%Ezh2o+|ncb+Gkh6g2t$p*7q@U|E%5ct887Sui3=w=1b3|2hI%jIR7**vsCSw
z>BV>t?|EC#SbeIrkJ4ZGBy`G>H*11IRlcs2E#SYjRPwb?k^lCksw<~V_70YEsQhAc
zQN|})cGah2-g35Drxr>aSeq<z?fHz`yEiOJ2xc;TdujceN}DUKA%SHxr%c{@=EL&I
zzvg|}@o0H+|5}$Lf&q8m6<IC|Qx|2HbKmQIXU^panZB%`oP+N|6(00(iPW;kgxq*i
zH7mgQq|D{p3$yG}>-hJ^xh~WC{4=z9;{3HizF)M$UKo6R8QAjVW7nqDVWNIk!BK|G
zwQ~Y*)$(6k=Atk^IE?GbU#-%Z$$wU7FIp@aGgF{+?d*~@UzwS9X`4FjnN#0e;;2>?
z^2L3DyR@i8+}8}3CnYO&ZhBh&DU4;iddu+Mrs8s2u9AmqmlO)$5}vcRP<&hNj&CPy
zuCMdi)2BUiPou~A;>)+T24}82cAo#;PUS;+x##l_&1Lc3t$u6Q>C*`k4??3WDrE|1
zz3%lkInT9}UDLLAx5WYG*OzuR$~nG1{xtI1hCd4?MrTPdpRFof*C%<&+gn7svG40-
zLzQ{H*<ODBFC#wHK92UPdwJGR_jE2#rlaM7by=yB?_*m!uUt1SuuFcG-MV|;l7|(N
z47s-UQm;#X9@_9|$J*!hrki<M>lW>LxuoKA``(SOF5cH)xhgpBKg0a2$F0YiXEnY%
zzTWGmtNP9<bLK}&=NC@$G@Yq?s^@dem+d*m&6jqr?*4Z2;LDIF`yck`-g&uv5A*)2
z=P7%CcCg?7u&ye5reve?dQ+x}?*q%e?lkv(lezb_?0xfxAt~yzewh|0zAh;;ob%=D
z%H7+ZtrD#D^4X~}-)lkTpN~<+^3F$-Ess0K6ivPNyw<`o>U@wIv&C`KFpm$0*R~q?
z*=m&hEOx3|e5r4vWu?%<Pwi^kW@dH^m|hmEoSJm`O77a#)~oumZ<o|sxHL?>zqLrp
zcG@!@_s4Muh1O*3_@=h`i0`eFGasyQTU(dD#Y6qp;-!^#Yt?5eGH+OSKV%Q5G*8d(
z@EJC<?^~E2mAJp``0maXYfnu*^HBWSx-~96a$EC6r5oP9k4oY?SCsL=wr5V)2d#DX
z=dxFCYnC|f^K4Vn_L{Hj7G33dEI+q+)jD<ejnijt6;XNI96iyg;>*`nf$4qqTsImI
zy#2E5_0h$<49cST1bO#r>Fdi@tj%eA@NwQ(;ZmDt8;WyY_mn91vc1zz4B<busio1~
z|MUCc?*8c$53CMOD{41)4k)OX%5!s9+7$QF@qNJTGavXYZM9dK%J$q9*(KHIXV`Uc
zrcuTBl}8?YU-86J=AXsdkaa~nvWhpmWwWKMTNWdHX+v7@q}tah-wmeSmY5fR_I+5O
z<u9qi<9Rz*d)|K?eR*Ye%+o2}hQ|zhq-H)oR<T?=S4Pg)S*3wF)^D-Z%HRvfb|)Ce
zRhB%FxgK0@uTr=5P}~{wl7Cay%y(A1lyhoQoVzL0sp?Qkm4h}{GM=x$w0Wv(`oiOZ
z_gC)fofu{4b(q~Yn>AW#{bISV&;2G{d6xC!&D!Ud%%(S@ecx%H5pv?Nc|7Zt?mD(g
z+tz~n6DLg9_AkDiIOFr#Y?UKVn$OET+OZ<_{12}Ctv_WxuvUpIEve%2@^&k^uwT8Q
zZfgloAHQi=OMTR}&dq(k<!ZrESy9@PFQhF>Q3-v@@|gYlORpsLc~dW6IIEh=S9|ce
z>13<9%U{OEOh{M$xQ2U5!rHD=!5cJAJjmNr^+oi2+t1zCzFu<{ob~K<k)Ln!nc1@5
zOL{{lJYJij)4-5D&s}wOV2pru_0^RTPp<5^T=;#pR%E}a$fksPt%H+%=I!_w+Vi|D
zsK{;p%sr1wtK_;<E}gK|KDG9?v7Y_8>{sVGGozcf$23NI#cbSdd8>HE!rXK3-7j@8
zJdm^ew%()JCxKn`%F9_1A@cebGT{ZY%1;?shqG_pAN)!)A*jh_!%YFZmw&QmZaW{4
zeNAP9!k2$rr+ri3aB|Jw#rXx(cs?8F9bW5jae}|-i%${1`j2f+*?c_fmhp`z(?r)T
zmr;IsR9k`h-mc&r2K5DNIFA|GZCzcJ7o&07mxsHJv2fOd_e+jtZ`^%MqWRLE#{os0
z#|tXgsXh7k`C^al?SJiavxMiqKQ8$<yJ5$S=M3fRmi_qfZ|6EA7oB=3p<TCw`*wTX
z64`UFpxFQJ`Nv^lS7-cNwr=gh=UrbkE~U?U740q2VrC_`S8HOJ%*5D?EjB5kp1L2b
z!dEOlHBoC(x>`W--z>I(ibvbhdeRv}^VOG&6q{w;-EM5N&VOsURLZ}|xT<iYV0Ov1
z9#u)pd~bB9o-MvQJu=NF<y!X61mB_wVs|XpU6PPoe12=?<*@V%7uE)a^`0~PWc1*=
zvWjZ_yAQS6SJSthunCv0WMmPt3Y(I?%iyT<`d}jiiw9v(Tqf8}oz%toYu07Idw0T0
zBOjl#ma?>1Au*{csOiYpCHYYglcp{fT3+?eWJl9myQ{|*{keI(>TRx!*7HwGW%bTz
z>Se9^E!Q+@1+(3h%NFmiuPs{ku;W<8s-Rf&nCmXK{zZ#ob}6r(_JN`D*LB76(s{-a
z!Eqb&_ODIxEby;--M4$rgjv4JcV@n;d>vqWSng}H&X05Kk0Teonb+R+I^=z};&zpD
z3uDsfM}4W4GH^6~vSIES%k{YzLps>3xt<+STe-Q$X6I{Hsp-Dk)Fj`=CDyn_?G^g-
zu<H7ZEd7SUvy}ni8NcR)to6F*J~M7o%<s!4H@4r?U|O>C_woI~T`&Gv^ZmYhPW#SM
z(d?}oe;zaay*~Df-Ga*k$5Z8*-*uheHPPFAS#~+2uETN1xZ2u+@_AL^Gpn!U{H`%I
z_t#&xc9+3c?J0M{@9p$ANMCF8tstUrYmbWL>mT7e-A-u-Kg-(o?5|&ky^s94HuZe<
zz3Fa8J_m3980F^?^61Va#Z0q_ld?kRq+B((T;+4y<84gvit^KZTdYjxB!oSka_SOa
z#d>>T#=gDTOD?CJo>zV4ke`2W-&S*pSN)5=EdJEzFE{sd>@CkvzmoR6_L}~L`POdL
zDak$Ix~`R*_svmSvAo#zj$q8&s|R8}2m9(V+DARnQ#<#_-|MW}%vR6c5q;G?+v>J9
z7gjd775~-R@|{KO`K+hvJ8}f0R@|KzT(obm_vF~pXB+0dm{cEiZj$@SRg$XvmwVlH
zjEH*`os}tc{@y~fbI0d<?d4cI<1vqMPnhv0s~4A^hg-63%1M_Aal5<vf)K|!t7~hj
zQu4P;sC--Jt@ceT!hF}xXV<=6I;pg3rKQEoxSLCVIDOq_>=Nm3x$eB<hclOKQrr(H
zd|AJzMswjI-HCCgFJH!b^K+{FnwPV3Uv<pK^~^ttveUzEREOWGs$KCZT*F>#)?wGJ
zy==-%yCvREWoO#GXijqW+$}FpteUupPh8$>`?G$(Dc=}E-SgZGopZh<i!N)qm#N+y
zw7UALK)uz}N?DD*ZMxGUkEX`l$q6bBd%~bwaBJxa!3}r&kF9;NO^@r{ao$I=)h9Yn
z+HL)y-n%DKc~6(LZ1!!N>{Yp*j8jUL*VeE;vVL@Fj_16cq6Xn}x7&97dpCPh)EvI$
z72kz+rkz*Yp}Fh9^RDYVrij^mU(^0%-q-h+m!F#W`D)gw;@r)eH`@v)z6^<#m{<Jc
z+MK?{JzVD|EIe;|Wlgd5cP;(E35Ku3F3TiV2VYQ(+bK6UgGJBqPGMA5;?nOr!dr^(
zuMM13_D1Vus?GeW#>HVTUpidwJ=JTOBkU9I+_Q3tVIRZ6f2Ewtmp1xbdih1ye42G=
z(2o<xv>Y{VU)r2H=kpe>i^^hmzim{OdC+`&){4&pmiAsNF7LEmt^34M^7|s6Et7Nh
zT`x+PJnQ`Jx=ix?sFMj#H_y|wU`ctl@J+j>_KQ5}<F<U7i=H-oeYRQD@nu)<G>44K
zJ7xZwoAf@7>3WiqY})uIW^H`uWA+8VuDVWmrFT41<dnPeR@)QI6Iheh+?f+(ZOoH4
zZ*SvC(~ZVni}#wJv%4DOaJEOt*CWAIW^3rlUHgt4)BSloYC+)T6>C{j0{?ADslKYI
z$DFRCu}Qzkw7cTV(%;(ePOM=0&tRG<Ii=@Wx3XQBuSf#p#NaKbIJNt<MV}@4X*GKk
z6-VC9vR)nWGU~&ecS@@(H%@=JdV1O9?WPeio8}0(o2Ye#zpLWAa3En$(jtY1%Cm{L
zV;9=YdiB`s+)mNFhiBGwDKynf?T`&$xw6NDam`DcjXy36rS3OKUzasy)03~ObQRcp
zE`Mj@%Z!|@>AEPeP~9>)?9!8}Yl$r~HFvWdnZ7R$w76_Ob!wZxX;gs4!MC>-om$mb
zH`ULxLDo&9np3?r#e2H!%M-76KU?##T&!$zFsD-T^$%;V{+2qqE;e%CyfAL&08gdn
z>q;vW9(Q#f*>O(W?M+|F>??hdlP%WlREbIc8M?f?UiM|!NslL=1E&6Jn!0PI!|L**
zHt8EzzfWR!KAXOE$qIjk%TLRc!mIjk6<%Az6ntHzV@{KA_VK50p9F2*;F`TyTjyfm
zzNwjN+fMLko|Rqs`nrhj-hJ-M{a)UF%f5RT-8z`^r{wz*s|=Z?=BEQZ-@npaYpoz*
z@+D!8+>1HhHkHBWukE_49dh&23A5%qeA%5{l`09#<)gmt)jqiWS5vdJn&EW|`?b!_
zliOy=H7<+0cd%3G&dYg)=d`cADgB)p>GJJqeB%VeS)c!Ed+och)U9&rln<voEdQ*2
z*(-k}PQGHQ%EsPvwg#>Rr*2Ib`?AUV%KoMIGkOBk?c%DWzMnP!tvk^tPok=C>ho(K
zD$2exb%b)h$zHel!z%}4kvnqTvp%Q%Sy!?z?fR~L?#qv}*ofT9-mqy>MEKu`#P@NL
zyi31JOYZoydf$efJ3CmXmRDbwnSJfWtFTShEAn)oyc78qvgxRB|IQO%)_k33+~XR4
z?V-ivSx=_!Uy>{Gd*%Ue=>ksC)zYh1oK*N1@}FS~liiCyE5lD0UuN4-J24}Y<)CNS
z-L6ySiaQFMY*#N5-1LcEG%7-A`l^O3m3e*t8I(OvO1wD2r|p^&yW@S=if_+l3bG_l
zx8FLnx!i2)*PSWH=haU&UBt(5@_g3DPLb+hPL)2ZUtxADGAA%9eK@?lijURrOx5FA
zy<M9gbWJnesU@2HKFntO`KSZBTQ@|@P2I_IyMg7(QMHi8iM_^pj?0&<DsaBKQt|$r
zucqfuGQ0gLvJSX1nPt)0<27F`7Y4}9T`edVIPcN=C2y8@Sx&wy@+gaieer{Tq0()V
zPikF5DyOzDTy?S}bi<wgbF&MDnoY_LU!HY}+}xz~h$GT5_}Z#deLYqJ)t8@U9ZX3-
zecXPnkx^C8vn^6aj*pdAv?}iU=y}s<vai&|a}H0g%+EOSY_plzag(<_9F`(qjW@l^
znC^DoH0H?96MwY0Htqf?z2fQ@sjspssgI94N4}V(`D~f4)^@dZD|obQuf0v1>F2Aj
z)H9K*;n<C1_HtV{DDhrj|7n?M>Eo?-(PmCldz7vVrZ*j09%;UQZ}#KmqTJ5%77wnh
zc)hQ!%i}EXi4$u@yOkBL@`axFk(;`xXHN3^&#QXZuekk5{g&fd4~e(So^#LJ$`Ztu
z#4lTQ)mmsTr?};6XST(LJs%4FHEw4{oli9D6zw?cb564AstZd`NMx!_v+M61lkSb%
zlW$Gkx0OSs=cE7O@)f*#iZ*Gp)>JhIZ<<rO%3143@Y6{dS!ed|`Mz@M#^w-4g-@F0
z4=x8~^m$KLO?W&@@Q2K^h4*-sCduDg_40M0Nqp||wPC63EK)O!KJY3y@k<_!-W_|w
z@4C?)*_&?z@*ZuG-0;KXd870*zkO5Nb$`9San-X_d3(~@w^2Hb&qdoJ7u#yR*dZag
zHtAAW%8vWdllgds^qn+Uoyy9yTy%b?)v~Yv|EekJqDBmkOKus5p5E59_r~E#thOrF
z4$C&)_HLZu>bLzu@(sBy2OLZ-EhSdPbOl{psOznl$tcQDchz2E^@XqvYv+7j-el-w
zan!9sG?ukq$*1S?t64%(YvyT%t$LjK!roNhluPEyRTqxTg>9}jUzRbRW$=gyytTk`
zW#gl{?+#4$7d6NUwYl`pZtIeW?$o1lY1x*uo1H9I72VLuUR{0R?VM0m3sVbATdm1z
zM^;a~)==bYc%Et2x(X4YsF$G~Dp%(<gckSAs$1l;YR_kX=2@M7)mL^{zK&WQF|AYL
z8`C@n(TI&~%h(&;%_s732OCfBO5?N%ZD9yKx=oz%($W|%pLM>b9ZcK9cUtwOEt|IL
zx%ysPkN1A(eouJh!5h4z$4DUSp2JIj717n*v0s&r_rJ38`}9Pu>YwPts%!o2N#Tue
z;}gycDD;F+sOa~b6){7rL7VH!&&7AnE`Hqoq{WUwbf!d)+>Etrt1fwG_SI(hMz?-_
zwoh%3Oxk73pOy2D$EZ0r&#MlWT%7Y<^mOfFwJ9<3AJ%2>J65Xlc;|8zuAdfbu5EL$
z;$Q0he4fMWkR?T|*5{sBojc0Clv#o6)3eKGuYQo-q<wLj-r>HjD;K{^@!Z+2@@#kJ
zZtcx|YpeQn)%QI+H*@h}nJlv+!?^3q8igABns(l<2z7Y0YsIz|@?Ni(28G|z^b6QJ
zbE(Rjw>`7om`veX`td?IheX=0#xliC3UXWTR=#>yeIx77XRjcOez8{!opm{->(9$e
z$In#L-ff%xDqs9nP;O27oUR|-N6IIiuDa`Q@#nRa`Bb-?Un*vOsT2yb4SyKd`R%=c
zPHWMM;>&yMdR~1$$-Ba#u(99k=k^Ex`emo}<jtu$XJLA)qCJecj^ojK!Qg0J*Qu9s
z&#m2l<5RuFt3?(nhfDuvKRg>&HtCUb+`-4X*=Nce{-j)Q^mwxIxqWY#l&;#@Rbk7m
zHtpMH9Lrq#ea%VbN89a!>QAoRGr`^Ki?W%s_repE6}E*zxeq?Z25t>JA#>Gy+vBeN
znQONiKb?G2;>L;BXUnR>`b~~TG@q2Iy1b=V{rpUCedeXL?hpSmh{jK?4)t0TxcB_@
z<Byh0TDX<f<^+BC-p&`YsX+T>thRf^6tNh_OY2@%`2-x@IbGto$lKuHzPnsatd*tN
zTZ@k_bn^?JynjWOR8N7MgDv~Z$TH#1MU$MHkBdIsb#2?(0#U!>muIWx+Y%>LtMnG1
zGmi7wTK=w<O-NvB#qv#8=Y+nSUtC`jWKgNDervD);d^XtS6L=$-0k|hR^O@Vmd;e^
zeN*nb2lk03@H@tB<tTF8c0TvPJ!OHVx{9(Bohl!1jnT7MuYB!~ONaDxrcE}Ej~Ke1
zpLrjznSD=jS|(T9V^f(spKYtQzP#AgV!rWmMfXv?r%fJwwH9mU^J(tf5k6t^`Kpf>
zRkjNY_*JgYx{#Q`^tt(HmB@oB@y{xZS5~geull|CrFF!^5NU^(k>#C2Pkw#wI?x^5
zXL`_b#o`^=GaKaggg19j?k?MTxnsS=Wl!x&#rx^g(iGk0y|(DyGjK1wbA9#8U0%mC
zWRI)uc$>}<oiF<2*qWy*eN`daUbAPHS(fb*Y%(v>p0nrbIgXbR;=7uf3T`Uxuzb&*
zu5S9`P<Q5CIo`@s@9*ipvYOL#B=7O19g)wb{*Zhf{xodD$Jk}P4}Yd<owImj7(3;$
z>ZxruTSL{~Tkq?5VzQR&-KWB-iuH4Ay%%N(M7y*sx2ZGLo4?#Sr#VCNXch04yi=UA
z)z?>QZEUeQx2tf@v-R>WAq7qk-PkW}T;gtNzjEE8v_8Yhx4*8pzVfx=sz>l~wLO)O
zem>1uQftby_DcA)PQD$xx&-bUyo^!4bJFDITi+(l_v#1E8Gl{-vgAL5V)1p^m%mTO
zd0%+9{LN$gR5$5-rL%ipN;MTuytL|-)Geh4<_}-S#J;^Uv5n!&I<{ApPwJ<uTyBxB
zT2vVNSgNRZtCjTM%=^l=+0FC5-k3jY%cD#A@1)<&+xvR;_79UqS^qN}+H2}(xOs2?
z?B!u|@4mag@F~yRfKER5(`TzYKV04Q)o<S1m%@imMAXdv9W*t|yR6h*X!dsfN0ry6
zXMH|l@o4XPze|%$gANpSZC{q*WW?Zq{MueNTO(J$sgJ{t9(^g@XEbH@{*%fRC#*?$
zytQcib|V1?(U+578X4M@uIhaFy#C?Yf`i+&x0D_8%w72T>)Ab@CeN9W)s%7W?RWpZ
zwbAS?+l#_wE!ItvXI~*-+#mH-F?wQ-^Rvlz0b4(OIB_QBdVK!F_MAk+H?Fmg`43l2
z;L-TE^}@kL$2cA@<rlSU+w#(U=Vu=|u>!X6{-yax9~L)$n)NHlR=4<j#rL(Qml~D3
zo=%NA`>y1-wY*LAk7$N8t5>;uY^4%%&p(X2Gb?EQhwrPim-9P%-=Dhf#*|4fDt=r{
zmOuC-?2J^Dp27a5RS}zFO8%@$%$E8URJb$l;^ui<H~w@Nz3P~=_&>v1-+<LY-5uBW
zYHLrMxM`w-tmY&whHT!i9>JDb&-L~==NW(IKesGYS@c4=#~aDX>J#1P3LIAm?~kpR
zrDFe@{dvrveHuQ(yFafCjk@ZRwchzo`jv;B{-)2Z=66jqxNjkM;Cg3Poz@A9;xFr2
zukP_Q-pKem<J^*~Yf9aGb+_8Cj{Z2&`lGsh)CXPvqeiFvI4vH8^B30Yv~IfE@^;o2
z&5K^w!_~4Dhd<LlUu|;aY5&$l4}ROi*M8{-SM|KHoBHyYmCVJK{8c_3xARxDF5szH
zeJF>~$!AH}v`mpl>%2vG$gU2vE>T`C>X<I^Xr0dET)$nfN{$J>x~#`t*f-T;tHcW}
zlN}N^pTk;DJzBU@R%=e~Ce7J_H-dTh*A#}`Dq&k}oNjVyW869ZmGK#8Z4{30wGj+z
zT5KwH=Vp+nU`KzJl>AZ;Rc2c)Vg2XcamQ*p)?Hk`{Ar+IUsJRGS+^oz(`0suWrxeR
zXSF<U>|Yzfb>p1YDYsg!C2x3Rj#L~xDRQ)@F*=vIOr)FnoyA%2i8hmbPJcRA#g%?@
zbM&FRzaA|Sn71U1&$q;CvE=TIV*7OEtv(YAFYRJ;@YU$d3c0y`(<e8#LspFbpEenG
zUAlQbzbf$<Z@wh+@>3IMU2J^)WtA$Y`r0hB!qASB4@y?2TW?#!eQ+(S<-wDy*bH9=
zt(N(Ew0KJ{vwxZ4*Old;?EjYfM%x76+!(ogZs6>V<!4#=G8YB#tDE-4eEwV*FthF5
zo~mmbHVUskRVH}OVA(p(iglXm);mm>ZQd_)?X0$h)~o2*MH_6IBZ~Q|!n!uvd|MGC
zQ?@2%+VYs>lHxZW%U0WYo{gEp$NzbyvSXx~(_-y6Mn>)u=dweM-2F07G934s<Gv-#
zcgwjSm&(GWtg3^I1&=Bw&YLRs@k-BScIi@{IaeBYy!4fJw7EL<RzYFtjllAq0n?JN
zE!6V(&+s~I-W8K4Ey?S$C3U^N_i!rP{0fU%dEi|2tk?IH&nBJaD?aBNljCxE<B>DX
zuOo~!<kyy#Yq(XOE#9;^;p6<Mm%ek1Cci5-S|1$BQ+Zx=w@Rh`sl^6~e#WtZD=I&S
zr&}t0KCsHw|I)6s?I$dMg<9(VzMhh{#WG!5GSDmJSGX_lMTKyy3y)28T>mxA^)@Y1
zx)ax)v0dWr>$8#K+I@R|U)NEw)%ZN4UbJAxwsT9ZznVSW;ZysjIp*u#b5$jx+^3E-
z-rA&AbVvTuu1xok!mBGUG%mMX?sjCO<eFzEbIR8>ofEk8Xs=vo^2GB~?rv4BSnql1
zDOZEM-`C?y7c%-;^J#}lEMVSSaHZ@bpYgjY%^mC#YdzF%_gtTI+v8}P=h|a)`if(W
z_x3*SoK?2*&e}^WC2X@-ZoI<IT*h0m{kC2H-j~s0-+law<6OOJuG?l=tc#A7cfB2#
zuaI}PTCBaWckAc2=6$|<E7mVI$xb_Av3~v$#{=IKqk{Wx$(_wC@L=G26?kJ=_RI|}
ztZci4UM<?0e0Q=^p`PKa+uL*cvmSdt-F4kNRe^bJrsS)lZNFs$dJ?1#@9doYb?ufZ
zq7SYXvH6Q`nfrDn@4m1i-t2jc7DbfJdi`g8)^ZhgTkC5VyS5)HT7AE0)e*x>>yC50
z(>kOPDihqz^~&?7(!C`Q#TJ&xO_`T|X;G$Ou%^m(Az!1-hd6A)rK@w6JQuxky7VB^
zrW5xHyB?K_em4us4nC{5c8c)Pg6|U(<g32PI^AKMpnWF)k^1s$TUu`Iop_rw>ddF^
z&F7zK%ggj-{aZNU?Ky2lgX~R$yLY}1T3?Z4`y|0ut7W={g}VHuWmD$VYR}j+MWdje
zIl3rjfBxxB8-w0`cxPccW4mSI@w%<&PFugTkE$u^>D#%kBjBn`X)$}+no=*%)qBd{
zN182H_|IT<Q=##EUG}BGP44GISD$&GG-vO}h;Y8*<^z9T#|0Vq7KaPzuUB7M;yN#9
z>59wxG3obKZE4@RqGv{Mi0rZK>WM{>R#$V1T=hQA%Uo`GV&&aQ*C({Pv9DD-@Au{7
zyv&0YFE7noaW!k302Al4wMx&wE?>n{x^ik&RmrLyJA>|o1aZjsX0Ga65Gu-En(ffq
zZd10hT<cAbo*%Er#owi?Ukg5)ce?RHz&f*cDSKo>jU^xVS%vLsC_NgkwWoxgeb!pP
zYLn~1226W<E#0ejg*Tt8n<{2dRkq-wr(H|OPGwW;6|(Kmy_Pe}+8>*`^Z4W7va?}F
zC4)=TOq@5Yz2@`XR%>Oq@_l8IGR37=4&QG6amh${a^JFTQM!v(=RTTyVbO1;F89|_
z+>-2#x3^jf$X8wIQmPh=ygMuMe$gUjwqw@U-C5FQ`kg~3DOqz}?QiUPwCYjGlUe0H
zJGzhWUmGdwXMbqbbD3hl@HICtUf5tbIVh#4_?T8>{!+!9$MdE{$WAh~IhR%N^Z4V4
zLypHy6I0Lod|mB%<M8a*ZWq3)uPb6J9&go9p8xr*ae+$8gOa5y7fHB9HwNyo{JL`U
z#Fu{R%d^7FpM@Enni!;KWcVZazD#jo%9AfEYYsfw&AnTNr*tJ-Z59)U<>Qr)mc+H&
zYKi0o&E2l6@mPUtZn8~6ooHZ%&DFX0zUt0eHZx(8t=&{bTZ>hze!S9r+IW1aQG4_G
zsy?S3&$qgqeR+AQ!@J@>tI!hF)g=-?zpc5Memm&I1ATSTPMw)-OWoeIebx3?P?>oA
z+6J`*chQB~GEzs&zyIo5Ds7aSZM56|^RjiG&u1kbvtV1^lJeZ{YnY|gT-9Ca+n1IY
z+<x~fOn2Rzudnaz=I{tTRyb?cv~AB<dU?G#J&j?{JiDpqHzz##_Gs7X9#QqzF}zn6
z8pfqgPG4x%C9vzt%5wFEk2d_dxNFh0BKNrJP@$izpSqt-GBlbp`^Hw4ohKiQI>^jF
zG^IZ(BzT@yiH+9gqU!$ObD2L>`Ye{OYJQ{Tz`;J}THbMcy;)OtG1b0^+;G=I_GOAn
z`p?jWCEr(EIw&i-ndL^}yX+K;U*Y;v6Z@>My^&0)`m)Y*@A-UQ^OEhRm*-7cFPuE_
zXUK<T28Oq`bTJu5YHofhk}taO<cSvDq*MH+H%<yzuB)p!mA;lM+-6Rw<&s-bGD{YG
z5sjBn37xrJ=6C7QP@dw+v0lf|-zzs!IQF34>#gn-A??0KKX=nRFCXh!tnP`<c(c_0
zo~!=M6&r;A*d#59cGI!06TNdVtEauc>e_Fqh6-8j+F-l(8^^9&dRxafJhyxsJBNj_
z@z&-p)|}*9>yA0bX-rNzX6U&jT6gl5aK#mGPd=8r@AcwI4fEufxP=-ApKmR`nP(ZP
zR(bbMi{YAv^%G}Zo+4g<Z0&J|0E<7b7EA9vuYA+;?3OQXi9LG8q49YYvRZ$RZo03j
z+_gZkyJWR*nMJl|+<^rXkJW80RAio{`BLnn*Qb<On>#xm2p@d3N}xFGV_)0q?f0Hs
zGMap0S?%vDybW2Gd7g{%T|6Im^|FLs*m>RKWlpC!jxUvUmsn}owk+ZE(UeO{Z@)<1
z??2YS?^VWM#qo7T*v{M+CflrndagwKdHiQkTh3KovdVe;#6&k%FX^5Td-L^P1uPqE
zwLO-cUGS%yS#E1?_;RL|dR4P7^h>^uDvFfdFm2c5MSa%AQHHA%{$_4;pJdPVGND7j
z;&qf`#M{D{<<U7zjc;RxVic5ZUw8d><F9$P&fQx0;F_p#!_b}4Zg-C!dfpgQ`u67Y
zb+y^K8|vny?d1N){n<}9qg==Po3G5@GrLcoTz>P@VY{sp-W1hp2c2z5oOR3h#^=R>
z_lx&=9PmFpYj%%-Jy#niqvY8rmIRsNaKE(Ay%%RHSemwLTAJ?FnVT&ZBY5Cw>F<yN
zr@6~FPK&I3zP8w0Wm+Dac9H8bf4{BWO3hy1tBh9#Zc1b3k(=_+fN9dhrg>A(#N26|
zSNJk^!rVzVCy%`^UR*t~sXR<&``?25ON&0;HDqCX{pVHV44x;~`f~4l);g%Z^0Mu*
z$0z?}HBX+`-g8Z3hoq_W9pRo*S#4EoW45=lH<x_YIOpr4H#J)H{GL9~XEPRlzP9!G
z)E*NnvE7fAR{ve|Ig-6V)OY3%izQ2LsGV!L^YwXGvVpqt+9d5+7knm0dS;ad&zXGX
zdbj%g=TQ>xeYg8hNx!sBxwov(>RMjZyr-6)M>C4vN}gAm%c65mJI%xIUAz3bZ6>#E
zFEP1G9?chDcr?mCc->{)LmC!qZ$1t2y}LW4Q^4hz71xu}>bV=Io~^t*-{ehoL{{Bt
zp4ppr9?6<sm$Qa(jmAmcS@No#tIaMx`Lf=L(@kvWqjN!1ZtvWlFKJz|ZlZFKd(^q@
zj$6Y1R4Cutp{2d8O62jPGI^QWinSfndm5@kJ<cm_nb>9>E_0<?_G8y&r(Y>NUsiK!
zvR_&$$;NN$6duP{xh_`EYLfTDOWh6ZQQ0v~Ref`P3v&y%+gwR|!F*jLPJ8F!^W_U~
z?0I?qY$)&fn&hQL`?Jr7t$Ox``N!3`rz>y1>RY%x$?9rwQC0fVB<a>CX{)yUPzjqj
z*=?)VN^OnBOU2!<tyjHPIC<6+F~@m^;h{TT$4#}oE2ne!>CP)#c5jZH%yY%-xvZAa
zVcYBlzOkY*0@YVu9KI2vbJM0O#Pa*f+&dkME_=Con9eo%A+bVbLZ4Nb%H#wA-(1Pc
zxv#!O%`~6<WL|yLle{HA&(~>(y>gsnTNQ4pEp#M(PWVFcYPr(1ts5N=s+%+`$YnXP
z`Afd_yZNK)dQ@M>=XVi)_Fk9Wn70Om9KW<y>D$@D&?eQ*o?M^UA4Ut>-6>n+@vHII
zwI;b{$@M~84UKnfn^D*tYh$!tcJ=v$vO8O^+&+2Ga-CJs(=r+Jjkgc$Rn0%QT}gRu
zVc{uro{wEG6(&rMJEOkvw(qhx=Z*>Q;6H9!Ti}}HsGfC&Pdn6jXHb-oRY8GOxMGdL
zvRyOfIp-O_d>xbeS*ULBYIW`1(yIdhO?<w6ZJX(7%jd6SZ6C7Cv(289;9aYE%<H*m
zlyA%|1<n^)r_E3Qs|v07#K)`B{?w)`IOFrw_t}!4cRbs0%dcYf=WYH`3pYGper-ea
zv@5f2T)h-td#U-A_7~xUVp<p78?SKv@OIj6pVfb->#y7g9mS-c-&_%$w`RqjF_<3l
zWKLCH_21qGExV}Kto<ju=KHmJb-kU$di&CzA4hE`{xb4hy71Zi<m+9hryZZaJ8rQG
z_lZB*QV|!@7Eiph&ihTj*`(8bQ=5ykL`<t>53g!I@o3NIz@2fmtJYjQpB&oin^QR5
zUGl*9bzH9;r>$%I^&;WAu+4&<mXEiVI2je*`ILP*@Q2Ut?GHX5t$h0N{_c<K4n6GT
zJzspZX!E+_*C&^rES_YPnN`_(CuQ22DI0ZeoPQiU_ejEirnR?ju^l`bYI^Fc#i~yy
z-xYt%yvxASleT65=5rTg=aen(3Aq=+Ec!yL@0PHP_SAKidp_tSORV#I-&7&`^7^+2
zJ&ke6wURv98E3a-y>Qch_=m6b<K&m2r<vIOcmro8@T;xnJowmjQMu()jwP8B_6J6Z
zy)yh)xvu`~af`FLH#~RDUmNUq++^z7S0!N=<{N~siM-X!U~#q}z<HAW(rUIj#tafK
zv`?+MyT!IgM>j}+;pv#j^f}3W+UM6ld_A$JFz$INW4_<a_2yUBw(+q)jyRU>Ry|{t
zR>-?8HcRwPOT$?{{<zwyeCtW@M2U~DqrKiQ{J6>2Z2d+Kw)xw;c5R&VT=MOusf+EV
zK0g(<%krt%cg@DnMcSG2Ph`S8|7|r$?%Ucm+sDghw^YBO?Q6N{nTGvUolo*A*Bn<@
zpLNSr?@*}9m)**h{*OcClDDgTTRP$M(NteGkxy3F*ZZeri!Y3e>||*^zcfH-?%|gK
zClyyM_*eSsa+Kt`)p=*$Z&@y6A^A@Gg|&dtox+nxE8N=`=)Lk^S5>;cI(OsI$+z~L
zDcbDu?Nb+D=$u{3{DH-j-^L}b^eSw~-m+)LoOxTHMYZg#Kd<onx~_!vTK;5%RckJu
z+j+V;ZsCL9!MX=>O5~<Ky}@$*LLK+^Bhlx#R!yqevgA*H>uT1ZwHDEDm9OX<Y$z%`
zTJiMH&Xemyuf{(~yg&ck9`BF|i}s5?I`rM%`N%DatitOa^Ga*WTxOhje{H2>2{&J1
z%+)t*)Dr5swkN!aw|KO7MWmzryepHRSADhBVtW$0?0MHx#-HqKGZ+f{=4Q_ewym)#
z@mYQTdFWm1-(h`s7(?d>eqEP#?#tYZGhSJ|{;M7Bm#~TP{C|dZE6m)A*q;aAGQ0l%
zN@#Gduf(I|vp(NztsZk&t~;6Mc7JbEZT87rbuRG_-`6eF>wLa(-8t{w^Qxvy@?Ln^
z+rsjBW6aho&(&pLzST~i@AtLWxcS1@6@}3<m#6GfR!Z_XZ=0<<-E`;EX}0cB!F;?b
zmo^!NJXfAHN#;4jwP0m!KJ8uAMecrIr>o8`IbL<wGoomD>gJt(cP5|Bb2}~?$DK35
z!1!gXOI664owtf#zK;2-eD=bN#ewdQ$=t{8AKM##_@C^wcP<IW0YAzQeU9~5E-5$n
z^_%xx6)MpUCnr?>x)!i#{mK`o1(wQ%tjnwjK6EtMHDkwt*Jo=@muCbxt#0hkI(JD|
zwVkoAuy5;&kIh?>_OdLP*8Sc>**88=NY(YI=dM`?eq9YdUKOvr$#ByR_wzQPZWjNf
z=0CGN>v?PG@|6p{i<4VT4%;+bz5GU7?Wy`fEz9rArnc@6+Inq)AfLl}hL3hDcc%RO
zU}<{w_4Mn4Zck?Yus&|5J<s;lx&qIYQ|3EgI(#Yr&pGX5RkPkrs9aMo_0#Ix^P2WK
z*Y>Skb-LJCthlK*yL;k6m1lcnY}F>^%G}s>>YZV^mgj}}#XqhEP7Pim^ZRON+6iUT
zvv>47WsT!zxp%56S<k#|8GmeZV^V$8oTzvC&!aqZ1P%PJTw57&dRA)5#3?d8a#v%Y
zsD8e*?x(}V$v=X70vY{Y)NImBFOOgA#j{x2bD3=Otjry^8{azIz1neer_H04*7FMP
zUCljFs=hRNvxa(CTX(lhj{NVd5${euTOK^8=MoR!l}m<GmKN#mo-(J-RD9wbnafY6
zZax|;bi!&@l~nef>SGLYQ$rW3%qxz{ICVGc`jp-ikCwe`dtW^H(^BUj*NzzV^=O@$
z@PO}Yz+%2D(N0p{XSQ5mXBVBJRGM|E&y&qHL%W)5?Zo-Y6Q|4l;pw{M+<J0#x`Yg0
zrp?}+FE7vPOO7~n_rxYfmb6u;r?J~d&0NY=;Bb7e#*Ur@LD#QZVeVF^6^i|$%YNTj
zyKR!1EvrXk#W}WGja~bW`R?UuW`5ip7Q}u~er@jhDOtx)h~L|?OI~Gd^_<I&3hG_U
zb$2S8Ue`OOZ1HT%v~%KtcYfDLon2%ZdElsYiLz<w+KVSotlRj;!BQr)IB!Ai`*SUi
zQ@T9YUOcBeEAK&JtctcwV2{4qVlH8uv^kgE_GXm5h~K<#spPx(IYNdJx;Fb7uI<^h
zP=@Qgw5Nq^M(?3;PbHJNGk1zEyuM($4nyBmHIbyP#!-t_>g+t0wPey6#slx8jy^h9
zb;VaHC2g|X^z1Vy?rJBkw%zllBDwk2)^0a`mMd&EGR;SQzY0&z&z7vedEKY@W%$BP
zGb`2Bty{6+?eVA?cUPCK+P7Qi;j*VKZ9Z~Y#xge#n0%S8+<b5?$J3ZUM}j76X~mwJ
z80kOf-J>l*H@lOS)=ILo82ouPWztmp>ZMM3Prc?xPnWvV!_#$slJY#Z+N{JHe)dZZ
zp*zn8{hWEzSm%)Cqs4~v3bNh8oDA=+*wmMiam}nNEt2<~zsO3nbH%eZoSeYEHbC>7
zVdUz)Ts6ClWApdleCeC%{p4fhs{UiH8LV%+EOU65ZByx)aG>w%{aY1%zf^9hYOu=`
zWVc6rs*rDuj)<ARJLu|nL*LJG-QpdM6U$G$eLZ>BFY!ay&9-NCO`2MKUncwnccMXp
z)Acnk+8%Ogu=hL1TuoTJ@xqh4{TFJb4}C9QQCPL_#)IpdUjCEa)f=*BlcDVAc%h7P
zsXvKP>Qf7<^3H!=zhKLJ;UB#s+8d5LPyCyGYW~7KGBVTmoL?lw{p0h7$vr7jyY${I
zK3HP0PVacc{u;A~=i`dwnp0Q(Y)<KrHa%#)*VOt-P?YtoZM&B4E}pym(yke%(P|Pp
zjNjKNFTNSmd-C_@7xurtcB(a&GC%c9jQRY$>!!VP%4J*g^SwV~q^7DmUT;2Hc|`4*
zVV|3JlJ!q<>FfQ$F@OHK9y{|c=nZqvm9`X{zOCoDXQTv9{L#l7+Zj+&<oI>X>~ig?
zdM%&4ieH9AIo+B3<LWig;p@RiUKH)sRzF)DapTVRiLnO9XLT-Cm{3*Kb@1~xnZCQL
zqa?qt`0{;a-Z$wmod<HfF3Gk#|CRhyDq65kQ()fTOtTB$G$kHSe`+ItYC(49Lxtxr
zvJ)S;Kamj(ndg}-@o>eKQeDq4Qrm;nn0c-?i5^I`k-Iu)v)BXv16OCvV7@GB?!DsH
z@6(+etGP4y8TU=)pVw9SFVyIcdZ@BV^_p&v{Hagp&-9c#v|!RLPP>=4YPBBUWtTX>
zer<8jbc++`w~Ok!r>qOwWppG>rsirwjNG5D&9+;1d|Pw0wJ&4K)h#A|x>DU12aZ4W
zGgSV>vF5Vey(1w`ZgEq?-}!4*OUI`rH}RXQojX!zI-mEsLw2H<#p{r@7tX%CaCm2*
z17q-6Gf5Tuz^FGp#uF!o%q+Z+{9)zhz2Ed_Moc|e`tqzpkK@5*oGI)qg|EXL&M(V~
zdv$Q9mPeJ;-aUdnT?b}(EJ?WX;Z&8msaGt^mE7WhW$b}nYY(0{Z@1-JVUOUi(Bug>
zkBiu{Oj4XAX1j0dyri7@Gd{kIwPJ9O;|-pqxO;`dwLHP>D;GWb?ztV4cz$nL#jzr-
zjm<JE*D{{^95VSvl>SVa8kzLZYgv-dWplYE{(7{$tN6gOxijYEZ8y2`Z1xVp=1`v{
z=3e246}0NP@}h4txg1EgFlln$J^9B~lQ|`(1)}O})5UAM(mHOvzCLTs#jB}lQJW+t
zMw#7rw%zKJcBzUhe_DlUnezE-?FGF}8c)M^Cp|0I?%4b~Tr`45ZpzVuDyhlE%$K_^
zYOD?9-QA<=&yqA(X2uDVli@avp#_dBi!$E?-7Y%vY6rWh)HW-rIV&nooX=V$c(I_~
zZmMzqte3o|NgqDlS6prS$k1G-*?Z5`1*cwbnc(YhdTh&$6${!<*o19*ye`{j8GF=j
zZU)v&_O-1hj2xDtX7@B>H@I1fCK_(r;$19uua#4z@of10#^^PoZ5->WTn$e+zVK&T
zRPMH+deI|;tZLnm;6BZ#oh)gSCSAzQ5?Zg&H|2@R(WGGZdlUWmie0aMiEj2gdVoz!
z!69$TqdTExHqDnN*STnHxZSpVb60}G_a%9Z&$s%UPBx96<gOmIg*VB~Lv2gr&&*>{
zf*P-)?(j$DxvvdNvduIOKeK+rPVcRPd72OYObu6=mAjT>qph{5fW^x2WrZPIRn{G6
zxEeBDT~ueuB-h|x54A<%Wmhgn9lMiL9JamsD$C2DwC&N#W<KYtf)^_!%v#58s_{Bx
zi|U)0d%mVKk`}21`x<$MTzPt6mCL*t%hOs8E($5$@oc&NJgr4@=CAc*jlJ8M@_M54
z$;S7-XG2R>H_zJgMd|d$6njxSBdry|jYnhSrmhKFvT=vploV$F<EFxo7p#rW=r;Tz
z@<B^AxNFV>uJWxNS!Y_O?fmPcnsJ*UU3A~sqbYX`Zul9$jVg9sEmV{LIM(9N^UU*c
z+E1)cpH~W6-V^>pz1!xbVrj&WgKy8)RaH#)*%Q4yS&}=B&8R1Dmcd$8(UPkt7hE|k
zV0`j#_JXd`#Dk&_UmJFQjLq#^V!!uCc+X?e;!e-=kE-WwQ;`rAJo$KS@yC0b%<PwT
z%Uazz+h)t_Qu}=2RF4&ls<maG>u6tGyEfF}@k`I#ycLU|J_)<Ef^C;f=vIqMwJw5F
z--i7;Q$KHN>=OpLtj-zfYePimJ&n9^&+VjW?)@UsZ|f3bR~$FZvp)JR`|6Tw=T|IN
zmsBr4UK5>iR7F8<>c`w?J(pj3E%m=I`u%;Up5kv~zUNCTp0>9)>K7}#D~#HDQa$-%
zz!AT|!t(vjyDq<fyy2o^i%hQL#CI0!1wXRwo~U@PUTXikEV-}{xv8Jtca~;aN^hQL
z9HUw7dF%KKevu77JT3=*pLOjx<Jwp2ZJ)GnP}_NA=aZCcF`JByWj^_a^Bw5={@6`R
zGvb57o7?$u%kzZ`=k!NicCs~&S-WKp<F#EJ_a%<Ugz3$heB(>9eW{ea{(@yHsdw~a
z=2<M)`ucV4TRncGmkiHs62i*Lxn{IW<$PVw_fo^9GVpd|eE5r9IfYJZTr0!d*IZyx
ztzan1zVdFX#KUIEV{F=IkNCctY-f0RYE)lT)vTy#3nm=9k$8F5&&zSwI@1{UO}Sei
zckbct$#W8}&&!M|eYd_s)KPn$Z&A=<P3te8tr8_1cXuy$EiNsS&S&_#eus^!Oxd@r
z=ylp>*Vb5y&dFL>xYaG&DK;kBExgPy_}!{)-g(EbCKU9#&+|I@I{9{~Zjr^K1PQL6
z=i@#)Ey$lg>rv@>QGwpy=W4Z|-3^bLRVmFI`_d~vmaoT8&2UnWx%t=g0$UI7xO@NF
zo}*9op6@&xl5cpfYEt%wOIv0xE!DBNdeNgSy7TGIL)<e@y`63n&8EM%wQ5UZ+l56d
z4ri@kT7PNR?2JV{OvmT1b@jRy<~~<6Y-xOXS)>Qw#oea&D#|W++uwcYAN5dWS5N_;
zU-m5%j-y)_6!)HC%RaGc&b{T^zgjHk*ja3zJ@@a^TdsU}`dDioKFSSPkykkD-PhXS
zr+L{=@74zzdASvL9cq<6`Jz^|;*f|)omg@4D<0K6|ELJ&QwQ`dO{cQXJ$mK_ho}15
z>S>J&j<d=6`O8TCvMTVho%nN|sj9lfYb9TChdbsTQ(s+lny`R@@u+{ss^eMwIpK-<
zi%)8=Ogxr7Y0YEqoAW{pHdU>!@;P=n_uiwx$)BzlmlyJ`sgU6b@)jw}Y<>Lm`s}Rh
zXB?kTj$`$jw9;(e@jIzMqC%9<N8a7nCbxYZ!y3lt^QJ!g!1?YO7uzF$QJYsO(<M%-
zH(uMj|Ij}<k3~YK_8UsBcbjVAra7_e*ttD>r>dr8Wz3Sg9i5l@vt!k)t@}bZXkUI(
z8u9OK<+&xFEEUREt<=65b!^pM9aX(py=%WWA5Fh>q^~?_t>e<$3i28j>&`^(mUGQ=
zUEWalHdE?i*PWkTGiF@L-KuFkw@+aQr-bN=ZSUOAMn7Yiap+p?ncc-PR}DXUom95i
z)tj+1;Dye`Ck%X^>u$-asW?=BU&nOnm7}8R9p}0Vwmn@lW_rea-!SFFw`Y^D+}ggO
zRiZ$9p+{2c3*(ptdyZMMt#>Uy&$dW(!TPd)kJkk)nm29Z#kF(XSNxm0k#&jlqQ;mn
z=9Z65_w(FP*8O#Deq`&HaO2X2uSzyV9X~EwyTJL@hOnRFdmYtQbormr{9XNxHA?es
za)rZ!FRKNQ%v@*lTJZV%vSqxf?1d3px8CKgR=@Hk<09i)-Vf_6<y$N6%v0(tvN@Bq
zaoNWbExWI!Yuv86?Aj2$rTTEJ3*+-Y*-E}%0v>Gp3U_~8lRa@q`s*0h`@Og4*gwgR
z&$Y}ID-1ar)PKuv+w_Q5&nI=I{pKA>f#0v~Gu-iUPVdFu;!8i~RoZu4JvKLe?aVV9
zCsxa+`akMuu&A5&^+fECoo;nmKkag>o;LnIere~<t=`ApU0roJWP0)1u)J&Om$%O|
zlC(Fi{QJK9=H~W4s}DTcxjR2<)yk5y7am*>DVX@%bJpjTHNm!S^+Ko4)Fpe1tuItb
zd8f2vcdgdL8A2SQw<?)5oEnU~ZYI7|>$@dUs;Rc*O!n-~2$_xRw34S=+P+?}d%FDE
zBH=rFbz3h=sGRr8GI-_jgZsFsZ=crA=`7D*e_bKvQ*K+&^~y6NQB!Tr3?C1*jZczi
zZPZ!v<m;mqhRT+YO?P!!#v7@YpLaeUWplaf9P8$;twLs1p_aC5QZr-4LuZ68ov`vr
z|FIS8Dt`qT=KE>Sz4dgf_Tu2TA`goW+l1LYGCuy?^O;QDmdnY{S8Xx>cPaCJhQ+#^
zGa14gO(tErWwi3nOS?-&ng1#u&$-66uPCeFf&6l>oa?u|&)kdjFAmCAnRU|B_`a#t
z8T+V{+m1{6T=DS!+;i=TSh`Ht>U^aqb)p;64}4vjUaIB!S}pRoQtL@sEk>^A%e^MQ
zP3W3@R(4g~@$k(paXo2AzbsUW`LZPaoo`6yUyC)9ue|V^9xdg!vGKr~>l|8Brt4T=
zE19l8`E!ZL-FH5#f?S{3e017jzhaGG;pFC@S9dJ2Jesv&mc`wWdp(yF%AQ<_=Hpna
z5g=r7G;@pRKg%T#bAzpdi^4XZmYDH@)#Sk8b=gaE7fXmv*F2v$Wp=K>izDX^d*rS%
zYdroHvdP22G)B%URJX*aAn=ui0!#45FW;APPb$zlbo_eHrHmbCB`2x5d!4V4p2HI!
zmT<1}Wq?WD6^)<FUDKUs_Ijw>uFeuWArtDU^mFsqWiAn=qIMtUju~E6D`D)<>g{~K
zamC`v^FOXM=lQzkQu<;)ucPXcCO7UjOQ{uDDz6Q9kG-3*X_xU_zpxU6J3PskyEerb
z%{s_edCV~EQV_$V$xYUZak@D=tEbs~TeIkm#d)SJDznx1|G3Iz<ayNh($1qnd2jDd
zW4Xgub#>~L2gMP4gwI9>alQ_l)~=Io{UX0Jyz$=JH8bBwWK}&EEtM&G8>}&Jj+V79
zFI!FXv24vdb)iY_=d+IPNMdtee{HF@)H%O1i_1<oR9{!uX;w+v`ff&IU)|KxyZ_1U
z`?@9Ysk!uCZWg9Yj`N9K=Y?gYica14x~Z>hF7YZ(%kc7gpHN8wp^BA9TFO^M?&sPv
zcbn1EzFiWZjxj#}vg*v7uWLCagbL?pt%<%Y_w~}!g=bY)O05fD&(_<lQXTT*^qe5M
zsw**BR`0?zZ(J+c_>1fIfrG0qX?$7LGb?GD+^c6Y1sm(;zTSOVXU2xFGJmu6&fPC&
zp7&S#@|w5TOrCrby|T*d%!k!Md6|a$Jh?AzR_W}PpDurCSJ^Sc$e;~@-|K&UJ@-{!
zUwiAB54XjaZ*^2X7<g^9x0$E<-eixTD*xiXPPSg`cj~)IR9f1){XQor@I0UOc}H|H
zL)Ejr!7kg<O1^$sXLVA;EM?i#Anh~1ybqfl&iGmTZ|WDm8BWPed-@M=d%rRJcCG@m
ztnKT^8-sSI-wpbfH7o4O+XXvs?LRkL_rkNCKh;8*=iSwwKj{xsU7q&o@;VR6J8MsT
zUDtK(1LL(l`M(`X&c<!OGDEO!sr2#Hss~LM+5Wm!dnDXjfTin`u61CX<=OHJ@hg=l
z#+Ibbw#agQRVEkJ9I6&Kl_|DBbJE#~*Y<`7nx+(fdgpSOxo>L3XZM*CDxXcZG;N-J
zK_otL4a1t1sn!*1EsLtc3cF3GJUhK@#Yx8Quq7VGe>Eb0z6>%lh<X;YDc!H{y3zYX
z6DroLUHQ1>ulD74CsRzHN^ROEEqY<TX3d8#kB@u3C2jcE7GGTWb?xa(M`oSvk-5Io
z(=Md^^0Zkdn*Bvzj>lzpT}jB<E)%|By~2aE4PPY=s!Y7S-SpbLV{eO<kEu6qFL^Xy
zgr}hJ_~&)|yc49=d#-p3oUmB8!ZYS`R^YWa)9%?%sMp%6&t+S?!u9b|?GM_kp3e<-
z<_bG#Q?}0U;ZMtTs~&ntzCLey?vB!g8=&<`6YJ8M{ho17c`hoMH&tfkc~JqIc~)Vk
zFPwF~vv2RJ1Csw4q?WWiHZAo0_H}Jiug(@HhT_YjDNKCE$28eI|7aarR~2f_Tqd<>
z?E=|e16{AheRsmV3tye~Smp6`t;Ye2f2DIJ9{>DxttI*1)>=~&&xqaqpWph}{#fbw
z`1R|+jiypcF;TBVr(2v@6;pgPs!ZnlvjvBqNa;DhFe&-ZptQ)6eO*?8krw;w7unGn
z9hnhZ7WW<B>ti@?YLGcI^Nr98ht=m@o&Cas??&-uk!1$ep;L~p_1%(gvGUTHmjStJ
z11GDfG>544JfHY7*6w`PdKF2wg(vo>UA}WLgjsa4AoKc5v!6~?zcnu+A=sCBQmije
zbMR`OzNs!|?t5)^GQTp&ivGkKbzx76?B7?63hZlxGwl^arQ%nJXn#|TxpDV=RN3Q*
zPW$~;dnPf}O<m=j@7rDZc)h8TN9F5Tt0GbYcYOX==pQX%TGzJk;r3gz_xH_7_#IYJ
zQ~uijGvkW#ol61>HXc~s_FR5$+Lp!3>(?5b^t@AZaof{p%(njVepBw5%RQFwbz3{{
z%fste!g5>E^pk^F4=}A+l6+~Y;R^Qte_Po;hHD8FRKC2lfcJdWu9JPoKd#ENo_}d`
z*0EK(G5Ir$udQVdKIWSyzdkDV#=?lUTN#(qBvu*OIULXGua~)6KGDI_bX9bQ*_WFW
zcNd;bJauPsSnA{z?4q+3AFnr!mQ=g;lv8GooN>gvyZ;$Zu1uZK+>^Fx?#^S?7k3)3
zSmU>LlHFeIBo<4%XPXiwf2HlZo#B}JctYlq-E%(V-v86PTVvO(E16v7M|HFWYghGN
zZqS|=<n!ghTiG?~cVqu7N$LCgynMU#Ny%qh^Pk%?KK^-K)TDLx+M*r1?>tx=x$U}v
z(D4P9a(}aYHXK~RobpdL>%#4xkh}A2eZR}`*L_WNI2$f;&Nxh@!8Kj2_{FuS3-*++
z+_T&!X=?4+XdZUErVW!#mwS4z^ndeb*7P^8@6AgMz7xFX;Om%AId3AevTof8<a)k0
zzJWETYt`B?@#U85($B6vpVTX%ZPL5IL3!3C3ELgt)?~O}+dh%);IVA8iSHa=E_8D_
zEoT@pJ#*?g%XL%RJlC9FaqP^a*0Q1`k)>k&cC+;M_okUdBwk*Yy?Ca>Id{=sh1dhk
zN6X!gAG_+u`@)}%nd^(M7UOP}+U)bW;m?lCW?%bKDj`!CJK>^ojf~~<>Kk9WElw~b
zZ;jt^K>kU{1%2+u`^&d)4c)25__NRQb+FoYyIHHAbcGw-Z7c3G^o?}lU%5(Gt-!4~
z^yX|!*{qav74h#?cg&Fa9AkT@<=wOG&n7p|da9=;b1l3|n>A89>dYyZ)7M_Kb~WD!
z^|tVtlr9tY_dvv=b9D`+YqwcGn4@%i<I%fsc_Y&D9nbog8XMR5rZ&E^zP2(pr)HVb
zc2oCUUPtTXbsD^91Jss;eO)VRc1}Dvd)C7puR~ML)t^{#xJdKP<bNhtqBui$ZOHxl
z+VA#R3H!O;%}2e9l#Dzhr$+i`rQJWb)~s+&NX5&*q*VDGtBNnp2v=MC_Q|8(<)(AC
z%Uax>@@>w4hIv`8634SPZl33Bq48y*uHRKQ6aK8Z0hb!z20xzlDlm%IIkqkL%gPDG
z!MsaC7P4l{FV1j{PY$~49upp&w_jsj(9IbM%<pHtR<55?#4frx+j-&2GHI3EImJDp
zJFc*vv$xxNt=r(L^o<6Kw=vgyZ|=W(d0HFa`>dzyf9h2IDqDAR?TMVUjq7zMO#ZTD
z`wdx5H=R%4oOj!Pjxsp@na|?O>az^IKd)_FyW_#*r8#dVJ~vg>?OdqCAYpObYfDPv
zoGS<Y_~oNk+W3S_oORUe*sI{JGy8Skcs@6cIk%+r`Ciw89^>N+*CZXcySk}LXvyW9
zQo#b@jkBIFsoPq)<iNVBS2@fL*%`JarddJZ7oM+QS84G!M&`4j%H&wt0~59tA5Apf
zY<OVZshaIq=a`C4o4DKZ(VMf^=B;=>=h?0qB^T;GtZq7-&us5?FR0)7#EK{1d;45m
z=Y0FVG@{SXwM^+q;jzM7Q*QpbU;cGX-ujJA%iiuhwRCZThi&ERMfaJ1g$Il7s|$`|
zI$OPB?cQhGR0G5B&Z{=vd0ceDhdCd%zPuFKWR<jYc6W?9b63qdP1(Z3>MKvHs7$bZ
zon>JqHC2(}x_^G&8U_aWwaJ=uxhCz}Et%D#aN_*d+%*YZlQay9`=)N#$irtCbKSip
zVbUgpd$-F)uVt1c%a<+cl0Cu`UYwqh>@zX!sj9HL>#m8ulHm?+%fGA_zxvMm%;9ZT
z*Vn!3-zYt2UiP89qR)nQ`=`2uKIxAZ=XTQcUUrnB$bE0l?Uibqujx71?af}gwPBjX
z+t|D)IpMw)*IFf#KdpXspz7*USEkj5lJ;{8LMGd41b@#@$~R&37nhK&JeDozX8AgF
z<_Y%OOA~Ho)O?D~$=mv<$?{Lu>U(^ZlHb=wMfS_g)3!L_X!q~y{LPasv_i_QD)pxH
z^!<IU`aFlP`da#|dpnN0#BJ@h&P#X|voA0H`hSM2zP}w$Jn!2&i@VU5A?5c~i{pz#
zZ|>Oc@}EJRZK*l4%&db7A2d$B3_P*B(|2+5TNbn8Sk=9UcKv;LYtPFi3SXD>l{<MP
zX|Lj39XV0kZr8jmssZdub5er%O^-QN?_i4FnyGr?mA%*7Fyo+&YgJYmz7Op^)Q~m%
z?7`>PKdj61Jdx+?a#?ony4*YGc9@>=F5$0gi`-;k`&uYmwKvq_6<^U)X`LgJ&!*2a
zJ|1{9imUQLk;bjU3k8O8M@>bO&riLbqP6pAq|0-qB_7>nkGEzXXD$~lTA36Qt-&fG
zsvr|K|K{K7e^b3YPR&2J@tM#1biG5G5*DU)Y6oRLN1UB-c)r&x%euO)Cxhl*mYsIZ
z>PDacJ<;7FGuY=%J$2ygs!fga>!v;oS$1U$$FXSHl3<3a>(1E)Mn>7^S$4e3cH^GA
z_ITaa>z?;+&yMoC74vn*I>v+S&G)t`Pgh=B`NUkAnf=q+CA%zT!b2a|@<;V7y5uYC
zvd(E<_LN;VCHB4XpTF~M?JW80mu+_Se3U_V@5NIwbJDkIOYZ!W9p>OYZ{Jk$34Rr8
z6=v^zbbXTVl#n@H>$Pj&ls?*egnwesrN2{t34d8RsoZ9!#dk}yo@cW*ek#&lWtP59
z%XM4M^W03X+`ZjBkGglsxcEyRSNJFTi~Yg&Bbvt@<ApQB)~s9O$T0uVz8xR--slxb
zzqR4W(G^QC%0_sY$Io0V`OR*A0aN3bbvyF|cv8aKZoX2`zjriyt`FnsM>`&>)Gi6y
zv~9(g>|RH<y2O~)bIUmF&DR!`&)UcN^T#@&&oO~>_StIgSpM1EceU)<Z!66HzWVI_
zHXvcnb<UL)t?X=0jDNGwuG@Mv&3^Cst?qh@=jjQA?c3|`wDStH;d9ge=R(=%9$#sh
zlwe*r_4Wa0wfb|}i!|Mfk52WtGC8AWx$Wy&^H+Xd*XHCP^Xs4J`8(Sz|7tI@S$EA{
zv^=GlCuGO7UDBx%zmj%pZr*S4GD;x6HGtP@!i7&$_I@c_czyD$WuM*K&atm8dLAV6
z@odVSEXi{mzrr}9j_>zc91ynIOz*kVlH&7TpKl*pZmN3prtNvVuc!SjZT*?ndfj!k
z{9I!B`o!lQA7d6<M!kNTc(y2bu~1=b$<pHEYdP~e{#`%tY`c!$!5Iuyf^qeBPc06L
zE?#=>&`Tr#s4pS1vv)oTS*fzsZu!R8iz|;+g)h%k?<qZ}eP+wFy9@_^g)e$JGdyNq
z@wGitXP2uczbd%o&o3GKqHKNklm{}iKL7P%Y?FENY;Vr8q_c%lJqk~fXFcfN?0(rz
zD`c-f>%2Ri2CmWDx2lw^JNxDDIgdErm}sL8H}<7vr~Ie<^bB~m=8Gl!cE%!huagrk
zOt1UxU`hU?J!fuRaGcN2o!c#62NvFx`OTNLGXHhB>gy2M+KoZ;o=?@QJDO(uYBS^c
zS6P=!WC}xW$jDiThngHR$T>F4$?^_+OxfAQQ;*qAR~Apawe!2D#Qf=|uLHvMeBH}J
z%a~17ICr_q{J!$>hToIIYrA=^J&QH&-r8Hb=+5W#DBYX3{_Y>{u8>eEjB6}=d^-Qq
z>}5A39>^p-p0(9>WrF2;uI=x&Z2fnhe(%g(zT17~eM`^^@6XXwRnN0r-yECyWWCq(
z{|uWVCeG8|*CQ0Z^Ye~9Axq8QZ9cPLds*T^(XZxhxl!7IpC(R~T*q|T`ON8Km5=sy
zU(RVMTadhAX~(1hPwP9!S>}A4P!#1J+<0Yi(b>jXpLD}ce%mfv{65|_HfrwizOScZ
zUfw=_X6HJs!pWJpPW-B=Q=ez%o&3bI#4}~aoOIJmnZKl$@!50z63EzC*s?ZaOUHqS
zc5}jWp1-?wOI~h;U(oLKo^`Vh_msWSV$M2M_qO`@w=BlXpVvs{B=Ozh+j{)$y5kov
zExRJtKFP)+{=Df#CBgp;uhvJ-I(}=%?bS-0kN1jS%_w&d-FRfv*MFsv^4Wj2^E@hE
zMtpKB_IhjL-Ickl?Aqj~?w4o1c(mhZt^3l-scVjU%3ODqd46rLg!R&O%O_eaxpm`p
z@A0)EnQeu~FKzU>Te*UzrF`|2yrP@i&K(kCnfT{ews(fg$4fiAD?e0S4`x5x(-;$<
zId{vVU9-M@`)GdefasEMVapes|GGBXSI1+)&lzi9e3?<SO7;0(Q`_9+y}`S7wO%~r
zzSQj!Q~Tap{)hLuyLW^b75DLJTl-vC=*HvraAJH?g}+DW_TEE$S1<c6FFtj|QFDFS
z@hO>cY**ImwRHI1`D7R$m~l-=B}<Y+X?J#X3PWo4!iYu84O%-xzZ*Wu3*XywBlp{*
zt(s5Px_CTWJJ*x<_WJ;%;-Gimmc9G7B%?K=)hjSdSaFrkC!vg3=Azf9I_J!KWSU#V
zA=u`swpgXB<-NVv&+4O9ix*6O{&M0==gAvyddZxP6sgI5tS#|iLjKRa+MoN6MqSuB
z$#;2E{oK-hnpd98dgKt(7{^?#lz;Bctk+9DJy)8PUt9U+<&NWZ%Wahfeuz4r%zGen
z^?2$@Wr<(cbk0wz{ImL|xAU{5J6UE|etjLWCPnvp*Ouq=wj5Crj&cu{^g41;XwFpo
zsBL)yJ;~~#oD-Yswa%v{6u*y>tej?{<7;{&y>F`PQp;ag?M<Gq)#lQRJ*mng@o43w
zds8)cJfHmI@}r$ShR;7QvtD+J?~`C-WUGqqB;Qh@829D|%T=t8mDl>sJ?(c}SwfrV
z>x#qjQ5PmUT8jE-JZmjBuWoyK{KplY1LaFqWWJk5Zm>`Zu{~SvdPU3eoYoDN1jdNn
z)3?WM)xR~PFgV#%WnI?B?<=GN`=ic?ORC##d35@9=t?c$O%JBcQomKX>bS+DnXSqy
zmp1Kt*7@m+Y1CH(_PrkY0_%gS!Y#t|=Krml$&=jtGW=BYE%B#Q3?5ugo@C^ZCK_=>
zdU1%-mA)m_A-B)WjQnoiyFhz_dsO@B0(P5_0*`>)yKkdzhV?vbtG>LoZD-h<V|ouh
zRE4Z8c-%Gp<b-*P_c~k@ed~A6^=5R@sh#JFqfV9yd_Ax(pMAxuw+1g<(`LJ<zR#=T
zdKD;mVpY-I)yXp9A`)`FVPauH#%@nf``&Atv)QBg{Nu>HOV1_GWqtB%Z(AKL@SsWS
z?SjX;IXx*x$!uGi`gXjI;!u{a;F^7Ai}HPwNTXEstv%b4jGLWSKe&3lQzF&Fl);^+
zR_od^L!ZosCzos1XYJUR8|zVI<gxPJuW1ji&OO7N#b32nwP&{<!_m@5CngoRY5ltG
zwu9x9tA0th_s(aY8KK8qvvstruV;L8a}Vslw&CekWsBEm?NZch^#THBS6w-v`PkI+
z(M12MqIbb(U2mto)Yd&~ziH!({|v1m*_F1HCSP|dEmhgZksP-6!ZFXEQ$-8>PdiRX
zUK{;M{ixye-={BM3E6hY-1ubPv89oP4OvAK<!-FFDN@{jdaLP`<!X1kwKmSrN||_k
zp7h5x$4<PcSaWP{<BI|<;VXNm9e3a9s&Lp)Y2%SODN=z24hL30yAil`x7^g_FP(gs
zKI7so6@GE;LeJWBkF3M{+$#(Fw%&TVM*ZP(u6uvAC5!jYZL(PvwR$#Jd>!N2@>@JP
z(*tL!+}e8P;KD3^^;0L@S6Hrh+y3G1&(6xb2cAfs3J<&!y!)o{tG&`k=E-kr70Woi
z&+fy^xa-TZcgeh3qj=zr!}{hmUvv{Aa&wn&$ou;Gmd>rctF^oetV$m3*}1k(d+vn7
z*Uay_>)*_5NcDP|wCUnGNqHXI>?0+!6N{N991(s|7(2(R_U-Q4XUZ35J)AWu|E_yZ
zNZ=c@XNtY+EWWQjI=zoC``p`yLi)UI#~rV&ul(eEIPceWnRUCQkGe0mo_g!9gZ)~S
z2~MxSJFat*^?oif-QrEvtk-XsMY;#hI_#Fc$nf3`KK3V?tJL}%JdZz)H9jQ2)ajyC
z|BS+jt^3+GW=>hO&%xkM*e;X2of4*J{WE&_?rAHj%@R{CXWIF5mRVpd-=arX<!@Y5
zpRFU5(5D@C@1?42LG{(0V(Jpg7Ax;&m}+MxZj5d2x%TR8-hs58Z7mFCmlpN4JowLG
zrF5(Ion6Q!^Et`}8vhv@SG|>}+nco{;vDCntRJbezP8p8(--pJZ2#VtQQ^McH1U>^
zh0GP6C+jaQ+<L?7Y4~=%tuwBDUU_Q%$8~LNImx1mxA#wZZa-HqVz=GW&nCqaf8LZl
zxz<p58HdcZ?qho$L__nG)idMf&$W(xCv*0TS>o=VbrO$X2iX*EJR#rlKGMx3@wli>
z^>mrf(VxvGWwf<>3o<VkWhprJplOHcvNKDPZLVe8bQJeo$(VcS%-LNVQhqi*zBMyj
z-Qs@q$`X#l$(L5`5qN)RPu-ST;k#sSUz~omLpDQU``)w@>*n&gUt1IzQQsOocRROT
z>!sfN6GNZ&l(ICx_sUcK_3JXvtE#SPkB&`N5=u$<x-{sB41ci4QT`gKo!rOgRn5P)
z*>l@gz4seVsPl1{X0yxipPP5#_}tUi=BS1$$e-J?Im*oSzKhFr!#;`RU!j{;-1&Oe
zQAbnbj^X^ME`t+>x2CPG4KI9gt!0z5(x*LLEq3CwDhqFX{uP>Zw3DSa+j@2Pl`URd
zwGOpUu-kLh)bYlp_KNdtEA3uXeb+h3l>1;}*8=l}Uq!cU;$-&<3)s7IS7F}EcEfWg
zzc;e)S6X|_xy0u8mF)o^C;qq=^e$X<y1sVW?8S>idDv|(Zk_PE-m2G=K|X5xr0{#Y
zf-anT_h_MP*6o&wh4(gze(-o1&iH8avwXMCth+vu&WH7kk0(c6^znGUVo}OHyTpkh
z2R@xpU+U$jJ1ejE$wcX%I#J&S-nW6;$_b4@n+yMD-I*LUIkm85lbqHi4~c}XCB3hM
zHKaENt-s)_WVz5b<XYs3=R4LOI<tJeDD$d~c3bu4-g`D-YKLO&;dxujjQg~0^e#6Q
zcFnV7v@p$lwYw|4d}CpEvdKk72~$Oxs;e>|&sr9%ZB6q!ckGeR60WsHs~-Q9T4BW_
zr<ImJZKdbdG_^HXy8?SAX{tE!M#SxWKWma-xTwwQ=}tfQJ_+b}Zko(28c@?4&YV&h
zFf-RMq^tPLiiTrZP8Caw@*LPCq*T;%t+!<!7v)b{w=Sqh_Ua-FQ8u>BKa*XeH{4rv
ziEr7mTU8ehPmI<mHQcH7Jl#)Ipk~Y0mw_vfx#nKv`ej)7IcS^XYk!ezSyckziOsXt
zG|!uAz12XbD=b`pVMQ|2jA*7A%e&lizOK!4ZO>mhb(8IDi?6G*ZY-H`OQ-p)mv1;<
zR+1Z=Z(NJv>z<I-;sEBb>l1wiZaZIf_;n?9=SuFR)n85C9q~Q+GI&+F+ANO1fGy1y
zXM;9cO*hvyuiqNZd~J=u)>V`5Oq-~2Ugq+)?<)@TTsgW)J1=|fnY#xV1GYJs>P26g
z@O{y}wA{)G$@8`xcTryI5pwx}#9E~b^H-jXi@d#Q+f&J-HFF=wO5L31yn%18_FKuM
zdmQV9KDzZjcU8~hO%JlUc<Y(3-tnjA9lDFU%5NF4Ww-S`SX{b(!JpJ6(YL+T<O|nJ
zUN-Sux16QVINsc1$*nT?=^a_Ko=vG0vaaVpX!4GeUGjarZ|1gziVXT$Pqx^KpKy_`
z4qxpm;reW6s>%FaeO$pSRqm{RGUJK^!=nY$61K#|X!S5@Pn!2yy4PuQeptra-KjU<
zA2^%5ZQ<l=JFQP|KEYG?b<JzDN$HA}$Cu_TOe)R0d+tG8%GXDm*O$J?z3}kZyRRp*
z%>9`r$b5{`UJ-Z4+wQ=TCl8W#O}^~BOJuQcv2XT8xlOa?O#dEn{?u}{-MY@9ZPNa_
z9tT99ehZwft>AHb;^bM6O>ILz6;-VG*1N5L!Rbc}{;v7warpZC2|s&x%T}(RT3Wq*
zT2jb|?2B9f`kXkk;N!XM<LfNd?_6KszHFabmC&45SDuv_NA|i!q)!Z*zcwtPIBrYM
znOFKMS<VVSvlqAdwX5yq=z6w|rG1&^sarFbYOkK#QqJ8s^|hSX79pQaf<1EDM|7q>
zov9p9l>PcW|I5?)X)Qek+9!`haqgaxl%+OB$nW`*Xs->2zpP`9x)wcw*L%e)yO@+Z
z(W5V?iA$~hc7g9g_R-~Xm3gTW8gA#za~38pzV~Xoa+9#_>(}pjepKD|*&etd@3`sW
zB^hPk#7=+Wz45$j!}pWVbMM~U%N{(*Z2O(6A3B?}rq+2c(#vvH?%aIk`l)-0SGdHa
zSKqAhTzh0<a+!zR*3YtE_kLSwc4NY}_kP)DmRDZO)s{P_SFqISou^#pia481=BCNs
zAMPz&VbzhSBKKqcl0AkWwwyYxdqL%SV|?t(I?+uV8q1EYa`=;d>sdg5S^va<^>J}e
zDwDoX{>$H~vrl&E9>=Fn=lg24t{$7qyJ~{)(%Q)NCWeYK;isjZeriwPEAnHlxN2xT
z*ITXZJhxkqQ2s3c)#*B)SkyKz+fzJ&&-S%e^@ihrW~FYLJ-g$PpSMido$c;va?OFy
zq9Wdwa98HN7jJS<xPGBrM`1gc#euc@d=+`x(JDDLH=bOz%}{DGzO{4N&%A2OTB)v}
zm8RtvKKw2F*kph9eAXw8EidzypFF|x)%5<WJgMY~6GPWV9(-u8b)R21@aeM~%g_9M
zDthm^^YY9K(e4NS_-6W-P3+$rA`-LXf#960nqN+L8aCBUy{~!q*7HMGk6aEcyZTdZ
z;lj8>g(uW6?LBuYAn9z)$A`UYu2b^WCD$(qSW@`d;=p>bJ*t}Ts&A&o-;F(VZyDc;
zr=4G(?QsvAv8E+$uXx11gNnWdVbg?S?>ub_TP7H|^-W>&N8!0~p}TJ?haavopRaXR
zJ^A?3T1Kg(LJS5B>+-H?ynV>ELqb&M`VG0QK`SpEU+OmN@Wr6{M^0bguEof3UEzpv
z^{=ZFCY`z;b$9Ef(;mh#>%4<cPPN+6H9a6_arSagO_`+K5nmEzQs(<jy%Mb=u#7$G
z?EWi@LT#=YtrnGz4!(8xX%^?H<##IYEtXnVupoS{Pr2~DU31-o-1UsFZ})n9_Do9O
z47NQ_B|YyQpV>7fcuP)8pYZN`+aJ2W@V~Yx?4h`%(%Pk86h5(6z3H{(w=&9pn^$7E
zjL+Y6!P@P1dsk1lTEt)}8oM>|@2|R}Mn89kAL+Yr_r#npEBclzsI%>PRvXLk`)bRt
z)pG57!#B7Y9XXjX_b-2RZsbns{ZU8fN7Ovo?)7Q=ReAPjYhIelJXim^FwiSJ<@1&4
zx9W{A-Hw_vxhdN!Hmt}<UcR?-_Wc$Alz)V}U14}18+h1p_hJvN?{{yXc$>C={+v?|
zYbx{Rypuj>xAl}~{lsgVZ@uiT5?CmDQTn%J)H|P7K8=kh&xU3s)|9TP@Yy7zm%U}v
zrFANa^NfF7cUMVXoo*eH^tC)qVtb4H?kK~|-~ZlJoULl@Z~J_j=lQzqo!c)e`9EAy
zF~c=;W!A5v%id?_Ip#im^!n7VZ>!HfT*7_o@hk1yECNS%+_Kx+URx;igs(umDdOaP
z=Zc-BHcpS-x{SZO`&|vxdDzoGHG9$i{SId@%YA)*J*vUY+P5@#ZCG|lbwt>fvOj!F
zm-Nf7p0;;~h4RlZm08__*Sk`J#j{>@O}#eFuJMtU$&}C@?G;ap3izK!@Gp<sEu@sh
zzqPt-zKqXJh4g#74{b<ZG`~)J)wjDb&%Q~ly0mMK_{vYkFTZQqrRM!zZMtYmJ^$KT
z;gxHA=ZO>^t>pcaCEa}RZOD?{ybrZ5*L}JC#UkB_(c+Jmn7n@eu`NpijOS^aXP&>b
ztvkh|hoQJ@COga5m14$y?0X|`-|6`$Vr+8jg~RGwYjdRCMHVD)_1yhw(MOr3PuvoC
zC;tkrJNswVg&a9n+kL^oB{N>GewSvu={d8-ihXAoZFsINOsL|Ia=qOn_+@$VDnHJQ
zKtYDR8ipzVDp%{>nb@~?rMaHvlgmZE5_c!$%C0I{+*jSjtnO1H^3US9=wvIUw^uH2
zuiYuR)=^(()&W0WucHmNuLARmqNUDiz74gz*=A`v^|^)m<ny1`JS*}%@%&c1^t)uO
zseG&7?qrzu<<Z=4Q<c}7p4O|)`nCGOyg7xzrzV>(H&=<RH0P<!mh(Mqc{V1fy!6SJ
z6-&Bpqt(}C?B1;x^1PO3>Wt@WOD1^j;rY5QE#;Vl+}13%JmbrI!#d6$Js!NL?Lm`u
z^|kG{*sQOMY-a4sx)dXLu42*kSLMO$)~1!Ld(3=qmB-;ZU)QAVdVFc+-scu;Zt36B
z^-X(zX@SJ^S;v2So;Tr~@$G%s%(LoceZ6LnMLrZ%Uo)7w!EUPkEItEw(RkyM2aC44
zU7vYeeXD}yqm7etKAw$?v^<tkbYVwmW9kL7iZzb~Wmo$~2=>fs?6*k?w>NeV?wX|4
zYH`-H&z3!_;<$g_)bylz%Rek#d1j@rt%;k-!j6{_=Om=wbn%otTd~J;@~5ln%Z`<5
zo;bdJ;=zNWTO>puZRT26@n_YUbX(rgFQO`scdOY}+FcE8l$2fd%wMK%D|heR*S7i_
zw>%Z=Qtfz9zUub5s;X-<xEy7DosyVM7Z+ZbVG-?nVp_RO>7zBO2W_iDoNVS?>iEgh
z)qaZq$^~<k^$%Z02A!YyGR#A6YpXrWlV4X?tYvw%cdJIs>4}ZEzpksxw0wDfX{P7-
zsxy<!EDx*-+j;KylqlzUQ_h?8EnA);p_esf<HWz&i_9(@-PX<Yxbfr)pC>CN*BrZJ
zeKqOqdD9yU#W$XPyJTI)NsR*sSM@4BpS6nd{E8Jf+m~i6=#h;y-&vS$-7Z>~c5+Rr
zvVG_BchCFRx-94lzM7RcQ%mW=<5|azME_J>UOZXPZtJWiy?4u|A1$d;o3@~-`bl_!
zG((-}p_`s9vc^$wON@$N`cFIY>A9+=apF4zf3G9EcLgwhJzsTZ-rK+;|EMSH@|lH-
zXDPFNeNlXN_tIKl&UZVH?+wcAv|zcWIAzY{AE6yaZ`dkVf6LUK`zrtD(kpMaoGzai
zIO~_Y<HnGi2kf5hneVXq_k6t~?U%kvXaB{Nte<zxH}d9-stO+K;G&6dtPBJf$hVfq
zXN1axOD0RYu-k6@vf8{zH27>yZrIZ+zixb5*K|KC#qi)dty-Uy36*QAe@|!m^Cw)=
z^cv^S_QzfZ7iJd4*Y4^2ku~2w_(Ir{sD+Q`T<`n4S;um1cXiu?=GWnGx}R;jbo_!;
z*|H-|{!w3h?LN+zxqhZ9_xw4w_g>#}?LOqnn<o7|UM=&vdD=?3*Q~c5ORn~{d-wIg
ztvh1JO>a839rMlR>T{nRG-vXSi=C0Zc`7Vj>zNv(KQtcAS-SIlW~qjBOyg09Ybm;=
zv)Q!F;xxU^%-+kV;p7~$UgGwNb&U(<djn@0?Fl_(C3>dcc27(?)1GU8o!?2UkKEh3
zbG^l$mIuGC&Ds7!JSgMi>~4jW#BD3KcF44v-aX51%Gi^<wDgc~bXgUr+o|L8O;{Zt
z?fkv<!Go`_<EGniIj)oXX84)^dHA_16Vr=xxYw&IZ94We=j+;&;du=2=T{vos4hLv
zwmZ|?Vcnz~0#D?tnmk41G9ULD`J48aszqF1C|-PM-ji~nbrw&q+Z(cfwA=E1Lh;#v
zvL}yrDa-N*w|>*Ikm*0Qx$9HawMM(GVt1Zx@i|p??G~@A>0+rXhRZG1iU#&CjXmcV
zX<i_4-sFwooRXD0PJCHrc1Py&{)t)NB~+fs*-gz%m67><tys7}D`CO|uFTcaD>L$S
z=CxlpEsS}*{o%Ept;I((7yr7lZt?e=yr1pNY75H#y?lFVVNij4ROOT4+^Hu^ce*~w
z3DH(OapK$RAa(WS56`AeWB9&YEa}UOY<8J1a$mU(zN}JgGoDqMP<%|=d**7pCA&X{
zJ+66D91>c6tt)xC*V)}uPfT6YE0V)?sfVfFIdWpt@p-ndgA~~RGpyS<^{ch!yLFMr
zjD3$et~{y2Q~cJKnZ567msRbRE`GVHC-V%nZ6}6X*!t#pSe2@6jwrly?c-gU(8?;2
z!-A8~dhIvQ3C$F2SGaWKL4$SI_36nRXIHOlp0kbPXh`vdte?;Oz6Lg)_wtdwca&$_
z`%~)|KPY?uBZP0x$FoY!yG7LArJvPXapnHJFZ<FeR?Se}|JcjCL~Tos$Zb7s!T0_;
zhO;`|FU{Zb>tm#~)X|>1yG70(HtC%husK=g((ViX<;g+f>OI#wl$E;<yZzktZEZ?T
z-xZTXTz+no3L9UCeV%yxkG8EuLTK-uzIv~dTl#&~Q`p&MzP=7!@`B?<v48T(Cs)`_
z*6;YHwdwPAiB)fo+g&Z3&TcwUJ8_4pc5UlowIsf5yD*W<$_dT)KdkwwBJq0u+MIQ}
z=A55BQ}DzS#<Qts3r{l5)tMu6&1U_7hS#gMo}9crXwUi2VR4V*_gc9pWkrPRaN3@~
zw8b;xv$}a*+tW?YnYWgU8LoSmJ!@P4LWb*+oVWH`2hCkmc5zC{&J}N%KF0LEz4c}F
z<-4tNUk}B{q?hp)?2bS2Vs(_3-nE@mOU<G-oH$(_v^l+L`R677A{U;FdVc;?QQq4;
zh1YYgez16XX?4w>l9k;8ti{`UQnhasD#*<^s!@2X`f7My;k>=8te#K)Y<N|gQ(tb&
zTIKY8S}h6lvM#MI{dG<6ad-K}Nz<P<-&@A}KJ-K3g#s<H<O44wPbx3d%Q_yIbE<0A
zZLTF;4<Aj@WVV}nHTr~I{O4KEpWdDC*s`*0YHw)}$MLLNJs<yxPFdk+cxlUH9^;p@
zp615R_n5p%E+lQ$omEq1SG`)PzC5b!VbPqvFOOAbJoUd@Rbmmn<ls5m?5Q*BlIIow
z2+u8Pd2V{vU-J2!>p9YP(ZbGdt|@E}`;YCN?b?%A^?2ofhS%Z!k^T3Q?}YDov9e*u
zdN=($i4Du<%zaZ86JJo2J#U{nyWHQ`3-12jJpXA->ElU9_}bSNtFL_ZNNU?LNt={V
zPn82Ivv!2f2`fF6>ZdW;-9~t0bEzG};iBSMhgo(?{>^qvsMlIEJDhE0<hwquO?lCC
zWfyf^n5V5BFk`CitK+vAA8lB7QupMtsW*E)mwL|G)9`$~{JDj<YPDUb-&=Gedzt2Z
zZS$4h*XH&a_hp?{6uCITaQ?AflWqskyuab;xvYAxtp0P$j(=K}^~iUxL)}z`b6Kjd
zjDz@mQ#Ep;1wIE(C=Q<Z(oyC=gVtG<&Zql>WCSnGVON^I;MvrWuckuoz7{6mh2^d!
z->A*X;d#7$sl<un%e~I#RoQIsy3oP+I_zM8)^0hg5S2M$AFn*myUX4B@&2rW+00$1
zb&tBqr0o*XyEu8pwd1ZLM@mF594;v^axF5HX^u)fcF#Beq;$kR(=5}SUxJJt%Y?0H
z<@#iQXv2aD0+wIb9;sof`m)~4JNQQb(Vc;Blb-i4EefB=e`wcFRra1Qrl;@hI3IJ>
z?b@9;Q>T==3w>){a^hvwh1+jq_`NQ>vaT-UE<7%3T$NYZH%De&@qdQ2B*VT%t32iI
z-POLZ@9d{!S#7>g_hng&SI5UKJ2xfh!e{9pjc+gQ=nQF|^`-l$rLx@C=jASi$Fz5G
zMm(EqvfVJX$T(tC&+~F0xopSVikq~iG;DtwYq%*&rgzCK%ae>r4pA4jYzsSSxtcrY
z_^g*}-WnL++WI~B#?iCp*#bv1cGtbNd~<zb-_@&*`3FusS~g90!N*Wp-L*%xJn!Ck
z@b8Ry$sbL-GZv3_g*onPlxN$m%<*#Jb1$>}U^#2YiAUo<vGI$pmlE!?Tq`WVaai*C
z+MI7UW)*c+%a~l?k<*?u?>5T>{;Dr0*Up$6F)3=2zwEy)duMI7s=V)-Kl6Fg)$PxF
z!kx2)R@k>@OFPe-xxlq=@rQMm7t1bOGV)!$)?vYeYh4Tn3IlTw{b%r+CREN-|LgVa
zX=lC&`JI)Oos%UY@Ac-1mNNU_Ie)dMZO>tB4$oU>DEO-|RBel`RzSZ^>XpxH^Byy{
z*?N3iughRue1F#Kt(D!L{my@0&+Xy8e{EY+*v{h}(@i6zV?C!C9+zA<?V^SK(tuXR
z<D!>uI~o2AF`Ii{&-b%xqSrR9X2p}X*$WN-EWWjR#?Su@HsLyJZoYK$pLSNJ=O_D(
z?`u}h_*8s-oA&Z~ij%vZKW+GA=x2E2*<AD7bG0|V+5TK%Jm>RSyU<kSYpag$RyV!2
zP^{u=<z!tJmA_eu%vHt5w7zb7XYp-aZ|+IuzQUNRw%3vt-8?E0Av~++*x^s>{@h5n
zj9RQW&+zibb*0*Cd*@y}w$9Lbd(@?QSC%Jf%U<Z|vW(7{m$JSrr0ke|)S@HL_g`A$
z!D(yHwaW4BwOxysc0BLi+pcokLvrnmypQ+y7N2XIVI;L{%KBQDx5?XnJ1DPM)4Akz
zq~ZCa${Q_zu3B?e;fqX)P1+0t&##YGzO%G^p_Op{XV}Dx{nOsec+xe=^qkhZcdofn
zZjw8`tvi?PGBdc$<ZZ5V^0i$@HcLFLst!G^U3&a3L;ty59S@mBpI%w_?oHK>8skkC
z$2T*i96$av=IRv-_O7qo6U-*|WuG%;Zv1gA<kfbSzF#}Mom0Qd#4KsPwqnhkugmXv
zo|dmVlIfoHU183|Pg55?I(P0~a^GUnb(@;+ulIVWxI^LVqg@<N&(~$2TkC!AMu+vg
zl1I*c`xakY?^N}<=h4m|H$D_cefZ>V+7xCrIaAg}_jp`(sA^&JtfLLG_gnMaC6gNi
zuB|(BOTX4v<C#jJLb*(z*5AD|Egq}i+m&5wlTx$g&AF%X)1>E=gz0%m`{pm3eEbZ*
z-@UCb3?dj9Z+BhzZTPzDrstb}yAWlyC%3Pk`LzAASySPUtBz@o=kD!Yef8dXb%|BJ
zNqe*2{My`AB5&4peAd=g^Rp7RF<j3s%v-^~HgUu2qb05{G8Qb_s(;hPmf>jmHLLbX
zkDtAav60vM6<R$#@xsKI(BR2cH@>Whp7i3E-u)w9tBmgMSUUa4tNQ-0>!&QcrrsiB
z&a~tAd_gbcHp_LPPI=#~>b5;xeC5}w{|rYxL>_s4s&zhku)OA`?ds>%Yl|NCl_!5(
z=lATJr|~rVxh02MCRwKTu6n<Ay7RTI`eN2kI{9jiWA<2m+2p}!Tk$$B>61{^<ps6t
zmdH)Lu~J*cR4a5+x!r<G>l#y%s>0Vs-~Y2`{(|*0O{)Jh?4JB}eNfkD1%d3Yz;f#i
zy`NrP%J?e2`|ka<#n;1~S@;j_e7g6+=a94=cld3tUAeZ}S?g+aZrqbgzH=r=6rXZ@
z@M!9jmyzPa44&`%wqAOBs_^*Si6?6U=FB>u>nriNEW7`TzM~G~pTf9m+dKOb56grZ
zE_zy<Q{p{qmfzd&?%PbBZtimp$vw8`+3CoMeiBcruP=@|FMFuT)?Vw_QqIFAr5BI7
zMVYSja>zDv`B^vfXzAHJBW=4!cdE)(v|O^aIAjzxFSAxsdxGJYHLqpwXZrlQo>-j6
z_4fOk8Ed!s@Y!vB9k60v`?<#}gL~ifFEe4BA-31-48KYE>>u?rM9L4W`*-(djNHGe
zPp|hrSH5&W`@yweat8(P=FhX$p1H$kGf(-S*J0<9E;eYY%NyE9eY(1{f7x<XEl=h7
zzb#}QZC=N~-S|~$Tl!???V>0B3(N)kwBFn{ZBdqudv00Af5v@p(WY%x*PTmVx!12P
zE}D4qtmdH;9}5G0U!<J;vZ`nK#PEpbYx9KF?``a<=@%>6X0)yN((G?(c~h?*%!)iN
zdhPHsJ%jLBUo;PXGv2gy(v^?TF3r3#Cv-)Loul^gJndVLFSUQS{5N$o-|Wjzk5)~&
z+<DL{X!7;s6S-fU#HX&CciQvT<EQHbeJzsTeGF6HeE0*y>Xm^<t;OBh{b!acHC_0r
z+!$~=?Mzi&=rvb{(Bt__qdzgeJ-@cnVE5E_wW5(b4ywFaQ@J}r`1YTym6vzE{CR!l
z+I979%fu|!`{|vIR6bbpbM}=7IVP8%F@-N&AJcY6$GPvuw^d=+W=u#3Pf7gAE_yaB
zJmc-5qfWjz?>tJ|!s9Nv=K4m--&<eIbDHyg)qAc6KdnXgI$qA-ck}uF#M@U2e}(vM
zTw!`C)>}g2#Cp5^yFG5N^NsdTdg%JHI->2<L$~aS)1G<@?_R&O`1`G0scmm+vpZ@-
z(%+{o44!PQ8a78Lmfx>D?ERND+zmY(|4PrfuY6i{Wo_k-Ul-pj>+1E&IlH6N@xVE4
zwu)oCCF^d=$7PF!s>pp^zA^96l<N~uPY9VKw{<ONa)Yn>q{xP~8M=N&jO#jrGD~f$
z)}Gw>kk7EIL-A~h;NhN+LDEUZjbGQzbGz8D?UrKQ`0Z@DRL#V9jITMOCK>l1+GT6*
zxpU?ZwhiB^W|`{+U(qf3HcKICO8@ex*I)iKaJ>rNaeK%7sQVwLw|!;QNm+h6KIcW9
zoX2A~!^X>9%Uw%1p47T(=DU986FG?wIj@Azu`A0+{krabIeB|$Xm|swFYB5NHet~V
z%S0;{d#u$FY+JeQ_Gj76%uCJXzI^(!;CINK*HKEl*}g6=_4@NW#A)ICoi1GmF3sE0
zz~wIUA#;6zs>RVXult%uJwC~VTb7q~EPwWFrPR?%38}RQ1ou^^?GygdT=OPIyWCd$
z)!F(`L5JrB@8jp+Grj)!zP`fO<)`kQ_*(GldTsxVtuL1tnfX7<KDAC_+WT0$<u#YR
ziV7^(xjvDwIR7~AD2K(-m`{dA-BV_zrX4uu|2Q(pV?pWH)xlmyl_!oScpU9~w)^tV
z$2)hwiR0lbJ{xma?9P7%y{l~<wSHL-dN*iI^61On+nxHU;_d4ItLOU+|7Pvp8F+2=
z&*kd62bN{c@=pBZ;xvcf>wHSR57)lyT#m=>wuatTUTYM*(_?|sLc`BNJ<UNjulrv|
z?n}HG_s#fBj>lP>1CGnNmws7kbK&Nr+1|cfUQf%C#F;k5-d=DtYd2$`b*R&dn+j58
zwP#Xy_Qf9jleOE!uPD24&F?3VW_}ZW@O-Oo<GwRz0*}YdeKBc^oM@=h#$`M^m%KT$
z=+;g#|74Gi-mm;cJ(s20UCq=>QJT9=%RKh9Q+Z62g~>+^(>dlFUk7XndM<G;Yfa2-
z(<wbq=3Om~Qh&7ZVR-O~^IPM?dhM+QIb*K(G5E7wy_~OberfXBd;F5i|L$_|H|2Af
zwD0MEhRqM2EeR06wrcGUo5EQWyysmN&$)M@*7dW5`BFdCy9Y(uToO+(Toz1z{!Fyc
zIsZglrNk<uL+}6C_hz=f?n<{`8XRtUXWBFaxpOfo@`qNk%rP^{Ud{UXT&B(b*$daK
z^Sy2PVDfr}6seuU=O<5aEh)^EWVzC2YPq^|QQNVgca~@UCh~kf8g*m8*A$8Nd#2@1
zg_EvKObqOwwTx?()vV^Xf@MprV~R4(7tWfu;v%nnmCZKoqiH%7_7!1W9wA>=c3qrh
zd1tQ6DXUqDb9c|0xZY8gU9?~2#F39*S6w*0vUZN(!DkEa9hUje5Ot2Fh+XD#<Lg_S
z_s+HsHMy91mp#~zpU=%dFw!;VbF<HL+gE3FE^j?MnT79uYeaTQ;K4PjQ`Sa)_Os2%
zxS6%p^y(zLVxQ_AF%SCYzLs4g%a?7j!*b0Tm8)Oe-I7~++T^`fDEF&R?s_(3|2i$(
zODPGnrp*0r;%l<^^2*c}xvkR`wx4{qdFrxvo(tZn&oc~7ukGELx$e<}^sdB?$>AaT
z$zkR^$+u>Q8B7j0p6WHvw(@MQyZI>tZO)T#e+EyA6zK^u@ttg|?0MyBTjFP#s<QPt
zTRy5@xW$-Y+b{ZA#$2efqp*3__q%LCYx=JJp7QmvvS`brw>K_Yx<-Gr>%3Tcv|?Y;
z@+)#%-_7!Ux@5xxog)5s8~=qqG)wlM>8v`B^Fb@9v$#29R*VskTKGQcS)ZTG&+Y3l
znfh-2nXhw=sx4$vOk94=pSE|=p>L8Q{Klmfd-rv!OUGEge*Ne5s;wJ$w>D^Q7d@(%
zR`R)0?iA|^#wM9x{V&4;4k{kB{Hs0Za_Z#PB=_q}%L5gTYjAv(31{|ub}@h9tXr-v
z&FTujuCA^Y&i|fr$CfvfBe3D%mj{<-l$AffwQ)-BjTals)bCgcR6kli$>{L=Fl+yU
zc7^nNv+`9fPBq88UAk~p^R6q)3uR6nX+D~2WnFyT^t#Hz9}2a+VHwJI3bZ9vlNWj}
zo-X!j{TViUsq5RP2!AeJIk!x1PcRRY;{*rWpKF4>UAl8kvflN4Uo}aTeXXfd>SN0V
z4HYI|g`^hwJSoyT#%Z~X;{bE^Ken~2WfJ;NEj{)|`jdo2U!m7_?>SOV2ZZOJn~}QB
z#z68{u;;o(;cs$Wjs7!~TgtjdeNK8G8F*6SSLo*r>s&L|CtGK4G-mA67J777;`zdr
zbr+Rn(woEfyt9nCVr{yzY>JO-q+#!o&?Uyr=atqi49nxw`VmyCxk7v4=WRg@Q`PNT
zO)O=z+@+&uO-%}8c)pcS?-zI6(j1ovnZKFG?mU>1f8eqd@ACJ-i*(kw6=__}Yq|Bp
zxO#cuQHQ%l?Ce`Jwp}}6Q=4tGTJgaXDcNJQ6m<+QuT`HqFYC_4IYL@%ian(hrwGpb
zYO`X=_l?50PW(u<uz2YkUFmVGFj`w{UO@V<V4E}Bm%p4<)<5IQ{i24p!sf|8LUu2?
zeg14X_l^?`j}{A@Jji`~sdv}Q!kvl}HnJ<5)=av0S1aNa6La0xj3Xi+ig>d{7tS}@
zcT~4srfbW_m9~~Ed1?a8c|L}3cQi9xpgb|ukMU)A`Cg|d{ChNQbF?=e;Jee6Ik74v
z>vbPrmJsvgvo7;GGKEb#w=`LNU6mu)e){~S<ry=$PAO-ndj1O2^EEBWei7gL^WdW`
zk$zfD9zB&YQadC!h5QrEe7RGsTw|YKk>$#uIJV45as^pCgZN{v#Ll|)?Akx$TdTZQ
zT=kUsB5OZY+oV}i#O&=V(OIca9ac7aEO{<J)yRyut7PJ)Ps>{Cj=U`ElvWn$@r+ux
znO(w0YJM?;pT*MB6(%P`zbgh`TP0SSBbW8)P2q$>=LOp5pZi^U!F8f>_R~9-%QSvA
zin1F{;(Y6Qo8j|o*RNMLFLv^HHgTed!nM#X@7yG0zOR+N$&$7!WO44fv{|VFWro48
zk4Ao5Zq;`1{p;6`G9eoGeoe2QsQGN^u`C9y5}V*nUI#ADS5(|kRdsd3@;rC1l+%9;
z{koT%HpPAR(R-tAx24NBqD11+!cfcQr&mU0+3*B?|MRkWomN51<6E<Ozd0@xI93>x
z%r+~e{cI$&?PhnqMY(+cq#7m%Z)6Bfo~Ir5X4<k$v2r~v)nl2gEIl86y)R_i9c`Yq
z`r^vB8poF!Ptuq&^$W{Zfu74841x1!H5F(sFWh_V-7PJJo68LEWMw=)z&5Eo<%O5H
zX=>QS@L8L??wvZ(cB0|gOa+yXVTXc5o{NTEn7zp2pwilPt_-Xa3;Qx}ojALDWAEfk
zOSoJOXK-a%+GfU`NuF(T)vq|*fqkoQ>zB16o;xE7@6Fyb`KY(jg~hU~PVTt1X~AW-
zJ6Coe4f2>~&o*&~$%0EMVY?)^7THXmRq>$Mk=sY+`>O1Xyn-8_?f4sY<1BZ7K=yVH
ztvwqwgTofRO>_Kt`>{Qj$LGz0_xAi}@Va<L&uISNtlzVb%u4(7@pZh#D~%1-jMw($
zgo<tT_`Ff%@}!hP(cS`&M=S1RY0OF6nfcXJlI6O(>Gv7G9c|`mA1s{u-QsrHg;#m`
z$BgG~Jsz8twRF?fq;K~k)}FMKlw8kv?JHY{x$XI?*Gv7*$DR%4>XSKVCA;<CcDVxn
zs_*{%5iFPf9Ahpn{(1e-FOf^HqOJtIdt9LM?ZEn->Q}-pv3A>+7IwW~=|5H1KUwea
z?-=)k?~a#Me%sNNR>1Cc{9=t+%EWakapD$dGmk#YGJhEI{n_4mpHFPrB)Ec^i}CG=
z_c31{O}%~Nd)B3;@d7IkY5U%Mu<P~DtdPQ<#+O|`&qwd#lF2);KIJ3dLJ6adc3VH?
zZCu%@W^XRJHuKP@i_%Fi9g7a<JI~%TVY6_|>8=aY3XV5N_Pjo)eX}KZ<E)-!k%^HF
z>Rs)UE6bl;Si>KDX?u7qXW?!I?$7C>%bCOuyz&hT;CvZ(@gYC&-lwNLUVdt_>N>a7
z<B;z5<mrNePMr7S+M^%TbM5)G=91<y>wl$R#8zCqbzsGwgtB$hE^)_NUFKr<`V?FB
z$LGu{zc<%UgdI7zHCpXWpO(p-WUa~N`N^HTGS|HevpA{RTbuddJ>Sv9luZ^tPn=iU
z(|>T6Apf_{{XAXYch7a5Xtv<w%eW~*EkXO1FP)wkoB2CydXMtfUz1+lT6AOy^XoX-
z>NQ@M%`Q&9E&Ag9lDK<JpYj4Ke_eCk)|oGQFS08A-p;Jg_S$nR?&Q3xo+4cKJC-l$
z`r+_dJ&Qa$Z&e=rxApBT_qMgVO{<P^%J*j8I2QA^Cn0>rt*9kg+@)(Z_l0Kvnt7}x
zUVF~oCHq-?6H{e8Bpc4AWlPNoR6NbVY94eosgr|kU)lAo+MVASj*C7|G7QR}rtTVb
zVJY{vqB^aQ3a44~qkc~N9h{kxJZILIUT4ppb5E*FJez*IBGSC+vGU&1hnY9kb<g*&
z?tQkh+N?6~WyBn&daiH$%rA}3uW(mh&%7*q&GrkrB8(fjzWkMw$eocZ!L)nTm1T<;
zUiCLz^JMX&&Uai5QL7rPxIXvB9kEHbtz7$Y#oQe)Bd&+5`Fvk5v}EVp+qSEA?g^EP
zICrbWCUuKRrjfhllV8_btZY2{r|oW*VBe<sK<)9-Y^hV4H-6l@-0OCGx8;(}J?Y%x
ziJQVE@GzcVTCzHS2NT1w%pZcqZzFBI-+oq_5}bWkrBCC5LsenSvxTd2Pq1$nbq~DK
zXTV$eXR}GmlaH^RR%&W*t18uA;pnCxuk@c`)^*_q|KPaU%a6-&FeqERj`PjCEg|>y
z+JA=31<bQnocg};^7K_+e#Lv1UU)zAv>gA#kU#rpt32D;a!rYS#j5F5cPbw4Eev|}
zZmaG4)o$zeT59V}w-wY^?w7DQRv30{Ggm`-__^|^FEcG{S2bms3(ezvw)}?q+U*AO
zGTRRS?$ouGce-2A%a9<q=iTokc4-AykLwiM-%E~~b}M1R+++Q#Z--S_tU0x}Jj3<&
zJ7d-T6FY5-Lt3BA-TbdMdxw-x%;)~4q0>D=+1a;W+tO=%c-E0ppGWilxgIMHwco1p
zocI3gsOwSAMeLSOK1U{dOc2UmWD=b9rsUD>n6v9AX6DWLYVz6KrqC&~+_rLc{mtu^
z$1cZuwd7v-`nYwW?z5XyRUR_3eEjp8FZ%H0=Ehi&TcMYk8)~zs&G*<F_PhP_(l?pw
zw|=sE+<w6A&ZUjBzMrY@-nizcUc~p+x=Z6e|K9u~bcG4`%Z{IgUsruA{A9g;`mwW~
z#@ugp|Gt`MZx?oGrR5jVS7vg2Y078VyT0x<J`|`Bqafd!@XFO%GURB$=D_B!=?#%D
z#6Le)==rwp*ZG5&Qu26wYo+rS9~O|;czbEf%~0_LOJ3hj+3PR2WX|`g{i>TkYzY*-
zvw-XE!pm!uWi|EndlIIK9=w;`H&fEy>-gNW@5_=U1KN|X+^ViP9vC5Bbtmw7ru?Zr
zPM?nm&s#2=-Lv~zTF#tjvzJ;%FTAlz(`0e3f6CsE{PzxrGncO2{hvXeZO^e>r!rfA
z(@CFCzK?R}=3BnnnQh5+V=L~rj&nQMc6RD<+Gfq^`|%=cLHhf+p3D`uPJG+jYN49!
zVtF?2KvlS{gx%D2{S6k+U&nGPS7q@pyne9e;^UsH{~6vc+|D9%ohQ%I=8E)xhNzg1
zx8H>>J1^RGrTLx3vmM>-dPl;V=giOQK6yS*%PdW}dwN*$x|VrUV;tvAy=ub1H{~K%
z50mB5oTVu#D~tsdEM5l9sH)kz`Dvfkr5QgDp3j<lwzeg*DcM4KuTv8Hwe3-QKUN)6
zo_tm}aQ3oEn>r^6^nC8>oiI7dpY!~sg&dj7QYAdCZ=B~kEXplB`Fz!-1lJHl!{;I~
z>(g$(NEdK;e{b<&=F45zKi$4PtLM<2LjP5&msV^ub}Q1l_4V1347TEVSCx(&NEfX)
z==YxNW*p^E7_j2o>V>>+)2)(i%QU<>ERUvoirenndPziS<*s!emMe3my!gD6H67TO
zW-11;i_TVR@Z;5*{(P<PH(3jftz{WjD`Y~;WDUL6-<qxb<*4bpXP>uj(ePOOk!^L&
zonOz@)=c1*`F*J+&d~Sf9KH7o8ItcehKWy{w{tDawlG_Z<5d@<6T}<cjbtsnH}(ZQ
zT9hGi?O_LVpuvGPbLO>O3VTuf+tPx4ZKm7mzO2~!Z=Nj`+%9)DTqgMp*J25_g(an5
zR{zMeIDTnPNYYZHrQUw?E4z0dd{TY&Yf;s_c~hSE-&z>le|W|6+A~wtwt8HMwD=eI
z<+8?KZJT}kpH{@VpZ~Np?Yx_Cp|^90rR2&z7w_#nI-_sr<F%2Vw*R&i?e(0d6n<5D
z;rSnz<lJMfM%*q~{c80wE!||lRMll`&TG_ax%z}2V>V?}xB1WTYt@%cSDs8sEiIfO
zyNWH)H`79G#@fk&JLVl(WjMcT4p*=L-iWh&I+tYDtO$8FyX}Q*{DZO;T`6hH&Yjq)
zGI7#@Yc;DpU!E<|<=^X+%)B*Qdd{E8lPx)wzpZkSt9T#lv%>mX%ET42#_z+{1TWvV
zOw*4yaFR`5;g7J}YStmT@}i!3>6(!dPf}VMvSzmY3J>`9%H!Drv&Y*l-^T{7Og=xS
z)N;Q@-&JYXSo@nFdp`dN@y)+K>uyN+9Z}QVzSu<yg@FcIm1}=0*?XOyWcD)ZnCFbG
z=_{uzn#x3cX3xv2OfI~?-mA@2;gfd7jYEreU3jy2dcL#Iv?re<nt~X=tSUNpq)cR|
z-nr04<*KtD&Y0kvYCJ8uNo%st8ULS0E!`ZR?fRK3y6`xMdC+%#zPVN5p-XPRpOLJ#
zGviZ4`qHZD?T@7!l~=B}7u0r~x5p&2)b{-0X$lhm8MJ=6`?r~dN}TulSj&^ZXO%4a
zu1v?Q|M2JaEk`|HKdap*HYJ(m?b^QCQ<*RAjP?4mAaP=Y_L3bFIQDaWy6byd$nf5t
z6_=i6M!Z;YtNUG{RNI20!#4jyk9bxcw=~^ewZD36(Y-+RuCEK-IF*looAi9|H<O36
zRZ^~d=UQ;btSK~jlU;UA_@L#{;HA=1zawL_%EiJhET8{pxEi-}>D|9~wlA%iQpr*n
z`)<bbr>}diPmU72zwwpR`dw4k^)J%V+uZf#wdM4zp6jhIHwidczR<q<W+{uFz0~K_
z;Lv2QO}THXO8EHrvKKczxh|gJFM1>D+qxO&lh4fFdiLR*(6rZK-VK(k_%+U!m{!Zw
zeNTM1CvAmygVkrR?=o_R5tHv2u;1F1oGrAzSnrbySLN$C|M~*v@YH%sh0kXz*%m7Q
zZ2!2bYRkl3g&UqvGJF3cl+#1@wX8S$tHQ9kJJ!uOcDgvibEV$V?Dj+RvRn5RaGsC5
zdhyPQqQkd#c;ECqSFv<)#xJRuUDh*%n6J!_Iy2GD;#JmX;jgQl*><nI`S!wjfm5v&
z>+)VC_LdeUa6Nf<Lgk;udMC|qc4b>;m04QeX}Ui*;4`EBwRJJg{~4~YQJ&y$dSgxH
zJMS4+!=6j56qkIqd6IK@$gis=y^kJcDKLaCm54eScKp)1${Ds9QL}#Un(n5xTiz@0
zp>Nsws*5t~3ZH52p78wEYVqe2!{(&SxvCzQZ5grYK%T`~jX86|G;CL$+QzXmidQxy
zNaJnTaf<_A*KjOh>AD@xJS#ug<Mfr}^(qOCT_;LUnqJuaq}Ep3$|a`o_WmzRwy0$V
z?OUd)A~*Ndq3t!rK@z_nT&d>B&$=3QTqj>LyXaQwpKLD!<JZ?VPnIdX@~?Egq~y=~
zslI*tO0FHf@_2oowxb`zpKM(}Y35t&R`XdUEj=n;Z7W$JHDO{%^PH<o6&fRp`e*N3
zWPauG)}R6pb$P#Rho0is0UP9+de@|?)=q5Id@LI2CQ-K5Q%Tu!&1Y#QPtmQ{i}}+{
zFVw5=wU}V>H_P;#pKm0G-Im!K3v<?PnA~$|jf26TY)6L!|E4T|>5|gzy<7PJLvVqu
zasQ!ZkJs5tHGHW0`Y$wdS=yU<Pwpgd-+pbD!>tO-w|7EPPsr^FHvilhl(kg;sZx>k
zud8MXA8cP8{%RU8`TE+t7SHz!v_DxFMtwY0pe>%9_xNR$;Nq0pj0;oMdP{54MJ?*)
zToqU>ag5i;>hY~jW$Cq+o@>1u3eRdvy!8n_D6;1GrOlbj%M7oq)NbH7o9I(e<Z)p2
z<<s+??R=SXLM6y&rrI`1mG&!r#gUUdEYI84uF_0ZxBEKn)1>0)`^nRay;uB9v9MTk
zy{P!@Yp;|?D{SWN360O?w<^j{G3{4*^84D^P4o6`ohWzd#=1!y#~H#_u66a}-0L@u
z<xr2*WgQ1~yS=YkoH-2ajeY0&=r3p6IQ864?VN<zb9X+UE&RMw{XPHkwK;daII^BB
znYj6U{L7f4E1y@@_y>9yo;+!*<=`l3w>88(r%qHM&#?d4<|^gB*b?1526M|5k-v%q
zOqO)5dVi%{bYjcwunTi%tFM2c<?;EPU*)6C=AWY`%2k+7SrarRaxYiI&PU618?qFR
zCabOXI6iOdS?znrLqe>DtYt#ORKCj1xstf^{k=6SzMOv?`AVo}e@azB-CovgN4sk>
zUrhVnSgdeau0D%bGjyfc9RJWQGc07Tdn`!4erwORV`XmaYJ1r@w+qHxZd-o)!AGv8
zrnP66#5}iLwx=@qXk<@9@xi0s3M#_KAI4nUc<+0eyJRs3!zYV%R?lp%FTHapT77Gw
zxPe9T{HT{L@7`2OoD%w$d*jH~{_l&|8OOa}bc`Xm|InVML;Cmmy}rxp>8{|dT6v3|
zjc>N^>`&W-*IBGnN<Up^xo+FX1F<`wgv%Wes=jViwRzFDO&%RG{q<`@=DJDGy1>C!
z`A2*D6+Nz}#n+bJJ*kv(MRWU;;_t?KkG4*Jmh$Vf$L~&4ox;@C(qk`vzN?x%ZLjyl
z{9CoXjs-`OO}EQ#vzr?9iYM6np3+*YE`H}3$|_aQrZAtc+7P~0w{-P9o+;~BX>CyX
z9QYt@%eFavT4Ij#rf!OJ3-axh`eYo&@u1OD>hacyqe3?VU77Y><>QaKs(oo;#yS2M
zTEY7oHFi&#^7+20o}cBiN#V8{JjKoT`a--Wb#In2oOmoNl=<_rbrnaWB3@hS^1X`t
z95vz1^V=ea7|v#K>~2+BX;V|Ou3GN!vMXg;d0#{$=6y|_wtDB$O!4fPPucD}8PCUD
zRlNRjHT(Lgq?NYXOFgY+PHAt<Rk>xre{K2abN-)KEi$wB`}fu8_N0RF&uc?n!uQ<#
z!XiAOwqotposZid&-#309iJb+*QMy@6EFLGi_aS0>bdl)Bq*lIH|3<>v+ryEGi-To
z^W>_r-gCRZuS85tS6Y6uFMn3@Az|Y2YrCUE4l>KG?%4RR;?Z8d%Pc+DMcuxJTdcSr
zJ?mBX_T^D0cXhDZZQY=4_Vm~_=6U>ChYYja*ZMDfTGhmR_I1~%?1#Pgj$B`tWubHR
zNmNU-j@{N5mwV=Q%KSLFWc`gtPt+@4pUrgURJK^N>Gq6yTW>_Jn##17FI=>&f6lU>
ztFn%6-^Nm89q!CK@ylb0<ww}uolmS=CdyE<E~?jjS^J`wuX;Ah3D3JaxyY&Qx#?B!
z9`kE^{{0Hze6}m&)LZ4OiG{6az9rAOAU!9{bIv^Df39(zZI0`!1a^KFUB22p_gB}w
zUUrM)TZ>Oz-N{{Qy1Ln*Wt;BaT@&a1Sku1g{OedLR@?s!T$4||JnF7^@!ZVgwbLhG
zTeWq8z1N#42H&txmZno4oPC_SZ@E&go3>HJpKa_f<C=1>zm5=}cA)vZ#d@p4T7SRU
z<y(7J<P~1uxI*upx1!|BvjM3oN!nIrb~|mg=iQQ>b1B^8*}CwOmgmc}O3aRwS*$)Q
zc{f_{*bbSn?UO7+Y9CDr5Iu0T)ZkFr$Csgxd?p?(EjZlrSk|g^&7G+;FTD7DG0j`e
zZfoS@$4m1}Vm=;RaZi8JhJDY&b+=jEoZJ)Ua&dmt>y(Z%(O#p1?2OYV9<P+tTh3p|
zm}Vb!>bJ!?!^``!S4?NPn#x}8_w_3G;*+a+Z>F8PJ)!D)BJ1XqP-%%Nf(Oovz6>i{
zRjIUd)o$^YWy`ZS^JyEo6=ZR~og!1s^=19W2Ez#PvNP6&H?Ge=UB1|M*Njk!yvowM
z3!Y4z^=MtL*_S8vT3@-hD9C9~&-h;4^|nW6;wOn22R&EMtGVWL({AdlYkkJY*H%@w
z2%gVcsXDLLDyXRHMXI0vbm!AiYA08C&3m-F@-2hz(L~#wCyqa!6*zh4g(cHo9k<`|
zY}Uy+Qg_UrEfRPj;HF)lQR+PPP4N=hyZn277GEijN)v8=?<+WAdDlHtu~xVFdxE&k
z!(*2pv)kISF?Ijkl4}~Gn_p<G4BT<!Rlt_1H}Bu-;nQ9jU|{?*X6<UB=H^*1!UDwh
zR9cqXP3Ksgo0ArA;E;W)RFd)TkL!!$JtrLb@?7-EugR$$>RU?!d!GyE#H(-Kwej%X
z6O5+kBtO;v`kM90$1v(S_nhn3E{Azv`15JAU(U-%JI<DrZO&6jw^+xh@+4_jukFug
z%a)ovI#*TpJp9HNjVFw5zB$pmo+K}`T&H8NQ1WOOx4TS{an~mqQ|o1qQ_8Qck!(0_
z`a-I9+Z!RPl6C6d9oAgmWA)BdCfmMN7ul*Ll;_#ay69KgvFxSWw!fUG?W7&YW*xTZ
zkTaikh=%r^TSXl&-X4_U_u8g=ysq$d_`+L87R#+Q-hWw}%bLr(;IYP9o=QcZFqH>9
z6QeerseBpp_Q>j4(rFu8?@v5`cj9N^^VctJXyV(q)%MKu!Y9d>RxWOyQ+_n|i_w(I
zB@<I7tnQh0bk~ern`<pS1%=17=kBy*zrWXA_vW3IMb6GWS5jExW!tjP<w>uUDP8yN
ztN+=f1)CS1l-qh!;@0v0*pr**Oqk@qG_dBugKLYAxqF>0weG*PC4IhJ+E<Nv)|Z_b
z-1pjE`Dz;Qb!B+k$y-*NH*VUgQDLin@$FWd22M%2uMaowWbe6lM?8Px`KV`eZG9G+
zvoC#9{iIxVV^dY=e1nNGZZoy5c;-9Cc0LHvnpU=nW4qbi8_(3)cCOxhegBGejScIn
zK72l!U#h%s?&9mg=iYOtJSblm6yfK|w0q@a)qc^5DiY7HZSVFvW}2#L+^gZZZoco{
zily;ht3Fiy%~I{?o457aTa9@oUv3xQeXAy{V0$)pmeApQd!D=RO_{)yeKq`fK=$GF
ze4d$Ce&y`jZeyA9HCiTQL(N^SS<$_JdWtXYIz8otO8?6U1xCHXb6GES=bqg-<vnNo
z#@AMyfnxSNzrxFf<{o|>SGh=zVSR9y0b5<Wsc4;A`t<Ez%SHND9Xv1j`tqzhbDoqP
z__~HWXu-<Yx3)gdzx(z3dcCk`c9VI<`kdb7&-|%;Y0syBpXYI&EtP6nVjMm(%Q*2I
z|K41V-OGy#LuG=m>{PuiXH<V|)inF4qn$VUvR(acvzHzZKGEt|>#en5{>xa^wF?p_
zM@%R^m%V2D<i7oL^}HpoZrx&K9UXDt_nzyi`Ai=t#%$d@O=)+9-E&#(+R(m;6&{;5
zw#w+g48IsqCKFnc`0_{TN+Z^cH7--T53FFmH+!q+%dQpc46lE99VYsE-kLQfiFabQ
z-MHSt!*$&w<a4ChpZRfLFC61z-<s~b%r!Uq(vz1=d=^KwU2L@u92YIfJz8eE@W7+@
zi&D%k6i$q43Ay&M@%GlJlw(!3+B4t1DG%<M!c%tc&gYo5f8S4AKI_#x$xu&=qZN63
zt3O-ZJ(?@Nw7X3%sOFg1>NN}z&zYB2tXseSD`Wrj$f$3dpH4rVerZqGyMLaXs(Z8j
zYhUJ`4T(3~{>AKlX?rH$rNZ|SMOo)3o~xI7x^%)MPt%zyQ*Ux)?pQXtI^yeU-Pj18
z$+O-j?o~<OF8Voj@12grqOYo|&m^<Ur0q^-&F#0`&bhVrd~{@y-Ih60&lb#iz~rZ$
zW$ET%x5cVz(Vf{Z@|^QHPnxcm$zm7n7TIw$vvx82deJO}In`3#Qjaa4tv@RD#dJPn
zWkuj5cCWjAhu${@G#+)CH(Sv1c<_?TTUIPfDDRQG`}$^yJhzv6SWH9VkL$b-|60A7
z5M{<}6MoB1<nlCE-xo!!>C(!bSNvWb&wcn;;r6lldKIGY%siO*3`2Bu4{0#ee|^1#
zf$ysEq<6V~tUV2yO@S}nMG}}}X3b^FvzxLn`#(du$UlvvVS7(qEmgU9q--g($yZq|
z=S$PIlJB%E(-J!yb*ENq$@(p!5khIYr@T%%m_EI=bxy~cW5M&i-sOMISbJsit$n#4
z>w6z`aT-)hnOJLFo^#86(vRce2CfRmpU+FKKmVUWFw0-(ocSc<*zesoe&37jRGvIv
zxPJb-lsjjqt=nZXXKDF%=hcEiB8yMV&R^MB^n14L&o!KS66tHR&sEw_O_n%TJkN4{
zoT0~uXO}y>l|7<+E+45l`8wEhBR|{fw#hckv0TSlrgWb=z&EFEtKx*;p(+nP&k9#z
zF#gYQefdH`zb8c=#$77}XYLBxV7cPY^B}V>z22CVi!}#(`m@$NTGI7!PUEYr&y~67
z49|+Y9OIQ>m6&{QhC=Y1`B`^L{jNHB9I%lIR$N|t=A;7iQYUjwS*_O}@2%X@qVMI_
zopAfkm4#xPrv;w0^>z5JP{6BR^f)=rvvAI=MR^i)__9^s8PAa_iP`3{@~N7atze!f
zC(ENvOC}okgk7J!LoRcFlEhixp3uuTo^>hDW6$b88F=0{yKrHEh0HabMXoAg9eIDd
z9?p?T+qy{QvC_su1!e8130?=}H18^1z8G^=!^q>yiYT4SHkXXD&iF`HK3ZtBG%uEG
zo~LO2>HgEoBG-hNEY6xwG7NfiuTAsD@xsqCQrjj?(D-dvB{e1L*Q|XZYVVE;HTGrs
z8(T8&4$)<}Rbg_arHM}~$a9u?YOeQcZT+fUdJmLYJ_l5)HoiX^Jn2Td-ON>c&-kw2
zqRHG<b^3(pImJ{3zNT%;HQ!dGot_%)?EK7DD`D-#vtb_n0aaIuxF;Abwyh3TxtJH{
zwlMfcpH}l~;Y*vR-2H00VABSfS;Do=cc)M2mXLLgX5f*z!WL?BSW(n-S)$5hJ#j8~
zQ_puEf3w7AOne>UnB?awen+R>^tPr<q2KT9Z5BtJk|b7&F?gI;TWWSH=-(PIJx-hE
zu!$4qEeYw)o%rRoZ?v24$>mGGnFVKT+N|-|q~}HTb5U;R#^a`Z*Umd%>Q>aY_2l$&
z)@tktO%`cisz2rKQMDQCRWG>BGoHiMZa8n|$|m=heOnD&j(SH4Jelv})V*u&)8zeG
ziETcArhMJD<M`RLQ8z_J#qac3yvR~ZwS2rc>bE8PtjyMJb7X#pm_IX@4`N_A$Ts(x
zU|_?k0(a3|A-ga0okHgabqgF{8r99b&M>$`;`f!NV`1k+zI<6W^~}?qw=%v}*<R$<
zSt}`faQz|^!KF71LU-R=EF*YrpL5?mmk9+|uSA_T+SRb8w!u_Xc-u5Rv#57<Z7*+K
z>*ZN-QX=@yI>TS#`)_3Z%Gs!0**x*O%s<ngYnOUY^F6xw{Q9h4{H`0Xsc2l=KG9zC
zSmFEw*C$#P?R&nE^Wfk99lwjt2W^ZiZ~n5bPhKF?aE^6P^|$r&)}-v=T3yKze7WlT
zx@Xr8s>Li`-0xISFZFQx7T;UPV`6l+q;GLw_p<-r%7foTFGRieI-)5d`hb6#w=_@m
z<G%}Ttb6UgamQrIq~-T^++Ml%P5xPKxoiA07<uO(Tl0QqeS5)|HQd#ik3-LN9lqW5
zVsSc)P*t7jS=EJEzl53A@UzG}hx+cGRQCC8)cRsU$DIbXu3?{*UagIJcm2*Sn`0K)
z9d}Yv%2&<{d;MqCW3S$OD>nSm7QY-^GC#=JFmJhOW=j8c`KU7`3fEc$9km|Jk^8DC
z_GV3Z{Z{r<GF=m9dOg3jPU4KS%;T-TJgeuqdVBr4<L7gdDfmuvl;Md7iBsg4X3jV%
z8G1JSmOpFdd9Sst=j&P=-W|6Id2~xWa877hE2sKIpHDaaLeJUq`t6;Nd1u>3cZmZc
z*QV&zYT0k;c{q7i@+ylj3tMMZO;r)xX&uoVeB`pmu_C*z+_!3$G}Uc&_}Ni;PRrEe
z`rWjD{~iSIyYhJFx{5mwcge5KKCY1}>9_Y)aPDp+ncNE#msB!p-EXziR13WRVW|Q0
z35yk1=a{RTuHEZidMf&JcaPjw72j#Uug1CLq=bf?v^a5Ae3IJ9wP&vdIKKS4W?S#(
zPxETET=o05iZu4G<&SHMerK67wIVTS%j&>Gq5p!fgf7mX$8Mr>%1?9CD!-1q*+JGb
z<lAI^U5l9}m-Iw%{yMECWt$ck6=`m_So*HH;L6K?p|+a)lD@5K{MIA*WmV3RjkgN2
z=6q3g_wBxY*j#D3yOz79=&a5Bk6*vic0SuII_utd;qEsXotxOSjN;kZR?O{VjJXoM
ztmlbLzt`&bH)iu>Mi{Q<v{arrYrRUR0?SIaS>nu=%J&wU&3iU&zf&2z>hw=5SYAax
zW09Jel4P5;^w8uJakZ<izWFM(aor}tc}BLY#9U8Wta+hl<TSbY#(#$1%zaGH?PG#+
zO{?3^EZ?H|ZS_u;6#1ng!ftnjkE%~P^)u{*sa)6NSHgLzFC15`IA@W6ZkuSIUH-=v
z=PpnD8Sr@XZmnl!1zDkUE7%t0tbXv><D~T8%gyft-<vOZ<8^fECU()qB8}5OtP;$Z
zG2>tOI%uDB;SH|Ux8qv8-fX#`R>bSW#%kzU`gpC@ju)qjLzhmS_UKC90Z!#E<~g4O
zH*Kp(sJirE;y;tfe#gyfACIOzo!I8?b&0X@{aMS$;V~f=cYn4UNej2xy2e-@XBVBa
zVM|`E)|b2p`KYohVc}|FSrQK}i}Yz-yKwm4TK6+i0&T&*cbmHkeYiU2SuVUA^&(^L
zDpix#9j_e{z25FUbY@!*$HA2jjH|l7o-+(*JaIItN^<M-9UkIku8ggw(-(@cN-W%d
zCsv^6-j^3QLc?sXtnSk`)%Dd`<M;OD3dd&?e{nfpTJ^i@mg4dCUhU;)gPusWtQXad
zS-LPTJ@MYsFl%>H-%n9X?=W?RU7ckeDK1d#U+1`L_sinrQJ0K7B`jW9vfFg+TduUC
z?QL+n=%z_-xl-H>SwXe08uF{=$XvZ!Vw|x_;@QO8pI7~q+p3^2>vA;Li5WufCYP=n
zFkF^&%e*;x>50NH!^XgsOcOhmCY-$HHT&$@biL}UO9HzBi-bKk?^asyxxi!jG=>nZ
z1(Ty!Z{MjY+<rcPt#{~ju8P%KOXh72Q(gGrvtQ1mdBIB+*w(7`oVY6UeYG^JOT5T~
z;^wI1MU}3f8IGGAy4|W7de*q{(za(+0$*Mf?OMC<#|dWjm+@LZCcEsot9UYQ&-I({
z7=w>i`giIiXT(on(+ugFQtB4eZ?y5}?X@;$)r~n5?_9ThSjqcu4V#g;>5U)9uAN*~
zdhh1RCtT^xI=OEa%nGW^ne%-;S4q;6d-Ihw66d_S+~t{lKX}7OEro3fJ02EjKfEt;
zMl|~RtY52-M9nD8t9Z6g`=jfHc@Nxno_ze-^ek_deE1BFz{74<IaTF{VkNup#(V8a
zetLdu)x5ncY$i_$o)p~^#@@be(d921kK#BbmG_p;le+X||E}y#@uy)Y&RT6%)x2?;
zY30LDKfPX_TXy=&m-$?o_Q{)myX?4k=h4plLRrgs7}q_I+$V5*mBNc12iCLg+Pr7q
z#9a;5*TVBW6&AnwFr!@k<LUQywI9`%n_QAutTM^3FfLH9xyJ1$`#$ZrtL-^%94Oy$
z@A<s!&X2NdG}f3kSSRhx$};Sq`Rw6`8GqbOJ^#Ja&wf{vSe&VnQ@eV8QgKiC^4Ee7
zHi|y;v&%oWS1Q*?BrERrjc#_eH616FuT2d}+sl2piuc&cTA9FgMQ)GZ`p-I6nr-18
zoPVf}Z^u=2=PeUF9__oa{lgn6+YSbv22RtL_k=#QZkwDeZNz)K>Q|V1XS0zR1JfR#
zn8&8se|igUNSx!_T7K!J@$<jQ5tEEU%pZpRv3>Zvd;4#f1C3XBs;;iJcgmjq;F6ky
zt@f*4b>Ak7DY-A$Md!)$O)AQ*l5;9r9e3w#aIE#5seRqXtPvMh{kpy&vZ7AoK)R&z
zwcXYAs^Uzm@7z^aC|NxvX?D5$Uabv<o~Q4|r%H&&1-ZEy9<9uFiF&QxdbV`e)K|^h
zEx)XDKYQoq@yBtwS!=iKmN6~nIL0U7seI{;T9ZZt1J}IQApuL6yB<t>ol`UK>WR2l
zswV>q&sRNM8}w4;tJXX#!R4z=N_9Qwo(P_|_2`y-<?>%4w~tjS&)O^Vp-0Gl!<v;r
zh2?wC&pYxcD{S7nlQ~_5FPD5e5c=fuV~G=gwA`;Oj(N}%%6{d#jnw;R^Ew`XUz?Zg
zo4Yvh(i|^!OPTBXYHJoN+l1-NI+XHx*0I8wv!BNLeOz~=d`0g~+t=sjhqLbutWB+A
z;@_LL;O-X1t@oZU-+Jr$`w*vZwuhgsHy1DV?D-g$aOd1&OO<Q$4w`Q5`MYjgV9vMh
z=qcKBK1N1Oy;sDZw`0lnZPP3mzOE8>RO1$1$2I$x+!HO|;2*lheN!V(s()B>EWp;c
zWRlan8%!%sXF1Kw2%4O!JoD4)-7!zoc4-*#7JbeVHuw3Py>v$>qsr%_#hY!is<^&=
z_|SDX?n!mj{IrkJ0^BS6I4vYs#63Lu<YR#N-FvGIl_wO&{yQ~0-6u85>)s{*XBiqS
z&+lztIL-9-r5)4fPTy}j)$}!gRME064jb0J+;Qh?@ycV?k6%ZL{ko-iFfrcNw^q$v
z-E>wdXS1At)cRzxt?B6-*XEbz)Mm=<=KQC(<@q&{$>*}4nqJ8h;h)WXZ~gJr{`2=_
zR<ra)1|PY5PyOQBmD+g+WWFyuUbB0r=!1)|Ha}tTulstzvA*C5k6iV|H*YU82Y2~-
z-Amtbv|8dtwrAcVm9#yxZmx@#WJ$laOGKz}&UKro5?_p_83o>WFZGPcaN_N)p}Kkg
zS&yDfSz&rMChK3Yyw}s<plW0Fo?W|_osW0jem-&5-EH3auD`CI^M2$w&tLSy?TV=!
z@@9rnpI&^CDHM6S#q^8a{H?z=lo|Ms?OL(4wZ0?#)WnJ@1<c=H&$<>bY$#t5&hyec
zme+Frr_C>q?`~)3F^<?S{4Tg%^r7~n#Cg&EYop@@7CtxaS{NLA=4a*Pt8<TDN&Wme
zT+?h`%yXvI^?8a)%VXp2%!{bi&Tw3^MJADD>-DP==a=%#pAgD^@!@ep{zJP}uPo4E
z`)6;pO<y6W=Fs+M*$a1V$xW3%@!9Rd+Nz(muXcX;I`etD>8oQN^7aO29fFuA*v-vc
zb?LLb?bfHiXFf5i$h*?SXt`$khfU3&CdXa+cJX<W@#VE4W_Rn4Z4Het_;vP6(UiLM
z?)khiZ3=~5JwNJRFrKUY&tR*4%chOxLCC3Aj|1{kvsPD09~L#;n)cV9wN~g2lT-T3
zklB7a{5H<|C7vb!@Oa!+!ELSWcbC7tmGQ36Y~Q?3>F0P^y6&vCWn_8Yr~Sgyq}!7H
zj{L(&;U8spR^GB)yLXSZ@ulT6PSynMU-+npA;`dPYv|0z^#MCRoVgoPAN6S6m+BLp
zr{)BQDt${|E_0mg+V;2=2lS6xm-!VR4X#KHD&jc4)xc0<?RDo>603B7Z}NNAXK_rk
z&2UzW<!bBpV&5$#p0R2!Nun{w&wpLL<^bQ8rwWf2PFgTOB*i51xJ?j;<)dAx4W@D4
z{x1X1<Vxu~PmXr`vYP44Ji}YNgR{3VST4BT^4h7+-6wP1b&KW{!%MTaC6{NtmUXvD
z?rPDRW|J%ud%xJcz4hCjW8MOV;dW<4Wcrupu2PWYe;zP@ou;Kpu8gkwrDH4``tD8b
zHcEKBv@~zY<VzcuI0i~@n361-Jh|duPV&d4%1>XpW_ZhSJ_u#wZETLd@n~}I35n0M
zT4y|4%TRb}_Qp<0kxAJLyQfqc&06Oh?GgRqY*gsMmthy(<Ns|n7OhK)aCa!ujt!Z=
zHmJ9#_+@nA3hl@fUsoQDcDB51yZdv95AQtIQf{_K7OS-x9xXFdD)~9@xt#87S$<Qi
z1GT)R$2dOr6o<|-;E!J$ow7>oRdJh=ao~&-Y`ggN=N0;V(w3fORVDL%`rFVmjE?Ij
zzj;1SOE~Y|{8sUag3Yn#A{RYgn!c;#%h}SmIgd6+-M_Wc^F`?N;OP^iEtjzt6#okM
z{#L~KX!aAHYu7E7XTL~2bdJ61N_Y~(QST?|lh|do5@tLXF?zIQtCFSi!X>FMg9NwR
zT!>zq_9nCJ*OZ$MD+~^NjAB=pDK)tkw<kDC=+T?>p5_y4S(P)+FE!3M_$z2m+qbnP
z8>jCr@+n<jIPWXhPE)n_S!WMDTWP*q{q95`6{*G<AG-=mnPp#zUOl&3RU}|$fpNqo
zO$!V8-YmZdjOVi1B1PtWzPF|8lckp5tCKe}lQNfjo(;c$K5DD{wKa!KZf7*O-)4Uq
z)Ll4vLdDu0p`7O*&$?v5e9m6#<dyBt+bq()S_<cQJ}3@dvb8YwMrYxrRp$kcbGvWZ
zvDDAwb7#_lKiPa9=PFpfuKV{$xvB8p&dSTp$K|Hp_FLMox2Dvx-EU5j*2EZ@Yj?Wr
zy-wFH+ns2=dFHW`F9MT$60YU+p03q;{QcQxmG{R@?@P;-+}i0s=h2qrlMJD%vcIoB
zaA2PJ&veVQwu0_wCd$X$tG>pHdfa|_v@%9rh3m^-(GwESMIS#}w|M7^%e^<hl=Z5K
z6vtgm)j!=-#i#u|*64*B!+O81S1i~~Kirt|e&cr$%TSH)woaan{(FC3=dXIKJFjvj
z@BP!gSI^(^KCiyE*wM7sdnMb&b9Y^L_OYt2oA$}vd45dT6Ro}jDKgiWysWBJD2(k}
zujQ_^_{`fIkCHBW2DUs~Bda^T!LaMwiZ2h`3Xg`*J6UTl^?aJ@tMIEyvo3rrOjVla
zZWErn{9x<L#-mw#SLNIN+qyEJD}i_GVXNMIzhw=Yx})yg-|*o2s+TtpoUQ!3M)}Fn
zD%O?Cxs|%H+l!<2td*OXcY{lNb>|0m+wA7;Nv?UFepc5*EpHv4s&VAyyc)i(E~k!M
zE0}KkDrKU3L3Vs*S<%*;;)e`nW*y)2(7)=^=ha#-8!gxF{PHes<=(u4@`Op*-MhBv
z+||CM9^h9PIX_h=d)bt@cI%d%+igCUy!o~w<?;u^dwY|td76)lhE?nE?>@P1rKRdF
z)2LD#qi09nTD*=?ecO1)&2HY;FDAbVEG^bKJv&f*Ok2bA{<A8PWxI@@-^{t`dBXO!
z`YDC$o9{+4?s&9A^UVnr#<*6=n|*7(T%BWkfLZ?3&gvGMIfZeH|4uf3^7eJex{}Oo
zMSHHVSmp9z)s?F+ix000=$Un(@UzsHxz7Hnw)I{Q(t6q~UhtM4^ZaUQIpy1hMST2^
z!y2E2sQL#7t$4QX*@p|847=vYRjgWI>SOF{Z@l<fOyK06;8TTxE8frA!R9WSyCwbP
zO3w*>Um1hX%dU=S475t$n)dyQ)Vq|&^B5$SH_rcjZF$P^$Br?~N5xWg+m!{f{VeOY
zPCx$e&&q=vFL$ku5PjGCQ9b9|itdzo+3Ig4?5<p$ufAM<s#@+_r7dRSEc2>MmM5)J
zY3SO;VC!p|_~P2(scc2HTBqddxf=ADC!W>FktsaN5@j{*@T|?x5=z$WJ+90)<pjgR
zEZ@l+*FXDy-qgx>a?drVeQv(ibrOl~m%8<iM!ax-Qj}Ftd~0J+QnsgrOjwYapLUto
z3B&U*L%jNCtUmID|35>lL)a`=PuInUlP`pH@p=Avm9(d1g>$ZKaaY;So}k!3yNnZG
zS3UCExxCp^VRHDL`V}kU*9Tt~`OolZse(+{oVA>ec2BG=W$UFX-=CHJRld@!C*<xc
z|IOuEJFJVWFKLB7*!g&VO;7`)sFvTeRkjxcMJ8Wbr=+ROtiF|n=lk;Y?DMp4muVif
z&QRm?)nIx4I!MUy$CX;vqPw$?aUBwJD-JX+oHK8(miYvpzONHLeeMbCGz&M1^;E0d
zH)CC0xa5Jat2cQW9$eEYKaF{>Uih8%>>5||!YzM&Q%)VMd~)?Bhw|h|<L%0lFQbmi
z7;V;^_Orh*z|Pp?jEDNI#f+UYp`J2#wpG7~Z(duv?eU*qVJsX)_UE)WZ0l~wD%-e6
za7hc}<)x{2cOE>yKI@XLh3T2N-Nh%*dS}PF-I<hbT6W(){@l))5zi;zTX$Al{P^C~
z6rtjnvT~cVG3!p-&G*|P{5iz>m{pgXvgmB5Ti=s*e*L;?>CcrBzYDw8H(1Y`6S8?y
zrrn|@&$BrWYmdu)oi4$0-8HMdPn%QHRWGGihN*ep)!2jQe_T7z!+3etTCMf!mv+wH
z_}Y!rWx?XUIhRak<Rou3b3gEXmBTdKthi;ug;(ZmIOkS%VeTfaLmIbiGkY8EJBIWK
zZ#%l;>Cv)p=J5v4XMNry$ME>;+U!h8f0eQo(^eN>IUGJkW$){9+b-=1?(CDJ11D6T
zzdq~pZp-fi**mxIaDE%Jsq?!?R<Wz~^eBVc*E4r-W4HXi?!d%8&o$B0B-!P*P7!_5
zs~r`Padg90xrF}=T;H@cxZEs$U1wgd_?dm1Rr&g`R*%5Tve{RPYF2MN?l&iCW^38J
zd2^oaOk+rIjJ18!US`;z^*DW|Lta6aa(VIDIg6H@y3V(1k8q6XVPoNW$M<I6xsxX&
zA9bjB@{h1958hRN)hf0%)1G+XLC8ma<ypOM{#CnWTsOXroo1<;n!LP8N5S^zuQ0m>
z1{IIHUamcMgI#&K*YkB#gzgm8PxXrXxHW8VZ=Ye~vl$Y<!WQ4&sLnjA`DDRe?R`d3
z^4b=j<~vqNGzM&%;G3zEBfeloB*&ku*?zYr-)+-g=V$eO<+oWy?yoO|PGx2ZHEBAT
z6KttABjjIc;pF*CP1eg@<-F4_Uev7S?!VS4;H&8xhxg3^Mk!shm*{y<x$3?&-u30Y
zsT|I;F0}HqFIbaRV#_7+_lfV8&*zFm@1*)=N1y%`YUwB`n>}%R@yif#rJZLt91XqY
z`6@f``mBV0na^D>n``^$ulFrBHgGA*Diq_-+QA{aF>w0(u8XfPJl*A7v;RLsXjJF{
zna?4AF3y`G+2*li%G@n_LVe$@RA(MexVECq^1En++nU1jQ9C#A)P?T6wNNj8A-6RX
zU)CL+b(x#gPjN^rZD6>e)Tt}+R99-}oye63B!7jMX8EsQT39yo@qE9#tJn59ENF}i
zxqKz$(f6Gf-aoi*S*#FORQ+tZxwFljaMOD8(`r_qyG}ZOx0TX*Up(Q;x`sRcRUg;7
zB}II`@>hH7mFEvWzl|#_`5D}|^?jnoNtN@;hHEB0jS^WTZ?NvuQS-9(_S<>)uYVXf
zdl{cq+Fq%TTli-m_WK(8%}N4v*_U>%-&L8b5jUy|Uk8gx7yh{3aDH2hvUbFoopTu6
z>b5>NpY-SW>sZ+*w<GtT({9<3rc+S;Y?sDrlf>>#%aa(6o0gd$WZT3nztl^9V%%TJ
zyYi}Ga_)&N2d+Iax<22vu*q`WEY1sGl}%q}RQ~llr^#>gb?uKz=Iise9yzRUdePC2
zL;eYuiAR>N@iM`t{jK3<b3a(Tejn_pVIldZ>Q~r`-^~mUK1X`ay)t{UWu~H~O-dN+
z3C7~rvtF;8lQ5?^#`N`5yQ$Bvcn9BDwp47Z#qRn0kEV-0Ug~em^n9zEf#W*1iI<kE
zs~0U+eA)NaC`D?U!`aZnzP8PI;hf8+wXI>E6P}&>okR3s^hO>lx$IqA^QSz&HD&T<
zF{z;9>!0<Ec%EDl`toRL+53r?HZMzZI4JQpV)50<S0hf$bgQbqrn8u<^1SF~#n+MR
z@4t)<xp+Fx@64lT{moxjo!D>Yxz>6@$g|B(bMMTl3STs>{p>lvv+*mhzI?cewd!uu
zm-E;5Z1$BmI3D%2+kt82dTZg7@&|D%UWGa`zl@lkwLqq^>q?k~{kaYAQxD|Le|~At
zkJ~fl9Xlp{%Z>T``p2<Pti|&JRKh(=749B4ow7uTwYtE2a`J<ZLj7CPGFv_$HJtJ*
z-2Z8l;n8$o`NT*I_l=&_yJYrE{3<%-+N!%d*Y!Tm%c@w*X>0XuO^j)}+@5Rcayb!v
zb3$~N&uKndr5!2%?%Rrcmsy^K>s-EeOZGxg*qu+`H`Vm??Ob&>d*Y?NTp4Bat4>!K
z@vmHGm+89JKWK7zxI2SV!jEsSqrY{YIKKYcTJPMKbAE+<a0#}QtqM=cR_i;p>RRUF
zMcqBcM}>TxzDh{GkIXOLP<Ux)_w4&qn!m2}^nO+vxKdQML^m#;clo@l&&;>aP@mJa
zxx9AHdap<8RCWCP+_SzJ?5GPZtGuzstIEyI=9AcjS*xE;vMOI2+Btu_X{m0s(%vJN
zJbvzs-InIcZximGx8s$TA>W<HA6F*luI&j6ntC?Tb8qCn<+JW@v9MHr86n8?eQiXa
z-PY%)JnrAzo-KEJQO~C97k{NBw8}N@i@%_!e24KrgVMew7jGB@zp~r0Mm1ZPbE(*}
zYt!FUi3qHCVI6Ymh=_dFelCVRUstR%P`0TK*SGEWe7MSY-En=B+ZJm$^X>A_E#Fh;
z@n_%G6Q|WKM(pZeah08IZL(MN;+|(4^z=g3-xHmwd-2ybkxA3+XRKRQw6||6XLL~J
zvwL?M!*i!Ao1Sed@6%qkO`Z8do#|!!mcY1=brIJkWy;n$y><HdGB%~p`nq=c$)*0q
zi<Um-doF5m(xz_fnX`f{O;)pBJ$dD@CNg+$xk=5RdAk;O%oCp6c--sMBs+f5n`gS`
z&D%QZV$YXlm$n@f3b$16o^!RB;auU-QhxRgtKKro?#-U%yV%ZicUE8Z$^56m9hP!a
zw?6q${4y+v=k22%OM}9-Z?2Z@>zUERANAHLh3ojG+z$)5UjON{6g{-6`fW^!!kfQ-
zwT%bYaGsaj_w~BBINMI|EjAx#ea*D>O_{a#T$w9NSjsB?t+{WW{0`BXGpDC~-LbXF
ze3@U|O;y}&twYp=e}sD^o;>+JV2eVr|7?dRv+o?~ka!|@Z|dt?Ir~y~NInUl^|M0#
z)^1zHZw))oRf_h;CT=W=Zq3-dWUAHky~WQJca^W3l=E0=<DNw^;j(7yU)8cH`Ck6&
zUb*Ni)81Uer_XQgdG6lO!rsH5^}c7m`lU_l{=Sxcx^e2eZ#x&Wv>3=QUz>mK$dStD
z@~3vZcp|;)`??8sFZyja#+6*U@T;z3RoC&kSvl3!*QdoSwie31ng902bNk0JF4r6;
zWqVxdvMel_GxvRRd&G$cUHeuXD6$UQb#q%)p~pv2iK98I-1jY?@Zef!PGHZY?FlnI
zm~Eb$o;mR&Z>x@xfNSaHm=llZye+=E=84>1TkS1vHTqxPXrInedp`MR_~NLilRvC^
zc1x`%RegETkGXvX)z`W_JYLVgw8<=?ifhx76&9lBUYV5tX8UeB^>3eXurg2I*2%(i
z4^&;dl0EP0S<7t~uX}YhW!;|3yUa*?iIZW>+TA(IGS~k2aXh*9<!QF$sY$y{E;Fsy
zWO;1b{j9<Gx@gwb@8+UcUYX78SsDGT%y5o|+RF15k_X?^pIEVMiqhww;nJ0LA~J$U
zla^k1+p8*(edFxaud*9u%pcCne$HDRVC{eQKf|?k_oJ>9@Y^I@Kl|(6!kzKYPOh6W
zU-z=R%CdW%a>Z+6jL#fb{}ryNoVHCZt!_#AA8iA*X9o|w59i#saPJo5KYJ!NURqR9
zJnL0*v-V}nm2ns5{MkP>dTm;^l<(S$&-*#qmG-i`U;WcjX7&8uM)j>)9%~NuEMMkY
z=Co(l#W|Z7t*@Q==0cX(B%bFi*WMJl+)&&f_2G4S;<@bQZ7-Wj-^X5g6<^#HF!$c^
z^=>CTe!fmp?cKFwy+YHoFlEtOnG^4xRFLL;zBRYD++xXN_G<k-U)O3Voj!QteY|&t
z@7rfn6Q&tB$`sCev`6^CPQ7m%o#*YjerpzcqhjykwAeNKu1?v0<;k}_-#1yUl|Llr
zEwrI0;q#@vO^02YM5Tk}y{=u>Ibx{wxIue~MBve)ZR<*dd#}Dt3+dBsT6%Eh_PUUd
z+plfTcon!YI#*L<?JR>VZ&%J+u9AU4&eozodu>17o3)~Cv*%}9?@PDETIPLeJ@I5#
z+67jpkF$0Q*sfa?P;_X=TIcAkJ@WI_w&pGJ-SIXqb@kD7DX~hnO4IBo+1zD25B!)O
zf5vxnpY}t4iLA}u`=6;)hhK=(x%wt4j9bmOrhM(If|GlAKF`aVwrTTbTe)<O`0ROx
zRS$Mg%I=v}%H!r97%kOu-;!ykX2`soqHiyIy2`0~?=;^(ll$cSYYP&N2&{g8)GH~V
z(!SMK&WiuT+P53ed`orRs(ZTZtyie9t#RMi+WDMUs;^t?oO@I6=o@?Ipvt`M(#ky_
zs;=-<ENoC#7LA;_*XpYE68@8$Bvljpv|M`3inJ8?szP=uzx0in8z1zbvxu)^`8LBV
zU*CrC{AZZUt#IBpb3^yk)4KEg>b5#;7QWo~Rb}!DS-Y){>!#0L)S9$pNrpSq&Zi$=
zhN^96woqo;bnoZ&t%23Yiz;6S+@Ilk?1=H4^jRnMs(y#Q^p;z;a;o!{e<qqns(MHD
zO`g<SU5VUQ{%FcU4kzd0TN`IssPJ5^X<NQ<pWX+@wWhmS{Y6ix^jP&=y=e3xEO&S3
z$-TYTclPwTrtUs=c=@%3pBFQ9t@_NzrtP|6$&)D6;%f`<{IK|H8hl3O>W^m~f)jl_
ze@^w7Y(F*LSv_yx)Z8esbM}8j{;o21o!Yhc{X&KvvlWtWi>9gRUJ(p?EchfPWXUo<
z_NZQgqLWj;C0uID`L=MA<EqNMFWQ@Q({ffaZ_8Y-#CU15=u(D~N9z>yuLPbtyZ0v3
zxmC5RiVLN$r13rVui7$kK}_z_l9}^$pKkQedfezCo>v$yX|dw!3H3&I(?fxqT{gxD
zR7PF={K+EfNG8KM_x}uW)88sfh%UOxZrZ!w<naWpDYNHx-aeYX^x}DowJj6+9GMnw
z<MOo+5^elEcgOM>w|A^<ooQgXf?4ytt>*GV)v{Eb1i7|#s+;Dy#s#!*^_!$MM|9PT
zuzhV+H`i6lzPfd5#le>+SIRwj-jzS=`C65e8NNFt&YF2xoG__ed13ysHI*wW)cc<Y
zT|IksZcpvf=(T<vmS=6--urEp?BIF2bD=H!sofJ>gKpdn<6&6m$hKli%(E3W2lvHX
zzOs52Z{C7g1-<MwS50}(MO-=EBlBqC(HUE1-}y-}&*7@}S@0{Axyet<SW^9^udcbt
zv#^Wekq6H&%aUCncwTY^@1Do+X8BHPF!r9BxpKa7Rm7IEt8V#@evIcsS7&nz{s?$u
zaX6^SFKnB_m8Bg`oGjnhTx;o?Dq3;YEc4X*;yv3wO0fm1B<`({G=1?+YG2zWX06=w
zv3rvCa2uv1T=!polY1tE?CV*DJLWvDHh#%j@;mzg@7hBX`yAfBkB)L(w=uV9#dIbk
z+Y0&Kf~fTNt=>VC9C~ipZa!NpnEcE)uP-4{;h5uB(Zl8}TXU}ZzM8y!;mc`Kb{nhn
zmYiGhL*}_w_KhvFR_|^zJy|XDRrdA4oUgNAhcoQ#c)svy_Ps5-ZjYXZY;Jz#?)CY;
zR+a3;pn~wJZ>qC0!^91~l;&qGyXAW&^3#$Na$D=pJxbwj;&>nH_PlVn^1K7#CYLg2
zJJzvV=B1V1Hq@$h^;4QBcFH57de-HX-o~>wuEOf4{IbtavI?6fDSD&y@H$?<K+d0@
ztLoG4Utho0a?w1yKViJGn#Ue_tXs}*8hn15ol)IX%ee;*O3H0{6y|#D&UNj+^}!ii
zZ1ukLg{@7TJ;lOwTJnK+S{W(o&Ax^&&Wi4x{O-i^*WS<cig$lqb2CMI&XcZAIWtMw
zjAt)*s4l$hUc9AdP2E(tM?cahhl+?QG#_88vQnmD(hif`HH&-KSBr~%5S3ghIq^ei
z$GXZSjsnI%ub6cvZr@t``(#${TDkVH^5hA|p;4*!`d+KHw`bhFd~MN`)itMXu6h=B
zp=I4y6U9jp_a{$$AHH-VhfTtDd*0&~iL>sxvm|_W$$6Y|R5g9$l;ohQN9zwoy2r6b
zd|IUZ?(!m6c9yV--La*rr=B+I75>?qWj0Bvme)&{S$^t%=A&U|&&$u)%Uq4hF7bM*
zxAai$HTzzVi!N><6C?UXR#XXTyO}9gG1>CUyiQXWy%21`+xLZg;dz;`n#Xew)MhQR
zKg0NF*{>HFi=}n>TJ@AqoDi)%wc*Z^>y}!pH5k6G+IZJf@~F%=R@MtI>Ml4JY2Ega
zbY!0OJm`gWy5#fuQJ49TpDKLoKil_Y_KEB}^Ne;f&AQz4Y=x!eN&zN=aJ#RZcdnh(
z?e%!t=Ev*%bh*W!)gr4_z7C&yhwn&mZuXsX*IsFRCFTfJuD)P7*}^t!_S5TqS({EI
z+D)B$Ytp3`VZN2K);I}qEUP?uX^rj?VU4>X>D#(j6n9;{zjT(+XP?9%>7wnjM?Egi
zWVm(bs!DjAc}mzJ#~pb=#V=h<cii6EQ@e?&$a3|>bM8DAwy)z;QfmHI&sufuqRiB)
zn%*4m=_RRqcjet%a;+zN+u!$xuPuuZmazQuvRA05aaPRQ?8LZlI_%0epZnTYPvxl;
z^=S+8^Zc82$4}aBOYHWv*wz&G=Hq+QJb4y8k<(5*FQQzhG`VZvQ?-jTB^3*b{UX^4
ze6vk5+#Mr}Zcivae{GTHYQC3~G)pXbqcTnM463d<HTTV_x|A#Vj{nPQ-zCl-8%^5G
zPFTJUQ=Y35$8Yg6<eLGrP1mY$d85LBC0Cl=dXG+?Jn`~c9|v{qpHgSL5)}?UTopQD
z<;$pjO;1e@@XfVkp4FVR(&V636R*b+;rUU^u73BOdFy=P(&8UiJfaIFpM;zal{4d=
z7`XObRF(MEzPc=x&^K8t%VZkAF3VR*srs_&S=bGs8?Bp`Fdta0r6qQx`}(Z(Glr3G
zH!l66uO~83>#)VD$5WTTJ+az%iC@nK`Jzj5Qv-zOg#13{<}R}Crk=tBL5H}h$~+92
zt6ZJ;9+`0ML5Rn3QRBp;h9S+t?_>5oi9Z_Ve|MSabCWeiR$;4-?9B-ke7ed~fXO#j
z)Gy~*+jPAH>x)#6Rb5#wvFdPhn4`qX7s1ZcmWql!{klADOYa-!&UBlu4SThkglFxX
zrya3b%zEW&Evrz)>$lc2M=k5rTls9>)d*7`sjWVzqbIyo`1;!MWzZbqS-l-f%bvz3
zFwHae4Ptl_+<0PH%ZZ3dn#n3MX-jUu%G~q3YwOt()~DKyue&D5l&tEo%{sxfC0ubb
z`-)o*yi9XKtFLNr%4rkgwa#36V5PRl+ENAIeP4FF+UM$B?z&nfX~f2~lQ)W`BD(z2
zt~-JOzFa4k2u9Te-f8~){MfZ=9Wg2~lW&CgxkOnPv5S76-c@5Nb8#n!alG>DTlF_X
zr>J{<ULCw8@@DIl(2}Pq{qwfoyqT0&TYqvr`{gey^GlVr7v5Mt>-+5AVY_CZemyyE
z`O+Vr37cF6|GZ(V__|)wT;#s)&3#sJ_tqqfzgv5r|MHgKvsZ8Jb<PQnkIgJ&x^y-<
z^x$!|<(K}Lv(8cMYVZ$^6|9&np)4P@%S!Fm)qYN|)l=`Ce&{<#_v(yHZhNn%>(;G(
zAn_pC^v0{}A6k{|r`CL4dw<z8>tAV0Kdrp;E!9_TxklWvz2CO%P>@OATM@T=&C#s~
z3;YTrcCA}!$)dSlZ-@8H+w&@I!iy%AS-gJcl|RYuP1u`bSDt@fq9WXP^{npd-6iY2
zHeFDi+4j`#(OxEg{*Eg`3mAW1cUsG`HN7)vzwS@f;v>2y-aDUqTvGBDunK?i{jfZf
zYhu=9Z~1c$>Ro4l)ITURSy`-8!{?y1@1R&+NTPB~@?PJl)6?BQiwTKpUkRQav$4Lj
zx9a1PXvbr$71K8A_#H{NyZTCMiO|D#%k_d+lLe-oF8;In`ST#Y@bo&fwUx)GiQM++
zJG;2cp<>-P**uHOle>N%dmpNCBgnTbig)VQ-`bv^mdDj<Z!)#LU;3hENotr;VPMVq
zl&a4^+Mik%xvy9g`N!!_&*N*|uOo7EH*h>&ThaRTW9GN!`)iB6mTbNA<$1$#x9K)t
z+!w}Vwcej(^{=#!d+sTt!nopWkxeJ~vtBIQA@=e5RIPoVUlksjeE030{VTJaOl+=C
zzMH*jO;LT+%GI&{8VbxYR+-x;+n?dL+j_Nq;hCTFy3fqosx+x5^gn~}#{QV}7asCa
zyKbF+wBhlkxooVyf9D-2axJ~Ok|Sg0L5q;=q?1>d-aTsgHFHDZ@xAGLHw0dP9r-CG
zTqf&OxT@ySEKl7pYwXh2e6D)Fb6M>?&uFeCpJUVJF7SH8-PgV}zhY_G8MVvVs|^DD
z9;<wex_0gT?g`l!g<TXKZfVEqs)q1<Im)&8Mc30yCu8SKDV)G?uHsjC?xGvh=U8*i
z%~kAI=|8v3H%!Csy~J9XWmngJw$^mZD}1)eee)87mbkgr-`2$kOuAcfV!iRMk6EiG
z?w-H4vTpICXGsOwtZl{Rwzqb4*>uLgv(0+-kK=dO=ihJhY&M*8__AJh*GG{v(ew6w
zJ?_8e#F-oGgQkg3HM@A0W7jO#$jW*93s-BZi=ObWlkC54dO-T8$8(cK59a-6h|BhL
zc>Qa2;MHYSKEllc`B82Y=EtP%l&)U9h4-$u_gn3G?e<ZH{@$_`Stg6VdhE28-CK1{
zWG3@Ui7%^#V%XGY?MzNAtW-MI<>w#o7;ETx>&;iKY6-WuOZqAmCb`M_+l1$`x4u(p
zuU2Dx8~5|!dPc35N=9{?>pSN298)-EV9j+cs3+{j)0Wi0&-P`q^2MKj)ryrAv843P
zkBTsfUMc-fFh1S?;R;9fgkM)VzC;Li94+(~7Oh@APfu;FhwqB4ewNFBv?_EsUmnl;
zDs9hqSmJln?xS5CZ4At^ujX7YRCix*Rnh4g_2%<?^)>hY@;qGbC~@p!h`PsB|GTTo
zqgFg&du)0zE?fHqyJ=I;%))-NF5bznCN=DlNj81F{b9FRbkDWB?^c{E@V~U<c6U>e
z=lY;IDr;BX<>7gD_3FfF51Oy7b&BENJ1=Wu@{VU~mdq(xH*M>k@0t%Z4_)g&bEnT;
zLUOIi+zobFhx`1d=9sIS%r&Xf=5>89l3{wL`Nyh_SJGo1cCLETb1kL&<nhNri*`$d
z91O^IP0q;<XKwn>@HqU@N0tVjIo}@bP-?lfO7xr`t8>%N6B|UPhgHpqQ+U4rO4y;-
z4G-Gv=V_lzetl`nl}T2GUICsN>J7_&$!!$d{O@jzZ(`@e57{RktJ@X^iBBwUa??s=
zJ7d3j-Ip@kiKXFhzE+k-Zoan1R4+~D-CB?LPgshBUaa1BvE|drc$b-PJ6BoA%-T0=
zqio^XibGjN=@YblOBIhfJleU`k9#4v=Da`a-`f^s6_kq>#NC>}=azl!Kf{)!ca^J^
ze%bB*7$_C~>Wu325dT<P|K#5>^7o(3(@VBJTCw}yHa_`3S&H=q5(3Az^lC2OWtr+M
z?E8Docf*1ireT4?O&sU4Pb*w~%06eCZFWMomK*<nhNvxD)^F6>S~B0Jo;j&j@0!n3
z*J5!wnU?-(+ZJC@s%zix{8u|v?>e)^s=!IrQ~lPO{W?0&ym;XqMGJP()1E97Cr_wY
zzxeLr#B;m}zRROe`7@iY$-24wRn?cm(#PL+PJEE_L~5$)@u)A>`}vzEH9R*xaekS<
zpr!2VQjJsB(wE8<y<S+wxru$j+8gPC2T#bK+HqA#%{pmK=M4F!e0t9>1{}Ry7+!95
zeOKU|y3%>ylm9bZjZiDTw92OC*}@fzSA|}8$@VR?WL_I2-fVMCd7svdoXOs9=gOnX
zFUl^uyH2Zq%Su_-g5BpIy3c!1mA-N1{-noonOS`gm&WaU8+pkf`Rls)x4E-6%KZ7d
zcClb>lJ2cz8$10!t=Q8l>&vYv`CR1MgumI|uk1Yb9{b6~uDsr)Rru0`Q(4Lirdm;R
zCbtM*WM;7H>P!{6X5X>OC`D@7nG&~E_LgfsmOpi?=X%<5Lur|?kej95)X5ufd+psN
z*UYnI!>_OfsSo5otmEUJwDbAe_~^}jTV*!IwdZeJth#mPl`UPi7HhUok@sJlWP4HJ
zbL6C04Vw+Wf_HB_ZnOGeiPe<}a$nc1u=o|u$$R5yiP-n#9k1^#yY)t7qrjB43omyZ
zWbSHx5Oc}3WJ%RWzsw8ICfUlDpEy(UbYI-nIWLy?gx*vS@C}M|O!oJl6P!6ocb&tD
zKUwh`*V}|HosuiMR#<<<s;ZcP<#H#U-8wvv(bV&;M0(e|b9WxCHd<a2mK8O7mHEyC
zTQ^tnWf^Au`55an+pX4imEv~Oykq?Q<$HSs^ZN{a%%0CPjP(flBC0;E$KrM1x!al-
zCjEAoNPI4_tWx)7?1C-99@pl4yf^jFnWdb%?+Ts?Pd=t4uje=K>+Qd@o2R}Fm>t-2
zb=l<$=O+c-jCgFb`2Dq6A3w%AJF)wOWiNPsZR%}Bt=Tdy8wKaxtu#G*Y7OHT(YrA+
z%*WRjUFTYCQ?~Z9(G-<4ykE1}ROV&1+-`h%G%Q@<$-mH5-J8>`R%)DFRxaSj&Jgaj
z_EW#tL*>a0{-PHT8YqjNwwQO9>z3YfFNSy3p`H#0&*xkY3O#;l)oJzkwP{n&t}<QO
zYqasiztGd?43^t%y>edR;FGkS(bIJAzl;^^J3cX1{l@b=4wkQLEN490rf&DO(Ky|<
zIPR$G#z!Zo#C#5wNV)Rld6(}_(>q%>KD)B_)ItB^S(_YJ3fZJQT9&e^h^t`Q_Y0G5
ztL_S4kvYS`_`a<6`8NwycZDx-<G6jES@dbr)-dZAYxDYDx9zYsZj8;{`|bk!^SE4=
zHT(ZoU5Q>M`=8<0*UyueeT|ZL_1fGOHE-3f{{8l+Hb2{cr|LTMw`0NI_Zpvd%V&Il
z{oc;S?k8?VJnN6WtY@tC{Mz2{-V>eH`xVA3W$tPSm-(B0-(;<)!OZ;s46%jb%k_@?
za($S*d(xF(Oh#N+xfku`Sm&o3&3*myT4%Fm@s`JBUpEF#u3CI?%A%=PCTx<~DR*^k
zDo@|xuA^K0El(=TTwk3TmgVqhRmrvEvtFNidfVFV#M$y~-_pCLUAyV{GFBu*q&P;e
zZ&^{EOW^S>!K!mKj@r2&Fg<tf$>a#nqU8x5yYha%4olvl@^xKqxQ^D3R0qqWNward
zsEup)+cc;8lJVrDDay|muH|Udv0QiJvvrBVob4Ba1x<^z{iZIL;;HYA3vgpt?=`!6
z&a|oTPOxyXrp6q98*Aa@ni}I$P%m}spUd*q7L|`BUdBB6_IlP!y%{U*dlPy#n`OyP
zj>^iFJ!kglgrQAw#Kaf7@66q~-aW(7*4A?E@95BDg&|8-zL>05*H|*i=4nYN1Czbi
z>D?E%YyLEh`!{Xlh6h}$OP4dXGxsmec&<FlaC`Ejx9N@wh8FARnR>Hzo|mbQ`u#cb
z(!sDt`;xA2`P*}+F!o1|+e(kmg(8cVo>@2ZbM<;t0TsF0?6h}6eRq=ArWVex`gV1f
zxbHp98}lz;S|%FmZ)%|4)Au#qDeL#ND_@^4Sj~OT^3STak6Y$^U+sAOdDN|^%cA2K
zE;Fzxa$FkRU@61Zvp=r-%8j#k_a2*i;{AJ{#QBHj#TH&$cwTMW#?0u#CG*_ur4mKf
zRDBFB7toS2E_O1s+tM)c<@uMs`Tw>moDgNxvpI7is5qMI2!r)CsoHne*Cst*ztmbb
zV3*0^vTw_Ho?J=j>G@Zhtim_dJ1OP9-y+SQ{p**yRM=cOT0A+>%+@b6BYo|KKXZf_
zZLXy5%SoDL+_z;Xi<DT;U2FA~Rvsdavo3Tc@8H|NHt~by*~p$1N6lAGH`;mi*pa@y
z{~6}`_!-%sT(e}#uh2<%>$W!U+_c;8O`qEVm9Pqx{?F$xt>14dclE?7H=VUTe_j3N
zaLrYgSm{;$b=faYP4$iL<wcn;UEvbXO(rQn?g`EL9a=2Q<#%-NjVB@9isz%wJ5~Mu
z7|!sY!EP$A*})KXp#p>I%P#HqeOk5)<~+Du_BrrmvdgzCyCOdN++#G2-65Ol{JCq|
z*~it>56hJPStXwHB>mnjzUnJM);wSBy=H5#_4>Ykr(c3!RhadL)syxa6=^GZu8z(q
zIv>`x$=uX;c2~_Lu4Tv9WhI@Nt-bThnv=7Y*L%%#KlD$u?+t%V^Pkr#=PFMfEmxU*
zzG{}mZG~DbmcYqJ^BkHL-mZ9d<@xs|S7&a_l{~R-lL8ZC*NN@@t!vjXEbl6}<?@~?
znwCFdzSpC5&#e7TcUIal*W3wbwmo=qUF7a%g^#lQXPtJ|a<krPtJPUoH&tc*N!hFo
zmdagIt7XI|xwhK<IKI59UPUg8!C@tH^Q}#jYI#!Cw0XGLI4!?Cn^$3RU@4bxir><X
z%L=~=V_jDS#(dhwF1j(}cgMfbo~~tkzrHG2!elrvTdlZFY0Gh?6(=Q=d<%Eacht(B
zC=t|rZ*fP$=dWwqdRWyqsV0aoUmM~twZv4%<Wyn*Qn$l4lkbF@9Dg2u)p1qUv8?MG
zb{wyo8qxQYX_0P=#dEd=cW=~{^2!Qs{ciQUa@)lJ46oL`x|UGZclBx6C)peJYs<<u
z3pubidd2gusrBPpt~>R-TXw4!YwBsm`~MlPuX(KQm!*4T$FmK+7I(gC`)(<(O0b^3
zKI_ZY1O3}gpWm{Y``~d;c&VY1QSq%^DqFlB^-StJF1_-U=xlYF@R@h-KAFIq``UP-
zno-4ii%DfCpY3|-c;lx}Y{@H=EhbV?1v!sjN7!Yji>~JWV13<RduP+sw<|ZwBwRbB
z5WlPHy4~i6LO*khmr)w~j_!0*58Ligcs5{ywxLb9g}UnID8ZBSY_o#OZ`9rNl*;Jx
zkp0EAOXrwXXa&bB|EIA*3I}9&yl-|c<8bx+C39rj!H|!$j-*Pid-SBBKzl|-hkBP+
zocsK^-g(E&O&WK;3`^<VT^Q=Lt)A;;&${h4e+51`{>|hr><MnLoAPhQ+EUe{A{&bQ
zxB9K%d~U0iw7RExRzUUh30W!A)=XXOv?}51RmO<Im!aPoYBzdGe_kWEm+zNRztQF^
zJ9i}CT5;lVAICD|f2EA){FQ%R6AQOJeR|q8C3W>#YaXqA+_yDwZ*jD%T&&0L-BZmr
zo|pey)%x-LT7Q*=;rky(u6gh;^x~!)pJUfKy*;1RT%0bsvPrmWtLV-Xre3#Vx~(@~
zaL{_JwzaD*=JD2mnSKunkH&BNIeAjWnmOm4XJxKyOU`?F|I%EJgA%WAZB^?@w%gh!
zu{!xb!`g#u^DEwDTBz;ZJ$LJxBaG+$Uq|iFIxg|}-i`?M+sCrwE0xzP?Tod}Pt=;$
zJK6l!YwaK5+SMh&D)KQ`k7XU*-Eu;D-WMmiPnL5tSKoY9X#Tl!eru86n&N+=SI_1-
zC`-PMFmky!^~;ZnV}>3-@A#}b7d}bTm5<Z(>P<i4D`6_mmU2^59eFg?O%6+Jjr;mr
zc2gWr-&ULH&H3?%c6=@S`qH;@#^)E>2c}vqU-;$9YmKcdexEFQ&bBl1M&F#UZ`^!S
zCl|`GhU6}6jXG6iBsp8wVpYCj%wtoX;|x7vJZsxtAFbN*&1TiyGIQnm6W_;*?wQk9
z70%8q)5G<0?Gu}%y&j$spR_cKW&aonH_!VM?#w;s%ad^BT>Wj?WtIi}Sw&^8T0yyy
zvPO4S&D*P$xRR&#ag5J&3(40Jo8rGp@Bj7n{Lb4V3v<_1nOt9SitpXj6L;=tvaA0J
zH&^|^@aNIyxG#mDxt^}Hh@3Z7(>y6NV%p1dS*MyD9?!E}Q#xV#v3i-XGnKdFlCSQT
z?KL^R&(d<$Bs0U~{~6-8$S;&_O*2rLr{QR6D%<_-he~*=gd+QeaK#*}x~;buTN%o}
zu3B+jOP#me?8M#9vu;PGzV~vsDLL!4a{kg{<*ReOBTlDUypG(o;z`=B?Hz&_(l#vf
zNw=+Bx61F$=j_iXWol2zPfc1@mAp3Z3}?PywsPYA*JrD>I8|!qhHGzLe>tQuZh2m@
z#Dluhr@M+iX<tz|c0v2t(Hi&N)3&B%O7gEQ4)5`NeQ8_l@!-p%=k6HZspT!aeDO`y
z*RP$Y{db$r+rfTmYl@`W0uG~!^+9^aPh4Ae=ZktILtK`6LGjmR+Z<P|ajTkj$<ugR
z;GD2E8=tZ%?OJWk<mU1GSD5UgcZJ6v#x2eiYOs91w8$^)!pp<K&*t9jnpRWt=e5zN
zn@%!SpW~Voznv|TT7LR{%v!Tr?xig2w%crbT9<q__3`A(qT37mDrK`}+dQA`$U1oB
zbF%rlW8J0c=cDFD*Qj%cCp`bKy3gXlb*-v-J;}AvH$Fu_FU^tjEx2yHP5PPb>#JY6
z)yk6=%X@vg>vkyj39IQB2~*CfZ#$nq(*Cqp^02S6p=p%HjpwGzz7?%}|1<Q2^3R6j
z*SA)G_bjnlaq?VrZ_|xAh0!Oos=0QvuwORaEaISXwsNcX?ibY|8(toHuDb2e<gOzI
z4HdSpFX$;r8+e+YF=E`U)D;@H-F&L5#0#UF1&g~bzi`vGm0-NKrg`%9k1OZizSD6~
zb+fgsR=nOr+Y{^8+E|uInW{9#i#QgXc<_yFU(bhQ%Ubl$S=DXTpFQ=P&CR2S1=+sk
z{8|%}Xz@NW_-=t)_T0WVn?79iitd@mpY=J~d++(pJ;`t0i|<n2JzZVlI&ZBRC(Ctr
z>-+=1O4g-)5^}5cfBfT`%&pZE{d!VYdmKFXM&{C#uWLoNE6bEDJ2fLNd)4gNbD8ed
z5)wauh27EL5?0|<+*4;0Hi3ofUEYg_PqTbfin|WZZDePcUF|t*W4Z!g^~cyLk0#EI
zyeZ*lnRRT=69(Sw)3c6F+!$MyAACG_Tbj`%&etKQ9wg7X*8FVcgGqK%m7eZ<sup@a
zs{7RIsJeLNMlXRUg-27ZBjR3V2WuuLI6PjP<I14JpL6-o1b@Hmx_dUQvf0Ph7rQ;a
z^QvUUm6{!AOYb>+d9-26RqLPYog<F1Uy%A7Q~P*3zaOt%JHPGD=S(}ZXBVG5TJ`zJ
zl9F{<k65i6<D<T;^t-mpY_;Q!k1vxChdQmD^-gciPm9+tV_x6dagMdB=HsR-pYB?!
zubgt&@@1$B!@GY|*FWj^%Uaq0z91`jvvty<2XB&0((AWh+ivnn%z@!u*6j5%>$4_Z
ze>%1D%c>ufuY6vzR(o5Oh0nS||Lxm!HP~luX1FV1dg<n^?_b`=CGW{!`6b}#T#Fam
z%yR<+4XlHg?O>3r3OKv5@XzY*y*sRDOMYK-_4b`FnwNX6%H3V2uim|WY1y^QZQacC
zv=3Z*&u6*b|B{~hs_&-7%kKDDgg;w1_3F7p9^d))?n>JEx<jN?=D~F@&fDjm|7tV6
z-Q@W;uKMDeTA4>X^OYw}She!;{HHN<uO4Q8!J8A~-)8fx>v7%_Nz*mT@70qJtv6Y4
zr9^gru}tWTDU**TJG`nqTUwS}oKk1;K5j{BUVFRfnXl$+1e<yKuD-g)tleJ|&YQ_x
zdOYe2x9P1tSA5N?N)j_y>-J8Rdfw-s<t)Hev6{=seQ88;zt_`A>8sL?OP=2@ddaPs
zX_cDg>Jtv8CwHf<4vC7my<z2tmrfQ8PeQ_lKK^-Knrt@p+Om@Ce$ourLzh|$PQJai
z^2>6g(pT9#FLSL?dH!itm3ms?`FpD+zU<5n+b7t3w&Lx-RjZb~v-rMla{Nxo+~wP}
zpU=&DvhI!CSCOmlSH4VoE0w)=VtnK^(Zg?TN?yk)uZZE4UhBOw*240<*RzW^H)&tY
zzU$t~zV!DbBjF3dVQlQS*+CYcyS6DlUz+^cY{Th{4p~0lY?FjvB}=-5_U>5S(s)i=
z(!7>e>3;H*-3`S@i=Q#ho2$KLM`)UD`=yON_J&8ZB|Z6Kd4lsCWGmP1=H^_IP&P*<
zY>t@TyJlIBw{gE8-sk_>{d7zE1jD#i$y48R9vtzLJ9jPI=#TwFPW5R<tNaSDFRcxK
zc)tB}^j&3}#3_%rx<1^`n`KtCj6-vt?SBTV-_?h&P1<7kzTe__*4xr`HP1K4ocnIF
zM{~i!oYlYARCj$h+1l&yGh6G_9j(82!rk_26i;^dwaVlYU_5HV6EfwJYw{<nNzM{o
zQ`v2^cz1qVu=<;+=hPcp&Mh_#T%x|$>BRGuD{3}b&pNxkwrgXCTBX{W2E)*{if2pN
zXJrbnv^?sr$RKn16KndNo|VtmE>B;W_2#Lm_1aYh*@wSIJf0gl&$%ajLAGFwg`&UL
z$6iO9rMaKd`<}JRt(7&4(#@+m{5X2G$DEe)?DLG{6<%FGvO9Ub>6iJv>lF2Vd#KO)
zDIAn^<iYh&*0biz+O}TqH7zOre5$CnI8ycYos_V7cbMlCpQ~RQQnaV=(%vPLY~0I2
zljmKX_Ib*Qv(c68m%EP5PJB`wx+M8>Q1^M|d7ekDjBb2g;(9LY)DiZo3(v3p?s&X6
z?6c*gWfSDws=_j@qu1(kZ{BrfidXUFuG#1MGf%wAwmvWUAn3!fUhnU&M(&flGAH+Z
zS;>`99V*H7eaY2}ys>XwRaUv%T;+ZIVYSZUt>GH`W-eLhoxhQp!C!<`;z7u()yGeV
zyHB6|>1s{OqTe(77Bn6=o%HIah3Ms$pks5A`ej$dy4_t<)FUse5%~JL=mk%K<33>_
z8wHAQP0p0O`EucWrH=>J9DBuXy6zmubIGr(4w)u7Je%ox>j{T>(w0!;D8rYJGc3QX
zUUq{kO5uCYe8rfO<=v{sszX045ez%;cV*{<+hI4(^j&p)Ab)O4kbahH?#|_vE#H<r
zz0vZ9XNKrh<0&k^LXXXU_OkD4=#}j<A@A~*E;5#T=A^m0sJuw)<F+@hVP=n2ibG}!
zdF+;Me{8y!gW<_F(LD@dw~n}R*o59KSF@hW63wA(lf2Y$BIAQli6;S7R~Hrw*vx+&
zxb(QD*YDm5ntoQ-q*sbA)#)hSa?LSsr)ii|QBGz+Rw0i=^(CFuV~(riBAJ()STE5n
zQTP=8d&_&>y{{gndYp}x_Eo*Glr3H3_I=Yl<LlR!8@kS0HfObjj9k{1l)bDx4o6w%
zUt6r@@vtpRD5892S=y>H6{nw;FM~~%@RY53di%1-^#XpcDO)vHFY0MMX|aOYgX49S
z%1ZUE##~ily+X6!xUGp^X}Mra%ZKA1S97pcu1-G{`k#U8!0at&jz*r()A}SIy5OV)
zJKI8|Np-<L!scAFvJ8%%<g;9E&Q;wTk42Numa!|X+O_dXz>=9$wqEc(w7j>|R@<hj
zs%$08o1JTUf-_z%`n_l2(MV45?}agoviue=Sn#ULUuo0R)Xdy-O#urxajdxHlWsS)
z>AK>_=36tL89kqO)y$-CuJ6t`onOH|9tGw6YZFe~ZdY2}<X|%=wC3RU`p$XH%QB}4
zo$#4FRp!h3yi2-&w3AjV`)hA_zCrZUs=GNao`kL8o75l`Bm6q@<jK3*LX-Bstq*=P
z<>S*WDoa;Nus0OWdS9Y1&E45_p6kivQy=5S4?g_;GsGrHyQj>i>)z(}$SqULjhn0=
zFRlEvH2Zb&+R&+MPv<*-wK|q7m+f#lnp62#k-gUYEgdDE;$oXb-}YQT7$^KuZF9a7
z+YVm2g3#&8qTkxuS7wImtW)W*WLB(LZxxvNZr|gTo)-6uuL()!eh7={da<@tdrtq|
zci+~$4&O4R!94x-wcQ$PbB`I$xvui)?B%>$eC8KV>@}NwZI$Fq&x32<zuE9u<Mhv~
zk|viWPfiFIS#-&2(M8`<Nzt8*tK+PfPDo$AwRqC4){~zZzpW5$<2c7#v@^eW@l<Q$
zjRvcE8h-?f3GCe%Gwc2x*H4@CL|4jw$+P>X&8~6xMaJT7ZA)%yp1P(XIC-kgmG{;%
zpXXf5DSQ<4;Gf9)RTr*mOC4-{Ffr&T55wgC6IVG^60E~art{6^by+r9(|PvFi@r+D
zjYq>jOUuZF8{~WM;JvnsyC{Nrf_v3DQ<0@9-Gxs*!phYzEee_XOJ@GH?YC|z?Nr~M
zca^6=Ydgz7)8)#$)aN@j9aiJobXDOrcfxbgE0zi+f3jvPOn9)slyCOF{(#`^PA$QQ
z=d3^bN;^&RVNuz~zN_<e9DYvqHBQz};gR>crsb)9WBRFYRt~3oo&-qCG)Jsp=J(1z
zr)c?HG<>7YUcNc8TKzLZ*xsZsbKjbHxSrdLQS^e##vL|1LC>CTU0Q6Zo!7nMw8Ddr
zL4W7Vx{JmtX@2*A=#e%<Xo*bK*VPwwgB9}^tKJs(GsyDa=-^ghw{@!ioIQQ6oQ0Om
zEd5ziRciyorWc*QEjaO*wsf9M?~XrOKX<4+xYEs`uDJQfCC$v8fl9vr8OnL8yXF`M
zH|?#yw#tcvaX<6DnL0*{hf{(xZ&>ym^F2PHc2&d`#{RXwPtO=0_*Zh_ZpTXRE9GT^
zZ?E~yJb!J4)p_x|rW-bH6j^$iHL_kxM*NT9vNI>1=lzk|bFnjg;*YCoq3n_mzL>l?
z(^YtIW$f0(6&s_cyeiUqtZ=(2EB8!A#;JM7x9U&xc(m%GcT(l->X~sqT}2Xt!7J+@
z<{z57W3`;!)`%vRJN$A}CU=H^HaWb{^1RoI2hX3XZDs5{px*q}XJVk6<MD@~D))md
z=brj#t@(UHR;I!8b-Y3MkMmA^8#Z0FN^16A?pN+_vNk$#DlO0CvnpAx)6h4S?@X1T
zPEXa>Rm<FZ|Mte}OG@4<4(+>k;Kci&H*43P_OIo<_Iv{8>erggD-^B?AK>`6HOx}A
zzsX1|S#8!XzL0Yh6291k7`eUSl+Bt_yw2TXEt~QR75V2;ae7Z~M5KoK7#tKa(eexV
z7_jkp9IuhO)}ML2+*5D8unc?bk|J|;iNeG=3BNAMv_C1R4&HG#C^OzMzVK7@x;xE3
zgWTut__FNhZhw<C2V|O$YA-vQ%l&cA^Iw;?$Mm0?HRtNQtGhOP9NcYedhGJNBmY7L
z4xIS9)=6Zg=$sdZk*CaV+|ql(VkEcK;^*<bW^zlU3f-LF229>?cm2*hRm+2`)r>Ej
zGBx*qKAYiIzTVa~W73;c_1vCq(*FCiwuG1@i%eQ*$|5A1#OpWb+KY^>y_c`-7Ca^3
z%BCYwEj78+#>`Q4Rp7<Er1xd%W}&NU4_=$*%C<;eb7kP>+Fq+X;|W>jYHPNuOnez2
z^LVRs*iO&29HF=O+Buj_zBaorv(Hb{Xzpy+94Yg{E}!{6L5qG}3%jzfVZpPtLe?R&
zA2bi|7tMA}HuKq=RhCz=%HiwEMwPFteQzCls;}-f=gX>>Usqd-?z&w(^PNR)mgB_G
zZvLnVh6mS*Ocvg$Z0n|FcxCcgzlK?50`ImwuvnVI=p(txrQhVCQ<vp=QNJg5%Cg=h
zH)OHKX$5$^4V%a_TSRnm!Ln&*GncOM+OcREkCx1=^eT}xoqB20O-1eV_vXz#`IGyo
zL-fj(-@39jmTgyDuRM2OXPnuo=WA;UAD{MYI{EbQwS70Hq{uI=c;5L&%0uP0yv6Ha
zlO=O+#QcyxysPZ@p-*ZYw!F34+4)QwX<y#QY1Zp(GtVj9woz|SOpx*C@LtV>W^2v|
zbD!9!srGC0wLgw)4)VBY{#pGz*ZUZ!oJ0M!J)h%02A^0zU1?w9m9IOOO=wNN(sj&m
zs{6v59mj%}i!7>@uY9!N_x{SB>$Bos1)Y1scDC~9)TM6@7w=|$ytZoH#07D&8zQc}
zeRsTT*2I9St;L5|_ODh=d0*FVE4ya$ju;`|@-jJT1*XUHYpdNRKkTmdIQD`2_qEnn
zPF+s@adWj#uIwq_botDsd0a~tpAWtp+i&RYk$56R?%D2mz8CJndz=D(X5F6~uw_&A
z?WLV;p33%Kzl{&a$#xyPWIu(^a`mF6YEN$S7Zru9JXpE)!mBT~TGH920Sg#dbK*|(
zXjO5wRo{5f-=uwfYj1kl``On&u3p>S)jRF^PKltU(ss>TbG_u}vlPzyxj%Zxv}eIG
zHIt*wzn2?(Ic+~ZFSF#g@4ASdt%-h_f4sv|zn<8B(l>wU&0zNrlTy5kPaZh1-aj+<
z%_D{czQWfL-^C}nODd~(eb)64*kSqL*{&;>s${2RBy9Lts%rB5>ZWHq*R};uJ|I&Z
zQ#Uas@6O4drtJP%+^c6!FLQc6zv}y15$EjW#{SoS`*(BSFP{He_*m$-%v-bWe%Jat
z!D$Dx=w#DP+jXk1ojv<0b%x-N>&B`Vim&aN75Kb7y?KU~$<h-`mrtCmyC(Wa%-7{d
z83G%$ev3+2iaL3pxZe2l`i3V{bZS0L30tZ9%vmLQ&NZL*p2Ep~)iYHrnARLz?yJU~
z5<b)7<X#@xboJabjNBfFneG0rx?*MRb6l&oDtz&+mlxa?%#mN4HB<MIq=o#_l4Elx
z?YzokJtto?;@E}@%C3@uf3w&3-MXiDKyK<8|FtR!kL9Bt<?V5J+QHr*bu}<<>5hjl
zR>#lW*S;bq?zW2ogSzPPnAcf+?4r-YrS|mrtKYb$d{%kRtQX6@LrYT<mWJh4Ta{U_
z-kZU2WP4oGo>!lvXLd4f(3*1U$yeLgVjlj=qA%S{u6xg0V^A997ar%T`Tp6&KF?>H
zR3@Ht%(_%vJa1~`+K+wOA(L-AUu+YawK+Rj;rJxaRsH<SD%Q63Jo!+!RkG*n$(PYL
zUI%Or^OUGaoZz43Y7uqK;K{^3SM{57JGiW_m4%xWdS<;z7ysGDo3U`}4u*-bto?28
z-bpYlpZqf3@r6Bqf#4H==UFiu!>@dL72Z8vSN*KM@`)|{JooOOTC$SEYLfQr_k0ym
z_pX`zz47vF$u=q1wW}Hg-B@!@u5e{%Y%RXBYA@fd5|v4F!^>|kvbL^B>~s^~>R4Q#
zFJW0Xcl8NVe$h24D+;tvmD-D?tDjkKRs4Kg&*zO6J7SmWPqN+gJE~cQxxen}bMrdI
z-ssQkS@(R@X_;fO&M7y^UFE&)%R|kRuY6Wmb@jHt@!fTMTsV*Yn|dtvM{{vO#d<aK
zbvK{QekSBsH}%?vZLg}nZ19ZSULU-6$JM1p1;<~<yqWIz<Wttf#L$`Neg1`BSb4O>
zwySWt?4orleg1V{r@g!RI?9EqFjUI$-rTL$%4S`z?UIl0Eej9q`_C}fJd<tm>F+P2
zRJ>Q*Tr9Kr`rfQ#H;>!578h!=Tbzw?FR0tfYu)_3T9z@cIN<Fvx1YzdPFwt08F5R?
zH|tHX;qMSjyS;y{u3pQt=Q=+@z+Q?sXJVNVU)HY%hcz5e4$7|1vJ7cFv20SN)bZ&n
zYdxMfeqAnc{Ku8V>+G`v6_}TbZ9BF$INQbTbc1H7uf?3lvRWaMN{hmcp8DPtYf#{`
zG?gw6b9jB!MPy#n&YgZgik9vS&iwjE)99zntZiY7x!*<|wdJdt;2*-NGS?{E&oU<2
z)H9^7X<f_rC)d7tFMNKE^NZV-{0SNp6q);Kvo@I-`Wt=xt97-{yxsRz&rjLKPo#QH
zGavs`_MLl-H(5Yi)77|Zn^@15r`u1w%l-Q8{Mi%h*4+;4b3Dv=d2L0ro^e;w9iN#B
zv(8VH5jyCneP{lOUz%!R>hqUcF77;MwzgvFw(TnQnkv83c6a;cX&UbCI=W<j^1Q$~
zC9}-bFD;z#!Rpz@)C=)*xZdWzTa=U7?)5VFkina*Da)qU2R*cOUA8p&klH1+o{~SS
zdEYLHTg<j^S+>N|C+qFDHkL1NJK@K^HSulkF56!gE3GxNYL2V0U$|Pxs6H`nd-WnC
zq0oA}ucvHRYyRH4YD!Gl^8IclDbx29&vO&0*E%(`@R;`2--g<e#*QbMzb=_O^WICx
zqc>%OwS^D9Kd1TXjP&+P+tjwnW}BZjT{ZFPxt_^4F7SDrvkGk}4pnAhoMhXY!SdK*
z;fWW^{bEm@;qzRvp-AhP#DiZS-7cRunX=V*wU_4`m++rg%VWNo);7py8XjEN^5{&g
z*ws6e3~ttH?V2Oxn`=}Yn$lZPeAN4bqVMaKJjHTTQ+#eHNG-eAl@NCK(EO)P<<h;~
zeP?@wLsWu_C!ROWb+i%eYg;Q(`QEc>`T3=%4B7*%u3ae-;Ey`T6~0~W%f}spjg5g<
zPCob<o#l4@)(Hu=w!Iby^X_{czH?}mvDxFJoSdijl<ZvdeQxE7qc6T5O*Wd~S8>)f
zc-|bTb)h#}t<JBu`tja9C_BvhT(eF3-onI~5=m37Jq^w0Mc$MKuMW(s3f%p;xoffN
z<;Uw>i=3V|9LowWDE#wEcDHP|(DZ2O`b_qw%($2b&9`=z&24<pCHA3j`BJrO%T{f!
z^_$@1$S~_l<gt5O4{d$azkIFV^u&(C0h6!PM|i$2zPM<v#p`I!rUmn+KD&5VbZx}@
z8*<WeS1e*>1&>@T-))`L-F)GiN~`1ZS*LPckGZ`mj=UT<Z>Ff(#wo9ZHgDcomnpz?
zY~qhq!EuGxHmU4AuzKsn1F!X3J1ftdHvFv$U0lMSb#78<-ki(6FA|pBJr(5Ed)ww?
z<fYr63bdmuM9%(XmwlabVyg73<YghBuU}r9dDJ#=>hG(GiV~tV+YRDgUf^CPQ<Rlh
z!Y{cl$<uwss(qR4Yuyz$uT~dcG%cX=q|(lxcPo$Yb@@E+`G1D>k(*8#eidDlypgZm
zRq{^pr436|=51ZBXsfMzUGD3v%Uk>P>V>r*-&^a(cyiT`XX~Bp|Ay|iTwDI1fnm3d
z%eS=_Z>8M-Xhnyd=DA*&p0|L{Zuth$=OJq@U-*)F{O+x1He$0y3Xfl2n|qY=oxRr!
zrA-!+M`Ohv$gvilT6*@e@7jseCd@O^yrj)HmwjnI#|Nv>u#U->e}(C3yo~u4CG$JI
zyvnEg%i3iv!gE4=8CX6BpC~?O{w{d?gf;E+vaf78>o}qK*Yz1|Ds=y>Uer3X`rFE>
zCYLW9GyYbzw?D7z&xROt_N}GY3_KNNgyTXNF6mc#zO>eQag^G@<ED?Vb@i`&;k4w{
z(hC<Zmz;F7IB37L+H7vZ0ljQ%zioj%pO04Aa4q1o4xe@R-Mg}C^JTk)-E-V5R`bmc
ze;q7&HGIA4`8)T7=Y)%T9@RabdusEk#inOZ7tFM|bjQQ<WY+T~>Pst)C-1vG+tt>@
z^xqZZgDbD)%*&qX^IUYdNaWhYvXbp0eQlbo*+-r$?R;^C>r!~=JMDeC5s#+4`{Euc
za=ia}^hJTfxVq_CONygT*BBmLH^Vn4T|1*}Us9j8+`9zEXB+Kq6^AUHUz&42nQdZs
z#qC*}MIDZ2SUs7;<tS+JXmiZ<<cm`e$W7gyW7wzFb*TE<tON#ax8s|vyo*n)jbxf?
z6UMsxbM)b5R+n<$rK<f>KJ#_Pr?p3GPCnvJQ#^KW!Sx&8w>_NlG0t?&OD2c9DCHon
z!dywepl#Rf*stntIPzWe@TLY&rG3k;*;o`k&vQ3@Wd6%!#gWDz;TJEimeiGewyKMF
zrQ>?%=JWPm^KJJ>O^YrMei?GJ<NVt4b?qrpnI>L^zpivWsE=B@e|}Z$W78~O-WQpj
ztcG*0+WrY?{p?>IqxWX+@o5i&zkmL+s$pK;mXB9vm3y?GxwKK)@Nw5Ve_PwEvM0}0
zo7?x=GEXcO_*C^Vxb*F<1qW6BTC8MzKG8ETs%K)QW8jz78@IVHSjF(9WVPmv-(lN6
zo9y<u5_F``;jdP~aeJ?Gyg#q3`g7$*q3_=AqwO}I=gr%4j$h<>R+_Jpj8yV@KTA=$
zJHLW=J-#%xfPbmStlA@~+D-MxW=MSgb+uhyzvk=N5P7dHN2aw+@$Yl@3EQ;M;`yvY
z9p$S(ZsXMyn{DE0Q~2x3jPq5icWmRc{_LNw@a1UIyR2y^b{YP-H1YDhsZ#$Lq9(t{
z2r}8^!t!<1n#Fd{)@~0DG%LPt@@}%C_TH|BkR7tcKQBu*m@ErbUK(ybF@I`_iiONq
zQ^zN-&qr0uJ-)P3?7W0cuy4~O{h5rCvh8+Xx$UG@i&@%DmCXCk5H(%obkD?v&o{ii
zy)}5+gZZac+O(9fd8zh%t<!~5!R0!hmdE#|+AO&eWN|)j>zq%ePcCK7@QS^eI49+E
zsFd@`zge>_CC|SOIWv=Ome0|X{}~LEB5R{9*OcXKkKxO5FFgM=ps(sfw)f1Nc27?T
zFSq--Zqv0pLj0z!c?%wQeX-WC3!JB|_9Z=3s=WM7WS4Q{F<!@lBbo=-?$=p0zv{Vu
zG_$Cl*YTLYSH4*Mz8TUSqq9jUd*R**6WqO?sMH8$Yb<+LAw20>-XrUjo?k(le_m}!
z^0i?q47qHuGo$T*-P{-Q!SCG)8|PVH*u9s%>g>K}HTzN*9KN*X3EzK)*02XvX>C=9
za!XW;<IWW3%qfft>j}TM`HEqX`<2kG)*i>Bj_&1E{;0g}GoMxQTQ7NA#x<-{<`mzb
z82;xB-`10=Y1M-3eg>({^D{h~u<vo>ud6pDCjV!+zJl?fO~|W)t69E1uD7pT*}WmN
zCt4wC&MHsIqd98|cdUNrp{0EP`qrphmG)D^bCOp+>kBPj>ZqHiQ}m$gW$tqJ<y#Ba
z*yZtNMxAVXdnMqZSif7Ze`Um%t&<!4m&UccD?DEHJaK9S|I(6eT0Bjgdt%S8@cY=e
ze9cSFmU9-zwCldS?Rb27*11d9zbCK%vf65LlJQyIbtxrYX1)E~*HV%d|7tf+Jm+tE
zE30wldAqHL&a9DMTYlM&TWHowy<JV7*S1`WJMd4`$wHplRy$DlyzJ_|PG(Vayn^<f
z2~Bc*67*i>@=e2eTRE6bm*j3-JbT~LC(H`h8cZEU9)vB)@Gg12)Mw4QnBZL|x%b(>
zuA66hl6&5v4MIE&#pigV!nKbU?aiy2@^ew|q~EL5Z#EyVTBfSPe{SNOiN{4XBSN*b
zO_SxG{5dY)n>^FrF?urdpVv~U%<@z7)|b@$^~k!(IN?e0S@Y_U+Ty_HHevr6lzHQW
zF4S<9&phWJ_jTUg3X^0Lu5-^i@~<t^zbrS^wd%^_Sx;7$lm~iR->EFV{&j`-yjm@x
zyZvj;m9K3Mx2*_`Jzf2)%zkd@)amT9S(?)Q$2P0v@tbbCD<k?!F=mqC&ycL%do$La
zS6kDz_DvthDRW)7c4d{MC23q%pF>X<25t}hSL{9Q#l_RUf^T|r`0f9#N+}e1dH>Qb
zMfuZzwe=DfcGz5(DzBcmX63r*JL{e#e_5yZLv+UcrKRr*C&yg<k~p=`QuM;i^1b5H
zGe7Qo|DPeYw7@R3^4Xq;Y6;KnTg!KqpWV`bZ0p|3Hkxa5wp(euJze-Zc<=mE6)fT2
z**RQ2&u8t{VNm>47uuBf{Y{m~3v0EDkFS@tvvY$M3E5RAzRJG2PDxVv%R0MP7tHG7
zjOw<&xOgOcWowS@`x~E^w)605U7u9or=4?aLtfj&g$c%8FXu+DJ+EaFG(CB~mht6T
zt3uwrjP9BF_S)n(Z`casa-J4%GT80)%;It1%vGD$g<Lz?G5PXRXC0R1K1mz8H(q`d
z<agqcYVdi9HR<gt*By%tj+;8N`?0I-<p|CAtj_DRS?=CmBW*V&BkNL=pN$6}{|d{p
zxWiU29M_^1ciiShocYeXw>>}cT}^yvcFjbH)z4$q<?{zE-}(ioeObAjb@eXwoqKQX
zk^j#SS{VE)#qhYl-&U`0uN50#F&?dadi3<<Ym@R~{h}t;-2cG$pW(NU<!bH1JztND
zJ}dP9%yZp8ThrobV$kG!&#q)yY*|;Ox;rnScoM_9eTJW!V_X~A=M>I*mmIhyoV(1n
z!h4p(8^a#?r=k2&8x>ZVHDx_sIW<+U=fZZCgzIs8n%~)NJ$ak)<*e7aAGgn&6LRI{
zf)9JHXG}O|IL}=s^o6+k%hz5E%1iylRgyogG2QsuV%_dZdmOr+<{kLVad6#*$Lue%
zr|x8){GZ|V+LdOr4A#mQC%5m4TP`}aakuH_;?r`*kqX6^_MX^s$<A&|xbcOTIu=TM
zx!8U>s^8o5?Zls(>mIsG{0n`WG%4rX2RW~!Gv_mWo|MfM_WHU_(ps-0rEA(J%*$?6
ztNN;ch3onHs^kSneRmWF8Z%$pm8^c})2bl<VAF%ETv9v!GbpV$__q8gTlCTr&72C+
z$vZbMJ^s1tYjngXc6o>F&dYDx9v*nKmraLp&bM`0yEgA<W}COyZRde+?_=0jy>32l
zvF_e0*U<H*`)l82n|@TjJu5J7Ij8a5<JV2O*7^Dt&G|ShcboZthTvOW8}>v#+~GfS
zbC5=#*0D1^$vywJu9mTs{B~CD-VXMcan{Rj+iDb>Og(eF$#%KviMx?b$1Ox}`WY;j
zn|l6~@vrN->Zh*GysTr&E*tiIzVEU_b^GTAc6$c-=gfMuEXLG~N4UY#_VwOtvtCtR
zUg&GBn(r);SzYTJI_vIad;Pst0>@6B-q9GpHC5B>ykCn*&~A%#1x<;w#pQtyPaZ87
zx@nQ*E_2<yoKZ$FHe^e7u+%2MZ|)jZ^Rg~&c*5v!&|vv&;SG16zU<1XIpx_4{vMWi
zAJ_Zv=Pl)fue%=W=7xC|c76FRZP1XIEqU&wa#O+F$kp-AH{a@S7JBme-WH(;hL(S{
zTehpHZ&)|)OkUxYlJ&N)YDGjnE_=LM)U)9nue*tbrP4Ot<0r4Jim8227_sEGU0ai1
z-?8!u9A}ebT^JOKW3w2yZ(o~!=jbPyzP+!m?0qcfanf4XPyEyij@Qu>Z}+yVE$%bb
zeH~r#v#QSY&hkYzH!po(o7}&no5!u<&+54|J@065-z9hT^c~i-RUyxp_S<dcpLoRk
zdSk?;$z6ALyvv?D@#BGKdpS-!ADHCj!t&(7<)&X<z2#yITz9)<8Vn=7!m4I2dzadA
zt}0}a-PFC`4Bc;foR<lc`S?y~+4szuC*|A<qb~HwvAQWAjdWm?T&h)=^<B#EwruJI
z#x{GYFD3E{mT%)?vn`@tE9?*0TO1eaRW)y$<fq%t3nnzM)lF@-nmjScvqYlw(ZZ8?
zbAo#K{c<C-iZ30Xl(lf%9o{m}l$dAR7GFAXP`PVgUg*wakCrZ7SDAd{<B4BkD%*7D
z6vsVQo5x`PFlO%6Sq&Kx-7mtgychZE-glZYF!Dru#qn!<#WL7Dj;1Ybi*Af-)r>Db
zawKThXDeS-n<LM+X<t&@9vWwrwBxUySbxUxmt9|6e>eAOpIdj|*fwWpWR!R9x`fze
z;vXJ_&w9nqFz0vpirD9gN_&<E${3tyTQu+a#?G1zHowp1+e^N`ws*1PWQAJoqd~Xg
zZJuA-yWGKPNmY2w&k*w$HPd9zKFV94J#R`hNA{GxGZOl??zg;UJpVsKXo30VgbgQ-
zR;)d``HNL=wZ*TzVsWFl>a!l_rP*4~+F5BQ({oL@_s*Bsu~U9l&DRe-6_l8-sAE<7
z>-zGSJ5I2CsMS9EpqWL!ZtDGreH_PMpDo)R?R>r^*Q`HjQ?En3<JtT*w=2#TUWj36
zo>zF5x2&A6p6l7v+qSQCT`T9ci_FYlFS(ZCK~MVDf^XL&CDx`)FHXMlG1BYQcc~Ri
zb^Dfh6oy^xw7c5)tmbNsh5g^GN3HA5ZC~W}%HY7s74K%Wm^w*%=E&`9oAfTuaMs;p
z`awzy)xH`r=M`SseY@<_+s<=VX?uR%*EM*jy=6y<cbVjI5z~cJB~~U~+ID=}>+;C*
z=R4oWF|P96dwbsUPwPXjK0R%DzWB%W{(I@g$(K#{TBxkkxwLN2%81X_ABrl^X&c=T
zIxO)gyFS3};G>;Cy0w|AOV;g;;a4)4^z?1=x)vt(wYeR~E;bZLY|Ec~^7YT~pc&df
zuS-YIy;!b%^Hbm6%>C&_OCDRSjhK@6M|<O@&Cj1XZrvqS*rofjHt<Q&k(;)~-mEJ!
z#YJCVkCQITJz+d6b$ZMCGcU^I_O_ZVdAi7WrN%MdJ1=a^mmD<t*d9<R`fYyu9#LtN
zycHY@;j=5E50*#vc73vv3BNl}{PL1*t)bH|?d5P@?cQj)a%<}Hnf^W>jwCW<{Iw2W
z|FWveVPWBcwbd0343D-nHO6|bW@-=e(Rjd>Yw&EsEK@TXhvQM}C(oK8m$}Z>LqSq)
z=?PJxWK%o$rF>6y4`<lEVvDaTOtaN&slLMRxa0fE>3vtO_RVpZ%?_ERQZ1)Ff6wHk
zN&agyPU~H$T&MOgE!D)<S83{3o9EHjR2iG}tUk~BDSzbG)f44+6^<{j`ehxf({a;o
z>&NZgdJ6u=h0oVN54y7Dy7Se=Y4eUZXMbO-y*uUey*)yo!cLy8vRhrK+;+?2ZCqs0
z@p|=T#c})ObhGb#+Gv`tp1#Ue-(cG7(5FR=e^$l5o_O1IzRm0@4cQkqK6mpEw)5O%
zv1-Xmb>$B$Hr(#@SjBiYqhs<7iFH}KEt#9L!X2s~uXPicGw1S7Ew*BlIiF{(-+J=(
zr0fM|=Nul*(4CRoWuoM>P-=x=Vc?zxa;)(g2PFP8D6KZq<9yVloc*e&QZ4t$lPl3D
zMSdR3w$YGSx^CIIYbNF&eLjnAo_nXcNn7)sgp8nnkjV7lmC+p=n^;ZPCCe~rPhy>I
zv6@>rW!{xDUtZ)%9yVuN!tkJ~e9eXSo|3PtZ$6e@p}Kq0?nfKmrA}x*8#^r~rSQ_m
z)9;q1WX$$X>bHCyHl1M-zf6e!7O5gl%P$L8&)i;?bF|<=!gkqJVY?2zjyx&Nx97q`
z_dxHdQpG1%i}hX(Zdp5TPnc)nwgs6fkL6qSLcE_@$y;a~v|JFoerw@bmF0F@rM=bt
zu1u*pVfEQ2^7mCMi^PM^cI247dA>EaFKNc{sMSW3xAr|PueuzOtS;Ip`|RDGur(=D
zf8RX6*Iiq<YEtL4H99@6$@@Mw_goFzHHDAOV%g(`OJvuT?4E6_S>RjDU2pW*bkX*u
zACLOZSd#gb{ra`JPk;Xkl{a~izScu#>hG(oE;2<`&GOWUYhLP;*C?y4SuV#NdNkr3
zTSmU4`l*vPcP14Et$SB|X-RZpAID0=#>=-h$1U4)JE!cMo!rhn8#5mjIGl5jdbDm*
zb|u$_mvOxhbIW4wo`&=sJI-1izU0UJ!v%3se>YuaWJzb<zO^81y;X2{-0N2*mzQ%*
zoI3kiEdPun>-?iOZR-27Il^DsK+D~hH_UL~9l_YnWt07jTbIq9rPmgGadW^f`Adr<
zVv^;j^2+RZ#hWP{!nK5NE3?~?Nm9!hcf81ySnl&V>}1RlB~9kgh9ysg&$6ChAGPlG
zj9IgdzHEE?q|Jzv_v^|YE$eF*dTWpRKi_F{@pQ4-MQxV&s5P5DH)Nh!bKrAerLM1v
zm+OfWwuNERr{C@T6_!5bK+3GN^g9eslGmzrJ&ir_v@>GTg04j$*9S*CMyy~dU1hwO
z@q1?c0^OO8lHxs~N2aSUO&58-)aBGq3zMQnNnfo*1KeXm9x=GzTj!cKLq0A$P|reA
z{pCyVsm<k9q8oeW?Ody2k~YbeY3Gt1c}KpiTX#Bil2PkU<_{)om%V7+`F56k^H<T3
zl)2aU`%V24H+4y7zd+xo4`Rpo+&I?H__AN>&TR`ruUEF5C)U?ps!3h)%8~W$s@(#0
z2~4v-zw(NDQFcu0b?~*fdxV!xxu0FR-?sB#Xx-(*RZF*CFzkIfZ{|VKbD6vL&CV`Z
znc>GN5%zWcG80+PCC6uHxYr(DxZcdq>YjUa%q~^gYUz7&lU|l-A9>JI`fTqxjhj>J
zrk-?N8NK46<I8i}8QC80rxyI?)9woDTlL)6RJYVbJ*cDTx$TDR3DbT>+~|GMUp47*
z(8I=V(PJ_3eMM8BT${Iiv1g^UaMs3>;^tec*Zz`!{3~49xYO=^-IWt>pCnH_TKQ?p
zZ0pcT)|0Czp1S;aXD^4P(uN0j8uDa5N4?N}7Q6FV+tU4pUbkgi_e}6(yT<Zcs`N<F
zLTS%+PWLPy)=!pwy{Ye8nuDBue%96M)3K7XeeIRD6itgUShlyx&mu>Dt<USp6LzfL
zsGz=M(e?X5>vOjl#(N+5ee+i!PpVz)k+9!KUeB>KIq=vbL90?>-Yl*+%g$@{#mrwC
z68ZEz@4W1YMP>yzzOBklyZO^&sfPbz)1dwkzwO}+Jx$pzUUxnIO$`#PXwc_je;lpK
z*(0>$(K^G-yfbsAo_si8w%;^$nx>zF^xkaFu7p27S83a<xFhVl-_T-tS#PKFk-OTi
zNlh9165MK6ttmS3y3JCqZL4B{b)m0rP0#FfbG^v|IZH!3^A#qqJX(HUrs9OnwUCQ~
z7q0xatv|8U>`PT&+k1tS&td;=_DS?qg_}HJKJjN&N@*&y&9&{9i*_a_C$76%eBrOQ
z_F0}kGHDC*S_C7FJOmrp-1|M9<HfnzCnp{&{Bf;%=A*Y=8#7lJtvs*r``S%IpPjF4
zU%Q{W)^l>(yxlT0_RTT3Jg|1hy6ueZ&sM}lw5hC3+#?=fRvoUhZue|EPt|PYU7tB+
zE|+P_)_XluxFYkx-~QZIv6r2aQJ3^yyQONFWO4eWvwWO2b(SQ1Tt@WlFdw7-V=GMx
z@_sss`rgc&srA>>$40={d1E`vmDiHopJpw8_VB}1F;}$=l{b5%KQG&QXXS~5vRU0q
za>WO~u5ht<;iqY;t8;9MZ^~Xz3+?lJO`rD5my6C=!CYi7wc|kJJdTB$(P3tbYuVb1
zik1kz$V{2D;`zkT7BA_7B;J@CGDX$38e3*$E}Z+U)iVCn_O;8xjz!doPWU#j-E^u-
z@sXQx^Ou^Qm7A{n$$Q=Mg|f{n<Xb~4CVX1{VO^QBW#F7gTa{Ik)z+T0YxB}9)wW3R
za}8&BzBX=}C&Lr|waHu7tUYjIjZFEKtFf~hCePD6E%xkT`-ShTE}q>jw{NQ5*YitF
za~YRq=&lmHJn^N!L3+c@Z!40gZeUFOy6WA5?F+xHRe6}(^XC1IljbY64u4#=>c-D%
zshLaioQs3p79KP1I;S1WwOPmQKZC~I%lDS^w6A{|d3MTcKd!=~VM{C)ow>*s+}!WA
zRC)u8;H5R3(hFCb_4#R<tY6lu<T`Px<1yEa<3<LrBR@9r`drjhSovpl=-FiR>^E@=
zU)g4F5uCL~<}t(PAjOH%Qy<ORKGSM-=jIjfw2s|9`93tVBcXC7%bq8}yRJLk%2jer
zV&hmnaaUK9Sr~g)?}e31%Vw4DoV;28l$AhM%f=@urK>Ma2p73iwz{mAwXEx7%7?7H
zkS~vxFfcnFTz)F_ev<n0r9pQpC06Htnt0ajRMn;IvrQ?^7E4SGqI%m^!txW>o@o5O
ztU-(ExW%7Wp~}n>OJ&c>9VucwxU9*nFzDpuqfX+@vzBeW$XPXE+Os8hLuLQvgv6EG
zR<7AO$?U0#qvUFd2VqHuYU@Aoa)+dx?y4|ZFnLzeJk6WTqPwCcHaYnE?`B%vzC?G{
zk~f~IepOfQWw0}?W^{P){L5N>U5*PEjvCKO+AI_Dq;<8wlc#8b=0Ug2)jRi1wX<BC
zlycIIRWmVA*yqWdtJ{=fkIfOOy4>y+KP6Bwra)qeO40;VlMQRFgjYN`d~KdY)m0y<
zs>RH+l+|yzwPz(9T*i=j_JB>=w%x|bUR}p`Z}kjl(stK<8Mq-Q)cST%PR-6o_t~TU
zCYjxl^Q}>T6sx*ct(0Mcao6AIt833pG%)>my!(sE>A8D8pRJ6T#pU(4RdwmL=g-B~
z=jycdNS)mD;Z5pv?H!Y>!}n!HmF_y@J#TNjtftA;Es>8;#4!K5e%|Wcyy+VcYg_)l
zR&Q|0hPSX->cjyp#tYZi+|IoAt42CphU<0mmE21g1FQMHmS-mA-99s=VW+z6Ye~1I
zZfmvg{OXGE3d#H(mzVja%VKx;NrSTWqKExWF54YtnRoTQ_^v3c+yDmA>cjhlJ=OJ2
z7#PQFUU22wcgu~&$F6kUjG26(PW)4duhF05lYFb&7S_rLPB1*MbdGyE-x1l3apvpp
zoPTP0H!5VsW4_RxciR{9s7mim`}bKp@}ovji2d5ikYBUU+^yGo{MBsEi6dJR+)FOb
z+ndcLlDhj<%{+C<j#AmnUe8xV8|ZMpj9ubrc(h{gz9qHU%lktu<;}D1<psWQG0fBY
zmcH<$lzE<SviFiT4RcDru6bSS>D^a6>-D9Fl8(o;XNFu4D>*F4wf<f@YvEEAX9b>X
z3egP)jK?k3{d(qFt}yTG+RSWWo@C3F-_`|fd-0-Y?~}!P@y5sWlxMm{2u3^#k7MIs
zF8amhmrumg?DOx|DD-w7cpo>{I#OFMO`AXL`?DaM@8ZUM^S$Qka4PKoy!QGei-V$b
zRqroY`!n?Bv!d16+G3B}SpGBEW*ywq%Xsi;p}1A^3YF4zMz2G6D)h+JYG-`9?_!_n
zr*$#B_I$|vumi7uglpR^H=f+{IWA3aStgt3>)54pa(+8Jnf0P;e~@y}k}c0ReUkX(
z^MiTi%4<ivQs!lEY&$9HRygl#+>2GqndgLBEa^@5j{9bzxxnF!ap=wK%VnyA?(XxC
z^DXY(Um7D6pYh8^W##HvsdFbBo`hu!6d$i@(SAIO%Y13cYI$GIi<|iPYPHyU3*QE{
zCRv4a=GwG#ajupAVzfHQ?55<tAi;pY6FXUWt{3JmJa<@~fhRmSd&yA&mIi;>Rh8F2
z%cXo2@H=Jn)n?Our+Gn~5~8o8)LUAPIvt-^X|e9U|K&e7895l<$K70hJUdhB0nf)s
zuT}2~cRbSep7!s3u(9WdxoekHrm#HPu9w<$&$x%DM0E1XiZ+W2Z|kxTl%5xRY;SM-
zy7yYGsclB^;fD(^{o6gScV$JB2>bK(O8Y;Wy}gn5C%o_8>tcUJ)g5P(O%Io6T@88`
zp7Ut-+Q?<M0^gKQzqNa(a^d-xF}`Qd^i<jeoQqmzlJa@ht6q&IQx92a#C<comv-{k
zCC=G0pI^QYJ}Gd|!0O|*)g2%FEY?m+Psvz%QJkfHPT^bsNWbD)YgVzVo9eO4gqob|
z3r+GpJJ0jk8odhJ%<d?|MIXPe`MP8NBn7S`Pp-6DJlbNm;;dWYuDRPZt0WUS^W3kk
z;b>nPf9R6n<jeD4`Uktr&RCIrKtiN4;oH%SR*?s6wJS}^G_*xSc_VJl+Gd~?*k^qu
zL)CZPvc#U}OM@yt&eP7^ea)xqhJ|gG+@mQaKh`Aedz$4srEjZE<IcZY6P=HLTDGPq
zX34&brFnjw=jFaGW;yV$v|*#Q8N>V7(zfZPCXJ!~@#j{ZdL7(XG1K+tiM<lKja}E<
zZaKMKv7cIXt^I-Lvd~J#SNuz>MdU=bZu8$^{41<@R#aYD;M%aVC(U2ePbd5AO#JR=
z`965rteY$!<Nh<Oxa}<GcCmkH<(>!Z55kS+-m<mxT4ncT-{TolF%^=QUsn}Jx^;Pc
zUAMsEn6}U}=O(+YmnO_=*T1!Y<rxc(`_8^$ug|Y_w(gmKZgZ4R`u(kO$IQHLNw*$&
zA1W0%>+I)~5`VMUCWNYZXRp#dad1~?Ld%>GttVHX)M=#EOw3Q3+4Fd*LqZa3PT#V*
zpB`<_J05gMZGG{q48wC(X={$e7B)xuEC@~Bew}Uc%&%${8MkA7wX07iCpenkzmYvD
z)iHm?dL7wUw=Cm|gEh3RjhiBKHNR|M_~q)n^};JouItU4dR+9=-MxQKRG8k5$`;bU
zSN!w(d<{>%p3j96R#zq!?si`v<1W4OK{#`Hy8PM3uFYcWVv34yt%`|hTa$O$%_QrT
z*{+Po%bOD|M9=!Pr1w4B&E3xO^>xgbX64W8T6MSD9p>+N)^%0p&gywr=bh}kdU204
z`^!kZcGD|W{6ULWd|7SnpOxV}Z?0CHUu{;jmbuTes;^5F=6_rnS@moJbEB7C#>&-e
zPjF41r|H4`vghgnBUhJG#pk_V`F^q4dFZw%pZ}M|r)55d9V(n3ch&CDg8vLrGtEM+
zzipiSB<0!kH%~rC9n3m(eBO++DYJJ5EiYS_ymaH^OY1A;u9hdtwasIE-L>tudB~!z
zMz>fW{0`CO5Z!Wz@n}$i@vLe0i%Q<5*f=lW>!ka6PXE%pj!tFMj6)2vT90Ph%(=^#
zaXX>Ncz%>?^Q@N~vId5JeI{Qd*Gg}aS}J;BG4Bd3&a*nxPWIPjr?Y5CtcWa(C^p}D
zRjTCen!qzBb0;>2)-2+G7^|)L{N5^w19|QulQW)8m5O?oWTMjiI#iC0UHS6zs8?p6
zJx&;2=(@c0%v94$&$*QhzOK@`#P`>?irHyNsHW~>g^%a59;>9hJn`((BiASMrY_jd
zzSdoZLAYy8^0C6}m$uw_JSSz>tYyUqSU!iwg)4u2?dxzhXpN8KWBE&)bH5q)n*CE+
zVY%w9d~j52VRKhvfWPuuw`Cs}ZQpt3#By6+6XxB04dFq#2ic#>Ut3i>oxSmFR9)(l
zi8EGC;C$JYtjEr@-R|500qd*9LXCZydFNW*ixp3DKhE5IG;L2F=ej+sQa*;B(K?XA
zleWFv<6*(nn@0^Mvv;N0ZN0vCNkYl0-i#e*bC%6_o_i>EO<(B5pMP1yCYdYkO3rQY
zkKtPMF|}}B)|JUwN9;n1-c5B_aQDl)rE7fyvcsP|URvrF80(|9wQA14TOoPAaT$F4
zGNDSXu6b*&J-43Z?wzQ?k`lf&%7ESSb=Sx4>bdJU*1K%p#dnH*YvtDmkKX4>z6@ON
zcWvj(jYg9j|1-Q=%NpF2Ep<I#rt8HN=AP?J8(+FDJ>gXN^{<BE*GF59B==b?pYiLe
zS*FVUU;&qcs-%gFjumK^CLJ(&EO5;J*HzCK#h-4zD|{=+<C+n<>?PCun9!4po?I!r
zxM6~vz0}s->AbG*<xVfWttBd({o<{d&f7<O<Q)~4IQU=N*MBK8Kx6%kV<DSs&o4ZD
zOmEVrD_?e77%;9|$|pYS>4F`h%-80czAj<gS9|T^lq>637QK4R@Hysoj8N4z-?Ml6
z{7u6Y&fNXEMykl&dQR}x-b{Iw&$m|C#zvex{wnh<=kuMW{o1koPC{XBQIBo2%QWi(
ze}rXrq^;?n!k3+K?AwKz7TY(LE`PS_WcjDBU!QHxQ~9zcefl#?+g+ir)^!&4ecQNg
zy5HGryR<9)W&UQjbzTuD=epHb_}b}NP}q%A0o^y=vMiR(+B03*M(W9}7kyt<eBP@S
z&#!tLT$Pb%73f{Oaf|BwE8(%S8;*M&+R(pHJ9bI-@vUXS-Br66_nkPFUBK`2X!8=M
ztv8K$O4iwZJR}@yanoq~wk3rpLaw{=9Blu(-m3cU^0oeK%N9JiE^kuvE?cB3^495?
zy>D0TuqnQ^=JtKJ$7|ztCh;xW8r1BTXSMn0`Y#`fC&tOHeR<0GxarrkUsp{@zPHCc
zdh5e|QLBocPJ2=mYx1`4`3b4Hixl!KCD&_DSL~O$enIN)j@X~)qdv^Odh6}Aee?MP
zw-j8d+3a!5QiRFh@5-I#S)m8*ns!|ePFbIHA!-U^U)CwDS&4y@&&Dn5<BVu|+!Z(T
z*Ol3>ChN~$>o&HIUcvLMZ?EQ$l@@RP6F(~nXgTaHvbwy1VI`x;x(J?h`BQ5c*sQu5
zN>^??AlqNH<Ic2+1~&Cper~p!s|v48<ul?9+L70-bu~q9{&P_m!7x^ysXGncWj<EE
zJZt^AiuZReZ#Ztswo=%*$#C-f(9Ls-|1(@$Sv>7{Rzd&#wNb*JrK$nNU%#w0u>HFt
z<lu43)mjTK<;>VNTdw6n@ul^vRw|nYhBQ?bhlk5eogA*~d4HwG+oR_8@oUw+vL}Qs
zx@NwABDa~e{aWL5ubTt+y%D~)`Q$<7ovVC>&#a5opL_qw)!YM59x%TT+-MqmYi@g9
zwy^lmU6;#CPyBhM^6T632^I$zy^Rj8xO^ea&EGV3hRlBktxA>22Sh!0sGD3jHkcDt
zEnsO={5oXr4i%{#XRNsv{Ix1{_LbT6bIKAMIeXzqzvn&IPPaXO9r5Y$rM}rR>)tQ)
zJjuK?ME875;r*@A#n-z|PTWvo6EHC|e}VCwk3kDrx)$%Bw{>aSk`0gd3cbqZHs7{9
zGF?(Zruf!gw(HAyi_AKk7JOZIkA<Q1Z1KI{^PXyH3GCgfbK-#FvF!8jm#Zu7wr*~4
zE2z~zTPl3;`KOhW(x-Q?e7CP%vQ$%j)&cEF_J2!PTK?Q=n{CeMd2n^_B)jUVo_#kP
z?6xN7v40Yo`GWC_$zt_czIVGy)^52l+x_KPt>3{X&*yx9v{>ElxM}a~H2>_FxmCdj
zELT13_uF&z!kwOfdslP1F4(N2@!$ii@>G@T(xYKIw>R)Jwc2#`h3RE1i*&cJxq4Br
z-fDpdv&n+z3;+DSW)!~jvgErMJ-^JQA44Pi<0_Z2sheu4-rO78-4(In`F_*I5|$@l
zh6vP6U9k6P*xc^G*ooRj{D~nR`KPzWhn{>OC0TKPZN}82D)-uyS0~NqmVG>HmV>2)
zjMOSV>E;8bo<=X7vfR_N-p*lu8P~dOrOwvpVqQjU#z(8#rp!z|W^Z+J+1&H%4jtW{
zRn6PL$iCEd#r(T6p|3^%-hUWUD*StsG3dngNc-yITXXG;gOBB35VKu9)9mKDXCEDs
z3NLp(n>nRk>+8zssq%`QP0w%gG~F$H8+InUk3pnUse#|waf;N<*U5SwMfaylPUoI{
zH2v*!_3cY@O)8ghu)PVpShM1zc5r!4pWr06daG9pIvrTP{tKPSqfmS_i_`G7@~usi
zcbgqP7VFDo@o0heF~i{XXWV61l{q+kT_f!ARjOtw!-A5RftJ$#mhWfnaX5K?!J3th
z=Vj_!v!%@{uU204ygldH=A}=*tku_f@TB@`dB4hkhPba6Gv?X48>{zx$XaQ-?Bv_?
zYeP~`{t7#(En`&d>Nsn|;=bx{%O>_*oTMf7Dqp;0X1cOS>*o8j+6z_`RfYLS%Now!
ztdvwPRgt!0w&lv}DqJ-yBUYSU=JKZ2;>)TXYt0-RFD({)@MYPe?VNFL`O}Q&1Wl;b
zdg<Jgd~Nm4<9=UmyZP}d&QvH}uq}(}-rrS51&m8(&dQY!%ss{^yL#H56O&D^oNx&K
z@gQ7vg}LPMn(OmfSAN;NU)xpScE`&vtHK2h{bnq4)QevpQ@*bI#J#!ND|gF;L>Fy*
zJehZL!mnT9D>6K|*2~@ey3Xs{`M(OY-hByW&|~*H7ZlSgS6fxor)L#ueB;dmX{!SE
zsL~_Rj$cgkE^~88z72Vwa%j7(_PL<)jPDw^XWn_RE`&YLD%@7-$*dc@W=yl6n&_#<
zAN8tdtI?bVOD=MDRy|tj*CqZ!+qqt8h2MiG;l8)sxVZe28IIW;C_Ec)z_fK*45#JG
zSr;Ow%Ur9T`sU@bt;Y9^tV_PF5|&++?G(v)r#5^3q`U~m*RcXkWu{XWEGQNiO#K|f
z5;M;#ZI`-3R?Et3+n#2pRQ#EqJLm5SYY+C1>-;jeS)MKVp2IYWeQV{@%QZLN$F+*w
z-s~p2Y$4kgs~!4m9J;p_?A(#YGELSxT#=`DM`6^D6UQoEU)r7SyIMx%b@aAnwTCBh
zo-Hz-=fAYn+=8nxX3v7YzgY^cLE$$}@Hu{6*LAAMLvmg2g~>0Y%?u|THob5ub6&`u
zN0;5Vyll6ST<>tl?E3td+Si*egqP2szP4g=+|MsRQho;SJs~q^o~zT^6JM8k_!ZCj
zwnEw7LUc)Tv5m{yD=#0$<i0*zTF5_z>%bPr&GTwk*LpB7)8^bV^KM(+tE^koP8WtJ
z{yw&Gdr#Qjl@G3%*7~*ES6$QhY*=o&F6`;9&sV;!YfF3B_I~-&qUpYU*1s;YR!W7`
zJ$tTNz~+B##Ux|@x&Mj-R<iAFUD`iw+UDB6rVF2TtlMIF@?Yuk$meCou@!*_<-I<?
zzV|JCeM^t%8?!JKna{`bv!37lDSE-`fn0UcPRSdK!<E8qt>*Kd-j}Y-Hh;f;Yr@at
zv-S$7wuXc)pQ@IlB(Ah8I@(Q#&tg@WVAEmK7u&Wy?)ww=a(C{+<61UvwQv67WZ_z@
zQWg65K=Uz;sSS^1LOIhI>%L2@iOTu9^5LDNp4T@U!c@Ne$!?jfbL6Yq7QJ_;H^%%E
zIbFh6@itWAhL*){)eFy4wyQi(b=vku+G4%4*c_gfBJVdYV?6lWCQvO#(^6OLxn<su
zz**tSmcOpfp0Uk<q4aIclgpy#?H28b2~N}!UcOoPbQ8z<Yde4b3#!$e6gOe{-lEH|
zBF<%3xaS?W`N*erHpcV5PUVV4rF{I)BZcCQ6`yt4+-Ax9IyPqei^4swX5Xz(JYnhD
zylv<0BtH(*tB1JtiUT!%%9gy^X{~G)u`f8r^(V_bHrFbj6&&_n5A_#H_n-c8&D*VP
z$G%uUi(^{+I(ciI=DLPEerBj#H+x>n%GJB)x=qjFWSKYhW#AF!5?SrZm!}ADJnnj@
ze5^3WROPm<jEM5;ja4ert|ixY$Uk3O{E=@?xMNOLh-OBWXwYVBi4N``p`7>U`>(Y#
zv-W(p!hh0(kk#ADFFXzD?M~d$BY1hQdrgD-!!TVD#`)(~-rb=t@hW>(P*&Og;2N9g
zpv;`&jSKH&{o`QnD#@^XBJA;w(QZ$8)Z`1F)6bu|?PhxLbxi9ykC#_wy^CWjD7>^u
zPbVVf@qdQvalKZZ5uaD@^!gUx`1E_>y!~^FHhrl6zTRW^mdO*`_ZFB7Y$!5}+p0A^
zdhxSYmkZ0U=qmI4^)35$fnl-I&bfAmd%_nT6yUtH)6kS}4KHiZvZIE4>|X0$6jc0Y
zczx~442ef8EM;GxZ*_jDmALYlzB5yR@ud}8X0UBh%gdfKEpY#>y;`L<{j*lHEZ<n+
zzva1UN_?w))lN;l4_BvMSJ)_dPV1?tUemr?H@^HR6*$7=TRy8;XC3?6irki-=-b!!
zUUt~3(p3FrUFI>v?w#kB+h<I=@->>*zVM`^=xx1O4C)dlvtoDNVo&UPC$YfER{PM(
z;Cptf*`2;W>wFd-Rn<`WI<B-f_aH;n_04e;ivMPx)o0Ls|I*d6*m&QbWQj=SlWGlZ
z$F#oA-JxToUF2P}J<d2>sYTC?|9RZ1snedH-eGxGU`>Kh;rmz<K}lu1hG(0$alP8|
zCij>-+s?F`_a#&<zF1m6xz)p4S$n1~Q8|BY_0hkZb|_SRk>xF1?knAS%=%-f<Z4~M
zHNKW6Yi8Tbeq&*)z4Mattpg>ZRj=+DZojtnh8vs3s;S<~3XbzE%<H+a+xh8}s_@BK
z?5sOq#vQHLzssg<z2d$A$xXJaIhIskUGldjIF{dHCyRmQ>(Eff)!XM+GggJN=GR@l
zF1qpaSzBL=uIEcj!j3fUI4|>P=ZPCUrEFW1YGkgx+)}(Xy?9ULxqCaltSY)|_n^3I
zxy;NSspZC{=Q3WE9o#Ct{KA_rzwZ^!KepRDJw0!)_OZ7rsvp?2Z<-uAlQ93%##PgG
z-&O9YH1Bx2`_4=A9yx}$XBB5NOCAlL+!*o6%R$-xVa%0Bvv2(Jaak;~W#<Lw(%%R8
zsvcZ@-Q5tr-1NZK3wI3XX$M))H{i=&KiRimH%Ugi?Eb==FJDeOSI>3%$}?_(Z_hTp
ziO*Vj-0R%cG@Yt%N0W80_WcpwJm=o~<kMR<%}?BrsScm#wPfS7-LtP9w7IS~F)uml
zU|wZK+pCb=?-sF6%v}$<-sJmjeIx$i&s?kin9p(H)q-I*zY1dwE?f)9;;fVs%Q3Gj
zz3!}V`?~4#Z$6<Pe9JdF{fn?TzO?wPUD_E%`;u3=y7L0OnhN8lF1X{o$I+@*Tl$dJ
zS~Hncf403vuMfMQi&S>1e5GaDJL{^@t60;`?lC3?7n$0d*tD<ISSD(Dbm~;f6nAZY
z@K?=y#?=@(!|T`f&A(h@E0e&x;GgJaj;tkf`z)^&^-kJ8({A!o2T_jx?OtD3TZeLg
zFAULnW3wkAJXFX)rt4jJu7v8Hs)nt4#uqMUsEdY~Z0O-wvC4c0^HwL-;x0Yw{FOQK
zS%s3zl+%`)l(3xWI4aUE`Q-AUwYuJyH!@D#eAG)^X{n*c%fQE?nkK&Y6D20zTWzRP
zzS85o<%%1tn$L!|UrsjidGO@A@QOQYGAd<XuiQIx+cw?`{SN)EywfFT&2C+kzSR2F
zX7e$rDTmZGe!TAbu|2j@Pi9NY<9UAz;~ifAYK}28JaD$=^drtY({6c4Dy^H7vUJ_@
zoc(QA-#)7pTUl_*t8dOf(Py99lII_}o>+A=dB?Bon%X=va$ny%>B^}*mA>^XQfud*
zz1e!14mpfBLMH8G`DZ%morlfWbyIG32fm0h67G4lD1U9B>gH>6JeAjG7Msd?e(y=B
zezqjiL)I!p@W{_c>o{I)oN}k*=;b+2LJpN_xn-HVG9<4}J@wo8{6k-5)9Sb<mrvZ8
zbIoM)tje;)rh2Y*0fJq=F_(-trLs+&G0}7TdfBXGq4n2AwaU&qUpRYmv+UKA$8AE>
z8aJQ19&!3|*NWFC*NQJ#yX=`vVPn_!{<=F?KXmp@>E$)@X`9$^RB;O9`R6`UM9<k<
zol5ewG-2wrKGkk<uKKE3oyAJY0L`zfTo{VyeG&V1qv(@canxz0#>nRPArC#7nnd4a
z950o4H06%lp%oo&8WC0L9~KB-nLEpN&(&b9`JXS%Rq^i6YEgJJdE;X5YLU21Yc7|X
zKG$rHgSJ|sn|X@o1gqV1t2n5%C9#i9X4Z_%`*x1YxiuNizjhQ;$&PS$4t86$S4*_b
zaYD9}MZ`x>hIvWJ6GLyGPCj&Pb>y6sI#Gdc_IJ;(T$b`LmVNm1INRDKTnq=^MsqB-
z>AD!5aigGe&7DWx0kdBeyK)2`WigNm`!nsKyQqJ<gKJRcV%O@N)FtgUU7I%Xe9(5y
zHD~^-@mucRmsxIE=2e~CmgoF0ZJE;Z`PRY+56MSug(pnyUU->R&kp;1tlfg;_w|hx
z*+-3{{gkGNwf<1}a<oDq<xQ4zu~LtASaD0*)^IiBDRHypUO&36t$QfCOgei0xjj)K
z7Oz8Y2kzD0vRm-$s(CeQiX#4MTb0}qU0-_PRjIOW)RirgQzm7e)Y@nh;;mtMPAg#b
ztXpq97d=`f)#f2k@?2Ef%&>2(=aS@!bAoppOxi5Cf!(Lk^VwS&t~KXuvzD|xUn_IQ
zbd$d1!ME4<x_nysLYwo6O+%J<rF0$VpRB1jqi!8rbjPeJtm%Zu$u-NTBuhM-`E409
z^T$=5Dt`Bkz1;Jo)~Th+6j`ons(s8-zVedLP0OQB{yR5qoqPJEwP16Qq^E@4*5Eg1
zIG#<sxMS7DQp;VFPqHk3H)p=rs%@Jmp1L|^;<e@CInqn5fAXr<o{~>WstQ`$)6jdT
z>$dlTs|6=Kp3l<DKG8E@OC=_Endb9%A76*hc)Gdk+LrB}(mD>Je4gAB@77P`oj*-p
z&*H>-|BDIXGgu}(wskGKY&y%$fYH>n^)jcOpWz*;XLBz5owy}3yL^}3hKnY5Cm%a+
z$&$>_xAoh9hBi54uH(uY-_O=n{U|;%tLbf9%4cDF?c|AZ{~2<tSM8}@d}sCRIMdMF
zi<f=XzHguS?eR;W#YI+AznL_#Fte}Yt@*s@$MVR{4l*+ZzL~xWn{~DKOTq)~$5U;y
z&raHRyd>%Jos}zMPBZ-6{`QS)@#=D(nSY-@%3eF~kxXt*<LfKo#yZ!cx9#HjrVu_m
zNa|gcU}nTL6Xs`k=P%9Vw<!OkH6`rDp5t@mDp#{P6d9l2TkNUQ*KvDicFoS?7GKsz
ztc_PZ?)7w1W%J`c+tu4Q><(DWAowENV#W5=rc<w<xzjEo-FUWS!|D7U!!OS^Kb)l*
z-g;EI!BS%Fl_@o6^otiVvA;O9^28>$o9z8d6BJo@7VTI!OTD8nLjG8{X6&@99gg=b
zR_U|M-aj>8vA6h~mU{{FWUmu?za=~6t}66@T#~NEe>&_WkHs;qjpx0jFT{Fnh-*~i
zP}*fW^LFDT-lW=Dh9_;Vq*W?g^lq|!WjQOV-~GainvN&uo*sM~vSjm(x^Pi1>y@84
zgU>IGofPpcWnQ6EVRll`)bCmoPPm&cmpQ`N<eS3zIB&~JCG8YJr@FM>_=OkPDlJZm
zOmZ%idQx-v^{jcELaq<nYPHgh`RkuXEt!=jUVh_g)YDJSYFY`8o5a=`PtP&xxz-YJ
z@=Ef@6<xWrcB-Vgc|Q?7xTbq|cyi;>@`#)wdoR(eo22BAgr4F$YZU4>JL93wm)8sG
zKHPpe>ut~>--gvazk;^#c`9^m>bCm&=T*|Au#G}<=B@3PVc{_|_MLY_R9SMRY$uEG
z`L#iu_P+PmhRxRKEG;)&vbB-lN8YPp7n4JQ_7acsjlAbv19x72e0%DnMb~_;dX^fT
zW~#`!`r_s$gRE7K&28-Kqb_w>G@ksc6_vB>O{6em?}4sjogjUO+TT~7ev)SRWFNK0
zcbEK>f2CouQ3m^`Eeq&ypTrv(`Oqg%{%_Td{|xSh%?C}pZKqrCaC}=)rK@u`*uU68
zLMFBF(xxY#%mT}wu3E+8+r+1xW;x+Q=1R?y&9bv@oHqN;ZlTbBZLPD)#yJ9h)>79#
zCmz@SaWz;cbysj;-?qfE?=G(kxeK?m-<#y#^D8ucTkmnTMS`pkW`$2r64#%pv}NL)
z6)aUjGjFa?V4V6g^30!WzFT*vuC{A?lCt6T52=X{I~z_MO;owWRCqSy?~2Fo9?hCI
zn>lFTQ_nXNW>2z`I@x&)+}CCw)lBZYnz(23K?{?gVNZ+gmI+K?J{uPq(o?qL**2RA
zS7!ybSw0D?`}$4WE%S-t?c-bBL{^@#+sZWI@ZW{kwuCI!yL|9Xw#NjE6%!5aW+uA_
zF-nSZ@-1JN6}ls_!C}><-y9plW#s0rGHjd}oMQFCHQ17!rOssCZ%(5FH3C}aJk~s`
zZJ*b+PUo=5I%^@p-7KY|3Brx%|1(4_;A<&ead?x|Ruyfjqk&VJBYC9E?WU&J@o#_b
zqvL6+7w7Wk#@D<DVG{}h(l(xBu(`70xWrkD4TU~CZn7&is;~8!p&fcl&xqf2@qVY0
zH&GI)=c=x{CAFkYj98}?$+hF9r)j>yQyD&YQ+;cW6$@n&zOIb!xxACRXiqvb%a;{*
zHxvgN%gpNhDLQ%f*50>QdN+6~O)`ETto6ao>S|fg8bjZ;dg4BN=SQ8MdL#Yg>ZKj$
zFRc(`nRwk)?~P}~@-1^_trG11@@#vU9;a!*1gWK$Z){axnWu7KwZ-|R0sODS!hHI)
zu5Q~gZ|TK3vy#oTnk#M6rp%FAu72V4l)Cp>o0hE*s<oS%QlNS8)xkv%6B~U`u5dTa
z4OgFaGyBSE7hk#RD@*#l5-da>c3nCtxvAi;VG!@t7{OV4Boe|lUSB!e+2QMQCicCS
z8~d_WTCS=Rin{B2$2jD(zsS1dN!Q#mwU|6sPQ13-?YD6DGzPn-B|%xdR~}r=eC1e>
zG~>9b+`q!E(wtdJhd$V9?cQb>W*9hk*;<Zs6GgA|g!liL?j(HVcKDp|ZBs=X>vPTv
zCtS4nthUBK_|yHP^Tg-f3oE)2^JtG^%SMmFdAxO<6`P$ZXZfsiTt98AJkO4a4Kc-M
zYvk<t14AxZ8TUn`TTSo#n^!q?-^K#2#z{rmx4z8v3v=bkp4jXZ!J&}Sb+7GMPQza9
ze!k_LanE<QAAXc9m+5semfv^V^tZ<D60$$n*I$0Sc-z((p2D-0@vSB1tv-FWKi3@&
zyE;wc#ND3oEmIdgRbTlcuz00j`jW6?aqCyOOIq4(eemnvdTH&N1J~F)ZQRbC5$*gH
z-W`)Ayi;Y~-qkZzZeMynxAV-(;5Aow&eF*$|9SG@`xviNZ;nhp>T7%8Xi;(O+vJ{S
zd!-^OO;>IF{PlH`A@5H2N$Pdmy`{>|n@YV>o!wL%!z8`3<A8l@72m`~XWlLSC3S6?
z9A|cNTd2Xuu%O-6cMVf>glE0obJEs-Yt*LAF1>YeRY?o3s6@E=d;MG!DtAjZB;nF7
zCH4uPuVY>JEoNb;4)1s+^`XD#U+BR*6$`%bhPNNGi@uZRWwblr`4#tm!9yVpg<YRt
zu7A2~LaQa)p3@%LZ~Y1c1QxGUH~q4$cfsLYfpp2dC)by(+_5)jl9GJPk@M4LZK>K;
z`8ZQ3=gxu2uOqjcS+g1c2;UTcK3_sXZt9ci*FQ|x;w!wjLp!YI&PMl@;rfRIm(7{`
zq&V<pT&Csw@c6?QSWm{yJsaEfmd*Ia*R|5UPR4=(j&@T8o>kxZbk#~cckxNRFIR<X
zy6^4MwYzbIS@48t>Bk-0ssw|M9hi8wYQmnNbm11u_p<9Erse1r-`dfAd*Qr&Td&;J
z7E!3W&RL#wSZ&AaN2#@vrfQGYEJ`t1xa-oIz)3|~v$dNqt#Mc5SZ{y(ir=$<BPSy+
z|2D8)*`HB(ylOXdlU3T*Da<zlK2EKkx9EtuXnOLL-*(bV^CORmwq{6#uixsWWH-fK
z-fma((JfP-+}tU>Le@1VQoP`#XiLk3!v5u^iO$S(uC13g->5ICDc6}>vvGmKmz8;?
zojhqfLduSDeqX6_a^<hvwi3zDB~<$AL$9RPG|ox>yk2s*u(i<5=htU_yQ$M$D);r=
zott_Rh2b(${>A5}R(fvNG=EYtv+?tf;9EwEcK>`6B7FSEwczOFkAJnVw%KWyF1+h5
zt(P);lf~UL7D~&*&wJgNbR*?s=&U<D3E|7RKFkVBzZATlQ}@g_S9Qx(Z^SL+d*dc@
z{kmGIeB$}_S#SE5Z4XNoI<)vRqpfvFufP*#Uk=A#GNEs;wCbI3EuNosr7ym2>f{DC
zd#?#%=jE<M8WdkoE;u<cK+@vn3H!N$p7v2Q^s2tveKDD2>U(4UIoZFN_cM<FxN05~
zTK8w(mDotht*UF!UMxJm)k96f=DG#rNttUc-kQukQn}XB?t(1aO-?8DFZY_O@@)0m
zHSg-)N4?P9QoY<}rL5JptZTx@F7>@Rw_GBkkF|<*dHYh`&;2iBm0m<V&^TTd{4_T3
ztWK?Yed#={oS7RBuJtg<Jt8~jul9AfUI}HJu(x}cZmDIf{G;7eI&1I5r&o`fmrRaJ
zpBwo?;X&^ExZMk02B;h^>az}7GeO}1Ls-nMJp~2{Ki1pd_McrWWn6Re<Xw61gQj}~
z7z_`*j5)S^t<wqz1*xCU9v|ajGyj`?#?)W<w08X(i|2bwo#*A9Pkx&?BPirj4}ap7
ztuMBl#hX6AoaL=)VfkgfTCV4lq@v2zfp_MlmzExz+8NPTT`bq7H($2GV$ILz=Yy)R
zYw6wSNqPJ_VC%`}rdJlN>0R&p=JaI?%V(Q;7JOSJbo%{&hU=@;+#XGidRKgM_iWYA
zUsiO7<<F=%>!oUUSF2R?_O`ZJa>d~juU|H8>z{aesqeE1^}oJc-8K7|nH9sKImaar
zt}&h4_&Qj6Lanx?_PygN*($rH$M%M%Nj@nKklcK4);Z7DUrZKlGoBj#COWQeYDwd^
z&5v?EM!lNJd~aE9PN?PXsaIrD%2zwi;M*#3{L4yiJ#CA{tGr$(RlJ*P-*N4ZcwXVW
zttSi*hwgZy;p($;*}V4YHl~*5C4EQto^=W+S+io@l=8Lww#6~8X2<fql87pZQrdmI
zDJ$Zw=&`6pnZeiAx)v-gytOO2c;`2bm|Jc;Z&|Ei58^EintM~`(axX2lM0Vzn|(=}
z*tP4a@vqB=)~iqU^xUIYl<l#7p{USCMHYRpo|Nq}mrPcBY|^)oUt6O3s<682*Q+=O
z#y?q3GuM2rnfJ9Yg?)e3^!1L*c28~*xziZ@KBh3_boIxxuDyEKPR!Xa(^XfySF7`t
z=D`ydXT4IiHtk!nqrlhU#SV74D+_wMW_&ru8+tvt<lQzc#_e`HpUv6bA77_c+we`)
zXo2LT)w7*v{`Q{o!ES26sqlqsErolo1t0M=HM_8SYqFyr<1u$rWjo*GhL9@<<~%l?
zxkbJ9teln%Q(=f-LFUJu=c|@<&3(IZfs(wJv&8XBOCsG2gHuZXy!N$H63OdXEd47q
zEhxLZan9AS&^NB$S9G)Q9LqT7=J4A0(_~rJsL7J6a&D~d`fT&6vpDB?i_FLVrTWu2
z&PwK_i#*ogKJhl}QLp0ZB=!!zD@Qv$WlBxj68!A7Vh>GE)-*krslxqrxkNzOs+V>Q
z&z2a?`?2QMtEzw=ow*a;JTA|VIzCzETF<1u+ShV!=iU{*_EHNjdlR1X`NXq@It8`G
zUS}!}m%I%y{ONIE?PPb}yC-hN8B~`oNm>%hDYeSv#^d#(8Ns)nEjH@+YCqlc<U!g-
zxd+dd_C5c&+VfSx$<=SNt&|=&UfR6$hI{@p&0aHq(fKNSi^FnH%0=H<Xm>Ar{*31N
zpR~iu-bV;oocxo$ZBms?P*=Hjlj!DH*VgmO>i-$m#&p_rUEPwvVfXc>#$B1huAc3-
z(@y2heZ8;Ex%F&iZ1X(p>&v3~=I}4A_^P?&=Bo=<8OPiVDp$K29eD8gQb$PP@uyLz
zmT*1Im0RR{KWNeMNt$tb)>T(G7*zEHs+oQL`doBLz>?zNb)2t5Lc2EDO<h`a<GB6Y
z;&nfg-$&hg@#$6m&bPC8FWgx&an7TCZ5wwnhBU`Zyxi43?eRSA+gtwT>2`4{&&z&l
zxaG-{n_nU<j~+YotLakhgPNP)*QQDOudTG3zS^yVhp#HUmTy7-`*@SfzQ323JS;Ei
zUUbLYCS;Mq-d!P1Pm8iF)noTaz3}$!^G|)B)t#-tws=y(%84;|w(CS(72ol8mY4X8
z5-&rq@8-NG&c{csxSo6Cny~kKw_jzRwm#FfO=jiZT*c@4Y?k1R0xf6ms-TdkJ50G>
zoqF}3!SM0R@M}qyZv&UE-d1(3EAj)Q$mNXb7P>QKqUW}o-i*?ac(n1s=3DM-OATCm
z3cY82a+le;<lMTm2bgxH&NPgP(Fu{-{#@qzf>oy3&0QX^|9m|j7$dh@jl1}0=9(wv
z>zqS(1gt%A-gL>5IdRJjd!KH6F4g+^*v<3nYFAH_Q(*j=r!{Y5X~Xf2>qU3(wadI!
zc(!O&{XOkW)#TT;){*WEtD9r5?pr!1<@%9daa%raIQ_*|`}UT*sVRYzyUqp7+B)~#
zO~*GEzcAlp^AReH%Uyk{HQM&2a1g7d<)a;Uy?!fvo*Zk~TxK~%@7Bi0x4v8No4fis
zuaCjRhOg^uuRcFl`Fz%gTKAdK*G<3NaLvfR@JV~6R;SFiN}0zm!>;h3T9vEt_hPuX
z<hp-Jk7k)nHdV9Tl*MrT+OqSqwVJEv+Pph7Rc(=NZ<K=68uz_f>&`^&xbyk?@~F&Y
z-^8O%hwm-D(d}BIdXLpjX7cq*D?N_LO<D2hvQznsoYlpbd#=tsGQo4r)|{`awf<%n
z8>ei!vAc18RLti~tJ@#1RZMXBb!oSB&W;5sSAOq!9b!~@a5b~Vs;w6%b?0o~A>8vX
zRO93-g-2^wK7M&`>cmx1i)#3)uim&?e12*AbDNJxeU?1n`S#jZ`lRdnj*E8|T)w`}
z;g7a`f%=^Cmtlf;O1^wu@ci=5MI0y3dPx>o9$3??u97Zt--J2frsvU^8~2R+v$8!K
zs_H`Lq%h2@;y>3`;BI-=ui4K(w=>GIDQk9puX4%?i(iwnCVOrvetqLonWlSe!{d2h
zXGHGjs+r6)=UTP*kHGBds>xB7jOS{tgKu8Hv|*AH$Fnsi%jZ>HxNO?$vG(*aAK@>n
z^sbyYws`$EWbSd3t6#3nyyEvQW!=BIt85RmB&{$x%<_0v>v9IJ<=XRVp1q5jcu=(K
zZBIk->$m=s;%rx&E|KovxysGfOz_Tw3AL-54bN%$-UY4y+vaI|zA7csbR&n;Ijifw
zsgf-6O9PwO)Kv;Eo8Gu_d+Osn*W|#ZvgiJ&ST0+C;l<j?4TV3h2X&SGXP6k0(2-D}
zU7>NqVx7fF<Cod1gTpMl&-5PK^E@DN)|c7;8Fpo#UjOs%`KM>2cYci6adz*QoyX3-
zp3|3Yvdwe#rvAVm*RtgguPt@W=(lveU1po2ELt0{eWg}g#6YF+Y=-NO35N5Z`(>R@
zwtW&Sc|LB+lH$uEZ$4QC9|$Urxz6dH>v7f1UDQD0s9)Dy_O;P5j0cV;+pbR%*(EZ~
z?C!a&0}lLqqjVVLy;i-Q^D*Y-zC%xQr^c5nZ&;#!d;Q}eQI*LzE*Z7{o3iGtX_tb^
zlh1z*gWDeW&7117-!{vo_}bi=d(ys`ik{Cuw`Icj^A964w@hGPZ@QI>=Rbp2RGE3-
z(jC{C*Dv+fc-$D&@yXRwsb=dU_k5io0~O`+t-*mOe_j0<>iGVjX`JcLM$x5H&s0vT
zl2z@L+xlu&0K<A&?bB-m+8^!p_O}R(4Bgas{7OP<Nq<yRfb#1bVQdQv+^RwoOB{Y(
zH(hy`d4As3gQAtX{AFuBR^`2UUMjuhoFhBij+N{BKGn_DiazP~?BCqg%sLTYUS;2G
z@>Kp@<6AX(rEX5|iFMJ}P1iqXJDz8Fw5ae2*QGWeIe*a`lPs=AYOCG6;Z)A^?Qz#t
zf%Pk1pDix%DPn&b-F4Gu{p(AcCubdB?78xG(zk=#R!lIyZ0~jD4#(R7j$@8Ti+67>
z&sfX7;ep22)w}zbrmYr?a^SQ2&*0T-Ep=(PV&ZXI-}JXOg;DSCE!1xGH7!`}xg^!-
zgVs*Rp6{ZS(`G0q&$IfzHe{Pk=Hb|$WJy!TmIrgfy%c2&FD=qw5V`AC7_#J?>tltU
zt7dT)&u6_*b1FWXx}}1>>!RnDgoVpm^{z6?zPccH)qe7vLf7tqob@8E9~-i6^eC*A
zXj&h5YvoxD_VtpsnOk<x`c$;mMT`CNrxkqsjv@CFD$iAimQ9yEYrQ+qdbL=*=$y0H
zWmo$AJeMVO=gS()t!ig7V;)V<klhtLb+50}8NNcluni{Xm*>e#NSYpfWmNa_@816m
zQ%lYDoMmJLU&iQuZaZ)JZH=bt!gnFldKU{_^S{^g>-zGj2gkBcJyh_p+xjXj$E>H$
zV(n^O(SEg_wGq#^O4L{Q#$V>+_{vh~bLF7riY<?r`w#7uJGSHeW5>-m7Z!;mZC;;p
zKv{YJV;3QT=9iJz*H1k!H$Uo0Zp_;ym#Sn`&&){T_|Nb)+_bo~`EYIZ)!RQE5}RMg
zxL$d^=iw&pT?SDZ#aH%QzsX;EJK6GOXr6wN=LuQuIgy|E?bim(OY)Fh*Dl)=8!~mW
z-pQi!bW^LCY41GOFz;UL*E{*zIx~0eRkz(fdqi!F-Iuk2^JuE)#5sJG>!xN)f4*lX
z_c@_9t7p>lz3C^;ojtfXQCa2U((jg)vo4(6owM-3`<Rjq)?$BNZ<#82qwlLqn3u=n
z&+B#tSrm%b_UUOGU#S1}>if-<<Nnw7%5k%>FMk=PvN3ka+y4x&LwCLVmhrGntY~+1
zrJQAP&I73@&x1H0&ohiWT+hIL@SOJf=UdYzTP)|AwflwU;hSG`o=jp>Us`f4%y*}s
zVRYCx?k!^Lrro=v$-e#aQp@mYWsOU7-rQW9(2(4BZ|cRA&nH)zeVm{jv+&?Ly*1xn
ztc<#5wA6wnd9o)<WhwKuB{K^uUi)o5S$MS6$;#e&y3oAo*4-hD?shlVrarfu8g@ru
zui?FQlN+z?x%ukmo51dn$1l?M-&?!e$xP;B<eG+gUzg|0pZ2vc5&y_`{=&D{F||(`
z>Vso_PgvM|jM4qFppQ>GD(iS@Du3F$Uov|S|NHV)`O-w0l;jU<W-j@8u3A2768q_@
z>x=rQ`<gF3ck9C3$Jb5o9O7i!!L6p+zFhRB*@?Zz*LD=j^80gFzg-yR@_4!Ff%u8j
zEZ6((@Sk#hN>)qn;ny(}v!3s^Dqp(r-0aD_*L%HKGiP)4tj}gUZ>vRI&tLAhhTZbn
zuD6>veioY4^VN2;PhijWrN@pa9RJU-ZqH`_nNHU|zda2+9dhs8@y$+xyC!ZdwqW`7
zH+$lqy<9EAXH)NIF|#nAEhrDaX>m5F_lwrni2DooTxKgOzP9VM=tJMitE<}zuk?L=
zQRZi`pjPvgp2p|NMRo1PEQu$MtNh!#P$eSx7{6)InJ>rK<>RuxoH3ifwBY2cS~01&
z+WQYY%1?eUCvAuHjB|e4m!J4P=m`_qmgV?(R?8QwtSGPJ6Ym_m)0f@5YirHqu5Xra
zex8)u+Ne9@<WJXpv8ih+f)8!G`B?a%(ifRuVVXwA3g6$_8~5p^<AdU}1=9sSU*21G
zDC?!1ZVp%P-Lr3%K5XPVyj||=%WXey$GI<axtAYz^>x|H-y1T+Hp#K+-&(J9nfI_w
z+RoKSVg$QhSRVhprhDy@bkW00zocKe>ODQVVW#1Z>aS}K9%*>A{aM_eI?+~bft%dt
zTyy3vpKVp%ZOiVXz!+O$^Urb}v-fl@_U%t&3#L3?Tj+Z$`H=tQnZ^q}cgStsnW>?|
zleS~&WYN6|{~7GEzHHp{s@P=WOM|K0&7qP18LArtl_$*o7@2iS^=$E8$u9;?A!hs9
zi`EIr<URSiE-iAqN8Og2@4Sxpd|PAjOy|k`swaWpZ(E1!+8BMdaxK`CzBSF`c*XIx
zQMSf?hiBDp;rYzKerdOf*Yl}elS;0&-QDB8T_rSn;p794e_qd*ou(uc7PHN#Dt-B-
zow2TGciwd7&(gZM_j~%(`_YEM$2`_s?%k9#$&IyES#5U5Y2kS{)>~ZFxjczo^uD*i
z<*0dX>bi5@-}qD=dgHJ4^+ksq`>%wHz1(`vjW2uQw)qWv1doeujoc~c$EMY$xKdmt
z=F#Sq_t8fkpKVHWo_uX*@a8+evMxNos@%J~hRyWQo!Eqlv)*iFwaC*xlP`H?@+9rc
zi@rw9SB;x9<?cnE?<&lZ^D|EK$oZz9Reta}bkUs@+1J;*E_{5gesSLR#m&n62jr`M
z?LS<gchvT5&DI6SD!#5?Q^MR5$LFwKU+nMomCN|dR}0@Y`RdT!7<JjrY}TQTlb2h*
zjO9JDO8IQfk)3&U?d_Ap!fYM~sW2JGu=Gwm@iO-5&pSuz>aHHW<K{HE&pJHTTBToI
zX6Mt?3(ub@n@ZW6POMaBdmWOzC-I<c_NA8ml}{sGUUzd{-84H>xv#1)X2H(h>DCS3
z&c-z*$s}J}x_n*hZ`Z{azPK@bjrn+T&CiQYGNmgQ&o<<lzcyg!6pq`n_2;9W7uq#V
z_S4+ly*E`qII2{1cDcgc*WQ^HI+bga=Ib4w7`LW&)mN+8i)Zw4p3^?LRmfbfHv4i~
zL9)Hqr?>tJlU;&$zPRcYB5d>Q_sZjsBTg!O`IGJS=DFp%8sQz+7jmfe&zUl5=LMZ+
z*^2jJLGk$?9&NaI-Z?C^uik4bv#jj7cbsg81AQufU6oc3GVsmZ)%-I!Q#mR)X3pZA
z^2)<^uJ3<&QC_j)xYx&ABbjr1!Y`OL=<YbbwCH-dhryIP8^gDCuk0_n)9?3er}xfn
z&$jF5iHJX+^=Yl!mv<H>FPxLN8`P|rSAA9T;OeT_$9o<+%VnQY-IL(w|1frcTgd6+
z`Tnot4lkP`{mIT~pXQRa+OhLpqZL0H_dKa9J%7)`)9&gGqnvHbva8$o{L}jR)9mJV
zi>ly=2)ng%g)0Qkx#z!*{OD$RHuH|A(c~9dyB4mSaqq;Vr{B+b-#Er_er;vjVmZ%e
zdy_t-$ZdW0edBze(zDspcWwnOFX?l-CUiNMVe+hB+Rm3B?bycg_?hUVFaz`1^Q(TD
zA2v91X$AMSZTWZ8Cx>MjU-(kbT~Vf3BGC6Y`;D#q;XkWpeCPN2JfG)f${n}JTFdnt
zzMQquQjBxc=rIYmeD>aYYROzS4hF3q>pi!1PHhYC+R78J@v|U1&EkZtcC=n^Z}fY$
z4j!)U{aLFRSES6GT9vkbrpUz9nOS0%Ywm9`v@e_Db$n~oBwjtAi%q`v`AZEM)n{D{
zl?lFBB3%8-%=CCvCDW1v%Oo1#2mNIgUAHt%(niXqw~f~;Xijm^#N0kT2Gf9@wydVp
zXC)lEd}Xdn+GEp+HZK|`WxctSki4|WJn+oVH>}=upDtXDUU~Y}uEkRmmT-N@4g13T
zFY|TW{*{L&u2gxxw&v`k>^aj8zKl}6c0AVNbIB%~=J>10!3sU$r*GZcsD0{mPw~&|
ziz}MG1w^y=2gcjR-%WB;pZw?buC7<URnwZi-9pkbC7$2gq~}t|WW--*KQ(Mxy8eX1
zFK;7)&rY6{eYN{yM#Y@#DMg#+Jm7yFxlHG|$dZkgOlz9^cr)Jle!X*E>*m2#cbYG4
z<MfJged)jK$hO~8m1_4oeqU~T>PfOqaB9Z&a+XJ%Jta-PzVMlSXVd3*=OtIUtTy-J
z=312^X|d{!%4OGOlT>8-vTfHrd_HTn)ke9k(`77ex>Ej}ojT3zxM^;j&7)0w)-EVK
z{%PgK2Dz!cd1r2ITy=(F70+Y!UzeUpEmc{?c|1$$c<Hj{dtrf*?~9%k@Oqt}kU1~v
z!91-kLRV+HMH;wiP2f55E9|z5;h$ICT8%!t_jN2edEHd(s;#fDa^r=PH9J+=m$FLj
z2>cN&dE<+yhlTdn)f#olUJo9pE>`Ueo;WG%!%R<w=D?$QlK!U2ZyvLYob0Na^h_r-
zox6|K#O1)1CbgK!mo}I0T>3@3lYhCW#q|BA+<gUFcU&FWB}Hp_Ccp66e6nwc+|<OF
zZI*9CQ!75$MJ@k!#OGu1WtW&_xm{96Q=ZRa*`)D0BERnKp)X54<85YzW!+|7ymscs
zze}5&3Zo|6Q;b`*<9n$3y{VxGC6-;*-Crtue$JAvnKAX%qNkm;886ST%l3^3u~^H|
zo%yQ7^0BBi!|_=s%y|~gnjUE*#Vhkmx>H%<rAOYT8%mpxyq%ww_j%5vsb{vD7~M%)
znD{zy%~8L?V9A3Ix-P2Nt_juNa=E<l(wa?8wl789Dwmh^%-$KhB=FwmJ15Q_Jen`D
z*h1v`wwS^>7iJ{~PCT1mdj71(b)ypAsGx||<txNaXTJ8;=6bVglTVDy<fw+tT$`rN
z*JtV4vO(ju=Z)1Tv(h=d)BCoX-;`%pHeD|>(fy>%_1xupQwy9<Yj*ZKUkTdcd38(W
zqX^gLos|pMES4|f)4rwpVUtx`+bc~*S;qeiQjhXYx?dL+3o>8d>O9FRSzfL3^?{jB
z3qw;HnI_q0=anSRX`c1`X*olKFXv{?cfofYmDai!7_nuWcyRt)IeSXU*JX2eaTc4M
zTbL%dRe7p%+d7*wH(y6x`+18q=ju&s&X%<rFXx2S&$X7xHNCi6-8q;g?3kh7iLIx4
z7*!6WTzOrqb?tQY;sW2avzZd=GC`a6cKdeAEjYejbj@`Ad6jHCzI8V9S%qgWy|MHf
z)0q{u64#8{p6onnd+xNaw|4)8eaByzmzch`QtM{i>8Qbd{@&Y|wD}L&OLac;*=k?i
z^5W5!TYYc)X1<QeJ!I>>dD4wv;{G4*%}I>cy=E?ZTydq|gKKMIYqp*Gd_1u0^oMV|
zmqqW0JiY063G>JGtG3+rKJ+=dcf&iDbpE)KTjl$X*XT_0x^AQF+4t^Yb6$$=!6)I{
zZbhG2wY1^HJ8ds-Sv}|3wG-#(gnKT(5$E3EFwwf|pXou3_>@vj(>+^tqGOcZw?2L@
z``Rp<Bc(2wd3)9u4wE18KMKQ^Tz0#>-Snu%zGoZr-`iYq*4=-%$bI4J1b3rP9ClZC
z+obYIq;S<Px^<#}>+|av-Pjv%qLka_m*gKe-J4u4m}4%tclFBI-ht;?!U``v%$YFb
zyXZ-+VxL#R-Coaq^G;X>8Dz(*Hr^;=EeiYAEACYIt~mOmqp*PI^R=0xx_aJEuiVQv
zDg4xswJP(0Oi$O1ZJ!SHSUf0S&1<yc+{5VV6|L&e(oB2|CkAYvVIA_mQu09Jk1IX}
zMN4MQK052>lo@yO{xgIX1~;s7D~{rb+}|xKbM5KD!_B{fZg{?0ztE^V{k5iiV1S9i
z!q>l^ZR(wS;X#q@t5cCN1_v$dqh{ZK!~8TpW5@JD_X+-@n%R~IxxBW&jC4EX^XJBj
zS(3^!Qd4eST+6k^WOKP#wDp#RkT$ukSr$)98F~bNgm9Nzeef{N)$3-Q=y!2nYgE|_
zONEKjiXUT5*Sxbxd$e(}!T#{)H?F8UO>Vb$j#~0~ZO^^Ee0RFjB=gU$`Z?j4pTzvC
zr)Q43-~XG%I;XjT^Ka%(dnMbM*D9CHpV}YyHNms_bKTUlI?rY11b&-hlP9usmiolG
z#^-idtV!E5(et3a*SXAH|4gS`w%Tww%qVxZo1EK=y-Ah9v#vHh>^PAab125RK|=rQ
z>JP`KKe*g``4u16vF~U8TAEI`zcr!s{k?T9^K3*VS9j~2Gk9e$wO4=bnXsPcp;3;f
zi+wWm7XMyuzhYhM;vl;hf3&(QPtM`#KR0#FuIXoPx)~k$bIR2!;#iSyMA)6mN6T$n
z-TtyIx$KtW&U<b9)v42$o6b75V_|g0_f=O*I8{!c6Ky}Uzqk0i&PL($qN{F{9(yCT
zLbv&=<sVIx8;_U0Inf@_yJ^AasAJC=gqs7+W^>fMJ*picw72lbg~_g#ZZ9_IPhWPY
z|7rNqBYO7dvZqhFouIJsU#PcUd)ptam^bk%QFq=PdcI$B#k{M>@7DBX&ujYmz2U&)
zYr9-j-NKi;)V|&%RhXj9+{9mXiE~f7go*YQer-*b!mg!@)ZR{Bq2({quV6Fr(qiwe
zNzUqai+^36d*bHF)tlZ)3#@LFG1a?bTXi)viTPRFRxU42t>dD$rBdOl6;5-Sug!=^
zR`0KxpKbK(a;P-B`sbzEFB86UEDN)^8~$fOxUKfIY3A-H9)vsdtld6u%479a8M(Sr
zx+-y7`Z$zrx+a*hM)p3cY0CC?&s$>tB-n7Z8lUZ|89{sG=3HAdAxB-N-)rTS;>aDZ
zf~s<uWKUmz`A>wkw%yj%Fh28WoIATsz|QyyZLXiycP#%R;@)ti`ik%*K35+04LlaB
z13w>JGj+nV^~ztqiUv*+cI#xV&DuG6)|?$FrZd)_Je#eyOJLe}{V9(XzOE_~i`vpt
z_R%NL<80E`PnwZN8Fvywr{~_)>UvNZ{K@b|w#&UknQ>3c1DmpV9(2v^d{P%0yP^8=
z#Ng^uZKwNQtL|)EX;5~Bhf`_F>@p$em=C;x2k+0jT6q2G>i`XfYyKtHyTxb7?yX!`
zd75o)<eayUHa?lGJZoomt-EOA!TxJo9Bmoa><FCMZj-jnF~GufPSWL6kD@lUH4`Uk
zZA_k5=oe{tY3r+=uR1b}*XKX?3!c?7=d)MzQhtY=eM^`xt<erEdfq&1Q}osnw<w7%
z-H9v9Lyi2acFNt`a`pC|w(blgBi9(2FRM;(>DsVKPkWi!o227{Z{04w^yBqcm!BGx
zaqdNn!g-Uw-F|0{3zjbsv^dK#Wx2`Q8w=!}a+^gCS-$q*G*w!^*1F7Piv?fSiDT@h
z{32l|Uv8LbY^bz4M_n`}c-6YpBAtX#NzRwy=X@Pr_y*NgO-^pQnzMM4@u$zt@mASY
zE?H*^<72%U65O)SZLJkP8>YZ@Xsfx#?$xso#jKT=h>bqh^6_j|hM9cUPMMko*Y<aq
zREpJh{q-%a@-fW(mNF;rc+}7JNsEKt-IBeu+Uin|a=r1=z0<V4V;6jpUH$aEaCW-R
z?w{-0kIJb>9RBlf>!;Rdiwmm@JWfikm{huK?UI1cJWdOJgL@{`dYc<Jo$)UHzOE><
zJek?v>wdS-)Q$6|?#y3$V24U^+@$3kQOA#bc6vX}=Iqz>>3`c^6<=tKRh`}zdqV$g
zRZZZ5<qJfs&oM8vwOD&MLa$LPRQ+Q}W|^Drw$5y(-UDe{doCQ<ufeo<R+8wh@L93(
zGt)WeKYF(3*NoP)sVlc=x^WgAepdaiMe4=w`McOfPgN{S?J$tt{LeQ#bJiTQsxn5F
z3E9W~IIgZd+E-M0v~sGh<?8vBEe9^Q30_&PTGr2Z-ISB1on?~epVhN3y<N9{ox}6I
zO4FOJi+ro?o&`5$UtLquu}10K9r?nzRqOrcgl;Xn@v}Z<wO3$&?fHNYcg((tt)9Th
zw5$5Qkh?_w3<mbBpWog`W)v}pPk$w+JaPNFH<M%ZZ-th-ujcx&kd@<j=#_81@kf>1
zZmpf<@h9u-+CA%YHranHIbZd0Ez>#g+e<6?#BH-*hP2vDXkH+?e?yPv@6%!FUQ;%j
z#=NQ#d{I!GcaHsez~P;Rld3+))@-|YjML(r_W7;cSDgwfR<?w0v#|-ausZ7)rTTK+
zlu}ckswrG|E7xo7zq<R`PP1zcHbU78FYUTJW0#O;bo|6Ghh7PsFrIa8M@deD`}VyR
z+vZo77o6JIX7Ba&x3AR4#k_izf3>?R+_t_*uA2Vz>9hPrZXzf6V?u@Y%+rqhX0O@x
z++tnoyF-(VwELC`Ro^(aPA>B`Tkne75^G<i$b|Fh9h8yF4$_`>zUtFbufV+*&rR2R
zzTk++W3{a=UhZB`*RGrT?Yh6n&f}(MPp?>8UgEbwH{w&f{l8UdALsFV)zALV@On{T
zEZ0V1mmLqvkGd5ZSS8K*6k70P9>3|-`!jZ~@pJ#QX6BUQ+e<TrCth1^@t?tNOBUx>
zOY0fGe$9HeEcm?W-P3Z_;kLz059XA-j6NLK>Sa{8_nhfbH{~GP*G?WM)UT}&3b~%5
zbxJo&<aJ0_SjwU^mJdR$dkqhq5WR5oyqsIr$Jn!b1b0dvd>J3ycH~%Kc)9JWh?86P
zzV&CWjtuO$Rj;*5H(h1!j6d41W^Bn=8u&@`i~3rfdoum`T!wM0SNflM`|EDX_PFJz
z9{cZ5SCHB_%lD)#pZ5LvZZ2<oLW5a6+?m(=gsj>a%QH`H&)WCvcYNHj#d1bpz0`GI
z&fT-V>^ZWaWJS+~p1!Yo+vam=CTZz!D`<C+J?piL$KmsN|ExDPKR){!t>5asvaaRa
zmZew!K2xbOT{ZD|)jpHk1$<)bI4{quSnaJ<)e~Yh>77;J<m{CqVH-8sGtQO><jQJ`
zF7I_`e;pbf(CPTBRsH7Xi__$m?i1b@DZr5R{MO>*_m0_WpOy}1w|KPT^lFRuXT|or
zX*^tYKl#GC{6#^PrsqzsUhz*SY0t0fmof9Q#k|{9K1Wtt>}$IpKJ}}6b@AG{d*tfp
z7K&HRK6!Ol829E0RaeD(&u6U&>QBx{eDEtHbjO~lGd_P^<E;E^*8S|DTI0~Oi=GtD
z2`}miyJi(?;qEFeaVU&!7sr!BU;k~5xmBtVa+3KQ+my*0*Ur-8tbA;-TyplrfHk?n
z948;|b=sNb8{u^P@~nQ#$NNP~6u&>}S6{2vH$(efu*RK9_Qw`8eEF;O?%1153)!73
zcic(YwpsDypH)RWmj>+K;BH!>l{ERrJ*}`P5sw41nOq<2r7jz$E&Q}W%d*!}HT}Z*
zh;x-TVO?r<Q)8#_T~#{a#(rsw8?Rk%<U$FCqHNEYB5er^%awZ$pIEb`@5f1v7we*o
z^w&D1u$zWVoRuhX^7|sQ4Rdq3f4?$TILUA|cz)D|Rs3>StG^iRn(XrG#_E%HmZlzz
zN7enS+P22}%{Z3*R!Y|{Yv+XL&7sA!CNOcV%($9y_5P!%$R~GuF3<cmYmJdV)3V#g
zqfSphao1BjBTSDqY(mr4G>;QZE2daHYc00w-LzUrYuCA~$NHzLo^5#Q7Bgw_-V(K|
z{aOWCZ*F>i%DQ!`s33c?)2YMFQH5q~p7v2&e$Q~*9JKLLr{_z5p32wnBQFXRPK*w8
z^Ed68wo7iVRqs3ZiRV8rXQ<n|>ii@R(bUAm8zpOQS?v^=rPZpyHL<ukoF{^5#>NR*
z!Pk=)PdlAtu)J&2&gXq!H5|7TWSw&2l=;3^*m9}%-Y#FkRAu?US*wyH-^Us`c$)Mw
z9+auKTCMo<#*-+<Ss5*>rC#>1=s8`M<1_9$d(-d`uibN#@IKdYh2{$-vf7Kx)*P9W
zw0i66(xc)zJMU>Ht1t(@SGW8Xa3VzR&()%W!e3QaT^<MD+2k*AT$I~zh3swHidAQR
zt`&0q9dhB@$;V$;^)v_vZ%*FpR(#$oyxc<N-Hn3>m=;X7YxtXW{Go5E=z6oZsu_G|
zmP^>}d>z2uCiyz5NNL{Gjt^!Jy&lzkj}muzJ0a_GjL_nVvyMtP9yj@>JKt;C{p8TF
zsEml}CXaJgSJ|hp<FD#GDQW6&`Kq>ZWz?Ok=U$4P{v0^dVwv{m3sTt{2ag6_n3obX
zv5kLes>c%<o-b>|d%k=TopZ7H`p314F9dlmOP|D7x#aHlg{#x#y;fb^VAr<YH=}Tu
zPvVSFPZgV>4fUs1h!ka4e0o`I=~i}Ez}KAp`mE<mCa*l3?a3_Qmn|2<Z2H3Ky3MOO
zCv)7^c>cQXoWnFR=8IR6_QFO!_xh@rQ`ekR)tYWA@2|pmUTv?{DZgg>rIn>^55(=~
zR;5mR!{E7|ZS~c8XW37mDxdbep`JO~^Lw@u<ENg_QPMk(Z!I?6_(d#c_w+XYhoPzu
zgnfB?in~@@Pq6xRRi()D=3c+Dr+xgUC-0o!tgdW&F-GRO<hr2m6Y8e!5xuv(H|Woq
zHM`pG$Xt)lTw8l*^6|BmHH|wTE$Yi;eB2*(Xq&9pFHx?kiL27D-m=^OSubvH-}#sm
z5_#GWt$E#23nyjY*zz{<n9&c>&r?6>T7SCp&ERLtwn=uY|J{mzA2c`H@@H!W!<8HB
zT-{8~*{yd=eZD8Q@ZQI+Xyx1Y!zGo=|1(6bnCr2d_3oT`Tc0oooSw5a?`YxYb<&^K
zCbv!9Y8KQpt>>F}rR?wj483`+ioV5FF&)XlyJx+UY`3{?^K$j9Lvydb%ZSch8`@u7
zvSzm7=hAi8w38=fJxt}!IB&PQaJFYmgzj}_TdgA-wZ5%o>F2(*+V6L`Xv<?^i@l*2
z<MftoxfUY(pMmR%T+;lbAt`(1?>*ajDfgFb%m<$@{96>>hsb?kdmWQg?swJN^5&$h
zdAld;g>SrS`hjUjY}k9noh#CIbMafOx4iQHUznuLvt0|;O?aGf@44cd_!JBNIQjDG
zPLA{S=XT|02Lv8CZ)yK;*T?G9n?B8t%f7zc>1D>6O3~GyL%sB_-8;T0`rft&#>Z{7
z_iwx!DUzGSa6IaRb#`CN<X9c^X!m=dy_}m4E!*n8P{v1Ra@BmlTiFX2AGFnKeYePK
zj?{;YubLtst}eK>dg{|w!39^>s7G1d{%mF{eW&f@b6M@PdMZ2--&bD`Z|$^PBc62U
zx#&wLF^|t#k*EH8E%h{+?O}QHSXIa>-x!(C{l~U>pHTXCrLlPXGT%s9#^WYm<9H(k
zpWABt<#N>=4LUwQs_a8nu;3dlp(W{kSJW<Qz3H9JywrV?uSJiLp#xKQ>#Wo;H|4Eq
z`@ZI}Kb&>%jhj}_MZF@8%-hM{8A0Kx=Zmsl%%5Nwd3Hio`D_258!zuQeNlXB$rqF6
zwqGGj_r?8K^Ks(6DVERe+xG^W_RQ`w6?1--_3A|JUTwjM@2j;Ae_WaLto-8UT#0#G
z3mE(Mlsx}=&1&AGHSZJe{JxN}{?3kQmd|eQctg@HS8V@Ra$)|;#rtJneD1K#HnBI=
zRK7M@==#DEkFzI_dRfY58%DFO)s(Qg<SDgeecI`U2O+Z$Dx{lwOzhLr`DF2LO3}0}
zH>dR+o)|gVo_T&$&Agp9&o-t^Y*fFtdD3;KRNXI9m*k_?y`MP$Q`VA6iTmC^4#<DL
zo^7r1M6a6L;@5oUFO7cEe{F>uzt{d-vrX?#G%E~AEk3_B-hz47QuU~_y?0JcJYW1}
z)zfqC5_Vs87RVWfd~B*P^*H+aLhqf%ukS<dZmRnJI>>XL<todcJM6D*-Mq2utIooc
zzpgD2dtUIfC~NN$p?sMS{$B4EZ0C;ol$m$lsa4YNS4ME#op<t=c2`@Qz3waY-LP5p
z;IT^47Z+~y?&12Jb+z~WszV7umM0z^PR`T1&69p<>(cF-O|FR^4?U0j1TVU5dMr55
zQ|9V#8N>Cu`xE$ogfGbw;t_t^^=bC^ySsL8v6C0))XZOa_T1rF$BR!Me;6KLoi6(-
z<E><$$D?gwosZ51#rhm^vnk46)Fiw`$p6yX<4pP%Cs)cg$oqSpE7jX3qFl83f!O(n
zT}$_*O>-}*7Y@uhn>N|>iKqDD$y&9A2iCIY^zFH3!04Ny(wy=7N63ylXI0O{3#PC2
zNeb-w7jolSOr6N}$+o-+kMmkizP{1ryJ|Vx<|V1euPv?QIPo{DdGh30=Yy`TSQEiK
z@8(gT<#U*ST}?~iTy40#=Fy6!;>Ah#*W1)>y?C^F-p@5270QjVA`AtZDl=a=s$5*r
z#b)TAs_GxLQR;W-d2P!lUyhcnSbE|8w>)o`qDe>U^$$%{X58F!-Bop;R`)XYrAe2c
zx!bHLde@o2V(@79>vTr;{HzBH)eF|`63<;M@oZJ$o}8*3mOGZc$=mbPJ?d$`y3F6~
zpzxoJ$FyheQlD3Kt>opcqmQz;ixp4Wc*j2~i}9sT{XVT{hr8ZwpZMup%$e37@=<Gg
zZc42FZB%*8_N9wM+1f>y!Z-5Gy?3m2&ywViucKdE91o6p<5gs<b<X4YR`G64@5#w4
zJVWM`TC8Q660R_5g1c#z_9V`euLG`B&(?9hw%kWT{@fP9b8K}}&#649{v0KE@~q23
zX=$e=m6L<ax0f&5=J>BPRyC&hsAj3cC+&&LOOtosQk%9Uh2gG|)``H-?emW<6%sz`
z9i;SOa@<QZtG=y~la)WNESD>~^7!)p$6+%~6}crZEoWyo?f5v!LMGhh-(%T&sRgIp
z>ZUF#v&q_6eo^LU|9Yn0qmC<=CvnQMuT8P@u(|Fut>gLbE>1m<CvvVSo+U?S)f{Y(
zbAK9{DqU{her=ZToKGvhi7u0{KexKOXP)hgX=>b&61n%M@|mgn#@(N}b+_g7wf1FJ
zv(7V4zc=q)<;gYGFG^QU^A5T(L#A)4ipuV?qiM%(sy|zsonSus<XKK-^Po?g?V5K@
zsJVJL)<UONd-?9k1v&prk9+uA+FWFr6g98c^VoZ*6$kQP$G)3&)A4iJdVBkd@<+R6
zEzceNvefLB&6KxsdPmo~Op|z3bv4#<!{fESmFJ4;wU(!p?eky%G$QiTuem#}XI`#7
zAKtsq=li3L>z^MudBFbEI%oBF2VWm|jybke^K{|ytS14xZ@gLZI4`C0-AX&ogXg0@
zSFVdLV=dV=WlhAKC)atEg>HT`eHq-n@#!Ni>lYcv3p^h$H_c{kc(gh9kq+bY^<J+Y
zY*(zU+u{{gW^?4pv#zY=vbHNC`rhq*9eqk!CiF+{cbQ+INAJ9EGKex~{<>zTk;Jpz
zE0Y4{3S;J;VEi1bp1eHczB7B8hskb>_hBbauI8Ajervf)f#;@0QBR&<33trTFuZKH
zHI1XVzv|W7x4+Vso?N<m<7xTIy*yhsGw^VAzCCwu-qyQo*!!m~n094e;nCt<b8o&5
z?49`N`?Q4TN;|_hOT7HgaD9FDo^2M&vc@qf8<xw|x_fO6`^#r_qwMa*gEKf*UtI5X
zeU<?GkE<a;9(MOzOSCs>9-eTcvEu7mA*+v}3*y*czK`PB6PznIRXf_5E1@X!TEov~
zrOxB(va2{`n;B!b%zm2jvCw$So8NPP39<WK&9AU;O<vN_P<(sVPU*CrF{0<Qgu9pR
z<vz93a^0kRHtxrxj`Z++j^%owAv$N0N64ho;Em_vg?9H9UYFbYRBFmXXPNnj_G$+g
zp5I{lXx5b@>GQH)><zr!JEeB^<%Q=xHSg8!pPPN#t0h^XZtFqrHvQ|Smu~GYytOy-
zMSuTt>l0sIGk<3Od3{Z!h8F+xINRmsTE%h46O1LEZ_7Tl?p=RA&)+9|4!!7YzY*U1
zYE9Ac%d@_9Z<UL#<=<M7x5@9?pKLCzH@~>9N-diBL_BEfl+Rz+Eq2=-a6^56)}wa^
z^a_7mJuR-~`0{M^pNUWG<aSS<*PT`?%6k2jt)b8C0J*KtC)}IEAU&sK)#q2riBFz{
z&v>}5eYe+|IYODz;lF0B<}p{>xnsSzebiI+9ePKeJetN?Q2Z*p!rA*(QRtk>WgcI<
z#S_Bk?fJUiar2C}V^xp#Ogk0W*tc)%{V0zL+n49g@=dw>=GVNv`IcM;wW~f(ndE4@
zx_$eO1Fz3!uD$r>PjQ^jqpM$RZv{`C<o2RQDyL_;Y2W3Kv(|mro>R82I;+a?#hZw!
z;*$(xzMe^7KCsr`lG8%{+Q#=XQ%yHnCq4R-@j#zJbrWml+lz<glVhJgE4q5{j;8MX
zOS>NLvMU$fz2P;x;_>}aUw4PI8OE7%FFL`&ynb!@wdocCMp>`5msISi{1leEZh5eA
z@6L5qnQR_vOJ>!ql&QCRcK77TbDW|lCHDGPl`d9UW0kagVuU!uwG-#;<*v#c5c$2u
zWTN5sT@o8&P4Z9LX0K@bAz<rT`DNkM9WTQY${z?{xbBjvo?hIw)jxgXs}JXQq=ZK&
z951c>x_V>a{jT?07Jp9uGwaZzK%aBH?phl!d(UfF<CH90d^X8uXHoW|f_?GJMUTar
z9Y2?S^m(4oUo(@Sh0<lZG5(*v{?**JhMRfTvwLr3dOnB0O%LqLUL-iVTHdmI)xwl>
zKjkeLeuoz>zBTD#$2y^tHOD2MFRgZ)&Eav(-NLlDa>dcbS_0p`imf~Gf+g^Q##zgp
zV^yIu+#*u0EqfAo_0i|~$$oPudFB*UwOEU;K4BWLFycwt-pQc}2Oh7jShmjnjPZf>
zPAy9p@4Os0Csg%CCGVXE%U@T*Hr0IyDQ{uEzP~DWo;UycsPBvBZnrl+=IXR6Gw-}}
zXSw_Qb2F`Eq%JhsxEW=p2lzjX5t_cIHcf8IT#Jm#r&m`fO#T@@{Z-i$p=zn`GZ%z8
z-`>BrAbgtR=GT8#FEifk_k4cOAx-s#4=x>g+Rxq`9PRx3;L&n(GiguRti5ZO#RzHN
zSl$s7EiW3)uc2N&cU!-tPucr;=S<<ZJ@S|K1YOcyAX8`h;#bKM#+a%1O)oAJ(h{5a
zeww%}hwbZCm7c-pvp&t{yxsG=I=uAT)Y~WD-rJLTdGpRMSG4Z=uJxIH__I*eb;)uK
zORl<|YiGai+00XXZAW*fzfITcrQA2PR;=E>v$^cg*L7i;9P&@D-96H*E}K1RNAihZ
z;k(^trJuaMVzOxdw(U``a!p0kWPi$PpNlBUIwE9~Qk%UjB;nfe*>9g0zlg4Gc)-AB
z=v}DJlD<Ci+K#t+&ufy^XT5lq6mY#aNZ0T9<p--Roz5>jcHhIiZmQeG8y=R+?xyVb
zns-ik&SMMNtV<UccWpObv-ZyG?li;KaiuFJaH`Dt9Q&Ea&2qiXl|G4UnI*O-c50br
z&daWxb4^%&M%dGbG6^4hx(+^(^DR4cyxFvNX0EN()uxJ<AqN!-Tq9%V-T1mT>P^qp
zX>aaqp3K{Kd}*m{NO6pe-@$3SC1y+!nc^ez)@=K}<Ecyd@7HSI3i!{kxbfGo>pd9@
zIvvkHk2`cYN8xukYxS~f3AU$^^U7Cw_B{D@z3bKWmh^eG*_TTz_oazGn04lfp{262
zXhh}erNulqKYgy8IVpCx!LxmnKZvfj2v=U8^;78Ttmu}&JJ;{cW7{kkwNP26@O|9T
z%3~&SyEZ>i<P19=*gAFgZd<>%WykxTgwMa*KjGu+*tfsam2IlR=f>}2e7v;gPipbk
zSKF4ms%&$Y)L`vg5h*Rp8<`_~d2dAIH6zBDU)M`S-}KKfwG2J+<)^OA+3kW&{Oi}2
zPQS;0S^vTPd<Aw{i)TwWZoZhm@3X|6Z%6&jx>rVe@NRi{eVcK(RdKXYX84xbC0C|L
z+xn|aKUltPlF)(;Z2NjXsI}TGbnKtlx3&E6hOLitcgmY(zy8m_U6B#}Gq3wtv7gLs
zk0(dZ^Q+C3UiWgAlzQ9p9<`AE6|dudFOS-y#VEV#=^O=x$A7XH3MTMR+cm{cV)fpW
z$+usIb#txSx%{7K);F^aOJ;RWx6KORHJvqg!qtoOPHj;t(#qYbHn%4@jBTQYLa>xi
zFu(09rM+6w37uCahcP}{l^0+bFf-c3QpMP1!wOE*kW&sTc-Fb<rD%(P@XJ~}F)%5O
zeU_NIsMq@xvs1<%4C~Ybuf&O3#7Dh(7aHj2TWPj^<zXqK2f}Baqh7tq_l;lpbk_F{
zHLb&$>nHDVU9%(o^}KqnZ*S{^tmT;{&(_pGvi=sHbnk26?u>U)`d!B-zn;~y#?OyE
z>J#U?WB>Mij<$NXAm!Y}uFvdKzJ6VwH|e6Bo8rm8t7m=kKO3xKere;a;K{z35zVn5
z!)*S3PrE)->haGjyjnsPYxoU6Ut6PpZGDm6`a65lWJ*mFyrj2=1T0_iZ_3B*A`yj?
z-dH)mj_k919i?N$8)7)QYqs^2Cu`CyEgxLm+MXQ6E!1S}H{qDYstYI8@0`)S^WD^U
zPI`aTJhz^-%}WZ8F)o?4!DMQ0$?c|yzgcUhiye4ut1bGpMxgj?+Kwkrf;J}wZ+9;8
zZjt2;s9y7*fiGKj=8gv+UxxauouxCuymaNZ^rVXSKKIqm@4dGvbOuva$dvTSPPsFe
zT`bL;tv3Ie*vVt8p-D5(hE!TuSS(+8@ywcaIxS7LuT{UNt(jK*`q~sX|ER@m?@nAU
zPQJC}_zB~C9UInIm8@k8&3E)%G-d8~G0hppZ~cs|Lyfn3N<Lb>=Lnx|R?ug0!_s$N
z^R`Goa=Vif7N~RQW3an`%?GWcSN6#4ugm(yQ&hR;DMQHevbsQroU^q%V?KsHX;U&P
z;9nZne@=bjYFF<BVTWR)hQ{K9tCQ~AYL&FJd=9QzWjH5*>$_%m&K$unYgxB(F}{B5
z7iKe|V)@VB^P;o!9_KxI;I??VY2Y(i2BxMXANw-9IV{hbtiPZ%_2yh9Ynf@LCLRY@
zeV<@>xY(hg@%zdf+n#)Rk?rze8Q15qP?h8hS2J!WNUUWnyYVvU+Ar3(`JV)$J^sEt
zcJca3k@s7Lj4#c)yz#iLE9a*5zDw^+Kb?4MQSFYG{^4J<+@~qu3Amhd&1OY|Z=XTd
zo!m*rcdoE`R7)kDS}b9blkzG*TlzIiy3C_>wbNvm^rVDoou2pQ?HhOY{%gx;&Ri>d
zOJ8;szp3Md$=9!oJS%LTd^W`BSJ*VuT`7DEs=lt^J$9)e^OIQKvCXrtO#a^SY_a=7
z&84-xH%dJp9}qV9lfA6{$akGqIo|_4#c_Gpa`^8(>fgM<#KL98mGE-+1t-hX3zk<%
z9uGWPBpiKoavR$UiBuMbtSe=oehK+%n{JkQE`DLr2Q@36Yt@I3`)$3kZf?nee{cR~
z_AlG@SXuIA=<*=Zdne~uZc97Hp0!zYcbjZ><wC>fvlhH_SLiDL%x(QHs+Z%KU)IT_
zz1pnbHy-mfFPYPOS2KIH;;m=9&xt&nxxc>Z{0%>&+SPs<B79rT_jXSTi+|#Bk%_}b
zCREfey2tQ@=>-n<_0K)Od7OM3es<ZC$fYY^M#XpL2i;6|;A2;~zUD>MobVf-3l#qr
z_k^DfFgmPY`SRA@yz@sQTUbKFVoKg+x5aEvyI7p5JMqgEGowm{wcBcC!dF*ReGlyT
zS$u2pvWmR<r}iaWtVylt-Q=RPT;}=G>ZP6gceMB?8{~()aIL(me0tNxxf`DrZZ}(g
z*)VhBxvq;%J(aS)rME)ccFQ#6-I@A0PWqZnwD77J2b+Bj&n-m1xUO4R`cyOhpzZ3u
zFz=*CfAe4DcT4}{D~x5`GF`A?ll%Otrw^{_UHDWSD`Pc%2AjkAg^%{U^wQiN^R6pr
zV`+A-f_mn!vUNEx16GSg{5)?VdSmGm-@_~7mwU}V6O-!azO~qMS>9}e2OX8wmB;sb
z=pM<R(^GwIX3dkvt|PO;?s&3oob0KbapbaH;2Ui{pT#wcyC#|UUinZQCMfcuxa)9O
zuE@kFbC$11Gu{SSWUV<VVAE$mHPfZb{q*^zrlOnKUxbKVlDoO~MeaTyQTwP#X18x`
zVOg}jC&;KMcjnq$0d{rK&@hD?cV9*odGsEPI<#YZQk`?xIsX$Y*1fqMJM(AMs*?pF
zkNc0LZ4}}R-Ir$ZFSPI$?-EWUhxh)AF0707thr`!V&yFj+2Y;vy`DbZt=ZTZ=w2)`
z|H#cRYu>HjxLkSb*~mqme&O=x7J4rBX_N0wJ1sMN(;A1fC1NMIY7W2l)Qr#O-7@LQ
zDQ#xEfC*JsKMI}N@!4#C-P9!s-7<`!E}Xj++b?xj=83z>+^T(H8Ft5Z)z`)TQV*vu
zFFu?1bK|j@CvD2sc&ZDTpZ3)_p7e9c)mf&khqm+HTRiQK+|?kV1)q$+u5Had-D(qR
zHt$)`<)l?^OrNx^o{GzSU0e99e|fQAc1qzirKPLa3Q1M1o>SCzw}H1*Y}y--+#~W{
zTV>Z|7|%bqrm|}<o7F{$6<;||{g!@pX;JBkRlH>q6JF0c*Z0l#hHlVFDLbzn3r}Tg
zN1W5%rB}0j;onS)bBzBPxDHP8y!^vc?$DyYzpJ`puD{^p-g&_$tMaJ&oDO$cZ5GoD
zw%lAB4kaH9KEF07$1-T^&C=y9^A21sR2E|{Fb%k^`8@Od=atIar8iV8c^8x^rK=ct
zYsPjij?)S9QJc1{3Fv<wX?)Z7KZDK5g*#s^P#3>)Idjp2Hujf6DjN+Y^3PnimYZ*(
zZuzTZrQ3Xqgu-9XCO!KX@Lm3v+4BnNCbsMuyFwWzMzdXd&aA#Q#H@I74^M5jrJLU`
zDW`x~zc}lO(uvb8{=8nbbzjR0uH!E<*=Fs%Jin^o@|5|z&-y4@yt~>x<-ys;GKSwX
zMH6g{8mB6)T*T3E;$_r@lR1am&be1zU-#U&c4EZs6_)2*qa&i3`?M^h^9n;<*7>u4
zU3t;AIc&SmNsd>0q)z1VpRxS9R`L1QbM8wcZ*%w0V5nTS^<~ofq)Ebk7Iyo#TBv+G
zFLNcxjp4xgt>GOz5+{FIe(gH%X`xk(mzzVK-%1=j_+{;ywm808*VJvyB}=~F@%r0#
zRFPeJ$7)uQIenU|S&Enf_j9e^`Z%ZU(V|!rjZ0?^R@g9}STW6ihD`9{DU;8toOnF(
z(z;u*hH5jOas4%X|JK)`UTR6p>U7gZMjqPNmS!D`4qC(JZ<>0===U|xDe24jmqzzF
z92U*;PRjYB<uN-#rgRw_!?QK}m74=vWqH-s#jeS4I=Jz@|0KcF%%P717If|Coo5`i
zzC9%E-kNoL?Y632Q=XOGEX~B`zSL(D+sdt9Qg**{c+g|MG%`#&Gqz|+Xh4?iBhI@#
z$v*Z~^Yse9tonJ(Dj;iG%b%*Cbf&59wwWpRx_Xba#MPBnHyH=4?mc6DxvM|w)YDss
zmnJA%uE~q|pq)A;=h;d_SJ9=Dqna{HWVr<lyXG+OC=PJv-uP{`6NB;RgkPm+L+2;O
zOg-u0V7Y4PxdN^GQ~W>jgzQh{V!UG&sBuQPE5#$?Z`OHBxvTDHZruspaOAV6#@j-B
zr-B1z%il@<+v+keORdOXH0ESZ$J4Zx$7)}l5<akM<3a`Da5vVh^?Q4sCY`(Xb+utn
z2uE@7ysx|NJ-60<7ZV_D8eC|qWxx`8cXG0ezG!U2S=;D)vwX9*Dj0f*t1lH<mAS0-
z&V<IsAdRKWrW#u8qA5m7wkuivdnS4%e=+$gdaSw2_sZM$YZI0R`TKHi5;v8WxqN6=
z+}AL*qfYHMVX1dgC-hwVcd=`wO4fm^`*;0I+PD1NuXP=950|W0yRN(=AS9h3{Mz(w
z518DvpZ{kN(i1(Yw5P{c<nsGFZx=^i-W@$(^tD;O&Jsh5vx&~jUFD>iO<zdOUNCj1
z?CZ&s9vN_+Sg&Us;Hgq!I%{R%DX;fu5~ag7KHuRI<ayNSQDsccPNqGd19sK9J@Q`~
zk{%TF$@0yUd$Xi3y|SL6HRo5jXV%-zx^cD34;*dYp7m07r()UisAHSAo?Q{#`*X<`
zr&r~7M1y126#mTIyKn0&EA`g&UGY|>7Oz;P*0pb$U=et4&rZ+7>z;4+Yppsx%V4X;
zKlMr57M81@lIZ`iR$A65dgYX4)3suAqzYw{b*g`bU)(4A;g8w2hjS}mdA^PfdGd7W
zzSO9_nOfy_bNh__KRhYhFs<-&>9ZaF0;gpXdLBz2H+>uRZ^=ZLhn8>SWqwQ!ntJoY
z-B(vxwYp>d)0SvF`0(%Zo|(^gom)6vt9{P3w8@L^-t&HDHDTxL*z4^zx@L<DpPevR
zeErhC-fqv$Teja?#lXx^ezy8TkEZi(yS(o8T`Sc&qO>dJikIE!5EV&C+WpYLan9qe
z<5LzH+G>ks|M=W=cyGa#70;CyE%glc<9y@2D$X*v@oXjEV%@{f8G5c4n_kKDS9sQ)
ztLJ@k!^AmN*RCwswfNMOCzD?mKd<iQ{<*{=sBY@jjCrhA^Pcf49D06l-=Rx;#Iwbu
zLRqdaS|V1q%B)pF^hNP8?$lRR5;<Z<TWVi^a{g#@{O~{SZJRsm%goD9tlRbLhK_4^
z^X&^^du|=!*jqRCXnghtfdhi`*A|{zZgza9#KR2}w&b3@`|7;P)h{nk@09!c%;?4U
zoWHN{n{U0+o^NSd60syf?BLgL>oUWhTwGFfHRI~h&|P!)3O>FjC%1!H_qOQPzx@h%
zJHD*@xGurT!KUh3&Gv7PR~N?w?YX@xYNkJ<pW*kV<#!Hjzr4ilT=ChGj|aE<@$XHp
z&vdf9W9VzO#i3NDD%|A5^(dD|zqW|Jx!e19-WU0`#mNy3^E_5(uQ+t`;Cii!%5^=*
zLbhg_exDw#a5-eoqlMxD^By&ur2Kt%^~lSUC6;$3mEJu&$nwcz+4O_2vby~io5r7G
z>8qQf;kmb?=ER=omTx0Bx$nNeF6%&D=F;x;uD88rYZvaCyltChc8A?J*5YC}cb4jB
zyLT$j>^vmz81d=lcfP~ibFR%hmitrY@{j3zrDco_!yYT`l9r8JSYxOX+G!$v&AvSU
zO29seJ?bm|tj@T&Qhf2oo>fk--RqsNZMmBz$<&a2@zG3~^q%m>n-x{x#KL&$wZ7gp
zRdrx~wpTUC>*VG|eOikr2lcFd5w))|mXEbE_wSxpo?O-8`<E^{p|xg~OS%o$t+~D>
z<<@s9*F09MnO<&s%Q!`TZGvZYfyKeIwYK#SZ=|SyWnWrwT~0V=9{cmyQ)}%u3I*@m
zxa*U92lvmtuS)k$`FOVK{vRbT<Hny|8|I1kRvxRZSoLj-e^_hA(m&>(-KQPbIpfB-
zHpP3HjCOI{T(MrB*oLpG4_#9^uE6D0_@=7hsHd%>=qH<nYu8&n_*)qHHovU?>Fo07
z*Y-|w>q(z@f7YQ%j|~4*uIupsz1-I)HdDV(`$=WzmfbI(Zhz`=EnN2Ej`e<?mo0gW
zzph@bqEaMs?bhB!seaqk{xe8zeC*53d_rlZ5l{H0nA_1OcWW_zTW_&<n@8vE*OA*d
zy{eixJG0pRS+OHqVb=tg%4L<a{Wy=CJhV7@@~xB4`{f+pw;su`SSrXPRXNw=*sJuJ
zCm(I`o#i#vbiL_`NRhH-xqr?^q)Dvc=DD)dc;?BH4Y{(0!E2mlS%X=gPd@%Ud}90Z
zEYag4Tdvd{m0V`@@u<ayKYugJo98d(4|XlN+Lh@4G{ET3v29FGiYyl{_CL0H>cm?s
zcWU1_cFT6<&7VI_b0<q44Pkh;dACS#^PQ`~Q{}dNzO-UR4quj2H1p)HmYLT!3OwEH
z+u>j;(0%21RmkcqAH%L^$aF1xGV#RYbML|hAK&k)=y^PE>yq7tJ;nbjmcL=1wdH+s
z#idP#TvFXETz5YmUm7q?@5j=Vo~ND>=kM8Or6^xpePY?fdakR+GtFkMTVtE~w0(Wn
zDWQaPnUG};1{{A@nv|^Sys^dM<t*{_Y@5#>SQ%D)@cD<8mu}C}j(a=%qr&P}&7#e+
z$CX8EQ}5o}lsUIBpzO+?Kzq5YDI3xn6=jclK7al?Fs-EM*s;Rxrd}S57E0SrH{V;e
zgIT25Q_{lqzVrO-RN0>*_Z8~Dt`6;3aYd%<p3%iSpR$5_Qa73yFu7@$3NsXkD8^O1
zjZ%0}lqHqE(ADX*)2Ro^^R6aW$Y$GYWWMm9!K?qQ<;#d2uXo-&&yuIdaZKy{6#x9F
zBYkP?vo7~NC_JhcsdTydReVI_lV86=kG57<g>WlsUt1=`+-DVJc}KW<ngc`78?{wG
zo7Sur?sLtW)?#)s!D;zA+g6j?JaWcIquu1EM)T}lZ7w~_(JX0pV&7CJj{?s3FJse;
zw)%M-^H212on^agUabum<D(5vTAnYDyZWNYWna^VG#B<2=Rd7$l@&aytH1ErhP>j?
zu6cG_cfFYNr0Qy_>)lJMr@kn%D!*}_qbMt-;ekxpp+g)jTze)aZ}*ybtozQhSyGFY
z<fh)-qOjga>i9gJ5~bPOS}ZI!&rFd$@0HkKo^|a8=i&s}SMMfVNqSq%x|V;zSBX`}
zt~T1W?OMB2Hghe*m$PY4cjis0GM<zjJh}1bRrRfT6{6Q??7EVs<auIcP@3PAX~*TJ
zEuUv^==a-@dEvT~iL$(*lY|aiTAZ~jNq>`e_nhYA1E!8sQl4B7)?wfATzzTaZ)Ks1
zXDhwWh{VJ#ljy&3r6_vib4k%l$8!!_zU*@AV0?e6-8wp?q}p7q;MkqEWq;>ZuABP!
z;IXVJ-Hl&YhssWzzd3WxYp3PgEY{^cx{`Oc%&4dAXwse1b-zrdvV*y<ge)qac*yv`
z+8@cvqOMh6WV08w8u^R9IOTV|^Ub4q%L9|<TCR8B9NhZ&WsGf4y7s)QFUtx)$GKcv
z9&0MSq@<vE`@E}`7Ws!JGTdwodi(9H+wxVnJq4dDFo!Jrb!{G_tk#m%SCY2G@|as@
zip=@4M!Ms?(ypE2d4&<eOcB>QZ_1b|tl#%sFSk3LS(H1{F!|Htd%J!-Jn?eY)xHxu
zPKqvCao<_p%Rjlj>+IFWudid52<(t4juyCaOnP4SlD;$gva2O;yj<!$bzR1c!phkk
z_U9Itryk#1>YcUIbartT<I5k{RVL+Kv;G<GJjdK;jbC=z>EJ*GmS3f&C+_HRuIYVZ
zSF1hsz_W^W-(T{9H?lIfB<>E+<Xcg|RxkB4>~vtpjg)^|@85dO+*e(7eRkB;udk{r
zYEsmtbN-xPk&_qR<X5@gW6SO!hT~a3ll`w1Io$nmef`VnOApPxn|*3Zs`RUpQwGzP
zZ|J-%t37AWju^SRsWBe6tFGIY9BniFaZToWy3C?=i7{~-k{E5Xwir!UnytFqIJD#K
zO$UXru6u4?bMM`f6=7g~Ww+&K+JPs(euow47)F*0CtUgTs_dA6$GI!(Ht=t)c(%5x
zZ2pY-S#P#VuiL4#Cp&D8Xiiae`1<yx8xO~>w)Ho=@@`3*rP_{X_O|(PX2tJg9zVCc
zxAnbi^=jusTPo)rIc*qF7`5?SfpN^s*WuIr^S!Prm-~A!Ug$ZyFY~N*`r6cE_r7NE
z{N;_;-7R7Ac9p7;<?*LM>->zYu4GHfzPfhU^<v=LLZ=P3+K%F)49@fBuB!MK?40r1
z<H9YbFE1T}k9tTXE6ttLw{>cFr`(%R_hbHE+in~y4)uC8%WbW-wW##GD`$#>4cJyc
zzqZBW+0#4IZA$-Wt!bF^AarA(@T9DFCbu-+JYQ}a(N`~ZIq~@8faGWAG;Zk3ciQow
zWEmfaq}<iS9nABxnAkj4YA$q?T%G0c=l4~y;EDc0ZtPDz7n_O}Cq{f-xm|9?vrR1R
z%5#E`ERpl~o9`w4$t3UCvMe!WrPVWwc!MiBO*J>GUG~|#f8O5A^2dAA+RvM6BsO1K
znU&6&b#cY|t{G<acG<EqRbBgf8(dXxUdmo5aXyOAUgoO85w60tgWp#9Zo2$gb)u&&
zYszU!)8eysQ(4w<ybZXuBhqe}Oh<7~pH?@Y=lQ*v`zqgu++gmSJ!8i!UrEbvs}HP@
z33GdAWN|!e!zRsFnfW^x>252qT$Q?UxB61QONBSCa&oAv&kEnX(P*>Z)9^a?FRR=q
zpIkX}%J)aB1m~|`o3*BBOV_$RS2SkkA6vVT{kGhdgIk!-|G1pvX?AvZP2s1<OG_sh
zD%)J=mDzE-x$Bj#YO)${QApM1mj#=*1lhK`w^+z~eYw)W`tsI}wQL4~c1?R@99v(;
zTSvuxdwwsmvQqTC-Cm~!*XQ5a$nwqfRaIACL+$-*dsYXW+PL1G=f39Sw792RE#^9f
z-Ks5&D>cbgo@X4_S+a2Ryhj^40xXz6uJ_f|tFhD7ymjul-n2&dGg@K_W~_Oqj4T*J
z1@ofSe_puLuY6PWS^5ec|D|k7#!+@2fq|CNRgWf4J99Q;f~NZVt*M(EZ*7bCP*uLB
zQoQf*oTRN?8;y&uoj8}tS7E!V;_2J|a}y`;b9JytzP4rRnqpP$)r&LL)YdQ^U%2MP
z0SVEH^f_gJR!@BOrtFyJ5|4)s&qY0Ne9Ag3;LrS@VQt8a$;Y&%wWq9H{m%XE+bBV;
z#)Ho<tzK8yr1d4EXixIXpnJ>a^l4n`X>d4ZcyHJ2jFYz~#ys66^!W3-Z^!h+Z*B2Z
zDY>xhx$YO!+=q`P|7~5d?Qz#u7N)I2f=7Lpm({Xp>gptVv$1<Udlyn1*R0jM<5q3e
zb-|Jy$-#c_96Og?wcT#`NWFgh){?^Xj9=k43(_~Nec^xl%Jt}|d8HC(g-%3gJpa6|
z?!lz9uU|%gDmn4W>ifE~n!E?sW<?wqTAD1|n6AF?+gg#hc3H!a1D2*sB~Gl&d9++K
z*E59gN${a3JzP^1*K#ZlZjRVi<|KaUXdx%}<PaH6^-J5A##vn}jPrBN^xfPq=;@x;
zbIf9?d(H!?jY^MabtWtHB<*^$rsnsvXQ@}FTYO#p@!Wy0uOn_KEsdGCceQwORk6p*
zpaRe5Jy-k9C&#>!Nw;r}h>VcW@>T0Q8n|!S!wLOseb(Jw&EXaCIcmbj{|r*k%XeP%
z-2LiYli?0Nty?Qt(pDU+^J7>mT2N~*^}KwyZN}wioieLWepyqw`JBbtZ9dO?o-HyE
zdmH6yt9RaPOVo|Ws?L)SuKC_CyLx8@!+GXQ8`K?SKG;jWj9we~bbI;QzRV>3c^0Dj
zHw}!t-n`Y_w5D)=)UI#wnm;p&3acfzvtE=7x3QF9-kb7w!nBuh^Hrxy98KN3j;-u!
z@n%UUqwB#v83xN`S(82G9RHQx_UB~iGsvDf&B&TTTXOGKWtVGhLMaB%c6k>cO%PS+
zVZ8o2I$$@e<lA3Yk6pX7J$v!3byp_G{C1!7uVUT293gkpa~41Q^Am%<c)VISE7f0P
zPHpy*4Lv<v3-e~azHGVn>7j|Q&ztha@<|o049dDI8TZw}sbbCSNVbpXELThQ+~}7)
zUiCb8ndS5SucL~7@1D2M%B;mKeU-}WV211ZE6kh=YAx1ksN~MgmipMnZ+dE$&-10G
zQq{LleD*%7GSA{|gq_3PSk-go!U2vFnViaNOEh<D%jJ6SwC#MG+sXVVdqdxigu*^8
z?Ft7jhIPv{J|5FPKWFyLB|^TDGk7z?CvACgu{c)clvy3y&b>d>)o<;}e0}AMs>ovT
zg+VXfE+2m!!+OxVtvbBEQfsQcA8+N_)6e{m?PV>Q@X=I!Q@2M|pKqM&Nv6$#+mp5`
z|N6dU^1bKnZ>9a67dL3Ue;M1mz~}MKbzG8c?oqGb#y^Wcv|*L2<~duxvm$~ogML=7
zD)8V=d9;O_&vLzy&v%WGXVEvF=r2BCTe;q13hxcmm%rNYs{gt^Gj;=yr|D(SwdU5U
zqNfsL_^!^KBj~$lj;6xA>f~8xBRvx*&-${sTKVLp=(%&ZE0nK(XBRhf&1*S_^FCp_
z`=@WUj$E7-{&ZKmwZW7B40A$RB@&}9FE}acTB){cp|+f#YFyOpg6*evnC@j@xB29o
z;Lv_)S9FT?l*>~lr-zEaTT&8sk-^BVZflX7wZFyE;I4DK3b!=JOxj&N@2+0Ntrw3?
zHT_kJ=lnB$aO=(!vDer3W(QAcxYx8tI&{kP#Ot%(9}bRr{n2JkY1n1UuT!4SdY!9c
zA>Ufy@cG)VZqM+(sc%D@3NQSeaq8UjtuI?-+vQuU-RAyVTlq3he94ZV>{;Kvc`B9J
z_GRts_!T4UmpM&;^M;Q{E8@2CNnf7z?e?RZ&2QuM*D!^Aj`<S2^UY&@DfiBEJ10Dv
zFUBruKh?W%?%DpREJfve`#RN6?B(zI)_eBXEN*4Kte#67)t{~8c)T|K#PafoF{k9d
zEnmxdOGUb`_SF-IC&>$zbje;_{KVX1ZQistzC8cnrJIs>-(FiKy1Hh;vpuJ-h+6*9
z-nwndTZYG7?Xq&qg{LgG<@;pW@!0-v)vn1?pW9s571{UIaQ>wotK3g~FSxqo+Adk{
zSo!#Kn^Sf@d2-!a^|<;xt<I^lZDdN<<;5Le`E|K$-_g8tR+sjkn)*5>afjwXyRCw|
zE#5~Ro1H%2CT0E3#Z`Wsvb(>o<9gZD_SN*l*#iHcU)L3t-0`ovWwJI|^6H-0wZ&3K
z-i5Ite5dwTe_A6bc8NoDrDTBNF@x-dmv`B`IJ@j!hG&U?a7g)d$?q$_G1bkxs<n{&
z`hxc{mzu&ayl!=^JreVv<ivYFo0aF|G+(s*XXv$cuzd3M+0I$EUPbBp1uf}IT^U#p
zoR`h|drHVRyhp(Oy676QHq*be`)A&a(qKvWSNg&#&6zpIbkT&ZcW(%2Pg{E{<1{<V
zEB7n!Rp)b`khRrr+_$5@Q1aQfyd^(9&qqC2&i6^q`s;crldrko?fq5<iM%`>*IKG`
z&fmd0?Cu7Y#z0rb1CO@n<{tYv@&49okx4zVH$Tjn5wbS))U9~u%UdjV#A)AHbZEhs
zw{e+^jaK^1N!rVNK8Equ9+{YR=U1ItS#<DzaX^fLsd9{=<LB$Pria$oq-{{U>ePJl
zPj&dbmD@L^U$C0kpFP|B(i|cGtdF)yHNvsH?>0!7pS`rFJ#3%b9ropU+E*9)UE6s)
zUYz4{`Nq?6XFt!Y5Uux}>8)@2Tzq<^4x`0+(WOi8vDQU@Sii7W{X|`I_YuqM-Mc)E
zUv!5_Tdw9g+4WfGy?Dm+t(m6BD$Y5qmkXFQ+3q)IXY-Ot<rnr_Gc1=ajA=cso!(a*
zt~MuqU17|b%YW`xE>d0{Xsq_4=}5@7jZ6m~cb(fg{h7q`ttC=PV#hbGcbZe;el|Is
zm3O<fb#-#<iATG+y~9{NR_HvEF0i^DDN<dpe{IgzsyQYLOSW9tpZAbIZt7;$2ih@v
z*7kh9Y&s*orgTk=*sOUi$y`yZXMGpm_V{RVxKQ5RvsT`Xeg3BB{mrT;#+JNY*3PE3
z_M66eg_B=QJ5H6CTdZX}X{$Ng@|^ay<th_DmxkW#yEx~|vW|0gQ+Fw!RKF0KsVtj$
zZk1c%lKajJFW#was7?r9xT|;h%UgR+`y{Bvd|RIo$}2UYI(&NQ@9VZXOog-E=f^sf
z^FRM*T6BpmhU?OfZk{6RD;xBK?`?i|@l|Pf|NF3AQ=cE7cJJylsmY)2zP|F_P05CD
z>f@-EX5K*YA98!$bIj-V34Po+@$0&Z9p|#VZ+0XZRb7*)ndcw%<stWy^Ziq!V_r<$
z+#J?C$?$!|iNlw>cBmXP&<<OZ{8n<+8b{OXH!U=5v)kR-eEQ~u2WKj*xp%C5%jAu(
zt)!YQ-q~w?&0hGgxB2DmYkL+uBt9>WTVE9t-S;Paa>tMUHK&y3rv2$>zv_9f@@NIy
zmgDuZhVc$rcQz-BKDf0d<y6Iak>E|U-c|nGJl*87TYB5usOm3|_ttg45WDBwRbb?>
zzQ2Zd8QaW=^)=UTn>|e4&LDi?%hA%uT4swy`sbX`SheHURH@r8!Mo~bJo&4A_Wk_t
zy^~|79-ez9yLor+xvM9=>^|Aum$hCh+q3O~@ceTNB9ryZdAcrpNdAxsJG-q@<>mwC
zTYG2dMa%KL(m43?Nk-;1tCZix>eGHc==vq^@Zr$8&Y9l7uTOgsCpyV9#LV%$=r{Ye
zKgPv5E6U46w|*&i?^*Kx!@K-UJN9h>>q3O=rM}%Y_7hkUlfX6GyLBo<;@PsS73^N!
z@k{$=Tn@h&krKG7PwT#@M10lk4BJ;z&rX}mB3<aCkiOP?3*Xm}XETKAOqsb1YO{1?
zE-;9*E!FmUd2i<Kd)?~}U*GV!@!s^Jd0!4KZI4Q5X}&gl-z<K|+r_u$KJA(rk~}d;
zG}!Al*PB%#A$F0ko1>T$7EH*R<q#I&YUIhZKB~!cYH?pS@99&O4??wDrw6qyFWhBz
zd}&4Arc<JwU)JaCsZj2C+IX}=ZnxE`bK>`Ad#~-Aq02x2k8@?7Iqyx21M4T)_&n`S
z`8enLg*r{fDCgbmZ2Lm5*PQfb*1tUKR#&*S+I4l^**hQ2ns@0)p8UfYmE+G2*lKUt
zy&?BZdHvVdGp8x^c&-oQ)Z0Bz=4~y{(tZnzKbbYt&hPc(=J}g>z&!5il}Q%rC8yT%
zn>_U?Sy?>)wVzuIpVs7XBj>Whvr2Devrda9UtSuT#>K~K9C7oDj(|bs%g}i#%<@wM
zD<gNTQdgH;ncMk(VUqWea}3WmrOfQKk=ng6Yxk<g<3G=erFHJkUfKK1TxspG1%2%=
zeU6`P(tN9TfiH8W|AqM{R=t&wbv0ejC3xR7<nH9guS=7HZ+I%Z*@TsBR5wl8R@@x<
zdE>#OVs5jQ)D<)t!ismuzH+xewQ7^_mC|JsXG=fZSM_Xp%;Y%*S~iTc@*ZhU$`lLG
z+HL3gD@3vHox5my{wWP6nV#qBrUjPAt5&UIE)IIn)S!CO=4#Tb9cR7NEnbG)VA9n7
z#`J1K^2=}*mB+Kr_ZAh#@(4_B^5y%>70Y#q`P!C6IaR?=TN)21t=g1(jF)4lc8U2U
z$G&+}ohmKWmj>N&ue-|9+E;y9?b?-nn|MlBP4e)xyZdS)pA}cZJ%2A(%e&&@XDtsN
zjdQfSleGE(=PRwBQ<k$e3GJ4Z3F4~?d9J*2m2OpmgGjeQ9<Nu_^d;W+B9rIcTzQ1Y
zpS`QZLOcArO>kys^;yYhw?ftDX=prnwCx0I0iU+zIq8>9`wO>BzSF=Q#`st^YeQ01
z$g10xuY=YXtrt9E_%^i5K;`Y(jJ0nf56b`BwR<mz4gXTT6mzv=op77U{vI<vNp0J+
z<Ms-ftGyc;&qiH4#$POFao7Lev#rVTvwvOwbHh<yH^MVX;n$TH@1nY8pZr<2YKvp#
z+33#>wiPRSE`FY*@ytr3M2nN@+gUy5vel_?Em#}BpADW=;rLi&@@~Vdv#&bhjEuWH
zyx66Gep_*`M44@|v5VbS-$lB`%Y2<~iQiF-vzJ<3x%U0j0G={t`BOVBm-xt4ep@A<
z-6LdpYt#1GCPA~}Kkz=k{_eoBcb2Q%gLh1LGWnlq)1~8A_`ZBBIlN%4Wnj%$sTbXo
ze6`cnR<)lvZvQZ}d#7^Wvn4JTFV9D1X`J1ucWjPF;d}$;u$qov@7Pw%I1smNMaoK+
z4J)61mI)8eKgB%ZszK7;{|r{getY#lS|)k&eQ;XzWbfh{znxF_ZC%Usv!zved2o!e
zq3x?XX>kQl!ixNN8cr$;vx+ohSJ;|;vv!WrWOJF6aFyIV|1(9kudbMFmu}!Fo|S1`
zqP29=MR~_tu`ge(3QC?}6~6O_ccixAt>13!f!Fp$UCdqg=f&a3-6?$@kM<q@@ONoT
z*vFqA-da4rwj*0@a+Rp3=cm;wwWdq6KKcvXdUZB#Vrsee3ioby8No~YN}3}#Y~s3j
zfJ4^6exCOJ%Qac*sS$0`w%P}${bvwAb$r7^jV1T*7vEX5d4G+lvRq48<F?%_X&c^r
z_5QBCOS$<DpZ0dom}M2}pVoP*>ODPrf8~U?S_-_AYFEb{`djzz+WCdcbvmAOve~|J
znsCI~{lq$T&baSZ!F#t@#eSOcse|Lo`#@v%xbRsEd2es`KelEgm(j7!)r(VR3O4U}
zv?;ZE$BY7xb$ya=&ly~q9=OtP{<TG(CG~}CV&^TZ5pF;BF`B#ZY0rui>w-@luKj#8
zN?f|)#7f`WK})t?xRd=o&*7MsV6CO8iJW)B_Uo6nu*|BO=Wc&)i|30w9s4u7dCvTG
z5c#gi=OJ?0bff)lrIqJpCNcN?&APKY@@Hq>x{!HaikQ0Aa;x+i|G3JzR<H1=(XCsd
z1(B=geJZ-~vS!Zix$!qlUK(%<WCbp9me+dFpFFG0I#8*}Gx(L({TmzXugRa=?tS`M
z(f*G{4ihyFCVn{@H1Tnq==sZ{QI9kZJ=`8zGRee`|DpG@kmPM|GUqwmP<ga=?Sb2k
zTmELxo%PD8U~yMx%*H24n?i+Z{pPtRZwe3lC+KIux7#3ldRMWuM*0C;-h7*$aK+70
z#cJD)3Nt4fDb)G;x8Aa=3FF?Kcar5};Lihmu8Hc`j_sM9RT{Xt`Q(YUp}idED!;5V
zy0O~))bDz^saJH2-k#d$zBVT1?Z%d?^PZf4rq9g&aSf;Isf|j?{g<|=^!XIsFr7dB
zr1h$ld$WulbuNy0@^s4Tq%F!4>}(rk&F4ku@AaEFV}r}V_NTtFwvBT+c&h3`XI(xk
z()>ie-&A9tEAzy#X`eKw^Q@}<7-cp;T6oo6@r66vQn_9U{JPrGVsPl>yuGhwPBOf3
zby7>X85~ut%d<28NuGqN^LdNa7EX3APOO=FCF1YD%wr|V6Ma8@;S0;G{5R$P)+x5^
zqNja6X^Vv~5!V6r^JL!r^$t0=c5BGX4N@~=*EBEqvQFm2&U1xdS8qHsyLjHbsdm@O
zu1<NdcHu7X_7g#lt9ezD*Ne8~bIPAuZM~a`<7~KT%i_CI`pWMtY=SDE@MX{Y^pvOK
z_+w|C<v(_=xwGBmY3F5=jhl++O`VdI^VIgdXqcs}pA6R?7I&Wh<~u=~GQu|8-?r<4
z<&%*A4EfEA8U4gwTRrHj&Dx#uez)WwUhiJNUc-BHzq)SO8{{Br)APn?=bGlF=X$Sv
zj5gF>an3<$OH2H%3)1aQYl=_Rg|Wy7``^{DYum0o$^5}%)2M<|H#IoEt(6H~U#yo~
zrgdDw=8N*$xY9n?a~!5q&P!M~ESH|xcXhtiW_g|2K83!^ZMvk-oUqN3cz4jkHrppx
zxjFKd-c#$Bg-LO&nMRYQ&X6rW_-|^h`f+yARhzdh%Tud9cJrm5o5q1(Vds9#?zvWa
zcIUB>CqYxM?QSYBOWF}BB4D|yMXuuDs*PJ#-1pl1?8%p3LAxehjo2N1rf2i~*Ip`;
z2OnI0;^4kFq`*9(FKcJcw8g%*3|_(Oz2=`$pO9@9zk5~$zp2fw8)aeUHFs8=Smk)i
z^5CQ850>vu_u#NxJ!PAa#~sh@eD0=hVOsZl1A9+ciq`I{_|I@&<o#LM&P_o#5|ghj
z(PF=FS@>@>^OcZDRkP=NT`#@hVHQn(87y|<_}YM^8zRb5t-4-;+A|JJw_L5tIcZWH
zhw`;K{HOS<e6^?CIC)z_VpTV%h1z_bnM<9XGX#g_ue4e%rQ{lNV3odNrv0z4iOIoN
zS28X0U%$>cx@@PJODB8HMaz=7t;G#nn@uK(9SH7P8L7(|{!Ed5=gN!sEkpwrHyK`9
zuWax<b6u)<tzX;KUE&3WlQaWTzOL#mxNA5|aAv<_$h=*WTW*<$Jl-40V|Z=F@$c>;
zLPZSgwtTa^rPpb>^6>nqMXUUH{dUG}&D<pQ$t2|CwIy-OR%#1n-I~L7y;v=RdDf;S
zjFGoz%+sp5swAbB_I)|yyv!9dpImvmF?=K635T_>!vsRKJXgAl7OE~vs(Q5ePHmQv
zr)`$)k+QWh+mw#(J$`NGXSuHtCtN*xqSyMq6H7T5eQnB>!%TB~=1twTuVve*%2h^e
z$ycr&pT-+L$@o^Mn(xgsF_C+^+#X-rqkrU<%(}jid0)TG==pVxZDG=8m&3BFErWU%
zeG$HzUHs|%5v!VSpEtZKj=4H*s!i`MKe2uLKbp5EMlLCuxqepZUN3Fa(!jp0pFb^H
zY+J@9A)g%_X)3z&WY+uqd`^bOIIn4MO<K<xhP_)q>seC7B;$MQ+BoI?qk^_5FS@fQ
z{_2&fR)x2#InGTu-gtd$*+1#ak9SV5=6ST|MCEqj0zTuo*-PW3J-Qx0JD>G=m8N&$
z!$hx8Wy$ENd9`BS&8~gh&35s4)<@a;u-^Hn`==#0Hb$C@fB*b}QF2|o<A;YvKR-X2
z_&U;^*K%uZ|El%<3punb>g)V{#X7EiIM)=wx%6r0dY64WLwXtt49_|iSBmbjc9aQk
z`q6$=Tdv@-=}U{qq9s-pRTWi!K~;MrqmTUB<FSrW^4t43-(?xaS>;UbEbenY-`l$7
zwRCUX3y+_lKF`a(<FRGq)?2F>n6@nSo_hCP&2g2DS8sLKbe9Ep=C09oS`d0*z5Tvx
z<tL6?FkJInyJ}01gZ;l%pS^#tWO^GjIqF>aCR-if`b7U5m%Ls^-ne~b>%ku8ucps)
zSDn_G9WW{4W7p>Ng|DjS9MDiKKDmCOi9U1G&DKh{XYXfS5_zz7@=tk<eH-IqrYt_I
z_I2`2nf&%Yww0xwYApIO;TLz+Zk;-ZnW6ex&F91UVpjtXthe2BHSN|7wN5|t%YG;2
zgWFDT_z|)4k=Du+U$Wl|xN<1S-Je=%xAM`|fP$~jqNcumbH-_MjL$5)#RbQU<-Sy_
zJuW-5QF4iCugRN|@Og$4yBVHbn>N|>>gT57?K@3dlOM9Dvu-Nv`X%mq;c=Vn?!x)k
z=B_-ZA6oo8WNOv6$(gn{i>@5c&Oh*6_I1yd(wU43g?)FkuROVYWg+|JwT0Vf>EzYD
zD}EgpyHGQG=liQG+ZQ@I_2~WDd`SOmch3allW(+VRR8{Fqb&7HpdyK>C~V!b#+=17
z4!n-NI8|cl((^NCAN8+T`q{47{fb0^^vf`txxW2(vwj8H%H6Hfcv2NQ|IG`A-&^Z$
z&Hbii;kEAiEcdg45wB8rNxjbbve%`F!#?V}##;s1km|zd!sB@yr@pOO9>#0!D5}G~
z|Kq+Vm8$z%%kE4wy?prL%Z?|rz7$;0kX=<+$<@C{`}8coUn*V)E#8N2Zja}k_tUh_
zo?qiZb8N<yh39qbt?ak1{qb|!&YeQLRTDGrhyDAkCC`6!{x0^1(U}Vuo>Zs{<+!#s
zd^O+JoQke1^#aGNudY~Dewe@QlZ=VPUsewj3&s~(lYcC`THPEO{A1sJ_UAHTr;OrL
zb_O0g9<9qa=cU=}Kg#`4@o#<?*uAa1^3S0C_x*`$B=@Au`SbVXrz_>({lZ>+>3rkM
zy1|w~ZtF~KrzJ^y%w8XBpJQ>fXu6%D%HNMauT5MS<elO)C;Ae<^NWwGIsDA)M6>@1
zNjS)AKmNHV?CpOBUHh18!9S)2`JexhwzW^p^P8?){=?31GP~{=m5T<hPcEEzwq_yQ
zUS*j)i}P!%&3di<g&s_vUv=}stXE}$3p;1O*z50L9+}6nN?g3nM))|}Zf;pVPw`@P
z+0{)SZFk>Zosf{U@X+rUxmu+Q?!MV`uIzD4_XOX<?{Nxoe(&Rt?dcD?qAIlE<m;F<
z(}T7bU%7U1scLqe>T%AFS^l%#s^08VNWL;BtU8<ZKSRs)>6McvS+4!9ZvE}?rR_bj
zU(56&IFCn~{Yy`lTdFjv@Ya?`*UJR>pLWf=>@B2`cWlyo=l)FP{aNoeT@H3_SbO@c
z*xOsrR=w7G{b~E<Ya8<P%A0&E@7~?>ZJpQT{=8$8v|mOVT#2+TF<J2H*vsXg&GS?a
zp0NM7>WDc@`n<1R(QWF?v(8j@EP5%|_3Yk%2IU3OO_qPN4(!e;UFUKB<g=-1Hbs?-
z-SVc)yyjVYy{R~$``n!BFmaWxT@wuD|JGc1!}sh^Y`Uq|8Bdv6=RyyNt{1WWd?Bpd
zN>OZawGh*jrmRzzM{ScNpUr*Rb7`0I_v?N~w@!EvvgGTkd9hy1jDNEwmsM?9tt#vB
zgr_Q$>4}i-e}<?%H<eZyU3JaSn%vVZxYKUN*(h1I!pK*A?3OE;<zud`(p)@wX1vo2
zF6%3|T?5(guhn}sQ<qm!ZRV2Ylg~!pKc+2QDY;_SgHPHPtBp5az3_sk`AP`iVVP^3
zJ71o)KWm-6c&bd%n#nqrGM_{HRSI8wo_vv&Q)K*g#iTNho13QjJKtZbEVHio#LKYQ
zs;j<>_a=+HEBO?kE!vrUziVpDq`Eo5XOg?NZ0z^Svs$FeDLQd>U&UILI>TA(l$mWp
z%kCKe3V!N!t3~sy?VIeM?faKHrCPoY5uCrybJ+=h+3Z>V!J9sLW@U69cz<tc=1IwK
z>x$Jc+sv9^sLXB}=&rKb*E%c1<c9kEs!5h@RbSQ=Pug3*H1zqp!mjJnlhw_2&z;Ph
zTG$+R_QVVA)<~6;$1NX(zIc{!!{pY5t6^IwUR(2cUS?G4i6`mTc21k{;A+_P<!YNY
zTP17kYtP!O_io?T)Vu)UvxVFRcX+Ne6~7KuU0`{8u`REDxbm#c->#ZI`_GV__~WC$
z`0>Jna$l!TPkL-CZ7UPY6T0Hvug5#z$7OAgc`|Fy^cK0rf3!XBoV*rpYpX8tI?UyO
zT=tpZAm!De4_B=JzGJP7=<&DHi!X^izc=f<7US6h&bs!!UU`iYcLT2WhDLw2veXOd
z+j{<v_sM6gO&)J94v|az&v0$6a>~THk;``Rr>R?-90|VOwR(?mSW@cwsAU&VOU*J~
zw%sLFZtL<V8plmrSxzh#T{hi&%abdg_WJ$Gdzt00qAba@;hmzb!`Ynf)>P$L%Z?Ub
zZw}lnvtaJu$1^_7mM_1ydd3INqa~9z2_9Ip{ovb6-FN2%EluA!y?Nf$<T=59?{@sr
zV4q*r8TZ}1@0$E}b+x%0stP^N8NdH|wSiwI<f~biPs0NFORIN%dmAOw^Di{8^V_4z
zUQdfv(ta|eJX(-(-0td{2)?Vr`s!U$VSFCmVJQ+Hvdu!3ZK|%lY1)()+<ZRkWY)<^
zp6~kXid<$MSaVY)ra0O>vB+NP$#RwS`G<Br6nRs5RcrSf=R&OqMaH*w?p%KNsOsUb
zU)C6T=52j_Y3au2SC72Rmfo-}g6mE0VwUEZ&`mx4G5<pEMe{K}+LfiY&E|*q+|64y
z1o+izUwkutZGlx$kC6NGxc-biJY|2h&rQA_d}*m@y>qgJ{8Bs9C%=NPr0`UIUEQJ0
zR=(wyM6g0w&5GNe=WMe}7#l-VdW8HeO)k6Gg{&#kmp=vCSG~tleWmHGEfVMVrf=c$
zUw&;%*qg#tnfspk?uj>GzqBi3?WRf@u4wDH;+L^ShkIoAuKKbu%P8;Kjm5G%WLJHk
zVypFQnaIblN|V#oHcr`MZ5g|DWAw=fVW~$LzP+lgTsOO?{QIhBHcuL7J<GWmeBpC-
zH`AE{?fH}aEq^aJeUo-W?#8!O>ywtu`|@_<Ngbo28z0-YrrI!v{(0_p!1T4bnP>CS
z%CAr7U8?xH<|%i}%OcgJZ}V3g?fQHy`-QG@xT5gVn&r|hg<W52_5L$RyH$nHjhhk^
z*X}2@_IcX*b!)%YzPv80b=zm1@vINkw$2l{i*MiC?NKT}{mc6KCAac!%RO$1eo-aV
zdOmB97whrYaW$rF%3YJ+w*0QX957k+a@UL8yRj_iKd-ZT^?~6|-&em+Z#zv7$KTn<
zZ@YS1uekYo=eEr+0<OGw4F2(0^l7;8X5q<Qm-p_PAl!UyNA~JTj9=F;TI#8qvM;?m
zELYcO_wvJ4zr&=r75~}nvvbC7<~iS2F$Gnucb<0QN$b*;If9eFtoByqK45cIRHyK0
zhEm^i(Yfaxot~aJ$$o3w;so)9e>O&REUCA;6y(%beRXAq&!eg9vR5-0c5PU*^T{=f
z36Ea}OR^cewS~7Q$9OC#U6%iS&9up)46{vUnLPKnBV2r5=F3Xg1CM7t`*Xie)8?J!
z*HwkarP0~WD}|fq6wj*r_;p=wD#N_38GaS#vt}Eos$E=lT+;s9>c?uEkNmlE>d~q*
zeY<BVR-Aw6d;Fy@PhpT$)^!t4fer7w*4;Q7r8%K;iFVMFj@<aP0PbsxEx!E8dg-@g
zRjQF@B<EVTN&HV84lGNSU7^tY*7I|Taqoo>2ZAFvxtsD^`(?H;F~0sH8n1Xd=-B7R
z<BtQxSU&#<VVQ96?n;M0E6q}Fy^Bzur{&=J`ekUy#Cz-XeUf@j6y4(<CGIs0U#zlW
z)q>x%wk&6x+k5q_Y64r9PpFf_iYVvCv)(>e?+0Eo;Env`d48+2&fRR)bry>>Z#)T}
zd$0Af=IfWCK6A6y&phvysk}foGvb=@<f=vI9-p^wwJ=~`8_qJP<X_2k3(MmoYoewu
zi8gv5R~=UD+c+=dTycPLir_KpfC*2vOB5#lXSns+H_YPLtCgBI34gN~Pl)D9-t(R1
z(z|@ltTpH7O%;1*)${9$uKMXNQ<LqQDP9LR&w9D#b<?}$TPv?j7VtN{ma!=<@$I#Z
zEBQ+|y$q?lru8@Q>-)AxtitMBtA$o-7#L`u*ke#%wDk@1yTX_8x{<M)zs@lUUeYHX
z6vw}`;@u+4bGF&HOIi8naDB4%)1NWF>Wjhp)Z*u#Ek4^jpG`k$^K3(8k=0-A1#>1m
z+c4)7JNwFC;ah5CBR$O=lv(~(t}Nq`;R>~UQE9vCHV>oY^PMMmM;xD8WVh#<^al2i
z@1uh!I4A$fR-CZSziP_d6NP1W))>^yxf<4OAGdXtK;cV|SDcS6-p;!6Ecea<Lz&w9
zYaO5VOzygq`gN7j3U<@kSr5+zu`>RPk1EWwy24|Z<!2nRb?vzos@jnoy$$|k9n$kW
z|DPdhYQWVKSMp^3W=k3`GpT)=bfn;koN?5~=$?{SSw{q$7IfX}4VSfD&Fddz60Wx-
zAo}t4$FXmF6do^4IMmGC^+uOn;?Z{B8~6EHIc@dw+$9+Jt9Cz`6THZ|@!poHeiq8h
zU&g%Ma=u6~Dl>WR4j;zXF{<zRD*jD<5x#i+GVQbL`}}G(FHPU`uK3aXT@$D6nRTOc
zr)>SPjiQaFn>n7Z|Ie^$_s_{2kFvje)%~WRZG&F8=>?wRh|l__3r~k>xk>RAUf&wq
zZyMQl$v<kdOiQw?tM+1v!0cep=>DY{E{84TruOm6M{Qc?XrYj_sc`p&Ye9ik;_3DV
zvWB6*_>ZmLGBamZW&*qE7KQWLf-3L$8118~bVK<(MHlUvXBazY&4(pdkLxIIZk+!z
zxVvtD!|Dm^V`g2xVR`&{%v<YCj~3rJ_{p!TbY+WW4A-?!o=R)hC@Y)ty|@^0O6;+G
z*_K7!dD>Cdg<(Aog?&?dCSI2=b#++sadOlI7r*+crpYIsByD*VKYPK~HL>qXkF9?3
zCi8F>2g`T))>t!Vi^t0Y!*uyP{xevvJE|BoLwSAGzG#-M`757=OV!;tE%jLLisZJ|
z#}?~j_gT0dy2ds$Z_@eC$@UM!J>#n7LMvXa@m&6rK|_6+t=8MCGkU6KeX;1_7H6LC
z^=ND41>pmauWeZ?F1}jNBxdol=d)rMBzH2;I%>r8b=9q@A5Jnn2$#FA6a8N5Y0)M(
z&r|v#S@$G9_WjN7nX`@EuQ*m|^(i*3o^NZnZJfMw&Xd_;?s{(0CXWjCw?@q@;CO5r
zxbx*pm(--xjqmvWW?MN=ldzxaC1WlV!pd>{^SbHDo@Y&0W+|~%u3m5O&fV*I<W0K;
zvzF?f7PU7`tTxI#XK>X-ZDrA#<)UY!@BBHy9HRF$arfsntHY&_`8&scxirNz-ArBJ
z$<~c;uT7S15WbPLd3}5zzueY|x!O7G_EX($c8Z?XSaNf!)xK9o%al!%?(kV(WwXrM
zpR?cmvdQJJbW_jRxl1=#JA8SeU1||`ShSzxLGjCQsQ_`?w%XU-)84))yVTcpSYJ;-
z&HCFqE$_xj&cXTXyoHP}o1QVbp+4(t#-;reFWR`RGP|+2wBU$f%;XI^#&fQ1>7Vm#
zQ)H#-W!03T>r)@CEjp9Zp!MoR#rqK9<yA9_e7&ONO5gOJka;I*dO7;Uo#LP2+5!?U
zqc`mMvSP*6nd0TqbD!=xGO=g=+FZ_}MLW7HTeJ3_{PtzNQef`9xtvDP$A4y@)juD<
zw#@iWp6KCwX60d9F7LYVB|Y?0RzdihhbLd~i+bIbOJtvaZP^~>dXwL(hrgYzx_EP*
z%Ie~b@-m02!mc}-t!$ffF1%%zSbLp4gMImS(Yc=U?y^j^TdrTiAGJ`7n`>`Lg=r8^
zp4^w<SsNcdT6X74v}}lBx`gOOr=?Y4xwDE7{M)*3<#DgvS5-4y#YMa>6<*qT`sPWC
z^P)Qy56K_fq3aYge_2-5;;S_iuC89(d39Z70YBTGsK1|{zbcIDTyc6@&VPnqtIz38
z5mQ&%`$s4ATKk#DS#Ex(S2i}zTeLM{a&{B{a#6>{&rMz&o+kQw%Pbqs$Wq(&u9H=&
zKE^w}Tq0e6YG3As8SetSe%X7beR5bo{pgZ))s-nbmvwKi_;h}0CEKb!_BPiy+<TrV
zn|*w%&D+BMsE3O`%6s=@2H#IUvD|UbUtcGYp7~i9r)cK6+g+7#{?Bl2{Q`g2<<3up
zzP~S;XYumd)ZEj>Q5PNO6<*pp=}x-DdC4`E7hkIU^vOuDR0*4Y^9S43NeWB8i<YQa
z7e>ZC6S|y#=5U0ErRjqH?SG8JX4LHAIy)ikbyCv0v+`Re-dmh~xbga|lgV#SuITf1
zZatf77dvz5^Jg=^HQ%0h)zke9hka{Qm+X<M;((R67oOIdJUz@Qwd~nK*8bw?rYjE$
zv|P6yeED_lf^8Q(Z!hdqE|XNax^%mZK;`?c8-lC{R~~xUE^}?&trzNn>y}&P`nj4M
zKF_?jq|N5C-T8S}B0EETB`zNOv6@@*i|8sv<!u_DKGba$YHK~@_bemMKgwC+R>d!_
zYd35ymTifY)jmH*xA?~Lz%5%XJ146=zq~cHPsjf0*^+09yCvR+x;QHr9MxE`>T;Ng
z?sbNAnOQI2rYQ97&F0fdUhrs5XIZ$d>&}Y2jFZ;0uM0ITpLH<wzIyz>y)M^TK1PY1
zoc5=3ovK&vPq}N_Voyb8Utf5^Rh(IF>S`W$dq<z%LJ5hrGsKzMMg6^JJ$&<MtJ&Jr
z8;f?$-`2;Vep&R;G|5M+Jj+fL#+9u6Y}=nVH$H9d%xiJ+A5VTgT427b(Uv#m?)}oA
ztDAT4v)kWW7I-)|H@RJ~FY7<U!j<JK80XLa&#*QweMPLtfd}7L3;RX(pFNv+4%GC%
zvb1fp&(EkECrvIJrY84aH+i9YSl?9U6zBPukuwfH+PmY>$2T=kJ<a!?kJ@~tDOYk`
z<5oZWUtb@dE>`-!()Y{0t<SC;*!FIgt&W}L<=&mMZ1ZAWqZdB6U9G#m@}$j|^%lRY
zLsph}{=QRvtv+bhUAdlO-_o4-HfPT_p7X8Zo3^-rZKdm)hE1QZJlk9C_0;ir)Kt%-
z#<SMxUYQg6u4?P5hwjg^^Uuiqx~95QtC@YP<ue8$-y+*@wy%6Oj!ug4J<h&1#Z%94
zQnuEsuik}U*LdcKG@sR$wfQ*tx^td)L-nIg-qRA#Wy`;1*%}$i8YAp0V;UlN?%ArZ
z&z3(3E3$tc=FO9Cdb>QOa-G(b8zv_iEFP`4*}*<*Rr<--5vRhf5;>Nx){ok?<j~$_
zN1G4ruqi!T^DFJ(pX_T}tQUl6s$0mnx=ekvE8?7Suhq%f+ciJS1Sbb@KHr*oR^Db-
zXY$da{mwU5a-1uiKCy8{k3;2gwmsaTMcgt~*Y~|@==fD;`uW`2L-W^$n!SHz;}f;G
zR;M!dO?!D<wyM14(da$)_NH^WwmBZJ`X%Lc<>H6Z^!J;W_P_gTnp6I5#o}`eZ^Jqc
znw~dbd68qeY`fc$;#ko&OU$#Lx;gXtW*xczHfg=Ptk3zZ3rp>au5XGl%RRn~x1znh
zF4NugZMgi$_dWkaA19Sea=)B%y;SY;jgM~w-TbRQ&OQ<O{PDHDmjgQ<_Em>7i+1}~
zEzW287dn+~u1n$^vnfk=+m;{r6{is7X2G`iRL!c1*EZVNr)`YVmr!7gGS9#M@#N~2
zs+QZ6bEb7IZ+*UX&UVZ0Wflq(in2xDq)*marS<hlyYk+c4f|8A3+H_NvUcV14N0kI
zZU3dEZs=9vRC=u5{4(zSf|nnCPClJbmA11x)--QvP=G*n*Dw7;b#i^;EX=p|sw_{f
z<)6Ry^!dd*ufF&v7n)i-=j;0V%MU_39pkQsojWP&ZhBdRd9Qj&h{DyGnm^r{)~KBA
zTDjje%_gNV@^kji3-Qj%C8n9qeP6Chh#Z^nE8Mkbe$j~}Ev1{L(PxsXLg!u0NJ{Iu
zTxpWjpj`T3*6NL~BiUsxZ(G0A+k>lP?yHj`%b6Cbtzg*HmG;b*)j(5y)_kR<F&s?7
zuf0x`O$>U+G$W$w!mqYv*{sLCPR`iIryZ95iZ$tum!Rk4y{4~1=U#kXwdhpnh63&9
zZ%hBISYnr-AN5@~K7dt%>nHoM@Q+7&J8i3^)@9t@`SN1(lxh2xH~yISWJ^!^bJK^{
z!+Z^O&bPjfwmP<6VQPcio>`xM|Me?cl4oHz^`;a5d&`ey&o8-!t@&`IHS}2cpO0~=
zriZr`W&6EdGO_bqk$=@`f!%Ub-#Cdy&9jYE-6-_V_SJ`DRw1wR!y*GTp3nEX_RZbu
zd(YoFB}*gR*H=xP&9wPmjgY4Gz7~zUvtIKk7R7CR$Hjcy|J<t0o9Auy3OW!lbNlX;
zsq1{s*k(;WE%7Sbwxzx4*y=5|-^-UgaSn@?k}IjdCvxA=<H55H5<Igu3f^Kos=7Yd
zE^U_-%N4x^{g-B`1{LlI`Z-acF6&Cn-ZMXw?e=Y*7q~Y&a=voca;=RrT)j7aU3E|K
z6<+wVis$*($O!^<Tb*ZZ3hCV7ufEkK=8N4{jl#aGp)-v#*siueE$#|BeQBj}^SsIx
zomoy-BQD-y&$+r#EqrULHbdoFj#CdVt8|`xeQ#mRq~f5B4=x8h_?yAfxq(4$tGxBD
z(2cLyv(l<-Gjvt%9l7{?=h_t;8_yQEY+U|+0?(66J9SM;eWYc!XRSEjQ2b}LY})jB
zS;5vaPXeN+wJZzr^-)o6e;g{7aXzqX&PhoNwr(ZaFQ$Q^4L^69)*N9tSA1#HL)+Ib
zF{>UVEqrIP{zBF9X~*ie=D&&l{5jP3Ol4sB#3eDIi#YZj31%-VzO~dlg?(b!>93EL
zg#8OKe-gUoRfNamHx?^n>*6#YHmz0mo=}?=ow{VQaf&D7<AqCZ6`ojKdGg7ui8ok}
zXH7d5=pQ{bFob{iy(L8)zqbmfZ?&&0JZiQr&F{L_)PD7@O?yJxWj+SZxXrFKb+@$Y
zvM2MBKK}~h-Fs`ZO6Pv7-g4%XtHaqA^?sD8J!}8wm8ZhTP~{0dyjvHjTKhB2oj7}1
zYgzN(HCH`#J!K2SX5M(he{SXG(>=moCo(<XocWxtR*|P^cf9bN<?7ZG|CB@jU0b+u
z-_o@uin?Bljy>oJZk;I`J!?|*qs47&Ec5bYCh$ki3oCIuy;{%MRXSnLRn4i<Q&(*~
z^mJcxtPZ!(a`mm@np2+FPHfTb=J~c(bi3>OsGQY3e8!<(a$nxxXbGMv!ar^E%sYjb
zwjW9;S#e7>Z^z1K*~KnjV||oWW;{1_{oFk9-Y#bu=ha*jxQh%w{k~ePekCa9G4}*F
ztIJbUlMk#raWmRHt8rn(Cq|KV>BV{)b3XazD6dJLR~4ct->3PSuXs|HUdGP+g%=L4
zbUUEjzi{1dzs#@_HG@~x*JpQ|o|-dn>)UxU+xnlJk28E5aY{4G{A{+|-G$Mwgax0v
zga}?K`}6vOxYP9`U9sEUJPwL>W?VOjUis<H3K_uz>m4qd1}gI$`CIw(^RMu^L3!T-
zt(ER1t-F6xcH86!+B<I;$G%}-p{}%dwa<sRxk)Z9O^;WKp3mHMca8(Y68Yj;U%9<o
z_5?N@sQS9zXx*+z*}%T*x$DhJ!oG(YE(qd(knQtI?8oo@b5*2Fbavi9ztD8m21llc
zQ=?zU)l8Wlt-Q``Uq_=}LII<bUDLWXhTqghxOe;X&MtO-n>Z(V-lCmL{=6$y`7L}@
z>e$WTuqcoIQ-A+zE3AxjR0*AM;Y@>YbIduvYa4e(^Ldwea%+d3DH5`EP15n2BgT^6
z93Xki{PxKeQI%3fcXpO@s26>Vcp~~-ZCi5+ldr4tZNUq|!5Xjk_A0Ax?NQsYQ%0{a
zG|Dq(!jr#MVPAZfeDt5El6YQp@{&3EXN#t6y^-3JJ;8j=-|U@T`qLHr>b5>xprbqC
ze*0R>b<dTb=2V9s%T(FvG1bz%_~P7t=l-?neow_MM9&;9wPsj5=hw9*fo%D+{LgLk
z`>m9ldy!$^6d68yu8ZEMCm30ZCj6bsu2{Ek>)b-4Rg>ELu9&90dl$7i+v)IWlje2C
zK24V8vIhiXCT9gLez@td-PX%dSq5H(C+z-&70k8tuJxLdD%W*vvpdJ{Q(E$0oagY>
zZFy-|zgtrM<+UY!SN56n?)Q3Cxc`sgeDj$etE_WxRIII7R4Q@6mNz~+y5gAg)mDSX
zzg8hTmcDYHZ9MBP$5Zxen^ZQtOT5so^6vP2IB99?)cw1%^-Fh)mTk58ayc?$YLWJm
zMpf6Jb7ozhq|PvbHO=}A|DA;z$Gwdz=gfO@gST&gZ)mld&FX|J4KZ(Z7?*_aJYN+Q
zc-bvz*Q<2X-gEEwMwAD{x%pYH+vb_i#_?=*_sWR36WKS11+~P7^(tGcUwE>}-2Y(E
z@@u=Kv#Xoz(ilPytyw$4ILdH`@-yFMTbBE}*Vejf^)GZ>d$IEVS+~nBdsn?Zy4tg8
zjlI-~>ac)vgA-p?mtS|(wmo?%MEBBqP6Y<Jww=x<89#K-uZ=lbBQtr{S?{1bIXRZj
zmsZS^?&-SPAR4!SuBS>5qjkt%*N{m$^U}BW)df9QmcO>Tqr;M=>yo*^%AeCs=X~F`
z^Tdfi+4BOM?%uho85t>MV8?&XIQpY+jvJfUo`2q3>v!F$bDJxf<d8fu%FWxC<-yn8
z8}FY`%t>qwoF*!%t&pELwO3|?I=g+VukN2LqXkJ@^6Xq9UnZRvV&i(YI7ITq<13*m
z`@5VE%6o0vv{JeGd`(!UnpoN!o*gG_t~H%ju&-9y^e|2<EL?WAt60z7bvd&ygiFeM
ztyAGKvg&$vCw1qE@2d@s+2o&_#BSWNBx6hTjRy~|uz7d*U2fVxS7(xyKw*%3!DK~Q
zj<=Dfc?;I>dok1L1ml5cE6!#dn6y7`Yp#mKG1iFi#A6TK7cO1wF)vfCm_@*?s_R-`
zSb$N*>PfectNGoL&pMY8$?w%|S{!O|>S&WQ-&W0uo0|->wlT=8l>54(V=~`<Q?A+j
z`U|&B<d}GvA$viW)5}+`i5wldYwFt8t*rRq{xW*W#qKK?w3a-VIBVn)vYvTXgSF9<
zI;BP4ljPa2t@O;8vF2oQ@?}$P)(L!;qS{(>j2_Qw&f^RDr1j={EbBtX9ucJt{~50C
zjF}iKG&QMO?yJ))g~Q8Drz~FjCYwFYO0t~6_^jz&&x118<eqi8+C18_v}Z?nyw~$R
zvo2g*Tdu1lR~W24p?1~W-MjcQQ%}q=cu_bp+TCSM%H@5}Rw&OY7j->(^4rP_PeP&(
z<^-oqV|v$b@iydu)(`tukDV;dzLS+dtjyS2WO;)pv~<RU%eS8&P&RdY{5|`q>-u%q
zbfcXT$_;Hox+3JRdfju}@}xLyQi%F`FV9z7MJDfD)m$E@RpVm2s&Qve$+A7S+n45_
z*_D-Y`HTL>e=q->4HM$|{AcAv=03kH^^}8hf3^O;<;Y%`aX!z2C2e75k=4J@dDjj(
zU!VUx%Fy8e<Db_qx1Be|I$4PRRJpe4w#(watz0f5X<H_&T-~DdOW?`P_{`%XSKFMf
zF4|w+p!I;E>}a^s&gq7}iK#2@NNqYhxiK*3<o8wEU9=}I`gk^)$AB$sG22;-bd$-O
zZ%m7IJe#qo@2iW&ai-;NFQc_3t*1xygeLjgugf&MoViKIqA-YElyTMB-6mVZM0*8$
zo}2Wz287yeElfU_9rFG{nMc7bcasP1SvGrun;xx<dok^_;_(G5%efZ$RfVjcQyg{o
z&e>_7Se=fW+_TL%VRCzF&zoZtw8WU%*07vaR?B*Hqu=l&-;Bu){~7d(c<Ty({674v
z+v|~b+A)7y*1ENKoV*0z#@qhb?zwZ8`2h*Zbv3Tmt8ZMM7qeC~>iJWZs+<oSKTl_o
zo2smAp-}R5eZfb*PLpDpi9f>U*aRLwDD&O)<JZ-m=gytF%cJaj&}8cESD}}3B$phJ
z@2$GJt)C@9jA8z{9o@ce_ijrlTRsRcO)phBv#uieoc6Lgd++)ObGP(rd=9DFzo~3i
zUMHhnvOe=t&sA|pGo@J%ths$(&^eP)QieI+tfKp<k&j1^UsclXkjY-!#dnr{xT3jh
zQl?$=AJ0dJB?{!{udVc(nOnW)K6`;n!oQN&v0R@6cJS*x;J2{3zCFs7ZDxK0!*S6?
zTTNH(u5WxC{Oeq5w5P?T=zY(ldCF$hE?U*V5PxmY{-|r4cRzpIb@p26H<i!FZNldq
zQQJMaJnw72>E+yc^UOut4_*w(Sn_=1k~N=%ZoZCXo4R=I*#r8Q*J*813Dh%wKkLTU
zYl_>?uU}idYu0>gzvis3DqpY8cYbM=yLO8f19R7nT^UYu431W))amuQ-#crRFCtkH
z<o;>p)JWUD<6Vp0%vz^ED35B{(D(S>o=*=d`~3H2+`1hTTl02;-PWpi913xBE_->M
zj}LCUYN+?pE3TH$BJyxk0spl%tK1eOcOBewRmk|$yssy{*G=+28>OFlb55wT$(vnr
zr*n0@Diy***_KLaNVk7kKP~m6VDMq71^3hwulDAxJm>K|?$&<>{s*;Hzs^J)ER4)w
z?clCsZ}n4gPe|pnmG+${pWFLo+pqTe>$l?Ssx@nW$Vctlnq}X$!fq%3iuIH3AIY7Q
z_cu%Nk@(lY*`Y0$zNb4a4@<x1`-o$MU1F&Gk-%i>)la8=WG>?WylT>q&W872mu*=4
zX6E{<ORxOO%NOFAB(1(b>%`=vs*XR8KaV%^U2mK|r|@;e<g8CJHOKGIx|y)--hvmd
zH=~YU;eRX^*r@(GV$zSJKkf3pe$L#={_m^9cfZ4Hb7gi~TX#N8PJN$MD|OFk^89;g
zi~cjT9PB(f;riKJ>%7-LLS7f$+j?cwtJ-s!iPx*=yP0?0VD9AKZtC-6TU>p`{kawP
zw`zY~5sFD)_$O-`+r+I_0^T9jDf4tEJpbPN^ICPqv@qr8>m`J?ueCYjUUf0y<+^99
z`Mo#3Uc3I(&7b?`T;(jC>3PC_ZRLSEzpl)yw0zdux@?!M;X?O~H@sK+yefMBVa@bC
zQ|9lhzUDZYy*XgZOs18A{mJpkzO_^G)}9usT)ncO$Z}nX_tDtC#EGv%URFvw9x}hE
zymQ;k%@ZouZ>*EO5#tf~#E;ML%X-ES>aFQl)`ht_Z&v=e{vxlv@AgY?rYkUs?K$JR
zVD5LDRXcWutXk+BseAK<fg{r)cIUpSPwZ4LC+~EBP&hf}==<Ks+jiaD-}CEwF5gn#
zuRA72R<2i65Bw#!P4Lo6bHA$15Br5)@bmN>^s_CDbNSesJg0wc?dM0bhU%R^USHd1
zalPbOQ<*}6_OiL2-tN1s?qnq{&)@LP;%M6AwOLLDj`EKq*y3le(|S_G_iyX%Qx~sR
zY%RWJ(wiv4l6<u6yYZ0^ss4f2_EokO@D;y|b`G1$5acO0W!*og<v~kSpWe7|RYIWn
z&UL1<%?IB{T{mBN@Wg+H*Wu>My?6Odvy;_DHMif{6dSeL=*gU<MR$y6WfcDicofvy
zo_p4FOPA;|R_|wgdta)2(ew_9>iqdK>UO(rQ8r@?Pht4tDMDGdeAaKtI_9*sB%pCi
zxXvcNt(#dE+h$eI<q9-!cr2>OKJUuWiG_2n{L7m2G5Cb_k)A%y;@c+IN*_%yko8!m
zD&5^z*p=OQd9R;Dx=GI||Hr|L^g?EN7qwfy4&upOZWuT(tK0tP_l5Sxte*G2|M5=w
zl%@2TZS$GM*Sl7IE^NHFx#rC4!2Ym|EiHUnI}@@^P8}%9Y&^Mag7@@=OGG`7WqtZ`
z&doSt_s`d7JvPaGU9|JKRrss?#^Ci5t2Az|ZgTyb_2y<~q^`Tjx!SWX!F@AVIyc_9
z9Oa;y5x4hP-yFUv|0?8{I!RC9uiCMo^k~9&J)z7Ft6)j7wGGDCW(Dxnna<95yKlDS
zx*acA!?pY>UPq~<cR5U*@N-SiQy(4y_pd9ux^5Ugw<%rGqjGIyy7r{}WRadP3zKvD
zKden;>e`?vv39%T=^LkRuvLh%GxS{B?b<l!(Fz-tuYa{nRWIfj@y7%u&&%|Qtu*Cy
z4>CS)GP_J9IW^^^8Bf}TW5(y#nlR7Hdf;jGyXs2pjf=%*TNOSXvzJQdnUlOVgQHI~
zOr~$f*ELb8yNX_F&rFzjF7vf=a&r`KmRX<OR44B;S=Nwf<(r#UpDU_ZVRzxjgHIY0
z{rpAeopOA~TXH{nR_2n^uPc?lTddyr%H85z?dyq?>-g=bhTJ=SZEN8E;8wrPd6T9u
zzrI%g*2ypH_}}Ut<6O;Me0|P;1}{sSz7;3)&Yg)(>C+HTk@GEF_SW(BtcJVK_saBK
z3+_)TU%jII?tM{>D+m7RJleA^`t9D&k@+ijsB~R3$WKYM@maj_?c*>V!+p!7`YO)W
z{QkRIt?KHF(nVIYwmbPRGUzj^Jzp)}@_nVvGj-D^7qV{en)PDQmBluBYnFO0{V-SX
zh?lSIzW3`gZ|@X6!~IpI=jxXo>@r=?H^=h*DsGQG*U54G(i-NTu#h62t4|Z>`B|=c
zQ+70ZVamkUk?Xfx+FV(y#xLKR>TRw*|IqS+*`6`m&R(CD?PYnI|JX(;H@U5z%b$Ec
zur$qUEw?W3$rQiJHQt?-7OUEdiqD2lb8PkvRtxG`zsm5P%>0~xThE-6NH@LWA@F_8
z%&VTq3cFr6ZFZk+nmxz$NV@0*<)1sxmQFr?e{y79)Vn{~SC`xJTNU^(RN<Ug?>F^M
zr1~kt_c31#`)oJf+x6RovEjs0%ZZ}dFPHYc_K%z2T4g#XS++>Kb3^|GTU+f53t|{!
zgu<)mR%CpR4|WYmei=5^_+McF+d-SFH_pfL7Vo}ad_BN>rKX=f*NPLKYwh?9&pL0Z
zuD+7xy<BXY(M-46%r=JN@Q8%(D@Co!kLK-?bk%+%_Tll?{9_ij6^}LtBy`>E;9bxk
zC3{PIqMEggfW`Z-qOpx~cdovluCBJyUjJyy_l^FsT}S4W9<_`qvZ|`SvZ_6=@LZN!
z+@6q|cc$FiHQhNS<hQ%5VMu7df7YJ0#~+5~8~EN?SkRoQ{Q1i|p-%$Ng>kJKrvzWV
zjH!81Q1ROHMsViww948u5?LwYypj*DJ6Gm;TD*?g?d13}(88?plW*42v{J*Y{Hc}-
z*S*EIy<$ICYju74+ng`UwfALrg$Umj_1l{}JLlW)-1M@dKfkUWxZ)YV_h?1!n*OtS
zvu7GuuDPl)w{UIbS6d-pm*n-^vM21>b9YBo*D2wR@3PgNIXA}!E@w%$nrgkM^-jyP
z9jA{UdN8MSt>@FcqU<R<%hJBCyOnj#BJIwbwaJ!OiUU}zH_y+SVW_rL;?Xva%Y~nH
zT=rV7W$|mjKWkO<?HAf{rVo-9dHv<vRl2KaiwV=>*Fmcd;=ZO%5DfLW9Vn9VR`GVn
zpUiuCj>nhRKM#$z-F$ym3)9-Lt35HIe@;Jaulp*%5Smvv)gY+AIw)Lt+1s7MJn8KF
zMZ^-%Mi~B^t0m_C<$RpBx3RS=*P5){8*=}?&Xbm16_(Rw`o^hzlFqxwrUp}ZickE_
z7JYJXRocT1#Xmj<%v&D3Db{aeUV}pQ)uTJ(p5NNRSW<l6-)mytxw>y!Z#V2+QghzL
zm|;s>s?4wJB6{ap{xew3%{%$nV$q{e;akr`Vv^SyY!_|YE@`p);t4)Ym1ED>t=Qym
z^2SW_72|`(3ztvLDaf2Me`5Tc^jkBEPl)^}KFd<Nw8VRg*O~p(m%0`91keB3)v!V0
z%X`;#NqgCs%WA!gX14hA+QQ)O%V3^=vF>YwHrBoVq%-l}nqzlDS?lAU28#!FMHval
z+@95XOv_B+s%t_ObJv{hY*Ww9J9B16RT#?-hR<h9iW27SSktK-#J*$Iu8k+Nvr^h~
zq-Iwhko<L7R?yLM)$RStXT4s9MCB)a`^Rqka@_&pd2@S1?;kv>S$bUJt$XnDw7H#s
z4&85cIR1Hs<j!ATP4(W#ZFv))wA<jx$G|-4R>PlnyC%sl`FwI^!cM(Tn{BWAG}q=U
z%4)A@lf7NQ?pJ+n$L62zr?e-9Rz|*XX4jf{IjxdqgMrH9YummoEuFspaqQ{L=*FL}
z(c3RM?V7v%*2+i88aHRU>l`_@DC_pT?++u-Pi=moeLHEgLdw_mY#+YA`(RxdcarC@
zgvvkJ)|$WRmGhS*S}yif-`nwia&zPDu1{+N4Ww-z?KS#T)5CWD=li(yRYLw2$Dc<B
z?b`gJ;L*aeuQp9zdXMeg$*H!>`|Dx3inlQ>lalR&<L;>3vbQ)I5_c(X>5cP2Raa+5
zYe%e9w>;~W@`^VzJ^578_A?TnEElXeSNL_6>vffnA+z33Vi)aQTCA>iR?Xtu>(D7*
zPyPxmEld8oTFZUC>BWoex);{$k$)cf)Og|#t_yW7d{Yk1VBVLlHofq-b;PL(_b)4$
z1l(n+u5D&+oRDqhrfk8ssWzwVa=X@zG<N%QYZg9dnNxMGa7vMV)P~JGT&JggvwmoL
zRn~U*I;$^_woU9~_`Xh4O}gK5?F#j;c2l+Vo!1#ncPrm^_QbQ@vqOS!6vvgPYTlVs
z95*@1^YxXhr_6S~O#J&&d-1YX<LxiI_CB4k<a1bVVh~&X)NB(A=i?IVJUz3j_w16Z
zUcr-o|L66o_Y8#0w^nUiId{3T%=MnQlbwE9E44QtJ!UdVdvVjD?GN+jd|&4#DROc`
z_Ui5D9A9Z)=#lGr+Vbdea!kT=mTM_TiodMYJ-|2T*EO5BlY4l6hn`OE3ybyQThM=M
zK|p!w^8IWJ?=YH93QrSSb*XClm2LJ?8|P1Xv~v0h36t6Vj<H<obG3fGElRr5x{2e_
z;*%x@#|n>Ti(Iz(wN<~CCCK6UdeiNkGQ|<z*DZg|y43rd@%-m??W^2pESJme>(k?x
z_04TOpY`lPk=@iilXx0qF72{<^!~z*1?B3u)*Rb&CCfRb&UwRHjw@+9V`g4j)E&6+
zKf~+Lugx}JzAZm8?>|HE>+q?SHl-_bBVP1%O2$Q=_36lV&sd__+^4N_DnGV++Sv`i
z!=t|)<zlbldMwi5FKd0RCFg0Iziq~|oRzuNlkeI+@Q?W%Gyir?n~nSm(<?FZcdyTk
z+jw5)Qgc?6%v9BPbI)$uxW6po^Xr&>D=TddKeY+totUg=P`U2QtwqN;1LuUhyf;~Q
zX0g_`P3bLnob{gR_*JJ(yL58Nl=Qt-re`O6Jm)?dwdHc0CFAX*UV&vXyJdt*m333k
z1V>ve=wEKP_1Jx*_sYy&Uryin=Kem;xvZ}2z?#(4b;m<51!h^zS@U)#$8i~{ev8+a
z7VOB`8&KK7KL60p=yK!SyYtR+7g?@8XRz--L)58u>&CBZ%VbI(?Ug*5ncTa3@42$4
zH!DoL&iVOeyM5_B8?m%4vq)R!QqkUtlPgbczqCO&+Ng2Pe}<^*`|9`~&pNz0|6cR^
zSd+)v(tg}GU!9NG!hA}06?Y$>RcLq4o2b5r5|hto9ej6UO3u_Ch9mQr<~bOMU)$6r
z;F@v!@58TarY&*$e&x;DPXX!IyK*lw+FMl#tnSZRYy8yVtlM;3EyJrarYF^Hu3MPr
z*+;!zCy=MKb7#T6t2e!B_8X<Mp1B$N$vtaDQPs085-WdQ^<loXE_k=iug%v^b}=0H
z+A5*a<*+r&bjiG9WfykrWL_HYRQxvbPyfQzr`)Wr1^Z6cj&=@JyT!0<>+!g3sYnKP
znXAl}x6dZNxveLf%6oCcWx2Ykjm3(JyXRMRK2zVDep2ClT-Mvv9m``)z8WlZI^${k
z+V7ZsUWOK*AHQkcozz`bVH2m!JTA8L>b&Ra8H+Pcu9fs)mOLBYTCnd>=lRp~<_HH{
zs`amLsV`ofZdy`!Z}X$X9mT$TCwxBtG;)K7<i9B^*M==Woury+`mE~SEYFzga0hm#
zov|h#mS2#1*{M(`e{NgWCEGJB@k++)?r3edTyJ_Mm8JCgJneP+rZ=BoTN(THpym0%
zSub17)n>j*y4@1C;_>?U!o--_Q@^ae-OhTBJ?l`__m{^`%1g)j1?3%Ole@7{aP!xd
z-=t=;IXv#u-uR-=Y>V|;LBEejYju|}Ke>M1N+v~a-oLG1>L%^q8TiJ3S@wZrf2>Pw
zb=F3$KQrsCr`IRm5C-{qSKn-3@K*iSp8AlOyl-bKr<mI<mX*I7^J%%fp{Y(5ci+Ez
zU%Zy=&v~}xZSFbGW3IJa-V=WOXUI(7xR}Q>@WARvdTg%#JP{H{vvgt#V@_%Pn!BN>
zOhc#s)YJ)##~(&T7lz2Bo8}!myJXLqZNYN{10@dTX?v#?dOn?VMKAkJvH2$>DLubJ
zpHEg{2fOX(WggPAp0{<Ezq7dN)tQ=kH_uny=;BGZdg9@?wGxjle}$@UoRhLHRN&Ij
z*z6GZbD77i(%#NkW;}1MmLpq1c8vRhU**dyon<w4DIWUk^H5C7U+3%bs68UTf}@${
z9&|hED4@35V}@wu{JyQePZ$!U+*TURIKKX2kbvcy{|v^@6uz#u?qe<Xjh$O^JIb*C
z+UAJ$E6>I!&bbz|gy-|6%>f%P>vn%MW8bDZ$+P+T+Q7a5_Ned#k7pa_M3yYiYu&+E
z$y#OFBEx67&fjml>XeDU!dFEfe7f9c-q-UMTSeNvzGi)nc5xDBxA>dosAhQ1!qlX@
z|KHw3f3u4{vku?fo_u}IPu)#=HV?{Q#@s!6%(yFOI{W-n8=j{f55B**B>3>}Q_oF(
zvY%c!G0%C=b<@I0ck8xZ@Ur;&>zd6f&hL-*hWdvlAO5y|_wL=6KgBJ-zYmc!V9hbB
z>IroZC@TEAc8cs7RkK7Zxw@^ckIz-CYdKbHH`RBM#q+hLDie=dD$kAh@$KuE6*K+(
zCD(42XP>ud)fRVk@X26BGjf*C(|l#%mmP4Va%sees=_F3k;|E{lf8ZJq{`NF{StTY
zm>S3b^KG2_;;5%rras<Uy=}f=h~%R^b7C$<$x3h)mA<=s$tw1NzE8MeZArMYP1v0C
zt;+Jf1+!WYFs?r6xozh6;=qut6T1s*9Br;8?!Du%F6`TnnfyL{+M4>uif6s~7Mz(;
z@mgT9uD@^JlZ3D?KkHeaJ@Wb2Whd(K8TqRFdE5<e*}C(Erq#!;iR%gvtdogNNT}PY
zu`|i);`(CAt5L5?{*_gnf9-K;UN*1F1EJcL&k|={46Z$+9C<(J^BLxz>kD3(>+Wxk
z^SJcq>kB#g3GI?!*IJ6}^vSq}J(adwe&JNjiG#LBZPaV#83!zBJ{ePd;Ez_qo#K~g
zD~+}-zaE$y+<R}W^3<z8oN8HXzOGu4ko`h8cAuNv)dyCctT9}x!k?QQGkp_!uf6x4
zT8gp^*OD&huWv7Hdl#-(w>36+9=qw6i*>KQ*xRhQzNPHevpEVA`?Gf3)!d+NYpd;W
z^s;TO_W4<R`u(O%*X%guxN>pY9gA1lo(o=8+I{6Z{8^82UB}UkV*lCEa`zubeEPks
zI(*%oj}mXP&+JjN3yfP{)_zKDPfXla{#7UbGql@%xB2!<XQkz`7iMy~H&hDvm&Q#k
zH<Vp{VGFmuZn@yuVn>T_mY*dpulAa3ubTVIZQ>yYiAOuV7rmXQy>dtLmaeDE3wzS$
z<QLzrdnae$smpUC=g;Twtz}a7?cN^6=WW8}<>!jL2od6xT)(=;FlDntd%gv`>8nd!
z+m@fcHg(J1<1cox9oi}T`em-ZPoKt=2F~M4lQVx6u`;Z!ie0-iRN`e+an!5t?pjTE
znhdJKS_-!>%XSTP5BwGK+dV60<>u;6ndH5(g1TWrceO4Q#~MD}cH~AG$1>Ju6PJEl
z&UW5nm9L?Rm!aR1WzT0-brdf9=$tMSn%nYqW!_!(1>Yt#6`l>x?zGj=s?8Mjd*|xE
z=hh3BmCBRPMg`ew88OIe&aJ-MG1>BcpzwRQ3&xY(Pye{G*3IdB*9w)Q8^>5P1&@2J
zxHx~Qy6jf&38$4>O^?Ulbz61h`O>^tvpY|&3zvxbJo&mh{Khrz6Cc(KX02oHIA--Z
zUh+qq_UV;3w%jf5_xhcGWU+sj_&Mum``AC`t=QmmFPQoI-t=tWQd<kB#m(8yN5B3K
z6c&m|;a_k1D7^1Xgyy>akyn<_b3QM7v~UyOysz&AZhTyQI`&=C&-D8EV_PP=vAG&F
zUf>DxG-N3}p7k~;Q!elK<jo59r#8M*V^&F4xfXMI((!p;oji?>uNBX^q@^))S@E3E
z+D%dgX^*>n-#8xMYkDS8Q+tA?mT$UeiLj-umgni>v&EC2&*L}EPVs%S&dU3PuTIfS
zK8H2=N=|=yOUf>;YCNhgG}Y7Y=+b6om6Tb1&v;5?!VYaXAhF_!*4>paIw#i#S!`nw
zZVp_Sc>CkJrsxvOgRAa21iC%yT@%bM`E2IiozJH3i{p5HZKZY7v6;O6=|07`Ha#iu
z{IXjA!lTVg&#@W`O!8c{M*7+^9apy^_oWPmA(ua0`O1?1I;?@$L8PeGa;3L`*2|7$
zOHu9>vM)3v8Y4nqd_0!b&ukM~taz3w<3^g~qvrEjP5d*SZRPCGH{p%V2?;WuwJX-_
z!M{@9c{YWiGj_5hP3?MK)i>=i%T;;H&e!3|9fr@B#z(8zzMPPhSA1)&i;DVsn{Z#z
zDan#+C2|w*UjDpt*Ur4RIZ4M-PCS1dZFuPIx$KyzBkYM`*Gxhmt?-UpmXqZA`gPRD
zP3F9zDoMtTKd$<|^Hd0uop?>hQ1IZ}FDqsVv@0~<+j-;3l=6dXQ|BJ4IsV!^a9vpY
z=DtUZgdSYspL`+IEiBaLV(mLi^@VFTFSC?b_2y@A^U;(~{!u-Sdj4m<{hrkuyDkrG
zoa~`zX|d{cj`6wdIPQ$k=e<ml3vWA_PWe^7@=Tw*Xu?sB$Fq7`MReH~eYw!X6h8ml
zl24DHUt4mVSvK>vyrjjlvr<z#9PH-4{JpJt)_R>+3wl0BzBLv;_}0@?JLdeA%b8O?
z_g!_1Ze@5-9MJHjxU0$I82d}lwRze%UxZD1Vt#GYoVmv@i!R&N*l}KTk&eLnVBZ&-
z*_$jrJr>on^E_Irbm+cy$LgkQcS@p`yzB7uc=ou>?fuK}OSdy6&*pMWGxGSl^00ef
z)uXo1*+$Y@#<x~&J(IkCY3wZ5CtS~$YM+<6=I@;9e`eQpl`m^<s!vzBnye_3v~uPQ
zVb|-)>Mu;6PWWmn_WAFt$|-V%Z~fV<GH)-mHx$Y|R&Z>~;z?mo`{Sb)sdPFjT%PvQ
zb5(!P9KLmTH?cFV+mdJe>Fc^Y?hRHYYg_l(q%T-mSgvIde&<rF>WOvRPI)g;oUmQy
zy0+*i!zb4lzvSQZTrqrKw&W>K>)EFSF9+|sTw3e-=+mq)u8QYN%fiC0Up&{7H#@Jm
zb)AbZ(*%*VC5G|mW*1wDK7J~3w(?VE)+Ey&>9E|}%a&i7m9{kZ$*NN_^XwA;yuO-i
zTKQHfyvr^1o2>TpSh3gs^9)>;c-XgmF?}JJ6<*fr6}_d)y3F*+)k)9(GbmqJD!yn}
zz443R{8E*z&W8Cx*0tG}6Xw4)Yzw=?TXTBx{mk!0c@<LZ7LR4Zx8L;FiMX+J`jv2&
zse8`N6`OAL?Bc|IDW~TAy4omvM0sW6%UNrtv;Jgl{BqXs(+R78TaQ~Dj%)W3>kfLb
z=P{$*qRpv04SR1`tp4c7XYR(o<Iy^!Xp3WPwN}@7V>6W(nyg)TcJ`rHWgBf@MOPm?
z$nvDCWShb2R8RKHTOGc=mOo=J^(d=w>VJmd<+IE-7Tou_8N>MY)`I9x^TcCzO^aI&
zyq)K`)?dxIfA(^(i(Wx@TmN)#sPwY?&tUhp$TL}4@^AK(-R)1U{h!|3pzu3k3d0(A
zc`v`EvtpL6%DTSuu1TOVLw4GE|Lw=h>q@(&JfAjP-JdaWy{;Pn!nH4#)=oTcUbp6k
zSiob2{|vpMv#vT=B+qK|e(~6XKlIk$8GW2`S69!8-YD3!<*)0fV+NHgHqGwZAS$`X
zdPng5D(AvuJ_&ML=U%V=)0^|fMCzbCi<?nZ(9$KR?l`eO47h#Q{CC8ot+xYGWSIZF
zx~}%SrZX#r?b%zqu(xl+CcV7>qr;T_w)&Lh(+{3+SYmLp$?Nj7TFy<c;tlt+TYg`1
zTRlc5%zj4510n6Q`#gNn%U7=K+AVh1YrTMt4A*v^j24-z)iZP3Do?J<d_U7)R!i37
zc(KRPlX+Dx;TzV=|E-#H=g8rAU7u&HbN<|y?S1~he+I70^Ze}G>dva~yfV}3%Q9xp
z-^V|#v-0lrD_eQ|(yFybeoDTK`0bmU7QXp%@y^U-nY^>SDz5&g?6sbXJyAS&YtQw-
ziT`A?!%eQOiRpGau(LB-y5j9o+b5X}+UK(NXlAQ_l*@WPZRG)l(uJ1MwJbk_Ul*yI
zw3(#E-CfD`_0ht4Is8+u3EdY>p0={6@49JE>Q4J_!NQaLvYoWU`d2<$6M4s`S!QCC
z@Ta|*$F7CB>^$`?)wr5#z0Vc4SDNBaRjRrg+}YlRNL?43mRQcj{&~@*+*gfTc1Z}|
z?i5$(xz1ZG5N4T|eQ8NA=g;E#fiZ87HqLmQxkk%z@5IY~i=#K6uX!5A7(M5DaJs!;
zR?3Il)1OxSy6&I2_@Hp{#5Y-)LG#U4JBF@i-?mV8`K$%c*Jd1D8a+>1^6R>WXouAY
zkGh>$SfO$~_(@dJ9GkOWjplpxTE;G^+sd^t=0WJUsZ;*klwa$yR``p}uPbWn7j0a$
z%Qa*-SHZ=JQ7^3oC!XILlxeen&%(wRg(sHqvNW%|9A27xvev}J`>?unL6*FxyWdoQ
z3rlwUYg-pHHar)dy!+)!Yte{5JI+6k`F&iY_5_FByseua9937>%6y>tvo-C}Ew|2_
zRWn{ie(*TBwj#XXb>Nnd^Hv!LbhfX5?5A07@_p8gn?bAZ&3Rn#Xmfl)K(W931fG?D
zwBG0P?6kU5@%wgUfv;tF<^#SdZEm)e%eFMzYQ!zAIql=!P<+<b&oQX*{k4^=t1oX)
zxxAx$;+n47y}Pfh=gB|$;8)km=>Z%z!L8>dlufQSs>SqcFioE5r(;#JN-jga+2b9D
z%xC8rMX$Q0{oZ_EeVe5_BGWj1y=boNl;<W>y<g_CU3TSOaU%HBW!<L<vn!A0NeZ@c
zJlixgS+U{uZPCe5FaEi8?#}9T2(k)}_+}a#*<g3&r;Jfb>9fgIm6LNllV;={we<MR
zn|S1TUAD&xi=%>5FZyX3Jvs73AWK=z;r!!(In9j$)}jg%uPr@woi*voaW2a>FPE@)
z?TIc*_!Y*}k|z`5<-hOg!R+-;w>>*Pu)0gl+iEnyjh8EWg0}Z+?N`ySI3;wu_QV;K
zeg794QPX|dH0J62r9royb#E@Xlvt6qY*En7b6ID~X8)SppS3MH;u!nuYpb-vuAJPl
zdeV_6d`-)YJ|7Kri0*m(akY{HyN-5gbzaiFrL7Zp&)P1%!e-X_zxThtI+L}0X-M4e
z_LZyj1o&93&!oTL4HeY?zA8{@<)dx8qu-=2PpUC^awS)DnaP@}fYp6ldGD^~I(&7;
ztc@o`9{juV$i3=f)ug{1Zl0@8uxagcSjs=KF=UJCw4NOjE51(-e7jVAtJzI6Ri0zh
zvrArjEEhGuG*d}Q=2O-Si<f~9F6FKb+NiSo1^=uSMb?+ETz-~vV+*Sf=a*&6w44rY
zk2O_x(9*IgzBFO7Khw%d$C-mZ2PDs`d!)HC;@lyljk4N3*L2Qov|!pD`(wpy9<5tJ
z-Ma-p*mu{MmMjVnd40CVb?xzLnRg4LEx$b4pHli-Bc-!h&$Xs~?T@sZ?`CwgZ#-JF
zPn}gXcxG01)}*j*&+m3tAKo=qmK&Yab2#ts^-X)V<-+bP_sLz~{u;Y(Z_;69+PduW
z+QP{_*MxnYZpqE%Q4N(#*UKzVKU!X8wz1@hfr8v~i`8ZO1iFOea>V5B)NTE8Zo#z;
ziU&j=MQvNEs3VemY2#9L@$A_;`-CUYQ(AlJ`t*h8;!fsg%AYdqyEpamtaYnZj;#7_
z6YgLAY^Q3c<+`%tKH1#|7NoPUtrEQTDS36zq;@qqv93$sHl97a#Ml1JSDi)H0S*#O
zdv|?1tDD<!;GET?ec2yHk54&M`Do{JyRt?7N^3bTHm%ew_WW+NRW>(3e%79S`2sOE
zGs50qUYl|{e??ZfYLfGH$+utEmwi~@AY>M)XB55OcJ-}=txGwIeOG_8nV;Wv<ou*r
zMW3RT^$*{&Tf4$&V;c9ouU~BY+a}#%R#yp6Uv~TE&BF&67+i~Q?b|Kl^5;&~uj?|;
z=B$-i(!cKDlPQbkGdrg~y}fX)>KC(<J&$EsEB&^wS<I$*;Q60Ndv?ctEGeA+-0tV2
zeN|U&B5mFrusm9F@vz_Giy5&s$9hE`dTFlR)9-(E>;4%HPv%ugJy5y&M5iw6vt_BK
z%-_d>+^fDlZ1%F6$F*wq?x@Wdq(de=pZ_{^cEIFoI}R4{S53@gueuu0^;>o4>zx;D
zZ_g_aQG2+#_v(~QZ125XvldLc;d{Jp*^}aVj+Sd(rpzh6ytOFf&g6Sr9?y7C9O)%J
z+il^6X%A$&)}4JB8s_BBwp7RR>zbXp$)#ndg5R+(O*d)Va%XbnI)1-HyArOon?@Di
zJK}im)rRFugKmdS^{cu(`KmC-ZoVfIeHC{;Tdz|i)w?L`?D@b|zEeUwj+;FC@hYSA
zm919y<k0HQV<#q`{kiMPvZyn*nrr+Dqi#LZdY$ZWzIo2o);Zy3k(;cqw&>Jm%@OVD
zbuTH2OFYij`)uX$-OQ#HZbus5#=LhcEmoO(Fy{J(3hP7PqxL=$XireK_j+Dq_^^9!
z&@YuxRqo>WHS-uhsP3DYC~e{(!1!fd)zxG_@z)oAzHzOZJb5|W)$ghMxqc+w_r82#
zOJW3LjCya4uMDSB`!UA#ULX5A6gO_4=*&>~&$TY2;`mYhQtO7lXKSuL?U=iE>A6{j
zJ<1Zr)n}fWo)<W)dV6Z|!LRE>KA88bcDc5NKX@$qY02jII-dU-USBDQ+2bc6JU{E}
zHA#(3k(sYA9bTbwxjfqVYuMw!u4i|wCOFFO^{x5)C_~7#_-J9A;K!8y+$SgQTF6{m
zwtmHGP3gVa=clqu#y!8F6Ox^{RC0ZldSkpW&pX>!n_^{xvM!~S9rzWlF=>Ov*{X}n
zE0oVI4my3|o!HY)mdCHHm0q?^HQn;r+BL`fvrdKh_2-vo%PQ_V$Lgl4ZrY~uY@WOd
z&z0ZSQpd`xq+k6BIl{EO>s0TL*I_Mldan6Kyx6?aQo4Xw?-RS9X3w9Jvx=5XlX6aZ
zMieF)2I;iO`(-gsp0#bF*io}HdtXlrOFJ9wIeV*_b&=zjzuAE~oy-kJ+Uz@5eM#6}
zRP{mY(tSJr&&$@%?wM77v*Mg~=q5{5Ywwi_@um^p=PGTjuEkGyyw&xonIEgS{w&Ww
zJ}>@VGd{WC4xjDoIky##Wv)5fw{_l{>$k6L3QxQ2Wl)zhIV39h^7gd>Klgf`|Fm4o
zxZdm1;nwu>qNF49{k{e+v3&nFjK#+`ORZaBUfotP^U!yfB-YO<ZtnZ4ZhJ%i(xOj)
zcLyKIv0p1@8Zc+>NpAsni$59q4fSiC?(&A;F{peWT6#xSvdlE>!J}o-&9hEAPrm-q
zv@(3o$B;RGmOIt2T#xjW3I0Cs>pTPF=APue5e(Z5GEG{R>YA!WO7B>^B3^mc(TL+R
zpQA3Oi_WrMc{(IpkIgvfLGjVhaEX;iR^PW>ZPp)ZntRNoey-ZNs^C8dJfF?ok^Esz
zl<;Pk6q%A`Miax!x-tWNgLbjXO1jIGymxye|2m2>Y+*(Fim$7EXY4R)d*H7&yMfns
z`ZBGZukVX^$1N)=3RC5fm?L+kP4vsMb;Ym4MPve#D>SyG&o1(OaOE`z^KIGe#1Mhn
zSCS%(o-gbore0)!8O|U#HNf-sue2$iuYGSFUFr5@O~bQQdw0vVZ3(<?TOBmX>RP&2
zVA+-Da>vyzY_8QzbKz-x9a|QDZBgxV)4)4VSGw`Pl`FL2S!}U}lU>K4IBu~C$LXFh
zmTNIGrR#QhX)b>L`qG?~UyGaXHvgy!No`+SnxAl_<n{Gin^HH_2>;by_j>0^k>AGi
zC-&Xr_gZqv+-~cRZ|h$k4apAPwIxjC&b;deGd7-={I@l9VqeAU*q$&;n|`nBRvyP0
z{%TrvDRTJkjqTU0Nd00H>Zv?I_@wCTqRbs{BgCx=51z02vbs+-J~{GX?E18Vjs99+
z@}_Q-Tk!LweQV&f+le+|&hO&db|)>i&Z(R<)hmDHiwUoq`?8m{2U?ta7$>uN*R?HD
z&CC&351Fl7QxbGk?dtiG{vfSz-RQzBOG%aR7QICt@1r)pV(+W8`}*9*<g4w8#|o2T
zj&GU$^mx>YyyletxMh2u>VNLpW?TE(&-$oJ>7VSmhwd`pJ{Ie@@`?Ppm3Gz1v({~T
zKB4+bzk-GQ++x#J7hZHm-j=YxwqoYSdy~R#vsG_ys++o{bmLst)YUqkhLSQ@#dn-H
zb#hmj#OCpR&7(8LlVdk7UHJUes%Y^glP%x*hQ=*^9r?+-`QBQWGlfS>wDPo`Yp;Bk
zf3T0w`g(Ngq@TABt_x$T?s{i(<CEhX>#*?fa@|+kZH4`0wb$|4AKF<R^78nXb&ZY|
z?_)NV*=mUedOe#Z^EqncbJ=V?1^Z)LFEh)0UlY9ZzFgYH9O3f}&%Z4F>2G)EKSQtk
z@nX+OjL#OY+<jxs@n>J(1}i>WZD?upWx4wGwHezi@4UTmJ!r|bj+_#iFq4#bFYj&j
zGn}=r>G_T~UstlY&PblMZovfqg==3I7}&1n&GXuwBIkB-?$(Iojq|=<5U^jTZ9C!l
zYtQYqXQz}HZDW1iH-+)#anZ!z9}H^u+G+`2+v4rat^UOA&_=b!*&EkQ(9rezILYwR
z=3J?x>dTf3s;;n<SeNwbgm#I=dOyR2c@|&SbgwQ5xA>!}De_XU>-oIe83_f3q0_Di
z)x}r6QSOoX7<P11>-pe7wOdzb9GWuclEuZ`o<d)Z!q}E+518NZCZ1}aXB}=eY2WeX
z!TcHDj2IcduBo1WT5kERZF5S0g{dr7`8exk@5D#fnr=KzQ{TBpQ+$2Y%Xi8-6T1#f
zvnvAC16My=FSaUqyl@KRiI?Gv`}>bA{&eDOOyI;zTc4#ncfE=B_<U*0qkf4$SyR|q
zn4`JeRjMxR^|>XvW!}{|7mHsdt8cKIO3Qp(<!01vaKj*pamA;~$FnX@w6wLpsw{tf
z`K2vYYtMz7*S7KANeFFKNmp9@?LpA<{-_r7pfJ5W$=4ns0`65SJQe<GzMl9xI{M7v
zNMk$KgU7NA463fq3|IM8w>3iXB=b`DGnW@geEzy-Ww;E__p>>3-pXdJRy>=&^j*p2
z=IpSd_s5+b&bf<Tu;Fgvc(x$IaGt%?R@LJ8^y(>08)XaM`rUDS4LW&;S@8VI6;gT@
zvaI6n)=REzNxoG4I%>lCbH=we*i3sJe0+j?R%Yw0yK~nFJ!iK3x>olAb4-;-_`+vf
z7Ej%AeyjJ57eT#S&AIj5>`yG)X7z04yVsvXT0il7iJh2w!sW@NTCLT=od@jyt!mkB
zQ^K~TTITbleJ%6#mz$iu!7};&te&lI&n1p~oep$eE&T5JdWq$2>T|ADn=gEMX=%7<
zRA<K7lmy3>Gk3fyj<icNe5DnrVEan8cjxra!tW%{i+cGk;LoZyJa~L<(4^q=m%67+
zz4qOBS%PuoS&ic+FC{*ouiNU;)91f6s(Y9Ew4)6V9?$Z9v?5R0rccXQ6EwZxYdLd;
z3RAPf(Lk05pT8_U#_p%7x?*y<j`iFfXZ;yjcU{YttG>FUU%AVde|BuY`vynQ$?h5t
z++?^Od^v9U+*bQyVrk$c>+so8vv+=}&^mWE$He)>YE3a|yBSOQC6(u8)%0FHsFm}J
ztD-|~tJP`y=_~@A>-Oe-?5hr+bJ&i}s_T+?gL&MXaO2kV!M9zV{+@f}=_z{h{)Suk
zTRrqS{T9EBn7)}!bghN0=$eWhUDJI&-*sl4E&BX=J5S-y@am$Q_m8<2Y*#L~I9he_
z((waHi~cSy({?@aq&Dlwo+9@RBHK<Mcpt9Pukf#Q?agNzX5Z4d#olO}HkUGOuh~4O
z>-;1m{$+02-bN{F+<Kc&u5SDsnX#O0twv72PtvMGK37?i*Jtrr9$y-8@NKYw<GI?^
z>ViABUg`3T;JI#Td(2<{$<?1HRk{vL^tZn@S3`Zr-aV7<tjm*D?<$znwd{1?oOxQz
zyVsU!c}$JV4ll0Lo;;`OdSIra#jor0mc9A<I(FX-i4Bhym5BDfc$BVLDYrU-+i2F;
zvsSiew9lE$DDL`Jt0k5uukTYBR~m8a*ZlIPB|C%v`kgv<yKjbt=vo^I=f(?RZ?~=x
zY;uqLa=If#@$vSmkLs%HmTwi=8g8Q>>9Fc<oAvkg^Gw|oPe>lC4!;<un6z*sXlMP*
zuTJLkXYJ+Do!dX>jMPPu+-HZGW8ZF>YtQw0c7b_`=)LHIRoXWu$MWmVnR&^0PO@pY
zrgX>ISlx+po^4VqkXrgS(a%%O@YFxkXv?=<{go#r&Wl<-zqWkJgDIDFRy@A9B=BeT
zl@8lgiC4NVTI>3mi{0yBsVQ=Nwy5yhy4J@%b)|s~=S@Ag6rY>=T_KcNK5DK9kL6#j
z&1USnuaBB|6dx}>nt67y%}rNLSrI?&EH(ALMIYtZ*Y7PckeN62tY%iJYi{y__GMMq
z?x^ogKC*|8f&Jc=3y=R~PkeW-b(gtd$BD12UvMffO<bts@Z2Wcnc;xs3g5XJ8#*c<
z&zf`W?zJ^5V*2d8w)R{xyDh)_&hbwt4j%PtzqG|>PLuWJng)jF^D;JAe=%Bj<7fJ;
z2l@=h<D=fcmrzP(5RNNcVa}5N(&^5jMS*>5&TQS~Av3A?Z27nA^D|T9mwSB@JNM42
zIM#1+$+id6UeD8BBou9)q->G%#rEEP{{~GJCI?HUg@%Xrwic{jZ=C3OVAc1klM($k
zUByqMR^PaLdExSUqkVfzxisajKAbMp<X8W<^iq86o_7(m9;V(^e$2kMz$@yz<!VpI
zGB=-fo)&Un=iSX-`kR~a)T~p}46O7l*38~ybFNhT#@E6LMi%E^261k%G@bKFMyg|{
z_K)xjMeClvd=kDhXY%=LJAcZve7>|*Wis=uLv#0i(>AYu<J=Ro)gWJ0r^5DS&c|nZ
zRnHa_c&-j`32l6CGG$iIlOtEE)fd?YUEN=z^-=OqHow312HxCl72nrcsu!>4x2w=s
zmc0J_Y(x*^IqT4w0_nD^riG-<@wE(|xJLc)T9?%GRcA8U^RtpIxiWntW3ClF>GXS*
zyXNlM;>(74`<IGu67oFxeNCaFGRx(b_o>N8S9eUB_GI_Z*Z0=DPb#XnIv4n+>e>|v
zNw!^l8Fx=TIW_M;!_+7)b`w48q-E!KE?s%0{Xz0epS0tCQ?5;Bc(%g2^jWLgjgFM*
z+v}swmA{?$Rpt4_vnfC4Jec=4Ywn~wk5-yRr~Ns;*GA@dXz9t<_tt3~>W?}U<j!w(
zWx7mpuxrC(Q4aRL8OzmKieo-Z-;?hb_sO~?af8fN&!u*IS8<%wurzgg*>?Qdu34Y$
zE*X0@U5}PI`{mBW`Bf`ZJPZ76Uz@#i-nI7S+s|DumP+gPPdMVcbM^b;8(*G1^jAp!
zytaJ;Lv8k)O%qt7E=&rXR6o`HqkM8h{I1?})d6`@dlr2t^3Th@_*Jqo{Ofw-UCL#K
zu~$+iY+UPk>$mcZiJfmRt*~0j-dC@6X*&CYqruASMPIw6pFAh*pKQ-O|JWKgOOfX?
zp{q+z_wamMH&uJ_yeu!BFTH#=4}L$|*K=9<?+FRX#~;=UUtGwzp>|jJ{>-kLjq$d<
z)1Gggdinc<Q`cAj-u&Zw@2l?b8^5eCxFW7q@pf{Y^-4ESr5y!tKP$g1=2+@GFDyyT
zZ|1XI-Wd`pU%sslygBzSzv-R{6OV7LE?zOo<HxCzrJAv;MK0NtiW<bRM&G<N<Mh#_
zB{N@rb`!j@p!$ln=jztloy$d@GlYHYYiD_0zH|QOS(8uy)pl_6%ev(HPTOUR^2%u&
z($=Ubt1E3~dcZX~;dtDY+ndC-G_@ETyXGp(%~;tKIyEladfyWb>lbbtzpUg*m-pIc
z)_3L7O}5RsbG7u2s>Np|Ccf+mUQ&}jKYwkiw}qtKmtt9gr6s4;;)6q?63=Oyc`udC
zR*OD3|9SA)eQjNu+ESbD2;SR#ub_IKYjN=1uU}24e0O=Sw#E0hv!<r&T<J6BNm~|8
z_4u-m{Vk8j-^#VWBO@NG+f5ZJyE|2STi?o=u1S7}=RXae$-Xw(>$vVYt&p?nk~cP~
zykcX&wq@<*>JNLu4dovF`MTcqlJ4i8Ul(o}Jli(?>fCn|a~RIuyL#=zlE7@K;{uPS
z`C0co+jG;`E8qG4LjOsVjPqvXSlVj$&vQ85|8Z^f?a6z3<XnrEIr$aFPI**#ebxHJ
zbME$Dixp*8g-w{#d^EW1KSS2;q^&k9w**c8x<<3|yy!;72Upn?KHdlqi9DN@<Y85}
zRWRmx-<)f!-A}H1rXzFRX?wBcvbQTIg*4Bp4)JOKymmoLb7P={Crg6dm!6>PXbGM6
zS<R<ar0!+(v5SVEw)eZDw596Pj5fKdt1H%is@)j=t>kgn)h!*9e_W023Xk>M@3H+>
zaMw49MNFn&kDDHPIgxSu*YyrLEWeWW@PzDKQvI`3WoxZp)z^*l{h!B$uH3JCBWbVF
zKj(9`yp?_{)$^mCE|sr#zH!8R%BR`KrDyjPM=B*oZSSf%#PMvSm%P_6uL3`9=O<d{
z@0FQ7-0|zN>5lD^%#*L}l=$^*`(l-EZzDpN%N_Ju96j6H&~!V)3DI+|lMerRv}=cW
zPx`OxGXtX+-juI=m#KLC>AeNzmNo@hCw!V49lDh#2TEGc_L|mKndB*(z3rmvk*1w(
z?JQyUrcRwvE_z*T&3Ua&S1XNQyin1Vn*8$8)(d@=>!OaHZ1i0F)xz)Uqbpu-e$Ua_
zx#IAJr>5<(Yv<W&ANs01XMWT-+sIAQud<JoDltCWvS6!Q<&^20y?)EpYn-%?YE6FQ
zZd!Te-Gi@h{kVIQ=gqmkZ}P^EX5AChSYAfWwtOPzpLM3?VO!O#7Xqmj_WyQ0oO{`N
z<&E}}l9tPKA`|$muC=Q?@2b*^s19y7&bYK_OKgAihh1+2EMCSfEOI-4XwPeh{_hFD
zujlK`Jn^_OF0{OAlU=t)%$8__#~oXK9xMFw`r4WauKDwxZ!O$aVma4O`_hsYj(<^S
zT{i{wZ0sv~xsfGNwRYz#i<Nmb7M~O}{O#skexvI-gNftI`UNIyb+&j}UC-5c@x^lE
z)XQ@x+syX(aC_6k>lW)5{jp#EQ;}(%;g7I)bC+-&EBlnadD~XOIjw7NXC0p^RbHO+
zLig>yfb8YlgBFCD@G(fPYch)|4i^raS<7JaXgNc&#45&f6{}Z0+U6^K_QDi>xv4Cx
zk6JEy@-eU|Yu(IvqYYtd>suv6B_8k7O30eX^dM>R?I5{KPKJP6jQmV1J<iY5I;c|}
z^hQ)XH^a!{!dJC5)@}?dB(`TAo2a+FL}KN$O`Ci&WA<Hoa&;<uZa|Ch_lC6!r&xpb
z$1T~u?np}Ms@n~wiF31U@2hvIyiMw6b2}P7DM$0!O5+LIT9pOMXU$6sNnSazR@1sK
z`=n{C+e2opZC2O)S7!O_Zd$3f$2)Y-l=k%8#cX}iU#-P@<)R<WTz5BK@BZAH>PM;^
z&#Q~iSAAPAl>J29HOb%f)3ME}S1$cI@?hSwT^h$eg}F_gyLipr`z{63&kNR1pLNWL
z>*~&}8Rw#9u4(V$c@VynSEoYQH|M5XWQ1^I#3y69<z4$#PAs?<eR6+KxKsAV^J%}P
zq-fas?=|pP@;KM;BJ-ui0-rCfdi7g!+tw@dGfa8rYaDo|Rohw}YF>7dA@qfFn9*Fx
z*(S$&-J>qvxH?}U_o|iAmHD}CjS_FKH9vjcwdCo>qmqR;s%I@}nYFXL>bcxh#d!t>
z1==>+rSC(}7|AVao2<F|M#|;Zr11Sq(`RpE_;_o{G$wY@$cxp#0y-yU7wz21GN*5A
z<SBDojf!87R>|~TIiY&%OxErr2QFW|=^vFjcZEP3^HINzYL+4g?L{OV-#YMTxUUT{
zH0tTQ@@=yET9ch$7u>zM_RP15pARlynD<pda*0Bhn||SwCc{|?KC_b66`zd{ef(+3
z-CmtpQ4`p19$0ba=nm86Png|ry07J2miDJBaCy~L-@V60IvLN|YI{WYXsWFc+HqqN
z&*!M*Q%A!*0@BxdT-cu&yfU+L(WMi!f3AM1HLsy6T<hW~&J(t0U3Z1Ps5CjbZ|}J$
z8*iTtHJWNuvaXDKX6NA|?FFsHT|yiFUaY&kTUlbY0ppd+z1yqAnD)Fg;dI?{`pEHZ
zi|=tL%l>DuYCb*LCUBGE{O3WJU-&KNQ2012W>R6;loc}bDwlp1|GY5n>AJk9vMuRP
zm)uoqDvXk}YknQ7synId`%CBh3l}xtahZ`mYwpY)N5lF|6VGOfFfjfK%;-G1Xov3W
zAfYFvCSU!GyS8y9Z&-C9=Kadp&~H!Vu7;jznLp#&{uy0XSE?5sd^yXlD@x{P|2kjW
zNa5yNTf5w<J_l|o<awB-vehtW@w1c%d{@3|?^?=v^1zB)LdEA;Gv=NZU9(j;P0^<^
zIq=%bpB4XfuIO!SJgc@&<Cty4e+K(`Rw4N%uQHP53|NC}1T2n=eA_TzyGr=yn}1sk
z%5uVzQyBQ{wj5Mse;<?|d-D6l4M`FzU)NN21QlKhd8_d5YnZ37Y_{2&v--=PS)V>B
zI`8J%rU{=<d|eTnd~o%}nbr~qCRAOTv)v)<V(4+vI#!WLUS%Dp<MNuTFWj1R^{Qi@
z%yVYZB{|0}7=$bqJ^g*Q%<>{jhSir9aWw)AY}@Xg3bMLdnB;gqZmP`PGd&Y7@yLX3
zy`mS8%U5r8Q!MZB@~1(^m$~?#o!~FZceiWur<5|Qr3Vt9i6y>_o0z`hmRRi5D?MSQ
zy*=9w<Z^}lPTMQ&7rFFAM)L7x7iT@4ub*5|eCzE$_GKC3+v>7JCI}yoTek1W1u5<s
zR|=N&J?_7@&-r5BmeZaL*^YC*%7kCqWqNn(p(YjO+Y8sLZHe+-yovX2?)O*KUYR^C
zBHQ`<9|gxXCxr?Nsok>*pK$Ab?6KQQd3#FFmTd4}Ip;k?^M%JtD=r5`&0C^ezIx*;
z#YK{av$o2<-ZW*RNPl5mp~!Z@UDIE_(O&HRJ3S_y_kE0i`N~Uct7Y})oN(lv7(Kyd
z)5C2OvL|fWIaA`#ea)}y+H9R%gAA5!^o^bUX<xg$>YSYYRhv?_xmc)owP`;-sa5+i
z?C9Ao%O&NVgVi~s7iOAXcABuEWt-!pb-G>Z3iFp{sCf2GS<`!v_xRGFF7JoJvyJCT
zm>1deTw2-dE_ih_OHUDNtcPa+uf^THje7-8pDa54hgoi`|63h@=h)_(%@aZdvg9`$
zGHzX2IQQ=T2SJ6gJl*+v;gWZMh9^yM>-_F0+Hmc&;!gwirD672JVwWVg{n=vc%?V`
z&ep<0CLtr^P^F!o9LG3U&rk9!-0S}^>O$s(^>@5Pw6@pkWIUJ7c_+9hZ=v_&*J0Pr
z8t+zZ_5VAo>K)TMw@I$YjI_(^Rvi1=w(7{@caOiUUi8es@Y6i4ot`Q7g$1>~UWr|X
zlOtEJo?Ma`>nbv5o#UzttKHv!UAtJuuj0{)U7|KuOxLxYe3|%k?URT5;tws1wbSHO
zY=5MANMhIg=TR4r2~Vy6w>QY!`;~ghmNEq?57!fn`=-ve-P16KC+x}hO&SdRD@CV$
zZ*AkV{JwHhzl+AoxVJNSJ}o@ve`!wSwkPS9E8g?lFrN+IF0{G!l40c0lV)43a%Sy4
ztE#W{VX@txkla+W%Al=_h2Q49wfnkZ65BD4UvgVlZ}vF2ZC)EsnW~49|Hl=1VL2a;
z%zF7Wm02cjgKAs33KPe9wxvg-PAvI)Wg+X9zPd_#uDk7S9Xrn1TdmDcHkuT<Iwi)$
zdrRrB;;<<~QCaDhCtu85Fm0m~zn`|=qm0YylA;q!RbPJ+X^dc#K2(=!@#SpVv)ex+
z1Dia}Rf}_%c=ic;*jzQ+v{$9(hFrtthm%jeyta19X2aiW|Cz2`biMHIx+8_R<24VM
zuIjs}7xUz@&veBK=dY_j^d2_SH;KDlr{)(fVr+1ZkJsg$GP}+EJnih7B&EgdzruJX
zcxxAM$WL`y_I}Y0*H^zp>bF!Xvy0}Y=@fAub-7k;w>2>E``1Sc<5#YmJ!^l;w1l$x
zr)EqGH`t-FHUAb%r}6H2Uo-9&H)Xp^WTc)qyY(WSJ%(ppt>daqx7{8W$;f+cHZq>G
z%=q5sa(~HljB-;s-!HiI=Bsw?yiiN^u1$R}8+VH`-%SyySW~Rh+J83E%TxO1)|D4d
zD{p6?psAR~-rRFd$Wwj&qb$dgn}_?4glN8AEw9$LW%uE9(U9J&X+qLXH`$kJ|7o9i
zG&B3_1<$Puxz==F+{B-AZR_sF3!h(xd|19r>x<yxNqmlPoqFg05mNc0Z|!#Y-Gi$^
zbL0cV&q(}dkm?L={JM5$O4=+V*(q~`jD15UB=k9aSzT^6^R&L))%nbuCh=vnt@-Ni
z?kianlPhoVXjw>?UugTKImvEu&Ft4^%kJuHW`BKci|32<60-{Vyr(wbmvpRNclqGg
zwXTve!l6>S`wc`)c5~167Gzks!QIsA#EgS~Ua<vL*tLrWv<FqFgw=g|5fuK)@4@r_
zbBjY2S8bTne7WCi>y84~^wK-q&$QI<oqukD?w0w^*VgRTWLn+&%IfOt1sA1OwY@wV
z6U1n-DnamA=Fj6*-M@I(8@_pN6QUM$T;%=3vq8*4wZ3WZ?<|>Ev+=;1Oh;ik?aG23
zD^gs~RZGQe58tU3mYTGLZ)(ULj)Q7zw#;}eI^9I?!JL$YuC;MTV^VIlq&Dy#d>a+u
zbK}&+Sx+8czPn7O#PsIzjE!GKx9DG)S+q2{OtQ%MSoP&w@60STo3ykm4(3^`KBi#g
z!L~i-Y(|k?tj8hanghb2OS&FzZj9ozUctOI_P3)lYrWL<X}o!7)?GY1V@co%(=v7o
zrS)^4e6lcEEpRSVE3At5^qB;kE3<9+w2D@Dtty_iZH>~2$6XuN%-b5k^QecRVqpgB
z1><{5IR9NVjWfD8wbbz)Z^ky`yu%*x!5%wgS^X|HpImZl@m?eS1^W%(dK6z5xmKjb
zZ?JKBiPD89T|4F^oBCR;mV6y9XmsyCLsiT=OH=>yr~<XsvxB5`QmO*Gn0o?ut$)Tk
z_2B!UgizkMLF_qSS3e88D!JwK0WQNp&GS`rq_(^}u~|IxsKLh|w&PLR3|V(d?wk)?
zaQUMTm*dLju!&KO-PL?w>~$;pwq`cm=$<1Z^-J=GU|jloM`M?#*;*UFNBitBTe8(I
zdB@I-W+ua!&~MvTPKaLW_-L(LwA<tYTi=?6Ykth^d${{Q!_|1{AXC-A)whmcxo~a1
z@ye9l^H#5}n98YK?)BMwZklEUPuGXne+$GctDaAf`T23yt`e1bD>t87+tD=l?k)EV
zPN{R7_=@VazP)93?2@oK9wTIZy`#eD>hnbH=DwTj7vz_kG~H3KZ?&40QIfdoyujZZ
zw>XYmd%H;EL9*#*y^V{Vb(R>Ot%_Uu$YW|m{=w(7KCb?oE3uK!er;y^^8Cte<)`Mc
zt$w=V+soo&ugf`W-5g?mUHfxuk3kBP?dwDDY}__JHwvGZ6{k6|k<0(u-Wi8Vb9P35
zww!0o+`3%jQq%t87q<RKFCLft`#|pM=WV+mn-?66Ut1~rZgsWUn~m%20=0$bpW7Q1
zSrhE%^Rw$_Yt_lm-hM|{zYTg+DYLo!@vOr}^P^guQ=YGNDvtZ2uvlc$#-}S^#qd>M
zKGGt!`25RY#(9fYyb9W-U)eruf=6w(-O}K*x?Fy4XNu%@z6`$>^Yz&V<-Ds4*4bvO
z^*-MBY{i7M<w89lBjzQn_;dKytghsut$o)tMOOzH9RIqGOM6;y&tuUw)8`~xuB!~%
zZMCo?d*M!HzKS*56GNlk$bI$mJSdwbYPL%>Xm`d%KI3a^7s?dJ?4MOsxz^%oOsGYk
ztBva{t0jp?ZRbCIp)INQSi05k)5q%*V=guCeCf7D>V=t;;iZkse&1Ma<i%cfrjqgG
z+Lwo-WJ<Ffw@qlAHp^jI`mD(eQm^hj_q_SaC1^_$17p`RgRD0dFS}-&UpX4}Y|#pf
z_p#@i7sq6UX9~Ibc}R*jFU`CzKAl@8%hM+O<@rPN+wQp-dh1l$2o>Jjp?%Ke(Y-fM
zk36=lJ)vLuGpEd+=bv2kjoU|+4>2;xxz;kS%er=}boC0w0^X8cE!S?P_AxSNnEt%~
zQU2JHEghTcwtfm-9<=6X{^~z`Re|3Mipq26m4D<urdFvMTJx#;<3HD$;$q8*o$5AM
z|Aq%ms+=?V-j3~a-mPDHC^6JRW!n0c*IlFUP1}^#SU4vnE<NX}zq$7D{|u|<&U*jU
zmg7p!i#7VG+vmnce7v<+%Qxgq!?g1ZkM`uLom~54iFN(df~!l*$^$buhrM%n=bBU*
zY00*Jy-NA&iARhop8pIv=B4rao8jck&YB5%R|}IBdaljrVZ1bP!n5VKV=g8xn)Xzo
z`P$Nu*NtIL$tzZKG)u0z>&x-2EbEMG|BjdM!@9mKWoEd1D~Lhv>Zzy2S6a;;wJ|V!
zlhsOPz7yi{^Sn>!QSAdFGh4PKU$hk6o6j{TX;VPe<F)zGv%)^}Wh~velZ7Gu)^;J$
z$1fv4?2zHQ8tLwH<<^^5-OZji>ZdeTh3HB>-s+d`e{8{L#%JpSH>_p9vg$(d0nvy<
z;x;nBuASQTc~0=RHf83IYi7G@X}(@~R=Vh}t>&`xw)>^t1c^RK2%cqnfcfK^JA2OB
zt*(~Iy7}eNmY~zNJJ$6k2e`3D@+_FARXM+CaZ7vf^lIOk53U+BoWJ`zHl$~{O`U0{
z_IjIZ6K88xWT=)DPdXOR7$ProZO<9bHIg$@J{h0QJX=;^cKPnaJZ7eaHhqh2K88xg
zSBYL%n(gpvONPeVunX1KqINw071kwSsc!PkCu{9@Q$e?jul+4}ugiUPjm|H0pT#YF
z{Q1%Jl2dzXx_3|E+xMTLH?r>m<H<GCPxrOdYn{*i_xRT0x@C2rZ+W~GE3tXjT(sx&
zy&WI5dp;P?+j7{9W68uN(b3z#&z(PK=kG(yJ&)C9w?)pjI4@d%{z0+l(FIepO;_Gi
zd2r=l)`KV4Ii|Z-e_j3P!Pmc<CTn+ImU?yEFGa#a`H$9WAM4^TYwWl1UE#cLe<D;{
zb+z{G`^g?>s>;r~Kj)9TbFFZu;kA`EJ1pLNPkUyn<r{a+is5nBj=mk=*V)8OJ#Tq5
z;&%q~<z-ou$}JyvPTG3O`sl<0EzTvP=eoBl{J9fasb75I*R?*Lmk}!>u1<2`<9vN$
z&9NDu&s+Z07Rp}p<zK189pmyfKPAt++Lt{yrM!LK%+*d`CK$P2+L1bO^Q0_)%Z>Mz
zPk9m1{^xj!`ia-`qgW2xX7@(k@7knNeE#ce*ER9m`)mC+pIIT%S9!E}QQ22Zk$uU<
zC!bB*e&_khp!XqJ#+vN2&et%xRUCERzm7L};{5*%*P~a@x!$dk67yU%=J?6SOO;RE
zo2q1Po3*ne(08qOpt=v&%|3&Q_aP6Dxtng4jN5DMZa(qF<-o8DYZA}r=V`M&I`jGM
ztT)_zRa|H07N1R3FUt<y+pn`{)2TVhec7F}E<E`dciO~KC28Yq|1g{6mFr%K?wub!
zPc+8n*%zB4?@a!@slg{p-^T6Mn=kSD*2c6=$})9R?`-URnLP8MOzFnwH&fqxsTSV3
z_Vws8#>XqyY|grA6CRQ>Yv*|j)1`NhtDa6@TQY5X^K#P@Gv@Mp&5UV|JSQ+oPk1GF
z-SVY}E0*+Cyep2nS8=woq@1;qZJY95o8q{d58rNl&3trky2l&Y#&g-0x4*1;zfJhk
zLUWbAy{nWx?}y}Sy<FG4BroDx$Qrk-vWc@Tl{Tj&`A5C$+S+ebmY=lSd)nI7!N;Qx
z1aODD=QJ~Iop$D+qh+a8c3kvw=3m#BMjYM3XZ<;@K4ZVZ<B#k8x5TXfvfj)$=B}&e
z(&FXK7BXQ^lAHVEwl<5s`C{=h)^=C=#Gm0NyXIX9$?5*MLS21nRzu~Z)ko!@hF_@;
zla}3ZQE>9XlPi4YJen4E@W3jrBlGrZm2dFebgg(^)zuppo-OF93fp5i`Dk2=g?5&q
z_^oy8YO6vHDX@D@(6`-xY}I#nn?M=w$$$2~&a-*8S(G6$%FB4x^P<h^AxiH$Z=PUZ
zrZsa)`SP8w|MI5pRQS3gH@-OX<wE6z=bu-UC(J2b@m=oOl=N%c{Z7v5z4f&BK+;n6
z#^X`vd5W9=nW{Z1jI{M?nR@b=<)amM-)dytSC;o$YWdUGw{Q0A>N%GtNNo{G?yov=
z=k|XFsck!t%Vwqhz4X$)*4`-7Amr;BPeBI-xvz_rANI>;Ej(^}a-D>J<-D`u70PTW
zk0nhzRniN;tXotn@gz*;hUCA}7pfZ{TxrUEQQWt`Lh5vO!rkhUwKomtJYVa=H1W&Y
z63Z*nRWetm-FQ4Xbk80+)>0uij#WZ#hZ`zZ6irIowEW$>6a`DkM_WQa>|3^SYJ%sv
zVt?l-P37~mw+DSXJ(XSLSk6CDsR<Qdmoo4)MlD~(y52E-a#!6|%a`6;*4HmLS;g;l
zdB(YrYujDbTAB(yH%y*&<>uQTmwjSChO8}~7MOAB0ON|I@t^wmC0C^MBy?>O-Z<~{
z#3uWwh815;E8H(k_D^{qadOf6+KIC~89w`bd9-$lYT^5%;aYb-Xa%{uTI{y<=y-l>
zv6k_~pCL!&+(md2CWovE%C%+tIM0`-q40H}B*S@;!%7>!uDN?#PtUhk!)`14^f^~2
z9C)-=A>M0CZ>n6%n^4!Bs;ZRGp2@F$Qxh!ytP=8gZtEMg^VCbvQnxOz%4f@X7+zo7
z@WK7D!-VxwTQ8iSxpe2Ia|P8`bo`lC=(P8*jbiz-R&~*hxyMuc<BWZEIKF;e{vdg&
z!`%XHp)0{Yi8k}9L#%%;O=I5vIOJ~sWm^rStureuZGAPSq%*J6RybAl<<a!&f~+~A
z6K=arK4*CH_}<`2g?(Ei=FD2IT-<YE(Yq~Dvz%`^)J+Y4W+`*Q;rXq#M;hi$^*fzh
z5z@0R#BdV7{9_-j!yDIiCO)?PyYhVg#LIJneSgh7yJcOEDErn3uBy<*j1m^dmuhxA
zS`?%tD$-@`8`&x`PfMKLba7TurAV>0bgc4*4L*#oW7lMV`hDFzZAah)tLuIXH-1?&
z^S0+nT`nP^{_p*tSJZrut6aJ4M1IV*<i4tFLERhvE}7C>@vhI!-*np~A;z<X7oV%`
z;*NPNb6s9<z4P6rQF&T#UQ9gkKH!e{!Sh}lChk~~=O!%iK1xIK%F4x8=fqyKe72Lj
z)pmF3x=RnGmljRuFfV=?eN=Dx*{hSE?^~AQ+a`1E)v^$ovNfea(#u#&1m&mHTCOT{
z^L!Qdsb5_*D8tA?bf0j~6*a?`9>)rDzgUWGSD2GFXJbOiAMK@vPwK6fKmB~6UhC3x
z<Hnw3<qyvmB>efLU2=53*HR_c^P*LfTeet!cPO%0lc{XEt}DUQf_Z+{dBG?1G!;#H
z*qSXLt(wvB+;ZKVL-);PwH7aA`B2Yw%Xp&R*@)+%(nSs0mrQo_G5*z_Ah>-7hwNYN
zOIv1G`u*E;ZFAm<`~3V>*KCtLnj8EVtS`K%JHKj9RrvJG0^#k->$LBeWN?H$+E=${
z@3Xq;t?jxhYsy}9ZR}rKy#39p7QU|+Ee}n+v}3PRfO1|{_{4zMzN=qU=yxuW$ojcF
zAo-aL*Z2E^p3~~KKA7J8y{9;CpJb$3O`GMteD6(DA}zlD3%wa_c!2%VjvwvHbCPyd
zNU+9yT_0+4@wE8z<VE_&{jN3^DzbN7=KVBz){&iY%WZ-KuRK_<p0siHebFM$wukfX
zO+CBWKyIsz-_O^_MK^VAvUzguW%Sb%Cs&HE|Fk9}^+8xeQGw%{S=Pyc8nYU&%Vzbg
zGb*T9)#f9&=Ze1K!6zYGi~E+wo|t)#f4x^o^1NEDi8gbtG|Xd{&05#5Jj>7BIjd6U
z^ZVG|b?!M&!a4IENWER_XZSMWoK?)LmZ=jjX+CcL6?!Dk{nF+z$IDwYw2L^7+rFNu
zdgY7K!t7ZWCmzi|;xB9UWnHdB($=IYJV8})C$4?BsyO$!@2+;Nu*4ecNH&J^RX2s*
zmS3s9F!jO|=@$`6;%b|o&CpQ4-xZlIGx>c?>D!Y5o;GPamuxi&+!*)njY-S27gpii
zr52S2eAS`Zx0j{oRbS-}$xN4cdp0KSm|pnat7qdk*|GX<Q&*l-uXQ_9(B0zYwVl;(
z!zDxhyqGfS+Hw1hlQ%!TuvLF5*93lraLLk=qy6eK<*P2oS#SJ#-n3WcK;i31uf<6#
zGu8_KoObKUoORi2FX`&eXrIv7IP24Y2HR%&wQ+sF9u!XQ>Nux)cl8|KV`0I0$CqTC
zWm+ltcxmOG71E|6+c#}^GXK=-pO5cU%{sMY=aRd}RekkKGs<!m!fgICd|hQW<C@JH
zZyvegpgfhrmj_?QJH4$vr+MZ38et*7s=wKG4q12RZH=v5wKMSQi!)c7pPlnpU%oc)
zXztW=T3-yB+#J?5=3Y^JytUv;Zcb5>=E<9PPHwN)J#M;B^}NNpnnMRyN8L%0KQznh
z`p$^TPbXc)WjC=ev$`g7zR4{+%Ap{8&MuYYj|(F=zX&R9&Y75Uj;(Il;z^+vl3&;C
zx0avk^nUspt&?w)4;%@vTDV<8;aWuhys1kL+rGHrXR8_LUwr22lv|gMsyLtDxOT?X
z9i~FZ_@72`FuXmmZp+0h)3sFI|8te@csA?pdH<~QnFh6*@h6rVemZ$JB>l0)zb(gX
zuGn@Suku~GQ7G$35#Qg}IxBVfs{b=gjLP8`xhPwBW!0LBt<UwE1LXFu3d_^H?Y~sL
zZtBUm!8Z5Ougo;^V~vgYP!+s3SY_5Nfs#kNHP_DVFJ|T|GmK!B3G=;a?fEvAvzxm?
zo9Uz9<=b5^tH0Up{d8>JUVgKkxt9umT<e>+z`|1ITFPUg>Ur5t7pKV0SnoC4Q~Bw#
zg<9KR7GGTZT;cEIzN-s9KatCx)_OkcqEO+iPTjoz6^DJ@G*0cGZYjGt#^+U0<+^Q!
zJ3EhiJ%1Xzx9Y2Cz_b;sR?iM!c-m^hVVkSLSNf}NPAuYMtDEY$`0Lxamh|e3f{>-l
zo*CLa-dkdo;`$`Ox++YupRel6y4TLz?;L2TDqXi!TdguQ^W@Fwm9MQr*q<JFZu)i`
zhp6NGuFtW0cY0(ByT0x=v5T;Hw1>y%=j@GNA~ZBC?q*G#St+5swesrOdESQWBX)Kx
z{I#2U>W*8epS#T0bya!SHokqNw8~K~`$?|)Yqxv;kE4u*&NseyDSRRrs}-K{Io86-
z{sYf{294zZ3~K|X9IKnU>4bX{YjBF_Rq<6ev(}%CIQ{9Ebx_B#s^oiHcp_hDzLdAM
zSa-E9`0TXxNv!=6FN0?Mc-a^})k@gw2HWD9i!POE<UW>sH0yS4-IQm_x7P-jAIscn
z7Pahs(Y1%?MgB9GgfY(O`*P8~=Go*M7c;(_-3t5_!fP)&<+|Kgx9A3Tc6C|pdBK-M
z%3Sr1zFhu&T~+lue^a;WK2NnBt5^SB<Ci6}<eS;Gdu~V1zT>}lv^e<wgsSW2#Wh8K
z*|TPS?XP;f+%NCC;gtUjyMN5BnVwZ;8YJHGeI2Mw{JOeuo4@JJ6BCcCmz_H$-E@5N
zthYHg1PsqsF5URE-B$bJmp7tzSD!x;ow!wO$|ZAi`MjwSD|F|4U7b?gRdtNF@R<8*
zYmHa#xp{G}FR$(0?7o3fblb-mv*~G(?J^(FR@e5(#aJAF?6+jC$oiEB+n23+6nd>=
z%K@z_u4n6>g#^`W-JaWK;Ggx`H|WWibMB_6Syz7f`t+pd?L{}v@0dH|>zZQ|o{LWV
z{PoEdH^=_0_dS#BT+g1|bo=zgkb7}fVI`Z3kEVNC9RG3cRJzUL)MDRdPp%{$WS^Hk
z-}qBj>W))iU;e!Ia?YLGvn^$w&tI$We|&4&ngxB!P1DavKDq9bx-je7m2J!AzTD${
zQo4ef_xbkawpy`=_dkz{jo8X!c%?2>ev0wQx546Ze?DKowMa$gcW{u8rD%uEf@sO-
zTT8;iek4vjntHUkXU_HHWXa<jO@-%9HhP-pnN?O*laNsT^?mfF;&YX&woMc~$+Z0p
z!}5pm_Lgxzzvd`CZMyJzuY<j%d~c=Mk|mQE-^N{Bsb_rL^vSMC6Z|jj(oiiaO1g7r
zPrub9=1Ip^)XrYNx8#g*VD35gwN<amY}9?t{xh687#&x)b<sqblC`0|<;kKYj`u~+
z2Q59D=$H}ErXzTcw{%-T^WUtVf_kf$Z^N18z8(w;@4U&Os^YhSuVOXRW#x$nUPf<l
zonQ4rd0T9|^6R4oE2B%QwYsK+E$8?)wdmBHcA2oRN0bX0v)%o+{oHwe!`drf(x=CB
zZTV`oTc;(?x@6tr%o_z(^;T!P^bFW-(zd85CfUsY_<f!1ZM*rbzHXWkpU+1Aw3!@d
zS$8w}Xw|wkKhIXWKD0jnI<8Mr&Ms5G>cle+$>Wx1?K98%xmDMh$T@slpK6-hKhf{@
zJ6EAO-~ThbzV6I;;`yv&4(0r7O9YOw@oBd$?fVsUV|H3~(ppD}JI2Sod>5^C{C-p*
z>y~VAd6;do=Oe|VCD9QZn6J-zZgPg>xarGTxhtn0WLBs%eSGfSYTG%st~|EW+P2MS
zyTUFr>zz)>##?uPg?884ZsVWwb-nYYk_``-_V?!cY5kt8sd4#!P&BU^yY{C~*4KBv
zj4J3AX`C4IwQZ8f+N!B@H}<+&g{K{#n66&Fvd;9tF>N=~AXk5$3WckWmfHje)qeS6
ze!=6oa@U0r^#v=EEnY`)9KN<v_0Gv{-5NXMTs=bF{Jk;?y&`7aJ22^$>(sM;9IK9t
zG#=&T-5Bfn(rGoHap2Dr{L3%RQ<ZJC)i2oa?T%)1;cI`LBPELqMD?e39XVVs(z|Qs
zGv-T+%Pkgr8*FHiN<aHbOEpb>a+qV3r?z6;5t-*p?L`frEjm_xtsyKYy(^>p%GGTS
ztl{d{mfl_=I#+zwvwW_G?6mZ}!t<AQde4~KspDt2RX=>=mb|&=%sv?EICXv07rcGw
z<F=HSaa&iPHd+{x-1qgferN8w8HS%Z9(-RbeCgWGEv1vnZKRKICyK0L<FtMK{BQiT
zB6p_U`2r>%@0dkQ&_49lH!A73#qpTyp`zQLWCyycXKXFj4^DqM>yc{NbNRLLv!3pn
zrnd3PlsO-dR$X+Ts99q4B>7xXX4mnF_m&;=H?0&iytPYo=3(t+p~nmg&)SzU9`#gS
z@gS^vKl`j)wSx!qRQhh7G@W;8)tsxD@0=zXNAQ=<c|2?F8mHdNS8hytGx^}_0Bz&a
zRU4SxJl;m#4$t=rQw|AvQ8-U)%en(!mfQ0c`rR>{l({}IEAaEuyFae{XUNE#x$5#s
zd36P;gOidcH@jYIReQVfg3ZAlXVXu3oLn<y=FXM3+!8c&t((0k22R|OHuG3*=I!>S
z^2+KvLm%614Q%7nc0E@W${u9(eX(QIW3Gk@lVb(!QLS?xi*mAD7INKhSm-O1{xZ~T
zg0ZJZ>fSGZpG?wP@qIM|^Mzo>pOT`b{G!2`3{vqko_DdAWwFa@eM;V&tjzM-Kl8@N
zp!G?4S&~<nSUp7#p10MO6!|>=+?I*SkLP9Vy0GHZu}}A0ERV9izO><rUZ!_X0+-*5
zot}1WOQw4rp0{I7d(!b+i%viJvhtDB-7LL#X;IsYj3-8Gs&O1#lh9INxq70zn!9M`
z#?=`m+NI4Wm;O$3-=@`cbVrfBRO2Hp3wf`a6IILNKHrg(UTXig=XBTkP@9sqDJ{t=
zJXhHRSMA<7Ias>p6R*pOS5{XzOBF1Xrk<^giuFEZ#yokJ8~e5C=UKQMl~X?O>Q8Ws
z61{SQ^T6un@~R1z&wE06HP2OD%k5n9RVC@}s*OhamMeP>T>fP7-cKbmqQ&dTV^J$6
zf1jY<=8dZ+#kHt9n8tlj&ug3afZ_SVCD|SAQBR-mPCLiOnl^LE&%IhQ5$o1(yyRa|
z-w>94R?}vZR@Y93!YJm%0N>DC8_UDvUPeBjSix+utTV0ntp5bgM{}Zknlzq$;#}*w
zU8}ENYOU&#3P#t^((<p*ChErPWW8JClq>oqQ`*$Co3TIYX2!SgE6z`1_v*`aUv2Q8
zq56F=M@r&#QR6$M417~w+?lsmYxX9!Bl1Z#PxeNOIq;>d_K=tu9;KFXl(XyBoc|2d
zC2Xq#KDGSbn)!Cdq^yXyoC;F8v$CcgtBUt)XWX%t^~w|5sAaW=g$<Q!u5Fl*KFjOO
zyv%Y_`>n<YELR>|@MDeRa=D#rJCwQ^EFbV~owI0y%I@j8TQx&}rJLT5bQQgSf3C76
zgV=wD*WnVnxrLw1Ux&Faxg(nV^NO{h@!gz1wuMsD`%33CPuRLMy_|FUsqC`P>@tNv
zug|GSI~-I!MZ4(Y3T5@e<4@xgZyaA3y~y;+sdEfJukh{rdNlfO`7W!KmbO9}$2MM6
z-PvPxYg13D=}Rg7)~}pPwER!MvHbJu#`P^zVlSMK7hRqD=vw*TlN$c7<5FJ5{W9Jf
zJoW06eeO##?KpRCPk8q9{O{w-w^o<VVNwYxk_m5%cwKd6Nu|*{+hf|-x4iB?D3IN|
zrn>QH<>cHio2-(i{+jzJb6T<bslr(&=Q{~ZI>7uQD?8Tjs=wgWw{K$wc15x|oLCoG
zWKw$Q)*NYPwTctpSD)m$?e<iqs_W&l8Lg}iHgZ>|ZO`(%*M4u$PdCj!?hE;{c{@}3
zSDg5Db-71G^V12nnKP5_UEL`^NhGEDcvZ{fS8FnYU3M{BZ?X=Zq*pjk%dAKIOi}U6
z@Wq}dp7i{yT&uI^-zWVmE|YS4dP3)K^*z8)n|WJ}`5DvdNyZb;a=qT6Uf256od3Gb
z)f;P{9N)h;{it@j<k7qX4?T5$t_@qAtZ81`bMsL_rTpKllhu{nJZA1&%Ud5FEBp99
zGRTwT1*>=0zNc>a8|UUT3pQ1V?pTu?^T{ys(L0^Kdag)4CGGDGzph>1baB$<T&b7U
zS6EkbupD2<Ti|o9l0R(0&RND2)gEZ8>Xx!|=PtbeQ_1kNY3kl9UdI=%Nv=teNVWKN
z)hSoDY_s6YzA0XTFZO-Z_?ot5a-O{g^Uu)8q?x-mEbZf6Aez&)Z&mgF2drWjV=m8B
zUFc*TS!<rW)ym&M&%jMPz>Z(vF{JqWey@xACG*m2eV9INnm9T1(%q|@{#*}R(fu;=
zx{%j#2Cjokp9NJ<c9-E{KiMBMOENL|d&M_V9>E=!Sr^m{&qjSt+524~q<5F_`K`WB
zTV;)Xf4g}3d*w{8u1*Omd*{FB)TX(IC632wn+iGHlw2!ZaQ<T9uPYzhlTWPlK6CA*
z;)Hj)ZE9O*99wz$<FZOWw!+X9)=hk_S?_P0cfXP{X`zI6M4k8U-&NNgrnQvjA6jRU
zvAD^wt3Sk4Wt+R+w_1Zk>ztJPd!Ae=j&W;e=wF)3kXqQ>f2rMMi^q2HT)&g+#M2nQ
zt@7MCd%^P$%bhtxrTd@zmHI9CH^uz!%ypr~c^nHR?)HSO$WGw9yY;ZA&Vt0^0H^KJ
z{c4j|Y}<PBTWwy+WOw1e&*j^+<pKrRGrumM@$}$%yQ#A-`1KyQ{A#lMw$s(!Ge5`N
z;S)Cv@GW`5Bq3k*LNw-aQAoJqHlw|}!s5<;&7HMuOPH4OJ-3}&9^aPDp4s`z<6mfO
z-n+oIqAbt6(BnP<m)>1mw|64X>b;c~-$hpED+V|-zmNRvapRQyp+#+xGX#t{-oB17
zTX$XC<Z0QRI{^o3PR~j_Y|eaX<FseFKe8@|-#A?E6Wp_Y=@zH0-KYF4>|3KfRb+z;
zRz**LukZIYi<8mD-1O4U62-k{rjI|Rup}@?8o%#tWcXK_^Rsc2TRqo>8<CnPiz_3J
zeM^<lOG*9xY|FH;H}|8CPnG2NsnzUCeYMv(Xtu{{^_3SmZ}iVr2{BsZJ~47pWXLBz
z{;VDA*6>T%P5C+dKSPu6Opb{c9&e3zU$th*g@qe?etiyJ8K!sYPueP#=MpwuJ!WrD
z`CF{=IqIhsdt~CWO>-XfFZGI?a#hajNzjtsd%ayzlfA`0c&s|bcZuU=Sj(J}rL3Ok
z*GHKot_%{Ms=R(LpNFMvmcx#7T8>-$IG<nJymj8={2+tc%pQ?>yncZjj6-feHL*1h
z*V2sHvTCW}u`JnDoFX@7<g=|g<@V4wtE(!e^~zMGIjcYMReV`)%(N$1WP(=wu5ZRy
z7rxGuc;1z)#>Q}9HP>UgwmFeylWMir%k>@kef`d9&L;kc;mToO&j#L;nD{>0?Bny5
zt9-X7o{ba_X!YB3x#ej)^Q`P6{#CA@t`<~X_sV(tQ%GyhpBt~EyjJ)B+Z*7<F7a~K
zN~7I!DyC~v^IB|cdYeA1XKl+ew#hzWxn{}c6Hib6y0XvB;^eZYdY#-;Gd#W<ncsc+
z*02Ap+Pn>dCsuNMEPmH@cKPm{Wsfgh>g8107G`lkhU=N~w6qsH)<zszzBbo)ruUUA
zN$fs#p>lqjGkWSp4NmPimYu%unWy!e;Cb$HSA8S<>$3eBcX6#%(Y?O>+Rmq(=EW|G
zrOYDQ>#D;l-Pzfe2e5MaZ!B}`m>@Sb)z39BCbXeqZAi~8oym>2W-$wgcA9j(oh5xG
z%*3hj-aP-U!JlRLwtSuNBy?G4VQQ;sVe;8vmcp>BAFQrz+#YOZJB7>P*uqSs%mdHX
zz4|4jEbJd<DtCESE$2oP?;Tefx>gi>?zp=4M8^JuYi`djoyaxs(OS)weH`m%yxMA9
zJzwF+=Yt>5v-I?S4uAT+yF~kUbSK*(H{ZHP+0$05_<l-nj-NkYu;d80qQLX@7VEXP
zYG@X#lsYcY^*?=khWZ`n`rdLokq=vbwcg1&RhCk=Zr6RsX}<#nTP*ILtzEdVqUgTw
z#`p=$TZ->(oEj?fW~<q^x_e%8Ok*QY-o9~k`7PFCX6r96t>o`8P3w(*W_h&ge1|?0
z+sSjr@oKNH-%H+bUgr8tj+Iw#e0_aRB8zK|a(Z?~W!&b~F(;K1cVD0HSzc7wW_s(6
z6Q|9$FKd(;*!Hz)%}LsOrRMmi+2y;hJm(2IdEIiweBUJgPwQPaZ*}fj|2SIhX#MV^
z8LLgVHTQCFFE2iP-|yR+lO`AYroJ=IT=4C$w&j+M^IS`u1y!0tk}rJl{Bn6tLt#Ww
zq{Vre@Qaf(Gq*gfTo?Ie&i=cPb|-fFeZTN@np9@Sc_Fhres162#?9Y-s|zmvp7<-I
zDC6;lWgiXv!?=3mf{#QQvHN{xPIbSuH|ep*!yQKpw@YRBJdokKXPT%xQ-2m`oX(T)
z2KKEsp3U>Jen)M~GHd9%_hQQB%!xk_%YBu$eC?ZY)}i>`%$zNo=6qe9ZK$@1Vda!b
z8H%x`COqx)H1{PwTX6EM!N*x#MLOcPs}7y-v!9#(&m?(LmWh^b=F0uD=hrXIn7vMW
zN|-{|Hkr?n7I$YaSIOM7^H0`>oaeLFNvjkd^;^!i_C@o$CkH;yzqB?*z&H4gQ9ai-
zOPSIo>oVqcPSM|+bK{nGvDI;@Nk_h|c&n>2&()Q+TR{8$`quqCD$^pC&$4&EwDZ-~
zR*QSS^YWAh7B0HxpHi})t4?}?(!7kF4?f2)DxB@BcO;p6ORW~Kx##xFxeQ!vtTit`
ziXWYy))pGc=CHo+Xp+qGcYEVbJX`EP(ejk<=JWd$|2S|zQ#yI$`g5_p>%A+jCsnBY
zzPewuqRIR8O#8||aa*4Tc^#4ZS`gvqdR{l>+^(2UHRrQmtg~`IX}emXdGgsfb}eIv
zm`U09{7!tSl&%)}_8_=fFx-oGZ`Nl0m`i=j_H6V%vr#(X%i4-1ER3&Xe&lIgDH3oM
zZatfM<!Q!iW#zu?+(`FFRoA6O4%=K?bh`1{o?R2BE#K+2CZ^mf!PQ`1)w2!P9(+Er
z^30Jwj&=E|D$%QE7HmAIHZi6rEZf8L+2k`8XT#On_=<LIGQSjf`RApLYm^P2EfsFE
zka@JJ<mOeWtwQ0ZjL)`&Ug58L9#+$}Vbk-TS^L~?oZPCu+Df&c_-Ni?J;QU_Q{5#W
ze_Xv%@$2!uNtZQ`n(n;8d4hTJ*X6U%FveV%Z>mvz-Y;Ws&m8sS-1WQ`asL^%WY0}F
zerr`;;ynMT@cgpG_iF3Py(<bVS<2Q%taoG6K6hjW^Smkl8McU?S1CMNY%<%n%2a2&
zt^3=Re;;Jl-I(!8`%Ki&aC`Ht^?#R0{C!n-{>t4)IaSMVySn5zyp2m%TgLGFesB7=
zWl!d1Rmy(T3@h7vK6KLG0@oDJvgJG0TU)KPZp#v`ine*Q{^sr+)!-Sgp6))GSASwn
z`3{yR|4MtVJIvepXi=sSZ%{P<G@k33MmJ<%GG?81SC;uFnkdmTYxm@nLNC;>d<>hG
zcJSHeBh73RcD%`oO7WWGJ5m32@R7T<w%POeoQ1<5O_*nVZR*VVTJK63k6k=3e`>Ya
zy}}S?`Hw5P<%7HC1-i`%4@wfLy3CXEdA^_KgS7RF8r+>jrglAvdX>7xC8)8L*}gS5
z_k7;YqfQAdRUx<D<aKA9zI(37O{;X`PL@j&{Ojwk{AbYDvUnMEv48VtCF6OP&lZ2a
ztvsvPp<F0SU$Z-zT{Khl#3U)TyyKsj7&Y;)JZf>E_(zbAOZr;Qh+`k$8Q%DM)b*Lv
zmVn3iR_>bUw!3@U3;(TxbJAx`xg*@??{y~k=8H^6^}f2To2DIn6Z9fV_grz%x<~Fl
zp{ys9!xsl%o1JPh$>n$S^1WVc#j~a|91naST-g6KV%wUDoYrr&+zi-dwH_UR>)YGr
zZ{Hgq%J6mNCaZ_sn^tr@w>@gI_*c@_fCptOyLtCV&HW`Sboj2!$rI|9OVTXA{dw&b
z@jd17+R#rQ?76nxYZrO(>F1QLl&_{)76)F~ZB5bNmUXAFr{_OItJ!Uip!@|_gLasz
z&phjO<M_6$%}EotOr3V5tvGOI%$H>>L6++3*Vb}eU(4@2eO~xQv*25P#TPDZi78p@
z+TS<TFtEQ$xX$fkQT5`<8O}1r*DtL!QRbcZ@9K4v?Eb73AJg}5)Al{IxK{L>;#-k<
zQ)gYv^7qercTcBp<|=>A6X(6wRj!?RHnldX^3J!oV>@5I^<t{sZ}nAjGFO4s_jO^<
z48kqm#+tl3_2SS{4ZC)RBHOIciS1Rpbz-v`eZp5)FK(W6zUY_d(MbN+mo|sUX<cBS
z6(x4L?8=5qe1(@*Zhq9nrlqt~WNN#{soRs?C&!j<;?el>I%W=+oA$0v&2v6SUMX{4
zE;jRWl#AQFsV}x2=3>+C-qtIzK5ozTVlKh^TPt(#?rRVBdv)wgtoyp+*xn5m&rMG{
z%WKtUZ*MGMkj;{O5xjG)O!6e-U{Q(pmzMf4dL2mk{3~2#UDZbKsTqm>6FASCI;lOk
zcpnumfAqMhlgZ(9xj&b?(rqs9x^kx>rKfM})kAxdWqyZSXBoLaj&0pFr^LkTsmdA;
zr64xeu!;uzb=kE6xi3Rg9sHHIYQNm@X1AoH!`mNM4!lh=yuQ_*S-v-X^6T?!i%%M_
zn(Voj>(fTv<DxOm6a91Vd|4UlXm?fHIr8Qgtu@K}*ZL*1l&maZFx8s#*xu`|w{zbT
zVOQ~<$4oN>+eI%_viHq@=wt9J*;IG&T(@I(m;0v9F8yAAzUpO^{*;er6a8kYglt=r
zEB&fSSMXdl-<P#>O4mN?G`w&vX2ZlwJG1<qceR>5>p3aWQ+RJ-@Z?MLUfp@VEK5{{
z`E06doO_z$r`4irb(L#8ZzMFHkJ?<QspDXJ-djJQ`ufteipi_ixE(F_mr1xP``}s=
z&zCn^`YZRctvSxBQo3rAdfwIzE3dx}n$gJKwJtgH$WyudA6B&3B<(6@Gd>z>nDFJ%
z>X~;wt9weYiOF<zXEXnKz1XlIbAPJ(g4Hh<JWknWc;JMjtXA$`i?z(mjG?DQP28ex
zEa%HtQu0+Ro;BmK<WciW+jm)}a&uUPhAEV<tW>$0d_2o?mgSw~+Kw580ngRd|1(?<
zPGCHqmCSnH?`!x@anCo#83&&&O8K%n(Ou@s>g}=_W%}XS5=P2AALm(xs-H8AWofj{
zwq0~S=UQHvS*zvgH=F0D<xKJo<!x?0|1y?4TFAI-S<Y=+ZT@WOSLcHyxHg3srn*i@
zmiUwHW$Ezp-sUHbtuBr2`<Lb{m(@9=>Ui+Y*|!H81MDu|UjKR3NsYi}f1~vMm$vM^
z_QWdh)<Q;^=bu(|#*~Og&fR=8^q9Z;UXyd2LB8*keI-iPiahTL^Ktpa_%eKwgXJ+_
zO?%^u3!9%s8@tP!$9xP`wJj)gKG{$m7PD#2yuwJ$tdc!ae&1x?9t}ueX8qjOZb}!M
z$Jwm4JD*=!u;}RWRf0jQw)<(FyV(EvY~<5(Qg4Do-#6Y{Fj3rAJHUOiNAk-rYlCaM
zdv_}f=d(Q8^7cxDR=&2R#iM1tW;;}53L{@-EV}$6-!XsQov`*B2TvZ&etF?%L-K}o
zo8NRXNIVJ3yX)8CJTtE{<k}KL3;EV0Z#m<*wWS$5Y!aj%<>flfo2$9neCP9!pq6hI
zne6e;udR>TaL1^gE9Ld}{^MOs)`k9Okh$*E?{w8Qb>XYB^PjG}3k$KEJ{Oz5%7cAv
zSwV~j(}pQI=Wc~gU6XNQji1N)xUDlj%GBCsyWCmK9D29ibhiJ-+}L|hT>|*`mXvj$
zEADeGUiEr@)r&VfExtY%ow}~d<jEzE*Nc4`kDErlvRP^Qz9(#n76V)7V(F@|{Nl)0
z{kA(D&lY_?#%a0Uad)@OoZ^@%D~#`pF50~FX-M>(S4S)lnpUaGZE0mVYp3`*VA^t{
zu2}C?Ms`!BHIMpFunz8gP`2cK(Q=V%&kBPB_gP<U&s(%PbprGCy}2v}o+{TC88hD7
zoN6N#HY4E^f7Fu8Ozg^YK3<#MZTaNgH|<T&m-@=c8$6n(&f54sd^Tgd>5{O<?5VR9
zc7C<FCVC{@Qu6rLlDy*EbLvVbD?OQ~^=`Mo;`D`49F59-j&I}UFS?yNz3ZXwB8Gpa
zuYc)O*mRv*ouzktYr~SKQF_raUvtfDPAryqd9?c4Oo52@%d<Y|$|=MMS#f=jRym^l
zGyL4i_r+h*Q$@meTDUz(+jBW|$F1d}FSf63t@_xT_4sN2?3eFjs<#w{lr6jY@Ya|6
z*2O=s_r-XW%dwX4y7IH^=T6H%uTQ5>;pDFg-{~dh@nhHLXRE%dcrw0?{&2FVDqKl5
z^jBDq@RKI(U7EWkv+umSxM|VmcaFFG>YA2r&skUfuT=Nk+r8RF>VAHD#}yThRlN0Y
z-)X9{`s90WuHHM}SA~UL`FN|aYL>&cipMN<TNet?DZc%6)k1&&r{RM9BHq)TCCwK+
z?s>LIxz8=@vwmFG>XpiCoid(hem9=oeDFc(Qs>WH)ozu?C08x3c>Vg;=8WgN!`=4i
zHrdZDz2M&}Yd7`q;v)X7S+1IoXPxr*7MI*|@!r})-;%?XcRVS6r`_gxjIHY0l;V`<
z^R!vkCT}z9FTMa;%#)iJQofG;tq*%t{_PY|q3IKM&8gmeHF5X*`Pa5g`&#*P=X$xm
zpY0z@*H(O$`I{9wb4%9o<xk2l$4)ZvU%AfeUHz0lce8fK3Gv%)J#)H@Q+d|0tb3{3
z&&+FndQ#=<>TR1OW-D#D7T~$MP^Rb6X8%~hb`{aHGoR^jCdZ__^Q&Ap&1sqOoagdh
zkJO8nd=v3q%~kqTH08vNkJmOmWzSqNNn%3g<k~x3PxjtC@#@99Q_L)l^R_NqW>;y+
zd}))og-yz=`DMmm*793joHKt<R08K?Q|5%{lLKaQsx4M|t`L^{D(B~--f25ncgR*h
z+Zyn}a-G<j=>?AK4j6DAtyNc@wR^YC{A|s$cWPRK1)6TGDmukzGU0@G=_1X$a|5f4
zcWjEEy|gsRrt$nU?fDy6yS~YU$BB!cjxJt3>BGkJG44HI-iIXFTYOp9^st=g+p`T`
z6TY@6SMtr3IKFIYr`dxif3+v<J$EtIribgXto1dS6Vl3SOD%rRdwXYv>FJf{G=8p1
zsC?;hIIrSe7SoNRMIl`~KTTCy_eJMHZB~L&RcL8p<JlOugRitb+)g_>s&tA=tn8Fn
zv7JZmrYW<TzvQDWn_m{G&262y<8@ETnq&F1XU*+QzP5VP*9Tu$R>>IcdZqYPzL$Bu
z?27=y^KoCT6d#NBJX^ci_<7kzsV08Mt_=bq2Q5Vv9(-G`wb*jmmK$pvSA6TcTCu(=
zq<>!aB;C)-O_@1aH;+X#Z!J;cb8~+f`sUFCsTW-vk5+HkJMn8|tk~k(GhzMAN;|!;
zoUjS6H{vPS|2ON2-lIE9q*mGnzD}0cRZTwrZt>6avYbZ+K2$u~6}`Lo<k4gfvu*y%
zf117sp4ag+<@U_YdERpW8G5t&7p{4oU~#NAdx2qr?XR%6FKXSy_&jefY*pqfj`@32
z=HsmUQ_Hsdr0tx2{opan*WnU(<(gZ!@9gte?_+hkbNQs)ltX(SNL|xAuD#z$rN6p=
zZPl}h8E$8oyB>b|9dJpnDsAs=&#fE_H#S&>P1TCx`TTeG>QL=l$3xTkt}@#%trFeT
zu*x>Ox1FKu&D$A_*JVn-tQQOaeZEfQPLx{Vr%4PJ>w^9>Fh*Of+vIlexYxr{&CNUb
zKQ5KtQXSY8GP|~q&++%=<5d@19cB3+2OgLEcFb<;1^2vFd$?Y8_x8`8o#(%CR>&vA
zS!=G{v~}NF(!|{JY(dEZb(xa2i@t_gyb9iBxtW8dKkna@8Be74D;|9CZO!%q?Tx;3
zVkYkRmJ@0|d99<$W7+C!)u#*!wBFqKnVai6^}w1=^_-I9TZK<v+c|sY0rh9cMOSwg
z1x4j$*gOzE8~)qrSKrr@r^`=1pLKH5*TyH;g!;b8TDbjsS9U3m!Rngn(N~|_*7?5Y
zJm;Hw-a>h8(I>Cxt2vfTTv=S_=U}VdyK|5Jwb>?j=4H>D7U!3JX{ndiEs1Nh_ciM5
z?tHe%XJ%H(Bp$h}MPFsEmn5Ax3fg_;lHb<V0+x?9KM06kTT*a*f|lxHHM9I=x0@C(
zk5-w@JSbBb<GUx8wTf?Ei@~q(sd3>}kEUB)c)?RCnskp%)jc8GRq5rVilZgh%(C8T
zH|Z8<Z+v;h_wq$qy~#-qVaNY7#O>vNw_?#bj*ABDkG)F{hCI1$>gg5q#d?E8*mUFQ
zIm;H>UGO-TeZ182ylv&#a;v2Wp3f;=uRXU@UH#s!Oq2TykIx7#e;Vuab;8Fvmu&V(
zC4aoFv}&h>-PS$xmQUn}R6F(gOy#qk-*;NtFOAz-__;WyXOqmFYg-nVB}OirxhBs)
zPb+24uj?8y4?YJkIU={GFm6`g@d@wmynQr%8T+*@M-FIwU1z5GHzM@u-16k|OAEJ^
zEL+pJ!25kr<(&G~;?;&P=Y7?meLn81%=NTaUdK*OS1A6n{P>Q~vkrdl%-gz}rQw&{
z)R=E3?R!=F`tEwmZGBl)<M7~j`20wj4Wh4h<)r6}9uHf3@wV6W_hHkmG{PswickN<
z*mc&yoNw;y6}`^ReP5rPe7*C_#HMFmRWYAq{cO_qlm|M5{AXybp0{ql=JCB1Pk%6%
z%eR&WOzrc@6=gnqx9$C<IStj1*G5d1Ja{}x)bY!)?3;eN@@7}N0~gxOSR2|eVG|Od
zsS<W-<%yTGo=?7VYwm85KZ|$pe2gwTQ9MT~r(n{d?UU~4@fMx)x;?kBtH|x@42G{Z
zk9Kz?@a$#ZTNu!@VZHC=<P$z$j=zqJd2-2ihNtV%a>H9kQfl_D4&n}2P}ue6+KD-Z
zUzVTFTA^*K{nd1(+b6&0mQr&*ajwuiA-GX)>ei>M`F@7SO`BH;ta30dyz_R^+j{5I
zrRFRf&YM2_&UN#3?70PgkB=4_O^SHX^JwoJD^GdFzBx<H%QtqsZl3cmRP1t;h2*mt
zjwdZ&$Mr;hzT6!(^|53@ao^NS$2g-7GqZQy>t23o=c?6r-W+zHbz*Y9<y!8LGgCwO
zilfVvzrV_!rgwa~#m%fL-WLCjZuh-@Ngv*}P_W3t=Gl&3wri4y-Z9_W``v$I&oPm3
zsqooXZpo}WxmWO|mFv_sCm4_KI9iorWx7h~ZA|!tmlJ&RwLTTTj{BK(>ccwUD#0n0
zxhV;6&wSUv8Kp02!}W4;KXYSb!8(3f?Zut!$=-L%Hc1N^6<^xI#%HmtQhnoDpB0a{
zW=&f&`<3TLLodPNYZF$Uk1Co|zG~MS?;U@4ybRoI>b*CMz0mjef)4(fXZ8H6%06CO
z67KBO_0HBYi6`5^MQkD8;-$Q1T5Gc>=a#Ff%dT3<eQ#mr=g^*(Stn15b>9rUv?z_)
z=8AHe=EGv&*p6k-oGQ*T#gx8{l8{i4YCjcxT}0#diru`CjW2`VA9dgA?ijhr>&OJg
zB~P>YuAAISmCd$_^gO>b@bGiBRldq4XT7Ih%;YvbcA-LT$M4-I`>GzBu2-I5ml*Tp
zOteaa)}y)Ge@bP{JdicrMVle}`QP%OK<Rgh7p`y5)|b%#as8B?_P*_0uU3Apy0Uw3
z-zmY~cjxErajcNp5qhpT-s+V=-i&Ppwc3}z_WG=Imw0|_PjJAFvZC_x_0jySDajqH
zo~o_S7C6f_F*0Y>9;w#l6Q0js8kT#e$hT^xoOf(qq?-M;Rn`gfDpo|ud|eS;R%x1f
z<5<iho7HC%&zDplT)9-XeQlW8&DT*8N3Xa^*F0D0tGaqa=b+@;DO-E^vi=lmJ!hIZ
z^{d9JHxjpJ&1YL@aWwtJnVoL~p5&fRE#jPzY$@8QkXKL`wj`6UII`!5ZPle`203RY
z@>`0A9C`4B@9M^#mX-@n>^0EX{U+X|(kI90+sf%`TV{qH_iCJ=^+9ua>dN^+t8-<4
zg^JfztmZq;-j~(Pw`J$lvwFJ~k2$f1R!V#`S@LmKL16=j$hGap)l>b7yVB$f*Q$n?
z8uX;kTHSGmVV<GKMZxF;Zp&70yOgoh>uzA5_^iFs3|V3^+qA9}GM=>6%wAwEwp}|}
znQ8UL0IN%<wHS|S8+Io9L<?>13d#8{!gBKYrNxF5_%yr@nNIn$H}i#`Ynt-J{-s$*
zRnjFN&A6nyMs+9ekI-e?Qjc4%6m*yQzWU+LCxxDOgmTXOw(~gavC-mz=DI#Z@!%+~
zaAoHH=fU}oyT4jiJXZL`vDP$=x$$h)X{D7iTw<T(TG_HnZixM!am>4~U`x)#e;?Ow
zn|0^&rIlMI<Vo1B2>iFk?0)qWAHOMw3pE~uZQAz0_;uhOt?JNXrm}5q>9>mPl0)SZ
zCpoNj-|EE2YNwrX@L4Z+ajxXSCki#owj_J*cyMjeTV{sPCkJgpV<n^9GT3FFgls$}
z@mOh{&rHeVSu4L=F$Yab+q3T0rsES9Z}pk>p}u<7s!N7ZXDYjX%?ht`3XDCwQ%vwc
z;+Hiubr;vnkM~-oqI*v3z=R98V|{g(b*#v}+^03!#Y*G6>4I~A`h2B3<V!AHU6h;G
z%DT-$ZS4~F#vcBtt<ulCHs79??ft@ae$tFa_nJ#4S;35jK__m+8PE4xkvgHV@mOZG
zOR(=mOYRHBA#$FcYn`PH4w`Zwz7n$JoxAqNnLFh7_+_3JNGJ@OCd%?$R_m5dGRxPa
zmJ!0SK36XvPI$Il?4x?{+2~65oZ4)~CCXb>^&XY!{_I*~=#zO+eR5=)Qx%ub{^h2g
zE*_VK4gb74FyYbW0E@T5i8G2rGUlG{E$Z&eHuLU1GI3T;hgH(*mQb53OZYEr*u2du
z=&OCz>Unz@yMi8+ttj82@@rP%NvVm=QO&_A55lF+o-{dc^5v{^SDE5o|LE;k-v_!~
zaH}diTW%G$xVWfhXNraW(U)<B5ATMVB#Nw(C_8WZW!?N`H$9p{UA{}K(b8D^#dO(o
z^XzSDk*=ys57b-EetqHkl{%^GZ{8_|OyW4qV0ruGdW*|zOFU0>WlUGzkyH5N`o<T(
z+$OUdve^4=eR^fm=I_(*R244Pe!G6<m*eg0wrub8(Uo%#&D*)&(I7HrgU+7kD<17j
z_E?)dG0rR{=dbbC^?sYKJ?{;T=wJCd&gI#gcNecqmA$A|=(?nO%wEd5P^$K-y6o%o
zDtq)8?_Mc0U7ET^NnoktH|3w<^DWnwdc5wsoK`k5)=@b}VWr((jcf*aovg`OWkLyz
zTlZFlcBGbBs4IV77rp%2bDxm4i#IMxU^I?-dZlQiba8BzM;C|ooU58n6AB~Faegyz
z&Ulg#J+;PAX?JvXv&7Hdge@xD+2>c)Pqln`X&LwQl;F+T!E63q@Z^)IQ|{_K5<6?>
zRnN=YzpgIav$R3;$D^&!r@p!VAnnbrPHlr4_CH!rRBzP&+Lv?lLp0N(PoY-wQOhOG
zWL|kBRxdr_zUp`0>C`z~J7PmpS1tB@mY%t)u=|~u;)GrE_xiM@-fdI4G~>F=tXbL_
zbN(}|RTdR158Hk(tW(<Hu%yD{{;FLU9jw;dZJp-e;81^Th1YfVh9g%`uJ}7iB)EF6
zQuKjy9K~N&-n%DYe9X1rU+BvxhN}htZl3V-XwvfahfX~W|Is&b-NWvMGG%L?UrQ-)
z(s=#yZ0hU~_GdZ4(<DA0mz!GmIXl>8VQ%-KT$c$x?)hu;ozC1i=e{=WP>jaWm`F+g
zGwq^lLU+xG`mVo;_vXpvdoF6&o^_V{Y4<{Yo|bc>_5{xW+ZUOyQ&cY9ou>P)xxh^`
zEkt4N{Z`j+3UiG64{cg!reSaRX!G7_D};RSbouLSl-?<tXS}8O{DL(a&s$F(RJp9y
z6;#A2x%6!IP33C6=i$Qday~}2IWQc2zP0kjj%kA5dmTzMjjtq4UMsrzLVv2-H(S}X
z9eK-{*0yn9DUQn&TU@N1Sp1`8-7G=l2b<;3tuxNgp6O+lcBNPO;{^M;!4*ri9P<1h
z2hA>Lw)vZRVPhD}=eK_6qZjHci)0$T=ehg)dTj1;wTqvwHaPQK&D3{lGEbWR?$I{2
zm`|_#l~#S6wdyQW&!p_ByRJxbzABEnQZ9Vfki8(NHd{Y)-LZ{Jm)^GiY@_ngW7CS0
zG5<{6tP3|JJnoN@yY`@e{}<CGJJ&7}dTJu|K0i3}a=d{u^V(3eJjc80c6Y9LW;UOG
zwoo%ZIaEUI?5nruJeNlQn9=Z}@a?q;$Hgp}Hl_v4yj5?t>=vuY=}$i$yOqD%+G_bu
zw5iBjzGIEW)1VtkhUXuKv-nEhS-T@-`I*@pEN+*XL>bwi`rYcOI`x{l;`8mMZqbc%
zRw%Ep>MiwDetn_pT2_GXvYDHnXG#gWt2A&1XY>8rx@DPZjDWP<*2!|~nUgKpzpSqQ
zb5td1tDmi@QC6(4L2luJ*SBVWb3OOs_I$7Ba_;V;`}2)u<UeJFT)vy*efe2b^fDjq
zm8MHY4?TWr8hJG}u0cNP=rqkoiqk)>mCioP>FV)nY3am*Y|FJLSemp=^*!TfTCP@l
zxba3;yY`gDDn64%CDiTXGS^((`6A@s)PN^X9(S!)RGzw`D6LE57T4(umk$<IuKAHV
zapSeE$-(pd*J(}8UpV>Bs#iC4djwsI+UjSst=lPKx#k^nPsuXVRX48uv?^JZx7067
zGG-<F#${`6{tCGpBNE&GUdy;oYvF{|DN@^H-NKdGR(dT+>6<#c?&Fg38yjU0oVWKX
z-f(w9#oNe6#wT+8wpjsd*s259wcau}y;j)7>-4x_6~~(BSsNu171>4Js->sQJ!DW+
zq;+{^8v9a<nzdh-x3WBuYF`i^WYZ%bRkZ2*ig@*+iGDr2J63HjyCHSK;-skK%}#~T
zNly%xavYi5<!AoFc2{qkU2)fyo}IRuC*?$BN|*nf?WhvE`gTat?X;GJw=13aUPpEt
zrz`vu%|BnC^{P8&nbD3<i`AJ{cU%!F4qdWS*+S-W@+3EVgJo~L!(8VcnZuCn8Tc_&
zpr_<d)`b}ib%{T(P4v1w^X@nO1;^t+XVy4QF|XPvq|Ij?x-vRj=;DeQ=NKQYF<>Ya
zow_~0c$Qn6r+xRQ)xKLdiiIncN&dbXbGE-~<2Ug)S03ht^mLt`7XBt`O2CbG5?@yS
zd3N6C*^F>eBi6@V7mITXa(O;Wd=cg3eHrB?a%G;IJ6oT-zEQ|lW6_4yT@jB(4$bD}
zR!;BozI*AZz0$LL&z1%4n<_9t@T_7f^Ez#pGdU-vS*}zD`g~^9pLX_qR{n|P=FhLg
z9aKUSC79MKJesAt#mzb76^Crbtt_88p|@A5I~HWw_6FsBGZprH?|=85l4GDTLzaQ(
z(FkVSRg2zvX!mIy`{3@ic1zk)mZV+Es#{NF8c8nZTOz<)F~8HsmiJ5^55pv@M|-a@
zb}cOAD76XeGw)kgZT#TG9@+fVf=iWJe4Z~OW}SWI)LLY5w$}BLwI-9@)vxPYY;tWb
zus@&YTJuhc*H-Y0h1Qe@vtL!DcWvDe+hBA3{C1(AJ;!Z}qknBZ?5Ujc)%3W>-_}eg
zF0H@Sb3&h<HM_lkrCU1lw#qe42R1IhW5&%h&vMO*l)DPDuP^jOTc}66>he2o@aehk
zw}L<G$mPon$+KQDg?KJqc-6`C*i*6Y{|r|{;~3{PZS$IZYo*5yQ_jVa7O#pg9oeDI
zw5evQj>XyRJBGnOu5!#U4tMf8E^ZUjEqFWKl4<d@^Ona&FE|(<6fIpSH)Yn&+g{!a
zpNWgHJn!QzGM`l+*k?HF+s=g&&$kv%pTJZpyCP^xTw~a*>Q@y#+gwr@f6O{M>CB|;
zYfm?^{Jm#&wf@Zo$Dft!oh(|WJ)bXS_$<B0b}`TMrOBS$dKK$aryW-K7<2dB+!tG~
z^SHzZYi)QMl~q|0Jo%_)xaF6Bp_gMKrm8<Ros^tvtG(6Jc$((aT~hI{y$;VxH+3$1
zrN`<LE%JHRy2E?5h2Bhf^xP(-$uFyUmhWGytI^J?;la@rZ^N3Oi%wWmWEdXO)h+Gj
z@9Y{q`F*t5i%TA&;VQF^Z|_`Eut3P)F+Q!v;74Y0txdSF+l><nf)Q7zC`zBasmyhw
z<8oNk$rlsv)M))E`flWI^5MJauagh|vfcLI;y;0hZ?E>O59{03mb@-uWH=zXR$k;s
zm$bCo&xQl*yN@N!dB1KhUscG`x~yKa{|wBNK5p+y*tEUIfQ31J@_m7tr0c~Vjlbu8
zz4^!U<L}djS~`1VzOQe8|NdU3WT(x%t;^z@raW2YTP0c^l&Sh|!Hyk9mL_Z`j#Y;V
z6u%C;=D;8I>tA?wnXN^XS(vG`#J{Op8*Eowc%IA3H<%Nar*}MR#cr{amaju+?s~K+
zlV9d)y-B)=o379^uk-WnTyFkz_|l5}=O0&^^K{*P(O0hPTQY@7>&BEYxy+}ZBZ}_4
z?2Xixe)y|6eB$w}r$_ed8HWoM@EO01JT-BT_U^fy`BlsxFKuqwDe~a3XmjJeRjYNq
zm-$@DRaEa<6(Qtb)qO^3sdLcZHMu*h%d@7Y+HIY3siDv#m7(-?)Th-FySi=}uZo@~
ztM%z_%GY%Q=R{Iwh3=J<`55rxt}T<q4EN$IigW!e*M_G2(LSrR&&lfAm-4@rC)V4A
zq|7_Ml*d(V+KRU<-A(*2Lu2~04vJs=dR}fS&-I2+%Xa>qvMyKi(#EAGH_k6jJz0A+
z)w_5?QPp*O+Y>sK>rR!J?L2I?<<e#6wCFn@XD$AAdDgR~JDyyPx4*Xgs=e~$+v}dk
z>35#rtFSZ4jkhQ%F5AuQXsT9VEbq%JxpO7v-<$ueC|faN-i_6(C&v_dJzwj&>D9?F
zm*dwqf4(om{JDOfwzlk^^&1zcTJL%gx^&0mwaHDzL91m7Z}r71MQ(jIKj+etc4c<c
z+4~#2HVP+hsywR~%U9|4>`Aiy->U1a49EPdj&vTYEy#|H+@w9L+)={o*rydNA1AsM
zxCVsh#|ZkTsV{ZPIjJ`9>C-yTvr&D{Jz+-Hd8@O{)on9Bi>H?^yy#-ic>ZB<WzFMz
zD{t>K-7&jb>g?VU>xXqg+iw=nshe_at3v78mILZnx@I)K^q!H`vptRLcF!bNkKEvS
z+MaF3Csz49+j`+pmUhv?-g>RXP7j-qqdR1Z1I_;QY5A3(ys_kiBD?6kj|}dj>kd5b
zS|u?5&`i&xZ&D=MW4M+iKH4s4b~gOejOW*uUE{8t;VWl2Yfty_uPc{2-zZyQRQBuR
z*|=?%PdCYV9^dX2aOac9iWA9xEMJbQZ!GYf7V=oMGF_5kp0@0cvmxpA|Mt3`JF?Ac
z{+9JN{~5gUZ#CNb%lr;Eel|b;+>%JQs>@-VVUwcg`p;Whzts8Jdavhy&hY#WQA(ck
z{PXH?OWEkntMA{Lch&0D;?-PF7VrL9;FlG@g=bzyxt{5od&@)4E#DhbF1Kjs`>h*n
zq_%8l-8K2(vc(I7=FPr4`@@7IOjadpmj)iop4XI;I4`?WCCGlMYtQ2HC-!@d+`fw}
z`FLqT5&y&B;zgPnhO^b#FE2H}&ny~qN_>CZm&((}c!PEtIn7CVwDN@8t?E-oh4;6n
zdHiQEkJ^&-W};te@a20ORRenp45QZFnO7V+$w1-S#ffb_&z3c$JV@JgcIQc!<XJDz
z8J~4I)wb(uG;g5)$}>MDl;%H~^@7LQq|J_9H15Xyl*yLw)$gs|;<k&o%ijLnN~`8e
zTYKK6nyd?LWM}F59M_#Fd5hy^jE~{mLwmJOI&f)QZMt;bxF_~ryJMb6?t@3Wxg$3B
zKaB`<vtTG$ckC!1yWGrmYH!Z1w&krzI;OpB+s}yV^sVW~_H^CsbP(;Xp1b98)Qu}K
z!pE07s(UdD{?#&1a;xV$Irrm~o|h5NR<4@!_5Hl8i!zTTSBA3tlr5E%JZb&KG-vP5
zb=L&SdgQVvY+>=xUf;a^(wx~FeklirBrTXC6T0MlRm$Qg=WMm5&DvM?JYN1ZWR5_E
zOxVhpXREiQuhU39y8B&v%ZZl`Uzpat5m{#X`qE~Tyz4syN|&!VpH+9U`BzoQ#1(6k
ziu}UOloh9Zyb#=R*2u1*{_Cp3Cacdc@2xx<Gvn@!Gqc}a<6bq*rvBIKg*(<XESXez
za9!qZ^_4d{?oRP4wRnALQ@Y=B(aR<=$xIvc+@n4})s1|c_~7cy(`O8hgauDf&fEEH
zn_BYZdmGlxV6of#dQtPc#O|)DIZHkl6;y{Co1C6FDeLZ&H8KxA$M9Y~$#ds(+?tSC
z?kB=lEVh<DUHZ9P`O@~cd5jA3{!yR4%z5|vY>C<D0?UQRi!Uz@($wYmj&xYfZB~6<
zVY=iotFR@-j4^-KJ+EFX);B}Wa+y_64<B#3%FNeM8?EGw!=^2_&fK)2|Jj4E2FE)*
zS625~u5M;m7hT&C7;Y5lcwTh6Nz8SR*VmPsBQL3C>91H?axQT?`&x%{BJ%^Ig^oDB
zjC?D2@>%z*t-?){u8M9?S2j6hJl`wPji=tK%=k)iRI#L2Z%4=L<5B%jS){gcFpC^x
z`0N??OJ>uOi4l)wxH?b14%*029C~`C%J)^9Io!T&-WYk~`Q>ZN9g4JM7yPPa&AEM~
ztnaUd>G7yc*ZJ;^3!a+1FVf+wT_qM|d^G!~gK%Sj(Y)f<aXQQ17k}XhYHGT?@cga`
zR)vx8c08Am-TS&I<Gym&nT+$xqh7Xrv+4Sxbo;{biTrB=rQ0gj9`9D#^wfd#$;a3W
zt12!Xy7!`ACPaPt{;F)xbF9HebH1*<>S;Xtm8Na?tHZPAdZ;f=`nh-WQH|+;*R`$O
zcHVEQ%9=c5{@{=$^)rfn`MAEWXt=}ipFwHEzU9e>4<37xGWYnb?Sj(o@x`GtWaPGH
z2{C?K_hPT$Cy5)X)lwa7?CZ1+a1|K(aZi;g4qi3EuRwc|=5BdYt?nRG$L40QkSD*t
zt`+quGCU#jcBhSu{JCwGQ<mJ`q*0m7{xf8y#NEEHm5Dab_xf%4WEGZo?84r2vwi;F
z44iX4A-4Y4)x(Dhn|s2&Cgle=M;c#hxe`9ZN3=~MT)m=s0{^vLk(|uy|1+%HxiUh`
zR5N?A@oK$_SB2#QZx4K3msZi{D0=sfp1WW6tevdRg||Phy>eb`k)h&@#p(8QOA51C
zxE?MkW4HU7q{%IlwrzV@y4d4vxsK_L?f&cc#zoHDC7|86)&1+^t{1|V$CocHKIir3
zU1;q3;#A4*`qr{(x}W=>$G9lGXBWM7qe-H`era+o-z(wC8DBiiCh%J2?wJ+g@##~>
z?00>4U(dRpzW;1VU)po^zCCF>Gq0}@y?iJAy2ZLWw^!N`%POb(RbFVy5@it#dv-KU
zjQdWVX_buaSs^z*&7;S(wa+TcJX%n_^!2R#3!T<$Pd=N%R5kBUxN&h|?}6<X0?W%k
z&8rF*w7vFbQbBRFW89g~>5Ixuq&};EeAc>yWnT4lY14yuCschA*$`u)Y<h3yw%syb
z%XZCcnXIAA{&B5iq2!6XT@RHfTwSPdQyBASlYjB@nR6ZM3y(TJOX)gfJm>R$n`^C$
zW=d2ArpzpyUcBS-qdUf3U)LHLOk6MXY)7sU&)cZ4tECIfeuas~uB(-cTk>Q}n61C7
z&&0-;@8eF(pO%oHS{XK>h4t~$s(=Zt$Cp?A?0O$oJ1OhL@hd5Zq<;QBB5uJ`{Nwxj
zv@1_pCEmT9pY?P3k#O~A%(7V;t53>AoZNA#%qBi!x5{?Y=b!xlUCntF^mP9GsK=4#
zsy@aCx^YjHXASZ_^=-52q~LkHk=u4E`R&aXooy-mDngpi$X)c>;&(IEu1tIzCY0)a
zY0Hz~Ezj2${z^TZEV=HCz{SQ{52nnjmUs6PxvLwu=Bb`I@6Rg&^=p2GzCOTcTl_X8
zk$3WZuS-VHHh!+?C_4GNxRPJpa`g+gtT_(3FJDHTSS-75%iTU!k)w=$RaevGw$|42
zI=$R6KPa0s<7#)-G4HCXP`7hcb*76xZm_vx9c|z0RXr!~?CvSf#XW^#;p+0wO&-cy
zuFe+x^6Sd#yEC`UZCh6L`DiwC-&cWt=B0k&J$;8J?=Q}{RO`lWVRM;#g7p<W5A{B6
z%iHU}tWhnA&MYz6^C|Pulg3|R5@{C8mlgJena@4>Y`ROH^zq|SOD^rysm)SuJR5$G
zub}YjQoX!wLUVp?%W;T!Jn!q49*5U4dxDZBP1mXM2G;VuDh|6k%gFostmp3x{IW8a
z<XlreRUT$!urlqa*6x1Ou*6pO?MllJo>yKU=-l9D@odA@8C%vQ@jU;}ur}!Ne}?s8
zTys8DuJCg()p=CVRmIsi<&N;gUsabI;ttPWtEsNc{Bc2E(2awan1v@<bG=%Y+i~RC
z;tkul_!yU7@x0-1-Z?(f+N`po%1`rE(b_V}kME<uu@@)zudSRdCY-Lm@=x|<lL>yD
z@1wmqT}@)Ormwg@^R-m@skv3*E|ZuF@9m7>Jn&`h)&#RTU)EbKvb}ogSj(Jm-_}S^
z5|{aMHfB;{^LfiP(lZ@{jAKrPr91Ub&apYux78{5c+`54_B!KxON+1DW-p%iVpnO{
zibFFJ=4C4`VVGC@y6E{r)1zk<**1E;`IL1jFZb55UEa4%*Ge~8{nhS@G(P5=b-2Ld
z*{+2?4<={IO7CajN;t<G;wiE{>au8-dAjxFNiGp9jz(!&b4?B0d}75M<+S3HD(Nhe
zrj_Edtr3Qew<e1oesgV?%$;=)41We6YW89`P0`<45VGXm8*}NYTysKC2zHk&XZ^XK
z>qTw?yUZ20E?={vReqsDrfU;_y0K};^f1)E2;rLXxbdjL2JN^df!}v{WzE&zd+HMJ
z&Bvmhx*O~2y<UoP9&`2ksCRktt&LOre4?I(*&KRxLqmn@(K9EB589XY?Ynkx2BcgM
z6{##(etKzJ<ia~emZn#?RLEc2c{_*gPxe|14XcuM-{wyIV!^F>>YKZ28P_~F*UGoQ
z6F<+heSLAgpSazh>oZ^3JfElSp&NL!v-)O6x=L$*)a54AB)017@*=&v*H^v!^5M*Z
z2i4)lOU^Uj-g5Kq%d+Mo#@BIYGbKDKzpP{S=}0M_^(9qz3*XeEVQ+7IDF~T7d3MHD
z=}-1iFBVMTTi$rt^o*wE$-mjYD(fUmt)E*~yG*)pcbd;iyQ@cIRwfnjmgs8SzTRJT
zEMbl3%D(oP=fAgf6+}PWxAnpz9zJaw0fyK2*14-QZF|);RpZv%Md63Kp697bpTD$q
z`4m3mnAp1q?iJL&UdDM>reemDEgMB9=UT4GOqE=<Ii|024QF2A#Mq5Xi=VBs_Ad7G
zJZ>Mg;PclP+G5^Y7@FTlF8g5ihL7Xxx~<$LmUH8c{W5o0n4UbZsnXMA7%rEpAajl7
z4O`)*WuCJR6;;m+_V8S@J-Kh+*0fA^(+TIe<y?~<y(z!6-!byzy%nB%)t6Ihp1%%}
z*rv5uw(r}UuFpHwHl`%cx;!!BTJrjpFS0k8xz7%&nj$lS|I>=cC)AdvN~+Cjp8qt~
z^F@*8H!JT@i}NpITerA8Ha#D4ct=Xr^(B!}Da?I$uFs7tGhb?PH={H6t($RQb$D(%
zC;P;}+qY{LbDv*ZV(1nw`Mm3+s;1d_Z@-?~O*RvZ<0dY<)!5|j^+@NsYORs>)toC@
zUmopTUQ&L!YqIC&5{4CqKd;-?TW~l&mz%mRm7#Q<df@yOXOm{V-}!~_!t#aBe$ClE
zW6pJvcShOEciC27mo4l)ytX9R=cm_OOY;@S&N+Nr^U{;y`G@6O=I~6uw&GlY@tnWe
zD^)80T)*tB_HcXpyhl4vwntr`yVLG#zoN~PkFi@Wnku|qIi)yg`K84+mk&JKeetQ+
z+-)WT%zatsI97e!aPrw!rY9w9mfSs?$g*pq@^+icx5AF^jmT(t8FH7+H)+=1HzjUb
zPrQwJuDfSi+-|&nZO1X2Yj<bY9KO6a*5e+}ir-s>(^tMcGRao^X34#-!b^MlJwp?A
z*k<3{^5aC$^X9IPtL%%8uXj4PI`c(NzV)tfcb5HXoPV_Ycj(Mmt8M8SWbyK6xY@__
z)nQpi?JI-B>@{s3JfHP(uS@UR_i;N{)vtbiZ%=c8eAU*aDHkK#HuP@2@cDaE#5c*8
z9+Hj{vac+s^HiEVVZOY!TF~$0;-{9O=eq9xeZ8QExo_*4+X)H9u`V%ud%k`Xo$5Vz
z%g@}68#yH9re4sDt9To8B(LJxHsuL&Uk{qxd=dOK>c)#)0b@SvuCIT!gpavZuGhJ|
z?}xnCx4i}o3;5i$`xa%HnRf?GJ032QP%67(N5r=YtWhip#UX0NJ%uqVBfbfFsuh1)
zcU5iA{m|*Gn=gyLEcaoOKei`5V&ZneInPZm``(L|GTA#j<MZyDMrZt29xb|Lt}eR1
z<VTY6y`9&R=QPLtmDX7N(9rX<;opPDv-k`H+P{OwM_%u;SvFhL-9G9@x5d#UZMK?U
z;jY>3Yf|&teI=HvmM5K%RN7^0CT`3>y{GSLwg07m7kUg&JlkvRbU8^_%cG(A+Rm7`
zb<abiriE>NR~6r`=qM$-<3EGcFRoKJT@u?xpO;CMPY_w|9CvUz!>d(=|3uGBzVc%0
zg7sHk=_cM;RroS)@^Y6Yj1gvGJ3`r)mR<YMddp$0*l)pw7mw!6U|ZM9eQDJ(KemdM
z+n!(Be%Y5b*-eaLUe;l+8Nb4cRx;0uG1E@fR&njzp0@Z-*6Mswow_g6)-11Ea+7J5
zS>?f{6N@TLUOcw_<jcFa^Tz77uaDL$#!W48GrY8zQRIurmE2mF8-Ex><3brGpY?j$
z@!*;_+w-1ho!b+ac&Of~U|YL_A?0esLH4DQ3Nm4av2MqIZdLNVHTx+~si@R}n--?a
z_szNx%XzbNd4tEYR_!1m+w7E!=2zBSQYtl__uZp-+v1%;$5wO{p3|QBIX*dMVu8?~
zZ%Yi<TgZG{@x3*sI>cMqoMBF=%G{RZ(}#<!!VPORZqx-?tUFe;LgK6Gvs>HNXL9XS
zpP(JGW^39+-<vl+=SG&d>)epJeyUDCI;C^Q2_xgKFYkqa?3fg!Qyg#dT37X;zP9Y1
zS(o&_d4II!_;kFy`iouB)#kI792U=ZNUybRPCci6tyD9qyE0T#^y&9tPHB}d>%-=C
zMm$>e==N2a$IcQK=S73F_`ckH8u~!$Sep9Y^5g!-$7f$VG0#&ZU3AX7vvX!uzX?^@
z?sdNMx=mHs%4LZvr>i|>cxHumY-3z?+ERrvysc_hnOmmVG}V~zOEe0v%~*e~a@k2u
zTiXnIo!P<_FMTI2KKTAeXn;|rsmzK4HA|#;r(H|syld58_59f_$D<iOkwu0P@0*V+
zbxWL7>G`zIUo_98@MkcKOUiRobH$3sYo#R?K0P66%IrN&+0@TH!Ou7JGh6l7h0?J~
zPa1^Zhs=@rkd<(!-)r656Gyf64p!V)bEf#x4349gdtYtjDGW(_6VD?)=SqD>&7*}3
z&u5j1P3W9>zN(VPPjkmH16TV3`KaX0;-{6G?j+k>%0Kx!sHJD(StbpRlh4+vh#G3K
zGqs#w%X%~F$uT*rZ_7Bg7ijyb@L&11wpc_t&+5wdB)*tPv&#4W0&gwWdM?wdVA_0I
ztmeY(H@3VU6F$`1YJEIbDe5Hl)pX&rqw`v>O1a($IFj;p;W||ruBtok6I<3b>Gmv`
zuz#v<SCRkLbJ=f&Holy-L2+`Xs$cf<8w=Y+lD3Apgimy9^ZVPU6K!31Hm2QIQu1v6
zt_AEeA=!HD>ZUfQ9kn;@ifVlsTp1yG*6q{!FRShq^7dSvb<5m@#aSjqF3jIHQ|v_v
zQ|siyhrVfR3kqLF324Yxt`yJu&meF%G~L?WV$Jv9d0TxI-MrVHZBM$(o3_jD@vNy5
zj3<v;-l@7)p1Rj7$U4{NnsTSV|JwY`TrF?eC6<@%lFXVpVg2^zYund6+iqWPtJy6h
zahlOrjVFO?^;)i=iE9$K<;WXw9iJgkT`kq{c)_xcJKrUiFE-unQIb_XYePyed-2h5
z&7RcF!D|xxmHVb--#PZlRar5?&tgS^cEVwaW0~iLlG{X%E!8`2t$LcdL2Gl&36BG>
zqu1swdH(at$ECY?=3QB%SNSGUVanIlY<D;Cy}CW=k%EQekFa9D-g#PacU>N5XQfX$
zoNU9@l)HGV&Lj=>Stn*anRZN5<IY5$gPt$DHt2`vJ4P-v|GMDT<O^Mv5#nbrsw-S>
zeJRVD#$Cx~x$;PYoNwsdwx=7HKHvPjtFfKs(qi{H&!%p(ut*G=Y}zw*YpT<eLceg^
z48aMtS*Kj?-+k@e$@|r~yQoNOx2Ae?tia}pjn-KQE}wj5_%fv9>SiI9ROM&i*SlXT
z<-Tti5My__&-m6(P6dzYlf!iN7dDmVr0{K>v*yoPy{l^%eqA>|pKFofjOQy<S6|9`
zzjV9SWBqr$HCy?%W@@eH{d%_Atg%{+X*C1?`m9gd&b2yKC9l?s{bw+~r+j6r^iesV
z+x!XHYq!piYT-8#?t8wsvLyV0?80OIPL}JQ9o-tLapvfRFYNQQ4^Il;u6b{1wz>Kz
zTdC{Odp<M7RjyCGtQL7i+(Eu?|D`>zjtS~`9aFG)#qRYwdDBiVuKjX%T??+XYx@^(
zGw!)mzVUTHq)IcN;nAoHIo3n=4B@j5sx4xWEYe=Redo-{*=&EZC;6JZm6kr5mFa4G
zV)C<^YsYUzJpRvcHReTJQM9PVG#vpM`C~hN&a$%1-?%45;>qXW+nZ-vSc;z9GUtKR
z#@u3)96n<&<C<G<`1FpiJib}ha%H6Qadpx2u4Pp#{=D{OnZ&c*Kk7@!`i*DawAtKv
zAou0RjE&N(99fd4xLKHLp89pO-DuN`4C#oD-;YJ*Z|d%N@UPUS@L^#X3;)}%YppZ<
z&1ZJ%?vZ&u>-a3wfU>T)d$uN-YkYaM+ICH(b-j|7s>m;8S8W-$pBCo|v~Ia;8{GQO
z(3<0;>}OycvuCAc&0@j6sojBLuX07}mA7?D2BZ{s^*L$_FnxR-aqYV~W1+H;``#F<
z2{MA=rP;4~=A_JPn-r<cKeyq;`;aBuI;Ef1T(!(oDLnk~h1IpH)$e4pWPZE-OZI$S
zR+6a@dXo8dNb25W1zW2$W~|WB>}7G?A>V7Mnfab2Rc^)8`++l37`ry-R+k;<J@Pwg
zSNz7q6Myfyx?W91UW@fth*pu`yVRY>y_LoEx1Ts5dgANZyk5hur~PtMCZ2kH{pG!F
zHa{i!wr0AoJ(KeEMN&s@!au=@^RjwAA34rd{5EXe+ov@jBNnl`Et|b_iDl4d%`>gX
zPZ|4czZ^UNS#a0eHIKr6pU7Suku0HD7_}-e@Au48Tc&l&9EmDAHj{m+(-UpJg6zE+
z6Wn9wo;tSVqgVEn!16n1s-H1SF2C*fNiamptn5MPjw^1JYxLe_T=KXw>rrUz>iZkk
zB`%sfU-g*r>!`EaEp?Bk`9#d0@bTxBQ(9hcvVD71`;-=6-|O&t%LB&94_msgwm%KO
zI&=Oyt*f)546P?s8qHfScQsGURnc3%YLBSli6>XZnQh9J=LRc%Pn+DLJvDjOv5are
z^;iwx+iYwq4&hl;*icZLksE)0W2W71(Y)te268)(@13IgPpkHA&%=G+<D(8_=q=0(
z*kF3tu3UG`?ztZWJhL=*rA@X-JX>OT#_aF2f2H%b8@@g0BU5_RH%E5HSLIvl<^)yW
znYou&HB!YgE=%&QifusG>oo}yFPmRv{kir-Qh8~K*Sxurr&gUbKI^-TJubWGh)4mm
zTy18aS@ZpsYYr4&n5w+AXr+d4WSx5Oo@r~|-cIH*;?ugr)!caCZH$e0x%Q_W=d|;*
z8{WQ*^~#)csoCA_#m#eXlGYrF_-Yf%ZuIuKtkpG-U9&X(s)BOWuN~32n^&TrBdsnU
z)f2tU?w|eAwAnX9dU&3-O`Oxl-Jc~h^_$eQcX0vXmI+z$dS<efUsh?=CDc~^zH-d&
z)&04G<u76{y)yB+D8D;gc{hK5)Vg*p=f*eLwpSld5Pdl>b9?HJwPhuF(utO<IOlvn
z>MMHixbm0Pey>jV&R?o>wR3kAv(~O_CJo0P^vzV-%KX;WVwE}14)v|cs#~{fiTht!
zZE%uB%5}ozEq}E(79=0j;<sqpz5m3D>pS=MrXJ#(nk89Y_@Cj`GS*0CW>XGlxq|GF
zr}auERZ?#zCR{BGeb~4{@H_KsFK!K+l0`v^+P0^8jyKf*EzK|z6`gdcY2M#gDTSNW
zc3!?Z<=Sj1#*j(HeyNTp)?BHXx3#wa<e%3WC%;^1o3+vLTjk6XYbBP*_CJidvhhT!
z4!_*gr6OI10n63ywR&ds9<=1Dc(n58!alyjupn0(#=sLIg2$uo#@-H|t6QcLv}jJm
zW2M!rET3=HytB9B+v?31y0cDmh3_?e>R_?zUeTAM9@}2sX}Iz0>do6lQSUq^?>4(+
zH#PU6N<cSLPs+0;X*tQ;y{<3YHMwX{=9aH#<AkQZ(AHrOdzJO4aL$u?nvStA7ntAK
z{%oV%)+|l=YqNAOd_Eh^#c)h}soK0}e%>4P=Qp19NWEhh)#TB~W*Ddv)O=~(r=3$T
ztXWfeR3ZF}{nWS^17({lO?DQ`7VU05)nL9fDw0FuKf~)F`6-_-ElBH`@8x&uSAY10
ziTl#Nt~jHAg)3nSb5GY6JqD5M>XBJtE7ospwbA-6YB)7|tHa$NOH*8bPjgxt#gM!-
zZE@q#$ot2mmR#+)vSanUtBOHd6OvyCy;I+7z0mOIYA!adRTG1sgl(L(QKem!?|`p&
zW0y~;wKYd316PL1m*o>|Gq>uRFgyL4HACU+iu0y&Qj`8OaCFOR7KidZymI;K>qR<e
zZyh&ZeSDYNsprk{bM6a&`E)F3!T0r-Un+Tu^B5nkY}@%zntQADg7~<pqM256x9Ew=
zME=lT5#^<t*c>zGqJUraSK;IJ{JBB*+`AY!{=GO_SD77E>}b8x$?(>WyAM@`v%MDk
zZa%hd;wA^tpkqRpK3EmUsve1%XOQ_V?01Arcu4fd<8fkF-s&VPx|U{29<T|Eoy8!o
z{4zG^h{LbzCX@D_`(tB!S#$AY_O)qeW{O_iQuBG9^|jCg61EI0d}F0U!~C7kzuWzw
zbj=lZh3894j1^8k{&iJeJ5PJFOGTe?k!kL}59=1FIi6S-Cfv5}9gk5hYq9UVy)0kc
z?QPiE`=%bd>*Sp-9~igPXx+W3Ct{9Ivp=;=@4L0O<BAuBNj&rBW}UxjWFZsoF1xQf
zY*utnk#_WpO2JUuMK<5OMNU4RUl_tSAzD3uZB_eCM_a82n<O68iJm{Ru4+~5_cFW6
z{TCa~iO>3cy4SF+V*QHuYuzp5vd^v8nL6{wx?dJ6*E=_DlX~x&Q=y!Bj;}DNK5bgu
zoa-Cim#*IaW$leWc5EE-OUrfQCmwit)@0Vs&o3{jDla$f)thbgY~Q@e?#e&1=j^^z
zp|Z{}%3U&j?N+0Ca@BX|8++!x@=#ix{5o!L^-}p6k7dH=#oU@=t9`B2<CNy&=BaLB
z<wha@LRT}rJI0#clE<)qNuBHuq1R!1I_DX0F0i$_G`lDH%omSy>y$*MeSg#UpW$Kr
z;gesZPb{0JyxAtDZtHKuhxQ!NncpV1_V6&y)1LN$y=m>1+a3))Ozcam-z}`>ox0MJ
zfg$_h#vR9l{C|cWxzMsyFLQ1DgJP+33v-j1g$@+P&-%|G{HJWmsg-K%%986{f6RUS
zq{pjMeSOuRO&`rW)b{Quinf{e^<>MTJ-#ltGIjfAP1V=)Sp7ZSbZyq!@}jf5cdoOY
z^L(w5lc!4g60RT5x7PkqSjaNnd68h?O`+yVS|{wT&f|>;`<Z#;`b?#d^;O+xY>k7C
z3ZLL(_v(FoTFyFnW6X=h>Gx(nD}6R~k%FAI&33hJ#h9JD*V;xrskb_J_u$HqSvp?R
zmQ9~|eO6|jR%2b=6mgNCUPbznJ0(_zB}Y8nbt%s#WmcKd^YS|{AJ1XFw#M|J?CWWf
zS!G48X%A*zmg;w2@Y~;Vh0lM6w_)67>~UH~e+sfH#gpdzIeXdMHp||A-m(pUF8Qj@
zz5R9Bg58pzrPiAH-!lzdX7f4Z`|m3$53VlpPMdUB@ZOfk`|4(|o}}aIv8FiWaZzx3
z{<lZgSLWYxXYP8;Jm+%rwYYP#y`i4ptuEI@TRyl}Gr6f^P3@0gS5)SFe(khu!rid=
zOwYxIHtAhU<gcyK)0!1#wmdUpujJdPQ%Ay_WDFl|nebfnwCTbZ7kxcruJ>*}ur|fb
z_UD?8fajmqo#NQ8VX<Co)#jaFW|ZB&DcPj<^}X*6$Ct55w;yj041LnvH}%-F^0T{T
zj&Z&ZTIaC(EW546N*0?htAZ?2)wgz4Bwq<RJu$q+Qtr#~zS)_Z#g-?2+{YohS^7b`
z=_zYb^>tc?rSJW3?i5=6>0K53yvD+#agmIo&o{=&e0~`<@t#cSnp7vxmaIcQZ|s66
z2ClGtaNYXb1%9?A-WTUQ-<tMN{lbep!+61KN1pI4Us@vQ<-u}&p6Ugany(vqZ^$r5
zelp$hFzT+~2al>}Z95OXjCpidGj7YVoxw-F`<A^HTAP==DD%oZzAUE4<!U>P%c_g#
zge-cUc{Hkf<EbZ0b>EeGu(R7dTbs)+dh&RIpXIZyi>5r7x8;pc*SnmbS^i$3jfJ6t
zeOA9hztn6MyK;Qm`5pH+FSANE6~48us${K?O!}9l>MIZY3RtwR_sho9o;k*sMQ5uR
zzI%DJw5Y+Y@aHw@$Ck%My;n9j<(&T1=Bn5evb0@U<lNo1%A;x%*W`5F3zszvon;&@
z*=PASppAWR>cZ_tsm6SjqCN-D?=A5XmtX6b`&fCe*Tr|a689ILHrjTlt~AIs@6c}L
zv^`hklP&Bu4m{h^eO2bF=E)L^w!7~=HpxxB?47l+R$I)&YF<6py_a7scgmh>{kgoe
zL-yCzG^Z^Wmao&=qCL&sJG-p#;L&{5o6PIuKhJs~uu0~5^R+EP!F~RIS*ao?ipw{<
zr(AE(Josp}^rWgMA0wC^Ivf;PZS>^9wVH`<&W5cnPOq+dP@5G}!}IH!{hXbDSnba(
zsQYC)%enbnR=3O?u7(r*TV3}Az39k1F?9;#^|k4z4DYQGs;!%HP2FVjhATYB;w-+e
z;IK(HE$y(?+Ic)C+-qaYWuFlFN1D;wO~o9TCwoQjH5cf0y(+3=6RO0pn(x5xtDy%?
z_sF${%9>w0)}lR0`?8LRh)mf!wyQ;_+_Sz^D>z6hn|LnMD!hK;rJ|&*_Lj{~;$PRf
z-ItVHcj-oJ{L`3s$Ct9@Dq6nE&NK4*Wcg<`lN!t8d)pqJI4|0L>DZrZWx7K9_Fd&p
z_<U*E`Mj^(^1=5vtV!8o+WY;=`pc#kf3?(>$VhceKU>%KcE>@M=Gffb%zf3@CG!p|
z_k;)M6`bymy6x8USnX-HtU=tAlWby3yEEm_%~vXnd3)ogu1^5JeUzJ|t!>t|GjpCT
zP?r>0_giG@O!ny~Y<>la{@EPd=#y0Wpk&z^pZjHD2fx^a&bYc=&g1c=7M6K)cVE5g
zwB(<N^3<$jEypF^Iv%SM43j7*3^0G$6+GQJRJN-~?@d>Wp5ZxGYf1H4#U<-B7hhZ|
zZMrgWbMxf0MbrI?u3kLz<HXUz@IK~wTc7>De&f5cUc{fCnG)|z&)oB{Jia$qjK|+@
z>&bij)#qH_?8H4i_Wb-KSN8{ZUXge*|I(gYPY>pNzP4BB57Y8>*^Tqm?qpwSyDhIC
z^lA0ZNXPT>RTtVTl+|YQC^Kz6!qVuR@qW43v?rZKZiZ14{eHLGT+2Fe!$Nei)So-o
zt*c+;ExMidDn`hl>gtPkToWU;7TacBvp8;>5%kGwy{hn%uIKl*Tzcv8vg^^*^UAY!
zY?|nsRa_l5Z+Z59+h14ojO?|JbUkOewqSyMR@=<WoXf6l*FGWfIi%}zw6x=K)6mJ!
zUPhYrJ(XT^aoP*3t6_eI&F7cqSoM@X2n*RG>?xkTsF|-gAn)-~p5ycCe|`1X#^$-+
zZ;tef3X54?x~uyN{GESYW#Uwxe{R`l#&h;lt+S@RoOgA}gG*vUTVk%>)bakzcy0Sb
zCw94KtD`lN&z2M(vHBRV-!XN`#b5K{{rJSajvDM#zPHNaaM;Pv<CnLFl(3Xoo_`*f
zR5kC+qe})igzmCGkNoW3RI#>F<hjJ7m8TZ7{A=1J9NTY{xxIMa1b+XeNj{a2XWg5T
zBL6hz%GvMx=avRvol|tVSS!fLHO*R}!eaF%zT$aT`xQ-JUG6+?x$a4umzdA<SxdLf
z32rMsTJmYJsmZjS+g%PG?6a;p7*&Od*w^i9i9NJaYsK<~*L`;`o2^uFu3D-}O?vrt
z)AdrCan)Rz9Vs89f@Y<kOB0dW?UQB3aXjmy@6Pi-O?{J0Q#9j_&wBIBd*!D&y<c`N
z+3m-^*LN!0=I!$;|7}&;pgwD>c2k#k(vMVS$<<tLhLNv|!*;&VNR(SPY3DhuTj#eg
zO<AE(`raerT9DSScUiWV<@T=Ts{A~wW_HK7H8(@*f2}N5QniR)DKoi;F(P<F-qgg?
zLVlSni5urft(cRmR-Bu2?l{wy+%3<}d%aF*GTLhu?w-%oU|{ieZOE^PTT|JU=WM?m
zlf2AUyUy1B#{8-`Yu{dJa`>}4%R;1{VO^$enXScxg{hS?R<}eS%W5y)*3)?7(H4~e
zBTXeO+oP)MohvT(NNwE9J$J{Sm6JUWer4|J^_B^(ypwDB<tVT6+FQ5h-1$^|eQoil
z{b%lcoHgrHs^rOaR=JK0%9FCDt@!-PH+$o9lN+|KNj9(iEFNu&`XY4r)0*;$vsI+l
z1-AwDyOrb{Dx1#M7UDebmAX@JhQifGVWFz@&kGmNJ-OvvSz3~9_WX&`^S<8OyW+Wm
zd`wu(v`TfRZ7n<f)WvQd+M@C#X<6U>Jj-Xh4HGPXX7;AIRXp0Q9Gat_@O@{?$^$FE
zP2zkXzVBRBy_L<v6W^Aquhe%-YpB)Uap~>n#!EZ5G<F^{j+?mDfkBde)=bmnl*!q_
zmrQoYE-mc(vfF~Q>S@W1f1!`|N*xk9V`L@6^?9||iC=$oEspB)J@<=UP#x}eNoY@D
z*V#tC`&Bica{cxi$6K4Nt5vm~c<j}8dF`IZwy&SnmK8;QsCc$_chvl+dD+j-#wA7W
z)n3%(d+*mgw`A2**Y8y7{?1FX{C>1J$Lc}2bD3ii=gSEG34GcwUfK$NoOt!d3SUe9
za|QKYPK&0BwwA_51ZC;GFF9H8iq9&1@v*ZTgpbQ=pImd`&em6Ew|kQ3T$gz?^QznC
ztn0>kKhM?eyBcTu>x<~plI7}MYdNfUuE|Yq+I4mJEbgALmXrsNHap1hO<gGGArri>
z=TYzOS&9`VyWM3oPjJd=1^F*cxpzFIGHSEt7MEwMOmw4tcFI}@Rp$74ypA;KdFm&1
zb4IIS*M2Uh!Z4n=V{1AN_59Tcvb2;+iLMIvD*f{}>*j$~@6YnidNpyf(ub_Ri&1Cx
z`mYTseWfiQ6t|blS|o_gWXY$B6-|@wTzR=r%qNobNwUnf>bAf+zr!va%i6NBM}B?Q
zsq#<81+`}y-tOSbE|h+Ht~$(q%Bh=n|GsAUto{*hx5Vsvu<sIyCs&QS{`|g{GFj$B
z=E?#$M_b#B+#ABvo^>$WeR*X0D~QSC<*nsh95Tg`%Z@y`?`-8~96Gy_{pHzgiTx8-
zy_JyV(>7mhF!l0H$x~KU>C3lT^!sV~@XV{{k4jY7t~@Jx<FR+{kunU5CrrDm<*L6u
z+ugbLo|*D1?Ww!Mp1+I_l(xNLs<CWMWzMwI&xCtQ*IoARS<N$#Va-p)XWQOP=dyUd
zwRBhav}=}EO~tEakEncnk@a9gab(tEhRc#4`zqFPu3o&#_^Q~l>87)ecUdwmsA;^k
zLtVO5YpXAp_k^n(EPbvq&yhd0b!~jnqq)k{dgJe@gzoIwl2Ubj{@sQ(Hzn5x&a|)z
zpPv;d^Q7eUrQOQ%m2%sZX9hpB44uGyV0Gcn{|sDbZ#EepzqB>?x=KoTlBc|S(6Z&O
zdC@lWjH6G_n>thAvEA350&-K{^*s9f?#QZk)8$fJAr7u_0k*4TYT8x4ZuB|&=T~U%
zg0R&a4nA9DDEV#aoA*f}xx2JAzOQt6Hv4|pCbj}?%K+2D-gS{}x<`_B{m$@EHtkOr
zc<{UA%etLx4C^=@)sr`KxBGrJG5E6TXyMy%nc@)1-Su-q-c%Q7X)3+q)0o>n?a!Q~
zxg4iTk7+G^$jI^S*Oje>7IEel*~_0?SJXIYdg-40sh!gk{F!zayml)xS)X|A!TV>s
zjQp&=y^Z<f%s%T<`txPl7dCBsUdl3Mo8kKY)AO(G*&Uq3dGc-C<f@{%R^c<V*mW|N
z=9T1k#J#@qG(hID=*w9)E)9kE*A{GWIP;3(+1_sNZMUUllJ-WPcd1#rRI4}UORt%o
zao784rnh*DstULkJYTr3cO8Rlz17E6u_u20Q59RTe#0a)X<4l^vhGWZgZ#YbR9!nd
zr@8TU#I5gU^R;GOxH99p0@otW6A~xCtPU>V<9r!&<~rA$w9TF|uU4N}H2Y2N<_G^7
zyb@-x=D8O2RxEgK8kT)WQ@Txim%%4X*@_i=CvLB-*uiZ1eVyE+m(KDpBd41$nZ)>L
z=gW2d3UjWfXl`Bk;QG<n&0&!T-(NO88*_*G{@%bz4>k+W|F<{QX35vJQ>4l*>Qq<i
zOrA5Zo~yxwKkR7wiJR=A3={aWHyQcL{5xALb>>L(*|gJ&|Gs4zTRmR5=B3K>waI3;
ztsb)8Xp1YJ6P9OqYmN1j(1bg4CPr@FHTRKIu=@J7-rsWivaV$CX1NO{cO5-<*KgXR
z%NL%Xo#(jbX32HYmxa;HU6+4L?fAWwTR45=X;rp)(`?kdIbHo(yM>H@UEgjuX-V_8
zC9$f`Jo^5Zc0KO&)n0sT#gqBFill0rnb_{_;rg;$+qWToebw&l6k(aV(2Ixptix?R
zKgVubd3<`b*)eA^E52jva-MI^bQRy4bvz|{{?Y>L?Bc7-)h>#*<U}M^6~~^kR(O4D
z^V_%6>>SQ!h#V~l$=rPF@Uk`c9-S=wG(YOmx;s1bvdhX8<g({X`Fi4Ig!#r7r(<uP
zyvw)sq+d%@_U4^7Qcu)nE7x`G_19XHbMKh2A@kOxGtaN@&GHjhsSZ<~*!(`$aOd-_
zEH|fWGu7?Y*8DYVzv6Sz8PA*J=GqEbzB;>C_`-@Km#?op>*n!w`QpOZ<&p~;(zZQN
z`1Ug5qF~?DjS>pijNCG_G6ih4T2`@F?c9HFmB*bqpN|%+yemJNvDNUVTei~$d2@+X
zIc(VrFNc3W@Neq%rF~T^U#C@vHD>P>E;x8#eb)BIFawU~va8R2v3cmGeP#N@IMMXV
zoAT~cFLw7n-+4Z6h2(Lsu9F8X&R<#+_k6zBiOo447II&wgkC!yW>omhQ#*2csqmC1
z*QecYa1LL2zv1-HM|;lwE!=Io)*{MztzCw$m0YTUT;dlIH>1kGndyPg%&%O@`15RU
z$(o6ubM>+-XK&~!D!h=ii^KEzysxKSp7#0X9eG&%LVMQIH>E`?y&JThY(7ptu*&e%
z+Q#q?mXEg<Ykzf{n7KN3ZrV%@{z<i~@0gslVEKNu=5fZ+l(_1y@4Z^Sr~E3`#kiF0
zTqoy!JK~G62J^bCo=GXQR$SIsHf26xX|diodcM<>Z#$<~TX@{Qx5qnlr_Pz|OQxO;
zyeGe{=e@GrGOyxa>225SjipO9E@a9qeRF5xtYbn?9(S!TSJeHw=E4uVeOteXTwT=P
zvu5tsjeDOx>6)@Nb+KUoq2-wjwpp_+7qZ+;jGuV6<Xh#5_pf8TWVW#@?dA9En91-q
z^3?A|sUq{9Z~qbU?5Ty^<6HYy$MYXLF-eJ`aMp+SoG;SPxU=^y+jrt(?%^W~cXK_j
zT5Xhh`unWai>F<Flm0Vgz1Nr3zGk7foUZ*b^ZcWIE_=(SZe~{F$Q63eOJ>)#gmE}E
zxR!2M!B80Jp6BnN9hrQKwPeN1eMkB@=S|I2el&|iG{b7*QIn}BnJ+I5&h)bio#bY9
zwWj&js<-{28~IdhU!5s5kT*OldDMHJ)n!jbvl|Z<uVs*G*k>hk`S8ck5^bRgKaM&i
zDX%>1`7CLHk<6E+OMf>xf2!4NpVc|H&vNBO_n6O-dyjAU(%myFh_6Dl(p}_ILDsD(
z;WNRXW_+F%d!#_?r1G@|NsIS}PHPBDD-NAuui6`-$LhwJd{(=1<J6|K)!r>9*tT&x
zSbYvTrD(ZgbFACUSu4&IRfW7eWO%4+;u7WUSx0v4RGAohW=)Xq-ZD$xs81p1<+eVY
zwaC|K+rx(J+v_dQxmB!JyQ(~KJL7>h*Z!Vsxpw^gthHO`uxyN(A9wX()Qw582i;|^
z?|t2!FZNhj$gL{;oYlMi40kpzv-onfRBhtrldq<3PjAl(JLCC$;rlr66>Ys8QSVJ<
z-O|f#Sqr8Y>DTT1`s$M3Y3I|cwr@OPb^6K&Z98}6rCC0*{c$^=t*oqg8`qM&@aayK
zdu=|AH+>bF+>VQ0P+|GDIxc{DX;km739sVcEY`D_C~mQQpKnB}%yW|m;+NKR8%>&S
z?=^F}#95uLs>h<f&r)QKJ$5Xwbv69_HdJkb!m+HD=|Sn2uWedd8NL5fuh-<TJ6k?2
zRN-3rbfG2Ns;QRes~pboFV+4jSaGAKCnQ<sYQFVao0Fm6damr=*RtB!E@oTSMv1lM
z4%)UGJRi-<-(VL#<@CmdJC14wzVu1BTNq|Cd1r)NrA=r<mJwT3P^-cvrQ2P_FMYHp
z&)PG)`m^_xa|}ym+mkxZxw*>B5e%={du3lx<Fyr4Uo?1c{+p_h_H3;IGuz?=XIXYP
zwJA4-xule?nA&lcSD!)3$>fsXUBj@p=pU=)EZO{Rv-1p=@RTkKo!j|mfy1*ks{6Bw
z7O=k$ZJc1ht9HHE&pma+{Z0F=Gi@g9%{p}A#<8q=Bf*oBEAtLzdy8HZWp91*eXYm#
zbrz;F<rmVWvku?M`@NvwYmrFocfI@?L0=((s%r(6oUgq^%q*YHT;%sU*mns-QMQ@q
z0d=<3C)WOb)tHpzZz=bcw~W2?!tA#)k8OgZ0uQRx_l9TOUjJ#uDZyKl_MVyBtMSxl
z@~oZDH_0?cEYO;@&C^!vO>=OFS4^_Vha2xBmbvxJTB`bGPfzK$6?@-V-1;^9lh0yh
zWmDfJ-`AL)RGGDhOGD<W%7i<+#STxt&$K}AroCy<q*PhnU?DM!v*s&Q-d4}zRTfh&
zbJP4duWHT}jh+aZYqPX^<i6|-oV#^rnn@CCM$4(MN1a*(FN=z7Ds-LNd-ZJ*`|TaY
zp|diJ3hys<bF?=!O^i~oR9<V4YvLf3>2JCA#G^iyC!f0(<tGOolzpuhy?wIHmEAWy
zm*(<Tci))Eao+1`)bD32B4z)+Ty)A!@+j9sv)MN`={GJj`DyWOsaUj|$7*en+Cpa|
zt*N}PeFPfk*-hP6_Mf3_wcR5>_V`P)_HNU<6?3@grcDsrgyL)4_nqUKb47{u_LmjU
zlD17Z=;`m<Di+&cb^Euu>GF(iuQhabGOsXQ?kMx<_PNI`$zMblv$i~W;CAFMZ?)~Z
z^~(=RFkR%olGgvjlPB+(#YFc7fsw`0i&K}1*XC4iiAp_qF5q8iVeV4r-sPs(?pCbI
zbmI*CBC*b^*2~jBt~TRY{$kh2($r~@4o|{TrZW~<cl9nUV^_JBv(b>{*@Atg3!R=7
zy=@Fx+&_QzwQWk<)6|(?N7*M%NLF6C>awrTvUlgUJBaOM@{#w?`XzPmst@yNKijZ<
zl^eA4l_tzozO^^m_oM17t42PzD#lq4*R0n)wRGt>+kV#z`gwYy6CTfbxcZGOyX)Kp
z*NNqVZ)4;e-#;{)c+$jqSwYqHt^2#zD#WPRT5)~cDD*VU*30hetaRt}l!+5(eCzkR
zpR&boj?^dqAHL70IjqbpobU5!*O9%GQuq$9kO}X3T5>*Cb?KA6d}mB*1Y9E?@BFj6
z*R%D&p(c+v7HfBBdmq{nI6pbYXunH|w*HoEk8Y(25ue{j#NT`)-=1^r*DcRuPj20P
zz0AAd;+Hj*!BvY_nMy_3@_AXO_b|QD4!Iw_i1F$3d+WDO>8V|reEG5b;aR%6leVuY
zcKtc^?K_q;W+~yxjHME~zpmMo)f*@zi(b&0U{Kg~YfkBvW4`fDW=3gi+!a`uc*7^T
z9%DC^u}gdJb=l==%hik5R%<ddtv>Nx{oR)}$96?rpL{k<YDJR6>rhSiom%`)A~M$r
zZu+_4{yPboYax@oj?9@H`Z#{}ysdNZe$iD;^R(T2=j>FAmC0R?Oc}4+eO<HeNP&aJ
zDq-F0>XU;{Ox`<xrB_jvbwuMN=K~Tek~*6cH@HT0RXQGwxz_c}f3MT#^4-!YFD_^>
zE1O!({H4|N*Eq7s$+^JlYR8O~$6RAiJiTy{+qiLJqo2TpyIG;rY--LJzYRE9$p5{~
zRqev0oyli3<}_q=$4<*(Jet1ujsJn1t49PMD}>vdo2;4J8xj<?I8M6bO3mR}GwvUV
zXI`81CV29!c_ux@+h@H9Gs;ps)4x-DzM;(Xdux4_=P@cR3ez(3_1+kG<4z+-K=D~e
zl}Ya`OuO>$$S?<Yub*!F^0V5sC7)hp)Gl*8c-H0f;$(|IujQf-{3)DuBArEU`OC;%
z-OHA((!TIw$<Ee*2cK_kihJ2yaxPoq&tgkak5?0!w{)Eg`n+*bdus8DzQ>h^d4iwJ
zG7S<bj=2=m<S47@dZ5yQ&-kV5t-J5^!XkUl#Z0sJ340N+!*cbv4^9CoJ&z_;`|!Mz
z__B7fq{^3_&66fyUvPi>!~>Em|6DIU5p|}`p{J;!zv}w$sN}|j%geq`KjCYu(^pk8
zUH!XG?W;*YUlq8qmP#L<_cb#&DREBE?@IyKi&JfN&iPK=_&McD%;W~+Sm|4C$KPK)
z@g_tsggI>G>m8QIZqHd2wWr6ZS>EezzkkF}X3><D!Dl_v3#{c2tvXrqbLMt6C%?m=
znrB6(l*KJyZmM<X*kK-rH9zP2GdaEuxch!(Vbof#j%)uC`COwXNgM6gV_fHzbbG^{
z&(}?}?jAFUc)YdvceHiU;-v@Qmt|?WL`xU{&GzC@P=EJ$ZQ2^GJ#A|}VjF+@+kIUU
zUQ+CRa`s9w5gsPns;iZ`6V_X-O8VqlBY6CY<|MzfXEScSaq`)+fwv`j7DKnJf&1RT
z&oh#FL*vTB?io(JwfWiBbur1+vu0@dg`1YJroOT`o5brHX>cdhWS?S#dVkbRKdqy`
zEoC`ERh~44ZgTwgY=tC$+*X^Swg<DOYWGiFJ!|&jTZY%xEa^Jk_%lq|RjtDE%QEc~
zy{8^@>AhcRvvOH}Du>PIdz)?+PweUHTxYh;|GDGT;vG`H$J1hxPCZh-@!*ON=g-)R
zud9_3-k$XdkzcE_+i0SSz2faF$z6N6l5cG`vUoNxC7_^U@yyjZ-Y)M1%tdWd>}6k@
z)v&%kzczX4OWx)yC8pi8p6R-7UAVbmsfxsls%tG8YY!^#O<i)jfL%c<OWcz|eLvfl
z*VP&Pv#!1Bp5$_IA7ACl)Zz^ZbFQwOe6B<AN^!shDVtnN*_WS|+}OEoCyVN*a{i_6
zMt>g5gso8!m0T3zsPKHw)yNf-p1-$i?XC~L5wh7^;P>&hrkxD6+E!_uZC3N2`kp%N
zl9;{MH{y9*^TK5(j?A06rn}U7#~<xV!#l;{Vt0F%Ofr@{VR3WT&6agm^2g>x+1dHO
z4pzJP&ve&U)l+}jZL|(6B(2i&=(BjVrKMeh`Qt)Q9V4y3cdcidxvcPwRA#nVEfF8p
zvEyabQqdx5?b;PQJyQ9%CfmL=%Tt$s7{s06u03mN_4^-uANAHg6K~*HBEIHM(#pS6
zCpTCu`E=@w=;A3~cB|htX_|c2Reesg;wptpzmnDnD)a5F&A9kR*Lr5!GoJ~Lrm^#a
z>fT@4*1BcpLD3us!&8qI-#qzMd#21Go!dKuw8NB6-&!krEAt7HRk3f7_N)h-UzSbs
zuL(Y=kTlCd_SKp+1>WOI%d9v0go&n<ESu2bZ0cbyq!q*WHHCp;b)ec~Blf7OQ+s=z
z4hZ`gKAv-x>%^9rs>|lZSFR`&hc)RhHQCddDWqLsr1?|ioZ-trG0E4VWosPM%Uq>5
zhSr?hVJbN1^HG^^+(Nsbn_PLcLNaEa*b=9k&qV_#?_%q1t<#*O_iK%`sL}qtrLL>j
z`bcGb+AsKWr3#-+O45E)JB5n8J6`WaQsgSvU!UC}6r#{`{d}GFhZ6C^eTpY7*JNEP
z+PK$h&fb0L58wXnUUEeAiEz+O2S-Vn@N56{KJcCqvet26@c$|LFeu|w^v1ilHa>eA
zmNC<PUhT!WYck1QFI(z0)|?2IVEKJ*hdSGi+i%WS^ShZviK@ie%S}CXKUpO_<;THC
zJAR*w|12sSxU|aCbxyUMzo_)1^+pCKk5`?Z^5A;#+>4+4gnVB`I-f1OCRDTU>+??C
zQn7G`I`zFNx2#v5yS;gR3A;_zb$c6S<)!)gtVNb5&xTcem-)8nq+GwbNvZMLg{-Z)
zp6sXpiJGpF{TO|gL%XMJ&Fzh+In1>ew`(znwL}+W>};Gehw<KOZN|UVK^NW>U%O_o
z{;}%nDbw!yTRhusJ;|tYP0-xJXxA6TA%**sx$g1Lw^;AD<?@k<%zfEY+U#c(#w}ge
zyTbU|>RBGj{vp5ToS7Bz{OLNk@4gZ*55A1Mb#cAvvHMO-{bhfLe70WOtF=O7_k62Y
zR)vy3>ksW&9(dXB@$vr*QTwLuYY=cZb$0o%W!KVQi;j3bN%?hswNsJT%lXp%Qxw)!
z`ZxXIEM9g0`0qsl@_t)?{r&L$fY`6nHSxO`9$#AiLHzLVSUZlB9n8nGel-S3M^y80
zeKy>&)6Y-yMZaFJ)a2<l|2!s0<SaOO;K2Hc|5PfTNmo}+@jS<0H}yuv<6{N4qCJ=!
z3bH>{AK#}v>)RuTbp^f^Q&ybY>MFYE)wx%b1HLD(ng5`2fA61A-KS?7<CRSxvd)UM
zJYRKlS9m3-&7{n4(|pcf+V6Jw!g9Y^UGYXQmWq7eA8e<cbmT#u$WJA$y|1s9tmWM%
zUQjse+?A3Gn<j35VY_<ai>v4Q^2`46s|gyLGt9c^E!k%me735zuWz@x=)rZfWOY3s
z6#l$w&J=oU=ZWadXVwl3Px`WYs*<NAZ`->d!cBn5Iz%Y?*b1lhSu>`KS8L0$+Rj;X
zwsl?Ynmdz^dwqYo<;I~o3DwtCZWZkoSiINw>UX_M(eom7?%Qg+mOOuzec{-wiC^O~
zFGhH3&$AHqcknX5I<HW5_JcoLJ3iP|g>Q|CY-KDwzP9Lk;3~~fre#LSQxezCeBNfm
zleGBYlWRv_U%$RJz14DA+N6y>AF8g*?qiJ*Ocwdipw+0CJ>{guiVuZRabd3Jr=Kre
zu+}S)bD4;R=?29Ig<gqYmxRu2-Ex`3=Gy7QAv`5t)I)bV&-tWPV6lA0D%UuzxodZ*
zm}ef<kd#<?ML_eQ)yGRqR_C}`9;?1=_WNqXoRU><c04vw-13|EPS%y&S6b`+kF8Uh
z_h`<<rIsdVMOUxjv$`4*H>Ydo<-L`k)7QGaFV4Eo+E%&VV`KkQr9Fr4HciOB^yOt6
z8(;RhRkPi%B<4)sx&O%|<3JOYbfqmlD_o7-Bt)O@_&N7;<_vy;;7e1J*kwP4-Dmmw
zpTX{`Np*3A*Nf*{@;YobR9(sEcp0VQ-sQtrH?`l|{Cm{K<98fC%g8S+`m|WnCVc4`
z5w0hB$-%o{$F*{;jrgqn@ak;;50;@5r_7nPYrAsSdK(9!Y!l7nQC}wqxu4%^;rV*u
z-fvBo%m1$Ubxop<tzt#wiB*9eR-3mS51DTFXua-bCd;!0r_K0HEA`wZk9sd!yTM&J
zd9U|z1*WUYv2%FLvfIVI?!GXO`#OC?xOwQ~T)+Kqn=Q^pMIW_!w&%~C=jx?4F>@yP
zKlQw@GjQGd#kNt}OBp>(_liE>Vfwi6?gV$!wX&c2+IB8=T$ca#wr#JTaM9#Hul|%L
z2%fEEx^KR6_30Jc`1q@ympotBy6Wt_BYKzn=3JJ0>tOr(l-rVjTeGac<@{%`is{Yk
z3VpIm_RjW(m1~yGvG`YdcJINjmMf+`>`q>OZQ+f5nYZ4&IL)`^z|qx)sb{0Z4m^0a
zeBmnJMK@Xcwu+sRN=&|NoB8w@n}5}8C6SbQPgYOtTP#|cVz=Yp)*14)=c6{MFv~of
zu6bkCj#>B8D!(l=X%_YHV)y$hE!QGnwK}7>cIkJizpss4S-!pwyZhs1$jol$PoJIB
zO`h!*=}8EVQoU7i)XPKu->#1R@z?q*6itho`}WkC`b=XNU2yt3`})@*=S4GT`KoQv
zn)b8m!kXf@{#t$-+>Nm|7c(B#T&$j~X}#-e!;z%T+vVIe^zN>*%u@}EFI*?{Z2q(7
zYm=XTPhT!FFY)WMr3Y>qn>F`GxlIsoP274+YyYhxe^a@$vvw}OaQCFz>`xC$e_czu
z!&G%;U%7JE^=Yv^QvPL8DbLr2>u@Ze9`idSrLXq2w^CHttB~S(>|X0SKVNGMwRtpO
zq~5|}*(`UNM`yD|pU;u{A{}_NsO&^J<7Lyk(MK#Sm#V~APWo*6;Dpld=mf6^wb@fz
z8P#v?)=vCXC)zWwJw#?wxSq?5yuaB?IxE(29N$}FsCnF{Hk()4YVuX1qP-R?Bn0nw
z?QxL5w0iTG^HI}x-kN(!bK;94ExWIl$}-7oEeoO-ybdl2y|!%Wrb%qs%eTk5X&YU$
zVLX3nSA{b3vg*>Mt1K^Hxz=gH61?Q7#}XEqvQ<59euZ5p=Ni`Lh26dWI<#MHdFq4D
z9&81brn9T2o^d$cpf&ri-P9E!g1^#MZFqfet*6YVX^)c?CfUCFpu(SbCvBxt&!hE%
zZf$`%*@g#Cu6qBya8AI@ldJmvGw4}g+5V(d?N3Mdr^^2fuP;Ohzx=vprivxANo9{~
z%EOXU&8@i{>r@_Z%Wm5}xygF+uW-+j{|uV{LXY1`*<jj}S$*Q(I@J|90Z9xh)z`Hv
zZYHtWAKMklsPHl7&&fI0mx^q;@-fw}xOJ!ceE+QHOFBDW$1Xj(Jw|G!=>9WCT6fmw
z`e|I8z4F6q3B#zZIVvp4zplNyogl+C<B;uY^N_Do*;9+>8Cd=0^?mZm;``b#TSl47
z94Ei7ne#4wbK#9uGlN`x*4$iqB;`tzR(Q(q^$P>f+l1!c_K&(P@O*9Xr2F&NW-aNn
zyu9CW#h)i(Yw~`a%a#pT`8rCl<X`D>yN*+HQpI*jzgDz(ZWGeuxaP%;1g=e<$D_`j
ze0M&~C~3oqmyyK{e8ypOH{RQrcJ6VM+pOFySFcruRWm=y`7g5$b+eQ;_B!(U>k3DO
zFYA+LZwdSqx>VD1qnMd`W7ihpCQeIJo9Kw|Ygep!TEO5Oadp~rH#z;8Ca12QDyrKP
z?$)?5EO*OEKR&DQP_Y?BM%HEP=NwVF@BHP=ZqYXnrk?ZZNl7+!X>LBQJnM_`@+b0B
z`m}m>1vefz|FG+`jM7%yosWZ~ZhSr|lJN1%nof&z*<0tGog&<)J$u&8jy$XSIYFMK
zDTf7pmlYXJD1I5U^~CGgDI2G%2wvLxyQ8?zUh38I#crnarbo+khbFbmo4dLq`knpX
ztl1|IKFq!n?D28wnr)UBvyM*;KAPtFSoGo=me3oIL>H~zk&)P)u;bfWkAN?0?NyRz
zDfdr|xjgsgP4A>50Z$V6?rJ^QTJy>3+8n_GKJCH)0gFdF@64)_wyJq`R%T<v6@Ed9
z$D-Fya>#DHw&`h@Om*1BmCDCfxAq8ca<|>^Y%xO{)0Ufj{##9hpIIvHTC7%cH!6ST
zi`G!t)`(l~BCD1#22DI#vg}-`?-DmYO^H5>vzp9b7H6IfJ(Dl;#;KB7X|;)$yWg=b
zOus`b4cLA7v!)AGR+}Yw%+3;6Jo#l<+TD=Q112h`yn~lFzx#OJr!dxa*W(TAn6!J$
zUq^4u(z5Q#T~dCzFnZq9yc=uvZIUHLpJ}h=nOC<}I_qW6yEU_NXYZQwXuEaiv!LVb
zuLGU+JS5j!*M>%Rux-=TD}Ov|$67PPiW!!XW>qD*6YRMbmle)m>X{*NjIUPf=pFaW
z6OR@}ZC>g1;*+n#9J#$e*Xz!Duv#!~_X;OJx9n5z-ts+T?#r(7wY~Z2>yxYLxq0a;
zPo8-GaV^J`s*nQLEev&Ax68ylmi3K}nrpDUS~yx=x$AaBg~U02nM;n05+~NpRb;IS
z*>bj0X^YSE-t8jCwguhydVO?<^89m)%wBQIJfGF8zw^9Sd6mran^(BjTx6cpm%XxL
zU+{UavlH3>GsJD(x=XTX>tf5uw|iH0woi^_IlZOuyzQ$#X}hiE<t|>lf(O|=UdDAV
zyFI5dX6+gkgA?ohFDogpe;BOGyWz|2nYVAcx5^~#RXZehz}7aqZ*#w5aooz~hrj!;
zSg*F{&-sl@7e&o_F~jkF<o4%WbyF{i+Jx(_GUTY9z*})?+VZXJqSALh%2wsDKfksw
z?`o=wT=uQ4H_t_@|7Tbm$GCE*YUi8mtA`IKKl%9i+2qX@FTYLl4dR?<9DXBp<w<$d
zH%C7H%vl#Gz<hnJ$F?JnyKeOH{LOaMy{$Cgq|bAu;kJN&1Ku5y>piyjI(?|VuADFa
zp3PQ!PeaX?ceiBCb9DkHnW{Wn@iSRnZt8ZebhVYa&(}*FEnc@h%{1xu&526FT|1=`
z`n@t37|%xbi_Xq^<~8r=7XP@Zi<DnpTD3Mq`}tm%nTvK*CM0i<;?qihJ*R9{`=sJ)
z8?xTcS`pLRt~Q-n_N<q9-;}>QzRCpo9SaIe720dD?2Y<{)xTZc3SW2W{hD+sd*w`}
zFKfOt2%qCzTNd+W)uaW-SBg&Foo=tw<0dmJ<Cy!yvvx5Lt}5O6>}%^+S*(`vZbhfX
z>!VKnleCg5ULW;YbL4&6DZYbM*Q$Hw{JOfc{S3c})r5vx!wAV^-;E23>b5fczWILM
z)FdYk`^#%Xbt<0Qgv4yGJJw??P~dSiS7mkowVftm_bS(RI4(&qFOELLe&brnn%a7)
zx@$akStVT(@=J?P2c%V4&swUGyxlZBGpH_q;cCq$ep9P%*Ol+0j;=fDdA{oN>yBe}
zTi@@x+o)5t_0ji&Eky!uR@X1BOI2U^Hc3;j?Drg*59|J<E$J<Ax79j&P`cNQ^>n!3
z^8UC}YJXzBix{ZQS>5QHlc!R;F01#(gQaUa*lkxNcs%~Ha)O>;)zyt+VLNt4XS`Us
zYU7y`^Ub|BXCD5t)-v~Z|EX0<BDUH4rs!1GObQj=xKX8&C0w&wES&vyY~I7|AJ%lQ
z__Qa~V#nSxyLmyuhbwP<=F~k=+$tg88`q{&Dyv<)z~+P9miyW=kCrX<&Z#kZsFx<#
zVD+zbwMau%SlT7)kD<35_WGuCZORYve&!ytS^r1ywfL$hlb%luZ+ZPIye8_xCE=a>
zE~ndE;Z>`?rZ~HQt;TfG7r~xyN-WJU+`8vzx-ic?d0zHxA)zX%7i)GZZC~kIG|N3~
z;@#VB3_;e{9vovgoz7`3{xWE@!14vp_LXIQO23?VsfRN)u_uh%%bU+`YntcBW5q9L
zoeT2r`)PBHZ+5zD)$}S^7r!$7<vHKh%zpl}er;ww$K#hV_ZB^uxztm-@#P`2C4G9I
z;uhQ5M?IT*vN$|Hh2`t7u$Y8&)0c;|j?a5rzH+^^OiI^vnZBtV&D)EkwHN|j)~~$m
z{piM_y>VNgZ8w-UVV(9hwa)ts&W1>(Z-41Gb@FcGBd7fDcHMboa@KOso$YyFUx#hz
zIB?8gly_-U-_=W%(IO00VV76e_83$|9?J`g>iul?B&C08c=dIel&jt=o0#~Qdp%U&
zpL>M)Sk?D+(Vlzz^VY_B+<IP+@0rJ!z54QvjV#xv-110Ko*cJ*xiU*sX}C_<abB){
z*Oso|xZnCA{{qox=GR#)5B>^Y5Ibq3nQLX(l8AKCUhTN&n>(7n`TgxF->2{?+b;Uj
z@%1*>Eltku==uG8Ye*#DyQyzobxrN$mb$I4-dq&9$-p<wc#@^<DzUt~f3<d6%4V<9
zj1F!!t!=YBW<O)i&zN<7#bGz9rOr;?XRme0KddTX*)473xjR?!Dl#oea!?lan3uKa
zezH5qx+T4O9xp?=Q|8rXBvfCKu2`KbD805VwcTX(`C#wu&3##p^2}Xl-;}O=xpO&(
z>9y!X5`5Z|I}03-mWSnVFxx+l2`zOEp5=S*#LXr?yLYv(mvmiMURJ+WbxSgHf7FXd
z{mKiE7Mc{Di#hMt%JDXQnbxZtlW)}bmWX{|?z$W8P}tbDR9j}9{=!3R=UMe>ow_}b
zLG;Gn6%1FrGm7V3y|PL>uRAE?{MK#diN^|G$8Isp5fQR3TdAXS;+BW$?b!uldtP16
z&h3w8<g4m?&UN9fP2b%t&T!_BYj3w6mRk}gv)4GrcU!IXk_BHZPaZsZaE+&<<Vj1p
ztrt%$FSIFNqj~+Qg~XFf)pI`O?(MUCx+CjpdP2o<$7{Q0w?4o8bzR<b>DTKt<y14R
zH&2*h_HNn6rLwh#U)C*reA2YLP(I%4P0yN?MYDFE@TuF{t+H&F_KI`9Mdn=2@|X5n
z`I=OI4O!><Om64O<jD=Tt972plr4<-_;uZjCFjI7m+!pp;?HinTR5dKrpD;npCJCI
znMY?I@?0CZ^PJZ1ZB>6Yo%v5KNINgN@>}-K{npZrv3k?{Eed0%Rb7u<@}FU?Ea!?T
zIWvuCZT!O5^DrWOtpc0PvpsG{Ke$%SoqBR&;k>C2u6Fr-x9et)R25GP+bbh=VoQ*!
z%$(;-ON(8&1RPGTnephh!W!Yt?rCb~-IHCm2g<hZ7ky^cQo%d<c+K^#r#U}u?)f-B
z>yvGmk$HHieRtt8^TW#~Uz9Vha40H#9l79>?Z>cE*+aqaBfAa=&b#_5R%7uq^)st>
zZ(h=PTs|&4RpQC7aD8Ff!=KmnG5Hpsdh@2M%<N$ipLTA{ysPbkFK1nIK5*3Z)a5XD
zTlW)ZIqZJ*T;G%NQ(*lv?Zayhe72B1T77KN0yo1Liy2Fqb9APxK015Na#QK&?EA8A
z9yB>A!eaSlz2r^#lm)ZHYz~Ll@!NfU6xGtsd%pO6+~&1AS$BS2FK|VE`}4SIvT8-i
zt1OPXJW)^6tG;UY^K4Y^&9`SAj3*Rc-de5Ye*DU_B9pfU(Gq`N$3>eRb9l5-ltb2X
z-EX&ItJb_fK^IPX9*ds2D{ZdIr`Fqd__SZ#Wj}PTOr~zGHoxaZo^sBX2NUOK{gys_
zOY>8BpT|<m$VkOVukgHQ^V_!sZB$?ueYY!b+RN*o)+PIIu83gLzPNB=6W7zA?`2lW
z{wHp2+nRAh>g5CFKFf7MYE%C+bX@n$;d*YOdvBWA)ZW~4hGAE4JXX1CsP%ZcX_lp<
z#nEiZlAZcV2PI!+y19F8;F3yKSDv*leDzMIyss<SB)+VWS{~eZX`RZQIej};^{l<O
zhUb^m`6(MM7WpUM;5Nu%4r)^<S+=OL=j!=s9bbjDC!D=4D(GZ=_0aKU8G@54O`dGI
zP_C&pDce&x<E&)>U(>47%Ae2r-JUWz^}S`?RL|!O4`i;@eeBC*YO~>*m-dC1GpfwC
zH!OX!&8)poH;9H_?6h3=?Z(uk{d1~kt@*AyPwW1ay)R!2oaZX^(?4_Vqeqik+3Q)e
zJh%1DT+I_$WF^I-ap%#>`^na?k_@LgUz(M(@#O31<y=-_DfdcR9xq=SA`&;df9B?S
zI~prbJleB9#z4h~LGsyNt8dqGmzV5st$4OQYsHfHcdjl!l<Ob9^3#8Y&PS3H-pOtK
z#J4T@Y@PP&d|{KBlM5xDTt9YCWro|OZ(mj}*RS}pWd5cLpUygYIM2J^Tku^-?~%V>
zR`t&BhL-QDuUlGAK9>DLbA72C%eu*aM=#pMaxQmEO1`%9?R<kTYfTvVcuQRupUe--
z-7}H(SaqnsnZe%TNFTm;dox=@`1VIt*)7|+U+>t&c|v!MgLF3b9olHzWUG1LLsrkN
za{aR!wyX($k)0Bc*3UG1+_l{FRL`7{%@H?6_H5kIQ|N23nD1&(^i`IG;@6S=1yB1l
zHDmj|rGySxJqau5w`94}vd?&O=*$zQX=1WZR;W+*-okv=rOz*u+j4=Dk<-pqtmRU3
zXZpu&^)K$btHH_Pz!Efx<7HsJ`dS}}^rcLGN8;j_s@;*Bnq3~1z0Hb?J^QQDf#o_r
z{(hP#PT$Q6n{CO|XmV6Bcx|}4sYq*o)apH5VOqL(Hk|G1nAQD0CFHh)<hjgAw^LGP
zH9WWbny~WAO68dCHWxfjT-;<hIl53=<K@e6-Kin9w>GO?o@eNB?d;MGN0WnuFVD+1
zox`6Wl`yfp<X6xp?k(B5dB;s9`hsp86w&FO*ci6w+B;hfuOr2FkB&?6?b}-8QL*ZD
zo5hLM5}_<<Gqb!mRx30H7_+_%*>mylE2njLeg{lzdX_oerQxfn<n8mOeol_7)~ky|
z)STVAaM`-><(7XnpE+OXI^|w`G)j=CXS>PNnbw<r^vL_n+A>j~aMrnS=7!8ik&O@i
zqsrw~c1bH)ocOshU~^R2(G*XWBT_4cQvMtl74v(tJg;rZN@3<L*Q^~i&#{Z{>Sbb{
zmu0p)z)0)ThRfkM4vFQT%nD>+N!l{2H0Md7&rfSEy>-F<PkiM>3kol-)0tTKIx;T0
z_~eQXo4Hrcy!kD?)?9|`+@!E`o~sT8ut&|-xS_7LG=FE7&a!hyKF;bndEPebqXJJZ
z)2639$D6zK)_I3%d73ZFXmht+<=V<zl<k|qAj5a%U2FM5Bdb--$9;mQJxNKZ4mFmP
zJh5yV_dJaqm-aiyS18X3(bdv-jC6a<d~E@r=Zeg4veT2(&zC*k8aA=xxuxlhPbZAK
zdQ)ca_u8Fdaw&S2($fP^dV>EPsuXo~%=361Jjp$4s)%=5|CvngmIw8}UMrlsx0P|S
z`nCDNE?<85?%(cVab8q7#!~WZQgL&j#~ZfdAHkax?^jFv+!R$PJyv{a=X%>d%jGj8
zo-JM7`hMqywFlT{T{e4oHsR^*tub9{7U!}mBfT`|Zf#pIq45***LB^$T|5tKHTcJb
z&v$FLxt_c9cGL-vnO*%+#{$B2EnRQM$}L}{I;XWv<4)Da{|v9MUz#U#(Zqt=zvR^U
zKGvF}>8T>>B|+DVb65M!4qWnV$E$7A`ahT~m)N;4*MDW+R*!|j-y#awms<PIh}|J{
za>L{U>XT#qnpfSHXnPs*?clS$>%De0ZrpTHM);iY{BwJvI+xwP@>SvTt&_@Iw_Hl<
z6wl-T9r|LLRLZ)-{mK`vxy@JcVEZEPd~2`Nkxq_VJ7mIVnwI~Pl{uTaF;3Uw$bkm!
zO|6$qBm>`vwaqxgc=!C?^gB_0dw-R!QMnZ@8*-`aReYxIGkN{M$eeY1nlislv{3Jx
zy6>g1x{cJ6!d?4=*G6XM^0@4s=%GA0?D3vEhqYM4CY@>GnjCzb!$;2e%Zj*5|6J{Y
zGv^i*XxrSG;BnM<YN@its$S;eHnuJ0FOG_I@*KB38g9<aHfM2vRp)|}Dsui=^Q(7;
zb)|`(Jv`@gNaCcR$IV?Y_8lzni)6EPTwR#?#^dCg+Nt3xXJZ~rT@$fwM+c9A<?2bX
z2UgXW{|q_o-|1F)e&;HoXr52*7sAuu3q?z)iXHWJy7{readmTm>w_YDucI?{uhs=N
zha5fh_F&*wk)2DXtra~r_lw!Bubkh{FXb(`acb7{OPVrItHN$^G#s>Dm8)JDbyi5F
zSG&mLSLogT<5>&j6mIe!Uuxw2m6>_1|8CLMnrio2mp7hNk*l7y>f61wXHE03_s4zt
zK4qWZoAkX&cceb+-`nYbiu1&?t-ANZES`iI+%kMRYy0CAS7wog(z>qd>sl`8T|T)o
zbw{dtR@?cl;fFStDs5A0vMD>8FMYdMJXu#N+}`N%t@YgIdBx#2tzpmR>mHxhw&i<y
zO6=aA$LRvEd=u}eR2T4NPM@_s^mcR1ik;Hmh3D;9BkQ`!-AB<nX2-=%!q-;(UFBM1
zRQNhHZ>#um$#pgHUT+(Ao)<m$ocpG17Vpt*CE}A8>z_Vbc<kQW`3i;aW9RN|S^xcn
z+}-Sq8xIX{O<t~Py*=49%rMO7$s^T-Tha5H*1X*C?77N+hOes=A{Lx;zqF`jm;JlT
zOS2}2?G!5aJDxSkV+oUi{nCs*MJM)aGuTHx&wZY5X>m5Q^MI{ync6Ii(tRD<MH}QR
z8{c2s>aeAQ=dJ0K>0HleO<dBR`LERTn}<~HM9)GF8=hLN&3Ahe{j$X#J>$K>!nHkr
zI<v%4*LUBqpSV8lTFy+>xwqe4>pEMqcgNS2i?=h+k?ERvD@T4p<Im6~kG7}Wd&+Oq
z<ZW&`@B7E50>%}3f^#PJgxg#@TqtR|&hpCKH`CgE5~Z_BTyz#IZVX-0+Ej4oS6JjU
zk12_sYgdOyhUD4&3i9;!+k0@k=)N|Qrd0N)X9L<YnR`}Rtar{_7<!OletguiiI0=Y
zRxCWIU43lAid$7es<);{2HC!jvQ$zo&%d^Fq8`Vg&v(KmPSHttv?Vlob6QaM{*_mb
zKlSYSzTA_G@zbn>ZEsk4tjga<r4=`LoKV`jE92<$BC~B1zO9L#of#riXS(P+i%iPZ
zc*B`H*F}D^)j6AdX6`v3lX;0OVJ!xhb^dWvFWb&>(Uu9GrP0*8d{(P>^qu>+GdIcv
zY-2e8G^jFKe!0?8W^1oG^3Q`zmNy(X-PWl*_wL43&t*dREp2;atSgQ>6kZpdT>dJi
zYT^VH=c8`AcNpBg0^Y4X@Zj2n#J+l|DBJuEPfG$LijEX;vOL=qSE)E%=DLeyIph3=
ztBP;CJP})}Ub;Z{Vuas0#>ca|LT5bg>AM=0QgQvsbJ2y#WfG!=2UlErX+7)i+Mu10
zsdc@+X1Dts*0sOcSls;cim%)~tt*0B%XUXRjZ*JC$H$s~bHn7P#pjc<?%g;adj8s?
zj41-4g<n<#6y&b0Y1cHra4X{52j1Z6MTUvD*Q(uA@$=(&9~$I#C$ud)GWPbup5XG=
zcW$?5udsNwWJ1sHYdO(7Z-*XvvV9@D$j`O1kv6^CSFV1>P<U;Vcbc2s*UDs_;>kgO
zCkW2DnssTz-W%^uDkdzRIKS#*@C5#s5f$3^muKB@|9jtmX|D9^vUHVwpDN{TlIF|#
z1{lqMclpBPi<?8Q{hoR2*rMHE&Oh|O^KWXT$Jb}e`TVnXyh?dvxGto?-{i^E)3vu&
zYAM!iO1?Mq8RG=0*}1ky7w(dEIBA;T#qaer;=DRT!mleIT?-6%|GYMF%9ac5BBcv|
zF*_c#)s`}P<)Hp~^@C|IvP;#j9Vz-bi^;J0oR*GynrZZ$##xnJZZgRx=CwN7(JR&d
zNX_ulHaM(cv${6RQMl}^%F`RN-EVHnW-;A-a3$K~n6FK6ZqtSx-xe&IWVzDcPjl7Y
zmo-iQ5}!_8-c-$1Aot~06?1ag_A1}?ufrK7o;A5=t#&!PX;YiT%FRLPUHNiTy%)rC
zdheT%Y$6lzr}>G=M!PMSugzmz$;6ZyIq71|;=s*U!a5krmrc_4=6bWV!QDry;aJtx
zONSP!%;~ZV7d^ok7{n=ZHO=j;f}89M-<J#4^a?!r7`kr4NlE6l?vpRis>r(Ob=T)k
zPR-)Sy+W^CCM;Or@O7`+Kh66!6;EdUZMmAua?#=zKl|F6!pHu+vXizQJm#BdQF`Uo
zVv{B7YJ>t-mw#WYa_oN9&U*Ig1qZ&e&swwgZH(Tp7qz;o8-@G$<-H!Sn=sR=eBH5_
z<PYnL0;hdnbNAxqpy@`I*E@Qigd3L1+Z0u<yOnz4SJib>oAg;rZa%qscq#8zi^qy#
zmT#lO$`b@{ZPrt^-YL1NW8I#|OU18z&|0Z{T{qA9Ez_<>p^2CF%=Vx1?)loPy{k7X
zJ?Xj>xaq>XLv|TiS+|d#__FrBy3&eU>(8*SEomvdw4vNK!^!N%Lw%*ke?G^ww5MfX
zTAzHbV!g%Q7~$ihOUgtZr=-Q~&^~xJ;hpuatDPywA70wX^Pj=q^eW%-PD{JoZ&oWd
z?##ZJBmF(*`m_TNCdPH=YJ6(r6^e6@QM=u_SDX3%uj{In`e)pKimp_d5oh&i)7qS8
zdv<ZG-d*@MLiek(V5pnko0FR^<(YCXlu|tSD*IhO;}0ooi;J`DXEU!@u}Ap9iMN+5
zWi5{{t&PmgmEDrOO?%$j%$zOm$9EO244+l4zDUQBr@+aI!TNgFkJCp5ZXQ&VN#Wso
zVH5l)Lsy}2|JJ&^iu*?=$DMk$sW2{ec~F+&_1#ukAt8?!U0-D3FI%xK`(#RJanG;o
zXUqk+tn-vy_pM@{C+A7amEk@=9dDof7y7j#%WIBM-}AY0d3o8d&f9nU^7h~T{N;7*
z+P03aS7#P0?e6BabhCK0HLX`!z42w-SBdj(=iO%2Y)=c=)*IZqrqblc+|6BgDns<u
zR!O!e$M(i9PF0&3{AR<7196%2cRLi=Z8i4Vanj;^)v;M|i%nyipXI)bj4a=%@Fe7)
zU**~KBM;fC(${)@pYZngy{}$M;qQXy7z-_0t-B`sf>8a`i0UaZ!U2C*6cuT%%FIsM
z`Fmz?^v1gRUYGh<`<P#4vG0lba{gt2>19KU_m}1?T{-u1)0`c)zD3sym))ClJy_{O
zw&aDWHsRL2y^~_kTkLFMj%>4^{W`Yxi`J6QlVcXM@m^c>c+-{MaF&nrvV3@gMH}p+
z>K-2TTfDdJ&7-9p#s`+%v3fRdjq$a4i+sggYBhb5U%vJYKWMqy@sqzucUrdV@tROc
zrGxKdB@fD7jeHza==w%&UGcrZb6E=Q7Hc1M|1%Zrt$eiV(bieUEfwe3y(TBFUNz+p
z&&R;pvy(n)h}caH3OOkgc5{`Gp8KUa-ep^RF3dPDnjph?@Y!OM{fDocE^LwV*|Rn{
z@B6Cg4O+^&#XIiKy|8L=_Uuf9n6%y2+((%ukNat#-t#yr;LgKF^;w;PVYXHl+h*N5
zzM=aNyV~@(k7Wzvs<uCzzSb$9t$5a>itI1e={-$R9$(D%O1$=#{qg+Sm-QCr51#dJ
zoy2(7`;c}{;hKYX%U9HH^{`M{9=&ni)+cR$`r6jHuGs#4_1p(>FYLGEocFD6O<m)e
z62!+_T%UKR>WY7nzvRk@aIvyAIjM5@mbEPPO%>q$^Gdn!cvSxx$rI0ZCvz*Go13xi
ztIHWS!=qt|mzMDDeD8IjY}w>1%IU&(uIH<ke=fdpZ8t-4$X&*DD~!+2wcZviB-0f(
z<;#k@1yxte)J^xbOYchF^Lf_HJU&OJ%{QJeHMUs2Y2$p8^*b-<Jnk#V`sG)AZD*po
ztmW#AJ6*>@F78_OZr!<C+CA4MonkF2*kSi|LCOQZt4B2=H(y;E7%8hUH^ZDIeb)2C
za>th3F}!k3k3B2fJ$aG$o_Sjf^QxciIP^f~*&3C9U%MCW7JnOf+r9F(>1x>riE-uM
z8n2st-J`t!KSSK+65$u&*Q9KX&$D-xeSCdu&xb4v<!5U}_OY|qKaBh>eq(B<@8Wev
zf;}?nTP=JFzptJXef0djl~PYcUuoO9%{zAIx2(dB!24U(Z!xmZKeW?-i=3g~ZwI?O
z!QX<!tz!LVE@$ugec9%I)&ZgC3m>hObYEu}aJ4(u#H5pV@(azgJ$%{LXC+?$XSlxP
z^HIOOO@UV<_7oVOXIi;YZYsCmj$c>Y0{p$Q^nOdZ`Q{g$ICyX+i=`-&X=M0Yzq8W6
zdrKt01$e&FY`Z^6>&N5^m&7IhGuT{yHtAKu%Y%~noDBS43m!a>3EP>sbCqAk3Dd0H
znKzXsPcsz1jx_QRnN+JCm*k)_Z)&FjOX<2>fuAhXwGB_(85oDPo_Ia$U=8!E^*j1=
z!b37O<!Ze?bz2?X$vo%k(j5}(R6HtPhYQ8+Jgb@b$l@{Ik~`@=U)D-T`u%yf<7v(O
zs{32&tgag`neJTLxoc~`-<F><%Gdq6>vl0NbD8BG%eQgUvnrT&s_xvQUa6d9*d`O6
znPt!rE-xQ=-gfosZ8nT^t{FwicK$gVD)WG^ZtBI`eN)f6e{ZY49?ta1JwaPLa;}!<
zty}z41US|l{};OH^}+K`Bi>bguw1jWdM@v$wWoZJ+g4rcUG>hU>r~FWuWNss+8X+M
zOK45cd8K>3^<}J&_x$x$&vT~~#%gVs3AlQ(aDUKc9_A4F`JcOXL^q!en!YsUTvKP>
zUfWd%)VGE+&)Or-kihqKa#yufj$!+!RXuyPegs}NWm!3I%B35RSKJi({$(|vgXA)W
zuPZrLm&N*OF8d`JEW|H5?R~@XKV3I#lKbPb=g!=hcHSrC#kqOEB=gmk=V{*F@jCSO
zO8cpyI)zvMGxP@EXjSWYUKh3VC!6Q9El(9bpWmBmA7n2T=vJy)l4fAje{7|vRNvOp
z8%)*3Au3agqdc{hy-codH+<4Pd7k@TmkB-3)*3fY4tW1v^w^zsRfRn{-CBz!kMb>E
zXY8?w|N2swREec&r>Cx6INd_w`Rh>g#Qj_sr#6~8?)n&|y79Dn>PC}1^U{}LHCLD|
zUuEk*do+1Y=<1nnfwjDe<`$1;efk*5cbs|F`AmPOjE(Deot-wZ^6T3$<;ji5v!0dD
z`MP?=k)&CfrL58=R*4D{&z48>)vliT+s*LGqh-H?ntg3OCv7sj(O3K0%I|7S44dpx
zr%O*hWG~WBZp#w7xW#m`O4lUqq$3QRs|Akl==b_kYjr?id0z3Qt)-QrH;;eS%f2~f
z%US+PmUY=zb-sjf8SOCLxh(U=f||X%t}ltY$-B7g<LabT^?mJ2ojEzQx2`-C{o?fv
z{$<*6wlaO)anpI{WZAuq&JfS{37@IeyZM6O*@#b{mp0DnKasY1`Q>2AqgAur=JILJ
z-4m0}G$ra?*`cbXJ0D%2rXZ91c-F&pCVzw*<L(wQg#S6ex1hZHde`nR8}IwOmo9vC
zeOiO1Lh;L()FU2Cny>AR`eh((QyiCHQ?~K(x~$1HCtj?$y8X`6g2k4rbvMWd{!H8S
zq<F`?Ef4joX1&_eBr@5=h(D|1>!Z!hbMIG8K69LXZ7%obX`2Ev?)S9GR);R>$z$k0
zwlN|1Y){wq{uR&WOg34lQnGQKk>Nkrn6PInRCY+%u6*RTcQyCw#TTZ$={|Gw{jJT<
z6v~%mGKkJLS!I0ER(qXbdTZRSYft<h$XB(h9DI3e#WYF#sD}OWXVP|0$?2c5I_T}}
zf9a>JLXv9gMN>M@JKnxEVcQ$wu!#pXy|ZU~E7;n5&2<gvv`+836Y;GlX~kLfI}LxU
z!b)~N+Ztt;)zaN}<*2$!U)IBoKdu{_EaBVpUG#FSwoFgSI;Ur5Cm-+4mRP>qBGppO
z_-*p<8!K2pGk;&L<Z;vAPutGvP7l}3;BMA1ch7I1Cr?*eoPGVI_2!t(Vt+N8JUNf@
zb-f6lbGL7w^y2-D{nz$tdrz47GrZd&V#A5`v6qTOD_2gj412a^$(^^!cehOP;(r?J
z@{v7wUd7v(wkgNc)%J4epKP-C+xq<cBfBnLizSu5fBPhU$xVIseOim<+oRQczj(Jj
zp7ptUg{9rpfXsQRQ3gRfpKE71%7mQ>XmDI>EcrHw<v+vguoJU|+~vJqERLTp@iy|J
z#+S7}4ruYmFBge>a!l^C_S>Uj6J+LThx9R?4Vt>aa?QPGZ&ivf30YlBX(^7n+;~E?
z+1McX)|S2J&9=-vHF>47#45vupDWLMRi7xlzSf)T&tLy*TY7&_K3_4{w}-LAa(%$2
z20i<=1>3kM?ffeG@>+)x$IE-0SKRIQ=j7cj`)qbjMDv&Rp<7ydWQw~Unk?YY_xf60
zB3%{U8s;DCzizq2(q+3u)MA)#?RgzOnXCAV?dG_N6$PBn_GHJ*+%~6&&*S@g+vpiD
zrcCPoV#6LgvDrN5dEeHD*VmjW@V7L5HS5lu{kA*StIt_%sJ8c&uEyfWt4+0bOWgL%
zdH$baeYlvBzn1{dgQ}}vp38h&cjJ7pROgLZ4AtM)ChQ4I$X&kT@ujU(8=38&zjk?A
ze5NR^bx%wm=ekW2C!&sRW9hmZ_HCu_l1yLkvaZj`nQJa@pLL@|$4YMNq>pxm{ZS`3
zsRzb~9O2pVGECWG)gj}aWQo-;#jAWb^QB(cxO<}i{pM?nZZSMtoMc^iY2)P7dr{(h
zE>&N?x;c{dr_JSQac<e#yEpBe@4V3c7`sg9f&=qo!WfDthh05aJnO1a$eY*+*Q$lj
zZ;fD)xgx}WscoygO^(wV<CCi{?V9swVVUWiGj;QqnoZqqdDr)ikeqetnw27KC+z3O
z6)`-y7PC%T?rwD$Z^WZ1>!Nxa^7dRkr!DEhB78P3%t9qBSFl=5h_CSatn!ef4xWE(
ztwOr)8h>3g>x%fqeuaZC&xRbAExfk%oyg;lrd^(r&lc|t4=dNvGrqL-f%2SL&rZ+%
z&k%LBv*SgkiErP66}LlfR{qgCq9<ijzAClvkKAAFY0<N)x7}D5@ZfX6hn@0XyOoRF
zv{nmbY&)i>e&2i=Q&3g9=!1J2n>`pGOW4+J{VKAt)OP3kc{N2ddiVZZzh+ACm0wX>
zb6vHMFTHG+HTAn~#%+b;ar2iZw5d7I+qrJq4c`5|QmbFpEUk?WGiB#Kup;K`qcu+p
z--fE3w+Ryp&p4$$RhOlAV=PbRR2IIi=k$!{goiUS@XfW`x@y^)Ek?oLZ^mAiN!qC9
zQ}+7auICQczpn8fsW@g8?vpfe$#kQgaq_!ex~G}kxXzM1@9HvT+2S7|AserI{h4O@
zy`{)7B+e#0P{&!cRpH5X>+p?Ft~Ea^b7NV~Y^yze=Z@5u=S{ENP0n0zyRXjD#7$}~
zzfs`SyBFSX=iB*2YPamCU)NdQcXjw2-dkm`tS{BiE8OR+av6t&snQ+c*Kv8%Q~0y?
z%09F`&$er!SnpDkexI&@!sfWn<qTfWKdhI(yoB#S+TLbw8K!EkU7P;i-g&icy2-`6
z3oTx;i?UpL8+_g`Blu`i-06n;sTF-%KEKY2aP^x#I~&{3;98Wcex`EmZ}U5j=d#yc
z-V*s}d)0j74X+k_kyxi5Qo#9q``WVGeHU+ceO~LkA^PWauD$1%2mU?wmyhd}&o(WN
zIYO4AQBUT4Te7uhH)C_(o$#d`zn7o)UGeJXm4hc=#=34@?NJ!A=FJZFz2zHSx)zJh
zxfAr+mdE_P*y@Wj-7bdkBrS<Hi0-<YV8o{NC$Zx3{HVv9UsdS|_B+ini>~Us>h&>H
z<gb0yOUVN=0;~nUdJatTeCez9WUG11#@;st;+H?&T*vv8b#wpPlBziit}As;myde4
z+<)cg9kX6;PrhK%AUVDN(B6B;WE`}Qmt+*2K3?@bJLT_<UtCX)T3ahV?Vq(O&1~U!
z?c-aG+#cTAJ3oj=;NvUX?89Hnl<j+qF7Io<k}O<u@p%#B-kqy_q|2lB-LSMNzO-`U
zo&OBIRa>5%?^@5jEnL5Ay6)=$qsg}>$dsDCIJ&GdEOT19(Bl4odjnE`?s|URR9)di
zb<hfl*Ry7R`eMrwvdMU!;n`qAxvLjigM6*u9G}DW?AgXmb8?Dug@1+A1t%{pOFA*}
z$ECkLUyj;mb!L7`m)n@|Wwkc5+|;Yw^3#`_=9+x&Ki+lpitDFsecq=PKEI6mkQ$M+
zOZ4)2Ny(M_j#NBe>b+ujyXwXL$%YBqdmEm*Stpx5H~VNMIB&+fV`tAZ?=AKYo<7aH
zto+&ud#x7%HGAX_?ewnnU;i-H#&_P;6SrM<dRFn3TCj_%2<8<Yjg08#vs}B|I!*sy
zb?~z=<Cav-)#}A@*Y2nBSyhGpoZVFMK5U}XI*zy3HmBu0zqB)5Klpt?h^U3ywdK|&
z2lTz3rcR&#`E2$*@7{Y?Pg;NCIA3)>JUQ!Xa&_F94NvQ>p0D#`T-$Wu@#~21EE9ix
zJQ{UZW>?g6%>s6{oz<<XuUGA`zqWIwo4@Fd?e4R~#0~G-?fo1nw6uiJI{EXOlTOWV
zn`5muPcyLC-Es1yeQ-?c8MnQBrR=6>@3`<)th=SVd_}eOvOb1&MwWI{<1_zeub6ey
z-E>0ILHn8O{fymtUhIAo(zD@pbfIbb1HL;~JAS-Bn}2R@U!>#F*^A<Mwe4-fs$`mj
z%!+*%9^77(sJL#ixB3~G>vGzgFE#QlmVKo*$!Dc%T6Nz%Zw<BGug$eyH{aWFR+CdZ
zc4Lp4VZ3?7_YV_;8t*HFw^SvqSYt6=Vueon2`>MoIV<FHEB`ZOe7myPN{_!JcSdo3
z&$snL*A^W%{G)w;QOxcBV|yk?Z&jW1`OBBJifT)<U*w8wJbW|p)4erI4A(hE>lxKe
zeHnE{W}f!BYYLn;U)QHi_1OBNrZv;tEI(>q<+@#LETyk+?UZ2VN%?1b<<N2FKHHVv
z(X)f6@7}q=D*4hD!5wQ#l4o6Udot%=XiMzO!|}ycSLPm;&Azv#?Tq)A^^9BX_XKI*
zDml4r!SfGm40U%bwvpL?D{PnSuO{EHUAYtGmalbZncW+3<>}vx2W7R7PpXn%cp-E5
zosV;qf@06_7k&J_N3z2<`*LZxYUjDC>(lQ%uQYuXP`2@5nrQfzs24$#E*m!Y{Achw
zf5T-iZ<SbguI!U;!35)|sQGPrYnR*W%X@u!TCKjxCd1EY-)xy}GqbkqtnBlz`g+&;
zP`RPi4wjxLQqN2NTBu~5JQ(#W|KLRK-bFt1*RM7E^4-sE>a9r^_v)0{iEiwwm}V)=
zn*HLg-T|j@hDRITnw(JNI?<3Wt9?}`OwEDMICA^)nQN`WqO2FYsrGzwH?33kz47*K
zz>N0qtIlYC=F1j4@91{oW}m{IuB*L$_oj+y_-QAGdi>rR+cP_SZ_nK)a#NS`G|Zc^
zoa3^swqrto#aiXFMJa#URwp-T-d>`<|3`3BtEq-gb=a(#8LoRBzpo5E_||&^-=d|`
zhPPJ6@0i<C$sigSUTB&y)ns*p=GO8ZY6c6=x*Yi?n(3Gv*5WL4`RN6>q-|DL8;*Qi
ztt-^EE?joC`9iPj%9$HO<bs}0438C;`|6&_JL}|qUtb+Y<FF9c=b|y2ANK@{n3t{c
zx-FRf&hPW2!k%D<yyqqt7|t3l3w^+svG?AZ)W*#=S9Yo-gcK^~6^1u8UI<&6k-pOV
z&7Y@xGk@F;HZ=8Ja)Yh<+p<d%Jq1=_K9h~UL|rsW^;}o=uD~j+bLpKWbI;tqy|PPw
z^2hb;A60*N+*X#&zOXem&$`62aQ?Y{fgkg`j$LP9o>cid=JTX->lc^yOtwirDz)-V
z>-@g#$N9opPMI8%@8hOF;`Mv<^v2(c_1ydWf+roG_2zK!wzVd)RdaT^F8^#Xvx4Q(
zrj$I_e4B*t%IZs#PfMJw714Q9Au8<}l5~7|*2Fuk%qG_pnwhtTsM|caHtkK3>7p{%
z4Qt%hUk3ejUsktu+IJzIM*rw*fuFe&YfbALS3d2JyDF^5c<|X~sh2aJ6lgXTUfF6S
z`+l+N<n_T3lRX@cWxe*|^V7C-Sld5s>6W0(#j^L+mxib|u05Pl9TK0eygtk8_KcY)
zRc0Q`_VtN8EEAg6|7Ar}@tlj*z1Gs!%5Sn3>xOgu?H5(J!>(=`?pUO+r>D7I=-D#9
z1#>=ooLhVO+SCiyUo~f^K6tir#);(fYx7zp&-!dT_@OYw<V~@4w8$BArrnd5ZsvCk
znRPs^QYL7Z?2>Z{>sUjILgsC~a8g43)~2*xhu5Cg(;i&%IeG8s#^4na&rOZiB$Pax
zyHj(fU_o`r#m5Vma&bIbcbw1P#PGAx!Z6z%rg<6-vf3UR4pxPsa)~FFnF|G5t(s@p
zwdlKQ=TWzZ^Y_{+m^6AWabq?PJG6lN(wc(|ud>Q-to3opGGJWsw6G^6KI3iIn%i@C
zED+LLsXXUOk;mO$1GmHMmP-wVs=hCoS+k3`r=ck8<t|x<RcASl6(7^^;5Iz)T;$9f
zMI*y=nJ2l0`<AWK-K_b1X`XxDQ8%&1l_u%O(=`K6tgcU<=%KnfYBkS{FW*FE+5+c%
zUAi%_yJ{v&;^wZ|=MKpvn})ef>}R+lcw9Zm;>*(Ha*frIy_GlS*L{s$n)5OImf)Pn
za$Bcr-Z;XS)f2Oo;mOAH{~6XTQ(kZC>1-&$zBEHc$d;)}#pR79!}G3<f{)fLn|JfH
zsYjT`@x9uM9-lcO*?BfteV)g`)kPi>0t_;ty32dMEOtsg<F}%v^wE@p3bxf64!jYO
zO^-zm{mS#&`0mNq)!IodJ=-|fd^UU=dhg{9%avJgdS_WF=L&J1FY+!u?tf}i-F3s|
zdDGQxHC2=5?CB0lVV;-O7?x&Yvsl#i>0}#uuT8<*oxM*4Ub)&D(eV3f!&>F<D{pcf
zS8Kd~;syVtLO(}&OJ>oo-sZEK1xI=wO>5e>>e=G+0>AftbuTLp)KZ%BM9?F)ey+Hy
z>6Ioo|8sNJ3Ro`74Jv-=*fRNA_rx+~kCqQwtKH{$u71rRX=-(V;aT@Ajcq+8F>>un
zTO3Zv>zi)aaDYQ4z5m>zSs{U+)|+fmx;1riw}r*asEI#qU(NFH5A2#*)_<%mGdtp5
zpT+G4t)flLhvW}!&b@odA$0ZCFLx^nWj<)@Sv8(5KDnW+?8=k1yx$%$DpY@rTgWzj
zg;&?%XOHKEetx)ftAgAipJ^}Jo3hjWJ}mFfnf<&i@P`m@;gzCKamy|)dvrN`Qf=Sn
z!~10SPjlQB%1~5pAhCYsmh9@;6-P2EA4}L~A2OM1A2D;PTI+=8lA#K-e)S)YliAs!
zsdJ!I^^<Sq)acCBDt$MK)ZUi;dt7zi=gQpe9+J_QE!lSOHePw;6vv;!SkpCmT?^Z4
zU$5D2u#s_!)W_!%_no&HUCy3yKYx#d!OySHwoLkz<`6MCdeN;bbKVC22#&iXIH_%i
z%G`g-+k`BS@1I-5^iMP({+yr3+Lv6dhuyU8x&J8bR4@NF^S1aCJ6(su-CtKT2lRYd
zb5b|9-D}mVWcy;ZMW3T$F5lg`B`>0gt#(!Dj`-zUlRCE-1pLh^sa-zt_}b9-x%Esj
zftx1JJ*?dILa{=o$K14Oy4f0r<Mv*cT>T_nOAg-D4Yqtzs&w*3ipA3CM9JSj|7dL~
z=Mmw#V&tn<#9L~%W{Z)R?{wLK?`tv@<;~A_P4GGE@mle`vS{~JTi!{V?>tN2sy?Bp
zR*U07iY;%Bhl5Jq(U=Cd-~)EgHus2LYx{FnSx1}i&gHr@?}~y=FCEX2_`3E-?!{WR
zY`<Xkz%TBz=2|_S{q8~7l&S#cXExUto_ykFsdC-!^U4~1=X;AMaTLy(w_Mq5o_T8J
z%0*l1W0H0;3qP1t@$0Illxv*r$A}%S);BKC`xUcEO5-w5RakQTp|uUhk;awlJkpLj
zuoU){O%8Z=``(GGZf37;UUfVA;Z9@tze^&uzaB?@$vreD%yaJMOa0lR&-|5ZbE;Cp
zv(H7$I<$Xp5Z|S2#=IG-Vd+Laj9r&Pg*`+~=AOzo`}|povxn!pbMoTVMaNaHd&~-Q
zpVPpq%4r?T7n=O6a+TtY$LaDuVORG}WpNRzx658T&EipT1LN_igAq@rO!8;=SL!9`
zcWt-uoH^CXLA*2NuC6!v!179a`kfU8T0Q%+Js4P?Z;x7b>(a5p*7r~H7%uH&__}s#
zlg9N4_EK$kZB`sMko>aZ$<(KLbHci(>XsYtu4^q%+^w~zZi;~MoX5A8)hIoeU2Sn<
zlKwq;uXd$J>y#~X9(>Z~dKTS!QsvPu>55eKr!jLrcI_#-UcayKU+rs6$FuoKQ!Y(=
z-hE#8<m{&`%`apB^?!T9u*39*>yoG**_ruKx4TSRYA+bNO7V&3mFq37OPQ{v$!t8Y
zZO&&;iRbgIuRbo^-FR*Fmg@d<Ro9)Trxj;jmDzLsRs4jC_kphEJiVtT6-RwH6WC#4
z-|zMGrr33xM>}uND!&9eigA;>qfWq%bF9UiPfggs5LR+)%IZ^}?50F}To<Z2k*#?p
zC{tJ3^vTokYH_*RJD=>MYJ!*wPpq4#EfBW(d7H)TW!ipjQ{T-$an9J^*(mn##9zUS
zcUT<m`F-W~)E%}j58Z68SulTX>gn>5gQs^EiFfidBz#-@qQyv`w?8R+endp=k8@gT
zOvY1Btnyv^P3iiLn==JIgwKy!uQVm}gvAQ6g2Spi|CM|+uw-r1dbjpf{GRTQcidiy
z?3ZiX{M<d#!bbkmtP2bWRu@!-O_O;0c)^npvs-Vpmwb5@>~39|Q+4&kTyMVOz>`9c
zwJiUY#!g{9@u15$V)mVva|PCG|1+KYl))m;me)DI#*^!~=yEGfpY_lE?@rpaVa>%E
z5A+NwR`vK9X=^<S;x2t3B^51Mkz{=>@cYtiS+Oj0nbyyj`;K2)x7&hQxj86SthGY&
z;ED(HEGM%xzJ2N36tt;o=H2&68Mm00_g`CiVijAsZ04J#(xU#SYd%zbS(STJTV(3&
zE0?$Kig|4FWwp^=Hx*`?U*T2<r*3k!@rrCvT6iVf;i-RcQjPq~s;eC;>`ks|XEm8c
zj;QoBJ5S%c<4%c{o`Z$yq>$!$ZEJL%Xt2#Xa$-;EqVF%xT>hjibYjj|(T49iX%@l9
zqpl@9U}6`Ih}4{XChqU%fCo=5-MH(e^-F5Qohc69rE5=D_nyA4a9zDjz@?xt+~lQ)
z<1yE~$$r;w9P|2^?_7H9`2mU5Ib}y1ELVg-Pu_ARS0jvZ_N<#`yWSP;e&N#Oratj~
zlz^hMZ;x8mz0VV0z7Lz%bamPW2_CMh#kx+LG;E}T_3gH1{+zkr>9FW=l{!=3Mg1$7
zO?evjhOsstmAPImFv)aUz>b$;4k{@^+L|^8{H#KsOj&>L(bk^%Gx`2Xn(<d{mPn{j
zxWqquqL=8zO^*K=q;Bd4D{gvldxE5E#P2;<)e7p{=BS=Ho_Dn>%ePzY;q-Y|)o1W4
zZR$wyJTIzo^4U_)zI$$MA$<<3mS?=kDm@r=E=955#QG-F*3)qr@7-rvt~k&ybH#sS
z?W<BvUC(J=n^ahmHXrHkk6M#v`DnUPnC9XNgRd)#-$#73v{)-Rr)0I?Ghd;m%4I^e
z8MnI%<d$u@GU0ttqZiYoIZiznSL(36s(QAVhvCtbooA!6cW|A$c`maj+SJI>)I9FW
zCI6kQHc}IGZJv~^_%8Ehq3JWlM>gM<&)BiR)7kTA)-1O5S601Rw0d4~@LQFyOB4cg
zd)@?>O8aFWtqEP`S;#X(cJ&>n!fTuJ){42<gqqB{v*gXipQex2^ZB#9R}8-Lyz5h0
z@AMB}*I%(0t_ai<oUy?4V|>RReUoB?UOvkQT%XhZ?)qo*ca(>xHyH~V6i2QxstWh4
zOjhA3*L?nAjdIK-yG6ZACeHZyp<-Q8#R-+_>xs(D2hQ)`n&2&09C+taNpzIVlnd|9
zOFZv7Jxhmg=C^eR7TB(~idcEvt>&CMul8oSgEIC}-)ya)g|64>EI7QiN^ZWI;mNfz
zv)x&(idxp*`J!F&fTuXB<wLgK-ObJCz4j^>-~PB}w(X3Y(ZO~Po(RVkulRfa*zVaY
zIpX$Dt$g}tX4<o@eJdryZ#;Y_-S+Z*%x|;kUtx0}H~1F&Dx6sNWA!}Vz0XR&<<H@{
zzVOyQWznbGg6bmI`)}xdn&KKWx$*d3%NKJ`wMHDg`zG6wWxFwp>ytU**XlSvWE~T7
zkDuLqY4aZ82M^3ns?_|N_3J-_{|4`hDXgMTudZBdv&S_vZ2tGK!*AXOvB++)zApX9
zUf^Il^TXpzYku@cx1D1@%=PE{$L&2!W<Cv_Z0jEN+4kk>saZEq2W8F4`{(A~w<lla
zla==5Yy0wz_q^e>tz5Nzz3Gu7lYFypMzzLlkNUMnPRO7u?D}e(AD_>aPtteHS<KRx
z9ed4S!Q%;5R~cSOd_J(sTzvV&1G2AQJa&?b_^Nnf>YA+X6<1`!VvqbjR-~<Ex&8U&
zwc*nek7@5S+$6H>i@%fQQgw?}{1z@MbIO<bYb}}-y|q~Q{IeqKvW2cO88^&l?=5^C
zBKIKOa!uKkGE>e2%(GI9)-5|7yE|FEYvFUly!~Elq7`~VgB~!S7xgqYyJW>W*+RW5
z*@w~MZ#MtA9Qmc8>F;OB9zAu-EGqSYsYtoklK%|9UW+a@IVuyhtwrUs)kY)B*Itje
zrrq8kH+9Wy&llCDYt(Yq-8>U>Yq!vWaK*x0bKO4e+b*i@48<{b@6FW~TEJJUJ=J99
z+9mxG3ALI_zN~kd?wGJsX~)VpcO`m4@0w@N{H$6%#XIG)^SXy`vTR$@SFG^!uvn#O
za#m2`Tyc1qlW_!N|H9R)JXU5*ub$ob`IvR^_7c%~+*Mbnh9^hvn02>Y%3o~}@B1(x
zzv|F(x8SqfzHGDJG48bYGG}hQv~sigrA7CO-8HWKIek{mIAm^{Z5G>Pl{r__l3!n2
zskoC_=J~zVc}f#@9@8>Dn>E|8C^u&IS#?v%nyZEWkJ_f52+9>|W9XV=sJ=9mp(=E1
zTt=Bm%PjT#Cl0RIE<8`GVDHCE%M2fHO)t(pv)^#vRP|ZavnDQDQL}4nTEb-?XT_zF
z9wKL3E;li7Ebx1JbjO7Ly+M-qm7lG7v|OZnj#QL!#yQWtEKa|wtNkVuBbAo&IIbvk
zSn{rS##76+p_ZcO+&qrvES5jFb2+cyuTZIro6bqAP0-bl`|^OVR-3(~+%8&F&SrAg
zvg8NPww`$M`>NQ3YZoV5s7uV8<bF_YYV>K#*HOAxJ_jTuTo0PoZm#3iE6FyQMNaF2
z+?ThD`>ca^&Td<B(Iccs>Z)-1_U92QCBF)TboLs1E;-#j>BgPU9Wnx0J9p$qEs<X9
zRJ^;Z&tqNNq}8_TVvL{fHGix7I^^5DEVZDDv*w~V&iZ+;T#|RvR61s3eAT&>te&=m
zXSodDn1|J#epEbfYn^pl@X>^Xc~>hPj_);_$mRDuWV%b=)|6QD<d|Kht5?rDeADfD
z__nFN3yX^UvhugiI>hqe<Gq<}2iN>m3SJ#_*Kcaxhr+OHA8J{Poa?LH%2+-(25T9n
zItvCy2k#J1_`cHa!tyKE8Mf=r+NF2medHe7X~%<(*&A;*UTbhi&(F8myTsS?dAhnx
zm|y?IO-Eh7T5T*~jf!++p7p5akJNtAgDbyDao;YRczyLZ=Cx7mwyWp&J>UtO<YSvX
zE##|J$kU|5jq|=bxqW*ZY;va{Ys#eNIln^P>|E7u{pd2{`5e+ysou5g(qBVgA?Da@
z?~LSAHz!<RJ1-OBb|HOl{>PJFm$y7yeQS&Jf_cv^bp0Gf9_EBxcRStHu&g>%Yg0;X
zkXYU`wnH4hu036lQ23wW`U)<YdD>BDIZgAzyDeg^{fjqjIQQ|y@uzXiGc0Yw=SH|r
zkNT>e`e@It{u5s^R~EbMX?gxKmUr{RsxXhJ3qefR*cYF=yz_$7^D^yq%@eQfkS_aq
z-1K(z#O*e}Lp)^-rruoRFFM(1lD|#y`zU6KRY3;FwACgqxq9Zn&Z-x0FLTd-8sRLx
zclENCr&WJ5zuf3p7d=;ZKli+OQ<w0u$Ap>aHijLR`KxVdW*#W5aZ_@cxycpD$G1(s
zG0!^XdE;fv<c%JDh4c7dhF|r38OqN7@@Lo*g_Po>DU(en-wqH=w)@Yp*5Tr(><ss_
zhL731ww%kn?<}Bd<X})8wzB6}-Bz!_lh3yXf6>yNQDk=2^whaK|I~J!{1Eb2d%{$=
zcmElp&b|BFx8&+}O#_yMv=tUlp7;4?SV$<_TxGM&+q>F(S?4BW)tA>cKl#0N!B4dn
zMxTmZ=k`_Jymwr)P?2qe+79jezphRF{5H)#IIgz7e9N;{p1YN&g)U{yp8oWT;eCn6
zYlEfQqF0{(vd$`c&*bw_E7Yv}ZC9?)I~ugstSV!FkOTY2<!j&hM}0Qkp}aTNyY0NF
z9(V9A)2BDyOFiLQ|E+P?&O%Ft^sTnbES4<VJ^ih8v~1S78TO`@%i`*pW4e5btbbi=
zvU9MI&Gb~+Zn{t|GvdOe#Kw13*9s^1O;uEw)!F9xHm0v?-WP*y(Y)c7CJ!~w$9;J!
z%O5rSbnuO?cH_mbHf=xD`nft?Zp-yL$GdL~LnEWhO|6ba9#GoWGJE60M+-IX6iw4T
zzBb2EI3?w)%;iU0Umjmt685bx+S<4DRG9nudwE``ouf|O;Hk~N_T_iL?jma@?Mat&
zW?Lvv?kS8ry8Onbw-)EUKEDpTTzqH2Z&}?bkqXsZ@7G=pVT}1BP?=D5^|RUiLwhoP
zch8+PY14(5%?(;pE;ruWAop_P>xl2-OZX~YceS3q@%)+RtJry;GfmIMWNA3Y^jtTs
zto^jjbG`kZD}Dd87W(D(hBmz@D-S=tqt8m}={r5)%!BL9e4WB<{WM=HZ#d_9woK#G
z;;M=nv5|ke%-fZ1cdpmD@_El+?Hl)G7R!Xs&zd$f%;ukH$o)NKSLQ60UVL=<oc320
zs|~$(R=)jpCH#V*;$zX7!c%jq!dJez++=v@>U8s&R~1j56j>u~TlIZa;0Zsi7b<;I
zyZm&%rE;9rp6p`weBs&`HyUhhSI={MdE9<#j@xs&sf(vxoV0Aw*{dhNteE9|<742G
zJ#u$Gdfcselj)}Qa?aPKDesPCN_@9iRb;6ABJ+&VogkyhbHW!&N6H%p73~a|RJY|q
z?}4}BEbg{imyTXHt?g46*K2b-SNk{Xlv`EVT1Bb)lHXDjL#jg~h2O+()49EZeg3uW
z&U(fXTo0IPf6dx6SyAL?^v<OgMepJZI8HpdR=x7%>cm%j);4?U2CP!~C1LEg+@|!)
z8qNjmm;0t(+u+2pCVJ9t>1A2(DlaWrU);K5JIg%VY%cFo=GU<)H}Y<-iDa~qy6F4H
z)X&b1v)7HysxQl4W!lSVCYkL%U2}DBmuFpj;(cL#eva|^s4umqWmA8J*=}96-Qsm@
z=$0ho>vnCM=dIXrJmli5S&=^--^b15PBO4vead9{&ttaQR~9~XGrqLrRs6=+LAh&v
zPVaEzV~_b5S6L}=l4-BkQ~u?TV_5$rPrg0tl(?JdVqHGP1LvcXo~w)M%si(hbfEl?
z_QI2MR$S~TZt%@@bBKB_`mwL#s9&1$k5!hvk5g~lofOJd`8Hy`d0dfoSn}PX%J+dk
z7xon&wSBu-^`zk?&-te|rl;L1vYWcBFmm%_rq-o>QX6xg&pqe=I_jG5-o3WkyywrJ
zEeTU#eSL42aJori*|g(}GCzJ%+iP^PitF=j1`CPTm-Y%>tQ0*TdVA$p6U|$ka%-0?
z&||l|`tst$&7#kxyaXI=E!O>KC}fsg&$K<P`pct76DQXjaAhCZdb8tP#p`Q(%fog)
z`Eo#hZq3U_+>>s9sx)nth%2}JSgI^xe9W}6=za6OJzwv9K9{}dii%pA<geQ7i8*;^
zYk86v+1bs_%d}o}NNU%nveyy2KU9S*3cPdOt9#>GuZf<s_9d4dcpYW1yYy{@#-Fci
zPX`$kX+}GrDhkRw@%GK<&9<)>I7x3U+V-7`A@1tVe5L7<-_}g~EjwZA!sK1sw*6#0
zZn4sD)^c@*u)kf}Zp(X;<`z5*>`k`)!WXf%eBr@6QHv%w_E#Ov(f7K&XNr8)^V=%V
zXDM&qdE}DsEyZU=_EQZTPClBzc&RPV-*h&swQXSFfiKJ0zMNN^f6`)k$Br*+ZaWvp
zHW;2<{pzsj97oyO44$H_M{mxAO#LU4<My@kn7D1WDCeuJcb~##U(NcY`np&xiTlf=
z%`@gl-Obp<c{Ige@(!Efzv>XPbCs)=xza3bp3gd`=PfhmSLjWF&*#^=D1ViFv~Z>5
zQS;SW+S>}O!xjlQ&RUoB++wwcrA?j5rL>@}Cu6=GTydRwuixo|k4+hvRVL2rj9IbX
z@U!{}?RgXZEuZ&oy)=JDvi#h16U)c<yN<4PI=NfoR8MtbEK7i}#Pg-$f{*7+K3WpC
z)T{B{rpeYTAKuw^VJ+7-!(XK<(wz3pKevltmr-4mWkQ?mYq9MYUd<EL_&I~M^Z1V|
z4)eWgCQeOm{25wT?CBosZ+Ix{yZeh{6Ib27AJxWV<nHy^U-HJZ#{MVS$7{6Ld#09%
z-qxr}-&(7<(o^)?JPziGKd<j>IpVg~_UoI(Nsnj$JsVxD{E#!5v*7gmYugj#6&`<F
zU3GN*)QUTWbFP#<?n&A`r`+twrNH&7(znlS*u(rj^!D0V8UEdYn<iBiI(6IZT6atI
zg6yH~3zC+UtvT`deAZ2uU*R#ix&CTzy^{k39M11IooM*{b=Y~C;`32U4cTo<-oFfe
zxA<buB)5nI^~bg^x)qXsf7Y`l%9ZQ7&hD_eZW<l!ysKyH<{Kr=%FP$T^$i&NO>g)%
zEtgp5_GH#UiKOVRU6$Qz1PZdxuMbviU%1|N218-jlf1=uJni-`l{x8Md}z+?tT&&p
zb#4yrsrVHh_F>NUrKx)y()-tz9NY9R?Mcrhe*fqGy?zhRMt?dku~s@dy<Da?dz+}q
zl}?q%#p^C9CLQ?PANB36nT}d@<In4?OQTX4=Ol!$xqWz}_|x;UtLN=?&E=2RU0Plp
zGs{h5&#$x{uUBqbuC~kirrGkqFYmiP@9u0+370jQv#yp+$xGmk<Vl-3*8`KUx*5l`
z`1pIh{qjY%J?h<@>6#B6?=32SReHwGkKbaw*%g2FwN;Z{j*4$BG7pQMA;cf`p#SL3
zFI%HSg8JTky1&V0?VQqYFJpC=&gl81z1TZYY7X=KsDSo9tMK?Omrg35?Grt9Y0f^E
z4-JMluI-ro^!3@~)vf0*ZC<|XLF3PBdVkM{33=VhDe1RbUsvqc^<d+7xvxh#XH4*1
zdqQ42V4Lu&IcrLSJU@L^-+yU`ty|u{t$T|VLylIy{j+;^bFgTouGh*S!zEW|p13EJ
zl2@yx9kJ=L-PW|&r9a>QxcWLpSK(;Y#Hxs&)3)Z$o4V-WXD0U_T;Enq=A7KO_1P^E
zNy%SaU$+FTocuD*PATrQ``&4nf@WQK^i}8KzP3HWQ7X*m+4k-ao1ORmX`JwCqit^W
zT(i8BuOHp9zU(>ou~*Iql|L=tByi;03ZugF&*SC<y{ozERi>2qIpM1N%f^>s@(Rzt
zu6guzOG=>^XO|}nPjRqv{jXQEn+l49Rw_(lEnQkMFJ-cSa;$)0w4mbzZ6iK^%a;@X
zGhAP{>YhRE-|W8faBIyiUse0=FP91HisIY9G`83AZS=JZdF;$fi>%)lU+h~cb7Rx<
z<yCVcJ{ZPcifFPbU7d8w=F1;e=Q8t<%NDAe^8K`q-#EuE`ocS9hsp8HEG27VUCt(Z
zaTlMDy7G9rs7=7sZ|hF3HT+}hyLRXEm)`Sz&#VgY4{_y|=_`y)-7UoM_1Vs)J#ELA
zmR>VtS6UR$ZL{mjlgU=m8J!P!O4j|lbw`1HZ@|Xw9CNNcusHEHCg%9!h6Rt`+b#9n
z@m+4}@i_03&vu=>|J1(U^!fF3mL^lSUiqFCQqcF!^7Tr`tb<9lT334fqm~@ut9@O{
z%P)Of)9brpy6oAs(;AN#zIN%K^ZDM!B@=RAM`_4S)jZ}MwC1_xvz<3NS!P{MJLkD3
zGv>3?-tPwMRaY__yq+I*dO}Llyidt<n)~)$70mfO=VR=LGMl5(#cD3+T+_E?e_eb0
zxy7oy#q#I2=I)jbo|LX_<Gi(a(=p@NmIk40sStM4tDGi%%URAPEVEoGT6Jxrqp#pb
z8?IMDHdWuQs<?GGSYPcabYS6gSgkd?!D99EjL++Hzi6*xJYV&8ODM0p>2Vh8y_M^o
zFDy(t@Vsm0>AT5O9xvMYF3P2X;a7ODrFGTEt`nCQ=gx1<jakS3Fy7u=-K@5b*(>|Z
z+3mXxPgs64y?4-HI*ZiD+bhjBu3f7gB)uVio3^@iR%q5L(crkAUwl^^J9_?wp2#{m
zAv@oHhD75D)A=j(9vrsY+8_KP!{mk8uK8x!W_LCokNO;`^YOB6<@&m-Ij4o(YG0pw
zvQ4pH^kv}G^BqU;hLuIh6h%*P_;u}0X5+PWGYtFJ+MiPX&#*rFbnZD-&6swTvS(|R
zd#<qZ)vtByZt}A(j(KL9a;rSuKkvSU<<Y8rGafAJ`6v3=!1BZ&?Q2^Ko;n_1?iCvP
zuq?SH|F-hw1;_6FyB~G%$`grWmCv?|Oqe%w9e>E=X$RLU-aYYGiht77-}6#e+MlU?
zeO6Uv=b!97SE4P~iSEp+&Az;7i~EVkS#e3X{62W7_&kyM81M7q)}QcgUXzL(p4(h+
zmDTOtK8yWySV^Vt-V@ImKE_^}+#P7M_1(VG`p<TgH($<KHeLIezkk)YyZjE*#CYa3
zpRHIoIW6*W>Exb1?bmae%sx$#s}P-?b?U{-{ib{G{+idGm=z@;@rgB8bxHSys}@G=
zY}?*G_jz!|RBW5|gGpgJ2i8fXTn}Yo`Mzcb)8^mdq1<X0UwgWl-&y9dJl$*CBzfnr
z%Qc;>LS8iPIGUgKCh4Zaovcqh<*QO9Gs2VDd{vh_#hzuewOrYpP_oKlR#3F9cBzu5
z%7kZ&ST3bZyb!p9t2ci~P20oGUgb;%zP^$tMKc=1rXKp|<o1Mbs=?IFmsU?poWSb(
z`$EQ)S+^ePZnh0gFK+bSyK?r8U!`ke?+0CyK5Nt1R~WFNer@<|?RizfQ6+M7kDqW)
zj_iBKF1a>PYJHX?hq}d*%e77~B@4H#bIm@U$8d5rBf~LPZL?dq412e_m_@`{tT=Oe
z4r55<%pWo-S2o_BYN@Wab>E}QJ2jP7o$lSKJZo35&9&Nthvq%&&Mb`FmUO<r=>h+_
z9edrvZXDSlzcerAPVPC@%CEmqJopu6G-=~iiFvM%#De;6cdnnh^>pjRt~W2^qvCJP
zEN7aNEc*F*#~LYt-^r5CO(#9~PrkI|>YV(QpUT!GyG`JjQmcKm)Lgx%!1&VM<569%
z6aO5%zG1!4Rk=$xPnsNFXkT5dy7au!np}P3bI+1*ZIbjWs=BstZk)e^f4$eGD|H8S
z8+#9CeR*usZ&dPB?dm1VBJtM&8{%Bk_pF_K*8IFpc)pRv9jP+aiQ()_D?}%JkqMiV
zTyc)qC&lIbR*mgNJ11Q_#?9$)%rG?GbfxVn5ry(KVQH_UB)6{2p1{T$!MEc{`I-f9
z?tTmtjJJFnoVVmpuaRROZ%D$@P1Vn)PTX4<%EeQ<(B!nQT}!JQA8+~|m#a&xi_eBn
zdhnb<YN5rF4$+wMM^k59;Z-(x{ArnZ;yf*xyc29ERt7m(d|S09x=+il`m)!tKCfdl
zbZ@QYoWa~2nH0kl%)P<Xt=3mkUp<ax>b&nkbDmr^zvF4UYPYbr<K4-7&R<qr{bb%&
zag}G2O^)17xv_F_|KwR~cQhVYId%40MOm3Z*Tyfac^2o3PUZO>Qf{goC*;1=Iq%uT
zZHwpE8HSb>pIE--$+MaJZ>_DGTo&iBpr<eE#I56vkxO@&YD{1#s0xbO<eT##S#8y(
zCcjLZI~OkVzk9SI)5y%vLR28^r0vRk`69e$Y*z?eOADSDwA#4rSk^6v!Z{)ToP+i)
z&V3<xdoy2gw6=h&O|U}j5+>Iijz<<>7j6lOTgq``=dn}Q?wm4iuy`5VEY!sCHbk}T
z>w}POrweo6oPKGYF0s06cIQtv{-{%JPJ2E^sXbP{Y%=v=taU7JMIy_eMVnPxgeO?6
zHA_8yCR-}<f=t?c<5wY5*Mw%5zVd$<xt^!;*uCXlIny1U=Y|=3xZ7sl{BCq}noEVc
zOvvh~GPBO{D?YbaDY4OJR?6PfMfW~7XbX9Er_b^X-O04MuBJ=MXQ|q*X;bG&&D<q3
ztC45%)~JxQ2VYIZ&n|lwIAQX^)f!h*ZVD9ni^jAD`<z|t*%saWE41V7g?au}DK(F;
zZ3$*5uw0;XvrsoVaDvv98BanNYv(Fo+x#>}=DFqHtoW5`CMRyb4rNKXwp#7oo*>o$
z1OBK*SKowt?2!2!Ubf&>)~Q2XEzeeaZr{qZS)sgN;%(%a<tt3flRnStNmfXj5ILpO
z;&s5!<=3`eyE)^z=vuy6eB8_q+H>w?oqc_8tKFmPzTaFzAMmeDKgn?NSI~tmYgZcu
zp0w5aTzJ;PX_dQ8@DlAFu9L4$_pLh`@O<HNHuk=)9K5r(EoCdR4)E@}(zDJwX&!^@
zE3-7)mno3~Jk1_`kr5jvGhV;EwzR7B?~c^3EaCHne(#sMwWa4h+vFQ7wqI0!@mgL~
zf{Vr4pIP}o!`gV4isB<hbC*@OAACFO$7KI5w>hFgm7?!=)%Gn^bP8BiHS6<o?ypsI
z1?TJR<=>?6af-n@rO=!z!THB_{pJ_X5|7~Iko<nO;#~7$|EF&E0uo<$eT&v*dSxEz
z-74{WadX$lRX44Rjjseh>&jI9WGi;+dr(2q?#=g2Z{M;##nbxy-j3+(<{XQ_#@As_
zuk>^{)YS4;ii*9B`J(B%TlV*>U_L%$A797DyF0E=;GW*+vuDlK3%BCDp5$1@{amLV
zzixTD?!J>R)5Er<{yg~WTF9(+_0!7oUMnU=@8@yLdUb<MlDYYHpsMy-U!{p#Q&(uO
zGiRz@ogk98GUn^PnHwA9wq9CnrLPdS(pr1w=|>lZYv=LqJpM2;PbtzO=Gv~B2Unh%
zvQPQ*YD(N(M$xs8+ZDDXZU3CxH`O;OEwHO|&6B+4A69Sn-zjB1(Nn9baGvJGyXg#F
z6K=Q2T=8a5Z&m)V;`_Vqu#L;7<P`U>H9TP>_IPXfr*m&gO*K3BTCUaOx+O3}S>}n%
z)sEz!yDlehoU*O3F`7wG>e|NbNikdRWWAF(s@%!unbrT6*+OK#O}qM1=gsfLG*8>?
zH7^X)y|D2~$d2v)`;7g~3%)ovUlyIZ=G~2Vw>G(M>H;k_J$cc{_{-|c9%oOQPE`rC
zWO%kLeCnGRA^+exlivnyKVfnHxkpZ($4QBG>sUPYy_0@@Yn`|Ch67&5Z@N#9-dvyY
zevvz$&J@1orrX)3d9_&_U#jG4I9-LOD(vIztO>^Ny#&I`JB{be-D>n?Ycm5+`la=e
zFP~d?EZNpyGxOQ*fYn=M8e;|9gJ<PMsf2j6<Z!$WO`rO6wb0$$3+&C6Hl*xl`LjSu
zI{Z#x&u+<2>}A%SN1fhn)Mx*+q;j77i>xIVh38dWiG7_?Qnvq2%Gs)eJ6>hSoqBm*
z$1d+Gi<si=DHdPXos;HBc06wKQ1ae)wPJ6VZh>b$d6uj9`DhtWjC?w^g1zr+%&8sr
z=8vP|gLxxPukD?{FLTW%tarci(tvp%+@6MZnl8+?ZsPp2(tTRc?c}s2i}yWG%;Z}1
z+~%_S=ZFVfCBmA=P1miJb5sdir#t7?vM<JK7f)v~XMP=}FO_3?(lq0wG;<sKy;Zvz
z`24@Fx^&2Q&g;279xS1rdUqNdd&0gfyYVSP>ineYR2Ckg>TAAw&tAS=Y<cs2B;y^=
ze^XETytV$|$N6Yi^-3YvgwU+H+ixB`5EwJbFUWgl#LFn{+rg4K--`UQy)2U*tmT*H
z<VHsDFuo3-?cbp1@odYJTAek{E34y!Ci(c(*Iedia*MZ*T5s&OWQF>z)r@-z?p#^+
z{^Bf+)$z#-Jht`Csk+i{eQa;`{JZu(v#L2~@O*Z+zN&IjOY7CM+gW_4s;~Jh@ma%g
z@XNwP>2}k_-)ff#2A?+DdL{Fyt>BSqyIc3YbNIUYw9$#3$E0_xn^o<ol+JG2aBU--
z<zvx)?f%8@GSAK1>#001lzGRmFKa#CZ@h9%d(|83=!v&>?o?OYRq{I0D^K6qRaEzv
z?9Y9&#YaP`Z~T@&v~z}fIFIJDyW82=yZS0U`zOsxTXMAH&T^J;-$cWShV$I_79BBK
zc<S4VHOn<MweB!Sx!;|2xhPdGW3S(-U&q{ix|U`OJDqNB4r~3uyi#dl^+aW+1%=VY
z&hx%sIjXs3vgy(ZyMABOG2G?h_}H|-cY=|YrMyByk;depD=S{C@l;e;Z&Q8s2*cw`
zoB7gw@+805Us`ut%z>@AOX=?W3o~`OgOx;-Hgp`Y+j`MMwBcxRxuJ#SQCFAQVc{}T
zo32dc7GSsc+PXhIImrEF{DRd%E^F@8h04qW9eaF6TEbN7=c%8(!Dm)YoTDKVrgZ8Y
zzs;}UNn7_jt_`1f<3P;;N72kj96OmmtTWV?QfK)XyUJ(M3YD*-Yf_d<ml{lo+WaEb
zTj-QkaiFV2N9p4Wq3xxfd>kv@889e3R+^HUd)nJMNhd)tqG!G7h2+~^^X|-%k!cL^
zeLh{C;d9unUAY<Vy0bT4<<Ym!YFQRmXCXRY_O+S2=~9_?n`>QXP99zB&ABsNwXOEm
zCC_<RLyq+o&&zx`(Yk+W_LZ}{zg)TDWO!+<vi^c~wfPV4h^=39@ndt(wa%Fqb}Me&
zl`rhdQ%<rJohI6;ZgQEYZA;MfWOI?;{rb#Lvs~sLJX~b^sz-1WU-aj-I>*1Ro&0v;
zyr#|Dmx~-a-6eVbN=WqLyk+yvXSDbH>Iq3N+8$MO^saB@U5VERzb`%giB+wm<_yn+
z%Qf$FuC^)9T6Rchp4p}HSZ}|-oGDs|`?M5$_gr>oXIqru@BAZ7_oVs4j7_WfJWMkx
z6N<E&jy;geEcmzOa`v0v+dG%>)F0A%G-qv+;;rh?uQS3XPFoh#pY)iku|xLdGXJXX
zrmQFLoP4&evCT^Ed$wwY#PaQ1gTBbMoVpXdoogL8Pw4)s?Ov-VToNtv7tLTh8tTAa
zHUG?#Ek+sj7E3vN4a`jwW5PZbCML<Nq_1UC^myZ5wW{V&g^A_54xhQxMI#oTkD8**
zx8>E=RW7f>4lWZ8+BIw0?Hx-CZ#}Jid(FkB>Uw|nJ-NuhQ|r|)@2zGQVy|j!Q202@
zcY*KX&%2Mr@$axcKfTXC>*uon3?B3D1#ujY+xqL~>KjW|9av!cslD@$HqV)x{j%9@
zC0lo;Z)`n!iZ?Dwp4VHL|Io%K{`pI*x2=4*Q_)G;`N#FCF`3^PHw5%YJuS?<Ip5!3
z+Aqxa#uFBwBT1{gnHev?j%&?ba>t`C)Ta2-X1zD}%oNruug|(XRa^4PR88;V=7<wE
zeP1s{ZsfDHc%!x2^)sJ#&^4p@Mz7oRYNNEiN6me^^QZfzb<-ZtS}wF9fLCP_1Ba=Y
zVb^wNxu^YSuZupH>J~VAYxnM%3}Gt&N}q4f-E9-Lu{-R-leMa+zS_KcRU|)o*6HBA
zjb}@RGS4bMX}-2)(Z$)yPfwb@cAw~4ZkKt^E5B%Ki;>5xRXbH0zpmf%hxZ{<q{>9&
z%UdhoH`?e-zNcAuLV3Mo{DNJ4vvZj=7z*RcwASvudcAm>-%`)|QdzNy%T)yRPv4ro
zCR;En+Wc&jcGjm)8VY&U;V0+mUY!^FO69<MuAs?f;ki@pYwewFGyS-n?zGBSWp$a)
z@rtq1o$rcnzCO7=Z%@R%usa8Ot_znw)fQM~v3|wDgeyr)t}T~dZnb%L*(Zx5n_XnS
zu9|#8;DOxM)x`$KmllZ&H&uRFzqCbY<DHeR`bI}4H}IRbn>0M1U$tJR<zwV!?=1;3
z*K@x_37^bcx@<=&3%_G1?}dP(t6kR<ihNT%OC)Ax?mM<JbK_=}LvFACX7#LDwI|ec
zhJID!Gu=5Qt3)5Qr|-4dEqG~GGqZ^`<CUv7CAZxVIxzXE<)hVxaYohGl6|=4z8d9O
ztQ9+M@?Cc$OX;J<Mmz!xkEXaBTP6@<a_af^piY)Pt%%2Yf3r@=t`1U^2=Ft08^Y!F
zqDdpZ%=1C%+SC&E#!HLR{oJ2-t=dz5E?d)8mMb$lc*V9U+a+Js8b?obh-{ZUR~S=M
zw5fl(=!+;PZGks#g>k7FOKW)_>t(7K#cI~<pY!!?jO)7zEi!7^H&bpsXW$9d)M+yc
zpBSgJ<gxa>;|o4~tmU7rx25BNI!m~^ZZq?xef|43ov?_TxsL7KX-VtsMf23W%Zn$K
z1YNCjpV;kuCv?YJW<v?nTc(?OKJZ3%-Sw0S_db$QWW8^>t!T%IN85sqRE0;gPWNLi
z3Ao8*6)v+;yt@15-iy!o-@M84cx~upAGw*|*T+XI>}_@UrrmthG|VR~z1??d-=U51
z{t15C_f#%7+Av<;o3?N2#NMs9{g$lxVyQOE#^B{S`?(?2lEw#KzK#1(QZxDB3co(<
zp0HDEs#?<R+8d<JWmm0sIPk^v3-gQDlRrKG@H#R$lgoI@^0x^&dl$R6N_5!tO_^Q%
zK5ntuq?Qj_&6&&%jPJu<Io=MAaPyDlw+~g9DGZ+?P!%3$(x27mtLI?cH9wQ@Y4z!a
z=ifaRO(|O`buHB5sPp#hWRa+EGU<DdYAs*ubTIQLOM|PLRnkhSJf{$uD?0nWCj7O&
zs&wSC;>I3}M+*bow^~~&PY#@XJ}RSSR{2gd<KPv~Rx@QK_IzEI(LIxC?czCM8J0FB
zD-YT)O}n^hQnb`d^}UhzBVPDM1l4LwIvOtx)6ZkJSRwIfM)7%5=Je&yo%)V?t-Wx}
z(qzA07LV}py&5NMeuqsn-1Ww0#j-ic>$Ad=d-|qwComr6<UILJ{+R8H1J6YcWQ8)z
zYHd|Dd|~-AsD*723-ilhv7-!@4$tO<R0XjyEq@)T^jPG&ld#m6qYg<wS3QqE5Pay_
zr2L&;;@TWW7EH^;en_rv^mENv<KwX8Nzjty4iC`;^{u%ajIXcFN@Sk5b-u;Vs5@r^
z__H<%2>%F3KFo8e?fCPc>%m!hvMm_}TB}vFgnhJU%}X<zdd9u`=>geSD|?==W6Q2w
zEK?jf!%w@^B<bbd7s<;WR9$VIcyQ&Jx<ylt`|g;q^3-c5d1JM8$8H>ue;m@2BIT-5
zd^Y86F0WMf%6*gMqjqhcANAa&`De(Y7`d&J`zKzM+Lcw}7W_J7UY)<`taORjk!LMd
zg}e*DrZnx?_1W{jd{i@zxj(;a`nlJ>mz6BK_Z<(L)Z8Dnug`eaW1$CqZCfAjuu0og
z(zoML(%p3>zo+~QdDP54@6I)ua`v@RpTDQin&;MPHCHfkiV$l~w2Q^MDof79*xGp>
z@|QME&UR+?-BxCmlU!i&ZN2xl9@cgG{yhod3!*g-tdsm|Yhxq#U4^;Xi?8sXYvhA3
z%T~?3`&y;U?DU0Y(cAZyO-yHaw)1o;L)WW`P9HQT-`G`n?a93~BjZrXzFPOSK1Hr!
z&n=I8oq9HD!m2(0WDR3kHyks*w&CJ*<=3%1%(AO?NovjxTxY4iHqQCPny1S0ZCYQV
zchA#iU+JlqwLm3kVzbwBhLAOE#=k<$`eqeoEZ{sJcWi4yo@=t<-)9VKBY0EKE?jci
zGqZSM)cni`AOE~kkqitw^|5P9PwXk4xf>%sYxBrQy*PDE_8MQ|OW&orr#jF0*#)0p
zTQuq4)T=RHY_1zTSGgt?bIa=I%p&FseRsl&YcCaF?kQheY1nn9-ub=XuNTo9rz)&k
z!>0B6!Mv^Wtr?cjnRQ9$dD+eb@y$D)?KvLMvF{yk)!dJg_Q7$LwR3O2k6NBBS6Z>{
zYQI^D<#CIz3z@^-Ow^W-YKfkwU6-1?Xi8Mynq|qB?}OZ=GyY~hpHgwwW8?FmwOZv?
zB5ZmES~2ss)+#)jeoAGMz0|X*7cWW`Rf~ocSzY~cQiA=`Qtz<ypH^SIapFONYq911
zmG`}DX6@x#{Oq|cZ-k5b)@=7>r~BHrC|zF4QeYVK>B_g2Ny^KX`4mj<TfR2(6GzT`
zuh)+^Xl*fFJo&`emjR33^_@&I`DCfg#CK?0?%R-Ws}~)L>7Twg@7AqNpZl}!8BQwS
z*4`eqChd)PcG^<oUrD=8TbtfJaN_&Q+@t`8<388DS-cGU*yE-e&nmz3yhZ1m+t$_{
zJo^I*WAE-fC<8i-UTb;a@wlxUHqTp792avb=WU?Jt6OiKzO6a7`|elMbG8?ro6ftg
z+8=YR<fUG+)>@6-c_o+b324uqReMv?;&_zr(~T!y&*EX<crN=&KySaU=KkR6yF3kk
z{#o5VOOo?f>Dj8)2PZh1w(54U+ZI)qtrcoLcyZdd>sLM>X?VxB>vpWgE`5o!xkr~Z
z9hP5PdTrXNIfadXwY4^Rnfb~}WQk9HX1VQ>L-)I$#<;>&k*nGctgqQ|z=t_5dF3&q
z8y4%hPkPEdR|?$t>D}t|-Xna*vmTytF*vZk=*q+3c~;N%-0}|G@o2ABY3*IVtdf*f
z8L93P$Gx@*bZy?CdDQ#BlIJVmYIwRdx=DQd@@T!*C#{u=6;D2&(<+%*cyE{D%EOjh
zYtO30UA1?pl=oV*sn4L$`#DpA_AZl4-p=PHPg$pDaV{&dx&P9NEiHmRMhvc5Ybr|>
zc5XLgV|X^X;<)|P!05ik`?S<1%u3qUzp!x0G0Ro+(hQ1^1{;;LFOORG`9XEbT9HKs
z=T`e&H{sd0TylxHmi4bNZSNiP3`0*(@{h9Yxs!Hzv(>_?B0gV>n2omCQ^FD$&qlfD
zJpOsHcxLhP)mF{M2`PWI)xz#x-+9)&E~GGEhlNVW_M+Ikr-bCPZ9AVUgnn~>zP?IK
zsPbq`^2+9mQx|tzC{%|{DQhmb32QO?Yw>UDnh6>Q{*|uI6<%FEbzy^g-PUDu<i6xe
zNG|{Q@=jRpT!Tqr?wQLBcr2dnjk?e*r+s|Ow}XFNt7_-$;o;M^%&7`lD$=`hx~0Y2
z7`sJ#voA=qIv&pnmtU!H@SJf^*R$$3q3$JLY_=sa+Vo{>K8fMlTjBJ4-jVBqw&yrm
zSI3?=HNEpf>LokF<9nN*>{j{u@@35K7@-2`m!Y$K`d`o5adgI&)hTcCY_A9Z3O(&P
z^U0TWxo(wD!v3ymaA(^kwC(wPNpsbm7sTx5M=jM?{$N^CptWTN!{@WbC-bTWyQlaS
ztb1;2U>zQqH1l?21Vd`)@#R}fZ`DK=xM!`n8`D+tK2Z6>8s$Sh&9lDj7Ll8=PU)QC
zmCuvoW-oWEc(fzi+k5k?mri$<FMN4Hw)=I@#8}~7tLA(?8ob#@!S<|cS;Vo5KReb7
zt?qoac5U(b((3-NbH1&gvvudmw1ew&uc<1R`Dgun9$XOnW8E36nC0gl-&wk}-(-KP
zPQ|*A#>p>ZW$&vzC^0=}D0$HI&C!hhd7HW}IP3{Fd)jYmVHvk&p}ehe)SJSy+vYo6
zF?>EJY?0ZWZ-27(WK=v}>+{O3;#_s$g;P>rO%o<hDDHawwmGG2osxhf`@P-Po(?kq
zrcRlaDSBqHYVkFlcU~@R{*J-EMn&A|rG<faMCGfy+PoKdK3|)1>1DEeXm0(UN%?!O
zMuxDy4v;*?8<O4Jw^i)3)SSxP>PfpBtUiZ)7fU|s!fj|1vY4TCY08<L+o@9@eD2zK
zec|g!x$^j^S(cq@n>=Hi%E~rcU&-RD`kNWKIp|osLh`MZ3I(qs+52WJKX!Lz;iW~k
z*=|QBr#pqRB(tPnzP2-Rq4nmdQ%86I4vt|AJiRhFJj`-gyXCLHTFa+iwh+B2(Rf~z
zed=+qOaI)pd;4-1n`q?BDOtO{gHNlm=lSxgsdCHBmG>X<VwYUelMvE9!N6C#kHa=g
zOYN7GE{9L8K^7bL{Hk3M2_-A!C;qr@-ORd6%j#iOaMI3C=l%9(DLuE%+P&cT{@@5N
ztGRZ!PTiV2Cs?O>y=iT*vgDuF=M|<-J#NEOzV6>WhgX)rsxLp?I?F2KTAr8Axt-0H
z>uQet>3WkAJV)m1n&a)08zZ;e-g`FNDOT{}YccKo!hOmIEg8bM{z&@g`F77t_P_&w
zv=5ig&VC)qwP~Z|>#lb;#?`-1giD+=jt$YY2rb$=^TUkRuxV;@W<AYZz4c1_QL{A5
zh{tkYpI_8tmpog``N%p@hov!&e{=T4mvMJuZ+`i)@}9ud_a%|s6AvskoD=eb^FIUE
zC62Pkx3>H0wVyj5J+o`s`b868UYZxoHjj<1@Y3XT{#%lY$7{k^)>XdK&PzKrkG1&n
z1dIO+YAqM9+~1YHnd#=s=xKcp?7trEY*RN~&zzod)@SBguJtpOmn%Pg{&`)|OWu;X
z$uebYs;62!e;HGhDK|GOFXXnx$=^?kW8SRZQ5YL~Nr1QLQhMf->ncxg{N!<(lG0Pw
z(|2{s$4UOzKde3W*H&{GQ@GNqITO#ml@BSt=Pg(GIyP@^hM$qeO2us~UtY#8?cIKE
z3E$M0>LsNYyJx#cE{j%_)Y9G*dNeK4z47waEPF0L?MXr9=`SRt3R`t2S@Qb!MO>ff
z#hHAzeESh0Pnqiyuejyrgonz`e41uz`<gpvPM`MGEfvgV=kvWjXM4<i!hGfWju+Er
zFe}@>uG+Iw&Q0pwn(&!BzMT-59P{MG4hzvccUEvz{0iqSa<I+ru3LWV^t3sm*Va5w
zb8No-bzNPgnDNQA(WmFm;oExT#L@Y)Ui3)YRQ+h#5;Z-l_U6%$3G>e_=`}uYvD~V0
zmW=mev#Y0^E&pT}aeA#cozdAmYv+Y<o4H@C6y9s!$UU;OwaB=CwtZmqIX>S+|LaRL
zMU$mI<<2--bf^E)wl#@Ak4ruYt$1AA)Ag?8wwh{@)x52@=1x5?wdCrXDzk1jLAOiB
zUGJANDoLLAk2-OA!Hw0|w&=%y&wW4Zqqbe<{Pbx--}QdWxvuqEu<_;5iqf~oUK-A+
z<*n-5Yw>gEgS36M^NLcF=Y752*88sLamtk0dvB+8?@;+2Qd`fpT4p9o-BzoVI?<OJ
zi_cB=GuPf%`Ko@xnr9EL{h9dGk$r92NkQGlP|=kKo{ATn_f@PcKL0RC<lwImR)33U
z+by0ZN8LT}{@!kHv!|7h_WYE2QguBxQ&HmEiq*2VK99-+wkurEOjx*~;(c5(&z}Db
z@m^nel^m-7YPTN0lfKxk?vs1k#-5VbLAjDIe*_<l-Fd#=Yu!5rb)`LT{Ywwub$PH}
z;;iq%HTGLH@>i~8Jyq=M`pxpmo4DfUuJaRCus6=?TsKAE)b}ZCA7AE*-HW|f=XtE2
zCR6%0u6@a^$vu5vPrm&2%>7CDmdvu*0>bA-P35&V9$Wl&)l$)tUeo?82D`0ZZU<i#
z-`l!OK`(p8yob)EFaK4p<FEJ?>gvRux-jZdPV?vbw(JRW@`CTJiHXT8J|Q#zlh(Yi
z2cK;Xyz$Y{s4P<=UtIog*7H1xb;Yr}1&Z&R9?$YTT6*Za$A`I=x`8Ksp3gcwEmYPw
z!_VLJ+^IYN8LaNUIlVk`E$8->x*cn}=W(ocQCORLm+}3q=T#9mujYMEH`i%bpJy1#
za`?*E)xz>IQb&_N%Wl2Q>nG{;>_(Dnc-c=sKclRM*?nKW6}XnXm}IrmY)#OF;uDWH
zNAMoo68k&--bw-Uv~4~8?(<GGIQiRV6|!a?Ygn;XwL$RO{H-=GU%e}Oonw5=-*mm~
zx@xHx%G+KPUfL#fUnW^{Wohhoi*&B(v3$mFnr-yG-hY{0utY#>$L5o!*KWEt7+zaE
zchbsY&vIK~|5M8hudTgnaO+NJbrKW*p#{4q7TE1w-S>Lt{N&at$$px9`=tK<`W&+*
zyjSG#<gaUc9X?%sUgUH8^Sv#-GoK}^JUyHI>OTYjt9dEOSCV!|wmr49&3^9B7r!NE
zaT)*KT27wX7yaW{i?6gUU3hWYBb9|3mNHlGZcv!@dH3$*NrgwN{=B}n<MoM(9G+`e
z?#^G4w0O7soXSX*q}3+Qvi4FhRGgOdN3Go;$FQzjj%Cie;<w^)R-w+~?2_viE_}Q+
zIHRgaODcEH<!9wrR%XjZq!h;;U2?=F`P!aehi)73U)q~@%!a4BbY0Zvn3b|KYbC9=
zn-zb$K0iz4ovm?P$79Zu=d8l#zDh1Dj!T-f^V`;#soHXp)t^&ptHRBnOgh~4dRhOx
zskU2J9($9vH_O*L;)m6yyu9z$y?m$NnkA_{kO`anyy?(`BRBKCc0b(iHZ`D$uPS`k
zvdJnvT-*OM#O-==TW?a&;!~H(e#*>m+wyW@XOQEGqqXi!JsKH~TdWKBywse_V~~AO
z>9Um7^O{@pTCEDZF1$*d=*Mt2Qed)z<*KraqKVN9jjA3^TkgBIc;O}=R@sVmdlM3j
zyPmH3=QwZcuI-a1#}))`TNbr?Hm7v*(&&DLt0p@vBt;i&Qe<8mH(M<=@o49=f2J8q
z+p7vXxK?{sww`cMTJp0$YmTDHyJpGNo|8guc|M!_RMT$DH|J{&2djd&7iQVGZ(qtX
zi!I{HBm1Z_)v4!dGY>|KW-wR>y|bIDTc@x~q$lOu;*-huMXmjNy4I>Z;fvbz-FNLX
zM#C#tR4>T!rrWH0&M<3+BJ;eh=ASO)D*f73b>Z?d3)2~g`*y67lze?Q+^*ZHvc$^b
zwx!y<Q+!!d+@G$N-f=W<-jSRrM}fCzl|9dfO0rye$RTNRdACs3lOm78moa;9d)(Cy
zd-h25)#2t#n~z+a;PHLQ*L}-2`j!~fH2!fnJr_6ClFMT4@7rz1PZeaJd#^f?GcEt$
z-sH0v^@Agp{q@OpSkd!NA^cpN#=gxS_t^`d?Orc%KgMW7m~!9M&vNTUkM!Jra^h^-
zliN`lRZ|ic?40}l#z%gk`?iP84tD)~^y^TtqW<w~`{rI%>QZ^zQy2O`YTer>ec6{5
zUEN~wT3vhFo60%gUbK9U5H>jfFzR}+?D4Hh0y6WyzP?l?r}A_6%m+_qZI*GFP}sGn
zTZ+%s<+_#y+wLtEPnP|f-gm_L#2U^!>3yzNndRxv&IXo;2Hv@x6Eiz|#i!jbPjh`d
zn>I6MUb|?K>EwAD;l|sxrJfX0u#3AoBR%m#=-XGt$4$MtJSC2@UDLGrBp4c%_QKa&
zYu;5KSGB5;wKv-XZ{K({uVvbjgc~n!EebyGwc)4KO6i0LJePa-G~0dI7{j3DHeX#*
zY16ZEDUT(m!q*0rsc%?)N%+#{+ZNBZaND)|eC`T5B9*+=gy;J*ss2pPN3&MXnWPbM
z?p?NH@EpNgO<wI1$|8rF=V@IG;c;c*J2qL<y2SY0g{t7gJ#t!Z{gz8TJQAI5gnv@&
zXBSoMDO-I~s_~@AO*s{rz!cd)kHfDrR5br+$`u`25PB!WWYX=VBkt7&+Hn>k&y_EC
zbx9mJz-+o*YSF|=8W&D9>U^KXc+_%DSKG<+RadHa1SFKMY2Q7yk8wq=*pf?kRwO8I
zkB{0e6J4ppntmcr;!~!;39DI_H7CuFoM^~<HY;CQz46PM4Xq!;k{a2gcJsYEwk0yJ
zu<KH<$E$2pZjA?_3zaog+b{LHTsCQpk4pP-UUJRy>1Bn1e5|^DttwOBWo$XoFgf!4
zilVZ$ZYTQZY?oZIXUV}^%jbQ$sJnfm@Lj*hqH|Rym76Y0RH#Y`E#Lm~!o?JKo840$
zC(e1a_T9ujrmssPIxKESd7PHxG&!+*r-#Gi^-)u_A5RSDS#kW@a$&~n3_*D(+#Gv%
zuMN+blJKB>_2$?Hjz=4%eCA9(xMcQ~-C}<ZSsXQCJ6HVDH^$&WXzv<J6YDSB+ZVK+
zyF5Aa+|9San>Nes32upzn{w^wO&+&fmMixhvMOK2XW(zSn(JlX7S5L!rg+@j8vEq&
zdXsCD*Rg6%<vy|G>aUrveu+Gt=C(-ScB9&oG?oI(vzCGVCaOvIIxZNm2(Y@sIOSPW
zLs6ERy*blNo3k8GZL7N4&jfZ&IpkLy>J#(W=E|0dG3Qq<*<N95u{LF2sZZ`2iv{1m
zuht7JJnIuVyS7(sclimX)}+Nc*^<j7AFVdtU3^wbIpe%<;MP5cuf4Z?U9)0Nb92;&
zO&fpCW}4Qypl9pNiRQ8|dn%M|v!Yv=-|et`AK4@+z1Hl)(p_nLcOQ}UmSfGlch6CY
zVbRX@`Wa6yt@+K*Y`-?`aar$_r@2;>IiBV@tTwD%Rk@_^o%>_aMGbbA&#x~vn>qXC
z%2#p{`<pl?oNVHcxqkPb^hf))<UXCKCH=?uoBn*9p1P-Z?bl~}FMAu_blB~0ankm4
zjOn6T_l{l;+Iz`Yeo6C@UjbYBL>POfN=U5N+xPKU+U@);pL>{R{S3SJIdJy`mUQMT
zCF?^kmRKC=RzCgttK7`>Ol#Gzh1t$3O`19-?|eXPaL_IV-%rdJ`s}UV=a_6(YW_A&
zy{G!RNb-)K&MxO{cdk2kB<AS$rq##U*H%vUtUqX-to9}2t+d;OdI8gonW@`*9(?rO
z*7Pn^qR!%d^lNSh^KB9T8LSR2nR<5Tyz8b3my;9cEeZQm_=Z{Gnv8i@C41(VwJX+L
zd0hWI($e+D)#B`hTb70vPxKLTR6O>sZfoq~&%sYES7m0MI&KmdRlSRCTDr>yfjv?a
z7Hd3ta<yWU_%x>ZDvM={qjR=xP%7D_eIX!k=IzOi5kfwWt6o=2*fdA{_RTr<)ID8J
z+EQ|LlS1{Q9my*nZdm28_JrQdhLfv%9&eP{6ur6l&By1~J6BJ1n|n6N=A*`GsTHOX
zj>lf*1w{8x^Lfv_YMr)K!a9G`vuhuy6xGkoc8Tc9yfZIk{Yv%eQu7)v`*itP{Lws8
z_<fZR^X-qzw+Bjoa_K!O8gg8yRB3IDrK{c4Q(gx)KDS)6<k2qaL%PdXuGCpQx$Uf5
z*SZ7cD;BkSNamz%O>PxzWA~a`eRs;6i3(c}oYQJPb?^g!)a^+DZsv6&Is(aM{LiDy
z6-}=^_qxM=;<@Q|9^al5%Pm$bMJU>=vzzj5f0KjLLb;zSzL$RQ%=2H?%3Lgy()wue
z>;Okewarf}8dbip%X&J=O@aBmQ?{g6tdv!vpU#%=g1+ka-ba7CaIE6l&fmOh;Rz0p
zukF6^=Fi0IYFn23MQ`bO<r#N!;_QgY_clH0Q%k;XyK`NKvoiC%_H7!`rmrg2N|oO@
zXcD$HNL=E}v-t%N-58&(@zg2QV-L{gjXzhDHuZKU_ihEoPIc3XMeC&1O>cE@#DrGr
zu*^Jp)Mw@LD=W?ipDkOpEqmei_6nAHSBqkGnQQOfo4Sy7^Mb=Xe0MIlL{%+X8e}DE
zkYrm`6_WPM$>F5>>oE2HOo^AFfg6fkgD3kJRZf199liSRv$S8qdU+iW<P0Mx-PxV!
zF1OXoQ#4%V+2&%`WBP6uC+_xT9VxqP^xUTE`?|!h;z4C@(y#sdgLkM;Jiaw$x$pa0
z-Y2teE?$rwa`1H5B<YGN@^hG9U)xl(YzC7||FM;`B`-O)C!b$y_U7Hf(tA&A!=9aK
za(J@xY-ss@8@Z70tDVmTn3t|jIC~=~OMi#zwqpjpS2vxV9K@Dd(;V#2)AHQnsK)}4
zgRdiQF28ZrH1*1s=|0c1C%&n^+U9Pvn*Z3&?q#LN?7cSUDypRRnp(ejC)B&u?M>Jw
z<GjZ&?`_$0tVbYxX|mh7O-wS$drMLmPAs0-^`iZ7>dxl9XTI%qZ0xDN%E{wX+)y0s
zpDX{pQ~uOuC!PHMrOBF}wxuRs`ne}kT%Gq;ipD0lOghTO`D~Z}=J&p*BVTVx^;mQ3
zdPvZ0gMX*GZaOy9YP&2D>?v6r(Qz<{P0O{@!{X1%714PMp4MKJ-P!u~oZ}beKiU%}
z+RXIUcrfdA<U~h?q*ccz&fl}=a^_jx&<n0hW*a0-^OSf}U>v38V7g29(K&~=p||}e
zJiRXQ<$a`uZ^>>=Uwfs+ryelg+Op_r_?4>>kAl4B@#Y>96<PVkVpTx--h+GB6ix0F
z%IWC|+hb&C$@2S>&qqt;pH~7VtgHOGX3dp(+jX~Htj#OPb~%yK-@y5Oo!!&9@>&(9
zNz#36e4ML#%g<aEZrYTw+hmj02gA^?$cVp>gH9ctF!@SY<m^njt3qX|$Fn2e%*(hX
zKYMc5v+u1*$ud{$5(=z7zl^#zLEG@WO!=zaQ>L~q@;O#A&vDY8S=;k<54nU~_u4Q;
z)l;_W%B7!Pa~fwY^}D^-^ZCo<8P581B<2~P%{u=~!19D??Nqbou9Y&I77GOTpIc|M
zG3@%4X{XHuPxRbA&bDDr(%(i&nMb>w9xjx4@MT@?A|bQ-?rU4$^i00@Y>C;1O_MB+
zJHHNYlz40!B`P>?=Qq>&h0OEj2xZ63mbAUM+{K}no9)CJW1UHsqEY50Jx%_XP0MaQ
zWMteJtTuP+hHo#tWwKhto^5;l=|-W)A~RdY)gO-vSRUie7JZhg`NC8x)Q0PF^csyj
zJAQ@P9+>GCw%WDeuT0p)Jfp2=qIOyNK0J6pG<2Pyg~^l9(o?fqZvAX|A{@2lOv%2b
z@mo?i&eOWI(8BtM-PGXUTCUd9ExxF&bC)@JP-IH#Gwb7vO_ljpUw`SF&R1}FR)eR8
zO`Y4C36uC|<YryWUbbZB{LFx(o<}pZwLcVO^-L>!b7vd>+Nfxk0E55wQd1@GPA$E#
zA(<tiFKhp#pAT2L>Fj+OmLDASGw+>l`Hlw%_%gYfERH&zG5orwZRXWqSG+uxF6ABD
z7B*pn?B~!4(^e}tUz+5<<IQQqcUjvHT`g32qj7g~c*&ldI{W(e8U{ZtJQ@<PAarTP
zkF}5PPn>)|@qngC%cXa+D>+R)=1&xyekHUe=i7?1l{QyiIlR!k`JFxK*4hZJt3LM1
zq9umRYjef67-vq{Qul>%`%;fHwpsJum`C|8`66ife6M-JS-porc@i(fmdsDkv~vy2
zJ-#;c#GY@fev9<^hVB>2Nt@)K71z8pOQ-OvXP{f<qHAhzj!zZ+JnPB&Ewd{{o*LC^
zZ`D4z%tYnulJy1YEwL4Gl0`Kev>SGQU|m_3)>9lGYLj6dmUH1q<=V>N*i*riZf<^R
z@kf$J>u8e1dclw4?GtT|ah|tb{e`W%;!HZ1_OY+Na+WvSEKH|*g?k-$wffw>-|**k
zxmKIa^QSb<`+DE;;eI89ACe3*vwoHQh!e5A#UT1jPW8%~H&>3>&3`UBX<>GJ@#@#X
z^P?j^bg%rgEtUJu=a}5Hzx0Y+qpz7dJm_dt3GdDl-_%rYZ#VTKkIHPz=iO7vrk>kX
z>l(Rj<%28Er?sak?YU{n+LJQLH{EyjshbSfOAI<?`~{x<eNr`ZSCjFzW$hu|XIYq!
zRutbq@rE(~+OCN84?EeU3)lWzD|+G3ug!1uIbXk)c+h%~W%9Ls3padhn>QgfRr0Ia
ze$AxoOYa#R;j_LT{hxs|v+vHL{byhKR+erMn!GD|V#)f2-^+GCzTu!?=WqKt-YjdM
zy1Cx*GW)0xV%PLkPNtd8`PIDfbyVV~6T#Dsug+X{dvD*n-(f5=a$Aq>{VnrwztoX=
zkDugKh3l%`JjeL@`mKFk0$tHu-==Ldf4=X@=hqSI%a%|3zRLCBIX?^2ZsU3PzLv>e
zJ-IGlVh+FG)(MwSh1+~|51u@$ElkHiYpav*y_2GnGp;!DNA218@vQB~{^wz9%sFot
zo2y%#^;vsTlz9>xE617}OHwAOR7y)1cP+bpdvE62%|f1!W}I3ur*ySPeo{}tgXgB(
z<qWi%X3efwzO?p5&!fpzv#KZ5nY`3X=02J<Ey*`Loq4a<^g=I<E1x&d;d1cE^N(7v
zX~px~OQYTHp3|D`qS9*+qWE=z$8O(XJ>!!v1NQ7#GkeFI%jU@?k7vEgS)alfQgS}-
z>$7gXhzHlbmwPKtNGN}_X-=@ebA|6`UH-BSIm^#R_w9@`j4|D^W<lxqb^UK8;~EO%
zZKLMiwmoqz%=2CFP6x-gakceQZFW=d`KyKQk9v?Ft>aexH~U=S##XOyVHciBncls;
z*Iy*T;?a`BLdH=VtE|7i4|-ByY1XS9azeI!YstkG@2_o8IKjL??&?nA5}9!8c}t3S
zM@o6E4yyD%>#(lk*VWbu_4B^o_6jqavh+s7;d6z*0>9PFo0=OVWW}{<jm7#PvvlL!
zy<RKR__OBRNGVzCacliTzd3SQPm?B<yKAbp+iJ5t_w#$SSEsQ#=IezZKkIOnxz~;_
zma2;R>}m4i<K_Ph>pf-#eZ4*FwWQmdu&Jw>4~m{IzdJW%vAD{b0{NSk%G@rq927pr
z9oXj3^Jv~Rd9Q=-zS_not<7Hi{NxwM`MW1noGqGO#r-Kn!18UppRBoco9%16TJ5JV
zyI!|eP1v^GLOWry-*x|!^W}UKRZ=GHShLM7KI&I+z(tYOCBMR_-OpU;T^Kh<`&ik#
zO1`;OwR-&~<*!4^dyj2fmn+Nfbucw?)+>iu)oVR&HkwM>ZE5wdYMJ~pT4UPHQqPrb
zS<BwBM%qW6ZM|u<O)K_p#j4j|Uk0a(biRsodpT>5bl16l(HvW~yqVb*OY)=EKP!Ac
zE3>}-*pl7T7$i*<181F2K6&ub(mtOj=^s}V=C2H#+Rd7|OmW`atkP%eT7GJ)tBaMm
zT{4I=+H<Lo(R9V@2^DL;`;@Is)}C=n*GTqGu;j{~!k<^m^0Y%z&*pO9D|o=QWzsdl
ztcs!v*%gI5wZby)3Z>gk%`-p2w)4w`zOT8diIF?zW@S4s?`d*eyW|0%_T;v#J8eZr
zxSnRdDs}U`apT1CuPaX1Yb7MU4)kz;9x1Eq_(h>6ZN>h3XMLXcFAXR&T@raxzw||P
zq(Rk{hwW=qCLhaut?*>lN<~e(WfLq+&5CE8(X$R_Sx~+*Fm2Aq*xs<)jto~>C)>Wd
zQIj;;=aO*qSHZ=izSBjQPN+QV79!}Kmh-b}#*(5eBWc-emlfx|nptMu_4;O^>Kl9G
zeD0C2ixX|GKALH<yrbdK>UqZs+g6;trMX*LLUdJ<+?4k^zb<|2xD+zqCAs0yI#<Q7
zD<v&fH5OQ3Te+-g$0=Q@)5<A)hEam251f=(mpG^Y)O?u-0vcJ5pJ#rxwwRM2Q+0h|
zgu*TUoa@tWTIgB-&Aw*xu&4N>=<~4Ney5&0Yj?ib=8%}Zr?G<FcE8rcHNW|cW8XxC
zGVPi6HGQM&)&<WFoH#COlJMM=^XIBR8Wn%FcyI2{TF!FqSL1Qh{@gjm(b-#sEFLX$
zPt{f47#G0y=G(KyTwEW6JsAIFZd`HRl=GdC^TVEZ^1XRS*w>~tSUg*={otR{bmKI>
zV{IPFOS2pftdDx$EM{^3+B#QFAO7co*NYxqo!U3Q=-Y}}Neq%F&L+*CKc&epYvp|P
zby+EWE4EDByeDsM#_ebF=XPq$5tCdu@4kFnaZt<Cvc7$q%zWC;lPcG&PCoExtC69v
z&@s;j-Xe43&+oL0KKZBz#>igzk;iX3JL)G}_rkD8c{|sL)qOcV^Mu8kr$vqn^_3%T
zFH8%2E;{G!$;Vrx$|dZsdY+K)_nMs*y8g<do9atb?$|NfZC$Etw9Zj|))Q0C8EM;k
zN(|>ty?cgx8*6Xn+s{06!oJ?U8FQW6_JGdSi%YjzD97<d3qGmmjS7=Vk@?S{bxw$@
zYMV%L;E8kp8M1jzOgtr)9{SiH7`aw`aY$Y9Ka-zvi$jHPylC$KuvTJnnSu3ndj>rR
z+4H8acDYT9onByb-PUc*yOQA5X_LZrUf%MVH0ROYsOyK5PqVDk-gL2K#Z-1?(^r{E
zv)ScaD@wB?UsM-%PYIg%@VFEAm6ZPs^Sv@IPDpwCSNpcyk(7@=!b-NyIDX3Nn&Fz;
zrcau-9iQ}{A%&qpygzEUT+i|qFXNiO<yD2vidJ(trhR#__SWKAyT6z0d@7W=LG$;X
ztITN(4+>w#wU%eN^q#By^IFcMVDZOwrzVHp`Sh66Y;K>OD#s1eEt6BezSEYgX}5UJ
z{%HmC4vR0Qk3C;i6<kza7s<x2Jn`q1`PsLsOV$OSP2#uzo7H=>gCTA6(;aqczh-~B
zllS=Rim5Xu9yje-Q&hWp!S<jdGPT*M8EXY6FS+;T=Jw8w=a)Z?dStfzz+77c?VPA-
z%<`u;mHsl?Sy`U(yhGtX!`D~hy@k<l(+<qj+I;im-^*S78Nb_2^0pc&-ID%wZCVJ|
zV%0TWKb1BupA^bI|5RW0qN^d>^kQRj*wyyD4%&HV$;6&Hp{rM4Zl3)5M>uC?m4`yu
z#3groAIEOnCA0POv^&}pQY}rdoG>?hADJtVIPc!o?W+A@-J5s6N_zA1%c?i+l4~o)
zC6A__`OlzT_|oalyE&6O16D9R|Fq)661l87o2SM+-^Uy9+uh>Z`miqdvq{-Sn-fkf
zw)toBS>x-o4Syb0KbsnTZ&!52r@7_Hp39$0KK{HU)AQ@IO?MB-O`UgXLh<~(EmLpy
zq|CM|nZUQ?`KKkBj_mWYXGiyZHBCNy&hq8aC|Bz*smEp{%f8w%z0Wrwsd(1<XJ(cE
z8Mx|=`wFfHr`Ox<xw^q<`Mu4G6NFF7O|48hFA}R<Q51De)z(73)sj0UwBzB4lWTXZ
zz5etVzvZH{b1qFWeU*NE(qW}7E|TY1bKJ9*Z_QJkC~-nGOYgSK_x(35S+^z?_g$^j
zbz_&cmwI`2SChrdKqH3et(n!5MO(gfPEZKEwIs3cYDo{z<DRQwPrk0)KhtViSmO10
zTjQTe{<_u>_vOQKlbL*<Qg6FiufC)cE%DAUE?;P>!td+F$qFoGi>|*abH3|!e39PW
z#V=#}7XNXUUA?lSX|L5a**^(S{u)Mls+693$MaFvUAg@7wLRNjY&H&G`)Z;<bl0bs
z5ABlEwsg6l_dOYs_01?WqWStC?I7)f>aVLe-2T9x_2R*{^YQ-~VoO%)9pl}0re&M*
zh6kl*b5vXszOD`3{&>6Ws(P&{OV*SGw;juV!u+!9+{8}xmzTCZ3GACX>GdSr)zf~>
zHJa>oqEF+eOjUUPawlizuIF#Br2h<GnECPJ`Sqg9PTu)aFy(f6dSbSm$B8fN{VqRz
z=)bhkEX$nlPWY0@Wf$z`T<?v_4}P^$ebI}u&O;1VNjvYl)hJr76`R5O$Nrpl%awP>
zIMio-dRwWy@}}#&+_kYOLWb|-<m>f3kFTu~TVKSfZ0{HsTlOmA`P%A|1&d|-ryRL5
z_3p(J{yl~-YPIKwsQ!?Bos_0?d{&=?%$$b8S?{~c?CL_z#k6Dk>*}Shcb%A5c)RQJ
zw(X~W6-U41;9|44%6l#|<>_Y2j~U{xyH=YhFwd`gBk3Tk&6Jb!Y~jg>9Rb-Z+a(nL
zGjQE#b6POZFhF<5$;WH`l#j7LkJSC9wM5Eo!mi|lFTbwxRpzUF?R`M`Wq>h{)YYZQ
zQ%{!Za?YOT>-wB=&a4HOa@9p+EY8P!on5ASCXc)M1-~e>*O7_7ZZdVDnzv7`6n$F6
zRu)t2Qgm|SS%;qr-`|J+xg>4*XxiNFXOrFid0O_{d)*5Qd>IoX)NpU7toHJj&+m^~
zXXJbNZkf4+!E$AoP0!=KR;K6t{nuA*ZQk;4YtOo}t*IM*XQ*eb-m&qe-}HIUCTZNZ
zEzo*&*<B>jT<O#iKle-Xl9@L=w(pG!e(QCx@@(i?8L7K7)dXDAJtf{o_t^is>iY4l
z@!X@?E8AXGK3b9Y<XX>jn=oT0%V(3X$`ozNJG0H7<%-|)%ce2gcPugbwkGaTP-?ll
z`u@)=#o0ftnDKm>?F+t2nbI}0uH4>m+{c2UFjjZ+1Z~a@4&UEKO>57zn{qukBkto@
zt4QgFEZdv1tHhJS*E8=8iZr;fW^Jb2=Gjkg{0<Jjr1L)agqCqrRruM9E;(P_I+z>&
zgkL?k_D0$Ixi*o^j;q*T&THEnwK{Ej@aZE#p&PC$UCPy7eC>>PVN&&%<D#GcEzeV)
z^ZRq$^#yk-XBEx88~$~jaP$_{n|qDBUhLZAZ`HDQ8Qa-xxpr2r)b>kT4ZD^yFz(m7
z^1|_a)!S_6=g+=+w7D{TvRLKXAoF~0#?EtvJ<m4Xm$W~%^S1HSE}?zyY#Y*YWTb9Q
zx3IZxX`H(GZKUOrj3+w<BR1UOe;S@-p)9xOTBiD}osy<r;at{pml!cE2=#82uDY!7
z(DA&|lBtcaw9l-XHTlY~spZ~bmn=IkuV0$DcV|L@_Uep-rp%80$4$?kR;&4&W1a6_
z+?K&%AE)_J^3ks8+u7~)?Y4$QZLr~bv()cweDSH3ty3Z#`E9t~=B)k6F0tlxgeCi>
z-4e=N#`i_<TWj3-YEWYP<mO_bw+dBqSEdUwE#X>|s!;s$Y>K~mVN90pd{@m+u8ZZq
zZn`6%bKN3DZ0*cw_1B@H%mVCd%Px0&9Y6gjtJrgMwb$1B3U>3Reqo!-c7px%&+yqV
z%60@Ety(FqZ1e5WRL?KAHp`})?7VyCuTx5h!q@f6`*)u!s9ZNcd^eZ>+RBtk(~^qk
zT=bfq_vTA6*T<HfZXQQB2e7bBE<Bz!)7?in_RlVPyQSsTlaKBDyX#7hUEaQ}x#G8%
zS}gqXc3yU0cC_4A_KY{-ArIzU$=PaVoi?HQ(#8Pms+f}#{k>Lf>v`Vw!e;Z!D1&2*
zm;Yy2w<X{AoV%p&?R+C{Z`J_LFYB(I6J=pA{Icf8<Dc#Fb4#`biYX-Rc&=&7J69`k
zlXu)VYweOF3G?<X+wj%X%<adzO%|tITr1CQH@h)k);;U-J@4R`A3g>y`?{_D{5{1T
zhjzY?<GH+X%AD`(eLkw5JpB2u_OXSkOa5fPC@9!9+0NQ{cF&^g!P}bc_Iq97?kln?
zS!MQmlEvA~T!zoLZ*8sK%;C91>9FQ4i&a4k?0(syZUJ9j{tV3wm$}@1<>B1RX<=;j
zN?Dt$=Y6f|^RHU=W~U^}^{`%Do^^A-N;C+^ib&il@DDtjc#PZNZ+1b!g05p3$Nb(#
z-0TXBy*IV^gxu7pZNXEY?=ATibG)qh($1eHX{#1@cfNgA!&j@VmpzC1#M!{l=ML1a
zp0{g0mtS@Gyh(fe*B8Ydwf$lu^|kPHXxZNPvmQL%7r0yZ{L;W&_oXFTxu(enr>TWk
zsZ^QYI%u2qbxE72fsx~S{jL|gd*rsh-Y36R@0G{*wU(8^`N?P3c09|{+`akMmTEgj
z&D&jHOtre$MVmAB#c=ogW!?G2Qyt!^Y3aG8c3pJKx01zb?+!hB$+X>8`&|C}$%W5v
zt;sS^E$8|DY)^B*6>dX@XLA&8hegX;^f*PCP3>Fz-dVV(D&*1gE7#{b7I_}D`MS2T
z_{O~IXS-C{)>H(qJa@P6WFF)D<5lN&F)p(Cd~2i7<G-u6KTCCIpJ%s4BkIh@=bEmY
zC+zUsde&#J``+@&$M}k4j(qq~WGQ;#*2eR4*%F1@V?wp(`3L?C{V+qNt~BaF$w~Rv
zL>0c=m?vqxld}HJUl@1)xXMJuTQg4{7x@xmUa0wd%`5&#*<be`+RtY)@x!-A&s1XH
z^IxB&U16~zcE9ty>9$c9yI!3?wsK*`jFmFYT??Xn%GP^-be+-mFNK-K@MT=Woogjo
zzg<hJZ`{%OFm<ZA_HH#j&l5{spGz!XaMD6{)vJ~7|C!$2cv|f4ca_%4wJ$;*gxMrN
zTi2u}5!bdUKUmUx>bu;7;-~!AX0J)$+iS6EL*w?fneNvn?wS%6E|_pqLQ?eNt)uP#
zrpB=b&${1b*id~r+v&mLb8F5D7_g?qPHb-O`L?=9&d7*2@s3CKRQFi^B;zT`C4J@r
ziRX8iJ}(m7y|i5X?WD?eQUT@HV=Z3wX>EGu_q=q;I~KXQ+AnJPo@~lhk+YKe`PjqK
zm3_P9`h-hr20K)~zV+I4;n`u;vuCEQ_!=pYqrSDsJSIFK?Y{WNb#5Q~l|QfZxbaJC
z^{jdA;zf2v?p{m#tglTyW>BxUS6g)cGts-!Tl#0t$yK^6e{E&sBrUO;kFzdsZZDJx
z>&$ppbY<F#mnOe!9!&htaBaQcrk>s%e_l`7(vVme!&9&I?k!v4g~mADwAtyG5>~ny
z`ZPT(TljUo{odFoALFK0?bm#NwDRqx2lJ+$WZn5DY5Kc&^ZnYnZTESueXDi(*<raI
zufra1*EM=lP|Gg*V%t5r%Ei25MfF}^HN7r=u@l--`**8Vuk>NTpBGQ9vG}rnfyrMp
z(Zb1b^$$;bpI|z!Vexf+;`YlYCfL2YCHy+~+^)jzduHkGvP(RS7SFr7QKYBhc7W3i
znOWEROwZ=-cV4G;#5zW%@nyI&%XZV{0=|2BGoAB#ssc~VeRDeR$hD0HhOsUNJ$+L}
z%nl@NnVuxK^}?b_;px_&bdL+jOt4(dsBH0QQRIaW_Es@-K1Qhv8=YG8Y;8~Zs_e;b
z{5Dr>T9+q1pP@CU|E#tF(`r_=Wj-cqpFQ9DNG@BGZmaEO(Pni~RFn0X($x!FxC*|T
zF5bx>q`oTe#-lY}cjU4ymmI5HqguT!Ut-_UN<ZThf3jug%v%z2No?XP)$IyTSI-ao
z5+!w0QMowWsBlt-P_B$V)264H5g)@hy-S;VWAmB2t29_zo?O{*P+4$dEKebetky#D
z1y5D8l}s&UweI9to^`o--fL#~z3t(ax7Ad*T4ziQVmxmeRhi6iZQG^qQdj5jtz5q6
zbGwiL;|t9W7SE=eYok|o3vUTGx3ZK}+ZpZoqOUi0PuFyFdBa=AafK`V=iYq%GS>9<
z4(X8Mm@U&5C}#4T&b?gbwkpiybM{8*cPHM*nXa$olFmuq|2XdQs=HA~INo0fZ>Z>c
z!f{{Xk7iU<r0kT-yK;WkA1P;l%bs~crdIn{spKpddwqw>^^sSV)ZCNL+iD*-wY*`-
zWwAb}Cs(@MvXDRQ+VNR_GxI!Ohq_&Tdo;uUS)Qrm;+!Ji>Mf5``uT$Wo?6OmJg}-&
z;@k7Re$mekU0YJ^)Ko9^BFtjlyCmsyhRMg5Iw>SyN!ukhQTozC9xF!AWv6nMacMo!
zc(mGE&AmQ9>x$M*OPPR;3Neq@dhax^lKJSy@bToTH}RLY$2O|>U7e|Bx$x$!)nBz5
zI4mD630lnXuXM_}pUXC#C_KyQu~yu<U`gKIEcwmuue7CecDJjGW{Nx!I&SLqOR(e@
ze?|eT%K@Iy<u!6yyJv-6FS3j{`>}EI*??&QM;d<ytDej1F1&8)d&BERCCl&N!z&IP
zH;tM1B)D)^blaQDkq&Qts++1pL;L5sMnzn=)oQz>^s~QemdW#3`(?PdFAbX@^Pqfz
z&?l9j?l#pStUq6SZ}`3><HU0j=1niu9ygygoigw4D)GA~mP&7)b@tBI?3k$u6Ml2;
z6yd(RF|>Q<%Eu~tT2tTdock{0xJs7Av!*xI!O6Y-CJ%*wNiAGr;}o|=jKzPQ7RRF*
z>zNy@KL&2H$eFfcQ}UMlor_L2%wOt~?DoPq@|g3S&=YrCO?qX*lO8#L5!K1+s(e0c
zLF&ZWPtWhoa^_=;ntS6)a_;HG-AOZUa~EZ9GAeEkxq8e`Gu|mRB}#B5JKLg^zxGiR
zm&Ne#U5zhixw3kbbeO6K=fUsK)=a&9Ky-#)iX=mwiR6;I=d*Tq>Xz&N)O%8M)u2iB
z$;8Osf*%LYhTYa_-=}fq+C`5`(=x6vO+R(y!K^9H{d+@~gcmuSW!e+(Y`Ik7Lng~4
z14)z5Ifree8kXGNxTVqc;^eJeleYO+m3S*A@H<8c-nOgD+V(<xEAJB33!#UaFKu2r
zL#X)vrS=JPdLC`=F7zqa`MYSfXTcKz-mu#{zOMGnom8<hVY{Ygna!MQEeT!QMYr+!
z`-ChFss5XJSLF5^$4Q#IuS?ig2fRJT9wlVTWBhd)=b}4-;<j3^+#KXj&B|laKecF8
z_qJn&9&ND|KP}%zezK5dRlc(^dEQr_Nk4yGSf^yRW5RZmx5wr_ZM;3J?3jAvQQnx<
zFB4z9D?Yz9f9=*K(`L7{SG<k+&*1!Zb>WEsso6_H6w910Ht@?_%{P|S{Cq~{pQwZ8
z!kF!+=C*HH<LfK;DNDt$CvBOrx?@*aY-g2evX}A1vtFNC+1a<I{5kR=i!H(W%Dxkq
zr<$!h-L5hz>(p_{<7Xp|h1mpOo%8W5r=fY;R`V%GmQ1h?p7ubf@MWY{kLUYvA=|~K
zwvJ~j<vN!h*W_}U?dEQ|K4nvN3YS#vab-*UQ~T1RPYRYTetg^Xdd9Ws=E0hu+t@91
z`=*|?*j~_cCG6ar-^spv3iHG)rf0mfy88UepXsc{^Zs0)9eH?_glNJ%0|yy#rrm4R
zJ+CfJ)t4x;`ox!gbfsVJ?l)B?OC^?G-F)4|U*MJTF;PV$z6UZ=U#zolzkI^|WYg!9
zrUx9C#4K9aU7~;R#MeLCS8MF^*H$*BSs!0#80Q<|`sTcoo_F-zZL?Lcr1SJnyti9q
zR%F|y!nfgT-z;a4ZMpVyJ7Z;x{L;#ITDNn`R_e+J&uwCJJa{&farb)xd#~lDTMy<e
zo;5WmpW}6ex#~CHN$-`HZQapj%D{7VTl$1aR-x9mYIfXn1hh+C0(lo)yEfVDt>nw{
zl(bE|dS<QL<U5D)SJ=*<y|I0_876wV`LEXXj5z&i-Hh5xS*nfOYfi=rHSI~8*s0$C
zZ?DX}950{alMJ`NV?4h!eY5u;o8m8P+l3}KEtg%{DpI;~(#}<B!bgksgX*PftjeyP
zE`A%eR!j52vpH?<mahX=9-dj6YH4lPHbu!q;`W7*V-KrJRxpW4JPFO;^l;zTygO6Z
zB#Ue{d(803*T}nfk8YSp%D-=}{7fk+zsgrmeY>@D*G}%~(_aT2UHr~6ZEbhO;!t*(
zUzeXu`P`+<vG(dsul$g%`$^lKj67Fg>|k@dr^UiM=fSLPvF^(sMlGA~;;i9!p?RwO
z(iEF>MXWieH}2v(W0>;TblR?2dTk12pA9O%uMN#mj+tQmI-GanajtALZ??iVn=tR0
zu~AR&>Ap+x-Bwg4)3rM@S!%<*o%Rb>2fDKEcMQKWjiu*fsKim*a+#$|ryZM;aL6tu
zbj##Qmg`n|@k{k@am4Ld`)>DUzVOfKUY`XF*dK>TJ?Z%z`P#Dhynoc3Tbm!WJ-Bo~
zL_50JaCyM-@-x~_w=zCShJ-FoXf2#`wRO9T6B}z#*&VJ+entFDo0sjaYxo=%YvjQ)
zsdm-!o98M;=XQM$wB7Q4UgfW=D^t^6Xm*J3ReW2`aQtQewJrW<`qn$^dEDLA)%l3A
z>d~6mIISLqlk4g{QxhsoXHN<JvU5%7abKOx8-KF}&(Au{F7q*J!;Q0=&$j+&*nG{%
z_)3_c@YK0mO!98$1#jNK`@Q|b)sIV$?|*mQmH*eixmqO?*xtt4Y_wdjcK2MCcbNl&
z#L7pVQ;P4e%U(Fo<J1QS(_=Av7H*R6IuzD-Y~pUSSVhA*$#z@Mo_HeFy6(D+kZ<~)
zenm@$x~)@|mo9tmlYD2>bp{zBt%!FIEn^xZo{84&{MF^LWv6-GXNxb#O}oDJt`#=@
zZuKHpr1ST)rO^>w4<_+%jc(%DCi7LaNINC@Z}#GedL74t!|%=zR&t%Z<BHjK6|r~P
zYi1o2mpGeZyQFaP+lW)fL6@%Sdg-cMl-w)5p+c^CsjKd~_cNsxuB|C6H0onq-KMWT
zVW<4msF?dgUzBI6FPxfg=(x4t>w=-qoX2usGfcM`B{NOep0iTk=W?cM?unvnFD3e)
zxm49n`4O)&^?}@?wXvyF1kZ23v{9%$c!J&5=3LVoJ6>%wYu%9c{MzzaCm5&J2;SN>
z?VE$cF{|q9Zj+8HF?g_xE~(6U({?%R%8}MN%&&NTzfIzlJT97|$NAj0Uh1T(X8{|>
z`+z%Ju2k7xxG5pLLoVw`x#O{GqD@Z^O8&|GsF8N8@@<5r^}Cz}?RPw89(TTR<=V%5
z=CZndTjv)_n_mh2%{hDV7g539CqHLAT~cDA($UzH5~7oQ%R(k>gM;I<jZ2%HcW8Z_
zx3#EuR>q7iCxaZ0voB4%?=IN$_E_!eB<{=*p8hQFxwiagC$TRzmpo-Hv{cmgoYTRj
zygg5tFI-=sEwHLEW<!U=<Ba#S-YF)0SSevCb9vd)wDl{Cr>&fG_x`Ov2OJ+<>v0MX
zkXpRYI^1@%|F%6H3SW=<PPg8(@5An=QBwRJ4Ki0xEWN{U&UUr^Iq#kZ2h%hQuMd6(
z+Ii`<X2zK&xs`>RJ|9i#mQ0?q!IJ&bG9_2pB5gP8GitZ?rM#`>(YbbJ1>57EBCBt!
z_ayKX2R1A{{9JN%uY|4i(!90FYIiT5z8BT=E-+@*%&@%n=1Y5JHUw`y9@Y5fv5FP{
zdQm;S=n|9X*>3I`j~OOLpEk+85|-prUU;lJ^u^lPPK!tD&b#!eTvkbwnflUG=D1CB
z*wHOrRdpr3d~Dg?{_l(~?38A{m~}JXF{10n*R`x=x1-%+&qQs^J~u(|<@+eMh#S18
z7{9LRc`mv7<0essSuc9#7e%QgN;6nrb??rN5mYYVU~B7n%#t?mP3yu*AKm=V*vn1%
z&!FZSKjle~_Jg--OFu`tvv3{#^eSUri0a-f#-6XsH!qgsH}x^Q{%k{TtkjaX8*APk
z_nH}8@G{h;%YA7?bStyOD*rQODUD`dObj2bv^^|*NGjq;{}n<1nK^A<(Xy7yR~f$W
zSZ#QS!E&WV@PUPTPt0!=X)^{ITCVms&vHLpwpPkF<HWV!0*c?)il%;D)BbpY$<?&;
zqB7UYwjO)bdr$MATUJk!lU9NB-n`k{j^#>u3Cjd?ZI9}8-|Hu};@lY@xgyQktWlBT
zmu8(?zBFS>$@M^y8xwEMlPO>RAgD6k?#iqrxmb_)A+uFJhHubP&#H<JWA&fCRgryf
zY~ZX)rmbBUrln3`T=njU=t?CG_W6f4ERi&sd(m#Gn@!a<lb+ihYo~`Ck2*ecV)a$m
zJE@X$a@O1Lo@SC%9R2;e^SlG$6JC}39o_atbnDUVIsILKJf=-MC;UF)vFInh<tt1t
z%~VZbEAIIm*Zk=9@=Ol(##{R`uf9`pwVutq>DSeO^2xh)zsOWuobvB6cgWQ+MTM|K
zpBv*;t5<BfB*q(UwR-oolMnuFeg4Vi@z!dStG9MOJ9&4vF8A4jyPm6xd~V8o46S@T
zE746|;d+txMy=CjF+$tIwm!~d^RGH0I5lT-n9UoWQ1>ZE_m)_x-k-Nsfy?r4MB#bG
zw;rE2O4#?R^$NW!IrfM3fV!#sTRxBH%cG9<pJsnn_&VrhY2M=X_UBe=bgneLacNS}
z>ApQzT@&xGO{-mGRCTqb<X*)p&oaZpZQFId{>%v#TF^Xe)9ZN-tN7OLmb9>a86Dex
zX3f@}91fl$-#SHVU$tyI_vg_{llfD<qovk{C!IE8K5n_nNN%}l;M1Bpp^~zlPrj|V
z60@y*r{x@;D@h*%y3UldD=>#1GX5R5(L>rhd5QVkD+OAs?`%BDaMh%BlX3VYBg?n9
z=59AG_TFh^Et9rJyQlAKXeXC-Fyry6#U{5WR?fb?HhqKoQm-`Td$ZX5vUFGO&br0d
zr+8()*VWHV>qNrb9v-k=Rjl>+smQHbPCwhuGi#17(`*r{G>wf{NuISWqVdwCzQ<Fp
zwjDoQ@_5$kEzkRm_^iTZ_b;oyc69fwb6H_&B~SHIs(H5_@+h!ew=|sj!#aJ>*n<Vx
zTP0;*KYy(@^WAFGTD`P8=`1B*)~P*_nKSFHUh%o?sdMe}vpzj7ZmQarvZUtAT1I}G
zkc|p9RUe}#x_<hkJ<qd6>9(eh3*XMwuMCRAZ8lVwEERn4WnFIm$|Vmb-B`P4<@0OH
z_>62{nZ?LQt@7lJo$_>BySZ+!puTPO)u~f{_1(FqkpFR|%M1(C7j6q>X5D!)Ex&4$
z+VQ&Vxk80uq6d|)?Gkk{WnLlFWPL5?iQtK4?ABRpdM8JE-ua^G6sGCnR?oFD?~O##
zYJupki%mLZ>#|MaH<w4veL81Fu#D6TW!K~jCF`WFoZwdouTMRv-Fer1<%@%R1&wa0
zJFt7LEKb|aFZ(&x!S%S~^|d?;x>}7ddwG1cbvhvPpme?76_cwh&6oB~-Lutqjl+{K
z>-F|;iJ#r|X4$=IQ~UKrC2qc|xm&xuXUEZkO)sCwP5qL3by9KTtS8SdAA4l>@#ppR
zUW+~N2S0tbwD#h|XD2rP-n*(hV#6zo^|@AY#jUH_y^^G#{0i$AW_^-=I`FHF>w?0-
z+=RQ@H=bVXGYao|u4mG)<Uyc}kIHwMlq+j0zg3tVxFK70?aMdS;-e`N9Hv)hSqp!b
z*~FlAd<MtskUxuO<y{kXjoJB(%UR>uitUbpldp9PJ=r}yDxms8fBWmm-+iw3OL<vR
zcV0cHkk_`Qt?asHzP9GKN82AyZZf{Nb2(ed<;kvlctSNRWv;IM^Jw+Slcrs6m(#2p
zCuuc@9bRyJX`02l9dnGrGH)zC|9L@5+A_uVz@v_R*^a7LCK$fTdbIOs(Cy1#SB7?;
zHJce8dp2b9tV?|XTN{?o+S5|9W=Zd(Z&zN1J^r%N=MQttiQ=xx8J}bB%$lngWFF_>
z9<@&5(WWD7D!#33ncW_jxq@ldzNK%TuUs}~&gGCN)mL9UW|`%C<C@vjH|d|7&ziGe
z+j>O%{8G2X#7iA#V>*L;Uj&6Q-&&(BBUd+7eo9f1W?AyB*-w)LpI(`pqBL>Y(ZDiW
z`>0j1JD07z<F|56%6Ur>@yC<2h0j<lI8|VvwRgr;_v94O*THNtrE3(P_ieS9Hf7<0
zso}M~lhwB>DsA5Le)g<*i<FONlNQ`}t_-=b<CN!7mw*SKk1CzuugkjT_;t1CYDvwN
zlKx_htD+66ien|2MdRN*nRVCXjFzsqRoUCa^V++<?KM)WXZ#gDGxM8Kp1i)Y=sT;>
z#VsdApC_rxJ@=FH`{o{;E>?K7%){dQ+sJ7fWs+qJyI$68ZjLi9OTVo8Zr!uObM6~f
zPuy<9H|4(0lgC}5LHvH%W`E8K<-F9r@iA(5`?Za0%SF#Wk7iyV$~*UDr1l0$mC!GN
zeYRN>ERH{q;$Zx~Z0g1H+Ll6EzpH}`Uum5TzP8GvYTlQfk#jDq_4i!9GjUdzg2(x)
z^_E(^>Y^)xT^IarRW^7Vd2!MShqt~ezb<Xsu<pv*;xb9&+b_Fbt(}uB`7%az%Q_C5
zU)R1A3tqTx@^s~O4&{rwPhVISM;-mJY{%)yt9{vp%TIm%bxkYn+-$8luY!ulTPy$G
znKSuEc&deJZEwN$gwG+%%aR_~Pds;4(Qd0u>IVNrm+sFpSDYEbzNbyd)i!$hGGvLm
zX~K49xv7D-FVByfGIR0fSHUw3c;o8po~*P<+I{lGjY@m32l~R6Yx6E14|+Z$%Q#_P
z_StoMofCK3U48Luio1?sTyR;7UGcTuA71H2&9{x*u~)Fjdj0IlT^FM_RLLam<e4Lv
zc`q^eecbA$Vq5g)mM=ZG_npK0fVC$~PoFOEcpW;eh(GFi3BTjDcCBsC*S!3cdWAo5
z)-Q3F2{nsNKOLJ|+LLnq!YtDlKl!&-Sgbf@Zd=2*?(O1Ny=sB2l3&)lcg6HO#@lB8
zYGZib9M_t^vWJ1UW~!&j&9Avjrmgt$uqiXj;@h0AM-TT+-2HFs=I4|4{0igxJ*Q~P
zOqo@TDrKv5i-aX5R*8qF2=Uebx_bED{STGvUYV+_y)tXcn`z6_iwlLBPn>)mlX~Zg
zaFcfT{1BA~=2fSsz4BzgXZh>;Ld|8<+6wc|M%F&NGhHj<^ZDe!_rWpOQcjv0S*Np<
z{+oI(Q#w{QYU+cuby|wg=UlV#@Q^8v_1(LB8=uwVKeLvtnY=S7d&h>T)l#o>bNKU5
zi=56@d%>=@J6k%8_r$u)kV_|LSWR@DU2DEva$TD>+kv&!5j#b%9P40^Sm&F+^Soy4
zi#LU8N6NpfI-j=qNA|^AqRKrVBfbmrByi2N7TEf#a_iXz2PI@bWS=YLPM&1>Xm8(B
zKY!WP=Sx`>HXdhNCv-cu_c6<tosZ0?J=Z;2dG-p6`Qy0L^$i~XLZ4kfT6uhJ)s-i=
zqGSb^rtOxoR%Bo5a{A=+PpdD@pYi#9D4T7?y0v~kLO0G;dfqp+-KOGvOnATv&Oh2x
z0p*5krpOyvr3QVdn&WfImN&KIq`FLapq9Q$*ZGWNm$EM}FR7WEX}#Gt`Iy#)j>os=
zaXi~{VcEgsUN3fAJepm-B;m9m^Q@y2WQt>XPxH*LdbX@o@@!0WEmPgA+FGtVd|UI(
zbE?8EE>F5~HsjFW&#^+S6HT&KmYRREwOqAH<HVy@m9AYAEoCj&Wk)^Fc`UZhsmoJh
z?TsYM6L0Ta5xDJf#$w&BTW21mNUfE8dM?vieZ}kSvUSV2?dBARuX$@^8OK^$82O;&
zb#$DjAXjkpNn<JQ#J>6cOXEK^y#BK~##Q3EXk2mY`Kpsw+>@3)mX^%#t15mQIXU-k
zgN3Qdl1Y`T`0o5pYk61fYxhLY*78?Kb?r;<s?w#wlP?5bdA7N_|3<}u<%K`4Zg8{y
z&(Q1iyK>>ICGK;Qwy#<Gb7PO3_T)-~s;e_p6&ueAR_*016)Lk`b;+ket9mIbzpVY*
z;$Jlf8=gGxdhwKX+Oka9El=NNRobl<kKy_}Gq*A8TdouHBscBz>Fq2Z?`>)N9@;Op
zCEU6!jme44er>i&Mc`340mid_EezQyJ$tW2I5*C!d~RX8YM;BKhvd$cnGsn&E7km}
z!-_umuUuQnU>copHf7PejCH54t)67D-gA?G)We)))}vLr8zkZvtXOr+{bIu9r`FLb
zlHXs)o?+2?exd5RbWVZD^Z8ycr}<AQzO~15-}6h3k$JJx3IsP4cYT^0^d_}GJ}`Fb
zlZQ#R$D=;>dc6>{xmNOEsY+s8-Mi=7^@eF*pU--@Zg%0(5^<xRc{@!{o$~W@t$Jm)
zed4FBv#zh4^l?(f*O$=(ZcL0nuN6w>{AZYRZHiCDx*4h~A9(rwo~yfSPS^z3XPXqK
zZ?C%ina@^h<`OOKypAO=W4^5Nmbtd{NIUziWBfbjT$kQ^cCo#&lZk|=N>`)*zAP4X
z=2<hR&YqXKE=BX?*K&g;6Eq)O%Rc4r^+M{p?f#gnlDZ7+mrd8?UwK@!`&H89w<lLl
zR^MK=Z`*OZuVorLo&@Eeuw9;P>C+$>q`c9>-s`HNo(0pyBo?0e=QaghPYT-i?x@`E
zRWk$UP2G2)&tGoqypIpQEIBJ8^va6k<iYo|UcH^Hv$dOP4iD%uxRu*u_zvG%ryE_g
zV7`&5vUC6Ev)Y$`F$P#aTJC)5*~ZB0vx<JzZH+nM`T9r5sk>IsmM=8)ix&Ij&eR<A
zA@iu`pOvc(y?7<h6-E|q>gjp5HT}Tbm^<r=qgTraKYinHU{=F&l`F3@pA@>Tz3^;G
zc(URJhHQh$llcELtlPfiWyHA!J<qRgdb-;nQ_W@lc~fcO^Vb%t=NI~iNj#T7*S33c
z#&O4oKmKU_U9xun<ZGLXEJYXQ|JzV?O?T1av!x5KetB#u>gT}t%67GnBIl3L@PI=*
zQ|>$8>NP(x+wMO@$%(gdrjK_sUF+01dGPg@XM0yxmA;H=?^O8hHq)qYVZ`;Fs*A5Y
zS$g8`tozO<_sHx0h%LS>e`+_c-#xRACuOg+PuLh&fAe)Xu6SsY`<3h4&+8Z+GmKoB
zv3tIK%T}$cD^K0tzvIKnMW2=`%}9CMQxzV)GLrYE=n0cV$CuZ3D+g}bYOztIQsv9#
z1$Pf^zS;KPYtw<plB@h2&M#Fyx%IZ@sS5i`J7-3uPmbEWUp9O0#J=jnn6;~Wx2AM#
zFAiV)`r4+(XY1VDpJc97jtbg-;@#SPiGN;x7c_jrwKC-}L%r3Dn-%Z-&uv&)JwMRx
zs%F+Xj}$|e&<l(#X^VEYtQLNKYt_<Y*ADZaUK^uay792)C$F<&Q3j01tAvaS?4#yZ
zKJSssdgJ|Bxc|`Bu6M1$(>x=#=JWB}YL{ppwc<E-z;0^B%Ja`7&$+uwmASFJy}o>J
z@uxX|J=S$SWH&v(tN-Itk8@l0Uh7%JpEx<HEI?AG@ax&Ih|>awSFRT>i=5b|EPCf@
zO3m$_=fTsoi??3B;MV=GIO@B3#>RgYYg!Uku~n6=k#%~`P#nYe&gb_TQ;my@rvAz*
zs#@~&iF)~ehPa(VmH$c?7d-vsnkv)vP2;AkyneUmmAvmN=b8Jy7MVT?tFX0wopsYv
za;?gDi-+kd-LF<R-dmb_N9%=;epG=UZ{^#scGH@&G$r*V*_A&ot4wCva^lfq<(_|`
zlPBI+U)tqbA-l?@aF)bZ$(Jt!Ql78N2;BE9=A-9a-F=+voh~n6$osn9Y;(<2$@LMJ
z&pFtHi3Y{;S%u2HR?Y3LJhdkMWt`?C&bn~*SJ^k#ORSRm&@XVpYs2G@-`CsLxZm<E
zy5R5IKi$UFFf+0`-SqISg`bUM^ET{WrhMU=is0k<$M!Af*A9GJ{5dD(sn)I6xqORm
z@E*RvbyIr+Z_2F)jpv=Cekv5PX={4Np1WlfGnYHygVj~b;wFysby}|V`NvkDdOOcH
z^XOWBvn6xyublCFr~Q+#WV7g{acP#%*PBi|Q~sa9F?K`7v!bcJ*#VUbzaDMdHgV2_
zFx_=d^Q^<Jz2R$+3AD^|wN&}4ZKyD>_-sz*riZVY+~wwk&NjEJ`s`($BRuWaybC=x
z6Jz#1-r)9SU6;%Z@t2Y2f++^aFYS4$dUoO0f;n|-<(*HdtDmubnb7BUjJ4!aWWPaA
z>Dt?}_QgE>KH*+df^Phb`kcGl$XDH~ELFAmZM@ryYiyztOdCpibyjIA?Txy|>XU5x
z^!oa<i)`0yXM3(1xOVsS25EPt6?b=Vcz&@-+tR@xclBgeaKn<MJ)hs+nXbES<I`DZ
zA3s@P`Yi9=8Ba^~rDf$mC*Jry>xryk+*E0eH#K3Jaf>sWD}!fEiQT?7-LJs<_jQ|3
zyY{nOJF9--kml{;J$;YMtL`@?-C(!XKKu5WPUYjT>vo;<pS@RAbmjBV$+@y2%?k6c
zZFuIl|GDV});so5=Vuu=c|6;h*Z0aWUF!ALe$nQFJO50t+*xk9F7Bz!#uZbyTsgGK
zbMxFgH7`zB{JipS>+g*pp8Q?>usM1D9sZ~BEk;k0l^3#qGW}itK`QM^ovcaa^V9iH
zvaMGB)~=k9@N9AS^6I=g*NS)Y`k^}{o_N&Hvs^EhvVLiu#>-DpKiYo!2Wr>3TtD~Q
z^57Z+{ySN}<@1l6yD=*$+G|ey11*<YdwH)*5kFq{W!({IzRs?+wlegMdEN38$3A&G
zt1L4PTa;i>koie-RUXHQZ);{}uUIm7n^i?#QQ73TNAsQa+^nw8bvHA-wrjPf=L4>b
zGN+bK-udF%nIro0UauB2=sRdn+rrGewq)rB{<x{e>8o3>M+=-ku+Hyge{n3&C*Hl4
z>%yKkKKaMCNORtvTY;9|n=Iu|?W~;sY~7^dNp)MB71Y13oAIV%^XzNat#lPP7}Rrp
zjo>_BYj|l-y{~%Juj@NsPHgXg_PTH1l-1ftO){HT?0hP>=CzJ|NrLcvua)(Z%=>D!
z?r136YQ4R*`iRGuC)elQ-go@srJ&v2nfk`3)h*P!o<FPO<1N`<C~%y;Z{E}sXQXwH
zmN|vTwa@NYcv|h9j_;1HFLRA}zCGG=>ynuf|JrJ?`I3DGm2dsl{7hc?^wM&zsaLOc
z-0yYj+qykdk@wE;aEnWfVG28}k5=lh{MvV+%RRVILE+=^*D*`)WGbi@&I$Xn=62=l
zYdgQP&X!!W=<AJDz16zaf-gTvcJ?n+@2~o{mrc9dhn-#S>vO9TCCjM?W#p!QVV!gF
zq|g(d#<(rIC!h6CnIf|4{c`8s4XYO@@ceqTt2#`Dp}KUP)~z&F2U*`Tfy$Nw&6SJS
zs&3q~eAaep-ovvNbgEghZOhG_*{`(H>}>6ooah}gQm=Krl9wi`a37cHda?E)v*?z}
znUg1NTq507v@rRs{b}3Qh+b)1?Yi(gM>oAG2;C^KN;1Lf5~s@7)j?gGHqOj!yR~lZ
zwB=KEGz1<zH}x+~U2wPa(C1(=rqyBxmgTF<1m_*N?7F1DH%j8`nm?D@-dC;oxhXF?
zlc_mm$%F}YSx)@LA!>=|e3Q)=>uJ47KEI*%&9&gz)LnBzgm!#gGgJP8%(ERk&z(4S
z;_mMNSuNL@Gp;!~+;&u3!+TgFYHP9D#2uZx7p^{?*N}2WY}H-=rJ0_W*Oo3>yYYN^
zk!gx7tLdEo3}0V1e^|;Qr!~1OYLbOu*9KN6kzc{FU28+vCRKHt?1<ZX`kbe2*6kDL
z3SWn)GL)`)a(m-NX=OW4u5YV0<(0nt6?(PTc*m^eg@s!ZE7$z8p0?exav@j5<hc43
z_ZOUE@U$t6-EvZA&Cx#A;_YIFZcBIk$+C?0x+S(`@~t-?Y?F*W8LEpun03XydeVOe
zeH*Fo{US2$H-6YW7yZQF`D{n0{P*@>S6w}~tX=pjc8ALKJC*OYSMuZ>E|9Ih-hA)Q
zVz0^*XLIk{^lPVf9*=sg&XRI{tJBnZ%iH6^cPZ-d)kU3|%V}bJTH`^e+l;Sjds`MS
zd}?z2jAQ<Flg9!_gR>9MDO=&Q$%D^AbY=6jC9MU%#^<#Ut$!RI%64$a=P(gBE3R;P
z-!AUw_Pp~yu5Qqp7<5vJ_3_%&&6X<jW~|H=mDqi^cUP#2=n2t|z)qX6<1^+Odhcbc
zSkv}o%Z0<)W-IpW-6M5#Qjw#?nv;9Zws)=G-EKCQgQtV7I>h7T#Ixxq{4Ljfo6^G=
zr9I>B+_(gblPe+=Wu%@nn^$e0cHp(&y;POoeG?`W9t}ybzI=1%3gau6ws>St%8dzm
zF;OOM#nT_lTdT_0tEE!h*hM9B_dE$LW#MW(cvjvZT*vgh#aYGqHdl4~{JrKl9T!nt
zcCuy7&DGpSjXj~d4f0V*dL9c+j^wPLcK6jKXUSKt;T~lg>Yo<5C0+>GEh}=Z^<s|n
z(r~jg5_1agE%4qcy5n_tSb3S{%b<D7CY4<GKd_mp=gYcAo2^ggT|F<BGl|bubIs8<
z&ga+Go!{9qDc?CRd&aj3%QoI~O}=v3Y0}!DB@FX?#bkv1gBEG(6lh1OuoQ<+x-05u
zxt3AlxL1bE<rD^1S;Iid$qnvn?ZTd<Tn$>~#~$S?vaFr0=hx*^d|I|kcplGMuX~dD
zMp*eyBmeNE-!4nimxfOAxZV?1^(uk+_ui}eGxt25Ecw>&%;A}at3qcy?%E>gX}Ll<
z@%-uVfR(TIKMvXcD)Y>42AAhuv!6;F_&3!kp(knj>Ejk>LoXWMS-WBKSqm)<$t7v_
zUMt?7k7~R7-8?LoTVE%3=c+ZQ9G|UvkTS_NJZJKsm7iX1HJ-9=?J1+o4x8do$tPJ?
zqjNshx;h(%s55Uho2+QBEZX?aW7Uq}NwrzG_k9fcv;FZ}6K!F3SDU)hT=iR(tC+;@
z&d=I6q0iVS^G2}ogu;NyisyW@RXqFLverCh_*ocS+bjIt>(l|hDTfu)Rz=_VvR2~a
zj`K__j)dC;n=|%ZRi3j`l+k&fE9;WG?Gx72ZB1n=DExV~X6g&OEzK%(K4^%}GC8eo
zDLUtJvdNj|iL*MiWS%ufPB1<EY|(w?ZCcMKPO1u;;=;Ch+iq#s-4lMM@XXValzIDT
zX{Dzq*Rk`HqXh2n2~6_!7n*c6;dtX@r<2>aYWE&{b5X;AeYq(AG~>x#2@^YC`W-xZ
zHto@o_a*BhJth}CTPy0iO7d8ych!Z-J2bYOe&%x2{h8+bA7S2>>di+z7JNO+Ycwm?
zJGID9`+^CteCVzj5^Rj`Dnt(+S2(Y{v{v)M-zbe!TG7*UdJ2!GtEYU~vE=>2SNr5X
zoLk8Be%^zGuc4w}%(`V)O<3f_@p9IK;~j#F<+2zGzl%3|C$Dj}IjY>!e7om*Yuu-@
zt^Gkgna4DD$_HnD5YwtiJ-^=c)vjun2A(>mef1ag^ky=>O}J~9*#A84sK|Mlcte%n
z#c`q@JGPY{J?0zn<??EdE4*87yicCG^FesG_lkQnIRqye$NJ4Qd9zbpLH^jD_nBtj
z%B=6`Y<J&s+jQDJd%0|fJ5CE)WBQ{Wtqs^AkrVdCIpb$vcDk;ai%QUrJ%w`@ZMqyV
zz0NG$<rH_pp5TAybKKQu9iQg^HsWPa*QKKw@28Z=T)Pu=>aoJ(Tbt|7a`o@gTv@Q<
zZq}7Kv9ncgFS2r2Qynrx`|GL+ck>e%|E#)lroy^jsQTLVeaEWqC#{)e$i6heTlHY=
zs-0|Gmrm`^%F$sizO-=n?wFg_x=puE7_uHM&Ezp$&KdFAs>%9FZ?WZzt!r|&x#_)q
z6*jMk|L&T_#gn7bH07;ZBf5?<sBZkSX36Yw6JM1e&-)CF(FO<BIh+3o<==Aq*iny@
zvW7mjE)zd>#hm`x`E>FpE3sKBG3m<_Bh+3pKYtyuS@KC@pYgTUZ3R0`XHVYOvEz{T
z%GG9TH^?sDnsU6hP&q~MSSFW%-McJfqhnLK{Jz)n{!CcBJa|d#X*26tH~LRIe-@0f
zG1oh=;cRN$E1}12$E>+_hIpB8Ju}tPGV1x-+Et>=&m`7ZpZ-yKx>ozJ+`peoUKLbd
zyP|2;d&%(lwau-bzOl|ucQp>a*7bWCd?xqkjxS5+J<&h4cJgJWoy9s!>&yK2Ci}1W
zDJ1(uaL(tjFVPX*ci&X;Zrbdz^ZCT1C7CRerxU_CGuPel-Lho9flO1@)@$o$cCp{$
zS6b<1cJa<^&&?NSuANeFAZd}fmivj~zC(LHSxPk3oW0+do$SBU_ei>E=6;7v*(t?h
z%;oY?vpg4u94w4UeS0J3?K-LI*_{&o2EW5?R^5tn-SpV&)py%2>lwexU;9q&d?Lg3
zX|`-&((F^SocQ;aZp!jfez@Q2#d9yUJYA2=Mia7*2(K2N^;z?4*=Ms)wboqMy{CJ8
zFaEM-anSdR(;i%Ux$^RfRcR;R)LZT2NoH@3;d+(xzR56p+9UTmY2{0E(hDt4=9MgZ
z`%A0AcICh5`Lk9e^Y?wt@nASs92L8%JnOLfu8d<M#UV$JoY`CWS8L0q27lAj_u{7>
zTFn@7DmU)^ldOfc6R)+~M(&R~x@Xt(#)(}|AMTs7k>|kGWm9iF;me+Tr6@`{m2K8e
zp6Q))SPy<*8=WyLKzf^2M$Wa+(<{zDjh+}KaV4>0)pGXgtqYb0=JYfQYbUd9@hNIi
zkw3I;l0|!9^SjJ7PLnK-Wk))y7weTTYqQ<``LkT@>s%4B2LiQK&sN%S9GFvmWrFXP
z1i5ULOI3dwU%iVedSUr!)4h*=#m&F2<-YyWu)(I!wP@qalsOvbEPsWYygEJWqPt7x
z%j$W}qMwpQuJ5w6Fm1bb=@{c3jxWoW%zf>DFEZY-=)m3Tj#E8-Su!gR@-~P3nKsq&
znDL$Rb#Wi!oNkxN1UyyUm49Z3#`eV<@8~R+H?GZ^^2uqP<+`G~d9lu7$2Xc@a+u&@
zw&Ul<;Bsx<y)IXh?#?~gq|$xx`Rl-QpN`FxTu@oKja_8Y9i5F+nJ4;w`t*Lqq^Xx*
zcxKjl{M<OdYL@qmZlSuMdaXxci82Q~3MU_2YbN9|U*oJ#+MV3&DG%0VRqpOipI>!)
zZdc7I59Os+7SBBTPh~4b<jEd9$Z)NA@3xIwEc5prn`8dcAi-aGZB{gE{nTjn>(@5v
zzDedfd+vd2{>yLwg5Sw~EqS>0-m~CI;Ttb3-Mxt6_=;smcbQwh^qY9P;MlCtZ3PD&
zU)!E#YbEnN^-q)W#DLfd!bS6wv`uHWX<5uF$?+&^U+VhgS6)<q^pw=zp2P;VrL9i{
z`uJs6FSSoM5Iu3;V$DS^^V64>UVeM!qHpBgQXMUwi@k>}S0-HwmkcNj(8%yt|Gc&%
zZN~AbiCreIcTQP<ab|zY#mQT)Y@D9@vtMaN%-xgE1m|T%JPUIwK3^61boaHRH$N?o
zxs%AI>7YJ$s~_VYwzq#)du)(lzP&VC<j<Mg(Sn8+2P9TsTY8@TtLdDYGhLV3d|QN%
z#+0W8-MINFbV~YGJ7X!{rJExz-)k_i{I<$2+2X;3?CK?744>4VYm2zj(|l<`UzziD
z)A`){9`Bg7b;END6Why9o31@Oxc4#3=RVfp=slBo4cA^g9=kSFN{yZ6pK1Q=on~$u
zQWa)RvhFB<wCQo0&y$qUDZh1=Fd1B3l<(W~Wa2s%H<_{(H=bWxSvzMjlO@}h#{q8I
z3!_)|9ddhPHRsxqV!pPG5>wf?3T`%cp5+x*CTx<Y5cd4*nl!hUyVh5}Z|a?&9LcMA
z$I*1kn>TMl^1@3?a%Lq?ERI_IEcpDRY}<tj&$|u<zR8(;qAqPUrzBIyby-&*Y2Bbn
zVH)M{#eeuld&(qtRc(4JX{!~pG&kQUI_c*+_b8t)=S{9Ll&^^L3Ep4C`JvFC@6n3R
z%|VKmtAhHbX<UrB6}6*dh1H`KtM@1RrA=lx-M@S9R)frGQa+QLG?}-#WlL1f-m4vD
zlRT?c?Z%rmQ9N3uPIphN`WYX!X_KDSwG*w^oo+2^Ja2OCfO1#X4wFxs%NNd_apAOo
z&f~5%g|9uQosY7deJAWn5XWl|Nmo8kiKC%6ZZ6EsR(#=gor~AyvNfL;Gq+HMX@)|8
zQKqKXyYF(X@pG<5G9HaF7Q9%w%5~1ywZf`1{TR=iPE_!b%ML2q`QRGMrA5zoE}Ic)
zQuJ&3^rst`)n|R=^-EgiV4HpW-4b^e(F0#apO+sxSln{*`??*w7e#Nn@UuMl!n(XA
zX}YZ{Uqzou^*25&zjK|-f8`79m%VA9G#(ZutIM`C?Q{9)-kHbuq?Lce>p!a(iS?a0
zSLA1P<I~yt!)4!&JStR_e0f0L>*wb{r^#}zRc|k4U0zwn`{m1elO31SCZ0^^zHa$!
zFIUZ7zv#7>Hd$PFAm^5qZ&4<(S~$vG&VA;*z1plZv=gMhDE;O0JblmP<cTLAeN>(;
z=u5owB&4lGVpVkC`>7e+Dl;F194}<ITy?s@nyWg-j9+y1hDSG!=Lk*?`LpS#<qDsk
zvuC3`MUqW5q`Sj(lvXIO&30puJe!g)n<-Xjb>WHMspIa?9wfRZpHwb0o%da4;;c2-
zHE&$<k3DqK`p(8lep%**ttXW>-Fq8iu5vBpI%9j4Woqs5Gry$PTRmH7q^S^Ymy$I%
ze%@Tos3Ts!H!kQkZVWwhcK6el9^z%5$1ly=Ei!Axjgx!5Uu(-0hna7WxvFo#Dk1XV
z=-$?h*x728Gkcv>6R-RZIn7>sf98rP1IK5}o?6^aIk|X3^3pingSR7Bh%3xLw#DW|
zdzJi($Ei26ocM#oj~Fyw@4vSB?1819+wNRh_D=26&smDe&)F7Ca#e0Vnzr?z4gaMH
ziJv@I=bYV|bSGg>!pB(IC0a2|e#Vhv8>au>`f`?U``ORiid>7YtP~Yq){<I%^Tzv<
z8A%=oxQ~|l3LN*la@sm#F*CbO*qoIOwy&RSo%)o%X4-U1=_wDM?OdsR@|*1Ibvur6
ztPz$i+T4{N+o90iIO|4lf#nL(!v3XEaZ^t#FPnbIUZ!yt*MEknqz8gw2Tr_>S({aI
zQZLx{`mGf^EM8vPmcqRJr>W!gTissA=iKs7)_L$;G-MLzS~35uMX%5K=CZ3adfB#d
z_C|M}R2QA%`1R{r4dnx}ub28c`>DO!FI%}(QhE8~(56rJYcr2aDg-^BdhW%Wtx6F$
zJJ!v*cbl<tRoI88AGG&u*?y$Lekz~etyzaOH%%#fQ^j9bv2M~uvk8VlECE)9;mR@Q
zQBS9Bzwoxl)K|*##0uFH&&!{Niy4FnzYa;2N&gk*o;}&)#LQ274Z9xZN0_<GeZ6^R
zNqTck>7|s(u~W9YH+RmNmCkO(bi8Z%w*q&s7b@Megp}u9eX&!eUrI1{hI~@+G5)Ac
z)3}Pvx?YAUusdJdlHAFj9A{fK&+Tf$o2?eoy|#tDTaVw#JUmbP_R<#7bx9R=d8`G;
zmd-r-=4WvAJYKs=p7#1{lV#=CpN@O4I?dB!Mc=I5g+137`-|%by*Rr4RfY6Ro7#hs
zMK8`2w;rwKx)q`R?rQPU2CMLt!cDRKzL$2{#qYTEtmjGB!HT(6UB9M1_P9S!``r31
z3PpvNO<x5bJ>+$EN#*CIVS3-nY_c;Sckz~P&dghTG;Owen1$rJcNzN@`5g=T*mbcl
zCq$Q-Z_(=7ds{NjmR`91d6VOEN#l9hj43%?TjbRxS3Wflx^SuZxU9D6ag*KWv}B$<
zn|EZ}j7y&CU4F%vmL$(941Bop+AOsft()ihax4*kAI$Q2so%=JD?ir+bqcLq&A4O9
zf#Y728OoLxzM9c>{Bl>!7mF1$w%dfZNGhAMb@@ycU+ZVq{N95>R`X8!R_3Z{k8%pT
zuDE?)Bbv9hH2sz~r|aH{7rhqso_(77btNZD@uiJNmOObh`}vcJk)MpWhW4jq&nfO&
zsCVbG&*41ARs9NCBC3U6OD#(k3(r3eo!wJ?Wxc|mRV#CZ&t-=^DLAQe%)oBT><G<A
zQ|8Rtvbblm|ID=q-Civ7XJ=ZZbMtkSPnT<0#c|U`88d@3<DE86Nx!x<l4Hd;86gc9
zlP`vwO#~)i+OFuXP`+k$#=o5FOEb5vddhb1&#Y&w16|F|u3Wi&X-|hv%G9Q}uVdf#
zx5qY3;;k~9y~O$8Eqkr6YpuOyQr+WND@+S}bJkRad@x>Jm$s(TwZFY<LfNdZ*0Rc3
zJnO7V*E=-(DAcb$TCy=Bnf>Rt^->ip%~#w0F^l$7XXl&0L9qWw*UoQh$`<RLehbZ8
z{GVZc(7JhS6>ID^KdY)crWtj7hP2po?Pi~U=X1Us_q+O9**~%GYo^HtkDnR8PQ6R|
z@ask8nlK;Z#^dsHeR5OO8!xXHef@F?51-}AV|~WoGqt|6E!lGA<I^pPm$oEs&v|}%
zY1OS4r~7yMTKWGL-IIOPr0COGkI#;b%zqwjN^Sj~5WaTX6!9N*Q)m4OKYMBWw~zUb
zXFcCk{s}aQT3j?!;@7wJE|X4%R+X+%-*Qr2zE$p`;pJY}>^ZG_-0S^#W2=p4y*Rq;
zj!coZ&w<@mQkIiC<Ia8Bd*04a)MQzL)vP-^8#f>Lx~|S+M*8}_m0wlv9lKtbaedp4
zCq?yBODEo0$8awDtWxmqeO2M!d3Q>m?YM4~o{}!sH_iQy0dLXt6oKr>`F$2^v}alz
z{PN_wul2TcbGhl3H{FV_cP%+Cn&ebe_&(%h&h;e|Pu<>`B7EFyrK0ubxBhpJ$4&Ke
z|Mu2bX|ZOx_BqGkljpY<g(qBhwwY6YKI`c_l@qV;wY@oYf8~KJ!B2h`N_#f_v!A=c
z`ue&o-Z@>LU+?(dQ~qsj=J|U*Pv-Kae6zWgrfd^xsHl>*E4n+b(&n0CLsP~2EYr|w
z%ct6yOqteF?RNR~t<^Gx*Vaxwo*a5=V#urbmA9qBqK;hNGWX)a^P+E}{8k_MD*AZZ
zh0O`A=d^cSo;b1L`13e7O|`jaGd+)Gon8E*);cixz<Sq>dy3p`nB$z6>4ns4U&y%|
z^7XOlr&7gz?bj~mEeTHFcH{I8K6|Mb`z|p2XRryMdboP48-M<}PSe`u&0oK-t2j8@
z;+UPg=Zf>acYb|eFLULq(vpTsxvi_K*R(lb5dIb3pA|m)bWu_EwyD<9&gYL@+d8Ry
z=aN$1b9H%pS66X2g-gDVOJsZWSnlczvkMyok7<`nmx>8-y^o&#TJQ0JN88^j@ZI6}
zI@EQ4S#9C0FWekWk2ZGY&YK#YG0AGRw#OyIiPv`R$bEc{;b`%PnVd&U%}$<YxhAS|
z>CUsl%>3fjo3}f5y?Wed5Vms$C-=d}pVr<8-F=;9`LbtLw&$i9EM9PaX|`KWw%IM?
z#`C7vZo4;GUlW{qw@>rr@{LT2??cr)626;We*10B$}3H-Ay?)-3(tL5dG(2kQ002t
z{XMysva7GI4{v@OmtN;~Ins6ajn_+NWv_g+t80Si`L&gDi=H}uUmt%pV$$8+vp(_$
zl}esG9+!P@(e18xRbIZjeqPV&D%N}~D(<-!diT~R$H!Zfq(9HwBlUHm^lj&P!PjH?
zUY|d#`BlC(cwT{{-Pcpx7hijRn^gQVTFb?2Pi4-M=xH%eetlcBeDYei&-$hwCoI>s
ziuG$%O)KxunyVI2_MBN(Tk@&J>rkF2GGD*1y?E-j+m=hk*Eg>7dKWzZ_{z1CdY<t<
z*X>On_ABo#xzxL~tmnD4>#LyWWySY)afc*Tn0C!K{B=DxQNrT*Pt(g$r_{}4y+U<*
zZ&%kI;VF(?y0$}sX{+0%+d3Stk5;+%uDr!(v~TO9Q-#-qUn)9fzP_?Be_4Yi^Y(|a
zJYiYvcV)uvl>I4u9o5Ydc;524$zyB2rCRl;S5D^L!7Q;hfJ4-heNJKM{08@}=GJpo
zYV2$EOkuXLpPG7F&B$)5N$<(mkwzO2{tN97daClqUAfQl`QDUyTQ%>_sk&lqX`5Yf
z=fUd4meQ4O;j^Z=e_3_Oj8mpgbg{dUPG#F_>q(U>YA!Yy`#t#2@b#7Bsk<H#LYm1c
z29K6;RV)>Jxa*TvsbR^JuNz;?N|_PzZ1;|HAzhzsP3GQs8`qyd?Xm6Vkc*eSbk)-C
z95Zm!KEFPJ%U_b^`s%Zs8h%#c?DdS#zbu(8nr-o_-*yUvafo@cOzGOn5Sgyid4IJR
z>0Prq&arPvmwR#7jO49p(<N*!KAZSu*;n<c<@y_K0-DulEl~?PKIiI<=!u>&FP6&&
zUW+*Xnep|H@WQN}g<VhAPTjEAD!edNjQ??r>5|$sF)`1Gmk<0{Go~H7Qn=2*a8^lc
zgU#3Vvb*nmU7tMp%JbYMDIenuSNKj>Hho#OrJaxQWt`y(&uJDmf3>SPKg+r4E#IB2
z7p~)9^X2QBXL5^{-n(mWRVc|kr^s&W>&VT|Ro;Hq;y4@I#c5kS>tdf`L*cbu-O))8
z7`Cn|^ZB%tFYR2Jh9A4=qNLnqyG1X5>vOY@T3RX5BgD=$>$B05so&k_-C4=-BrGM1
zyL_$mO3pvOLj)OjY&dVXb+%_y-O?|PXEWbOd|i>~GmqVC?*^X2pozB@pOw}BY<!o~
zrY=<2ed49{+ZaqE`ZQO}tX8d!^gb>Bw<_!S_3KMB*0|eRtY)&Gz5G8z+|s*i`<8NK
zzME+mZmYSJ<In4g1*_JI%Urkikd<DRvRN>YNBHvR)kZF^ZmTcPo2tfJ^hN*J+#Sz$
z-OgxZv)g*gx#wT#-AIPy*JtxZ)|}0Zyt~Erk%dhd@1d#eec9_K$ZkD*XTi@^rf;&%
zQ_dAkyTh7s<Su*FIZNL2YkgFhR-L#sHDcegUuN%&w1Qr-%T4W-In3U*bx(p+;fCdU
z=?jA%{tGgm@AWL@WY)`+gOW#6z4m?#xq0m6>-E9f<!7%1e^1{pV)5W(pg>_%v6}Nj
z?aV}JnNL<>ISqNThF$yW-fy$IDr8hVG1As*<|?UIXQoN!&CNXBcx~OTU;M{5&o40L
z-Io96YNuUL)#s=(_mUgRON*b(`TFGAwK?@Q#V;dF{8eXJ|DE0Nd~2|FC&$~Uj0Fs~
ztG4W5pBS^&<ovSbEDzS-_}v@Psy_L3fFJX*S8nA@+U}<nzWm#oa_jkyZ|fI4&6PK1
zyZojmzclB<t0JC+_Q#*s2YNR?S$NJkLe6wcb*`T!!^6$<y*4JjEzU9f$`CGMGTXhs
zd%0G{k5l)h_MYo1SkEl;<ob*l4WWr~OEylHyCz$GU9~ppgdbb>>Y2(uAu%h~m)<S4
zXqPR@RttW6X_w}diOn%j4;*}XeJx+O``J^PG0)#cKU-t2wDq0UobPMg+2?6b@;h#v
z^;@+3&yk5?7mo&{oHUtz>T}TKodr|3Tc6f+3s(tWa%ACRxt8$W8z;&&&sLi@+|S#3
zIrUVnS=^PS=^H1O=E?u4{JKsnqRUe9_}BGOlVsHQTdcR;(=8;}H#cjg_dT=Yfl*tw
z89kcV&cYM+M_q;M`PE9Bv|Z6E*4Hi9?Nm)WKfCAo+0(Ur>lDh?Us^Mjwf2=u&x1mT
zz_^$#Ilrp7@BWn7&SkcJ`|`cTxpMwYyEBz_dXLL$O(}EPAh9;nw5%XW^j^oYEn9vb
zJYMyVfonmDsMJv@#s-VCF7L#*=9-sfwl1`Y^Ud@4%pzO4PU&6lo5}}Qf1hr;!*{je
zcgMfbDWNxCgse@?Yh@3pP#1M=Gybx=r@Cy_(dm1uHf){vdFxy435$ddFVkMTwR`zC
z?V0`3ZME53wkeeS$-FwP>&&yoqHhJ)C?2byYPk4;)Fti%7R$UG<h?%6wmUROT+8yC
z#N7$Tv(6W9N&mD~vv9|An|W9JjmwVulwSzC`^wFaUskJSQd7l>d4B#DYrZB#e_Z#g
z<XuHY*QMTbkG(qQ{#ajp`GKNQz0CEg83iAf%f7z#P-`Rq>$o(%xUUmmrWO=Wp4#K<
z($H@ApP{$r@gq*ly7_af?`<?{&AEOiPGN?y!ehC6TMumA_@(04oGtu<d!?TyzsNQe
z=Y1W`XRP?=m28X5{8M{xcu&)mpZz&*$-21hPo6Vv<&=1NYvbc2_NU?7(`V(bmfh%e
zrr1DquCZ|VVHr8r6tBYh!I7@7ig(<5%08ty)TMLxQfD=`idBt$u2lsdCy!k$b5GCl
zyJr=8?8&^!HLsJ(xGr(LF=CH8yW8XGzOy0{ZSqTFHud&Ap6_*`?`VHO_QGwOZaruW
zJukBTN@wxul`qUPcd34p)e7I5cH;JRn``@~vxP9n>fiMIs&IX}rCsg$C5Lx<^G&un
zka=`wku7VL+T<m@2RqizF!{K9xxClAH*duZ__Wf)?`}O8Wf7P4>ecI_En-Iv++|lU
z>d$y(Rldxq!T+bI^gag3qm^rZy;#bcV)QIw=5f&j@!q@lZ_T+Eqxs~U+}7vc!<E&S
zOD@t5Ne)~5^uDvuOG}&5bwR0?mZF!>Ds5PoSH$*i?(56FYx?<O*8Q4u=jXxa*EZY}
z@I05jsPNvZJ(XE|``op6OByP$?fNbAgzL12!*S6o5l-eMa#!Z8EuL30`No^Kk98I_
z-u|#6ts{Bj<X9FCCI;J;{SrC<8N42pN~f>)niUZ4J})LZp~?33%$?iU`^>x3aD-2L
z=8l$>XG{0y7f;%%^3{D>>}^AK=8fxb?!P%<;fG|6e~+1LcdkG2y5k`G*Y#KPZ+bmV
zx%e(o-P)VUZtF$qb5r)rd~{4pqAUN*kLt(0JN-rO{}MO-_-o}Ii^pAmS^q97Ij?-=
z`wUsXx~(7dr`a5;)$V4Sk{Vb!e@P)%sKE}YX`4$f?cB`Ne`!nEO6J#*fd#BN$})_7
zbyHt$UHAN0P~WO&DH|L1W-B&WK3>0Y-7J?Rzic&+^XejV`@TzT-Pm)O_v@e5605TE
zhN`b?7E0(@d|5Z|oKA69_pRg8<N3C4ym#~W@370Bm*=GIJYB|Rxq4Zgq07>;^2EtK
zW@>YfY0sPS>+1FCO~w)CMh(l?X7dJFsj8h>8R}Orb!=jVt;N^X{rWNUwmP}}^q0GO
zIepnKxtvAoy0_(tB~+|mTq43Rv3~l(DQg-Ye3iAnekD#|Vm$MDW|5HIm%k)~`!^qP
zKl5sNb6$ZKtM-<z_xd`=r+-~<Is1E&oW**}7qwd}ZcRy>^m60b`wm9OB`w!kMThIY
zjhk4&te4ed_VE7lOY4Nao|URfZJDxlXJcx@!A9k!RU(C}+$>fXL^aIm;qv^TY_TqC
ztL4#_!y0kE5|>VIF?G$=OA&3X)ReINy68}v9{W0Ni?z}=f6`Q~R@S+%?zrbF@obIr
zQseFQOQSA_OpUW&TQzm<gxVzqzOfo=@2}hoRn_t=**JN5#>5Hcd=*Elj?U{7)vD&T
zXOQ~hp%66V%X(kO+sP*bdtxW0+oq=pw$(?yQIb$#eSB?MAIHI$Q7gHG4813BHuJj6
z8K!&KbZ55M<r6D(FRXkLw(HT>-nA>{?Vi;wHGxm-frZ4;beD+6zO4yMmM;xh(<`X%
zr*&(mY4_I0ukKvgc&5nu+Nx+}bK#V<WkMP<k5;$mRE4;y**u&3w3g?zTY^7B$bm^#
zp((EMRWr^oybRfM(|bj0<pKe%opXd6v`U|^wbe8Gb6VT0y!fo4pY^3J4W-LVla1Ca
z_;pR?NZ;1HS5Nf)vS-&@-oCZt+1G8$V=camOPc&$vDI9|s``p`w_MA$!mhZbo*k;`
z39FX>$zI$hyNXlh_f?5<{hYd~tEauoUZnASa!y4OzfI_zC!q%Jdn4SAM_rZV-ZG)k
z=g<O6oBs?}P0<VN-X?F}z46&}qkY%4j@`P$6*kqwa*a}Cma*c=lXh2Y&K-WLe<ECl
z>*&Opn-8wM6;#Ew=-ka`n~L@aT?#i=HIlPj)47gI&+u&iP6z(t7`ugrET33Y?+2Fz
z?cS}`+PGf->K})TM{b_0T-R3lSn~9f>+@a-I;%Z8-gR>O$~C%YH$JMGw^?PA=T^@1
z^&i&HuW`72IPZ15+v|>|yGK0FZ>?Fm`e<27?M>zj*Fz=trLMfHxn%afz5RMu6gu3_
zET8xFS$LkPZ~3joQ!UQ>dwrg{xIFpZzBcaU18c6HVPoz5S32ABfYPqAhE-qISSH@P
zvF=JA%awV{1Y>WkT_McHcr?E6IQKcNpouHrhRt?ZC_SYo<@=w^o`dePJC^xsCqK1G
zx#pP3dC(>_&-~rGr#n@d?Y6p{xna39ao&H1s6}szk2-hSoSigtO7Y7;>7x(0mb^GS
zZ}HafPao%fQ7uXMp0;wALTIF3cY&{ivdWcvUK6j)igVg*bk|$3FSAL`s`}cE(BPvs
z5Blc!W|)g5ahzDbnJ08+=Xs{ptDZ}qRa9E|a@LkE!%J&6_*sQqoFY@3v3;hOi!^(o
zuLh&i@(IhcmK>S)<#eV|^7gHcTPB}1u8;|K?h1FhbXJ_H(4#PP$()jBtMjefG$X$l
zs}-MowC>j1^UAZ7J0_l3Jv+2I$U9Bx+f!wh5Wf{wQY$~pe5hTyJEqZh^>nclJqrB6
zVG}*rxBATCt61@Ls>4EUrPz1wdzxxBcOSG|6IOJ#zv^PA#8>&=z(qQp9|~j3rYD<T
z?p^)q`J}3#msaYxq-*AD@n73@`)!)E#-15$7RP0^HT`a>uGpD!t6J&Jx3IE}j}>RX
zzO>_|-gVu+t0(Tf3OCxQ+Ii9@#3MynZJEtquj#sLrk}Z7d9(At`*7jDY};t%##>85
zC(QE~U7R^x;!SpCLsRjsl{Q(=O(XBDy5ecm@_^4`h1b(_r*w9U1hmQPW|&N5Jaomd
ze~R$&tzODuud>}Y9-Fk&_ZiEVqh10VCD`UYx~1eFf30;_*zY|dx@SXYy~tcsAsUq_
z>G)`I=C_{7v(C+XWAK2>_io$jjlw4tUtj(i;xc)XZz!9aZPpu)hJ>%nPo22-I3(pk
z=vJ3FSC{uv&Bslr>mKts{v*`7Id@jk>61VA|GL_CDyD0<Oq!p6mGef%11kfQdygH>
zKWn-8R+ju$!K0y*$}CU5j?!*+>3eLuvRC8RRpGCT)n-mqj@iD}vfyvlwqxg+=1vc8
z%Fwvc$8w%&NvTZ#(+H-g2VWoc{MIRP!F1=UNOs52xTlViqMl1$PyP{_aPzF%o3>l}
zoL45l^we4KeU%I2tez+RSz;&jd{ln!Sgm;Cb%<z#x@^|1)U)aZyH!40oHTiKq;GB}
zhYXj*1DVpr*-W`yqP3YvKOPYEFw{Nky(gv1bl-t_+huOrW-0buS+2H7OJvSvucJG+
zZ(OxzcO}!THwLv;S51HJP6<@7+p2d<u!z~-?yu%svp0pIr?`5aD~rtDci3~&`&sN+
zQ_YiBw8;8KMDqEua@sx0oZB~hsi&rpnOVvDw9ENxwp=~MJn!q{U$sY19B@2dbA98B
z3pY<I2p?-#DP31J=lt49dN!-hmzA1XZGIKZ((C8AetnJn!#7HHZ`V~l+Y|4$>%x|m
zqAi^LiP!e-x_{itWp-%tt->3R_GDe^T`P9pYp$f(oLL^foDOj+9y;+_-PYmRZi_W<
zQ=T^0YkjI!KN3*s^=?5*;qIlmXCK?@8L-b;@>_=MLzddss(EviH^o=J%oUq2$-t2H
z#~^wiN8DZQV~ajA#q2+2Jg?pK`mKAu+gBdnTDUWNTYI`z*j2f`ITILr7;0T(Zp~D;
zZ>_vizUl2bUYG6Hi_F9oLU#TXS^TX0k`TZA)F9pF$-bM~G8uF#zOH?o%fM`#sj<ye
zwRmpzvU5!TLY+dVcG_ky{jJqJ&+yjFts(RM&rNR559_s@`o+z4$)<&0*6p+3;xm)w
z@x9HV2`n-^*Pa+JGhhvhSzSF*w{#=_%~ZR#C1QD&y5ak-G_P25Q~!41vBH<W7ERA;
z-JiI*d+iii@@aKMu7UmGuHC$k9!tBLYTUan-Pg9;hvNjxe8)&5U+a%en*SLL&+*2E
z9s2TY%ckn4Fr%b~ypwF(7k3$1GF%ofmTQ_5q50ZV<7h_9yWHcVJK`F`N>92xby&q~
zsm{=qc4wYn?P}Y&15>vfF5jWLVZo$Yt^S*mGmO8iTiT;o#r4Rv*5kOOEW3qLtN-e9
zdFvNz^76O&Pn@Cob-ls0-lLmMRvFDbv0mlcp728MDVbc)r>gDwCEwAiQjwN>;*RLr
z+F6sMa<bNo%{{+#P3daMBnDRAzNs@;yneCKAnXO7TlUlSKRnmkT?<vcJ$b6-@dw#<
zpO5&+7uM~OtFZrD^)lqy7q1h!$G-1Mzf>jPo2xSU#FU3^4wh?cgTpSr(@ph#U}vGW
z-=Z|P&O_h(xOz>Kc9Ok}zgEh;>N!{UsQl#f&y)z+T>Yk+ZQ&zZf8X6k%6YD@`&|9S
zkL<`}YR|JS{+@j*w<b2-_-8p|*`^1xKHe9&y++)~hG&_P=ZTl+s}x-`mdyHWvO4nJ
zto?b<?^Nj@G1_dCZ*kyh<@&(pV_~0bKAvKfb**z<x4o46Y0Ssiy7`a0J0yCaXERQ`
zKI`Q?wy-_1=R6)QKKnkSZtKxU8R>qiL5J6-oL|*evu4KkFYC|6>L1%=dV<?t<;(e~
zuQ&dr3OGb|?X!H|9GCN9a(9(nOZKG~?`oA-XB8VdNq_I2z+s!M@AsoorC7SUaaxdp
z=h>Q#^^cpCWtYFZF23?d!>LE5lX(n0<*#)-Of4<en$cCIz5GSptbT!)-!t=Gy)wFC
z@n`k+X#pF1WKUIJe^T)A>D?`bbMIENgx|Jf{n5Vs)vfU9IyWZppBH%*FekX|=VY!c
z@7A1Oz<hLn)pl9`t)*+rR_E^ZS4e-Q{e(C9n7hwz>3EH*C*M}@lld_--Eh*qa%Og|
zTE}&AVUshnN_Q8l-2Bpdy(98b0{^+i%63<eMg4f2I^oC>c6RxwPqo?Mq4{Q#_GO+=
zWFDJ-u3Nk&#=TCh<Ikz$uWOW+tM7I%*OhSm{-UnAw{V?E?*sXu%!$!w3(9|X_gp_E
zCTFm9XT%N5;Km(Qa$nzFi_^aR=<>Ogn2E=2u4)PGeY*18leZO{Z@l@kV`+|@|Jt$(
znaku3iyr)ue`K1`ZN(Gna$E0tuRQjc>+t8bkEJs8p3BVj-hJ=L`@HrEe=bM4_m+Ko
z8!<_GLXnZ}aZ_bqyK}o6R!*7kaYJZVSn7Kt=fJ-Yn<qvds+{S@&a~yh<Z}|XwXdx`
zzw13>o9Jg8;FaR%C16{dy}av?x_m`*80+R^WgAs$HNI74-4eI5cz@T+z~TGqf=omE
zGt2u=?V7T+MR=;r?~wIU3#_F-Ethbu>^%F$NZNP8GLcW#AqFoW@P%}#@0+FevtQ)t
zl{=3ml<%#+b@|yB*=1(Y#ZrIo&711*?_)to=uCa?=StHI&ddohTk<7sTBf9aUh?z&
z$C00mzB2RJYH#gQnf_FLR-3OTLyk=8n!hdgR<7nVRoZ^%u~48kW0POiwH=#!8*lwk
zTk`MN2@4gu<JT5Ns5>|_dAtu<xn*nkXU%iJGZOD)eD=6+R%HF_+S*AbJc1J@UN*hr
z5P#Zw7uVc4g9j6M<<8BCy}ViRl)wARDA&-KiMM}V%U!hi)TzULSN9jJR4O@IwA%Q<
zk&jbtvsA4;<C8s(e%foQ8yl_VQ8sU@?UYq^VPB7?{b$G&pOYse_to~y#YtRp+2*FZ
z>UF!G+<J2TrJCQh$G2A9u6$UR{Au3TBC|dprplK=&IL-U{t9I#Ma!<tStDMywJUtm
zg6$TG6YpQzwAPe;!W-rP3~R$u_iicIy2``EsHjnKOe@;Y>vEW`wsyp;BWxbWE}wrI
z5w!J8{+6b~muFpdHnIMU`4}zMtIa>-xrustYJum`*qd{ntS<}Mz|!xvb@@Ht9gCUl
zwq8|gk}!}kb@Dj&q44tF;w@M9smYvNo#9xp$W!#d^Brq762c^dj9*3u^)6e!eLkPn
zv+doz_u6u;#e>2+Z}K|_zng9;^PizL{jRblYgN~Fp%WMR3aYOz`?~kAw{m96U5WEg
zL-JBxnbkJUbMKkBW7fK|b7h+a+`VMpr?_kT{pA(?y}!DA;mgqFSHf;IoT_{oRe0bD
z57)W<n<H;J$~5*|d&R43l9KTxEBY13%N;z|_5`=T$ezDtb4D;rirm+=A|CR}PuGSU
zy-NF8sxNF-w4_$+l*bu^$Fo`%f4Ff@tKh+d$FsKFTW*}zlE}|e{5mwfq3!Yf<tFFn
z7hRbo>G+jx%QN4o^H=&7IhVZtv^7inSY7JtmoY!x)NQrh6pEYggst4o<r(et+s~*t
z^t8qkF1PLqWeL+cHZN{8pVN%}>T*;qbIZcEH!|N><toiPAhlK6T|svCg~HI(R_B6j
z&7WeE)I9ktMJ;X}e$V_i@^_ozu2zQU&)HhuCav*)wn;`*;_H&~bG{m7%<LllpZT`x
zN55kAH|#GCyLhA2)MI6kVU*#VzHE)<wWnlKkMFfFn&=<u=a%KPfa`_#nO?5_8m7qw
zvRY~`2bQ`ySct59Cne6jjWyb5;`LdLDKW`POXC)8?Y>@Y*2y4waJ98@=(k7nQgTW}
zcTJqUL*ze0))b{4ft#yx9(-TE%95oaOTX~X=|e&MOv{7~ZMx1z+$lS1^KSXNS)EHV
z+oPsftob0m<NVSno;fwkw)U@_{K@seVUz1e9W);ZUtgMe?uf#Kv;`BMElFtJ8m@k6
z@|CJGqtxk%mTOk#ElF@#>-p=;y28`>$`Wgy);-nr=qR2uYgumP*R>%AkDpJdEA`6m
zm@vms`Sa>7?=an{8^>mGoKWZqm#@rE6-W}-J+HQF=Q^=~vi?ImWZhhQWSTF(j{Y2(
z)42GUjjN4a^ixKekMXKmM_ty{ofBcIlnK9Fr?gj5I;kgll50)vBip1eVy<zOPq<!m
zPu@7$Q#bOFo!a%3)>B7rsBf*9di3v|GsTL}FYOf%ytGyNq&LTm&tF#YKD^$@?DIgT
zWPQ@4m|gQq*5900bn(Q^Cs&;Ac0Sss$F+C@Ye3ldbvJGu3+lSC{>g?%3k~O9t?ibZ
z8n8O$Q?|<+=iV(ll{N(WPI9OYb>euopq$In<jxj7!yPBp6gRMjX8LhHTfOJ??&i?A
z*t;+MzFjyMaJ}gHZ3!MGU+q|PpKFe?h8{<oLv3{z&Yk+*<V>G`l)qls%aHFA*tAM_
zmHt`z;_bqkm0wlO&Se>AeYsq%mKDFn<6cv{Y@q&B?r#;>CG&1Bxn(ZH?=_$O>GB8b
zGByd7X`MLU6Ji%{b7koqxj7-rocmaVJS?Xt?PEC4E}Ci9^D9(r%JYw_-YP$C%GkG?
z@7HWztyT-0E79ley-tPKd|4fRKt#Me@sl0rs^rT2tQkA9X8N<u?7Fk1T_J6$=IvQI
zc_QgDU3=C<ulP50ZtqS(=Tiq?2e(crVHaJus(owrs^hIPN!{@)xvVB+J_@Q%+UxDJ
zb?!~C=W7cl<OYAbzWPN`VuMZjdTYT&woy_yjW4fRqvCN;;d9V={?nJ2<{h<?IL24l
zwZ5ojp-uQXuiO(~;&noI$yF9!`55W5WZrzQdprE+G={kF&gr^%)TA<KQt^#7;*IBR
z4gDCdF66XeU+c5MaGj;<oj2VVGlC<|RfTSi;oAGe%-A=hLt@Q3;h^oomb<>L>Y4dI
zimzR{t37{f*5r-PtzQ>4>uL3@oP25P4IZgwkJs<bl(=`SXzIjCC(M)AW&4R9SoMJC
zgB90>o&u|9yF`R!RI7zspKW;*;F{iiKI-x|o9A287X9q^Gw!|C?wBqXy)1iguU+8V
zm}7G#?r_Rhg-1_duR6B)+VO>+?+Y7}|7d;jZoUwjxAR}<Vn$2(xkayXX75}pHDT{-
zqtO2hT-Vp!>^QmR-4~Nk^IZl@9g1U)-rX)K`+B36hqCNzyGO=b`i@9lGu64ae17=U
zdFeV87ViUe>i?~}wX^$~O^K+Fx=*;vs)=5+M1vQwEsN89=wZ8KMa0CTm8GSxa)WxJ
zRCSNXpWBq~d^YCpeUV%V+t+>1Cx=byGMefx6V_w)>hP@g(@(;B_sh*#JK5*h)G6CV
zBAI)**6L0;@iTjEYxScw9$n!RzpR-vD}B|hT{gS2L(ltM*DYSw9{fITxrt;RYpQqd
z#AvOxCYMd-OxM2h^V@eHt>W!+SDSui9&>mb_q%xcYT-}MHa@+~)W6HM>cf#!r_Ov3
ziMO`ldvqXqVvOzC)eLvSFN#l7S^2o}XhHd|GDgMhYYRJKBX>tvAMe?t!}&8ys5kb@
zHFfo;rc-sNSr^7lS}AL49B!HWTsCv}&$F2)a|%OQ)R$(KoXosmB-0<2p&Ra^+tr`=
zyleKXuH{T?`dq_aSgxGfXS*xN%=g9?akW{e?_apEhP}$E_};V?JC+<vTN?QDiuB%<
z+`odQ!_uaS=SR8Sp0{<LntW8Sx=g@iJwG#b9f$8LT8@OU{#fC;JehkI(}Tw%kImz*
zPO2{Ui0&$LJ!+OQbI0p|EypF!2Bg`14480yFQ>q5x6auO#vZCCf8Wivnr^AK>WJp<
z*_;Y@ubY<2B(Gmud|+bmntfmSG-qo~a`&A2idXR%zv%?E@2lk!j%nM4-+5V@bajoz
z#+6eFePZOaoh%wHSLG_po@+ZKaL)SrmQ1k*R^{vSv`>GzqU0F&dWoCUdfDuQ$9!+T
zs+OoYbkcO?%UiY^EZDbueci2H8W!{G`n;FjTc<OxtxA#PK3db7)f*rDYQu+?(7sR7
zrMLE!u8xbU_d2<4M{R?=*OnC1r@!5*JeN%}ebgdQ`PTna)7ErX>-443s^{yy+D#L0
z#uqQ?GtDVk-NX`97-8Udip|k<ml_M#(xAJZleTU(d(b1;x9{tQ37U^(e_c1{Jtt8Z
zYa`C(a6T*U;(BGZ^%u5HyV$pA&b915hSl0i$!mR5;-j_(mZsY*TEDUDnlszxlr0i3
zW223()vU2Ru-10lHRHf557w=1V1N2-$ID>$Szo$0alSlSFx{Cidz0|g3r}YCwHiuI
zsCXL|CJ+*8GNEL3r~3Y?*E^>KYk6kOt`KcDoAu^+pY}z?&Y0pKVN1$9s>A1oE#B?c
zx%hbfX8FR$AC5-+7G`}?_+@=YthTa3sCKVGLQm;BbF*EuRz^n387m1G#=Lzr!Cvd@
z?77yH9M-Y@y3u=}>uZMTvSoQ*XFh)ml3KORmbXMG`gd5)hKZBomXsNE<<6XcDBCLW
zcwF(U%Lxn?YdYQP1w&>m)sA_d_e6X5tjBuqHtdm+dbO@O;h*Vq^WP2XJC>Ie`3t|f
zW%y3-*E`$dm@S(b=g3|4`}Xwn$)m;hGb~?6ADX<W%(Tsj@0QfNo6k+>{Fzs|>b&}1
zHx-qyFJmWmU%2Zhl(NQl)kbEew#l<r#XPrM8&ayYWRlfujYgZ&b&u|;Mm;n+IYrJt
z>)nJudsm-5;<_{9lu+l3TR8_5B)|R&`#ERj@2gKY#+lT9unKLz@~i3UlT(vx`TZoW
zx@oEw-^l%H%H7k`b#~{Kkmt{y?aBRW#OGY~{n6(8kv2VFO`Q3y-z0|{&e`T(TE4Qc
z@|)?o*{$UVY_4nTKA0eUuK0Cuv`5XEFE5W}Z@rYI_gr|TrS-hU$sDq7Rn_6OjG>Ol
znf845pI&gz_{Zninxcf{*KskIul$M;Nm^XI+|$7}d*j9(63ktn@=clyvZJnjoYI#q
zaaYz<^}X^v-DiH!FYU_CJa~+^V(z|071pbFZr!cNu5A1I+^X3*erLX}NSBm2T6*pM
zZqcXLg8rPIIKS%s+hr0G>-BP%rD_GaFSy-c_#-@&n}IF6W7`w~yZp5!-s-2c9$IH7
zcX_V9^LlDy;HAy$3?pA^C-2qXEqFFlbER%yUB<HF@(jOvsZV#kZ1QDS-%#rj@DzQ1
zYfX%~%&g}<Yn7MH^)_AjdD|+EyYbf9HhJgQ*6Oc0;^w|_{jAcX3Om28Uv$`dY4Wz<
zz5TMg)6N#Z^Z28^V5g4ptRqvS=k1%f^@~82GS|f^+crj@u{HLRZFpC|*8H?eV{;Hk
z=W+IXyYePJvoX1SvyZ>=(v*2SOtp@<RV<(K?Yyb(T!ST#cNu#N&#T*VY56+s0Hx<k
zy`Ma|93-+}zVp0kc6+YdY91}ybo6@HlXsJQlJ}NfoSZA?r>b#u%A+E~uj{`1C^Qsz
zeXf~s;~a0<uFwNKj4!OhZglK(JEy~%eckKZm2ce&T#a+mmsYXPW@r$;wddZs{3&vV
zZ)4Z4X_k3DKmK{Ve)Xy2FTV9;-gmz6_SBru;e6+g@UJZ{^buja-*c^D{;W6NzUPJ3
zx|Xl3Jjec1bh_cUl|AjumsS}!-FQE1+03VYnVXuQt=v^}S35rOwda$`XSwtqvfb={
zBF9&qK2Nh(f_c_G!-SM)8`s6>xz$a*D3mTeGiZX5@$pY<wkN*!o0L~2wZ_Q*alq}J
zC$*O^lAdQTwQI(s1zPN)WhQwRtA9>DS#8$sWZ0M4THwEPbwl#x<54YdPaMn2y*oF{
zd)hU#HS<}dzErF8_PL8b71(yU=b!2Qh@A=S%j~Uo$4dV8Hd#~lsc89~aQ?cPL5AlF
zV^`!Hzr3}m{4m3_&D)kuO|E!RnS0~*tfx<Qgx-CnogX;m)6Mm!J9j9TtIK?j<<#4+
zd}7kJH<xF9G`#*gQos6h@_&Z)F?Y7J+Z6YGotLgV>#Aes!mi1?H{NlsJiq;U?Ae~K
zw{hw`Zzow_U-#ln1Xr-9@@~G{vv$3zdb+?~y-xd5&LW0&_EHZ`etZ&nKI_YGi%*OD
z+_Vp_x}6{V_T}NbQCV4w3iw6CUgY{&s&CEH`glI-_`Vap8~-!BUMIHIJlpwrX=MZd
z<m1j=AFFrz&nT$)6~6Ly5YHSr%SU^XUY`5>_0Q_7i$zmvmYLQ4?VK*_U$tN0?Y&Kj
zCto*57p`Qt+q-&gX7ZU_)17OXG%a49H+?-Tc1@gz{rad+s|y%|&sP1Lt#-Sh@ZPSH
zjH#z)?KV+uWO}wEHq12R*v0uv%cl!zuX?<;D7-@9Nx1Q3{}Zz|F1vd1N%8Foey*Xt
z*;Rjf=7d|UDZb9ObysG@=SyB;9xrnbXdhgye`VG}k>+&M+~^*uv)fnR6;It6yVzz<
z_2sD|f|Doz3h6lzR?}1QY~%BdLd(9J@L5Yu$bEnP`r4FE>8@>@>Xv_A-aivC*;l-c
zHN40^svx<^FwkI4v~5P@qL%iRXM=V89k0#%dGdYePL|@Xm|t%SuXVrZm8hth^*$$p
z^;p&QIg2OU&0eu(r$XbbH_bcGbAEbPuCt^`o9UtPKhZU7jyj%Pb&lQA;>3eXlQvtW
z%vp3!E>z*F?4L*5)(g+!%a(9I@6|Wm=7v+;rBhFL%-*N<YP(HWr$A5roU2D1w{)G;
zjrp$F_C3GM=}7U}kQ$kfM`P=(k~YuS9`&NkU`j}&=ajUC7R>XeCZ3l#UzNCKPQ;SS
zu417wq5k^o?VfF!o#&RdQQdy7n59%<^;ECPM+2uBpL5M@{@%Y{K5C`HxneI*lQ-Go
zr5BE*9<+QJ9aYED{AJDcn8%-v#%@a5)Ya1LuDa^ZS3&txeEeSLr~2E^&A+uSF?jyv
zwShaOJ=a;r{L*m0^HV<aY~j<1@3Q_FGtFG{*6r#y=Dw-23-fiDd%C{=oclKUY5HP!
z{>QIXW*t<GTUBZLOip6LlVj1#_f~&fFR|nD)BY<mJmu@>mMr*oYlD-;9qscg=483v
zcB}l^dY7yCpJyHW_NBYNGtWA7Wv#`_*KysfD=M7Jl~&w|O67Z}z4Z3RyR7HEbaO6#
z?tN2T&h_wJ)qKC~YhNR5w&hRn%RZ5Jo8{yErB1JEo@w)1nAi3tm7V;Rwz)&{Xw2Nk
zKd)9OJle6eT>0ozC9OS=HmjUakw3S!pW)k@NRIPzTdnRL-sN_;o8KVeZ}zP(+m9p^
z#tA35{mZ`j<#;g1!9UvT{ynliv-h6ooi{h9toOV6-28CP^Yu2ru2;!S?D=-IVAt%V
z`12o^v%TN=C8E8`XlKj*ityru+3m7_S2y=|)?8ndxzoaKuJ)?@yI<|}X6-F~RdS+%
z$?(U8;Cc7wW>%(WSiI6&ygqK~bJOZqwQDq^W{MOx`T0K#yJi}ber@$iu42E+@T}jH
zqujnJNmRtWbIqK=RJktb-GhXl#@lOS_w3?YuD-T#lK0LXwzZY3g09TE)VpSjPLrRf
z?XHlX{r-m*^)oQvTb7gDb&c1oU`L#-&(4RB?`>3JN$+~4s&LJxV~L#Y>b2I&r`EE~
zoGv~0>g^lCJ+qz&-PfJ<_KlK4b@JMnSx@gA>iYX=mz9fhUsauHT)Bb_pKazT&;?}+
zi{5VeeSN;}ce_=>-^1EWK0TQ{>-n;o?p2XbEiKkaK7ZU-n|b_^J8M<1naZSTHd6aj
zxosM*xx{QUd>J=!$*m^lq`eX6r|JB>HK};&v^8I3rIZ$=)^okT=ezRS&f5})R#+TZ
ze&0vXsxI{N*ZC&1({HD4xudyyPTBh6hU3Z$*U#R%^0e63^+DJ49aY#K&-&;ac-Zp!
zWLJx~uL{yEru|$nuU+>_pQel^(~^*{GM78P{mH(#+s@G1<2+BL=rWln@>wVA_g=oX
z&MAU##@Xy$R>^_)iw?^z+MFs|vDT<%@>!>glPAx+GU>{Tpv^l^pK3ApYP+X&sqy`J
z(Mz+#ivR3bdz;s!a^~&k_px)nMZFL&+Nrv=+dzVC*Y0W=299-o=Z<q&JlmD=#`>|{
z{J&KXzxBSjd+M96>cTU}GaO$22-{=UB6ze^Gx@}?uvL*fGGA8|zbV>fe5Kp3J3s2Z
z!q&UZ{l_-xCTchKd%ew_kdiKXUi)+0^R>-Ai`JYLys6cAG*U-I?#AlGDf)F&&)vP#
zdd|1_WLB-K6{lWGyKhOC)pg_2s=dYiQHS?jQI7e1Z-;lU!%lUZ;%JS`ji;kFb#JoL
zp6e`m@WFLen*)>2i}sp6w=s1|J=K@dBes09jdR|SO=oYd*fP7_E0bkbk#hR1TN)2$
zmzOCi2zEKjRb723mvzeZTwzp~z~qcRi7B(*=;|ITvI>)Ozua>@G{b*wQAqys;44dc
zL(guFDOq_yrqD-r|6D%~=C0@IscCQ0?z(@Pd|vcWOwV(sy<%nT{aKIlF0W^ry48KA
z*_@K9IXaKm+xOP>)}1V$v3Fnl)%{EBDr3~u_FeruZ9Pkz_OAXi#=yq7R{6HL_H#+9
z>AYo=%=c&RmfiK){`<vU{59dvlvhUDpICpr{#Mh4znd&=gXQPedBh}Fr}xNdA76H*
zP*kY;#$S2km1ieDNX=c>5`OUUrFF_1lxLmom(6ljk=y#laam1{dg{i#J0n6RogS|@
z=~iG~@g(3z^7Va&zQ>NIYL;s|%SA7I9h)PV@O){=mX5q9RnNA!RLELgF@KV)?K_F5
zF?7ishKw=>zHFvfxr=Yj3EJ@`P<`I}{5tJfvmVIIxvIHt^Ywch;~rbe_Ld#2lqlYv
z(_5@z`%=oM|78SIo^NDi$QRqyYgKc5lGC*}J^Rlve`ziMgVmd#DI8zEx8~x0(>L=3
zcYS)7%<x_2%8sR+5|5Tl*V!$f>#=Y_{L)IXWd=`v&-%JM?6WST<vG^MZR`0}lJ{kw
z$oOp~)a%3b#ZqI&_EWXli??l+-o!3?)~!cICVW8@<7SIr*Mu&7E|@rZrN;K9UsM%X
zk6Hc;Jr;N8ZDHU1bGv>|KUVR0)~B<6ard8u@n%(Dy|U2p=7h7hd(X?HZxpqgo31{G
z>y!35_ZgRKcD|1L{cv`qN3en|YuO>~N$<Vq&kkMlD#=pkeeK29zf>38SU7!7_^QYo
z8x$IUh3QS2u+E5KeZb}$1y<KK^aOqppQ5nnx0vq3JcFumUmjz|OKWetEM^y7VdNot
zY0{>vGuH>(Cf7Wlb#;52zp>iZ2dy5@wz_DsGj&VF@<v=~oV8=ax~f@yD(AEl1;e+7
zD82ip_@XnhLF4<%8*f*wIeS6KZpvzr87I|0uFacuF(+--E1tlQll}WdWgd5>Pdjq0
zfj!SSSY-AUm2avn!QVAxvu2)i^;p_lA{kL^oZPkK;K?Uf-w0n?m~p=9oag;y*SyD*
zA}&<TinowDo5DP6D@($s%sAggQEpRmC%<*M!7Q8kV1-O*n#!lFC2u;TXBs*9t6WRo
zcJ090@3D8%ChAV!$6Nd<?s&La$JrjXSK6Kl3~6h0G^|7VoO(i6e1DO0JB3r?xT#{?
zp_P&|=4m?_w?1o`{GY){u4iI0Lr9QO>+8Ui7EBwSPT9D+$m^uYBC~MS50)#<w%M*y
z{50qL>W@61d{x%P%+i|J)w-+s)_RYiO_DcfGZgwonfT5uF^Tnm7_q(Fkg@UB+(Ik2
z8M<eS`40B^`KCQB%j8&l?Cc7qC*kws{Vq+uwkvuH`+{|Oq1>~cPtN@*E9kDPq@`(b
z^7z`yb*nCk{p@4EwwF6-2Uq+2r4{$q7V)@Co)z!B>c@9$?K$JXE6H2@XRI!q_49h%
zHM<KQ5eL>i4%%?#eZ*UK=4*T2J@+=8v}sQD_2sT{w_X%oTPbl@wXBl&2*2WKnPk&e
zodV}~bz85$>g8dWaF@4|_wHwF0qyI{CRfkl(>y+7Z?W3<R}5>u8LoJFer=GB$N86`
zD)rM<S6}G%l#7|R^!QE*(_Y;JmMhA|mFInxX%%1jIz0QUs@ZHQzjyxrUTGJOFVpPY
z*&81sdsbzBvDocYo!s+PtNyZyZIwSA_BtTXc}`G%(Ckfa+U)8KA=$Z#=TFBf&Diy5
z*`0Y)Gfh;sSRQ8ny6Tyl?9Q{f7B!Q$MmgMk60$SP?CR8>;t5qrtGBG<__q3!fVS?>
zxEaq{*DZ<MRB!zB*+Sh}Yhs>DtYj8Gn&GkBq+{KYYjX;k_}u-zrYu^&lzH==1sfBK
ze8W;~H%H~XT5zp?*3Rz>Of;t?&+1tDWp(T4z_%)wHVH<!9N$`EcJ0E~yuGVU1@~q<
zh8{IA<y!E2$Ex<EjVfP6?$5q9D>13+T2aoW6I0GK6lgBI+G)z|!miq|Vpd3igZ<ws
zJ&TBKPjXeloSQO?CRK=P^xjBcY8&r(N_%H82glmgWlz$VWm_(gJePIqNP$6y=fu-_
z%WF#A1X_9?cRf`NR!;4YN?>(2xi+O_#na7ud#~Qw@Q_PCYl@md#hS|{f9-#Lturg*
zetjp@`kTR|&3D|3tV5YqZa0dq34dyG#L1uiKf`)oU3RfA>Wz{6{xkT5%~OiswP@9w
z34HERt1fL|NuL$I-Dy(pw5Kx|4~WjXbfVTZICIYYg)4a0`ErzdFVfwT<8iuftJ)_v
z)_{0}Ym*iPPL7g{Et5L0Xeyv?nzE;cLGv}A=YdDdPE1sm*NrY{EbRB{4cy!qJY#nA
z>kyMSsg-$einLzca$~T3w%n<q$=~F<<@u#dipdf&TxTc9Zq4n|kV)ILBrWGbp=05_
zr)mnq0mi~-qd$47t1bC-)jcXqD`;n^;0&g$8@<KXCTu_5P_cqBd6E@ZT3O1`4~4HI
zKN%Ol4i;iO>)`jme=n0}WAM+}?o3Tfq$aErmssGcrsHYK7HzuX<n>ugj`|f|Yx=TL
z?h(7)mR@ZphWEa<mdlULz7gQH;l*LGXImp46kb~@_S@YybM2Pe3{5rnV|>1fiI+{i
zJPYT97OI<cnt1bN={_h~wRF2w)kmLlbs@Q{Mtbj-t;~~L_H+510OgbuT?Sf<wmtG+
z8xZt-PH2NfaiD6k%O%%#g`jo(*A^dCpS5e_mq!cpg36Ur6bk)&3$lF!k|zf2YO46M
zR`fTQ=e8|+(RXb8C)~|m(;PXqmT{e+QQI!*;H*Cu+LtHBeD12%v)+2;%L>!m+XB|A
zJ$xT`^x^chsj(dgkMGkyZqm=^T3OVncR+5(`jsWI_U@Mxwa!1Yvru`o=hTLlswMZG
ztMYtb%5J~zd~?l~i^W{ib`<S+IZx~L&CGA>TYk>&<2<K5_p+&nH^-$Iy=ty++ObBb
zLL(#I+51g>bTxaGZB@~yaFdd1@p%eQSdS;hZA|HwV!b^%VwypVD?@=b*L&R~idEsW
zHI_dqbv?Z@?-qMr0sq5TkwPt=O+A0LTEw*_Ue5Q5%n#hbw4tcWJTQOdj>*Rsv|6lW
zHkRo>w{ylEu}9k#c7*=w@(SNrv(4?&k?4(Q181FdPVLh=c;z8SU0&^L)^)R-Dj!H)
z3Tm6{r1|cfp5B21%hd^Q*t-_3>pW+a+4ey0PhiP(r!}`Z)9*ZQjuQK}%%`~Pq_L(l
z`>YqbsU-|=PpnCrTzhKjW04HKX?M$OvkqPkbt|$8SzW2f-01Pi<L}2<nT>B!S1SrI
zR9*hFMsDY-hc~O|T+Ph8>9OpN(2d>RJL>`*9`_&Hc)!we)!CZ2cP?K_R+m_#@>n}7
zbj?<6k4?rrg<abPOJ5a7XG~nxdmwGc*|--+)`S!pUz)!;@Or`CFD~CNZ8*U$Df%Ez
z;d-8K`EjjDGb|FLr^jh<MOn%)H}_nhkhM>#>48a*sBJ-oXxP-t8`oHdAHDE#Z*WY5
zb*I~x<b&tEKE$T|Vb_&TzHEA}qU*}EDawym${ww`U0Ybt6MFK&<F(Z@sxp^ecy=UY
za#Ze}m+>(>KD(bkzjEE1il$4?{S%en&a8gEV*T8u)0M4vu6bOlZf|J%#;qsv$*JYa
zes4GLxnj!u<l#xtj#*14K7XbX&aV3U$>(b;|1RyTJX)fqz4Ew?Q_;>B`YR`S@}5|@
z_4V8xY3FmoXK&e*uGCoMAE33j)$WMb?pnV?*&7vAD^9G-t8VA<uvitJrQE}pwPcc*
zX_jVA(kr#?R?)eEi?z=yPsm<3`N(9C)t_rC*DK%m6BfL;DrBK{tm3gPi?ijn%WZl5
zV~4V+m#<e|*~azO-iz#}CO&^``8QkDjq^?RTe&~SzU-QEL?B|;i!b#;ahacWCVGYQ
zSe&g)K70M=W!8ht>qYbCNNv~JIDhM`D&tpwgOA<M-xii`m&R7P-m3YCxj<~En3Lt#
z^`hoQ$?pq;j@SJ5P}{L@rPsTQ?&;T6Pp9?o(%n;_w#oTfx_pIv)`8t0Wq2(N=RBWN
z|LgUW*|w1nE$$w_wq^g;_%nC-onzMPH%-n^?wfq^*z<kv>rL1GSttLb=FeX31<gmz
z#l<dZc{n;%e--^KdT!Atv+_dk+?A&m^gK54W?55mTv9bVqpsnH@*{4?jEko=?yNm-
z^Jw4R5C0kZ)-DgZ^>C-`=lHH^yS98hv!lrJb=>)f^^&I(D{epe>G7&Me0Ds`_b#i%
zp1qf^U-^6WV(E%?2Njz8z1}^JPCmi#>-u4P&KjTT+k%B|+NBloJ7m9>_Vuz<H*7vz
zsb|!^WxIKh-}{AkJ9N$8F)-g-BVFMZk+k!XbVX{;@31*}Kb|eMj8FD8xw3JO9_Pz>
zTfXk>Up)WV5?42tu#|5_f}b`Vby;%V>ALpa+1x7XJs-cWG8W-6Jet^D8NTt+(!Pg2
zvn7fw)>O`Z5ft@uCGU~ygUs{SCLd8^S$VE@^@?did=6)mJf$jUZ|u)HJnhm|X-&0R
z`mQPEd6E2=wuUG5FrE!<Y?QyWIqt!6{cTxyULK7)vSQoUv`3$cjAvbm>|{2L;uM@B
zcyH<hOC8R&!eM^T@~-RHR0f?oE;n_?lCFlBsY!da0wt3t6!C_>`=WJC<L-I2%l*eT
zDJA{oJhArVgUOi^f3hb|T;`_ec)sfKteUgCZ@ldCv!3fPbCR8-#Tv<FP2m;~=JERG
zSN%BBdHvez_{ze5!{7;(N7dF#-}hTNoqO5EDD6nm^9z>6qzZ_#-&=in?U5&%7E0R%
zjy-5{lSu!#W@qNv>NOWXtCuA&dE+5@G~aDsdfeaFTG^hWoX7p9oY0F6XSXR?bM?_%
z?M<_G?J|D%<>#cN>fnFpUUC*xm92g8?v`^~%&*`lzNZcpPRN>T5xI52dR<|+(5;8P
z1<&7?+xzP4)+-mc*HncGyQ(B?<1Gnu<jG2Tk)^n1`rfpzX>)mx?FyRRny&j&&oMac
zmUaQ(<)bc-m^dEDNL@V^e`a0Mq&G%xeBpEcGk8r@I?Nv!5qK=L<6ePp_MsyJoOd*Q
zcW3@+zMPibdt6rA%i=_g+}1N^HCs0=SK6ZU{>%a%sjL3?HkT_Nz4hd~A>V(7xy7G5
zl_y5<gokQ>WeMR>ocwfhf0az-+-+(`o8*&MC@2^nU%#~^Xid(M=P$A+R!1b)Pk0jg
ztlZ$SP1mcIrJG+QYb?9$^D<=N0hz0sX{|AAEa?_XJ41KvjATf)__}VUnC9hqTQl$O
zd*)|Wu6Mj}i-70xysRW==It_9m~KuraC6T(QmD0^UF3GwiEg!$#+jDNUE9>cVwxkT
zU6*8xNL#me#laNQtoPY7O>@ukHny7vF1~e>Crjda#fLTaQv1A;=e2F~dT}}=vMqRm
z^k>n$?9z!vdkZ6_FLIpCUfi^xIm-3jOtH*6hx-}7?fU#P_*u^c4x6wor`8y`+n?Jh
z-F>X}gFDNkjVs?RukB5GmsOdZ>-w!?lmDj`i+1*YaD4nT^ux*5vyQ4<y0N_^oYkHE
zKf`sm@U4E4?18gZr34;`S{ok1IjLW#iSytJryV(55l?*P-dNof@t;AeTm4Dc3KzG>
zrWLuzqZ&LoR!(uL4%@it_4k>t43^bLtxA0UzVypl(NL4W6Vun)Mel35yDTl4fpN~2
zS8D&h`n_1ZS78DV&*i6^?_{|=oWbXpRif~9mCc+7mm6!6MVD0W=3KEkf}`+4+QKyD
z1*SaC^A=oN<{<On+R3{Td(E_&p1O-DZ7Xo~+4R}psQ=WYm#fv@Z`5p=csL|3Qbx*r
z^1Y?Z%I`y8NKH~>c-B76bm;-6RTK72`RcvUOw07p^X9HqXYM+O9?qM2?$%n>-N{|u
zw#QS>oJ_k_DY+`&CeJE#S;O;ZmaB>m9B(<W^85M?m)u;gomBt$Xw%s(f|JVAudA&;
zpRdFe<#;?X#`fu-!pS|8@6Elntu^B6&MOK%0t>=tW>wAFVG&^a%6j+oB9Gvh)Kg~_
zlrtH=y^eAVnqabfp8F%o{uv%Q^NR0;x4#x=U6}OI{VVgVU-Cg48<giRR@zr`Ey*dB
zrRw{7r`eOXo=JPZ*)H>%jmL+L9w*OntXJK2Enm&vrv1aCy~fd(H$@!hKjR;_T=dCw
zG2w-l&R4Fl_cAE6`Drz4dHuwhI_r*4{?BlI#l-`rUICAlSwb{o=0A^Hk~Hb^%CqIg
zIVT&Bx<2QRS`oT8%V<q;qxZ^i|COmXCKP1bc|`8M+*8bWR4whXa@T6LX>H}6Gd>+`
zKDg#t?y_B+!V15xRkm_IsWT1p==3=E*^f<2;QY}Xi3hSjSEVSN4eSg!ab$v4{EUg`
zvjW5m-g|vgu;DtnwnWo&(G_KtbkRl04pv{*6`!^HYCiAA>!_*frDZwqjynhIbWe_X
zv|04^ohz*!OH;U~yl6SSd%=oXE-E#5!mXdp>3Oz9_T`j0dA;VXp08hfK5e|WIdX=8
z@sBI3HJE43zP;jkw$f*(zr7BL6P|aK-<rO`a<x;M3RB^Gr*dQ8%8AGGemw8G+NKi3
z_-vKrhM8v_^kTlqYTog>ZZ%&|Vdqg3*5g@+g-%{J&6VtzpQ^rD`s$0gJmV(&xu)LV
z-UqVSW|c--e~gT~>$_Mymp9u@&GBq?Uu&vzYf@F8_BoSmj_s+_)nCUuXPoR|VECJT
z{AlQ=GFu)~@#<}**UEN>q!fNxU36q=M8cP~Dk}Obzb><ye5LwV_?c7rvxB#lg<C`}
zkp9IS!V<A=QpLx6o4I7Ztc`V^CD=Xn%!h`grN`L)rhL+pKl3rd^M3NxrZ5$j$7~bU
zn`%vN4sJbP6LNGj*Q`6oCfcr=y*!S$q%N*FB&9>n{^YtHky|RRCht7EDU>~?=h~l%
zlY9d*PFk#Y;*=5co#{2h=2{c;dC~k6%rbQ$3pv)NX3Lr^IQ82%Giv?W{!d!_?q}`K
zV<?Qw=sOwjyk}$3D*l(T+@&ugw{@6t?Q@U%ylQLlzWHWNJRhUX-ZsCD^l|eSHSup_
zkoVJ`yLztBWcN73u0=0*@UQjho%)}_CP=_A!l2ugQGCJ4$4i~9_;ntwd(PG#v+!5A
zagNGln`@tJ_7(mJi|F|nn|mha_qAmA#*k-UxD2mKE@8g4;uOb;wK?e@R!vrX-gD*F
z^ODCYX)7e3Ex$ddt9+W{+gX$MCad&IZHe|-6(Ci$lKo|vgX~$82R&)ae$BJqHL*^z
z!?rqf`3{NaGS_WX4%++^RrZ}KYQ1@#u<o9QdF*Tx7;gN{HeLE`{b4na$EJ(iV}hm~
zndgvmHS(<+UtQDo(1LdL^*$kQxi&nX+;#t6*cDZePe0#WX#R9vxp3J+_O5T5YeSwq
z+FAMb+a%snr?B#!a_4>fxp!Um`{Y&_p`Y}4#ro1|SN&D$O3!(wa9Dg@*S}`R=JWG+
z&1>)9He-!teAKd%CFk$1j~A0H(sH}JiC^;jlFw}Oo(nynyz`O&@&p;KCBKT38{_WX
zN_g`4^O}=e4)#r5W6WB-(c887(36d+>OI$DCRo_=i@qt&JUhuS;`7U%;N|}rqV{G*
z%-Ee3`u5JJNgU7FCRa+Z?=2ITs#dF5mlnaHuC!O<l+lgCi2*yGEzqmFEFl;;DeFzw
z{+X7=4Vm0mi~KbAHLVCwJ$r|Xx%AO$;hx}5=KUrnCK0*^mlX%5D_br-m$6yPXmfJA
zm-C!2%bo;xKAT`RJGtz0S7D5S$ey%$OSm|_gN%%_j1Rv2ab@|f#qTm#$1G12ne%9i
zuuZ6n%(XcQU3s@S)ov!17e;Sj-nByE+n?+>IRou^QOokv)|5*nJ#%cF^?j`xyR?yk
zpY{op2+oO~va4U%s<M5Rc(gBGQrEwnYu#n{<q@|SR=@9h|8|jd;iXMmUYNVh`2Op9
zabB0<fwMJbO5r)bEdu?_H_7sDWViT}9scIv>NttUz!z1aM|&$CgwHI?SeP9t(R7FT
z&ud2|)&j9DXFU6+9Q7-l|2pXQj#=fJ9sDv<7u$>sqb44atV(|!+~M&yG(CIL<yx;t
zGV@qtdp(raI|`_?t>3y{Qe<{*PtIhIb!#VjIro$=UsLU_JZt;ro}@{>cg`O2ylb?{
zI)yLuUHhyc!=R5xGuHUdFP^=lb7PF@7eB@a*H_%pIPUdSFZq?>t=*dEyjOa9-JTbB
zbh>Gh=Ef`KYj1a_9z5}NjlWLYx__lfLWQ5Lt<CS=pB&eiu|VTN_{3Z10^485wP%*F
zS3Oy25?;Kgx4^0}(3eAbsXOnbr1d5phjzx!TNdu|NH4e2Ubph^w`u3+S**`8WLwpr
zvD{v_<dARFv7+5KeqQ`iY1R5NqBzqyUE1Pb=$GA@r{~Sxt8El(kZ!HL{<T>2D|h9~
z#ZOoFYK5M&sx^-IlsQ@cfx4~stH_eAC#AIwUK*yqyWFR``i`vRzU3#sN9i2&yxsgV
zE`HU^AeQ>+FOSyVFI{phn1Sol++f%KXRKD=*NSNxYbMA%-ud(K>c|tjH!XkN^|><k
z>N$(`TWTB^s$KhOTNrPYwaaJX#-FUUdfbAX+Q!dUU6`viXM5gpj?K^3RNnczYE$$k
zKG%>ZW$WXoT1VUxO<P-%C29R^MvBCmKOeMYj}$s}u}7YGm8-`z=dboI?@1@;T%V}2
zMDS(w#Cx&}Qoep&7qz8w=0(5Nu`^#Ny+~hYyIQMy^NtDk*A}m~{JJ7$n(4U}Dql^f
zdfK&h$L+MOII1y6&QtPr#BIMqFN0;frX)=32-rJwhg#zOwRuq|JfF<Vo)A>Tn{!*p
z^7}fklaX@^igwxddrinyUa;<ihvA&-Q(tc4Q8&F^d1O8BkLzd8T5rC4cxQC5Uv>jq
zapc+B?G~o}%JXKJ_L}TCAM<rhP;P7Hj?EX|n!24}xxPBnYSKogeGz>xo4>AixwLMH
zj-}GhRhP<kifpv|)NOb0@;jaxmNM7tb9e0#ciB@vMefkv&ptEbOf9~w7h1KsO72Q(
z#hn*x?;hrldZ(+ZQXDCEZR7r`R|_^DkPtm98+Uwm<jxY4Mcm;$v6<c6Tr>8un_hXm
zY?q7|Tg=8k%YR*GUAgdZc(uvu<`}<a2UZ^Zx<+{O#_OKdCw_j8?dPdVp7nEmY`f}?
z^~=9*oK*Sp{PQ@*)yKHa3gh<4<wks6?0&1%M$TLJ_NJYtKDYD?PduLWCM`yI*6Ezm
zvsHGN!tZ>|e7I=RrRQcj2aYkUIJ?jCc-0G|9jhL;pN=}V<oE2~8tdAuT?~7Y7JXu4
zUzeTpeBS)$msVRnkonJ`bv0yq@w|wN-7}Wy2-!<Husdm8o+CHa=k4>gWx<ovc{Y6P
zl<DHIyL$4j>*<8@b?a3c&*x>^d9+)IzPvoi@A=us2CqEV`rAw`IC5?3WTPE&U$z@g
zI5soSzViL7uPHwlZg+l~c`$gz+KcmcCo7ADu6Nj6WMKI=MsBX;Ezb3htp<#8S3d^_
zKC`<w*Ilc6u9C%h=c6&7E7sh&FlXN3drLzZid=)f*!=3<Jxf#JMONT6n=ow;_8-@#
zZkd_*^Xjs~BG0|OKQ0Kc)oME|YP@`Ffzy(|58u^ll}+H9=^68Gxu5q!zsHRJ{-^dl
z`c>ztZhARBu5n()dg-hA*LBZjc=;~2arvpaJL+HRwOw~S*tX=}*<kwgV!UD9^0j5x
z!tL%9o-MW5vdu=yc+T?jRo1G$hp&q+;=3yEcXg)p^QAGL4JZB#vzj+&i_YZRCaY%H
zX03bkPt<Tq@>;L`W=r&v0v?!_?kf2y`h3&r&oaW%Rk<g^UPrBsu(p=FDEv(I<k`e5
zu7Z1y)<k;lWVZ=^xA@MIYsD93&Faq16JEu<b9dJ#>r1C@9*?=c=he3da&xnfZ<UUD
zE+2JI?_2u09j9;I{A$5;WS--S=@x4>lXB)6hJJf2dwgxac=7t18edhm$Lx5tceYE%
z$CrOzpMLW|S80CT*0;M<*tsw5T(wv7<-=t0F!c>DC(16`8+O$$z`#0f2d|kDyPx)@
z-0(iD>*vCzEx&V9W3|$|i+%ofQ%}8`$x$!$wyEE*R=fLZW$^L%Lz{zkyBkmToNx0w
zD0Oz%$K5O0J|C_6x5a65@vS{UFQ<6?Tkw~+dPZqUjhWH%-_E89>dNzcO9eD7zpb-6
z*=f`G_I2#vS?`XPoU*$0EWq<sPV~{s>epwz%FX+;am(c9*AX2H-3&w3bmv*D@Vjm{
zY1hU(KVP}uW83&XHFin++nDMYkGW?9vv+dMUmN<U^3vRO>q2);{&+Tdou~4ZtJhTf
zZG8=y`ljf$d2TN{lP;6~N9)%F*Hq^7TQiP5miJP5*Q>lZJZE#CRb6RF-&YIEvx-rV
z%XVM*@>u1fZ@b0H=@v^A`d@qONorCR6|WX!{Pp?zr8Z@ey9fCESRFp`6uN7%#!t<0
zdQu#~U~Am(wNj;j-c=Lb37N-cwycg%jNrX_)R*Uoc~lVRsvd*mGGP<K(sgFl`g?Dh
zu_xlhYM~NIo9b}>)RI$=O>as%GZn`cg}aAx-i>-zvue58=2Lo~XI-4}oZZyp-_(;T
zUv0Yro3_oGw5X?Sxfy#^(msY~v))gr3bPG-X*R{n@5m&rDLt-!H_!W@xGJ7F@o)C(
zg%7WUPYk{Dt83Ne^sZ{2=Fk(bkJ=@L>Km?Av~LZ{oMG-@>_54wph_;=v{8LtEvwg*
z{FOZ`cfT*rGUBv(+&86v{@T<v?Twc&Eip>0wC~ld6y?ghJ@FL3+O+HCbN06xdmWKK
zwk|Sy+MJ>ad#|GzL2bL`4kmEBuorf%tXp0fe{9PeffdZMn$tf%>CaoX^J(_HKS_V*
zpZMMOqgnjxI?vR=%c7TJcFpKGANAmw-kMt8>d7xxewtLjE6(i$<CW`O*-?ett}0D+
zV>UN^Bi8$=$?<6N>$1}(88=S4vF&_yxv1%Sa_7HKa~|hjymQn3mzMCAzHFs;fzu?9
zFV&rLB3IDyshf7s6}fnmWZR6qS86-ri~3f5v#b};5S;eS^mFNx<;9GzvR~GwO0Ma&
zoBHYKM{Q-zHLv!C6+aUWI;^Rh%vD)w8fLlk>#ED<DxnqUv?p%+YHvR`HYa!Y)2gp)
zRu=j1jSgq2GmUbvm$_y%ZN*iu7t?MY$Un9>-($Ls{HZ-*W=EPotPi`mM0N7~wdI#L
zH@<kVJgYN)<;&fjUzm2x4WAslBY4Z?dpmXgY>Izfv6Vf)eI>h=|Ai-slld%O$IV|R
z<TTIv`qakHDc2Xi43?Weaoy~d?#@p&Ew$FheC?>e`cJgq;;`VoHA`MU?UAXEI=Z`N
z{^zsB8oS^1Z(VkI*;d!ccT9YH!d$+e5`UkNwBh}_g8Qd-TE3I)c-~VSt)bksH!pmV
z&*dFE@7+9CH#NfCk2QU@=5v#mDgpead{%SjU7x8v*QLnKt;qOg;GR=fbyJVlZqIxj
zy!O$&uZ3>*QB7r5Y7?#&e>VTJiplq|<?AQ|%_75FTXMENHeEXRT+=DmSB0@Dg<8v4
z6C4f}9$eQLt^HMUUAd-NwmZM{o!*Zx|7y?MJ3lE|bi3wp$^Q(m!=+c8oOs>B_GO9n
z($k^~Pu@A>sI>Fjblsph@2#^hZFpRJ&T_57)(byle7!yAF73)wW}fx!teQe&ZT6Xx
z?1D2hMc+%+?zpv6bkDOXL08s@>ScAgEs&7u3721W=dIiGrDfAq+!}t*`gk_$$%8p{
zq6brVexKkq*L=D2iPG+~Yv;#&jB%g+EZx@Ef3;U!@bS28tt&kfV-1_1UitG{HhA9V
zj9nLadidr9KIJKlT3GQ!aNbw$h6RncHWpuB`RtUg%-JL9>RldF=6x+I@T;HeEOx=+
zY{{{@mztYh+^4So7`eGL>caMx1UdVurQ0?zv5ROfzOazf@7~8wzIg>k+Ew??OgkXD
zYvQWLqq(<_%v8?HikbO#mCS@ITQhSa-Q4T8UUtt}(3PXb)Hw0@+ISWQ%d^GV<tx^5
zEIeexwO7RDo2XFl83Wf+v#<qUU!IM<y6(JPXyx)#6K71AaMN_B{HgtOqi2}}7>25p
zhN^E*4z9TM{KCTzfA*}MvQBT?!snvTrRFW)BIlZu74DGIH}#>_u_d85gkSrbeRE&g
zF<;g8jrgwl@A=P0Ec-F>`|306wu<Q$RW83BXKZG5y+qM$>iPB~N#VwsoA*U}+Zk!c
z*-S8w2rFzqX!&e6cLlrT@>3IA)t;|C?#hsSJ~5g*r&jCl8pfCut`|NG4YsSzE~PJ8
zH0#den!ftAk)I5^ZdLHqdfHtL-N5T^T+Qq1ux4f0;@aixAC~YK25gjk5EkUW%1YVf
z@@A_YOIaCLq|8ZasC~_)dE%_)e4FdWe$REiHfJunKd&}h@9A}xzORzW^QJnvS-cOw
zC>L+D=w@rlbK9!$OZJ=JEztQ>FyG*C<Ik?2lb-K4eQD42{^;`FHFNt<`SI^9xtw+W
z!lRYyi$B}D?9ZI;sq^;!mGUp^kIi28_syISzIBKGT?h||c`@yhrVK;9)t{n0%IESb
zPp;S0*yA#*{K8*-p+`Ten)a=#7S#Uw{MOR2lcMu?ZZgt(^;q&~)k>2Z8`XvB<;<p4
ze12B{8N8NEoc8_ME^ZGGWz&mdefu-tEtz;B%DFLWoq=XT59_Z>-o1OXHPvq3=AC%n
z=cl^Tj^8(T%T2u!vyZv>y2X0)y;Gj_JYO5sw=B==&5<3mpPly!6`wJyDeSad)=ZhS
zy;9jODYv#gd24vqW3&0%G@j=xS2L^a&Y5I+u8osZX5QDA`(&pqy;XcCd|Gt##Kzcj
zeZSTHvc=|}(YC+4`HQmC%#=;cva8lD%#v+QtcWT~aH!S3@U&sW%cB*=m;9Yy8=aas
zO?=vSn?=z^t31B0{<e<k!FAutJTc>!XA9H{Cgq+tJ*mBY<83J|{@ELs*6T5TJ;qu&
z_fEcY0#os?@WevBkCU>Uj{AQ;P<VxJ%45;ef}`Pny_4<=RMa0lU*yul^-JFC!YrZg
z&0WVYD(&=LW#6{9>g1sb((Avj`?2G^w@Lq`<!uGC=WI_su_ZwuF?-pD#?S*wySSAk
z8P*=mX;zob&b87Nys>qE(H0Netd}<|&uK9+*iGehOTM=7bg)a`G<KQds8<nvQ=2mu
z8qT}AS2}&czp1M-!acT29?i;At=Br+WobM)s%vZ2jkb$c4DMcGIq6KRH|IWDsN?zC
zKPl*f%9Q3tzcx1&F}8^zlbfusH65IvRT!6WC&%PO^Sya8RhOl1)@GS8FrUr%xm#e8
zx;e-GsI|{dJZJP=amnD%tbMCQ3Ile|UH2xeqy4l^O6ZQueOjSTS93I(wsqY(7o?z|
zadOSev<Hv2s5o8aa%i5E&8cag{lenL(a@Q*Egr3JPrS87@=;))*0wkEv@C;OMZa@X
z$(eH@#C)&!7Cv8dg%7MT$%-+JZkm3D!ILFkhc2Cbscmh6(eiq)^U|9qhtFx8<ZxC+
zVRy;OK;Ok_msC1AE!Ea-6DeIdHGI9OZ)Z|rtogP!@34?c-taU9p{&z-R#!E5_FUs#
z>$`5gGh3*Up-Qk<@784-<-X1>;*b!XI?HG4$`f&Slv21p&%S;Ad4|gMr7^eKY`(71
z)J^nTAoVQEf8|9<jkW74jvV?{RPN?(KR4lgCdcmw>G$@g2h6iroEjMCTdC%$@;S;)
zGvcD<$ugVQ5qsM%m``D}uz9?+X5}Maw?|HIB)Gos7dS1!7x8WVw5=~go0A*krfS@M
z|H9Y(&86?*Gap~S?5%UgTsWeQrzm@c*{hgoHq~J%FFz;9Y2RDQwx;H9dfB~|lB(0$
zHms9)F1K~JlGLI^_VrP(o~G+{X00oJWcJ>9z3ks?zx3XU_mNAR=Y-9Ak*qfFz>;*^
zm1`BxG5(v<x6t9_vLzEI_oS_8d1E;7w#wvS6(0_k!m#qi$xMrD=1mn3*Prz^!|T<8
ztM!IvAFp3(l4+jRIWZ(<Vo1i-iz1WFEY1d<IX^G!+f(IPp#}S<tmy~~*Q%X*BV|_0
zZT+=z)l1)o%u8^T-J6+R+nM5aOFk~MrlXOeIP`bd?B!KuwZ|ou4*gl&wc=C4e+I27
zr;Jz~p4+ZmxU*6u&P{!}Xt<DRl)ZW0*Fr9a>RCKpn)wQrri-}x?q-^cEzv%?;HI<h
z=@SCq4=&X)7vT3g_oV!#$E62Bd1p?iWgF|S4aq$5@@z`wo8wGt+=T_NFSS<OzTjJ$
z!jmgmi`jo(?bk^8b2U-S^zm9FH<uX)Z-+^4oTrr({&_{;o#&S(l}qiMcPLDOA?uc-
z($yKyJL|SCnsnrc$vU+^XC|rGF#1HyR+t=XY4$+Qw)VBb3YFipGVffqHFu4;W^i?*
zj9_23_Pa~cowXLCLP?XdgDW2e?RC?dF-;=k0sr%^GsYgzms_m7bSl%*mOU<WZELQu
ztm<no4;iinC(d8mKIxDtOWORW?y@pVS9%<X*6etv^(U(E!N#?&^I1O6%079eY}wSF
zc~7#L7<-s~s$(Aid9<u&TWxlr1M{q^DU&~GJEwEVoBAp_H7lgeb4+gh&+ux+sj07u
zoiD5lIrB1&aYsyO?wRMW!&Gh+*}hT=4ZkmvadLB**5hZ7<`p@9S#@4RmcOdITA=b#
z%NmpGN$%V`K2Hvn;Q8`s@yU~xZv(95>b+9#W<}^M5ezk)^Jw9n8!NAxeacV??X0a_
zIJNkwk!RyE&2|$;u?xk0S0g4_hiuws#2S3}`n3l6{Ys0C<hC+<zCCIh*vlIAqA=;m
z6|VMjuPYvfJ(stwVDI8I{?_+so!cwJqv1M6S*q-l=V@?D3;BQgS32dBaNvovuRWOS
zlA7Kx?U0z18D{)C*i3wu?@t>p4jDFfkw1^tC>5R!ub**gr)Rlx@;oiMtP4K!hkEy1
zSYH;r(MX7aY3co@EaooJeOXe*CKtKGCbcrpyE;vki`~@Edz;$kuGD1{_oPVLFSRbX
zRaDP)pv~#|tgAYPVb?nLCEo6P9OnFZZ@}FXYdMtepJchF)2?=|-{-2H?lWl><%w~h
zmt}=dj}B+;d~EAmsW)-?%@Yr7a_4+-t*v}0EuHc0Q-@(+`24kn=O^wBJGSxJ-bJ|?
z)64@_ZB}G?aQ)&f;}}Un#}khg>a`v|E9nf+nU`?h@!np4r;0yYrl(!9V!pLU>yv+U
zMt{;=J(qQt^Pg0UE;_c6am#a=kI^Sib)WaUdfIUXyTj7<YtzDXmh%<Ii99bm?<aWM
zdBLQAcilvuT=Uph``2QPi9}v@iW7&tnfubB?P_J!E3SKQQ7Mj|cxIJRHrus}jwdDm
zX6GC`V<5IA+@n|ePV2WlGtb7y&C$==%r?u7J0a{#*~9|=rCdU9vnM<$Zq_R(4y)O5
zT=My)U1eLhhrTinY27q=g641YqABa2q^@z_)EMRQiS^i}tRD@nZ|tL*v(uSBuDz0*
zXkK{8{f*Y4vl=#6Z{(i4=Ni{{&#owQ>$W9#C5k+iH$48dYCT)sce|-Kd~z>VJnnk3
zd}qKNzOTBvdhcRl=1-jVu<?LM$E4>wL^gSyabu10R0*|ik3Y0wQt!1j7bj2C+UtL9
z=U<O!Y9~${Je%jdFZ{{J;M4gVgeoPD=B>MS=G;r;NA(i7JZ@GTWGOyclfF7@`-YPW
zDqn50zjPlhGgxiX`KfQmE8ZH>$GleRnJUNl{0b`8y|I~YI%{X>qouy4i``pKKB}Jk
z#5(Wm`<S}b)%iucr!d@otseaM${OQ4*Ewwuvs+~SvN)u7HmAbw+M-=K8$OFB@l{{b
z*={#;MaqtxIkOfWF*sp*S2X$TRBtoG=jt|B+#ZWEKcBVez+dfTOG}fi&U1zVdu~X+
z4k-^-IcNE@%hT9y*0i3TvKht&Y}p#yy#oBQ?)aQl)~mi;b83lXTc&gJUXRPVCX264
zK4-VpwU6=HqWkZC6^(<>np~@^x>l)vZJxwDjlfh*lWr&HJC~h#=4EY`%QCogIZ)GM
z@1Acf|GaZIofAE8OXKu;nKv%_Y1|Q-JTL2#8DDXP$K%FXbK_OG<~dE-YWC+^7`y1g
zZ;$6Ro(<?Z-n(Okbbi*^qh%)h+OOMl)RgN@Tya`tle|{wG0yj|<I~+g##wBQt`u|J
zQc(FieuCL{exAmu9qVq{hSjXRS7G@&&P|<Fs@Hfse`i6EuX^$K?+zc2&Rfy-T0{M^
z>AP#wId!s5Rmx`n{QaT7zm!{h%9$44!~5*5{%U-vKiZwS$aRu~#5yDYs1MnR>3*>n
zUmRMJp4Wai)5udzTypKw9)s8CKd)!IRC?q2krfZxo_BrY&OY(XA>_K~+6y=Low+{I
zY?<S^s_UACB00A=p7`=;yUzm|vDf|?j|+<DTsax<9C7Nn<+r)39G`7Et<&CoZEO0b
z(+`Tz#&r9IN`~7z$Mgy3FP(U4sYsfuB=gD>E4H;KNrZh~q#*hBXmD!7leXt;Q!U=E
z`l6>_Yp&k7xF?~{T56u>b$RV@Q<WoThLMxc6wV3J>dj1xS~hRHxoXlGPG!@in@@Oq
z3gco6SDcl8Fo`wpa_P<1LyJExsabMqd7R9x&F)?o(<`ge0;itS=FHFi+{q@j%QAma
zVw<GIx+0G^Pm6aJ_sw`48stCgmG?7^8mqP4LX|}i*87yL+I-}ZospZi-vxKc2eq1d
zd7kWA)mOIcjDF^-_HIq3%(bAOPrpr!`mkleM}37aU)GlIkUlOWw>9II;*;`qER%P~
zcV0ig^^)0xJ<f7B`7Kr)xpr_vNJyZ|5{5sG$Fj`>dR+J}A75Jf+0%WtxAMG`r%tcD
z>at<M9oDeymM6)d*GXC5Zj<R@?6aD6Nve0<-9EEP7V6hFOilT-E?hY-JzVa3=T7!{
zT1HP4V;7tHU8@jvi%Gb8N1^EOgsRY^cXd5?@78q`d-0*-Y~o$(!wM2-Gi@IR_M~vF
z`R;9#V)V(Xu-W;^)~!3-XML|0{kYF4e8sa##~v6x_~079wOPZcaMreOVy`0GPu-8x
znxcMc*7mu_p34TiHnY!Qw^-uZCeHBHR7SXfRp(+}g6ET}&~KSpsn@RS-pSW8ytMhs
zi8E~3DgAdJ%)6Uy;odx<^4r>!b(dc`RhcF}ovrX(V)e$&lTSSftDLZ2rSN^wVXfw=
zwi#jmj}%uLuW7RIV4WZ};qMePhg+^`u0=~dj`4<<+<*NeJZj!7iBGTI<*z+6zr;ZK
z(rm4FL5>GyuBjBxI9FaDHTUUcW|r!%-P^Vq7hZQyb`n*e$N1-Hj$=W<pTjqv?YQ`i
z$v;0i?8tKq-SZ1q1((J0Je8iiSf}XwLPdpKo4%`!k`q=a?i5`xU4Mc^ajf9<V!7};
zd%WJ=I{hoO<3o=@0dM$$;%2XFZ+Z{QRRw?cPPXOco~p_iCVJ)+vyg1@`{?Aevc-|x
znTwN`S%qA=Dk?1dIHK{u<6A8`pLjDD&E0Rtu}q|=#Psy3>px{>Zbh_4+rI3v`g}Gz
zq(@*4`^J?wMM@6JZF%#?_p8xViSK9qHcsq$w*K8M3x>bem(9h_Ig0XDPA@XeDKYty
z#$)U+n8IYSd>z01T5DTVvDO2%ydFEw$6RI8;oqvXJ0*1ax<i>auBEV)uDTb@m$@%7
zYND!o&$YEjzZh<oTDtkb(Ri7@EJl@N%cVw|FT=&A2bw>L;5^T^RORv7;GetetuoTi
zd#!Ex>uXxT?lrx+t4VR<iAQU4LzTAsJDXj&)-f@3$|kvN|1<v1p-Y}GIP1ITWYC@T
z`C&q#7OS}DJzB33VBDv*xb9Jz%5>@C$&vh;2VY0sK6v72s&8KO)U(09Z@dgsW;~yK
zX{EPJ(SL^1L3UGDe=C!94Yw9;e|I!x(XX#2`<5w3JoVtK7mhi4ZMsxyQ_8PLyH~zX
z=#g2Q=)K~|f!6#3*QPh6n4Fipsv2>12lI#ZGrs;U`)BFp@<Zm^+1l)Nk(`bNdsjcL
z7xgVpYd^Jx&t2is7B6xC89Ua-JD<$^Dt#<0_x$BKeP16$J=<NdX@iEx*L9b}KfXQV
zaWN*E^~-@L;pcz#_xw2-ZNScMcWkd$LEg3NPm0cM(alRO)(^TazVf_tjLNMWmaL4c
zs^(rPSJ|{MZjaQ%yM2%E?aeCLa#d#2tc#y*t7d)nnPh2kF570lgKLlxgAu>ULo-L~
z)$3FG+}^7vz5B*I*)NjAW}a6290SIq#zoI3hfF<L)@?Sez)veI^|@%@TKT-K2`3h<
zIump?!zjq<iQLyoHOHRYzIJ@l)BiGb>U6c);o@4`)|@x+aI|<G`e&#3+7ibrbJ9hX
zwdNIRPMWsvxWTD{ie;6#(Y-=4|E6-bJfD-aboG=+*PUgKIj-pXd^YFJ!IwT7{4BxY
z8)r{WEe(8mYu4YY!Y~Kst<upfvleCqop`6UGp{g;O~F5^q9s{vvecagjP`RQ4ND(f
zT|c!tq^acK((GB=)}(i5cBpX8R8D=R9c8`aSjD47m5xd7Roz=odg(oh?9V*0lJyS9
zj@y&}yf!^;$|ycDH05MwnSOWEjRQwBj$1J{?KExg&)U{7@nvXARM*B`+ZlS2wkIT=
zGyZwqkgNRQuj~2Ad6#+W6=Oo@1evzmyOhrg^u3ev<&XBAl2!>8=D6|&8JjyrrtsLl
zzP~2H@R<1NP=)Jf9<6p&Ppd9j>8rh$bE2Q&ftSuj{I8>ya>O~Td0D(`Us2HRs)?pM
zy9*fEHrz>gw#!`Nyw7#Rl843Ty{>w_I^wuvzp~|>=AH}fwuO;FXAhnY?|Z_0ZCkii
zXhp1S{OR*PA&rgCcAno__GrDUUG=q7JgQ+cH(y(9_<X6E`T56D(iJkL>pIl>^;Y{Q
zi#}pDo%ONj%eu}BSJ|Dix7zaCM=w^LF00A$ZLP8#$JbSQdoyF+gl~Il#(rswuCNiG
zb=MMi)4j`=$;f-1J$rX{bn?DNr{n!uo7{{87f2j8HMEq~K0o(e)y7<vker??98cu-
z+DFYiajbHcrQ!~S;4X{oE9ucJE$g)1FKu`$(f4)7g8vM^UZo318SM#MVqIyuGP0=s
zvdDuyk8MKs?l`C2<ay`4*Iz%YhjmGYkw*Ffmg^?Hb$fiy`k&~eSH{Pyyo(;c+k39y
ziTSk&pYN?XC1R(wJ&rZ1TPu{Ktml%bXbK}}FYbe?D_*w#c1uopoKXI{%IC(Hqp=Cr
zzpsV7J-9~ix16urcZHe9_?0&Go-@+i>?0y`-Q4s5>*iYv&1?JOvy+$oc6j`C^#%XW
z;q$u>PB4x#h*|f5(e%E=S}WNrt8%JEirAjt+H!qjjBf8q7M^b}W7nuF$b4P)=(6pK
zqEiP>9xh!M_Dp`poT}?_Z_GBRU)s65P1=L~-m-Ilc~$*1ZT*}c@J;QEx~@L?-X`{Y
z=d`WXU9(FU`1@>~*9y+ZTVp?cvMODXe7x#%zisx(*;hWx&Gk}ae4#aGTZiMLT?!T=
z5<kB$5}JB(uVwDaV`lUAT;<$yf!*s%%eHfzqCDRo=lj`a-&pYE*Ouy#Oihz_6{%0#
z?(~$Nt6hC={hM#k`~EX{{o;Cchv81je+IA5u}-&D{_Hi5`^t5xXOgYvML+4R3g06Z
zDoGnp&6)Kj`*h&EsVC3oFj}l%5ZvwYN!=~u(3^^7ZL9fatnxj$HmOJUy5qxLpFRA1
z9p`-X|Gu_o%G{I2L3syOEnlnge3oy_w%=mr%zaxGY*($XnpkzE=x3jKEVt!xk@U3=
z#;^U(UpAQ)6;X3*QSOZu=QpnSVRz-iVcV>o-Z|SEq%L<n=sFtqGJIOxoRSrVReeSt
z_rlIUjM`v%hqY+6QS-H}YnR5XJe%}*;d<L!w#Qv&zw7#bS1m5&`k7lMEmN82xz;i+
zfA^EMrq0yVtX7Y2iBMnXe7Be3UJeIOzK`8gv})q{s*k;zH*%lbpWCY{t)cxi%Qbd>
zq}17?D*b+2cf>XbhyD3_;>$X|YiT@|-_~`{+jD)cYO-tK>WorPla%CA(<P2E+hWYz
zox|JDSgI||U2XE*sv>WKaJ06OxpR!rVa1o%ZC5YY8f2mJpP|*%d~09jS@n(A4>)GM
zxEeZnz3C~p<y*7d<okTnZU-s({hGEUM)+-DN>9jc&sBX(>bAzb%#pd3<K49;Vy%Mi
z1>v*G+Jb(@{tM?@y>Zk|DP3dTlX7kK;wK*?i&e9h3spYOmO1l;Ip)p!ri$0GJ|8U4
zCV8hlmznc#>czLAQ~P#!&GruFKYQ@}+U(o+8$8ZeJ%6`0Ex<KVSWE6p-0#hnzm0F^
zeswZD=l^-#CSK2YX8YiHJNKej?xr_x-Z4CGD(1bgxkvuQcZqe3$4!@6@q2wf?RmTB
z^U>14J0F9dKXck-ZeaCj#>KU1Tc5ERSYMTY%V4B!8W?lUDE9Pwsb66!6W4hj4X^&d
zA9c3YvFb_4uJ#zA%$%rMrnfJ@juBg&w?vL{-PEltD$kb|mzR5;s$AiFzj)Iuj}K?_
z?ix4-Hpd%gmjyOF&#*B4nz!!Y)SXY{rhabQvb+27wY_(A-n^@{cvUbdf2vu{{n{MS
zSvxrsCD#XBS)jN}>e17NX*S`v5?|fZ_}MOU&UZo+t3z@0B-i_rYnHRrW^c8gY4Pcc
zR_K)E1EOrVwlq(4zS$*mds3OHlJefD6UtpH_$`mdN*=2YXPF&td&Aka#9$6{V*rz<
z48PZmCdX$}#pg}s%GsY-zOcyTt1NGZ8&mUHCkqLt2@|x{SEn!cYhBcL*>8F#!}YXD
zeREfzN|>>d-R9SI_v|X?lzCg9g)J?66OwvTt?!ci!KA8>T}Nj$zYO@haL)5vi}m<z
zSN9oYZl1S(-_^Dy_2yn*WG!kA+b<VAdc^q7^}^-v?igPGv~uOfxfcJv#(b}pkh455
z`pzm?lzHCQ2eVvWf4aUcvz&9vvwcNdwx(ZPt?}x7;f4txievxoInWqaxO~&D9+~jU
zEF;&#E&onF51F*v-G@W@!<w7H^Omh`_EGP;YH6{0Ud_(g7w7z$IIlS7>?e)j<Nq1r
zc6WYoT&MM)p`mh3Ozf$plEvDakCx7G<b54)lWnN=eAX}hh{UZMvY-1FwngyWZ>=g3
zneBf0LYAi4dBq)h(bqP_PPg~kSZU3cR~WP8x=i!0@SR-YdKFiBg-qt9K3mB--PS$o
zc%|q0r4DKV+1pH%lP6ic^!(x;E3;t5v(A(l0qr@_6OYTs1bG&pj|ubVdslW?T<*|`
z=aYYhS)VCBxZ>GPi{yxV1-i$Is;;MM<;FcX&2fp2n#*<mxWez??j8Z-h-^K_=X0)3
z&D(Q5%6)$Lw7{w<%VPF#wYzrRSWhcQOxgDJiVfR-PWk<1-PF((x1OIp)imXj$D230
z=cgIY2`}ZbV7BiK*wUl4;=s$JC6W@a<6P!GIlrJ)oGUvhMr)bY<Q?p5RW?o7>##<8
z<*CJjFWt?K%dDGy<6>sWoOFwqw-!e);ExHPdw%8A6Kb2UhsFGTbxU*0d8^R1YImph
z=f*lRNZPKH50+3c{B^xoHhTTp(D?Aj?~~=W6j@LCc&+=Y?7pRSYg*Fx70>z@8}xgU
z<N5qUOLkwGF->wE+oz()zT&ub@;vWm+ZBuV&iUeTq3i4R=S!<pTR)tuRN7;jYQ5`v
zVroUerwY^iK~04gAFe)?%sRi|!9M3>l?T?U?e%Hku<xxnV}2lI^4GQgTfd*JxV-Gq
zciZ)AmS6btY;TN=)Y)l&`k3oX53PMKo25QyTj9wyf2Z`wDP_*B+^_Qa`rf>Vd#Me)
zaiPz)y^G(U^<quhk!JOKTYG|1tR~fe;9q94x*>q6>UzZkqvAN_C3l+Km*;1F{T*q(
z!1CFKSy4B>fB5uWXyd7@u%i<mgipy5bE!&x8TYrCKlt{}^~P6nk6S*QlCsURP~__S
zTz{@z+ZpEPZEZTNEb&Tv$9^Z-_O->Gd@0BHqwbmSw)v{*`F>-)cVoB4lRoYHCEYo!
zEa7uA#ges;RzI7X)#z|Man_^tCKJC!rit#acHVmV(F4Y#W#2BoO?(+Cwn2lt@#Wdl
z2@7RcA6lt$^WD|ydb67sy)`|QwZCw8VO*=Zb5m{hxvgcd1Eq_VoBX|R{M;Y=Wc#%}
zUeE0kEzYm4-nXOqjLrA;3cK1fReG-PbzGXu-*L=!)!Q4(Gn^*Q`clpQ^0@lm$~%(x
zjJw{wxzVtvWZm+6M=tIztF<|Irl^49nAH^{H=~T+<19U)lN{g2e71_RtX`_LVRkvQ
z>GgBXbH09CSNZ6qO0eg=oR?mH&pdP|hHad4`HW-ny*aCloytsF&9*CZhcVb~)r?_2
zYp_Ffy>oo2(8^<31zD>;)$Z4tFI)9xMd2rzbiHPo=j&><7;n$27Al_AomP-N&+B+d
zbahWr?W%6eXImu9O~YJOWcm+n^1ZV@nQiVZqvk*V84ON*S*x+RvGGSJ!|dq3>?{>_
ziFF;@&P4`#xvZMGYzjlY)|Jp>MOvKhqMJMpEm2yN$`JB|>sr_A2Hv!Z6S5eOMjQA3
zGG1bo@@%1At#8_z`ELuo&KO?*v?khimeD5HY12i{o7=v&t~hztWdGT-oNALdF8TR$
z>&~Umq}E+ZnWv?2_~Vxq5fh9w%_cbUzB1T<`nr5;`iVD;-&W4Q(->OLSNxf;X{pLD
zakItG96sf-uMJ2jsCXi^>xj(9$n)2>J-P9DdD!<2kM24?dA964L)xmm<>CqjMp-}e
zizi;o%;?^Cckk-ummBo7d!4Fhz1nhUU&8Z`M-v|8yRF}|wcK{qNjpc+YN^)Oue6@c
zKa)^(wfYjLLVdf}!&%?^*S5|zJHIl{>27^g`$-|5gtQ5w2?myHr5&fOFY<g>qx){^
zyf$l>i{Fl$T>tr4;rrRxE73VSm{u$nZ0_m{J3LLx+gb0xjAtczmPa#UkMy5o4cg6O
zP%1h%z4qDeV~5#IdxU$|CSUNHlk{ZTT%WhGj$2Y?4gaiuyf@P;=H$y+zwQ1hg&s4G
z*Q=OyMyKWR{HSw#{A5xs&U35GyLIE^_MGRh{hTa*)oZO(d#c`5lk)Lp%-I)p@j;p%
zSHiy7W^OWkSFxlwVqQI0cu@A#-J4CVb3%AOe_!u);SQ(xoD$JzE_Jo5_g$Kw)6jh3
z`f_)dDv3zDlImTLGY<S=Et<7J(evxNzN6n=j|N^@$fn2YGj-;#R87l=UoYPHEW6Y0
z>h%bjWTu^e8{~7Y2dB+AF1a@O-SOln3Tq=@UU{=9DWG0!dC3ok$wwodKYcmInt0EH
zA#clU-<;Z9lPTc~54|#~IsQ84!DQuMVN+k8meUq=c<t+T;^&@N?~tl#-wOl06%W4k
zKQF5_WfKGcCy_hTmSrt|YWcfUg3a<z_H6S{Zcp-T!nU4f^0%K_B>cRX>)w>)T7RkC
zyUWrSN4{G1+tKD<=u5NW#f-1}rhax2GMG@5ed){Tze{+oZC*A}q)>Rd>bmy5ha8VH
z_g!7JoOx;Cw&}?XUth+m&+#*;+xmRRmh<bDcD7vF%-v}heBShEyt&G=U6~RaU*6m4
zeevY$_rba|Z)#SrcRu@-&3gX4sZ-N_PA$H-#gw`CUfZTMjK*v8JuBtqyEC`d@-A@S
z(N`V5Gg9xyukeW#S!zG|jN_h7>|NY-ZeP#$qKa+n&c%n#=WwgyKew;uT3*p{mGDj3
zc@By5|81@LxcY>r&F9IH!Ch7Jo+SnawyvwZ`YrPImsJy(BzWfi3Ejz7X)2_les6cu
zmyI7vL%;4apYrkekE@l%*G;Xg{#J)-Mo(_Oa9!s6jVDFMPb{C*nMN8&Jhr*=u6TZw
z$KQh5?2Nh=^?l2e)3>ZR`ETp(+YIdMMW25=<E+28ywKvnAFGg9we#V;CQI_QCigJ*
zug$;x!SQX(is>u~*P3Dl3@3-|ocZS3nw^2yel~_nel;x<PZAeBR(U3(`g;0uw=?4R
ze}(LLar0rwYD-^@xv_J178zeixLz%_Nb$hBvfEi7=T)pV-xaWY-u$)2ao_A_v$lH1
zMQu|(ta)5ETkMIT;Ik#!b0!DGn*Hz;t>w?2rIi`;@o&__Hh0s{>$VphbNl*i@8{^?
z&s;yxM}&R$ExqXdy!g-=l}ER7=lGeMul%}h+Myep>te3u2(;xH&U$C^qpd1@xu(h%
zJF7*$U#(6{Y+#U^dh4)+gvA=})B`f%;o^z6*A{L6F>fk|#pOHKx5v+@)h=a_o4Y^i
zbi-q2<#~HTr%hj5baM6PinDiS)g*k5xpRQ2)-T(0`T3`j#&-VkRfTSoSF+8$8DGvm
z->bkT)b_r4oN*M_eSMopTc>pgPZHj}DcSMhOMl&?78AP`z3<z4=vIERXKr1B-rkB;
z#a54%R_~er{L<!I&f#w!=bpC<%6lrkc!Hmy--jn}<vZSZ<W1sQZJi>2Y~z=iU9Z2@
z{AV~FDmq^|%hRss;gO@ejIR9U`*E~X{g3jrIrC>S+E1-Zh&}!L@Y%Y#HF1Z3xE(z8
zwb%VWL)?DtXJwyf2%oR|@M*@rtXcPiUp}<7*);2UZq@X~dG=D*d)q~uB~|LSu9Z*;
zziP3pGGJHEi?x&0*Jr(6(3AW!LM-qJPk5lj%UiR0*Dt*9Yj$?Wb>*(5g$GRQ%nq2&
zuGC=uuyVK07nw=!+_j1a<xlN-_4TLe?RysL&97rrU#QG~8M0*Onu7E0)pKrd)c0<3
z_o{Te+f{e?<=Jv4&xpXQQ?~UvtehazwPl0wt#!x6ti%1SwmsBVUs!k7f!Q{D!A6Un
z@ebLdB9EC(FTI?wIi}CJIp*x|lXp(#e=pkgqITj#PGhdB>pPR1U&e_)RMC`@xxV%N
zp|5Y_V#D8WzJDtG-8aj-p%)V^*E3(y_wqizwrbt(DyI3z_EqeiankU>W7D(Jr^2?i
z@9$jARWg6?<>cL4c6^?~e{FC1;nN#8+~v>u*vrS{@%o?Xdoi)M4MoKvmwVn!e3&?A
zwd-fwdF`ujI?TMYq*i;|wifXq*MeDA8w)s(TS%_Y-m>vb!jp8-n|?-<E=C+%>{X_J
z+xuxBYo>H(%;R!V*W42dp&MEYva?TJQ_{HFYUEaZ?M>kV<(}&XeFt}4cNICH@oY-e
zo32{FNv143x|vE0R$-=Fp7t3YE!8+7t}ePK=*qMFAX626pU|=ijMwJHdfI$n^~vDC
zV^jTLkEILw9z|_QmXPUMC}liPJN?w7Df!>|d@2%qt}F`BHtm#sDf&9p*5{}9Cy&CT
zNn%BJCU;%X-+f)=QRkmkZ);~<?fSU+IYZc-!pGCHVlS@x*cf@q<K~Gh;f-c{&ox#&
zH@Uu(xiRMD%%-nPdT0LrXJToq<FC2#xlrcJlTR))_ArN}&h+;>dACegd%Dc>JYS`E
zU!Sc~?%m&SsyH`n*@?2W28F(?-IjM-&p!;=^Gv;K+s?qr(VE=Tjx1r|^G!UjT*MkR
zEzI`S0+wq<-*<^jFSadzl5*{h3hV1Wtp)wFdcX5AE}O2qoxLnB?T*LFlP+H8dIa|L
zWo;HKs$5&yd1ab=P;u9yCjwcK2F=e7{K=M?Hu1+f+un4wvpM#KCmF6*3ig|>nD&I{
z`!etQrqia$L>`UhT{5TZ>9an!lj>bB^+TqqZ!Ho&tyaJ;Iyq`{Szpz&lhJllpH>}?
zKCp)2WnAZq_)3lgU!UIs71c{8R}1&mW?jB2eJN_5@*~M7m9e|4!dtR9BssNv!q>gd
zIbP<U_2I2wnd27o;<&9G@6H$+Kl@}+IfJP<=JBbeoiAry*im-OKI-`m;REZ7_+2W3
zuKk+!NqTSi^j1^F($Mc~eyXyRuD$Ih7WN{+S90P>$t4jHWslaHJT7FoWcT>MpR8%e
zj4n=z6U#Hos(8y`x!PM$?rWaLlKd==-I_Y?vc>^k2i>FYOkkBb|1{?9p}xvBw>E3q
za`9XDwXN)wx6GTG<31~~C#BzOx6<C1rHV#<hgNJ^b0$0B;K^qTJ{45H4sq^wO=Wp(
zYOKfVwZd_wPdiIOP|~JNMl&W9dzhPBuAM03d-BorQ=u;^zAkzp5*efszH`YmyBS9#
z%R*&~--ez!{&g8^BDY-gwZ`neIaentp7q<DY{Ic*#e*-8);zzquu@`DR<qdB<WRGz
z-A21|&sDB+er9sDvp?&iTQ9qp+_CD78*cYKT5IOcwD@zmxu`<y+5RfgFD8YtQiAP|
zvV;nMhAn9I{KeI{IP_fR%q<sZsMKX1uogZVacG)ps=M+mmX4r1LY%Lo5?BNKv@Ydv
zalXE{!sEC~*%GmGMI(ddOU_<f_|u<lV#VSew@f-u$Ry2DmbI-84!tq)yy!xijeXTu
zV$0;FsdzkcWtUv?IpuDHf#z$yD#pIdGtun#)>?O@&kEjGc+^t(-0$O}ksBncuC@r7
zGlYCriQ2B2f1=mn;HozZimy#ooLD^VoUi2~l`qRzvT&`DZ@jjZB}LC;)vHjph)-H!
zJ9#f$-enTFw|hkZPpId!0E5DVYo_nAT(dLfj-Rh{`GrdcS!XUxD(vApF>z++S?ABf
z*Omx)`S}Kg8BBd=De7EqYFzTNYp&b5Wy?S3o;;Ws;@NTPriE-)#@iHI*BoWn8+E3v
zM_;+^2tLbNwC_l&Vh@x1wGGdwS6YZl`$enFI#XG7LCoVq??ir!vqI-3E#jum-#UjU
zWUT;GV|-#W+k#R_i>#@^3ZKKKiM;Y<EH-ctTkOibHagvbL*m!9<bC|2yi;a{>zj1<
z{0e2CF^zev%O`^`t9GBuT;f=h@NH=V!`D@_J6?J?%YAi-iZNU{BUe^S;yP2C`pyL@
z(cD|3BR2XuZV5hVVe@RlIzC=gWw|LIZXP$;{lU`I{L1Q0VhU1gPg*Q7Vl&P4x@w*r
zy*j4F<?c&Aab=lHHc#e+_;9}WdS<RZ$u;GGsE49T%GDk{!^vM4%RC4yY4Pjs+9JPT
zm84DaSxXQ0wc2-$-mS^iVz3H#U2e>2P#_Ynp>|-U>qF+Ao-n<~p5=BEF2C1#7<wn9
z<U#5BfQwtbJx{t!SaHrgZJ+s;d9N~=7TWy2erX@yg>`c$KB?Vtkonq<=e*K6E6z^~
z3(K9KT#@bVxN*;W)51B`*VpQ-m2-G3yZXr6f7fL^CT^49DX?7cb8*e{B)OzFN4~G0
zySlvEmcNMa+ODf}pYEO>c=GYi2Vpby_NwZJ&O7G2IP-w5_M*!svokF#B_`h5(|PRg
zx+<+DNz<NMXFgA7aEt!1?%G)og%evZIHt1%_HOL?^=QG)b8f6DQ@8Ft-81LjHMbpm
zx4BA()EZuz%X;qd<+VkNEF(8}ZCiJ-@tmRe-1}kiN-uZbeV3=j6uquq>u}%KQ~w#F
zZf%=f`18EzqO4fgRd>Y{lcHI!eOkfAn|9K6Q%T~i)6)YUH-}anU$N%qPL-1v<gzTh
zjrlCr`KH|YdA3aK%`w9*Wvg1&7oO5o$^Lm_@#KKYQxz<;G8%UNy#L|f)a7FHB@Xh2
zudWuXSS;ia^FcG%pQm`<*2`N2kL~%C)%Q&I;G=el)v^3DZ>-v;!DjZ)<YQXPpR3!J
zdi}m6uWz&QZ0Lk_r|u`W3ODwI+ZP)xe3EXvdU;xZK7U;NBkkS|7Qs!HY)fzQu}}Xo
znPtC>K#}(2eu;|OxO<Vg&w?CI#?AN@zWLQZvm5Jq5ApOg+*m)=^gn~>BAbOV0#$r_
z<h`!-n_l*MUR=;4Z)E5Ck#*0+vx>@lD?<+|OpbfL{?5(2htBkVPMO485%S=3d~jR-
zq)T_@btAR!Sxam(RQVXX=a}TmJF@p%!xjE!U%K!)>YeoFTMN=GU;3)czFbqec9P*U
zMfO=!EG$o~;IBzHIWzI(^2BAf*KIW!o-K}P%KZKFeZXy@u&T)hM_nR<&&*_+*&n5Q
zXQ%3g?gC3uamjO<{<5!_zNpsr<oHxtE`Mk7Xw^HLklCAft#g>WgE=ji31!*L+Ms^V
z_}YxKCs#B+Tf(e1Lx|0C^+iMVKCNknUJ~Dy7A~%pmsrZOy)Ii<;^Wzv9@%44TfBE%
z?RYlX-mCkx^{RppsiW(a7ka8}F<G#8iX5Nz<uB_6@7{isI^jv#*@}N5GS{}~6gO0?
ztD4}O)w|Hz`tJM{{~37gR2Llx3b$o=@@4(zKZcLHvpdfu9xFa>`onQq*5^nMNl&(Y
zvp?kb+<#j*_lL@_>*tdUPMTf1@HO*F*w*j%x&Lm<-1geOH_yGqsjuGZ$Nj_ijNNan
zS2)4Ex0W$`t*h4JJPGBlk7~1QIrjE@%?sjt^C3&)X<oxsi*<sJ*p=2CENJXF@F#oj
z^4haMrzdWjJ|*{kq_50G56%}Arkk}F8zeTq(~_KHC1>0i>BSve%lpuLyED_HFNYpC
zxF>gI?1;2)n_y#fLU20!m1{i#2YUMri{D48s#klxxEHqV)(qp!4?dNmQL(DY8V8!s
zvu#z`W#Dt_uvX;>o3O2WCY)K$Uh3Q;`z2g`me;KpNk$L&>ZNXUDjW9n`8u0!Og?x(
zw20-FgL-4+@kh6vW`{{JY4`j6T-_`1Bt`ILr1_;}1#`AdYu2gqH*5ToQq?$Cwykx^
zojkj2HQqTqVQnYc?rh^+HNCv3^B6lzXyl?ah3Cwci#}evxZ};;bvgU)_HOz1Hu9g>
zS-yx_`(+d_TYsAqBJ7qF__=2JrFQApsoSn|?+rZ_c;i@$LGJzMOC8IXMW6FO-5jOW
zrpiC3`D|!x*ky$jHo3j8WHN7^RefTyGdtI(c(Gx}suLl<t~)P}_Lhl@-uFiC>%3pH
z(w{y_+nPLQlBAVXK)|z$d|qXGrW?O8t)5-G+~Pr4%b7TtcL&!f7M)uw`TD%+nmM6+
z?>h-ij-IU}`rv2uURM<(8|QiM&M~+CF4N>Zf6BKc>7Bt0)A?4_%i11YJNNXrw|oAh
z;8`onQak3&tqvBe*U1YG(OWjl(|Vq**3O05Dkr^SuJ3DGBd)EI+_j^Tx$9t`qtxGf
zSzp3=j<>#!I#zU1<nr~6S3O01mI%%|<l)qIK>6!RpG%CFro_64uXwihWNc3H&D-9S
zkG!5^^v`ttK8pjE|E3=EEpW8<7xk`rKKD-0w{7*jr%LV@@A#~Hx8rW}%ULVcp5)Cb
zUlV%r_MYO`v7%d#-IK_Rx+N;JzBEZ?P4~4Q%3YHpl#|=y=DxaBX>qD2Y?7~}L~8un
zlDKbI9#5H7ExDn$IrHV~;Jv#yp4ygmvdi3phgDJNh<jnk<NHba<%LQUr%Ufxn{+%k
zT-aUVpv+~NDH2Dc%5J_$)y-X4X4${ot0{KrCJxg$OA)hbxve%`b41V8ZCz9z-K*=<
z*}bGCx%t9XfhF^JOW3n{*Zv604CS3upgpTB=c=ul#?-|7U7Pw0doK4G6lw8mdY-UY
zv(4++F4L7u<?cOOxA_?Rk1*lY3l<qFmn=Vf>Cn@#s_ADI+oS|vXP<D`uH~w}p1;?c
ziyqPo*W8&^9TT(a_gu!rzOBAXly@9WG>*}HRTw_O<MEu!z3zIw{8LxIiZ<4>`kQ(1
z;x5B~AxAo^q^3k2^XGBj8oRXqhf4L*7gGu+M{#q!4V}cq@NC_xw=&@=VYehar?Du@
zW}fC?w|yo1_Oearl8VjOKd%i6H%w{mI4{aSW9IX&nKP2RmfSoWykTnhg5!O>dal9F
z=S>TpE=)UcA%W5N^MSWvW=s}YOFpi6wZAu8FRvvpCX%_tWa-h=wvH0DrFw=3&w9;%
zrxvm^{WyEqlV#hc&bLdu^)jvUJY$jVYQCI4f3LR7ld5L9{XONMBBi{`srGo)(<MzD
zo3A{+wta~T|HO}PBQH6tG%uC%e6dY>fAIOQ+}{*dtqidBtuXJ<dw7s%>G=hcXKS79
zX7t%tTzy`(ZSJyTJ;l+kS?khnzo-#koAE35wfW3tpQ`3uZ_Kun+psnH>7o78O~20X
z{_4Nk<B$aVb<s~|>sMxp3mNL{kU!k@b%ozA^=g@|$!zacS3b3xH&t3u^Y}LH6ZyF}
zWtt4KFMO>n^4MhHC?gnGT)g`4!n(xkd#k3rzw`OY`=#eHuRQtev6%PTnqAXgRG10|
zA1zfmvo@_ok70#RySiw0!dVN~w^7;)y%Uvq{9{6nX*yc|(Y(m8Ty(2Uhr`*}tBtyX
zeE~gO4Q_X{{gNCHtm3^e;qI=0xu>d)*gB`LTsBies&~nW*8x8l{3|*0XzJIrjv{}h
zWvU+!tU8p!zT8w}m;GH)-WzvMMi+9+FAYgkmwC3v<iMOqt0hB1w%rtK-7Y8bdE&J-
zYq~7d*QTv$pEp%&!_kawZf4h=E^AFbR`qQuL-Bdh=rcDb`-<DG_E~ym>Xeiwi&bh$
zM#aIiTa*3n>~CfEQpx5#zc*WJ-I)X?>#P2jAtguM)Zfo)yZR<)@xqkjeOI|3|K6&x
zW7$St-`yn!(;h2p`P)y;yS*kR<zs}ydgi^+p$dPsq%SDFxp>><1M9JivA(Te3O3wY
zZ1?rqMoEqru2o{Qvl#<Y@(PbuUR`<Ydb#z>liSuV{G!%gb*`(ns=l?_cB8I@N_f``
z!2=8V-c)gY_pY3Bgh732%{0y5*8*>R&)lh@s%AK&kKgNf@vIAT57?Bh@l=)G)%7WA
zx0=_RwU*5LtDdauSGOsQ<++r;a$V8e>6vSj#eOj_Uv^x&=xCMH(M*q=XIu3=jys<%
z`s`tzytgFsZbs$jIJZB=O;y*<7!@B}Z{L-(ulU0C$XtEP^={K=KJ!`~wDJD!9gpXG
z-3juL{j1&Al-M|L>aI!E*TeO83%!cDcKhJ7)iZwmXP9&O`<LTO)f`tpEi;auvLtT#
zrHxC1o1;H5u>X9vap^JtrRk^6O;t_S&$rFqc=-a)e7~tDS4}z)o|&?T>s+Q(@T4hI
zXI?&57ngNHeV)Blm+JH7m$n?qei>KtWU^h;6lu3$_u~&EeIyJY&$C!J_d@QPO64aX
zZ!gvGdoHHb9m{<!zPB`kQ&NU+>iNk2T?X0fJK5M}Uwg(!Pj6ekY^kw)Owgv@xedp!
zJX>ef)9-hcWkEuZ)Wa#|wsP*tv*r|E+jz6mbhBOY*_4w<Rkj%9D$6}(SC@IT$(%7d
z*x=yzb(Oa#JLf!|{krI3s?y47HjftF{d6U|kI!CeUg~DcySL=t6lAL<f0{E#CTw!a
z>&Q(jO`D?@PYSH<b9-#_D`{tR``g$xCp>J5W9EFEKco7~vZ=Fdeg=De-+A2Ikf-qS
z&ya1`-7B6e1l@7?-7nvownR^QdDYjIE4HXEx;XE2qT$cl*ZZ5EOMF|eed+WRzkOG4
zxxCT*wD^U==8Lk;K3+Z7O7=3YdacfEQyu(yQntECf9l~`YOGJ(C&%1ol6dmP^v)SZ
z(c^dALi=UHb^XHnryf11xuv!DS5?@Q-0Rmi1Wa&Pn{j?`<>c01a;CF#Zuz;!NBk6>
zFJQTLtAuR5)}^`XCFOxj)s7`Itvpj<nt9GR;<Fj!`m8xR)7mdzT%OXyy@0PsyK!&#
zwBvr+dv+u?$CRGDJ3s2BpXR)~8pUqMr^Y!k+JvhYa{a2hzWlt{1IOd0XM8hzK2D7N
z@>*9<>xbp1yIGYvA9=31Oq}z@^u^@Jp67B~n|0S|Uu%unEw3BRYx33SamRAuuIm*B
zR^_il;><*EESdS-DrfPz%)^cE{St};C;Q$zQnX^3=d7ZSKd;s_X+D_K<+&j!b&=JR
zOH76V&u3NGT;5oArTo)N&#t<{dlTk+O;yO~FS8D5ynSu9({q#9EZ<pbLB9EsE|)Br
zZ*NU?+nJyB#a52xj*<4XB|n4HeJ#9#JmnTXJZtBB;IZ<xeJz*Qa)v&*KJUc@ErsJ-
ztB=iRxW!-fqb4@o(yVqFKYPj+(>J;2E*>|%aeRVd&sFY_P>Xe)$<oEw_E?(U_+@c;
z+R5o}#h=O4YA*;=nD2FTYbtL~V|1jX+~4f;b4t@rUDrRh@Vx)h*ogCM1Dagpk8OW+
z%Qf+;<XM%NMgvRH4W0e}wubg-$ak#X-M(V2Oo>s}i<>QlQ5}b6wfQXFSNsayx+C!3
z#)93-$?43qlHGTNs?PPZJR2D~-L^ieoo&~mpCvacwo9(g&f{1y&7tyaoTtO8Uh4^$
zG)`t2RIIVo-Dwk^x|d^>G3zalwRcUXJ+WBapIvxfcGcqB`Z8gkSIB%@@#BEpvdx>E
zd+n7c%{s|7kF`iVswP>b&h*u!6$~G=C+>7Smlc)s@>^lXXU?@w+nLv9-*n&7(>Has
zPFBQ|kO^*#5^tm2vxVPGymE70^rv;3G<K{DyU=>fzv```CBx;c??wgJlQthQd>>I9
zz2VR6Rb|XuQ_eY_E!uH&s+7lLJ>|s7k$gRl2iMIj;y0Zau5Q}1_{!bDH*bp8OMjKk
z<|}wu{p)(k#pf&5M9;2S`B?7jUc2e(F`7~O(VI_{swVNvI<Duxs=(O!pTQ>l!mplW
z-v11**K=LH{w&`)?k@Me=lxyFt!@2<uY@w%l&-hk(Zf{ub-mY>fC-29uUv0Fr>OE}
zyk}e9nGct`;?fN*Oxs>~+DE-u{$x&=v&Q-=X_-*zob$IoOHE{x5d6>ZdgZA(!4Aq>
zW2Ro*tNH1j59exy-&f<BW*xb1+<9m9-Hd3X;-DqXAJ@$NThCQ6p*dK~?ZSHLwSFCz
z%l0(zJlkmVh~ac$z?LV^XB`cmo_wQEZFbwU#W9Z;zVz$+(tL7V<`auAs~!dMN8K_B
zj#_+VeV6BM<7;d4Hun{2ho3uV`Do9vOYbw(O;_prxtpH0vEJ8lN@B*6b^jTJFFl+*
zvH5IyR87k~-io<vFW%vJwl~^qhGBfn=QumHDUbGgN31?)7F%w6-d9DSIBsjAp~SO2
z<vvqnXPUk)Q@`B&EBwsW_Ttx?o~Nu9-}-X<kZ9f1S7PQ3k7s?jEl^t>zA$n(kKoVn
z`5Nn<nJUeE^U-I`;y=&YkDH!}JaN>ugrO%?Q(O7mB+qvtGj}EJxa+Jc@z3;@m(|CZ
z)?XWVj|T=<s%c!^vc<jiwM%Q&&)IPkcRt&<;M&9uk7avn4nN{J=f|ELw@tA6c&yjk
z;N1E4_s<-2JNfe0b&Gd(TQ9^f{LEYQDMjkn3ul+}YN9`9mtV-<_-x@F`?<FL&qHS0
zzE0_DwSE)%x#D$z&2skFk?TAjuMNsHytXamUG$Mp%hp9tJ-;^e;Q6S8r0S3^y98ge
zNzoG3k>*9OcoM#@UDB@-$|1b9WaBcC!kEod`{SCP-AM`iX?iR3+ZnDog@0DHE@HkB
zo}M+Q&#HW#UZt_;!^e_py*D1)NNqdY`fT!<9?fSP*6B@2pV;Vi?&+0PJ3aK?onrgK
zwxfHm!}pwzfv=?6iZ~x!pK<r@Hh;C<nZZ-mF72OuBy@A$)3a_rHmaoU*lEfZ_vec7
zT@S~{T?cE=o~`~;@UbgO-ZE-;zFUds>Jt`6{jOg!zqC_fzHRoAeOqs>431Bg(Y!M4
zQ|j@V=PJ(zDxS^c_<U=f?yh-R??udgZ$>=pVJ{agGu6Hl_UP6;zpM*e<d-IEb(U(G
z+>BCJ%nnVp&RWs%?R9X+Y|-Q9Vx_^ooh@s`MU~FJ%4*|te|$C~M3Q~ZHQ$I=0lQ5u
zG+*1MyF}~3wUR>Koxj3n^sa6zyYgkF8+Tb%+RTdOc@j^;x4$e`T`c;UcS_GBKHuuP
zi3PP4N0Z(zvQjo%6{*V~J(*|UPTB1CD~T#{bH1#*bZ5<k305CN)SI>EuPr+Da_-b*
zO<lpyZ~rb9&oe$R8g%by@%gB)H@|#{co16gW#gWd;+Ijo_MY>x<MUg3OW13Zyyk<X
zz03W!I<W6IJ@fLKwY%ew>r0}X8<yx+%;=h)cjosi!>7yEtSJ$2^0PSa^+J&2?X3md
zdKmWmZC%^vFZw*|+L}kJF6SKCW$m8zX>FYU9>(Wvd)59n@W$D%Iz7#D-72q7cOI?O
zi!iHXTfyy7`Tp1Sxv__C_g1C8yO#ER<+{9xkS2#``<kRwYFf+BYA@@ziTH4A*KFt4
zvlgpvX0kOt8?`-2`qr*;w}QD#`VKMAk@wmYQF=7hsg^f3-Qsn`mZ~a~j#Nt-zGItj
zvc}xAo649U6PP{cd(2Vsj=x$fW5PC1IK}W~)soUj&AD7T{tQ>cY#!fRzlr(wr&X#<
z8;^TUyD_Ka#!O$IHGEkU?;bZz5ptJbn|MCWA~-+A%YUnZ{PL*8<atvXH#=qa1r$~-
z3aVHY#5HH)*`R5zx8H|6>WjRRnGq7hCYxP%gNG@5cF)r`Bg5F(U5QntN3$hf6dzjh
zR5vnXo4wSznZK@Hi?foOI@=<r<k!_(hgNL8vnW2#_T?twlQN-cJ`=33tezH=zSMbQ
zNz%L4;Q4V@S9@gSGy@qeP9F8$knnhI!qc*gUqTkWy|C^SfBvaijLZ|e_9z{H9BB1G
zzUrD`nPrx0?Flya!V~X9Rni{+4BGbe<-Nrd&nrusM9w@GR(q=Fu3uH!!u(wv3;T2T
z_nOSlyIL4#`Px%dVove(YYTFc_Z5e6Jpa7v{0Yln*QQ%U?PQBy8p)8$wt40RnNN<(
zO?Jpsg-zJE++<3A(mjXwv3fKA?cn)c7*n(}$@uoHHztX{@6Ea5U7S_$eR29#dFKeN
zpU%w7tIq9X*NwWSP^sK^b!u&2-PR`|)AxS1dnNMt&DJ-yZX45=KaVOqu+V1C)oAA#
z*I!5Vm8JA)-<{fj{?X-)?IpXPKAYgeG;#Y&Kb~cASJyaAl_^_uIlO9?>HECmw-R3-
zZJ6xesdr{o;qFPcuU8aVN*s?`vRox>)%gX*nMv9+1Q(r<`E|XqV!pp#pSz6Q)-U&`
z*zCDJC+k<`G))8JE7xs9>z1dQEcIRXJ<N_{PwUka%5%Q1%Gja67}x(uT3F`&@u~+*
zbMMwoeRA?$|Cz!ss$P4hOx>!l?x1;&LAGM0U`5R5_r9rb+}9SFuY49+^m6C4A1sZp
zW94QYSE$t%ay;>EZ8dY7<kxk-jLO~11h=YGzngOW#IcHhTg$#M%lrLjn40p^XPMpd
zr8#$)P89cPFRK^)l_vN(acS+F%GYWtIdWewMjdbbt2NtgcfU-yGmrPv{!6Q8-}O54
zA@lOy^o7zMWxu$du6uey+4OR(D0Ba*9p2ks)&IIW^-Z;@%FD}^zb8+ge`w{Zf{N8W
zoF)(U8U~-KnVM;Nc2g(&JZ-&F1>sn3^{uHfinp>JYu|Q~nXh-8+g@RQam<<>=d#!C
z>3J~m{?g)0%*Xw+-u6ttS6E~g(q^-*I5u_`?+L%kv&DuV?iR<^cAoe7_&U_=O|h@a
z)r&90ibM~be;#{>FM`3U`nq7olKF@BG99yNJRkKeEPZoZZlvnMoWq}<i=MfE;1uWa
zZQ57F<R>qySeG8Kjg_xDEcbO@@M}fiT~Xg`gnkLPzn*tvS*F<i{XTt<O?TJqD4sY!
z-|ND~1YV;L?6$90NvYMi+0E|xzVVBByKX`E(W;siqWoFME+`yP?s}E4WEU)-^*Po0
z<l^^5T_smJzT1e$)yd!5S9!HExu?FjmUaDy_3^g%H|Q0=k8-?e+-*ELc<VXMD_@p4
z_M|V<cARoWXNKry$(SFnI(hDhi^jR1w|wjMXjOx!giX@ovZB2m)lWiqOnD%cKgEwX
z$CW`PP*bHRYGRr~SyR<@|6B|1-a{L{C6p{OIxy>?cR<TiPTBg|$M3xiTa@Hq^*kXg
zxiNO`)WuId-^U8>y!>`~;L_|_+ct{Xe2)D)|HRgrtUH1ySQkglydggCtI)J*wr}i2
zGj3mb;d&tM=c><f3`-`*yqVm<ZxgP)A}c|W;oBP1H?>~VH!rVVzVL$G3Y+`;?77}d
zdf>^R{PKOgxqJ1lC(I|;S6`~D&UxJRBH+7T%{_VXpo(X+FFZ2caZb8F>gV&&?Pr#M
zS--M$#y_`5`wFfJ=gj?hHrwmuT**bdEu}NqDxdsk(64%@tNTIZ@#~nUOME;O3S*ye
zPSD;~bTO-DjnK1lleJf#q|1A~To^YeR69bXp&)y)Kr6$<TRWE9_I+Ku#%*1J<;z>E
zPinrMx79kafM0aVn<9Tv!*bIy56O?$R_s|YYpu=<rOh{Y+FU!Sa!&JPc5;M;ePGyy
zIZ_Avg7<{2Q0XeZs%#asr`yMmHSNq{^;^rz6-tkbPS%;Zjy-#Bsg%dMw<n*i+ALSO
za7M~st;I6Gzpf6lIce+h%;IeEw!>*Fv+jSnSwA<=tMZRFbEf#VCo*+k>*xAJKmY3D
zm3b)qP2IE_pZ4<~*yjA*v-Cd$*Pr>j*w5El&H7vaF?Y-4KSmo9_A13ZzP4X2|Dkr-
z<2#?@%wn~Zw2s~NUvt>)r|+eki}eK0U*B75aLl;L{`|v8u@Bq)PaiGg<X|YO5dAV~
z>beSn^2y;FSEd*qmsoqCurFIk?6~uJuU+ekueDm=4!*oxRpMRV;t7j3>Ze-Rd+mJI
zQ+-YL^5n^HefMosy_&!B)S2?Ubxt+!UdB#dEPHIjv!2Np!gN>95ngp?YF~D`sg=XI
z%C(AO(z2UpU2K!{mvzm4tDC$|=%UCq-tJ3N+|TCOB&>4{>r<XrknO6M>y^`~Y*QH5
zxH!^qYTcsEI&W@lII%wCLdk_lzk9`(w);<w-OPGcbIG*lYhIY$R(6hE`{bbDUQHcc
zGbc8~uESTKq_VnJex7dnrgj@!|K?@$+NWik&z{jxX?pzTO-U8Yb+f92m8Y$q_HEVj
zwaJohoVSbH)?|gRx_;B={-wIJ%ne8Q*H*8a&Qrt?@<iS*`+4SCnaBC@QD5u1WBg|L
z`PpVyoHELKacXzSQn}ES>aTMruzEcBb$!{*V-ML)Pe-^bA6uUJgzMefgy}MMO1s5o
zsTACw6@F)v!1H-prJ>Jzt}bo({%E~QR^@?Tp{lhPudV4>$ZXuhe`?q1XwlmzRw%jN
z(O&Mxz*X2IeC1s3ZYGy53sGauW44*)A1}>*Ru>waIbkwuyUeV~PYym>z4d@h+GdsA
zmIv52`zpIK*O^(q3_El7Wn|dV+mo~lSd?eI=$hPrB-J|RR8q91sL-nBD4{J5$xItk
z=RbQ;XFA)<dehbW&IzX)3PW%Cbe$I3D6*qSJ1+f#&cvFtN5hO{61ZG@H=cMjCo)_n
zusp$Ml7&Ri_8*~#6&$y^S$z&zv*dA?)9zm0GS$4WG~Ibw6^m7#d|B<y)qKL_WGWYj
z=wx5MxA#t@T+(`wwsNty)Pf7=t-o6Qd7Y^HXAjqmmDaOjRo3V|^_!|#Uiw8;+i7=E
zmh4RlrY*11OjK&m+rBzjak03;)nS8Bk*`sR#j&hg(_ItFc5?32D_{^c>M6=vbaczJ
zr8Q5Aou1u&=e#rViSLfH>3eQSL?tVJeb%onGdZ~Im-r`5lbpN08ID34?4tY<rcs^}
zO^lD0nyzc!oYs2wjE4p2X3vYyd#?UxP%l@xR(r;4m0{53v{%<Qp1SLE#xwb7;r8jQ
zA#Z%XKHKHJJyhNF)T!T%2Oe#_aM3#A<6kfDozGu>JzH3{cIGF(N9>|+!&m0!wa)nb
zGyLqYf9o!t31mEA6E<;M_sU&W#pWsflGlO^_b|_6|Ie^$kJ>-B2@|w$nKs=wd&Iu9
z;_BNo+4E<=?E0>;mS1np<#*?8b~mWZI9nXNX~pBUCE=T&%z7rleDc{|i>TwXO?FHA
z?p8PTioMGkF)w*{hNwuOOzN&*VXKZCw|-OXyE5&LZ{|vm12WZDEmOJY`EOVwHshV;
z`RAc$4j%S5UN6o6@cyMm(_CeFi<%y}JxCWd5>uY`Y}VwR-M-=~6P`Cmo{5<MGTcL1
z(sHG_g3Z^pOlQt>{9xhRDtAn6i(JOXo(r2?Zk%7r8h34@$2*0fpXsx9@3WE5TJf3H
zCcrM&OtIpLtd_@vw1cKXccz&x7R=$xP|WK(FLq~s)cG`v?`yZ;dbGkMi(lr-?by@1
zqLpQ5cG?6OhRxEem+JktE~|afwIhw<vX#qa<k+j0$gN#neoQl_?Va`Mz@E#p!PnLZ
z?<ifhR;H)o+2mxe7ppFnip=&@-W%ub_Rhkz=Jwn8r6#^xjaqVVtv}MNFxfZl`G*yp
z7V67QV#Qaz$k;RE9KWgS;dzfm1&dz>TFd)=F;6tRaacj};A#)=q|HZI&lN_U6nxCK
z=zDg+X7xL(_$^I2CeCgQYu#^iwXIVi_?6dAAB6*I6C~P$XSwNQEo?mbXia|HvRgJR
zd|FA$=ViibG{U!=t{2_s7u^-^9M{_M_yD`)ikW_eXJbqAn3|&nqby^OH+Gpj<;V7A
zCRm>Qx>jYzf`?hRJC0RfE9u*DOe@EF>(&#u(kxfKweCG2wT^pIk%8txnR)hB3$4Fu
zdZgMsH`Qu8njzR{@iO%8Hm>POQ)X%G;;UTMJZ<STx8mEkmNv0Xc*|q_-d81fUTeqW
zprW&3QWc>EhM`L?uQxu%@y*ox&7>x8{zEIy#%?WIv&mOcF-v621T)_}tu>X3wOMN>
zZ_I1H)M%RKaPE}FIqmr~Pu6Ld1-AaW#?n36>*>0*j_<-pZQT6TxBBzA%yZ3p>w4TI
zrhCc+Gh3}WJ>^O3y>40rdQ5x1Qbaq#Er9*H$OnlzY1@3bjJwVkEnc|H?x>K&JPi%U
zb6KC5C!h5TwN$ypJ(Er8z{k)(dxU50)n>kMwd~|uAE6y=F(oTv&s98{(&T68(D7_(
zskZBdfaek`MZJr%O18iBD+m$nGUvT^BxS498IL8$vT|6NHgDdg&>`%xu-9wB#<i>g
zt7qNdxhyHW%6Q_vwVnzmkEV*N+gy3avdW=qW1FduoNJ`8hRH2m^&4{vuT9Zlwtcm7
zvZ>LD!V_y|l}mLTW4|_)Rq^Cozo^>_`HM~j2d|N|nWfBrY3rii>aO;EhpxOX(bto7
z)SO@S%ip^@bjOWc4oT(pGU4ZMxol9@NbbviaaKAyVPWnB%U@sCdEMtbIm<Pxe_2Va
z*soinlQPQ<ejm1!Tpw}yeY%B<f6n!e7n@!gH>6K&v^A;<-=A?(q?&&Yr)=@D>}T1Z
z;}?Cg-NmJ!8(&s_Evod*4<kF)vJ1}nS#08SO24iVy(T2WUT}QF>Wz2)u4k3D{IXst
zO7_~;of9{!{<i1f_<l4@DR1ZNd)pGWbt<2JZ1>eIa>BkV2ThxIUSzeK&C}y|glE>a
z4+8rQpRK>$9`dC0>#FTSVzyO5+0G%iwV1lH-oKA5;FmwOq{;AlTJh_!`)9ZtY*(r-
zc)!whLgV#WHD&7+Uq)Tqw&soGiFH$I=b0)i+g)9>wAy^boHuX!@;F#h(${5Izg_6S
z&b0B}oXJzxT<y!`I2(5AqPXsxo0nuAo;T0Bzh&wjreiyA*XnHJ%$vJ<fuY0%hHQ_c
zODiS4&RuicIF-LD=_KcKn_BI;=F*-g&IV4)T*AUN)3e06E3Q3U_3Vao((}EZuhUzS
ze7G=DJGb!a=3t`<3$CcEUph9;d&Pf-tzL`=|GYj|de>)7deK+*=2+L03LmfSc^}RC
zpy2VxHBYTy<og*GyPu5HthIaQ$vkQ2dF2M)n&?NpM$g2{-FYR>JI9AtEIamOv&hfJ
zlSgYh*WHa#_LLSr4;qeowS_0EE37cL+{W+K%VUmq3$B}dN|~3P^!-`!G3_}ujPa4Y
z+w9zYm%VX2XSr(ajb`8TrkpukFD&QYJ#pJ|*_>pPrN^p5Tt0@DC9S>T<R6vhxJ=CA
zrO(}SntUH!?yfS@^zM)9FR;1RsT94pp?AxJ2R$J^cOGwb;CMD`-y*r2D?ZMO>B~4O
zUNt+?ZplK&1<S0`W^ju9eQs(s;gQ>6$!ClHWF?<BnZZ8)Y1GUKkGl#iOl}2Vxxl(6
z#JX~MQ=xB~rL4Bfo7kz{+E<dc1a_ECkhprZC_9L^bh_FEw=-ECZ_j4BTS$oVxh~nY
zF_f=zwc$>8xweHyAABQPLl0WM&}J`A&ud$l$8Nedd4*@T(WY$%#Yc<I6b2o0WLJL~
z^Jn+njBH8k`y0QSH9oGql=0oe-8TEZKkttt-pO()CmuZ8FT3`s#)IZdd*2_Lr$6gf
zN}u~rPUgv%_N?&}^sHX-MKeil+4_yY1D9sYmF^O)<F9&`uycCFi4(T3AKvGy*mg-f
zM6JN$9B(b_!XMjiJrt1?`6czU^YZ5F3*Tv~P2HA$!7tK1s>|SRQDNWI&is`JKDH)L
zvI<*%>pFA3ZT37b^PO3K*F?H&kJ}bUUUm}lX|u?i%B?-qXzL!u$VA3Aj(6Is(#x0b
zIs0=?kma;U*$oH&W_w-aQCaaKJMi&OHUo#pFFm>?9p~|9ojmILb5`8zB=gKelX#O|
zP2QRn72XL?mRjxR=9+TK?AQ@~)2UuX_Z~{>u1R|{`;4V!aKPOgtBrOEaoVo7eeca<
zf6CoCRP3D-$DQI^JLgQkblplMb>DH1(3%O+?=_AVeHXg(PU0Nn+KMIVK{B6j-&?EH
zQ0Z{^!nI4?lVU}ibY1r?R-Ceht9Iw=l}bJhOhwkAnos+Tx9A!F3`;3rrhY<V&7(_`
zf)Xxg-jw>TYm*V4f9mS-88V)etp1r^J@@I<j^sI?&lVp`<Z0f?zEty=&Gl<XgMGD2
z^-T<xI6R&;@7&XCt^q~Mwgh>so62^kL_TU$&cfEI(?6|#vf0mQqxp-AOHO@Klx{ed
zEu7r;u$_I@Ue!aIELF*(v!$N}U!SFJax1!1ech5tI<5PHf0QkaklfWA-7WXy_&QFu
zr46aYeOXt8v%X*HOHbAfY<irle`}JRM6K4#B#EXSt8z0g$<6mFe%62J{U@pEpLKa>
z@R)O65DuRt(!VwNVAjX=G4)m{pS;B1%YR&?7wEYqeetwO7q+kP-on5i^+=_ytoGDh
z>$J6<a_$WC+O|zIV7tbA<C;-k(e4W`egqjmR#_)m;Ql&RcR`qRt>(!brsoXJ-ZIiD
zr{*8p-nCM!NBY^$OSQdaA6V0EqWR;dX3948Rj!cMKc>Cy`?hwiz4w;h2(bEiZB55h
zh0p&PuB{S0a<OP_xY#5AN6fFI;%?8}uN2}r{n<H>wamqPi!2hagxQqq$v5|0J+J@#
z#B0CT3#UweWpihT&5E-z(Nhb19=0ck&Tu=-V=vWxx@UqvyKPqRq&lD3YJTT-Y8COC
z>|S1{^<)C4GK;xQSg}r{*~TX&c3YRu)V#ClQhU$D!-YrFj+b$2-R%ty)|gP>8}UhW
ziOM?OwA*Hz!c8A(z5TlM6N7EG^67bI4<^5ywPo`(r}fvSUJtZa^ZF!kwaW6*yRB3A
zdaMln`DMv$-6hwKeN<@P5}IaI9a?C~+<$0^{xiNErmH5^Ei=ogKUKVIS)jx@-jIm%
zHdkJCHy>QpUE6Yh#+p-7Yjh_5Y7Fh_`D8D(RB6@Zv*MW@_k|Q+Tv=i@PujFm?wsNE
zz1i++46ma!<4>GjE&l09@lnf=6scurJbwDB6nXJ`-Sx~|C}w(m!ym2Gr0U{Ok<-`n
zMVB-P*ac~a?wnkvy~W3WX?Utasp!_$<8fKL73{v4R=?nKQ~M^j<*}vm<=5dp3}03~
zQ+=mpDtmES^t{a13eRV4`RIQBY{)GI>uY718{b)+`k`W)c)rBE_}bR~yUOytiQZX~
zn-~}Fj4xbWs%iS}+VSZ}J-==F_sl-(>^!F4@0_pCWt+L|N+@8uHgPhWdGM73z1uX-
z@mBDy*ZK5b*~0XVxS7$3_Giy;?O7gn>7CQQGjqDGPs=-ZOE6pBB6~Wwl>O}O@?JlF
z9~G}swyw-^PM^SA8~R9BC_P<xrq!JEr8O5<|47o=tm7`XH~Ye(tJl3{OmByM&wq7(
z>eh<n9XiT&w!g3Q=t#)#(Y{+MYjlt4xaGI?HoGdqtv%M~32ohCao1$)#=|zL#*;&j
z`4wab1+AZTLZ$g~*BifM{$Y_kKc7#~`earqI%nC^Ami{euD7bDHyq1sa*}TJ52{X{
zl~^N}@hn_)oyR+mH8&;OvOO%6=S?{&zK-G7g)RG9?yluwQ|Vgc`J_4O&62Ve+nU@(
zu54wSd**_ln{SN%g?B3>+%L@#sViB!GR*5%=d<*+E`P2bZTaB8{&~=zgnqBy64e`L
zSsKIk9AFJKoO|=xtk+RDs&!A^dfYrOYsDP7MGFu7d3m~Vp2k(7b<xhkWzW{mVeI3V
zTr=UvS^G0Ng&`)lQV$zV?kV=sop&`hCjUus)I<^6RXN*DVlJg*aeiCrWWFwAVuf{<
ziVBzXXPM~>7YqG4@OEt-ciFQ|VLts!Gmbr(XBFmOtesUNHto&ZhU^<AYo#pB-q}_$
z#>{I?l-V6|ihXM>`=Z+pOZcQkpCql0(pA25DB#)MjNhBX{VqufaJ(@5aeavklX_M!
z$L*H^d%BGLnMFTdUh!1Dq&ifQ!!=Um`SkaNF;^zdnKkcKUB!O}spq!>=S?l_+SVrW
zWb2hnm3$Va?L}_<rpagjmCi1B&JuPpOfSf?d(D&U@}>7*$A&y#$6I91<?;IM*QIMO
zJ`0O7wli1gn|d+Y>p<gu(=!@BcZXeJm==5`yj0s#mw(=h`Nmh?uYF>{v}*_F(SmPh
z54^lSF}8Mho#@MGr?BG=JDHbyPkwpUY3{0+37H~K+#U#2T}x@meG+!^_wrfiCtBKs
z#VjhyU+HG?FEO@um1sb=7{{l_U9aChR_?p8uJT3M!{o|Y6H894cHVB^8WxkherbG%
zO#k%{>y@fEztf1mx&9N=^7O1_!7Be5qHbt6eqFV@_*Tc9tC`zwZ%n!-H{)%rlICO6
z*;xz<kGAm{c!+L&*P}2gHTh`R^a;F?HBUZ<q*$Ifv97YzdfG9O$McVEOgmSrT^87U
zecsnjrRQH)bRG?}p0O$6`x;JuwXM%o<aV6@c{Jfv#cS7@k3weO=<JuxT=>IO*id<G
zm|oR&n|Zq>k5y;I=+sYjIBffKiLF-Z_p>HntfvGUF6;O_>(I12GV=pt=d7Gxbv~o`
z<=J%28_!q!MkhB;y1f2z<bQ^gpY5V|_wG)4wE5Q6P1^c7*Mm<^dYR;H(X^`Pi|D?^
zYlEAN*mJlp9<x|?BP3VXKbkXTqQ(RMs3~$=W8|_*m3CdW{c1ApNsq<Z;_I4|vX|xL
zns&Y7t6Zbf&n_%|a_ic26^d-@k7yMOoMrT|?>7}(a^5gtzR`uN9e);lU+eHgw55+>
zbzJ82SznaBU8=um+|=b<nst1hkG^_eR%PmgU*YDZb`_=<CcCee$O+srTjAsNy+!ZU
zb<f7katN7oP1(%z+0JKcs%K=l+J-%{2$R)TeJp7cw&LLX0IN?~B3o^zN|+|k+|jL7
z9P?+}-2%I*w>LG_&3$eA_@vGEbtgh5WqdM}sPOpwGk15=Cbg|LbHW##&f`t>W-DS}
zS~ca>UQ@fQePUKOK3C?Rj|r=GE4;M(<y+(1uOlYinmFr=vc2*1Re@PAo^U86HB`Ke
zx^#Qisfrs?FMDS`KPA*HU@oemuC(gOm!n?%YlD?OrB1MY>0!HSV`A{Tqi)MSR^?gG
z+Q4QV!u&dTrEFHpsi5*J7dqWstNi*Hl;_P@Z|3$#d)sBz6lV6d1=oEK-d_14a7xJJ
z^vh8`FE<o_U0-nNUFc%=OZ(h6?z_Qm-?2XM^4G?l4msh6!xw9uyz^_9#EXL}wYuN7
z%3R%YRlLEs;!V|tiIsL+Ij?xwSI=KtP^~@h(y`zv^$+Hq|GPwV^MP-#V`aCkSz5Sz
zTjlyWeM{$=%b%Msx8dW&&tY*V?>w(Kp_x~!^=kpkC#{OD6Zr3~XX%d(i}O716@GOu
zf7Hnf`<+)NWo})(^UKqHyJq}8Y?|kr%5fqwUVGgp=LF&TaZ?xVx-W6p|Hi)M#z$4o
zFW$fX(8klDPd>`jG=2T7oOPs6+BEogNb~)*`m4V=>iFc=g`Hm)9NR5pZ*q8@zD!^3
z>!%%Gmwi?KxO#a61JCyV3{guHV^6i|@%&n5FR;$xe$?wVlY7kSrGET*-DhR~pJClr
z#g8(J8TO0ThtE=q=qS#sEtz$TZ~50HR+o~e%UV3!7a3dIulV`EQCG8VzxRE!+d6xp
zN!PcDQJ>{~_iYsae$;K(p32{c_C;Df?pyB@TNitH{;5sB_S{^Ot@nF=#J1I(@)cns
z-!B@M{#pHe|J(1Dhvm=B7u&3vzdx#)v&_nNOVC~8TTgfR9SJeKr&VhDls$B^y2`A=
zE4O8{)!mYNQ+`E!yP+Sf%)WkY>4Yps2g&u*-L`~$`m3ELTQBkRwYgW=jeRNi+Ap_#
zlwMu7=4GDv{Mj$#IQFU88uwgnd?aRn#Gv-IWl&j^RB^;NNfn<tg0ngd)+_(JFMEFd
zwJi^?m6tDlv;4-zkjudrqh+r7-oNwbwXMG7anra*MIoP?-(TA7xhzv^rHtK@Q;d>t
zukBHeoMbq!sw#Z#tIdCw%=@{1?$*^urO#GZMBMrKaYx5d8Meh{<${;zWuMi15;(zf
zt@i6P9tX@t51lvE@vsTMdSTg@3m=vSnr_{fbW-!2*209W*`C+uWeKX+TwgD-x%Hgp
zyLgtAo=YipTO)Q@9JMKZ9hx+|x3jy@C&|Im<a1ZHrm2~8(5@E&6Mls%Yf8SJwdZm3
ztn&#~$z3-!_O;vGb@`&k=dr?D_}c0T?w96I4q4P>nwq{+dBg3VQ1P6Ev^B+{u^#82
zN4s&#m}-08sR^2Do9&usc`SSW$=C0LI<4fZwzHg3);GS8``o5DZvEnzn$vNDnTodm
z8MMCYDm_o>vV0pSX4d=Qi|rkmHIKgA&AP1iB;oq{m!G#Yl&$B##E~@T`kt3&XWZOP
ze|}SqdVVkQ)je(JOF5~@ufMJj-VifIc4J(AV#d=p+sgG}8(JE6zKv6P@_ymPP_=%?
z%?$$D3&sBM?b|vt&469>s+wV_=+bwUMO{}8PU6#^d`0<?)R)ZAvg?vn4b49;T#hXf
z2?@UO^FKqhQ*qzc&uP2mV|eCFY>W?m9Uvg_Y+vSe#fLkNajuW%OnFpt<w?n#nuDtj
znQvs?TUd1H=6atiSMuzBik{e$RdHbbhE{J^<>z-qVy72RO?iDZV1kVBy<O9LiW?_s
z%VqdktPS3+_POuO(<kR`iX+eLc`mp0;z>qji#5->MQ=)~OcL2SZ>b48L(&$eo-Zpl
zFp8!|2nJiv4M|(mJuyM%+Mggj<Cuf>YnASbTC9t7d%oIhSKsp`(H6WfXT219(Q2X0
zd}+_FTOZOb*FG%q|Hyas{F_^Mt}Qc~yQRMKw)FWr?OA*GJnnfsZ{F9g@6NJ?vyRQm
zy?Jo$W9}Otv>yrY+uu3A-0aQg2JI=+b!Xk3tun!?&|7q6&Lr)t%cdk%Oig*dT=Teu
z=PS)_2HDm7e@on+w<m4$tvgKFt4tpiSF_go`9wFKyLGXT!NKx%RGRW`*}YkZ6iz%|
zzSTVRyGgIa9gnqsZrOpkA!VyKEV}l@qkY3V&uf!kl~ilXe7arS6FOz<$v>~xM6_`#
z%}|nj8DTa3=7g0u-xNK&!sP0dz>qGvZto(wnX7VEuqOvfTFY|jZ#-$DE~{ngKYM9u
znt{9DR{n`?FGJ54RSH#$to?jmbk&07wWbMnb6*|fkm-81vbNMZQDTFiRrsQp=FWXp
zg>hvP?_|QB&e^TXkdkuE@cxDC5nJ9Czl^m?IAwow-P}c=*{@um{^Ii_cGK5oGg3uO
z^>^Ns>U;I9aud5vVVKYnrsXnSuUay<PdpnT$Yjg8UTw>g>K_%VX=h&K9%Ely^6f>%
zW4o)d3N})Aw*@TPv(xOmZKb!b<X(<LJ+o>iG4R`5RW@KKzO?iA>4zs)TwUCFboFNA
zfL+ov()QE`%`K{Y9UHc=dcvKqkFQ@(x+G&>_0{0ZSO4In$3p_UuPiR`Q19C+QXux6
zZQ*~0h&!`hy;TTmcx<bE&)e63^5)!|b9~S4S9#oZI7I8}OY;q^K@M+Yyxl6lom_h6
zY^<%=u4xG>#qYx<&p)2EQXp=|IjzflQ`T0`op4hmzUQB5gn7)Y4Ubj{cV)zMTHo2Z
zqbkJZ3X|jgpO@NC99X%z*0Xr(o9SmNkA_ZQs`}61HQ$D3Ue<0?m-We|>jM}188NIh
zeCr|IzsKrxkkqqDwo*oc-brk67OQfOI(}Ij#<Xc2!!2K@y=PWioZiSer|@-%`UJUl
z$u%!iQy*L__B-6<$6MxJ9q~!a$#*X6#xrw1cD>6z=J4&`*5}hKjY_{9ty<cWo?!9v
z#JVkOdNS1|Z#|AOZjP9&cs}aQ((bP3c?@@|>O|)~o3yK1=CF3Uef(M*4d&&0eS)8z
zwO~H$+_}}N({{qaU27MLN(3JD5})^VzUs_-uUBUrw><DV<YwdhuqEudslv_CD_&G?
zUEP~k&$Z(9%WzJ1mRW0Jn2%rD;wjU$eC13v_a9dS9<wWpE>z>IT`d*U_A=m0s-~sg
zA<Libri{m9zAu|DdA@GO@)SANv|H}}dnSb&&DZktt6X)ke{JST`8a>Cvl<I)jia4B
zo==h9nHa--ed4d{i(aso%<p)%=Zbc&#ryj&<2F7#QFP$#>(D@Lv+VZ%_epE7eE%K9
z!rWJQYv){t-nDOIWfEQL=5ReRReRX6e%_Sencvp=2HCB@q$cFFq)z5~c!{y#(VFiM
z_vT1k^)6eVWB%%6`t1+v7wx(^f7Zh+x7E8YpLnV=W6go|ecDUAiag}D9y(pr_M+$U
zyzJG@JPSSso+>{lHhHt&88*AEK^i9~REJ*TIPkAT@mAKFt7qQUo?UVL^m(ttI~zB-
zXI<`d)xFla!SP?|>@QY|Dr;)iKIT<;dTO~}k@j=Rq|_qA_}c6+!Si`P;tG$})IO4y
zS4vYTHGO(*`KjABI=4Aq9lo`6+jD72i+2`F3y=GId3<i1=vUxckaw^B`MX!YL}oD6
zPmSJYZ}GgVLp$_Ea>8BfuV2>P(mE?^k#gtat6whrHU7L_RW9uy_w{*IO{1G(Px-p}
zXVv#ty`6fe|6;*9uikAtbJ=aR6FHPNTynf_^DFecG4onwufp#$-G0R|pWm>KD=p~w
zpGVuja`#L!vRD@@viWn&rQQ2>%SiT?to*e0IO|HLl1J-0Ht?E;&->bMdTsexr=sXC
z<)4Lp*-90ET}vJo>|8VRu})QCxOjF}%-zSu=kf!XZpd1P%NqSTe)-m3w!aoO;le7B
zc5|+0O<j{LdFz>;QE`9OE0d2WeqGaOS6^PY^~%j-RS&`@&AoU$Jhb>?u6RRnTx)`X
zf#rIOt$FjVzSxz`eEHhWuY2Dvd=<1(+U@v)Rm>8{w-!fDsp$E5e`{&srq-jyv$}cL
zz6?Hde#=7BH#zs650{EqZ(y%_@yAju&G|*W)tS8km*$kP?cUFGn_1)hinUW_ExY;g
z#<AxeU3<UUO})5?Tj24ft@$6HO8Htk9obX1!c?6}`OA96Q=igb{E%1?81|;->mxJE
z;=Zq+-`+TFDKqib-up+4n9f+P7o1bN?o`p`;HSoxajQ3;GLLH6aWsCG@x)6T?`YWe
zSH0Y2=M{6EO;T;9lz{)nl>$%xR)s!TT<|w5KkbCCd19l{&tny9XDmMO`r2F}ey>Y?
zhA$(2yQ*Kgd->8Y(NjViU3X{hN;lmuy0MH|^j_r4Nam+s*3BqVE!$>s>G^amzh`DM
zm!~ux+AE|T>M9|c#hub`A-n1^<MHH3ubT6&3%~B*k#5O1{k+kKN3LQ;s&e8{JLiMP
z_ZDxTuId=~b#|HU%yR-SdbodI;yk$CZqFVbiQ=g8NkV7uuPria(>?L}(soaI%g&=-
zZ<Vsu(s#$lX}{XbXa6Pf%la86H|j5iOuV;m--QJGG<mO=v%MzS{MmV5X34wasx2-H
z&o8ZczUua~u-8|vU$a`fYL(&f{|r(4Dy}{_GFO``s4Am2ES3Gt?KhQw1X`YdS-0-0
zQDJ17PPk(d+neOAWw&0=mp`4p>Q$LpKw|OxsCP472S*+<doG$6B5ztbxoY$6rQUb;
zE!S6S;5_db^Jkr>O~T*ol{*+T<+h&m;qw>WYJ2f{SXr52YVoY|X*Peep3Iq)wOR4F
z*SotieCA2oC8jGTeLR<KXYng^?sCzSCU5e6vtMZYUY~VhlH>VLD^*p}HW!~O(rzoP
zJ+WH->g4?MmnL_uVf^!R^{Pc1gErrJ(!KjmV|z>}$KvGjyuwQ%=jyg@xRY*cIBW5i
znE`xn45OXOW+hGbw0@iXt#Zwl-}l?NmWAqUdu;PN{IT5Ll$9$^E%=fgpKG^v<;#D(
zt#%jgn^YWMvA%CPugSZ!CspR3+qu}{+}=mq?j66Au<?rhrmW!2dA?DvlV`SFXDIBt
zcEj-G>a%QDSDmSv6JBqeJ5PG~=~Y_h>~?KS!k@1Vnt9-?;C}z8t9gZfYj@4M-FY-5
z)lzwKFcW{?ltY%sy)K@2JQm*fR9XI1#hOY*m3gcs?Mu@=nkP5M_=Qh4?%mmA+LA86
zHdDoZ`Bv-nYwHz`D_<$dEZ)7=@5PS0dG1g2MYE(+jY`fx4A%Pc{%py#vLmyu$=o>|
z%e&;=7O!XTW+$v+v(3K!C0mt+CtQ5#ZKcLzzSV6LbNDR2tXt_T*C*F&a`ozLtBSR!
z4jISzEzG)PTsZ4%zy8x>+H-bpcUA9tQuMm`<;sIQB9)K6TkDeL`CM-532$ZX!t+b3
z<kl2U{JP#c<J0|MFI}@-Q?FL-uNjxO?JQFeob~NIuUng|b@lZLFRumZobsAvyZWUs
zA4_QPW*M$GJvmn|e!QCHRVufua^BZv77>%XUfCRz<u^T@c~b4*(NZ?EV;<{{-3m8d
z=BLMZM=sO##BrvTE$XIq9Bq|re%`h!bA2J%DeGENXs8la;=%Ybs^i3R)5|PVw;JRJ
z$1C)?hNqseSaQ!gUF4wRd9RtK<qLGre0RNjHnLaggsJqzc~f;<p1+%QOzYB%nAsb*
zEi>2?mh#=vKR9^u^~R&=yH-ox^9xhbEY+6muDUSsXWKdz#{!Qfm1SRKU%Hy_-f=rW
zDWuhXsb87KIc@!Olll!dthJmJEtq~~l4s|mMJ>kWYn6EBByANkJAO(lX}$KHWmnhO
zXRUa0CHm*1HEY!8T&cEv8Rhkt!>1`yqHF1fuPXmc*SExN4V<TDt37wGcc<xY##`$R
z?+3c9?Dv|pe&Jv3(6blX94Ay9^>BQ&Ud7SPH*D$$K5gI07v@I0TB<2GST5HyJnPWm
z$+}-_&V<F2FSXphvTQ4JgK^K*FoiDj_sW-MIjks8QmA2^w``@gv3%C9z+R_t*_FSh
zZBeq|4&^vk&9&`>)vU!Prx<S;{|eL1Ixam`Ws1Us{|sKw^47&PF+RVvWarHOtTR1N
zo29z9y~)jsH`a>wjMurV-LtREwP63;^6lUGg0rsAk9By{!zsDs(Kanz+w;;_=VcmC
zw+Wy0sx`4^!koTkd(Zt%YBSe4@MvGwN4NFzQy#KQDs5k$vhC{JReFKDxAya1H`O<;
z^WPx)BzW#k%XRa9rcC|B=2jgpU8<y^yz|lCQvzFRZaxT|T)g#5w9MBdyFJ%<awZ;^
zTs>);j^`?UEygeFowQCoTDg*;m#yNY{ZdDjuEnM-(=DFMuI7ANDZNhHFU%(<$y+%;
z=h@0R#b+Z^5A|j3JorM}cTKY9-EA$BZ^HwlS1vy)c;c+DVXx!K@2k`!jo2nStkHZI
zF^O@d%1mzot>#mEF3B5v9a8%|>DYR=Lo1d=d<=8y;hF4ne&-_oGp;th2YMdOT4)#^
zXvD$1RDHvxsH}8WZm(3!M_YLJJu18t93?0pw|BM0USCy-FADt%Df2RS|9l<9s#o!7
zVT$td$5AzBwkoFCTn!IXnYYzgu%~<}zt^uE>rEVwt=r|JE=I^qeCZ`o_~~lP)W6o3
zqs3+>Stk@u?7GpZ<a%6m>dw8HD(7sqE!A!mo1E2D=_rx+Ix+Kh*#)aE-^UAA%(i@a
z)?!K9tUK+et#^K3&C8Qmne+J8YVn-Uf!3Sl9YYImZry2^UGkzh)Mw(Pir1k$>6WW6
z9$UIYl-JmFv93$Qx79a}%X`gD3T2p(#i<%ld~Jc0oQH$GT(+KP#5S!tmropN&`feW
z=ehP`%&nXZZGFq-o8_3Uc=i6c)>0^Z^81pz9arYvb+6mHVEH<$Fuv<<ufwj+zBW1S
zW1z=v&!+iHz15a$>oFWnVpI9Dnw?paX`xx?x4NX6F~37<i;B-zdCJRhHN?0dtCzZH
zXuZTIbheC~rf2G7w)O5d)qWR4Qz!b_7KfyTW_qmpJ<DrHVBzG@lme^r75OJbyL|R;
z3{tY{y}dEiBlqUBS!WfOm)PnqT(SMrG0wYlLW5WC-mbLy&o+h6;mS>R#`h*&G4+`e
zmv`cJ=#00P$D=OX>f$``AhhVfJom@GOES+c_w~8vmUyjo8v~PXoJ8QP#-*nVyL40B
zjkm6II(6IOXjn>7fv?Z`R-4bE&6|aNtrv;pUdUiHK5PG$=MJM!;{3IK6Ib=j((Ar;
zM1M~ouiFNVC$l!a+j-Wo(&j?O)HmUEtm&3Dvo1`$J}=wcdd72;bxBuebW7U4`gHWu
zoXd+GEKOc6mG;wWI$9PIbH#DG<ucYJ<5^7W*J^WI-L`|{$y=84_aX0PB~LQTU+U3n
z4vEM!Ipw=(*Cfx?2YC3S*6j{A)y)65mq~?({i*LHH)W<p$9yA0Sc*Ne?)Ll<V_Wp;
z+tqtdf=@66@Y)?KJ2Ox7UZ70qgNBft%+9@Cv;FL*CWbs-m!&-CgI40Fo-6M-Cu_+)
z>YKTOXHDT*_x<W0UkA<Jaod04n!e(w?(=a|&$ZpMx;kTNPG9EUmNJ7$9MATCKUlPe
zFLuHSM)sHS<}T0svM=qiRaxX<bBx)Rz3SPl$=w?RH-6tXbCvW4<u;?{&uV+4{V$uc
z1)MK9EW5EW-moG$s5&!b#q$lX;{!9d7oQ8cW5Mt%{9L%N`J(joUM07~bM21T=Y)#r
zv==<Kxn95Q-mOKejxD$M`g}XvbY5x1ZH2F<Z^Ep+96FA(T%Yn-*FW%N#<Vq89CeRb
zb-h^oMzMeL$yJ9QCI#?@=Q^I}(w<h-^wrcW?=CO*oaaod)&zb(Xt`$jyfBj&EoW{#
z+Z5FO+uVFxyOS{YQO210yTf%4#E7j_-`OFfc{bzGn%QNa6!SQDH(pwDE9A-NqgGcc
z+sg{?ZB6ZUj}eS^&8(hSo0BXa_V!okk_3)Jmt!BZZ}_(Sc)^06M{A>ZhM6avh|5~?
zoy+e6r_v(xEH?&~ONSV1COcn!=i7dqvv68W+Pv2?v247NvmR*mB+oiro~H6_bGEO*
zrPRfR%9=7<r?qarp4B_QhyOr;m{T=l(2{SupE*tU&)D&YwIFKhnitEJmv76y9Kfoq
zKJUtOL$_r0^-(fbw*yz2T>Mzxp_9AZoiWV(eAJKZW4|)H(!&EPR1DT%^-cEJI#vFA
zMP0qrkLqK;v|SA??(jK^uC**Wr(SyJ<;mzj=g&s}_;$j#D5(7LwY|TO$jMGrE93Bz
zbFDPJ+IH~7*Y)cbMj3V4g$uhL{WZr~u0k~8!N1T|9~$Rztl1vGTg5pqWop;i`&}LL
z_<SQ0--n)%xz?%Hvs7BUi|exVm9nF5eEeSgep_}%PDnPnlWcR@yzr<#`^vRuQd0g=
z{j-W0ea~9I(C&G*<osUtby~^?k8&<AT%MGB<<76mtQL<&c(<K&ly%i(UmJRIrQ<SB
zy^Ci})@rCrtT>$#viylHi|$)r-jhqt6$Wn0+|sc#MULInXdnBfl}yIL48=Z~(~mS<
zYPWnH`Ml9X;>u0_8CULoUCeUE$ToXEk8g&Ho8yYCyWT}RS6q@wn)_^<Yk1J?-nbj5
z7ArSjT6*J}QF%(Y8h_ROZ94*X-fhyJ!ed<(x?=X6kgbKQx_--D%zb3NV{zzbf97j@
zPall4DA^HO=@;^(_?Y(N#Rd|hOVeu-t*1QNq4n^w$`@O%(x{EU{TKasb+4SY&oRy~
z`^uO7LW@s0?Rz-uPt3(XsfBrgaWU(!?R)<t{}H!k)8;#UGY>x7moC^iX?K*|QLBr&
zap#`D&|SCST%}{zOWkLxJLUgoebO}!?!A+n*kpBm!R<ReAJ10Y>9vi#Uw!9QYKfbL
z#ECzzO*W@D`la*s%-S+}iN!${!Pm2bykko^_KGzp&9X_JkUe$Bu9<l=m?vZ}nDpvy
zpBv+v*E^Ey=X##Mv{Os%(&ig4{qC}HyU$>9ko>ybbMZ1pPxk#)8$}QF8J^4PxGHeA
z;fBq}psCt7S8tlWrMAR1G9lDy!Gy!t_j=}Cwy}HMJZq;-Tvb6qVdS=nXNBi9H)XRe
zTe_|7x}Qq$nG<!TC%>*~+0ARlajrId+k}NqlEt&0-s1Rkroq*_dsmkCg~IHhA2a6g
z$Xz}2s^CnF0ZaMX%5^rItRHRNIZL4ILv`?e+pDL#3pbZZE<4A<tUU3UYuuy<c~3t0
zdmZoL@a7SmRpqSm<hPu!w%194w`K3F9tCchIOnRj=lnC0FQeC|cKm%kN6F*)Emlpp
zz|0#vc9@*o7Tx}{>?_k6=TeoJ4Zp7288sI-X%~32Z2aI>pta!X>b&y{XNP@J%RX`U
z<bMXGHL4eQEG6E@Y}wK0KW&{0^H&v_;NZFcbdNn+(|08Pn4fW=2g~!s$F|zKxn)z;
zKbUT6;M?n3vfO-MyLDjL##3vOEN7InZLisuyQFNzGC`Bs?eS6Db7G@!?@gMLclFCB
zlk%)*SNEh|2{|M*so_rP!IhzxWq3lpXWpGKr)1shgQ`!8tnU|{K62vTqNPsuyR>IT
ze}5vB^~dO>;)CR0SKOB5FFp07?8=R_n_WE?$_i-<&dgvuF1KT)<l?}C&qX)yzH)SJ
z$I_6Ad>5Sg>v$bSE+2pWWz}1it~<rE=AX6X{dvhZ?$-jdo->cjKd;U(SFm88)phTY
z_`}`TW;VQ4Gn4mv>GkW@Goh-b*@CW$y&bli?@s+>eqViARJKo|*l*g6);m^xnaeKS
zcDB_^J0&SuWRSII^YiWYQ%f{X>d2cJ*;a?eT+kLO=b9P6JlNy*N+-+I6VIDNmh3$(
z;PBXVmF|<!2kD~cW23D1Jur+o>vz{T`E=2fqJ_^*zD=!`I_;e~<@uMj`kOYZ6?<vr
z+UjJynXx}}vhu7=+jZDut{J;6cwBh?)5^y&bHo+?GgzH1Ry&?Cm&H8CkMsP}Je`jZ
zgtWUfx0J8mD5}o7KkAmLO3zY>%`1Ng86F7snZRbVHr?%@^sQYS&)j5^b|w9sw&rQp
zU7oGmpX8b*pPo{(diUfXJC?IWS&A(wHdJu3nstkjKk#RmO;PV%<0!X?vM;8W#Z%I?
zryXuQ>Y>8&Xw#8Z{-R5k7Dl<=FJIWbqcZpUS{u8|mll1NF&9~PQ*Mg2Za_Dai}I|_
z$6+tBb?1IQ%B|A8ammuVc>$j3a~?d}9LK3-Gs!h`=8UW9Wv}d`q`GfraXpI`{G;Qz
z=BJ*j|DKAql76lU{tCC;{4Z_HK65q4QT5VxX>HBNQznJZ+NAfq(>(W;<vOO^yoWMP
zZ`i6YR!0Yiid?)F7gw3mGjDEd<=VerPi@rV)jhU9&rfz!ZFc)ro51Bqr8z|#zOD_K
zy=|?;j@9o1udJ7Rn5es9@`ZU<AM9$~a^1SA<FQ{wa@XZ6e}Z#fy%lbYoAJ(G>%-in
zPnOQ7Mc#3~+Pxur->lrVH+#Lcvt}Oq(e2hG`^=U1%7^+x`;xA{UAukT!9G9j+bVl&
zwx#RXa-L0$iOT#QvrlB+gGYNi%+?k+1wPAne!iHSIdq==?4?y=i<fON67`=`e6}cW
zhehI#>x(6izUqr~UCcWrd8>0z(w4arDU6Xn60&~H-12t8e})+h&Oye)x0bmnTfY3W
zvcIWfb*8em(aPDfS#OH9`L@ovc*SeBe^geu{ymRdDeQaG{ZwKaG*237K3#SEmQr4E
z(EEa*z3<M|_B4DB(plTLC#<Dc@T~JLnXqY}6xUl%kc_@^W#PHPSv_xU`7bTH;q-N7
z^rTD;i`O2HO<n!ijIwHfN}S~{UFo@(<CyV@l@9M%4H`JlWtD1oZJNGfwz#a;?yH;p
ztU|olI2N3J<<Q0X<m!flw#I>0DIb4abwBZ_>B^e;%=3<ctK}SQvu3UHt6Y6r-gI8)
zJHIy<e5yW1n|++7oVl+4wEEJLSy_#9HvYQe`663F?Q8n7jBTtp(h}zUQ`^^a@!==;
zUuS+_Z^`5+*Sp|v`bBPP#&edQ@bgK}b@MlVsn7}xyYT*+|CFL^vu6)J@n$TE2t58c
z=Il#l^?UnbKkc0RW5t&32FvDl%UsKxd~flTPg!k`FN@xoKJlqj&Xv!8Ro80PPxMj$
zleMO|sd80rq;&C2W4Zlni!P_X?s}<WTlqdhm~RjNT6d$Jr=z0sdfxp!nsfW>x3kI1
zileW+D(87nzV4K-T1BYv&P&mcO>ahT=brWW!3kOI)!SwIvM>5On{M3KGXK<?^-r`o
z4*X|$eRXSm7WdP=N40EUDb2Lyzj9?s&p*>tf#(wgZj0-Ci|HmD<ULwqU&2!yIk9H(
zGOe=NvmUR!9(?CekZ0V}-k*Q|Gg#f;W?LO@z;9d6^+LBVvU0sq)Sd5-)n)Z^<_KO1
zVv*jtMDlDzZ>3DA(}`<Axp}eMW9BD@Jyk6{FL&j4>4AS+Zci{g@M!Iv-mD<~gKM6v
ze0~{Z{B_mZITQagTw9ZKZiag9sZBEL<BB7Nel=dXwq@?$)u#QX(lNnN#<O<%q+GYv
zvoyVOS5x~(xS~el#9vZp&))d?>ebm7X(w)+Sk?91^3j~PCs!S8u-!NHw5Hwixsq8~
znlFz=#FVV!`YD<kQMYw+nXOjwjlDfx4a-fnHvZxDoEUK`ZED)ivYm5Y7>3T$`5dik
ze{%8ZZ|mH(Hy_K5StwGma;AlZ#OhNGA$qmi`zDv&`I@1+_ssGKUssBJVzr#|<Z?mw
z#pPvv+tn{fp7*(uz*M=geXskD;$zvH40eiL4}8}wtJOSjYvpXEO{&S0oA2$KB9-<|
zd#d3f=lNAO_p1JhPWseP_4#G!tOPdO>~*J(ZF%x;YA<(Z-?f8(tgfru+{{04<#LR^
zy6L%7KOgOUQdQu4BWInT)-w0H%>FrF-v<hxE#7iItKD>Bh53Tz2C{~sQ`^^P&G3vY
znz!h)tGb10VEgu{OQpQ8udU9puqloe*myiD%Gh+myv4JYT}&xi`*!)Ig`aks-k9a}
zyjjy+*GFyZiDw&^ZhAd2_R|r=%d>jlcG?<-OKtLbzS_+wTF&2e=5eoQdb$#6d#6SF
zluG{1p0i_<o8-|dlaJDJra8h}&nr~SEj}80^7y6Q)vMi39`|~>w4ph!CuQa%zsdf|
zCX?^Yk@)DJ`fUZn$+f};lecy+Ty<!}`KYtJ!HbK7F3H56J+a;L(XQF$+S@kh95>y?
zA$nXptNfs>iMh^#2meC1vcB%AIc|E)UCsLHjVC81)>|#L*ge<tRe$jIt509f%U&KE
zIfHTHtWUQK?#R?fy;AJ$V1IdOPt+ELdB<0C+_QdF#`JUZwHbMHwr8F4E<5mOy*qzV
z<+@Z)#ZOhU3Sv(zD2^7qyE#nj)^_#}Yj@~MUwGV=H>X<q*yL)Xd*79BO*r-ATy~)D
z0eP=I(|kN6B#yeP@GW({nU(6UJ+JcHTG2bT*=4%MvhGi#Hokn&XZU5IliJ3m>;5w+
z_gEj7`MT2W-%Zn-vi8sHmwN50kX^AQaQoG;=MvuOCYNH0yWZAsZmZ%ywM?q0)u!~@
zin3bn5|bN`CY1-CT;#dL)^pv=FYl~E-8bY&^@XIp@VjQIHut*_=dv}I(zf+Z7M>q9
zHOJHBt@wrK5mj?;uNIkBF8ll1)U`*N0*W$^9cewUJ~>P`=XRm(su&@w<!sZ7J=ewX
zajw#@SCG8>BXsA&+#Ry3r|k?{@cma<p5_-#%@q@4vUKP1d##vtdOhp@s3-4cei!_@
zF3(e<HrqaF>xIt`!&c|VEnm5A%gu+YK3rSMyj~`}=jR*iYe#3FR%xud^i5ON=*X3>
zi<@t*S)V$~Z|~3bsh8fW)ySmVgwOwx?K1H$pYgqY>o0C;Xf)D3zg}fq)ZCKPIIs87
zGsSk*bW5CAp{ILlaZ32MwG9zJm`#to3QK?XXivHN*>&x!S=O#SKXdDm8*AhBUmtJ(
zZn1vt9_O4_YmdiVKWX(O#p9;z+3FeUTl;68nQn4*=I6J+CMsHfU6<s3d~MnF4?<`E
zRj#v&sC*e;>E?M*-af0-v{-gimf^LnF6=hXmi#s}y|rZbj8ju?&RX!XdDi?wcGHUJ
zO}~O>6#1L%TzseQm)7ce6)U$3AIp5ib7h`)h`Dfu=Dyb41<zKU;PcJuIPrXIxMovU
z-el7$vOSyT-PJN`xcbdG^n~ThXtkoPX`#o}XRW#W>UF8as-Atzwuc)|@>!^!!?mvJ
z%WB`rKSG!%X<asWnznScfcxGmx#^mp8O~PTiOChc8DV!lIA%u2J)U=mPp(v{b$obp
z#)<uo@xd9J6T@Y*AHU~6Wwdslk@l-tzS^Ue>(3f)yn5rWFstgxSGD5HHcjA{xxVyP
z%g^i+TYmD1%f7y_c3CRJ_0wmIHeXq>IQP6?Geg*}Q*PS5TjzY794k}wq)*$!@73{%
z*2~_+rKzNCT$ijOr(Nq-xgxE<Z|dT%JJ0;W?|gWhCd8=xdHpQYA1Bi!zM6iMThDOo
zPMPUv`;J_v=A+rIvqQz&-p$V3c79@Mbn%|++zOKRQD1vg8Pd-0trR&|zKxw}->E4(
z7gx{op7iW~(*B^Vp4pzOb?$`KwESv}E!@|(t=ssSCA-ABy4VBHCBCiQp2wTwVZ?50
zo4rXq$M2-%?;Ub`p3QzHa8<kT*5;dk`LFG&l(zhNF>$&5J=1_Qeubfun><!7l=aQ!
z@+`4j8W$b2Ws{xNUu`$-PAj3pS<8fNcVC+lkS=#MxF_hwNlWvc>D9uo8^e`amx!iG
z2hMq{ytL#(wBVKMaF*pFb9<G=cc<xurQ5Pc-R!%-)1+N=k8jbsH=m9>zV3SR%zx!=
ziGw$zj_ax}_#&~cth!*qzo~c6{Rq4~|I*IR4@W+B32)X4S=49yt*LUwK}*r9ik%i;
z-$(lHC>6ac8LQ0g9^2b7<9D6uPM*aD&vt4&J<f7%N^tc*lc#mZ%01te9(vGtd9C?b
zNp_1hth1H3ddswI-<o=7%c8S)pFH`x!a@D(iV6LBTN4B?@5?r~X6g>V;JZZ7BYtgk
z;N-K0kNrGE=B)Esd!xu|PD0sAuatttlA?|k_ECFfW*++Zy4j^k?@a#G>!xL_j7Kw;
z?iM^CaW+oupg;G$4bMDZoV#&&)~_#CZ}oBnj3-Wf8+Up6$>VWfABJTdJox-|+~#FI
zY-g^m^E~(>lQmPNszqfE&)0RcI5vsTKeW?3?9QRx7JV1bR(yT5OYW*v-^)nhDGZ@y
zlk==Dr|jh7w3~YR-aU<z=WSOX&zyHAX>IlNXZw_uOAD^wn!xb+=QY`X%NSIy&${=j
z=SlBz`KXu6{bxKn@<`cFdbatkh0l5CFD>lXd#2vC;F7gj@mXIcp(?5GFOQv6eq<;r
z>lydm<n6(G7VDiicQzHD%bvKYT}4QHUk5|;JmXlSTy4qV-c#QVR{FUXm>0Cz2haNA
z`6PhPavj^>zUsQtGq-nb+<oD62h-Kc$qI8qJ<fTqb(Jabe6%g!IYU=$8OzRta#Q=>
zWiOv4R4?^xDN9O-rpk=xe!dy$#&f>@$vjkFwbY)y$<H-B_Gne`b4yG0lAJYr9xMF5
z<niO3@%za1q6eQZzx2(N-g$DN^}Di9ey4+DJdasleVSCUuFCB7(cEKqO3#{2w%oZ&
zeP8Qz_1p6=ZB}_MdCqe6or$3lg^{0bT=m{<`MTra(S#GdXG=dZIsREK`|y0AQ?_%a
zw=d_HB}os$H{UqoQftK+m%Q{C<IA|K8Qo9%eZq?;J&lr?(E9AQ=7|<f<}d4<o))m%
zZM}ZiAoSnV!?7o?RD}i99u3u4tb2pmhc`0lj8Q>mP)y_5%-t5!)ys0$#xSItPMGwZ
zX^WWG`JhXaH(INUb}AlxIq&M8loM+_uTRRD@=bf<iPaMvpRL-&x8U;Cw!+twgT!M#
zcFjwUIH;bMZqC3QIr;6$wUN<xQf3`5TJm+p)y)}hT3*MzWr}Z`ioKEAsww#|)MLY+
zY?t0wew;$nA25cdB;FTgwzvDrIbl)}Yrcd`(MoCYfG6wsRxfXxt~GD#gAbaS?(%=L
zerX@x*c$SDp1sz&wO1mqHcgsaF>ldf!T$_8*Ev`0KUM2i6`ou0`1FIq_i>4<V+8oO
zR+N05Y`0qCF&FQwi=L*v_byLhTwiy2t4g(l=XqJ}NgvC4w^%Rwd~MHVzukK}SS>9c
z?fvrT(xo$ho-LJlxLT`A_gH-6E1_8VZSszN#<5>p-@W0x`edT<M&6$1Ypa&cXUMp+
zekt#6TfN+%MYEr^O}7qKdwMqX{@Z)YJz~~-CHAZ<vJUgy@3iQ4)QjUswVG#byDTO%
z>&SsOhT#v`3(l6TShTo$YI+Wn_Ve}Pw-keJXTR9%!rHBVZ%=q^=%l;9O5Vm;w7xUm
zJT2~AwtuC(DaW^skCuM=lpPk)wDZeyx0%XIE3{tTI{s9m^<<Fex}_0s+wGr=7Uo_T
zT`J=;`GDw}ZEGA4ywKh^-+4Eq#HqSvJ`8K~-do6Bo&Qu+z5mc!0oT%PyXU7&>e_mI
z&GN!8risgb`f=D6M(X(IUt2xt-d5fhreP-*+ssVTy1FFis(YsXrCr$^SC}JA-`zWY
zGHI3H(rnWbw+lu+T&EM9rQWFaKY1Cm<@M(}({pED#|B@R%c<Gbmdffc;^rZm<Q5Zb
zvC?<TyUM?ReB11&7G<+#@7pgww|L^Rc!||LcmJ{nduIhi2Obw)%#-N<d2M3uWxFpA
z1=m(y*81L=ci+0*V%@)kr#AfMTqh*c&MtZ@l6g=0;#rTEmt4Icd@0BwwBqIM*Adgt
zPPP29HeyQ0!S@l@4?k7jX1Tm%TKnb8>oZ>7`0OdN`SIGS`|Y|{SXBh7!sjfp-!Hko
z@WR@T<FY%JoB!T>UXJ@#(&OD%zTVDLW+*&b9JS~5hUb@dxmqXN9q#(9o0sG$x!(48
z@>i?;NnK$tD$Z?t71^;~Z%2S{nbp!`kq6#n_m-c_UMA;$FgdF@G~?LJigjfV{i^Ch
zuUW`E+oayp`gm==?s=(Y$8CB~Jf3yEr}^NY*Om_tN}PPO{=o8rUm;tIj}>LPI|@9%
zzP04rw$@W$pRKwPwRxVq=_|9aCgsT|C02CxNZV!w&W%>t!p&=(5%&1!^>itPw?4iL
z9Tu0{Tq(BRJwLYjpwq0qTLnMPv-q~=r}XuoS69k9P4cr`7x(G|&x8JtYbz(+c(*o8
zz*i_HW>xd~t%c@6LcX!H9&CL5Bg|*Xtmji^+a>KydsqBvrOL1GYufssJqY)D#g{d)
zCw*x)r}gT2u0LmHd-rs=JYKney@|$uhKtwlW<T{cNqT79^CbNGF7`iF>o4uKUhbPw
zmXIvk+qKg>tV81bGVN!7bJ=HAtY5yhhDH6>zO?J??~8who0Lqt@>}P;SLW;F*5hhh
zatl=cmAYHL4^NOtwOze@-kTqlTQ0u()>5hPPc+Smt@^69P?X^p(W03CsL!u5m9H;1
zd$C%=+`i=Te}*;LeX~{OSznJX^N5>z%FC#B_q8vncRsCBd%khP#b>K$oXrw_wji<Z
z&h?z7%UX|VuI-wroX5O0s^S>Oc~LE%;-DSt>arJS1bfao^YTi`v261^{;hd_oa&+z
zPG7mM8oKacN8c0n=3{kR3j}+v`rWYGnrtC@H2JjG`7*<UZ^OTwu(|7W)8BFe*SWJ*
z;*D!&y*^U5V$Ywu+HO~p)o+RieOmVC{34sYd2XHAa)uq(nXl~&4rQ2M^=tK`W|m1B
zjgo==OKT1YvwVz;i`PrlEKk1})UGBqE5%4byK&ZmDal>0Jl0jc<hR@U)>>&*NX)c1
z#gm?IT&c_;Q2l7t{(BbZnU?#_IJwaGyIs~=@6*n%G0&OS$j$p2WElQ2x;P`#Z`l#)
zB2Sacg5O_<ne|-Rdj9HMk8_6eiv0tx_hp6KW|^K;?h?AP`_tO9*%jRekM@fDZ<1j7
zBHF$zO1Qc2>Z^jN);Krq)hScYXR|xs^0bcGoy=!8>)TzG#IQZHPShNz{usA+`2$_e
zoc;wN*SB;9-gt8|c5n8CD@#M&pKVK>&G0*XR<`-!OoqR%iE7_$cbU1*%_?_3YiUz_
zY3B{qNLA*08%wPZPwtN@>x#;5D7>_)C*JJ%sb>}2o}XH}@yoN;q`qVozN=sS<}X{c
zYQmnX>+L@(Bi_iaewoe2B+Alrea)K7d(YcV&O7d$E#<a&;;nTiCogUMslM`PWS?B6
zNpZYO-`5ns&`yas?Kp`ImP>jY0=qV?ss0=)akF>Z#l-?=V+~W?eAAEocK6z#uC~qZ
zE>CV<>%C@?W3%kqX2eXWcpW08<Zn7<_P&m*Dv`fkR35EAs`be=W$C7WrmIEwdld$&
zg{ddc^0-|1GPp8>-Q>KjaD#Si*rRK=#ds<nZB7Y&?e#t7xu{6>+?^}#`D!=$mTGN0
zFZVT7`Daz=M-G{Zfx@2)qqeGSO}aYi*aCg8t1V9ov?i2>Je#BTxNG&TV|h=HmpWyu
zd2-r>Hm$2Pb#oG5rfuo5;zsXDwW$K~pRX;rccy?f%Vn|5m7`|wlje3Z9M8Ja%N`tg
zbgF+;&xz+Z!lq}wNl!aH>COt9u;ASrEo?$oweGi?pJp8#o*%m4TC0q?%;i6A$JN#v
zeKHQ%Gw;i#?Sb)U`WY*hzx}pi`n=586Cz)tJ9#HLO`URi@;uGW)@hrb774$O*txIm
zn(CxC@>9ZcE^F!gO!o8Wzi0AZVW-L$xvgUPJ6CNoIHPZP@<H09K$a|{%)C6CO`%oS
z)ivk29|+1+Pn#Z)t9x|bGu<1a$FqdIL?*P0z7)tj7+%x7d~IcTx2bEJIfqr@(NLE~
zTT?Ih+g#mdSN_rW$PIh*wKa!VOG+5LvcA4Gt6V(X$S|+n;%!{?O3_wn<?W&+;$i<j
z@7wY-T+4T!ZP6i#**({%#|rDLDJnc$<@!bFj`wlqFYC;nT{z&OKI{8SuXo?<iWYh9
zH}0BdIREghLpvTT?UG*HYO&5OOySA((ytb&YF$DpJy+`u#V;=vIuTK_N>OswcE1+~
zkM8xZZd@6zZt_q{<5zHV@AAH^o|E1W5=z&s?3UYF8+v=eY9;38pu64O9?yMv=UM%_
z(sXo*@~js=JkswzcE#_!w={dDRm@4TM3I!slUVhyt@k)QDcaOE?X<wwa#vNkXH5qh
z1YbH%+!UI1MJ(9EJU!R%gG$2Z6Duaxu3cq(G14#k(n?>glqZ+Y8_P|d5%6_o*Oj7a
zE4JkES*-asv%7TVnRIqj-|6#MbCS!VWM*CTxZZp;ZPCV<FDw7t;oZWxEY#m?>*l_x
zb0*0d2IoxOH>LNj+|oHcA2Qdys=8_^pDxN!5b^oFQ#oJ6YN?M-XKo&sSp8lmd(Jf@
zKldVyd9M{3Uj|)P{AAnpdCs%Vn~pqcc;jDnt?RDYJN2!qVm<FJMoHXwY^&{J;(3A3
z`m(dk13t}V;wo3CXMdHoeW;KS7BWeUU8d?<$F}b)T>^QUin4TO`tDXqbmM#HnzJPC
z{#5Ifny@Xwu2SYAm%EIkyG0CT-bwztbW$f{3FFyR@2YyPljb~U?{&wo%(a&0Iy!r4
zrknCVJ&QFv$|ugbvMyStY{ewwE8A6%XzbTq(>{0h#})I;k|$}Ub~pHjZZR*eS)C-x
zbKKJ8quk{mUsm?4>OQbixxmj?<6YA2jFQyj602u>$ovyEntI$T;AP)lt=pMgzeHyk
z{wi6?y53T4{<Fs_T#HpcZ7Vz~Wx{pWTS!Yod2Q-W*{nlH?w*Yhd%EkhuS)FHErv61
zTgXkda#m-#wj$!O`cql0&F9Zw>SkBC7UU?gV%vf|-_YtNHip+BDn^r!Wlk(#S@bN_
zMnAD@t%y6z<Xe+0I!>xBn&uXt<(pyM@ya-m&-iF~c$#h2r(=bavQ1`et@YZORI%EV
zdAoYoTv4lwDtAg>hM#Jiq&QKK@wwV&pCjK^Hl0-SSb6Dc!%2}ZCRcL;KXr3W(ORB!
z<y>LN#yNkk2<m><-F~)DYxat}*V^j%tgaP{t6bXr&QxWWc<RK$Eg@Rma$4K2S*(o^
zSoz1^DkCWKjYh}YXRC}R6=)~!%W8QW^E=?6vW<J=`KZply?&o3aU4yXo^#3X;i9|3
zO~qlC%d{r-T>Ww2oU!keTN}>KwADN_?`y@x`|Gsk^cXrRZaekHH$0&Fa_7lq?-U*c
ztISy-b2aGCqa_pOZuJ(`zQXzAsEr2G0=A`+kLP_c(B+W{d9mNriGyv;vBwHuSM1%Q
zcQQJ7-DTayQ`S8@zO}k+vgj1P{YH}~9<TbSEw6db=Is1ad&LfW?AMVpyT@-+|Mm5}
z!u*wMMDl7i7kkPSuU3h)`}!qp#`o!};-|SRPOhI(W1YU{xKdj~<KM^4vwm$lbnegX
zV+MzpIjoo3Q@^M0mT~vAYd_`ICl-p%%1dHoUZ3?!IC{?<e*NX!Kd+PbzL4k5Y_g>P
z-NZ|K!|rish(G1>ulk_1H*WcQ|4IK|<zLyHU1*$q#?th%rqhl)>|2Y3V;A-Dd!3eQ
z+5Imtu6RoR$~%kop09A{I9E6^{FX}(^MQ3nw*xaS<f%NH<UMn_#4%QxYZuvW&(+Qn
zl=(dQWk}cqlR5tw!eY$)Clt@R(RcQT$(y$u-piI+S9^CX_9;IaTYhirxr35%i`L~8
zc|6;dba%~}%FrVPyEoq3qB}97=CG)T`<1K8nmm=J;oF_QN6-Ew64MyTTfOB0*CY!)
zwI_vtvp!|=_s=MH-}mi;$bu~fJlliqPc56TKBxQh<S*}I*MzyUrrvX5^$v^LUNmL>
z(k+%tcAVy)F1lpx&W8KfFKvzz@;BM%&16s&<`vZMJ?+uVOIr*VHN{-FFE3jlIJrM+
z>e3kvoR4<CzQWVazSYw2`$mDLorhmn?GZRsm;Yh?gqrA;s;7lz7VmSdF7GJ0{pd~d
z6u~=!6XOlD&5B%=J1ZW1dFg6>Dz1Gc$BLu3gAczqUGX-Z@qmI{@ynQf`^}oGbK*>0
zii{5&4f^QX$+9D_ay{d&d7(N>cVEAhxN@hiYFf=VwZiUO-`_cx=hYly_q%$=rzO2>
z$94UA{$6LMCHdB}<gG0}uu?UBVZ6PmV&Ln*nU*g-ii)&@XP$d?P0B;^aaZfc*Z$v*
zd!=!{^?P^BMWuA9<#OS-0dppXOxBDr(l}=wY_WK2Xs60?%VmXU&AYThO63+8aGuNb
zm3TJg@!AYeIgUTC{HjALRf0D<99e9#Xm;bgEz=I=av68k8Tl%l%PjJE);+PXv2uB{
zkILtxdbTULmw5Wh1n;iCTpbYC(h%BE;2L(;XSveSWv4D&>`9lowthyG?UE1LtkJpA
ze3jo<JWV~iwAMSqCitL2ldDV5VVTgouN-W7tur?)x-?;C(%y`F4>Mo6d93t$TKkH3
z$@^?UXHE6>Rp0Wtvp+|kn4PBGU-e;G(Aqm;SGy-Xcz$WaYF3Rcr<Rx6p1=N|f#Jv8
zb;{jmCKp&7d_U{A)VXKMT>IYfSN)0qP~OAZ(kW>fdw6Nx<R9_zeV;BeostmXk8`a_
zQ|EiAcFAs1tIMUB=a-HZB<9%XX{((Jo2^{0Ffn5FxA~hV*d;c0?Opo3QYG==%Q)_y
zy^Ho8UoNRKw{N22Jk6r#$}f)w@7_6ylg-lk+V<4l9f!C4S++BCy&xz5iLb9CuRQJA
zG;xpgv=^&QzpQBQSzn~3ZSB9c=HcI08EU=H4m|bG2`}Wn?be*skgXLMl)HW7k|mGU
zOq`)SjfG{S#o8OHI_#(CX<NBZ3#yB04lBBNc;eCgv-^`(&xG%t8hXy+@zR9D>a)%m
zpIjE>b#9ZT<$?8v%^?}<w+VTuEA5D`IlVbO*Q(}X?ZubAIk)>B&yjlZHYHw1&wgp*
z@lu%uRY~jJ{M_zb+t}1I+vi+(cCeRA%#&F;#!G}I6mID{a5Ybkqq(W@PMGW73%fez
ze9}q{yOil3@MKT^h4*=S`(jTNu`f;By;|T&=^Djyoh-LY?w{6r#CYa6S<Sf=y!+aN
zsf)8SA}2kudZWBHJmA#9;=Zfe(c7n-TYX|lXX+G9<_Q_w&3@g_<+`XVS#jWD(etj_
zy?6JWNl6JiGOfsyon5A6y=}B)P!V(a%2`vSJcT)3SI37`EnRyhU+$9Qaiz_9@9vm0
zo5o!e`E)Fz+3U>iQ*y;oJAIF;o!J>~Y#8R*Y3s1|w|1v!U0xQ$nZ?<96-z_z?v{KR
zaeLaes@b-EyY3Y|C=QERAhY4w&fl3%%kIehXNWpy?2-C>;{2#L&$oz8Hz;{`+k76Y
zOkdl&+d>PTT=iJT$mp?J;<&=Uq;>PP%j1pBYrD#;S~`9_S!<<zVh&%{nTd`{55BIM
za`~}SM96l#T-gh2g%<_y-m1Ah`QCzU+81QP7S7JE^RIf-<!7~f#@<t}83PX|Tw4<C
z*OKxva-!dw8=%dO1{?`))}ihvIxD~Guf4UH_fF5XJu@l}FIV`wE?Ra*O4!mh#|%P>
zY_&5^`<7X%i)@YMP;**bG$*a2MTjq+U8d{GRG}1AKh9TMPn^%zvUAVc_IA@QJ^h&x
zmouLB{8`&%AGIit!6Nbe+K9f~6QRGav3?0kdHlh2%Dm}r7rlPXW-DP<__|!@r%jmY
z4pzIo9mhp2ws9S3e{8o^?xU}+H^0#SvwiNbBi~93H}IBZZqAR(T+(plO3rsh&&6s2
zhuea?t_U78DD<85q@hB-HT`7CaRpVgNA{Jo?KO^RUCQI~;(F3BXM@dy>#q5B7n=|M
z)q3>xy0fLW)Pxi73SQN1U8Iy4*<EmO)h8d@%0I7{nQd&2%E{z7Aj>K(er+Moy)A!_
zTsyhh$aYP;LSb0*$zxf%Gv9lyGID#BDRBD4!Br0=-$x#l;IkCfd$v5c%qU}*azJI=
zmZyS!S3@H=Ut6Z|ZSA$&jBzP}C)P|az7sY(U*TiK<mt|H3SUNU&z`bfNnu+Sb2hhJ
z`24Jv8TaQrzRoTpy`{UM-m2x=Tan8~>K89|S{J^LDSb9McaoIi{HQnUOxcb(^Mnf*
z*DDrxvOo6q5|_I0pj4LYO!E|ZuMf4=p4&oGKSlIao@d(Ey?6JNl`rpatt?w~$!g<)
z=j*bjY`q}b-&d+#?IF2m1z)|_&%;OF*S6i-?Oqdp>(?K_2}fAf=ZTc8pJ{s5NOODJ
zj*#=oC)d5wy>n<u(xU$iCw|=g>fNy{;pWoGA(H|R3x0XD*XsLWGsZcy8>&8D+Vk(z
zIqo{q+De=27u+YEdL7)l?#+>ZS9d!1En4Ycb7@|K)KZn^%EuC`{^ht_cj|K2S*r2o
z^t?*#bGEOh^iB-o6uBC7@9L&2Cq3`IoytAwhD~U`Nt0{Lgq611Rt}4|I`6pay?0`j
z<&}>fXO_=86QaI1(&fNwkG6Nene`kV&+?sV6SBKqX-Q1gwN+1U2kmzAbrATZ?bG&X
zk;U_Cs~%_GdTPXR+@!(O=WyZIB^Dx_Y8O_Ws@t-gKOnPtepW&0bJKYbtNB#seOYzG
zl4(MY$$ti&GSke6%(!2ZE7ug6J!)Wlf0plwo>u?tvtD_>IoBI~t5mqeQB*wt(5xPb
z$Jg5WLhZH7SM3s9HSs}Fv&l2|w6d!a%W4l7tX;7*sK7nSPvg?{jnjIZ6Z*9GU)J$C
z!VnT>bg0KsV%>9}tvO9rzrtlBqx5diouasI*H5|Si(mF~Gfz1DGVXKI@(kAM@Yxv#
z-mRyuZ*~@BsMUVDk<Y)ZcAgOT)JTCHjDGB*C+{iTs#tf<!Rq_EvS&JN>y@reO54%p
zySCqSn(^e2uB2U>j}O}SCZE`Mb-newn%C{xsli?6C+^j{{CwWmS?{d44h0)O-+RhP
zCVkf7`4$ht_Vg^crnA?5Z%EvV$Mb{sWPTQ$^+LgKhT2BOWAE3Nd|R|DS^Z3r#ogI~
zdaNY|6B{EstO}zpY*-&P_sh=7P42-G600NSd(+(hg#I}HOxtf+Sh;ND>+od7vfuwo
z13u1LmwJ0%<r;Nu<BQ8#-Y&dg(%rvcRjz@`qs@EnJb&5MI^)~AwD-j~mR$)lT{PpJ
z%(GpulP}NueB(Y#@zK(6*BM$L^pvlOsp;LjI@WJ*bYpXP;0EJ+n-*G1yvq8a5~4Ek
zuK2sPd08s+zQh>Z?zt9G#P6kAvp)F5%kZV!Ez?cUgz27mdsai?%lpVTzTVPY&nG+#
z4q4-?^!;q=2AQw#qjcOQMBN+;XC2+V^7VxSb1Uqwo{Ifydh5g<sVDE1EN#lx$OoTT
zFDrS%>XV<=VokPfvIRw2D}!e}oSpGuj?Sr7m7=B5uS2^&X_dsUE&43w?h@~{WAXJb
ztF#zQ7qu@JHF{;a>?DIt+8UO}_of;-NUT29yyJDCMC@W!vGfg=FS}L*yt94n<xnp3
zuQrpZsW@(~MNZY0g(<0<3jC`U+~vQv{*EC_<ArO%ljHVkm`uF&U{aLeG?sap^Z)JY
z{~&TqrNs1wlQdK7Ew;p-YdmKdO;;SB^*qo2O!jJTDUDlCHC6vJe4TZ!(%<KAX4>Sw
zJ%6=TXFU0QHs$73FTs6B-WBnSdhWXHEPo(G?~h!?y3D+4lZ(QSa~&em*E)Qfz#C{Z
zr}RI=>!85&<(wLe{p(pmmz)=E=|3NJqp|aSS02xyWm@8!^jTTBf`w)3wic<JkGj<-
zbmMVPt=40a?dkKaCQa*nSG=0hVx`?V>n~?Z<^06EmV9I=yezxw=XB@kH@AGvI3?Kl
z(o00BI<)y%mRJJg(L_t>gQmG$lMfljti8if#9GGZXZifvrl$eb!L4pH*R1@kd~W%6
zmXc>XwP(k99<7>kktuuHJf`BK)gr5H`Q=61!^&)qWw80LO__1xyy!jutj89jXZ;!3
z-_81(81&69Xsy_~gn3(jeBxX=%Pwoj3DdpjWc^m%Y>-@QsBkQMT3<|P+l+a0l6KyS
zJ$EC-Q+Y|`2JNt`pMD(QThMK;ytaIoOZA<!jdMhTbFP_ME}LYlbxQV>kyUtpI$Owt
z!pLa?Jbgym7j)M)t*h7id1{mI=GQB=9koTn_~w+YE{v{vw5288G*`Im`OY;7^Mh77
zHecE$p>U4XWx}i%Zx=pR3Cj;&X0Y8!bo<MR=PzwtySA_R&#NzmeHQPd3mh2FS^Wz0
zoqLL7z3i@QlN=USm9GumF7anoF`tp9rPK=53r92js;VC?5oo@(rHk+JR<35#ezV2-
zLA!2izOr0->u&L-Eg=bVnP)7I#+?qDGRxrB)uM`3MYq@6?syw(5R}z(^7_v!x4sLn
zc-LpSAm+=TUzfN`p7&qcwxn;t1L5PZLniO+S+@SpvV<5uEssRzp3pU)559Mp%+RH}
zGxO+_=N-w*e_WR>&Y#m@>ss#Hq^<Ty;SO`xx!ZkVne*&RGt6arzOJ*&cAn=RbA4UR
z0m}#fOwaf;GhS|XD!cGmRzmG<aa**_y!pLV{cT^IRaSU?Uo+d=-^gJ>%JnP%gf0dP
z{@FJ-d)Asu-7ijrh%8xq;Y&VWMx%24q`lt``yA?@wklIhV^wq4mm7~=0^{w?&)hwq
zn9*0d)*;9+CT?L4Lvq|?ZJt?A-z(i&8xtIq?`Spa#?SpR8zPhIET8QQ{K(hlIGOus
z?c>@cPj#8%qZRMAE@lt=nZ2JkD&*<Pqn(Ej74AE~^XKl>nd_F$mbDI_apyqj`MtGk
z*Z!z^m%O3+dc&(-EGv$*{K<a(;l`0Sv+c5qO6D&AKF?c3y5H-Lzyjv3ZMt#BJyO#b
zUEip+-RsPoWe<&|ybGKYuBtc7YS$Res|v|sx7F6qR4J|2%3jzsVNOrTA-3~gx4Pu^
z_C^}=drgnLbIU~dMR9MQ;k{L!xd+$HoW5dJ-kdpCkFCA;thC_c#?umoAt~)^OC~i=
z{JJJ{#=ogAoWiq?cZYFl&dA$w-qiD)``Y-)ljnrSHnZ)%_+;O*!e5sb$W2XHUK8TO
zv5IAS(50?B+tszt7GK<)%(gZ6j#yl!s8M*gOnUlq=Q|~uvlWUA8~-z0U%%>)X@T3p
zIXzuJm7Ud#=3KuTC;Kp@eEs>4TlQBfzy0*{l%KiX&P!%C+2^nAHM+;DwQuXATgDq4
z&wG76ZFxiETy^-7>&@3s{K}d#U+;Oij1FtIi-)P#tpta)p)s?bH+#xe@49olwT(4m
zI*XjPmFmH@Y%gPNP93YcXtCF~sBK^FN2PVgES@~uH)p@k%Jp;ic(a9m&{(Rrth1<Q
z&5zfy&kKHC?}}mLsaT(T{X(aF*T>G2>bGsG!*3<NO?^>On0d8)W7m;ci`AXa8EAVp
zvaR04WH<H2vFA10F3!l|_qpmGcrH6Cl-Xj<H-_)WukB8}@cHih)kZ3DU#BZb*o0kP
z&)%nP<SMuI#lf7SbDkM#g8vz=t>%!Hf9R`K+!NN~ecbfgERSbiPd+XdjOE=@%bVtW
zm@)d|1P;mdc5C{6Sm)&~T7LOwxU;n0y*ZC|&UnH+iBsn4#S(@G*C(46uhrOk;X0p4
zvrpx};B&>-cCK9Scs{WC(q^eIUxF-O`x)faT~z<i!17|*{N{-BithusHxy5HEGWFU
z@^EbPExolOcmCX;8(4a-Fg)J6-!!)0bXS<F%5TZpe14h-3|?e?U}m}0%D!=}%ogJ(
z;Vf=PGhFucv3hhi9$4Ke@%-t!NVAed7gggH%VymOv+ebj-Jwz#wKD(s*L9gOZ@QM-
zKFyyvV{zu!*TH=rkJsicU3t!||JZUfXNHdv)nUEYgltucdG>r+UG~wiaGrMjoA!+o
z|4J`JMlrcx+ZHP9uCrnNOeJq?x4Pr~Ubm{{lVhjNPg>nSy>IJ9vw2*fwjQ+F_ucv4
z;?}OFT~|KMcvzBnv}~I1iIsXK4;Yn|uPxZ-w9dA-<kD*KeB(3gy(dM>Enj|uGw#Og
z*a<V8<`w>RtvowrwrkGbW8#x<ty^Q+wcNVQL_hC>=E1M)4X>1na@FNmO%B?Z%0BPw
z6RF;tCl7x8lYPEq-6gBko_OA^+`peERZWb@Dwo?j;kxP_KL1Nw*D_|>ZjRe(l^N~)
z%&@prb+Or`yB#l&W*z2aS4djxWS$Uqe0oF0y7uB(BKM0V93`HMURGJ0!2UAkgGJ)R
zu;!iza@yu=+vaOmO<$TnrFs6-nAnf<=KH-~^c=R2dis^^<l{LP7Uw#8Zr?dqxcKY3
zY4;bNUs@z+$a~)F_1i+PXyZ-I`A+FR|Msq)wX-GfL3pxKfxU3d)dQ9`;W}Hx+?PBR
zS#$A7%rQs19bZ;?PpY-}^E&NK$(J<^59H=NUmGJj@ua%k(fK-p_m>7tWnXzVMriJy
zl2t*T^Pa6;cx>4;G5slAm)zy%FHK(g<Zsp|AwRABWc`Gv+RJw?efITl#vPAktZZ`_
zx$n(dF}J&-Tx7Q9iR1IEW-Vbj@0WFF`PbK>Q$9BthNs*zn39@3`<n8^;}^o$M@@X9
ze`(LM)6&yteK}pOCi1*7mODAiN@?x)eN}~VsWnfH&sLefe%HUBZO`GLbH2%E(-*9A
z^faC_E#T(!{|syWnhFdj&be07_4DykCGB@INv*bi{)tQ1l^UKgFRHCw?W^|qPxd5t
zE~_UOu1BbpE}na5f2zjn8*iiv`?h*{H#o{axo)P<#>-o@q$+so4Ye;9_U@Q7=Sk0;
z5ZCjzg^~4{PpYqU{8XP*94>J;M<_Gvbh`S^6*9#KR!hd!W;rZ>`h0m*O~0>?YG`z_
z=Au_c^>fpF<<)ztu7`vdScp2lZDdJan=6sI^W0L|ydqZrrQuw~mv)73J#fx$s>9*W
z2FgqGX6>A_>&E7knN!)aU+fiiTJ`md=)+qf3MVYyW#9esaGT-l<6e)BoH})U>ohl;
zx3`lQ@1Fj|=F57StLrRmvoGpDWk}(>`Z#LOjxf8u+NYPwS6}&3Y<2RWYerrB>uIM|
z@|M(@J`K!dK6CEk*Y#OfH-1jIu9~uYsg}Fw%h<aa6{T9HzL~{SXPt0qc(mJ><EdNW
zQTG+MR`#~nNS(g8>{D7o#mQy!wrxBdCHE#}>eee?mmW>K+t?L0xw-k;re`}&J>HtR
zIqk~(>nnW{%+*cn#A6T7KXTntWxjTC*V(og@4o)J6jXj;yT~rtZHt%>9kzJ1C+eG;
z^`yN{(GyNEnx487J-x_b#j2&H8?QZ>Bereh=Vgm?F8X-BkN7AfH}z$l($>^tjDJ?2
zd2BJEI=nsD?fm)Th@!B`+nz_WNKcXbdbz_;-tX$UsGX<!tKNoN8_&ynbbDi@|K2bw
z<w+ICXSivx`%j)w6*i}frT2KvU#%^3*|ImvM@Lrwayi5~@5`DQ7RN<P)MVu9wrab7
z{m&rP>2+M>mgikbyExbU$j0sSuFh3zmHWCf&0yx5r)F3C=gf|II#cA0ZFbMj9P{P2
ztGCSEwB!3aqqlxl;kwtB%jx}@=8~y?!aho+KwOmR<8jA8ulsuTbCX`F^l|xJGknMQ
z&Uk*kSKqz+MqgIS80O6h_s+~?&&x`-G{1JNG;7=2I|<uQybRpK==o*sC9@{OkS8(C
zUsgRUH;a1{eCJr;=Q`6nFE>1Ge;zX>bK1*$dxcJN-2SV*X!fSB#-WQ|scg5}>bU(s
z!`g`LD<`m)cp2^0n)2bDvi#b-UGl!3cFt3_Y~$5e-e2|Ytd_wFi*;(JF6-HzSns#B
zJB!b5%PRj9Uy5Gkh81Ost4-#px;`PhxObgZ>3ZM2)3XF;eb`&}K;W>=^Pk~b)0SUL
zTBQ+`pL`<!iR$f->ne6gu8p3i+M9U7psF}pGvd#!z0oK4cK%SdeHq2{Cp6>pystMS
zqgSu^nKij+-!{v|fu1YArb}F_czgbNRM|C`4HEBT7vKDR`Qz%aZwsTBi<VEFdF8_@
zzjMcy%})^xnYVcR($donhS&SFmDmnMUFPrVHrtwh>0yS`oWROxhF>B68UdDXvSxc3
zo=u32)mM<a%3C@6+WHf7XKbI<aE$TWI=Sd&y4NjNrYGG!o3d-p7u)J9Z{|+?R9a}N
zYQA!}z#Y!BX08X9M^D_gb_1ht(XpW2yVTAF?B02PhoszAM)|23C-%(uIy-5%(pQT~
zg*p3EoX*V;?E3ZCacbSE#XDrKA1^!G89uKi{A!%c<iFAzO<!p4Pg{HEi-G^&ZDQtI
z)6|SF?aR78`+M`tc&AtEYPPMPUHVMTKkHaf_593PCM#8+6jh#F8=WJ>UiJKNapQrr
zd67IP_6K?y?fq(RxiaYFyrs(v<^8TMSJ$3*=Smpor}^<&+f7pXUk2R0`DKQ*SJU-{
zC-1HgY%rX7wAhHx;oG`NZ#VE31$h{I{hD(%sAs06&1J5SzPjg4K0N-sZeA^4sm0pa
zO6vVp4JVBK%hdNKpL$ZOEwOv=u~)CW4bNMyQq6LmTp+6z+wgB|sO+@oI<M5uJo77_
zUlWw@Y|EcLU5$$#?fG`~yj@tnQzN_DzRn+x%S~?mKHDc+9~f^pMZ4>_@q??K-G2La
zrP}iGU)%9<s!YLF`Kg_A=Wp))p7Hpf;+@J}XBKZO{2AUg<-x~myZ4L4RNgvz@chSF
zPdX$P>-BE9m|y(DQ0VECzH1(5l$n=jJ%6`r-qwrW6Yp(Qb2WW=%6Dy_xp`Wjo5#6N
z?jkF8+S*H9D0zL<ZS|JP5r_PpPtA&X+HqYpVO@2I=H*$xnIAqs)LFV$E&Ar;f*GoO
z_H#>@{fypr>|^h9iKS)dCwR@h@@>7}NBegBO<N@wz2Riq^Ki=J{*P;>ELJV4+WO&Y
z#+K#Mv9Tg%ld>0FUK8amQy6gT)|N>cZ{sd6$!t)tSbNFK{PjhdlFU<kQ(5l^+1ed(
zb5Q=zur}6YIkUvem*G6#66e`AtWS^K`*Y3D**kyPiSw;+j;%TU%_uFwIPPrHkp+@3
zv=46CrdD`jecc8p#j_dP?mS!?Jzr4UZfUJk(L{68hf>=X*&LI8eRb<euEhymKf9ym
zyieda?e^V!-d#5M=B3Nk<<h!m*KA7cw_jT2*0|{J!p1J2x~)%c)peJag-%~+`c=K<
zOXk}nnY;FC2}}>^Kfmf+sp^Nj<+jC#cgfyy^gQ`}eZ}Uj1q`O%F57N1+<h4vY0X+@
zaZtBEuGKu{crMr0$fbE#F6()&RCYRhY16)I7rsnwJN9XQ)T_6G8@T1J`f;a7Sf0&k
z)zYp|+nyGD-|3dyvUMt+T?^I}c5UC!+#F@LTQYLeG_Go{W#@_y$XpGdc=Dxxuf%rC
zHF-aK^YfOqIPT3luJGW>#v{KgMNTRw@MSMLcP#Vn#F^IVpI01|IO^u5`Q+JL36@!N
zt!MFQ?I{dPR`d;-d#E|Y?!sc5FAF`jdzasM8RZasZ?lA<ZDC}m^>(JM3wm!nnYC0^
zTU#>6Q%2{;$+a1eJPw?-sm$WzO*?I9``Wu`=FQV5HWpeOV>67H8RX~d_U70sA$PCm
zlXDlR%JyE>Xzts}?DOPWMop<{qTidKXSF8msTbx3xmlhxEiGa<*|<8PY^9vli>^(^
z`xZwfh)fK%yK>bpQ>1`5#bkjTf7JPzcP_fhiqDANYm>ZlmDryK->3uZT^G$$(u?ke
zx`tGmr_H$cHO&2Sm+#gqN?Wz9jJH4botVts^Z9jHIcrR)XJm-*#K>sp*!-Qsva7Fe
zO}TR?k!yX_`a)yF118Z2=NK19Zm;FOs9SEVyXEK73Da!CoxepawqU5uI_$gIVqMYu
zfLk2wvu<j*3a6{@<Xc^%)H;1{&DBQ?pC<SD`BrWHv&qZT<~nC#PEqVHzU)aw&!$hj
z?dK)8y!}q*((vL0nF4;(2XTu1Mly^qvhSDvUU^!eUG($4b*lFwcZXdFpX8mqE9=7U
ztZz1-UYRs0-F<zsl>5?|BG%HVvrlGd`DcB4IdjRm?3XKCixxl4j{az@m#Sy5Xy^0R
zlTX6k9J(h}uGyJ(()7-xbe=`?mZ?v&{%6W88uK9Z8{Zw)*G@MLUmuO~HC9zkmPwi1
zcr@!^rlR!hrJ1fWfsL0<wfzq=T(#~zTAGre#Jhj0q^y6|ssodJjaBq>X7vY6>iv?k
zX{YVS$TN=WT^sym3j?fHsPBym+o`Lx`&hKHsEXjCZ65YsnMGDo{_#=bu`G*A^7buo
zdcfCkO=gnEllf5{8xPno)jGrYXz7t1OC~&Mndko8Cr$F0R@n}TmuJK7PM$YK?YdKH
z+83!aOQcqDeV!O>%(r}Ny0=;tbIAOOGfgHj81QLLc=C1CPu+uOGnP0ro7|SlJ9=Wt
z!DGf@>ASRc$b<%ODKVX?cs}^+%3a#oF%wQjPcvno+n2R+vO4qDaKjT>y>e$RitF7x
zR=N7b+AYOr1Do!ic=<9`#Ow*<ye(^fNxn{BC?a<Boafq!LX0PuFM8|8e{IF7x0g+<
zZx@@2-Ar5-;32W9?ZK0)k`m3ARteQs2d3m^D?8lzlr?4Y_vJb+kGuA53*5+Zu_R-1
z#<{+5wY5TLqnJ1vELPfVVslM<TP!ZAtbd~TO5ny2{-`~l1dnO!&Uo_KPj||Kx5ZwT
z912{Q9cG?XxUT#B?OEG(JC0>!Zp*A#du~}|a@>qH?XwFHm^OXdoIY!J_KjIfh1srt
zF@4;!@#JbxiNLPLbq)vOqZ-%o+k|TKPm1kL3Jm#terf84wB*|+ZtFE=%GTb<`6X_0
zG-c+Djr$DeT=p{R%dW~?*pt9`X`|$l$y>dv-e?<%PDq$kxtue_hL6>7k=&NQ2i@$W
zx_2+|JCj^~QZ)GV>n|%ARnPf)opX?V?Jf1&J!wvcNYCe^(JF!$(pHtKO!m6YF{k{f
zwo+-;4e1Qi*-F#v*hRjV)l5EWDm&fOEoEiS3eNXk+4_=aqg~UF2F-0aaaP%Fl8fqr
z$09!->$w@ej{Ir2HB}|`*|KxLXWrbL+EcJL!Mjj-9-rp9Pj>DWUzd37d>InG%VQO{
zoUgHpoYtR(!V8zVtnycCIgzt&qqWSVrJo|6ByDA0^`vaYy~Hlx8$6d*HB?<;E1ad8
zGkKopszmeP)LU9d&u@|HSGP22Ql7^ys=Oj}$(jrMT!X)_+|3>}b#~v>cwHw?A)7hE
zVae*US$%KjHO=!*UmGBHD|nu-!~2PWj|*3?WE3@bei0hjy2ASEGl@rwI5_`JIo5IV
z{KJ4ZmTP0XyVg8m_L;=eTbuc2-xU5si_*U=y<XTQ@oe3p1zQ8+s;>U%kO?`-c<1H(
zBzLx$`B~rJN*}S(-K5m|^2&3S@Y9SZZL`ZxPiI%}yV`TzJlLx!^UKfqwJ+ysY?-4!
zeK+&O`Oo76D$*WB&$v2c+V?lCHS7;P|3w^`nCkfYb$ncAoO+YSC5s9ASszwk-ga{C
z#YvNWx77OO>ptwzwD}!obl2@ua(Ud<XCI|sZ{g{9ZhJg`ZC+$VR-1#-g7p1SAGIz|
z{p#^;<tek9zvj+aGWCF{Y44tMH&bufzFxUuqsHP2p2G98+J!C2@7|s*v~acFywLCE
z>WCacrX7d=7JBRW?A`Ho^#`w2oC;yCcVEwGuvqity3@<$MJ0P8J|4|>u1d9G{29*F
z@#e`!)4eQ@>}H%zmh_$(`yy9m>YA<AThdrk8npg1%$8#~adMqw-X_b$KdarYIUJXK
z9ov<;mq&K(&Pxv_Mj1E?Dm+@yBxbR0l18A|E|IwJmhXDKD;9@Jh-P^zITU5joA!1>
zLYV*i<vHn0i-NCagd|_x92UK`$m!QrO#xAro~tj`1Tv^?Q{2)sFDpj%`_yW=q-*8H
zUQR2yU&p4dn-u7n@AbCF;FxjarJb*5uk&CRwL9zf_xQP|SDvlQeSEj^Y;n2S+bs)@
zKaBli_UgI%-pE-;MN*Pq2cItaqUovpOg7$cqTqa6>+q9tI@_m+JzigT^_SwR%pmU_
zPs-oM+gEfS=2p?4apmiZu7L9GXI}M&=No^nkNR-+=^@P%&u#jO<E>up6WZOEcK4v&
z)?ch^UTUTkeAwwwsW36#zGCiLCb8Zap2EqK<F4{J`xb3Jx7zJ>X!)y}(8^`r+yeE-
zcJ5TZ88>~E$FVfavxVX^yHmoi1W%q4oPPdVlizV0w@f3ptb<IeP4njV`Ng_zHQ8`f
z@%di&u8Ss<6c--p36T_$xs*IFb8XWtMpHRokC01`*P2}tl(1MXWb74k#hu}D)YLOa
zUV3;QT)Zyxl*NKcI`g)wFE^QUc?zG!l5gB*7ERVyBA(Q0B^_p4tnh4-FGIuUiEh4X
zhO^={vI8Ue*_TSH%=dCt?g~6>sA4y(R`bp!qbI?#6E0p_8r*Y5xrr^yKZ?yq;#y0@
ziSKJJo?QJ=M$qBfvtyhRM=cM%Wn1bN!#JxgUAjQqHZoI4{9y1=pHFkH2~2n{yXt#@
z;Y(+4U*3@1D;s{Ko^@LD`tnjsf96XIb*#dC6?R^XjN4PhB)zwG`iJ{Rw+Gx&NuOfz
z-1NhdN*?~D)%Tm%wfITfFvsQT&52cCc-JZDS(N<dSz>E8-&}X8$l<}~*t@$sB}!PT
z!q3);TzQzQ#wprXB_F4KXN&iXxu33nxSA~T=DXcIy$`<c$~H}X&}97c(c+4rj86_H
zzAcJ)bh6%9tDb9??Tnwkg{G@7N*}uxw)0$cPT$iB8(4%JV^e3kO>JcPm9}$tubH#O
zlseJ9*}K%_HP32no44Xx*tX{}jfFi8S@$P*ocqMTHTliVD@Kj|!J+TA3X4=&oUgii
zPSY+m-`Hfy+vNGXGishY>~-TUI=RqM=jZdXdawK5JJhFaV%%+EvDT(Cy^iDSy3kX1
zZ|$<GTq>IK#y5ZQlH^JCR#zj!j5tguir%)KJdZUwE-ON(`NN9I%hxXAdVA};?yG#A
zo)Ff9YgT8MZSS0&9~}AZdbyGPofBWbteY1ZxmYWlU35~wy<fAkX2o($a*;QTv+i=6
zQMqdMchA*kALnuNe7v=6(k<H?am$x!e4lkkZ{69Gk&Al^cCrNLI&f7y-<qyI??&)B
z?I;Pu@3Z^8uHSnWePi0CFrC_kmscKG!>PaU-eH+<rfJ{ojnp{)Gk6``v`v5anV31(
zihOs+9TXK=m+!1?^hCJpLT_>rr%l)SZ4Q%HH5B+)UEA&IJi$VAN%G>_#w|~C*JTO|
z9+z10XZ>ugiZv&m^6bs}IN{j*R_i;b&c>bDq7YQPgZV|)ny$vq6Kor!9)%@Yiq7j*
zpSy9krK!-$TuZOO?3EYRzNxh7+A=-o!Q-W=&P%mrR-UU4cb1*d%W$hW>X7l>7fnHp
zuBin@Ms{0MOIc+Mp6wFt;+=1>X5|{)S-yvRuKu>nc&tCM-z54f$8-bB#|rb0ZFxI4
z%3;aJ$ok}4Y`on0ik896Usv}mTe7b8o%O3yH;$7pqb|A#zni}<yR&z_ar5L@7IEV@
zht+I(OOJ)`n`W7%e(%}m!@}!NALd)|pTTRzss#_W@qb!$FWmBuYwWBG-fh86+9B^R
zJilFZCC}sa*%-zMfx;ix6%JLGoqFDNwdt*T&!(?0+!wA5IWeVb=J&F9lTz6wmu;Hn
z^LF)g{of0Io;RH>x1y`;gvHl2`f|B(&pN&CwI#Ejm#MA_d6j&OuQ)I+x|8k2?Y;$F
z&s4j9$nE@-t!Xyzx>a&|e%0}GscjYN@=N0mC$ldt*!KCZ8guEoLz1Ug++n{qCuQl<
zHJa{c1&p4|_nM|L;TKo($62c+H(#4NsXEJbi|K}NNtUjHd3rNet=zj)eQlJtN%Ev0
zXEP?3ZImk2J@)Fb@~yR<R)vAbb2s$JbZy!A_E*?R)0C83t}PR1W|b;t3TPY`xvbRO
zWEfp`<@nCr^q5atZZ|5KRwT$xE%jiY7_B|wXk>(ZzSjlD*%R!!&ZYG35<Y9o(ovCf
zRqc!7qIbvG6%sC=S;v3&=M`<s^J?pMt!9pPPfzn}adNfI+~l%u+3G*5GUa@V7?+;C
z<EAn#+EbxE>e#${>JOf6OWQep?%F1+a828%CzIstkA&Ootj@@meic65-|YlT*TLDI
zH+M|pe;l>8yojHBe$@G$bMN{^b!@${{8f=~ZjV4j(w@aJy=QU)KA!h_uivub_>M2@
z4X%_%r{3XX{IW7L_Kx_}^K(nPHC67}9CQA<UieCl^y;%aC&j+L-lYBVuTwSW%*~VT
zRy^8M9=T)BHs`07f#)sP-4g1$nUxqc_t(ASXTpDRMV&Zpsmv~U-s|)3-_-*5UwiXq
zum7mGy5!yM`-PUz_NY~+rzfAS4w>_G^@Y#zT2*52a^9SlF)c2RSYR3UXu0ur#(vW|
zmnR&)wpU}>wC6TEt6sS&r&yd9`McOcwpMGg&yl~HodpM;i>}%^XYE4ebr(Z9gU@CC
z+|@IGX4agxyNw5*t)4n_b$rs!TZ~8LvYv#RS(w~CY-*O)tJ1yOJ7l4ULh{mZPliWp
zXR_V9yXsNTaWUH!KP%4$>lI&{vwqH{OV3swI~-kBkyR0tQ84H8IW1;2!>F07r<KV~
zm3BYo>z1mtEYg{8s%(icLyO?s;MGYp_uFbNw*3|Op2>Hz;JK{DAF2wYHqN*be5P=N
z-B-gq%h~TrEckQa>es3Jwkk&#aG1<<4B}YJJau|#qparRLVJx>j8D!PMiopuabnHw
z+S7rPH(q=B!Bbn^^xZDEDdEZK6XQfvwT~-JwRrwI?(f1FuLo>7zpwXqm74oI-#>V4
z@~%l&zV(`VX*~ZRdbhHj*>1kqBVF$tNu^yPN!IhTe%|W)Znv)0(sgZ#zL|04WCdl0
zf2E6W^dG;rdVBoZA}`Ikm%TimsBg3PxyG~M@zU~Qp1!%OnIb&jc0JEra$atol-@6y
zl5NlDByCh_zEZmG%fYviMo0LwPHLJ}h-R4FT~}ayz}@TcH1YGct1m9u&LSA``S#bx
zuVXnQo_;HeUfkDP@Tcsr_UdghWq($i=5Dxo;P}##LOs@O(N$MYh5ULE=W<T#O9taP
z-=MIy9Jl9feHlF4-P9}V*doKD8LL-({qtIt!{+LQ0t>cXdRx;~lzw)fRdatB*|J$~
z%d-iegAeRf+L^9B@2thGBOS{{J{j>>?S1<3;48LFmfF>GJ!56xaZg#-ed271fVQ6H
zni~%-ZFjDlWbt9|tJxP0T<<)_=9{UrSaMyZ<K2F*P3tOuu0B6y?ztVlpSEOgzLMvs
zwS0#4#J63U6Qq{hFP>N3t5fkOGuh_LqXoQkuB^!FRru=q$l`tIjMB$lyLR5Pn*Tf`
zCb3`kwOGGvP8Z)EnJ|&XT6KH1mn9zmyyj#;n3{07JHJV4@x4tRmg}}XGb(JHb<(ip
z@w)73UT;1>^|gMH^fTR5Yo+MQC&icMZ<bv>De!u7@1=|t9mPLFzw}J9&0Mu;+d@C9
zkQH}Z5?7pfs4R1Jg29rjb9lZjGd%HlUG^%GyVu%7GS(f-{>xvr#^Y#A;=FlZ-JF{W
z<Ca?Gy?XAo>~XSPTrK<S$UZ(ltv73%XPr|?ZjL*mn6kync3!uW4Bw+gHC0!Zwu^c`
zF}>6)^fHN^UE-W;@pgAf3!8sacfF}Rc((X@5fjJP6;mdzNnCrbD9Q5YYRx&!!Dkij
z6yMq`+j%yn+)3-j#HWu|dg|L2S+1Dzd`^gq)Krnu?Gj5jhR&E!RBzS7<Qn(sq^(vV
z|K9A1)iPJLJl6`&TY3Ir^tT1Su4Lw(e;94xx;3PH#hk12mdjd|%DlVQc7%iL>)D)R
zeC!+6-0)ypzj}gU|I(u3%6ZGRyptZtBr9!Fe;?*ElfCQAG)H$sPPK2E9yd-N4bZ>x
zsB<av+Juvu=YvBQ-CS;yeBrv$71e|9uWfQUzBeM0QRc#<i+gfT&J<{l*nGtEvFH}*
zt`&D4ZEKm860&Gkwej={&O6%kW}OMI`B-8)T}4^_<NBaEx9su-9j)(t&RolI-s`|D
zp`DNRs%7kIjyZdDU-re8+Z#V$)m(C~UCPfmP+Vcwm03#0k*<7I;YpeEau%j}OIq)j
z`ew^!)4E<`d(Y;+sc(O=)ToP|?96nWYmpJRB=XIz9EQgGUGEh;cnW`oiOm&1wd3v4
zGQs2Vs+L)`Usc6f%Yrqh{knQ%%9E0#5dxq1w4EdzvZh^|HM7Wj&MfPi$Cq|VmmFZ0
z_v#Xrcvaw<b!cu?ZMNFCD_>u_oeuMu_(g8&-n<>`PbH5>t(qveb$hPZBdcq<H)m~s
z5*u=^&^JZm&)Lie3~ZLG)>&P#F4HdwNR^x4>M`-l$^zqmre&%pWwp)zbb6m@QPXU-
zx;C@_MPaCeq^0@?QU7SkQ-3=`E6(o?pUHUgn6`t4gndk~iqF+sCuY1Zo;uN}ZrO&V
zMG}vHhI^LmP!~Pr7cI-bb9J=L<+6mdV^v*QXBgMCP5BradamkHW=vMui&7>hSHq9n
zHa{-z+iLd6*V}F5><bHRYJ^|MZ24GxX?Hubgz5P^O4F1!XWX8;ulY-MXy)<jqTl4(
z-X2=@@nzS~-LBhzPG{c#IzHls!P}7YODiH)O`F=QEHdx-mdq6f+G{4f^?9`Owvi}n
zroX}QsLyjIUn$;uW?TN8`BggvCH+Mw`91q}?d=+u#)-kKWreoq(%u~}tBZQ9Uy`g~
z5r1j##a!mnmGh3-6lq5~&t6%)>dmC|qq~;3nTwtJ^=-ZQH5(-}`RNPRUs&tx+w=VC
zU+t5oy_#M-l(%vfFS|N(`qh_L`uD7>OUSm9`xLn^ru5mKqHk9hsU$CarTu=s@JlY{
zFQOm6cj%m{-e5iJSB#$Gxl`Y5q`uUx4>Ft9zwq(7KVMh4?70$b7<+Z*GnqNpFIvPZ
zuM!P*59j`(aP{xiGmZxAOS3EQ@KuHDJi2V1d3EY`*XPQj^VN%;eLQTg`1}bu8g;mM
z?-!#bPi7sNkhU%D@q)8yp7;B*uP(W~@zJ&DJ125J&uZzb)w<1RX&;psw|H-rx3^q$
zz?Ef=&lV(DU+eUn8nf`cspsN(ftxi2ijPJ$x5;f0?71@WalxaxC!X%U@lBrp<nJTw
zxArZ)ux>HWoG(Xfs+XKu6l%GC;TO-7x6gb1*mF#5cJ2ACr=KlYxb*zilE|w~J%3rN
zo-Ue`wy)sAyGrK$66+U~-0o@Mx7B{QQSUDQiaAen1z(gsZ+sogqE{U8t-)aJlcqgi
z)@REEP5mBbDl8$I)8LwtoA@L2>68W|?L~5FX5j|w+fQA6uunmf_m%d&_0n3|hrT}j
z8Q<?E?3H#>TVD1@C)-Pl7unBmFFQQXJ?fYGk*)(Le_TIvt7mqq={F10vm!N5y>%Qe
zoSv1ukInj8O>vK$tJ}F93KNf;zH`&xcrnQ97GD`l&%}dkUV1!Nzt*V|b#_vmhv{tz
zxtJw0PDZq{ZM^&Q-<0X%GSy++=Nw<herVo!^1NK`*+O-@tA#P)M(R(}mu9TlY2u}K
zJVjNOuQBz&m+z~U9{*h&^Vs`%l)uS!okh8t>KEP|JzZvUZ0_-z@9XL;`9&AZH&|0C
z^djMQ6{pH2srA$Iiep8}syEKt``Xpy&-1SNnH*mXrl=QB40`Y}+F<pZl)_l~Zy8(`
zD|k0L*!x`ZT9R6wkt_1+oy$h%p01|o0>j3zV~%W7HY%&_{JFID+>T3A_i0PEDc}FJ
zBx1Ju*7(P=R##Sud}Z6_f2Kd#<c8Z0nXkv?uGSfL&9Y!TnxVt${`h5}%GP&Lxf!0E
z0e<d&S9c10{dG-iF@Myx&aRJdV<uT=dYz4(D`U7)a<#6&af!3(N0mO<TU`nZKK?r5
zw^?=IdSBJ|qDRz~cH5er*vx$6TJ0Le8$5hlU+s#W^`UV7%b2ZFJ&`wk-HQC4U0vGF
z+#JiXMfu~}-`YV8Y}@voVP9VLap&dSdAFZ>e3ErK-`w>`Ml}D_-t~do8HBq&c|X1J
z^JwYC>3jOcMLBldJ96z(L&bToD>FZyEfP3;LgDcr?FILD8UL$TpXu#<tm)3fQl+B8
zxWE;2^5l+$Z;m^<+wui#rQ34;GZl{(ot|-OE3eG^g@@heKA!b<O~=_{ZN6(Se}=o}
z+~zoM`r>k?^5Hqxw|KnI4K;pwG`F&)uW4s?rG>ib78MmajmhrOebXJ@HXnQ&I88A#
zS|R=Gsv<9|su0zcryj36lICFjFLb^Y``4HLI>v8(lRwSrn(3)hc4=vKPRe86Sl-z^
z4Sw3Qlh2E8%s8+?HhccOH*W)<&a#$S8Bly{XZM<q2OiIQd0A&c>B%*-mz=QMI%n#d
zT#L_o?aYO9q@H&^mo&Y6r}?wIf7bJe2hW*JvpnT$GEUD<Jh;KIYt7sD*VY)y7KTLc
zWZy3FGGs}~Z*7j=gBH(iu1>9Mky_eU)wO}+obB$QtmnS!5_^4j+_!l9Hf&$=rA>>K
znO}w<S<H}kaAmJazSS1p71vp|2Nb>yl`NcO{cZI!7iGz>%eEbAxBpx9BA`4<F4gnW
zq)el;-47n^Rl0a{v2>-aVO(;~0fVDes*7uyXT2)?9&C|tYx1kkWz5;>+t(I|Z(PZ8
zz0zck;N+Oxhs-wN=9*hp<t{wrDR^>~D~CGs(k!ot$IRD1t(xs06SC!8hu7?F%d+3G
zcbzIr@GZ$%EIQ@lq$A0DEtZv-%Y|-ilkF~?6Sl-*{*j=y+ih3<a&Yr4Q(bnPXW8UC
zD|PDiT!Y<GbHX0Bd<^B0P&b{u^;~4uyd@{@=w>f`{5oRQ4y7&1(;15YGhAEgd*^ZL
zQ~7Jlv^dU&eP*k=^t0jPtk>ZiCvP}*-0N({bamOPt8GR6EJ3T@nOG}Lk=(x2!Td?t
z`q=F;ZrbNdcJQBmA2($cQ|WrGJ@d^ceu?1n(>%TN+<njEQ6Jw%JQ1+EzUE$&<=eQ(
z6)xUSp77O6?Go@^R{67g`WEknzdXy{e3;xH_4tjRWZLWdqA!Z0g>xKbSD%~}ul1(C
z>Z<FDVlVrhwtO)s*w`(e?N~YCVBzjdyKY;G{yZ-~*RwuHPR-(+z1Q>|D}R67{K`AE
zT4p2T{YwjX#po3ut^6Wx<XC#%sq)wLMV(?5jmM*Iy<EE3<>(G`PHoeTr#Ee6xhmT8
zPUT~4*KNLvRr%~H$$L{5rMrm!nyJNUx@4mab1-+3b?NGc+^D=?cc<NsmWzL6osgt1
zTO7yovXkRzZTzZ3s@oF`FYU|T+o1BsurK@M5$E9N#$9rkTGE$ZG+q4X&|WSDn+5#&
zPvgqd4E{6pR>`=$QC44?&Ymro=gl4Bab#D3^wN|Qm0#CJZ)4uSws_4?+s1WQYx%dV
z+xsm#W{#ZUtX-!kcC~Sw3_Kdk*%;~Ts{E`lJbYuT(VU*Y9&5Sl1irpL>S!UdaU=Wk
z{|s?E?%Yp)mKqqd+0sI8>e)L?*-IySI{qt+`P1e3zUxrluNh&pvWq1O41a|1xW-Sj
zUEFm#P4ds{rX_vsg&*DaW-n><T37$;Yq!vxuG`K%<zLp_(!a|Q^>i7ttk$|abCQ-B
z@%x0WT~fXC_+!85S-#u0XhlZ}Jem4vx5wjS_UEG}X*fu}4HjTfsLftBJ9eAN;fp=7
zXJ>3+V4JnL_|b~viqF-TuUyNWc3Qsb?tbG}1)uuvp4)ZmZiU^|D-2AJFKt@8gRAh?
z8lN)@<~-k<zW1x$dTvkm;F(v`ts|<Q?U4_eVrcu*^p(`!bH&Fk*DLNiyz|+PCATI%
zem3=IRLp(lwwXr$QOBqHz1!bf>NiJD+wc+Zt?fl&J3mfUnG+dyN%o!gg<J)#y#?Cy
zHutbe94!}E=Dt_MEBur3p+Di<4)eGxvu`yFmpq%@vH3<QXGege{M@o-U+m@?dB*T8
ztXwAjm6?U>z|Q#v3S5VTwq>z=4C>mH@k(u1`8(E>&BCE9%l~xkV#`VuTT>aD?G?TE
z)NVJAqeh{RXI;L1POJ5Rwf|n%o(GdB`A%Itn}zF=5fAg6>q?(QZEdrzl&d^QZ;m`R
zd*>S`L+{`$H}>sON2j*&SzVi$6!KSF&2??mrg97IqY5n(9*cfuZ<p;+W?%31v&v3I
zJ}^GuM+pDsWwxxPuItk(f27^Bnz(o6YSFBp_v3s#>b8DWeY^jZr|9SZ3>}Mlgx~*p
zJ<nIA_M6?Dr;fWzY_c=&#+uDyoavfmmGIB>LZ(;E*A*>O?=62OG5yrs^NCwxcb>3(
z8J-eU#HO|CiPD71^Ou&TCoPy$vNoyKjA>D?#V;AXg;VUK9?P#>_c%~y9{=^Ng+a`d
zJzr#Zb>CSNztka>;qpxX&#Q9hT;BU@p3~Gn-7ZhQtP)Q66|#Ki(Ll@dThr#wv^iO-
zy=nqK=$^kvQOi~sM;EvmX;+#jep(kjUF>3?$CuY#^RD}viw7K?z`Y~po8-D}66P)z
zuUJdwNniFow>xKc1@DfJF_)fp<$1fLT(#CUH?Z-3(A}#kcxK_%V~$5_;~%^Zy}XCz
zoSWq3^{?Z?9~T<G5{%5#VGRAlpBQ)Ykytc8+i`)P-Y&MEkJju<j1$#7>Skq`Q?;7k
z`S!z~%BoAB7C+35douear={fC;K(+{*CG0Mw!FKy+?2`l)8kpcd`v_#4pu50kG}04
z?B~vsz;$vWAFo^<Kiiu2yM5Y~F(04nhAmT>_-$1y`_g=mIrFpbUi@QQy3&V9k$awR
z!mPfvFN*zEbxvILvON6y#6^k+6ejmw{dM@^e+JQ)R_@JbS50+~IG}9tLi@4Db)O45
zr`GYz_}Ra=qHpCR@6$8mpDWg~dmXaaHF?frKfCv3Rh1=w=loq7KPB+mkJItZfjcKQ
z^}JJ8+EXc9&A_fUBXZ8C%5}?qHdV?L9xcDH^t5d3?|IMc4W{XNeo~pV$;wyS@3f|N
z+*#J`(*+JZxoT^4Iwkq3OsUc?%Ma|zOY=*9WmMfv6Elc8n^*XKooMvN_i^>rde2U*
zd-S=c<>URe#l6dow-scwt1PLK`1NPYPvzb63wrMG?c4h0>KgY`@e53!?32IvQNz04
z?&|xCw{zQ<=iRw>R#&IuW=z_u?WzkO{rcvT-}pLS`?a%hf#KQO-1P^ZnH}F-b9hy>
z`J8gi$G0|j?|D=H?CYY3r#iprIxgf`@^RL0=Ytzeb|e|ksT2LUuQ^@hd&Ue~*Sh8k
ze}50%#mBc+Z%LZA%}$^H%+u4Q$v1N^CU+FxT5(!g{6Xl3{|x%^|F*gvNM9>_b$+0~
zOV<jOdv?KH_qZHhha8ly3Y)@ud&P=?ulhk1EHht6pK9$m>nJt#xahjopRT(k^+;b?
zk;MFC)g`S`n=7rhtYPz)@8!R{uWco_@{wgr`&`d^9gkR&d~b{4maxLfyDmF!nYl*&
z!0QmT83v}|&yue#{dB(S#gum)VXh24$0tXrv;?p(wPCR0TCUXd+_dkg$xOe8Gp9WG
z&k%LC>*DzW?MV0HOB2p`%akllIcvE^R9SGjXr6dd;jHCb?{1tE_QdSfVwG#1F^Bw=
zrOVfg%up9ioHF^S+fSML$*%Vng=u^Cl&$jW`OE6}UaBdg|J<^soCo?|(=P9<R$6sq
zo7<}!9$bA^<*Qe<?lcwYTaawJBze2D_8mXQRpP>bcF0yPe8M1?t<YBFYiX?(x_0Gk
zMIC?BB#lLm)6aUGTETeMarc=AVTN7%XNKqIMD_U|VZ3a*z=M6QkwjCMq@!(dRMEa$
zGq<^&JsO%&w>9O^)gU*8$0nZTQqcm_6jH9+mKz&btj&zr^mxH4CB@yd&fL?xHRFQI
z&wE!FTz9MxO)KMCSbR)-epxT$Nzus{q;jS`s+5?(DY-^7$>RCP)oM?R3ba;!R<UbZ
zUi2pQXENK4wNb7SGlYMH*B6O0a=(nTUu(T;`^s}#rEXg;J@ff!oA$x&?8ZvV@9SBv
zFVR`@Bwh4PRZr2LmRw6)?UP^ET2&<9ReT+LMLF9nGjv_=eDf@iqn$ZY57Tml*hTMT
z>$a!H$4x!#DSvu$yr-wOoNBbhdbv;4SJYIW_gq~m(Rf@mzVh*`mr*jsQKfRbgVp7|
z&d>TF*poEBR73FVI;Y6llS5ah>pq$G>~hSCC$r9*N9Ir8o4W3Mo^jWe=$g<a7fS9<
zpL$=uRWD}Fys1`i1Lr*msVkCUe(C#5U~X5DM^)Fd^7*IMdAKJA<|Nf-YM1FA_n!Es
zh+%cNu*UhQogylFuV(bw&s^DEp49i^Q0;M(11;a4ZRe?!I2ux-&=WS@Iaib=;&teJ
z+tuDOrK^IBcs|beN)+ol(6GZaVqwnJ2IK3?ms(7)c<He(dJ}6eBimZB04?Ue!hi|S
zCa0WKan)I6Av))b=gKF&D}(H2uIwr|-ab?8UWMpN7M|w}$=Bvem7L9UXpx(`&~x{~
z54S~M&)VSCwz66H;8}y?yOm96=Nh|f+)kP@dA$O2UzW_Xbsd3);VfBhR-s#qmFFAE
z6<K^=$s)PdD4_c5QCrWWhOtwegbcefCNy^Ki!6S5G(eZ#KB}!dXp>9|`viNb31^s!
zL!^8@usR%=x2!MNd)rp6vlZrY+S+d=e_dTEz^*PT<iww~WRg))xx~8TD;`arJnQmr
zi_o8|dUgbVy13BGs9atqx{q<~j73~~v*j$AK2=?761wy4U&)a*d%dOIx7r%+U%pkV
z_c%*o_%xoHLz5hy-CW6c;<ClFsq1z<wq#ndd3}*#$h=Pm%Nd?c-g|MzBgxq+SDIV{
z8?u^CM9UQ3oA8@!!Ty<=bDsa1HPJEc<O8nOgiw~r9&ZW{u9??UJ^94N6*kv`@9I1L
zye#u%UiDQ;1{1gM(ibLqH#ssd4fmPnd48#xYMT1mEFB4k-=P+->}K(~vWwP=7O|#T
z3mg~eHnYAuA#X>hA8YZXJe99&g|+uHgl*k6vD_@8fz5iB+bz>)MM-L=i#GNoi(aWu
z<+$-a(Z}Gna_y^W7bp8lXy={rmr0uUV%3hdmNIg43S<5r`I8`(Is0Ym!nt~PeqTAU
z<LRnx73ZtA%*^xmTFk!FIxJ`X%P{o`-&V1DnyhJG+OfemB5>Q>4gG87BGuQbZ&0&2
z*-&6F)w(as&0*0RMF&fzNm2Z>Ppk=;)i}LttICndU7a59!#eh!U@BkA@LV)Ayv$9@
zJz&SzuM1Wi3TJ&=ZnEUts+>Q;7v^m>3m0pdoyo@Pc}~lAZO@~b%Z)q|lYCv=tLpFO
zWf|RTYb}b(SyMbeD`@}HNDjlvfx@1pGC6LH>PzEYY_2F=n>E2<k>8Q~K??0MQn$C9
zGMbYvI!}f3(ym^ke;hX|C$folr%imi@A<M9|8ysv(K7hyo}hj2%YNaQSS^!ie&t1<
z*!R}F&MaKE<<)DZ4d?GFcm47|{Q0Km(}$w9Q|rARuFZ?vZr+vUbvEKx{Ne4l_B59J
zHn{tQU$|AADl*CQUG||b9_!0ABRHM=XGndOu6V!wZAJ`F*_ZV*SF4uw$8}9v{84VB
zbiR}Mqm`<wXBJ6Jj9F9m{cea%ZB=-F#^xo-1#hqI`RVGt@XGp)t5!HQ9u3Y;c{2H|
z%UiulQ~vk-RR`a1ye@L-PGKXbGSk|nvl!<tm>;!X>SW_2!>Ctp#F>}IF21qTXw_||
z!|F`CrA@ZGO0Kh5doa1@(Y6G)n3QL8bmny&%Fgxs66+$8E8qEO&UDs}lWRE6iL3k*
z-Ot6e;JNALowG8<9D^!XZ|u18BuwPUlgo+1h6ikd-Y+b>@TNTPxJ~Gj(!k^K=Qigi
zJV<%AeivhCS;}|Kv&xeSvL&33o)(OH!{%=q^ysCM-+r${zh>(-Uvl;1^|>@nLgu=m
z(CI?GqQcj)S<x(klS9^BedDrbug}haskYfCN{`m|Z%KJ<`qrF<b)DV2dy<aF)uyhS
z@ATkS`thnO;zh@PPv!bNr~l*nUYo?F4h`!aiZ3s%oAi2Dw2hw#<8^k?kNVv<#sz0?
z&h<0y;hQS*WU*;l*-lHx?{DggUrSXlIlraq`t0*ObB}4i+?($@O;hFWyk&cKL`I7%
zITX(N^~bjQpxXI)M=n<1d{uFK-Q}LpFuSYwvc4HO-QR5^cQ?DaAp3I9WSdGiPotG8
za#J2uENJ%q@+W)I%f<7)NmN~$d|xD;VOGy9(fdww)>&*g>Lxvl*F4|SG-gGU(_@Qe
z!j~rZdwFF>Tr^?f37W+pm1`8cPUPS6E}t&Oqu#EXx(=TMCslq~&gGRE(dNc$-S_29
zq36T{%bYU%1O1O0ge-W}bSdgi=E<Wn0e*a0N^V)v8M9aSS-#0Uyevzxd5%ollIPb}
zq;yrT{_w#yy}4_z%tMby6L!7HGJE7|IJMU@uknr6ty9a_Z%s`vcDrA!y2CzdOXLOv
ztB^}?^X9H(PN>y(FN)srKwegpOZfI)FV(m!Vvjbx%4985P+_vZzAVF>Z^9gz2R)zT
z5~BC!XBHcsD!3}_d33dM#mVLGHh)=tFlvj&w8Li(6qxfn$7e*ye{odmv(5gLe(?II
zEwAMs&s#j}ui}Su`;s?#JjuN&`blD!rsuXb{fiD=nXYwn-d5Guo;gnQs;`GG-8hLw
zr}9;H=f-*Bk_>|LrtWJ^oc&~ShWhfXpD(q|s<!XCD7$bU*9`{4@2iuFmGuJptDcoj
za^_pMyF24QL&?$xwq=)UJugN(ok{(?L5{b0*VX2?GGEtvu4~~x_@6=Qz|LKjDeUTO
zi)!Yq`!(z6N$W3~HzQrS-l;$PzIJt|>?1|@{7ajjY?~FzuHLnu>&y&U_rlka)z>%q
zD$S0bbJBRd<Nf7(1HC1m&A0Zgx^<9!`m~riVHPu$>!*~gm}(vM>B5RD`wt6E?VIso
z&cx$;&7Lxys(7^hdT=D8li~Y_$*q<uS3I3g9d+E7es*D;<fDYs6FA<6q|J-CUSK-?
zTbZ!X`lGqswJ%oR|Fq`kl3x*5Kdsv?%eG{*VB_ax(dC*`j(Iho4QuymGduCBRy#5;
zsk3bApVz69(f88w0(U*NSW-DP#_;{YZ)<-`PddV6xpc;1eMN(;w{z#+v3q!-C#+z(
zsjlqBpjmHn<aLVJO~by<(Kzr*+bZ@^KzZRj?Ih`?^%Ey6%hvMdFPR<wRPk=)yJUfy
zjawdWj4GI(vElA&kK3+yYIzNgt*Q(By5yzB-bkC5U$j&-q9tBsS(^MYD~z&B60u3#
zTbnr{cD<X;r6<d;tUg_0XIk;WIrMYIlajOP{szI9*QVC4ewM>GcU5Yj?%d{Szh~di
zo?P&lY0H6d#>Vq2zO1Vf6RwuJ-C<H=p#1CFgxs57-lc1+MH^0PVGe0J)BZXv^h5ES
zu1RSupi5ZGzVDpv(`K2%uDmwSUHQb!<7Z!nEZ!bzc;0UB>l{}V@0)vhbA>rg(sgfj
z8XT5yEfM>!Ak%y_#Z!f^u43m`w#C6hPZnByS!=3zb8TN=S<hn|=KFuLO%o&T>`Hzn
zZ}2uia>IhZPi?A_X39J<JGbEPo&OA4yI0S+btL%IexvkR&z>|)yCcI>W||)`Auo(s
z;+589k4<VJpWnt@%KDb>6YQ~3=99~vg!P5j*7_PKD=)wN^Sb@E*t`E3q%QYtl(79B
zqWL<dtI#{-eUVVhljdu)7Ny#3{1>`r0^hS`0<1ZC=l90zU6(y&SJl|`({9Q|4VB_3
z`?U75h~U;e3Uj#1YEL|KJ>eu^mm{_Bq5$LFS!Zs_=QO_zUYU3->s{KrU$X*sF%%tJ
zzvNW)=a|zj$1QTCb~9OheLicedP&-)^l+hRtDoHwj1=(t@iNNWru&Xy?8T>>E<8=C
z^9T;(yL@f+-bd4p8DzPZ+Pa!NzTm&~XokQS6{#Lqt-i{Y=7~F=tzW%Tw5(HJna$zn
zgU}TzlO;?ST+|c|IB?+Eq;7x5_!HIJs;@}zeRb^UJL8a4MvhdOs?aUsqKjB2&)Yh)
zkV({XrBteY$%9`ZJa0}nWm~UZ6Xf%7-8GMsnlY+xuCG3^K6cto&J(uTllF3~a@KX-
z^ET=CT{&NyHz6~P_D6k^O?<ONB{j0Gz&(Cx^`37RPk2}yd{e94vF~Dz-y;Dg>*q^N
zc6C;2%WKBRoEJH>h^N2mQR$55vxE+7A9s#-&khqWJalj^%Zzi^WV4^G^$*|EI8$|t
zVpZO{UFEy}^ensNyEF4e&C~TS`jw{LV`R8~?)$e-E<f(^|G0kHPI1z$hcVsr^>6R3
zxxDiDw&34~?tDF4{Y7m5!e>{qu1A+!x~mwTJeQRyB|J&X&8hOe56k+%SzmH0-`-sq
zb;004&#c9&-3x7=ZJXwB_;OeBcG=>$-ZSn`GrRKaCR^nyzlFXzUJG|$bLnt=9WHxD
z*mLU1psHXAo^+98?3cUpqGjvXMhhq9S?^q}xGTgZrE9`Rr%diyhi?=IvT<b?F>oBu
zT5(ftY1TWtv~2A*d9TFRA&;x}?vc9qCTMDV>-nm=$?rp_tgBq@b!fBS^$X_J%<Gpg
z4gAcZ-gPNQ@Y?1j!MnEn<lW8os7fkOr+MeHRdYUQy_(18s+v7%>aQ-nJ7s4h#9b!1
zy0+M^_~a<!b?r`B?P;f?;}fH<z5mR|ZrU#-dvEL2h$xduC69JKx#YWfk<IbQ<wvDY
z7+F5ryW49!$0~Qpb>cpkLIiGFTC9)W)R^oV^IU#y&D$E6=(3z&HmZ_e!>ql{jwJVI
zy|@(hRIyImQ_V*9-qj~N&1zHXL`q((IXr*ue>cKg^Zdgo!EKH#SE7sF@6_&JF6wwi
z>}8aDo)vST+*TnM&t)?wT}+YpIydR|a+~m2nZ!2DNzwd1|E3ByUHSCf*Lq&Lj{1Gk
zi8__+UGJW4mCW<g7V|E9-gs%sqJnd}>cta3X@&MPgnggfcxm>NJ}qTkf6ar%#?qN*
zBjebghV@jiP0rt1?v(93X^p(o8TYPg^T5Cr$FrK;Z2IP0kIGzD9NfNV3#-cZsF%6|
zlm8XRd{KVJZhGg2n|YYf&3Q|b)=gZb^q|o9x7Cy6*HQoC)s_fK9nHM(MP-tkMK`<M
z)WV3WtIM6T=Gi44e;D%S;?r|W=T0mQDHZv!TsF%kYJ<qH@cFvuZh3B+oFe}+R3<?#
zJI>X@CTWES-$g%Lo>%T+Awjj3t5?snpPJsk_xj#kotkjh3Bi+n<{25dd*yVW%S>Wc
z?y2|M_3~xRCr`OKvR{qN9@J*FEbjR?b-mVuo-miU2mh5eyM#RT-`K2RH}}=%6)#_2
zTCepktM&67Cic&3Zn^W!+dZ}Hv#(aI-Bhc|lWaB5AFIutm0e`6t(DN^etm1U3xmwO
zz1r60XJ=(jX;YE+3GN9_SiH)#Gv@26GY_NJ1{lpL%3_<q95>f0_r|;4H~uQ~m!_Un
zIQezSB<HiKo|@-HUk5K=w4+$>NwAsw<7=Bczb?1_d};HOsjPXIFCG1yyE1dh3A;O2
zIa3+r>a|Wyd+MBS+G~31lX2wk#mh9Mg=2Hi7Ec#v`4wuZo_yi+>&PIFv-i8Ar0=SP
zP4n}=wkU8ymhaBhD`p%u`@*r?+iB8~`>j!*jQg}hlO&#0T|Lr~ytH`dt1_=MM+B<V
z*0{58&96-0n{%aWL4jf9P9qVYqwVWuS3PjB>e{=3^?Y*3)5QMztadfq{Dp!!<tuux
zNqk+kX}{dhHQQ%=Im@Z7>|eP!^&P)*X^OYyle86E7RYUN^W?YX%@kc}mN6^SsCeGh
zzE1*~XEm8N-Mx|idEJZSPHLB2zfP&XI#J#0P$YZR4DZGR3lDx%GQDIzEpFM;d)jlv
zMHS{uejP5QQ*>0@xMtVHK#L&G<AITJ<)Y@Z8@pbG%<Y$3TfJ$^$vG1vj1SprFI6%4
zVme#t^QB!2ODd-dmA@zyK459FuE^tDaZmVy^IVfJRA1w{z~owbbY7}g&hafB?Psg|
z8u_(vORP89yj`)qF8lVE3Io@|N2^?&?w;$BRX^9CbUFFd+OmzV%{^gk^Cb>7UcR(D
zBH42NjPl(1rG7SBF7i)39{goBr<`HbzQALJfm6P%`RA%K+xepB`=dG0E7)f(*sJZN
z^Z9m@MtV@zi<`_(kLKQHW0$S?dN#SwL2c^-o9ApBs%Lqw<?VUE+_!&eSb^ssWB(+J
zW&0IEZgiI^{@GO*TE$RRXFAK$@@&r0{=;2DmmbV^UAs81`dai8!vn9fLpJ=?mMc46
z6(y`0UliaU_vL0^;g>as3kr%nZL`E?OsZVnZO}9Il(_B=!S^wyCoS{-Tu;}$!@oVg
z>e)S=d2@<GC9{gJ=5C(NQDpIGiNXA+`_VqdeP4Rnti#qF4fgYmmCP{wR~*LpeBo-l
zFe6v#!k%kJ>0VK93?7S4)?&JO-0P-xgKu!^-{&h1{CPbscWvNR|GD<c7fduZtSWpN
z@BY##S?1&Mhw;`K=Nq)|Y`NJlTNtn3IraI<myYVP{yE#{b6#7P$u0Hl?XsVatCMQv
z5AB$`dvo8?cW?R@v9eqb&u>_?=a=*vsaLsqMu%s;S$5sI*LCg{i`!pU_Eer1^<xWS
z&CZLDdhM>V-7szY38g*1!!`#=_icR@v_tg7y=4zvi?7Vu9JX_b+SUFEe_WTmzh`*1
zrtwj)=!gFdnlFlv)=kWsl|OSgcf5V}E}<RCo3BliTC+I!lHt+7ZyPf6>cU=26(7|6
zS)1KFMQ+D&({JlL_gL-UW9|6*XwA~q5kG^>WzW_%x2#((ap&g?&C6Lv@y3%PIV``g
zWu3239I;96@KOWM=D0ZvX5Lt>@#fsjn2_I_FI;1a;o3L(%gJ?-!R9TO?@rz|`Om8E
zg_hq<>sQ!ZNo{jq8f(2+YNFqp69)6WGM&$6ZaBHj#C_JgXP<3eO^6ko<gg;rQFPfw
zd9U?P<^8U%iL!hyo@}z7-BjY-yRC(nnH!ysH)Z7g^$FK&d)w0*S@<^I?MLllkuN9I
zx7IvNKhiAvK8mN2>w~-L=b2r;y8H_coLn{WP5)XGg`(wO*VkQ^c<Yz_T$k-_G<#1~
z_=R1;nxU3&<5@d<qU}EV7A<>IE!wh&XV%+=b(ZVxHoh>(-qG@0^y!M5FAC33y>s<I
zV(87vqtUL9+G4u4{OOZ)T|9r6&&sovdRv*M<b-cMD=%|>=4%7JOPNt``vi;Zv_G0I
zH<C$Sm;EHRNOzJY^WNIKk1E{c`)=5`)&xHa<vQ~C+P>|&voFetC9?Y!=B}2r`>v{@
zHZR}teazQ0Gm@{bO*VNxFZ<m?ub0MWrm0y)2d}IA{3ljhE%Mjri2E6N&t_a^zWs6S
z6jS4G6DO%pi+7I9@l^kL<<G{mQG$h+yI%T6JSur|(<A-T7NxsKEnH7LTIVu#%91tt
zthQ@R*iJ0xdET{6;8*C97K3$ZSGU@7xRqT=(W+cG>7G%fhkRhDLJtp5VQdH&gM_Sh
z+fvuGl2v}!FWlU^{ltk^)nRu61^YC%NCY0uZP@W>hqUvhTT6=t|F*B+n(o=;X?o$j
zT;XxiR+Du0S>6j56>gk$g3mDYOv>|1%ag*Eg{f`r$+OS6bYY3|f!D!H(%FArT_gOj
z>dFZQ3DZ1H-IJjy5q(As$Nw{|TF>^{TQI<?L{zeH_tK<y*^>8uDIREkdvDF^6*hCi
zGA-3F%~<mMWx(3n2v5)DDfw&mO<l^<zBl2>k^c+=M@!5mPAj~AZEM+6OW_sECf?6<
zE|k}oJX$?%I@{glqECP6uCT6HpTDs?@1DhaVL{uR+HYJ!-?Co3d8_!7UFP?-$;XfC
z?)uYwduv=x<D9}cZ?E5r7cDNo^T1T}VdIzeB3CWcZN9EAymEqZ^+D6=T+y;S*LB4U
z+5GX|YWAnkHI3VxVdAY_CnR?9WuHlz!){@EBePg6&QV?Ti(z=@=PRpL&)$5@<6-fy
z>$6{l?KeE}Y;Wpy4UYc|U#~N-I8s!2E}JjD;{BZZviDp2Ei#zCtu{P<nfX7%`Y3)u
z6|NU=b=(+j>z7s;bZ7jmTy0-+s*gQ@k2lM8PVwvLAg$KplFv4E<Xtg2yEw=*a^a@G
zcfyRn+VI)F`qNY7xMo@6d9Udy`4V1Li)`;rmEL*WE7^nNIJ2nOo9jBW^OG+wnWVY%
zXKQrh2KTigb-q?=jIHUSt9I!X^<FQ&sJk?2%IW4$a<*Ah7xU|{d>y8)(v!Y4W^Gxi
z%1*sPafdw9Q$B95Ugh0pdGJZQeO7?PzpaL?=Tu|ea>b`^GMrWE;J!4V&EW{&)h(+}
zJlh_S^lkNwrBDCOeYKD4xk|m(ErmK!zX-=5L)SHL_&jGG3hdKzoj!4rQMQ~@z@yci
zeO1>!c2~>AM%o5#yxPgA{PSwlk2v<^h=3DE`aiyoI$mZRt94RF%kR-)Wp>H;aZ^*u
z6^<{h)Y_aU(|oqdZN?wQldJBryNX@;njO4gN<ra|@9XToy1mohnAqgMx41mJ=bC0#
ze$+cF<&Fuw_ZwHWFj#$kd~IvG++A&hb)L^Ztt!}f)Xy{TCNm$$s(y(Rrqxg1X|7?n
zU9A_dyzuH*?M44Ya~O{IFAck8w_`2G#vR2kqxG_t#RH`ToFoeyeJ5S@P?ml5B}P+e
z>9g6**^X|t7f<>#I$zopukf4e{aiQWhT@||+s#hzczj(ZEYsv()8z7tGvYH6zr6MN
z9llrhh{gE@>ncx59$%X;GVi!`(Z1y_d5u{Yx7X~DJa2j^Kj-Vq*t`jnPbFmnEw+li
z%VfK~Y3JKpF$ybQ{}a8j=|Py-v?WTv1n+Hor*c5qQvT8&t@ZcZ?<Kt4>S#Q9f9iUZ
zJ*9V!eE!dHZQcHm9S=7iJh@(T$IKbC-XFfb@^i#X_0ZMwYt?KN*_BNn%u{5OZaRHo
z<N2+%%0)BJ+1hJ;xLbB*OYg*^(ceo9mWyg^-Fy8`YR0W*tH&1W-904_d{Nrd?BlQZ
zfWPWnb;PEoO@Vvwo;TuJqV`z5I;TKt>CEtZi|1tryUj0R@XvZv${q0SjeCH-)u+{(
zduC6b+_y(+sb2JpvQWQ*p0(Si+ZHqDU)p&yg41$sMp`6;!nZZ6pCnFhyfiud$|~L0
zMVIzDu>5EEy4tSNo%z}(y9*B(>Z5ur(^TeM+IRQx{A#I9y&tBo=enlz(K5j{`|dFg
z(bL&d6{$LmPl~doR&GfR(pszO`s%#UmLU0c+FN`34qmu!miXz3C3|zU;YPuaeSfph
zZ{GPZVba35Pj0@?Ezec_D?PuCxlVLtrNVReYa6ciJv_&r7<*xF|FV^K=_REf>Q}R^
zHRH6~?{&Vh??Tq?ygSxmqGD@)>i9-`F6vqR+SlWkKvl@3jVIsEDoGK%zP57m#dkGV
zy^Hxuq#e$CotdOF=l84|$K$KcPi9uPZ!JE#TQKEfyH$c*HskbX-`4e&J$SU?r|jys
z%+tYK6L*El%;DRsb?=RS)XF(hYnA8lWpC<vvnG}0;)+dqSzmbV6vWwkx;|?sf9|us
zzBcnYgZ%YNyXVdc)-`!H@dC@C$EJP`j1NNpKIq#zQ}buLDOcI6DucrQAhp~*v#xBO
zASvE;>|F8L*zG*hW!e>ffBD^nZ%;42y0$}s@5<?uBAU-uM4z%*7_n>W!MHDGx4+u$
z>a7mi{i07hbb8y%d3(ZVi`_YH>sz}0Ty&Y;)T0USOplxV>~A?!$hS0n#d<OKtpSr1
z?0<c|dR*=cyWFA8dCIrkFVB*h<<744t$gRqydCOYuO1{UzP9s(!yVo{;hu0;^%5K7
z&DFAuQ#sb9{R^n7y3(s=VEiiEEP1!h)t!;^rmQ}xmgo_=D>%%ie6^}UvHz`#XDj`K
zn{Ro~%wEXl{+X#bYPO$+sZOCxO4q~#5~8bf-<7`977da2T5t8VD)ehqPV-X7!my0b
zucumCvaN`=u3X%wUG+-I^U>zSZHG1gm0lFvvh$@~y6}Sd-Ny?9H}UQLs~u)hu3-D>
zkD1SNiFH<!HmA>xS~e}`+2Y1ot_<N<>O@*}v^d{rpL+Xc!)(9G*KsEoZd%m9?sZAn
z&urs7e*WOsCa?U=!Y{m8e?V~7&*Mj!_3r$&|8@0??w{A2SNzF7P&$D#Nqg4f%f(-O
z4#mIOw(rHKNO6{H&!*W|E&jUZr2Dz-YVR0}l}kU?^q<%mbvJtD%g$3gkC)m`f4ZVU
zQT)1S%JYn0;YoSNcehqK7x(RBFFbIxu=sgt*{_Dv;p!&!W`$>^7q1o!T)mjh>88yU
zSI##TYp-lkDbl)itMRy~m`%H-=S`XYQ?4=}vn}p=rRKxO{xV{d{?eekB2y+`Su2&=
zzO}^Q*z(V7It1Q5-dh^z;t;<qyE0?qq92jBZZ;?|@MXXH&(OS2Z2MmE?Vkm9JLmpk
zty!L)Z_RNzQ_{BZxalwFhq1gR{w(Y&>?J4vIGQ$h7tAipxXjBQRM7TozFPLTlf{oC
zl7cKI%(G?9{NuOt)0zb>a!id~cRr+b7q9uT?^B4=sXhn0d0S7`#BA8r9Q0|X2ZQ|c
zc*P)5%avRCOHVz&TP>=Slgtr+^I+WZqs1$A{PzYOTzk9a=ET0@2$oOTuNG%3KlwN*
z?ow3boyPu`;SWwKTy=|?_06B7A}ITt(1|5(md}4)w3^rxGkcSJW01eM_V!K6AO176
zrCmu0OK_=ta((T+*ocg8%QP5R3MXE<wr%yQn=iu--D7O-DU7#!C0-O`Y`k54)`!`v
zJEqNYwBPf-m8<0O*+6x>uG=#ER<DeS^*QsVwk>;N@=4S61#@N{N-F+weY2O$N|ipz
zD|z82Z|lmLMc>>~-POcj^^rSF&7t=7-7V#e;Y+I~dQbUYAowgh`NjhmLFO-Ox_25_
z{kk$ScKtMqw=qZG9zR$4Xyc@?jo&Y=^qVWIyWtCC|Km%$R!1wiD{sHHGg{rP@csL^
zh0Blcmbqrrxpn2^;FW$$W>w9#o17)GjQ!eP$wX<xn6Hy^kBeSECN4AY>UEJdWd~K&
zlTUB;7E8;~%Rar{#!5ZyuHgD5PXZ?&uUe6toP6-8s_(KjiJi-qXCL_}&-cSuaVP)g
zkEUPQ=H^^j@v`g0#%-<%hO^#3cD>mXzR~}IO~!?mls9YQ`V3z2YP&4xt6v)S*{4EO
z?>~dl<Vm(1OQIW-ReHK!tzGNJXnOW`)V_*!r&tqvu6_9ICR{$T{G`_=9xvNhn}t|Y
z{Ed@Eo@*<r7W;W`VP{$p)N@m9qmpFK#IqT1&K7^RTXtJK?x{#ZSmBi2g~4lgCSSO^
zwL|^GqxI8*?!IuIx=oDrz{zFaM(e$1OezkonQ&}n)HRl_xRTyEp;LQzZCt%tBxA|P
zS!>Sj_>i$l@2R@wiMOE>8vSdYGtKF|Y<Feag11Q(2X&+N+u5$_5?H=8>T{8{UuZ6m
zWQG8v%I6T3DW8MhNt|4^FwAuB^rC5PNzp%hyz5H0N*!x%^wvHsB;508W7z96IgCfW
zvuw+`V`FFKmQ?Y~IyLXP<jIv!C$JuP9ckyh^W^f?U$x9+HckI})FZZ^d8x06{M2}k
zhHqyxPu+@|aC4eMCVSM?uB%FZRe!ZkEs#)}cSO{5Nz$a0SD{Hi9xZlNcyd`~u83T=
znfEk>M@vtNu1-Dq?y3db&gU~{cK%s4XK8o!wHC2AmRZN%?)6=px=>1|&#hubdcvN(
z)t~=#6=YADc+S)A%hHrJCfj!0j48c4>x9ZqyD8r%dMBGIy?v0haZ}E=@7k;}Usm&+
zSY^$%ZN-8oSFM-z=&P-CJ8?SfoY$|PMo!If<@H7h(_Y`&%k)U2L#K-CGq2YxhW`xZ
zef3gng~QW*P5ya&`s)<>S@PSQ@N@sPuAQFNpYL;hYej!llSxYGbM^)6r<s~%J}pl@
z9`$y)xTfB*t@1k3&#s^NRQ)rwTk47G<Vl9Ht#4eHD7wFlNj=q~k~}Z_*7C(3AD&$O
zTArrz-12$X`T8lPze0~mo?Nr@wmREhiN%wO-z1(_>HCu|DpFvX;9<IK;<h5z9M#<h
zvOAV*%lO_|ERz`W@!D$R)D8Sz7j~Rl$+VH#tYXRf^p%Tt>3W+TmAT6C{ls6bV!`6i
zg3)E)Ud;O%xN|1^gjI{Ln<}{(6<A+8KW)apDeVdDOe?i{%XWq{Gt_47cJKT9%2S5x
zT;-?2pCQ}MtvDL7_ZVN+p4Q4|o9;blxXL#7MsZ-;8JSXDe|2?H{{n@ONR^(Rt2-8-
ze12(bw7}XGf6TMe?l8}~9x5TSO!v6b(tFQcQYKwF#ymNUBPMitV+h}!u#!m{??aa-
zNrmk_CUKCZ@!smkyg{5hEmm)IllYZ3b6)?B6BoYPYNwgowrPr)JYTq6sLOpV%U6|&
zGx*mAhb3M~xjHTNxYx>a{<2y5tKHU}%}|`UsbZPrlH=?jRy%SYw_Gm5eN=3FkXiK9
z%M;H=q{ql*Z9XGXcx_eZX_<teeMerXMQmhRJ=MBHX<O)`e~Mj8RVGd<uw1Qo+sI&E
zv*}#rxi^mbtNeBs^|15vU#qn9eu{09Zd6BN;Q6Q%lah?PmhTI*;YtfHH+eeOQ)yM(
z`K&63BcC+S%&=In?6%X2j^|w$dOlv-bjU2*p<vGiPPOh+Cl)-Z3k`~XQ@|QnX*?%X
zM(D=Zr77ONMh7N&^2cfWS%^2k_U&R=tnxWX=%!4`(ydL`WsG+-e_rjfA~^6JqvhKW
zmAXBlywTbG>GpF?19w>dx)QzkxYw>tjg8xuoqCjYL|0I0mXZT+meTaMz7+<AvlhNw
zIO|O3jbNXblaJ~iDh~a#|J>BCde@?-Jf9+XG_=1^A#DE5PSf?GT`QiXTsGb;cJt37
z3BK&i{B&E3zgo*~OmFthR1Q@sIWDqh#?@bjX*(x8FP57+Ek)w>>&VM@gg9iiEyR?6
z1*Y)V#-9Fk$K1kn!js8;&(=P^65^a!xy&wCM{ptA8c)584Vn9`QyBd}6=WEN8+RsU
zRs8#An|Wr=tetrsmiDcz;!GMo&sG`t%;B2mZf~Y-+ASD(cHLpNiCMFSZY~qJ$-Fk2
zv#+Y^YRA&;b7oD^^A|b(b5~gJuEI+VDxrsdUp3b$o*b^4Gl4bS<#futsp93bHzSkP
zB}A8O<X!T(Yl2Dgr!_y*ZLV7PDuq9|y4fx`?_#82)7`8(hZW`Cg}Y0%J?_lQT>akT
zl)p*xrB&~4GgYl+)x8p=7roA6fu_Z3=B!KMyHyw2?y#BV`=tEQ>Jv}4N0nqnt#RF2
zl$~`=ZDNCLtrmBz&54QxyRFx6XBMy4bTYm_CoFe~@%{^2+If1lS!4QmYg-?-U&x)p
zmU>?1InzGt?U%RCJa*!?N<D|^ODpx(J@I>too?6PT5q=|+V5?|%Vm#C?nGxV{Kc5O
z?uM2|(*wC1!Lc!Rime`Y>9&T~_QhSUkzGAu$*B_+KkE<e-RyBuPcihjyW`L6=dZO?
z&)aJ?dHaVqGha`e^~$3z_Rc@in-0G}9A5bKb<DQ8%Wkfd47ZPZGs$AQwBw)bQ}gw`
z=WZ;DOIwoL*gNyrtZFf3mQcfj)qfo1y$WXRE#C5b_EKH$jcQi2Ht)Z+&@XI8G)v*E
z=qX#Pr%yazwP%thL)zwK)^mo@6QV?)T$>ogHgPG7hMU9R>_vSJtGk|l*5cv0y252$
zW!~2d>vQ|+!gpTeT~{f(mZw&0=^lj@YaI?5o>vzQ6I-7gX}0RCOjzyNTMd<~*1h}t
zV+EJ{#64H`mPmOVn-qDvX3?^yTkZ)dQLi5LF<Jc0n4tA5X`$QsoqpvPY66#Jero)>
zA}*AD@~pxz<wk#jm9Nic{pIZHTPAWZWjXUwmuc3OiLr`(hCN(O5jUr8e)>sz>KB{u
zA=^8zG%S$%@HhH!fv@yCha!uw>ldxlb<Fcu-&$<`!9n0j<NMcv7O}Y-x1?uB{JHb7
zzImqi)E2?>rXTY=YOGC+{&YC1FJD`?{m0aWf;$)rth#;#AMMT8-f-f<hio6)a<O$K
zp?{y~>+-jn+A96fEbnc4zP579hh$69uX!tVc)1s_OuT++U;Wi2xx`2N7V}31mt`G4
zpQLe6*WBjkj<+Enn_os<Qe<0c@ILNLl*h+(X`{|_yb|A5N1V^<&sY`Y63H9N*5;)7
z^QgtPjNLm#&)Zzi^srxRZgX{Q1IK}-N6l?6J!<4|SDRIJrD?JVle6VfU5lQeWRYX8
zlXu^m((}B__)UgNSGa>k0#|wA*QKF%vV8Y^c4m~8Sixr<vZSkBQmsK|LDiMHn$5DB
zM=of0PMkF%M2pRHHJ8OQ&gsdP=a**mXskJ6!7Se!6BNCdS+7~TIdrb4<QG$uLYcnI
z<66tRxORH-@kd?Y@?5jY&GTs1p~Jb}H&$$Mcy;QA+SWB6`j%}@Nr*^Wt7#!&+PQyM
zf5nF*|6=xK<nKIN`*T5-nE9^UJrhs1D?bZ-rTuBM|GsH=_XWAR@zx&yaOrE*O&RmM
z%F1giDsKE<?|kvF=d%7?CY5R(YHXoxoL|=awB1aRzR|zH^of+}w+AB4+qY$3Nt~jU
zVt7zi`?1Q@n_miwHksEvbGxzl<-J`N`6?M#(pgH^Ny_U^^37cO;<y8E(XsDUvx}Br
zoXdJdkJ(!A>v_?+sVbETM{-|rE{pYj7OBBL`PUV*u+%HOf96eHI%(Dx_ln!a+q+&V
zG9ELqz7`{X>eB<hqO3)?&Ma7;b>Z@tYoE)j0)F1Pw0*^TQSl3}6~j_azU+FYcU8Ff
z34hg#^?#1Eu&^&J_#U`t!mbTAU0o|}b+mHxYtOXp2`JuCCvs!`;kipU&zpDe$~GzQ
zT@w!cPFptL-@AC4OxL55S1R+Jw_2FzElF~gnZ0>pv}URBhvlYcJx(e}SDMahi&&zr
zQtUFh@3!bk@w(?F-}{XAJl~pr)_i8q9P_2g(WlEz9zWIDw`1MGk{M65j?DQLs&VqR
z`%lTO5?|FDxwVA*u3nhhpTXExw_{b)#cKxaSx?`k&a&)R7v1yh<<gR5(KBDnm*3oz
z@-aMAz<tW&uE#e284Qox2gWM-tXNolPFpl|_rHv*M{n|qw+QjZZr^>*uc{z>=3XJ5
ziTCGeT<+=J&AvYBnDBHfzc<@OPgl#fOk#Udx<c$~s`Pa0_Q0@(%});(cI{!GdcxMX
zyeKv<TISDPp6i{n?5h^%rg$4_6-V`|$t&-Vy3+D_-lCmTl%Ccd-DxV8e%tk_=Y7f7
zu{Nuu4C<95t}{Q?nVa>t_1K4y?|-#7&E0nEx6EhXCGS#BeNxU<R_NOr|9$oSt{3mt
zelJ>ZEl8ztgS)8S{JpzPdZue`&I)N|ne*#<pwx~R<;*b!ZjL*6{%TiUdno<XUeokC
zU+9I$^L8zIvhqexRT#@kgM?G;3%{>BaLmp4N?7QboIc4axkX#1h<#5hoMhm0c1!c|
ztpVOAS!VlH*vN#PeY#U4LT<r7(Nl+&C%2t*E#7w7<DO=jnSNU5g?T;h_EFClm+};3
zdqqy1(8QLlsJrAdv%;gvxmz-&Ro*Ww@!OYXd^B@iK+l&oD<7Oc!)|*tYTFKr8;9rJ
z+iJe$&A*RZX6>>PP0^n7`Rhua<_opi1`@ZmtbT=@mX!U^VD+L}*RMP|Pd!}LAWO1a
zO)_MDRG(_@ov>Snjuf#5`QH9)yvyf#&5x%E7QA6XN-eVYugx@FdB>SY?ntnqiGzSS
zSJ~G0Wl>wVm>ke6Vpm$DvV^B@s&8ahlM%10#+>5o_qtb?8e3^BJ1?=C<plrTb$;42
zMVi8PNvwaY%r3b$*)&<x@paN?w!}F>?ux<9v#Mea_^Y!mt!<xV@onv;=w-?2SH%Mt
zC)j2s2yGIxIDgmFezJK$k+#d->AQ=~U*$5HeLU+B`D#t|g-_a<UIs6tb#pIFTa%tw
zAGKbsY@TsckkWePrOtc#t8z_uD?CZ<-FaNpTZd2LdUT=C1plqY{afbbJ_!@*TlO)<
zTBc9i=$XY_kDRb|-<~A1?VNpPgUy7DT+YQE`z~Lc@wWKhPPfZTeV#VT{J!pAs^L_&
zQ+>yJ>nmTi8`cSS&B~q{`A)3N@N2fNn@U>mr@cpOp09D_Ioh(p;9ODF^~CZ=xly;C
zv`v5dMY%cV@7u5Y779NqjjZ~3G~0K%qUz31{~0>=sBBto;&GtNcJ<TV@WW9(!uBU3
zO4n~Lo&CC_+%1o(@y?gCHSgDZ>g=@7KB;njt=F1GSLe;k_?&eq{F;5SjaanhBkLH3
zY~60=OIz~K+{--8wkCBt`>bzMW_!-5+2FHnsmH;`U5nM#o4+jIa(C6_ZIvPym(1E2
z=BB(hP{(uiC$%c6wNK~AZCw;@abtF2&zBW(hJCz|IZeiwW_g@7n;G7_&G2@?_m!dD
zp`SwLO_e*qzi`3%qR9)tEYmPu+0$1Q>|@hp6}nm>+u36ILpK@0Sr-jI&iCq^w(7f(
zPeaP&vmUb3<|!rLTBG%=ODC#KBIU%(FoC?N)<w)JCCfAwxO^ww+F6}({@RS2vaFf~
zhu24~@sz0wt2w+;X{U_To$WsltTB!0x%PHRPE4|??o{c|QWtNr<=Ga;wJyDRY)SIk
z;%gVo9v;iyy4|6rY`w8?Xwj|b8=a;;7tfY!%rIl9DvtFj`oxyq+*Nvfd116+43oRv
z-0Wv*@4ne>o9(H*r_cFy)W(zNZC_95Dmc7;Y2Hz_s(Dkb=YGuHQgU%~LfzKo!h-Ya
zy$*MLjLPtrG>N(9?;Ijjc|OaaV%hNvJZWqAW-MRYGxemRy}_5Y#`iWIV4k&uFMPfI
zxlJj4e6NG8A`Y^DSyLW7`DH9m_my8^-s=PBWm`ra*IAG><Gjt6RYAx5vJ2eXRt0Gs
zJeECiX-Uz!$=gmGwso~oFilzipJCOq5ayTB2Y=3sjq={;u}*wz>W1@q*+~H$Yt|HH
zZ!`LAIVDKvfL-FzD&MX@3m)xxrPwZ0w%%`3jE3BSXIrX8*?wMJ!>Ca8Wwl}z|D`GV
zwpqvQ|CYA?o_lFh#<>}#M}vDEm1SmKo>H@X&b69k9_xU4?fn|-N-~ZM%C)WKIA4Ek
zokPR#zgf@D=iPnHsc(F1(WJgMVfV>h%U&O3NPiuxe2ml7&EwavkfkeL9eZ6om4kUs
z>Dn9DwY!!-?Y-Yy685pT`)J<fjK|C6E6&~QDg70?@#U-?$vGt}YWDeG-|FnXR^&~p
z-=2~`JJzK=m^1PE*LCL}8Z6uKv%&J$b?ewZtBcc(E}T+n3{`o5*5?VIb@8kvfBkKL
ztdYHV>|L9-%;lTMZk^L{RK7I*%$g`;-|ZW<efGZEIsM9`6{r4v4L|eT^rGL~)4uV=
zo=cy6?)S=^+!LyM;Om#AcTd<>tWTTdbvz`kwM<3MH=wvVEZWrZ^^TWa-Km=M8D>3C
zpTJO*o%Enz=leRdXMXke{~1Dy{c8E9`l@X)UOMN=<j6_>CznomwqnQ6UbnsHTBS?G
z&m<N0?eFzbJ|THl#pCAV{a&{`JYU&!P1oi<T53E^`R~2#APqOG&p}Hp&J}5UxNnh)
z`IVKmQ`m)TPiTw$RK3fuJ(e?E(>v}}xb4WyUm=yureU7q8&~<7E9(X|M*WsbbL=`h
zE&kF9lf~;zr|aBn`Rrv_E;Bvp%%(Y|Yi6pQt9<@>)uj{FU)CI-tiICpE?4Ziy6U``
zO55tIVH4!qR!+Cu8u^qVJZPDwpO*PfYmXuWt;LpKSIml;6Pon++OEewAG03WvTv5X
zvapZWd54_miW_sTy<%rxbu-)6a>@Pop`FT1GorS8Dyv(Tr!Akw?i|d?`D}x?KylET
z<udcMruMA6A6(*nRM~@rdF7ha+4Ht6irccLv)H@n$(-hh%RH0AeHy+$S~YKP^;JnP
zuQ0QcA15b-Z+j`oxaIft$uA3g4|jdf)iZE-zO~X~rSg7OY0u4<wtPKjxAp!(3HJM4
zk8>FAEZ&yAyP+^n=E?aD-QRVK4g{XR{CQRGoRYQ5yXVJOt*ClzdDQ93+(4n8;#pT(
z3;RFMTC(7Cl;)+T1-H{y2{vBa^7ee3wwg_u(ze7P!{aMgWSzOYtyl3%$PV@9OH)IB
zg<fUenvz*7I7N8!+wkiR9xv}LRA5tE!;@?AW!26(vo9oXv;HUAS@gIktfjB`>z6f^
z$NXxo!)mtgHq6{|=I`CgCF*Ng<XkN@)n>RU<)}QLmsvBR@MxC1n7e=0u8lH1d|zTN
zPhNW_esg2javkS++RH08a4Ii<84+Ay9C~(bZ^Gl1O)ne&*@Uvi$OuOH-1!`GQu5_%
z=N*xIyUti$tIVJC@$%k`Qw*}za$CE1f1g`%w%GGs$<Z6{N?vj(&-%`*R^w(=xt@7r
z!W!*sCcoEqEw^3$ywKB9m+yqBYF_&mS3BVkD`vg;bzN=ye0}z<>8C3k&%OGXb}9K=
z^}8yQ@Op#OCF{<e`@qEZ>gQim=H1P+-hDYeZDPCaD`oRDyObvd-1)_K@3VGvr=rph
zZnguWH&s@#M}2v0a%s2CP1pO$zMZC_7m{a9jgd1B;`7Z|bK<AW-Mh=4*o61Jw#wA1
zc$592EmWZ=ZD;mt(Fx|KZ(QA#8+B~r-2U_b8H6(4ex5tG>iV&H>KEgmGuGBE+aF%K
zSHU2Eiu|E{p&!-Tne(hIo^P$Pi1BWjl<{d}iMsWUz5ZvUZ-;quO(>3V<;#A#U#Oxy
zd7JpWMSHYfU0qZoclG-e?UhH%?Xt9L&U&t%b0O?(RKN0Ci)EZg-R@U}`>rdy7Z^P&
zQ!VS*J9p6z$wrlsrlQPG@e8wdr5&`H$LqqI{`1dsQ-!&n7K^7&wwjo+`*>7K-`0o|
zm6A)+Egp-ORY_W#?l5{Tv2v<az16DapVms;EWEUInN!!kXT5tYOyBG>s#*OuE;x%{
zVtwpIKc?n;dvx+veBJPNS%2+CbG?gS-o`t<ESlI?v7X`L4I$2#jYq4e&A8J%>qm@F
zx!tXnWR1#scbEG%S-y_z%~mU%^~u`Ejeo;>=PgA}pU+nOxmISl+Vl9@b01|3yEaH>
z&v&{L`X!S8$93PCC!Tp5nm(`El;<4R^}^xx*}`9wQu(*~-b&S)cJ27deX2bVe>~c!
z@-fDxlkxT0+W!oXB8=8HUYRrN$NZyZOJ*|26vusIiu=CsQCeQ!+&4AlRnlkjD%P+i
zpI6&``gYo9nMXS<*K$1DAF$M7hi;X;>YFEzixp??t-5S<Q`Gp_&E;-$KF4Y*32)tM
zlKl2)re3|(`Ob#3S*w~4tjKu1Jm@Z`s3X&s!0@fX9EUAl2QRj(WZJ1R_uSJUPG!$v
z<*wZ_&dN5SCWTQGcf7OWdORocF4xBF5(|wl=a=R<9TCVj?Ru<`5PD)s;Qcw_(ot_p
zKUeRbs}jy5Zu5Pu=@qj_JKvf8D-|wVlPZ7Yaml;;d-`T>WjM5X-rIu8XFHeG<UQXS
zVk~>LaM>Hx(q%m_%irZSt>H=UTeNe^j@RLP{*<p3k<y=~ck9Nj&m2pIx{hUjuw3&}
zuduIf%TMWzx_Zw;uCoX?A9c81@!VFsKYMZC&Q<zle`j0{S;ysBy7PYb0srT3gH>)G
zzqIFUo?oTuTG880c3JuS*{|Zahi_Z)<wQ~V!q>6yrb`+z$0aY1<#dqz_H6HN=N7~G
z={6r@Oj91svbB+VzN$a|QqrN7$K$=eS{pW5etWj#tlotN?Ok0)9P4MTRJnaU`0ayB
zp0X{xpMsxG$hGM@+vmivD%|+v{Ff2h5zi+3Ma#TfZGOUkUH0?4Wp&cF+1E_H7cFSW
zettIT$>#l*Z)2wf@4E15V{yOog~uxMg&6Of-pwrTDRLKm(iV2F`g82PshWI7*)I~-
z?4Ga9Hf7u0c^4+tG*tcDdO9n4zvxb8VTtEAp6xvA^6hokv3noip7OrAZ<frW$7f~I
zXT8(C!g1Vh&bM_ksb%wwU%!scU3+Q90rgp55>KCeR&(gtx8^i<b>_aWF)MB!I4LtR
z>W%SypD@weIc%G9W8O}Y_Bb~4U-G?8DmJALq$YVb{`nm$Uf6RjcQ=>Nl>8#z!?qcp
z#a5iS^K}J>wSS(L(z=Y-;%XD*rm_U_zW(|?vhT4?+C&wGzOQ~-zo)*HFTSj^guUm{
zR<+>flk2=r)v;M!k9)4!_w}Ue+I7_;YaXpT$MuE5kKLg-M&xhhchi?uEy>wmUKGY<
z7We#{x<x8|Vn<W2_x&P?IqYoP6Q&4uJqg&Ll0N6!5uMs!T`xRm9$bFqrRVomMLXs8
zpIZ_ZAGOlV-)nvOM&sPgLS-@!t|dMAetvEAd`X4ow;>l~4}|+DttmErmKS-fw($J5
zU7R8<-`;n1T~ZQBDR~)|CL`FTn!VX{wc%sQx;f#CGriAW2%o<|^_cd>lA}+GuQ&Ud
zJxzEkxp--*#FsVNQzgEx{T?^-ZN%p7G5t}`!*gCu_4u^gxOXQ1>$3rd4+OiePx%~}
z^K9+OIfa|ucsl%SSwmCv5A9OxUoW|W$7cR=rdiWwDe1gRTw!bYH|vS>oW?K~na3~B
zMtAY~ODtPj*J8TTCXeCIs%vgmA$4JlkGnc&tXvzM(V5}&oN42egyM-&LLQdCWUd8I
z2q`}5J#ndJc6zZ^s)VI!qe-Po&l9c}@s`h*Wi|7BFpgQ5YkS`RrsLx2f+-W&vM+zB
z_Fd}kbz;+oFonr+o#_mIho*X6Zw}XMllrPRKY0E2pNw)>y*|ZR{b%_4a#3J^)X}}O
zpB{K)9Os>TRz9}QOIN0Ev0XWzZ{?Rssps>vUh2!<oPFW>=XLd`e)hRmO}RVu=BMDr
znjv|==Wp66T~Mpte^tk2;zrxbb^BK=i(&l~-B(a`?NZma?-noYBBM*r&zKp-eSqVI
zYqj5;hYNz=#-*-xvAejZ>T~S7X2pu>`$b#Is%9o-eo7LZ*DD*-=#&03&b4;=DLvV%
z{xP$@Debg)9XZ{QfzQp&`qHFbH{LAPxIOi&&7)IK7uT3)z2SDZVlwd4K5uIB>50y~
zJy&Ms{?5M@E%I`&?9JAY6=x&w8Chw*aX84dN_Vy9Iqi+%osX?Mp3Umo*VL9PRd>nU
z=lNZqYCo&4o7p9kZp)Ocx$AgE<8M~A_tsBt{-(Uzuk`#p*Y-<ZU2C(m?_$ia6Aa2*
ztMWE;Os-_Ux2LL1x!&IE;Yx0g$HyF(Ezed<iaB#EjJe-GYPqEKF~hUrQ}-4By7D3A
zWVGv&?MA)vrLrOFPZ_Q*o4^yw^7zxEm7a<c&qa@0R?au<o4)U6U6{mIkrPWS53p_a
zIk@Tw4{M>%&s~#?%*(fnPA<NZwzhKS(X?|<`VZ}#T^`%lYdiPM^&-wS|Mspr((--9
z?viztMRO*tSmWY(G_d$W$fWHmVab+v3bL*01-Y`$2j^X>d3<TF*U1mfFXJLJjz2xQ
z-eGIa5x(r}yGkyG%!#>uckU#6|E!go$8FDV%UZ)f?e(oSUY=(Q&3^VB`KsVNsaCs6
z^rsuU-PLo=4g6Ivbe~9TuM-NhwUN2BX7Y{8eMt+hm0oFWFFszC(_>H=5*K@TZN{@n
zcfK2%hT4j*xp+QirOK}-*DWs8{J9?Wa#HQ8g`M?U&x*qB;+BLwIpvV+6K3*L<+@YZ
z8=Ekh!;^a+o9Z1qH!I{!iE6azHhJasd0X4UCm+pN=G9QKHZwo@wC760b8PPRUcCWx
zeuZ_p?p+<=(A^yEtM}%bpRdegr@}AGmc)E{ytKq$%!uLpe}>ng0ZhNc3R9N6*{Z$$
zwB&)emo~|H?X<b6-e<d7F80o^>rRt4UYF{0yRN@xCet+6pV?|`)<0!e$DX)Vxzf)n
zE7xsNk-MRW^v=~{AJ}YPaemyjt>i141ON8DrRs}p&xP*18kPCxKvj5de!577#arKv
zf!mi^ypKBad~fAfl{>TcHF~pqo}TCbBxpjB;qA3KH@%df+iEMNGdH@pJh;?0{lfdn
z%Vupd&wDp>%F`VOA79(EICy&7>sfE}xb5ZV7DV-=%whbxXz`6l$HFEzd;QKUSYD|9
zI<{=WoaSG@!mW}m*RA)knSX5S(v2UDuD<%7UL^9dYi`Jc-=#+xH!-ec`gpd~wtw+L
zX^kyK-!-QtpG~b~nE!FzvKX1ZyZ%)Rl;a+4@{g8CGB*xm2%B)UfBB{D(+t0?h;<0Q
z)n43aw#{9>R8Ax%+%8$QUG&zunR!iHOnf!<-cK_=VC(R#<D}y6OOq@z-hOagyZ)if
z_4-G$V!Cz#t7>2IbG-=4mO5khKz5J#@ufMlXKzowIF&QF=~>m@{?-3PeiYpgy%_i|
z>Db{3$1m;c{y693&5GQ`y*olJ{;>KkdtvxeOu&&*`Kjc3lOO#m_iuW0s8>Iz{v20k
zFZkxg)`edx;{+X#72SDJ$8R<{IpOn3rPZgWSz0`~e*Qm$RH?P~+K4v=wFl2;$DY@l
z`EZMR+bw&?c(JUisYjn47Ekh)`t&j^bV}yYyRK?C-#j$j^5OIPsK9$KYtC7{epaRs
zrhV(2LvFk5j`fL`ZOl~~ye&EA7F1tfk?||V{EhA<g=D|=U0+f=mb0e4JKwSDYSpHy
zCBNp`Kji1QlU2NC(#nV_O`hwku9<f0s$G7w?S@S9>u5QJYb9@m4!_xU&^ei1ZtExA
zcMDCg9`<<S=U?@ycF9Lmoykv}A}SJ-Uisehf9Ur1?49kx#)eP6uh}m7N~>bFmgc#`
z?0r+;A2MtS@;WK!^Xgpg_VVIM^K2$hd>!+p^Lp1Cbsr`-tLtX3ien9{W*m*nSjwQ}
zcz$Wswdr;@e%gf3P?}H`?we^CVsqW?#jiP1nfIQrQGKB-y<h9}t{o5iO-~)IoE$bU
z=*F|1ccSjBiBnx)KD*fK(w8N33(r<B>#p0R@pJXFz02$BPpl8P@Kn36VpU+&JW;F5
zy`kyFFMn5W4dBZz(tdHi>XZML4GzV(R=Te=NHPx&wam@+UmqHix$Iv1c2Aq!d&^oQ
zH^zC2Eo1K49`z;G>g}A~z1qvB{G7KUUsNun-)F;i=E<>4EA71wZ`L_w@iw|ph>!ni
z+@!4&CtVLPWK-JuFf{Zbuc4^tqb)*WZ$lQnUmhIS`eKPP1K-wFy&;Q3neQ#h6bb8k
zy>i~u=~GuNR!lO|N_c(neP~o#+5u6at-WGLS6p<>)LQU;RmYr^E4LdK>iv>@=a*_~
zBzxC4z_{_&43#pK=S*Atw9n|ARny>nk;QwMZDqdWmCI62clf5P+s(_D>A7l>g-rS^
z`2u#?tVKs|Z#q&}I%T^_beHtA)gPOD1Cn-cV9i{1K-(kZyIOeiss9XG?a7SSmpYps
zvk3fg#c|GxWlyEIOqjIk>cl<gPcSX(au5B!TJX^G?V>BcRa|D76|*-_+|BIRl&Af2
zQ`1lPG9I<^WO$IYy0y&G)O_oOz3zNZuCOH>=k}SZQrve{qQ}j^`ohi$w@fDaG%Q*o
z`1Z-XEbEFHyvOgawS5|T&i`pF=Zke|ldo_K&bd~y-KRo+u2E%k;XKw9PqTYd=ia@y
zY?W1CnYyJZhr9Z%Ddr4UE8jak{u#1m+R`QOvYZ9j)s{|s%AipCWlhENX|AsuYO};u
z`8?0EEM0x2W{rnxZ;`mM_0G_*ucJPn_{3x#>XCHJQ}o=`du@Ad&a8NwS|)nkIcMTJ
z|D~aw(w3%4kDP)T0w(pIygEgFn$5(RBORCQ<BX&B1#d3)o1o)Wd~My^1?4wo^p-00
z8SRv5j<a8JX0}A~<a>L=L&K(gytQZ354V}@lV_b(dougRo8_s}`ZGU&+nI4*@xi?8
zW2M?j4U;Ec+t+n1hCRtq_UD)N^R}+OsM8u!^*L^-<f)g+QWrgA_qF$*R*1bJ-&$mD
zcJ!qE-16^&Dmngj`=cJ~J+bcNW6Qo0z4+MF^>xpcO}N^2-n=4IeeLgIW5c8AGm5k?
z^j>mTSt{%EWARCuy3k!KLW^o&d1o*vt$rokA|bje?B|@9vHOmxJ~{BgDomk(<I$3d
z-60oNy^|?fetLy>(VMV0H`KOVSR`PZ<*0vxLFB;9V;P<^r*X?wg~;pq`I>IB;%ZoV
ztT^PxMUfvTf9^P%wpso2>YOE4HI*5@eqWX;_AY3O=2-`i0|!>Ca=!M<(f9kZ#c6iV
zn$;)O=4=vOCYt=?^0j-;=d;3n&Rpz0AAD)~Z?~&QgE$)l44yoiRF`^pi&f^_{=g6)
zFF((v3X}af{G&FioDMuPb%98_Owx*#9PE}$g(kV@Wyao5_O6twZVWQ?wKkmW>wD))
z&)okEUP(`5IS#9@b&0K5bxGsov(0MLB@V85)p=EVe^xKU3DMcAr*}^>?mEG({P}%U
zV2_@m--&&tiB9s5Y_md7&5!DNXZy<IQ1i7}FPt;K$Q(R*K5O0c{<RsRx()Vo)o&J_
zRg0?1N%`q>d{$;p3fJ`<4a-+rvl@;skMi6U6T2=f!qHYcOd~n;c~{+m9Zy2jXXO2x
znpPXAeaf)0YxP!t^-GI0MV^cLcB+foM(%$4bmQuMrnkaYo>t6h3|v%@<$B=lti_@`
zW0P{8ZJVTV)wpNYG?8}|%XhC(zce{D<F^Qh!lh|3$)>T-0xC@-PB$MnHNP@DCpPE7
z)uJ^wp9Czty>j(x?#XjX{$}1~oZle+zSvt(@}%9=G>;jY7OS!+75Z9Fxj%8Y%v}qK
zqozxAC-J6lULo?}E?-8%qFbs8+XI7^xG?waT`AaTbFF`-Q1YCM)xs-oBuQ`bb*?Pi
zxcqd_Rqfdu=T8Z@daXS9%B8z^^xi~7cdFDa+mfQ&wK+4*W`oDGHRo0=sP$N05)!;Q
zO`s=j-icMlVY4&ht4`OR$()=PGA*cztJ6_!`Hh`_vaS@S?kZp4@-fxdET*|@yV4Y9
z(OF04{ncR6$XhmZztW65W&asoUl6zVI$g=|;knJPtLqKR5*R~b54`k?%X+h$k-5Ov
zV56z_3ihQ=nm74Q6tzm)O)ao$eY{e1&XFcp%V?9FterWYlYIHrST*ysW>2cVaMNhp
zqUjc|j~eHBEUZetwube~!nik06~`=Ab}{ksI;`*0yyShWZCy*~)GIt`tJ+yUhCa1i
zrnOaNi&U<$%jvF;X-ace7=K-B+Gi?x*7r|WQO>a&_on7LvaK};K9;#UZ0-q@w@Yfi
zzK-ioP;}*a=V{lrXKTd5bJ;=K%Pl0=EEoHxrGL-;LREa{tz!ur8c)8lTwipt^sdvZ
z5Eapr57H;cYrJT?yCnAH`D^<oUwFEy^|5kK!q=1Q_0|OK>)pJ~RCQ5Q<^0qaWxtl(
z<}+uqdOk7U`Bvsf9fn;z{~5G?mb-i`DVwNwah~CvaA*52)95oC0uSbSTC8W<vdh(^
zs$^Dn<egty_8X5?C@ZbrdqAh`*H_a=(=yl0F+P2L!+(a?*B3{2-ZDtBJn(4G&Ehia
z<ZRg{hge42SM^pLA$`VgBMbZ$7^=!vrWguv>zj7(+>=}D%keDyslRB>Is4rag&w;%
zuxT%9Q@ZmYY3`Ogd#%OSMog0lFV3rw30IbRE%7q!+S}a)+KYJgmifLai;JnWVSZN?
z;&5z9Va$hJckgXUa=P<vt?=#(?Rm=`W!4xsA2prxWb*v1RnqwqD-Vk^FrGC}j4aXN
zOtD~Iu*}Nxo#%4(Q<g^^zN_vF&=yacRBo!<&3xT-+3ne)-8m8h9BacSD6Ee9qPjM6
z!KTE*t~KXwcbpe()V<UC@z&bInl((eFYnq~b6vZ0Gx$~JWIsXvrN$KpA8lASvt!Zw
z1&=1Dmd~$L+K`{ndts9Mr7ZzfA0x_x3{{u|-X@3amNQ)&xp;EN=Q!!w2e+eFdQM`V
zRK<7o>y&LP+#<rcR~#vD(zGdCqg=83@3E8jPW)&;634lzOI(|&C!Jk(_2by$!xz~n
zOl4+yz;|fB=N@0)`xAaACwKj@K5|}1$ZAUkyXlLEudY1X`&G6o;A!0ZJ2lf+M404N
zoLCn)S@OiuD!Zix+y<rx&xDuO_L|)ZJwJK1#Ajn;=A|x&n}f~Vp9h-PTz86^(<hf&
z+{O54p8Habmm#-|locK=J{ob<IP<Kkg5tp?tE>4mC9N*+x*TZYAa1HCn^}0wa*1rF
z*)c_CQAtr{`7F)l3ubTR{1qfP@5=Jmehf*y=29Cpmm5D@{Fq&C%L5~SQ>PsVPoA~z
zdDiD3@8x%_fw^zd4395M*=5rDwj53}@OyKuCw<m3k@TezVM>kDKAw-7$;@XQ;?pwE
z-fFu{i&<s_U!RG!<5_XVGX9uQk7r31OaDGu@_en~jZ>)-$7`-MZ1}?(V<7Y7a>p@?
zmAf=u8d4j+uAVrFH=@hHVd3=^D<-kbJ-uONrbyNG3w8Wg*5&9=tZ(f&Tl10m?L`0O
zRlkZ4Z(CXT)Xpx6-Sk;f@RO>TFPdgc*6#cz{&4q>^}3HWdme;uOS4yDY$%Mku22)(
z)+;V=@cwn&Z!N=ws_>(s-ZSU>vi(f1JsS}?lZ{;^G=JmW;`#sfmP&<W9WazHx%Q`5
z?wYj2qaAat*E=r^Ntey@);sp(dh&8-WebLcaQn=ZXJtuzMul<HGeiY<NdBAhV0Kw8
zQ_#I*Dd#u#%Uqk<dV$@(an<)g_YE6uW*usKsQh^4TH&X24@L!8N3Rq)=2y>kIAXg(
z+RMP(cRFvZe6i=z%2(zG9b7DqT6$USexWMY9-XhkEoXSn>iUdV<@qLWR_!nORJ+>k
z#$7`m&ZDs#FV9?eW7mhff3@coP4!mYxTiAVcGWk_r<*d4{bvY_yf|&%lcv2EXRG#}
zohkUZL3>`;Iq8}?rEBhr&ARS%HRSTU%qX`FE+IV6uPx6JV<_NUeXW4g@fe?0Fi+wK
zcduLL{f=ur4a$4>v{I$w^4h{%Q(C7ODBs)t@~X`uj`b>6Ri{QybZ6gMd_7Bh=VjNs
zH>I{2uG*30`2BTk%0?HjKZ_;KR*KHQwRrMM?w4`h*>#(9dUyN_?bTH0jyiT#S>=88
z<a;(+Y?Z6FiJPs|dV4^9Yuc*`9-En@n<F`MP95kv6f|k&wxcR@%B_E|d=jQ2!!^Cy
zblc;}?*k7ktGHm!E@2Zodv|2g=G^6Fe6D3HVlA_-_LV&@*)`$N!7ELE*-1BV%A^);
zJ%3}H#~s77Wf#>rSgXF+u2?j=+$VTaxL7D>^ZY5_SG`cyGuv?f^V*{w$;ph(mv&U|
zPHTIRtRQ@A`^xjuCR<*mvX^JiZMxHV@YVhm%OoF8m}gLZ&1K0Ho=OY(UL(n*Fm@Zc
zubz8ZPi!r>V(FOI-tRTVX;pFKynkDx&y*Ziw|({4en#W<^@UNlj_Li9I-yeWiC_EI
zm0ac4gD>aJo2onI)Puer!@xTeCe8VBHg1~F@wZXOO0IJlttpIPyRa|LaDG(XnjO6<
z!IxLaef9U<Ia!_e;J>7ed!MHDb*wLYIpecfxOF3ojMU{VI|V21mN4C1<I=fj#fjJd
zOwZ)T-U#COvZC(Yc5~kyw~mLa1X!LcoE6Bs&y68}dDQcquPQuA)9lZL%{+9%Z2PII
z(3R?2do1INJd>Qtm3a?uTzT=d`nf%QJC-LrpJ4pTVr7BD%cxgwOHMsybLQGG{hh60
zXqd%$m490^?M_JV_?zM7JLy&}=e>N3gs*S1rf8ewIX@R&a60Sp(;WFz^Dh?enD{<C
zH*U$YiA8F$d${;5-()RFVvh;_&ro+DAzd_D#XEYkmgd6-<qKDO6FDUV&xVIh-f?hs
zx5@#&;;^0ZPSWKU7Jn;aXOY@1KW~ociML@beK$_L_fJ<yW}km-R#$Y)xuDb)Dgl+u
zv#y2t6u1^Q$n9NqU_SGN>_vJfjvl>pJ!#Rz=p8v>`7<K3W~bX0`flIbR;m;fJ~49B
zI)8RiH%--dMYdT<9M89g-u5{8Yx2sv-m{jA8jqjZzc%c%uZ5Ri#qzVVEh%?yt!m!7
z|JaV#ds^%cuPrN9JZajfeaLuc`{PKH^*1ic>DCwAKAi)qQxywW-Oklk-Cgp!>szeb
zy;BZe6QtKxJX@C7V)p#O^A)c>UDt2Pyq<h=Yj(8vmf9BKlh0RtTR$)VZE9Z;lc>V=
zb+637ZM-wxv+48M%72U3MEX2oJ86@CX`Mm&PG9ZlPd52Sq(YA#Vclf>@^#nG`k=PA
zDy11S8skH<wiT^3%1;X_vRtoyC0|;)LPCAT`nc|=QS)juUTw)f^K;uXCL=FVyFXzv
zC&lhN$4y*4E%)dg`NQ+FPp1b@GLGA;X{p=CE-F3c+?@#-iiJl55?;BvTAyK%dS&>^
z@{Z=wFg>Hp$b+UaT$wkHzVqBOEAB4is^1)zq6rqvOAR({*d6kiZNim`^EDw)`DItF
zx$&s|?JZ;9^ZN>eG@megoG{7?y`XmdLwMuaP}|xSEbFUUCf;kgd$cSvO!C<hKF(Dx
zJaU<JiTCF0bzl7=UaN3oDF3w?s*fjk1>EIzSo6+z^D<r=w<llDW<(#6pY=A!<mqHd
zi#2y9`OXboa(C)EBkOXNnq|ASr86b?r_cKGTbGH4XF@&C^^{pY92S9bxjrFf;kFWq
zX=~mVpIfj!<?HdKad(^lX0M)hHe6Y@Fyhkf2enq$r>Z^qYAY(Tr|Z>!2IsTc4#(Fg
zMo33Stv{}K;6H=qy2{{mpVYLnfYZ}t{%Wt<HhJQ_t%ssFs!#k8o|toALw(-W*}dzk
zL|)zfB|CNJgOso98qFrgY|(E%zBm8a@w{yD>Unc4V`uN&H22r%FveAe8;<%<oPTcW
zpWf8dH#S*?%zP3e-5zCpaMdQmlyi>qt?4I>PrMG^EU<OPC&4+UJ_{F2o4s&pAIGZm
zyCqjhx!ry1b&i8+=TFJjXu(bM>ZY{JVaWX3VezlznuMrW=Hk<{cD+cqe0gbAtI8MA
zMIpl17Hjv-Shqs??5xf5dCLpddv5WcuDrDJ@2)?0W__8h7yL8q-J7RDaaWan^etCv
z9@Vsx+uAbmu5L$)OmSq^e$$+(r~WfoE$os1d{pI<w{z<uKX>P}y12O;qaBN^!ffX;
zJ?}raUE~R$`@U@TvYT%LngefiE>^4#RqOA%W^1|X%&TIjGOIgD=fXS=WZm8pqpuJa
zvqR<4`dj9rUj94Jti0uR_?SV(nrRZIt5PIvuEne|@(r1_@zOS})00}b9_cl*d=<U9
zTWCpb_N3hm-`~cZUU@!pyGUQ2L;c*ejTSaxlZ7uY{}EPlxA@P>rNv!_&vs7Ler)P;
z_WD}y0*+tTm^ZR54Bjo&?YmkkE%x|Q7n!iY;`62w6aF(yj+<%~EmfrQ)$FkFrDehM
zu1?y-RCRT+hUkkW6IU(k7BV<^H2uVZbo+n1awap*%a+QX_u$da=W1n_moAKZ71+f1
z@?}iUrRTP-Q9I^Ld;K~xLClslG5f1k<)piUmFc#cr}I4JrmhuHdE65=D>|jm-fDX3
zmAs;CZ^>`p7GK&Wv3AGHuHB;htivWSEtqjEzj(d@gTMTAQ*J%Rv$>}hUl#4xl(gG2
z`@*d-PmwsEGK*EZ>b6;)5<J%ebN-d8eegQ8JNegD@xt>yms4wmvW+4cR(IvR@?2UJ
zKGnhI+nP$%2ai^t)i^IY;WN*i@ET3y^DE=dzUmJ0p7(W5>XXlbHgo1xT@|a5`l8Hy
zVs7-d)4A$#zTugS??ZX^%()_Ic}{zsf%|N$wJ*z}b$dPs2%l9@H+i(@$@jHE8&7>z
z30l0?bMpDU28!oJ6Ex4~O?8QUy^@(HX_0Bh`l>aD=S^9cc4h5O#;VTw>LS+?jK8eP
z@v~Uvovf-YcDg@`rFmJl!94q=?)$cRw4I%(#~(FQh2`5C+y4x`(Vd+W_@g>qyyDzf
zWh$i9iN3SSu9gY!dhtM1ZqeRl2V~Z{X+Qs{e=q&wL&bN?ldt5Q(6TOB_ejZ!e`!Hk
z?g8f4u`PK9whZg#!tJ_rw@lm+-+VMEUGmYQyT|>iLyP`gX$~`;@_e4{>L8=Se+AlV
z_m|mb2Nd49cyZQ|%k6#qRWBCAPoMQX@yT^xK8EiWqT;H%Ph4`9Sjiui<{op!?{4La
zoclACc5gpZA2nfq{=cn3#Z6fWH;={yWt<C22@2)3JpX0&`IomgFSU5-b*;?kS(PAb
z%q5NI%l|V(_4HN#y6pID;fvDCRXKTwEJRB*?B}LCt2teplOj+p^Pgd2K+5giN^=T|
zU&oXlRG4S|ZQZG~2hVn#ZepHO^=+YgvD)08GWNY;C(m1&rg?QtwVxaNrsVRC#mXrq
zFGEBRs9asyc~Z1n`@@}iThFT&r%l`~^5dWc+wR%iAGa`7zK&D>wrTC8ikDH}sv3AK
z*K4iSzVoK#!K5p{Bw~A;pRHNB-ZAIh*Y$Q%6ExWVU0L)&>SL<s-4}gVSM7Wmwz*BA
zF>d;D@69sTn{LJB<ZXQ^7XFxf+PX-`MUN#SZ@;tax%}SmLV0m)O?l*Tr9EQj11w_9
zAI5Hxn)RUg<eJ55v#)$!<*4>$<LkmZ{83k;8@oPx<b7{EoA0b?@oe|PAnj+Bo4kX!
zM|y{}=NV`#slCv4DR~{&6MON@n<A;Ht2S+9+QS`txmmk+>sOJBD}#>~R85<+uJ_aD
zK#QBpW-d_|sVn=@@2VsH<d@V>>-dXm?n%NoKE|(_wY`1n>6)#d>pN-;EPvX*zIN!b
zDyR15qsIb@r`rVW&z7HkU2I+R#O8<|Hr`tK^%+b?&oj?f@V?#Idt&|8#bKtp>y|fL
zecM#H*|41d(n{-x`_GFSGw_Sf*ZlMPLhrk@pSgun3C3@Ig?r{mohy5`^5@)&bxV3G
zuim`WJ%Rn+^6rI=CoInv#Z^9@Wphb-eboB&qRNZcJ5Rnpnsa-y;_DcbqIue@H_gs`
zzBgIr%~?fl&oW!73rdZD&X&)r`H^^zx3Wi^qi*ZXo1UNbcx#?1@rRvXwBXU(^x~JY
za_^rx#ye$PdVjO=x}@l*b-l`YF|&R}yG&tNercb&(004SykQ?N%Kc2~Dg0L)dv@dP
z#{Uf0*YW$#^}9Fq<+g=hT|cjjpUJh{x8iDR$GSc>3wf{eZFl{&lT2>M7WnG=u}yx#
zH<P{VY5pSBsNJ&1Hs~D-nG>=@{mPU{b_Lhhe%B5^xleIJP`qvB`mI|}Y~I~>Y+vL@
z(T%w`L|-KAy&3h)Vun-5`7YDhDt%!GB>pqlgwH%H=Ush$PxiIP#VIAGkEeSuPq2^r
z%g%20XtJH3m!Yq6_awQB6)p_5oNG@C-<y~$u|79s<JmXC<y!7seOK2_;CZ&RPyNKB
zZIhVT1HZ0G4SCrno4L{@`u8R2oX<USU$-bfDAH20Jf9P8z2a;v%fu-OM?JdkzPdec
zE8D}f=GKcXF4amL(^)=iv&;<Bz&`)Dt4!PYmA9s5-*;YUo^8A&x^Mnkw&0T|*X(F}
z;CX&+tl*r#)#27XflHECr36{5I;*}l*5GPcv+Rptw>{Ifel9F_*eQF~Em7raS;O<L
zn?<{0XYMN7S$+O|)l!`!PePo`o-Ix|@HzU}b;E*5(VI5!esDGSc-N-;OAS^i_ibI-
zlW=G1F(yybB6Z6@D_2S?i{@z@u+_FSP2PO-<<46fPkT;TzK)OjktB3LrYijOFA>Kj
zG5ub@)en7O=rFv!wdS9Z_tg2`Qx4zzY}<G0{!`F($&Z=me0eOIcTL8{u+M&KY{a>$
z@KYyW)z-SLNu79bUDms#Rd>FvyA`ovxqWNpu_Z@~U!V0i-nH?xMBMY4S=ZGwpR=T!
zK8Tv~z&KfbZPm1mW_RygZ+|7!bfoX!);9q!iw_)su{L>TrqOfey=AvbZfKt^$XT-U
zxy0L8v3W-fSiZ1)j(d{3@R8fxS?L#km8@1#zJ7nN`wBP7;)q>7_cgw(n-{p#!?e5m
z*)Hpl+1=6ea!w!jN-2^!`AWO$8C&qYMH^Bati#={JTodzO%9E{xL5S%t>PEiLa&Mr
zvs`u5WM-K6H7x9BRk-n-*|vTzQ%~hpz7DzbDPxk4;Mowpo$B_jQ8^E%OuZ>rDSvK8
z)Eo)Hi7!J{k{iz%Us`8oRM`D8Nzy;(TK&v62}|XzW@(A{Hc2H;_MI-e?D>Ms&yV-l
zWnWaBUE=U;Pr2W0^~p!8T(>OF503QG_>$puyLT^3+j_$*;*z%7m-6PwG}KEyC}pU8
zQ2K1CZs6JONxLmg>t`fw3p`f*E6nU%k!wuHggehg?_8T^^DFOt@xt&259;Kjip}$?
zLPJw;@kiCYVg4DGrStMxf3jAA$IFo1BlFU?WtS{axN^aDJG*Rl##vpR!jtB@y*DJw
z7+)UMo^YURnZ(NHpB6r`b=8d7tuo`s6}Fd0tMsNdd_4X*E|Xi#)-U_gmgNVTuYXy#
zrE{vuT=%k4fAJHAF-zVsWWBvxuI_jB$bGkf^lJ+<Vxyw+&ILJ`r`uL8ce7k^w?TbY
zue8l$(cC-FTGnJKrAvxxwpyHZ7p@b{F7>+b+V3yVx7OkyCC2`&4X<yD##`iBybRen
zZM#vHxrx(4nXhYBUMvjb{$d*X<b2)ywYGB8)m{3s3J&(Gi?*uta7rE*y>_bcr0i>^
zYPY*b#Wv3Je3QzqbJuuI@uh8v+wax32L86zw_UwvQyc@s*P}&Os^;yJ5-y5+dvSSw
zzTCx6U*F%`Ch4_arZDgr(^{QL8i7Bri)^=>Br+we!?n(SY2qD&lPABfSf{t`@4c^Q
zeJjrJ@o5Cs+!lKkyxDi^x^Lh9WD88NlKX0XDq3aM8NSGmu^WAtR9uw_PJb(;)VF+T
z!mH^V6DH4(dLkcLIIlK)=H4q$W_mquj<Q@T9Upvb!As59Q*WMawd{Up_jUQhyY4)~
zJ$>49cJn0LR)1M1cIsVp_QUIvf3!KQHyqpYV&%8=+h(gaF%_OI{<TcJ%a=RQeLK7D
zs&$LaXKH>~`*Z8YxtzuBvzPWcdArV#Sy%Bg#`f;)gBse$e5<zZ5<1+!HvM&&^kN=+
ztC>eL7hc+#<rbKI;qc}edz7y;?aB_dP`Iv|;>5u5GB&4N@Nr+pWnVw7BF~%KW?8-s
z^|$wW@^DAW<SS{rXV2Y~@_4(~lcn3V%9HyJUus*o-73pe<Hc9KJL_k%)vi9Y)$!>G
zH;c2?UT4gVnkwa6E7i7(T}$qJw&Rudl4NuFgv(R!C!b6G*&pYd5tU+L``U2&GrO%@
zv*v1vO-P@#bm3<0#}m&c`zyUYSGRT1&k)nIXMV0%Tk>_|=ZKeC7t<__qcUztuFEoi
zK5zN8ZI4f`+49uASvspk`WXA`h|8xukH)b-J+Nk`=iTcPYi7A^`r)z3^JU;>xtY(F
zNF4X8xAI*sclET%ZW%M5<CB}Rb$IqwhwV8%$<;}iq28*%<MKqMjM;hYqL**o%~jr8
z_;kaebt-$c_suTL2%4^SQEq0o#<$l|Zw~F~*7W4w@$uL7&`H(FN*m@#RnH2XGxxww
z*{q0nUOhe6Y}Pognpb$9ZI!L$%S+Ri2VJ)eKEF1!&##{AM5Nmt`6z#r)pFUMX6JTo
zo!z%<uHWT`;!p{mkcoCrU;n%kB*2<_;+$2{zGX7!ocV69Y0r6nZ{3}3(%Y*}+zrXp
zTAj_k{dHKlt#yb8pKBDCINO%CUP;Y$9k)C5Plx~dC)&^aO>KM9F+V>x?R77EPgXK7
zKRxH`y1E!9*An3q3*@qA%-r|!Y|*)sGdDA(Da<K1o&Ag{>&%mPf3!7=e3R8LJe|C8
zLkHJ|H;2~U=2`J*>CSG818Wz`8(%tn%ggNYnJ4LGEVJ%jiuGy!urBFq$I2}?>noP+
z^^TkQ{@ij^lkMAs@2|a)`#NeSL)ki`d-ZqM+d8Zjw0!4&Y0pl#bJs2ZZJAQ0d%`iP
zetp(7rQ@Qpj8hwAUoYxo*df0(`}Dho7mL<vuN6|zDod96vd-<DOxuZPd(~VV#T{oo
zUN=GJ$+h6<jH=LNQLk&^HtPc0UPjL<ymg>4L@%InZG+X--+CM@-&eP+>2F<ee@ph6
zFA;75=@;s@8Vj(q&r02H*xVDGVq0K+?awXcR~vo>`F=AzUGse2pDU~O$k%Q4{rF72
z>T*Y_h3Twm%X{O(S6n@Dc^$7&s%>G=RE5h+wY#RP6|KJWY*~=B>E4BIZ&%&cNoU!>
zF4wk6Rwc<J$laE$@MrjfA7U5NKk_K<(l}>$Z&G)WS=aZ)c`x4E)Gn#?Wlov1g8kF$
zxWgaZ4|8?fK3Qe-rtCLQVe~zV4{xT6eLJ41{8ZBP{JPER?Ir&ibY*x}9J8J`^}N=*
zsh)ZFC;no;8e0`&cDeY~^O<S8r!;?BFWU4^t~=sN@Hq?DmtWV&b4t(rvf!O(rNK?R
zKi5}8FFLd|T6Oj^?P&pXJy&{}N8g<7`Ch_2b?L=V>__j)dAoRL@O|v-jyK4>C)ae9
z_vnQuMU3k&*$Zv!WHCBlB07V)_xRG9*5n0uD>g@I=1<)gZu8BwYtiGtRb_tusTVFw
zwk_4+DcRJ0^*@90n@SzS``O{E^I38xra#M@6TUiY`>gV|FB?T7K9_y&+qu5tdX3?d
zig5S4%>O>;pQ)bp=gUXE<+gv%^qeW2XE*hDSj*q-s(T|J2OabinOoI$G0IiOZT+hA
zl||={%$eME#5IS{@@&kf6M2qr!?z`r9A8>}MOngCRru+~sajX(K3$)*$7rg>`Kqfb
z6Dr<DvLtTqUz&exr(gE|yIIets+wFpdv^Dnu(*ShV|70M`u3l}Cd^xn&zkF+Vc5>Q
zZnJllYrJ{+HfV+AuPZYYLOR@RUlgTZxIK-f%OUaF+D;DJtWHa{dHnusxjg5wDV0}!
zF?~F_xH^3KOJ~-~w{h8-f)?xDH=JrcANV6QR^iZ5%X{}5Up_t9zT9G+U*uzVmFIu5
zy)196V_#alJ#d;zvT4ihXnAL=la~r#l}zK5ebdmcaQ#vg>l_V{yz{cJpWc<zyyPGv
z81I?EY3G=fef4lj&GPx4+rCE2-RALH%)B&4?DV{?VQdM_T{F%U$9~$jd^c}SmQLXE
zx~sJ+3<+T}l{S;IKDE6Kmdjqto6{@s<JmleXNyBsiVVYrxvaYGonJY7d*Z@^ij@}_
zid;=L_5Ej9>;A0Gf@xvImR|9xULUk=pZweMeWGAdR{xx}XT9g`?#=LucrLkoS`CB6
zs@0Q<EZ1sWm{S<CRrZpC$IO1yMFJZ3UK4a3&Ng>#o1|QJ>e9qWVgC#I{~6Y8l`Jn^
zZFo>Zx#voeWzL(}OGXP?9titS?O5B%AsVZAr?~6##Ej1UVQI(ao>&_a^TGH>K(fl0
z)g5MBUYy2erw!e=q<mX*dZ)K=bMS6)73R<=yQ@a~PA4Ae61h{k)+{tsV%0}A%}Ivm
zjGb~zcyBVFSnwctvHu()i)HgQEmed=p6yIN)D<3HF89~hdv>eqfiLR<m)<%4Y}p+j
zhJ!X&Im#^$h%8mF?cO@k_;mBZv#Go1UR|uB!*4oO<Gke3x~EH`E1Qm9-&(vv&Xdt@
zYi4rUgD<OJvMY<s%DW}J%4gf9oB)v!$H-677Hem`-7YvWT(vc{D){NXzdVn3p7frR
z7`DcxPkiFhY<G^dmwj2DrxciPEi6r&>$B-~*fmq_OPd%bK7G72&v=#l`N#h5WrxCd
zdCoLmweoD?uHHM2{z}{O)zaA|*W2vgGR^Jv@oST7dxJD=e~IQ4&guHR`b4uw#23*Q
zE0=p5UvMmY%5}wvB*o%+#eV0GU6{T%^~#6Z!oWM9_$Ag)H(ldiaGQN?E${k!Duz>U
zPd@)s^t0Yd&Ge)@rKT?e;{G1(n)Jkb<@4{xX3tc2U)L-+<5wI#y*Op=;`v^O4?dYU
z<I&z5t8Y6WntX94Z^NA{G0c;LPH`qj7JGQ!(q3pSGillVi3={RT6l1sS|#^JmG5h<
zXKt9WCbY}_`0|*m?~eVw@h&{*$d^Z3A9QYh>F05Px##M9i&gUs{bxLX_DS!3$TH6D
z4B3Lq?;Mfax|T`!oUP{a62GT!Cb7$A&R64g)^j`{8h@(5^1aWBEi+RudOTWX;vl!@
zQQMTYL6gd!Gfkae9ID-$(B3ySo_h!1R>{*vnnxaQH#JKx>bs`DM&YrkWyNG=n=qEi
z6ZlQ1d=k28x#;}D*>UcUs;AyPT9ubpC$>q{+qBeR5$m&7foI#Dc65BT)nZSu4()u-
z+}Nkh=Wcm6L+C~Hxo5JgerX(dthOm+v*6Jzg~PQPMnU;bw+-UHO72j%xhxsmU}4G_
zWYu+crL^nqg<hGQDpwsEXV1Ej@vF{Ms+IS=*V1aCn@c)&8#aDjX5e_`$+uNTv5W_l
zHrIUe%Qm}Fy)8=WhuXU1QV-HLiG_Vx*==V$>ykCM-*IoLBaF{yMatPZn4Xg4P@lC{
z_cY^CP2FB)lU-899_2;ZHfOh6tXa0BxUcH+)QE|`YR=P^O`PZa*6s7WnJcFHn`%wr
zDSjDZcCG30r6q?x`A5ZB9$Yz1_R!*)LYH2+K4WsP(>SQ|F^Wy%vbyE7m7YqaOtUh(
zzNzTASFL(;_R_-767!}is9&D7P;sT8`s90CCW)R63HvJZpFwNKrVkbiR&2UsxPFH5
z<*rxH47F-jY4?4WD6v?1_8ueqys1+jSBr{GJvz<t{L<8ox|h4$rWn2qdcs$+G$D72
zr2ksY0&$UNiknz{HZ)lmhOL?47UrZ@P>?w@sp`raK7*}7JTm30e2rw=a!%S5M+rC>
zPJZp9v-;YMJn5;-BJ&PyT(5GX`_tDomg#AhXPwS@TAIdws0vvzZFa2tmgP&edgg?t
zNj$kS@!ebB<#*cN#e0{j%n7>^cB)I_l7mOgthF}JC6;EEbK9OO*E3HD<z1k;Y|jq$
zt|h5CR~OCJ`C0j@VrjVphbXt_r>i<oH{Y76vtiEswGm|j7OPx09uQ$TlOd>nrgE8a
z!lSi@2aZ=QyQvZ+w`fhy**PKiBIA}V@3&a^(sY5+!W_P-LOm0M%)N@5YF9=^+;(Ya
zWw>NAw_YkceSvA<=jM=!lgmZt&+0#8bH(IObwH<txXP?e3@lZbn2#Cy==N<fT$HzL
z{?5IbU8med&MmmIx_{=Re9I@HOU}6l%GS@#b`oDKwJ?iortRuQ+cxzyly~jS%})Ap
zrbX(F?v}eI2FaFoceN$`?)oZ<-9KDh?zCa+#Ou0~FEfN++9fwLXQ9*0yqA-FE5j!0
zx4%7=z*Ot`I__rTqv!}W#omaLuj|dW+}(2LMXUYuY3-YDMjV=`^>?1>IezBl&*K_1
zv$`5q##u2~uH$yT+IsKUBvDs&nesocUua8y`Py4we$K*T{j62b)!(c12la1`=iV7~
zD~@T(m*=88mdl2JGF_nefLSi$+bVvGG6s#nn7$Y9`xj=Wema=D^V^#5yXW4>iQ0EB
z?w)V#X2WT3BTpGs#k>gej61qpqMIT9>+9Ga*YJgFrhYnR=x4lY&OFUbp`gj-=GR1Z
zC)rKSIKp|{|7A@3w^eNiOn0)rdslT)@?f8r*KtSQN$HknGugNbv|0Sl_W8zohVOi~
zD`dJ$vPzydpSjc&1N*X#zaG!ppXXtB<>&efdJ`9IIPt@Btz%9HyTU(FAD@su&CM}}
zaawQWK3C7;)ydkMt@tcGZ|d~@#YNe!@*7y@=Y5?!yS8iZjB7#ruWeCGja$H9wNmj8
zyUexX-9`LabN8IOc;oh@H+hd%c$O5NcyKLIfoJmB)brY+j~o3%)^TY)n|+QuL2j$h
z@p;)Ieyi?0TYI`h)XhFB+*jmswCH-y<5ds!uS`j>`ns+wQ!04Qqs>bsUTL%4PF<^0
zv;WcT&I@J%k6*`gR9wC1<QaVB`pfGbB`?%^+q55_7pQRJo+-n|@cGK4T^gR6Ykgm7
zR-0X0bz6S6`Ne&oU&iz_yj#Df^gP?ayz?`y!W*-!s$3PBm)6eJx-cpB{N$CKuS<76
zU$e&0hi&VVo^-YqM#b|#Wv~10uJSk~%yz}`tx+K?SC{srE!-`za$C=T2AzMR3Vqv?
z8@6X%jCMROn{6JdoN+1LXk&1c^1P{6Oc>;*#y--$wKT;1o9FH1>6#~3vZ#DptKO2n
z+%!#ox<cPozqG75`5Vty>du?;m^<wC3bxf|h6fggs9x%9y7+jjNuPD-%V{enWLNB-
z;pwKtcx`rrrm^>|Yv+E?=vCoL7kOqAlG3%2k0FT5|Ipk<N3)cs=3~`YyeA&DS8F=P
zwsOimE#bbb6a|?J%FDNeYM+m~;?VedMpu&7hZ)=0Di<tyQ?kir>iN?XgLGPicU)0y
z%sRc=q{x3^7Mlgz5*=@uKFw7eYzr$TJy%xuPxG`jF$pv7V_#b9_`tj4&r&zb#GbT$
zA=`GSJQjTyC!mwB#B4LKc6HybJhm%&Px>$SO1)$;yEL&$gzdPW_T8i_x$71O>`<4j
zlKOeraYyr;iEGv#ly9rezW(LJRf7XPa*S;I)Yc!><zLf&XkE4JWR-wE+bpwLmb1Cs
z<)$99eHp4@-K1^rTj_G9u~X&Ob?!M+CV4wo9CrI^yXla<F6S5aSzFZX5*{twoEpJU
zcJR363TI{m=7~|K7tSf&dp3I+o6PfB4^->#HSk-moA<>dMC)_Jgvb->VagWkGP6xG
zMN__-E^JXs5uT)V#H#9~f=;FFsxOA`)%&KV7i_n_y>YFK(%ah3aNl*y{bi>V96cdA
zE3G$ryJ)Z3nv^7wuM&T<yRvt>{N|RQ@u)K_aFfHz^DAE%$5cL9VN-QY^tMiQ_}b*X
z&!=%cpPzN6^5zWTN!gs|XV>1`lJr|{_R=##I?X3nPg?wBgKhTYO*+cYKdfDur_#s9
z^8D5=vnHd$np>qt`s<#CYo9CZKesc|^H@ZksmkXwZ|8k25)o?PczJEle}>+@=eEkZ
zY;h~Uv5tFn?oW@^FY`Xm>GNM(c0$BSq(n5x#AV8_q%9>$Ytwh^U0lA)^5vvQ{(F|c
z4qqdnGdso4@Zj2OQ<)QYF^0-jIQ}fCT@@lU_2<0iXL)8D(~1;TG#-30O|!h^(ee6d
zs&_HZL{WA2uWNp1&P`$UzY_X8zEb<e(UYaymhA~T<QY@Gu8m!5u}t61*AYUuSC&qc
z(5?!1Ww~gS&|~hO9Cgs--ZG<ov&8Rx$T?nhzIvj<VV+0R6Ox->9}S<z-v8QV=lwvH
zb!IU?6V~TVjde~|bl+iebSKvmnUu7JO}{u*ZtrHlw5h1|(!RaDYcAcm)0e}*FMnyx
zVQrNiulTc0R97BUmJDNQ4vadjWOkFSpz69y%GGtrd*75BGO4gg?X2%qJn@QOZFAyO
zvnGD8dw15%WDv++Xgn=m$mZ6^h_Cih=bOxXziT|cwM+7`w&C%+ma80o`o5_S<FmT=
z+}~`rIH#`M*C)x(L??-wGcA@dUCgXy$=*<urFNjmLFUTVWlvrgPCh8pp>p8FpI4oI
zIv+gNO_SfeL*Zk@^{`bvbveP=-Z!$mzNM~+Xp!G@PIHoB&YKD8mrYN4itJ0ctuFaC
z%J7(x@%0<umrI&ox^FZm^nKCunMU$6nrv4Wi3l+`{%Vd0a*6LL{<>^UdBM7n`OBl`
zSK7{YF_|ANd!S7wvGG^e6sM5F6Mt6EXbzZI_)K4J>%}FVO3ySIznNa;wx8MTE9@pR
zM=106nOe@HL8qJi?6$o5IQP)X-6f*E9q+;%*d<qc1w4@3+RDy9C+yt=tAcC~vun$E
zv#-nymubp&Q}1l!Jh(=5%JW$}W+Y!1T@&@jWm?b88&gBq&X(8aU$|`f%z1l4A8(hL
z7`-;|e6fmw-~OexT?Wg}O4z>WtvIm4_uloLi#K#_(&IR|I;n2K+OT}X%2of$ZCRtI
z-I{Q@mV4dDymJ=sJy<GEWQ9&svSbKZ8qmk^>%y8N7kxh*=(#SuGJ>6Lx24hk!}DK9
zg!9~eX)-Hg#j;A#Bl-NnF={J5_)2R}ob_dIy#KBupFD%gqZMZBWsj(~bocGKZvD(V
zIW_Nj>+5gRlHB-ySH6z3ToJj%d-oY0cAxMqucmd{MOY-hKU;bB?F6wm3m!apaBa(y
zM_<ddUb`&*Y;!I*>f(cp85567eqArOcdtiEz9F;z+N`W^ms3v_xK^^h`R?K6J*WEm
zX3t`~cHZp$E}5_7Z%$YKuAceI(e&x|YtPJ{FU>jERT+FX(O0F%;Owlg52bY_pWi-l
ztY$(5d)Mh2zD2wEr`u|+{50c1V=PB!P0t+7<sBcxQrZkEOd}>~Zst}yanns}-5sf|
zbML-v<ui6tdmUnu{BgC{z5R2;82#fk9hohkt-W(*(}5?CKP{1bd~GrR{8LL$tkiYg
z5?<h^HCxm6b%2Jc@R2)L?s!*AR(q%|JN#(9yP&#C*cGvPX@zHbZ`@Tcp6kJ#+;x5X
zhN-(W?ORJXWcC<1tUGn?ME}1X>msiQ`Ugh@%${`Nq3)K|6T-C|)~8)6xzWXNSZ&vA
z?TFaAiev7tV^jCd&)d`3zg+a;)#GNfHh#HM;B|6st=F|*RY%x3E!HYC-eOp*(mik4
znvTZDYb)z+?pwZ*$7<VgQ`PP4JJ)pP6#15~7dUy`l(GH8(zi2gtZVs=YHglx-=DQW
z*KE7r*H`*k7Hh6;iJ5iJG=H~+R=`T}MV2!j=6k(JxMTf&wbG5M!k?jAyO|q(Pdzy#
zyzl4<$>I}_wg<)VCtuoNHnC6hVAr*n?ddBeEtZy*UOdAnbLCOV*LAMx`D;D$q?I=;
zKP^(C^&xxV&Cc*XS1*|and?$|8@uMeP5*t>izDV@&dYgz3uMA<j<c^#?_R&u?Q;5@
z&yISzhHq}D&09Wk)&d!^)miR)-8D~!c?Y{nXP!`6eab;y<W5g@SWS<oMRK6VoS55U
zp{q{DeeLTro^x%Fis0+66?N{j!!nJ%uG&{voUMvoQm?>LwvOp~-kZLyFU^vlimq9k
zlIV7B+0y;`^Y-0X;S)2@Dr`b<|Fwy2#y_tM=RIF|D)7?}OPOoQjq|H+=vc1tod3+^
zw)V}Rv$w5nuzg(`Qzv@#_6g%FU)Qy&v6QaMG_O5(Lt7=wrn^sD^G>lx>KD^_Z;CS2
z&Q4M;+WBp1@5Xy8cgx2uTEO3AxynEG#H7zwj%p!%R$c2=8lKO~nq_WV9sKjj^Ow;}
z($C&#ToPw5b$Hi5ovN^w`Pxz^=YHb&qouRmaPsw#qD|Y?nR~94oN@gAZT04fvz{-V
z!rYYYDy>p-X=!$bqxIMGuVe1?F)D3Uo07Y($kWYFYq4nYs*=SiZ&W5F-&<v}@9%59
z$X}(a(t<p{tasBo@%gEEZQo2amcFXc={vda?F^lqaYAX~q!;>CezDBcgOeV;5wd(4
z5q$2**C*G4&&Biv@cBOsR9|-7^-fsl<OctousH>N7Qe0-toJ{)OS;0_%<y&0o5E+)
zUepBi)NS1<yW@?$)I5t13u?7}lSTR5J}!E{)Bm*1$3Qc;inW>+vQ=GY%3lYb$x8Q~
zQ@XAy?7%nCwS{VI#W8=@zYZ>%qMvLy+kS2E#Emb{MwA^*-JLS8^4T1}Qw3A6wFsGI
zb46-9#fi+@+Gs6QJnQYUiEGOi3)@9n9yptN;=sHun|3fuKHDVcJnP#__vFWhrn2{1
z7v0xbp;CBxZ|J?kz`S)^g-?~*ocw&;=F*Dub(wRm%T^2apIdV*tSD-7>&svb2@_Tc
z+aIeL-CUI;mfx9ZU^l1OuO_L%a@n@xTT}lW*H&z7(^|aE*W*afRrhlmE-#ZN&+`qk
zc(!K8%gG`9QHv*q?YLxVa!&K?{6mxT<-T56pUA+__;syzPGz&{{2giAav62(wsudx
zB4k_b?vv2<En4-w-PNa3PEW&Es_m^iBe0lhU%t?NW4raNA`4gf&ON)_G1erV``XUc
zNlg8RwzkYQ$Uc|3Tkcxdv2&RVQm$|vX}DAPH|t2ky!pMpZBN!@IT?0ci}|wV#c_YH
zOQ8qf2iy$Y+AG0uJ}}nBA@|wN7gga-y`Sc1WnEXF9(M9{<HP{#p0CSOCWfZi$l0!v
zDHWORvtC)K;_J%Amj6OS+dn;8=VD;&bm@s#SeM8X=C5mBTFtw<=5X`tV_LIU*t(is
zJ@k6#go?+nJtd!;>g-@z^+n}hD6gzQ+L4qGwXaKM3;X_kJ*_-H>Pnb|{PasL+c-@Z
zW>s2Og_~;i-dr0QlRoj7VdN$`evu5Rn^{RGEdMQ9q`Z$eBIntx!wOf-`a0GMwpzYE
z{xBx@&1}P8*Rw6yl|`TLnp|-B#y?TsH!**27*C(~G2A|GDofOiyT8IU>$Us-zMhc%
zsi*S2_f5+$Hs*0&UVqOo5Dz{enRT-}I6ms<$<qEQJlEDlofba$t2pM;!E?Wquk=~j
zthzt*%Mz=u$p`;tuitXz-~o1<uAhCE!+GabeOd2*dA+pqhxKO5q`aQH>O@c3;`RK}
zw5WwD40m5&%z5W+@Vx8isbggpmUjE&v%c1vy=jY?^(pJ()|vNDEt~sp<`>l|dzg4j
z1I`p5T(7fnw<Npib=MN(Yde36_NcnL%FPz}%a<Jz!(?@R-eJ2345qvKTV<{<_RG}m
zHw)}a4}bP-#;Y}a*=lNMO9B)UD%Y*J<zGB=t)JSj0|pj>ahmHg8Jlaie$Ct-#9MG{
z*_?HJtir8Z_s(23uUCH7KeY=p#D5mgxqfV(!o??TVOs5ye^!5eA9W$Q;HKBl_#^v7
zoaCR#-3edabWFont>#=}`$|hqNA){@F3(~Ma+KTJY~t`a-uv}FsZTez9dFV;nwMj?
zxiG%mUDzwzt)lMl&!{V(D+T)QYTGs*EepCOP!(o<YtF3qLH;Y|_|<4yJesrk_N;4W
zXLwzo3eMW9Y!}d574FOQMPgl@lH<B*ciXfz-;^A5_nxaFtG)H|oqWk-*{wY*&S@{%
zG$lVUPPgK&@$IEcLT7%7>v{a-Xszs$+M~y})@)zovm<!ke}<@E;_mx=_-E}C7EQaA
zek=8zP4~_(Zd2}BzSF+`M!GRheo2hmji0M;yovR*%jx=H8C@m2b!T+dyk3^Ym)GVn
z@fHPoFr0W9wegIvsigYe^Hy1RecKL*HWoO>Z7p45?VEh=IZN2OlQOG|&wZ^p=(c{&
z*Vn14AJ}W2?VEDt-^*Xcam?!<^Y-mnwOB8z>v;I)J@K*p6G~4ToO$s3bJvIH-yxCy
zHrFrx`k?UGZtLfJ3nh)Vn|}M@wKh8V$*N0RBh?DiuGX??+Dv7B8FgmH*Hveh@KmSm
zof^1r>9JX{EUgCFp3(O<9iCM_yGtskXu9SGv&TzAru58z8QEKuHFJl`rGTW+{0rA}
z1Vg<H|1(HMm#ZF7H@&FCuwu<~yWp(AqTlLf$@y_vLQCYPUY(tj-gRb@+@7>$rk72p
zYL{rbREN75oY0;lueo+d%BcqbYpbdjC7+7W*mBGvq{-^aP08aTJ&$Fzr$;Yd>1AeA
zvtdb-)kl9pzN-c6>aC_|JPDiky?E|PW8KFRU)H=-viW#xR~dKT)!9nI^RzR(&Pavb
zcskE6OK{@JwKJ0*Tnp~q`+EDV=gON>y8E^!dVE>MF!|@zDd$Cd7L^|IyDhi<;Z-)*
zKiY5pGjMAh`l8<TWB%d%PQ!VRKds;LN6+o*FaB$Lc%rVpUij6rTy0y`eD^5%iAC&Q
zm$)bY42#`xtNUz;;j-%MXRdh0d{<XZmU=2J`F_@?-sGNnH`b@`?rDADTgkRXdg93g
zYea9~@qU=^{OoP%#(jH?-u8Xs-&>ux!{7AL^yKfo$EvRH^t4t!v}Whi_09qYC;wDk
z{ayLtaMzg$pFL$7<Ug$UGMaccNFeaWx3hZAQ=WHy`O)@N^uevz6B4iI?VI{Gs^pQ!
z@#6Qf=4D2UQ)aw;`@^Puoz)`&?u3u;v@hK<wOp6<j)(2hhUtcLBfffkJ{h9tmMvDU
zY$NqTZ#qx*l%477AD2yA@%Y)^si*kOA9pRE<iAuqWe$V;+HfOL`{%Q6O708QT^Ie?
zz+P(IB_5fp#tO&do~`uMkodVftSu<c>BOCR*@DN<)N0*6<!8XZH#p61-j>dul(XGN
zZicVp7G~6!&$&J=dQ)HVrM+?o5B3)S49R*|cFBL%v6j<)byJVs>zRDEd=vkKk1?&M
zKGjQwZ|OSX6f1bjXr0x!U%^a0|3tG=wEUHqhOjH`O4h#d`LVRpsePCDvXa%@qt4Yl
zn>~r&baCz?sc@eg;VfT77s}@p&pOfa&UE>tiWjcwr}Gx?+S`5nUC*3fzplAVW}Ls)
z<CE;xxs%RVr(8Xzzgo#NEBp2dW;yFx?fsW!^4Ra~xhO6Bdduas)PpahwkKPdEZbsR
zUU~Cv%-wI2hWEF|btPQv;X1J=&v4#<hP6f8&aIl%JIkVa>G7|tI@PlNp4Yv+H{spS
z4O&;C-6!nKyFT-h+x?}{VPDsH#7{ggx?;IW%&VSxM;9<!p5<wu7^d90ah4Om((E#a
zcfTb2FFfvAa#($tcKqp+Hc1OKo9}Jj@iS(kYskE-%Ey+Z%Uw<H+ANae?_Z@F?7XW@
za@o9R`Zqp#uI)$&iEB6AknH-rYq51}aMyz=+wJ;#P32lM(*pQyuCZQy@I?4+z}-`B
z^-+)W(kxZxeGSN5Vs$kpc%#jAmH!Ol@lof}PrkmiNoD>djd1BInQJdA<-)CNS*N+B
zDVK{Ti5@t?K5NxP@xu494BZ^;7P7C``d##RGOOI)Gq2<(r-}^MxoD-mRo9oEmCO^{
zl)5b^<@1$io66o4sY}+j6!E4>*_0prn|;RAT3*X<#<RWmG>*9z)hTY4^Gw+DXmj4_
zw0!Q9Ui@j>48GX<F6w8QQyAAOdg^R*9DkyjJiF3fy+dw19O?|0g36=hY~q!(&t0>1
zyUX_QWz^=|oyyvM_Dd5p&regnw`;paO!CXvm&=7CPT!BZ@oDvHd#$tsj~2Ijo;SU6
zci}ldZQVo$A>(t_;mUn$?ya4DW1hu!jk|qQ!`@x3SsX6rw0NG@(xc~+kD7hi5S%?z
zxmiF^Q`X%kTz%cmf6r}ut0o;;<9Xih>$%rr3m@5g9bKB+cT~c9-HV^wPb)dkkGj*O
z^QrLK%wmQ}{=}$j4=O9yXcc{uH;?raE=)^3AYC|rZQ*A5IX&U!C2sz*tGlK;B%c@k
z{55`0%{JX*za|_jaR0Qn!cUvOfZft`rEqm&(5xFDeol#8mvSsyFa7!Uud8_~ZR$!V
zD+}M7(wnNwZMebSYoEVN^2<nrIVsm>eR+8{;nIsliM2UlDd+s7mOan+x^awg%}u7h
z;)vy$D#20j(kvcZt_VE$K5MfX)2!2OitVDe#V))0@g6VUxjAXE=~bNtD<sZ~9*#a$
zcx{(P#N(Gy-oaYF?s-dR-ez8J+L88b&7B?gQ<FBHTq82YcX`nHjr)Z^hh1jBE}JdJ
zr=4WOS08mt_eH+n;wgSzS02cpnqN?`|J>rvHojUd&Xc$Mw&thB1b3zD+j+}e(P+2#
z+OPE7R4Catd!Fy&dAIJ&6!}mb?7<<cRVu;qXx5Xd$|6&}jZ3rhg1Q{!*J<Zj7We;W
zh%IjAcrL5$b>;K5?LG4gU02T%PTe^F!<wCqoPSoQxgJpIxfZg@>r&m)lQLU6JYRk_
zWuM;sPCNB7`~0<Gsn44|T@D_ev5}c?=32FcWYe%)!n3YTQhqvr;o7-tQ_2GS^`_bE
z`dOFueCMif^K}}o?R^uWZaQ14=Xy?-$t2sV&K>&Bd)pqgNW6_Q@YLRBcr1J7){~<5
zUzRn_5VAb~JZA0hcdwqG4W07TE_CM$soWVF63>@ro|cFaJezy_Sf>DUpSIeI`7^GX
z?Vi6V;e}R&$F{xCch0xw-SKUm**pI!T^D!kJXY8fZfw)o`2N?IH6riTDt7cZm3uo+
zpZ+&deO}hr70C*Af5K{xf1jJ3?k}11cxlw;iJ#7X4)xw`{o<ICOmbJ}ZJEYf^Ehtz
z^!>T&nZn$ZapTurWlw!&BOjBQYdKEd?5{eSX;2aKY|YvOGQyFc<*hCC$}$WOybe*B
zxuL4g<h^mZ#oG{d3x-FVCYLL`v(a9AJMtBqb;n_MeVM+QkM?z4{G+=$s_)UAnm%Vu
zxwd^$6K_}8{4I{pt<nBixg$eYO<|Xerfp&DgefsW)n9C5#FWHKo=o=nEgsTxeA)5m
zE9~{z*VYI=+IjEu5i_$Dp1cMpzOkGBl76J#yXA~r!JhB~yG-ZIYVSL(aiV4NkL$BL
zCQs9v6S8Lg%3r1yE1qsm-Mp>;%J0{XTifn&XZ&Ckbd+zcZ139>v&-(K;Lh`+JLPZB
zIP;3{3j2Pa@Wb|kTfN^p{eE+5jYm%S;_jYM+gthBGB>kZl%A@VO5AfdeZ(*IYM#Pw
z0mU4{gU6Rv_cgAI{*mw9+x&I{U-k7VFRDzJO-}#TdEm3hiSt>XZObF3eJf*_uwV|~
z)Q6YXW_~(!cJFN)tsk$pE<bO6+E4#(ldbhJIon;=W~@jO-@mlNWaS>=bN*ZH7xnxr
z74sK;=`^YLc6rXjBWb0tj~V7&h;})X@xk->wT0&@R!@Gs<5wtaLiC@{u?80xAD_3P
zLEU!svL^exJ<PW)*G!ePtyuTyo`RB0*}9pweA4D7eQ}Qr{4dXX{w$_Bw)YW(pZ4Tk
zX$<_QIy}B=UVfT!G9gQ6PDqdAqxoCrbom{3t(uh=sN=XY$S+f}!jwb4*QaEXUDoO;
zGw;7VT*hH*7~8b%-rVetODAKh!V5JRjbnqiwO>j7xL3XU&dZXQjxzJUUOJ>y>2cs?
zOkN+$(l)o^xarwhvkzGQ(OSr{ZHxGx=PJAGmPap+ih36$BK1AiPDJ8RndtLds&ka{
zPsd%(mRi-r^(|8`;)_-0vbWV@R~QVv78ajawjt;8HlFlL-J7p;mAQWD^)tv$(zqIa
zZR6W1?@q2Qo59$4G+R_U%iHB#@zH>i1805qe4Z7iEMaoncX?uT()3#*g<X4O5@dJ$
zy22?^dCvH~w{}87<(k{~qea%2gzT8EKH0ZTEs4`YZfd}>H$@d}>sQ#arcBOzD{eA#
zm88RgwIX?1a|$#h)kPKkouiNXW+zLFNyYJ|3Qv3eI?T`E$yEhU%LB`G%k>xLhFpF6
zGi%d+xi69xXQQ6>_FO$K<hfSj`qMR~GlVZ~Inykf<=L_>>cH`+)k@ROn>@{mtGbkH
z7}J^jeVKUZtIV{yg8XZX-O`f$vc*d`W@Z+rWlv#XaP!Yvbh%-t=_Ef-^{sA)+!c8K
ziOw!E3DbF(mQcB5p0m`)Yul8zb4#3$360df+M&LcPd9(3%*o9&JyNHBH(WPMgQf8K
ztu+fe-TkHpx$AkzYJ1#_yrW+hFy-BeHP<>?&uK6G^f>gSsq0)m_be&BH^(9(zN|f6
z5$JF}s>{fzFkHwy?OfL5WJ|NNOK)#qnsO?#&pK?v!%EZ0Uj>@y6J5^U-&nw2b$q(M
zy1mzpQm*BN{~2C~MH~GS?VUDjwyt22iEI4xn7eP!MQ4~URcSwM@o48}ZeyWrP4lhY
zU0#no!qe3@T~nJdufR4t;^vm#>s>poj^^h72vxoMMf96@Sy4If)0F|)$NqR4ctp>c
z6TZ|>WyZ$fp6i`ICYH@zy4iQztqU)gO02As6J2v`lhe5ya#KIot#Q03^6}2~i?inL
zoEV{9_I%dQ$002$XN;`Atas+m%Qq_IHQo5^lG7^w;`_6X&5bPLkT_a0-91rR^z>ar
zW|r%_B{TZDy#Dq`KGE1~FLlUOW!hRvfsO1o!DS7G(Rxpcx2!o6J>&1HMaqp`_fuuh
zi^g_6T5CLSQO?ruj(@XSZr^SUQ?c%6-~T*Jz>Td)>&r$iy<1b>zMVQ>=jugPuEn`Q
zF>@XkXuW#E6?0N@b&SKzCs!lqe_1;5#EYzMPQ%x;dZSGz^*b#LSHHDRb-Se9lqVe@
z{IjM$<Juv*`J&{fO==qR+BPoDJ$qba()nvE*exF|wchNWZOfW*j&qeNr`py^mHMde
zjI)8=IqQY0t}RJ&vbvhP=h~8-E=!Ar8$9inrEJ(%l+{uoo|j#gnQW78a^l~dkmZG2
z*FE`oXyWmMCzrP|JZTKFWUMfqs<O&>))L)WCM~PjO{eRgdh*Y-U-zU+<DIMSYTZ)B
zv-HarZJPIDqusMrn<ihIx598vV2byImW{Tr4t+c8B_P+fro-5+^=L-7K!f<K>IrVF
zUaQ<#*_8JBs+`(Vy=Zo_%&bL^O;<jBr{1+ucE@>{%f^LKGbbLGD~_^el;H_^FQjzE
zE<r>;P-V@DGbweV(Ru!US}#&9PreQ`W-!uFI`=e3^nF<1ZP~2VHD|B)JzJC4%dWmv
z%=N_@WozM+D`ra`E?t$Y=FhY&;JD;6=Q~piqPzA^@tO0vYe`|~lKM+aZF8dhZVSCX
zY4^3vz`!_i;*)3Ve>S>5>{=xE^mt8S<T9W6QLRssszN&+sc&3R6|t#<&EKoZ=h+sn
z*1*Y;KBsrT^g4NCsYo{mgXDs<JzeXk*?Vo2(vY;dnBskRvi6^yO9Uq!-<B0xa@?!)
zdEkN9Ue{Enc^r4j+MLU_NJz-jc9r2Y%Vq1L>K67Mo5#kuQie6A`D|KSxlMqY*NwEb
z5uz3+UPeB2dfexmd0?l=!L2uTMK6$>>N|a<&DCvO-SfT%Kb!ENWM$&&js03rH;4LE
z*n~S;DXmS+vtGH(&Xd>Wj{8#W1uPAQVH3VBm-v*Sc2@GVwAfmv6$}0|SWQ?F^Eq;}
zr7bV3c0~5B$zN8?Y<PKZQF7n1Me#HDuI%(WHcPl~i`gSL%~#D`)hn4Vcd-PPDJ{G|
z$<X=9ye%DjH+ocMSqN2M@|-nA{kfm!EInn5rs|NzjX`gjXEpv*7dhhQueR7y_j=cK
zk*9H)u{=e3hFz7f=Uke2G+ezeW0#<^T*b=3v%xZRp0ADdU2v(^%Xj*vu;Wqpw@%&O
z^Q7yDPbt&Zw@)P{WUl!gJ!*dC%UL_tGWI(5y|vB{ebs$;m9RWt?)UYxS@)9oJG{pY
zm#<u(cX1uxw8y6=7fL+a^J?49RlDE)XHb4`EAM-G?E{8mi)F1JZA-bj=7B}hf_kl=
z{{MtM!(?_p{P<;E<kr`Fo&5LQ_Iw*B@-k#{rt!@sFAvR1zf<_5-Fs@;aXmjPxh?m%
zH$9hct$DsMB3E(FJlof|b-N~sNPX4{F5LUwN-^?e)HU}^mi3wpU)Jt8z4FlW*CDwJ
z1lRA)cAjsLkUs1A{+YLBw^~_j7h$<7y^=xVyy&7!EIxf(8{Y2yQ2*<y(3?!L-x;1+
zUGI;UZCrPip)lgw#$&sSW3@JYJesvQrAJlmiJRoH?5LaE425SExWp$|eqHWbAo4&i
zJ7rRJ^WNScinlDYZU;;CajYx!K6y6FHP1gd+E&Qm^3K`_`H!p0Rd?|*thRAKnigwp
z?tf_E-Nhc8);$lrwch2^PMKuUi9#o$pRH^0S~10?=)TiS#o$@zbGB6_tu{T7lk!*V
z)M<&hJ=bO#X1QD}?7cc&#aX^LW|G74=8&cL`?k)Go;Eq`%8_Y?J0ABh4Vql;6V|i4
z;rohE*@hEqLgIE!FV<KXb!umg=DMc1uYIpLESH{sCjG85ZPles+pMpjz4d&C?9XEr
z>({<tJN0nk>p0W3nPx{LJO0%FEphbpdhU|;GpE0~##wvLlP_m0%vLlkF8TFn-@%Wz
zy$x;wOXgKS+81=~l1b943c0CYEHYykpE#mky719<!`>s$HlBKNJ<voe;#1b5TQX0&
zzKg8sS6nROR@@Udr7(SMR_)x(<krpaBTu<5IW4H3pzWEYzSoXB(rVT%LB=`P=Z96j
zt1?-5c9-SzZLiOU3&?q_o8)m|)xCgcn|p4qUMf9j%LI9^GlBwlq~1L7NuPCMlAa%H
zzEqph(%iXcBn2L%uT4E+kX?ACvFmhUZ04P(^NvM-%9{9nE%VWk$&+IX!!|w->7VJ@
zzhIfnm6qVbx3OBsHRWx3E{LzUT&j>Z$Iyp?E8qFj+-uuS{;K`^`7QePp7x6&^PhUX
zR4_EW6ZE+2tMUVW5uNJ3*%tBN`G15PnzgSu;ANx3SJ)HgwN-t~<)5>DYfanT9k1M%
z(>0}5yY$QKtCATJ{Dl#}3o6%&Ec%v~YkFZKYsR4^0{7ZhHSlSB@h&%Y(mN~nfa_{$
z|Ng3L5}XHDC9F7Z`%3RkrgYxvG$UcVtCI~?u1%Tz_|uxOqL^=M`gY$_{heUWAN4Jt
z_pFY4g}m3N+ZIK^{a(Mcowl@TOx?5RN&lf8uTN@hu`0ZE=2!FKVsF(McWzqBX1}!O
zyPMme)4sjx!(6+IlQ^Oj>=O9BzOJ^P8f?39{@R+*%BbAc^8SwI67yE|%uBp`S#)pW
zQ+LH0KJD{0mkiwhGpyQmn*BaI!*kQaCGYRNopwA`ZNZzz@?I}<PH$rF%bvY;YwBUa
zSvSO8D~_9Ly?k}%X<mDh-a|irb=fS58z*iuFrH0}I<9*19B-BF(g_ips=4mE1#jNg
zaek(Lu$p#5i^hSxsj_D``?LrZWKBL6_5Id%)u~RoY||zM`Mxmw>MK{LbL&=;w|ruR
zIpfkDJY99cvA%C+s+)Fg7ktOH<oSNlGmo~u=$mqPovVqT+oQTI(Pk3qb3%`Gg(sNJ
z3EQzL;-Ttlb;-Dw{j<F#_h+Wo?Frj5J=;VfkNNhso#CERPR0%O#*x>(KCC!+&R6EG
zdhKqp1?#q2{ZQ`NzQVLpM4N|?U$lAYi8od$k9J2)<Z7zA>KLDrthrUqr@wc>$H>or
zpC2w_%Q|{y6~lowUrI9#dzxKl-6-_CZu~eiCS`KZqeVNyoVcEUSU1VVL+Ql(;8nN1
z1s=~jee=cTY0EB7TfOmld}guQA%pt4rDB3}^3>-|6@5CzWi?|HZ$`8RckkWoc_Po2
zuUqc2WKN0h9pyI`>Rn57jW-^abFZ7a>`A3fU-5O*u63g4So2li>qfSe`rH)vY1}+(
z)2vxmQ<Hnbq`W7ey2`oO`je}Erp4YbZ~RrNWpyUHYu;J5>D;{48U=TLm##Kz_;@yZ
zkEA*~+ty80pH_Fhwf!YqHt$t(Xk9heq(`R|ZpIa5Px%}x%rfWK)sFRPT+DO&17l-O
z-i&x&Fm3(9{X#9a6{eS>7j@juW(%^a3gdb@!9e-idiSZ)?QGk77hgE!ma|GIc}LCi
zFKfJi_<6>;Z!HblaYB7URda}XZ`l)bhOnS3JI=0_*!D_JMsD%K6<(r=^W3+ZR5k^i
zDl!h!oA8FO`Po0k*Pga!H?DjCn&q3(FHw@fUtd+=u|zt4QZ^rNfW~v>4M#n`dmS-q
z(t0oVYvztkd*3!4<8++(I%MsmnkO>-eqS#vd3s#=^9msYnVv_RpTxXe5L9-hep>Xr
ze_NNbz56;*D^|@b;qmsW&DllK+6o6vSMB|#x-6GF!rwwP_RS)<Q-AjNnzZ}xR<JwX
zb0se2Na^EytMl5*GvCDo9>33i+vJ>;=;KQ(k1e*eeRX=}@l(Ds*I%$r-D8-NTT?Cd
zLYyICg8TZY&x=(LnHBlwI+ncIvG%daE=fPV-*Z_`EU8(xpmE#w_(Lm<Pp}nE^ly75
zRB)L6y2Qf0!OBx_ygYhEAz|gOZ_6YP+Jr{T^e=3_x1ezAuEKd&H&5PV_|)~L*@oB6
zzI~Ey9Em>ncDq+?<~bs@<CT9=TJOf|Y@57t>mFQpD0ti)d4{jx^_NwdM#AN(whtJ%
z9?QPEG_moVmQiz=mcMS{z0EhLmKLs6w|TT_-SrBK)#v3Hl{Tf8F+7p-dmLtQdeh0>
zrcZXAT~n-`@^yXD9A~9Dvp)4k-3(V(>Guhml$&9?^V8pd^I3#8O3Gb*_G`+t!wLrH
zeYd`wbtP<*wn#Wjy5;(5d))ICbUqrgl&yGLC7rq7`Q+Dy@-u$B9s9msZtw2Sb0-%C
zxjT1#i9Va#Xc%)uy19*c)<@q|iAfjD+)ZBxzUYhEv+i1&+(H@WXZ_2UFD(>$Fz;{H
zmFYnY2WB0v^iXH-`kr}L_g#VK&xo2nhhy4$zP~qj?c7tkjLEM!R&#OdXR}kRbL6Io
z*&dCsF763RC=N+mbX$?3%vA5I!sV;1CWnshkj?C$c&BB7GV`pWV;)b!x}tX+Kb0M&
zZE5_yVpVaN$+z-qnHO7=Dpq?kf0xx>@2&odQS`#Wls$Q(2dzHF243Yds?wfgV&+%m
zV7g&eNK5U#t*@=h=JQoXy;a`Qpl8NVv0iJLt!Ae1^`+A--Ts{T(4EV=RDrSUrWDVH
zFOtWXR!eN}jM%hdrNNRC(c?O$(Jwc?aMx?ydgt+%-y#zol-WgZsLkbbJn(H<OGwU&
zwbkXPOJBy6YFk>rDZPAn#cEs6h1)n7n0v0x_?cyI=x{D`U)FV&B{yFkniEp4tNmcs
zw#kK&Oo74gBwt6oDswa3xMN46-!0#Cck}%Zqr48Rk6Ln2<!;v{HP_G^wc0KlzAj&P
zx$$_^RS#89qmGV*kHH-$<)g0l*<5XPF#PlC=PiSX+7iQAdSB-&rEe{LD{=7Arc}q5
zm$vpgTRwbxs%Q;|`mC0nU)OdnKDeebp!weRXMV@~t&01d><xlu-ri;vYQ}C8VxcU$
zY2%sadT;iq*B`&MTsV(u^HIOm@1uV2?ff?BtBH{F<S4=YdsA0EzP6UR(cjx>=eq8<
z`ltJ}R?Bp)i@vq^bePSmXU0<}tKD%}eeKem$ENL{g~O6kd1u`+2)ps&)yZuaUzk;}
z$Xs7~v-aw9xvNjbjF{Z~qrP%`+68c))3$UwajW_JWGhy6mBJuHwasS_J?Q&W>@(>>
zadS*i=UcaPPlW8Gnb#(qtCHKf?9N@*=W07E-+!L}G-&aYq*qI|jhFVtlt0_HV8+Dr
zRi9h;eKoyw^DbL~@%go>s!vMX)}4BukYe%rKf|?EmxSChSF1V7Z8=`Rzc%HPt#(FO
z@>$o3vx4gKms;?#vxMlL^ZXp2bjF=s^3Q7bt?8}}{t~}JpG`>k9NYOKMtS4p5_i*+
zcRd`GO)uQ_u>A5q#`ejBJeGeUkG7gWDZg@RUR>4hFqTUx!t?&VoP5rx^1(Hh?d&Qc
zr=sRwdEl@7_}<Q&Pb?LJP8XHSWs7-!vbyT#?s6$^u}Yr5==^7oZLS#kF+TX9ZTOsN
z_d?~fb4ssVGG{6Mx~j;3p0@0B$=5!;2W_+c{FX#kN_(G_30vdkd5k~nOhcZn#ky4@
z(rwwAQHOo?+IshBZ%O$at0Tx~pw+sGsdn|kj%1l|?OE=js^ZzpB3+rc+TLLNvgET}
z;IC^bo8}cpe4f|cl*z4g<6OPh=}A6MJ_mYRoR8a^%@^5ko6WB4SMFu5b6!KMsPf;|
zM&&18mriois^>bL+<a}V`khy;7H?*1%k8uYOKF$<SDHJcZ>#4{`>0FiR-$Gzosy@h
z?c8~i+4S<69qe7t)L+y~y<Ya_;=!)&r+LTC_4q2*>|`rq-<#>%P_gFt<h8ZD>Wl2u
zc5Rt^!c#)tE6+mqmF*3iPnnKtyUtrrQ~7(;Z|(WGtQE@4qUthL7t(&_FI=}=?oQ|g
zOVK_R%jcrCF@=tsCf$10^=!Iqu@9eZ?Mrj{s1v3sd5beuu4T{TjV+#M9agiKH_B0C
zcV7B_<*o(CCm)TTI9t6>tDCQWX^GQuwWjpqzym9`2c>TfcFFRPo^^kV$_9I{=j?2|
zvV}kMpW9rv;p+M9iw6~Jvv24IH@?a~`Nh?`&0X}(w8u|lgnxXDH|(nWZMU7ZE_iXv
zgRl-uTU%`<18qO!3kmb;rasqRd}(r(w4mUf`B9hpR~&yGd6DN6yXa~zng0yE;yFv!
zC+CSuyGxwSV3jz@{$b6JUkp{>)<#SzJXd^cbGh4T=cJpC5^D<&D3q)+=#P)Py121#
zYPsz7q}3L`xH=~J6$g1N;F}X1TJ`O1q?u+!LV&y1mc>lVIS)MQZ7)3WXkFMwA<qR|
z{PNFVhQt*AD~zgK^YX|0plvB`*Qz9gzS?^&aNip<@f^QQ(#q$PJ@@t|t?}CXpW$!l
zf;swCi&h`aTH^Bg{H5g^*PmH+)8^SKkK&1a*?|YSFUzk@IpJyZ`FPZ{TbkO7=AECt
zjMeaf?5>c;9bZ<YB=#`=xTgEA#4#uFoPpKnxcrrJ`%mqad-0IteO%@Wxu{9yQ+qaw
zZ{1~lvNX;-`O|vUJyV(rU&pOnHE-FT=77AYy>nDd?cz3VKXD@axa5;(OPd4p4N^YF
zJUQc5xr*y~!NK+QH??yrCatu->+x-`)gPVJb7ZcsyYb3<2k%|0@UvpZ6PxG%+gf(5
zYT9*%=da`J)Y&D~7rwY~)a!NiPx;uFvnIT|@Ab8t*U>}f_p^Pbo3C-)auzU*o4zbt
z@1Wb`xAB_M+^W^{qy1%BCgpB_Q9E<_{gn#oU0<vtKR0DRt<?`z&$wgp`hDENWv_JH
z<InA@TB{cu_}Wcx(Y_VmcULbt@cdWUt=N^vH?CLOzDIrGpR*-`vGdrn=e@f>bMk_T
zuQtT=-pyXq^s+Ylq|Vc{#MrgFA4{5E^;)`1MtIp|>#I9XtWae<_#n)rsOdo3w#NsL
zmLKzqepPtdtuXvsbmM_Xd(2}lnWsNpzuJfE=A#{FoxQ`=8-q>LE8b;_t=;(Z_#=5f
zW452R)#0b3?zi2I-LUud*ZR;4q1$Wr?OpwRZuX&7XAY-tSntl;Sx_}kPMhVG?<p(e
z&wh{HXA}f&IyWWUGU|75@P}0kYBb)*S=TSCtQ7q!va#lL@`;E_x3F0oKldJ8DEatx
z%$|$6$w#Zj7N<WIQ%JwI=iJ+ZXr{egqLuAITvm%GGxKF<-QB>Nx<5Gh&=UdP@>?$+
z1=So6=rKN;AGz(i=*dG*u07%Xebnaq{4g{BGhbJpop*6r437p+asTtUtBcPni#~rD
zZ~u~6hd=8Vw?|C!%XrS7*4Z1s{E$2q<aN#Vv*+9?>-?*}^;&)0V3+mtw{Mc+*{Y?z
z2SY_aZ@xI+T}$u8cj@dyAv_;rxndfOXMKvu+t@t+y6LXz5Bhk0|4e*-(&S$I;_f+p
zep*v5_xW!vSX=XT)~}vsllP??IgiFWC;cnYs$9=|?S#tb{|v9zJMP$(CUbp8R_^Z7
zOkcf}65XV?3qP;hwOH2vZ|Q?uE%A2M&-Qg*OFA`g>Z9-z<??H5)1*Uc=BdvO^}9WX
z`S^9auXB|WinJF@x9*SAR?EF>`73<6_=>wfYkkxY{Nida-|K52Y4dfJJHz#*B5V5M
zqTd}=kXt;fGnwUbcjFwcsuMe9!g@0Vw-={flPiwR;b5A4Z)bI;LH6o?R)_U+d*848
zQW1H%$M#`rfLk_Oa`WX`uOh?qAI4n0)qA|_Y3t5O=4&my^iIzCyp40E@>I{?H`m;3
z&a(;4SaSRNobcTo%Y~mU*VK%ajh|8Yu6E__leSqsK~G9oo;;s*dU{aIZJ#}pW^G%)
zdu`&E=cYy;j;2A&W-NZUH*((s!CNz4>@MzFwW+6c<({hwT&E`;_uuO8Y?R?}{&~bD
z^{AI~r+izJ9y9rDNVL%`?_h@BovQ;=Lfbq0^QP()CO2Q0b$74i65X_NE55M0J!$*S
zeb_Q1;+*B9efpQ&ZZ@7@TATZ@vLWPb#f*--cF!*+XsNs{e)Ze@O!obyWdbrXW$Udk
zKRva!yzI%G@Ux-a*PdVW{4BPfL8ET!W2qAg_7>|?ci8W?J!kQ4z4CQ&4*!koTqb2Z
z9)Gy;)BFwz_WY-Dnq|ex#r;v={?^$^_f37UeQmqxmlDxOYm=X5Uzt+KYklMRgyI7$
zrmxTcu;S*qHz7WEs()Y4>efB&ym8B%ckI{pmV54c>S%v$U+wletGmALReQp;{O5I-
zq;qz4k#b*|Q{A%dzLsmgzqa)96TZds3eU#w2nwHg-So8T>YaDyo7nm*?G2pvw(FrD
z!=2+BL|;bru!j82KC^B@&*Sx3*9^n%e0Z*ZPo<~G-9qN~=dSYw9#5`LPcpu?V$YnC
z6}xv{elz=3Q0={`f#<4zg|^S&`FJ*c^C!b-?a8OL-<b4VDzTXpB;4#4a(UxLY4?Q-
z*#o=Yy^-lDU2ofZ;Ps!^n>WqY+uQDQX_HB?SG4RyhV^k*&)r#h{`0yfqouW3Eid?r
ztiyHgE!(Pdt(~)QyGr4;&71pQM{Vb9w<!$idh+%B%UHoE<x@Aege%*!KMpi_d1>vN
zli!ZIg$UVC&02D1*_I16Ij5F)ZP{G9>aaq|sx^n%<=1lg9MihX%T~8lrXuUeZ)d)J
zdsoNZY}Uvre;;d@cbo5f+N@8mCEJdMS_xj;nQ%mI>yk+i3n$O=Gfyk>jQGNxz4bu6
z*Stp#!D}nK?oO#;d*xdi=)ceKtjxx!nLD*b*G1&nO+DkO5U%`b-L&UC?R{4d$3D@&
zyfh?b-)GL7*~wno8*fZJ9`zzO@501M+9zi{owz#c)a&X#-`tZ|X9XWwz9?$mOPN*S
zKdVDq9jY3#XKt7o$uw`#_GvzaF`MtsTPu22c4F>D_lFVd9M!va>fG-QI+#4`(VRDB
z$GSK26mG0z%U;+j!k0BAFyYzSHiqlkbI*IVn(wq$k2*MCMec^_x|oEIk;WDW*F=A^
zm6nNpE_wc8Oza`C<o>wqJv)0gOFdoI@qFUFReEQhuJ)cOlfC?Gcpw{Jt>$Kp&(abr
zAH;lJ_xtyXPkXOw$0vKS1e~g$o3oAS%bHM?(zUFU75H|TEV^y^T7K<5@1lxFi%Wib
z94mZzZ(Z%e>M)=0nv)xfV{@aPce{FSIio3`{43a$W6x{11F!akdLOf7DSx!?_HL7E
z&&Q(EwpGnNwS4nx$(WyA4`*EuxK(`R`m)UF8mG^THb0hTT9e|~XFThviT3;HESGv`
zmEV<kCeV}ZwkmsCU9A7&H+prc%*$WLPWGJl=XzJv-Jd#~FRH?0b62~(smr=`-D1tU
zyMOsMm8#o>B|UZ1c2#wcd2Tvi;dHR4{>-I2*WA)ETJ3(|%ethDIl_&{7l>}((b%{A
zb%6YArA3*QQp?s%?TMJdmHH&{@s~$Srm5XOs?&8ZkonT0--|Omk7a!DjZ&EWfQNbh
zxfN~?G+rK;+j{fWwWFOUp3loZ?=5QaWu4Z_sB1Po=j?t>ik^7)gz?w2MMC{EuD!jk
zJ};Z|c+^L=H8(#<blR1#^!d70LR!7+M1t|zxW<jIW8QqewR6eaiPuG^DwiHy&3CVD
zg?XI2scy{0V=uOH=H56idSRIX!@4rNouU`i9sQ?jOy#&;sIH><He%`LA6I|3pAU}I
zZH#%TuHEeQqAPfw;p<5EHqpx7kXseccIPg<TJ3OWOX0R%D$`|zU&gFqmiM|GX8C7@
zzw^14)YYa-3*6UV+jQXMpN#U8k0yG4{kQeRKV9C^v>s=+trz=TQx#8$E|#n1Ejjkh
ztasvWVSzb~mljR@@%l$F^W5cjU#IFUFU?eoUit2o?QQjCS*GXewsKk6X59#kj5M~`
zs?uvycs8hNj$OFytJ%e8i_V%Whi%b*BDOX<MCF6F#>CxU)}EGmFPmKvr}1d_v+#FW
z9=%(Ba~+tG5FT~-z2Lo_x(;uS@n$UPcRQ)9c!NKy&A_|aKd$)vr7a73QtGX)npm9P
zWb&wofzSTeRhuQ1x#u5c3H)GJNm}V|c&k1t_eDvu#@cgwKR(~v`1r}y+ncA`_o~iG
zb7#J{t@l>v3#af!@7J}*E{mS7&=_}ed1S{G;VWVO?O(of8Q<D{(xIo(_t=@pI__IL
zLnhsP(VhCO&q97~arvhSz2~#$MK4%;eZe}XPY=B3NIjW5_3HU>!8nu0*?)T4i@f>v
zgo&(SR9e5$W^zc151YlaoeQfsKUI6Gc5}u7;e%h+O*?2{X>(18;rNZPKj~cdYs*&i
z^ZQ!fcdqd=DE=op)#g;))~HMm=KEcTC&f%Eo)u)v<La#~o-%QhW$^1;D`$EZo(;(4
zG?m(M_lxM1xHUg-O*OR&ot*V`h3f3StxVfb{?*$3$xrLa#4V~7uN<3-YP0u$sQtM4
z`dd}?hJwnYg%f+a_GfbMJ>!r*Ir5L@%^O{rZZ-GPUrl|tZ~LyIW6e6j&2QskKiu~C
zWV+VtQCxg+!te0LWh*N)ZTDmv7dKwFSik0vaLT*ZJCl{?OnyD<IH$&ywdZc<W~{4g
z<SAK|cvWQX+}XCDE?qx$InDB!^ZB~1PyHX*@|o_~vm@Y>%(hzI>Lafv-aNMUQ^VHJ
z$9wlwFNw%3zRf&cq37AYNlRX?i1V}3)vLOZ6{@mk^5**&es~|RTGV}0p>v<B#qqqY
zk5($E&&ztYaYgOAuTRdE8>;O*Gyk;d=aQ92&GkZNr=NR1V~+6=t&*t1F3;Pm&CV=l
zsm-=H*=8!CuJC-Rv$jm>*Y$x>$4^zeeG!W6JpVl8l3(TVAE9N*^QJPqjtbtM6dM_J
zJY4dmtYPdHzC|{|mzNfZJ%18>Z&${R$_kT^ZA+cXH_Mm&o-)s3oze@Qc?ZJXZQAX&
zp1w1&FMIC&lB%wl3$CKiFRfegY_l`ZwU!8lu+<TBrly%Jmsrwg<j=Hrg4W$Vl~qbx
zEpk_0$o#fuvBmrAmv%|cd2>wb>>@^q^GgHvvhdVxy{MP`{)0s+m(8oU5o?#dlJmXJ
zzVhJug(f@yT@dNp6MkmGv9oFp>lgh|msxdshfKID_g$5myPjv0RC8y3S=XJ#lQ8Rx
zO6&s0moazyE($$(-1TB=pZ1OX<l777OT|1bR$Q6nzSLt?wB+i-+s|jUth?HGul0wp
zLao-p9xmnBhS18$*?V)o7=`cD_RtDgQBWMIb3<g}&mOCwU6-ADIaNa+6i1#rQ~Pgf
ziIW@WOaI(1%cI`mI~Q%;;+nDD@QKuofK~gxPEtL1Hr642a<Fvv+LM{n*rInXP1C-w
zwoWCc(ED5IlgZJa?4HCIn=)G$hks*q4B%&4&N*?CMi=*#HqV!Vrxt`QyRcZHI7EeY
z)syKOW?PIy8*(14S#4=~T=HeWTZTSuNAbo;*UILM_&HxrEKTQ{sWw+-q4?IK>E?bv
z0}8A!O`RCn``uZ6myu`Vh0qfR6u8bdDhE$fw)<)_oy#IHFm2bg+f~s{uUTaZ!ylD|
zvNI%YP!2jGX1ZfSlkuF(ZbfoxnbLc$e5O8{$JN~L<uj>()nw1nS83bc&0Nc|h_NWk
ztVh#wNoLc+lM6HMUMQNPmvZvaW@eemT{V~W{47_!R4~<CJ?qVyj6<_mm$525`L^bE
zlJR-3ttyW#;-+4h<Xt@XU0m6klWJUinf>OH$Ft7moUmPO_AXmwORD+QCHXlQR?geG
zvWvlesnDi>p;F~0dr!#AuC}kxaacX?$EvPYPWyA4tC!g|Uuk(C<NNjGteSLXoA5wu
zV?D#jz|53w-|T*@EiLm-ELNFcJY$a0F{i#`d)T8@m#TcKT)*UNC^s|f>*li+reC{v
zCRK>?{dw_X`G<MzD>kh%c$a-7|I72FOWU2QuV47pHsj1Yhx1Vn@^un94mlqXz3CLQ
z_LbI2Pt}E=^%m!`J?>+zyn4^4-So|^^V7Il<h?#+w><59wztabeek)J((W#OiTyUA
zK@ViE&RlX!d-k+2mWj9avL>I+yt7eR%w|p~r&_=gwiS18{4@2@w_IgVRKE4#+|Jb-
zwB>d#X;Pc`<Am(%kVQvY(pF~8J+8Z5cTHCV*K*wpZ@;X0UUYoDO-RMT@2{gGC5yh9
zIO`eJW;Qt#pG~i9nSX4FLh|J=iw-@TUUX$TOPI|hL(A3Ho~GQ#ikl<1<~2V{OKI#*
zzqh7`?`py^f05aO?&?cJa+4O<dQ=B{=h|Emy2CSJYh>W<Nty321bIEZHYd4jN$j1k
zkJ=I}WPV>((utN>rF3Rjt9#TIm1C8w{zdaV2|39uQ+0`{Oy|(%R5#1Dr9BUxtvXdW
zhbytzFwr&6-&9)TxTvwg>i{O>YmEXe66Z8S!?#A?d>d_5BWU_Y>&LA#j7ziIj>VX*
zJ5sZC%e2<w$^BWs<KlUL#FmIoji_8`eB3c!A%4@^GYv8g$7Oe{iCJ77b4klj=K6&*
zsiAMr2Im->e5>hd+#&KfN$<;*qGMJc!=xgv6!upwi1_?AG$p5rHFJ5<t;>az?-XU*
zoT|;rSJ}9FW8|Dq8M~C;-Z;;A&T!V0#mRI2GqmQ2c)XhDY;LR7y}8zldqRPhnWWnK
zlN-{R=Y;x*$!hS0br`Lx3f=m1m7*A*uh-m)1!p#I?^^U>qvhMEF3XdTMOilSe2jcq
zxURJ{Ky3Dw$^FNccs!ZVryZ-n5pMT&q3;(Cor4OGFRe4+oX486+D%+}ZNTJtRaF=C
zCr(xKuw1jZW!9Bh0sKrG&-4{vpEY~+l&1@=Jr;xpTc^$4z~>uW&i<}zvC+->Yn}Jb
zZCLTR-!?nx)}3_qtqQVFCNM1TUDcAb&ibtk*ZFcT{<Q|$X8yrJnsHrrTU}2ZJ}3;k
z(#pK^y{CfQf@wD8YgdFYet93cVP($8#_+>$WrD>6CN`RCZE!iiHf@rp`t`Lw2PUvv
zEZDMZ>e6IoIW5tak5Sc5U!Ki5o^W!(lDntW6eXTqahX%HWLDD6RSQ38aGItVx!HUU
z@n&T=P1rOkYw^P8UE#)>yTwe41dOy~3eWnp-#cnxcA<FQ)!D_0x{bF@EAJ#rh|b@>
zUexMNnNk3Us69i7i-4=m_h&1XE?XcYd}8T2KgSgYT8|#^%<>fau5Ie%9yPVk*M)iB
z71KgNA;Z3{3hX;pb8?>da#xTESYxzV?rO+}<EDvil`G61{1dfV;lOXJb<5l|Uhc|%
z^F;r|S#}9BRoC|R9`Fo#Y<hmx#<x*r51o7OvIj<bF7RD^>rLtI#bTlb46kF$Cf8l^
z6K(Uf_0RhBLqF+2h<t0+w(fimZN(FI^S&N5-Mw*-%I)pNcfR~*;5}Z|_0F5|1jFaJ
z*~yC>`A>B=u~$9#a(xfiGA6UWo$IqN>gX-Yy_8y&w5RIQ%1t-EuGF~waJT7No%l4a
zME9z9CO>o&o_5;z`YBdi&U3W)>e7y$DJ{XYr)rX|#nBgKf_L5Cw#v`VJJP~9x$D{6
zFP|Fy{z%>9W8gk{wD6{GUe27^8+A6fJ~lZKBRoO#WU5Y&U&Y!RIgjHO{4>=w`({?;
zDRAtPnf8+H?vFpLI{kFT1IDmNX}WJ?xt(WjIcu0}T>fawgKZ)CvsQIa4}2YZFH+*`
zT6wK%>xu8}wpq=$)A&&FGT6C>-$}bI^|;EF2^-^Po`3E?FDgSXc>m`{n@4j(J<b-N
zI-+m$XpuPI9j?4+(e=rBPJ1^_4)sv^lx^uV({5{Rd9uZ`rP&u`FFfmJ$z3inXT@@M
z&=u`b&mJtWNU*hik*nA2yKRda?}oZiW{)NFzMhp-Ew`Dqt?`qwpYE2f%!u0&&S{IZ
z!j=e$I?me~IJd)ev4Q7QwT{xW#h+I-WG^Txo0mO%_O;E~A=$D~2J4;%N~dpF&vN~%
z#nf02b<6e1`}smU@}qv9K2jh*Tcv-k_P*V+o+fkqXV>^z=&PS@j5m2@9T#?9Y47K_
zB<JSamPadm-{gKy7JZxeXmRqn)#~Xbg+Z=D-$cU&CtjX)@zX3P$FD0{C%&BZbxZV#
z#}~gCnQ7)tO-+9O?sL?{o5_>1J$2dKZL_&1clihOgr1tXI@e@@P<E|Szz*eGGdC9Z
zZhh*tXy5Uzer8=88!o0ahf4BQg*)A@wOF=lWmL_zD^fX6<Lrt<V*RYb<38w{PFCS=
zejB#x$o#Zh7B2%Bk7+Z7KDnN35+fK9>|p#pZmQ<8%CDJ4cb-XBT~&*bx>I7QE)(Xm
z%5i;=kl*q4FufP&ZyCQ1e7rVd1vg*Cvt7E$)6NPeOsdrgJZjxl$<P?0vd(xy)%A51
z>c_7Clir=Fki&MYFwVhWZHk<hs;I`6ZwX6JUAFsWzeR1)$+n;(1NXI+Y}-Ey*}C5H
z*I}xB!EXB5tX?bNPHpzt$TCUmTk(~5zus}(r}|y_YTloS&xaCAPCa<=UG$mX!OrI^
zR~?yi<pgWl<;5H|TE~Rf1})t=_q5@hy3jnmJz?dx+EJp6jBDTZ$V8dQ?CAfns;jtb
zv&u}L^sUbP3fFw^WU9F<TC7+c<QtKba7ECPw`=0I>%luWvw9`eiGEqu%{faWG-MLT
zlj`vEQUT^hZVQU%gx|l%{NY%bd0qq0KhbANYfrx@f0%eyrP{5PA=<-vz3b5|h4d?B
zD<8;&r)`_a?W6HrLL{>)c*)WmJ@cQ(3rB8Ot4+~c{36!dlRH_4>x-=3IfLH*wV{0i
z)@j>xpLLlj$Q4H1(z?aFd+}nSH6G4#ceQy>ZE4*6zU#T(vuV*A8uuE<vP^qsF=g_}
zqvE-_8?|^#@4Wl6yTkE-Eo;f<R~oAuu0AtMKJ8SSG4-i#W9ZwoNkYrk@4R7pXr|k}
zir0ZY&kHOUox8D`-PZ8l>iZ{m1#Vxf=@zrSHqz_*7sGdHP6gK2_D=0d$WusLc`I|$
z*@88W$BMGo28t9h_%VI-o1?p0cuG`Qxzb&k<PGbJ1LmKt*X5L4J$-?v`MZ;LSGH~I
z-d{4;Rdc83mbH1$x?N@`^3Kw6E>{<AEak~Jl$*<1QvThr<$%qv>-HS?ZoZD$Dz(eA
z=5%v*u-iFSSBuv{GoMJxZCSPay2Pq;FV<L|^}c=KX5{vTTcwO$PrN>x`mWx*@p9LF
z&%(4L$&Is~Et+~Oh~xOz<#zEUCvD?eC#y^<s1BL<e1WazsWK1GFKfQ-YSTQN@>q2K
zuI*_bCsixmxg@~$?oa8_;vioo%Y%<r$Gy_{tigM%*wZ@C_t4Jgy0P<)J4NXm?{0gm
zy8VvT+b3a0=T1e-YV%!t`mlTbsUpoqzYKSJ{F2IBm6@HEvfy%U->h3DMm&96x4B8P
zl)j9KUD7c5{-rG`dnXz&vdhoEG$&=vyF-EH7hY`>YM#WuHm3Iu<GgG!?u$Cw6Pv0p
ze7vL5b?PSj`mJSdf!@A;Y3p}hHj~U^>19rlUu(iyv*BUU@)ci9v*gvBIDX%oy6;KO
z%+>iCp||H5M|l@MotMpgGSuct+O}kli#hg<Ym@E=i!HuUbFRl|d2^7vL`tenN`Y_D
zrpgaqfj^z<f}_H&>nu-}vzD5@F4yVq%t_BrPFei1`P#1TqV@7Bau)02gGwuzHk^D@
zyQ*6DKtbJ9!>LQIcGYv4KEJ$RqBjrM@#wUEW@Wjp>vx_j3|M`966ac-?KfHrllzPh
zGRPfU<C}Av&9C+q(?RzYze?76EXmz7f7<HsD}K*}YFDYBuw1LV+UVVjLtAEN$|PSm
zoxPj4*?Zli=R3n|DsLV6o4GV(&cc)L&qn`N`}X_LD&Le>RS$kOUz<An<$}w-rzadc
ze*4<G8F$%buB8Z1v8bzkU46zaPC|Zp)a|K}lAf#I7^b$i$!3{#-I;UjKSOJH=AP|`
z>qHYyavnUczE|ch$CZg`g6pI|FY8PwJ}4^p;>N>vwpk^gJPo%;d7gTdbE%W@+_9Ip
zmVcg85Fo!c!7Z)HNhSEJ=$14gp7fVdN7q&fTvm@<tk8JyotDD$@~HDd2@j{w4-DoE
zx8+>z_t$mnxkXA#m}iwtW;|B0X2ud(R@-ygVfXJO=6Wl(6=^=o`MO3dclla3HQSvl
zpI@n2_HlZCLblZ-*PN#PtwEoC-98sz-WvLQ<E^_q(lZ*_*+rjUPb*as<FS2xaal=D
z(+<<8zZOiCn0k)CYWB^##jh&&txHyT&M-gg=kg;}DQhIBd?>!QuWSF6iOxD3+hiF{
zpWN!by651bk8dN)SC#MF)s=PTM}5@gNtQ7u9`IT9O?`TOR{Bgy!#kQbALBhLmitU|
zOA?v7e$Knx#Ksc|2Y%1`x+28STBdl(<m}}uAB%sR<o0&{v7M12J=a&iQZBS9j4Lk|
zEAINfG9*vyIjhI&7fJ0BCSPmjZ4G^#;Oi-5SHZUHQuxlJ+RGP~Ci8dQidB0!T_Gjx
z*~Em&X0nxU<DD|*NzQZg(fd%%7;$yQ;%(1;gmW`$&ht$ypTDCp`a@=M8{=a8skPhL
zn<k1E`pEmFo94xGT~$8p!oE-Y+%(m<$*XU8y^fZbnrrevV5<7fj#vAaR-aqC<o1#l
zt;c=Z6KieS>~#}f#aZ_Tm*06HXq`Oq-j?KkTi24aNlbt56<?aMZHd97JwLCM+j<r3
z?Ra=<#qpQ1TxX6tzR22jYeJ=H`DukOk9I6w`8s&D#A*SP=gX`vt=acgvURgB*PVZ&
zZNF#l+Fm8bJm>4`iPI!rp5GhflDDKVI?(li#qtGrJ#J<(&Sy9ET~atl?(5nO$^Cv?
zXBy3U5?rv$xb%{euz|8^X<o(ah;z2Db{4UV%ItGJEO0w&ZkM0Mvn?!dyB-FmNj%#+
z=|xZ4(gW{$zFm2FWJ&X^4U-dkl6E>4o^y}du-$oHR+QD=Mb;%d0;;Y)-4SG69X_vi
zjpmcCihYu=Bfgu2K3G>}?6>1}NR;26aEV<V&vn19URfr+-*gL4dPn!=<np|CdyhJO
z`zfp0spj=7Y0b=C#j)b<)`e+-+n#*9JZsgp=j(30@L5&2|J*{IeOGs->ns$n6+A0Z
ztL5rs9L>}4<tVqr`!8!JZx3!NnZ9ryo5hKhyF(XCd|8}%PV=`fUn+Z1x2~I;<?1u-
z_G`^EpKbcq_xM}P?Zr0h3Y`|7jTf8~TqZc{YFKSw)r<&Zzf%rtjAO5u@8Qq-^ucRl
zG<Qj1&sEF2G8>mY`tqmW)qFAg#Q9z;RsU7-O+EZ~#gk&+>`4bcpUbk$zi|J1+upk`
z60i4tJ?2?-Z_DXUf13x_ZB<&z*L578Dr0(O$;Ex!-EC&Q{j&3<<=ILv56^X*4n0ri
zzqWZwuusXlCF>WyVM;u1sz3ARb(!hOJ+pS{9h6*e7qInwWytq(tJvde%g)&w#~i<P
zOe?r-$Lk1<eMdC!?&X`{!C>=k)u%feve|R0H}?JeyPEIWcXfs@q8FxKyeYNOQ<pb;
z_C9|5sRiH587376p04isbM<uW-E|yi<8>#Q^(?ygdum>uUEZE_(erzjv+vLHTzYqY
z){=LX$9<}<8+YY=d!eDR*6pMkYr;v*CzHcdRG!az{yaxGR^-u{>@Djq%53KO9I@%_
zoClYms<Ulo+E%$fYK~|>)7J8>C#M&#mDoI?F!JXyi`5$@`IeXzYTkLRYh7}*%<L3*
zxNh1`=J|(qTjwwzSZ}o1Rx0=9!ix@ObDnoyxW}5dxPYyybftM=T*|wuFW0Wg>&&oy
ztyDevwP&Fv^T%~nk+!czUzDnxRGmEebNaQ-a?Z`?pZjF;oBA#}FS>fOuB-WmZxbG`
z4a?#C(tAE9gk5f{=b~>n3N4ojH=bDW^Q__Q^`@)LTOMss&Ak28^lXgziR!RDo6?nb
z{%$fTe3iXy)>VllE!U$nCe8E9=5t#c87~tiv%b0K`hHhydB*O|la+K|`-?Ivo2sAU
zk9zN&d!Bu@?&Q`#nFn`;u)q7dynp&yhjmepO>;dYL}&F>K3luc_JyAQJ+}>cbFS=p
zEb3n8ztu}>x%0YLhwn_V3M<)h@cU}LJMwGOPTi4Oy7H{1_0%PauR}avhk3FHN3Oa1
z``X7SWwvXJHXaV~IjlDGy5%ydWlrTgt@it6ufNQw5-u&(bYs2qrH4<mHJ420xEJKU
zJ!AFv0^Vv7&Ix=~NqerlH#1hQkKfWEx_-*K%ahY@Co25CU8dq9A9bbE;^fPh9s)^Q
zg$%MMz4)?}tuu)sCHc~}MLnS$*LkBiu8^Oac5hjyoo}n8?CLz$7um|ZyJfDu-PFUk
zm1SpUa-JT0oYuLDRe>K5tX@;V?{~#~TdVFi%}xEUubXN$-db_uzPV_TQHAY`t!M5%
zTl6^JcBOpdye~&>`1X{oSXw{jLHV=g;XB@~G5=Y<D(Lx~bdg8TO?mpGtRp-Z>mIa`
z>d}qN$$M<l=&9V*`-|_@i%BMHzw|$4DP5u1>u2%!^V*_?A@lA}74y0^OKoPO!9iu4
z&k>s*tb9Db>gJr!2iHhGQJKeIbu1|Lt}a*mI;+N8t4|*K`bYEj=D-tt{IdJcWzXHb
zZBA$p_c6J>+Gk5S?LL09T=(zGpXIYY-SvxIb@Q0E#}~_u+;?+6tqnc-J}$KCXBzvx
zz0AQom`f{tzw9@U`sE`dZKp4)Ja^_Mi?_4R=>~iJXJ`$y+xmX-p?$w*Z~L4pab9$p
z-nY+_V`lC6`Zl;zx@)GZaYkril-%U(m2(()tJ->3rnx%5zP2y7FD>}sy3c<53QiR_
z&&xh}^kJfgE#EAOS@SMd--`Kd@445e_{;kA%Uc;1Gw!~AG%9afXah@6(%x*J>vj2i
zukB+OY?~8(;jb`vcTA`Gi`t3Fr8`#My|nvuW@y8+eQB3Vo44@HNncvk+PBCfX5+!v
zaVjsjRCUj*epCH*&5MTOSd(x|=6idZZha9AoWHbGY<qIS^QB2^cFp;;XzKZhZ8Kzq
zV{MFixIVwm+^(^1+0{+1CBd`bRbE~$>vzul#L`IyZiQ!E1sS+5vig=To4xU*YI5hE
zO?=C{KF#&^JgJ`lINs^RV)j{2*T1<s<@?$gsT(U!{CFO9@nqPcZ|i4ny{pZ-&#(IW
z3%BJ<e@@&kxApV0y$}E1-e9@*Mc9_DIS-FG8HHcndgIT}Yq?A-Pko;CA=b}E_+9qf
ze!+@52NlNbr@Z;T)6^2T@2zd)S`&S7zP`%NTa&UkKFOE7`*rokqo4Wgrs_<5FtKZ=
zP&(Vb&XY^5GA*-WyF?j;qc$Erm&Nfb`PSA&&-VO0<@bEEgsbYpdoS4;v+sYYbhy2n
zrDXj)lV^<6_ICU2;s~D;e(KS+_0BgBo^{Li75pMLSAnH)&X>2dzU&S=A#wilwLRIM
zJ9)3nJGQszQ0U`%cUM2vdcWCj{jHt3!W#l^yblY#S^Y(HF_UKK`K1}AGZK$4E!OW&
zo>mka*!r!Z`q{!v=Tg&^YI7bh%Qjqdv+8qf*6HM#s<k{jZ!7KOzHwuv#k!-96&}x<
z+F5#N;?HXvJ#QTk$z8X+<<$m(wfFX<2W<B}Q;_|F*SC20yseLBElSv?eQ%+z;G@S$
zYgaxk*I+AbymH;xSVqn;*7kJG+2b;^p5#fZe0{WcS7xM~yj9jQl{LI+#=6myr{`rg
zYn)ggr0v{RbN#})XvuHObe0GP+4xSrwsK2~)Qf)2qn5t5Gxz5fv4^dD#=TU7&s`yW
zsydJH+0wF0lNQK(Jz48z6mI?D>XNy$tiyNwXLx<B<n8`BWvezmU%5Jc>UzyXn)7Z?
zE_63laaTzebwBw&HrjQ!t>w$W+SyNE#!g%{$(_4r$-Oq6!il$MU5@y1a`lJXLT;{E
zrW=lX%?#NeEbiy|a^a~rmVaI?tdV+|+EDg3(%A7_*|mu)=AKd6s-d%F-q+HY2US<a
zd#7)Y3UD|tx+`<B$;>V1k8cf6;1mr^QI}sE9e6f9_pH*%P^&Ae*s5wXXC5o`oMaUu
zTexkOtZ8SUg2l6a6Fxlo!H~W`>Sxu>ZyU~=zMIAKJJN2?=a{X^WmPvKqn4E3`R(jI
zUu)4`rE3la+K0bn9(HLdUmv-t$SwQXYDcxd{%ia0ue@@isP}AT*sh}a=l06Z*K%K5
zxo=Z@`t!Kl`G!mK*3=w+#CoFs*uIi0bwB04emS;Vod0;%&&R<XZI+VX*DpM@zvSnf
zT9Z|-bF2;jO=Z-{y3){Om9%PeLi+ajrBy49yGnCKCJLQwW0%#wxTX70*^}p@PcPYB
zo^$Qn+%o2#$LqA0PqfacoV4n8x!uN#>%MCoD?XsM`&p>=>!TIRT8p?=d_7vNyDv_`
z_|}e9$27jK2-zcKar(w4iR+W&UChmGweRLXJhc7Odg-gdnfZR%5~oA@&4s-JzfYTW
z=kv-2c9y<uq1ZWH8;iVlK40&3Fq6anZ`IA!b3;}yXI=3;q4L|RC%-=iRL-=IYS<_J
zSu{&0Z`HmdPj|k*G;>F;%+=bf+=9pKwr*<F-PX(T^tgYV_NvX3pT*T{J*bj;nWJ(-
z@;}4Z&>fL6M{WHRwoWkWUmjI*Q{%qZ$qf^}yp7(h$?)Jm!`IhM(XXlspH7jlmN7l9
zf7$lcGD~%(ZS#cZu_m1|`)jvX+ha?`dCyJaIfa2MpIj{~y7By_*ZBiq*FKv2OYCdh
zB9n&nb=j6ro_zkBRc>iN|8eA`4F})UYQ@BUV?UiV=aTFl!JlDwmn>N!dTzSPwXHh?
z=VdRocGZ@7rS;wXwA@xJpKwdNubx(=D`Ms6X-no=Zq1HZZ8D>dw?s@lX8}|8q=^yR
zy(a0ta5udwGRNO4=FaKjt71M)Rdu3`^|`xM%GY|c8y$TgzO?=6!F8F{YmJu%KMULW
zBskj6KSyq=?JS9N9_!9!mz-4Ld9>p1l$4sizk=pgA3L5Wt-s~Ux;MEu?+Apei(XyQ
zy6^qNuID;$WjD6|)xNN1%cU;vk}q$MRvN9F`mWYhMn7pyfpMwC+Lmnr>`_+)7d`LK
zTJfakc~7{?>Sa|Q4rymEjGdtIXp>rk+`2t`<gT9eE|L6o&E|S)NRPsnoeR!?`nqPN
z#8v|zX=Ry<`zK^C^1EidTzdBw7iE^o=S3S=xVPBPEwM|F``TG^V4*^vmdMhDTOLXq
zpHoYUmw43CcdvP^uRZ^zRbRfXkFz=|uNvrjCGY69nxf(`#mSay%8Q#ar+tz)5Pluy
zCOt85b;RF#!?U~lrgC<EFXGeQ=HkQCkTvHvTLHtPT~mVHTP0o<3Eh78hc)EZ#g9Lw
z?h0wkFAbQHaxKry+&4b>{MQrH9<hl&Xu7-R-MK2^qqT~aoaeO9nXa`Fy~D1MZrT&J
z=ItECsIKLz>prHcO*qML`$pM1!>!S?D?b!p+gkF|Yo}9%x_obm(2LW>&3(n;b+P3(
zvgzWyA&cHt%gXgXQY#SMHK+Re%G+M5T(#N9bxkxC3aY{vIXpAGwtCj<jU|h_yzg!H
zcx!iVN&VN?Y7Z*Y=aj787M`iVthDNtMDhg9eQ{xBZfA`RqYIyuuHNSs^6}QjgoNnz
zcTH~`S$z8Ce}?O8bOa~wTR!zwSobuEXM5^?-B4NHe71Vs3PUr)gX%KZ+3Pc8WJ-^w
zN16+5%=DYwyGzdN!#mS{m4x)J_fZVeEJfP$_cVqUzmHRSbo1xYtiWgK0<S+y6*c!Q
z>6*LmKSSIUR>{{fyw>wfChwG#ky>_q-qr<fjF0Dpnn|kngmr1^di$<Dne_W`*F6?i
znc}w*7uQ|#s}6lLck$Xpv$qRn-u)7NYBMLy`Si(uQx_XQsP9eKXt(t|_fAQ_#s0pY
zC*v#^y7{^o`NlY&_xE}mZr(FHTI}%wX48D-wZYHVXZaqMyK?u6`zn_+jw>f5i^lML
z(khktWV^bH_p|lP;`oItxn-_>@iOq=o8Wr8$uPR(-=n?O)hljk3VYP<4zp>OG+lR!
z!?e-xSoXBVnS4ukI$3h$@Ps|9U<o%AJkxynXSly4qdU_wsUuxwyImIN-P<AiYV$U&
zAivA=*Dnn$s`$QEcj2CvyC=V_-L3YsQ8s&?^89OC*W4_Zvpi~TtQYd8^vo-fdH16p
z=Pwa5eB3wZ+MY?1W~|GrU%7JYF1c>+n_D^-I?tQBol(nDbZ&;*!*jg(Q!Gx1Ou2WQ
zS9{rI?K=jyDqi2)IrEvkx#?Ex<h6y<bx$6D9C~)yv&%bsZDuB)U#GqD!ed^m$**Hn
zmTs@QUcJzOZ>Q<Y3*q7Woi80e78K}y$tqcC!3!gP*;i+;H1u(tSm!1^_15C@$9_9^
za|^0GH+eS6=XYe$g#~MKcS&x){8(wH>zsE_X6dbyJRWtzU2*lfvi#)FZ$k4b&3cdJ
z$fT`0sqyKg%(rF6eLH@IYDzb8{>gS_&F$6HEK*b5y|Sk2+BY|Q=9n)MpINg#6_2Ve
zGF|-c-V@<7hUcSB#n@E`7Vg--{nK*CdByj?thxJpUTNjdkgX?f8L_LaPUj6@5@+@O
zX!-_=?<=qGJgKdcd0d@A*uPA+|M8_wj+Qn-lD2<eRZhC&<*8gHZh5qdz3uIp>ks}j
zl!Q-Rvt06h+{*_y3Uf`KZ?HeL;fU|CDYHzMU7jNpy?NKRS!cJV3GvMNvuNMm5BoOe
zE^j!uSVA`YQ7_-k=U3%|=V+>bTAMHQqwm?hdM)(>%yN6KPxKZH6KV;%IzP90s$JQV
zHPeIN@{80sZi}vzj7etSTbKJ|d(5O?Z*R=we6%9=)%W0);Zr+)T~{@dwE7(PtL4e%
ziPyW&E%fVInfPn9rR2obhA+Ra?RcP)F8OTLl0*;N)m8kvW4TM}O5a=cZr|Cj;^^@<
za!t$gdD*My862Ka#9I8@BX8L*rFGw|W<^P|@&DUvd_sBS%UB^dPEqZH+qPXal6rRG
zOsj|E#IBoeiVSNW&2~Iiu{`g@xym)_t5Z}SUddU)^W<}cIZKY(wkHh#n0CIN+_hq9
z@~S!Wi?uCmv!mD~MEj1<o0=!C+%;v^<(;R)XMH!@F65ebQ{j&FHJ0>3`KVX9=h)dl
zuQhYqQu|VS?j4H|(b)w{&oQjbU2=@^Xo-Nsx;y%heY2C_WM0qe*DABrj@FEF{aJne
za-I0*L&qmx+u>{OHYq(OvGRSqdxn&>%VOP0hH=N_rib*~-`pPb>iy0a+sa;T)HGeY
zL5_{p$fB&lnrlzTzO8pvSH8I%<}Aoz6Lv+r)zp#mY{uIIi*&W8+@H~NN?Xs<%{L}B
zKIW>jWb%Q<MOP<s$-dFfEm(bNVVmrZ6QW7ZTRp#suI}2b^gUBFWqxx6zw+cCS2h`z
zncA+2zCG(%`Ssw1w=}lqrhPI{`JlZ_fK}qGFaK1jOD3yga%Hs_8Foc4p7(Zpfh7Bd
z;O_pasWS^hZ)m)}wNm|Z;F1|%xnBl)JSbTe6vKFFv)uDJS1hx*tX}0v`epL@rnxIy
zzC0Q+DQHz;X!X%MI_o^QR9&rHl6YXvMwK;po{QFViK}g_&Q019W~^R*tLiFi<Ht$0
zAEO&IElpFmy|HCjb9e2|@^q7nJHH-vDVV9Y<yMJ~!`q1PAiY1#*A`}e(tZ-(G5OxM
zmbF{LST|X}J^5%?#-rfIS$C~(JF8ti@v!$v)-BB~!BZ!hzKs;VD_*;3?QU(M>1NwG
zXXr)Ddi;Ec(LT1q=<R~LSIF)>TU@lstq`;nXkEwM+>L4v_WHWY9DK@9wklUa`QDaX
zWrimgrmZ?+9dX?#_kq+_sf}yYa!%Q@X0Ca@VD0+SWNxF!kIM`_w<O<c@#&fDsVMSp
z?Z!o^X^G8U3s#?0TQc?AilvQ`=lqu@*Or;w<jZ4wXBf(}a6Uum>jjc!%}34dsRUkH
zsa|mHXtBUKkCy?y791g=FFhpXww^!Z#%FJJam%!p)h}0`ia)_%-CG&A>_NJ%_Qm&R
zPoC{L9Fj5jQ2%nKO`e-q9iRTnoNL0a6_Pg3_OyqjX?Po~uiSrWe^G3k#iM<>*B{L<
zWZV_*YxZ+D*Y);=kEP~JSZtw^wrA20q2piHJ6uWDI_GbCBsS0faNJr;<4K;TxBl{R
z6&$xawkgHIeQU{dF1~D@^)ca#*-I)*O;Q<lNZ4w&*-SoWtMyqvZ>ofK<=GNfnOv!W
zDP49R=PcK(e4^*;sM7P?<j0lrKdar=rI#*bQhe{9lQJi))4}R$(vrzXc`n&4RkPs{
zoK>|liScEyj?CP{OCxj^6j&~mo~(QFn&}NryQzMWA~KJ+hGox5+xT?8!r#n|H=~0%
z-$m>^E;=i1;tsXBYUM#Xm3dR8qn(1)+qs)6SMN-+5RFxSlD2(e#P45K*P1Sz_^my!
zFg&?C&ChbJvQdMByw{q`a(;%hx_7?`y4iCwuQ)uw{69n7%7w4PdKz@i-Z-o|ec5!n
zTDhs$`N<O<ST6awu6UC+Lt^4fFQt%I*?}Fd%%Za%tE(;jEc8A3bWg~KCK=&d3p&|@
zk477>co5c|66E>SYTI@FTY}=VZWs1chg+Pf)TvyivY1`jl>3z7war`dH~cIqOF1by
z$u(}~`>5+?oI*`0XNz+S93OmHW_o6gU7E?A*zc;5dEG`D?9Cw(hL%UA&uKpFe37Yg
zR@i^Rmjh3(HI{N8TxHEDve2#S>ZIE*9L{;mZB5QUc~nh6$k*X=UuI{qftJNtg_M}d
zp|>1ghaP)w^JT%cllR_iI5^`&Velf>W4>A+j5t=ct9-~X$}HFQR{C|-<LZ*SIl)Ym
zuavA+o#M9Fa>3MHrom5r__i`;awnTIoj<ENeSMa%*`Hq3<jArX)!tP9k{t(L2d25H
z&(l(rcrd@p(luj3%EoU?6%<4)89qjyTjyU@=As>+xXD`B&*fRaPEX;>u&EU?!2+w;
z3Jk+81ubTpvC+6}nTWE52&1xLa>$LEs}*YE_m&7URf;fa>iATJ^@#Z$5%%g4`6`;{
zeZ=wL!J~>V>|!_eq;EHE)V<VH82LRsSMhbIlC$Cq&*g<uo!UDO$Yw_ft?;jE(k^J8
zmGZ{(Sj7@?^~{D<!9GVm`YBdjOPM4%@qOeAlQ%3+zAim%$WW`faj~Un{?i`0nP)Q#
z1-%v-My^*YJ{vK)ruV#8`t(Mx-;5s5mu9-Q$~{|^l4rR*U*$n4W8&;Nv*z3D%S{#N
z`D$9J9L0WR<%Y?V1Gh)b3VWlqUm-whliu7{x0+l77^Xd68mr!5=)ji}?=@ARu9Wkn
zLejcFD;8gy+L-6Acr<mV>Z(jtbyJ5qm!db__KcX@$q<^;bD_8^<AkYO>YSBJgS2*<
zEV#h7>;bEb`pG|8eG<>sI*WOnO}n%~I_$fVc2D?@4D;dwPxV`S)*bf$%%HTl**Tcm
z><dHL*+g@ZZ6-ajm$#l@u*d%S^OE+gUuk<^`&_-l>N2Cj@NCWZ<@a2-<mFi>?cMGo
zRWrjbU0H&;|J)v{kNfuWNA>GoTlaj=O=~N*bB`?5c6FroYrlT^GA4HI-#J{1m;bn)
zob$oQnSWjO!6~7)Jiaboy48v$%;v#_>MIM5tTDb4=6dwfF$2EhmyxGSI3Ml2BX#3-
z-(G*G?Ry;xw<K+mdMLfLU<0QI5C8LfyCm2=PAn|mdvVI*?AhMZhOfJ>_8MqSn*1Yd
zj?a!K*Sa*iZ8`rew_Rn{JDFvkw*Onf^)g{Gn^xLpOxNhT<a2y!WNTYhShZD8Vbr$Q
z^OrhRO<mS{;ry-T{al{5zCKN+OY3J#{COQ+y5rr9CdVDc!CS8+6h`U`2G4o6a!-fV
zcCV8smzhl5y~AAL+nR6NCiYeJKMg!s*6``j_PUGQ`uF3euG)M@@48c0)CbGe-6CGq
zDWQ>hQ+W8YS)WdwJ-N~MN|$HUlUvVybtX(Os5~2*lWQT`#Tl1jypQAj15M4<ubi8m
z&KzNm`E$E#-o2|EC(l}0P}cL<rr6zxbzl4RS3y3j3bLR7XAm&C#KbMf|4jSkUMGD+
zKN0@570cExnZ`T6Zc5y(`_8+BE=K&A9_1<KF8TGbZ1(YdXQql@*Kh7x-u_s1&V-8f
zl2=M@Y&yLm{bgLM)kRO4sUJRP&w76DAxE9qmIqs>g-N`89ee3zp`<1I+Ds1RMzhw(
zv))ckO--r%*m7k}vEYqk%jadCY*LtO752#C(vC;lR5m2ED{n10<-6?MzS!_bl{Kfz
zWfy;36>a2ra@{>&%Wj#HB~o?lUI%?uN>?nII`jD7IfC=*wKAGzzO6fQYsE3wpo(wJ
z$1g3sYO-ltyY5rDN1L8>^nB1>Gtq(hzG<hG=GUc?*0bICj!SF&?8_E==x!ks?r-&V
zU0tY!>Fc0s8PRDy&s2IoRfn<sVB0mjPuXIfQ$kVY`mAYt{pYQCThyF>X|+(+#T6Z*
zcg6Y*cW;vE%jA6NDEDOnV^l|j@WkMtT*>7L7qmGTUV1n7Z8=c6@`Hxx-0u<$tGNsV
z-->*w;yOQb+7|hFg;A>>sA<a>-mzHi*lBZV>anLq&mK9f6zysbb&#&QY(8hcmsN(R
zv5;@n_U)N6jMrxJRBw*GHalruNcyaEekW%intStQ9Ph>JZwseCXAzEHI#0My;(-Gj
z<Ad<S`$Rk36?prni+*csv|5v(d7fGB>Sv2n)5C1n=!isb?awZjIP~TDtR0(KCJNNL
zCMu-$7%DCDoSMdNd0h1KrPnLpxyFZ_ckL=Q5^y|bH9zWE+OFgRr^(kgUJsN$@jCKQ
zWXg`8>@3%%^Il)MsJ8F%)h|~%m+{=0_4@hN%t-fy;+U}cf{v2OCy!Ps?(8)@m%V;!
zbnx7J-@_GtTelvwDlygQH88R&U+r5h+0DGxH(S_3r|?qC)Gr&R%nv%c=gi?e3(+X=
z@JwgMdkcDd$|YotkCr?=v_O5W%KH6IcTe*d<gUG<A!);P@{{c2dw+d(+Rtg9cfPc_
zRM&BW+sfO`z9&uB9cqbx<aJ2nM)F!K&;Dutg_kA@pB0>V<?8M3Qo*<1*8Gf}ZRVTN
zrx%p=s_^8q<*k2Kipb3QzSd){hlO_6mTMo|Pri-N%CB2?&QqwP@8WLumw_imHx;?D
z#!TGjXCbjJ=+z^4r`>+FnSKH7H+MK%ily%BsabVcH0oM`n&k1QXJ>aiEj@WQMfI`D
z!Oauz?fD-1S?%2Vw4Jg2fmga#FN|xsu3Y_DPi%|d0@dzkftS0^#h&qIoONljf2^s9
zaM&ly$ThL2EM93ZZ;d$QT&lb_x;#*7L!8zVf0>U{k4cn#Uz02y8*?i-S9>v^$pMYy
zN}Ka?PiSwq&0gAfr}k3i$<^`cH`v|?I(gpv%X(hq#FiH)10srJnQppkKbX7oeWc)-
z#{E(^cszglmZ*zOYctCGedFS9^T~1+3L&R$5*X)Y&1z$w91(8LEp1?v@*#7l#=2vg
z>a~8~uKnR@+EaD)Ay1ImlLzw(V?;M^X((sgrCljys<`9Jx{i=smCJQ$McvWTxnj>5
z4B2<A{;1PYHs^1)q}t3ma?4Gx95*awoX)oE(Ydl)ce+COPaHg-9CGiz7FVB}k=AdO
z<;#_Sh8XG0F22xpec6$_>z1+JQM@AaaQfFp8WG2L`d=5-nJ#gnaB`H`B(=gm{-*(p
z#g)U}UN|=8q@-kV|Js1k$?wy<uI#z7N$^6I)QU~V#W<gY1%*{hX=>}2^r=nWd17s}
z_eSZQ34fM^Wqvw&SMc$r30_MZ5}Uug4-}iM6u9?`m6>bsjHh?3e%ES6%q~#3k9yv-
z=fO6ulr&kXZO@{Yxa+l@_TJFLq-DSLgvY5TRafJ!nR#|D`7GLg`ue3=*+n{8Z~FY^
zW@|o}rG7&FW#lHGQwLT)30o3gw8vq?`SojMPVUw{oRW1=>%>AC=9j^h(w(<|hE+|?
zF`D<+`q`F*8FGb97OU>QO4a@%kysTh^KnARg!;LeoYNKL_&+bJIc)JVDpGL8jrY#H
zn^xFXb*=e!$}c(j%W_|a2{HvY)<yW2v$V*3$XfCx{6^TD5>J!FrrpVRu5EH!E}`)I
z>$)OKn>(qF|4KLW__Zr*zsWqh(CB7YslC>-b?fI;WPE=AGFW9fL;5VaXCD6<&PTo2
z6njSR-4_kd9DjvtmD>)dPyDhreoI@9oUzaJa+@cYHf=lXJ99S&OX(_CX&af4vpRD=
zSzSpnlw_XO&3ZE^gOla!I;lVEXVz(Nt6aj+q&;P~%M^2w*a+EvfvaC$%#iw6ebzR_
z%y@_JkLy=1-*!D=`efF-IU!;_>9-cH4P0W&KjDv~>KVsv>*~3Fo(`UVMo*>v<N8%w
zf2Ob=yCYMgw6EyOx+K+!kDp%`z3#b$@9nnR?j3PAJv=pvv^#cgnp?GUebKa=(o<Bb
z!$N+Ap6+AwtqM4@;$6|Hu4`vLO5~_b+#t65uKwXmUJvB1UOc+wuDeFQ&Ifn9ukU`z
z&Cj*;J)oRW+;yp9ed(4n(`0WwS6}=i$Wcpn@3HJxcZCm4a+UIAety+IPCMQ4V)6+d
zX8yRZZ@*djPhxa?EUSI0qI2^mlVs7dt(Lo^19cozx>>4=e_S_R{i9M=I`jC}YHK&c
z?;dtrPiOI&O>lo4^t9U6bIRTR314gZB5w4^@O?c|pEl={z11({0ELYw*gvdO^LDjV
zD4g}8J6HN*OVsY2PcCKpcpQ3uY16sc&8Mz!<<7Gd^@_GQpXI0fF8|%yenm5fvK77y
zUv_;twjuEHSJB8dMgAgFjimja&)K@r^6_5xZ^D1?ZGCBf^GWeB&HD*9g-26f9{VkI
za9O{Vw*X(^tP9bxi<g$$Cpp-@WS#ZouSTz}uXKO@k%wpZFJGE+mQ#Uu>npaS^};`{
zN}7D!^1&!O)$6#;E7zZLA&LLoR%}uKwBBQ~|F<=rIVUWRa!pDToU`~@VVrmJw(1by
z-8<K9eCxk7**nkkWyGmw>xUhaqFy9&&UIWO&LeU4V%}lP_*1L5?&kT}=yZ7Bkv*<Y
zce2m(m#$oKW_@sn<+C{#KG_A;`ucBh{<i7GyY$Z4`;%|ay0dM@$_LLj+f1JCb+Jo%
zPN<g7vE03RrD2~9nbo$k?6sTPDv)4xb!ncP#qu{&&aIhCcW!)EVEH!i{dfDQbN6bq
zLhZgx)r`5C6uDp%bAQy9-aoGm9oBLje|XfKZDQT^nbW7t+nSpkJWp%J>r3mF6-HX$
zc<ITLaec#zo}@Jo9u)s)c(sIiYueObA~V^}pPtpR%rztTXW_iLnyqb_OE)gDlDKrN
z@c4g*b(?PpMt>5VQypfrSfMBQX}L>ipj+YuzORC_mkMdV42k3|b@e*&Ddp<Po1gpc
zT#XbiUt!WHwU$*vbeGT3C8-V0!tbL3&V+nlu)vhlZ^wC&HEECfrdiLK^K47&aoOyy
zaOM4`nduha*U0!L-MaJ2_vF9t4;}YB2-mwbYuRN1tFLSJPTskEODx|a@5_H*9hmp!
z&wbP4&v%U4B+n-9c{0iJY{{{vO;?`H4eMRG?o)+*Z^E8GS9snP``n&XaWsC@#*&R(
zFDBO&o^?BN`I^l?wxt=MJFz$3`Ig+X$?KWRf`&@b2_K()o|nC_#O7mYl=0@}rh7D_
zZpnle8rAxRdF=eYtTOKEB@^`vvkJCJJioVFXw#L4LFK#C^%7nmkJ`+`khDGOM*3Py
zrGqbnHMKKx=Kh|ZJAKw`1ud(2wy$UP2ppbuy)Q5>H)31)<*9F1Uf^{1YF+x^a|pMY
z_0{spm-gIrop;yrsP2(jZfnvL&p!@2@kcJJr{Rif@`a@q`xd7pHl7W$IC)evzN#mz
zOMSV-q1%&%49_ohc%Z9oDO+__J<0g2pigI{?(xkGRo8OX-Zpt=k=O8e)?)1xsh3^u
zGE3G3Pd%ID_4wL)?{ofMrzY*?%9PVnJas-;D$K%kf}3x)hjrS@Ev0W9mnJ`1b#&V)
z7xSfd%N6*vbYx`0gC-u-P?@dr_|lX~u5LXymVYtXvU8I2^?6?tjnAe(X|i1DJn>$;
zV62pM$8l4u{cBU&RJvxSJ{L7J3A!BYvE6jOn&rWTOGN|cl&|hGDsmD#o^`fp$-JvJ
zefC_7&R*NvWiZ><NcYay)m%GYXl;<py4I$Ar#R$f>#fus3eT5Tl}%^(S>3=|`0c`z
zzOS!l`6x_1A+av%+{N^TPMmws$6tITEv&rZ(cU7Ck5V6R?U2<Hl`gVa@88LGhU=%)
z+G69k9}1uLJ<*z4X?WS>zzln@sb$xBzgoRo8SfU=y~3s_d!ggOU#05`?Y?{6>-`;S
zex)yMi+;zZ>_XwEzmhgCR@nbjbYJ%*i#OF*mb|kIx$yM_OF`z*#^AH|3q+&**y9h)
zeWP}7Y4|IxH$0pQk3X%Fe13mvOs`+XvYAbJ&vt!TRXm3|?AXIOVL5-AF9c^wnXEbW
z>P}(c34faq#b1n<CTvvUzt*fVsg-RhcLSf6ip1(uRu@a`c29p~9lqc{gYBv#n;O{d
zwz?}{TW#GR7&%w)Maaz0^VcSx^0eJ}HfHKin=h+a{v5U`jx@Wtb=`@kFV9w=DX{&U
z9q7jH_qDU=i14pxo6>7cI#1o($aUEA(Vpp{^P7yaFTH=FAW;7|^wF*(d$wQN)@Ac2
z_<Q8jSxcJdWuMMl5<KhOR?W)9TYC;Y>{OTA)Aj3)N-j%{nCkDBN)r=jHB6kRIrrD)
z#-Pf#af{sN>bkFw+St|Upe(ml@BQ<T3)60MA6UzwCo8SAvT%a`rJmwQi)9w8jrVWe
z_oDdM^<|miXHuALuAjen;*=Zb%edyH_jdiQ3h(VYw4CjdZH}GN<=!V3zp+hTQM3AU
z>H4J0>yJyCe%v;9l?(%KwP@S&?F`$O@2&BzvG#vx_iCD9WU1Z8ZC4n$r=82*wP|<Q
z(VFecUlrLIRj_w`-D~x+gS~ujMQMij*1i|_vakG#I`-B=er@@;a?Rtm+0S=#Z)Yv4
z4qp^`zvSe4Tel@~PrdmTOW*mHvg1Y8r@K5~U&ob-zIzyTvN*PI-gTRshioHnnw~2R
zoRq@0^U1`{b$u7al$CZ*d7oO`d+Xe>m}^-fJ>j!nRYe~Dvv2R}`#cI=&)4T%Y4*Rl
z_nl8}Y4JmUffv!u4{fs_?-%}2-~Q9m@{jgc<M2z&Z9l8S&sqIvXbV~W(D+B#7p-%1
zCgskF*k$wadu~Zxz$+`qE}ysW&lX3U30Xeccm1PyYe)D``}13C4zGF1%PhySe)r*|
z#TH9$ewO=cS^e(rnm*GMiM1Xn$F%1cZ<yserzdUqT<du~g<L1zE9`nwd}*(-{~n!?
zyt5T9#b3U!_rDNd(>?3s#*npaZ^|yOJ#%&Dmt(zVUe|YL_I~#~@4w#k^S22O_EW3Z
zO*i^@dBytnBaz1M4A%M0DY31(_~Xy&txcf^o_twv-d6g0-qx$Pe2TxWQ`xQb%FF7`
z+rG<vSKU04Q*DZ0do2;rTr$bwbyRjrQBi#I<egiOd59jlx11$;ZPlI)?^vXs>8%a<
z;O=!x|2?Z%h3wbu>NepMv!-PgAFb725xMMAf%T(3>0w(`zP^r|%QdfR&ecVCq_Uo$
zyFQI^=IZWUms7$Hh`!xkAeti>^JmopA&2z~mj^D{HQ(UF<lS4=RFq81n;W({iiz>j
z-lCG=IqO^tzYFjl`E@-e+dP-^TT%Dsa*OoNpWjyH3anfE=ybBE??RameA;XM6Ur=u
zc32$EJgCgrwe5qZ{iW4=6w23HPIlu}&6ZxR^`Q7i$fLOInL%M&78e!HUz_mqRn{t7
z!ArNFu1*Yo_AA^r>qk!V=XI_Aw%M}^qvmeN{i>_f^ISe^TZn*>Jy%LXec6_R9beW(
zOL=*3?6|nDaLcuni@eLbUfy&MjC|MKlQb*mRA8+5qe7wMJ)dVSNlLN`PrA@l73{mg
zw%zoy)HHYP=IG7SBK+=r$a;0`=9jhon`@T$H7zpOpe(xH^rF`F8;gYdrf9@``E}(@
z`{mE8mRqWnF3gIZ?mf#e*(Q8(rtzD?`8naUj!*9MUv7HihW&d6S=MA*z8z|7-qlt=
zTzx3etycS9&g}-r*YWB<iXQat`7W`3`IeLAS`U7OH^xRizn!@3sc+1itNXS#t~|cW
z_-IMt3Y$>t7k-y)S078yJ1cLLJ?$0qoZ?ISim&PVJwCo)^y|LOSp_$vejbl$SuAJu
zoc-F~IV%0!M$6VLsfc;O=Du)UnR8S2l06ER=bvcLnDS)SFRyBOb<N6|#=^IkdguI@
zAoJzxiaAWaW=3wFqSt0^Y}c6`^`d%TXT=TYS-;G^=h$SQkNU~%K4Z1MP13&J3-2x{
z{hEJm&#Q^Po39)`c=TPr+ny)#S)XF#1Uw(@E!^-jMr=7-$i!Pa^(Nkq;|r)#elF|D
zwNw4R>CqEqv%d01-P~y*`gHTMYc|(Y?ZWz*S|6*;y0I$y%L-2Q9m|F1|J&+tSZ?d3
zX~%Q#eskHs)aF;x>eX^vElhn)G?u+{{1bZN#>TK?RnImu{kgg~ZE?M_iC5OaQ}6mc
zFZbCk+x3ifO1O679KL$3Hy5Kb)UWM1`Kn4}&6k~xCJD?(i^Q|c=3TuPv+`Jh_2(GV
zOR`VWHg;b*wADg=vE>$-Nwry##s`@DcC2ivc%ivmM|+=9na#CX)7G4v*dLdzR(8^+
z^vl{xM}}uRZ_eLVo4t<ftxTxal0!E0wyqai`Jdr+xUERT{-_tqIicsQrGr;I$vebn
zV3o9mrBZZm-c6<Lft!DDJx`kK`7U{j0$<xoBZ1;ri=eBn51(8-w<vAulg=$SyFOS6
zpUd7{B$3|rP}$Y5eb&9cA~)k}J70zP=2V$zR)1G3IbE`P!tH5^|0-4sI#1%Wy6(=U
zkzg3->$Pp?H;Jq)FEh7e^V5Yi4o!}J<HXo?CQ>kL!K~K|*C(2nonO^z;aZ~SZN%X3
z^>p3($I=_F_ExUYYCgZVa_zgtb8q`uU3b;e@?Lv>?(yU)vWu>s+w?pn_6XY=#<Fua
zd5>i`Onc>2Jo#+y%Qt8Heww~M&Y#jRW%~Ncq-wct!9&f#Tb8rWTF>?GO-g8_`@P36
z=WXp-uzur<U6TS`H=88L6dtqN+H7;M@zJ8G_jRnovW?}mu1eo{Fi&%9_NFPPI4xeE
zO%q_R+HdBkt=oA1VO)>mBKOw7rP@9E$D{hpk2G8@XGxnWk^5L~>!zk~q50;?-=cl4
z9J#2$d-7=f4xPj6y*~8w-8Tu+GJI@P-&*}7Z<9viy^Y<wvYt=$D%$K{lIG6mul#AX
znkf7Hsx7Aq11I@eEc$loyLpi3>y_v49N|2k9P{+)tUVS-ORrCy!1zvUpUcE1hnHtv
zZf)y%)3dN*zR9by;^@;m_}HDaFaEK#pVvM4<<Z=%Uq!yc2`SgP7oE5^y~W^o){KzM
z=qZnn1!W#vm3RGnf5tq6E~|9WGv`{qJpQ`w#G{OmzT(KUImIWI&A#rOasF;t_=RV0
z&P+6Xec`ib^@@oTcdLX)ehZE0JRXpJYW<`7Eq3=@gQ8dxwJp^qF3ql<*?7F_t953x
z8;APRiV%mz%;!blRCzC%@bRmuX35Socdojwd#<~Bj_2jQ#X1i!i(bzTm~U+Hcx|yZ
z|Jli3kEW_-FW$E9+IHuzJssNhy+z@RzsK-RePRCc<hONVA9&YZ;6JtJrOM0?J9cH6
zs-`BNO?h}e*sJ&a&qp(hZcO<4>x!4d_x0v)=WCz)yVz&LohzyS3s(xS^R>=AYx%n9
z&QXR3byM~2ey&XRpKhwH#~xQ0vyOL>iJ{ur5W|mAs-89%k{_)TnRO+g^=Vmvpnz*s
z+@6qCd!EeCnke#Y*Oc7kwJM!WH9OQ+i9DD1wpO&?R+FdZ%YTNiSN+7JXL+4d@tB(8
z#`$vA6ounno4Vh|Xia+NuKdDV#O3k2>`+15tVOB*e%cPn>+FABeGyqSW#RI`bs<c)
z6=#blPw;%SeM#``r72!}=A`XdHkqr>W}Bv)UH-9cQ~N4J=XH2X?GvAKsVmH2Y4zUI
zeE!ZyUEGYSE<~%%c>8H<PPz7GJNIJ+u2z?PJlLwQm3-ov^YLDH*w4>j7OECSZF}=Z
zrOtM>R9tpoC-eHatG*K^_*q{oN_+czsfBb-bI<jZ<%S=xTvu(}wTnYlC3(H*S<}*m
zN6$<-wOzSFd;ad2o@;B4FD=hnvi(0p^jcrrO+VA0zP`6=>aWEY7K?|i>RUd^o9)iW
z%X=d>PdN5?*0o(RleFgrIQPd~-^!jc%WjiNvYYk&Csj-LzC7^tUx|OoIe&H06Rvs;
zYj^ZLybxxZvZhkv)ThFGCno2)+edLtu)6xx$@1}1M}6nlF&na8{CshIo_Ek>4<p;x
zcAlG$XL+VD_UCEyK7I0d{_EIXC3d@7HGZ3xT)Y(R#mt`^%iZ9<|7DEt?jpn3CeIl^
zzpYCbtJpfb*KL>Nr*(H`HM%jJE?+%4Po*%#h*5M_@6D&aajDbJKlQme=i`5d>&x|?
znJ$+}V91&iWSncMnmlio(c+~^C)Kn!?&uNCkGU>s^<dWXDS4+?`kgL`XiM^tc;EHw
zyvG)^d(u6Oryq-cDw`?oU7NS#$&P3HzHi*9%euxvKs4O`+@6|RKd%DMcZXT_*ZsQ5
zb4f>e^Q9+Kz8;T{(|*>Q_5IxL2|Y!X>sQ*uT5P`9HSJ(x1H0(QnC+~~lKe%FHu+Vw
zt6%taYQwh*xA!0IXC``>?5Qgawy9gTn6<x7`}N(QfuF_tmfqX(cxl%0+kM)sDYxzx
zMj4*-v#t&~_T4DBDeuh<t+H#yM~wTduWqg5SgJiid!N>eyPlpIK~45E<gTU#NY({T
z4%T2uTIuDH<!gGSLsRXm@~4wgr?t1tUz@e2IrHl({wCjq@20uYMRVGj<+iq3{HzpR
zs@+hV)iYE3(iU%Ljnl;f>$8O0{%Vz-Sn9&k9QnF<nqRo-LTit8)69Ol7M<Xa`Lg!F
zef@`Fmor{1meka}xm)Cht!vq?(98MKoytGMCwEF0d{x`4@3?*H(tyAX{!2?PG(WrY
zZK267`Jfj{;vp8#yT0#carOFmpYP@Cjb+c5SACOsn{q%>^u60lUBTBE!^1ajy3CVM
zH?``HkmafmQEy*g+UCx@H28j4S;nsj2M!T2yDfKwXSM6j%L??=d)n$$b!C}r;Dxjm
zCjIkftT?q%xof9&4sTA}=LY$x4o;Q4<)Vp6aYk8n&0S`9@5GiEpIyPezG|Dzjwyvf
zldRHbm4v0<*_eNB($(Ecb9YTXy3403tWA*BCdaYs{LH?0JJ&{g9a&lwHnFNPBxSPQ
z73+qbYfh@fE?3)Bv~!b-kcTD1<%caBPOjn#*_RzEU&ipLHFf<1=dGt%oqD*|e-=|(
zUwCiI1go&wlX{+6Fz{{RSX#G#ZKg^>%@M9*?;A-AS8qRaeBZHXx0}b8I%`eXGf(Tt
zB-yJ|4JRHvmd&2M>G6xiJ108$q$khHojY^lck6_*)t*U9n+@f?cIq^Sa~K9J&W*p5
z^|V%S$ud=I*PPqAl4?6=SKQc^ov|~HwZwJx-8pBoBB#vx<Qm?0w>-}_(<3Kk-c^^o
z7H@lkCWc*@^sBVXhB>a#=E$UiqU^kP&dQVLX>Ae9I$m5NdhYV%J1_jSRJ98ZzvsFZ
zR__zKkZJOz^_4Yz+M&`CTi&G}TXQz*q{NAn&(`W>H7$2JZ@S2Pr;$@*>+z-Oo26!D
zIy{h(Qu3c-zSd{$#qMlD9mSodMk~3)1B=gTPSRzKdvorf%CE~aTasm8g|MqFNV%{0
ztmFPp|0}2GcFSqc-!nO%d2N~AMz@wZ;oOx<)-qhGuS|-Cl~3FRHFA_ydom3t?mW2e
zWB;kbxa>84r}`LIH)k*OzE@`R{m8Bp3X94lj$hhWaYZOHS?}<Q^-(*v@$U<N-P85(
zYiRstLs>&#U-O;U7Uv4v747ac-z*rHz0%-?72lz~YCjtyZF?(2FS2YrFE{n|<*UkP
zR!gcYPuwAS^0;X4#K}jq&Uvc;d9-4Qd!gye!^tOBizhAYnO7ZZDX=+tTXs+$TkUI`
zZI5FGcb?a6`NZ(TIQ-Fe3z?9Q?u{pwZ#n9DG$ZMPiI(`BdadQZx7u*^dCH!Ri10J2
zT(I<1Xo1w`r;n9ouH8G@zkX?Pd9mi2%iEsbvbu3LXY$(+Nw?yAb5hS$9t}%pTWfOW
zWLfIoRks$tJsZfwR=KkEgiJ!Pwzv4V2TWC09B1}giY`&M{keLzgySr({vZJZ%VkBG
zXYO3}lnu8DusAAab9QRXsfY)mY&y?hMu&Z1IcU<FTIACD`^q{eKFzb5&o-w_miw}<
ztI9C8ll|U|*`3dqhJ5BWJesMsf!XAXab3&u1p%z#29M`_p0&Bb@T}XJ=Upii`m{J1
zZT>TS{p_E-W!AFG{iilZZHozhXIuGLG*`E~I&G8dIe+H8+3woO>#}BVn7b~ccBTWf
zZ5Erym5<k^oZRu{sM9<1kd-1c?g&+d^vsaC%=skYN>SVGD53AhPo_7Y4Zgoya;43t
zvq6;=CQN?61PzZ_ERjCBnrr6USQ)Xb03r8FQxCnBEOdIuF1qo_VVU#>Kg~%V6F+FJ
zoH6y}GO^e*-yWOBXzHF{Yv+DihAZNULYKqU&f_98&hgb|=|yhJa?5G#@|;?d;oig`
zGD%tZsKDGgkGDoeGFYw>@|>`C;Vbv7@ZJ!)sVdjiB?7N)+E;FKWp}@eVrX8|n#0V(
zCti9^aeaB#tLI2zh;!<pjjJYxO3UsFnH|}0`|3oeVHd**tt0YY+z%2$f1Yw%Qocql
zXU=5L7>7@cvkpy*y?Hir%A^}_Lrw`@IlinVW68vqu}gb5=_KyHR@*x<d6LEZXum^>
zTZ%MPBR6?g%1!N7kI&k4Y2!&-ZK=#-{wCd*gUTm2u?BoP_+;LfOGm!1=zBcRKPv2M
z=Zg$Ur~c_1Ry{8koP2FjV2}KBzs$O+PVzf`eOq<rINNlUZ=%vXbJ7|kT0=Y6N<8M;
zY4YMRhf&s^%_$!pR3eP{7?#iEyLdLW?O5frwN6X#I=;)0OwN3jwWj5IW;ILUp&2%h
zc1-_$Rr5|Q`<Iv3mIQe&Yo2%Ii_N3%McyZtOPbvDH+l3sXtP|-^Vj|*QDq8sUoIK2
z+B~>Yab9HcMwQ6tx8}ZfWRXhDTG%=9N65p5N2@2#Yc_dt<=Nz&{0mnsNnRS)8ri{E
zeU){sM5@M3Syx$Jp}ps0FT8o)k#9InrcOTUO9jWY7*D>7_x5<*4%r>bnDXG;%h=W_
zx2BwOVB7O+`<q_nQ`5HF9&q02(7Ad3rM=~c%LG~EN`4og{B`|YmCN+9_tR86-(K5m
zbw4EbKZBw2&+w_CdxNYNUEbDyrO-Q-t4Tu6YSymOl{3qZImlgoET*R_uc3Rai2w7t
zZFjtdd8RY>T%WG-dgU9(o7&oPOH&KAC!Blo{Mv5r49O)t5xHO1n{U=T!}sQ&=&ge`
zdl;64i~J0(lD#<f+L|vX#JP`O2zSosdn5I5t>g)o$+vdjPFG}n9~t*+(*2p0GuDf|
zSUhpINr&^^7<-M^!Pg$1`4T3n_rU6^z@4uvzq7rnSkaSg`D{{o-qUp<%5&1@ZC4Fv
zTIH<~(-T&3SGmAI%W~_5t<r1H?Ys8CxF|ctxAAq%8pq_os8u&5nLn(ZoTi!eF4JUo
zyWiERsvGmFLSIbXp}y2xrO{pag;u=wou$>QWwvbGp)6A!*1Kwlgw53>(j6zx#@|}`
z&%}+t`bEaKjk7-K)Mgv5i=5qfEc3e8IX@#Ui{zW984Ug1{5r)wldS$~Wh9?2(lSjd
zj9R#1uXd=!{bI9QG9TSmUkSIiW}J1cTzA%~X+n-Bv#&dJy(<<EDyY8BU3Kc=CadS7
zcVb)&vM0_{IruO1yr${ZS7pxAj`w73Tle5i&#aHxcjdw-Op{o@O3!Rrt-aT$-n2)&
zYqvDju3D(R$m8aU)9#DxiuY~(ZTa?nOv>(ij$6vtJMIrI)UHaoyynX^9tpLFadU)T
zRfZ;K{$A1Sb$Q$J8IR{z)&65t7JcE*AlS;#$C_|5ap&f)PS3X&ZVC8VXBBkj@1EDR
zxH^FI+3uG*PHGkBmll6=JXifW#;8{Cy5Icb-f8zG-*+9J#b^2c((cHq{$58X*%kI}
zowwpu$fLsZ`7wWwxE9Brc@dBj&buO3fkn7S>c#SMm1)a*HJ0CarkA`f?s?M6zglna
z{!VY4^;m6QCg<5&Ho2BB``Vkk*7F9Hr)tmaJi)f}q)~Rp?Ni5>hEHPJxjxTk#m}9e
zy%)BfD$v?_Hgm_%Y}3Yd9XB3lE_1lU>=S&<a`{%1w5_`oe>LU^9<?q!Yclby^StWI
zlF2exW<FZL<9JN7sMvuo&2Fp2x#C%wmKH~Sdx97pb3O;JRJoFnw$^QjtVX8L$?rT#
zizU@%U+qq}&HB1&(qYqi9g7!k^5OZ{ws*P9rq;)w4V&0pD^=H|oUmA*d#NK(iox=L
z#X7A|HOpg7CfNob-gfT0yA1#Hc#oGwo4gh;&(l7=M|1gvXHEv<mg}=G1)1$&=$|3;
zY+u&yt~=jes9istdglvg-jhDo^DKQ+dHBwX`3Ge^`N(NDCxL6p5q2)az8T-vi*C7X
zJLA5;a^9h<QBG%k%fuS%E-)>4{B>PkB$H0H)tr*Gt2HH4*neL0J1MpM#QmLnw6$^{
z@cBlXFY}zB`HHph^5#9u8NNQ+m1}m+_m#ibNy``+k)WM-k4}^B&3CU6EwI%#mWW{t
zEfXj@aBcde8>gq~+-=ys@7>RJJ#KHT!b~>{H@UH|E$s*uwtO2K8255=n&hn|zpkYi
zs!X1AxND<gviWk;QlAXFB*t~w*)K9LuUq;x<1z#P(&DPAhZm>YPtBgay7=DCUbl!D
zeOX!eZkY%~y_#`is~hj<{|vop{%en^SlDW7y*+fStSVfcC&|-8eb(paL5n7JrKe;b
zJ-WU4g5P@M1&kGML$5{8H(+BIt-E$lq}TKLQlo!4RzH*1i!QnC8Rv5Bw!+TNr2)pr
zmljVK>y%@&TsQB6$4#9ouH&;ZT8>z-@co;5K8Wk&t?O2q=gt>#mvPN7-L$YVl({+P
zbBxO-CU&-668Rxh!vf!aS#xcdS#*A(`{@Zc4z3KkBD~Z8@~qW$4J%UA=U-bL&Aq2)
z=4#KCCRhJ*?7jLfYs;zL&&;#7sfSA_%SZ7zdHkzsj=U6og5zfM>nMvIuXnw1y)5-=
z;bHz`TNceMzRtYWlXcUn1#*1$R&(F7r0^7aI!CY7vtGNa(eryx$!cHD2@DVFLf7ZY
z_{}aptGwFn#@Uipp4#t=x$nMRr5Sy*Qen!=mr;5*ojBIK)Qjaf{!?@%x4YK!{D&{2
z+^4?SA~O5prXGEz{cO9fD{YRPRFQhF(!0O4NbBsDr9~298>Vaa?0wsJO|9^=cFOk?
zXVYWuz3+3?+}h5<mAYl^#O9;^)oc%+X*}u6UiQ87%%x`*X1gjalzD7_U0d7x?E0rC
z@e9|yo?W7K!#bi!i`#nY4px;%p^sm`kGWVBbm!Hk!cSJKPb$vHNo=YzSjYG5TE*<s
zDvwu~Uf!c8tnxf_Y2}n7yLXkDJkPW(sXf^@JF7447Wa(#w&54Ty;f{0H7(3joXGHa
zY4Lk)l{<pX*A}i=on4Yyc5~V3=B6cGJH;o}J(Tx)rndJ}o9CLVS3cbgeI5DR!?k~s
zuUxm$Q@3z-`MGIk;d4GmOuN<nX^ock?3EIURkhmbK{neBzvVr5xp=ssrH$+Hy_tC_
zJ}VDC-&$yR_q=eEYrg7<Bni2FQ|D;K#kQZgHkbEj%3Su-_m_+O&`VKx-u&ftkQ>X!
zD;(?A_oVHfZhCFaX>X&8JHj59No~zt7ty=+_R<hDLl1K%XMV?k?!3Cc)^<s<Gp`9b
zJr}ti@mwNta!Brz66t7_ur8g{zI%VG!%km$K54TCcSP_6f4Qlf^Q{CJSA1Jx@vp?j
z(uRS5tI3nO7x`mPe_Aw0;QrK5xo9St`R7Gmw8S6rSb2-X|6`r$vh^FKbkEGxoglOF
z(X8#(7ROw3xJzyFPOLJz#o#HcQGP*hmWK68>4x`_@2ykbMqM>*uu59=No3BmWoLvp
zc09emHq|CaqD}O|=}(gk4By6lJuP?q<I;-NA}KLZY^;qEva3&*R)^g>8o~8$o!*TU
zrtG#W>3U1#qdL8;ZY-JCetMpQZ{O_+<?FewuE|XgD%dId<$6c1&C&eXYinMv$h@R8
zljXWe%Db|Rt8*eBeGik1ep(fJnq!8+sgJL+cbTPj+|l;qRer`U6CRTGb|n|@ZO3U*
zF~#fs5A9xS?&5K$W{2h3%$H`&Jw2uCBereoXnj1ftJALI<&*x<jp^Q-OSI36zBY4m
z*kSuIX6l;i!q~gZxVn_ShFPv!dSTB6ZB5zi#;dt0jNAII-aV<(u}9CfSp53IkZJ7q
zcJ*8NN6U%U=4*WlX?`EmJ^94>s;}0+Z%1BfllXOg<~_aZ3VhZ{yEE5{wOyFx?Y_~y
zQulqJ+2#KX*H<0wRQ@xoXM^3<D~lJ(T@N~}HLJsk!~R^u<7MtKmrrx;3#wh6cO*&i
zrT?eN7R$vX4w$t5e0?<K!ECF_#Yw{AOI@GxeNC}A>lP#A@NA`{vbgHq&aLiQor_m)
zVmE31`|77(xw7Fyc9}4lZ4V|N(_WH1-)qH#<fU91HLq^ZnSA@J#G31y*e~xb(_7t?
zwe4VE=FNql&96Nd%VDbuHQ&T+Q@ZZu^sY4@o2*hUOio!Bc8+%~uS;&UtoDvcss|6O
zx$ZdY?9uq-lDAhL&$`dPG{VC}x%uGQYa!|%mbJ$GXNcM=yT!QZ;_oxdR=y3M@iA-)
z^UsjkRUbnxDTbsOYkpsOLEhhMU-IkYUUQWmzjmECd-l!<zN)ZE>9Y#_7BkI1px$*X
zz-{81%c=|$uW$UeGGtCsb*R%<Vejj+o|c@uaee0kkLR<p?HSTG@hrc#_%pA4N@;bq
zdvWy{l{v+IJC?nd{qb#$q5jXa7N?4D&EM#jExdSRncMU2QA?EzFD)>-;`gNMlF8L?
zmT_u9)jf%mvUW<I^>cXbbIkgBOhV7nfZp(VQ}youXNa|}Tv=eTvgGP<sTHd?H@jV&
zJTcsCg1=WDzuMx-!JeUE#!-qVkA|mOuB~0XH@M{aTK)8u=U!JDn|408yE@rq&GP=G
zxfYV9leP5ty=s<dwcBbN<~&=(Fzrva>tgohewnYuq#NgHN4OVrp4=AnsWXqQFuZ2s
z<ayd|79Fx$C!G5nR!zyXc#}Be<57o@1~>btyN3P2v(8N5xvH_6d9rU-;HOX0_xd#o
z!x$_iU%w377i6(CJ7&4r+bd@TnBUaCw3+zp+Dwr~e^cJs>I<hNKi|GAYx6okhUZ&z
z&1I5SSoQq+>~-?K!?(@vLYSW^_f0M2IPqxFEnAKI=e>>v-nnF&Hp@h^&Fbsf;7W^C
zZ~h4OgqGQSj1gM8+SViNd!VxUrxhH}*J+uZJn+_6r!aDtda6xOf0#|<SttLWUzTtF
z&!DyLxK3eLf6{NcDTc3(@Ud~8uR2#ye0|og$7&1J`{rC*HTjKvOz(H&uHt!>qM--Z
z1{v9|n!V!L^v&gZrdN6_-POC!6nMUjp1d}|@X7TU!B(#cnX6~$HP2ddI{Mw5FJD)=
z*(b(cxoy)m?|d+4;|dPTm(jX{=e<@1{0c9+@iA-3WQ~%eP7&#%m5W6~C-huhol&`V
z(?koKi}QZ2JSDg9YRr1IZK}V7-Ys99wkqZKmBkAmZOXbXl=pPcysx3>)n{eeedRWk
zeYNOz(zGL~yXv*pdL6fXw#HR1J9%pC8=cHa+Et?8R$NlB4x6OOQW$)u?}pno^EDUp
z<o%|;wsJ`>IM3WX>vOim$<)V}_SSp#6uy2Pm!?$a^JT^Ali8bX%YB1)R3)#iO3`9T
zo_F8t^IIDk-6|J{9GP$Hr>?r4emC*WgO1LlPJe{MZj}Dj>gM_WK0@`*wd~kV<q2QT
zX1m-pZCO<=Q(JZI4EKG}Mef$_?i><N%GOOYZjn5f&BbC<814P5Fkrh-ZoK0gH-7up
z;I!wqt1_h}pKX>rmerZ}c5?IQ!lPNPmo3jGE2nSGJ9?<6zBR5zJ7!agN?6F*>ys?r
zM!CocM_d*#e(k*B$wlvi=aYk0J^599YlYa)A1|XW^89C*|1>l`+3e~U*BOr!d&0VU
zbnPV0@mXCx)Why|e6`xy&0>D-%)g#(O39z{`A68*0}>X>UC&k3+1I+hFJ7cO#a!%3
z`lr>57I9T+GbO&QZuB#}w<$f<<f7yOnLh1VyC?84zmJufqxqlV>vi?2{|r-8uP3iv
zD|s;fgx9><?4zYKtG_(BzAnpXj-27!IN8;ndp52+6}V@TUA=IS*Yn9)yw~>pdbqDR
z_TGX5>FbwvaPoPl@2%~XSjtl4rg-v7YV4uK?=MYZ^k6rA;dae3W=}WQy{`#U%V$ll
zJRa3)*Vc7SkE^WebEtE3P)b-@*O3Fghqk{}J7yen?cv0zY0o7@mP~e7y2`fNYffIw
zyqoKNw(R<O@Z{S#_S^zD4x8(lsdWc`+Gam5v<O$bW&6iWO;hD=|8kSv8|UwhySeP%
zF{Y;bPp%)oX4TD8WSf0)&DTu^%;oDR9|@SZOFp*sXs~DOo7&3kx+OgZOuK(uZ&jWq
zQ+@r^th_bxrmw`T8gDJOUt9CntH^iR`N-|IRq`HD_xRY}zm6>tw_%?3VYl{$12uO(
z&U&Y~SB0<M>hY#`=PCoDH($?v%JOyHt&7*0_Ea5vZn55d%an<+CC?_i^LiD!mu>oZ
zZRLsLSxeR)uw3nVwtUsZ+=z#hHeHkmH(T}d(VqPwm&)0HX5TsEFzdvw&EagT0{4F3
zvEbTt_ajo@+qY{cy4Ey5n$MG7CobPwxAfJn0L6WQ@n%0Jy9DtGq`&+XHpNhQ$)(*J
zPj?<ZwnV=8Q+UKB)i$@E1-7djGv*o}H2prkV~>$^A!kq7`kAG*LJ^Vsyneq?GZJo!
zIraRQm#OAiH_u=5qNQc{4C6L0u;$%*ptg7V_NupE+CSY$d3<f2)}>|VgL$rGsTaS<
z)k?Dde6(uo+{;Q|ZLW8|+}y-|X|LYB)LRDiOKa4W?7sG2D!3GPR{KTO(QOMt)O^ds
zqE@iazqCil($C?%O?Z5^HBa%`LajKr&#mv%YUPvbHfbDuwCjYInfAdgyE_?~ZF#F&
zm%J+scyK*<QpwM-=an04wP)_xZZqpeLRu=zvt^TH4}6R`J-g)0Vr}!4kED8Zw_Kl)
zWiWsC{-w2swMj;Gad$q(8LqyOFuChiuYYCiD_2i1Z|4K~3oR{U!g(ttII=HqbxT#h
zyti`h-7~%u=Opc$Hf6HM&(4rJT6QUK3X1>C{dHa4=5gVH*RiTUWj@beT2O3o|7F}>
zi)BS2>&1>q8XcEixpZ^Dir4Sm*nCU3CQbHbWZoK9@~1e=J=ph_kz28^z~xka9ifUx
z%Q+lZJGxgDtvDa=XRDq4!d-jE4^G}#6}?*fLmQF<_?541eW1*ce!uI{%=>;?*UcZ-
zS^X2OO^x|{YeVRP*TJiM`q#gV`6YeIJhpdPs`9T;H<ihszP}C>d$xMZ;p=;~Wxjdr
z+^*hJs}<^YJSWuSPD<gdn?399Jhyo)TC-FyEXa_-{=C;pl^VYKUst!BFr4#OTPgT;
z@X~LZM`MmoEvO1j3;ue%YOC`6sC5#Lo5RJ^^rB0Y9gO%bzpk5fq2Hu9Ld&mi>w2~a
z2QJTD6E)d4qxxE-!e^26%U!?byX9#8)qWDo<sfT#-s{(D=NWJOmsZ@Ev81*x-un2?
zH(`IScDJzdWli14(wAKndP>gX`+C+lUu-SaOU?^kOFC9-J?m%jk?!6b-`B4-eR@Eh
z`QE;uj~ch4KdxJ&{k>n?Abiogn!_v1Qk0jg?JQTft<7F~<v+u<4;5#NdJe0E-@NoA
z@I!a_z9TAgu5=V%zcu%m);_+f>s}i-c`v+r;|@#W`?&jy?>tVc{v2<4R8RUv_EnSW
z_q#aH7M+b=`Yu;CZL;0UO|xqfgy(cEu4hzee);p7-P8ifaJj2j?(`fhusrS@S98hd
zd$PoioAY>A9dg>1eY}*TX`}MwYkNP3_p{7N+hZIWWB7e-=E=|6@|GQO=N8|UnXYVW
z=$qvD>q_qAIdYms1=?2w_2&G%bR~AN%H`>jkFS4TQC{p7eSK|kxbAjo@kWKd!l-L&
zn3*U42)B{intT6Q@Vp)CBGq~ys$8<o_CI#<{L*qQ3)2IcJq*mEFESka)pn%y{mN8J
ziEZ34>p`AGo3e~x?9q!Slz(04EnqCNSd+A;r%<ThYM18E#`fixRv8|axjeJLc>b}~
zUJstnx>;g0sa^Nt%%Yp`U&h>d5c+#&rNx@G;@9`~W_jND`RmfMr%5si*S_!-MpT|O
zEfQDnx)$|CB=cp-xowh`q8FWt?7g1mGU&#(a9LOXn|kWn<G`xv7yatyuhm|z-gh<q
zv`RYrhlR%qW2UNAiDaA#yKpSSGmka@)@=qx<*kB8Y_&5ZSii|?pIT{Y{BpyN>gX9o
z47OSqCTE;qux8twCxu<>RnMQEpZE31Lru9?EB&U2^j@xRJ(oRo@0IO5+DSWq&tC65
zuQr=UQpM)kmR^zX8=oc>Zk67mpQyJk_T-c6_DYs#%eoUDPqO^7s_6FD6B6s)gaR+>
z_RHTa_MUm~U%Et++OD~F#`E@6U3Kqf{uTCZ-k!d?t(VWdsS=qL<etqE*-`Rnr9WSl
z{^M8?Lj%A2r&jr`65Sv5WbeJ_v0+o9Ep8?q5B$ouNk!uP(vt8wingyOPyHNw<yyzj
zlRNe;(PNb5-<s}ab#2l-ZM(2@b&2m|#kcl}uRZfDX5N+`mnVAn6^ARgOfty2cQkm?
zo4Up=b-_*cR$qOEgV+q#6xC|mZaJz|aXzLx-1w<)uAxHtdMm9nPgY9*ewn-T-N&i<
zg;9YAjM%ihF6DVIkTku&WMXTayV9;H!r>dwm+MY!FU|invFk~v;5K%j&vAWk*6hu0
z+22y+>N9EE@umI|Q`ipmPQ125`mGIj(<}CCyNr!<Y(8l1@=#%)H??_^|Jk{Lg;Omx
z-CoY#6*GS)<F0ErneDb7JY1qYJKy=A={5E<aerpjoO#p|QhRli{!Y0-nQ)$OkrVsu
zrd~a)_P9ywWy52O<$JrPC!gBN?XYt9!qxZW_T4me`?hX%(5Cx>$Cp<8-ZE`_^seHw
zGW)(A32QgCOO-w;cXjomJ<-Rro~-3MDflv=KBseS0mln%Y5%gmNaM?vqI0$+mrh>H
zHg9!FQdW%D;pJ+3etkU<_WGact6e>IY0nRwT(5AY$oPfl<4ZfT+|ItLIhW|WYR>CS
z<;EQ>JHIV=X_mR1l0W15wdFk}&vx9t^5f=F%gM>P?(?$Je*Ft&Jmww~YO(g%V`*bQ
z!--*g*7Rj=d&2skL26$NLxoJ)s;6!Ro~!5l>}MCvO^RX4(v&T~e6{mIU1^rqQMH}Z
z7N_*&J?_t1Wfy#H-KNPW*L-_@ZRe7=y2p+4G_I_B)q8y&e^zaGs^!~DYb)c;{iAM|
zSe*J`To^9sDK}MfdrqHbpHK43n3#PZ&n<cv$7S}s=d$Fs2WgvGo)?N5<}}CJ^3K^}
zV&w5Ube7@2>JX;9=1<Edv!})SY`<gVp4B*~A<KNqqZOXI3AY@+xUJf5Gw;gD6p5qh
zt_sJa)~l@XlwX@EY0K*6yGioKoH>(hUu7FlXStTMeEHchU6r3NE$wR0uG+G=q`W=T
z|I(s_8@3k5ABRq!le8r9+T^&@otCZ<?V0LJ^CF$jRV=!6=49;Gy-NxgsIM;$mB=hi
z{O~pF%BJYNGmJUm`~AK8p47eR&$_xx!F<8_rRkQe{-$Q>7lOMM2PdD?6KKkw6?#|k
zvFP<I1?>sevktZy@3vSU#b?v;CFH5~t4P=HYgbepw|urzspnctt=-hqk*hN*DvmtJ
zS<kGtBE~vbd2i&&<9=7$i=Ht5xNc&ab$q7p?zMbLpB^+7WX}>$*ndytuG@3g9nW^|
z;F|vHSNO_PJ5BB8h88Ya_wVtgwa;0)-sje399*xrS%TTN_VpzlnK#M{)^U3MXHb5&
z>dNF*+sk#&Sy;Tvo>i{cTN1pVC26CW?xpHlZLh-IEMMQ5dAFN)Omg?S$CA9_XzHJd
zeOiK+CuC~1mWw89EZds1)$m+l%$}E%Dj)5Nlo2&O=W$r2uy5<JyX!(`6<XbAkNkP-
zj`Ht4*I(52C!9MaBIIzkCjG-<-^}+<X6KcC(Eg(Ax_O$k=Q8a>E6;DO`KL5{ZLGH0
zqP{nqx~ICm-)$H8V}A9_AfCS$D!#9u92v1&>f3y&d(vy;9!#pR5PiCc!M8N^$`obo
z`{7r9**w$Yo2y!@y#CAz&g1sI(H=9NG-R%qGmJ9ipCS`}X~oeaKfX(w^hk!Zn+g=Q
ztFISbZxWd|b+QuAhwPchu8Vqk7iZlnIxf?coxo7V^(Z+l>|FMWwxkf|Sdk}Zl<uS^
zJGNbn6#8QE`sEAl&~xrNVZn^&<*&_ITDLrS+AO24pN;)>a{_$hT~0jyqt&uFziP%N
zrKNX{?6910CC|?FSIDH4?QvU<*I9iL-TFoJ>X}OmgbXiS-60^iHF~AYwKG~~UtUH!
zX5Cx7Y|1JXH+R#*nA~IRCI<o|((jw5bjLg~VA~~9V%KG|ICYil?ToeFOlO;4#=Ty2
z_jYgBa$BpC^|~7`Dei2HF<0-?zPZPIVNOA``qHwXo-H0Ro0@%9F57ipSjTqt(cUOa
zcb4m-OK!SLY2H5mY27J}iL*uDtiJK}WvttCmr3g`c5P5o-|EhzA>LIyCuGa7&CAR;
z3QW*^9mL6Kxq@lsvnE^C)b&nlROUJ!^;+_1^`x83A6B1g(RjQyD7y27`iu$@<DD{v
zK^!OF`rlwTRd&*1eZDv9w=*BZs<l_@dlgCp=Y6@9y;IkgyNj>r__c+Z4mMXM(=A>{
zR`;)e9rSLSN#MH-|FQ)iiX$dXR_>A7w(-4f^|d#G4$UfDh28n#3p~HL)$UzaHS2oB
z6ge%WH|LLPuRI=g>-8d|?9i3m9_3OqJQh4RoocdDp5e*W49_~x7g=SgyJhu0xr=hI
ztKym`c+~55SlhfcQ<WyRus&PmA)+svby3Ydz^Y_5zfj|O$A~RKcb=+#W@jjzwN6=u
zPrLAfp~W9<qe!z9KHs!?%WiG<GI#MQ|GIkP@ner83KrXOnqGF}4A5R>wcdGN^o@ne
z#)Y>wK9^wI<*9sVe%7P+c?Mqn=N3if<#YT!7Ww<e*R>)A-7&XLoYiA^8Flu1)uWw{
z-d6Kvs^u!P9bCO?-_@y%5BRTb>7K$euW8q!+ip_RJS-%aZP}Bc8yI;jsK7$@Rp2xQ
z#^CJMi;)UxHIwJnZCxWWiDB8I3CFfAXwf+N+V9pk#qEV3j)>XMTII2-I9#oO%~SOB
zoqJ_bo!h2QT;<dE?vq6U8>eZ~{o-Yh3}-zRW1E!_@j-h<q|KJww>nf;=cr%QpE<u&
z+T*zF=9rX^t9G({F}-s4PD{sw&oMmjReJj}E!|#Rb$4Cq_vxW>&jUH_6Z-FXdfc=x
zy?<;MDRZ5>P{>vC@iWsoOYUy9QdpdCeD?h@WreO!zFAM)^G>;|FRdzDYMlD{MfQQO
z)$5JI&O7+#duhHqmAkxj>8^RUtCEX9o;+Jw(<L!S{@h;kkg0J_jE_Z+neJ+yAN5Nr
z%gpQe<gmqg;pI7x|D8B<^H|0%*EYq=%d>9noT}V2|35=)<<m3gmE~tkuKThjES*2(
z-Cv&Boj2z^_>g&l$3QpuXrAZEwV@5krfZ_yZ9TO+*3`b*vt)kOwl}K`k7X@ZHe@ar
zt?f(A?sH}N+<b3~aYNRmmbksEjjG=+csxt?^yZzax1W5<o;zWo`cli~nSNQ~0miee
zvaGi%wR9O3Mz%covijW*N%pRVTQ*Bg&1+P-DX3E%CHAqQ=&IC$M{D{WXRXakPs^@+
zA<ndzCr0Lqq3ez(*Cq%yX?ot+ar?}|U8}aZ_CJo&>7Lb}SKNGQRyn)+MkXgV{-`}F
zq32CwXYgswR_Q&bvFpm2lJAl#jF(paIc~YKDOYWA@%e`Vi_D8WZVJqgs=mu)plvPR
zYpbYmx$tt~va_rczAv5hfT1?4dy<8y)Jk=g&rZHvXE(k#7Myq0^}f>b!pUD&9rQH0
z+MM{Y?Zk1fTaNP>{xiG|ioU(Axa;zbjej%ux&)<8bT@f%#a#A9T3SvpH;X#kQf-lW
z(@aC1`l>@E@A_5#(YAd$v7P1FqCQQ@O-C;KZt`|%41C&Y`7&tg@oNiX-W^{WSf0I7
zOQyJMPg;W2$F60LOFO+~f-cNGo_nucs`$Z*0E^W<-BOQB(<>K7{GOGhe9O^7)adqu
zve(|vo_rCNnELsx1HTrdrN~v5c~f%r9M9^shWhb(Wjm;5Ha%uqx%b4H<7sz8D{Wl^
zq_YidUwRv!v$|H}^?UQJ?V?kI7p%PYIBdt2jtTr#w>-MOuG(;F%g^UY?pX`Gp5BZU
z|Ie^Ca(&V2d395JZ4atk(Td!lRl39IHCvgwY2=0e538TB#$~HMWtnr8>vm77%*V67
zxqQzgMR_9A&S@{`$YpAj;_X;;z_eHK#7WblN2RiVwPlywt6d@25@f06@IG=i_ePek
zeU9feTW4D=aN${?$FRce_tm#^KEDi=x8CTnmLqcS&Sfpn)@v=4)mqcvl;N~tr-ahd
zF2gyqR!T}fTf3)0|LZcAVvFaZJ?Cz(I%#>nswA-Y3g^Zk<11I6s&ZJq3}cBuH7kUP
zm7(+Lu1N`uc?@fwzYaFwKI-I|q#-F)7#<kHRQqZJW9C|Qiv_c@yj5ndvi!5^(!zsk
zi<KEJnLe!&m=)aBGx^#C;j>0jNt66EXD**N<$&c`Cb`w;v`#&?DO<t$E94@RukV2!
zi`Pn6?|2zL&4Ax-s`T6QqTFE_*Jc^JNk$o&eS5Z--S^tNi4ENI5A8Xp>Bd$VJ8gF9
z?*mNzYxxYbgY<L#v$sqSn8O~h%J9qjpv%1*9n@MZ<+eVVX4Q4PAwn>2_LBXxnE6^h
z#;Jy`-gMzh(!0q!-_8ojI#TJqL8fN$(yG#R-79<^8@cz#eSNwsZE0?H<H0=RSnG;y
z8I0PkEZ6%@-fy<`Dy)rsS2oMap}DwCY1u4~#R-g({~2tvPnoP2;qGKGN||^-^nPXW
zxgrPVTRXHqtFQ69;l=N=raVkMdqcVGzpeZ9ru2kM=Zh37$XsjMwei8{m~;LcS1sFG
zW^Ivo+%cM4)7H1J?1^&e*%CoB|Fv9CBksGNd>y9RllwX}V1ukyoqyD2zhmZCB_`?H
zTveOU+<0xfN~*HNnui&Yjc;S#W-q+5#*=5}>wCL6VwkUO>S3+Yjr3!U+LdPX#WZ!d
zEPK@2NeAS%cI(W@+RJ?6^xJ^BPtNM9Og2|aVVd)9-&W^xi52mRe%a-kDk*bs7MvDM
z_jo#cxhO+d_;couE4OX>kh$#ERo?YRXIu(+Gp8|D{S)n*c{cjs?R#7H_T(J=U@6*J
zSQM^M92~Qg`{25`$Q#csO;5eDo_%Qc+a3QIj4Lc<SI^(oqhay-Z0^FlC(njYHR3A_
zu3qaaI%VP$sjf4x4y5#5eHuQi=FJmP`_}5epR^`7zK)rFbW)uY`}(ySyNwqvx%Rx{
zKSK(Oefj6L896r+lJ@FFhu%IQKQ-Z0&vJ>cf3i3F&aeoM<%^0=p6BZN&B5x+x}`}v
z{vs!pV%yc1KXqC1d#Z%1N#)*u49dz9>rAiPzTURS_vz~Sztu$M`^-9c>aFbezG?2-
zMvdo1XX;N`Jt;ftky-N5MBlvImFEn9Uh6Wya;|7f+(e7DUhg$rDvz5!E^l*sZa=kp
z&aG;hw=ZM9%+kEOW4-N<b+bYheYYo1Dp`HiJ6cX#bxuzu+fuOvzPZ{rZXGh%Ur<~7
zdfL3ZHHU0h@3MH8o^4WOBd)jh&V#!1jh8mATia>LwEL$r^VXv4k}98Lx4gQ$cveZ`
zse<C$4g8|#c0HK&_MLe1<d`)piodRp6UzDU`f@B!llZKzH7Dj=b-uPc>~!$?%~D4~
zlGj@BWnK+)+ScqS`SRL)p95;kUWRb^?p)3#@?`$0B{zyac{c5MwB#sbR%w6N+|VOI
zx3Y^a8aN&e>yy26-FNw_HHVc=Cuc0#>h^Vtk=Whsjd5omzUEvq&(iD(^Uv`4w^tTf
zD1={#lj_%+?OJKkHO=R%=B4nka=WI>i#^^<DS15kbyV4Rxo9TaY}S-~4L5tKE8DkQ
z|J8n)<+(F<zAMM?PSxUTx$CwcSn$~5*=jMi;+GMI`<NatE%{ZV`d#d8%%r{NrdC8d
zXPx9}NeN#NapQ~bh3n?Yl9BAEkCqGhgjzgWylh48#<iK^Gu%I|n|I4J;&@KDVcM}w
z_xP%pOBAD-CS|^wI$>$~(zDhHt8OMorCvQDH}%Z1AMd}eWz_NP+2$`3b}{SrVr}o8
zS1WTKXeIDju6&-areHj$d|mNx7sl(eR+}D~%-~)4XH}}L$=+iNer;a9EwpCibLOw>
z(tfH|uVFi|Y}=}77v8d@{44EdJ#*RXjOPLSsi}I=s<qx-b8qXO*%!3U|8-<mRM->w
zV{7huto`GxyfwV*kz<c;qRP&_ypPXKOv*0hJX`F^lT_3G{L&Uv?K=w6JJ&_O&FbE>
z-So7k`|P;(RFj{kugca|Dt%b2{nA^eEs`;@-+yhfz<o)-@TJkeQ(ETDZ*|||duOV@
z^Jdl%(er^3n;rQs6;G;{dK&ic#rds`x94rW@0`|ZF3x^yo9FrLjC9pgSI-qhAKx&^
zc2&jOrzJXb9-Cge8+}N((@A^!rpkp$4iCPqQD+rfch+*}qFdD^sUBZBLvLBK*&0WO
zRn0w8l(0hi+I-bH#_|Ra%s;R3p6%JdFa3mX@uh{oBeq<9d*`B6(LMFGhpY1oIVGg`
zu9~~~__GZslrLY}^Y2<Z=XD-qU+>dx^KE%ct?u()>|VNW`5OCa5;Z&Q7A>7yzU<-4
z2(eFRb(G7ktFLYHR>|Qr(q8m>mF2DMCn1q$^W3z4+}CQ}{bA*;Y)^v-{;GuSPIbZk
z$EMExlDTkuz2ZUUCc_iUjtaV2`x)OhHP|*WdR^AmLpx;nvfbu=yD|IctciDQ+^1N)
ze;?)XZPT{0$JcgbtXt=JSp9jF(<{@rQ3qGYe>N_>@>aRS?Pd_iudByq>AC$$-}pA>
z=$a;1MgPk?S8d+Y@_A0z#gnSlFH%phTQlq3mCb_t=N$=`HVGH-<9ua(-9xs6-L!OZ
zTSnQ*gUrp>HWdb4`<AwGx?X=s%C?0TJ#t5qcK+PzyW(KG<lE5qVG+`T8?;|kuF_WV
zYp-CquJX$F)b))Q7E8z7;y1r2%3{g1^R0WRVZw8h>C=8PC(8ViI+<%0se3cFsM1F2
z>7<pHmj^GBJ9~3;7;l8n>WM$EEh#TtT=MwZo@aL-_jAwBsS0<_=jplm%C<LET<_QH
z9j<Z57wcY15OCvI!TTiZuKU))={m_=%#YPStrR}PCAo9;^J#bc>eIIGyt((0;Hj^&
z)uEzkmbZ`FYDq^QsrWYaPnKr<{HYtyXI+j~yE%2u+vL?-_D<7b{<5xDZ{{(FgX^U3
z%w)Jzxo(-nU5CRd$;-4av@E%F^~SL!Nxdt+YAXNRxk@PB<4gpP)TVvjj61j{2Hp8~
z{&BR$*`@Dgw)ZD}?fvH`zqfqC&m6`u(L=83f(k2@Uq@YR>uk3ay~uqud*zg$amT%l
z<c}@xy=@)+Vb#5419qE`0~<wGZ7#RmC1j{@wNcUj@T~PR3(RDVgSK2O-jaN4{jx_Y
zFO2w2-d-}W2~AY{d~N>kt6yI_-4%FSd#cF$iovr@vz#ZN&GR_jW3Z+(%<fM0Rnuou
z8O76$Emgv@PDlt8M^93EZof7lHAbc&Q)Rp9g{OKC<2<51@BVR8NBgQ?=z-TUp&y)<
zygiy|TDREui(T>6wdtQZ*_mg3j-F9C;ecGN_T8@?cie8szCOOL=*ZLR>$bNxzBs6@
zUfeS2f~Liju(@mZFVEY%x-i#MLfJOkP1`K&)P<$%j;-?hEtaEn<G^Eu>kDqT98jK6
z9d5{@&fN7P_sYU!wI73SKT``&kIrkBwYnaj#`Ur5dCn7NNx7-lqbJVGuCPA!-9o)?
z*))rnF?B0*B>h~=Tt8S{H(hCYqi*W$l}Eqz&)HfrQN?1t^{l6kT2)oom%QF>RQYUA
z(2L&Zc3WQrU+GJ|n3XxR(eijz`rL*Bd#mT%b1q356lgEbZ9SX3;PcM|N>h9)pY2@x
zY@WJFvE8xax^&;?!u?C_&q`OWOYyqFF7a%w%Dz8!A-Z1Oxp}$bDqVRW=aiof%CtE6
z<+U&Cs!JPnf6lTi`2OD4h`DRolHZrRnP+WFTzhXx>#pWot2fJ3r8T+vn;d&?cO_<>
zr@a%q`W(j4lgh7O2emP)n}*JAj@%Zm+gxj2@Zi_gqz7CLJCAAXR<-7x`0HA*d2pCy
zzs=ROgUn0CcIGYCnkM-x*g1VG&(4#_pN4kYl&uOk-mJf*X*utSqv<^#yDIFyF4xxe
z(#&01V;&#1X`Qwu`*xGZ$1hE4TNZxj>K#7I1rs9|%qe{~x$t<@a#_i&C=;JI46pBP
zo);5*&-wMO&3B%!d>y%DovM<f#@!%J<H-3(gI4B8NyQ#pa{B3BO`AhnqU;QpPtB1!
z_08(icZYqID~&2v@b5LTI2)C&9hS5G-V&aDTiwqtu2d;ot2a|G{6+lTNtwHkN3GsB
zdk^!qsi%UrJ3E;9T9mI!a$pY(;&lJd5H<JPh3QJkmsW3&oAT(eOi1d%U)Q?ARYjM?
z^n0C|SpVzmnwypnLe=8@MNA8(ZZV1|DlqieVIy}nweiVSw;KMZfh7~B?wZslYZxTS
zagKdy`p>z=F9ReGJTDiud2xBsg&mhtX03UW@bTx>WP_8Ik9$Jge7-L|cW}uY&xv!=
zd+JPfpIE^x!)F!j`9x~TJKslJ^g3%RR!&`QUwQE5y(Qu2WnW9W2fL~!mD`l8I@(q#
zb9u)1FRR|%X+9d_GHJ&(3w2ZJc{^6ja{c<+$Krj|jg<7YhO^gtPO6)?Rhap@=$T7t
z7w2}&{1?@2`CMtno2+#oFU|6LvC?yI_i~ny6dw7fAvT9+Icg{bYGm~$22ag8t@7lH
z<f^AdmCM;r*!<Pp`D~@5wdASIdylg|X1Ho8^7(A^{hn_tB-_<(vnowZBUbC4*%mx0
zYuUZ}rI{O6t(l>=wI|?i^;hGYmT#{uGHl|_$o;eOC|hCFl8IV{uaai`kSST^Ci85U
zv&8eR^vTz@1bIAN@$Ovcf|o}_4d%?#-eC6E*ZGOY(Wpt5JM#*kG4V4k%rN2?y|smD
z@ox+5sGaH;PT#!wuHe|6$(N=?&pWhRF{k))SLRlx=~f&5&bDag4axA!-ZAM8<E2eY
zwx4|Ir_1c|q{ZHFZFR-R@PB8|6-F7}{@kE-=dzm@r;$j<*P|InC7<`X`YGQ&rtM^L
zz_k0uo1Vb63GD@sXMK$|`NU=wKJUhg^H;7f&+NRnXV#_g^jQ7gh_A64^3(R385G7<
zFVm2=T<`An;n`NZ$GjiZoL<f=y#D87$V_+BCC6v2`};BG?W>Y2Sw|ff_gP<e&lWiT
zIO4=|<*rw2#T#n(TWz`ZqEK_M?+oR{V}?=I2E1+!Dan`C3VyoG_QlO+G5ftuGd@^_
z?OF2VU+J{RAAVgCOfOVYw)noTOYOk3oi7f`P2DTzXR$~>Q04u`%s$p6KhBqvqt2hd
zaxLeu;l|Y|C!U}Dt6g>D%Y*7`jPbK4R9$<zgRx=RZNs1~ecO0a3cGeaei@n|aeQfP
z?v9s{7Q1KdmU()#=+fj#+G}^p8=m*e?wPrBh1<uiO^QA9{jTQQZVVB)+H~Nbs8F1H
zsI}mk!<paK$^G*4f86zYdHr<B*D<`GYmU#mI!A2RT%oDcj?aIk=aE-=aJ}%A`IFC9
zJzK62Gbep*McraU>D3n(%VjQpw$W7Y?zQ7{vV4rM?I_RLcs%RHSN7A@;W}r`<+9(r
zJbcIfNXY8S-7!vgE~TV|)c4xUzOGoUmUuRAy2^=V+r3;xmK0R3xplob<Ml43C&Ax)
z0>baj3U7?cc)K$1+l8qq%zHDAJV|)A(XAk>G)F&by0FD(*^uI?w%KLeoA`<^?NFV#
z`Pvq-;_YjTPtD3sUS^!WD(clj_g@ENW9Ka^p73Z7gWsu&wb8MT7apta>AE4Rz2!}n
zh@s7<@cuKu%{{M*cGcWneM`rb)xz?R_QSRMVH1p=ZhRT{bZNG_@+9rYA1fk*^Iko_
z{a|C~(b&yzqP6c&HJk7C#anvA4VLR?qWo6ekjN{JTb^2XwkLgC{jq&nYc21)E_`S9
z?2@<h%h{3_N|pACoqLhIw&rVc*_q~9U$nKa$@)h<$_lKO2wC{5y6O%Sn{C#W;4ja1
zcxNvPDUKB}YI3&;&$T?h^SKwN?5Y!HSHlZ0E$F<SSKQS*N3J-Q&+nG;q+2tm2XHdJ
zk8@o8(t5j0_!dK!YqoE+UQ{ewtGdGV_lY0ZBQG3gdwk{b)|%sw<oVZ0bo_j7Df&x$
zMP}-!vajp;ul=!Gzx(OBU7~X>OE;eGSjaWoHRjL7D_f?8JxJQQr02MT#QII9^LZ6?
zKV5Iiit;*g<lDc}uOh2IA1{9P)N4!DQjMFUCMP9wPp)^{wo}^S#Cr2Bu964W{&<pb
zXwR=Nmvi6LhVd<(<U4O=u9=7W!ga5%ZgM!6eKa>uy5QvcfXmNM22Z>!`rJa^*?0BQ
z;#*%X7+HQ<AHAVNCcNY2CbNgX!Z${oD%g6`Iwmym<p#GoJYoHlcC5)Zw+Z|9J~-l}
z?s;3a;_1_#to-_H&*ZSpNo$YWe2jao!Lz*Ub8nap+vBch&o*DUXS3obckEVs3+C%;
z`^v9QIpSyaJN(A3C(PNhi*2r-l2dM2SyQrp;h~VCr#3QKO;`6V?~08%CGqF#`8~(W
zRYJC(3%xyW{@UV2asHy;N)|3kKewIx-d*2==K0TqIN7UC@-5!$ks`TzN~v|i-Yc1T
z?}HUhr>Mq!UF~h=@o(zvZt-Zb8@)SMoPJQN#jL6F`17haKi<z;akMM*cD0mJT-CSL
z8_zk)n-=+7+;Phkdbp|bZP<%#Jy%nv^}KgI_3OLH*PVWq>m>8+Z@mtxUD9V9^Pd04
z){fi3d&JYP-?)+#vwdw5x3%EOwHi-tIe!IzGjq$^HKlK%iqf`4a~R*pR9URtbI360
zaZ28@wF|GA9yor_?%vh8IzL&Yp34=#j=bdO_~2vYF5jj(b0%4-Pjz^<nk}aEx$SG#
zJkFJW&h1z{>BQ~Xp{uP}6q2vc(@rxB?z4}292Oi^=-b!(GUBYs#9f)UqvxGp>?hi8
z`Sob6{lnJ>H(I{2x_-<m_SmI;U%%M5e-${QmwkTC?0)ALpI-HPo%!|Me~w7pUaRn^
zcU(Nb!Y98BkGy$4Z|Y0AwBYropH0`z{Bo)D`K<@6(I3}O`Qy{@&f;}^M7CBWzie^5
zUd7D9-CcXkkIn5jmKXW($<F7hNM-NWbpb0_X1z5H`TM!#*^ZeqP1$c>ycSLVd{pCj
zk$T<^nX66@{$@$4zRQ|9q2B6?2>aWlZLUv?Z|$Bd=QE+w^x5p6GM{7T^%@H4Y96|f
zbICaK{&eS8y<&B21r;yjrcX$+`PlWbS1rKl^YOau>j^bSEPsV}2APN3HS>Q^?zpOu
z7Ixso^AGF!uIfr2e7v;QxKgmx_WaVyv+rh4@VmzwYs&K5`1J9hm1b{mZ~W{s?Y(re
z#Ht^X-;P!-eK)PhPrG4f!(xGYt1roB|J-}M{H*NSZT@;5b&_A_ZkiRuF6ug?>~+^&
zS-HzsCRea+Nt}{W9N{}BWP_pPvv%&ef|JW^r+e*CZMP4~zM818{9zpTvY5B2mXDS8
z&O4WoEcbWynbp$9SC(rmUml`+>-nV}s~g+$pU3{$as2B#zMpQNzpkrT>to3IS*<vD
z<G}+5-^QFh@|;EZY>9c~3FWWr?CK;we_8jcAl!X!(DL2cGmX5@+j}iLKkaqUsqnAw
zL-?$k<BkYzy6~}T)2W^3w6m1h3@k+(cCZvro|j$3x2Im`%2{QPtFtz_hiC14AXhc(
zP40DO)3dh~ZyD6CUh2cZR>k#6%kTP?Z!0cOnNnhQxQB7xl~hK{*O6*@R#(&>%U0K!
zK0ABw`Btx4z3a}_TQaCim`d*WVw*i{Qj!1CknFV$pKR@|4mzHEQNG8krQE80hb+I>
zv01M#?fk6MbK~wj?WAk6e`~c<-KUx7d{zxAO;25W?5JefIjd`b%vM<*U#3;D_?888
z*Ogwki${yiSH8KpIAdMv3KM5pBj1!5r``Ud`_8tmE2`XiJ|@V^_eJp|EjO)e?v`2!
z&#(NOx;AOSJmYH{pVVwTxc0A2k>$D<%X9th=FFaS<%`9XTzS82tvAUQf3w4knEIDT
z9o?75ar|+_r+vwn*Zxsoc|68riM{DbpU2mCKHKs>O;hpv8qT8X>x+F&lb@uUEZy;+
z!TjE=BQnLaR+y(RkJ>F#zqX`k>B{cwD@_9CG==Tr&S0=qUZ1rxUo!FDu85=rqm0SD
z?S58wx7E#)?T(y$>$qKo<m&Q?R@UjJvqf)siU|J*XWMS2YVIGM5xzZAcMjjxD@QF0
ze}n|D$!k2umvwa3G3j|%w^UBvcvd^(da$3EYX3vuoh>s?C|j=Gp&au?CUkZSt8doj
zo5FtH^MeoRPdRpm!S)reuG=@s*ORi>U)6OsEBtZYVufPvk#OzqT{~Z#%v@~Q>u(sd
zn)zszZqv_eC;z?)*RGT)SFGLnX#18<o-AQo&3&%L)7C6mDyh2cd~lM5WCY*T3+vDJ
zX)suvkPi-WGkU;y|MRN$fXVw-J&n};&R3g#yv8-T$wO}I`yw7Shi7}PhxT}s%_|OF
zwmeNL(DQ!Cd7jOYQx6;~KCZOeg8h_{TXvbP1>e=qvPF^(FO1LcE#CX>k6)^*ruS5-
zG@*~?L4`lBxBO`2GL-4dez96fO7NZb@ja30+Y6Z+@9kW5>|>pq>C0*#o6FU5ESFMu
zUHvh?an^~+jOR_4vfq^{TQ3*9*<NSWtvM5y&#9j`HE_OM)3RH)i|1uEGk1Bd&by{2
zo*nC(k-Bop{B6}?N-2ziCpFI7pW7{bG3KV~%HsO-Kl-vABT^>D{Mzp4r*(4j+HfO}
zv##pZv-Q<~$4?E>E6{4%`DhLAozF2ryC=3r8khU4%xfuKx60(_uELn76GFL<tL-xQ
z^Uw6oq)ldv#ZUPwNE~3=d3(pt7uieV{6DX}cHpc+T+6H{Qx|J5-lgrHap&_k*2)#%
zx4D~s;s2xkGJX4J<r(R+*4L-Js*}2+lk#)2%{<q1t&^2f-i$p3&qGqKm##b|$u;NO
z0uTSHg=$~VRjfK`zjIBj_q^<$Yp;%VpKhvLmG|?k!yAtWmnTZhdO9h0(cjrqySseD
zC-;O-<nBMT+G7v@)2O>D<-bL_vQ8{GuD0&h`ZI>NRzAM9ZLPrLr6D;tpLxCaTlPnf
zk=b;SyUo9;eH>wyt6!@#ckNd8a9zuH>0r}!pVae93k>|a7|v#?K6?B<Y@=sht({O|
zOXw|=yy%sWcHCU|;W*otysxZU4mQ^XRaQ?j_B^Tnq%c|Q;Av0JLbYdVGx?QPdi?pD
zb#*uIqut8cvJsjqquyM*{Udb7QTdABp-Vfi%Z9DfDK&fJQN+f$#{2$`J7G6vimJE{
z?@b7JeBny)b|afpBL5jGCO)ZZ^O?i<d}+w${^v1I!d+Du=R7x631FxSuUWQtZr>fJ
znr%B5vspaaZSAJO(|4!q*~0#b|9ndfEhN?(3GbO@S5{sW=W}7koP@%FHtwGx`D)b{
zg~Sx*JlZR9>!_FJ7G*=btq~i7XWgm@byPNOEI7PC_VujAZ;Q1yOqteqc*&eco9>=_
zRCr>wv&BoFKC{fJ)f*YYwTs@kSWYQTzh2KHa_eQTX7Fd3S-;--794$eb6@VlD^KLB
z9`BR<;k(Y{b?VJlF7uDk@*+CATV}KMnali}`t;JTL#0}|;uq&HO0g&no@nv9`pysj
z@M6^`XZ(teJioQ^qQjFb)A@Lo6nNU!O=T9?aX#<o(P|OpjJ5pQ<|{QHXWf1CcG+&x
zCz5sZ<CjJUgc|<}Wu2`5Rdn&hzIv@Mi?efTzFwa6Nz2FW&hIdh9?O^Wqb}`CZ0>qC
z%V&GsvyD&pJIq;|biwAI>5@$X3$EqV6bI*-E=ij1%<1S|oU6yEkhWIvQ}dtIbDZ2b
z|7M3-*2RCmHoHGaXuA2t48wzKc5hQ#&t_rqXvGc{nQM91-QFI|nAui%a@8ds!6>~2
zWvleuv@Cx~ELHiMBDmrX=ekzO5SjX4uV)J-d^Jt*@?7uK<*R&gv2StA_JYTyi6@ow
z9xE-KdCq^YZ>qpFzv{3{*(v3rD;K`FCowHtk<s#Pd|E}e&zx10?}VSV6WQvzGmc&2
zZG1^a-%2i->hL@{+cGh+IkU^B&F$NE?&?(ri?vr9lb@|#b6iri#Liu9cS)7JyJ*UU
zr!)Ewt@O9v&QOqb`0ZO?Mu#=`uI;?Ag=6Z+v+-dEjv5+Nu3UWEH)EpSBdsRSqcK9u
zy*iTBmWDXF%AB?3*sasa#xClV-75Ra^QlV=*RyCHPgA}6$}LH!C&l~<O*PtYxoQo=
z@x3waXOtQJO|8CbPWt|HwN;XLVs_x7TSmu4!%TUO^i3(+_h@goLCp%|>s=QkZl25X
zP?UKmn%z)g6ZTT?neVbF*Iss;d0)Mrr9Kx8^0a(qH>I1iZgH3IZj+#xWu5_dW?k5_
z{f_4gR<9RE48h?GQbKJ$WhHGDS)UYksE4O8^wdVt!X({G>s2IVX06ozqH3}x?a)GY
z+bl^{9si|Kb0^ltTn%DcmnE}i=BjS36Kt1Qi*t<rX6F}gD|9-r<K)p)>1|s~c5Rg5
zy2D@fD%oM>wav;mx+g}2-&)w~wes1n=s<U??jrpx@f8g#Z2o4Sf0v>=$=|e4%#*Xs
zG~&S1lM0V*!gVfB`z@<^G^6VR56|OSR~p3Xs`#T?w3?$%&G6|7l-4&k`>JN098|Gp
z`7}?9w}IZuo0B)Z4tslOGXwwfhoSqUIbZa0r)bM@Jb7%py2vy%@O5Yz!(#QN5w3R*
z?NZ*^nWbWVTJWgXW!W3&*ZMutskIIhoUU?d+Ee$qrP(Lv%;B4QzTwTEu-+r9_|=wd
zyH$BK<?7kln}k$uZRI(~_0@FU1CEo&P0xEQpOts&NPM#9qD(*5km{fX^S$orbxIzO
zI=*9PXm|5Tw&_}%-&vn_p1Aw=<XN9*f4g_{0pqN<s^!z1ti$JKZ<prmtvH)3y{+W(
z=BaBc+B@>LStop1FF)<ZiM}&cPp+@J=cK+fweHv^)9Q>%_p?^~VJ*MhuJ=A@wPoCO
zyP{oN`l}0LmYxi_kvH|__ZJgai`o1N?|l_Ct+@GU^_J^9`X!f_{gMg&(tIZIeAP3K
zpR3Cr6ctrnb8bCnl)YA4X49nIs^JVWA!^0bL|PcE(pF9UT(Zi*GwW`*R{5u_7{U1;
zS2$WXh<NVpWZD+3%sbOBdCuo+8>3`q-OD)fDogg%;-#*)wP%MeJa4q)_oCGsCT`+<
z9nJSQ+jKUwZPpv1?MdsWFg&^9b80WYDYv*z<sXetHzvAHoGEOnE?UK6c~a!Z+Y>7D
zy*7!<zFerjQ)ko1#>TgyqMccDLrRs_xXnB+-^#0&G2clwOsm+3<;k_#ipSWh!lK#O
zo4>BS^{A>;U&s6Ut<`7#Iz0$=ekN3@w9Mm#rQK8>7oT>9$ssbuQ9>shD%X7QT-BW<
z$FxFnwUg`Zqrpl14+AFmJh(b#-s2fhE_at4wG_7bH{~&>?21I$iy>}DdcwM#7SG|z
zdLkSs&M>cX<*qQ{JGaBR7I2kh?^azc8{OdRx5@JN)`XZHH+CLhnlw%4>IQ}Mlj<Lq
zi*|}H_i~#vOEk!a=Zda&5v#Atk}uyyXPsd$o)a*&r*rDblj>_NJj7OsvljXuJmza)
za)s@E6c-cU)X6#f&HNq1mreCN>O1v#QcqvxuPds?Uzgc56j)tJ*yfkHL`+AMfiZXi
z&)ve1kf*Q8OW8j!+`@I_&8xk<VJCC0B(K$1Uh39&t9hfO<GiU#$0{XcE-*5eYR+CD
zTFt0;cR^2Rk;m&GcH1nqq@v8$UXGN|xU81xmFl8yVR>#@UF})S3v*8HU7dHIA>~?)
zLE}l$MdHm}EY2oNXER(CSn$|1@!PW6Z1ck8qYQZtrzfA!+NgVixo_*7uF!g}#`9TR
zFE6;KPu%tOZIt0M@wI8kzwcNpa3o!M7K_D-v*8MT)mKjOtIS$=c9Me#2X|lPD&Ie$
z+3!Agt@3;9!1OmuJb2gIw{lw+I>=mz+I(km!(!90FqP1mmM;TX)kTD^EjlvuY^F<t
z%$2N#uHJi|uQ<xI_2z0xiB$(3%N9z!eH&mi+i}6t7r{Fo%n41kkh$7?@_f{41*I1C
zoidY3n3i=2RTYLhJ-@Vm0hflLvAM;nbrmb-Jh{Z^FgZm<IE;x$PAfIADa$PJsM5sP
z{)Yk6MApxl)hxM?^TtHuqgieRwuT{B5=vIO`DJ#-Z2N4!eyfA*=4*>@2lKINE3G@N
z-Swj6*~F!{*s^D-ZF`gN!#`oM$<ocN7rw3LR&3R~`g&IJjK_!O-Jh_2=EG}Cb*#fv
z`Igoy{PdRkoaz^Dt$1Qv`abuXiIz%^^MhlT&CmS1=<%7E4!^#xXSlrOZCH_n)8C5q
zi}qM%mUBvfoP6Nhuj{NHx3`|Xvg~czo9ephi*MXIw#>v*_HXvC=-CSv3M(XUEv_ng
z!n^6Q^5k2)wY^uTKPWw0VHz`MzOikWpQdV3wM4$;rXv&2Wv}y&GroUsL6@uRlaEo|
zMN0};3-^Uzc-O6SkU`>wcBR02uan#7N^aaf>qT-L<I26;G{0V%aJDh9^JX8b&O%>T
znTq_ZsPD!xt<5qmDLntCW~nnYWW^rPkAEHdE$>+IrCzbaccpYrxdx{NUil|-jn(m2
zSoY~j70YhD;uQb0;<n89)hiaVxfZ`RPH%9{JZ>&;EWecNuE5<l(djBz4m9nxT$SdK
z9d^%n;>0eY+?jFb6F)32oHg|UkG9JeFKe#TlVaxCW-nYa$wj@)HaYO#;;9$7T22&H
zuIk+_lW@g+*-`bCUN2V0*}k4?xUsHn*J5em$$kbO=Y-p<-n(X%Y<l6@rxRA8oQ<hR
zOM=|^qmIs$VD77Y?dQquJ*Q^dnd2(gaynLR-CvM$%&JzK$u+6C>v&qp%82Jrbu3od
zr{BHuF_vXx+c7t-H9JBc?MnJ?l;`^<>4dVY@_&ZwF{Ph(8!*UJRfPv@ZI;VwKE!yg
zHrvuT;@F!<QfHo9d^?+Z$7z9q&GlUC!Upa6*=0$7yiSwCtQB_V*ZNycV~SZJ@3m63
zThu0e$=}|hisz!dXE!Y>d3!c!?l1mIIZxA_0Std$+b&X&`l7k^x+L?xou_9Unv?v}
z>uua~ul|Y8%r`tRUt9R;h^5+IrC(~vpZbsOnB8%%@b%e{xMjX^FCM)UR_OVg-80S3
zW4-5&j<@HuXUr08vi>*qb>Q4Jm7y!&C!c#au}i?->ghcptFAAnJ4E_ei_8lJ_?OnQ
zYHj!Upmi}jdQQygNS)>OUN>jkTnkRy>v8XRZ=m+Xk`)I;E!h`{3NmfI{40&?uG{0~
z*XH^iR0x?})n&Ox&5bSV*Fxo4>%`gCtd<GcekDt1$L``wYc*KDuJU5EZ_PR^S;oNS
zYaO#xyd=I&e|q27J1=hOTt2bJUDV%ayUT>i2J<iLlQuQZ&giVy(>}L0daAYTm6hAB
zwP-KZNDa6*clC>Y{>*IFHMv)=&%7OFQlwcU|1$38vOCJhR<RjaRfjhRtu8FLUE!+N
zo|&1r_j<;;daak2P6o)wNS)n0KQX{?@~`lujRumo+Q+B#d+}*6oGQA`>GQq4a;I*F
zsU@*1?X0da-)V8+Z0W{x3s}C0o_ew_-?TXEhUiI=*-I-q&Wo;R=yBqF`R7$jOWO$x
zNmHS{-!Gig-FEKK#UPIMb(SWRPE<WxdCO2isE9rJtk)-PTc3H|3+IHbVd<TGUW7Y+
z>ZXYPxU98D7U|FE(}><F>2~X6{%$Lwsq1<pmv#yEJn1?)@1J{sxYBIZHJ=!cJhtzR
z+}>q6f%)?1Ro~~$RtWRnDO0vMp;CV0t^O?{Ec#LR#4emDikTc}x_6VD`1ZBYZP&Kn
z^O}0^xT*Zy-No{+L-I;9L%TTsGYH4dzT+@)!!6^pm4A=$>#Vt5#Ccxyy!Ek@w%@H4
z(=T6WJ~^v?#>TAWs%v(JGS9j0D|BXJ<Aw&!NoSQdoT{In^?XuubXL|<y(7EoCi#am
z^d0ZImMzk)Zu#}uO7{|(R5#mI-<+9>&)N!wbs9~%9d+a63}g3CE5EKb%)0E>wQjG0
z-PWxvg<H~9in67?S$sOQdC#KB@8sTWN!xX9JNMM$FK@#h-`>*0^ZDM+Sj#`14vC*k
zOT{Nv7S2>wsMW48ySB|>ie+lHh+g1bj^HidET3(7BliBh;?i?|e6_C*#Tx$p&!G9M
zu<Oe9UZ2Ls<5hj(XRC8cRv*(9U%Y9;&f7iBm;Y!l==M8tTHUl(Pta_efqP-J(mOSu
z@9Sn9ntkm*gYu-{nZ61f^EH;XPt!V{zpQeF+&>jtf4indzeD(n=YL$4CmyvZ=j(;G
zXJ?P>l$7_n+<wO6(6nDt+pZf_DyztUzPCB*VTGi`@(j(`QdLXS4bS#hoVRJbw*F`-
z&*JwFuJLrOxl<i-@vxwBk^G@qMbGX?g}L26vAb}GaLk`2Z6{CtlDf+&z>xB2wvFOq
z?P!x*FH)9FR@$`pa0&0c2MO1`jaR!#-*~p?YLM%6E{`uqOD6dpV&b%9W(j0pI_rk2
z$gK_6S)-p?2A}x0(&hbzKUYuRzSD28dVk!^wVHX?bl74~Rd>xxUGKE!%Y}10X4;&2
zFZcSNXxJ<3vYwRWg4f}Dx}_T;R`TAOB5~k$&$ol?!e!rG-nrcDp1XFgu$yG`v!Hsx
zkh#nI+_);%O$!$^Jn$e?yL0U_=bkqC=Ueq$PiNmc_R4?jyQ17==8Z{Z&o5tF=hQ3C
zFlnnnS9pxRDTDZlqbbd@o2<h0W<@P2Q7_G&;4iy-&NS_)ji;rKt@6ue%2uyw`0?Dr
z)O6|gDQ*uUeqAff^?n#NRpZ$0O>eGyEnll+T)AiQ=NH)pQPC&cZWRBzaz9mL$(s6(
zwR>mpdv3g9m(mucP=#qnOQ%im;$S^nm{h#`-Mp=dsdHr3v$dLw?V6}^Kcp(y;`Q0+
zwr48JP1@&O|K5xd^w86jY<qfspJD8)?aA!Y^RDxLap4ij^0zJSo!?tIck@)qJB+`s
zM`tV6)Exi3c46SQseP8g8?P<iW+7S_`Q!1drFlpAvR-PrFD;8c@htD?9AlYFEtZxt
z*F0xFw&0%_t~__+ysKHqs;153WIR<Dnq`*w{cNbXyJ`9v{{IZuS9@kB<vvkaEzP%e
zvPoti=ZSA?b-Vc47FTSl5ShLA$ac%=&MyPrGH>{kz1*NoX>;nfm~@jjmrUxG+p2iE
z`4)wLJK5ZNv@Gad4F9PO?+)i!iq6@V<ldcS*5%AM^@(^@+D*@MuGQBTa^~JRY5IKg
zu>%vrKd)2g4Yp4B;?63%AkLsLY?=Tc$D>^r8S<{qwDDQ;B;>P7iFQw)Ds%JEY*!{B
ztN#pEM|vLgE!q{Ga*lub!@!bzN4KZ0T+0)o+!G$lQ&aLba@z?G+1E>Z!zI3nz6fe^
zpB=b*#-&peC-3fho>yvJyEGzCZr{|a@li`APQ0wNhdX@Zj%_oh7KPg_+x2Mb*Bg)T
zZWcab812D*<ldg}#@PHw1NW-0C-W8*omLjjoB1||Z?OPRVcX*-?R8w2ZoB!ctrfC3
zmLs=w)ziPLJdMvUtJPvyzTEWEnw~p(ip5853@wlU2yRL5%Svr{zSP({E5cP>Vzpf)
z`{b}>AI3RfS9X=G@;X`+DOz}NwQ@t{GS;7)gBbRNvbg-*{p(7_LEBel7RS{lY+#<n
z_GtG6<I?9{OJe?&ra3oQzCCd?&G7r8Cs}KZocu)trmgf;km{Hf?pmz0F!`*T=TVOv
z$FvsOJnEI4`?z$q+}Zh6&C0oM$EL_IAC2mImvO0V!-t(KByAg3XU-`(YO`|HrH3bL
zyBw;6H=g&}x5D_uqq&>++7(ut1v_M&kbGsJl`wD0ZhyHi>kEs_!fx4Ct}06ZdF}Z0
zIrF_%y*#S@bNZY6GtXPkS{Jqcw8X*Zvlc)7x?)p)@w~ur0jBCFSEmNP{25~H@3pJT
zW68B&b44zB2R^7*_O-C(^$C|;@oiqVUP#%F7a{6vLv6Ee^J&|jui8@J=bg<t+3#L)
zK+3ORPRp-rb(cN2s+xY7!S)r~gl~Ud&790Ga%{r0WiRrcUU)LUYJyK~aU^43)rGT1
z#joUQ=jBxHc`)Z{!}BX8Ygi{gJHCCbUrcecbD6?T{j)A-uWe?T_vNy-l<>}7(ZXK$
zHNLH}Onoj|cxPgy&~q8SuXDPlYf4VOe{F@$`5je!Tb9UWtv(hmo8hT@u59jUC8rxt
zWI~tf_+JQB4dVE=x<SZ7=Glsi>PwIJd^z#`*)r|EBf(7imzJo!ecpd<{j<<T#>|bk
z=6K5TR~h(6P0>`Sx@zgVF!H;CI&<I8RXxS`*6wGRQ?lk-4s+za!{P5(`mUTkthRbO
z_gRyj>g%IqW~lt0*3G*leO7D#e#Zdgd0zz+&t(NWu4{Pmfa^^8!Iwd&_1uahd+tn}
z*S4+4SM>KJ<0lu^27Fz~B>yyAt#k9fr(2W#?XEQ0gdFr=o4Ck7K!M@yF^g4C3cD_H
zPq6<Ra$le2+Qdn(&Xn$STJ&|T?%b-7oR)8^g2GL`PAn4dKQ^`Dte<GZgYsntt9Pl!
zJuS-I^CYBQWtND5tC;h&!y(NFMHaexiA)Z2Vmy|y%f&rt`t&)MekNbqB3hdjDCciF
zd&ai3iq?t~3l}iUYDb@X?|;kiZ1K*0&udL9UKRJ|@#kf=Oxs%*Qyg1)d}&}QZ`7g1
z#&eW@%k0?pZKaE~Z{8H<t#T3X?51wtV)<=fo88gXg$fdn*3M|K)hcP379TY;BupmW
z*fZwZ=8n0`CDsRDe$1f3v?E&Mr`*(+x2on8-<J5kUTewJ^I@&FfiJ3RYSxRs5L}(}
zcx{nY7SsOLvcm5t)*I!W`Sr>uW~IoS#14fJ)_Sf>6RWDPD%njvzuRnzey-=jxJuC*
z(Tc~tp6gy$x2;@v>u%wfwbO3P+?hRj6=<`FcEP^pz0nfSHa{tT9lUg#;iMaj9ygzl
z)0(V!-gec?q~iCUJ@eS>rq0fI(L1**W6t9_^P_Hd2!1v7Vch-eT1%F-oUg_5+T$h{
z9_?gb|2R}NX8qQT2hUeNTaZxsCp$cOQmkLfv2w19TVvN)nDk1Xc>JGXefWd^Ta&&j
z1zvcuAZpjC>aI44bK<6pUNB95>(*;{G`@Jk&U5^tNB!*b^S$2dwX=&JK0jyTyq|LO
zd%eDzMwMu+tFT<@{4qf0l5lhX+C;T;r!sd7#u(lz{BfPL?9Qw=YL<5#EY=x)XV`A>
zXldNDN#VY7fve{4$v*Ve{o$v3Ti?#w`S9P=2eTG8yuCi_>xZn*?x!Ek3Yhuqy6?QN
zEeG<}axbbmCi!S{eaH9p>$@%&Kb|A{MU~68>dI}8M-6Uw9$fihDK}$jS+7Wt_M^#}
ztF779X1J@*3cs>jamI;dMsw<;cI<e2R#}6+Yuc$z8|R$9Jga-->ZO&Y5sxoz^?Px4
zk!zl-|L(@GtD0{uIkB?*f^tz&U9z9wSE=Mn>yGT{)8ZAf`fKKs`&IO{Rql~_Ne}*Q
zeJpl7&Ej?3+9i4(YI}4_guBzXw-#T_suf=Bf8x36+grJ}K2Gj0zO*l6!|s4P$=kiY
z%(ivu`jK_z-Y)snwpEX&{(Jn&*Y2%@ylMG{_+y4A)=yn)+IHY@+HMKcaD{~Hy*f7M
zy+Tv1Z~U5dJB)!Zd&9OXp$$KGT|d2TSI_K__utk#Znz@xSZzb$l&UwWT3IK4>1iKu
zc(#S*$o1)wae24TzmC1T=aj><Dbe}Ctw&>DloT>uwQO7MsKGw#UJrBE`{g%{=Xu^w
zo;&M=#S888TVoYOe=pj*Kk3oN_X^=L<wr|DSzFJ@Uifj|)<rABq^rYE$0=Mmf5z!^
z{35A+^LK0)eK2cVi_Et0>uPhg_MP*T`TBC@vAh1~XRcY=+0T-4HCc_1KkAo##E17h
zWuGsEciwxs$>o0egzQ_v!Jc2!XZw|Ada7-C=bjQV=gaz>OUX{+^P2X!T{8<i_;r2U
z#b*bj9<O;Twx-sND{tA#c^{WXulstw>RYyi^5ed#kEL90&#biy-*C%1fuWx3gSy$g
zHD6ab-Y(wN7|sxO&R}o$oUQ6gyG%|p?VNMF&V9Z{MA|*=x%;=X`k$Vsz4p^NtvMGa
zwRhdp)b%mh`Ppq}lGk>bZ|kSj_%5HoFMGoDd*0@(f;-`-?<sG3_{r*d*Zafg??=t~
zvBqkp@9SLt^J|NYrMELA?K$PWX-z%XFXp3R_QvvSYwni|dP)e!FHK07yzKsba!|{y
zoI70~wo9zOpT$_Yj>jXUbhUTsrM>E&cI`RZ8Pk^gU3XWXH8t<&@2kgb{ybY8-9Ky6
zvNdV1y?)8H<^4Eda&0F=QRO;2>v`;^8F!ehuKYGFUS>Mm?abuQbFSLkJYSo#=jNkD
z{AaTkFYNYu?lS3<wxh@Um@l~p)|MvrT-nmO*@R_>{iQ8JPubXPwP%$x&$(J$xaGO2
zOvk>u;EO^D4$HUv_^0*x>wa0ItPgwc-rG<Tx9ruPoRWF<a$gQA<n7I7KdZiQb>Pm&
zCVS_$EiK=<Y4v?&QA3NPM#>YL{R%v6sy@biikizMq+m4XQ`VVsiM;t<$BO)uoi^tk
z)pRX-mC15tTKmGN*r^Hp{#oDVvIj6MJaH`hd3RZ=<vHz(Cc7uCVJnPtxs>z$<+%XQ
zSGCs{#WyjsUp9R+Ax7KH@@>3QMRhP^Xz>Y|>-%1AzkNmK(H<UO*~qV7w5+CF4_<bq
z!|==5n#+$&A8x#FyZXiNwQJ>yZ(MJEJ;Cr!;p-Ta%RLu1hTK`PHLv~Htt$y0N1jWp
zH{4O!w<m4y<|AguiwiHCJ``_ga<k2TyP@x+`_ri=a~7vB?A2+Rw<py1Z`GqklNCPB
zT6=zN^{JB*J5IhXj<uAT^+HEJr+J>mx;UfCUtvddd!$a~nkFwSF8XfQfAPJ@sy~Of
zKaV?@T(z8GPM`MExkg`BHUB7#TbR14_TuhO|F%BzGs~5`%5`UBc=`nf?Ju@jd#=q4
zDm?FX=+gV`0>+c$W-}=tGk$w(Q>MyR>*VlxFFx$`I-d9V@0(|P`h&MJ2;MjS%C|hd
zC5O*1`|wupoOI>2G5WdZ*(Jp#<IX!D$V;-`VLDMsMlO5j?(K)=pGWxT@xP9nlbS7;
zw#jo@vCQMWatXYbyKZGW_ide)s4(Zrvu)3OuFbcq-n{B^3Pa<pueZ4;ZsA{AQMypW
z{bAh9WoHldeE-j2vEFKn?dy4a)h?wkF@7g;Ja6miIJP@=ZQH-sz5lQ#^FZEW(}RoB
zLv9z``MmpBg8$3+F)eQ=W$(HY!c_78bxh2TvsGK><WvOto;fgC<*Jjt*X>U;Pae%Y
zx;&j_)|=8~k+c=n*E|ky-#)R=;nA+y+2+i9bE0o9ka)H|O!O98#X7DT?YjMOZH%#I
zCl&>;iyG$CYMwowcXh7v2krA!Uu~yzE1f>ww(88kuhTyNXJ{8WHr4Fw(l@s)vwYod
z|7kyIu0HE{rtECVl`+qIzW=)N?c&p8+3TiMhMu=uGUt}(=CDIIyP1yd7U|HCSo6E&
zL19$RL5KegQjb>ZWg6dJC~>*z`&N@hfm=QX?tU=wWys<k$DJFhnM3u`SeW?N7M?Os
z_dasdWbWzy0tSV7ThE?)@MO-j)t;JPSFy$2JbAR_(vo)-7Bjv49)Bv1O>J&XmD{mS
zGg{@@F6qjeO-t&ScBf40Tq>@bd|C9zudvwXchzlvhqCTD@qT_*)1%l2>01k<!xz2`
znKdOU)=%j#pFi8iZBnn(9Dbfnm(E)(6JBeXnJsS|*0Xcww27ZDZAosPVEiMj$$^bQ
zKI&@Q)gK4euHQJRJ51=BjluJ-mn_~BUte0#b#sU4`X_IXv+Z1EcWguW&R_PclGj$8
zTU-_tKjn+*t6y8%dHB~>)P541^7Z+gXPYN)wvO_fy5+{}Eq9~bV|%Kq!V9?#EoCj%
z3vE%eY)*N+x9Z<i`&kQQLSKEeVSRUcTF}Ke<r89ZB-JOs4!iY|!*ZS96N!UL8>c;)
z*z+lC%B<+QA6qAto9D~Mo?pJVz<i1J<F#4mwI}ynS6`8@u;D!O{H&m>#uu9VwWDU4
z>F$_tS3Ba7CYy!m`IkM%S*~4K!zp2NO>mRDs->pqi_&Y?vxFxfuiDId!06YnaBk(?
zV|=x%%l#(n&f2<Ksp#oN-E+rY<+%R{m$kU(xi))t-_13XUY(qE_0}~r&m|Lil;>aC
zp)a7U%y)0<J+}w;Q43e!TJwRq=kZeKt}^qOlec#se<?m+@0!hZ`$y|%vHg+>a+f}C
zc&x}ewARmU8uPrXrvtTZ{j#*YXWDJQ^K(|>?=yn;wkWXA>iSq%@}D7UBR~6f(}zWO
zH-Gj?u`CpdtL;8ga(=1dl;p1MTdFQ|tW}nl*_LMA!#A~AS?Kt@sTWVN@kc#Rk<7Vj
zt@M;Hw0hd3Ji{PkKCLdHE$@wI%}Yttyk#x5!dvQ=%K^zXr(I5-wD-E9V;DBEM|j?v
z%`&Zi+GU!Xww_`;`S`=SWw%a6DxFw4H{xKN-|>*#^AcZcc~?g+=BfT2TD{ltdriB<
zx;l>@zMFYjpc#SBPxUiy`#axS8#LF-Yfkd}yu0Vt=?i6TNKQT6VC!r4`snq^yqg-_
zy&kI6JeT<#d9Ls7j+IY#o^{)%CUtDh;-|%Vj|19LEM=~1`APR}wRSrozgDHt*v!^9
zTscf>sn=Bby{o_I9TYy{{v$j(JMFIFwQlJGQP(QbwUefvyYsIl<ka8(6{k0ys|)*X
z@i@(CQgxl^iI`)~wb?iGa{Uh3u0E%)7@9n9=AYLVtGBMaIP2-ZbF-dadD^tT>Q=LK
zfos|ccUg<o0cJ+oo2MN=bc#>!%^t5O-<P!|RR0ckX}J7x{>PPDZ@5~Xn0?l!I5g_v
z<}Jm6=F9h%#7S-GdL7<o$<F?DW%=H9C0nje4_|oN=4^AMuI9Pyn}2*CUfo(L8_uj!
zcxjJaOq)Wu$-7w_Hb!VoS-H|XeY47EiDz3CEEsyOX{D5(H{HzeLi@(yQ!nF=-C)fw
zv+6FF;dyNPdRd?CDoe@pFJr#WYRlu_TE@i?H+RKa>3Po-V{gvbu8_LHKzrhDd;P6t
zm)AK;94-8w<y^8R(SLgItX7d%YSTKN{@Isx%EfS!)&;-9@N2@y*hOBco+?Pza-O^F
z)W>z!p-WjecI}kiEEskqv52)G*z3)QtwlGdmOUuGwlva1lxLDmf7Xg~wXe6&K5=zR
zuVm_-t#dYtC;RzKzH;qI7E{`~lWWh!th>Iar!!GYyZrFBPP4T+Dhe6}p0=8<JL_w%
z7eD;V5G(1O$H3ggXDR!7(sC`|?J2o$7Hhhe<jOC-Cwjf)E#HY|E3;rrwtX%?CO>Ao
zny<ojGiKJ>hZ2cGcO6TuMFO1iY_*SnecGD;G{jQ6kAG{CWATpP*Sl`YFHJNQIGnir
z&ExkgZoOZ=@c5$5+iEj6YcPBcUo3GpJ#KQ>ccr(<51!n4s_9*pv{?3Uc9bVajPR`u
zB6GgH42#_tw{>$|nZ=?>lT*xvo_c;+BXHmT`LC-hZ}tZUxJv5rCayQ~I97Cj=W4Nv
zwTu!6)z|72JS=CtG_UaftlN3ZzPvxR&bjfepLBc8W#gvmp5VC~*e@-5lquA?abBi#
zN}t`<Dbc#~rq&rxd>g59v&nyE#Cm(DY|)L)(VO*Uv$;}_n>_VTE47&MEJ)(g&jY0<
zMoj*Jkwuy(C7x~XS+m7j^JLV~XLE$F?e66|b6V@+uIn>(f~Gx?+xqsNNW;tkIo=T2
zo2M<eo4%@*fB2V2YjN}WOZ(<sR?wDWK3BQk<bsaZk(PN^-%eY#syptl#!}IhU#=)F
zN}JWhYU{~9*<a?;mY9;Y(&4r)i|n=MEn3R6<b$zq-yPwTt0ykvGYsD8lYjQonpFbs
zOJiMvy_FLEGA)dBpSeEMcn}(1WO>%*oY>}Na|F9&FPQ{7r%jpj<YUC!@@b6jQ4?oI
zZj74t?SkgXHM;6I#m`LbShzh+dd9U&J}Y({IO}%Q<ItB?&y?qFUAAI&sp<ri<*KXx
z?%`mMV-4VVEOTwq)9?>#lU%0H)Y()f>gKK>_vGqUzxw#4UK>^>L@mAdZ{Z^2#BJ$0
z^QLaOog7mg+BP+`U;)>WX->!2M=f8pDPihYiO)R`xF+$g`I#Kz!a93xo-315u}jFF
zcC~FLQ$L=wx|;bsp`D#=k#65quSkh6?`N&ta&66wCA&m~%rngmm+qLZo^^T8O6k7B
zu!W7{ET6Jjrtaz03+qy6p4gRhMnLXsR^${JuH&<x9XB<X3Eq3tbDhc)zOR8gXZm;U
zEk2v0y6dZH!IS{D%rAE==iYMVow(qIfws`IN5&0{CjClN&-yoYJ`Yb(#J5MAiYAx2
zuGT%7{N!58B+&rFE`|O~b-ArF4JY+3Mr&(KT%5BcwCnk`EpK#BP4X`ePikN?z7YD!
z>D#KnS4VDdZJXfDSFzSrL0`0^=aOe*)S8o0jrV_EeYNi5yzL%qO`c2Gu2w$BGAVP?
ziInNg*XAXhmz$fds(t5TMry9H_kl;dEJBt0Wnb}jOHE=8h>Uz<AAf3=XU$RV?Zv*c
z3!lG^{JbflYokg7pSEnXbxNrDvPajBI_+GS_F3|P>9rWmKBL;~Gw*JN+&S`jp0@bb
z-LoA<^OpB96ciQ4rPpdrO-p@p-JM71&bcU`iSuf;*~41J{B^66=7dhF<?Fa<t-ika
zT-_0#-N#Ljzvgqu`Pfj;^`(81MtfZItdH>`_nP{*FMPCX(dEn=Th`q-w$TrtUDMxu
z{o{K5Jx-zR#j#5tSkHLAVx8SLAI$^LZCBq}_Ga<ge!ew(pXc^TJu^FQ+9NPImS^=V
zZN(0jN4tYRTg00u?d)t1_TIpieJZ*q*n7^St)4fYO)l5fS|Mo@obsSVRPJ$C?-P|;
z)*xTWnf-fbJoy;%<k0ukPumL5Wrc3$t2B8xaq-od=blMb&sIxxs&~DLyJl)5{61u9
z#^c~Fy$%DGM1NB|5#~!PPZvcz;A*dy+cIx))|pF@>`Oz7B7b~e5*CxZH@ers((Y=~
zP89>obJ^ip8jmk6FlOM>+U)hF!i4YKkxh2|yt5YGo7%qDu<FSL&r+wBlcHgfZkNw{
zHD#6;&It{bd>wH0X3R<jhB=c1cFlPZdQ6MssHua@)trVU<@&O(A|BkGGb_7i)?Pjb
z6YZ(FW-1X^-L!&xw<?w}t=POdUF78Lg));g{%BiFob&tYw*Gmpp#{9!*#$*8b&p?%
zCt9rHns;@zh)Y9Z7t3~ClRh_Ar(|_Y(=t=8%J;v5my|Lzy0r)UO0E}t`!*y>c+Mnk
z$GOD;GCPl1th{o}Pgk^NRp<N#M>9RjmV2EG-0@u0<9xNyni&$ZFK@@Tdj%{mSUD?T
z$%Sl*iL*=NXUsZ3wO^rRrOLz`zeD^Uv$YpXTHAKr?ogj4UM+amz3JHcV+&oyoG)y+
z5mT$R+Qay*@5El0jnC&?OuSpBmT7!E%e80TSGG4oj4NH5W=zZt>@byn=*pC%r^OfB
z>U#IcsRu%?S<W1x>atq#nu0~{msV+}t9)B6+r8uygGsO6J@&_;vs?oTL)s$d@w%Hm
zlGMzUmbv;ufx9W|k;@8B+lr;rax{-}T=Fvu(>_(HP`2jU>ua+v3;CPo-O@dybwc+r
z2lwQAYkpQL%WB4~$l7#CYXMV}*Sgj=cCSem2E5^!o{vovmk1uezLxpQiJiZ%$|TRT
zw_5iu@@$NdhQv{(D^nWyZL^m2?A0o&p0#YnxvC&0QKyJ2I}ZNI4scWUpHUpLLE7f8
zW>4#EuB;U~8<u<U3iM?#r-o<MX6xRVt~_hU`FWbJ1p+4ro_S|l{Vw<*cW8?2=digu
zSMB(@(<W5xYRASVV_!Z0s^T7DkIq>sRb2}v2lYJRnv%ekpdd5xteULnZHBO7eYLfl
zuNGLIRW00dk<qzt%ZJ6bS|_!g7QV98YR&E7c)r$i`=yBu=S3xzO*l5OaW0;8Y%x!9
z*H#IoNy*U@1u9o2hpEjvXWX@4c-4bn!NOK+^*wj*nvlz)@yfS)+1$*`4E9;&f;URm
zi*NtPd|V>rz++MCSLH$LJpX3TS~NK-Bh!EKO!MLw%RWvCTcO;4SwdDj-1FMH_35lJ
z>n+qxKNamga)~Ep*01visx*}>)y}b7m>#qW49tC(_iDS!l)3$@OgPdFHIt(I{Qono
z+bdhMBfQK)^jyUK%nL_Wtf?yQ%aYzbV@b}MJ@OA<##@FN?%wz|Anx7woO}Q7#Qrv@
zWi2h+KFLBN&bRXEl4%Q?9!$Qzv`TJnDWd{oTy@{R_LX9n?tJOBGdf@>y4z%S@}r$U
z@@6L-4KiO|f2K%VTzwVC%I)h`yilHa<H_%9^ZYDcMhKkWyMZ+?C3$U---*t94?mZl
z_u44az~`HO;%{Mqg382MWl>V@5wCLhEZku?bzZ3B$rU@<U*2m}+UB_A(D@yY9(>R|
z#a;G*YnsO7?ZMHS0?am{ZhS9i7T?^<Rj9^cu{K$c&v<fx!Iu>u&zjdAdH0U@nQ^*l
zWpYf(N&%+*bN$L5%f9Fd{Vtt#EP3)gt(2H=tC_Ce-5l1!Dn2=C$@i3)Q>CxFdM0k)
z>RIr^LbOqNgZivP!R1x6R!_Tegx|EkP$lA+tGi~B)pc8|eOAShUj7@mB<3xxZtD=r
zRyogCvGU%naF(={-Aw$JOq-usg)2qRoXqs*#;W<r6F1JwUK$<eF01t;fI(vI)U`XT
zWxONbvNy(jJ-R!+A^Val!v}4l2X2ckB-f~(UAIg6;P$-dv(GXHpLi~@=DcR-3+=UY
zn(j?yQaHaYdv4tG=&<lt2~#=$Sgz52#OG%9Id<x$M#(?ftvhoj9xaJJ6VR3S=6S3i
zYti?Pqr0vrYX(@#X7fEVDDwBY@Z{#^o|%VZUCib$Ei@M>S6*5rdqTY@T)$){d*76;
zmQN<VD=0S<vXBWk*I}N+H}#%B_v33D<cy3bcD-D#wss|-*7d*q)_a{eAIpR@Rzz+x
zjN4e%Im!6TdZV4a+XYx_%><WCJ<lv&^35XiG0U~c*1g*6C$XLP+j1?UNj@fgJLgS#
zdkgD1!7D{0^f#{cbXV_Me`}Yph02;!kCp~7t~e<-H`BZDXy`h>*83CIx;VTIJ!tne
zMN?@~*emhW6~}F^JLY*AC|}y7`>5<q_U_AHs%M`1vtRRlu(oRTYAL7h7mb%+(pA|p
zwVLY}+cDAY{dw$?Ps-PoJ6*cQu`~YMULkFT9|z85Kl>;;dGfa7+nwfqE#EQi!%3S}
ztCl>uzUjt`eL;!`&x^8kFK+3vWbWH{^{Vd*o#aGj<-HYOwX`#;MOJ*>c_Hf7q1}wi
z%JbLe-Mv$LVeXD~M%Myf@0gdpXmih=1KYhGPCFjunVr1o@+YOFpKEt#aNE7RxvJ4I
zfj#lk_Qf+ra#_-4wdZ-pJ-)th-=@0POfx!nG~Qd(W8gE-;;c7wQq1H_3s1(z#Gc#5
z!4Q+Y)cfgiiPQ6=O1B(s(9vcO-l^Kv;9hmfPs`lrq}tQH9qT346RgWu<_fZOANM-3
zExqpQC1;-Q&r%)BzHZ#Tce`%vZk}98_2paBf97spc&GZ>BF3hOYrI!~yLos?d)F;-
zdi%my*zK@x&+n_xC(OyUT<2##?@{8Us_SJFOgt}?tn_;M&3v-wTG2CVn=<8fJpN>t
z-MgQ_%(Ti=d-8#op;ONIRj#;bEAX{8r_5J$Mf-H=)eTpim=D~sPTQv3=WdzvKyGT-
zH`4=>C+(LCf1h?u)><>an2lXy=5dwKh`fk9E$YqlzU~*De~MYoH#FBcThjQ#b!C6&
zWgp7lm0bH(HTB*m`K2K{wj}&#FnF|O%TFndPW7&}r7Ofw+_Ja2<TcxK&Z(dvi<8Wq
zWeVr*r<OOVRR_pl{=BY^qoq$?)?;;0?4BTw+Y8^j=q$Q<QRVs4Z#sS(SS178z4o#g
zPGR-;yBd};ox}6t>L4M-(8tO@L)PV`moGHiq-zo0)8t|CI_9>w4olP7FQz+nCayf6
zeAeVv=f`XFwI^R*pf>Hbvzq3gOAa}8GNCIDH#c9uer?^~9w)Z&{(y`~MIE++tU0;4
zrK&q#r@Tq_&n`MY<L-3Z_AjfqUE4mfXSdj|YoC9n8t~g~P11aFvt9D|$MS_vGWP}b
z%EJQPY>MC3<SK2u_3|de?f$}`wR?=`&j?$Td1A-G6JORo<b1ugFVo`Zo#!r>`C8_$
zjcE^;<oeI>Z`G@7r*u*a>gOij%iJ($;{m&^m)|Uv4L0)AePiVr@Nip?Tubo0)QJYC
z*kx<8+3uL=gil)jacygN;W@jlYf^5#P+L><NhRg2eS6kAMRpC9<G-(NuT7L*nQ=dP
z{fBvNJ9a#u;C1Tx#9!e$3#C^tcGWc9dGVld&*J`tqJHnLC2&d}UzfdP<Ie3BA5vt>
zm)m??vv)?-S5doDx|tWY>c+LtK4z+x#QgqvlBIpri$xn|K0et!@6j&F))m%Mn`X7D
zPUQ=VdHiwZw=DfwuTs@z$9S>?rsgePer=}BC9Q{j55x2$yV-C4=vs7E=Hi2Gm)N6@
ze)XKTbnPwW{?n7^B<|IWU@3?we|{&_<HqfcHZoy9ujHh4tX^?)k<GTv7iXQkeOByk
z-dl4XgX7!t*Jj=I6ztckSmzME>dz?y&KKIQsjfbTYaeT>T=u^5bkemKD^-tV*gdaW
zvAyfb3g@p!BX@L3wx9a(?QD40g(H=gE1u@QUl`VZ=F(QT&urOs-Z?#OG1v7~&Mkg&
z{<`SA?dGbVqPudBY8Ty^F7|cjm2T~xr}3tjZf?C&@zeNqMA`J+A}Q(jcI_x-IiZ@p
zh>P>CS&z!|?5Jm7g3h?Be^@(Xu4F;w`G*mimCSt&!AB42`|Vx5O*eDpQI+mbYdUTQ
zPW*W}>|tTwzp0^m-G!HL&Aa%{l4;w<Stg08$v1w7ol-nnJn^<UyJ)$Q;(Jef#jSPA
zo=>{@^;d9Pb#vG0zL%S?i{_lG&Gs)jcl5AQ&&P;Mr<QyST{>mjijeYi8s*8Jf<CW%
z=4DF-wfBUbIkB{Ijij>noa%sgp?zhKn43R^3m0cgs27DV_mtixBlS#uOJ4EWv`4p{
z{my0;=;m^;G{&4g63LSMGOp{|ZqEazXYWSKReW8uY?76tZMj7uAD_qC+a4b>MI)oL
z8KXZqwG_s@p1P&P_eJjQqYeB~FCO3Sb4_wsn)PFLe&Eq6gUr0jV%O-mjh^hHPiAdi
z(&b?DpTX)&^zV*uLi{q<TeH4zTrB3U@HuMvdu3CR^CnkW>Jm?VzHyyX<!qC+%=OUv
zYLNp^ieJZs^tK<X&Azn!mCvMYN0VmS%+oTIS7%zD{OLc#yeS&5Dt?7-EmT=!8Ng@1
zG~yQ1W%mTDkS=$bu!+4Bd+(m+u(iI@Xj@&f)aS}giQ`L+uI=?&v*$r*62sZp#91w?
z<(5r7<ejwNrZ8Z?<a1k#)jnqb8CrwYC;J!0PP%h$VxRxxkfLng!@}2APGOk8HqB-3
z#d+t-gB#A9D!Um~UtMu|S*_-3$@pN?>3vxXS%i<~?Ww80D(0V+EAm)ab-Jl!{L}C*
zsZ|HQufC~x>^Bd~<ZEl0JP(=%=SIXin9N)g+ihL@DyFCUO0vX%2C0728D5K1pDJ&S
z2r|C3Vs-UD(ZYzraM6{sW@<k44Jm!{@qO6gbh#~uY(M(FdhTw#?HNnw<mS+x?8)b{
z6R#9mta@6x^u5gaTA%+6x>>0Kj4QW2n!|Y9)M2}`#rIWjw37U^R-0+*u3S8)V=f#2
z+O$pA8f`+;-uPyoOi_E6F8b@T1moGb1J7rzd3<lv-gVBdY{%-RO3Kzvwd9`UzEr92
z#+r90s!Fw{N<8Q(KWfr0Yw;_r!};Y|O$UCjOAoeRImNx@i^=W-_U%!d4)DwgOWqz=
z9CUH%u82Jn&o3*_n%JAXT7GF%_^IzpX1f%<@;k82^6RQ+X1CvlO_?|E{#<L>-QU-W
zEiKyDX4yYEU`v8fbzyW*`=u3|`lgCqS=)1o-{w;9&DDu+Rl!YlC08%<nqB00Jm)_{
z)C{e@;#(8c)h0aQ`IpwNG--R_k+%ozrX2b=HF7S0Rm&v)z`&JdvByui@uuyo{=RbN
zIewX6SKUtjc^$E~(Zt2gziNWg^U1!6J(o8hf9UMVxo}cS$@|dAe=$kRlW(nl`+nBx
zpq)H7jod}qr`@UBy5xo7tf|S8XG>OQq@Q}%^R*{*i}Ss;IT9<y?5cXM8BKi`yH084
zaWAL2SvLc3P0v?bP?qYjxJ#z|kJiD!<7-_G|NQ82?%LF2Z!KSXZV}3gEA9#II9I<m
zYU}axCn4I$>z6u&RMkga3fS{#QHtr}P1_dCE;pK4n`y9Qp0?uzzAH~V5_*cVc1{xN
z*)93daB|qx!h35u`l<@Mg5`6<^1{<r=~fD`KAIrFANN&RndiyXaAozEUMFWB-Iw=t
zO@CDHeRjF2j!zHTdoB4qZ|9Ol?@D&6FRXm_*z&!vexy@E@nnDD;%nPB&Y9E|>l<qM
zXH|ib?Q0E>inSW^XPxtW=RGCfTa2ah?b(duoR7P5YTaD3l$ol^*14;_D{<n?%DU~o
z<&)LFsV`<#NXUCVeA{@y^iD(%*P*ftZ<p)WDqmT{z}=H<@j7-(_NTNR-7>j8>B~*;
z9=$C3{H*roml>ss6Rr9l+x!a4W}fryY_7-7bM{te65DLT_0GJVbh+5=4)2}c;jv;y
zmg|!4Ivjkywq(K_xvhK8x!hcJgu#Dn;+d<J_nCi&$@JOJRbO^w+k^u@@}GwtUdFMe
z>4?mghd*8iT`VlxS>eI{FzVwc!#?df{L_wQmx-Nt?-Z73Ue?P~cxl08i<f63-yUBY
zuCP7uwU_Tqi=QGzwc0@pMp_N>hR+us%{tiNE^4T_uI)(X(a7m7i{#vwdRj;q-Zovb
zHYq0XbgUfbI;omGTkUPTVl)-5bC$3@D*Wf0GIL2u-%+8eIVquGMgHm{V#+pkqEmHN
z@A&Mw?B-qH)k3HK-P^0(zqh!#@n_g)@9QsP*1k@WsS5VGCh|3UUiccjkndmDGhB<G
zd`|n0=}e=wKd+zvwfX66)3*;oUl~6syyf`%%IE6#pXaZwW?SZWV5fc5${pX=ul06*
zBJ*V4Z>c6ftE(5jc1W%HImM*A*Zs<kJDQDc*)|@9*XBvgn>t;8=JG8*7vlKU=GA?C
zwzA2M)w*6*E5`Toj&H|JU3aprnS5)Nd6d$+w4c+KxHn~<@;4Rt`RpaVH|L_@>}^M{
z*nM3t_;_uCw$$Y=pRl54la`rRobGgeIcpan+_qlcv+d!_S#L{jAKsGQGwZXV$n9p^
z8r{0cdB-!0M0(~;y&V;oGD-VL^3K3J*Z%HXx}j9!Y|Yjfo4IfL%U_4te&gPHp8e~(
zXNUeI@H}}Ee(u|?P6e62u4UW8k1OBWQ+YA-Rn?A~psDN5FVkIrVZ92!*UPn~N^30t
zW<TGZ{oF#j;qlV4X~Blt=c_)gI+|4-I4R>--tmwV5?|N*Z`_xD-1Kwbl;g^4tL^4$
zty*vT)K_EgnWfTi`V+TL-SKR<bmqRetxvaYcX&MORnjhI=B3$Eo!0l0+g4rq;#%0Z
z<+wuE(@Sp(&qj+|%4Y8}{W-1OxZ61IZA;6?7}0N&C)7oKd6IDC^3qm`lC?^UE?V36
zPce-ZjF`CnKf~I1`|K)CxBTgAYd^2ZJg{1J@xt{S*S^eY`<c0FbI-J0qFN!(WdlE&
z?5aAh?l*O7@}~(5kM^qlXK<XX+xq(6&ctQj(qGnfUJdGd_4L7$7blmmdQqj;YZx^1
z&+FT7)O#M!`uXVc8J{Qr8KS<t=A6w{9B1kqx7WXVuEo3Ry_=cby<RH@He{dC(d#^L
zwtR!v5x%Mr$H?7tLS@e_bb7qhQA658l<DO0_(O}!R0Q9~va5B@v0Kje@kjXic?y?i
z9u|C&{qp4_Rezc5(_ejSow{SqqNkE-?R6<vzuVi{1TT7Gz_icdy2&$7>8J0qzdS!;
zm7(=yoqyGj_eZ5XPRs7wtNrHFpV%eqzSvpIw>+78>CTT|kBpYjyE?)9`r<6J=!h@t
z+&m2YKds-}8mjT4qGp@H%}%w|?@Sk~M6A-;@nu~{gilS;#QU=@L>~7#!5x(F>z`?^
zTI#Bsv(_4%SePcuxn|PYIbC_tN(&w0F8Ljg6ge<&>w-LnWBf~t3Qtte+WxHct>=+f
zy>1iN>z=UXO+RV)_1Weqzn?24Up#TK+`hB^tip5CGV94r+Vfue2f44)Eb4mkcF_*o
z-jV?CIca-trYn3|+g<%=@w`1@McvzuO?fV=8~G~GgPH%@`aRvvM++|8V`4X5{%ua<
z%eayS@2V%P7Td13)u)S_>+EME<5?FPCRtq*HM7>ZdAc~Iz%@VeT<EXIuVX%K_lmdA
z4xe#(=UZPr*Ol*o`7KaZeg=xXU)(NNH*XO>er=!1mMf<w#_e2`?Ha**^=R0fS>^6-
zLc3blo_SNdOD}NogXc;+bR)h0i8^~;Rh}kbd^Y!P;?*gA{`FNKm;0T~IKQIjvBs9U
z?`qDkkNWVZxa;Tq(CxRCllEP^mSdiGV*Tu|Z*|@m_sx_PeV3TEVryAl<&29{w9J?G
z&wGACZN=AhlU`j}Jm*@}(UT9tuV}_;d`vXCIx8i^axKTrR!b$(44133@4Spw&O4PP
z^7-1X>g-Ev7_uHt5MVd0lxe=UGu`jI`Lmd{5x>lx_NQr-%iTO$E4lnsq)7VKn#cwB
zHca4o5Pn5UZ2?E%gyTz#{OsNx50eVKYP@@obo<N8qEDjsZdBc%eM7bO<olT1FC0&v
z?|2=v@q1j`j~&Iqx$-7iVoN;g;<RUH)Fm;j&%UDL7Tu@aH}8zbgM{#;xtHv+W*1((
zStVET!GOI#>+mcF<73(v()*dao-K`et~@Kt@0VPY=dl;hlLMCg)n310GS9xL?N6KT
zYR6sS`J}bvOWKz?>o>j<*p@8&W5rW>&984m*WC0;?sL<QSyo-PPFrqTpSALN{RG{4
zR#o8&-*O@zRCj%ynfov2i|Cx(kg`A79#@{)d>4D3tx{lk(?I*U>3-QAfhQkrz02_A
zUuk3qOHbkbuFlXRTdNY0pu8j1OzTC}XYC2iRJmouANBm5z9{GOt?8@F+{3N9s%}aZ
zpEJs4eYg4gtfRC32>Dg4xxXdd^rm0Wu6eOJE~Z;9?nnzdv^-2=U2W<~xvNWM7EC;D
zdh^7@=R3Dwxf*)+Y|f#EWcE*MP884Ex?xR$cGse;Z&sOlYiDsP#_&9zA2sv2#FJ;6
zB#-}Rh}-mJ&Xemlif0aO({y)DPRm|A&%kbKq+Zby;RxLV!)vSC^P}E}h;Fk;?%cL^
z_S1u}vUVo;$IY8MXWg-7>Q7&L-@LtY)v9G*bTyw_{%3f7t?OjZ#~)!{Y%&vrpRW{c
zdDC~}?2_Ic%W}S|Tx%$DxO-xqYnsBfC&ts{TZ?bKxf_xz6(RZZ)>@_J+otn2^*t$D
zeR0Fvs3jMLn+kVtTryFu?!D;+745#Mo!pOC{?T66)387A+NvO5nZWI)lSC`di+tj%
zeI;+ee0{Bno%a0Tg^|`K{d>Q<v0HpyCl_t>xa;*g$I`P_=h#v$<>s#3dgfiR-|E7?
zuH*A;C$CWW{yuhn`%T7U?p_ymZ~n<I^WeH*zH#&&2HVV~?<1bC^y4#sy0<@e57+6w
ztLIgBu$$It);y7sxq4v%Px8vOv;3YG-{W=(G|PH@{CVVbsmvShqBoozl(&k@mt31O
zVRLHm?0w7U9M63!eEeysWc$p<pI_FUia2N7ANA<Ha%#<rbz#%CS?!$@6W#Z0rbDno
zRUpqZ*{iloW<O+>U2XJHo~7@~#Pd=$x8M0(R|`|O3Ay;3ef`qp8*Y!B=S{t#BXRJ-
z^I2Oa8}8rt{=)NRI&&Jbqi#J^>1MzDI;7Mrq~mw#Iw$R~y$61UZdo*MdCuj4o@sMW
zN3|$&8+<iAE8)GE@kRE|9oi-?4ScS}zp9vy6jWW8`4ZjbyJMx=R=dP&xpVa;-aguV
zVPe<!eBq1(?+Vze!&?lrp86+ueNL6O^=~^{a8>i_^Sd5bc|S?5e<rjybJg)o(fKyB
z8BAuSH%i}prL%sX?P}5Ew)I-&GjE%6m%RP5Ms@AMvnQjg1;lLoFD-5Lw6xV?XqhuH
zs<1($C#PVkU3Q7-;~YM%Z$;W>3Rm~1XMMH^m94s*cXIZple)aTMyEWVGs~n;e)~Rd
zWx49srOPfbSp0dds<Q3!+aL0V62E3W)XP`hF=4aeaR==)b1kn<{pRs@q3iMcyNaqs
z)-5%%G@Wp%@o3!ChTt#j>>d@!RDD_9BXv=&%&lk1&*iJFG6Hr!+Lf4cFGAHXTi!MH
zoZW)!Yip-WoOo&Nwl$ONRx>vAW_W(Oceh`C-VFhZUsnVUttjr9l)YnLYp}Zf->k=;
z(nn+0r$wKx%(}a_Z`(=hk8yL8<xg<F$UdtR!Mfh#a*CeeWzp`tn_nAjnQC!-XVEiN
zO;DcOlOGo2dAaBMj@XZq_G>GSZL>I67|OBjY_XQ#QnpJkD*vnvSaaJo&0CY@^Vd~!
zna5?WC%Zo_)pUFJ;^n0rxvkl6dHb}dNAfYA&1h4b)V1-%LYA}qCX>%rnKw^zUK?$3
z&YWjX)yK1yp6r=#<8y0dH(lPEEiSY|IC>s`k;YO#-Tlg(>+d<oEtxM;@}FVTLAgt2
zC)?JytLL2XubK5%_Q%d8yE6?=OC%{v*nR!Ey-32xO?z5^*UIk_Z}jbg-OBdPotet9
zR^q<;x@^`IYu9WCZyDjZxf<@?^7<`3$r+3HTxPug^-uP0!9RPg!j+f0dEEW7-XT<4
z+iT*D@2Z~XJZ1i@Y&`!wrsSiT%GY)0KFq7FwF=|btD1H0)M=-zqM+_*YndDE&(`&6
zh%kC=U_NIrAGOC#Z0D<6Cw_Wen{r}~R^Q_FS*MF96~B-2la|%iz4H0mj!TxaHqN^0
zdYf&_J+tRsYo=W~sdrUoa>PpinJRsn$NYY6ocMg5_WlpoI?LC@bypbfmt>d|7XFQG
z(SkIw<4J7U`#$u}TbQ^u+I!>lXV06oFI_Xaz4cA5Gw+((oB1o}ugKUQRr8+baP~^e
z^=Tjeu8MxidV+Dr=deGSi+oB&Chp5OX19MIHs#{lWplZ{oV%3$e4}Y>#FEKd&##Km
zi<<IOVt4e)s`H1Xrpzk&-YI{|@!7tFt4ee8p0LPC{4@Qfn7#hS^42BWgSd14P5rp^
z?XH-6W*3jW`m!>hRo(A;dDNY+s{*?ZT$^1s-Sy6c+%-!I_Jp1^iIgb5w0GZOw?K&p
zb)lDgWx2kbt@^V)>$LOpj0akNoZGYK>uztqQxbJ<zI&?7bBXoK^S1n09OSWH^Qw5>
z8~&(sd7c^P_P>cfxZSLuXW9jw87q@|m<+7Kw*1-Zw1Q1r!}HFkyIcX2J>$>tS)5oQ
z$>zT{n#*(Lw|+nE)#1srvKJY~<g#DyI#+)FN7#~Al}a1uTiDc<%(9e;Qf3j#4owN|
z;X06}aB=tN<t$r;T9?hexn5=FgF4Zvig)&AIUbFOkaBLkHv3hndhxv4+bf@4J#n{B
zd!4sM5>JZFH_^F;MJ;a~V^+StI;+|`>+YV;H6|w|nk=8~y?odz`)A{xJ!R`vF8bWd
zFXFRUzuY8<(eLW3pq}8qwl9ia`RO~~Nx6Lqm3SGqltGU@>+@gZ(+6J8`cm!ZAo|Yb
zmsF<8ZmAbcD{QX#TAYmxm3SQ}(P+aZwLN%a#Kd?7hN^2V4ou#1Uqh8{PY!C}T(S9r
zfBMQzGK|NvEuUHMR9ZCaVL+JlnKKoCwVvvBca^zKxpC06<L1egS7*$Ts=JqEuJ>5?
z0Z&oYwVf?}p39=u`1~D%&KET_uw~xkvP;o63p**pwMBxbcyi>^jX|u*k?PvhGTYx@
zTgpE_t2f!2(R8NC0~!AR46&K3HqKp_|96=x`}I$&mc5+aD(b~C&-uc2ciBA|J8iSw
z*ZpOAve(O7I{DdZPOixZmW!n+gx*<`J-Pqf=J+Pjn?grc+%!3<8hB}wp8mlcu4%&a
zeC<-cM2n_$JBUfH_&E8;<#|3_=chepX8ye7R$Qz0wDL&>R$RqrTNL=R6})~NSlz&2
zRCP`Be&X6wg~$F(TWuHgSlu+!Lp$JvMA_;<=iIxm+%7TfIGTFG^Zm88o1UaR+bk7y
zq`@%Y!o{%Akl4E~H>@n&y}{(<P6fHCN~b^N1|Ai^p4&CusZgn>=hx-j>)&UdO%`L_
zc;9q6v%tNpo_EgPxHa+6+K{j`1+EpJB-L-Ri*8enIG(lj<wpLGI?=}jCP#{YmU$4m
zbf=}VsjFgUN}6(`pXZjf8??3W7wz3rly|3AJ3o)rPUFC<td{}evt~y<$u1U(nR+a1
z)=I|)OH<Xu#%5w`mQ=*d>Ra~STXMTgYfS0tuoEmU8yT+d*V9{56>eW&z?~a6b=j&j
z{xjc%@7?J?TfOmU<<Y~H=PDkXZm-tla?|Qvqn`Gr)b!k)rON3`eBu;4`<>&0SDpVn
zdDfS|i4jK|<0`fZ`S87CzqBQA@8lcTI91Dc+pKyx^TvnbIOp}f2ai>pXWBRAs_w!j
zGcL=cHA^3P&t%?bo4u=deabhrz)8M$KD}I+KQp^yPjkB3-XM)9725@SuFrpUV%6Cb
zU)M(&T|2+<@u%&|XWz}4d~gl>iF3Z$UY_c+&XnA}wOg@z&g9%2r#+KjhD{YMoVQiQ
zL%iqPa?gIhsW%GmZgYCmw95N?;p?E9ozJ%_#vb2luvx=ZfPcrc^)`);%uCbH7l=Hl
z)n@YUjGpslMdrqrc}stHPu}uq=S(U0y!~q<jSSgVZ@6J;GAVPBJ4c(<rEM4IWi9q>
zo^#cI%hOdCw52Zg8C8co3$Xn2+BBu?W$@(26U$gXs;^}$jk#ty;oa+7OI-C_8D>^^
zd7OOdbLY;ZWf^X4)*(kU-a6dfC1N3)x%6}ayXg{z`zKc`St!4-Trk(?i4UKfpO$32
zENj%1o;jg~;>DLHU0H3!aZ>kehGu|u$*QLli$i7wPWG|&RZDEXv_MEh@@(qU*(TS*
zvbbs%Kbf;}#RbFn!N>C_X_s-AzRECG+SV{}lEvEjyI%$!*(0Ots=eycg&jwdCy1+j
zTQgIY<pJMTmdiqgA>Yk1w)HGm%UHGWeU$P^4o{nFKI-c-&-6UG6t28crY~j!8>`>M
zgpyZUXUdi{EiVnc*DEZ)=gg($?5{)r?3v`T*5~Wej13L*=1n=h`%TiOs?fClm8+jj
zs%>>Tdrrew(!@-ns3`07TiK0HDWR5}Ntv<t6K|F)zN)%#^98Go;&GE62U)F_Fzv?B
zD+wR!x!l!fO;b%X5w7*-+TEMIN{i=rsM5UnsCAzvahzO`a_Q`j-=Y4-vYK-qFICb|
zo3!Jrn#-L#*JibbT8O$bzMi#1T6wwb%Z~mtNm*-_Fm`QuCsG)3$uP^=bCdj|wH8lq
zZH+TIDO0kVwd^vtVQ^u7)CHZ}l`9@UDE@i%c+B#g3!aW5^J+CWZ*yGT(h`$A>(Ip0
z_Ocqfk?%N+Dpxx&P7W29H9i}Wz;INpwdj=o42RVpk8D&lohqo|#%mRM^2A#wu_j+*
z>*NnBxO3&cu)gv&ZMWe{@->>$Q+#Q8yKSaSiQLz+dv<<RNsW^a%Uhb<OgZOZ;;F_c
z>iuzPipd*8$Gbtf2h>H41n(^=&}`0~dE2kj<eo^<Is=BZ6$QRbDn$;f9ybR~z7kUL
z*n}zhxJ`Oj&kmWuS(%bH7h>ifSBu*6iK+Uk2}5zP&D<3VtEw*c8N1z?r&YUnFO#C*
zvt_{tmI*NY(F$N=G+{j=>$%MAQSC~}e>uU^*VVp|+?dX(BKC6DjZBdguEWuD7fb#M
z?XLag!SH1A(PZsAS;rT=WT@=&UzhzNn_p;+V9W7k4C_@cY%x2bchK{%_O-QJR%_Ii
zS#P{^eQsD`?y`SwUtaoJuhpy4o4M}p*;7Z4RfjKdteRvIJi${YZO^yc5nJ1ASFlxx
zu3dhoZHh7D$@N;9=1X$=qj+7jRqjuGZ&kzbina8E+lI&T=XP{^f7sA8LqdLSjCj8?
zL)4zAjaP4cUAcSlmBsslTJm1rHkHaNSJ`-QUD!>x%De);?DgBZ9KL>C7b?Abu9n~P
z$czIT4A(xeJeVAF#v*_<S7j#ie}=2!C23#tjvZQ{P<?eu<0d1Ew}A(&%D=2tn;DX9
zy2xX?`i+%F33a9CjV$YIvlo9BJg&BI!tuVVyxP59x0Kf8h!kbLiq&8LJm$(Kg9lOq
zJ7u<;6jwEOSI;eq`Fu7e#&DgLS?+<9S#Ncf>p0}2E?JivR!Ir2mpHDp^-)LR#G{@f
z%nDC_T|J(=yfIp1?YqS4O_q`Z1=?Jho###S(pA2!nHGF~YqGsc)}k&WnaQss-*c*4
zu4Puq^2@fWzHy;u(T4B2D=+N)EfS}&c)r(>iN!}_e><PLag0@)vH#M-9a|!2P25~!
zbETK_xv4@B=TWD3k5`wh*pnlcyV}@r6TfY7=#mMIVX9MPu4NZlU9o(bEi35nw5I=M
zgt$>U!#wS{#8#W@y4JkM=UqL2=1rMn))wPP&pdyTt8s<1Hn}+*IBI6mwa@>xZ}iUH
zlk1;^?s8Cm-SzqRk|&RCt{2wppK@3y6n0uJb9>oV^RCHJFH$=GW^pF6%lCU-<2>%g
z^{2gS_Y&REb8L?kypuL8+s5d5w9J_CnPAVe&C6qsRlE&PIhpnC!sqT8ZfE}0zHZ+2
z^u#&s3+uMC=7h0?B_5V3T`Sh&_sUwXQpM6{V$9jId$K1t&iW>4a&Wt~Z?W-9)i#cG
zw@lw$z1Pm_VHxi|Pqk3Elxe5tlqc7>#=NZdJh?8e);4%m_{E?j2bWCV`5^4jm3`N2
zRz9>io3iWCUaogHQXVAjlze#bW!zfL&vHI5qn<JINQF9OJ?vIr8r{V>e|K!=l78Ex
z_mj2+JYkHQ82z8&*Qz%G3|8T}%WiTSerkRju`|**)c4d$MU%TWB0RyC>k}@m?P3sh
zV@;3Bob-X|t>~*VvAm6q+qXx3D3s{FYgY9|^V9EbSLO*gF<6JM$|!i#UcB65y<Hc3
zpR4+{-5TrV3|s7@K0H@BA0!fe=l$8&?vkPQt;H9*XFmVE<dcDxb+XQr>g%gsmIb;o
z%lWS@JUvy`>t!To`jRsfn~qPuwaY>&W9Ro}XRD<I_SVaU9@Lt#d47SmUG?Tg+RjPL
zJsU00db6J`;Ey`9p|7&y$?xmA$r&p=l_%cYG-*f1x;*akQugIreMJ`v)om@5o}abt
zQqywT%qVliog$ak1j<Mqb~9(0WE^~w`^25eZ=*NdI?j{ue7?U|x7nZG5^vv|RhMo_
zEV$!vHfYBlpPKgNbyH5ha|nJJ(J)O}`DMuS)D*$CwVRXf*DUz_W0w0?7nO}K=Ve{p
z^)pM`=vV!eo=2TUx8oWn?Q33akT31P{(0T9d-A3~O`lCTxn&Yx_R1~u94hj?0%yH?
zC)^!vT=wkb!koulM^0}RVqgfp-924-rNyd^oDv0mn&x76*Kyj#=7h|=D>DC6wxP;r
zj`M3vjiQ<5&tw}!uB+9ad(6w@rf0-PsXa5Et@ZjBaO*(QtQoGid=ul`jlX1FciDDD
zG3~eD{Vc8xQ`}z195D}H8fiT7vT0hZU2W^;c{{(Yw#v!+-T0vSSGaP|oUPWvO?}tZ
zH_!99!e()BZS|tbRu+HiwoWbQOh3ivzBDgl#ixxbHP<e7XHQ*{t}b$A^7V~7xt2_O
zVECl)Y-;Rgm($x-r1mihZxC4W$@0;PnDbH#!yj~o3O{}O%tiXy%}tBq-6WVV-``pi
z_G?a-5no}P^9qZ}suEAC!WE`p-*|SS;=wh_L0<P~-um!y*1hAG&9`%_I48=RXFY!O
zS+rYjvFX8EueS5FXr8mW9++LK^ZIi^?TR^9=H5!vnzCTlu8h};Gd&sh-CtW`a7U?s
zPLs9Nqfqk#Ps#Vex_b{9+&a#_Kv`*>xPS57V|uTiFOQzlacW|e+S3a%JzY<??2hg;
zo_~02mBjW?hYEGkSI53xcJ2!Eub%Vj-nzes`?GfcU9x7!Bvs{?VTD=#ijH5_yj*+n
zlSt#&wL)|EDa)61{}r75)M?+{{ahEgnHlF#`PKLJti08g2MrEyD%W=C>&Cxl{3j}y
z^{t9`d9LiK>tTi-9QSH_D|?^zY&_%VzqRVirknp6s{4*e9oUs!=_k3b_u7;zQrGL1
z7Tijor?OFN!ixjHnj6ClPVIERvp?$Uj_sWjnil+$`+C&3l10+fT(A1N-s(SRr`}H6
z^L=?j*n_^WS@#MS7!<yb3ofoJmoamAQT1%~@%3i~4y%Ry3X}P?Z_T@qy?6U_W<Aqf
ztni`m_O+dnQl>Bd+E!iH7u&dpEi}pM%eqU~o}F@Kz0UI3^0n*jSLu0v%?cBx*L(Hl
zYew7a6^Ad|7S4V$G3IlGm&(u1g{yVfKl3WgeN{SbvOx@w;LBT^-;3UuBlk5))z$xN
zv)xq3=KPaW=2exg4Jz|`=D9DIb^DgRNoJa+7k-L!%(s-O_d4~vX4~nh`PZhJTBggJ
zTmE_NvQTbU=kKuhxm>~bPfyx^ZuRkJ1}E5d&3L$NV$liCud6=)6l^l=e;V|7>79K}
z&tkV~s7!Xh%BLM?>#%`AQ*_!4m0Y#0fu08v`1db$3674L_NV(}tWf3AQnO8L%4>@?
zx(o_u-E2yA;<H@0!ZtYP*{q#6ne(?dp5Gr;bw|`Dj3r#-jFI-j4!0@+yFJ$z%T~=f
zsp2zza@&J{p-ZkuPoKAS&ILW=ON-_H%vxS-{p#fQqO6oOi7#uePn<HVV8@ALR+o19
z7k;{PwVeIZ0wV^iYjtk!XMY6GX5TBG6!=;C8B^8Oshr2MHgp-DG<k1O#2R+j<&y69
z>CH{rOpoldcBDR^cyBph|CKt^MVmKTt)A2E;9*l7bM@+$2B|OYJxqlW;hIxl23suK
z#;R>nsWV~1o%MBF*Jf{#%T9VEYI)-MylmCP#7jFxa^5E|pBH8xz_qaCU021M%!|{5
z-$peC9=EUwPbuAaUVY)iU&|J-y?Ii)p7YvrNfkTCFE8W$v#V^xIh^J$pY?Nj$cLj(
ziVTE!mw#NhW!9#&@Tp(iCwiB-v@Q62n(M{7FWenPk=M72p7Itursc8j$fQ@AX0t9%
zJJND>N&UG^SJq`6D4e%-QBt*(<I8_p%?H=?oA>RxqHks;wOqF+B>Gi}Qh{w&y@lX~
zaOH13p-X1=?=^9~RXx}3?VYXyTh^4LY97zm=I||Rvnz9WxQd<S+ghW=vsRs|3fi~m
z&WXv(w+5!Km7LDrbt1W`VrBKTU4p`A{ZyW<6cZJw5j-z)VacOii_<H#>Z3ZEyH;%C
zoBJx@&*#uHyM@b+r2c2Ho9g*kR_nIWr0US}JmU$KEAJ?)-dO##r(`9=u}tUUU<O{P
zsVS$PuU~7TFIvq!E163t<)XOVl&?8_Sw?<r{8_%o*{`iSb*yIT+9S0YI<;8~Yi8v=
zK5uHXblGX1$0lbFFVk9VpuX3>d~a-5^rDl;*hP$(&t>iVH>EB3-X#Bpi=y5cxhD9g
z8@xUnomu;;dxxdXv(+I!TcrG~udqu#`L=BH@2g?S_xGB8F?QO`lYDK}=KkdVsP!t%
zroQ)IMp{eRZqeIl6WV%mO{3xomfz2|DCHH;>J~h;Yq5hq)2th8b7GP$|JY`2>En3E
z|7or0+Eu!a)>-MN`)Ya9?HKI6c56PkRxQ|Pxn{P!Zrh3{h5c(I9g5$+40U_cAGK}m
zdv{}1#}}uwEak4MOP<JDC*AXGa<R-+*IALTe0O}e2@N~>NAu~+3U!kVPp*aM3TM?_
zd)=3HL+<dbLK!}bquNuZp7L4hZd<RlQt4ONZ2dFVm%aLG&wA@FO`c!z^LV}2ngb~x
zqu<O_Z=AL4;-`w`XHEp{Y@U2J+|qQ@#|K~5JnNTy8G7cdvc$45g-dm!YL5)hx}7ts
zeHESCdoaI9rs@*wx%w!^b6T#e-SV$wt$emtr&3w=<;RuBszSd6RTnzfc0SF_3lnUr
z_lnnG(hhO+n$@!6%iBoK*r_)AzO*u|Zmj+2{q)H!pBGIRP8)9Dmf15$=66Ea@yYWF
z&p-7sV7wxKsO6$i*DfPb>7|h&UsoTpGrqU%M)9SYHl1IL&Hfzka%x}keXX$M{eL2@
z9Op%LzOy*0tZ}^Y^-KSVa~8I4eAy0q)#WRv=?5Mak3DjEr(;06NI&R2_so{(ul)=s
zUkEC4ReMvsX@Tr(CFfX^6GhpAk7X`O3ZJ_Brmyy#Z@NL&i<;(_0khL?$7W>&_Dnp#
zX{!Qzx#ZgYn^PN)drf|GL*n>j|G8%ES~<%l6#Bicw^sh!axu?M+sopFthVGyqh$W-
zpi=gGTOP&8geFR=6i015=J+bR>&3gS3%9mPysLZ}yL2U&rR?jz?e33%T~E#0%bKdv
z`{2#RmsXh;HlMq`aCjVezJ6`xwfPg=s=K~e=ZLPibH9|BoBJ*<)xva!`<d*>j)RiN
zw+1Di{}FDx=Db^VPIN~D`--(Kc~#e#49{jNmpt2QX{PI|z`U>C>#XjdSCP>w^;*4d
z1r>{4y*cK|tNr%iigWH+n@+#Iwy40tcEzO2g_@f-oO}N?R(5q$<?Gim&p6&++PW~W
z>g&tMr8_3)dCrx3tlr#}nNwyOr>5%baddCxl6%X&uD)^OP}`~)m#t_u>uy5<uTR{P
zvnsi63^te36U3H;F^kSGIxPRU>P2qROjqq0=DnXvzpl66k-vBH`LFBNz5L{FakNle
z_p`amwZLs{uMD$;l{`7#H}`#Q`!uPb@Y<Rf%jawxCHv~FWY?)&+G%{E$lvSP`?OQ@
z3ZsPV*_C$Qo-;92;_js9(zYcw`@<)&D*XPwp7m<yoqIdhmt9RxTK+oDb;Zp+E!TH9
zJ@uV0-9Pu)r5hht25!Ez`mN=<mtU?uS6X0IsQ&KyrBxH{>L>3#XU_63CS>uQI@7DX
zhW)NftWuiQMSe~_y6DEUW5r#Y7SFnpEy<qMx*%0nD`vXWqpf>8Hf6R=mtShWRd9ds
z;u(d-vl`~~Eoz>+qCqrMnceh>Nmtp0>fmF>o<A<!xa4(+v45$Bu$NV^$C8Z5@CU_F
z6V9EgP#5i3EW@>DZP&>o7rl;`%APb_zc$m=^6`gtR-6)i`>w7Op7Yq|I?Ky<Wp2x6
z&Ff7qReSn{Z7<WckAWMaKdx8Vrs`n1Hg)GQyR47e7kkzx?`zq1=a<l_FERqf@8cFG
zmh35x*Ur2(JO9}GLwk$;uS84S(SDZwaH;f*{uPHF>Aktv@oTy7UX~T-tZTEcm;9Wa
z9`!TW=Suj~=S!=nO<lP#aN4)^bB+Yp_AiOq<aMpCefMqOElj*Qx(^S$j*DkoD#ve{
z{o6&Zx92*G*fOIQ!B-dKCLNx2J$j$J>Epuq2?yT&(O$oKN4oaed{LE~&(F#FM{b`n
zC)|x8!B%_1CS``};oMwbGB<ZcPl$1!sx04H`S#!3J?5e>*WH=5;v(DIkgNBe#eMv|
z_gWW+x_oP)xRg|rXVkAr*{rs!C+)o)z<f06<-X@G`pM5UO&;|gdQcpe)U(W1`-;BF
zA32e5qia6=UQZ|g;dh$zSm<v{%LMHUYnSBkWw&nHs`&HUde?3J3}Ig19W9G>1ur@+
zd9+USL81Rv?k$D4wtDe<z1*Gg`K|VhUa1Kc>x2Uv%l2RH`eNC^m3_X{^5d-Tx36;M
z>#dcyef?3Z?K^wF*N@LfRx#Eut)2RajjylxUG|gtLeVMPWu(4sm~^#jURZL_?B&Hz
zdV_R!m%hqwnZ!Ktcux4n_}elQ+$~Lyp3QNq_`3dr#+C0u=|_vzzPQgjo0rX((e*^?
z{gZ~~h;oCJFYDbzb%eq!?k)-LSpCV(an+1xyRWP(-s`br$w5)G`(AnXwx(s89AS7g
zU8Q{G^>>$yK4j&si`nWLd(&chvdM0b<!_g#q|A)zugbJs&0}PBrP@uavQ+E*PR3+^
zp$*>_F1CCfICZT~+LiSSw~C%-vRr%OUG%c-9!Zwa7f%xkXH92KU${rz;>H(==Z`1P
zy497#XSv?CEBMo&yV?ud>Xw^6y|VmC)sL!AzFB4R8G-$4gD2IVajRHUY!<d+&yn(V
z5tptfU$2<G+N|Vd!A%L}*Rk8C*M+t{`?6liyUD-mWzIVW<yoPb=3;A7xmM52s%>77
z^`F7$&z<lK+a_~PsFOTy`r%k-MYu%XvVE&QynSr6^6r6SwXYAZ^;G%Ozvf{0<f-$n
zU3j-%=et_ryseLBU7NO}escfPT5}O4kAvUV*#}>C?A>wT$)i2%@*<Tl9|>%Y$~9g2
zL2die+#-kd78OjBcxyA)XS%RG-Y)ui+VcFTmXG#L=k6%-(w#pqDd}a%<}k|>6P|7P
zwocnHBBeO&#_#auDqpxt#j|^L--h1uDG^mRRJm%&UhL#ns_kmqyPJD^pP#g(>APKG
zn-1uoz0kMyvp~_>IsX~FUYFeUSSgtka*lVc=$XYGd!}x&d%yXLSVsHVb6QvSG{;-K
zw7Ty<Ywxb}L6N^dcYTgkFTU0qs+yN%y}R~xPq=2`ax;E*nY6vSq0ut68ME#P_U?VD
zs<Hc<Qbok6w^4u3&(GK8IKi~zW|G#ieVuzQJ3jBP37>KQ<!$eecdm7L#hO~mWCd5f
zsmxx@Ji%V7#>eq!&iR~I{xV_OiP7`sd!1by`NHw&ap%>WX0tF~Us_(+d!SbP^xG%W
z)35F2yA*Js_(z!0ZRbTjTQhd5*vNftHF_|y!D8LUj@xto)=fQm-;2>wfiY&C`+^6P
zb~fs?$W&kBxvuDOx;Wr|EaML5AJ^H7%X{X0TQ@6Y&N;0eJC3{L#oTYO`^H;%Jv{pJ
z*;N1H9sN;f(vl~4eO;M2rPRj8&3JCaR+Zxg&z5$%owwC$2%fd2yD$5ar%EO7T$UV9
znb04n^G>WOd60f-i(+zvaipKPd#L8_#cLY-*x9yDJ-=SGRk}di*Z)+-qdg}Nd=qt<
zbYYrPQRSNJymP9qZa;b4H1wpp<+Dw_mn~jpm!%mTJYMDceUaO<Rnw1Gz3VQsP%V3#
z^rEinV|d8(y@_l#pQ8kJFoc|x{W7Vi+<bEL*SFy<@p@+0itPNEwhN@XWuIR$t9ssC
zO*hYsq%Au9UOQ!SqpTf|%kugJXr*7<*wdS~c4MgHiFewL5ryZy&U`k=Fe*7NX}W4s
zEuUp*UAn`he{I_q@3eNXG(DlyBDGIuo^i<JooC;w*7CJ3m+f3)uFO2^n9iNgzXGKD
zpL*WdanAQu-8>r=p5&#zIib=L>-w^58Y&-~o{d@URQ&UbwqD!EtiT)lEyCEZT%YpF
zL#XxuLy`8yNp5+2kDDHPJ#ngZdtSzzDH9xjZ;EqU+Hz#Q@~vI9Zx5U;lG5T7p0}hf
z^vaf0X|}2Nrdek0Udy}VpvBUOtEL$7wXKu7YI0%TByEdRVX|kWr(3-Ib=|dxZ)$(3
zLd*v?R+qk4dM|H0o)^sdXpO6pcZ0|G6?s#<BAbgN3)ghr`TlI@-HXCS{@%u`dz0dt
z_m)g#)t;YxwDQd4O)@gq?(Thg`}+2^F)EX9JfE`o%(|Jq>rb6HJnQoXDR&D?_3dj*
zZ{2%omoqu0Z+a2yuf^qSp1oJzw`AomuiK@zPUnQbmEN)9dd{b~+a}rc#U_?d&H4-0
z>3vcwIKnug$bN3P(#9#7hfLnyPyD{|xb5PU;^yXf?W}9_Vjm|r#=W&$|J3bOH1nM1
zIO$cfD%W*Fp6z(;?tMGCS(2;Nz$iF-mcI9l2>Gdr_qM<L&v3l!=6Uv)F@Im4kbE1L
zvp)IrO^r_{OAV)P2>+Ay&O2RnT6NOax7=ooPi9@RlFQn(|L3&iewqIalfxzm)i1S+
zNO5ip()zo0v*kIBDeFpCtc#wmt9#Fhfn9B{->rMn+_i7&k}S?=oxA+@;kJ0w;|$5O
zo_@6rxZ~qsub&u``}w45@v2_!b(y&r=4H3-m@%nh)%h)ahI2wSW<0ob@_^~32a`5_
z`C%n6r*iHVgZIlcEY|U#74rS@ZQbnP=}#@5JlZ*1y694$f85kPnzwZOg{?A|imrTX
z#S(AzZ0}Cdngzz!_Uv})=HlP5-ZisO&bZI|+j^t&q8q>8tP*HtExqvAG)&$=^f~MC
z8I{Mst~(qup=#FWm1#eJU0Z3^=M(Ggdo!c-LW~Rpzt?+{+nbhFzMu7JcVxKo#8{Pb
zN5ig|jXO<VeLftX?|f4)PxR5R<~Z%uXX;Xq+iktX>s{hJKPQ}ZrC(%U#afY|SEb>{
z++R)Vj{0uVSrl=FtG92)YTwU>-%V46Rm#^YOV6Jky0+3bx7bGWyw}ynh%4O^x<9_I
zTXgNNSM9ypRq6|$om=c19n3hTsBY_vdCVU}e(`OWnSFk`BG=*Vrf2R%HSn=VJ$u%%
z(&Cl2Mo3TUD^2U$zUB5sTTa_*AFY$Bs0%Z4^O|^GCHzVL5qb7IFJ_(juxrDO<C5?A
zt9}JPus<THvu@I{M}9Ln=RMlD?8p5Fr)%@wrRHv_ESPU*{e97P?eM*~Zr%0YcVaVF
zspW^O`?$K!pZt>k=-B1UqPtTiEgo%sUvin}%+jjrVBKVms-$(T-Zy^!@#TEDaZ<DY
z-TKP=FP*vee0~|b&%yC^*Q1i}0c=*k!b3jQ%vkTc`o^yqt)4}5w;HTFamTOvnr2@0
zgV5bKz2;{f@}6*$A${J~=BRfSl~bmuygU2C-O|=D{Dj2URfZdn$JxFLxFhp*omOvF
z&9OHe0hX&&Cv0PNFL?5S*XaIqxvgi{_RbMD6}oGy?I)oe9>o6G#kuQJe_CNzV9)H>
zzCMpn853{3EI!Y3;^8OJU2<*vdg3KsUgu=tP3bz!To5?t`q^u<LrNcaz06rSE&D~7
zokz}`@T4NIlP`YBJrkP~qPMm>v-pi~x<lJ{pN%_0-e^CM7ddd@)WkC8pW(ObL_fVZ
zIk7PH+{Fvu)@yw1Z#9oOui>+(xjCj{j`p+QuCQ1A3lC{rY1di$Ubnxa=H%4bLI!d(
z*REA{oFSwo>twND;&JB5ftlY6RSrLU{CVB3qTY#*k{`T0>AE+smNBh!YsK1YE*w=Q
z>#eq5UBr;^<@?IC>wzJk&z7y)=v};QZiK4b;;l}6ZnfEmx0d%9o?JIQ_}ccAC)Yc&
zsy662SX!>Lyt41eV`Hv@*6DdqIsM;zo|n1g7BXjYL}x+7oNHa?vYBq`hfl4Zo%i&E
zo2&133yC#XbL6%r_<pXfShvINnxguhwnsKy&z?!JU)t3f>+$-y=^5Wi_EU2%Jl$mE
zc-BJEa`m=tle~T~e_Xdoo8zHnU9I-{sjl*7#g2Z(Tf)yA+qSVhW*fuunDa8+TN%zq
z?A;&AD*kz$TxR*CY*WqC;R|2h6PY^gZ^X}cPbN=3>nwHZ2?JkN-=B{!XI<I4OK?Kr
z<mk(uTV~tbypk85^F^2M-Yd%q8&0Sc#z$m?Wg9IPV68d1B;I&WO2X#`tMF@bGL^Ez
zPn4HdPg$_V)<(*!{8?H0+K8J=5|VcB5LoqfUER&_gp=#mDJ|f+zA~j&rKa1-{PC<^
z?Ri?ePA&Kt+_>Xfbxz)-cfR{AmQAt_J`rHCs^<sW<op$vQoXxQ3G2P7zI5*Fc~h1`
z;S-|bdwXTi3hOaETJEO4HSp6p%hewiK6te3U&`tmm*RH^{FHev`|@$y>VuavR&DsE
z<Xw8sV<qzn^{%z5=UMchhhE`HnN@S@_p4yPW8HTD7?*ZkQn+bz&B{2>Vy#Qs!ShRl
zrtO-!doAygsR1?1w^|rmuIZTCUB1@HLnbs+*>;=i#EIhfc5?5Yo~FecyJtGX_cb0N
zyP2x0uL)hdCB0;l{_Ud^xWjhNGL6%gs-DB!eQovIvbe9F-&l4}K3$NK!yKgI-g{-+
zwZ|((w}m9X3{I-ts>Q-++~u%j)&}u<Kh_v7Hrv%MYTu=KV$v_I_SeZOoER8)uVcch
zuSz>Tre)4n-|IZ-rmnZQ_vWz3?Ls17|7uOva3~Jz-F1jl`QFaz*_SR&4Q`A$6|-;Y
zv9~{kgko<zTPvX4Q8n-Dbb$#Iqw`vuntkmRcgLJ<lKq(z)}uN1?kdYCpQZ*DURvk0
zMB&7ftBzS0`I9OZ_vz1>SL`z@Z1T%M&q)r?O}_LrX!}-YIA2~U;&ous)vXdNC2KOh
z#X^~OaVT3ed|B<emt*qfq`*lI$K|$cnzN48OO{>s)ym`@47Qo3iE0iLG=6se$!gi$
zBO^C+b$HOG1@XZ#ch<0pgcWTv36JVZNn@Eeb+*QXtJh92@E^amDt5xg2Xa*bvjVH9
z%-bzfdcw#<eBRaziAmd;*E;7i=tMkPx+8eoBEw1H`<}+%`(*R)!=9c3ZN7IUTen(D
zSgc$3^l`t+<GmI4c2<0zEX7p0&@D=q%lzu*^Ix-Hs)jwc{IXu?s>y!_gC;ljm7?#8
zZyB^Nx10OAb>G&?@;qzTa{aP9izgQ~U!5mktr_xZO3C}U#Fe*GBfINFUrU`aJal%u
zB|FRY$@kkPq|D2{wCv~F)iyJac|43vW_V}X-4O9HYSOXDK3}(F4z}#8?aqCk)>99y
zHEdXVXSv0y^J=U)ONzb3lu{&KMts`+CGc(V+0tX|ds9wo9%rAm-`Tumo5rd8hG#=m
z=5%dT^L)P6M1x_n(~iufnK8mg(_#!yo{gOs=cm<o>88p@pEC<TCriBc>r<$Hv}Qx7
z(&{}kUpo9OF;Pwpe3y|t&2Flrcj$=&77rdZMtD3@`Ogq_yOXKU)lMXc;kanc;m-`#
zm+}sKJ(0<=5DmAvc6fo~rOjO{Ek(>GhF$1BqgWUcT`U}~a;$F3)#qD{*gh;?8e0D3
z>(OYf$~7+|^jR**oLQ|bJgb5ET=Dy${KtJ$W_z3J3JIk&wsEXvSSh4<{?eR^10w20
zYmPH-XSP_IVJ;l8<niR-;{~Ux9?giH8!?%?p<e3bRLM@Ij;D9e?~SayTE%x&)4H)=
zMQ(2vZ_9qsWeZLm@4D{ouyV)6^@WlXqDxFyDR+je1pkm=2==M&SLu@d#Va|<%j5Ch
zFy{kzDp$Uf(Ps!V%$apI>-g>9lw5X8QI?*wN7LKXd#=rLxp7Y0>Am=cvkKpqtx;E3
z+UDa><nVl{yBbresFkwWnp8P|%ax)be2cph)NQ`4`n=(vaM%&PKi^jMehzwL@#HeM
zKxSmG;WC?fycx&0nSM15vpv%6SKzsdJx$y0Rb#UCCVx>q28G~zuH23)MOA!LnV4r4
zOjdZb)WN!oi^=2tQQP7zld@)Ss|sCHGvnI=SILwo|E4k(AJbfC;OnvTz@rAeV+UDn
z5@(x6o7$xCR9$*!y)9!!(BXcs>lJMWs;{L;p35%%7xDAUGVYS1a@Fpn&3r;z@?_l#
zBc5*Gs*-7)nUtb(^?)1u+VoG>UsrD|%ABzFN{j%Xukm)%%!BGn!*YcCy;$Cu2zjiG
zJ+8pjU-Y0SH1x>@PlK2Z&$ihGN-}L`cpb#1AjN2MYLg|~lp^*^6N-+^3b^yv-ixbx
zmf-`|MZUW`R$cs5yXx8<;aO3=+EbRWPte*w%`n{K=Sog?kt5fZ)!oZ-YOH>?jy34Y
z^#Fenp`L5OK5=`lw!i$c!l3xAV_9lbaaT;?>p&T<kh;GsL_7N&zON8@tZv^bWL6xY
zcs|%;norij6QWEXZ!Nbs6xmnJC=owv$&0Meqslz<SOZQy5k9eQx98m4Cw%U9U(YFB
zJ(@f*^3>S~{(#!L1V`tnZ@aF(J=8zr`b4*z3C8#Ks{6TiGNv<x>%4T--D<Vy$=j7L
zt{F`@@a~*-)vT{;?cWw@P1sW|`t+91wnKpzKE~b8ui1EvU8d*y^w5klNA+vhY}I{}
zCiHy&y6)M<P`8hFu1|e=UE{gxF;5B6dq+z*G#I#F+tW4i`kAj9J8ryx>o~Dtz2nv%
zrJn1I%O{8!CZ0FFf4HEJ>H2)@6?1Pz8fO_5UtXGhq_ICH`SRX0mypl@8D6jUHsn39
zMs&j4Gh583-e7LNaj{L=a!vgfvv*b3rUV(v{G0N|DeR4N!BO_Ouf5-nNuGSP_RjXR
zO@(LEbP~2RZO*)3yijA&uM?a2_#X#p6gj*M{iG~;G}B?No`L4E>mI%@&i>Yp`Q#t<
z?(Lbv9;xTKNvRH;Z=(y3oGG5aVBL?^kupM8cW++UxyeH0q_VDyM@Z??%7(|H{z-y9
zM~sTH%^oPQgsxoj`keOcX@$GjWlsx^j(FLW>X~$>NNaIabI-K}6Xdfv)wd?6+*@(g
z%T00Hfk%_yJioN9fZ<8k`Dq1KVbeTCEA85R4ro}&T({Ruswz2K!mm~}F>-BFz0|W=
z*Na`=6#wRUa@A6%u_x?v<9V4dm!}2Uv*MPgR9VYBJ*XmAv8K)E@jT<GU~S_$=^vKq
z=-%7x_2$Lin^6{g#uJZ*@33~1TwC0#-t{bBX5)ePQD;@QaHyX7YPoxA+TD}i*Q|JZ
zFsZ8R1((_71Iu(0^mi_0SyTFXcf>)Dy5yr)DXyLUPouR3)NQqme$>o=5*jma#e=5~
z5m&9(a7g!6u2omqxJG+s<n25Q)6CyX<F7k6P7^xY993{s!iTZz#o~=T#=ev8C;Yl#
z@%rkVFB8{!m^PQpS7u-{K3ftzuYk`t;Y>?U$kvrprq6tS*`;;1vTb(Pt}W?FRb1cP
zwy@M3+IjkP(yAMA47RH;EDZ|GIzHcG`;uwx?Qziw0+y!7eACq}Mc?)&#XRBTO^D5W
z#b+Gv>@G5O@|};`7yKV?e8O~dyA0R0rbEH!v@g8<vb6ZpE{T#w5v*~KcB^*v7oQIi
zee<qBY?k$Io*upIyCwR3M?wUam#@uyxyxE;!P;uIxl4a$*(I=PpI+U)E9*Z);Z47$
zp2=I!#hM)CYHXZ$_3G{0tDGn8%`R}|D6p`(ye^s5fVE=t%IbNGTJqKkw@fn2^t-xl
z+hMn95eF0d*H`UMWZ?6RKepHCnt1LGc2T{s@OSxIHK)sZw0$*`6boYuxTTU!*NSd)
z_YpiAmhBX8d177UDPM7kn-XjDB-)aXXWiM>d?q#Y&&y+1wmCIrufMeA!UE&xN}Jn_
zYa4H>oohODQ>jDG@_5t>Ap>pOZ*4Ny4zZ;&6h~*gUwO8AeGohEJpQOz60x&iM@@{{
zc&z@|mPd_Kz8_znB_jGhDf)|chtp%Vm3OSxxz~iX9%K;8W)OPvF;Go#Uz^XVcaLSl
z9TRg_PfMO0(v@q|wKMO&cIoR&%Xs6HGreAl&25>K8+X;|-R0)<rW?7GR$3f1`7|%_
zLHe~-Vb!;Tgfs6acX%t!RG4+S$t=h&_<d~ugaz``Cwoj2GO&0V`P<&`)Y9*kpH9#7
z%{;P0^5xr*b-HGTcdEaL+&AGk@ZQrprn>d;nfDD<RbgA#ZacBvbMn^}x(h7A)J@lx
zmWbKzwOHLcZIj4$Pnl_+yAs?_&)au(vg(;mV~r;~*S)7I_8A{d=&-MxlQM7XWVef%
z5>Brw)wIvu3O1i?Xj|O)Bi!R#x8#G;XREfZ_<d$>mDKaXsbA7w6&l}qu>3u{+sp8`
zUm1=}Q`&iRZgRO(#oLJ9)$VcuD;{^*F5UmIw{}+c&O5IzA4?AFU41ssRQr0tnj?*G
zL)Mv!Cx1U?%{Ntb-{L$6-oARTV?jmJzFDnwb+bD5bjf6kgyI12EXnQZA67gMQsI{_
zsOH+TxoLr+q^!mA<dSPIW^wqW7^QD`{OfwM(EKTl=WD`sb4#~2=oQaDw@Wg{h>6cC
zIPlJs$u+kYuWb%!GQD+5YOB)zZFvTTuV2Rb7rhs}<GD6lddJh3pPrPw^}n^{N^UY|
zVDI`nUr(%Sun<bN`?_lSCWYU3s-Eq+WSM-wE%`@ya^A%^@@m-`zTYk9<ecl%K04vS
z`o~dn;j<4|{F^$J<yuG45ytn?7h`XKY~|T^^{({GvSM%Vn}!o3-v@27dtfE^b*^2v
zyv`)SH`xn6=eBDdxA)qyJBG<$ZtHrTc$ebOS(R6IW$#IKJSb~;Z>P&|*Dd>E7EHB2
z+BfyB@sTnC4%^CgQbG3;BgJ3%CTkV?`|>{4Ubfw`GRnotzU7PMIwQBBCmxK?_By@y
zpE&*LLAkBR@4T2bCBd*`Q+08~j+6VAZG5ud`Rw{FKW-a2?MYv-E@DRG&*|(t)<^!9
zIeAKc)vPD^jFV#5ay?(pJnLLwZQqLhGy8LEHh$P3c6?cOuD<hxvWbz3Jo=wf<efur
z2Wog^{F3)N6&<-P@7ip+M%DxUte*cuFX%0l)<64M|I>QQt^4|(<f^mZ+bS4l#P;Ub
z<>u_%zHpAs>!xM92Z`I=DOp!lGDUu}+B%mNepO*#f?N*&(RLTrJrn)3N_&n<+4af$
zBm}hAY~A$9jnlq2lT#(m_~4h-Oq?>QbNZi0xpC&KJ6Wn)`$f-DYSq`3Pdp?_Sgv`y
zD%D=o4S6!{fy~?0dDnLtWxe~ZJL8G^)0V$kr;Zyv*6q(a*H-;qL2l|L=jHDhXSqqP
z?x~#CIqBXuCEwT0*Ve5)@c8M$_Z}yNd;h*#ec+8<m}vN<s@fwjlm0Wzw6ICJda$}+
z6`w&ipZHGao@+ZN7d`08++G`%=Gt;C{T%1ntb-NjCo!Han(dHt?TGQJ2E%Yp>(!?o
zWtrW$Z|>0NcvkJJsgFg1#qvJsiLtUBCLuk2RiVAd7CE)cgf@hPUAr*Jw%s=KVdb(D
zrwm<kmbNQRsZ&tX;&>S#dT?!svS?hY#LKR0$MU{wu?HVq*;6?2ZRnvUKVPqa#*oQ7
zb&Y%XHE2)bUoSdSCRth8^wQnK6DrrFIPqWF{PcR!<O_2SN(O1q+O>73&(y-ctC#bi
z&pNla`03o`vo2jMQwmS-diAUK?M~I}%JW<+(-y8%xj27L-k0}r-Rtk@9p|%rw$JzK
zGi_rdGo$PZ>)n!O*N#{%ee?THp6$o?G2wHb?#(*0dC&an^=m^l9M|1gU81UKTc)eC
zq^o>J<*Gyv`)kVsvW`7zv!1o))5q&e<1{QEgi0#gTyR;Rr0}n8?UE&Y%QidBxpJ!h
z*VoJ!MO(g_C(hh_@LcxlCO_7~4UaQkM^E&ym#XeFPY;qvUhAm5-sah6n{&0Aaz53U
zvd$NmZe3%PcCK<=nfvLI*HJ?IiX)9uW`!G1eV?@KU7`29s>|O>9`)<BT&T7;U9t0d
z*MxbQOb@;+Ghe?{E&t7%ZA^EyR(qef+hS?Cie=8%MbC`(UR=WG8tEqaI&wv&?5o_z
zTdns!_B!=!TfK4U-9D`u6MkLxX`h$jSo&GW{dm=~%Yp&BWr}ZqUFCCUa&(FDlwN(y
zy_x$e*L+lXHbwBLUM{E4MdRcyo+DpZvF=>Lk~D2$vX8}ymBm*kM;>gjnU(F`rN3`+
zP{xM0(^mOBo|Wx6=W39@#Y)xPlZ3CW^oWoV44Nhy`SY>poLQ#5zZToxN%*!(SL4sC
zGY!v0eHW=M*)qFINL$XRUh7g%@BY9@Mt_--)i3AG3EH`4(VJ|s?~g^L4WBK{G_blF
zZ*Ke1Igw+N=InV}eYRD8S-wN%viLOnCn2vg-bBV-EznqYT+HKu>C0W}&85A*S6rDz
z?T@%KO}!MJtCFaBG*Wx}O}RXQZ(mpQO4pY!t!uBSesFZ|-iebwH2p4e{5SQ<JhKn?
zW~S~;<UUpvuJSQtvC8)S$y*aX`pur*<XK)dUtylaN8cBW$Ez;vytT>TxajN&#%Iga
zODg+bPGdAx``DAV@}2C<g_qYyWn7g~oqlcc-Gi%?eAd_b`tce~E|-ax`L^mg@1<pu
z2TgKMJpQ<%Zn?k9n_%U>t<%+mk6+sQ<XE<p-<_+mi*&_{&72l*H}%<|zC3HoALct(
z101vT1U*U;60S~|Q?hK))h9t7&)52XzjE<tnOyU7(?y*>r20%A+pZ2W?78$zeR>e9
z*PKP44_K_O-4$Hc@70&)-L-N0mN_4T-W;=7oxn3|LWA_A%+E$5r7lV~&zJH`y#BN5
zy{MY;?d4gSi)L*P)^I-`6|Zyk8*_eCxB4vUt5VKM8~QC?&&oPv{5D+FEi1Gq#Bitf
zjq`$xzpgw|zP~hcO|qz<^R0!PH&!XX>`DysD-7={ebA)I#e9}`_k_jCQXb6d%%Zct
zEw^PY$>X;v4lrV#rxk9vsB7DEy=!-CtuB7^`_FJ{SF*r)nUF<x{~1oL3d%Y*v9~Yy
z&Auz|H+?z(pJCmuejS0rz@PC`^$NGF>#Kfq!&d9itx4?iz4;v?&-<4~3Cu~}YFFm`
zbl-_X(P=DYYb7399ABH+UGr6G?UI<sD^}#6xmd;9reIKg-92Yd*HS6Qo+9lyQDvF1
z@K+_l-FN3sZI62Y*6!sxzLRc@qPK5t;5@m`($>G8f8owh8HNI_3oJd~UIv`lDR=K`
z%hYq<*9VE_2p-dV_Q~C=k@1B3tm48Knu})@h-~w)T)jfu*8S|;TU#!qXP$o;GV!$T
z@eK#QuL|P2P&dCf{p9Ug`bB}W_fOFJ<=I!<mo2g3{>g8TmV_r*UH0tUZM>?>F)Z@r
z1F3_ZpNz6S3?JKsm=^C63UljGnRf7<cAn{RpGO-W1kZZ;KvLF<YsyyRm8wO)$M-*v
zoX&roZOdIZH`c`1FSh+&a!Z!1EuOG<x+TMP?SdlztQYUx)i$U}JZBem+t^k0)pF<L
z^|Gt^T#s)Ty?l!E<^8W~W=>x(VX<<P^pfv8&+LExK2m6<N^|t3$LdU*Qzh31o(wYc
zd7z)$oZch1^~jyfC(oIeR{cIaIVA3&#|hEvY}d{mZx5S#+a~(AzU_{su^MuR_RchU
zQ?}A=){Nf^euY=9w61X%zxuUGPS51P{=@x;7U!BbPmH^9tEj=x`bzF{P4%a*J;SDl
z9sOFeW#fZOnYC_~rsrZ_w#bFAt(8@q)>86k^^9GYJZv=AF77Cgni;ZaP0jVfM1|x}
z*Q9UTE6Zx%e`j*0`O~{E>&jwPN^f4<Ymp@E^?bfoQB+pNWv3@!Oc^^r#%=rMnE!Cq
zq)dtPqN`TRy*PMb;?qVyO@7fkCznj{6E~grE2Y_9aqX4K#{SdY&V@6ZDoC!~y!?cH
z!(@+~)Z5>)-tC_C`M9r7P+?a^^3Sl98z;+`tv;FY`byBA>Pb)KdQyTOwq-AD{BU>m
zj9czmmzw+oBhM;loc2BUQuUlxvBA+|r2w%R*CkD#@A5qHzBgQAZjE@78N0>N@@-b9
z-m;fhebCgid~CWpyHso9d6_WL4FxN<UkUkG+_R^Doypr|3F}>raod+?FG<LI-1Xx>
zgWsN))7A%W*sm;^IP1rrIR0tA#;-n<KGim@uACov`*ms?b8U8#ZoG`x%XsVPEQ>fl
ztFS9p-P7dF*+n1j63cgf8R~uHSGnI_qaB9}|Gd8W<)xL($9SEL^1E#He?#9_<vvK2
zH!V6ftGnv1$kgwzs`suvc;d^^Qp1>@uj`ez?@rj8y=wcemy-jQr*AwSWM<2Mj(u-z
z*g5TqUC%9^ZGF6hg=f~wo;P1D=KfMHY<e)KHk;|0X+qY^9ij}@C)Y-I-{cM{6c1~8
z-t{c*{QTW<N3JbwP4i5$)t(n}Z=tx_dE>s@EQQe*^%&N2zP;-2wQxtcS?4cVt+0(7
zS$4=C&HVYFK{r8Bc2&&Rf1!oDUA)SbcTJh|Ij+9`gu3ZX-_JbZs>PByPp;MU&lJ|)
zE$6)I_H-VOC(Uu1t1?-qHhTT)dUV39VqMr{uegfWaYrqSRNlFKI8{BLFUwB$u#m|2
zw{hk5ix$R-PmC{kRTU(XXYn?Uadjle%?;YOmUqsX_HE;%>jyN{uH9=t`F&S~Pt)?Q
zhwF0tv|r5iVoh?8pIe!GcA?&3(YF_l>|OeOo~)PMtHPa6wwwJCVtlmoyA$X7sCg%y
z=KPy_;?6Di=Ek_UR;S$O2K79;yz$7KX5aTmqo)}xpLf+;S)FaK$h!`g0}p0RkXpmJ
zlDqg?+q$;JE6q=38CiZ4xzm4b?))m9-;=J-xMUsl=Jl*NciF51+DCc!H3weJa&V7Y
zb3p#wnvF`UpKs-QU1ly?I9oGp4*%JnD>r0c#cb7m<Iz)mC2UKOfYmilwyn8I6Mw9n
zy0-B6td~;V%JYgnLN+`IcjTLMq{P<x>eb5;#aph=f4g$|N4ZUl!>3lSInXA2toYJ)
zg_z<#t@}4lJ*c{JNXX*6*QrwBn{%hEc(rck)tA8{6XfHxU&(XF@=p;w_<jAP+}M@|
zIm`76_L!DAEB*?f9vY`R@0#o(QKj0QOE&FVp}w?4e4FCqmlI>u8Z8tpe_h{ntWza!
z>u1xjwOO^RZW=$6t@o6UXuP%0_oLVh$K)-~_PdmJi*mSWKV2`B*{oMkP<$b5M$|i_
z@TmFPvmRDnHz{{NVsz}pk>tG*ZYN~3H(xC|w8@ZpZ*eAL*vq4}Tdgk65w^E$$@&~Q
z@n@;<k?8GS_agY$iyHPkzBYO0y_MQoeVPyIigtWi5hy9~b=}1UcaLe!j<i=7^;-4n
zTxHO8mt&D}9_?-Gqc443##)y=r|f;4`?v5Q?Y!$6H`PVvJS<I`H0x%~`86fIVde+Q
z)J<Ph@K{L7W<Q;4^|e9f%lgbqrVCCn8$958G;Qsc>WHk(U0z}7Mb{p)H1=7A8<!{a
z7`VT@v}?yZ<x+O#`N3Wvo~v&yJh`RH*Dd42>9?kB1s3bo_irwlxZ}jLed~5@zPCfJ
zZO`q1i&qvZ)~<94zdJ8As#Liy;?4&Xo~3nL@4dW~c;N2ky#YHfd+lV9)4Z0EG@0E#
zK5C_B<jsEGAe(Rd_V)d~Q&}T_zU%W{$A914EZ@d%d$T<1;a5>fo8O<~a_?K&^=<N+
z*FGsLXwKGxVxKpKXUnH=oSuAqZL!+b&U4zYHvCzo_58rK;!?Su=ij!uX&uR&+<Y|S
z@5JpPui0(2ch9oDcwWMDi>r)-V0eqYuHVGazs>Ws)ouHpazsiz^iXdMe<*QW)O-@Z
z+}0cghT@=C+LFID<L|nB+<4A7s`148NXx)5n>$>OXYV`iwD0Jr=X+g_)S1q@H1W%l
z&wZ83OI?CZ3O!>tPA-48>E@xXixV54ZB#YA%6rc9r0GKS+4HVunOiX5+E~tz^~m0@
z`g(BJ#+Fp;xuu&Q@ArD~XiDBI*Mg6y`&zEO3H}%t8<AJ_MO9<Vn^LYD_NUgd$F`);
zIw;Jv{MwXL>`&w3wSB%WwX1kDQKhH6^iO7E!>YGNg4bs?oNkWIvXb+;y>mt1&3`l2
zvg9PoX3vdop8qub@f2bAy*JLgUwLs*g+HsVKx>U&K_xRoovCKp@yEfZZWd<UlHZW!
zxMuh1M1_}^wkTRM-&$TcF>sf0(9?;}*R?4zuB#7a^YFWPPJ8jyh_(YV&o)KbUM#*7
zRu*10_tK_GPhV}dT&wi><n%<lJJ%O(KUdYiwqohcN%x-2n{QerH@RxF*1No|%e6P2
zTI;ts_L~)>G`rl?OUI?A%6lE3dhE`%$g3{tll#}I{ET0@x%J(>_V}m2!nIdL?Yrdu
zpJCnBwWb;=%4%!lPRmS~!0$J8ch>Dz)5@sl)1&zBy|q|3aqR_j$C#;Snk+wAJYQO(
zSt4cFx8vE)cc<!iuXwz(yH<*m-LGxgrcRGP+IC+&F0nn^Zt~RfkG9Lixt{78yG7UO
zO#OWR(jNPuv&$B(V|*R&XT#XIUg@LVELmo)CynQ{C6E2(dzI@a+%{|R`pfyPS64mw
zwwiCRn{D>_Ju2@cj@=Qwwb$$^o5gZzYvrbv=Ndb<=7lFe&lkJxvHNC~%;Y%b?B~|o
z93MPhT3f#I#?Oxe?zXE>%y;XJ{Ge^s8F}yVu?wM@M~}N-`7Hj^c;c;{tM|G8e6%~(
z@BZn$dHY)njojY-c6fcv>Uyi%lw0o4cdYW7vh>WGGZj}(Dg;jQX9&OWPw+#_WRXcJ
z77rdR`cU6|E0X2Y`a0wIsM`m5w|I2SVA?o0!`<bp4OhwB%0IrY_Ip0aOI4IAWyoo?
zUG<US`n;Mu#)Hp7?&?>y_2tY*H~!+&K2X~Epp(n}%CB(Qr<QBq)H)q@%F?us%)RsI
zYp?TUq1uZv2FjLSS6`RZ4Q;bnA2!GIqF`Xwq$u6q3=Y{{!Fg(2?J8VL@)&~eJlmj`
zmVVA(ZtA6%W*6T)e6_1&O+u{CS?%JZd6|WV3I0CUt;B0~9P_`vw90RKo&Zzj+GmTU
za?J`3`Ylt;_-<?L|5HgOto7&v$>;wW*2g@$(-LIdr#)leo*cRQUtgaTEx+=YZ)!M~
z*>xA!6?cv0_Q+h9NnzdlJ5+l2HY34V3q=mjmMN%^yL$7@q`v2;t{>eQx?S7q#hnJj
zXr=t=>*Kbbcb~%?=6OK$_<51@UUO7a&YJC1UbrT^d+qa;D{eXWT+43qwD_A*<aeCS
z@TB7_pPqWD%e^}fuF*GGSDWQB{n@iE{=WRJYu?;jp3t@RX2kN-bHatQo-5D$`ciBG
z#}3iMLF<l-s4X>pl6?2k&dQLqUAND?J9tie+Juxj;X1dg=9=oC@mzk_KfRjwh;N%4
z568dI-=-h-A1(W*{Nclv8Ev1HZ#ljxjPKEEx7B{}pP|i8Z??;oi;*9t=byN?<@VDr
zCWo(0wfd0xYp(fGem3u=+2&dTt@k|sWIvN!SfbwlZ)@G|AFsW-kL;6(e$im0RNU_$
z^=J3BoU?mAX|l*n?Dx9Wl~w1z^Ou{hO`6!;jMo~G{uiFEd0tZWE+`-*S^jZcMKkY@
zYoB&YeSiP%rb=<bV%6F_=apvOCC~R|PYFwSv^`zt_`=t}u0^};?=3jFdY)aTg_ob%
zwd0{IOBXZmubMccM19tQZ8b8X&y!EGe-xd)Y)Q>i>(UhC6O5KNWy_pP7Oz~hyXmH-
zI!jp9v^$n-Vk~ofo~nGYzPkHK!nG~t70+$8JA7}uX<bOW-ScRxpIMlmXzIe30<SnH
zco)X4f6yCrqoV2V%*MF(d;1b9Jy@Qtc{!_PLhRx;OP1oW*}g@$o-gG3D&%=G>--&F
zS*1Q@)eS7>7P74&AKjMc=Po&?av(kU+P>Hi<wqnRUUE$ApT6>aocZJZ9ox&#U1U4J
z^2OA&P-yEE+h?`=;!mDFZ>cKr>gE$W^(*@?rz(7i__EIKdXR1Ly`86jAD=U4l3%u-
zQoyJCQw!b9`j($gk8ClNn3s_$y2y5=X&ZO%y&0xawTWF%=4qe0_VhmkSFrJ}iL<t<
zeA)Quu-LshZ(h7F6{~5@+j_w7$iCuPR|}k^4$p4NPL&J!&v4?{sws1C@63|4JeHlO
znLQ!=;Mo|@jxVdacAnjM;k3ocf2BS#bFa>mm{WXysow@`!Q-ZTFTGyKd-C4dzsGK!
zI>Wv<J1TQt{+YvlTjw$@sjuFich&UVia@Vpce5?8=0<7PEl)MM<d^TfsPav&$f^d9
zKd(D?Ux~fZP_Zu0^X3!P-jGbobrJ{f?zG<Mx2ekAMdy=Y-Og2dKSkEv`E@0u=lF8b
z&66`#`XtYvoY2N~=ga%3Zyyh<G%%lB^HM>f+;r#S$i?UO%z3tJ!^i2S+fA2?{fc|O
zEMr#9#d9qJ?xNr9+tW3Ln6`fYH*vYyi$B}h_Vr#|G*Kzwl=hw8N5AErou+F=nN%&|
z-#tJ6(ykeYrpR2E=5uQ7di8dD;k{j#YtL7@-Zb{qdh~2TsO8JxrkxM2Y<m|})%E<s
z)ieo7Q^Nz2>Ro5%)f;nJ9Oa91+cou0ySiwe>7lDOYm#kWDo&mGDu0DpuSt*ClWWh8
zavx1v&u+PL&mZQqv3pvtOp7xPiAub@H*{9I&9iAL_fMMgzKWaM=`3cd(0jLGHLFMh
z*H(d0h0ERnMV{iy+c*~67W!&8`<q*`ORW6fuw<UaTAkTOdrx!S7D-4J4f5<X^?a_r
zaD{{VzT!~zgsr>8YL?_hEzFqBF2i-fg?UmIoAqtkRVr&YOXaWhv-Wx3GwX_nndVvB
zI@iZ*-JG}AX>@IOxD#jVu=I1d#G0Mud|GOgPsdeV@qE4EP41diY?|x!PMqVvv~$YT
z)67w)BzG!zi7i}YaLQ!zyW)vaZ<Sp3HBDJ?QfcS!V@5LR4cY7!y{fft_p+EA8*lAA
z6#QOpYr)}@&u6WhR^;(mY4i8{&Wm2EW!<cKB7E6&p>oX+*_Ee-jtVdohd5d)ZNI8|
z=XrR!s>k*-oNuFlD~H^vE?bkA95Zj(3^}*pSy#<PzOc<bad^+=IVI~F^u*_TEzFi`
z)v3C&$!nGWr&Zxww}`!&#Bp-Mq-?jyDa_{|M@~HbY4WYj>T}E-OqX8jZPdPVv$tF3
z*%pzHvyN=PqjXYf{gS<{{)w>$^YeqR&w5_7@R@Lw`KC7vO_r-BuqhY5kK7$|d7-d=
z)$^y%obPRW_x#ol=E*TXCbKVBxfay*LN7FXcHjce#>ny%z2c~(fQirZ^P?WF*E@Z}
z-$FDmN=2ae=BZcGGdpBI{|ujZTI%-Z69>LO+AH<yk-W~Ns_<#AreEBlW&3lH{`8fX
zrhbo7o>kd%wBuzA-x5i|o3k5lo8DS;lF9P8`m*e!HjZ_%v)Lujd%bMgxpvv&tGn+f
zpDB%AsIrdXT=uzlOPoBO?=Zc1?}Wg#_b+3j-x-N3%UykQxyw`e^y;9`mODSJD}4Pk
zOy!f|q33(^VwvI<O8;oH95}jqpKhegq(3K^64FiQn^{V(J-Hw?>UhSCZHA%Qd-<ww
z|C4xrlQXBVtK;y!Z9NhR#i7emm>GVDt#)16{C(at<5u={S#vI>ForJ;ye>N9MZ`R<
z$vdKsGAx*LImMb?d2M8Z&}Ov>^6N6=gN=5wp7+|I7+@8m<UEfxw$Hrqd{*vF-mN!!
z!wV0HZqLr%*)B5CsjDj7TT<`{2eZ6a=EBHr%1#@PRjzq9g~{-2TFl*3mjq|!XdT_;
z>l~i#?7iZPN$kw?@oU3!o-=n{Q4BN6R=scXrfse6jXMd+k_-0PuMJJN+v@r(?a_*p
zOKZ7(H4YwJvn?#`q^aWhsyzQF_R}d^3nibeUDZ>4H8t(L*Opb)SGIf+3Rh8QT5!kL
zUAws7tIObS<`>hO!XAE_8(boPzVw``K5Mu1uMoHINz;9Oodm;~*M{BRd6cW-_1TOA
zB4!?EGtzRLb5<;vq{aE%;uiZ;-+8Z}9$3ZjRei1BcHN`G+HZqApRGP!QT8B|Gh(yU
zX_d)6UzXXWOkLxtvgY_&E7S8PonntH);h{D99UXfq$l9Cd(+hwpVqN2O&7B`u<HDd
z4_2Wfk2hN1;j8!+R&1Gk)ON~u(IkmY?6O)p>kBfcI0=7QG1F|GZ??y&<)Raw>(pws
zrp&l>fH|aT(y>nI%w^h7E;yS$b`VIo5@f(GnrFu7=CJ0bU;N~IOSc4VSo>*Nw#l4%
zTazL=C6*nPiwI^-s#tVZrG3Nd8=*2GTFj=*RbLc(t*>^nF+ShwvHGm5;z^5TdSU4~
zcQXCN*1IiW@~=8G<5z&Tz-HOIS&w8UXibRWd9?P{!c6z2OjZ>hvb9=U?_Nx7$l817
zwp~EBsKmzSTfM^*n$m4wNt}4LboS&+GdfTF3ieb`33<FU<Jf-9N2`Pwj^;!!3;B@Q
z_q38<He0igb8Y1@>*7e>W4=s^wmVl#J4i0mGs?>83E&7}DazuUe`&5tkHeZz5gQgr
znJCKyAL^Tu%%!<u&PKHclf|J??&peUwbywrob%uU3y;5Pe3`4)-4ELK&rU8_a<Nuw
z&XHypjY6Niy%{RbXD!rNIjk?=_!zkMbhYH!IhQn)<~ZIBUctO_Rf@ob8_yQsDh}gj
zcKUkO$tP*mBrV4S&lc$wUt226D(-NS-Be#<)tajc`PbGOicimotNOO=dDohl$7_8W
zwi!m69Gjfldd@g1@Q&wqqr%W{AA?tENXlk;?{Z(0aox~eBI!=w&2@WCyW6I)=Iz~e
zz4dUJaL=Q?&aQ@Lm+C$$i=GaW-W>9F5$JS~@bglZud4dJzWN$jiafnBsaop6TJ?-v
zM|R!6+UqarsZPmPW~lnlVD(XJ`PzvugXScy`EEP!Tv@{6IpGU#9y?`}eM(nP*`2+>
z=9Bj3*i@%n=IgUQrCxWwvh3R2zNhbl48I?+n`*lE%qD}^{aFv+`ji{>9+@}q>WghF
zMI2a}HavM%ddh#1c|zx@rdn;^n8t0JSx=led1CqO9UmJ!&o8y*2!CT$u=e^|XTDDn
zj6bgMlnZ&T^$vHuy}meT(k`vA4a;t9vkv!O?zkc0*Vkq43U9PdBu~5&HfN>Gq{+2@
zooo_e8zzeHSXU>e(pUfM>$;8WvZIAX?_7+m{JLV!`lt*CyDf84sxPIkJtfShv_Yk}
z(I!0QDAVVN&wg_n&la6B^m{uuAm`bKgR3r`U=I%1EoRB^Xfd-&>6$l}O{#k5B_0>;
zSJ|7L{bp6=!4>z;8Cl3&-M-u@S@q7-$e%XlE53(Kxxo59BFHf2x_0cjmKi@|z2;S}
zF<1Eha@M>^$rBPXp-h%*<kq}w+8z)Rcw24O?~I8Je^x7%TRyhcnzXTOw~M$igGbbJ
z*-dp@7d>8Ir`74?>zzCM)`_G(%NLol49r`7LK@!(oS(4sEQi?A(h`R2%C!YjK73PG
z7CjBW^JSf1QQ@4+7hZU-^?7NbKI=@M&MD59FQaC23m$kG$Z}+Arnc0vv$m!xHgfh;
z6Jt+a(Jh&zcSUVS<jkJ7g<E{rY%_{d^0YYW@apCP(aUQWZ;+A7*_JA-@=r8#!o~Az
zcUqiy9rApe(+;Jz{>I936>C1~Og3Y`v?ZwA&3H<<^NeYCLu8UK?cBM><{0z(s4vI2
zK9-S>+L^vYtibDfh-%u*!&>Q#xeF(BRsJiz8TsPk0`|S-@`;8Dhx(@42tIkxbtzPC
z*PK(`e(#Q$ZCfqWyLEw_1B2ur?WNl{hjrUsO_DYh(mZgq&~ow8;OZC22h*Nzs*k$q
zvEA&_f^Td0YwL)}*<0Q4mIz?pt=4X_Xztz4H*a#ydQY(#9@AdkcF#1<@JG1GP8G)c
z%dhR`j!wV9R=H;Kv!uzHc|m%X0TydDbYnjMd7WjeTO{#)?T%cB17Fr!M(u2xH%rps
z)`H`w=U2UKQYjQuo4rNRR@<^=l4s+kg)chlKB{;>_dM>Gy}U7ysq1uqiuM*h-;9GI
zt>2UTy@bQV?zHvw>^N{Vil?kF^0nZBwGraXvo5{eWSM*A^d!|%)%|}%rhR+iXZA7L
zXGO&-U!6iB<Fn@6rYqjP3EbCZJ3FLo&F+esMILKU%<%9w)p?T4)Gn)E5WdURVCg3|
zHtVYmk60|9t+~BYqqs5h^O2Z&wOO*K_btngJ#i_0f_Cz650w<ngQg+TADcr`dP6<r
z9|x~`W$pT>hx>MSGw7ByUxrV|KHi?y<y~gjt}rM4Kf`t3j&pwm4}4pbEE~N!ZCX@L
z?(KUTid9@|>ryA~u-zCLr0sT-X}dy3n&afQ_hEaVT;8PXs$Mj;Tc<KI`s1QUzwTK!
z^;A7u{VMRVWY}kR+0|#hc3z2b`~5FqvBcLkDNpuZ&E*Q{nS0r`!CU5lnGvgz=OT|z
zmE`4@_Dtg!xpiczdGkNhb6IwZIkIafRDJfm;_d8lVWoO*Uvuaj$xZv`uPrLSe8{ox
z@!FzGufqM7uvxx6n{w!Sk)=={Z}HOV8($Osr`?)-x~Nw@{`1SINjFYEZ3~`I#nt%b
z#ud%r<1upCQJgJW%<1f3R(f6Exo63jjWXfuc^vub5A9;zy}iQmRylv%*N%_JwVQ8$
zTFY@yMcP5;<E$k;PglLliFSWxk!SewWvoosL#J<VT#G)q7c4Jga(FxIRaj&hlY>mC
z_UaesJWWeiR;jo#msyvtc*o^-GkE^eblpS7eOdR;-(!lH_%d>D*dhNjFLP2NMT9Kn
zr<Mwy`}jccXPE8UGlj=5@UJ)Z{c2()u)j68WYJbj>D^VbjZ@<-EPi!uls$4W{mHLK
zI}&Rid|A6<`CbWy)LO^2BD1%yOI5k}@><Z6!;%NTuN4+KJ%K~?*+)-1^OW^3va7g%
zFI5n``{Q~}s;FqmxwPHJD}?;!dMID`7_x4f=5$+*_db&Y(gNg^e+IcE<@qywTlO>d
z>;9E<Z<TL6v-JE_wM$3aH?C`wP3PVqy#3;?(CpdXJWtdvzm8dZWr9<svfS3*J9QV!
zduCm@xHsZST7u!^TRUFQmbhX3aem#_ReH(Cd4FBEuCzUvqj2Kun%S?ixtFaeHeX~Y
zdH?#AFdxC&eg=Mpmz71gs<v#}sB=f|*i>CHJ%$xA*RN{Ju8T{Zp|f^_b3x|)WG1JO
zkD*ImPV!iB?T6w4%cUhVo1d9-CRCiwiHtsV=h5O#GgA-VJifI2+okA5J$=~~j^@>K
zKF#)gk+O8-<MQX>`_3ImF>}rEwk$Fe{1H~X(IH|^b-4Sk>Gj4cPk!}yhL>GhzBcm>
z3;%?=(5a$Fa@=KKeVN|M@U!@Ru;gl6m&-4DI~MuKGzOd9n_=HtX!NRYIfGEP->r9_
zVuae(nF?3w?`UUh*&At4F!R^76t?omEK+YnRZ4zN>CakftdjhW=gQW#cP~s?zexLN
zzIs^J#fV3;1=&0?*79Dv1$n>so34p^TND#z>Qi7|BUR)mR~R`nBxh1#80(#wgfDCL
zMZS7;OLMK5d0>Uydv;Nu*mZnvSv`|o+!>mEuk=l0nYm`W%e<+Id(?ZvWP*ycOXGz0
zt~~ZO&zk$0m}rvmIW5y0j>oh@y617M_I$Zw-I|LR5A+n?+u|j(r>}C2%Ouxh#y`Tk
z&fVo$H&vzBb7PyHujkVTp;JrMFSXlET~y~X=j|mmzVMIh5?as4O}*_e_tf;ro!ed#
z69cu^cKK8tTfVn=*BZZ#lO>;&txb(|kj-j6vxCLd@5Qv6pTqW++&7q5oBe!ms6xS+
zMf+BK<ZL|svvcC>c+;$FAC=ASx!a`e%G5Spt++j}eY#0WL%Qf%o$PZLvPAp)EY~|7
z^Ygnc%5-^~)Xj+LlFA~_I+FKk-khm&bH>JxJ{869qxMC8T`nTI*y+u;GRtpUEq;ZD
zwS0`V*0)%7ZjO|R?)s9Wj$6JwTBou@w$LYGuf;0&o-V!LeJ0m+-{r1Z%zWkYo`dK7
zMH^(Ak3SFkIk%{=YhUzN^}J)<X4Sv1=q&!cYNh(hl}8%NRu(2bjcso^Ubn?a!{TqI
z&6#h@nK)N!8Fpm{8SQuy>b83Ap|5|k4R54e$O%t=|1&ImUftBf+09>9`B+~_){Ev^
zlT}xw#n{;IHIx58!>TRbC!UpWG&m`nd1OM><tZh<uB_Qx?5;6!qFUuD-dVRZR!t1-
zky^d=O5W^RpGn7Uje~TW*(P4ddwk)l&Yyih*DTd7(RGZtD8!XHCHdF2$efb={|uof
zJ5M~RGY!8W)%7Z~a&F}x&6<NDeZH3N7HigBcq^V1`{(PjJj>U<CnO(t<;%LtoRKNN
zuxYhdxXr&Q-3M%*T%9w^gyl`B!Ix#y3AV=X!%xj)v-<ox@a;*9=dV5I3e>rIwoCq-
za@4_Y>oVsD5B(qdewy*^*=GN+n0d2j_VBUq4bAx~`|Emr;={XcU$-4*-e~bQ?)Aby
zvRCyYqaJ$c$E45dys}*O=_gV1bGKSz=1=^zrtGp;h?baL)81@{AEj$w`Rq<g3BJ>(
z{qC;#!|!b+Q^Th)9VoS#^(x;cbm>iI*)>@nZ$zX%zDnaXTP%Djg0tvz*h;Cwx3&J7
zAI=}VYj!p)`dX0t+G^Wls~_GK;@z+&Va0>4kFm+|A59<Rt6g*0x47%)@+djQO8z;$
zzpm@Qf4w(etM<G4>lrpyb%(mA?4P@qzxJc}(Kgjd>fhE+HQg^9mnF2Z%;p-;wd-Df
zPxF^1p6KIz(DhX#;pM@5@BDY${Ct!ZdaYDCc3Q{T*>mRoXP6tr<@x)r*5}2^6VHYu
zHolCTxA)BC<`+)k^Y%yORaeak$*DZ6R>^LvarL-UzGL5%um2goUKXj<O5VOyT}4A*
z(XI0Nc2l#*eS0%!%I>h6D);!ni8ViW&DFAV5i<C?W@pIfD4pW-d(+LltDp6yMYW#U
zCLy`%#`o2e)-POjYPqd($dWU2Ej8nQiHjD$o^`3uCcSTJkm2RN>@ZV{lV`=NW~r9=
zEM}Kj?eKWcl_ndWFUux2_eY&IRFy52S@LXFM3G<Bm72!$dll7I&lFC*Gh5lVUTcEf
z-_Ide=6h|}TXn&A>S--L{_9))8!RQyI`I2t9h$&yGCRe~Nc-(sgO%sEMk^~^4z2jU
za#yTt*|fuKjL+pChFzAFFcs{-Qo34WPH2o!^o{9xhO;tXxmxsDg;YFiS-Udsed5g5
z=l!GB&w0$Ww2Wz`*z={%36|T%OfIn%cJ+L|H-F*;<KQzHTVHthd|RH&P<2UDouRH&
zsqINn*0(FW*9KfLp7=9p%F6Z?ri%9ZpI1J);i=uR^2F+{d0#qvzP{0Vwc^BU@0l~U
zRvHN`p4fBcRJ*9z#iNm-4+?`y+>GR<N*;Gz@2y<5f^n@!Ks)n)hP7VTUR9Yq-gxoW
z0xsL^WzBu|e?vQkKCqTtSn&8|OwiqVM>V!&Ewm{SHBa^lJn(4Esven=HPO~<pSUpS
zWSIrN?74D)=ZgPjmVY7ZQq`ZB8SLA-Xvd$|mJTwZcY61?#>BPrT;6Gzy5{GPKUqPC
z_p#beSNMHx_skp5@AAE0>$R~bT{Lq-`cjXLze|q>^)3CR&~vS+^v|nJ$DB)6Z(Moz
z{E8JB_Y5z)WI6FYjP+q=w)@)5QuFKDAKz9}&2r=Nlu2e**DZ@G66Z(VDtrBPjrF>D
zKi4cxIV<F8+`q&0yjRtAcl$bvqs2zw)wb-~q-S%@=uSblRRY7GUsu1Kuu$5Z_Iuyd
zFiqb%Pj0BMvkuEnxO#K*<P)zWcdBpAn)vMc{25OJszaZ4+G=TBc(yIbz}<Ay?chne
zrmq|(@a^~&(k5rvrybyCajfu$RPSU_-;JIs-;I5=ESE`KzqMwE#d6k{PMeMEmiljA
z$+l_Prn~cuV>RNme5b6tEWYx&(94tacTbL3zxbG6;k~_{kNkF=Hw|#x`=8;siRJFq
z0xu8w%B7Tq9xIHzl(E+{u<Khfhw}2r0j3ia3Xi{z);t*<oa&@mZe#i-!T;{j)O{UJ
zlee3`U!P=r;Pu-OY5%)_OxI+c`s;7CO-lEV#s{~H$L001HfJ3Fz4eRWrO$s%4K8v1
z<GI!?aCNI;g!fvdwJ&OJ{4!4X{X5L&mZtsTv$fu8Jq2}vT}LN-`YsW9eQ(RJD^u6J
z^FHW$|L(?5HNTV@3L~C-?~r_O{i@MR&g~1%n|A%On*VUEnDrh%$p_EH-)*aTvd#EO
zVbFhuv@?!}X8mF;aXo+ctoPrp<EyUCkLkY2XW{wHuG%WPZ_(o4+Q*J0JlfZkE4Xd`
zlyJl1#XHW4Ut49d<ldrhLVhQWyS9}D>|FQh)Q2a<F&{Tfboa`dEWhIWx~PxK1C1{%
z3@f?1?&9lf(-jsTT(|C4oxACivT*(_g$MqX-nnu9yZhI(HEXkky3;RQTDN3+@!c<(
zGYr1Gk9)g3Ui9|4>}R=J4+@Nbbba;q{@dM972X<Z>%Zvm?~gvewC)G#FtA+r&##~N
z^?_LV`(u}5k1l=Y@!a(3*0iryveK`r*Y16&d~Ms}J&)IEpMIOydCT}{?%D&7=Uw@^
z__Jjy$Kw6bn<9$mW!GKpRJcCtsKw)1Z*}t69L|<p%6iW7m*26mNb9r<$0`Fa2AQkJ
z=6W10-zoX3FX)?KbJycr!n3|`7W@fi%;L|vuCnmV$>RK#XWa#vmKx3p_tTwHw(7lv
z<f@V@x$B;~2lq_%IG^=A^;Pz!Jq+RVV^4(cy2kJJ)yyS5e`)YEgVSGD=@$1boBq}^
zIAqCfE9JW7vMZxC!w#%xxV~oU_Kz3J)-T*D$#=NlZ|j3wUs_hzg}zL@y(?W!$=C6l
zUFwyji2E$_zCORsySM-J+gb0vK3CXz-nr}3#-f8Aw#N7NEfaY!aw%F~X_fojm$hEg
zIp-hSX+4AC#Bsl^H%{E1@@T`dxSi`x1wBoh8j>z87hlQ8X!rHB{i)-oufhu!KS|ob
zy*tP7Kf~AX3l~=wKVNmIAn&}hhFPJ%O4`EPUD@G@?OP|77g#=<!_T&IflBapfl8B`
zn`Ujau({H>YO=XkL0(m0;<B5$vrXA0mn3QKT#@xqH!!j4YJ+iT$ko=oY;A+4+re%U
zoX@vbiOo)x7X0*Oo!yz|J-@<NWY%jk?Rn$tF0rM5?P-Gxb6sxjycT_fcR_<;^!_BL
z1-VbI{^q!P{bj7vf!+1T_Spqbo^0>jCpEeMP`}x1e}<C3+B4^!VW?Q2JnL>z#o40%
zyp{)DFO~<+W7F$N_!2!YN3p<NhU@EmzMU*g^<2-TPTOt0^in|L$@35Ej)%QE-tRT%
zYRJ8N?brTE?mX33e1akTqE$`%Y37%+ewsT?Saxpj&h<-8R?k_mUTjb7`5g-$YgHL9
zy^=f4<F_1dh1%ZbY+(o9p1-!Qy<Bf@#nA$(x$E8@7Co?TR>sVOUb<%e&0o)IwA+Nw
zux(~?ke{)B{nx!ZsmCtAjWaDyZnM|ZzPmW?;$3<Ec!tN3TeFQ%i=AoE<ei<qwA`2L
z^Rarbg-Yw*B!ow;SBQv|xwz%olHU@x{&lw6`RcMKWWKDr{lVQYqf|2PV8rR{RLK*+
zLepB9qtBc^$D3{;^Jt;h<6ez@EnY_}*H-6xE-pQ2H)CDxiGyF)6kEu5u1$J&%X6w$
zfaiVZm$~{8EE@OcX<vDhA9~EZ@Nf3x*WAwnIBd1AnA{DVI(<&xoonC1s^(0n`?dXE
zt-y)pwtuzxvK<aQ360i`lyvj+_X+nqGfB-+^teh@;k;=(AKz-5W2sOldgx^4*3XS`
zpNl25?tMKH8@WP;FC*}B@TqBXUaP0RDR8WFFz$N#p7AuFz0|v>+qJT%?QY%V@qBCY
zsVVD=ua{abm>yC&_38?RImPooWpkf6__pusi{e|=*DZAz#3a^-&H3W>{M_{=KWAq=
zi{tsS>RxoZ=&lcQin3<(PyX|It+BP!wO0XLcM8L%`Wbi4IU2MkhvEI}(6hzTm4d5E
zmzgoHR_(V*TH$fGVomJ3vf!?b!ilx3%xsuvWvV>y+bUgR67wSD+LN3o<xAvtt~e-a
zw65@I)-2<dUQcFw9u1%B#x8j@bH&MHtRXWC?0GKCJo@JC!p>v9w(fD7(d!DmBqp)@
zzm7G}6<Exd+wJ9Xd}*AU$%!@xyRFN=)wPSB*3_Q6G0t_z(}zV`VPz|97CP&(i=KIN
z^SbD}i6+hJldr9wDbd_jt@(W3-c>6fe0dqmb>?$cMzp72<=WYqyZ$NdToQb)!gMQ#
zb=9RQNfXbqtDU=N8oT3t&qtT}6$u|h*GfFddmTR8ZpW{1)ph6og{H3Uzb^4kFk0o&
zy4f@K?~O}QuX%1-n_k0wHtDv1vfJX?!1PdsQ~WDe1hW}7hOCR7W%DaU;2hWEFKblQ
zYqwif%1p|PI>xp!bFU}!tj9X*mTaHH{5o!8Nzszu;mqG+Kh2N5xx8%Fl~B=_H{V~J
zH<S0`RMsM?Q!+imC)X|Z+om;RmDLoLiLYms@9b4o7e8B895yLNlU=>*^{lVo_<WO{
z`Pr3cT^4MQk;}??=aPBU`sn_d=du)Mv@v{L@#cAgn_qp@wOM-6pMG7fSUWXh&R?yi
zXOo_@Ye&B7o18U8*7EDi;M;G5FKxK?aQahG8zG^>>$3u%?KBnc(YbcKl8-~>b7c6p
zl{!9#ufvqmLM>Kurm>q|x;AU(r4@_QlaIS@+&H@+hRMI`g~AoFv}4t^+2Ns^?=vUQ
z+xqmI>Z6?+#mDomc7^5K+WkFbvH0pMU#2^_UkMjpc{^9Nja~HW^aNI;>iR8Ck3Wd4
znU&n~Xx^?nKNm-YRhl(UD(re^qx;}LgW<Hy>9$ti)?N4eu=r$|%9Iqond?&{lA07&
zEl3DI^GI#6dHQNQal>cpy9&K7^!-bV5!)DjOjLw{JwIz<b@@|efy$NZ^}JRxJifN4
z_=wacr`GbKTJ5u5pFK;BmwP&@Ozk<F9<Jub@Net0>%!Ads?Rzx>CH*aq?;<wR@*$!
zTwi3^leBxb*0lZcMv@(mMdx^&4VxCGzBcW&A=4_}`_7Z+eabs}bLoT6uVbEUcm5U1
zz4}c-^wOf>7~_5BGJI2CUhb}*`{n6b>A6SeG%k%_TXlE3AlJvaikzitdly~wpZYU=
zc2~{1>$ZQ^&6*qCdZlNTrRnqS*LxVBUkNX+DQKymzqV3tiQgmZXFD~wYA(KTX4%VI
z*F8>5s#HmySNl5doVm?o(fQdqM|Vm{nBH&{2(X)aIdaRIetB;G%;1@CdN~|#S-uQD
z+q>ne#ECbVk)G#m!Y5t)S~SNp$d##h;-!gG82>X|KN`i^d}+?dNmk5Zv%>81<>d=^
z&j{+7m9$OTG;^^+8S}N3Zx}ZjxR!j5m7f>x_dZ&7YV&iJKGv$O`+u#u-kbUUv%YQi
zjhy@6wTkB-+H-3{QI(8D$==nj(Nk4EY0sWycrJU<p7ZOYPAS{E#&0US^CexpTI8a;
zOxPB^ivp*6nrE$P2zffazv`CA7mq`NlXB-Twr97=lzqDJ@;jNLr5v`$y*|nJ*zr&I
zyE4zk`RR#rChh0>yxB!Bt(J&$+&Ij8_}2d5{M<KxQXecd63txPZ?~i;<ebeU&+=VY
ze$SaMv+~N*>4$ZtKG`b<G4GgE6}C%h)5qAljY~}DUfH;5g0tYuOFPdtaD96iWYo0r
zi|LDM&i&Qyt1^yFvt8a-9P!ERu}yf;VU>>|DLn~am3FFZ-T5(Md8PT8;)^L3&$iuX
ztzVmFv?7ns*W;3WoN=_%Ejb&NDRWN=^UMiWYWXKxIOTWfj*u0v{Z@rtF7}$_XBO*v
zgFz<v+hd!;;15xY=1yTgSFz6GuFR`j64QOpdM|Z<cF%1=snW*h6E^dEec@+|+VX4G
zoC0l4zkuCu`m#1p%HEy6|IWrOm(1FZGyl<k-u-gZ*;oEQk5;#LrwANa<?pxk^VA~;
zXFR^P@sMBXk|)39-L*C^Z|}+7AGFWUQ)y0Z`_fQ#Q>}Sczpk&=h&8F?zgIPx`CZnX
zAjYEs5==Aq?U)oe@vMf%t6tCeCgY!BJPkabgSYJa8hA3#pl<8+l1m%2Hc!bp^Q<Up
z-L2cFwHq4dSH1jlpZ|Q3v*@8;v%dUzvnD4|ruRTl-K+B7o&8&8Z>js-wf&Nm3F~>2
zoAV^5Jm|Udt8LZV9oh*cXA3ubMexryoucr3^^Gq=y%sl@+%KwpH*@plS*Oy^x_m18
zvdZWAinS_>MN<k-uH-3Wn3bS1@2Z!(-PR=Y6E9;{-rdYAvL>2ylEv56FIxE6ANzJ%
zzPz<n(2ck3^71Qw`m>!iXK3?$;w_Kz5t}siO_BDb*{nMyWmjMLW3|D0h4u-B>q|K@
z${n{nUUYru7xnfMHE9_i!--$lFZuG;HjwR&@V~0-{V%S)-DI@$nD&h~VtGc{%Vq`s
zwwmwlsxp1|_ncDioE>Mg9hsSU9T^lFile#}*>+FYPrjhLsi!`wMXTqtv*m#mJu`w2
zELEEy%bV0?Y-eN~bD+}Z@Oja+S7kZ{d|IZu$C-A{nQS`Q<Dy6TyzKDP5z`xNU$t-@
zo}~G`oQF~3$+bHdpYGji7_~`#ig3>rU8}}xo0Csks%^P+z2fB8HScbgh2L2+$)v|}
z?F>%|iIqxQJ^CtE#$GM%yD}-$dPCOJ4@`YoY)PK0E}n?_XIj(B9kSQc>uA7Hze*FE
zr@N$9sw`FwTXT@Hlw}TA)m^1+0&<4YVlNvfAJbIynDFKNUgyH11rN9`z0C6te-&TG
z-cYgR)PmRNuWg!CQx&4~bk3ZQUVq(_D^pHBxw`N8{I$hwo{|mhjZyVkeI`%7Ej{Bp
z_luApXY%D)2X^NE<y>|7{+3As`?jiN+?3vYHs!7Q!qs8=w^p1u@t@&!*lB}ftRbNx
zaZ~*wkGWlr`eV4!&_5{isbJT$CzFfitgeU)d#W_LtD9Ofitv3s_q2TDvaVY!g~I2u
zzV4d)RmXG22iC|=mMqWLQEt}4)xDD^humOg`E{jJea3TUnXBH{4&1W7w0GUH?Hgm?
zISUv@dGTF5a5U-mt&NjaK1TZ*>C4Sn?Q7_{d#!iP+b@qcNg5rQRGam2uGgG7T+j9O
z{xh`l$89lF>1|ZF;jl_@q0y5sY^xojWh+*F4`(%4Rk`e5=f?PGS@&Cv)>+r?uAcK~
z=UE$pRp&U*7sm=sdi<wLsO+n8x$(D7`DZU|Gbi0y)w_6YhEZQO(@T*ZOv{s90%j$-
zdo^j?n0qzJ&DFv*=FW;7u4xzJ4fVF?aY?UDIGJU9<=K{50i4OR&Q5y&zGk`7Qm=DQ
zODuD}Zs{(my3Sjim=iqz!@5b2Dxc2X=ahZEboI-^rz@VDikDZ(3iSSZvEAl%l;Ofu
zAwJ93*Y*SlY&FU+I?z*B`qI2i+}PT<jeE|g?8#RTL@+5Fl&!wL+*LKVRB7q$%gIOb
z5*!@W=X*VU&$Zr1{@7kNZ{^Qo4@%Egp1tCinq-yopP{wt<XTgkPPg;hSDrgpyW03n
zsKV8s&As;)ZBR}7vi9X(pOjlpF|qG#wS}sC(%F_ync$mjow|C-v#WbOW<^Twz8dpz
z=h{%m<{x1xr`W1P7pZb*wPa3gvt6xJ*>AD5xNmBRw&6?vX=kR|ni@YTI#T>q<h<hT
zjnB3R-7`GRAGJ~C)Pjb^OT(^7^_vIlSqF4azP4_qOk*hXZu27EOr@Tp!qA<w!%{Xj
z@JD$ro3M`Y@lu;FuS4!$UzQd9B6QY9|4fxx`{mepUF8Zdcg@_eXl0If?mKszzYdmb
z?i+Tz_Ehs0447)G;i1>Id#fAcd9O{$j~1(M6;}>2@>E;uc-~L*)N+fJ@{)2}j+Yrc
zkeXunCTpGHoJ*YyC*FJAYFJuu)8vt7+?<fglWa52-)g^bNq2Yu?KxaKW!z<?R!XXO
zU6a=eOwxJh)y42^jd8=Cu;LBBK6)*gc;4?z%vPbCPeqz4b%ygY-yPt)8lb$<ZmQn1
z*M3V>`?Os9=l!|X6Q<`@9F?8NX1h|QuQD&NiDAz?W0!T}%BE><3_Vf{PDDK0yjdnN
z!0@Eyf)h7Q&CX>x3LN*#_L#D^EHvo2<a5*Px}$bq?I(Xqw^$QB)9gXo%82cf`GxE5
zRz8`v?yiMx)~2?y)ys^;mj<3MOWUu~HBmU@te*(atZah?%LT&fDpv(f@{h~*Rkr3_
z^Q?E~X0H>C-6x)H5xpub`%0u+)adq!Cl3lVHXQHYIoWFu&x6lFYxpl*emBEi;&@cj
zZcUp8o`9~1YXNCV#rJker`k_=?-+AF*3Ivr_{#|Y$!D`-Q|CNh8lc_i5PR!L;KJmd
z{|r$tn3e=S5S|m}le=xsC#KpLQeJ18^8BmPxinjMKANJL^CZC0cuwQ2?K1Uxg)akE
z@qJA>Wq7MWcAM3<bd4Q>*EV`TJ;!TvqCAKxtt{>N*1*YYBiQe+4Lz8COtbIZp~iEW
zk6&M#Q+(j8=XRw=QHjYDy;e4PepxMDcx~|{2SyP_W{<+)W1h0wCVY>!y;VA?@@+xX
zogSXrEZO50tAh<BS9KpyH{sdD=4#B4-nHz~+{2<d)fZT9H}tLI5%M=VDZk>Zr^KTM
z-4#FmO=G7tWZjSnDcaOxA!=SOd($EJz^YFhUV6U{Y$!f&5*>TQ(yhYOQbJ;>gYo&O
zX>n5>f)C!kw02@wBVW{(wEl(P*4%rsbf?4PYpphy9V}l52{EkY%3i5(a&_XjKCM}M
zStifR6u3We;qy<HD{C%yorw<)6Jc;%Gb_1w=H}ddoiheTM%uTwWVlqD%ll;?f1_@=
z<Ggd%mx_0iAp+Uc%B__Bq`$iF>va-w4Y(=$`a-V$BeDIO$7;2oYTG)6?+CS95We|%
zS)hm>|9aEsSDRmyIOTd>i;_E?Sg1JN=CSDu#_3J`ODokTYJ03aSKC@uy1M^SaDUV%
zZKqq&!B<<>XUkrlJ+(*3uy5I3wsR?|!LvTC$P01{d2YGh^YUVA$Kz2CpG>`ZvD)_B
z#;LOxJh(b_dk)v7?V*~@FT;JZ7%W}}s$@&f&{>*wbhq8Rb`f8tJO;VSwb~ht%vUaX
zZi}A0aoKj>28PvHpX9ch7%WJfH7Qfj@fK^=l-+Yyo!Kibz^JzN?}`M5;veBE)4k4a
z*|^rCxoTEX^449__lk2Le^_<wn_uyNhU+U1ov4z^zj@>9x=PCuv#zi!D^2gL<2bm=
zL(OjM1>H?`rsmVSvZc+wrp-CM(N!tQ@=w+ww-C8U>#Q4CL(EyettxX-U2%O1&&QBi
zKHpY$g#F1{(&etSDR*;fT2c(V%A<|9)Q)?-yjlD?RMJr^+kEGy$x$*r9gJr~ZtZ;e
zBkaz}^M3n#Q*#tIWJ|^xFVi*FE8r`<wNg~}XxvP<3RB-HjPv$w)t>e2<&C4$l=!N{
zGVbpFxNc%YV&By1Iub#yyjfW@=cNP{&R?5)+Tf(*%XwGh9y~n9?{%i!-jq{h(L477
zXC}s@30qv&n_gTs$$$CY;E8T;5(4h_>Z<fKG%&t=9m?afe{V@=t}<WNnu#3e)#uIl
zzH+yo;I!q|MSg}6ZWlJEga@mn&bN59=BF3a?{CXjUwi63@7l&`tCYLdd$^wEr?D%9
zoqa9j@OJ*WohOshOfIOO&J{d)XJMU@Tej1=Bdgw>v$}eH`_I<g!_op4FQZ+a&GNl>
z)MD-T9WvqRth-h<u!d~w*D=`B^+LI2x@>K>U+SIKWzT9p@+2?y6m9dGe{AcMEmLnd
z9$#BhHmhVQ<ME}=Q+KsY%FIbVEWCiB^sR47y>ZX8-T51nndPH4?MgUk@qDZE^)#m^
zvFFS*RMOccn6K@MSbOsXv&HI_c{W#rV~<YV;=yThsoP-oo13Ryleak-c73t777$5)
z9dhN+q?Cs2<=Yh=tayBDtEcvy%ln!mof@qEYTk=vR=>7<V$p$#KZ8}QlhijX)t)R`
zEcCWRp{ncZwrzG{kFV{#ar&fzj$O?4dWoOx%d{;lBe!+W3fy@9c(%&qls<N^w~Kmu
zLJE&C++mFlKPeNoN-)gw_U=1-5`P-s-W%x2P{TZH-=$Q;d#jFf>G@TzF8n^V^+H(c
z$+N}cl9?UPb~VgoUmKFK@c!gqm#0K;^mdxUb<pEz=JA|}He0RT7W~J(CY-vrRm|aC
z#wq2%#%milaXwmF<bH4Y0a4H7Uze_SW^`TB?kVhAcR{A`-tt|0+7(hl1Ir@%wDebQ
zx|zYoAkLG?7~;ct+^g%&<_X3<Uzaie-p8&GHtph#`7;}9E0kFn&lVJAckcLeyZ%Uc
z?8?>%bMqLP>pgdF8+)XLDWrUi;oX=0&HCjbJ+{5qmYck8y2JB1F21(De6rk|o;lUw
z!6F~pQ|za&4VlL=TSd=R({z{BqbcR?v(Bj8-(mPGJUm;*Twt~M!DAdNo_Hir*mmcy
zf7F8Qjwy$Fm?PKLrN>^KxV%{ESbKiVzf!wd&zwZhCd6>o94M-~`r|Nrkk!1lRkwt`
zT3dG)^{tZbd$xJqiC#wa{-_Iw1$HJLSS74b5PDtVyX<O3_bYvtcNaaHnXqZk`yC12
zOgHCe3mqt%{KX{t*oh<Ct1cF;&QQ0Na(CrDy<qjnm^{fO?FrQ{u5P%w_OzkM2gATN
z$%Wc`dt}#cT=U)Fd0F@$t&IF#A77rYde*w+%^zhMxvM)S>SQtZ`SQ=cFzs>bmF=pR
zJ#GZK+ihJc!_eTJ@avk~(cm3?Q(j7CGIAV|57G*Wcw4ed)@T<Gv(j^$up{Qv3q&<`
zU%&8Wy=AlC?y!6B_-)xu??o@Wle)1#E;}MNZ{OotS)BRBn_|PnVvIy=53ad(<*Iap
z$FlrBkB>XjFI+P{WTa>#V3o9O#qEvfMMb{4r^@Y@yI|P%b#>B*Q@gh(?Fr3$rq05{
z*S1SS@0|eSoUR$Z`%R*kY`yTFZ$bOhw3i{NU6vw^>gvm@o^5<4^Tlpzk-&+%;znox
z=%vYaajTs+Zkw8-uunU}y}_tDbk4zv7yf2lzv;~o(o+@cs_TB{W{2D3EmCVfirW6V
z9{SDVTgkz1tAyQ;-AU<^DY-LUy`*@3j#><JQ`OaolIx9!MNj;By{_-#2Tsw&(yRJs
zZGO6UZu8u43fnwRHHEWn|1i7mT{g$vBWoKL{AaM*u<7%}S$BOUPU%i77w}^gIo{-H
zR6Oy$uklJ*Z9VVVt@+cJFI7AIL0`vB?Lpd-vZ*_ml{Wu5dCvB=*A2_W$-a8ixL>HG
zwlO+nFW5RS#a`>n(&$p#Rd32p8I*^8?77+#Gd<ZO?##&(@>7ex2faO)9pyi5!#eRZ
z54cuM&o~=tJ?HT&#;E1}fsuR+l1p=~oa!E~E_``{;XK>Mo|Jjdou}l)w3XSq+8#;W
zd}*bpOotm^W~h2iO2XCm%a-ZgJ?rsj!~TkTtHj%rn|-3w-f7iueo$w+bnZ6eR~^j{
zSBEO|-Z!14@O*OE<ACKWm#mB4xMyPSakh0wBFa`M&1qni2|JTyRBIKUlDo7g<z|us
z*OzB&S=kppo7b`W!bkrb#`C6bonFjdWUxd|>qU>j^R9f`RV6Q*!`7s|3(eR#@9XJ1
zwU3XMrAt1!CVNHMMlSPoO5mA1<`rwQKQp^I^A$#YPA&3yv|(NP_7v;(Yf}#zAN=|y
zl(%o{=d$HbB{_I3-p2b@w7omya<F~9?dzwqxsTFyg;UbH{O_y9^E=Ni{G2pZc+NGa
zQ#W5n74Cc=x9LS%FQ2A|#IiQ#{r?%F<{q!Qn5C&5k!CNIdDbWV&zDDwi>zh3R!e3V
zu}Net*5<2^n){S_;Tq57uOsu$>V0J|WuJUB)l=c*3c0wdt8Vt1CzrL?nyG&7SbUb{
zsvEnysDO=}M%d2D-KL=@R_-}G`D`+~!r#nC&Qo7Utv0qkDfL?MU6!++wu-0Qzh%n;
zuNUo{ZPIh^Yv`TNXG3(aO}6~9Vw35!vT(;)F~6mJ`i{-<&sr_4T3Wb#{_!s>56!cm
zYrs55YPW<*<jlKF{YScXH#P=-ylnFJ0GBDZk~s6NO)`&dU)|Z1{%K8T{95%5*PdF=
zpWGaodc*M1vLd&v?u`;hi_Mc4s^6I-;2t&AU%l^&)+7UWnb0Zzr`D=nJL1J0z_%pi
z##!H|lkY8$_`71WveU9de!S9rmF)M{aU8XAEA~6@9GAUl(+cM0kAoZdv-XPatTem6
zHA9YZ=l;;-@5MhuPI;Lb2Tr}a=(dfG`c~<}_@%qj56pI6E;+L<X;1a_^LENVQj2pd
z!c-15pDp&=t8shgmia-q)=TC2iMgLHJn+ebsmb#J*Dw8pam>*xCwXr@^rWCFJb!70
z-Fd&>lsTFS#{O4q!g(iZ^Rd}ltQT6BFlT3`x>`Etz050_?u%ZX-}%Szp*`Qt+iF*w
z3g1S}`gGHgyV7U%m-Xkp^Si2AlJjRCO@1|B=&N;$f|r|Xk^k$`<ox8*b=&P0iN0`}
zzkB(lFx&pPy}`;WXEVQ!dDmUJ<gne#J7)arvwmiMJ|ceEP*>5?wB=Xp$^Q(~+NR0t
z9}O;l9zXN3)~3=qbG280Ew>L|^C$9QFx#DD_Hx<hw_5J8EH$+B^Q|k9{=KHh>rVC6
z6<=3>Q8wE6b-h!_N86}+<x3UM)Aml<p8O`)+vB2~+NV=O*(a8Kn7Z}s$-tiUt(9x4
zzCJF9-+pOZ&ez*J=9m3vcp14o)cVGw)lqXE=ci0xcrCk*b=#H(qhD3e_T^mB^(or$
z>-v?zZ1buXo!-gEukDGCz4Y8u;*G`YN!shCR?Yb~ZQin=R&|LTj;r%3mEG!gymxRa
z(q3qGeBwV>mya3}$FtrQX=%O8NX>b?)aePIarlkuP)Wxpk7u3qdOKTXB4d%`w^hB0
z>MPk66}ZQ34cDDleeHXv_Kb^n=dW0z@S&cuYn{Y{urAHp^H|;X@-8}a&GBX6jGZdw
zYa7|m)O$@$dQdlYR&L*tEk;5%g3*C`1zDxr*tRKcKW_OpTGQp}?i42ba|<RKo_`&^
zFYu^C?z!T=sZv}gp8H=Gm9yJny7yb*$)n*0$+y?)>IlZAMfg?KnP!Uj@BaCp!D^GD
z!mq0hJI)48@b+8k>gR4hH=4uv0MoKhzdrs9Sy+&f)1NU>z@gTCFO#0fYK7vndbY1B
zZ4SGy<U4rh^0zr5uXe2b_AlhyPOH_gf^HQCZu+F{v({j_taZp|yF*u%Sr4A~UmBq0
zxo+ZwP_>TYqv|TTesA9-FrN3CX?!#;gUyK5SH`B~Szp^*d&7=-b6?#%JdfQpQz?c|
z>qY;1rp-kupCl!oUut4}aBa4N?5dS<drDRXrI;p(npXPprZ=8{96s4LGcR52ebEcs
ztV^X&zOG7Ux%%Xofu>2h>s@76hGVwcNixjGefaimoz#7K*5w|#zpu@<*h+csJ08i%
zF7q$+((UHPqea)&pZa)dH+QMc=f3u9J8p;DTIEMebL>f%_@h<8ZYuS8{*jOy7IHV&
z$UQH;+I7^ywmO*WNjlTga}_6^1WWM$X9x|ld~#7jY3@OpOH+=TOm6P-+&$@=WM9@Z
zwp$HFS?9f8`W@G~7}8VNcYm&yhTYVZmGA#Eyjsy7_vN?b@}y%IgO4pPSmF8j<FmDg
zI1>!7EsEv4@ki~8vfS6)4*6bJ3ESWNmzLBBWK{_*aya9$X7(bp{^wCXh4Z~m&k=jJ
z>||5la$BPh_m>uaXL!={-Sn0pgWR#5p5Z#hw@q~UW~)qWJ9WcWTPpeb-h4l|%Q1J>
z7}RE6y*Xz}&bgwzi2n>)>lQqJ!5deiZsIPe687Q7$Jg3>PrkkI#d2L^qQ#?*+yepG
zkxCEhM1A-2<)@omy&bQ#?NDLBp2*{-+cp;2&oy1}Xw&Xw&-=-948AP=G+WlfbXU?r
zlaG1#rbcxI*77I{9{;qk@$udgHm>C=vTnA%+WQ_q2{VXww<!+%nb0?N-Gy@H=0J{u
zj36Vg@S8ooY^+f?xT}))M)cW~uXeKYb2Ya;yEFglloo|~Gu6K?ujHO5J~^t|Zc5dB
zufFu6y|cHz3yuhR{!}!>Y0t+?YkHFA-Qn9>bMSq{xk-09UPcB-xVXz^=id3x@O9PV
zjZglCOquT%JMpylvSXDDVa}O5Wv%{+-rmyPIRDb>C&md?*QVD-YC1fw-@L12W!pT@
zm$Tkp5>Y9P;ue~Ct6kYXZT*wVJG06hAB3xyCpHyWioWv~nrf4LZ)fywgHwJ+S(R%J
z1@z9{Zdbi?WBu&DugCmT^&T1i&3+->Ew}S{)U)~iY<}~$URo8Me7fYm*>;<Im#$8&
zTsP^e*FTAMJue^dO$|P!@L2S8Soq#^yRxU<+Prw<)axp<-mG2!v1eZPIkAAnA69dh
zILh>&+tW2=_Re>gj;&Cc`0m^Gy?hU<s*`rF)_&k|@J04>>FDng&vu{YzINid?Cawz
zoual)e0}N2v8B7@-EL>`9^)<9a4%13Pt>`Oox!u-tzC9PQr-0FIbP#Sfi07-e7TXg
zW8JP(pC_KJoT5{BY1^V1>#J7y9<7`sswnH9)gAO$QZ%=e=lgo;SQq`esSEj*amrke
z-?Gc*r|UP{N<HrKM_ZLAB<(rJ{pS0xYq#!I&$?$6cIWxiPu6oEZB8pNj`^_fiz)vt
z@9j}DLwZ}fuKPq>7p)e2a(#gSZ_?f9HW@zcnXhhJDXgiKS@m#bpdY`@b;m-+dljpi
z1Sbb<shYi0X6masQXke9@~KEjzK(akf3Vf2Fivv4!r?m87eSMD8LyQ%HDxb<{~nh&
zOIs^K&)#rPo_}cX?W2Ml!tDMtME&gg+c9x-d~HL&N#M_;p8LwyUwNT?#i(#{xa4WR
zug{dig0Ec9POjLb5T;!2zqTq=Q)S)6lI5n_<_lA=Jf44SL!R!*AdeI4_A@+Nv8U38
z>)f0-=eo8$`RYC`=0ISFOqetCoa>8YZatYCv*g+nCWrNLa~{22`Pgf6P}Pivd71oC
zo04p<<Sg$qj8&^yceG6X)*OE2KF!EXtwyhFJKi0ev?Op2PiQl9ajV5*XLGYtuYZOt
zc)VAA%FUO737-rDPPN=J%gvLNw)~@grR4MxmEyA%8&uM^<*ri+o_MtI`l97x)fG0W
zUdFyzyX8Y}#I9gw?|Qpnx4Vq|wS9S)zp^W&d^uXhyY=;-J%6*Gym}au^6vbF4>y;r
za*g=9GS=&X)Ct3t?;|(dF=^p?{dVnf>5Z3mnzWuf8S-rJcf(01`wVQ0qYH1hD$6#k
zox5UTS>un;N*SIjJ9SHpLLNUUn-y}HVUorAoJ*yQjgwCtt=XJg{q$_l$9sFVP6r2W
zfA+`NWzkaEuV3_fJ>2}vH`{I6w)0N&g!-kbhblXdi$47ow`$#DNp{(@RWaclFZe3o
z|F}Ne;@0ui63bVm&(6Bm+WDX1>-Dx*(|mS5US9R9>6d`xgX-|UtPQ1)y2^tr3Pmn;
zr=K&|5}9}BpXgbi<Fb`+W3R1f5o0Kh3oR`XnK*Bz=qvZ==;G)5Hgas6EpvHJ<NLF2
zmy2WOY;RXd-<vLd?L6CFjtjFlp0^3L)h*uh`55Pk$6JHVwfL`ZEnN0+^U1~M6T9xe
z`o8s?Ws=-3>FMGz0v2bB*V^$FWl5&wl&*OYJ?q_aH_eC#E5nvdeP6tP<AkZA*Nz&i
z*AyQu_?4)_XPdn~RMmZL<<?0->8sniORj#muGaOv&{z3=edOiR38%y@?4y1jOwr0-
ze)+v*gzUW?YaYD6^xQNrtJEa@a%=Mf%LiS@=IL2~T_bB8sK>NZV%^>i2NEt%a=S2l
zR#eS7z33v(#|+mki&L+QzBt$Xb<OeS6>noUWg1^z&apdoo^~-u*g5UVQ+UrF%f9jc
z%jY(WM|;lwyV2KueyvZ+yMm<5Ti+~Rw(qmLDzMmctz{d#(&jsl_GX-Rsd#1e%5#hS
zQf0m^Ur+vd6?V+_wfC&Z61Qm0gKM_CJ%1hDBDYs-wt8@v{xiEw?TloWCy$!8rcPMD
za@8cc8!vsex0Gt$6llEBwO>F&bVl^EZ>v|T|7TdY%Cmo_>BfTc6)LiRc3VCwd|h_p
zPJumFYh6mRs(A6d3A{I#xaiccjZ0za&)P2Itng^}VqKle%bvd0)89T)b+Ebi>FB5L
zzpj{l<mvYbcbT|a&d4f!cIc}&Ra@><hAk^{vele)_|pf=wFl)mC4L2MdLs4Yx%t*}
zx{r^!@qbyxE2)#cW|H9KSqmmK_&KaQ5pv<vs>An;7jCz8Sl4v#MgzZSl7w}GUv`xS
zQ-eXKmv4)ZOW+X)<?C~<9OZL=cxnBbWLv)MC~on|J>_Rp?q@6eM%%sGKGXf)ldvDt
zY#W}`l|Fr4bmQ3jYfH?FG}efE-+A*bsQcFQ<<{EA3L~<GJNaeZ**59u`!g3FEuZ*s
zf^g)v%bTNwrDm^|FlM{qrai^!WLfcLWziR(9AqAZi?58H(f7bQtl!%t<I<F<&DI?0
zvCZsTgLX`?e%zFOcG9na2Wh)HQq#3+vsBB@EDm+Oxj6aMfp5!>8QhTDKR35yyBmj%
zpl{#hIbRoPzAg^?ayfctx#5cbf^~AQerGrA?=8Qc*>U1%W#|zfHOpmRoPUIM2d~?5
zX7!xk*S7G8IZwQ|;^lpnk`G7DxmjP;d{O9o@6Y+*9ets<v||jkc#8v8-kzjgBs{VI
z(w5!Zj@6vsD6_GNx6=0S`sq~?e9QJOobaIM>pJOxt*V{Jl@`9*YONUjy{LQNQudxo
zuEXoAZeP~D`O_wOR_Pw;M~*$oYqL%o9atFNpY?pToyTrDHhn=+R*65c-a%73`Q=-S
zribtQDtq_kL6zsG&%b~F!L~0dd}ZK^^PJv+yY{WxaO8M_eALhM@GEhZH{Mx1+a)iU
z_10!7bAkPN(`QA(U(S{WELn7}>T1rUjmt$2OP+rSn$2!mzhzd=q>uM@y~^t|4Lcol
z<a1r<`8#n6Vb5pH@@zbD@b$Hw+>7qaue#T2z1Mr$l_xzfpWpNIeDX1L@wqq87Nwq)
zJezg%K%4`|`p{E`eb1L>yDDESsrVOa@$2{Xb+;LW=bzePtH<hb`GxjI{w+!SvbKh5
z^>6(4GeuU)JUc9KU-6cn@VR$Z=>Idl6?=-eFxbrB=Ic?B-0B;ji@ElEDlhk6@MBx^
z#FtSW_nJ0dws;$UapR9`SM|<C3AZROT(QQxIOwtZrG>4W%spY7+-$RZo!-2t=-!&<
zwqf#Fk5>&`8_wR^tTv(XM_89wcCd`g?8Z(DW}DxkPDWa3Cry<ePjuO0C$(p~u}RL9
zce3_Vt6JwA4A0+MAhz<p=%vLItgfx%T-+t{*80Yc9n;HyzKm3gnUl8aY*C2R3E>IF
zv(5#S*@~W3z3|fJ665oAn#})1dp2wH?X3#wR<rsXb8bm^@Z9ai;b)olo&2Hsk#);k
z&z$8oM->mS{QB7Sqjl+%u-?`$)2?$XS@Nxs5PYSb7gegbZLg`dhHbFlS^35H#cdQe
z?!UeE^7mlg1ATL@9}YGQay+3h>#z9-{*IhIsSl2CoYQQjc*|-|-_@W086M|~)#?Y&
z6L;Dz)8JpAm3b=g;(rF8zt-GA7H9SqUcMC^9+&a?qE?gUWS+If|BBhq=I9)9{1Kj_
zvSjAZy_ptQGiL@pDP`_jw$Ad=`WV4^Q+uB!TfPrAPwV46sg|o4wBzMb)(`HNHn}YB
z)2cU+;o9=9>3ft^lHZeSrDql=GF;KuvpAdVYpAx&S9Rx-oXI<d%}u||KO8OaTIGn4
zTj71?r8T>bO#T&qdmrakv0IE2dQ$C|R$8pQ)iZC`Oy_$?9HUo0x3k^zpTSFW-n^*~
z><aIGUGMxc^x(8#Vd|?(zO1*%;rqLKvEHSo&$e??<~|nLCA?<Om(@y+kq(;6#gt87
zd8bvbvc0(EQ{g{X(`eg|kqc+`8D#Ii_(gj5Hc1x!y+tc_p58b$YNDt9fun7wB4@A$
zWnbRX&)drN`D5&oFf%hj=7|$y(pEoG*coE#<t6TYFL`PEoF#MSPWxuAzm+>XM5BdC
z`?#rWl4tDB_mSb{pS<39o-Mv)R~)i(`<lL+XI-PTjy~I=b8JrPp=(k*&uN{OpSC^R
z+j(;NYPn0j#};MsX<O_Td$jDPV*IY+FY7#4mKsj$?JYm&8okBRG~%%4KdDPwTDS90
z`4=jZs8`JUq<72ekDm^UM!)$iS2q9DmbVWlqzGhRjgl4felu&@wuz?>7(BRsK~Cz!
z*By!*_?fq9pZ#L1`>a&Gp|I=M?8CE?k1SShjNP(xU4J~kpWnT=7w=}41s+=6c(i;Y
zE0=*`h*EE;NZ22<ryFCt_+$MSw*+;$On9Hfu=d7v=82v>96KzZn<j<1%4&y-OnsLz
zd1vGSTaHyh%$Mf`s7YFyd{yjCdY5sx=QG#mqv4;<xl63wmMS{i%#+zBWDED1iP2oy
zrp>#Hs%PzC<f>eC&SQCjuc07^>1L_@EFU8$rYn3~TYG!TW0R}9o3|dBGk0&rno5a@
zT|1RqV}yOT`E2vIk20^GzRGRt8b^WjwMIFgqZT^EUG<!9sd729<id;>Nh&NGlf(X9
zaOC23H95!_c;%{yXMv}vw6)0fiF;HZPg|Gu>aXYqOOxegm1-L$G-qE4)Lgrb<7n1d
zk7pCxO}8`LZM?Vga887N{@T35`5Q`?pWeuOKWWV*qXKr*=}NnKHY(rRmXdg1^z@w=
z>ocOokzS{ZuGF06P;xlZm+k5i#y;z;)9F6ejFpEbWi5W<_jF~tD#tNx$ry&)y@9(b
zBliU#H4N7>s@t-2wyD>NtpX?0j+<r%7c)joj^pTXeR8dJ>jCabby-5;YVJ;FHtHFM
zbeqfx6`!#2*%sZlO4C&@dTv@R=&8->IqIFZRV^h{<vM?HnUwFUtdzG`E@^IdT*r0n
zhOM@dc$vz)uR6(9No#+ydK}e#bD}m!=jJVjw-MD6`+u5lc~#tV$-U*g<ie=O`<gG7
zxztT<Iwcn~Z{F0ciq^(m=epD<{$!V}T%Gl8!_+C!8?W9{NRe%0&6%`n4&T&nVUBBC
zCrsLDdbwn3PvCT&cGixg#g7~!o~|tQo>!)uetXglnd>r3W^df=>9R*jNapd!WjY#0
zzFB5h`}?-eh_*cI{ld%ltC5~VnuX}Ri>p@ZWIH~IJwE4}$)~&%-`DKgTr$axr}<g!
z;;zqkoj4vRo&COlZdLZ7M`jj(vd`)3s!Vg<@mD+LZLZ`JsVkpqU6)N(6klHT@MyD-
zU$xBj&G&Au$*6q3xAM%ZjfWK_&z3sHR`o?|$9%|5P4Sd8j!~IV)AIGiy7z&}I_GL%
zPn#kdWO!@$gS+eRd|s{cbl>rr_gxrmi(}^OJjk?L`etRq;r^({>ztaeZ;yK4cv55c
zoGs_h_-U;?z^=6J)QcWB*7VIn>`c3bKUv<|_eAj%pLO}FP1_tLWr9yVwh4`#leBf;
zGO_Ycnud<oHb0%tlC(xt<)d!~r^t8dE-lWveU_{3qRp$e%Whi6|1!v4mNmm|Wlngn
zLDiSFrV`KhhJ~E-HJ#I7U}++`d}WfmgzakGZPR62d5$!n4N>_#Ik+V2>9fqv0OpXH
zH_x$#sH<&JR7hHJ?oFaku!p4O>##e|EtxjQ?z$AtcG;uJ-BLkHIVf6f!UTW6sj0@t
zWdb}CXF6RK`uF8|PTI<Jm2b-o&+9K-(P*3H#BLh1fu%80(`fC|(>ymsg?3F2l{{-I
z+W9(4w{zzuw-XBr&w8bud^}HE*3V+CML<AQ)#Mct&(|8>XKwZ{V0dhsr6{Ss-bCpB
zjE&kGpY4(e;N3c7Mo;NkuS=ga%{Qutr1;K}Ix(%lk8#a@gRf`(Wm4wMidk{V$YV;A
zTj5dLN()iuZGPgHwys@xW5M>N*37e&qLX{Rugc@FdAv4TlGC<gU0u53fwL+{woAQp
zP&Pg56|w(ubYD@+^QEb)^0GF~J-y-Bjz3zFJ7Pi}M!G964V$^^vm@tfnLq1_yC#{c
zw(3thukd(p?op<7md~2p?N}U=Ht!UzE1t*h80gl0&R6k^itF9&U9TdQ+HUX^H)PLg
zY@Cts{bl&OWvcs^YA?{TX%N0_+FbJV*7{tXBLAorrzBT(=1zUwZ*y&t(W=r_LKcn<
zS<9Z~ec?K@?~FtbpVpjqby1@UyWO&EQhzL1q|Q?K>k7L~z16PA`-($i54`kxQ6|7R
zYpx_~z}=J2CacZpUaN5T;G@ZPZVam&racy2(A~wNcVN*(M|HcaGBeXwpJ-56uxP#I
zfyLQs{88Ihe-2)DP+4|We&X)Tq&X?mo`fxGU_6`Fv@+=DRF{P+h0T$zy<YE6E^`-D
znRlfj;<CEwc5$W^lSHaQCfXIBHBg#9`D{qe2g4wbpIK>{@j-2?o^Fg1S|+?ct4T$A
zQ`XUg7Rx;Qj--pOWxx9}GHYkz*?a{?hT|r@c`ZqXq4CSF&3XQ1Ma<Jo72a1NIb}9!
zi_V+$PWEG%cVii6%v2*^e~rh@9u4{|SA1^fZJGN;bG0BV^Q`Nc&Bq(BZJgO>Rp_<;
z=cNskGiL6{YMs4S?Nf2U#N$y5ayOm&>^XT}=EU#sgH}9A2}oaADl%*S!lgbMXVo}Q
ztjLYHD7<90$G5dhuE@`kdV0z<^Y)thBiUw?W$&Jw@4I8l9Uen=+w2#%O81^QaDUQ1
zwxuy+jb!_!y>-VUoo);8JI0vGyYzJxPMZ3D;rm_Dt}F?Y8(6c>t}#?qwh{bsz0Gso
zE~fphCA)G@d+hEj%04qy?RL()Z)-C}s*knrJ{y))`}zg9=T)T`^Sr5_^Sbh+S(=+K
z?cH`TMX~t$)`F9HeK%}{%WaMBd8Qnz5Y5W&beek3NLx(1U$vlW)}<EC+r{C^&AY9p
zPFo@ned7I&54NwD{&sSfk2<|$`l%q1;{H<`gYG?ZyHg?eb#~a^u1isO?pqz+c#G9m
zZ|+W05i^h7o|2}EpYSyIq;GYqJzjhI+edBDq{6@1n|cHE6~fJPTV%C9?$9Z`wSJ~b
z&+Of1JRQqsK2N#Iu%zemb*{=abN_vgYioPlx0Q3UXw2^Fi2-I2Vda{tcebUSJigaf
znO)}5f<A_7{^wy0++L?+y>{)?pS0M*-Yf0krKZ=7ZV!wDOKaOs$Z4INWw7AdmPzxj
zp1E`C&gXzTflGofoZL~9&QKildZWt6uHD9lUsoM7W1jd|d*Zt<)?sZiGniGvf_I)=
zt66;F`-<ey^U7N}U#H}SJ0A_)nLlma=?RBrtwPHK?)rv@305thn87`%@NDR`JB>Zz
zksIXhe2$#X=q|t3`CaMJd!7+T`qXqUt*xD5{5(U{hR675blGu>m3!YV47%jXInCn4
z@ufxPy)*f%Zta*j+wyIM(S&H(m$9+4j^5wNqOLBXwtSjV^rfwD*34Gic+|ISVG2V+
z^R1P)j>LX8nR(1Vf49u@UsvTfYkigZHSg*Rrfaeb`?6>5QEXsd@X~2wp<k@f#<S9~
zZ}``HU5_>rU;fZ_N73VXU$5<-E>rocHgnl8q3;)-Cv_;UTXsxP@%h%GQ}1;iFu0q(
zzGd2Z;HM}1pU+W8&1?CxCT$Oi+<H0WVaI=l*VkRPEhu0R-6^_jx!l&wrsPJ?<+a-^
zo?E{uj!$El^Y~@J4x5k1vtE4Dlze~kXpo?_y>r)YYsr-+XJ$Nzi|DHkJ0z-*klb}i
zZ1tA(wc2i7J7lv$a<9zvG)r)6^E~i2t~E37#45u%*V1OEZtWJFe`)vZ3crU(OWdrq
zzZ%S$T-TbIW&QnK_Pi@?A_^}m|E%7yvm}o3*^b|Bd^ebu)$CU2*?Q-ApQ?OtEJu+@
z{XDJR(FU={*G4ul_RJE>Iy`N=xoF=(Uv{-Q0aLzxU0wDuc~b3xRd;8s<qYFAdoCKT
zyPM(aOudwo0U0hq=E7&yvsa54d3qhcJU{D5u(Hgom$AW;d08teyh{!&d-Q8l*lkgs
zEb)2Ewj?!{eUAD1=J^?E+pLlu(@#s<1cg1jur545xXQaUr})y&wO$Vsdp_T|@_r@9
z<@Y7)t@rPl_N-um@Vu>4z2@xBJF9u{bJiBE+ukPInbn`3E!R~_$$k4a@|&2d(n*P|
zf+?CgUqlUpJTrGLnKk+HLery<rXGCI_vQGNg>Ae?`m`tQpBrYL1G<3uqxV^-S1*rb
zJYmYZ>n<y{xK~y6Nq^*?y?rldXY*7S&w7xr{^|SrjeoSxu)i^TaH8_K>GN5wKc;rD
z{C)E|X6--q#h%*QyOpP0F*WOZGWqo}?Zw-!sm@`1Wfd-4$>Mil^1SS<O9CyGHNWR=
zwaO~>dvz^yx@upcB1?+k#Csc6?+Tu@u=jd@tt^4Fe|db=v#(*1Y-Ppst}I?KWy$e_
zmb-fN*q*+R_Re8s>5-3mW|AcKB&8~R&9Q6mxZXbbs<tKT+l6_R*^4%w@GgHkVab&j
zXO)^Pqh@{g`K+R2aq#ipn5`X73(}XSFA3HQx)^ojegX42t=}TmHIFBrUoNsR%vIUq
z#QVrei;oM&-s#V>yt>UGb6d|hN2RF}f2_mq&XSlg;p+VCoSJPpbAEAM?5%jVbZ^VM
zU$duuUoYor@}FV*lJ}R{mub(L;qhkGUf!Hr(Z|-97d!2Kz0k;0mv^aV<0Ol>VdkqE
z${uYIyLRKjJEgUZDSp=!KKf5TbLyFNmP0}CysIKn^S*I!Xui?)l6UHA%}*E7R!E2N
z9$JwYWwAu&<oZ^T<vS-RzA22jaJJ$=dy;$BOSKS-6VI>BndH)aPFpXx<i^(1sS78H
zt~q<oFqX&AgX2zB(vrTEoYp_9LL8n?%DU`gzCY>WB+=LY6B%WM-_E++bjgmBrR(M5
zwmS?=j8Vsos<#xK^7^G#81`+ma9{Qc4?U66<JY#;r37zfzqVq_fl1yB#r{+E)|{WY
zP4Gy4$Fo%@nT*p5PkevWZ@}~5iuH`|3%91UuG+TXk&EodkjU@#eA*eSI)3K-zN*Cd
zqPoy$$)Ap(vnNg{+plGab*X!ywDyRK?5}^O%XV)(@iz3-o(uEldTI1MR;*khWp>`{
zZhu`>Slhvdvc~sO8rm^Ow-p<<1y9<;wMj35y{~fZ-Hm3>C2Kr$-yXD(U#l**^+M*f
zqc8r6t=@QU=g%2oJO#Jk9ama6TcdD?@RzgJ+paCKSUs2NXa0Sq<)1DHxoL~(u`#TS
zDvewII(nsQF3->C>RGx4tN2gPIx(rBzFFSu?5rR2cVAk`d2>~2;D#qt&rUIXzBVr6
zCyQX$(Vi#swDT-dY%N!H=P%Ti;+EQOeXLfC&Hb&f+56k}r>6RJA7tBF{;E|zh<6j$
zL>2AtQ$p_>R!t1%T%i1n`O{**NBJj8gb&Y=+q!}4xxzIyU5V!Ha$grqt#{43nzL1K
zMc-kWYh8vp3D<lQ7<;Z>WhoI|bm_WL#;so4m61}bmaJ`@)3x>4e6JT57pv`_kn(-S
z{5(Df)7(vWSM6*`>K4v5v0T06_0dYV_39HMHVGLNcYV95#G^fH@1{Oi#jE~H(>2U%
zy*%YLv$mTVyBxjp_|m@OE3-X&wjDnCinrGJQLPe3<cXMc(~tidI!sOq&b&Trm+$Au
z&9iD=uGaq3=a$`ZWI03f{9`RUEuQV%mOOu{g?EE-+?F8ADNoB+-cmj1es3*ffz|KA
zw=qtBTDN=(FMn9q7cI4NZso4neP8=c&sBd}6F%p`v(5Kjul2r@w<LV!mdjsX&pJ6N
z!1LMWsONLSO0IJ`K3^NOvEP1X=F;bDEj+TB&z}67^~=sf_O)iwcRk~s8>H>0dO02q
zbUU#6VdI*~J8!McJ)z=Y$+l{m>7q0I5^KI4kl|YElPYrT{j(`MR}^uGN?SE##?D-^
z<>Zl>ONGkU99B5b-gBk#xP7lznO1nMZ)slEqmO4(R2sT=$rMJ-ToUzj<Mo&Re1$&2
zmzGHUy0+)r3w3GX_ZI)QvP_bBY`bG68|U$@#;5G2PM+{{?%HI_JJ(#6t9*_QI(Fxp
z%f$I!N8e?OeBU_f$*d6n*%O0v&VODVsOReKcFLFE!EjDbz15}AM+;pTN>(RJ{0i=C
z)OCCNq%f>O^3ekJd9F5cthpscX74<=q<2lw->P71d3<}+hK_RuM*gBgRffw?ebse3
zW+}SsvFMlhRvYg!l`ez%8m7l8st;QAEehS!e*4S%)nDq{u75mac5u70q|zQ8-wM^#
za=jBv<MQHn=U-KR@mKt~S!Y7WJNDCY-jDW+-q=wr)l~V?zx$wk>a)s?UoAwZ*RwU|
ze>(B1I$ddxSHED8*_0{akE$kCbRM5}ihIxg6F=3D$SLifIz#Q@%Y*C1cUE`G7qk6w
z6#af<>xV5jPal6D<F|TA2Ct&v6lKw?ZF8kKwbh>`eEPZk?At{3S2g}yHy9sP7Cu)T
z?{mK*-&=dew>giOx@La($Gs$tefh(<T}LnFUFQs3%eMDk_P6viOHyjHgs(5H6<k?k
zJx^7qwL|vxQBz(s?@Y;vBL1j*rYldooUNT3vA&8=-E!WZK>u5JE`NIxdh(8E##im9
z2Os=1O|zcKxZnuq%U>Ver=BhPbmZvK%~x#9*Eq|bY7adAI&S^iXy;0fiVH>B&sH06
zO35#bkEtl~j-DOR($n?nb*yK^FB=|xzrdn+<EPob+4|fh)&)hh`Bf$DTmMnNorC9v
z0mu5e?{j(b4y;_eFznU&;(1F|eYdWkcz93Emo+~Fnrc@soyhn$GH8M1<NplnV>v!Q
z`Dz(CVgAdIJ)5t~g!^1bk<;3^omoceYOK<ijngJRo>M2fQl{=|sY1*LtIy#zljqH!
z8+t#P-E7`blb+|xii0cNmG5m8H0;wlwcy0pC0p{Hb}k9*Q?O3jBFYhXVC6;IRVVzk
zE+<`Sby%?CXcXtXDVO-yhRn)XZFf|tdCt|M?z0)9=W1O;Q{|UBg$sSr7J0tbIL~9H
zujDJOM{9~L)!vvhv&)2}d<-hc+FjVkUv+Uwl*@tV_m<r9uj;JgsbgEh@@(l|6JBoz
z0rpF48Qfn6EYI4)nld|W&wAgsUs6sxR~~v2^!EL=UaoDk78_1^ywoM6p};z<S+8E$
zNBi35Dn2X8*>(Yiej&$;XKf3=HC-m?S-Mx&A$4}q^jR&MtCJ;`t@$-+tM-J7RcDO+
zm%omZF8*qAtS5O^ehQzRTVULtw0TRuJX-g&?(WM&IwcYdjvncB%{)GbCsf6+s&Li~
z*8?K+j)y3Hxv*QprgZhk^|tj=E4m5~SgfrGcvAA`wWRUoWp8tNqZ7|deqZ;Dhk<=<
z(X|(hC(mWC?q~n>GQza@@>0?4&A$F7OD5RMWhqoX?g=VAFFIdu>B%Kt3ns8>y;^BA
z@tC1+FXQpG8EcYd`Az+19=m(@%r<6wug1yqkF7hg=j%Dm1yz><-HKLR589=_H=1+a
zm4yz=*T=71`}eY3^_^ta<6di6W9t|d=CS#24VQa-Z^Go=H=GtQwlZ6ujoE%IYxmUS
zQPb3!*-a-;TV7Hpmd|PV+E;&)*7O<tRm>~TE58nU^J{8p(vcp6Y%{kLe==jw8HPr-
zSzWU|&aCzH<J7lZ&!ScPP4^aG+gR3r{L)tcpfxw!i?2KvJ?~{{dgaWX5B7gc&)wlk
zzrQzd&f}CfJ#I3;uAUGPJ{$hd_}Z3-Q7^n*D)X$i<sNN5rtKhL_~qGV<<~F6`8>}1
zM@{qAYiC=+A~@?TkCDIR%Efh7S5=EyHPtt7EM{7#<HfM*#r^3~7u;AbO-^?zmrzjQ
zv%V~Kr+!|xhrZ00e_Prm*Q_(Up3M68xKC(U^Lo)8j<&mJt>0{S<z4#Ool}(mGrYdi
zEx{W$vmnbZD@uOFC3cxh$^B~;C2X|<EaWe(wbt!@FBf|%CE-7VzgJ=oPue;U<G!1#
zjPxZIJvZ0RS+D#+My@a<Dxj(-Y1xEy8~J0K?=#zKy1A_q%3fi3@^#QL2AiZ!d+yBJ
zvHGIr-FMn~DHrCNKg&PfcX*!GC%HXgDY?h}3XkuN3wwL{)<W^qsYRz5x8GittrcK+
zZT)WHiIJBWe}t8l8|QAGzN5o<-hYO*f!+bfXT6A1wY0gqBk}e*!+)ZCFLFuUz43JE
zR)*U1QO}-lvpw$h<>lfNc3aQgx&5TT>WccxB@cG`>(7(1JR9a>y{pdj`uV(a`K5sd
ziMxWQ2wRG({mO99Kkzcvcg+%m=L^<|_B{WvR-!Q`oHfc*ZmPtm8(-&IB~I|;t#aLa
z>nVTY*^1mLOD5h3FVD74;QD!L%h&WviO+7?wn?9}pRn4$;)cz2ewP0X8Ye{;KVzQ1
zw4g|~X5|+vl^toO8%5fiwEH6sDoroAD;$tq)f2ZYXwl5O(Xq*svWwp)Gd$l~xnYjx
z>#%80JC=RB@noK8bn$laoi<@#m-IX-zP5wA$W!utT=VkWM^jR68<fo2c<r!Yg2gMX
z%v`t2v$iryh^B>07fzfLp5%2);^yM>?{pp2yG~^LXMJJoF<iEFuBz{5x#Cmr-khJ}
zrhTZ!G3|l*>B;fYcWw!^cYU0jcVNPw;DD!-()z-?FZ_A+F?RFR35@Y7Sp}lg{Oqm%
zihQ)2VenYiI9}@Yt$;{*&U^cw>mE^A^LFJ2i&sGreW{!6swT+%3c29%>Op_hot+yC
z{9MzQ?q<HUZ>Pz{L-Up|j6AbxfkIfb`$5wak-OdQ@O^zz_V{f4p*>k2pG>`We7)P!
zOR;`=9-fw>-G$3P&Iw;U+xPCuxI<1BaaX4paz;mUZRP%MV^p0ay)^A4C(HGXcV4<o
z{xmt}&M%iGUmoqPDt&b6d%sx8bMd_P**{gf_UA7<t<At%mD}E?r=mEMPy5Q+8XH9)
zt-7Rj6)TRfJ=v-rcsup(Jp0UtUtCUqJ?dPXDpSdreUGoxx=-ZG8p}P#ML&NQ)n=dj
z_4N6gHT{kcGmpvMFMhuAZCl;crVkT*YbEaS@2&rtetd1{e})#WxBa%-Ym;7lon<jc
z^jm%5=M&wgRTk39lIs_QKm2oeZO-iq>HK@IgFa3Xs{2{EJaB7<@v%3#b9nx0U(8LI
zx~*pGE3tn<T{c4dm*y{<DC7Lp>qDW$ij%wL;~SS-xK^)~c{_Fcv<36_YA+G$`B1UM
zERRvb;@L{SJ}V~M*T;%??@qsb@Sxi}*G|1{&DWRbU7hl)&r?z~?8*M=lML*m9_6V{
z*!cQ-*URO6X<KY!{Iuqn_PqaW{x1L9HpiFuw&a*zoFMu6yy!FGJ<BacCreH-uerXK
zOMA*EIX&H##gXft-}vRXv&})ex&P4K{|r7?n_DH>_S<dA4GNj){G_q#SGeny&YPc0
zU&hsDNzD&#JnrUoc7DiAF~_-w<(l?<59^FE7fn0#TZ_|vZRQ=9&FL@WN>*<9;=bd#
zxP0(4-K+~w9#maFFLgyody@9s*kG@FYd>9Y&aMiYaG>WuLvQ)Rl&LN^KkRJfG}l(!
z%RhB#Im_2ohw7`|nA%z_%%9%%`RByudD^cYp0w?s`fXC*tXYq8uDn*XZ!OL`$Isq%
zv1emm)=!<Y$$`6LHy7|8o_v0-h4Z9BpMD#evb7zTm1iA2b=_KL)}1?-FC>JgZ+`N4
zdDZhb%94_z*S3jo&)czHZr>)`Gsb~U*MsNJSijacU(t`%x%i;PDyIPHNm|Mx(^s~s
zd7gT{=;kXooAj+!u6>)oI~yEaKcDx|)bFBsy5XmlpE1k*&AN5lSwA;rt^UNX{I`T0
z_+@Rg3hwJK%Raj0ZN{9MzqQ&IllFRs2u7Tnwedyb>y=*D%~d)ht9X8eGp@L~&d;ql
zc9tKbZ1wN3(p&77OgnW|&igG_S)8`6LiX>rYc+*2)k3`0p<fqRKH78X*@33Q>$cX{
z7dv^U@BH**s>MlFVNq%IWm*NEwyX9}J9WQ&smJcdm$AP0uB91H-R{!rC@Ocs@_5#q
zd5cA6M?7De_Gady%rAz|{AN6!9BHiGBlGpkx>X*#68<xMeXUk;;vD;xpirT$eLpVw
zncsMNuDmwO=}zcO<)ph-A>J%APX@<s%y=??cdcjAIm4)Eb3R@p?nqC0&1bt_n5>?5
z`;*kU#anwsJ-(J%hPG4}hYQ_j2`?3EEjm!Mf5y5teV%iN7yem2_j=c>;wy84!@_^c
z@B~b#5Z%^Q&ZAqUA}6}z@%sIuJLOyBcRbsv8a4m3@-n`qQ&*Z*HuiR$yL>b}<B9sh
z^_9(sIYi!_jkJ^9&igWE-CpY#<(HRtRtMQt{x;q&U196%H7k1BgQ~Li3nx2oV}IAv
zb-mxSLFSEYt=2Rp4)x}vp7&iUQnyXll(>Cz-85aH;{NH(_xAQ_YdHSix>iPGd4uI!
zmyO|3$`J`!UnjXwIQa0UIn!P31<@=mxeV#|_VOP3vZ|LS<@fdZT9=Bhyz1kg9(!})
zQ=<u<Pp&n)rTFkXTT(E|W$k_WsoojCquJ%p?d1*a)5~13QoZEF+Jz+w4OKnYSKKoE
zRQxtV@W_n2eOq-VO>sP%HM?x*xkXcc_Fmm_(&l5#x0OblWXe`Np0lm`@x7haucsLa
zPJZv4cRVEN_9vq=DLa*~?Ups<XSV%y-B`lf<4=~y`dfE@eqGhQXHCH)<)v>I-T7u<
zcJ!>bFq6f)xa&dUf_zoij&N15ZMk`)V6LTOWbaOg;<&;!ZUIfr6R%WVUu~nZ@_f{%
zznM+*XD@Tl2|0I5_QURYWp|&>r7bd_yIv-4&Y9eG{(`8@!u$QF_HtQNO|aq;(a-HS
zjgAlIXlR~%Ye`dq)F%C9srh-?YSK;okB{b_6<yjMsB1lM&WytMp?bQ`3<Y*uozB%f
zNZR%;)un&E#hO*VZhFt>hYOyVx9i5Sf{p7>8NQwML|@Nq^0c+mHyv2sy^c$-E%Pp@
z=lZ$o>YTfi?9vub-ZP8)^qJ?fujStu`}N&8VYfwf$)yct52~*(c-b%1yT<s|?iGoX
z`i-mhwbuzvx9*;lWqW?o*0)9;=}GRzam5<UYioTUcUSyOm31`z%yatZl~W&bjB7+P
zy!7~9c|DVU^3CL1%$#{wQyWe`T3~tbXu{p|lQ-|uG)bPvZ@Dh%rH4vFc-T$*sDnFu
zo_w(9dcD;6#^IxS?J^ZvZ?>G+Zg9f1YuoJ^X}jMV-DzNyc(i?epoP&=^S9!~Tek&>
z6bGNzh?voQ`Rmf2T<06tT<`R5>AO=W`at9N-Scag#;!5WeU*5=q%JYy+|P5xvyz)G
z$*+y@_}qL>`%15N<Z5}<xFzeps&^R5PtA3eP+z!0QHJr#uWLs<Jie@+6WGcb`s~LS
zJ@*Ohq6xo#U3PlFzt-}^(ZU<wHMgJX`CepQn{5}##&2u;%Da;x_?U0eraQ)YBE7Fa
zf0}+~X&-A=^g>(L;)w<<Qm@zcxjOGRy7b~l*TuTqD=)e?ESmU)F>Buk)__?F#_yv`
z%yxMPPWJvW>x^;woR7Zg(jDqbE2q7Uxs;!*9$YPDc*eiZNbBLmPnK&k&T$-%y1_7k
zxA02qyR_L;fAQY)vwRtrG+oDTtH(;oqjvgx7$sIMdaKfR$8>RU=*}<G57$e?RMbZ|
z1^npPz-RnAKBvb2!rQHPB~7CZ<cm^2o>$wi_c%x6ZTy1&3@kRu+2t&^R6qAv<@Rj%
zk^iu+$JJJE*Sp$0xlM<|TRq;~Tk*r`lQB=v@^x8Tj0<Y*<CoTYevCg*oGG<rX-H-6
zDFKV4HH%)HcoLHMJUxBq`MFQu`kB7ifA`Aui{JE4{giJ_nr6BB$lR&Tiib^0uWXK<
zukq4*s@Yeap9`dBpOttWq2^b8`Oo14D_c8y0_!3@SGj)5GWz*o);dnL*`BjaFG`ga
zZ24aHv7zXkz1Qytt8P|gy1D;a_2couTa`PnEs|xLkp1Sq<gpJKU5opte_1aqTe6tt
z&&`X|FO(Xt_U-R7^=?)@({6t>=CfSZk=Ke7cc{+_*}7x$BKcFhKU|!@xy$3eq^XS0
z^)!b)U!HAwo3m`^<Sf1HEf@b7+aA~Bkoyz9@%GDaQZ>$v6Ku7wZ|c!kZnV6zU+?ZY
zd9M#^3K>;S&$AMa&H2^3cS>{s-`v&Af!F=Kj!%9Wc`YjR?F+qA4yI>zE?p8j@w!(_
z;@UaO&e(=W&WdR~mVNF?<P%GU>lY{daM;Zh{P}IH&<|UO_zAUH552tK{5kLVz_7F|
z?5kafuhr9^HwuIQGbG*>{GR>#%7;B(Y~kuxy7uQkd|g!c;{0XN%W2!)Q;M>t`GxA#
zl#93LaY{Oe_qV4VzpH$2-;r8A(etN&g|SRCSZS~DZOLW#8l$YRYq|6FZdar^D@Z(k
z8T-dhgq7j;tgj_o{0;rAzpp!)d%^wk*0i7Vo!3daNf}*x^P%{m3-@<6t%^OSLYw9;
z+S|MB@m9e_&nJ3m{+!#de{gl(OBs$2PpTcY9Y6d@{-J&4nAu~I4ULKi<FfsHedDD0
zCH`=~vp8#a;>as@roFrUjkFrH)p+%bnHyuju3bNEvF+*$%h_{d`;FFUs%IRz)OcUn
z^xiG&T+w4r=KFn;c1y%22k@3Vo%%K7<eR(+OwTqhDSFPlG|q@U>Re&_xvYCj-B%hN
z*>^Q4a$*HbkgwIM$2QmPUVSpFTrv5gwz#}WPUY!?>ZT%_noq3K=esKN<ZAtW{@szq
zrWY=%Kgn@cRCqQmOm?-3&yVk`4F&ww<{MpTo8@z{OH*35Fv^AF`iE7yb|(&qGJAP_
z4x9BRZS9qqyrk^7+X;_03K*BHl?Yg{@~7C>v^$#?ah<Midd#%K@5nx0TQ`Ph-S=1e
zojNd~J#q5AH9nzktV)HB?Zs)Uqcb>PC3$T!wL5pEa%Nuk@`%X{N$VY%p2!p!yClAk
z37R-f^p?ZI?0|JwPp;NU?w`k+5Oe?N9OnNF*H%~MamGhaNmo6`F5;Rsk?Ht4&5aNH
z9u;UUy?XCcNYyp5@XvbR6{?pCCHHA9nJ#2AgS{*5sC?AUt)WF#*L=Os2b6^wtIu(p
zX`5|jdH1}^<>wA(&juK2<nZ~X&D%YfQ#;3hyU}w=(@Rmu|M=83ZPtD3clV89wAT^$
zp5myrcIhT}fAvpt+`(Y6w!17~&%CQ=iodS*RbEqDxi<KddbP+_?QJ>^HetR?6qiVz
zH_1t#%(hEABh*7;P4ep8*(YyCN=<ZHu_uJ5a^=z~ZacoNakf0TcJ@t)r3-Us2o=;@
zbuy-@%+u2NmwaH!Jb#_mIM0>4cJh7Sq&taUc9pSGt3uKW>j^uSExdm;^ZW(NoOLDN
zHvVi8s(2q2ey&r1X~_nckpB!eVPy+K`-~5KUz@U~XK}f1pY8NBNgiugS4?DhJm;#5
zLj;3W*cR<APr9Cmo94Y(U3BA^#k!<NPR9LpU$@pAFK64iEKKFuhS^ikE?(s3w0oNR
zUXKp%&$qVtWOWsH^_mNK9LrjKAxI-WmX%So@_o$g1U8itwp}~_?AX4!bY1wF&o>)n
z(ss?>?X+L>xw)^-CXa<i#xY{6xm9$m_=;>_-&@kgk*wpep8X^5r=5!KHKE$N+pQM-
zocl}p;F2bbt2Ym*tFNuRd%IcjxbwX1%j*N5ByUOK`h3^1X2%WDgGb8`z0E4Tl0Elk
zUgf?O-P;wqKA-M+Ec<%X9v;t=7Lt!mPx>s_aNP9eA*-r6rAiminYhf$S~F3A<9+lJ
zzHGUN4eO3nUMjwFY+}c`;)u1=^Y(=PbT-S}aP%|(wJlNi|MUdcUYK~Kwm>UjziF&t
zRj8-mIm26P4VSffJV*!*ot$s$o3>l{$E<m(7B8Llo|(H#?BthKzxlE*tz?-T;H|;X
zczssx4OjQjlai~1^nI#=yC?nCN_9K$)onfP*2d6em1}D%&KX`>6sq!Nt-z|T;(Kd+
z?=<<YT5Q^_D0x;~xcB*`&D~Nd(?oi%En2}nKkH;~<+CkO{?juS@H|h7_!V4Ucr+s7
z^T~x180S}oJ8N1SoDEgBeeHhQa>chxPhEFr1Rp%_wMm30WO3uAB_TTQGQn=ik7H)t
z=#9AK%*W~zvXu8m)MTR`sh-@op{F;?X}u}jT=v$fTvJrisOtBX9H+@q#w#2w*SPUS
z&A63%CHIVWbfK0=SWp3P$+Zp%rcBoF7b0>GNGflQEwOLYx)~rYvEq|GUzS;P-}UI3
zMal`Yp2ykjT)TSq93gFk9o+N2a@w`3W{WJha9B{fJo@MsAy><Q-NI4cavm~C+oHMh
z7xJ`BzP3t*b^g4sn=ZUv(p&ZMz2l5ZgX5gmZiNwwpN=$#=RJR%vD&J3#l%fjToYff
z?0)JKZSAM2(&uvGc+}gaQ<HfZL_5BJl;h%=)t6f?rL<w|Pbs&@w^r=DbNp3y=sV|y
zfd|&S-FdEJ_1#|WMLqpT(@bWZ<B!^E&0wI-*=@L5bf!XD+3JH%Jy$a(&v~@Q!;k;+
zR;JC`>H0xpN{d`9&R1=C-FST#!?JhBRx)@#Tc4x0+WfTFA;xP<1g9y@7MgS*?1C%9
zWv0F}C8DW~%(JGtSM_-sA7f>{a8_mdpR7N=ld{?>*RnoHYfvp`n7|vVSLC_O<H5YG
zVwau-cwEbwwPoV8-~bWROmD4^4ySs!HZJ{a%^Y~b-|lM!bL8%COi4FQjSQaO2u(il
zx~n8+a@aPeLkpkZYqAv0DA;$EEBUn#_r`UMrcOb8bz7~siF{r2peRFFJ!o}T{XDmd
zRm&EsHMlj&-dwp&rsUD$ZITnXu1#g&?LX8s#jkMVrKuiF^A(;gbSMs*@YSa>r>m!V
z)`r5KE0&h4gm<*dJeqlw=P(Obx9m%fvUhueC4L7bO|3LJ65UaFX)S}XM>F#*w;cJb
zX>W{@ZU$)H%M=YaDOCtj&u-NAp6sP&w^e51KT)xJ8W(4|y1qNB@lJ)k?Qd21nu^*}
z>%Q4mo~^hN>n?ixaLFOX?JGp*EMAzoF7?W{6>6I++g=*k+P=P9(!HC7!!B^**Y%w_
zc`D`(Paf@^@4IJ$SF`Qwu9CTXePy1^eY^3y+6*_5^*#mJH%g9$Iz&A0`nmY<^vyP2
z-093VCF>JBXJ;^OjI)h6rC-t?HD%|6T{phGRBgS%kezk6>x*pmxg3UvooB0b!oyy%
z`Kw>rSsAu=_UGGm?ane;Px7KJ6t+l+&d)9ve$K+WaH~em*#%F!o)>Nmochf~V0&SB
za_@{UrqjRuXkS*Zm4EAr#qBv&T_<mBt)6QYy~4gCDBm^fY?G()>Gao8a^Ch;Q?_5o
z%!>Nl7#zye<FWeVtz1b{0}d<3fa^0ee@=azru^>8@4|DMHy<r^Dk#!4nWT5iu)QFr
zCp2v8?yif++`Y1uz8)<;_5IF{nXNNsO_g00yj@mn_kQ-SlP~ht{o;7LrTA>|cO6a(
zk>A}t!V$T~a>dscUWx6UBG<#m_&Q{%jyv0OW}Eq5jh~E+BX`Cc*DZ_bZtxB5DGpb;
z<L{?+>yTM<-<8EL%vE|M+c-_TRhrARlioadARIZ-ap$qB(3`S`Prcr372>JQ=KEO`
z&9>`#Z*tFH?WsF{&c1O?XxHAe314>xT{2*M9GVyZO!?9-4Z$$IT6?dfa~YG|v@9p-
z&$Kk2l{`)5l4FL-R6o0|>8EtnnJq;x9Ovvce(O9j=(5XqnYSW>kC%HreX8VHp71;L
zWwG*{$z4efo{#OLJYNZZ&kLM+=XmRrYxOr$G`!PIZ@VW%d_1}O**UiZ%*#bLsn3l0
z{My?rEGhiDXjaCO$qk(A{;ruSP<1U!gT3*>h3_8I-pt+^?R!c1Ns{G>_2Jtx7RDsc
zDU1-?xYN>ftBm4P?#W#*FMH=z2Iro<bJy{i;PI&KsyjknXgg^qbXh)U7L`5xfN{?6
zt6Ou=SgtG1*|%)XI|o*W2Xh`R2+93A@2J$O2MaBa2K2E{D!BPTZt9W^`eC-!p(g^^
zC1lFiR#vVplJ>Ng-l)N0U{z|mWzvc`t6$e54HtcV8+xhqPT_gewQGu()}CeNoG`EI
z60ePNp3<7zl|46)=6gzh>a?4(Gi<HW)pdp2g?ipHt#oHBJ8PFIa3ZAYb5x;5s7=?Y
zbH8SJMn(!rhNv;T^lzQHTFYV8k$0>3SF!|%uT@vAb)I^&)XI}h`rcIM!nZM3%5&U&
zBXdKQf@gUiz2j>w9lY`O$)l-S8ztFxUb|X%S%1Nw)voKVr-@uyw(hj&P08!URwoLK
zL&9E_TUS+Iy>jDRc~RzePN9_w4b@?Mzh32h-`ZV}dHX=wWaT?okGGxT5pb*ey54-=
zr_$n$=d>c0&U3Z2sS1?p%oW^mGOxVtkMAe<#`lqvc$YkvJRWs&%PbAYdxveVa=(7O
z@kGwYS=VPfTl@)g<^J7qB+q)*XU3<lMmrB2Tphl?%yEKngH`Fj&|{U;gMEyav#*yB
zot%5?KZEivkw51ihwkt45a+Vn`E|Y3EDf*Ch4W*sM^<NQbo4G~W)Z%(BYSDWj$`(I
zQ%p(^KaBN@dK4yHP{C5R_K03G-_GSxH<li5aJ+l{b?lWeL#3$}f$#rnlx^6O_gh5w
zoyw<X!QG9sE{hf1VL05M>}|SQCDKRm1iLBk@;Mu~{o8piOK!<YmG#9!p9IqlY^?-i
zZP&auTCDMW;j%kgF^kq+@UYD;_TAtSU}kyzjD~OdPMMS1OZ@WWOstPRe1C0ybhNY8
z+`atyUhC_{LcQiR-dc6T=3-I%epB9M7ne?%dU<=%*QfI*?7s44&F;+BJ2Px+vscfZ
z^y=;}<|dAHYL_&1Q)-?(`53vr`%2->b<4eVr%XKJ@iOG$jmOUtw0dss{?syWuC_*u
zTG5>O&QY1Qoli1eCv8uk%>DX)|FK>Dn>-eXG22}|_wu`jaAA&V?#U|o#`ChP_TH8>
zd!Iew%;v=pBO3im3U=B^J$tfaV#=%R6<g-`m`$AcI#N46EnGV+XWFq$p9Tis(zTL-
zJKMBXoetb&S|>f>@x-X*`N8v|ZXJ_3a_Wi3>J2Y0nO!>NakOOH{PY(g{7XwGxNuk`
zxMy86@Xfx`d3{RgB+KervD*rBnqzsQ>gFteRwH-SWW(9r438Fg2T$C&>V4YYE5$oK
zUl-l>%$4VG{1qxTd6LJ0wJ+Y}Y@BrGlE<{JB`IOwCWr5G%e?i>V&{1Yi?6Hd)6$ch
zzpmAtQ2g>|a8E~f>+7#;{$A=jowcHU&K#MvRVJx^#h2D|GMDCroaUOh=l7LQ_fxu}
z;+~nGxs%>iapJ_;3}LQGJD!{N9Gu(Xd~eaUcWUp>ij)Qv|1;?=F+TWp#pA8>cRpIX
zhTUepX!h(4>xIq;O_Mw?x=cmlpy{lQZdQgXmb5mqMk~+Sz1ckP=}m6tgR73Js<)o?
zmO4>5A=}F=#inmd(Y-@GYd6l?;C;6+y5QK3gQg{(lFVwWPpTv|N9{Of%bB~c)m)2T
z=AUW5(R3TG8#{VD7EXD7{nqNEJk9G0{q9`5b3R$(hQYz_t5;@o9P`Ug&wS}?z<4(E
z)NY|?r(QEL9?gv2ta&tz>6O3eVxChRCl+a{Nqw_YeJ&F!d4lC*cu+_IgQ;@V>b_{v
z%X`o0uRE@-%<t8nQ9OZT?f1>0_SL3=O>X|8=N^3Dd1+4WPA133D-)xx{a|03{&z|G
zg4Km*cCyRQ%@mh@;k~!7xvcPLrmKFE#hN1%B}$HFI(222D$ny>93lGP@t0-o0lrb4
zjw06^jpw!Pl6||dJNK)S5Kq0<dd(9jR=er&-Jk1ln0YCu-H{u|pYL@n<fu4ry6E_&
zRhH6z8oF}Ak8Ex4sUKwde6+^=QN%i>9SH{-=ecM7{?Bm4(|*eBka-qIYuq1o>PdNu
zxxT8Jw`_CQ-$!b`pLTCPux{-^=_|?Cc7A8Ax?WP)Q=83{U3Su9eWdZM>zQ*t<P-*1
zE@7Ov<)r}MSI5nhXT8|7ChdAsq`Jf(Z8`6W6N5ae>P-7SPE-FG6x}`P_o8^4Iln{0
z%1stleGC&aob&F{<X7&SH!C@Wn=X~+xl(b?@b+ZC5Zm3?@@#$Ql$Zn_v<Yk4a5jnQ
zuuRtlmPg$Smv1cD_;}t{=Eo*y@2-sOlr;{@E^)Xaao+3n#DCwcL!UqN%T{xq?D?xR
z>x<MSnJ>#EKVDy&e#*mA?(3XObMM{NTC^@zd-=|*Dhs|p+9H(XE_%x4LGt?N(G!Hj
z{@yp5@}^|NzS^u`A1`fs#NKmllFWm$Wivgu{psasIAL*qZCnz&*K#?=2j5pONx!!_
z<3&$UnoqOoL?yYe7p!__olj-o${JD@EpsyF^Q>t$zy67qKK^$6>#CMkTjS8B=R$Q)
zzwY-5@Q+%QDmSHa-dAzwXQ>C=+-+Zlo-}oh5k9}Rs=Q^7cKNz2!DI7FCeF&bc6FwC
z*(Be6$4#>{ZQh6qY!<$ewr}SL`NJz>7ti`yP+?&=^;>w0o$!x(x68@1O2Z~go_syO
z>eG6;*SG5C?#;a!((`Fg`1GD5UUPD#&3=_yCALjJ9=cTisolm4TmCa}z5JHJKFzE@
z>)D>bkKzuO7bNsGGkjTp>h*tyPOIC-S}_JupKAS&NVVQJoRp^WeAefM-l9Rb+_*oQ
zO;ggWdo_2j|0<irk7eGSvWZ3Pw$^{OpPs%imKDx-bXoG`<EDqKH>%t8N430F2@kbV
zwJ<L|^Lz8uV@utuChdOHw<UY~;eXMlKBl+N|9s{DIHusB@-v%|$Lox{-j%G_x+eTi
zRR6U0tXW^b|M_BiJ9D1p72N{!k8u`!#%{g|AFjmT)O0#)a;t9nwGB1yp1Rw-MBd4s
zt!Uf5;&`d1_WjAX_WZDvcyhJpNpmQVNy6pb=_#wPO|gu5*J^iY9$R(b#CcP#`mDaL
zYfBYtYcR<Cq5L!Wx`bWR#M$?Drp&ysPQl`M*6T05Y1QTrKK=|BI@|o-X{SuB_N2mH
zrlBg+`i@`w7N^wo?ab;8=d_R5xIUd`U6pc`SL<ccV_Uz>S!?EHrwF<4Eh<{7Qf4)2
zs(IPW=V!E5yYKj9eQjpoj!SPI?Vh^D=CtR1XZ2Hdhh`<ld)>HYcxhHZ-nX@;qO)G4
z=_so_p0#hIO#S4rP+Qi>_^1A{%wfTwI*yB~Pph>K{b1~BZN1rL*2WM`xnuK0euXYr
zEb?ehbug!SU2B1RRWi@yu$czzrlF0?oN~Wv&sufo>LD$qtva)f8b!{SWxE{H+!vp>
z<#NWMfO6w2rO#%aJ|4C21iQuiz$x;re9k?x7ekmQ2WzY>D_t4t>Ud+p7nM-c6kRRG
z{;C}lClz<?^_n`Nu|6u%YnOPl_l9dmdB4SGZ9A42pVhH8YuA^@qRjesSGKC1ICuN9
zNDKe-aG&IlE4F=IkfK=e{L}LE$(LUSB};x^a{F3KX1(I8+MUOjY95q09_V3Y7*yyV
z#^rbJiA}Poh3rS)$7)MuKDwW2FA`$Ewnh0gW2nRPrCBa)?mv$@TPfVidio@YpK05}
zeij+7#at=RwkyZ6%QT)%FFWrgwlUA<`K4XfVJBW++PUSRGV|wkeOKMrXPt5nn!Bdg
zOqA(U1>4fv$CsBHGTyVFzcy{&;mKv@3nY(bX;^$&vx4jK)*Lp8m-DpK?zO9axv^Y}
z@qE>?#q+8|e{yJF|Ie^C^2`Ay_N>gTzRWz!T~ZwevafbdzA|gcrv%~VkS}JNJT6T9
z_23HEoe$X-C*NP+8r>mh?_U+}Ryb|9SmcTG$|4t@%U>2%c0af*$Nu@&;*+n+kG?QJ
z6Hs-vb>g?H0!zOCd3A_CYRbu7?|fn=Ps%cr6ji%;Qtqlu`^F_Vx1=PWo%7f<qJPS-
zs?cMSmUdgi931kh=4q<EU%73TL~!Zz^?QrAYaX!sx?lTw*MXfA7<<Adh8eC@nQSEL
z_Q3Y_f?kFL$L*IUEL7d~Y}+Cg!7JC@UVK_|_4Gr_m-kJ~3S7PBG#CeMl3{%59jq?B
zEOkP4@!Mcc?fY{=dS;k1%9O0~ow>q$XR4~gSJTS$?`v$fuk~0v@A2nV+b1r)^`_+G
zIrpj=r{{#*O!|CnZNAB@aK(LZF5SOAYjVM(&CSm(ZTfb+_2ZvYJWKak#<Xkd#Xmxo
zj?9}M6`p+J&&QBY#q-xXC+B7soqLd#;3mHP+KRjvwOXNNUzcsu^>>M~KYG;Rz(4t@
zIWlwRd-+Vr%E=YK?reJ8u5I%&r{YUnRgPQATq}NZ#pF%+mW?wmeDcq`YUEO6vC?Vs
zg<94Ox8)K`Mc$>o^4{>{!oR5%JdNj{2Wgc&{*!g?)V-4eKf7ApZM8P{{rHm|e)@!M
z*6!o;G%h_%NipjAwmOUL)|^8Ya`)%DZg{@pTvf=aXI+M`PR!pgI@92QP5sx^AuCnB
zthlH1Y}uK+DuqJF%4NQ;(iOMW-aPF_>G8m8n^Kyetqdwp+H~DnF!5#A{8N&0TNghO
zytnLAqr6w}^_2#3pM-8C9+2C5<#@p=Htl&XjGNycShdNs@t{rk#HdNOQK2Gc`<55X
znjrCfxz~mM(8p^lh3{-Qr#1if4Z*hcmY2%SO6Pvx_<rIm=jM5~+Kak=Hx$QPxvrXc
z>|w0zwq@@a?t0&hxEmUF@y_@B?Q93wwmzIQr#Aak$xq1>Pkx85&V148cs#f-yKT{C
zlV>YcpOlL=&RAQ;JMUrFqqR)y?qx6e9i?zIWtQ=zseSh>xAlY`nOtVMj?32B^4XSz
zeUh&)?bbZ?zItA2^s9c?PR2j01C!2YJ$d_HdvV_b!C7A>_qB7y-k2`Hw0vu&-NqcQ
z?WbSI%`Yrjwj<WDx%ox5<m#`cz8N)BAH`Z2<Z%70kNEKV)N{^xd#>NBnmWr;Jumyb
zo=Hnm#kxPHdH%+eg<C@>UHJ2B*N4S<Hg!{*?uq2yFaLP7_G<Y;%{-Cfm?gV7*%^zk
zZ>_G6o8@(B<5QdEtL^mjx$bBeSYMA^_M_~fpG5c-!ylP*+fV)~U+-{vkBouj^m*D^
zGk)H>G^t)GvElogCFf_a`J?gf^wF}56&e%xr+>9rzv|5%bDs2fpmQN&H5m^0FRl1|
z%=$%D;pv2X+kc<$=5J^&?f<fzpW*h(lRf{G*VZn%m2vRYx7RUWk502LS<Vw0a(z$8
zra8vh>(BgLq|bR<>F@canY~;$9sb^Uw6`zYMdq>S$-7!BAM}L17YvKfoHtd6O^n+^
zmrv$p*a7(ob)u1LbeZMvcD+z3VfcJ&bL5nH9!r+mJ$K)<XiLb&X}OBB%73-|Hyl28
z<<GBY+aLAvtN*<6PMKMO`RkgWbHCSDUX?Pr6xQ^+&&b>4vC@j4983Oey?E~Aoafi)
zZEZI_!tnLiwU_&zoHALwy35tQ(_cb<ZkXYEOQyN1R}|)Dt3|KazxS=**$J-$w;vVq
zT-+}4Xp?G}+>MukThCSh&6@USdtBS{2@hs3*M8xyyT#A2@$#(WwOUs`Z=ZN?S8IU7
zidlN@drMqTS(_F9b>`KL@zdQRU6xcBw7l)D#m~B}_tz*iz7DG7oyVK;Dl|TGmd<Y8
zKkb}<oAc!r3uDdZ*=%Ew+HI1%oBg#n5ATG^C96*TI`MM(^uV6UT^V2JTE%EE?d4-T
z^^a-KZtoKZ*1I))FpjcRn|N!o*WLEmBXTx;cUvpX7B4=jpf38x@!;b-3D-jJG305R
zYum~l*Y&9OUUq)kR(Y;1vo~MAwdd6PgSqDeyM8@;Ft0G?%?eJH#wcg$C~K1n(@j~S
zW-H$HPn>;7c;(Aqp=BTT9{Rj(-?~X6Dj&3FJ4*hOKecOGYP4^Un5XK027UkO#~Mra
zAE;O>@uhm<Ijg#@Ujnx_|K3}5<#jeQU(o8;pZ*2br(EmVvZ7yf)8%Ip>U~w=uBvlp
zSA}o99T6?~oi)d7F5AHtww>u+LDdmoUp#od;^vm~)7QOS8hc;g_I2}4&*a2w`}WUw
z+h*Mnc=`1Yt|#mESThTi>6`A=i8bA2Gbc<~==S%z$4}FDOej6SH{J9y*Dt$zE{8XD
zQO74AER^exn_{>leb>fE-uyl7e|Du$jLb4p*5iB~w|x2QJOh5Oj1Q6QO|F@TA7%>6
zX8P?D^ZU-FFDzc}m+^M(`y&m-*LFFaI(+9}=$VKY<qFB$_g1COn{-;@?(JC*=0;WB
zTzuznQr5|vm#3c7dSuf#S9`{e%})HMukCGmc1(Bq+9KiGqOY_>7V8Gz`0`X#S7lAb
zpI?cV2i81X5-U^}^<6q!;q9f}(zRwX{Zr~fyoDZ2n{KhZX{Gr)`?>wI7hPC)LelGM
z_u+Eg+n?7je|&jDNnqH&Q--G+&o3?BQ(RRf6?`gtcih^2?q^;;^gMa;xJdmWIgY1(
ze%deDo7)auD_*I-d|md;M_RU9Y(1W?RhgSs;q=3dRekw&(bfDdZ$qbRXkTNg`F!EZ
zYQDnYuU&gpa{o?mtA732VnvN@#uA3^#uwUEvT7F{r0b<#hzaa{^}to)SW)$*Z<DJ}
z&T?jK?Y=b2Xxb?eg;vozi^a^+?oY#;8s`@WGc9;fTe)UkNwrj9m1FG@h5~~v2WBXD
z?K<D!=Kgur{)~RhvtlWBt~Z6=D1?@^e0<sEwli?vj8*yN=hc~}F6sDo<@zm;O&gi-
zORiqAdP}L@%r*Smj#=EXSjo3otirx?^_KaLHm>5|E?y7~WoEx3m5?G+wl4Q;M1}Nm
z(TQfOC3QcS{kk@><;%r6p@t=kzxCa`lf3<LWWT25^QDFE(UN)9&u6VN)qUFcZpru6
z--OF9JpJ|6?9HxucWsw!T$>to;-VL$#rm9C*CZdF`0`5o{JJ+TK?U~0ajUzc=hbT!
zTn@c_;%ZY^3QJW;uSoxw6}o|^RvazmYESqV@-y#TseaYjIj^EOJt<kkeLMJ>nCJ_;
z$djwg!_I`v-7?GFCtYOjY?~_v?vlSkZ|_!}W^npSNV(W1F%_PKtEauE25wvtSnK(1
zoo=k!yk~inqBOTnDtsSzGUrtC<6C=fdAR*OWp%wep_oH-N&dC#mI;$qUCB+$H<b4C
z&$&LaVn);2xc;(8W%Yg9r`AU<yJPqx%vA4f?)j)Wk7a+&<!^naCVHoC>l=?#2`X~O
z_LX0HT3uSeTKcU{G4`0zoiB^#T-r48xR%YP+`Gy_ADvGeD6@|`-^M?0OR|#NIm1~m
zbk_#ROsIGpwQak_>Z?z?%Uvd@Putxu6Bc{*w8xWl(}gSUE^rWEA#;7^-TNk$358$R
zD+_jf-|0VLt)*Y?_MPE@do(!Ce_fNScJjSmxnL{Hzo~PTy-S`naD0{9dcUG}nvw9r
zFDnmS>bEzU_Uy}sPjlDTMZe3x6Ma~u+Tm@CPFu#ikoA67Z)X_^9cJH~`qN?g86(%K
z&)Lz+Z$mOyd5L+-Wj}JQTsyn3Fy7?uG8G%SJ>fT^md@J4dpzr>b#(iw9f^I<_H<o;
zcIV?~ul!dZ^P@{GlQ?Dirp{M5`0|)<Rs)C1WfedBsOM8AxgXZZE>>o@Um7|!<lE}A
zpXTjvHDU5MJ^5Dl+>W!0rU>-(S$to2>#l>J#kx9EX1SefPt163o4wG>@Aj<VDV6We
zDjng=)=S{9?~Tf2%eHen`PS>C@r9|;ZYO6<axqVr{hO5%df?wwodu6=SDP40Jlm_4
z_cE*Es>-_j;|+KEUq%~FJX(0t;IaDB%)<p|PO(=7Kf9ik7^+sfd-|7ELUxP`EN&lI
zb?(luzuHaVwf<qPZZo?r@6Nk=_WZ%;drLm?`MIytp0+D^+836RrR<d|Ri;^Svr`QB
zE1TYoJYlnM>vJ|I8JX+h>4rC(4%>abZlRj|c-7h8E~UK|a$l#a+*D^<ebQWgp0>^j
zZy9;7$FtKyqc@pse-b<)g=@u<ucmABc8bn1%{l5>y_?C+`0}hPVUI=QGtPSKc=9jw
z;>o)9kYJxa=LY{Qm(&xcJiP(RGV`p$c@{0!zH#l&CST=MU4Cr7C9~qz7A}u>F60)i
zm}8)PX~&KkU(Uv!5A1s1vsmNRx~e(n0yd|=DQjPuF<-z&VWJP?u80ksPo9*mKgTaw
zk(a9-JWr@4CyA}rHaq%Zdav3A(-n<1E^myind5V6qAzYao9)ydzUh{?UJCQZ_i?pe
zzS|yO{^))+)ndn$mJe6!Bwwt*_}yMt_M9JY!m0cA+pFH>tyK{+;3%Bc#Vb`gr=Xzf
zW4Q0OX+1yQ#A;q#A2fUS(^@`0pB|auMSW@NPu2FmyMM6g)MBl=WxKuo*;E|zqTckX
zu4`W0c;ssKwAtaWY7R^j_bX7g-E}=U|KaIL;@bUHzryVK9F`<jU-uN7%ph^w+3)#!
znMu2|XDyvR@%cWM3-@%L&uY)zYq8$_W6yST^;5R&Y`f12omB`g*zs7jvoc40=8Rw0
zJMHU*vsWuG=5KA2S~K_kvzp)hZKrprR)5OgvE{?pIqby~V|%Y$h+fIi|1>Up<?Aj+
z>5XxlR!Y3+%W>Z@Wp?0|7w^7uN2h2t@YI<;3BR@Gy7AA<Nyq!NHJ|U=J3lMs+1|&8
z>O?yYRZejW&yRY$-1Y3;-7^l&SuQHEWY3!-De;zf>8X<vUle4&`0cB9kGqtSLE@P9
zg05>O3>uG@X+6Bf{xGhotFKe}#f!u#Lgm+Y_R4PJk=<J2#QD%Qt~-&rYhp*-SFh&_
zGwTg!eS5P0?$>84JIv-y-Ig9xx~j-)xlC74Pl@c+wZ&X-EgsZ=UEMqH&Lsb9d)a)<
z6C)<OG0n4Bqv~l=5<Ka0aeG9;fuvnx!A~3gA{^_oT^HZ(nf3hXwB^CurWvqq3wd(I
zXEvX$_CjliHIbW+?llfsvuo0ns&`g`Cs?k{$=vcJtaR7s^J-fU{M>kJt?{hP*txQ6
zZ>^LG50*VycSH1)GuK;o+0{$8D>Gl)HTm)*o2t%Yv%Xa~9VFMLq`jV$J+I+}$AQPD
zmsd6HbuBw|R_0B%m&1e0;nh!`EzsdS8sWx$JlJ)ncP{%Hd9#RF+g?sQuw3yDqiJ>l
z!<APSug+|1mYH>KViTYB)sySol}*pa>^4r2I=X+)%dU5(cc!V$+nhYBrZBPSZkBrJ
zmq*JEO<T6=j6|{DZ<ko>YZ_sBb2V3spZ&7h_nXmE_kihIUB2OygI#*&gsHr9Nnwup
z!D}pfR@2Yxnn_RC^JvlQGj6JFJ@TqRd*1e~f{kbMqK{4!&Gdej@^<ansV}rHO};F#
z!sdt*tNqynYfGH=cAxs~AgX+a<J!j46VE2y@w>F`>hoDOC#%|Zzv{-^v03uxPj#5G
z+roW+V<R?LDw~E*e|A9TcZhlI+hXsZllI)#W2*}DOw;iYUA1lfl^*_6i_<$}7_VR3
zI4QrDZB{hT*6lOrY?fp9^1eMmI;(GLTK3Y24a;`!Jv#r|GQX3mpEXUsrg}av;ElcX
zw&pnNs@)Ff^_3fAO?Z_2r!AVJuf27_s<>;hzCQ!m*x5zr7M$qpKM^uvv2|PW(U5tD
z+Fu`p`)u1~+`sHtiF@H$Uy}ph7tVAzAQNiPGS4?{$v3xIaZe`n>?^#s>xaUjw9RkV
zIyD^sy6DyC(=1$Du7oWyyZuQk{>&;r-=g~&EVI@Zt8Ci8)>n3=h3ToM>bktMy1L$F
zMSDD%e1lIbrE^x$Td%GaOwVU+)>)zu7#n!=?hLc{*?H+cN9RjC+M@gT_UBN&?(<bM
zWBXVIH<hQJtls7xoNxJrIYf^!`CZo4CD8%fSDcM(EkC)VkKOCV<cnDebJvA$Z%}&L
zuC{#gtu@yD#-bv(o#sb%zuf7W{i?9s|MQ$#i=<WNgsxsVlixx#Rx*5YL}cup7gb6v
zH{OROrwaCjdManCNWAn<d|FUct2L==x1@DO(w!rhHnJ~G_J10+@X+(yrWYoi;x>G=
z!}@jGwAj@rzOMOs)-rD|U(v5;o)b3}u={&`ntj?>*?ei$-@E(Y?dHoq^VRZ_foS!0
zpPYFsUzHp+mo>4uRGrdd_TKBm+r-Of5{hh#<2J6jyFu2|^x>>2N4twp+DE-#UY&8S
z@{`8i^Ojd6_O$R#?S8WAxeC|a2^vX7#W7#+?DjZ*X>V7y^NA@x=dC!uldE%1xTbbq
z^3kk2K4%Q7Lse6r?Mj;2volIVBqn{%v$e;?uAa3|dv;>^iHHKjSaFZ1n_mP?Y&hrt
zG?LF-=5yGSyH`HgYOOnSCGO4H%<4s|9UqV8I14a534Y+pWjt%&56(%2VJ)}bB;C<q
zs55OitmB*EZK2~H6B796OvTcK&0^Md#{E^Bk|oYp?MY$em-(`0)9-$^N&6OME{a%u
zP^V&*xX@<du6bbx4wy!`fBICp==IL9-t9&`IYl1J)<h=0jH*zXXR&m`Doy3JrbW6%
zjfb{rrOJd=B)xwfrLK@H>Yx_P{?hlv@(B#9T()|LYdtx0it(s>V^ijmI#W&NT$Q=s
zg|9TPcMN;P@=v6p=iBPQ4KKSkN*k=Web(hg#G{3ucQc1=w|qZqTCdWgU){1BV&+`E
zaZ`N#!^q#~DzjFaEO`==)m0FCWLH77X`IUGblX)jZ8>sNH?z3+l&uOkF2AumKXU?q
z){BWu`ZA#!w;33!>O^yw9C+({e<AaYPZf`^ZF-lg#qo9ZlBdP<t~Oc=pQ{Qo?aEKq
zbF)0TEM-n%kcf`MpR7^`&Tq?R%zfuA!L{S$vn`7Q__BJEb$q>5X8d#w)HI6yJ*S~!
z#j=T^d{&QV^_N{e?i?v>SL~tVa4FB`x_e^L#??<guoj&$Zm^oQTWUkxV%Zm8rFN%w
zzg~O4{NtLO$+u=|KDl~3h2_a5&pb=*O<x2j_I&i&F-5^*^(L={1^iymo=q-%?RP|%
zEAPm5lZ`IiX$#+m2RsP4+ZDCRU0S>^YnkK98I!867A;q6d1wC0Yn7+E$@3uotT~Dt
zmd|F~W%D)SkYL!cW)o+fYo?h|@#R@dFFc$2Rc^&zDW0@7jg5iFo3G7@DfY=-Ya;W8
zDS_)m*~!&svL*&kc39&nRdd+xYL-)B&tHv}l1GysH#+iWr5ITMy1FF!LelEyc~kR5
zPcF!qS}Akoro>U+#!IW2iZUZbTpkEju3&tXRenxOwq0bq+$=$JuNwL4*MSC0J2yPI
zs^mM#z%YRA+iIRW>82c#?;XRh1W$W=G$?^tFsdcj>$JMc1>R*ARY{AvKL=l2b!uYY
zj0Kaf?z=MCv?_VG+UC%WLDQ_QF6~<(Y`o-k(4vr(a??yVR-<(Rlh=#NRUQ?3GN-GP
z-Bv?7V|vDlnBs5_>DpIp>`PguGMvA*?$`ppsbY8dtgifSb2#gLvoTqvFKcsA*2$M4
zKbh4QS+}0fV3d2b)Ul2I-pV7-6~3*GwB8?eamj&K>09CzEM!+ttl`tXlF)tj5_7ra
z*~*v$(=A22qNcq))vjk9?waPuVS4uH_lBb-AD=K;aV@VFl#F~+aw{hz{h;m9s?=>)
zXF6Cu+q3LajK%S-WdT`Cnt{6>d|wy2?B=ccMpg2K6^V<Y9pWX9=SRIzzp_YNE`H`0
zrhOS(K3a6$bozKK>*&0lI-lRkE!wkd%j~J|N`qFO<Sx4NoA1!8K!H%1Ip5z#3!H2}
znfKG?dPC%Eai3G>#Yd}Z=iFo{x_QjE*lW(V3$J=3OtY=$O(>lrua&m_%Z=r;e4muA
z%Q|$4Q<Znim-lfic?6G(g>R3`?h5q!HJ5YwrW<Q6$Ub<t_Mncpz<JZNcVbuQw#)tb
z7&$4+V8N5;AJ<uH&*jqhp4XjUI{Cokd%IRwh7`G0ip^i~K0zdWk;5OJ?~C)E1x39p
zZ3`(V$eOfHZbjt`<yn_I*q@8c@xHKO<>aFoN-LhtTDjFXEYrc}%NptIg^TnzySWC`
z$R`GFJrZGaEo8ge#>qJ^JSU$x!1et3?qd%$Rd(e~opnGy>e;j188_9|occZU{;XmR
zW>F26k|npI_lj*hap}b(N0HsuQhQFYS$$b%82TqGN9NQ~WvRxl@ChtOT~(S@xXw)N
zl$m!m>L;IJ?qaR_ndf+;S}o+}zH;WPy0lK*WX;9h(_Js<xu2?7SLRVJcwBVXC82_>
zGg)hvn+kcp%35-@FU!R)Qg*eR4`Wa1x>cpzvz{sYe&(}E+j!~C3qR!t+m3OHZut1F
zr>FS3ss6OW2F)je^AlYkao!J}JW1?sPw?Z0X`&Z4u#|}Cu&<X1jrw-QFI;A$puA{e
zeCFAV=mV<3S0)B}3-DhFU3Rg1f6!*$zbnNwLU#s+ix#nqOp3OYcy6NhexrEWlwh~R
zSv_G-x9+<jb4|8)^7=EC>vlTc>?w@Zv^y?yYqtl_n;Q%PuYOy8H_funZ7!=k?zK?+
zT}`^lee+=TC*G_Zlna-$Iy`4yYWn<0V)#038;{_1#m-ZLHj3?BbD;j~EA}}~JKvuT
zHWo6l+d8}C&BdvrdSR|wxm(&yzx3QUd~CWtyP&0c{@S8@apIGmyaX#B|GH*4XY$VL
zZzlJh_<F)r;{uOh<gNJ~PRkgNR@UE+m?Uy}vVZ0ip7Z}17}we^^~~tYPnYm|b7S*9
zqchPfzOI`VeN2Jp(Wd^1xg5Xuw-!J8;PpiFNxjy*OkJjPzPmF@itiRSUG<Upp|;^&
z=kd6y6V!|NRTz(D$xQubB_gh6l|461qK)xM*_U<Mzg^d*yeN$Md!@Nh@^5y~H4|6f
zd9|x7XP21-dgf%?95X!1S#EIrRCXB0!;(8$x7Y57Y0$Lz**!CBr;l@~K|(>M>du+R
zZMBOm7ENKkv@~UVPs&=8x!W(yUj25JWyNI66Kj21;xyL;&X`yDb%jyH<9yM8Z3|bI
zZ){)TcB=Jre}2}<?b9lgtm}niSuaVdd^+y6k>y)}TXKRq-~7K-E8J|(FAVDPG}&tO
z_My(&dHemg{CFEaL7<>=ZS*wG92F<aw=o4*B0SGWt&FUkTD|Do=B>E~h7))zE^qSq
z&tS&qTNV0Z+Eezk*Dcw0Jm1vGc~bJrnyB6W$&2Q`{m9>_+&cB5`*oXZ3kB~Q{A~I)
z`POD0zQbI1cXgeL$Xh&Lw%=q{&T5tK8!viheY^4ZL8|3BEw-tP0{pcvZGEd)DV@{O
z?{)5K&a;r){mV3q_PVC3tt;9Xcar6C2CL_K=k@@0N!jeKOC=}gIZ5O(tIxVUOY-4l
zR!@ny?mBB+7oSZnir%>-=&5v5z1H&Oul!|N>=kAm*=2Ox@Ya#Vd?DB7PTeeI+$6nx
z#mc7}FV~k{v$eYwu~c4<Sw8N|?Iu}{0wXKIn44W05<>iOQ}^>8(Y=!VD|lPG>5^S{
zKJV_XbUCi@VBXeiH(yTl&3?8xrJ>&IZIZY2j6XXWzVL>x-EuI0YS@GCue4qECA@mM
z?)fZd>6+V{3@X=J{ENv^SKpd<J}q#LOv$4a(GKM)eU7i+M#cv`3%?(%`*7|O)+v3(
zv3r+YbujGHT63LK>Qh7i>yWSy>?dW)S8m$-&buf*QOCFU_KsC6^L}rV?vJ{-y}DBQ
z?j-m9qU$yuQ~v2MT4lbo-(=Anqg!k&!e>h|^B%LvO+BxA?C^Eb?aZg%-WFZu`Ne4N
zyX?-Z!t?fRjX2R)_aSO=!J6ZuZWcv9?3bIo*IsP0-AZ<1>wkvm$T#Qbq{vsTOA4_#
zmt|?Zy*cc*`ZLRuj#uO=MJ0^93XE)5wUm9{sBZb|+8eLLnC(%gr+we)yYI=ys7((x
zU!APMF1t5dEBeQW%9oLk-dH!RKDhj>#A?MT|Kjx?i|Wd`=00$d<g#7OTzQ<G{oW#T
zVU5FPu2GYB%B=lr(y1^n<MZCv)8_{nPHd=~TE)H4sL9RV%W`qi&e-0o5hw3hsIAwu
zI3Cr+u`qG&jkPzf-4*|vpnl=HQ}~-i^>xRh?W}^!H`>g)IN{)3%detyJd~Gdnx^k~
zGqF_A<Kf2eX;&j^A7pa~aXvQ9R4Z^Z4wWub3*Ywa(SrW2IYz=)>O@_+%!ALysND^2
zJGri7hV|{8q35o>oHfIv_m6$!s(%Sdl`H1(9ozEE*h3}k<WUZX2ah&Aox1bzvjx&~
z{yvVdjGP^L<K^K+UyeWYDrIAC&=%$CzO+^}O?I`brs=YlCA}tl!t9N%o)lCG?0Wjm
zXx_5*uEy_<y+5?lt|w;KrhJ8Twxyr8eR)zHc7$`cq~vP;tdNhsPKS2C3vaxf@$HXx
zoOzx>)`ZTDr<&h~J?<%4*Rhu8e(-|E+cLAZJec>@kAFHt*Hy;Cs3qshCK(^do3YxO
zk=@kp;5=5t^D<!<FFl#__vq@Cr}ieDc(;>nd+OBo{6jmtC-3azO}Mpl?Ya1XofEY4
zeEPnAzTf#qCvQ>y-G@7$i@uZUeiQb*uVOvpN4`Z%Wf+V-tqo(<-kqOP>aDMoyruAL
z(Wd8YyKCK^oL1J9IPUy9ru#^B_(I>^+H>Ar&(-Bi^Qj7R{<?0`GbMJfC+a!!OG{T8
zo6Jv);JKRAkhUQ6*v00vPHA>q=5)y&3~79Q)P!#flc(j%(28$sLuYxk9p&<~IKDSF
zfI;TjLg{*~ZA)skCV8yOUSgafyZcI`pT&X+hQ7~b4I{m@H<o$EJvh=-@pT!eZFR8Z
z33jEGCUf^@Yb%?p+&ePq1Yf<^;aPEP)mJ8+6G_|nWU}t}dbz7+n%26<PdFZrTD9`5
zmnG8{rT*n2k4sMOD$`aHJifQ&+7HH}>Z_sKZQD)Pi>Q>XuA24f=#q@a<Bu<`(ViGu
z$^G8vbO>|V*4`P<zdqX<6cE0)Nb83BwRP^we1C$jF0|^k?Q5JNP$@c7xyVu`*j%W%
z|J2mY_f{FOo1Ho$wd_P;c*kRj6%lf-p=*-THZgEMTFk7xG%oRa|A*CP*DiT$EmHHe
zc(i$v*FRUYDS0<;Yiq946SKH7>DazoA9CVvn4MHJIFNE(`C&b`YbyIKHOKv+iMBm~
z>z8<3T)2M5(d3ZjZ(eS%SDrWf`<&ZfY>&tPIBj)%OV*zUT|f56eRO@dRD1J@g5%4p
z9==~67oI$C?`rll>O231-flbOrt1~=W%uS?ex=Id=G9VbHP5px&XoAR%6g~dvM1Nq
z7fpH-ssBzhgo)R|(qd)EqfMS0RaH)2H9l#Ypk}$O`OC`9%}1m9XI{D1;n+CKr|0)&
z&lQ}qzb<d=p4z=C+<tB(55wz7>;DX1@g_ajI*y+FlD6#KUd`V}Q#yYvID0hhQjW+h
zGn<b;gKHjChjGsSb?N7h{|sD@W@WFu&bj?tZ_$G<Z~f1IUURf2dDf04G9~NEwp%H^
z%RX%VK5*XG>)y;JT6eDVa~$r|zO`jH+s;igDUES<T0t$7V|^bixjQAl_{0-dX-Ubm
zj`Oq^UDJ)a7skT%)bZf!xL)?N9J^&cJ!{TfZMSsZ^I0*E_Xede%QL-NtZMyLzj@wQ
z3!9#>B*U+(t2^I&&upriez^3@(&V=x<_}7jOJ?leb!FMRSl%$kmq*i;pRHT*WtHgV
zOHXdB@Zy=bzcq^4{$UX7nmcRGCQFwZ^ORg_kej;Xlv~9rAK$2nOW!y+O_jMMdM@+J
z`{$u6X8T8r+~E28M{~As<{O=&48!?;nMO(P&Rklq@@PruYFFdSd(G1{Z;Gow(_p{0
zZl%SlNQR*HCGQ$7Zq8Z|RQ&66$hE+}tkMF1yRBSrCrwsMye}%vWUu9PXHMOeM-?{T
z76)d9<TZr2uZ_4>R3BB)(|2W-u4shZme9+REB@@u64`p=mgc63udnrd47;V=e4PEu
zs@<+p<*(G1?COh}zu?*G2OkQ9O6_|!UDqw%9j3GLq=amCn8dI0H7AanUOZ%R@{g93
z)q{y;s?0Jn*G{dk`5dYoGwZs~;{|J?H{KUbF%^F%_xJU(Ej~Ptmla2J*ySyre`!~C
z{_e|5weL3Vo}^Z==ku(NCVu~=u`e9It(cK=&DL-Gwx=`tJYPngzPx>Fs?%~6sY}Pi
z*Z*gT+V1y!-rFKhKcj5c8CCLC*XBGdj94dK{_t0D^qk3e1-7*BD-JNXeDdYdgy#8|
z*1bvC%NnyyPe0kxIq%!LzFT@*yH=I|x*ndhr}WuE*O+V9u8P?#5TEaLdX~{DzwAY~
z3@>eZ7p|eL=_*_9rzY|8glMk2X!MVbe_jPevxIC}qp`Nu^E=O%Rg>m071d3ZHdnv5
z%ImqxwKA&`7oLKu&mro`O+{Lnsy02pujzd1KeaVlD%K?J)C1ug;r7~}ivKgbULAaH
zmA|Fk)bl4b)z?>LFMJ+4$wVnt{nB=2h6i1bA5VDq^8VJ64=2j{s>6QE)n2ZaUU9JS
zeek3mrt{Vm*sjQ|^<&kRT68+Orz)6fl54PWf1tnj#0zsmwkoGQc(YZ<#%`wFR@ccN
zS04*-ILNlzI%Qtwx?Ikws@2QFKO1CS^75;A`KxS|O7V$bfs)T(M{QY?s<AjXT4{Lz
zYe;WXPkPtIApfkE?oP?Lsj<^7*7Eiq|FlGKlHL2qLD%;3JeAnK+USnV_oIf+!au_n
zcF&vgP*TDqVqUC?((T43tH-9oD=q&sSgbX5s+Y<>eywd!Z|K{NZLf+9EY@6?k9z6V
z?{#XXUDi4M=!mSNA`;K%ug!8<eKefACv?i|Yg=4bF1>KCHKZ@=<n8l6k~Tfe;i=X3
z*uXI7!kgT)lDaN8IKP<+JJ0F4vU^kAjH6zhD}7_mewx`YX3w?cMZMhDeUJO5PCMZ!
z`)cQeT^Z?bY*+ctb$=Ru)$-&@n~guNeAX6Q`Yd@@O35mJewO5}7uO7YT`m^Ce;;sh
z>4Tzw;ajawowHcGt%K*^lr{tFsvvRW@XeO@b(;KNMtoXkJTcbggsnE)L(g+rsw_vP
zCS4Dnu+!$T>3P57w$<1Eo@AK+I_Aop$+JE`_kHEF^vv6WKEJ|w*=sM~{9aYE&QfGL
zOWC?hhnuWR)<tUT`u!3tzwu30--6}(+8f&#ekGee*_9|0zBu~a#`VcB-^PV{$If>Y
zKP?;h;@W2ccAL<{>S{YO-e0H}zqXb2O-k+is>9RXCyQI0d~t4~s`cu;yNwCPF-&(?
z95-E`UwPsA>u`yarpdEPuJk8uJrGc&o#WSK_g(a9VU|Sz<Floc{x-ah<qGn7SW>$2
z#+|sP<7_)$zH>amw&SJ#oDI*{a$8R-%FbA6y?x_J)69&Rx#fndveP&%Mb|RrD_nQj
zpvJ!ab*$H^Yns-jHotOJBR*(#TzJgm&G+@yGQ}&6k(XVHDi+UNot61kRaf%x@nuI^
zYPRka;o8BFv|eEE%M$@|i*`P_UG*wg(zV3o;WqVo^VjAb=juAwRUrOpb=&j4y;`}|
z*1}rb6?VFWzR*7Z-m7O$gZ7fWdyW<MWuG$j{$#{ld~(Tp^$)M_oD7}zXIbgjHyL~$
zXDjWNu0FPOUt;8~eG4^pr~PNJ`}(kI?vwuv=5||OTwH8+Ip^c+$J(nut*)B;^w?e@
z%hNq&tDKKac#`Hb@7~wXbHAQB^7rw*ozr&BF285`?((6P+Mnf$jweS)%g3(oN;uBK
z)%YipfhF%~&7Azy*E=rD{c@;GzP9?e-J4gxuBqL+;(g(l+3TYp5*qIO4(BX>^yTF9
z&+7$t?8*61^=#+PwBq|+Uo@U>h~EC9QuKBBl>J@jOYIDvOTG@9eB|TK-#^yR?KZTv
zTwQqLLFu~Z4NG%xo|l@c^xdx4H;<|AKZEIdv9<aA`{Pa59+}&@`s3ZRf8Si!+4SN|
zdeYHr7mMWsTvr~j+Oc-WyM-kWKF8}FFSnN{j_Xb=*63FGwoWr)XVu&*A1zjAT(+&v
z4`nzhnyW9co&D>2g=v|y<xRtXhkWecldbN4=5BJK_vYIEQa$N8U6;497aaHd`sh~a
z-@^i&@9*v1?9KDgQ}o%DWsAPswKGQTjf^VvzVI$*@xk*^Z<={`{%26y_%`7|o#=|^
z46}qU%010E8t<(2?(JgB7ukYeQ=W*i{0h_CXswYvZ%%l}{cK+5CzGnato=LpT7U7=
z!isj!)!OqOeGl9%GqG#MXXo3pC)dxjf2gDIpJAR>{15Nr3?JXW4*GC4{AT)WnOowU
zo85PL>ZsI5t=(l*72aXqo%k;6Oq|X(<@I)7{;dx?e<$s<>5_S?;tSu*=)X2+Ma%V>
z>pOF2|2Ucz{d(KG{|v9$vh7n%_e5UgInJxU<=^A$I*((%u4|p%w`hlTY>*5Szx=sv
z`?o5nH^+R6dUHN*npW@nGjWq_o-bI_-ud&(O8J29jm&aiUG5+8GrrX-dt#nG-~D54
zGyF1NO1`N0b>(!i<O|nWagK`f52IE0wP;<r9kpmfNAkPN6D?of+cGWU;{~37Q`iG)
z4Fmr2=Cj|}n=f(VL0#yUkHRlQ*DmR3JaNbH%i76JbIMK6tLL?C_!j4`TQFzN_jN_p
zwFka@S-0$Ehwj7({(^>C_ohb2%9y@XwLaRrt%32>=UMM^buT<FE!=R&Wes2U(&!)V
zHO#-lU6z(EGFu!z?d0OMeJae2U11Ub;;hnkE?(oXW6jI0Cqe{d(&uIOPpW!RCA{A6
zxVzbzc|YGr80Xxnkj<VxJMOW}?{IUyZBIAewp<l*ubt;(;cvr<cTXy?d=d43Yq;L+
zWn8Y^TJz)s>*`{i($sZh1sB~9Zi~1z@fQ20*)JM@zp`D~9^6qnA-vi2%bq{S<)hZ=
zElvF1e{JhG?wym5J(9YlDR*COv(V$`t8~}97!}pcTrcxEMO|_^?~f<5Ziy)LYpv53
znf?8I@Z=*d=}a3^uRpas_^0~1)PjjVCG2y;qZaymANl+=Xv_D>zt2toUH4?t&Si7s
z9yUm??n^oNBI`}o4O{l587~7pe|NOA|9SHw>|0XZcTtO-Q~IL+GpvskTyI+A-lQdJ
zQLlN`*QnlbM(I+WW6S$=`lco>(y|J@S!QJ!o-BCf>q2h+s0%5gc^2kL^QIe333sXW
zT#{YMC~@uVmy5ggqdwi9oxW|4YK7#wX_Yd^dgt9-^JMP!og#Omf(!0OyH%O?R8Of6
z_Z8jor26{Y7q_N41XVsZeHCC}({)Sma<s(CyW11YUa@<1c?X;-aLqVzJkL0ER)T2f
z+MR)y{bz1X?wEF!<!Irp9lcTKPvpL`+p+HRIsT%;_aUae%kJ*@z9#MJ%<H1;;gh^x
z&X9`fw24rjV0GP{<zHCwtk1qmPZ!N?d{KW+d#~O)PWH8lqNO*Um;6-M*uMF~m1z%C
z`q!H_<!)Hs`2OB1P8rX)^S)kOepY_HXddTWuC=qGUsd{SG6_1h(`NFvJ&(LkCR}Me
zf9gp1(rkmb)0MC7`IT#yz4NiF%=5JcH;eCYe0g;xe{!H#n4kK^UDA~w-Kvw<mYIul
zt#Ei7b8U9cwP_q{uV<|BKK=M}am<cAK6zInf0o9$EPH#=XzAC3l9n>pxqP+<w}ig$
z;hOg9nP-fGeMQ$7UTOcnd-A3qcg#A?+dk*M$=Za)exYiMrp-OF^)l-omSlFejc*Qm
z|M_<EY&pL|fy4WlX0_8B{Cz&hU7d6@r*_t|hwX(u!B(?(eCiGnbvyTUt4`O4p5g;*
zo&+~v+UD&P`c`Pyk##*w%1l3f?=5*OvnHh6{@=p*NVg?r>!m)foiWKQRpzby+=8&B
z75kO92KPppDqMZnKSlSvZ1tn{M$Z;RM5-$MdJuZZ-Snx&>b$yWjdOE7UGKYJIXX4O
z&hXZXHkrDL)xqWt+M-XG7p@7lbv?J$G|XY|%STU|ufKdB;pD@3Z{DUn1+KR}H9brI
zoIN&Y<J(!86Xxwun0IyRjt9lz4JQ@_cFJ9fy_t9}Y-8Glf6U88H*VckX1m%d;wV>H
zTG8aRBIERlv8*dZCn-zs3OmB(#&4^YZru`n;byu*K~)Ho^W=c%lYM19-^bkLPik8$
zY=8Fw^R*2s-DQuPzpk5F>9=>ac82tdDB~+f^t|Gha~AY0Nm>_e%~NE3_4JB9Pua79
zy&g8#vnLh0pZ1TGRtxf2)ws#ytkT3g-&Qc5To<W5!&g1I%!oH9+U}k<qwyC0s>}WF
z3uirV%8H(|x$jm^Zc((!8ouHnN4d(QcA>B1x^BE*^7B#8qdl`S8S1_2mv1#$Umx{!
zrSunDiNkmG4tXkV4|UV#670)fv|Zsr)wi_;AAF~ZOu9PRp)ZB8>Ur1i_J{LU7TT_v
zmHK$HOn2j~5Bb~`6?b-R)~&ToUZT3NcLKu+$FrrUrc^2K=4@N5HSeOetAy0{CgrAY
zuD1;5*=qG}Z%cBMkbV97{+rvf{%+!2#ab)Q+h!lvyQq*O;3z3F)k3f1cSp6=miKQi
zPr7?!ZThk!6Zxl<tm*!7!7!9*i`xRTiTgIC6n#p!Je%`2mp3y`mPfT?+RIC8I&SQL
z8ofw=`eoU(#oNm_x*ZH@%I;ef*quA$>e0(xRdZV``p({%*R*GH$h9zq19Fw?{xbyb
z6#HduDD!Ba%T-giOs^)+^%Iv$o)^}RyL*1tsyhpwuG+2t>eorteaSzrYo@1Huk>+X
z&tIFJStWb)%d2w|dX?)JeR->P>zpb_v+dd1S}TJVy{~m?6*Zz!m-k(K{j9jkzWw2r
z9^vo1pA^SUPcPW`*W%kMN%ivo468Ogn>bw|`1#ey`SISI9BwCbs*>*a9jUtFTjQZ@
zdi1t<s^q$^dw1un-?sd+s(8B5o$EJ`W@R3%ay;g5S{1!!-qyB{ChjUBuAR?6uN8Ik
z?pu4?>9OA%U#;Dfd%mnxZV{Y3Zz_Y9>TR#!a^t6d&zgiM7+;%R$Z7BQW#WeL<>#%w
zn0iIodUjnq>e?<EROGOBMT*njRZ~ta5$-zWy>X9z`N}iwHqZYvTn%(>`eE`te&(uX
zyJKt{_fOpHcUx8@W5LHLUAe0)T~Cwty4cK$o_*PpF}g8Uuslkco&9?9#kEiRPd~VN
zV~O?ZS(hIv*@!*=x^CCKt0&n-Z%xk3sJK+MdCQimPF)u&4?f<SbeQ?A+|>mE>p0h4
zxp!Q5#>JievakLW=Gq&c4RvQ$H_eSPczsq}SM12l$D*^V3qlKc<770y|0|vFk<)l`
z<Vnv(j~*AbaD0-Rx@p^s1(UKOcnbB`hVGo}alll}%luX7?bM=j%j1rbpLX2IvQ)EW
zTyaWZr|ER#RPn_#k|kDdY*m-d+PbIGdaqXIeVeo`yEk%OubMH*E3)JDteaaq1B={E
z!z?DG_U1+_WExZ@%?aAE?7rivHD@PjXW6t$tlTKI^1!3Tkpc-^w@#eDcY!76{N!76
z98R8%k}jK<J$HwZvB0wS<uez_R~H#>t@k?7_c-A}%45+r(>%B9R9)SXtH3h<($ZtT
z@4CveljrxuocNj7{$cHpBY`Vbc&>I9ScQqcStu;|<WjEt`7>v=H)*eabflp$=0}<C
z1Yc*l$W^adx%;!878RA7f7)=;^PuFi=tH-giyM7{cOIITofpO}cU3fIy6~MfMwbes
zT(la`SLLqV$*g~!U6flx$Mc2Oo5wq*KK*2_GDUS$f7Xf5o^ke8=O!g9=fpXze0oYF
z@OqcbllM2wE>1LlxG{QL*uirik2WQ@ZsL@=?kxAD`_AQ-us1=~Dsi(ydlCd2e}s#d
zJW8syU6nnv+w9KgP^QQIQJtRFi>Blzsov`TXKLd=XHICPu)S`Spv2=RUq!Y4GB)Mu
zMQ@F=H$3Yw-=soxxlHWpk}Yhf_?B*bqje>@n5S%InwG)NXUkkddggqNa^Krgwb(P_
z?E#sPCWloFHrE2?sHpsYH0@+u_?=48^4ym@yLXvC?3lb~a-{gC+~o64*=5-+y&UH%
z*2z`+taDA**5yrnmTLA>+Vat&xl@DJI|loH>S2uedss}mYI5X@e3dUdi~Z+5QF+`r
zF)GRE+>t)kh|3F^1a=p`kIKzEWOndvET>(xO!)VE%V%ecdu~s#Fg>=CA&*&oZ~5dK
zt}0I^-?>&Z;r0=ZTfE7#_uA|BY;&KLCG7RW(c);O>7R`&a&MgT)4paJ8K_+R#$)}w
z($zOk%`2$YUT5e#RWxt64Bu`&<MUY`Uf=w5oNf2-$0m)tzkXkDxvM)P&3<i_$s~7P
zPumiM8O#&EuCsd5`?mSsw)6?bT~D9gJ^4CrPVU8dDYwEeoShiC`K)QO#ES}>s|WVJ
zT+Te_dPtPJaGp<v0?)6olFbT9RhQMuPct4ko8FRq{aV|+1yk3r_<OtGD{iLclPk-F
z*uB>MZhRRkwx;K%#%$*6qF&Y06!@+jQ<*$(Yjj`M@lz)zaz6PS)tuDF8XjtKPHW5h
zlg~wXT_^c#Dm=KBG>v(ERPStchTtoYrq2DY7Jlo=am$k{Zuv}N_lk^|cw97;li|7K
z(iDz)o@MLVHf=YS^IXm9ZTM`BO7=0<fVMSBhV!$S-(}UTe;az>7Uu%?6A$K9g;-}P
zlpCJ)*(o!Nz3>koqiD#^lh4{MbADZ^E_Mt{J@NC&m7nL_t5!KOH-{|@IzG!g$!c1X
zTN3}$%q@#2Ubv##wU8my$MU^T)Fk6c#b?v4lh({>y#6|rA?VI$uY1Yi>W$^*rdM4~
zH?S6ebgRv-GUeiyO8vAs!AME?xQUD84XM+gjU3kQcoOQjcZEvL^V80Ki<cG~J$c@B
zWp1~D<=aTT;|-ePWxM&h#FUmA{tlgSeYwd?kGn^8*R-Cw$&%qT=c=YkZ{=C<LOWs6
z=H@vME(=fHB_8E_=UV1z^K0vh{Inh&5eaCSKQX|y$@pd9iQA5=i#BjZOxl(?<^IIz
z>3Lg=r%JFbZZkS#@h9uIhNP%fmzIB$x<$X*#+!{Q*XA5omY<tqz-+74a@l8MVepeO
zQP+qEVLjd_O!b32|LmV2d@PIg_{^@|$`30<gH%)|`=m@Vv%XrMKi%Z!oV;UMo8_mk
zHBc=3zJgiyZswZ8S<_6<d7ALOx!Nu9I`o;%tc_A{<y*sZ3>P>hT&~Nxa-g7cnP7u2
zQ|=^ou4Svee(%0&UL)+^{oGWSVL@VHcq6Ce*A+Jlw1l`rIU}aVY)&>cPG(!wX>V0C
z<E;0Kj9FLKte!mCFHPdnVjXr-k9`%ZR5;b<HFSka9#x*iag-rWN4jg*9<I~<eP0(W
zS6jNeG4aGP>shA@o1@lPtod2!t1Z0J^IzEOptcvh!O4^TgN%I^yGGlDPT(_)G~8~w
zXdQ#i1*VphFN5UTe}=gJIP1J)f?K9`?-bQ@6)QswUi;lLPr3YiUS>yG)fM)p`l+Tf
zo;;fH`PL%y)a8o>HYiOp`?f5{R3Ro*a$5Q40AuEfvw|KoclC;|RTY_WlEEhQ$nPar
zDjqMjD6m*|OYPRYl@CwuIc?q1`8d<QxAN^5M^)u}TfS7k-+apRMb*{XAde?=yXGzb
zyhb|D+u7r2(Pkn0z4N_ZDCZtvj`<~bb=jsrGuEbbdTLAO1sN1%^^~*D-?=6-_2j|T
z-zI6WU)#KW;(F7mTWtMKxlOc7J0SXIm+YQ2g9FcVYmVpFy;fkjz9nP(o7n|-gwO9S
z_OkO(*7mfX_x4+>o3zEtt}knqUe4$}+wYfsY;B(43ErRAU8d{FBs}2vdazRL`pnys
z*^BKqY`Y>P(a5eY+FAIBduGfkGq!rJPu|`?@31m#4lhqlRc=UOExx_9z>7b6NtM9r
zYQ3fHSM(%$P9AmBi!V5xE?QNsV{mKduaIxIeBK<Gaq^4kkp=5F-ptgF-Msh1l{IJD
zC0VX->kQD4eEu_h(#x=7mr5VL8KSSkwiWG^d=TdQMeSPN(-%f(tiG<>C(&_mdE|{n
z3MbFTCHFLFrHV{jQ?*gD?GE3Lml2bW9l3ff?5tZfOV^Xh{>2%2Dbi)^7SC3m*ztfT
z?DGkUs<2F!XB#skUb%4}sF&){(+-Q9dEV=krTW^$rDvy}I8<}zx#UWflAb=z){T?2
z7Bjt_mA^`^zbsP!SYhOw@{}v*cUIUMdW%%_JSlQjzY&;OYOthu|D4jrd39S(E=+j-
zIxIQ(m|KyS;KkCV9UYICh8Fkqgzapf^KYut7lvkuU%}JPEct49*fjIV(eR}SoF0W|
zGdg!XzqB*&=GM92H1C~k@UYDmyW94usy5r{;lzUnpZ~nZ`IFZxtlTOn&&*n6n(a>6
z%rKYa6OXU$__{Oq0RNG2*DZ5|UudlrzjE;CvaO=e;*B$&t@$M0Qyla8iSLQ8>zdej
z+-<ln7DrCkSeom(cKIZ>eCJskmM%^5cvW%M=}gZ<hqJj3`vNSV-@klomfz`(XM=*a
zuPjX9mQZ;t8sw(lQ~!09bAjxRmmYOVtnmwbLZ>a8BJ|L;#O#Om$u%MUSv);5p)c;V
zSggJJ#WHnYQ_Nkl+yxJ+LuCYvd;>F+`<y)A2YQzEo-j3c{q!Qvh_PqZitmD7WPO7s
z1s&SJ)4Tgc_B_Avjcbz5ZLs(^b=IXnM+EA&wwtXL@jfql=08J@n95pfrMs4S<-&Is
zX{dKS)mwMZCuhxn2CK*$rK^?1S(^6zx|B9?lYZoq?l#-MKi3^hD|K*9j&?E7F4DNO
z@@Lk%D<zh*cHelW_k5nyVVh9zppWmAc4aE|GFr+%j=8gGg?i?<HH*GpdD**WH_K;l
zZI-)XPr6gw?-ZU5X}aebBl5R8?99Vt2di1Dvy0xXTT}Ua@t!@*XUn!tJE$Z*Uwy;!
z+iP4t?fG@}WWwD;8<=e_N5^#f?u-!KF1z6S+R|-WJJr`$El-=M-1sBx$vRO!%Qe;8
zPE475$tm&}dvI4yhva#iy3(*~?o&J7*lJhm{y3j=_0wHlo|wJQS2lfIae!&|v%^9)
zH=cZq&gV#SkhwlT_O{n|6$X#9v6Hfnt&A<Rl2?p3(tOgV-7@b|*vu!Xw)Io1WZX~p
zq(A+(N?2ruzz&fo>#v9`>ErR&*67}rwf40uQy*KcZ`u3oT%r5~i}x{iAKi*EdeFP$
z`K(yoE4Pe1m*?_noO!qAcE8NW7~8jRR;&3{n7-v+_VS_E;)yY3E0=Kx@35%PDO<AW
zeeo(||J?f%&)s|_RKUleP*Ab%prTO2tHakt8*_76&!mXnD89Zn+dWf-SzEF2%h8x^
z7uv4vdi|{L+BJof(_a}j2i!T!p~%JjeqOee_ReWW4Cgnzj?65ZSN@(+egE3j^5qFV
z@%7HzHuRmaxKTFW`OdYo$L1XKeOk19ebwjH-6ukuT@GKDd>QPz&QF5HcIWqnXVsIW
zrhS)Om#Hn)DOh;iV%01kaS4`nZrLucgikB-SeLzx4lCF0DY5(&u>CKu<&sAwLQDLm
z+L;@#?R>empvSrJ9BbB{7#$C8^&eqTuf#sBX5vu(x?E-VjYDr`n(v)uUcqeoLLh6i
z>89sRti^9-7Z!N+{JM5W?2t=pyx-KROYdx#cz3hW^zWJ8IflopZf@JJ)m*XWYG_-M
zJoD00wo{U857$R!8Rc}Etg(_v+NqMXjjco0jp1C@v>ClThwayvP4d+7Sz^W-)l_}I
zc<!n4O=-IOW*Tj~CS9F!ZT?L;fdbFB*SlWqyUpnkA@<dj`A)Ree0`P23s;p~DKjWu
zS({h<I@4PAj9q-xWvQiGnA3v{zpOd7b7CWdl)~lY;$1NY%h{Js-u&65JUc9R>HAy!
z%yM5Z9A;59^0eDJRVvzLN7N40#|+^vveUNZJTHG?*}`>)>&T8Bozap<{k2(GKF_;z
z-CF&<k=N(5>9$>cFRpY4cDfmNtuL<F)Vq4lb-fpFo-ovYj1s(cZh=AE)G4XT<r1r{
zXKlFII4ybp%13KE7x*onwN_@*#>0B|wB6r)l=FDDz9>2@JgwSf5>xonxE{Sb*2R7q
zA+?vgO3GeEPoC_(>T*!@r6Wxm#gi6vZQBt2DL|k$E47{ZJ>%CU9tR&w9?e<5wdZo}
ziS0()7}v5)5PXrfd5!ZzhHKS#offn9y<aM}_1L?!%XYc4h%Hyyu<Pr((3z=;eOq_u
zX8cLH)U)K?iBq1@XZCd&f8Vk8MwIF+*MMjfhDlc?dyTJc^E$t<J9jQ)sI7t4#8$^A
zjgdUlEg!a7C(Tfr^Yzc`xRie<wO;0B86TSK8#?RJ&FNX&INyfEot*Q@*V5$2^@XB!
z{~1z~)=czWG@(ekt5q)G_}bi`j1Fh!1edLNaro1krL2W3ZA;WUZ_8ZnPWk&LB+K~T
zGED)Q$+NaDoI5*ZmF2^OE6*f<TvIwRbQ4>4oOQ>Yl7p*!O^(fe6XBVs{CoMYYfsGI
zg;aL#etB(^V4vZ3lTXqsoTFX0IETL|*?3-BfL%80RbSP0sZF~kPEo$Mt2=v#q(gq(
z)>T!n&McW_#j!c6a8Bu(8K?d;a5G1B9hcQk`C|AYR;83}wU|tk#qxE$+HM{X!cM(u
zRtt5W^*m4a@wqCgm+HL-&S}rwIkhcY{bkbCKK<a!M>cNb<F~nf@}JJdcLE!Q7#P<t
z-|D?n*~xMJTpQOF-bR}?rQ05lnqRtgp^@ji{u%nZWjj?jN46<8UYFatf5oxWhUW^h
zS)Uv*edVS-RpxtEn1TKdC;PdTd#~SDmo1KKt$6Tk$Lfy8v!)-qf->jKPA)j>CO<!F
zzv@mM3-wD=bDti+do-?1y!?*9#O7b2cjh|>yJp<@zP7vCeBz-7U%tTjjJ!<UGX-lu
z&Dyf+UfbTN^M@HP2){jA;`y-U+flAn(OXojV?MmsnfN`kO^u<aFy8g(!wd=jwPvpm
zhZU-MJn1?XF)Qo)h25dq$<N&T94bz(>J?cqNo-&5)(>xIpZ&~dd}(+2hr0PH_6pBm
zc0H}wVb?qBP-|vc-0~wq@9&-sG-Uqs`sLc-1HtdCmCrwni>!XQ`gBma%bn`*SgS9~
zQ#V+I^xp2?UfkMcd#CZ`&+E=2F)5`>`)(Zbd-~^h*ctCHrk5V6YHZzbV-aKJ>u{!z
zmtXrIT<K;QX}r`mx@a{YyI04$$}g+kzbq>iRk7H<S&8#pVKB>+!r%olU6oEntZ}nM
zCdam|5Y^8~T69cW^3i(kbi;RVz23}>x}|Kp?VoA<BzIGt#j=?nj(s|{qG6h?=9isk
zZf*FX`(&1DNX(?F@GJKOKGX!bZ5LkWAHUT3!F%>4*|KL32_GwPEw@v+{%~vaX}4o+
z45A-r_9a*Tma5u*<7oA*lhu1|&iIRDPmDftQjl3D{N%3QC)0%tpHGer{d@N8o8yu>
z^QK;S8OLyaD}zL|(aLvj+Upq`zM1@d_V-y#%AEZw{oEN5a~KMJKUKc$`t2moaQkMI
zpjGc**NV2?OO^<kU5r~|Xfo$#*z*-D%vtqP_RM=eG3UX@z_;vw__J<i%>KP|)j#iV
z!9S&5=W=No?pv0qtZX-9S(B~Z)YQc`Pl^LspYT7Aa#i!5Qk4}Ed_XqyZm+2uuV2PS
zneW?{=p0|`aQ0`?vih|lb$d!yip;L%*mHQE<5K<q46l~Su}iFa-uG`yMsjYMTKV%8
zqMplA*{{twSDS4Y<d>njTG=)2&f#lobrxINzMju_;EQQ#{Dps_Jr@IhY&V~Htm@h!
zg9GdG)Fn+<O-lG(bzNVr-QPHD;{^v}rJnDi-`LyN1j*`HTAunh^%Lv-vo`gC@qW&$
zZKUd_&trJBrzg29OXtgn(vYmXYbQRHQ%}f?;G1)OhSY1*?D=M8mXCIpGtYXxU}xr0
znW<Wu=ZfB)YTfzTUsjW;=gVq|Z|mkyJib}V>dH;fT`JZ7Yc0~d+%9xWojo44=+eUu
zQ)9WpkQA9<uW#&2FPkY%-kR%ndxQ3rmN_Ld;l8;C*5*t+H)Ut<k+{m$Pwir^YTRaj
z8Gbk=Ow3k8J=x69@%eJc$Tya2H6x27&mFeSnxwkl$W+!Uv^B0-eyS74w`W_DWG#MO
z%@LfO?2;m<k#WB2s$dV-nirMN7QV`Sx2`Q%H$1`7bj>MyuSGwUMPfU*ocZK$Dv-D5
zbMOY)RlCcVEb-UgX^`{n*_H`>T2l%?-`jeT)$GfKdxj}Kdp_Asc~IcKS7-6-vrf{@
zkt+?R1j+d;&E74sqMXV9Qtw^OJB9u`vn|itxBBdLd{7wD{AlgUlk7L@N_4BF7P(6v
z4X^lN6V@-^Yr2ztugtD@JcqRyUf<s8=J;49tkZwi!UV_TTh;ZAWZzjS-uPE~`L_PM
z&oQUu+}F95d@wk`)b_<%Q+ndu9q+@tlT~W9RSe!)haA1a^=#^FtJ&TQm-QK62@hpy
z(0IPx>+_W<Y_FpY{R$i`mo2(DCp#)ycICussiYI0=k2|og@xVOX>;w4?!+HgEavL1
zN!ez$__%21eCD-5Jp~z)_hmg=v)%HSt;gJdiL=&kwh#Vsxrkf-*xF-@8J;AYuDbE8
zY7-;>*;iIqjuu#5eX!t4QIF=Al~*p_RhH1aX8}3}Nl}@3o;FWG#n-hn&bdd;?zH@F
zVm>dc<+z3Hs+x!Xw(L&>4cHci<y<t@Soqq@eQUg-;kztl$@pdUR%e&(nrrBDc)HEC
z<c%+1M_*EZer-d#jk)^kmyxgX7FXYMi&;CNZvNE7v+62O!dl)Qd@_H%=&5th+2=gk
z>iOMha-mV4igdrtwP4Sai^5OK@GV<u_GV7lDyexjw<o9mc>1&P<hn&Sj~0F`WtM%t
zVH=D7-mGiwCi!PBZj!i~S;VNcM&t3k;<JugHEo-(tn{4GZzy@pIOObcWp$C5mBE+S
zrfiJ~Jn&pqZ`r391NrK{tY3G&TiArFtZ^&!&#ZhM_SI_Twc5OrwS_%BS6g-j-wBt0
zCNpcZ%-MN+U&{IwZl8JI>EZ5=m$qN%vzx2k+T?iL^s1xL6Q+8rEmJ#s-d}lfvA9pG
zU_t4sz*A;@Sr?LDX;1S$u`k*ng<Wm+1V;ATqJ}EvD`NVJLnfQLbl>lra?QRs<Q{vm
zSIm`D-`VcAZ|Y$Ty=9_oaXxFd<$={sY>!RUg+lW0JdZV;+_lP+z3b((hR3%y$Qt<Z
zn-pu$*7AM(W0Kq5?8x}$_YoVL?AM!?Mm#AfsE_jVxF(Xi?pTxg+3UB~u}O+fTa)E)
zEc<cRv@hB>ww-met(z*X_4TXh%x`n|T<ZMfZ_4%L)a0-$+Zz~{Jhsi+F<seq=gO%&
z{}@L}?kd`Lbb@to7ZaPU)}oVrwwn72&u6XesZ6b%@vVQ}R^QzpgFNkJZC_iy6ZwAJ
zG&|8euQ|oy7ysw8Mc4HhY%SMHcQ1+CdMx%X&*bYSJA;+-w9NM{E4|2Wdd~1z@yWN|
z#TCYl?_*Bio#3%@s;%Tnu4xl5yM<O=ch6Spk-hrtbj?hO#At&o%|73XubH0ro$oD-
z($18-npz{ytiE1!N2&9L$#KSfi@J)WSFBar|D-s^?$Gz0FKUyl;=*mSe+MtT`|Io4
z)3p(W(~enRZ<YRfthmuPHej9GE5E7JI{fxjMf{4>^)gd_rgH6#RKq#*q<zWTuE{TZ
z^)|Ou$<O%s=QXu+c8jd`iq5K4&MuQ|IRBp^ZdaIMd)(EBW#a3in=fyz^4)saivM-M
zqO;dcrp=Ph74_OUr@1G{;YjO=wT;b}my0f%-1p3Av3{`E<saFLALkZt+`!zm{oCBd
zq8B-josad)3@*Pay;EY%=}vLkY$fkE1=4#H{OdR^EZ02w-5Z>`@*RWvtn<+icdt!6
zuf1c%f;Qg+7bRT3sugaJpZFr+oLB#)Es{If?OT&>Eo03x)`-u#dQ5v^Q%~@#;_yoe
zQlD}IPx3bZyuRpFP`dJ^J%>JCcqbpVtHAeXnO5*7n`7S;6>@%GpMF2{_jV?Gsc(@J
zget$Ti+Xms+`{hbtApOYW|mr?Lb`l@K6>vVX(RPG?NUri<Gp=-J1*T;=PHc(^DFSl
z+t+bxHNDJiq-Nxn?EJiDn~?rCt7|FKKBX_M{xd88H}j`8*DhY{*X;W8IB<2WOmNG!
z>2_5W^7E&ES;fnozO+`VMB?MzJ=b)Pw|_k0zjED<>;3tAo)xV9v%IClL%D16spAUa
zt4}}tJdZWWcd?h1=GxGR@5*tjj`JiRSb33SUE`LY4U)k=Vnuw%wmk3czI4klH~G%v
z*KzZ+#RRIpKiUy3UG~|vs-*DG{MO2^d;O!?uFkzFtTm_PkG4^%EPKwiJ<S^!!a{mH
znPp#}c~*1g)#PxuZ{2J!-B15#xVC=rm)rRhE!K;C_`_T@KPLQ=R82CMf%cgrrnTGc
z_G@ofF0+bIKESkamx89<)ioO%@9lj3Qbg0z_VqMF|CKMoXKlXlDL3;+-p%#%Oqczf
z!F+A+_Ne(R4?f0mu9$nSVtrWG5C7)lo_=K(Zeh=tM=g2S=9{;vXI{4HvEmc!bFJqH
zE}K#%^QE=X(lq#N;=Jszz)y3MHgV0pdfQi9t~4$#IZ0DReQlW-&nxG=C)d?;7We$y
zdN=YI1G8-QyuFid?2;F<wL2Fs$lx2F-TvmdP3fA`0ZjVKw2u5?{&D^6DZ^*!*HuM*
zjm>J^N^OMicO9}id(PivdhP`GwZ*vynZJHn_bcS#pXKMT_vD@1r(5-)H0wgV;JL*s
z|GYjQuJEL6rJpTt^g_PlveQoPo;Ov#^Qmma=kUo#BmXI%t+ZNk;Okin&9{v&1HV>9
zWtejAUFH4W_Sxwpf7YA62)lK$@cYJDKWF<j&T?#gAJ>~N^Q!o4(UpTocQ0NfwAS}!
zkk2<sy_-L6zC3^ZGGg*J&!Y*4ZMyb6H@Uf0B!*4q`g|RoMfcj*yUR-KuY0_7#_Bny
z0kxh@4>o=ioo{-};zVMM>C?-r<*Ke86T0lYs$$0Jhm+E?ZcTpv{&Qe`M&7Y#)2F<3
ze_vjFCAa)#$V2Tn0;}#lUtPPvg5Bg=&ZO+-?f{0;qZx;5U%BySOW%HIRlD};7Av=x
zA#<2KU!M&VcX;ydk5<`?grd4BUqveAgP5A_{j<c3zdV~GlP(i_H9jUdw$x;*>gk=4
zNeT}>hq)wQThl7*zSb*T{@RwVD<88C-_uN}+ZubNG0K(C$Tn-IOt|l?Sbn=)rOud-
zPQnv^25nTfxupHL&o;w%-?6f8)1<hzZHr@XtdY3!pF!(Z=Z8Zr=Vo}FxWK*LCg9D^
zf2BGt$ri8dxy}|bzQ~GQzw*M|YfVku{Eo3aT+2VN%QAb?U-csQ22YXJyd%1AYPDBI
zFP?nkYU#G{=Dgx#c2lp$M^6@WczL$qb-hfCoc8Ql<{mTMd{;*MJvTI;pINelg|Dc7
zX;s<m^_mX+GF8`23!lWU*S)>9NI%m?{prhF>)uA4I2AJY&ce0d-S^8zDec+t@@Vq;
zm27TYH%y;o>in+SR#g=?h1=NR=Z;mylV9cfZH;h`3j1osE&cVk{~14{s*l01#S@;h
zOa9Gnyn1Har#vTzM+^EMu1l8rRr=cRd+*Lt<y)UZcgG9uN?W=ldf6S@;<)+Q8Ash^
zT`N<!oE2&K{Ll1NnA94b1-06yi^CmWIpyCktCe?iHJ#1mr*(zvK(gfP_puz>N|P*C
z@Hm8>zaSHQ%YD|XYftYpuY4IDWjAAj!o&l2W2JAc%ss;{t8Mq{iJRfP8|#gQEgbEh
zch7hf?Zx@4ci*lP#}ngn>nocao?P91`*M@<(bUMuy=M;2e)lW9*K7K=S-aBDAN2B7
z=@QeP-CAywa=qeK|A`Q(2`@i9Nl3o7;?B#y#ah<kSA*MiD)Uon)5LkT3S;AEE?s_4
zd*kyDEA($?_XlN9-&WrAnElH2xD(sC_@m~9uYBPaHrwA{>F=5~7kaMU@iM%$S+V7~
zn8(qmrjnPlcDV26bbD!%k<7N|`;lqCA6dw*zG$@byw|CH+lAaJ&T7pz3FVB6o-gof
z+FFsf6YuR@J|TSjkHy{z5&d;{t~Yy0Ml|=Ytq|HY+0NSZ(7CC3>07q?oSZY~+0L7@
zS)OfMu0BWb$2FFnNm+|7e*V}qZ$-lNd0Vx7n7K}Bm4~eEx%TI%pWgAP<pna&m&Ut(
z5$(-5@F3-{_A<`nUNa-t8&8e<_QueN!S1V5>66d*)=ztIRkL68oX^vYjmmMJZ{J53
zxEY?`8rbP}kFTEVR*PuNKM^Ah>o3O7Vwd-Xnp!^F^4#ZRB>zF1`AhwtZ{$9DSA6P*
z9cK-v2vr<)mNPtQnp<hN<!8>>SC7&)iuU$+E_yxj`qDI!SN>jaqy)Q8&J_?cJeReu
zvZ(js*&VN6`naBEj+z(s`MTY_t(<;tRiWAuPYW*>yD1(#aQxa@tvP)+R$W+~JUM*Z
z-22xyZwlHmMcOyw#oPXOn`gPbs+%f1Q_Y6|!)m=9{~0XTeLwZMq$F{@RIcgTGsSb}
z%u0KAbIF9M$@4F*HfiZUwCAVoc~^h84DEH=#r`>`+VAZYRL{%KJC(Fa^ZV=QfT_#+
z{K{^Hy{diwV85d7lsU{@Un}({ml?;ayts8|g2Rsds#oGimOf!FkNT2&{>EQvc2Oz8
zFuUy^&g~YR`k!IC_P<wtM?OaG7kCsM_IaVgvBw3<%e0?g-!m!VV3<vj?dtXaF73Ty
za<nb3tT3*$s&DR;Y5i$cBCni!LxY!x6o}oLdinHr+t*ihpWT#5w`H$-{CMlOtxtFT
zD?K0oT7ij~fjw(~HplVmeaFuy8=ebId91Cx=4$DORiV*6QlC$2-_$FWxNaM@=hyd;
zd!G0Bv{!#{nDjhYe|uw3_{^xHkSBM~&sZJi`?<LE!Z&@<&3ZE?F7wo~xB9Tx_^_|e
z@28R~UrfK0t(WrD<9O<tv?ik^AtXUp<=L<K$*l|DYB<l%edC+D{5Xq){(`mBnw1xv
z-<tk+sl&?T{rwj9|5kmQ-TK{jN6}H0Eqc1EbI)BoxQc)I`@E@}WxuE-E3K_v$H(V>
zZKa0Pa@}&nx^v36k6+(fCT1PV?l<*h%>CQb4=Syi>nl*Y=1%SF`%X{&7JDvUw_hXR
zpXq6Lt+pp0Beqwas!X34V|eYdeU0#}s>~gCEv>5N{ZMg~c)qoG&Ea#r?=S6$C|z@;
z=;qPzf7fI0?0B|ilHct)AKIqb#+(+6dA_yq`}S9x=FHPRueZnf>61M9xrNtfJ)cpL
zGx=rkYWJX)q-`&%S7mhwB=l5;DzENytDg09U%jA-e$(Am8a7@sb9OFUtiH6*FDvub
zTYKlb?@V*o@MV~<RGPforeyv6_j}x>lAoU~iPBpudrClh@`duV@f#+&t=nqhWxiso
zwdYpdNuuieMQ=oS$%d@A<*oR7|JU6+U)P6z_^jBGJnPzAYwbBdPTpK9w&r~D<t4X!
zp3nMXvHSsJ*XItI2DVGuTeh%gs5i!nr*~YPKl6&S_LrkkmKH4kwuYIz1~&e<+LAM=
zx;Xmf>1V!k->FYwIH|VGA>>NVpVC$DZpeMv@<uFeaSX%qS!W}=Ww;W;v;)*n9BWs)
zx^?5SBdtms)GTt+w$8jcW!}H7Z2{9&=4DIfWs6))l?<PhSuQ!7d1>mK^!mhD*##jF
zxMtkl9d)A9Y+`YS$AP1vDQs(e70zh}=UH8MHV*e#BiwbPCHMXHwc&D+HpSs{7>v8J
z9WAYIw7tq*;b3#k$Jl5duh7|jKA}65;yC}T%Db~}=CUrU>E&kk{PRz3mI~grHOk<J
z{HaBgG_K3km4@YX+&DeyQTYK$nQKos3CgQHTd|tKf%)UwDKF<-?kaz$8L_&^Yo-0#
zf?%&phR>CD_4>W6*<^faheymwHR~|p%v0CQy0-W_wgzNPpR1UByy{v?@X_=$Ar_&c
zyjgAQi``Bzc`9vl?2Vq6HFZ@^V9>5-KG#;>lzee}xBl*@#&g0{`g|kiersY}RrYbu
z<diR>b7tpCsixd4yT;TN^L=G`>Z`~nEN|it&zhtWW}-6dV#b$f$=Cafo-Ue}R~6cQ
zyW?Syk;RInc?Qe#<Gmi|r|4U<d|j#;nYl8s_i5ds13sIKllMl>*dV#OV9}CfriGS8
z#gWmz=Bf9?SKN-Ddr)cZeajpMizPu5*Nf`tsMfh=SF7}V-Fx4u+M|F`xogKIt(3;_
zcEO1;f7bV0+oj?YoV)R(-gBMWv%boc47=8I-klSAcKOGZ7uT}gU6Q`xyy#x;HGzzM
z*@g#tgkSpxz3(YiTc>c{{O9zgYJRoZS{`RoCdW!0-&(mY>tF4W6|%dooQ*C@mMyis
zy>jPK=S;bu?UK({_;?mZZ@c8m)uxiR^U-^K<;?YE*R2&+N-?me-;K%b&#;*ou{n$N
z27_z(glV$byWXx9JTGzVS<Klj!n2+}soj0EKkH?RgZmlnDf?5n+zccCSkD!#`}pM6
zo%f1GcJI~pRbIK`X<YVvS@!*}pAKlPulkg|+Js?yaPyDrAv(EXudL-#bv#yh9@9Rt
zHF=kN=z5Q<@0zzAeLLs+RDVe$;Yr#TmraV=d){_?S`j}3%X9f_o0ha1UfLCTsLkSR
z;t9)jE4CM(pS8Q(AlBiPVdNwWwyn$aJl04al<zH5R`pfd(?9w0+Nc(-=82&bElw^~
znKyM$WY6Ol5oK(fRcDr0UojUp<6v6Q#a_QRG$lD(H0H#a0<9-yPxxnTIif8eb#~Sh
zo>uu@Ua=)c`IGy-4o%$To3Us1zpe2JCoPvIlybe8%elmY&);jq@>y*@lV>e9nJqa#
zYt0!=^GR7^&nEngIPlX#bgziIbjPZ)Z9lF1y{_z>qrqjBG*d04fhnt}_hryV^`F5U
z2VOe}>PDQJ=o|QHR#D^mDmIsJb<xZKzAH!lszR?msMRp*z8xggp7ChjVusIWC2h)9
zbQif-d34(Pitu=xH(jL6$XBbibQjN)S*d59@GjnJ5VMr?PCC;}9+!Q^p^sQ+U!Qfi
z%O=@G;JYe&#yP`)lZNNnmd<Tpmsm4ZGXL0Qv#v5L>7?b8qduAOZ&;IEB=Y&J-Lvuo
zB9hj3Jk?k}Iz4Hs_gd3cHEV~Z@}(J*b|#tG{z{syD4}k1CAI3o)k^-o41s0pwm()l
z%3L`UqQ5qTdy>V1y}BD0imN;b{kuS4Z9zjq^_5KtE1%B__h{YOX{ht0%rxZoW;t!o
zWb4MGQ3oU+i=5iFGN#EyaJ~B4(3x$uukN%wTBVX+Z))yy(JqK-=aa7E^XFaNT&O6k
zExFyeWR-Ezj*TuJ&$fzZT@LkHer;B}%CjaGg~yi1GLLRk7r9pdpCL53pm2T^%f*<v
zXFONT?aN9D4%mKgf#|6>#{TY1Gu}3aGX893wi2zM{$WL@+*T&xZHsj0{JOyP<l=ty
zStY%#s~R3$nmj3kX+zMFYkT*&q&!-EY|piGPDkH6M7=pPTj9~X&ZACtX=fw9EeLZy
z@NLz(0^XPxeA!xVa$7_~ii)o-=Hk;l@_{uv#6l)Oan+uA7R!u&hdwat%UWz6<?_04
zVFSa}6Zhxs&6=><aO#QkS*cR38_%Yl$oedGqU`6c3u?i(nMa;*xgXC;;}qeUSzsNy
zp+eMy`Kb4~`lXENMJJQ8l>V+_Q@71B;LBjTY%bE_Zqoa`_G9Q_K?fn>6OTm;MLtG8
zc((OHP`C*r_ng13CXZ9K|GsLR!^L9or25Lqo~jUCe}^KAM@`+k4R-!{rSss*&DgzK
zD_?uwaGl_mWvmuG(fg07*qtl7Y!|I2UYd7Y*4M4WIMA=~Xxs}Iy~E{E7q=JQU#877
zziQjsMz2%Xq)bJ>Z9KT%{o=DJjVF&~pIbZCoA=o6-`X9Il;>$%MwVPzvHGOk>t&u(
zo}PakH+R|XP6@F*?L)by85142*sI>=lx8kf&~vn#dQju!edqPFY)+r}<#eq&!|ker
zzs&XOtWW!_8ZYhf_n5e0$*0=i*Eiod^E71g3Awr2XJ*|s-X)ZG&3bl?!b!<>i>{T_
zu)eZg-M{s-T28{_-&e2SiWZrWkbZAR?AwL6=FOgax23Xhp67bc)`DiW9odqP1K5MR
zUOk*T<9C?Y_SKp@)z>XMKkLQ;TdhN$&7Y-83L1>Edd{%9R~@S=(X*N^m-<}PqrpFF
z1)t{AA1`CBU%90nq*-zPWk~bHpi{;3vNorL>&#p8+ST)!<I&>tmb~G5vU~+btSOV0
zZ!Plr9yM3Md*w>$NlQMSwKd|)RP0v%b+u`szYR~)Ze{V5GqUU61QhRV^(aplO<6B_
zV3o&_?WVJLZu0yoyh)FL$Lm0)+zIK+vv%Cq+E%e<`5c~}2UTAdZfRSe^yhck#~9l)
zt$lZ{-u%j<(DTVE+~m`{{3*{(Pg};$EqQS1M&|(*!GETi6K7hS({#~!l2RDUbo-%I
z`cfyiP1BC+2>!lqT_Ig2zQXjr?^buOCr8+_8~bK1T)uEm)ScNrTUp*I?Fw`LUhmb@
z+Ub=3X{~mKce3)j>{MBuWX;$+$Fr5M{LMCV)40Qzy?c+gi2BR3m20MNG<kiD!<4^d
zjl1#0>rw6p(&Wu7RvX`WP<-IM>*Dv_OB3VU^+bw{&uQJxx+STby4rkEaD)5Cqh(?n
zm6rKOJ^%7!YGUloug|vG++&cRnm2diY3=QcFa2wsy^_IC^V^%cbKdo3n<F<BdfF^Z
z(&A6{^~^e1P^D7z{a(tYT(7O7>!&oE=G{_QyZcA~3$4egchZ+v9iMjY@7dDZ8@tt<
z=7g&kYOl0-9oJvXCCVr+cW>%>Zq+2WOYUApJv+C^<lp(Mzxi~j;j8L!cd>~)+LOvn
z%T^~$RJ6M~TgCN0^YW#7(Rsa<>#y|PQ$5bvb9n~qguLThO9XDaOYs%Ij|^vi_A=ns
zy(gNllddS4C7x&Bux^P&ONH$5tY^9llf|k_L`5chO6%MITeUA`(&b|D?0b*b<=jgu
zD(iZ-PUosXLs4z^(w)2Q;(4#_w4S~AxbxQ)o5DBl33;+ECqmh6@wHtRInyfb@(RzU
z-FRE^dCr{BYZE8#bF)9S+FRdPY~HTU%4`|Gg>}m|e-nG(82)GH)1Ncu{3|U}lzg0T
zdoJ^C{1v53-YZSSE^-`Xem$>pB~SD}uhllo6d2b2HL|$tY|T*1U*+q%Tj*)^UayW$
z35LS3tH&&DE|+>Lvu|hKT2ye>_ztTq!;=e3(-WSQ?Yw`KqeyDQ)2(c89#)l_?ot<Y
zZ~S|2f7J7R*SjYl7hPN!X4JiMWpuDz#KX#Ua-2+?^K42FuA3gdKdFLghi6(CPsHP%
z>o!a7?B!c=_h{S^t9MII=Y>{(S?BDweOB6Oj{|+#3ntt;*CNKU@@42^_s}EBEPMtT
zt?$d;<*(PB?i}<=&AIom(oX5$)i+Pvh<I!%xmvf-%7f9;^8MLZ^YHZdZdPBJWdfG&
zYwPokb}8DZGwo>+U-h*=;VYjCpRj!$nDqI|&o1K|m(@1}$^|sP{<88}`HuDFAEv(b
z`E>I4p5p83%pzy~&Lx<OFxwvA>Yl2weU5g~lD^v2JLU>ybT}WBN!zxoP<Yp@Hx&mG
zBGy}eU3<*qQE!a!m9(|BEjmx+qi$Dcv_wnqcyKM;?cMcH+{Jkxwc90a-K;|9<y0R$
z@9%YT`-UkyLnkC$wJcfdrRn!gx`@xcYPZ@tcb(v>xuIt+o)UHZn|1l6x9r9OM~jmO
zU&j31vZ8m(SN7M@zEyo|R$rG;+FaDPUGeB$iAVNR9yj0G_T~4=gz4ome8u+`w;3eo
zOq}!at>5N^>(U&5GCVVPu70|C$5|)GV!f|1Rb6)*wq)$Iby$&~^Jl{EipQT<?~>?y
zZ0L34i)o%w`GsfY_e=5|PB?AzzqX5W*|tdr<vh({;oe;wr#7clHHOGL-TkbyTz2E%
ztesh9milsO@3IcE7`YYrUnp6{C&sRvDSvIt+cnQx-7eqWTPAkV(Wc(+&Wb;;BaWWB
zD>-G^<WCl-D=!|CNbWNZ`_rEDR-u2rsokQLf;nn#76;ZDmP&V=JaGH?(zKr;YfgE+
zym4DaQDL6rs!uzaEzduWDfwP*v?KApOk<Rxb!BpK<JUEJx0-#+cPr`Ewm81jqwIri
zw$RO){bvt7TW{R*qGFZr(iKaYBWt$4?V6b<FzeAfy=EEq)du3n*PF&&-lRV5q-^qu
z*`4-ty=5-S^=Qw^y>TpSSEpzr^Vg+k-f!epUOFk{yxNRO3`Kld%Pt+(;lH-(^aQ&o
z)x|qp)k?C9q?u)&tzXl?^SJAY?w<p9zOBCGcluVx$;qm_^kUpL%Snrd+1ji;ZI=1%
zI#=|>{;GQwj|`ue)l0qT3ft|pJ4(c*Y~?x2wHA3H4F+~wCnY3Rtk&kA-t6~2T3hn;
z^qsq(t(3SMm{ap@%>(zP8Lo4laFy>}mv(hsR`lw|%cf~=1$&m&P1*47_0Oxza{88k
zUbkiMU7!3XMUzeyd4#QMdskO5zqM?}sRs>pi#E-=yZwW<x!l<)OJz%pl`~^fCrd8h
z(pa@V>SdB@I1l4WpR%`CUBlI8w_ZHaY5A}qE4bj4Roa&45h5~N2j*_tV_@%>tv2ho
z(=Ms&6DBub+w%4d|9=Ku_UAEOZcF?AGhEub__w{|pO<b$(Koj5yn9eb^O)newV~65
zV{*b)JrJ2ueA~1%X-E8?BG%GnzwRB&&E9!g%qLmls(6sJvcxK`mj4W*UMr0zo^yO1
z_U6p3&*pERY4>TbXiHaKm)+~ccs}bz?lPOu<(Hm#8m|oEc-|b;9I|-I_a~tX7++*B
z(|4ZxOUR6C;?csW9@o$g$*=3K=%&UVo^bq1sCfy;&-pQXHP)?}Qyg!Ub-n-DPWQ(b
zzOLV3`rEr`{ls}&KmKRvT=TYhvqI|Q9;tJhpQUbY-TAbt^-J#5#OC?Oc5ptIR9~^$
z{FB)`&$C5AK91{y3@5wu>}mJcP}?wfQ{`$S4-dPqb39KRjqdGPTh_f&LT!7}HlGsF
ze*Sx+yEf_je2zHvP1xn07vI$@nHv@;JZ3jNK6CG@Q?K+EKebq=>Et_Sop||f+pT(!
zdkc?8C0<?3^5pBE?1N9PrmIWZzFL3#srt$_v0RhVKJI>>{37gnva3Z-o$1jmIkn=6
za~@ouYWt*prRl79$F@eeTw69RJFUt`PBo>7^L6ai{;mVJ+rK=xeokkn%IEi9>s}Rp
zSvyUNGdFpesFs_R_59Mzdn%g>nBS`H;+}1*^iRkkX5zo9@Pi-Y&Miso7k%|l{(2sB
z<Bs3gMZJu=a<fX@4Q7=U_)5)F{%|S!gqOa|$F7f^%3N=3jkI6s20dJ-+xYF#zT7Lq
z!sepu_ysM^X5DzQHfYL|If<tN*?X#kBO0%-b>ci~I9qvb)!9xj&kURSUTL+jcGlFH
zoPF~B_@&Ls!DZK-{p3<Yzgn!n@Ynjm*X@6lwq5VrZ__zBp7lr4+4WohTHVpKOL@WZ
z?QGrS>;swq#J4pxn7LS0g@jHCm9$sR;`H0LYf1mnezDBLm)GA)eUUt{^ujjZbd4O@
zWlKLkeSXVyX5r1=;(M~wTzA}HEB^60=E`z)r}xz|K`Y;%T`N>2d@s`a?8bme{!Dw{
zAB^J+)h;eFJXRPR-fm+kcCff$@s;r0@)awU?#V9~{T#99*y{ex?MIGF{C2O**l)CN
z>#9nF8EY@h;o&I}eR54s;QH3r=Vw_88ei%9oqV`X@?y|c)m^vFIjGxQ>)ZTDmfyRl
zyLOes+oOpshY$1ZT^gzB`^A>Eu~b)Ua$wg@W#+^2Tz{;WI?8Ofjy&*BM>zKAzuk)>
zT#~l;vP(P&KXL2*k=30ttIm{tzPHEg{jtj?OPeRZj+^rF>Z)ZcFF$quwq@nIs7&qJ
z<tx9$cbcm2n%ePl-qokmt4h}%YWg#8>(k8@+bSpY{3>5{&Fb;Y17*tUD_+JJERHqT
z&dQXwR6ldO`pz%;!~b|MrmO69wfp*F`aZ@F&u@NMFXyqI$$Yxuk(4Iq%Nrk?KHq*%
z|C-X|%$c2kR<E19-h9*km9Osga_CiQ-e37@*73vLx@#^newF{5_2Kq?w)5N*`0BZ?
zHy@uhi-~*VSC*^mfB3jGKkuo{&boa3(4C3<>y}TAeVD!`bBDe1nPnH&E88qh^Gq$6
zd8hrh(%$ZWLe`p$Jk4@nnO{le?0iyd=wi&{b!jQvUcu*f9=GpbKP#to;e_$0&!KY0
z^IWTsg#F4{$8f7S%#@!)e7liLbLN+ITW189`9{22>{Y7w_<fb}b0fY-TB{W;*KPXj
zH|t)|x+T@uq}A2CzKA@!l)d6-yxGddoQq!{H1)mEus`ZnDYHy%apd_cNqy;Mxu@2o
z8vfk-%Fn%O;^cXICi+G6%Y0c;<d(&;n^U1D>`zVK{JF`F!s%;EH0K#coGN>v=dZlt
z;@g?)L>ezoj{Uc|<h7iwYubyjb4o^X?Fv_QBTppl|6BDTT|cv9d$Nbd&Aom>?mEv+
zg=;f8UVHho?aesud+Nz&MXutoD|%WB6{ITa>ZLBOj#w%Zp->fM@b#4@qvgvW1DTMB
z%W==DHU4U?yEi9nvc6Z+g7aRPTT&jExk?pw-D>aq>Y=cD<2FOTw;L@?&Q7t_I+$np
zD=cHOOkv=jIdvwcE4Q1qoO7$XDm>?snB=l`<pr5*d$#QD)>z)3b+gxlX@%Q@FYlvH
z7}#<w+)|>tt##qtCErXVk1sGy;j6l2@ObjIP0uvfO3r!Qcx&@)<+WKS@1$HcTDqzD
z%kpH4BWDudo^=SHc#JoGBA>5=tMkrlQ%dx1tyG?MnajvEY+J(KTCI1UcMp79p4->4
zHAyU>!2e;Wti$)S(bhYk-&&mdS1Wi!b^pRChxchV`ey!2n!Tm?;G?-Ws!gsv<!iQ^
zT4etI-l|Pcqy*%6GsS+(yn8vDadV$m(Q+H9wE{LhRZ@34MINuq^vDX@IVIWh{k*SU
zuFrp6k4P4sXp`tKt0lyKc41dnrRiR717?YrvrcgphfVWyb=fu7<leFi$$$1sWqUY0
zo|h$YBYFK^_O&U~R=mkI3cMnd@ci1=B$dY3p+QDB)<!(GUmAJt>bi_WEe{%FbqpWy
zS*{A(IH`HN=+&cQ{{CJ$TV^Y}Ch&{K6>z+ccC#rnom#Zt{9$myw9Yw~Hr`=;eQ8@#
z635FgYw{m`v0NMBXE>)iY~{<1=jPtr(~x`4^2@5rkJ*-m9d|yb)$(@E=ScJ7vQu6~
zcYZzEKG7jCW<n8%<@@N5X9{nxbz4zT^;62n>atnaRE|WSWBgtxw`E)0yQUgA(Kl5z
z*Zs6l0mH(*dilP_^Jf;^Z!I?WK3%qMRp6Xi&-2{ge2n}#YxkYU&(2#OEuPL{skCe7
z^hpkDv|CwZeicTo-7fOz){Tct9Ouog3TFCX@iI!N|NK$|_r~vj*^6X$$><rn7%t>J
z@NC!VbQV6#H4=}{=V|BJPx<)c+uB*~DvPeIym2G+b=S;A>}vx&ogUBmdNe{jp|4)+
z%t@2)X(itlcAS@3R~H@jT;|cPWz#Jlt=z$GA-Qb*l}i`i6snoAeErWL<<xF>W9`di
z$(NT_ik$fRw%JqH$1>b4wL19tz1Lx(mUjE58aYn>5q2_GQ1w}K%f|OVuKTi8O}@23
zsq=6`&vjR+3B{gwCES9|ALX&Dty|Ns{3lz|s9x$yT-%1-)|$WFvp1dgJmwl)E;DcW
zUY?2vv(8REXfwI1?a#R*^NT#wwCWl{G%e4^be)*wKclBhG0EfjbLYCm(`x5Vv7NI@
z+jjWT23^sr2kExj6>fzmj@e5+S!uF<<=clZPMzFwXLX^z4F9nWDhVE@J9Q$@i%$8l
z-6mXp>lf?0D)+7_yNVVnvDArrx)~UDU2r}gc>A^cmb8h77d>+Qk^FVxLno^*OMOz3
zFN>!1JfAf^DE3^dW0~d2MXAr%Zw*LId>cJU^W>AB9;q`a>U}qtzKv3SxZvIqt+)5L
z#)RiB2n|@<_hV&<fac%i5cB4+<P_b>XM@udjQqVWCQghja(g{_{-JH5mu*hX(A1u?
zbnb@AN1If3C0|<SD?Op=TFSI{92RfCu3a4P>1p$dCGTcVE!39Vxz6udT;cq<uUF3t
zGVd)iFEmu|dbvC>=JQ4o)urnSw;RowSGms5^LG8x(&=XJC%=z5Gp%U)Ios@QLfw0B
zStPr8FV^^Z#?b$FHs93LoVhEdeWqVpx+?cobg05M?cT`iiv^=Dyv_@kJe#m@vZa0b
zhvm!WeVo@mOIF6Zf99Fz*6+@({vFuC&hjg`Z%H)sy`9UpPiJSi7QANFUEbm~wwC7U
zKjsRo4t{IPAF*klYMa00`nbzW!Va?SOV~R1lB>!*-)gt1Ra_b@&({`STkxnqpR;qh
zWY)X+_iEXfdoh2GTbo)e$8a~^I{H4-g6Eg_mI%ChW7t&ng>BEwgX`Ka|E}`Y3oU-B
zvMcbIYlQeJ>+3y{uioAD-&+zG`_7@b>(Q)SBiluJx8<go^7-3lZN6vye8ajdp?H~Z
zYhNr>;M;n>+SpPr?M<7t;j1iz)^_Kw>zcH4uD;(a^Y_+O-_3Htb3NRbmY7{=*lQfr
zvGMk+tXB`XZt2cEWtaS6_2o;ePAj$AT=LagmOXLzp3tamPg1T<oW0`AVs+DJ<-9Zb
zuWf(#?)#Ix@9T2@ysP*6^5Nt3kb*0lebywhOz!gEG`a8VdYRmls}C7p7kzU~N@mVQ
zcb#u8&7ZnX%sL`au77E-Y_f{fiVt(Xyvg?Mxifj^)8jsFCpcKme+$Sz{Pi(zk?w8f
zr*FfLuB&AJyt+73a#dmOwwsTayGi`s`R!<u{}P_<r|<1+`K|EfY})A*PK&^wLBXcq
z3OC#3&Gt?`am%3knslb5is*T@eUqkp1z)XvwprTy<hfh>vo0RA(%k-T@pI3Tl!K=V
zBl#DuRDb%)V*TRhmkzQ&eSU4j(o2UviQ8>mwEEeJiiqg6ilmnsi<f#`5ZG%KzH-~V
z;<<bNmAZM0{(JfD``VbvuToZO<eXQZCHDGk>Kfnu%d5W5%n?`T{uNU2GWw}Zn9-B1
zZ(LXHT)K1d!`JS2EG!tp_hw#5;OTl&vev+jP5VkhXQ0LVIMc|u^p_G=St81JQhFBf
z`^aZ~{_B^+eze?tc~;?#@QGQI8KUQWZ0?$|)~_bjFJdph?lraFS09IeYVcU^a`m~o
z-OaO=qPK;fOFY^;%QIG<H*~q#yL6AoD$mz{UUMyZvh&6#p-EADGt?KJx7rq_l=I+<
zV)4n<74Llyo)o<?uYJzf+-V9jeY|DgCVi33?(S9yJ0c`>`g7?zuZu-HZ?+c(UHQgs
z9y{awwRL`n)BP8$b2?PKeVupJwKtap7F<7n-tFSoiv?4}7q*s_7xryE;dP_P_`;)I
zo==`U>3X`(BFSOhDZc0J9bMOsoO*7#dUl&tal{Hw3$|_I7BZi^-j=_soY3TZr)Q4b
zqP53fA7AQ}{P<c+5a*hSOKwHWtzO_RKa2DEys2-DT)Hd*?3(r@yVkC1-&-x^*Do~B
zLUhT~cZ+>Yw&(9Wf9DC4!?DVBW}h4aesjIoF9?wdpLt(?=J9Jgg?4O=+3qV-a-EMm
zardl4v!1!VDvm04Z?aeusciA`{->2w0<SwyzI$=gl%BGyHNUPNbMDGoVcY&Atlaih
zL2rw&fYs->;nP0!&0KS=N62E;QU5HR?v=i(i`+w|_ms`K_Qbp<z2Io&uXjxA538L&
z5?pe1yUns!%f5u!imI}tZ!lfWb6_58<(Y66KK`nE+jl-msI|VvXO_BZa+O@8B>U~I
z3jzG>{~4~w{1HxJo^`A9)}*RgpO$Uan{hnqe1)5T)*Xi>Jn~-7e2%}QZh9woE#-K1
z&Mf74)VVw5-@dF{mC?p8+O^^Hk83YiE1#Z|(tW`#GW^=ssT{{`E=4)HvxEn1^Eo}|
znx3awzCXXE%Ddu!*|`VToK!m=9P4^^C38cCY<AmjzMTxg&w`>PExq{8J3aFJ9Ck+N
zLGiU6qC2#1sBL>Rzrg0Q=Z$;9;aC3hW+qQ!Vtl22q;z$-&QVTw(<{;UJvJuHe;txK
zQ}s@f_WW4At=229?2(#u@m*!>)+Zl)nC1TZR`G;;YxVB+t6Zn{i%Iq6xvJ~oOQI&N
zs<fHau3oKs{A*N5youV^7g-|bvt~vop7#m&ndY4FvvSpSu^Goj*Hq5znewFI)<$7B
zwrp<yp5q!UAN)<P`KSEe#4dkYbZTMl(}t^s)3wVjo^$#}e!1~#$>uJPD-FhPecKMD
zCWLK#v+g#d<IA|IOHWFFD4f66zI4B_Tvo2e$(*Q-MjD6HcBS|pwq1GbikxfMju}U0
zhx{`=AGWHg-12o;$jY0N)30l-aN1@Vmt9*rc~W6R_JVygc%HAVT>99iv0?q3l|iLh
z8Snb%WrfP#Tf$Lyu|Pz)Eie13?xQ}90R8_AaeIP}g?GKb&c3!<ckLk~#(VoF^E*$H
zUS53VQ1H{)yEdBy{JFYaChL`>OwtN1p0GO%jBm2H#=fgIEP5Wbm*4bS&XJTI3{tC?
z`FS(W_j>X5lbBIG*OM<5o1XMX9et_G_a-Q4xukx_SGOM9ZSFDQ63oi;*Opymewy%g
zO{VU_$xA~@({)OhuY1vD>3@3i*VRWRE$>=!?ahMf(&gGx`+Q3k)n=91ypG-?+$M3(
zp6jQ4-1ZE;Sa+s<cX#);EScxb_x029o;Mv6HoTpeeeCE#)up|LR~AQeTHoBVuAhJA
zkJo3Dy(*5mM(@boDY<6PbsjT&+m?_($tTZE+D%j3{Ayd>mENwMygx9caO3K<8xy$R
zg!UQn7F>`qbI<#my{6A`1AkW0g-?q=ZZC2#5Seo=+ETYCbf$`Izi6a`j<#rBN^w}x
z#*4Q!wJa^x-l^F-GsDjD%i83gu&GjARtCR<!_#7xZCI99^=Rul&SyI-;};yup4EEW
z>Z-4&Px~@I>#(D{n)|ew45$6udhwV6!+NL88#jGVFYQ%}k=toH(dxO{mY<I{tDo~Y
zZ+hz9LJPI7Bs=44i!=;>gf2K`JkMgefboQ^%a#v0zG`dUo@co<{RMke@5V{BSv!?&
zt3r0$HT$~mmX)2d)3%=Lg{<e<!ZIVa#6I4#6LyZVC2zBZ{pvpNFJ`Ma_c+At*R>~y
zC!bB(DSG<!d*gL}szPfxl(y=gWMA$avYpAV-s{rVm^uHZUiO;*Uf|_H%cFDu6z}MC
zD?Dm;uk!4v){~ZN|C)QudMlnae{I#XnGbhY=h!ssUfa8_s?hi3+Y7&5&A8#zt`%Ok
z@oGigso<Qo`jTJQZPQHlyl28Z@xVI2=OGcwT>GXTJ-+6I{-T_ZyJ!8ZIkae{?~3)#
zCn{F;nU&YM?c2O!m$km%)<;oo%XiE%uX=Bja_O*w_S|&~n!m0WX;PmSv+?oX;)LY$
zEVp-?_etOSbko+a*=N(dUxm9BjZd!MY$LtIF~>7hhTrSwx<jdLs+@fW7VFp4DDQdM
z7WVI@>9SPofQ%ROq<STeMt!QSmaLk4=<mwDij(V#swXyn4wqb))w6w4!~G*w;Tolq
z{wnj2^{`q8^nS71)oO8Uj!D(xi+ZIjuIe`7+=c5Ho@f8tdMGPu%^3;4sn6DyTidJe
zt;(7cZNBQ|<*qGtWp>@o(YZVCd)jxX^%*(O`I~*@>}Q=U<L2XAg<mmw{Q4rgedD%E
zqUz%LRoAU<?(w&r@w8L&>)Q8kGwn`3pO(Y#9H(;M{%ovI)s)~!4$gxzVH3OF`G#wp
zv^e#8W#0Fr5@Cnu&8;quIl8@*`Q-Oq*DY6NewUV57tOr2GN&-^u$|Y2XWM#`x4tO~
zT^T)b_sb`>PBzX@k5nF)_j-1`>&8auV|81PyG-(BcsxmawpGZXnw7T2{?p7YHLtE#
ztvLCj%JkZvOUugZOeeCf^J&(P@J-a?XYV>V>t4l;34E?<^SzZf-wK<wd$;vorza<j
zIM&6y;%n*qw`Er0wD^fH^Gm)7^;89Ko%dpgX^{R*y^J|u@4h{<<ddKF#Ts?nLq0~H
zEFWVoWwxxa&Ax79pP$oMu5T0WqNOrx>v?fuPrq}=cif70H)1+$Q&;-hN_R~`<0r=Z
zw|44kS@3uio~<%%ah)M||J;V~+*w}nyTiA&hYGXRB=5^!(0k5s)@m*XrU%9Mc4;K{
z=Z4O%o^fYq)++~z_t6{{t1cdyxV|_{bo0bM?S<yq0&g51t9P}h`&?PCv{+_V$0-gA
z(b-#XT;A@Kz`;DZYt;#FuF5>)S?y<@HwG`8Zqhehf49~$ZOyp_6{}fN9xc||v2t>`
ztI{fE;W=S*vcl(W>D0-*w)yFdNoBM2ra0c6u9CQ0ZRPG05v;3j6mTX7I~*?a)k`#9
zygj!2bLo4(9n+PWR{VUhHDsRCf!b{E)q)bgk50YCR(*9!nzH4iom(rVd>5NuT9Yck
z_hs^}6Dy;Wo&@J6hCZJ&sq)bx!4t-fp{c=JK8L*9CX%$yX-)a3tjc$h;f%Yk37_7q
zP`c*Z-2SjNJ8%7*RdmZ^Qh7SNTDQZh$lj0%(_*-0S<GfuUYjy|-_g?{XOk7Pwz6=X
z-O<&U^dN03V~GFLsHLlnd?%eaP|dX<)wW~R=Tly@*5>ZqsWkc8vuR=KDx1TmurxM?
zZd%;;^}>zYPx5Rvk5=CnR9oYq$YDNjEBC%H2TXR&7C0Dk)nm$<WcB|HYyEz0O`7#R
zIOW2+t4X!I$<k?)lK!stIN{C8v_-Pa{qk$?TCpQ5BX94Vwxncr;UU90*F1_+znzVp
zR2p&KWKtKWdn{ME3j49Fw<{F5j-4z!xi(dSkC*$xOzp*Sndc5H`20Fjf0{zMX`bjE
zPuo>bmvF0|^LP-pYfGc|G_##$m+l5y6=j`X!EU<f1iNF1+5<VuwLXt-UwN(<uX}Li
z+Bky)>9f`=NT{ujK6WpyDlE&_*i*lJ<N6ix9FGsY%AOl=l-o3>g6C4-kJaTGE5$UX
z?_I5GJN2BAE6e16t`QO8r&;>^9|tc<oc(dFq$nGkt+s`0R<=sdmX7VNFT-kfS`~Ng
zSjW!PJ|*|@+L9%c3^!dlP@=CG^MSP}YEQtimT7;o7tMQqiswku9{<=YbC;x@b2#gK
z?bw$^w|Aa<EncuDwcp|#Zw24dwI@HXN|t5Kdu`Qv_h3pu;rTr6o>(o<syW3cO>g^Z
zygRkh`bA~WraLz4?s~3??l{pikI}w!eeAwV54ZJ9JbARz^zDJuDWzZ5tuR$jz3^mG
zVR(LV>y%0U*EZ{^9O|37_PLg$Lbz#R({cHKtG+yxj`;lSavINZ^|gTt29_3U*<*x5
ze$9IAD^oOOVua=ixhb2bx;$HBD4Q+!visTGug1BzlbY=wUs|U!+x^q3k8TbpUwUfy
z6jWVZDRgTScXyMU@vL(ZcRQAHd5SI;kT|)@SMq+5vd{`!Z9VsctHXu=9N{{uGEL-o
z(xvU|vs#}%7HMzr4b(kpGHVy(+oNs`(?rfp4o~c8V;2!!l{RTZV9!-^mHAN{euxSx
zvs{VYX7cWv!u!jj%$la!a_%NlYr8J~6nxIy@5N@$6LQEXv+O~iRcOpvrAs}G0XuCT
z&3d-jA)@Q7*^QXVk}DqvMZa`Bw9ejYuA8vsD{V(H?^aoD)lbhYSNm`-Z&=0oM=N%V
zW`;LQ*6K;xF^}`IB~>NAtyJA<aX{q#lb|@4OAOUr4Ghi8vLrrLU0r6|u;$J89k*)*
z+|?oqqnLDms$Au`z`r)?GaJXM&0^bR4o`le<q*!an)#@v%A=J6mNz#C>^$&nUBiNs
z_n~Pq&t_cP%d^Pu4cGP^wOT8jmdy7`dow3lq;=zpCC}FVtQ3u6ob&Nz(3Zohj?b2^
zo;E8xNvZIS)?^Rwf~+e`oBn1k=y<NewWPzRYGqE<B|kI9^QHw;L!UG4{Q3Oe-KwDN
z6RbChCpW(jJhJmy<IWSZt9?Tqmia9WzuOa<d$%z7%oC|K9NcG(-Y!aPv$@jy(wE0m
zVl_)ZdeLf)sAbRAoH{W7b%^X{M^{g~t&xS3!)_X7u9lCvz`FJiSEk(*;TKwm+&E4y
znBCERtk6&JQ?1rX8OB+?H~5T<9gg}>n`zSW(RbpHqfUnR8g3N*S$#CR!_aaS<Bnt6
zp@uS*XBlSiIJxA|qYbfrS#Qoys$7+|U|yzj*kzAdqPD)731XuD3lFS*VHf0UY$O>W
z)3w;8r@YQ2g^QtToqyDp)qP(hJ<moaIH)x!WpdhPb$`n8nU}S#azRv&X=-@m@hFF>
z<_i|A<zP6LdGh3P3lmlenF}1r8vja__`WK}Ij&@SEGfd#cr^65#p<GhWh>ShJBTsO
zy58OT`k1zE;g4r)x6Id7-*Azq|Fcwc#zB*N-nCh74+@>6>zsHVgw9D?ePqe}*TE+b
zeP5<MVe`bGMbGD7TG{7sTFS`4f2>jQ&5;nvm9cG_4TX{SW4rQRX85gPIF~hL?T)W2
zzc=1mWt{S5)$UrRBNfk<`+XHq-j{Xi?OUI=i*+(wuXRKDIPF^t4Gqs%z5lYiB#GPn
zVW8TiJ1dr}FT56c>{9~E(W+<dIf89fA6yG2#vGJNNC;cIZ^42;%O}5#3Ci<#UOvt6
z>hAernPT7Gw&@wi-CkxluR-JIjek!2{4TtkbBxpG_w}V}Yb}^F56TqY+jDE>@}1ZH
zJXPM*8t5tYeERu#dDcu*qk`4PZ643L-t*$+$~z}GgV=YjPu{#)aN^$fOM7nKExq$a
zQG01h`K|)p=6iej7`Hke_xt)>?0csKSNA!qS#NUl%D>u29Xu(u?Y331aROh~j+2%q
z%@b_3jyWDpREctNDPIx0tv_nY#^a*%o?Msd+Yxs-@~2F3fXDI7^HI|?7(#>$4z4Sk
zUmQ|g)I6uyn|HUE+*He;h>uZ$de+Z2^#o78^P*^z>xnB$jn`J5Ipynhw8QRdr?!Ws
z=;o<g40~^@RkGcYI(NtM#0t+c+v=+u7Bj1D+I!im&EHZxqIh#<N^|&g)!BVbvkMkD
zR6G}*vgTd3w6+Xmc)IEK%q%~PCzp;h8u70!-S$FBQu*VWhho3x3ayy5$t|-(;rm(7
z=d0G++OG1xxmbv=I^3{aL;G;mXaCi1o@SFJbxteK%euP7quFk2x6s#wilZf72i({T
z9hZLHdNgC^4S6TSSSe+tzN{XJ+vl^+@7k;7#v3-RYNpw}j{fjnp-#qenYp<t)1x<d
zyp6V+vMgxNmnYYKm)%-_^Kim*S=(31tKTLsG?%EFwc&}=;tQc$ww`3^xjMVTz*6$y
z+S*eLe^!_3CAS4lz1wB&z`%Gk!c{^3)VzhB-)&#}CLQ|v(s!A=xwH10_jj(?c~&x<
zE4;LI#^e61joDIdcl+jT&HCF}l$qnSEz#XnphNrla?wrk)&EL^a#DWHnk>E7XZG|M
z*~M%-EA=9yc14DW+Wcqux_Z(~XFJBTKC`V>uH~MWy-9d-f0hz&&!aW&LX}zkqAQ;&
zxl|X1EMCbM^?qk;G{b|hD^j<!&-u3I>zsGWmTT22<-`sg|FY)Y%&^SGO1>^GJzbWf
z6ZBN3<SCn0X)B%c{;PFo+G>fH$CnmwRj;0POZQEn$J`%py?zyK53)ZraeYe-<BzL5
z)H40!mTe2$baCVFm$o{+*4!m733gl8Dfetp;m=yJ`ssRGt@XDa>u)JNA9d+v)N`xw
zon_x%D)cXS8DetX_=Lm<tAC<Sf1{Fn3Zufh6kQKI+jM!>cQa3o%30;xZYCVs?0R~^
zEylIR+8cl0d|@2<y<dp2&sS*QTBDp>Tf5(KdrM7w*?0F<MPjc5!`C%8)<qm*O}HC-
zUS{U`_}8H&Yc8o7%-&^YD&5|##eeV1n$ww)KMVV+uS%p=E|2}sU|LeX(M|D8g~aja
z0hh~Dt2b`i_FR7Dx!qUt9_^@p7A_h7_1CpMA9wqHHeauPX|w*CtIE2Q&w51}FLjO0
zDhjml^weXJ{PWuRt>X@%XFF^AQk5m2tzWxkqL=iFe<fEZSxIfaarx7-I?r>~*K?P<
zo#j7c<o-Is>50UKRqhLzyS%k`Z^=nus7_zYnU(f6miOi2o#nTh<qoaao!uh+!}jNj
zpzOAqzO1W<;+5JMrrJ;S?tSMTQfNNGFXg9gacu3puPtmgT`9)e^JkWAFAUwvc}V}n
z{lI&zrE*VCM=MAC)T>KuejO<^WwPNHTgJ1Mt=|?FOXy6h6V3LyCROtMeOIR0I`6XA
z$-A38bC<B}P+E64_S9o#RfmNoFW-fFJlf7XaqITv4RV%eqk^`33%otIX5D#H>$+=e
z_;{o1XN88Uq<qL~X<WAZrz5+4YxYmq6sPbB701`QPFwD>_VdQ;(YL(VBzhjdj`{lR
zg__QSN&LyNcf<?NO0DDCA^SRT%d&ZQXB;zskWwGD<LKVLRFf^~v+FZr?%qzk^0c=4
z(#v_(ck~W8vd^gscV8Z{Vd|yO1Lw2e=9Y9<%-J>n^ZT%MzuvekoBF22;8e|oP1`Dt
z`A2P-?sO-4)x5S1Y10hVB)*uQj?cPq=$Nru<pZweChJ$8SXg{XeP`{0CIdIuqUpDK
zuW&w7PL|!9J^A0|RM(_Gf^*8&RL^yM{y_N4x=O#_F}Fk(?TY!rZCh2nxjlg6^{iVn
zbT&?K_!s&ltUQVBpncRU);CKJ@)*7kmFm0oicjk0!i(-{4F&fv%~rc|z_5R9nE1-=
z>+QDAHT}Gu<@x+$^NqH3T)JeMGKJ+qnB}aPi6_q*N}hP~G3=q1uXfgqoOx|2V*gSW
zEBwvg+A5?Y^ZdGLa82E!#gk$_ET0@Q$?vaUWn9!;@AEmqD@0GloI3HJLAmg_U)F@K
zq)MA#X={$>Dq3iU+?lap(fZ;r&h!FvyZZB6GbYVExa#APjr!^vR~g5od<@Rk-X<1)
zVdm4+<n5nVDo<Tvk>{~y$Bo_P=du^IXRUXf71(=Ywusx@jp2{<7R%OZTWs3-pnUD@
zG%mjErTRvy8_SdxWi6JLrLuP|w|&jv@aNT}J6?}xNxzuc_m}%#X;yTMhJxscH9wU3
z3S3J*L>+IuwWTNa+LA517L}$dH@NzUB&5vRrqrVObG4cGl$f5h?VF=Fi?7s<ag{i3
zxvK3ir)c1kwz$=ye^zWhcvLSlGtE?V<<@7<Rf0e9SDo!+vg8fg=Ke8l)hG6iDi@})
z?RY&qyG5n>_|sUKHHFtUJlPXaw((b(@%E&oyXSIem0H-%?^OwB^{`~yddFEkt~g?I
zl<S<;NgFf2SY7tbD!mZ9>|)>6jdBYP{5jmewm{H+ip8@vGfz+K)6O_M=Tn!hY+94w
z6RAs{Ey*k&e_o%Va$Up7$bD_DW4#{R(-Ys<Cab?tW&1VvmrrY>toF*SHx3B?44-q`
zUpgUOa^0<)6%tvmdguL`aW>*@ARDXi2FB30OLD^2^X=h!9T<Dgd#dxqTdU3$EuVMQ
zIwjP-EY+q?baCOfrz-u7A0wuQo;b*Sd25a1`s_)!V=NSm<}JAXV%lbrB5k%9`RDPx
zKRzG2C{`(Wz``bsGjjO_>9VprA32|2E)~^TrCjfLZ_l-F7at{0zP#}3^0O@4E(^|c
zui7y^+axtLW_xnn7P+ot;`yHLanE@b6+VYHS|2?4E8NwF!ScX!(-{FhAMd}6zVDQq
zzTu)8uTQ$=>(Ig`i-ip`AK$-^`M&jw>XMUZ-rieaJZE0kYPqSgyZ&k|&O7vUlitq-
zU*G$&Ty>li(l|qYX~v^<&C8Bna9{C!sgL;Wt--+uAFW&Y<!|N|m37jNe>Qpu^M)Oe
zDGo|tytL3dre>3C?AE=@J(8ysN5<{js*|#s$?A&5axqI?6T7J!|NfmQagJT|Nz~Pe
zk={vrs}H{Tt{TAe)ZwWAqk6tO$M<d%yxtsdwA8AieOX&!(6-z11|})YXM++OV?{oQ
zrb(<>?q_^!UzgrX<FdEe67OI3O%-b5e;7W4t4CkHH(txA=#yRZ5A|iW+mDCoxS!^W
z`BhaP_1EOb`n4)%lQk^3=GsmDEdJ)^!v(Ha|8!n|H}6i^_hY%iPo_Ga%(*US^=eY=
z&FgL#mj*4)%v|{MYMt8NEBEtN@9mrRp}l$9EkTnmZ@D?)k`Mkf@Jqhicj5KX+QW;M
z%@s*LqoCC{bG@*1#}v(D0-2e){?@$iw^Ua?`M&Y4j$(+YgZ;Ve{<eR&&XuKG=7bkN
z`p+N~=`cyf$MC%9C$ojCY%U3LO0E}X_1d$_Z1LiIzH+M<N)`3aH<^B?zvRk3h1ex-
z7BP)qO&`u$-l6|4visC=({naQ=4I>Nm{a^Z-rJv@`<~bHkUPuetHM7?>z>|Tzc$fk
zhiz7-^gN3-%TFeMUH8@3J*Dsz=jw<Xo9^lyw0iz&?aQ}MT6dcEFWC@z+@>cyaK)S_
z6VDdz+;Q&ixl<t;zcsCQFW&y)+p@l8>c^E=F1>Ctp)OT6`=rjhd6HAxlP~Q(c0Q=>
z-R(?Eg``D=Q&dZ~SY=!d&D`O2&%NcWq?^L8t3H!sr)|x+c<M-rEpI{3lk)d*Yc-1<
z<$OaPs&yxJ$Vf5I4-VP>`^u@St3953N=@)rNZi`bzP2{=A#d5OY(<_OCt1>8#w+Lt
z#+J=3){#i?t(fsju+TTJIzn=nsea14s`Q?mw=I3A*tcmvpBa+!IriS-)h8_u8$R06
z$u-S#^&!V&b7yOd2ZpRXGj;b&U5UThri%k77)SNJZayEiqOi}f>)p<yBDe3HOPr)t
z(j$Cr&MDvMUbd=hxzfv%?i9){mI-@1ck^kjMg4mUzpN6RXBEEYhq>pZckj>K{-myQ
ztvFNdmQ?p_@3Qm3+b-6fUA9>M-LpOJkqR*e>lgfSU)7x*EODG^U*w)WpO>ZCevWgK
zYML79sh+%AoU3G~=IZ+^1(jBt%&l1UEU@Ql*@T4or}oZID~Pmfp5=V-cyQNL4)v95
zj!h^x`7(WCXp&`0-$bjBool8}d63*3<x%`T^3#o%{kqc@e@mB}YS1tD)k^c2VHneg
z+La=+_C2-TcV+R4f1%dNrrdm0&o*z~trQeBDa74w%9&4^{~20iXIU<JpE%pmRx4n~
z`=AvTwppim%2sWbN${3XmRPHBgKg!5Z;!izj>}!0GjV^?e}-9_QUQmrcbzaQVl_X@
zY;#59C%e@yePf}*fS$(|?|+7{`8-?3XBZVZ>&36BHy->BQINU1xTpFuqvY}w>%E?j
znQblql`d)Dnx=T%R_oK`d&>?5m2W+6^mu=js3Svi*Tm2FT8=*s3O7$Y%J6ur^9IJ3
z_tq!KW%f52x;36VGn3)?e$mk2$;Y3EFG=9D-MJ!MGEQsVxpKAJoAeK~%Np2iy>wXK
zL0gV-PQ6aJ-;4l@rMkV!>V=XFvOCvgx5zx&C9W)bKGuS#@cfrG!dGQ|7YlCeX$)9#
z&f?{-tCK2~=1K|q3Yj*CyUsZIxUVX7Ys~h~E3P`I-&%8QiPZVzO~0f*@ZDJZJ0;G@
z`kI#9)ZJOj3!cr=(>n1wcTr&9)QhVa*x0|UnO(~0Zn|Yp*`F0Z`{%0gH&}%mm*3mv
zX?*h02E8gXBV*T_XEkGQ%Ish+_pAIBw#B<g@NGy+PxFtfD?awuUz?RuwB_nqyT4kT
z;R=t|s4M?xSbJ^Rt=huiJC{p}qaE^(tzTfh@kLg6L;CW%sfkI-GR1z6J=e9Zv0?6-
zzW>?+$1O?g7D%^OJ)5%l&f8^^@9gO?dvY!J7<=8;^%J*T^F8@KSie<P)2`$2gg?vK
zcK$q9eQnS3wTY)r&wJc8<JM8#Gm@3b5z`ez{fufY)_&qQZ7(a>`NcHLqqy$1rKiBV
zmjS|ETNRJzef2%nczkckF|(adJ=N^Y18S|p7Fo?(+<dl}%m4MgEth;IPrgtXwR%qR
zt&_9%7CN%%i^}9q{t?!8j?LGkc&((jZvTQ6QEuwnudNec%bGLeQTxVad%N-ue3uC>
zSiaX;o&DoNMwNz4_aK#9+ghh|7g~IKwl%5wwkeNbpT)W+Rm-*OQ<9#%3y*ML8X55`
ztmzo9b)I$AHUH#@wPsp;9B-Yydx|}te>j?MJwf`?=JIzXhq9C0cgX!*Q~9pXW0mmv
z&vJzk>ouQuoeOt+r8~>WuXxtZTtgPQtLNI)x9`olZD4WyY0TSqRU(PPd$;Wf3h(1B
zU0JY$X-9YI3E9HiqL*ET1vo^XU)`L3;bPXwnCoe5E3AHpE|iye>3941mvz!x&N~@&
zze<t#P`5>C;+$VskE!r9M}9Jscr4$WH#>D}Zm)v-!*DyFw4E0f4?bGv*}s<8P`6jT
z#qf_7|K|B#yE*UP+bW*FtjJ=`yrY`CZ>kjY<~{z;aMdqD+E#m|maUe;ysMLUUYh&e
z-7fch)~ajAFRx!(dM{#GrQP1FpR?3r*2*|X&3Vki6RMfZZg*(+@{Zz($4z^+n*4b4
zB{xs<V&^nn)KH*3YtnI>>q~50o~<-panA7CuEpxP=gg(b%e!o5#af8jglI2bsr*FN
zx9Y^k*9ZPHNL_CBlPNq~dT@L4nblmGyItj6c1b9|d;DRw{EZoL^INO4B2r2ot^3cA
zrYA0Wwq*CbnyY62L@Kyn9G|%T%bM>O`D5q&=KAIRTeb3KfY~H=3(-mUi%q@em()D|
z+u-kdHemMQIl`OvEs9lFUmka3sg>4_r?uI!eOX%+uJy{xo_u&ye8T>z(M{((3U-)&
zZJEVY%018U^3o#lIC=jWxnGZ}m+!W@-nwG;#>XFhURj>aK3Meoz@ODowL&R2x~_b4
zH43M$vpiUCo#D4=)AVPh(}E0@_A;H>XQ@8xsm_~^Tf*z}a|-Vy?b&s5@oUW@i)H8b
zotBKbzQ9=`ao!%T&k`~V<Fno>TnW&(-J5;(sdsSLL)n?P4|Tr`?>qBVa$P|DGP`ft
zX0bjRzpt7Zl}$UItnFrew)k`0qIp{n-OaABuU_U_I9=+5_0F&F&t{8iMi<ZW(|lEB
z`fs_^N|m1Q8TYeJPCj|8Vx4us)ql>P)8(c<72kDI_xpaH>r1^_W`|p>4(ln){3*BP
z`|tBnH?~YJ<Fr^mKk3T32j%~^zMPe}DAvul`or>Ux%zF-d^7qpnhf0Rqb`5C8ospX
zTloT|PgY@@<JS9xo%J|+RN15TS7GRfCC@fRy-E1`XyxpSeOqI7l26MeuMZ7AZd*6C
z#D(GC))Pmojx(2Lt3G@@E3D4l_u-veng_qGTC+f)I3(`li4{G!cg>RVnXmg@bf%kY
zsNRyouIz<&TUO1R@8uc!&h?V!7LBTFrbl-*WUrX4=y@)it*G#Qs9wuwlXJFjPpY#w
zUR(HEF>le<8v;dHPdBH0`E}WMcSiE5C+A|fTyk@Iw*JP;A9Z273k1F}PrS5s?b?uU
zzpjN!znl0v@r7RMx)ojb&M2H?_qzB*f5G2u=Y-prw|kx4nY;K;_L+UV=ld;9eNi0M
zvxA*o^wF-3#q&JQR@FY<EoA$;Yv*?U$yc83)^y(adB>?qQ?H(9y`uZH_6XPK)vGx-
zd9wcuzbus5c=GX=HI*f%>PxF8dfEC<nQQgE?8?uy>`X?RP-RY;q<wumFI<0isO0^%
zozlGwU%9eZhDFK5o!k2NNyUeb=leyTIe%GqD^}0t?Y+%$=K?JKvR9c3)_l7><=L@^
z*VejtD2wL4J@MA*P~oM?Q%~*v6>)Ftj@x}k{#7q|o=#?7S~yXeIXZBT=A%8Yrd*zS
z@xI?y@93F-p9nu^mo1Lil-eJ7Z`%?{_KoK)*M!T=`x+3l<Vw*yQ#O93t)b`hzBa`4
zl&>!Ie0#!jZS1+UOIKb_Qm8l^<sI1XS5@C?b#Xi6mvz%bSibzpmfm>pWoD7IL$dPa
zuj@{6Uox@^lkBWCm6VX%s<&iKdUZ}|P@HB=+K$)TPG4#BuUf90l6-xs>%D2BcV_Kd
z#<ROPvS_{KG3}yION-+&VL2UDN%O5<l^@)zlQgkUONXJFYqtVJ^|k2zHrK58@+VE1
zACR-*ao4Kl?6QSEm28HSy9B3~W=wVuUM;(O_QqqaZmxz8nHQ{;2-m#4HR{vh<o-iD
zZ(lF2wJfvz!d_n=b-P8t{iVOblaJvner$!eMfU_xeC*{v_eGYY1_RIE>g$0#2d=a1
z4B&UXw@&r8qJ({`bL&i-x3=d4+e#Uj?`>rcpBEk1X0t)`^1;FhmS<hpUU~D}Putn|
zg3Nygtuq+~j%y7LJf2l{Z?ERc-821UPP>#u#qKHAXP$U)-9eob49N}Jt(Tt}cyY)G
z$K6eQa`%XY;2fR??RiV@7c6@;U;E;m;+IdB-+dj!wsNu19zM407yCCc&gq+XwY79P
z+c}Xr&u2XjRTaN7$4&ASuX^(1?%8I&CyrO;C^jDdw7&SNiS19VJ-@EcI=jqMT7KHz
zs?v}LyT930Pg@h+v#wT=rR8YPmz58C&+I+tR~UHP%}b2s*Wc`-ORjosZrK`l=U(!3
z_w87IY5Uycf3lZd&SA-%_3GhvHU<Bx?N1jiUz&g7eRa**y-V&0Z9TK8A$`_LYkrMq
z^KBm324~tFP3#F=Iy2;XX4Wae6@`6Q+gC(0En$qh=<?!7naN9W^@)+o7w$L8y`MZ~
z^X8wkO|QLt^|DALtaa@sIrpenx^E^aMSNZJbFpmXlcc470_D|j^4ui9EqGNOF1*^~
zqow4_qfxuBNQvE9KI`*a@4(84owili&nB(5Ja@7D%Fh>D?XtJmwdLMDn0s$Y=!zWY
z!#nysUWVu{7Mgqf+HUU>H9OWSi5Qce!P&tV4+h1YJX<9f_boBiZtI0x;?C#2qUWwQ
zJij*k$V{JaFXPVSXGeU`a?^dWChyky{ry$17A6Gkh`8D)Tl{DBiq;Q{C&zNW+}P9|
zbm!nl9-j*ZR#MNl@T^q$y54oFSW2qx>lxl^ZD|MoWSh;JdT!RdFG`nxRLLHxY3vEE
zJGbC-z>SUPIM+=%Bt3_3eqg9{UeU@|Nj?iFi?&>R+;wxOYIO6_L{H_sf1&Hm&)j{p
z&R2Cu>GMl_)Q?HU{pd5Ccx~^M7};feen)C+?XWz@&$c5w_?iF0>uv#0rlf8Tv$y+d
zUDg&ZlWehOil1Bc^;H$~4yYbB({61N+&w2*Hv3>vp>LVJ?HSEgrm3QfUYxk5vo34S
z#ck|SudgX?VbIq4WFUU2Bjn15Iq!w%_2gPUNC~^-Re0QV;uf|ST6a<&l%Fm2&h^vZ
zT0PBY=O5dwE9%eUvMn#)S6de~d2eygtQl)rZl&kvH&{Mfcj|EFnj0O=A6BZ@XspXR
zyQN&?-<#7rE#tPHn`B<H*7J$w*ERYEZL1G2n<#MY*_2v#nQLDZyFSN!ad}XDZ`X|w
zmbY=e=T>FMmdPHoIGcR#&x5eZhHtx`uZwv;>rwW-w5e%})^u>sy+1WB?8KLUTl*N3
zulJu?x8kkyCJUKe(_~5*LOJ>EwwBv9Z!?bE)VxDxzL(cg-N1!OKd122*=@bgWcF>n
z-DZtV{~3DAs{0Q9d2v<L>+FfXbjjBd?~cscT5$90s%zISpI3;uvT<$Zx=c|^)lbSC
zXX*m4H^yCj*w5`>=4>@#2fM}E{|vl8^chv>e-(ZE`@!Z0B?boB)qAflcQ2c*G}UWz
z)~VAwP4{k{Hb0Ny6>HJ=Uxywxn6|EXrRRC_(VlDn8A3wT<sZkTygIjKa<=oes4e>+
z%ohK(&3Kyq+ydjQB1uNMy~USSiSF2?+VE(qZW*7u>7@;OZhy74vdBDtdFPj9>$Bw+
zKdkmXw=_h%S}@)!MSI?j^-F4m4fb5fU(>0c^q$%D^S#Ac7w(>vls{6>6F$2!Z*JC<
zxnHW}1E(Ll@{~RM=)2NwLYyLu*SmgudxmcP@T_?9(=Y2gzObZSS=g`gocY80ou;ze
z{>cSie#-D@!`UhED%JDK)chiLIPRXWb6+_o?!>+2vo_s|Y0`PL;I~g^@%g;1FRy*R
zeKN<u@qp;N#22bw+MC?3Tzb;;XvwdP3YKY%%M$KZuIV%>)$@?ezNGK9_Vkxm*}B^{
zKjA;L>%q2Y*-KAaW>w3D)-T^vC{xO`VQucR36DkJiceekP+jJl+thT4>8#b){&d<#
z+06R0X>(MS%)-m65#E9qietQPo!M;6AAD(F)2`0&r*DcQpL_Kjla{TzmaDwfNoLO8
z^E!Q%JHlj=wl2D~Hg8km=kO$x9Vb<|PNbN9o_fx5#nd(KS8w^Q{Jnai>AnV0w~G_+
zcez{)@$r;>eR0e5WQG$jC&%)H)n`n}^_f@2<(I2cbo5~SBAYEQUT(Lpn|kE#i<$hb
zC!X!w*nU|2lg915<Nuhlr|tZ(ZShR|i?{D2Ej)E=_u>mn-#jnff99vX@8xfIMHN2O
zO}!MC`C|%C;p@2ji~iVO)z_C<#q#9u<K|!2H$?xDyP}uEa8~H^ohKJLSLVDc*q`pV
z)b+woq5JMSA}lKN{kC4a@uTdiY8Z$6mGE1$>JNMC%Ko|CJ>!Y;9KP)4tG$!r%-@GF
zzl^+k^unU+HgA5*oSu3tJgoCj=7qBYT!$CFja!(mwSoJ>b>44p&1@#?Rld=R__|x9
zW?`DGZ^CCC^P9VW$_Pz0-MoM0TeF1@uVX`3$vxZSCoedGF}jlDO<_2HSAM17EsyHU
z5x>kY3D<vndE$9q&o5rHWYH)$g%8=!pM2c6JYQ?3&eB`8;Y-V-(z|o?KQZ3Ad+@<^
zm%=U2E^S$KzchK7;N*VOxqHq%oLu<iir+ytc9XVH?Q4rZeUAO+ba}_@nXAquFcfJ9
zFc?ODjuEw3y0m>~Wy(pD^g@}hwyUNj-j-ce^D|v?&HKAdRn6+>kGd)zE_t+Eh|6Dh
z_T+0TUu|&}l`n3v3b}CXsK3d{2!&&nwwel4o{Ms3ot$=J+o|A%D>&00ZMj=0S9oou
zQ%|(T`)gZ2$zI)Vy5{XQQ$2Un3Jcw{Ud`WYvyI9_l=nt&@;GI6a@OUTV;u$7;o8Lo
zlAOOTpPsa2)-&~8(jWV@C9j0tJMNQo{Y3tm<Fhtw5XzF+bjITG+Pot>O($(mdZr+#
z#4{`D4!=P{f!5x~6L!e<204_a%~_fmk(-g}UB1g<^`&*24Pvg@Zru@d?zm~0`+3pw
zn(h0Z>3#ns*L-#YlZEI)1?~pBsX+!+y73VQWWFv`yVhF##!8~Dz_;wfqD6%-BQ`8J
zU~x2VniCsqzO?E}d0`_xaid9BBZ}v6<-9rC@IGqdv2Mw<FKZ_4E;Fs?+Bscnm8II|
z_v^c!a5X)8Fq6+JOr!DXgvl4K73HTy1w?JCP|H*~8a+2!Vy$#`h|3AtRa;J-RbU7X
z%*;x!jSLgbJy2%4Wo6e?MNYX_tulKW%FbtPPt7;9wtiI-uuO?*y`z9%mca`KxhvnN
zXEok7y|6PU?b@vAGds^|v%NXlw{^|h-<z`MO>$J3@nyv%SJk9G>7J`Qp7<`|_gY=>
z(9br@+rs>!$os^TFV>w7;O*YGasAVBWzkD_H9QVoH~&7btMk?ow_lr<Bs2zfJehbj
zOG`tRElc)BR$$-3vasKp>?+Tembe5I2A<Xaz?yn5Hn&^$W3*jpK~LG0&wr}}Zb>ly
z;L|?xmFctF0X~0=U)PgY-SIX(=qmejwb(50+&hQut}K|mZ+XnqlPUcw?OyYI*4^W;
z@_x;+Ho<N|_!f_iOLQt2_?kDYXZy&vWbOXMm$NSUe#t0#bocgVkB@V`a?d=NH}&zZ
zNexHV*B#n@*6raTYq{(b@7BxS?lX*AD)C}X<=6G)wYwxgO+0UNEjW4BW@QG+&f`lH
z_Z)d5_0=TfbLs9kj#}^3FRk=w;M)33Klsw7C({cR__i*|>&sjj)ALwa=GT>;)qU<+
zp$vR;uEk!x5z`np^<?;Er=?dq7Bg)$pJtoc<2|YB%EjaJKVO>@UbJlTt)m^CNm)nM
zgd`Lm^$-m$;#g(0QRQmR8J?d;MxHC2J|B%td2D%B^6ML|Bkr0HO4eKw|9N%!bDLjR
z87JLXx%pk_n&?jJSy%WLgo^%NG(FSSH(-0Rl+VVa9(*E~-o)*F8EtW3$t2CF7t4-(
z47<oLGpovtJ!)H*)x{D^6;0p8rcqADUsv9k^L15TUEQ9LWhzs@E2-O*t!8YHzqZQU
z)Fkt={nXILMQ;L)w-tt`2CNP~-f`t~#P#4wRY6&AW~_DFb2a#kde{0%e#OBGk_(rZ
zCq?{vv{lLV{MnGE&j(iL+zyv`Hnr)OkkHNpFN2%*e4e$WS$)09ca;=At$7Cp%Zrb%
zjTPMZZH4Y*Ti*=n78$;KTSTk3I0W=<HR}0zS(Itx#LeL?zT3K6rY)Af5Hc??$yV!*
z;RH_8%(-p_nO)XzQay7REM7;-g+;HAy1Zlh22(e+<F>C#^~x@6R}^eoykX6b6S{Ls
zR|{=>RJrm|Z`pJER?Zix=|!de%DO*-)f9_QtiExi(w4Podoa(Ok|lF*#;o5N_o$}H
zIC6*Ovw1Vqo~>h%N!}XC{3s^0XWopL0llZ2gO8aDpJhlp!KrL>HE!!-jVB*{Zhrdx
ztZ9-$V9;iUy_H8j`}TyY+gwO<sC>4f=bg>9&Ie(&tbE5!L=XN7=`uXI;<WHAhKcN^
z8@d?I1~e9*%{-QDtWf;vNxIw=MyGJgHP=}7R@rS#U4Bg9_O=IycRmT{)M~h^Ar+UB
z^0DtLn|X<-2E(jPf&rzASB6Esa+YFMnH8C$&a}AfZ1{V}`GKD2v&!xyT)ygXtT<=`
z`+kwND+G9E?Kt0Z{AGaB^A9T}R=oB}HIpz&?qBP!{N$tOj%N)U%T(WY<*c7`dAh|4
zKg0K)yBRszW(Z6&4i>fBYLe~4&hlv9$~hN2mKZ$<V$v*IvC3uM6iby^32Lpi-kB=h
zujhoW3H7)kb*UzoX-dzTmAkGwUT+M$Kj%uuo@U=1!=DU{Z_m2#o{)KV&Md#oNf)Jg
zq(bHA8k;ILUN;emb?&cfbDrgD$+WO;*<`8hNit8qu70?KZN*x@;$|PGZJe)zCwQ*P
z;&aVZV^^DSky~FhIzMVl^rgj;Y@4qddkQ?5=smF~X?ad)&4h~8`Oa$Hf(fNx*S=VH
z%kbc%oe%E*%}Pz4HC<@Yn{&sc+sjX8y<3wa-FUWAq&W9zw(APdW7=lBq|ER9>N_9W
zDJWjXAai}=i(OOawAv*wyz*aLqssgBU|z(dz4flM-UY0d+IX}uWMR=mwYlHF+CBEI
z;x7EXlCAL8);Bheg~jR&UteV(+u|$sE#l&nAa=>~Yinf}W^7E1Sa13yv?aN2`BL_v
z+!E_v<F`VB^H{6?_U_IVJ)L>sF!y>{!!PSy8mBbAj0>5S@4UNO`&At0Q5O$Uv%-*@
zZT>Q|I;D=OxO{%?6)<aRxXJev=2=fC-?^uEK3OmHz|pjQZ{)JRtmCWA*79U{wDZZu
zn<9)1Px`XVXS5xf6OvZ=+9j}kvMJ|+%<SR-kA2}PC4aIdpTx{twnc9`bJsD!?@CkN
zS*T3D(i;BE^7T1QX_W_|TjL#r-Y|<!>TCP1*e6$1&2?nojA^$FZ|zDi5c#V;_4cmX
z<JYEKo#Z*yKeX=XY3;BS_K&N#_ifZ*|IctWXvrh{T^6QiUlnccni=VK)cxKp%b%&0
zY8EeVEw1=gd~b_xqO`Z%@~-p6zaOwCU)tpDy7IcdUfcRfD;e@*CjV!+zA{Pi)Gr}z
zt8Wk1?g+f!HR*t{)`#qB>)XCOKjU@JwQlNes4zWyZ`skiv))BrFKUkQ+xXq-cMsQ0
z*Vu{Nmddl5)TSlA$iAd|RY)gXdHFKwiCym!x~mhuEteJzbA574_^at`n;*)uzd~;x
z6L9jYIPUep?pn&^o~xN9Yl=1Q$F&#dojJFpY~AbLosX9mZ1X8ot742cx>K`*eQoTU
zgv+^+0x@T&DOP-4EA5snZ~JQQ-esS>OH6mmcuRf#6?*8`ot@s^k)n}@gbI)U2vdFf
zn!!)&=$W3I%*&Ui{hhm%MeyL7B~Pmr-L&1#G+Lj$yw{s`OXDZ^sGHFm4`XIsk5r8C
zvwAG*r7Lvz-gLv*s|@GYI#(A<9d5dMEbIH(=MQAUSf(3!81A<BiaB=gsM>5R!=i<!
z3p`gp`{$G16Rw$?tEjN?!F8VvM>l6KJ#~6Z`IXCCr&ru5ob$2k+?BjJeEe(UIt~go
zF#h_ws$A?}p8vXR$ya+$c70!Wj!D^MdvaOf9Dc8_+=U_;e3nc*u56pAE+O%3H*d=Z
z(ZHgOd)-%E_ZC;#@maiae$+{hnlpWS{nwV9&R8V#J6u!QXmg#3m)^_G8m6nltUP9k
z9`mbMZT;xWdecci4<38Fe{J5{lVT4WpNm{Bt7dN5JvsKS$m9&mUscy)uKO88FEtWU
zo31u@<smQL#S^<uUD~Z1_06>8_ky3t>i?F;2c}MFjk`KGrDp5-=aJjXt5sBe^J{hP
zJ?g3bc5%6cV9o6fm5)}OU%Bb|vvb;F)tf#}JMVwpv|Tta$@9d@+b&=9&iz{W`BkoV
z?VYL+;TY><&O-H5-AlI@YPATs+NO3+S)EdAn{6`nYkKgeu1uK|o>BSJUu8YMb5@%7
z@N%E4hdS0z$nsF^$}D)2zTxXy^Gi=Yf6e!IcJ|+W&U=C6>ICuG8rDy)Y?mr_l}Ipd
zoS@C9_q6xeg<{VwN$a(@>hfKjag6b~@`6>%K7H(GdGkKf=-!zZlGE9Hu6EaY>8#rD
z*yhsSgPFT_<{oKy7c=?V&Xf1v-kB_C>soSMNF(9&g<m1tdRY(JG`JOMn%ryKcQJEW
zyNpSOUTB}!#Gd}Bt6MI-S?l*v;qLvew~sdlo|<64HZ3k{rG&+^)gc{wQkOkj6aHaQ
zYox`$(4gquJ43Hba<f?DQS!Zip8xW_fw@81))Tmz_*tZs_pL9~zWaN(L~m&!>v5k4
z*Vn#$D|$+M#xXzbbL*aW1@8>tz3aZzir4SijaF9+lXuq|u735r^R;>+kG<W+qbgP(
zXa3px#&Vrpu2b|3kJMW?UespEn#PHzB~GY6rxlzPJ@L)Y>Ctmb?=6~kY5i}9e<hFC
zSOmEHS%oWCecQavQL)`2TQZ-gUayE%eR0*SYSYv^@8w>3Z^<(_P?xsn*UK}-Nv=BV
zG2x}@rh6u)Ry>|{WSVK_xrbL~Sq6J3P0Dw+;$B@DqL9SDynbocn>NF%?XoNT)AQyV
ztvK;M=IP&Sk0!3j+ncp!@{O|n!39U9?Y`zU@6FL!xuy8LpLUzsce@A$!^bP$XvZD8
zdpczvtGBOhnepa#rPiH3&sMJKla{$Ud!~RQ=e3OiKG7;4gT7zbx_se<CF`uDicjh@
zI-X5_f6Fzl%`NrBD~;H|$sSXe&Cpk9ejlbAd*jow+0Vpc%;m0Zv<PD<S-$k5W~8<3
z-7OXj)6SL_&M2^aw!_=IJ^6dZx|yEGnYQ;_JgM^T<U2vn^I3-`CbO+OTVVI{Kf~8B
z&pTBz*Mje48ZaKNSuVPkqqw1{K58kmz|GVXYnNz6D=&>T5vsD~-l$ZS)VXJCOdHED
zuGUSb94yrLrs}qyoU9c1Wo>jVkMh39QR$WpvucdIcN9k_oyh&Uan@AbiP5HBMwf%`
zOx>n?SY-(V!&;MRt_MseB=F6j>vx7faMoSzQp-7$)uP*u8C9<S7`0@9%&Y^yLp<Ex
zO<gJa$>1l)e+I5gGHYMGbKcwQoGA6pRB>yoYg+eA<EFzR{~6{ye{Sz{?N^D*J-1mp
zij@-IMVm{R-k(rg$EfgqMe5F5mZCzp1LK2d&q`|Osnwn~&n@l5x^3P!q7{zMUz&bm
z+a=~L4}M8KEy!QFC9dOShox+h=9}(2#qUF&8Xxn!<fg^4W8&r=Pad^g{bmxTvzu`a
zV`%G<&i@QLKUTZhK5qOGs=jIViV1yMspT8%UYjNCYk5#|{&BR%$884LXZM{p@!@-O
zJuubqfx-Eu7U!Zprt|8}vernF-eIxs)zO<ClE1DCX05qjy5H(eZp~GNP2n*n)iRqe
z*G9hhc79@X7N6CFaNS%Dg@kao{^L<!l&fWo?o>|R%(doWRdbM~x}{9jHJ@cJmNH#s
zSDP$#3+yNP8L?$Qi5I?iqv_)LomG$aZM~`**1M_jXpQSfF6MTv;(*(`Hp_=qh^@_E
zCZ6ujdu`9XN(J_(qJBj#d;M#!D)CjW51LbU<^0TVE|WYb9}O(Le{0Qy<fU%za$m2f
zq?;-=O4?eixRFvEZuU8F>Z7GgZ=B3J#nZM}`%2mBqm?VJR+vumdo+Dz$oi*UY4@+K
z+cd%A(IU;}S=V!KW@fm{IlK-#R%DQ6lf2-qqph~upELKKKDEELwy!Wm`1SRznQlfJ
z`;J}Q{mMG?>!W!K(&n-Iuk~P8;mVA8>6uX*{$bNAmR-I#PAIQmTRZhJuiUlQK0=H5
z0@C}w{@ncF_vQS0LG~YQ_EYOR)@|67kt*4K_x)e(<43*Du9p3gvD0kc@n`2d-rAk7
z*7_p7`h1FQVchP=l}Xvxm1X@+ADuaFo4uLeE-SFirfbV%uFc^$CvI56CE0K+ldrn2
z^mc`}+w_oYZxy(wrc3?`Pbz!8@vQF5U%x+0_w0B7QJV84$upV#v!v<g^xl$VSGEep
zzhj;pA3nR~@)rr+BBmn^TtBWKy{FoyDWA;XR(<_cn#Gk@ZiZJEFI!Vt@Ui*kyW;QW
zVY6blT~SuPw5RU%vG0`=L;K^jo34I6nU|tm_&z4?&E(0~*SbmTm+D%r`+ieqrRSE%
zdLg@%SMRx+r#EMMQBk(?nP)3BMGcg9u3s3?Bjg#Wd~vz7_Py_N@9#)0cs^^>jc2Rv
z*V(?hba~~{%UTwatNaWnckQeCw>5NA=BqQaGpD`jh`i8z;d<uEhTsC(&UJD(Jtw;R
zWv}0NeiHkF^?GaKx44&zR~7HtW%HlmjAH+_UA_9j8FP5PuZs(@wA(Xl4R`bWrBy<n
zhwiyc^{m@ja^)9WMA)}G7M6DNrap<9I@#syF}tl-GNNWHC(N_84&M4x$o)Z?=~JgX
z;jQ1T(<Qv-8)v=vwD-<DtyepaU)y-YAo=*?VCCN>>l1B-ZLah7o|yAa(l&clWMTgK
zrG)_=%<J5%UOwO9EWyC_Y;C4W?~Coy`?AXnpU-)>X4zzwKUX{z^lD#CJjZ{1X-Lwv
zx$TmcagU7W%&S;7d0z9UB?`j93g`H&ukKjVvgBu@o7Jz-BXVCF9sj&~v{HS$Ny&>6
zHIJ5tJ>{Zb#9K>Od-K|?HsGHeZ(kxmS8<lZ9;ri1ET=Y!W(Cihl3P;c-nsQZ!<G|H
z+uX8GE}Qc?!0XMCC!a&+`uSU~%?$2QOzBa#nyO{#d3RG`(b@T4nKK^DxyttPyjSC#
zf1>^;St{Q@iOihQcz$nOpU;D58~0j%U0t}{>zK!jpo?>r4DMdr#Sv|>&QERa>zX-f
zYjao5z5B(=^<~iHv(6GKTpL7^?`<gCxvKkB*SjC9j_%7pw0ug^=G*T}SMKfDy<1mb
z-89uT$ZzqiD?N2n-Y<LVYIg5vOW^#h9l~?IEb-ytv%Zuk`Q$>z!-TxAz6Xv=uI9VJ
z%)WAkgxrotE7fnb1*JW=yUJNqxw@zQ^3vdx^IM}lC9BN~&5M78oK}1gTBlj0kssT&
zd1sA)<I?!&fh#RuXvLq}Ts>`0=aml(q6-#_`spobjN&rB|8e0jfy>Mn9)De4FIMEM
zDEacOFT*ug?M1bZR$D(QJ!{PVC$nWvSk115%Uu5SJl|^Ru6+N?GC}{C<V)M5dE<lA
z*bXw!dZC>4R9StUZ>Gv|*@~4J=e||XE;_~V`^Fm1ncnsDvMisSu=y7{B~|5fWKmwp
z+Nx<MgC~DoUC7w@H(N78?(gd`C3~&zxaYYRFBj|0+9<AmYt<wJtux9$Lw4M_A98Kk
zt(CX<_dku^Hdp-Kh6ys|$4xKXTF-e@`%P)o$2)J|Zg4o7^_Xdsf<ohu+U&%Tw@Z>$
zpSavSZ@a7dn$FJi&!c-ROlPW8+Rx>bIq#M@<HuQtaLMDM8<h$p-^@1;%7~Kwv{U=e
zg$CK?E5ENUoHv!H^6jnV%69Wli%bvX5|H`mAHew1>7CsDsL6k3`6@@;deJdCEZ9;s
zWR6+I%b>+Pd<=GXU(d=8-l;3NBqsNmwpH2B!Z1#jucA|Jnpq0$4=sAued5&Ay}rpO
z?@zM2dQ;l+{Mvxx*Du4GtY@YqE8pAsdS8+4>qS%B_+_;x@0!v#_w%e7Yn_(9Iad~B
zRQNiw$l@f!$FOG;iqAjF77BmT|1>u9#wWGM>()%LbB*t9SeLovxZTt|%OB?|zphRC
zdgt@(@7t|j#CpCy9(6tJ#Os(Ep%w41ZC^aGTBi7)Z)Ps@EtRuk=W72m%nhwwBIx(o
zeQoH3CjM9UYtwG$&i?#zqf0}y#QU)1<~fs(2Iw)K%l5NmGk)zWQGIsy1h?gXw3AF<
z9#}JDPD=UO6F=V1TCOeid)sGyC1H<`6N8Ul`5m&U<osU07uO8CH=gq{sC_+Wo)hQu
zt)<}>nsZ9lnZ5LjXbvoP<@hXf=gH(bzph0;Utn5R^X_%1NY5v2^Od*#G;h5rDctyW
z){ESW$5jeL7C0OU56x<3?mxUPdtTJy%RM3`Zc~>zU618C!V_k?DSgA^tr=4f*w$*F
zpA-4gNmu3Ky0rMH&Zlo*Mg)0o>A$x5`7VoRJFVvOMN1ob6!vYMt<pXD_LXbW@oH9A
z-FLIAo9+qO!k;gazh%z6ilesjt)^!=Z`)=kNt)+ATX}T0TjrZ{*DkB1%m2-~70SS$
zbKO4aiNTk38y&Pb)}-pS9=*BAz<uQcxy<PGIc2N*)wE}aon60j*^aL^SK2dVi|^mt
z_~+y0S@CvTdm@%<+$h<p@cGil`^){Ku08l1xOb=Wa?w4RCpVv;8<D;8>_+AnS)y-$
zT)P})zcl2xF>@1t{nBzL>6piJD<WUHG&;-Od>^&3@tD2WIm0(ceWaJiAKINT@zK>I
z%Qs$fF^;ueqjA{cKf~*AhRJVp%HGEwn_tjccyE`~E}P?KPiAiZR%(AZ^z5$Zt)iPY
zscEut%7htp?J}KQvwLddwlHPoYulAK^?csm)ucb=>)I8m0rgfpmYj19D!;R=<ivl5
z-4T;tY86klSoh%EvIXTqT0gCgLqosXl)ZNLnNzp*j9s6|<gV{4mBQG&&Q+UQJ_r+P
z>7DB9FW+=#dDhECP9i*W!aYqVtvn&$8Xz$5>hr5h<~v_qYFU2c@Kg?)k~QC_HoT5?
zcBy2ab!OI$$!}x$Cha?(GdVk1Aby8z#rx2wdv)hkt`@p!#xJ>Qeqs{8?5nFP*N!Wf
z3YT4Yp0}iorFquVWuLv~$hGYi-Ev)VgFRRKZ_N*mQSX*>EKQ!aL|t{|gX^yq*%>})
zpIkq!_Q=Ga;n%iTDR6&xSGYd+UPXyP^7ebXU+(y}^HJF1xbL3E&sV6;usB;)H+h9%
z?{V2xTaPuIxXFER)#+4~6d9>6S00|K{J7G>KjdBY(zPEHQa-+po}bIU|Lb~zrdKI3
za#t@!$8A&)j@cA`<Lkn}Q(EVrCSR5+K7VOZc+!DzYnii+^M0;<9WnO=^Xs4~GyROF
z`}(dp%{(V<%cZ~z<;xCdJqeq!Raqu@YhSwGqH2M>2OoWT&wFiANW3*q_x`+N-DW4B
zPCfPN&)3ymM<!?<y14Q3+Ng+)e%Gu-C%N!7tlyh-l3VIUS=XAAuN|Wzp7L%~`8{ir
zc8nSO<M+|I9PhMFwcg5%)$QsEcdK$ab6hri!*>746VI<rb7)uEm3oUo;@5T7$e;7h
zvRvMuwD`}8$~W1)SC$>G(_XP_3ah&4v+&PP<`uuvo@QR;Ug{aeyQz6!@dWlu6P)*p
zx_YWFExG39`J}MxTf#P*zLfVRGd(g>8vn8yy!4%XtoXRsdu8p$S(kig7j9d-^v09v
zdb=V%ahlX|-tNyjIo~bZ$t-;DjN~t?jG~V>x5|B;RTS%EnXG+RUN81XHCI`aZ;^0D
zf7>a!<!fs*&1SW4-&-s$m0&4du{JbruD@M{Mc(Y6@+vVI$7OUA|1+eVFt2GB{kmqB
zNTs}5wq8E}x@gU#CBIW9p7?OJ-2c5@)NgK0NtSx8g7!>?u3t>g58rsfep&R`ofmJG
z{Fyp^YxgU!;O_7%pF9^ID|{XEWx?l(xAwZd_e)iOYI^)$#IEO07kVyRcXF=V`;>xp
zH&!l8Jox_J8qd7n``+pVY>%_L9z7)|onvR#Wov7hNgQAPWN&NW)9&2xprO_<_Ux`X
ze6`xMe2o{zXG^ix#m#?yZ`F*?w|03~YpN(SuPxiQPcEHds@jGrQ_7RR-`={_rg4Eq
z4o~{E%{)at{~6|lU-W%glaRD2uf}-uggvtkzZO}a-9Ks7Z~b>RG7DdKot@86ezvOi
zTd!8$Pd=;b^W&m+&6^XpDsa-pzPa9B$7PLqCU%{iz<m9~+M5$MRjiq*Y~A?fZMgW#
zSF5JKO121`Q`q=*5xaH6(YOlFlgBJpDEF)`c^%tzEv;(XR;%CP((GGv7d@@lI^6s;
zz+zq3-8RGiQ+sZ%uXeuGH!)nbPxZu!quFaXHxyo*DKw`~+dr@Pc>cNVOYVdhpIa+&
z_f@g+p#{Qy^R}M$JIYtL^^OmR`o8R`yV})uiR4wT3(Gmt^`6IW>$O{1(*3~`s;+aZ
zxELNhraAG<#rZFtm+k3Ij*dNF(Dc6Gm2LLIzJMFg_Qc%|jN#i89-hBapP_u6*^=28
z-nEu&*?ZpCjiK~q?6K~Z(wWzJKYcl#^(ni0!i}H1{!P8$ZqCqrd8xPO;<`|^nP1<o
z?0Y8gqWIU9^I2;TzK)Z8__oeF^J2_X&-d{zt|rCDWH}W2u0A`*r}L&|R@wG5kJoM4
zs=O@w%vW2PhBu41*0PAmJPEfiP1>Yf6;`m~(V6UkXIFItpWV_la&Z61<ffJ0=aDK?
zezs7`Zb|OCo6^6J)VfyHUOi%Te22k_KiapuGu5-@?N#P1_uLnqQ&l%zW7?I{yJ5>a
z8%&=`nXP@gA<Xvmb=`G~=du|_X=d*1)r`KIA5s`}%h;@5sw&FDR(nr{xGnob-`^Gr
zC1+JduUvcaRP2`Bqg63cD{R93UT)p^HuSDh<)4?<rZ4hVtvI^<#;Hv$D^-47?LNKq
zc28H=qlZaB?0MR)yLPdwOkn@Ce%{eXQh6Fbd0f+j^0z1LeRI3>Xwh`9-^JUuT)dTO
zA(OVdexu8^CxW*&A4=T0^sIickFI>C?G}q%O>fOdyKko``ld(TRMD$So)hlN#C!Z_
z_(km(wK5u~<kDwk6;7GIJZ|cRsK%!nN3G);yWTM`d=f66ziO4;H5;zgpH3$)%hEjN
zJFll>=USKe$&<9XF1=J`mUyAPn7R4B(k|W773-FKQE6Z6Yo#qv81nc;)utow7Oq~~
zq`Q2>7vClFUN4kpYaT6L_vh;BO3w2llRPEQal1{OIlJPC@7J%(B(}S8EWIN9oNaMi
zjGDIHv);R_ziAl>+*s!xw#CN4Qs#QrpGldMkFDp{v+7zG{jOauF14g)`lD=xi^6@`
zhi%p_=_#I<{f0N~h>8D!m$&vMUeUc}c|-KL>F0<QTW$NfEe`Lz9PFLT)xi*Te0NMw
zVYGJdlJt*jIybocRnL09{8f!ka>kaTC%NYs?6#KaIoiIQ#5nK%<DjFzKE__ZaLPNV
zOh&$HJCB1@OOM>%tTQ>rJ)dV~spV$%URCJ#>Iy$r`D_92@ylC7r#UwtO%0Qh)!i4Y
z6|P>sG_79T>w>b%lYotUoQvj8GF|BReP`Mo0d|?NSNjZVcZKC--r%Xe*0s*aH|OrT
z&KJr%xct4IFH1Q4<Lc{W7B+=9!p&4w=3G2kUOgu_t5;^Zq-dV-oG*`mh6=e|e0?^m
zp}<kTH(g_)m)_Ay5%O!(@0{@F>2uTinLm4N>e+c)wF?5bc8e|lzIa~tUI(uJr!lTA
zdY2j&>v$Zk6<tsf6y4jaG-2P=P0Q8SZh2Q!T^H4-8Gqrynl0Y5e@+eMkUd+gys#qZ
z)G>o|iwh6hga_uPrY8%8#>ntobA7hPF@c|X`K4u{i~V#RU;Uc9VZm~hSGhN(u1~+{
zvOC~G`0Tr{TxUGpp)T6GGMk|&`r4kR{|sSMpD4y(mb-e|uY0A*-P=1~{Wh8O^v3t|
z0zdMPh?Q;h`}X#!*TTi6Pd!YZ3cj4K_h8q@S$~y&IIqe4r}be`#;m^kRwhhpd3&{w
z?8$#{doF+AB(t8@lLwDWtdBE!$hkH7)u%h6GCop4S&OdSJwGq#o`vp-(AP1)87JSL
zl)ZD8^M-H#rXCY{J?rhRZO_-e)QVEwc;kn2sF>6tv4=9biC<U6={1>LT~hLU?TO=i
z%k6|eEM2yh`K0Kvn@I|rgikWh>H2zJy29FDO2j<C>0VOrrdroZ(Unf3SG`|dTqn5l
zQO>kq_QB8pGq6SL>^fqv@Aa$s*mpU<2?8=QJmEb*xX!Fw64BUrY4`pP<2H}Q?C-jM
zt|@g5mi3L__{7TS-_<E8`^0K$SG@{4_P*y+#mbWV;%9|c8QN5TUGvuM%5L+jC-$3f
zcpex1zM(MW+Vl(G3=O8-->DtF^3|lQw<fKP4?f45%{H8R{B>OUvYVR|1aIw)_TG>(
zK_<1{>-qkD+M#nwr#|VM7F}v!zTwf%)l936nP1=AE9cSBF+c0mpQ(G38?Vh-_oigU
zzo&Pu?hgoCciUrsva-Fw!BvwM?_ZmG=Dax5+*>bHmTOJiw70k8)I9d8Q+u|2mR@eU
ze(8<47=hD*x99n1y-(S+WgEjO$HYGEwrxrRcPHDpBx`D{-gh*f@1;_}s^eMT&(_|3
z@R$9Nn3$%@GE14h;#>O!bt^58uxEUGw)M?g8~5+rr@}V0X_f6sSo3T1$yUuPlb`MC
zJ%2HKz08kb|ISIOEeXjCTt9b*e|)?4@ad-x^UVqhd%|1RO|RRO=9;(nsAqBBLq;xl
zzbi{#hwhr|GJWFPORZexPkr~jIda9uclFYDKRjfvwtQ^ccVxcB`gPj&Z_N2EZws4m
z5KXvguB}q-zvF1CKeyl1ThU*4+FYFKy`<ymN58e2N}ea#?`@dnY%O$L<;tg*pS05@
zB+r}bZYf--+UBuh&WDY;yJOC6jmoqQYuh$=sjH&B#(M7!AHJ@a49GqwePqHd4Y_co
zi8U2F4mjC!m3*ACcB%1`*N<ZFF6v*<I(JC|tE)_zXqv^FD_=!F7k+$F)5d$Q@@=U7
zLzC{!^2c`V+bcKa=CO?@wTtElS=~Ib<Iw!WYb(t=YxJ19SF_#J`rLTo`rPA>GxqQA
zdJ%l=!v=}MNPl6!B~eo(m)cxBdVAXIRVIIIA8qoVShmbEoZ;EtOPr6U8Js%MWF3BD
z*44A~790vq*u>{3BOLK7zE}TC_I#~}-G}_y*J*wDF<aYu>+_v2R{f~jb@0>vr*>zi
z1zE5!b>*6=!qVLJxm#W|;_jhMZjag5mI(Z4yIS8-S9<qrSMIAbs$I*rWG=o`&^3o^
zL3rWGb*VPaY4?xq_u4RP?_!zvqU*OVRonaYd!NNB?Y9xvwcBJuFP?gSY16e|H#d|s
z|G2dGNvcPfXx*iG`#$bk@8$o<Rq}>p)yJr7A9){Kw_waPp7lmI$~5q-Rn6M%H-c8O
zFE`RZvE*Z)#mbb7OLkUQE!7wjebXo3*_x>t{Vb$1bl0rang`c3ZL*%^8=k%B?8d6{
z)%{w>8VcuxEEijsD>nIdvDUMMh3!j=^wnP4OYJQ?+WFmdh5^U%;FzLGxvxs!^sTzv
z5MVv$x}(6M=d!D3Y~VR#q`gih=a}{)snv6~d%3Z^+^@Fk#EBImp*Np|vbv@lC2+NU
zzi@Ty0`?>W-V8^{{HpWP?vJAkcIvQNm==pGFX>Y0^i-OtoSAZBne5T3%Wsz|%&9BA
zFxgiy{nX71>qHs8tUBiKj(=&gzsXDmsn7|l8ejXKdSB3WA#$$I;#;fl`yEqYe6;vR
zLBy={J5DlR+E7%M`b~50LiZrwsNO!-z#z%vOZ^K@%fz;(m+YFFy;~~Rl38|@y{U7!
z=C?ERw$>?q5_})6HJxou$-ZKXV-{alE_B{+H`R3O#+&D(Hl0d5X%l+$rm^)GkH)7;
zIn0;4=FE&~u$NjcHGRtVwIx|j`d)#)@61z^HlIuGSzonSC_&sNWL4{oX)Bhg{8_v;
zySha5+Hreho9VI^XUn#o-pIf_Crrty<G|zjRk!)K8dW@6H|y%|8$nl>q+}Tj6=+F&
z@EQ5qiuf9yU%9r-VU@$OYwsS-evx>t;4s^QJ02FI%b!eBxf;Y^ag^)rJMGoc8z;SQ
zsCc&HuTz+$^5ob**AC}p_wLxvcVki3U9R5s#pfPvE}uGEX7a3?pH!IF*{<H~?HY1U
zd-nd4KI60Q#%?RU{GCtK_?A9B6lQ!~;rjVmQ@Ruj3V&W-_4@Ol^XKDgv!Bh4`<8Fm
z@O;*;z~@tM?s<AzHfNHBZrs}$Q(_)`Tc^5+d2d-?&zs1$?1}rP79Y>KzSmbZWncP4
zv!~^?d|98FElp3JRXC>|SIKS1?sdH6+u3rr<19a?z6q)HkXyXf)bYuzc^2g|+hwkN
zp5po-JoIt$#LuQL67Sp*JzI3y`<dsg%d<;*k9vx3U{+thRO21zzSxViMRbaMGdn&Q
zhd0RZd#$u)Jia!<^~RDX^H@!1I-IZSj9+1^HJj<k=b)=Mb(eYXnRe7u<50;Wkz<~3
z1AK1UpPS|3_1$<$@r59L2B|`3lQZ&%<{o=r^oYsdYv$}cP0=grdmRo;o)dEGZI;Qr
z=_+9-S02w=vshH)WY)5Eov8=*^7{8MRVRO1aiwP8&lS&W^y98f+K`ogQqgir@PYTC
zSG~=u!#aBSe61Ct7s)n+EO^kDB`H6vy*S~LN8a7Dl4=$brn8C;%-gE8u*mkcNA%k`
zwu)7no)O2DMYBvE&zhZZ&R0|A1FQGGX~uGEyF&Sud#-eH3(mUW@zK+zthVz}ht~XQ
zo1gx^@jhDTXu!v78@X$aTb$*cvNX|Kq^B|Df{_1SA;ahQ)*f<5Jf0=A_29O*DJ5dt
zUUfx$d+U+LtH2OapIJL&<=Y7<LK@q4i_P{9I(cg0_f<MazON1v%d-xvIm7f;HtXcg
zwRyo48s}%7O+RnB{N!$%?<<(*UYS^wE0nIjH^;$x-c*^eBUe6I^cvo|RHkTR^r#@5
zdBHl@W6zFdJI;C7pO>{Dh%HN5d}qxq!9{aEMtx-Lb4^!QDU50`TJCo>*O*n?NV4M?
ztGCdfC6`@ndb)NT(Md?3m7O$uw{c2<)zz?b#^HBT!lHMuiyZMg$8?pa$zQ}+_}*f+
zCa-tLXRVjexwqxpxyqFfocO)Mu04$jnj^LLd~)~_8>xkTnH~GqZV75Sx+!bZ<Xv0c
z4z%}WFx4AOk-5t5mvQo_Von!BPeO>Ex2a9@*~mVF#VW;J3@a4#jJ>xre^`Cy-&9Fv
zrm3egm8Nk%xg=0k81B^*VjXU|OtFDAII{1_to;S|^+l)mW$@}Sugf};usLAj^I4ZV
z4R$VYE^Da1Vj*d2ZDt%$eAfF)xwL=UEmi|APmbepQ@#mG<kc_b4>Z<S36bu6@3vU_
zoG-J&1y|;^hEf`K33XE||GnSqD)fQZTdyieSJ`&sj%(*{UO&M<Pg|w9r|;|H{eo}b
zI^B?p5{W4e@t*Tnt32nbQRW1->Ss%2SzSb~PK`5m;94%bqDV{T!IhmSOc*6p=6g*L
zo_Lml@2lP&#<SWBZ&U<cm(8lQkXRwM#-qrp&P3%%sLZ2fxBIdTgLZ#(?X}#~Rb;4g
zwdS+mdE3mnFK14hB4Cv1{dlkZA=a?7s!5kU#X=?@&5TyO$MAK{72DMdw{-S&Ih^0>
z>=AoD{KJ2S_I;PFW=b#~XWDoA!|`^d9;Kx_kFQ)mXOCWlO{Ih7`Yk58ei{jZ6EB3b
zX7y>@n$&N$`dQW9wz)DHyC(?8-rc3tKZSq6dc*dpH0F%6W#7d86(k?+t6DSL_r|xC
z$Mnt`U(B7Z=y0^OKsj7<xiRC3KmJv(lO`}}H}AZh>npUN`K+np!Da7adM?k4VeaaC
zcCq&8)T{iWojNVwS4MWKn@%n?yT7X_dzR;|=PtTMk|~V-rt@M1{HxX-z1ex*<ZnaI
z^I1<W?(JLh#$|=~KhqnB1zcs4`?94j$<Gjun!L>}pgQcdZ(z^YOcC`0&*N*8PpV1u
zgg$?~HS8AWIc>?<z2`cXti7@`%cy1EyscrGA$&VluR7p<+&Sj#?KzFJrk6|)dMtK3
zb?N*w?3WgPI_AIDRq9R8$F2yU{!5#7*Ybv5{Vkvt<$T_2>VtbXEWWHf<H~Pp#Q#WX
z;o4LAX+1L+34E~C?m5lL`F-83huiP)e0drAE=SNY!8+vTtV3lNzgj%IYqQYsfU@Yl
z8xE@*vc-;FaMw(JA9cwq$ieY_l=j+4QN1tz&by`tpR{;mx92*0dCvNiPkx1a$~=6e
z{$*WR=FO!qU(edrYi%r{wtmHlgdU^oi88DL2FLxc?Kt~n$8no4>;5woWQQ`Z6$mU>
zT6#HZPS{T68SZuVYYVPrJU!0*>-wUs47+njen~yu@}e>4@zT^)Gp~xvr<9i6_~hqr
z8elBBao(d@Z-UkyYuRD*ZEdvgV%e?lO0%bWZDBT&O36wI?9aLGERx{fQyi<MzpY(3
zT~FtnpRdQh5Qpb$vttVUZNk|rE$=y)&fZeydeqXWdiI)WqKzg`lkIzBTBZDs-`liR
z<Iu6fdHa_Zp9+eab-91f#An|pO|Pr^9O;#+e`RuPNSU^>*!e(@Zwuuce_T2Cc3IiZ
zXm7#eCJPvh7#@FGw<SMg>gF3<XSa36w#%}X3LRN3@p!@7SzF)rSni5B+hnFcsVZ!;
z*zvv2Ij6V$>YDaE>G*C@?a(5<pKBBPv$jRg+QL6mL*ZkeYf*hxCLg=ZldhLJn<h?E
zpS9)2a`D{A+ZOWaf%EQM=Pi}DU|RooLu>x5os#dD@D*J(D%|y_=b@zbjb+~|r@v2H
zb0^AcVuNwlg3TvwR)ud|cjhz4-Ix8xmYq8H;$`mYnCCjllT=Uhzm9U5$t?46Qq~>A
znH93xdcR!Tj3@V`1m#8=R&OeM6&Z0*^2Ez?+H-boVVQRP^1YRgtBy)CY^(n4xgy(e
zSMQFKUslyD+vscCbCRd<d3oH`iKbTy>%}<VMi}2Y<7v5OTVG_O?O%UUuJ5J=uh*Zs
zCv@I=lC;wHNoV)$*>JSL;H2%I#q6(RGp|HGI%sj?*}97xCkOf0a+yz@_}w=>>W+$0
z?~|{~|E^?dNniOsGQ8}pHt%xT7vWkTCvQ8xY;Itb4)esGFq1-)K91LOp6xts{%J=-
z;nA3#dnf6%Jhs(}DK+WISu^vtW74N>_gcQ5%{aMeN#PU530AY7eChRjvi}@^{;XX)
zw;J6Hx+=UY<D5}>)r&-%e}T9BnN~Y^$D|qeT(iBpXOr*l!h@D;BNQCiBzi(te>W}c
zepj~1SVy&)=U2F~?VH<0o=fMsMQq~pcpI|zD|h(s6O6wu?!I&ATDX+{`z01mN3Pkt
z)!D>vQT+PS?ue(`i)@y>z7jgk<J889m9p9)d)|el|Cpk9xoeI89>IgmqC1OOw52u#
zPQ12Lcx|O#lCl<myw{7Kf2rFXPi^zdy!%ad?xpQ#8u@2bC0zTuLcX-M@=f@pV?PwW
zT0Gje_I;l3fgrn}#Ue#-GA%x>^~k$sx-;>7@X^4EAG%x8CDy*)F;)G}Vaa9Q%vMh=
zgY30L!nPaj-j(tE?R!Iwn0l`lb0+LOuWowoc)I$W7#@M@&`&>AJ!Psc)vT<X^=D0n
z@`<`I)9ty5i~;Z1vgdW450(9OZTamelY_@9|6~boHk>l^vSgC0mSN-Nu7xwEM)Yt!
z%YDCO!lsE`g}Tj?!{!@G*{!)0rgP-0<nn!g`V2I;&5?7LSj#yh$Ci&(eUVAfyA+E!
z?W~)j$(HL1l_xGe`5^S<%mat!*=B6su)ge~>Dfc?7;BG<yy(`H?y&b-o0+M6a%a2j
z>Qz$3hEG0sbw@AcU3z6>c2NLNxYPC?_vM#1Ogk&QKI@{#k{e|!4=&lcOXl453lpF4
z+|_*2uye(}vvx(nOlyRN8t2unnpNw#dg5Z{3I3)QMtR44U6vYgtY)3g%+j^uPISC;
znB|4!;?RX9tLzW$+#`SBW0-?$T!j3w?ctw{3#0Gc%6?Q8+VL#?{rSR};Mhec3Zpi}
zD9<ahYnzkud&1A%vORteKL2NUz1Go0rQtx=(`)7Z5_#GVaSLA=ACGzw6zj8OU7obG
zr(Ht*p;eWFM~<_L&f08jeyVWRW!JJ}uHxNQF4NX*S9d$_wQb>ro~|Vqy_yv{<*xi#
z_w%q@wrefVnz&4(J;EU}-|W|Vsvfg@#nrj)$ImHTtCxLEn6|9=$WDtjCz-VwyK0Z#
z(zLL-Zd+LQ<6)!R*PbO4Gi`gXM@m-8_a>WEoK)NSd5zzazD0|ES5E%1A**uo#wCg>
z->o9vam|mq6}>`&;jm1&G-u7{`B9fWREj^%KeW<p8>dR#4iA2f{|t>Q*Dhpf;&sto
z5_n>D!CSWnk6#B&+IM)D$1C0K3tq;xCKh-wORl%<-1{-Mb<R--<yr5ReZBK!^6vCn
ziFa(;Wr_#ZRb6^1!QiI7$jNHuqur0Q7f+qGN<HMb|G9N5V?y{Ep3mC$UFlo8VSQ$<
ziu;*3Ti2S^kM8qFd#Kzj;;&t{Z^ND)5saV3yM8V{Cg(EI+Wof5<E@F>(F<!%pZKAC
zq)sk7QnKA|>ysea<+Hx+tq)JBRG#pp$RPW$-n)lsNqok!S5)4vzHlzMKb!A!t*^-m
z?YWbl+j1=N?&<n6**{s*dhx>hvz*-gP5Y)ZY>&IU>eDHEE9r|f)K{jnUz?mRn<={L
z)RoUlYs(CDHRH3kh?E{T`MW2?ym+Z<vhI{QSJQeo_tbw~owDHD3NEhpZ0@OQrVPhL
zD~r3<EM6KLuw~->*lvd6OY=mMms%FT$~@bXv^wOQN%8dLdXJrA-vc+w^45mzdhNZG
zcW!}eP12G!-g#f&?UUX8S<&!`OyAe1$--MNE-@6<{G+@0bd9I6^fZ;v?{Dq7J0opx
z`w^*}wT6c#Pd+Z2^{)BD;UiMZu6am?Jf372^>C@UZ`Kxz)WBW+ZnteV`&?e9|1L~p
z!ldf!x8ejo+_B>EEchYBBVTj9a?u})Z6Dq)I&E>LC0%V#{n2}x5qBTEznnMqvt*mO
zpw+2fk@r`&`xSZ>hrJcv_0j%_nc<eYbc^G%ub=RSN6dN`rn;Z&(B3O5^PD1AYevt@
zzH;#CD^9<~MYG@KOj&k$>R&5i(UWI2WPX<|2@_SzexcMWQ_~s1x8wO<>sc*3n74an
z7T%ids=aijp|Wjth~AB5o4Zz><FA{tMSa$70qe(oTLqL&xy_>2T6(<od|fPkciGw1
zeyOq*rdP6bmYKdkrafb0^0W1#>uc^^eR|gOiu-E6Q!O)3oV>m^xKwhrQObk<sAW|j
z-^X=zWjubq*=^~XHERrKy?NI7q}^h@eY^G1>SNtJ#SWrv*$0m6xl2l1nLhJDd05_(
zU+JcEH?%QN{1tw&>U#U3W0CH87V9Oao&9rn$E&LFI=NjdeY4j#nlIZuBhWDTeAJaP
z>+FTOqLXBwluC;Bszf}#v?c1yyTVP^*H7%;y7QfuDUY>$)m6a{nWq{`MK9gD?5v&f
z&G4J0<?6z9>|U1zbuHY?nfnhdFUqZJ@fP@-b?m}cgQ!f|kD(Hqy|-*tP;S0$D!kzM
z-pIV-%WF+LPM-C?*!I_Fv4r~dORM%In{G;uTfE*>vVWbG)Rr&YQOCI5iabrHB|YhS
zb=N&P<eutLF`w|N8LEc2|7eCV6cvA2+pk-AYxahcqyG9c7xi{7ieoLk_Ok2Q!?>#O
za6YbUMwgRbuCLg$f2z;<<3FD*V!k$aOY(A2BU|pwok4D<4)bSRo2($}IDOt%-kgFR
zcVBo5+CRUwHQ@Q2YeCE>|7yEd2WuHj{ch4`e7?#}rcZ-iS+tZv{oce&3x3Ufl5*vt
zza-O^Fae`Oa{}t7Og1dYik6%g&%SV#--6ouxw%FUCiiLExmvt_?Rr+oaCW)LksyC&
z)67;b5w3Z;K66A*ituUqJo$WWQM#;cX2$`Ux~<FBtd6)6Q~Wmkf>6~pr-}2uu6ADU
zEA(hvx@%(&pKax`T_1xRI3CU2K6%!;vqC$24jKNqq!E|xJNfCVeG%uQlApQ;%GFy<
zK4tN8a(Gk9qqQx}bBbNxsIKkVG~=7a3U2}J$SYHsHZEgHYqoUVJ9Dni@`>}KmdQLR
z_L=kL*=o%vX_I|A&aPC+U3l_!bl|)h=b2|6Xjl1sw8Wsf&;NCV*Nblp?rUAxvEZv|
zp5SM$)jKO*eqCKKan{k3cX`!|>kP{IkL|Kfm6Z7yA;`Sd{duhH{;$ja^1B&kDz9lM
zIqx5J-@)mc>8?ra*LJD;Y4pC`*u8IQTGV0%W|^>)@t<EuZeDTn*=(g#zh|zQX{%+{
zAb)OM-<&JYCBCn@ZPvpTc<^}Ch9m{yuKjErkJj!uG{0)c(xg;B%{dQF*t%EMu`i9~
zFv?uB@6qO>>rO&fCC}NiXJsfB9*>%N+|+fx?CV*6Z@xUZ-SKU5*XfC$C(l1LUuUsw
z{nAvE=K05#=4C9p$kY2dR5N<LsByyItTpWl*QRB5oqHB?sZR7*?2dbGbyF|inLIgW
z$xa<V#@AgpBX2xjd*)gjcj?)Hn&*47t-c-?op<u&+Vgr#Qm>qv>bYu%($)w*ixobV
z^1Z4%pYPaq>eZ9<$x$C;WcVuA?AP4<<Ix(G9OH?xTrNd7@7xf#lz1$2c~+9cDsDlG
z)k-$AcAI6Md%NN6<9WW(z32Te&6+55xbN$VZ9DA)kN*hT6ze1Nq*vNpcXBM#2{*Uu
zFp)qJX4!tn;EC#SceTx?JzaMDs`TpO?V{;#9iB)%n>u@*uTR8-{;V+P;yGm|s#6ko
zUpKWpSFu_rMV;A{+3nb(lj>LAFW<K2xr*c20K?~7OL=pA(`|Uqu_itGJ+~k(t;S__
zsr{+#izYPL^6yRIm|<|%fAZ_IQB7u{s$yHMGx84H;>!+QFY?8{wSXi3^--TVKeqbw
zdyB5LJ+CPY+qT@hu*h&iJ=fE`yaIkxx5#+=sG}2SJfHQvSM-c)Ow{(HD>lV!Q2!Z{
zT~d5)(=wjpf4WvNe~x`MC8x4zec=9%*UCE;zJ7VM+nZD5vFVe-6XoHFiDf76i}tL%
zX;z-N(de0%_ea}pXWdWLTC6+7(Z_z_%a`@`m-8mH{_6TtT{-3R<y(8aCT6~>jkR1Z
z_%?rD;g4&qCpe5x9A8@^d?(kre{Es-^yc}q_oj+!_q~k0bAHzQ{H0-CKRJ)R%kH|8
z@AdAv>6z&J^9@q2FZG+9TV|8vXX+U7i|tma&AjYYjn48>pQ5EV{r0Q+w%%{k6ei<4
z;Tu*gJ~>VC^vWH%Q+g6YIoIy6h|8{w5j^VTZgD>DN|D>|Ig@5jyJRuDJIVd-%X=H<
zDKWB}zFaSvddxOk%A0Rb-Ilj2&uVNwKVw5q@t3uyHScnL6ZyI3)Z~dF7bOe(gWc_>
zxtr{q9#)kiu64TS*_KN&-`44!n80p&WtpSgR$Xh^lILedYtLRawVK0qCT!)*6DmQ^
zWET8VdVKb_Evud7=Duv+JJ0t!2XJ;Ip3M|nm+(+^<;|5WX-jP_)>Ub@DXp)3z)&2u
zt*iI$cGVd?rO$RAOORTBx@d>e&X;OG`)yyhm6u<f*J|m#a|?rMf>ZnUs3Y5_c7M`d
z*ykg6_1L5LJKqG)&Mum{+2@OCV$O6~%g0+Y+E_w&d@!hd=@Pa}ai@r|U(fTWqKR8h
ze5hDk@$1{_13g@KPK5?rSbo`YL#BUevCxZ#l|Qv_a>SH8T9_fw=Pp{a_Lt;my%RrA
zy>{&Q*netA^jQ%N<#ea2@M}Rg+-^$9T|IjLrLql|Q0Bd7!izcMU26Kvml{23{1Il8
za_q5fzv+9aX|ove_=@A4S4P=XcgX*(de!Q#R{3eER=#hqb>`xNy{j+0**3xY_w{qD
zYd(55Rh6y#?0=m>LHPW&U6-x|u4VcD$A9tKo(g$0KJ5fnyQz=A&Dyl>{+#gq{5ok#
zm1||;RZ_dAhr5R*#)KSVFg&m-FosQZ;r`~cy3>vu-<{yGLv-4i0{7QZm&{yK?4!E3
zd0oDcwca$r#n>f&YGz-%(v}VHZ=5vjDbh0Ce)89^uzd%7<GUDRwyI1$H_PjNQjggW
zhDS>#H-1^0yF)g6-mZz^_Pv#x3Tw-4e+546x^&#M-prBtKf~3y+Jc)&u6cJoB5%(r
zj$pU$u&ui8s&RAiq`e_`*M#<@o8G*!x@PBJZ845b?xHuN-5YqTI+s+IZO*wAv8%o{
z+9gY%r|V+itl6)U)t|U@6<J^H?Yy)^f%VIpXLHg;Op?pG+gP&14*KsnzBI)1xJ=jm
zrUHjwA(5q;Ue5|I9si!SWS9Tx1Anr2^|?x%GYmSZl~Cw=wBGFK?K2;4-!-1U%Q(jL
z+U%aE*)OzrT)gw~<T|hDglLtpEUza;$9}!2`CYuURH2T2Z{^!(la5RZX1}&?#g5C(
zDLqL$s_$A);`p}w%sZc#2iKQfvkTaB>B*e~`pjR~Bre}IZ+>g7a`DoI|75NuWmFa(
z_!a#8U7y6o)n}LX>t8OJsgl@uereU!`Rx&_rpe9KzVM}&C$-MOV!i*i%S<wi$F%2_
z&WcjL+{X9P(l_Q&$$fr?1+8zpzE=B+iiSTunsp;;(MpMR`-B!GU)r;4>QdF@RT344
zuN;uFdTgDo_u7elPD-uzl}FkaK8GLi_)~RV-gJHT=5UEJyO6727?krTuh05<Kk_n{
zaO;8fdrP|uo7kg%PCp{%A-Vs&>2;?qlfz$CR_wBSZxm+dxNED%kx;?3vwg;K-IaMP
z{r6^y?)dgH-myCB_}sRjmCKVGa?S0hrg)|V%<1};ziFYZ#hUKbymxoXzD^DLJ#Ws-
zt1WpGpLLk^B!65RA;ZQZwbQnn`M{smI&Ct^G9QB%zbIaHDLZ&&SAfU&wXQ0k&wCx(
z=B8lyd|h^#iN#~nixS$pJ<IhDOWAy~)t<kj{n<I|uj?+Kw)R}}Gx4NK*XrzD23g@2
zoVuT?!fkbTvV6S$alQ96{)r7T*X?x|e;3W1Y4U#O(NzYPYfrmRkh5GJpC&1<o9URd
z!-64DH*l?8_N=nctqjjUnqE0rRQTuhbPuk2uU#^W`j>k>no>QlB|UF>w(JGj6Q-~0
zBtLpKIg0d8RVkkJbH&{UUsr#Ko2rm5({(IhS9(siw(^%C&c`#E7qUogIeoO|;6r<H
zjwcaI>Xz@Vbre2sqV>8-f+u`((CqFTUsl?cKC8LE>ZPk*`J%7qvK95xd%Na57JX?R
zE^tyqQq=9aUzaOuNV@3jJD*lPe0jZT(%hxF=lm@1OgKI3eaYIijHO)1w-y~b<ns1s
z*+Qiw^Lt~@OO>RiuktOmo4s*wUrJo9cIw7?bF+_@+@9W@fA(nA(XF>U7NlR=-o2|z
zV!8g7HQ{q=zRtCIq0IgA-uk<zIuBT`GkRCh;c4Gmabwk=l}jprta^J(Fx+q}_XLrq
z;<&2RY0na+KF^vRu<wosi`3;0`=?#^Im7t8>vO@ESkHUmHaCJMPhWXI;zg5nY4Y`1
zH-9U0ocOY?@rj>X#kW=e88Z51=G|DoB(NnYwtwA1C&Q*qKj-L7lDN@db-CfGxzxG+
z@_QeDUK{QD_xj4C>5}HgtCm{2o%<!atjA}~@_pF{_c$&)pQ~;3<;ll*ca?~|?5^v%
zlR{FJx0dE@eIfEwWhv+S(yu!o@3LF>>cmV7w!P2JJ+9K1k^A}}Fw<A`!h!b_<8G!)
zioGa4%I7{+sx<Rzq2I?BfBIHv+`TpLu;lBI#3GKfnfXz#g1Y;iSI@e)EMz9{!AEP|
z99DWY-&%A`n{Dp9-aA*O9bWElP#pQNEbK{wX~3?Y#`#`t@0{M|cDP-#u#Z~vTvGDU
z;@<O)9<QU^zB#@sjOt-|Z}H$igVxXXBOgR|sP}FCrZbT(cwX)6=ll|xZ)9)FYM(rM
zc~{P=Q=tY|MM^K{EpO~B@C}*e=kaanj`$f(mh7)1Cw=bvlzBY()3iA$m-n7pyM3uA
z`}L)cx0iZKGfteh_147c#(5{jc^ZTY&swT5vtPMZa(n0Thas23?yzP1wVt%)+nT~6
z=N`3IyEyc*y<YX@`?Jn@OqpN3u+i;()dtt_=jD&xito?4#vZCQ?b5R~?kd+-`dNkX
z_<rVkdEiv@*-ZB8=~5e~+}hb#-q3zs^w>7W*I&<;ZGWPbY`ZI*<N5OgFXw45;|`dw
z`=&SIM)I7bEy|Xn-9mCxcQZWUDV`H@GCo-{^U4%$0sEzq+b-wnEfYM}GP&!$Nj%TJ
zc%z2}GygN#X20~+KK!k!#$jsg-Is?1o1V?yo_go`RIkaCT9nK0Z#-HNf3V=T)@cLQ
zT@S9W_pjy=%ynR6&pNj2ifBkfh3KKXabnMHq#mv8obzt-CaV`0LnfDfpZDh4-m9J}
z%yFgltG-H}4Z31#8mb`mxifE`yUNCYrE{$crpM2=<=C-o*ZqadZ8n`NvI^rd`{Z3N
zligI#bKO1XmAL86mu7}5C%wIrz&~xTmZs~HYsW7nu5>C{a{2lqTYjHw>q>l`u2rYs
z`j~sp;+$>vm-OGxo<ABN#y*{zpWM^L&+=%$YShCebGB8@`Wnw$G3mG4?!HHy91KmT
z_<6K1%?Ve%l3!f0^3oi2&M5EV>LasqrWtz*YX&X(XZm>ahM>Y@w%Kp?OZqO)-lY@O
zyQ=rL{|xrzc*#53dA1fd*Lk(Ne2=}n@$1#r%<GG#CT7omt8Z8`H|?{}USWr){xvcw
z;V<$V^%Xy=H*aNB<Ggizeqj8}PX)(KzZ^fbdT&7VJ@<UYTSi{LzAY9%EoE~p?`}We
z`kg_-ez(@od}$|rx$bPS<^$0p?ejMIC2>F2e=jnOySm&_$0==s%(UcqvmdjZRi7-k
zKa&0E!~Q+Tj&9w!eap8QH?M5l_NwyDgeA@Io^5XJn#s;?H)HLIiQ8m)!sd8*#%X^M
zzZ|@H-rLU9G=V1ZSzoLpKCoZfq}<rm#9H#LaKhefv#nQFTnXIUD=GXvzO^#>0Pn-+
z`~9}Q)+;iMITMw#>3&U@*H?AXIm@Q4cj=z;)-C+2*_Xdu@4m~$RCj(^@3!&7ve{WZ
z-!HN~_~7q#ZOiqwTdYG^dhgAT`t+YcprWtV@y6oB=mqPwwrLfA&v^Cwi@U10)yZ{v
zA^x?iZ$)pueM=#5@`-<;2V#$_9{zJCTT6Ib;>2^=8%x3h+={ebJh--L{$9Q3E*eGt
zq4mb|+N4)_8lJiFWxd<>k9A8kI+*f~i=Oy++cf7GSILR@QC=<a#aoY=g?oIN`lBPF
z?$dSIeo^~BYO`dTzfXJRe_4KML73UbGyJEF?{_V%U*xul{dWIyrp+bKwoU#y<It?h
zWo5Si8GJvkZ#xq4TkH7*KJCUUTYpRDd8_VxRd`(V*x`Jsqn9UWy=ay6T=VMU$|x?q
z<@$>Zdga1Z=B^8`E%w)`IpJ@=)M?kV=JUS{&lm4DZLZ|vWIsJIG~Tr<^=C|z!+NpE
zkgZ$Y&f5#N%(~@yf9D17RX?%<%5TdrO*^gMI*0#DS^UDI#YR8egKzl+vHjsq-rri|
zdHsZrZLw$SkB-&q%12gmeT+ZUZFQ{wko$Y~f2FZ&_NYC7I&;FjyV+f{9X_%o>u3G=
z`Z^+i`TeG1?&g0l*NVyQ$ys;a&THMf{(oLo?cdCr9&6UIRXqRCur}1cO?N(Psl?7d
zyp`5R%O#&m$S<|cd+yk?VfEA1^2XEr{xf`fc6?R+A=T3UNpB_oGi<u*RnL)Sq{!RE
zUr-z)a8>V0p?1Gt)}`0Grqp!a@4BdU%kbz?lfScl%S?jZuYXCux8kgryXY;)6@NGB
zUfg((U3*^Jo~M8OS4~OH^kk9gdRTY6ocG`~Gi7y^s%zVeeoVdjCg@1wlAY<|_0D&r
z9tW^5wD;O5w!C8bgfH)Ter&oIT`aS4VdA{SdrP)Uy={8pozzm*r#&x!+RNk5lEd|$
z`FXt*IQYo&LeJ#rmygO0oSt9xC_4JX>&Y|9gkSjjY>$(ktbV5SPqwPc^pHx!r4rlr
zF7bElKI-t8k2mk=qcRKW*Qa=-j2X9m(X_k5YiB%J_D$q>n@is|hi`fNS-98x#lL6O
zbE19=&i&7@Hu671%OvB2Ssz(0umAYzM33!kwWU&K%MPnX^k-cY%~oA=<MN6v;kM6s
zv(9Y4C;8{KpRbc7J8!)C?Ccx$tsAr)SKeLDUM}C8wQ=etZ@1p$pk3uxe({`^ULSvI
zk;h{`PRn1jK1^J9w(rZu^)d6D<?BCXXFSrfYj-*p+J7tka$wA1Ic?YVi?k1}pEf;q
z?|HRtxqqDX-R!+yM4XztMKyVq`kn6zr!GzM_u9gkd@TET_z}YoMfO%Vwtw`=u<AcI
z>zJ!;;N`yyRd=~B-BrZ-Hu_tkOTe6O>ox6^+X9>1v?@%0O!#nIKI&@nN=?pZf>XEH
zioGh2S@CVPfMKuYtLz3lh3&~FMeYBnh^;+Xc>UV0Fr&VGKQGI~noV~pXPtR_`QzZc
z=W07=n4S)tKSOHs-{stVi)UT4=+ce#mDLvZ{JS{u>0_o%dMYZpA`c6NHGi&>_*U64
zIqa2Ysg-in<S0)eS58-zuj}fArgq%gtG#sB3>JxX6-O?~@I2d`XDu7@+&Al%u})%o
z;=%RqTem8NN=rQU>EXHdVy@$XN4qkQ8F~lLDtb1#+$uY|rf+Lw&CzGKCpTW&uA3*|
zQu$o8<Mh6u+Slu1)@dpweBY_MYSpJ~C$}Kiz==+3#m&JkF9KvrS9l#N^ZR>Jc52Yd
zBjsjq3d2&k4Cno4Xtj+rd%%^EbyQ%<q{`PmQ#SL2c1kF$c$}KH<h$_Rckvq=7<Y7S
zSL&-+9niZnqWpTdgksfo=chfT8wH~_rc4boZn9miWTyIamEgw0IUhZ)2OdA5th8yD
z?%K0IRiyp0=cUBnJnH(bZ9?<)ORLWptyr!ddS-r5P_?LjUd@gVR@YlA`okjvdjCv}
zb=$alhdT4Tsh`)aR6TlT&D%L;E4q5-_B)C7M8B%swtID~^~8C5j}{h2dm0J3OT4PS
zzQ}Hlo_yiU%P(WDZFzJ_sN?3_FYALi-Ced?Xj%H+^LHtbn(dy~!esn5&b{c|C&T9~
z*TXASChb4xU$sznQ?kkf{!6<TrmVZST+}l=b&;iUmf4)=rqfjv%GYiCvWSU2>e2JN
zeeO|9wfCO+dguJqz5=agp#x8@E<SK_mCn)CJ7tU~KfAF`K(DYV^LX>DEesN8)9##N
zXSlkqEpy$GpmU<LMLlPitFH}D@RpgiNhEJ=M^4KEn}ka_&(<c)D-88>v@n^ZY2p#i
zw9@M9_tgiBd*)oxGw?NBwtnL*QAd+p+twJ4o$MmV6O8+`ZGC6^tY9}y-yykzG0A^v
zRLHZrGkfOVXyL0|nH=C@DtCCtui#%v9p6Q_=o&XhUf%Zj!WARKvwqDz^R6b=vO7z#
z&(pF@iJNk~_{7=p8^vc;-f7=(l~h+-?r~1brQde7qmoLn*yBqk-&YG+t(rLR=JF36
ze%eyyI<>1UV=lU%>AbD-;OY(~^+{P0Nhc-OmL6CgEx2)&%|<ybQ-?jX7Q{SPUuw8C
z?SY)ewP#&EC4JJSGa{XX=WJJ6k(-vqbK7-VYLdnKs6yAq_W{oNJ;K+vnll)%8ZJAw
z;3UJfu5A|^@2zq%`;_V3dqrgK<=tYQ9x>^&7Daq24wg8nGC8t%Bl}v$MX$oA<<D9d
z&8ii>H_1Tf=2})A5k{{g+ivdI)OaCT)VJ@M<+5XIj#P&(cUpbo+4AXUCQF4f_Z0i2
zKH%CUtQ)kc_?TfBi=i94*B(EHvo6b7YBkUOv<dKSy<<GzYo&72fsi#0F~6==&vRvV
zSy!<2+=>4T_E}eEIc{H@ylPUh!*MZ-mBOt{B~`8znXzdIhJ3mcw#A*9ZQ}%)$x(sn
z*Bbk$r2eo8t=AV_r2O3E?4kxmSFR;j7Vt28Jl^W&$q>NVY@c&!fvs)Uu7;?s%CS4o
zGP8CtpLI1}SHNrMZfQE>NXon~oJzM6=4Hwrd$oe|>k7#}i=_+w{g!T<wn+cPDod3s
z3k0^D+~ILGZi(fArLNL11nX1}UEQWo=o6&L$u{8xUpbddpXTd%TiLh`AI;$NNqDv(
zFYDZg<)UowGMH9>ytRnoWAIMv_G=TG=LE3iScQCCaKfZ~^@=%#4&o1)S+06FIWB*H
z``%`?iQPdzXPK>CsPxHk^;6H_(8ZDmSF>C;Hj;mzv?$f~Xk4lE=B~_xB8(C0vYJ1Y
z6+(VWtZ*}`Sg<;C$DM@F{_oG)@cHso9@C1xFtMS0Y5KFJ3~$d_t}wi|RJ-r}3dPkw
ze>xn`TDGTjHJ9I=uvV2u_pRYm7z%^glx93uxOAmyDns%4wO)s28T%w}ygn<RdByT#
zUsJJiUQ^YcPqwdDZl0X1Dfv2Pmi&zH?4>_571Ce+yqpoX^Yty0>zj6Q1a6*J_~-ST
ze6EaL&5M4{JSgj1;ofRm?Q&zK#0gmsnd{ef*{x@v#-Z51wc<zTlDkv;Zk0@%_wmKG
zSw3QCjLO3o+&s?2(_l9@`^@7j-WwiEu6?>c#JTb3^~Rv^F!!yVDidE#yyq%mu{L8}
z&EcaJU-x`E^H?T)*~_C7YK~N27oE3jbJ@j9%!<nMww8S0mt8e~7U$2(mE}VFtL?5>
zG)0M|%$QVQx3%X9&+}RPZC3Fy98I=NKU?HEcgwXSsvjy=2TnX_8X0c6@?wO++0>Ma
z*DiV7?A+F;CG_-sRCk3+W01xz<3BI6H?|&FwbAB^kVs&c%^9KEs<4vtdpFO!s{0~u
zTE~X7pJe3jTw@5+t601I0JD9^w^go-Wv&^$$l9iP<_QDmqpc>NgjM%5M_l^z>FcBI
z)44egy#0B(zwq=!#hqFa5B_F^2eecN&rzQey>rc_yPwZzO;5XfGjOxViK({>nOFSL
z-srgRY-GPe($0#cv^nPg8CLCzoS(Z}V=1rn>jlrVS4(Duo;<$P{6t#u{BtWKcSLTw
z%en5LQ*yz3U$<9pI?ZOz=nC{W?--da_v!h(W$Vr>MrvMIXD)Zcey(_TZTs^(=eES0
zI4+aUw7X(MNJ2Po*5h-jZ;WH_E)v>XVY)@f)!FEq!K;v8VQ%v?5>-1SRK7mjveova
z#=&Q^rPE{{&&!hTy`i#GaHdY`(*s}EwOwQ2U<q^4*?scM+Ki>vzpflSYW+1OWbc}Z
zS6#Z6D-_PUmKmb)d}+$Dn@sC}rnZ~jSf70E^~%`=&dtX~&v^2<JQuxq*P_>O)^nqs
zCru~cPu^&@=3RWm<A@&;>%tx}ygTsaZS?7aE`HPFad$j-yj}C;vX;%Q8*4V?s=BXr
zwb2rhUoYz7uQg}R@9#@@PrWB+yGnG@g;(L3G2W6BVznCQHOQ|m-+W|uJ=bHC*#?)`
zEl<3j^?JR`hS0bLVW;l&Zb`bjEafog$p=?0yK7GV2>TN~)$;wFYbsqnEsy)M^-Cj`
zsu$~ByP`bFH^=X(vc;N9KPEI;{8{ZLvFD1)_OC1VUfx(VY1hua&BjdHe2>I6udlCq
zAt_|J!8bj2|G5PvD|+9APMal^xxjUTYnf{K;hr$jEm;l<#nJf&Z90agYqs4v=6g3Q
ze#^E`$vXb(`?prsZQPYPBfab8tXEDRJRV9Lg2dBKmz*@6z1cJ3+N8qCMd`fX<ow=T
z3wbrsQl>F(q3Ir<HEzW*E#De%<eiU_N{=_zaLncTU3}np+?Lm?L;CC|l%7~U$tfvR
zaNcu;(sfDIKSehjw-1g|O$xXBetDypv|D9g@$1Q9>$hor?D<``dfRt>>-kHaYZ}Zr
zR@U--DSB6QNKz&Dp!K!0d$(Si;PKOcebuBpZ%!T;P03=epML#U=uP7|kG;3tIwRbz
ziz-hXO<WdL!1Zy~1#_PLHF6nk6|wy?&$~?YUPj!Hoai9&`ei_jg@eQ=!(SnR3Y8(r
z3|C*Tb}PBHc;g>!No|2A>r=wop55~B3_iy%+O9oSy@{<h>+QO!ChBGURTm0ml9^4z
z`et=z?Dfof8}>+fmroe)v8kPhRu{gGRhu_SOw0J?fq$XPb=OSXsAtdjHEh4L*tHca
zvlA{JGk8*~IenrZTY370z`_E%fR^W<R)1J~q{Bkx%I^4;Trqq7?Wg;fC;7*F-MiG&
z^X%^Ci6?CLOI@0GD|NQ2*W}k>xl6jw$@Cunykz#f?8>~EUXLu3)r{rY_r`DdDOu!@
zP@tXptn)_Rvkgloh9#VESo&UlN3mB_#Qt?B^(W14b6@c`W^e1~mB;=WURoa?v*jbl
z=dLGxGmAx59qoAEcO<B4+q=*;Q!n1ywrF1-*Vk42d6#0u;~p*UIpp<D-r$M6*Oj)X
z$&)9(_Ep`v^!CdOp=}Y@m;VSWJ?wQPwXpBUx|6A$4T-<5RwlVU5&U^^v8rvE<qv`U
z;QqDw=Y=XQ&)H37aAohB+V<nb`8Z9rX)R`#HKWh%_IOeG{MuZZqqEsoyJm0fwOo6@
zcloUB*po49`*!Wk*d#tV#N_L)S#|!B=WVXO(3xM69&<gEcbA*9#_@-ti^_NMX6K%j
z2vCq*J7q`UKhtR*_EW<@3zS-XSu<yA%BRKk8qY1Co9@p$81f)oKG&-4oN=s;@H7jF
zqq%bN)|;g!)^>mPy6vH~voi2|y66p?3%NfV&K6x4PV9_H;ExKm%1Y(5c%dR_C~JLX
z)9U4Fn~%PJ!eB2o!Q=h+*~<53Wlwfpx%J7-h_>Q`N~<g<dP=HoKfEB$`rp)upVpf~
zsy_$4O?<hvXT`$wys2A7x14&+<?&VI={!+;je~1<s24Z(X-6zc)pvaHW_8p4xzRm_
z3U40GdaGvlEHmkM!b!mi+M(5pr89SKS=BDPF=~TBkfrFk)u-6c7<%=~y<6&=wPbRX
z#MYHBlpNSql6Jm)-eUNK`K5oyq{YwvX6>2QaooBsJJQm0Y0tM5Z-wL_Pr+0RnJXU;
ztg^cLwYTC}Mo;ve@GGCIS66PTi+Yx)dqVR4%ecvP5otRzV>`3X1$OUiyRiF3VUh3)
z*HF(8gA?l(xrEEIWp!+hfA?(XmDn#CFFP0K7BnQ=R9{>4$}YOc;C0NM2`9Rz#(a#l
z&zS1R^~Jt7c*@j?euB0Bsr|vN2kzNRZGG-|C86tcb!O-lo^S8N_Z;geSK1P4mTt20
zTl!L0)5YsV9`qgCx^Q~tLHoa1pJwQNI^4VO-qhRC9$r1gQErRU^2BWIjy-2*pI`M>
znYX9s(Vkt0{AZ-?wY!wyAo}8RxyPefHOD5slWFdnUHLw&pfzjZgL&DDPD*Y`dL^`E
z;sy(qzONt4`{ld?-bzn=WyKty7JsW#DZz-(!t}%YBOUq=`y4(_^N%`}_c|f0+)nnR
z>gBWA#(Zv7;e9r9CQgo<y=qO%#<%Am#^qd?bZocgAB{sH@7E{IOk2*LGf(Tnc9oDr
zcOLggz3kpNd3oN_lnFg$t0(SPo>P2qg_Q8TFHhYhe)^UyFJ_xmJ=^d^c9J>!{QnHG
z#UC}#8AcZ#*8k4`B=beqD($@9RE4hj79uxt-uZjnUhWe%>*e=$`Ca*^HWc?4XPh+M
zWq6)#rBG4jy18FYAK-tdVpA1vYr5rCrJH<fYKhOB>WS<UkJ*;-hB%$Poc}V6#kg<d
z_NO6BH_qSkBI~%uWBa+jdp-Vb?FmYK)e_?5c5+>>l%~&ZqxH+P-q~2z2)#1k{C)K)
zTN1n4R+E?a-xju>E9aYfI?QlN6uY+e7kj@wx(|ERzGYV~y*;t{Y;7)c#;nwZp{}ue
z4dXc~?7ltXt~k@<^f8vbdrw$GN9%0m{Fv+K&#hT`bcMy8SBJwF-Tod_d+NUMo^nZk
z86S%i53WC-wseK**~6B3ORnA9yV|?lre&wXJne>>=WFv@53kstshe_WQK|abTCpRo
z=M3ll&0MYcK4klLON%cneA-{e9jbHlJ!yOPp}NR_2J^KEot_r98!ydEwF%W!in-Tz
zVxq5&S@kuG$-KeZGNnsy`rf-GKI3!f%;QU?&uQ)vzP3<FZ=I7rL-4PO{#>?Nr`&2+
z-ki2G?%BQRaxV`(+fu4=BW=;;_>()_kNYj!Vk+r8xvy=9%KfeG3w=+&`W$xQ^Yb{5
zV_7TN)qBF0Oq}ocHRM=T*?Q-Y%2hl$b$hPws;Kz)(&OuTL5Al3rB%n8^==$c+cT%e
za>ah->4Md|R`af!-F%=`t9?@Cl1$7r?PJ*&b0ly1q$_+~H|y6))}1-UT|cuTIxm$)
zzwwi`^tH|D=f0{Js&s?>KSR`>y*Kh+$IjcdP9>rE%IBDBeVcFVR~)`SdFI~8cRPRk
z?G|jjKHu-ELg@LZs&)2Sb$nG-;dwn%#jl9ES%u7yn}4mR(En}Nns(7uk_TT0Y%o=x
z6Pi@Z8*lM6m*HP&?2V9~y11>rCvE>TaGhOt%h)qkjG2MeU{2xuwP8G-ze4t&)i%ja
zw4dwZZZm7fdihot$1l%jl^H*+np!yd@?MK$zEQV(LS9RJT~(y(k>lBXHs9s2{Mz(I
z4}OPrHTTqoc6aC8Qhk~@tL{z7s=KSq)aTThOzONed!uHay;Z}N)N@*5D$JhSFC3l5
z%wTV|V^g1TM0JNq<%5*!F!S;oUW=m^FOT$>wOn23-5j$irsu)cCp+T3E^5zO<6c(s
z+VH$ru;CiTf_+<-`QBVvXc9X4RrZ#-pF?Lhb1g`d+j8F|eXZII^U}pCSt}~kmgs5i
zHhMC_-tLRWOttkpE*-hlwv55onnmV!SeL#tr{DXcN822pt#>(Yb1kc>Vy);23zMZg
z)@w_jxWi}pXv^fOrst2Vd+mSDAJz8lLgv<;D+=5UeKaSYSe0pSAGbB<gxS~E0q=VC
z#k3Zjjo^M8I?aL4<7H6g>Fr%29p6L0${qf+=A?+szpce*B;Ph^+l4*vdo){*)2#UO
z0#O$?#<lJ&9|PV<TCSY>d)iA^k68-F(HT46M{ZbnHmkvw|MI<!IbRaibQa$>Eo1w+
zbIk+0ysfK+{wZyaz7y>!eWHTdR(ttY8?L7T#j&}Ydib`y>wA4qy^!HS@paKX&D>qj
z-bPzIUmo>RV4YTQ_=U5#Zbxjm!ED-WU32HrHrdtlrtUOZ@;1pb&tjhCuV?djcb(B=
zIOmqxROi0e?YWO$iNS`0tNRYDGmbDk!)AST>6G%-T^G*febSluKG0HruHJ*fx1mc5
zSW~Wc2fhlK*sc(!ZGKOou5`hr^gmzMbVkn!msx+~-SV|lyM!ipEr?pTU%l_9C`a(T
zxtb350yoMT`P*h`R>^7o2;zLaHf+Y99pBczGnLgVyl(k?e${i;fXI#SV@-ZMN!}lI
zctWXdcE)YzGb_FtN>;uMy=CC|Xv>Y2M}rl5u3djqv^#s{gbV2=9EG>GHhsJ<bEQGw
z$>L~s@~nW~FK$VW^IwNa@y<zJo8>l_&pKqS)Woof=QUPKYBl=*xbjq_WVub+<gFP?
zi$zcDn*P9{$l_=TCs*?%cG=Z4IzL>!?ot<ctYYP?T_)|?)qJ0($W4`2ko_IHp`h}p
z%NfgOJKsLb);OxnI&;dE4sWTwDvq6tEH>V_w14J#2~FFRLNblPwR3lz_u4P1Sa>v2
zi}R1Btd_LI+Wf}1k<YHL7rkuoY@wFt`yQ$C*t3sjp4_|evHZVP?QiPO?K-dVc)8z~
zr_F!9ExFrk=~t?I*+y48y0194Dr)letzJ3TWwoteWh|O^;&Y`g<72kXatCMIgs(E4
z_2l2yz_siWqMM#tW(94&@=0uy!WYxnHz#5q?QMDau=Bu^t8SOsIFu(}+nO8ktYFfO
zkLKI8{C^&`GS{lQzAPrwUZ4AH;is3Mm=COYx<6PnY>C`;lQmnFcAQ-Ax#`+u3EjzY
zau=;OKKOm5Tc`7nOWo9iR)RTSRz3?=T66J>&8<nBCeQh2dgSgsw{n51&vALBk{f%E
zZCbK-;`X8}G0E7he4Se#w`(q~t&sS-M&ilOP1;PJu}fYR{&^jAL--v3<G8stwrkTW
zF0Wgaz4GO*(AP|i>mxSpIUs3w;BWSk+{J|#O4j|l`h<&f^`z`4PC<ni=UrvJ)hcPa
zWwJJd<9fNir`Kn_c>C_=jN(h1yJG{F+e}?ol~a-W;Oc%&kFV>hF6BJFw9BK<KT7C&
zam4AhXLha)X>N?nO|h_8cjm#ISqlxAR=R3WKX>mLPXKG)o@;xOWq(}_a`<)SwO&?g
z(&F5l%my}#<)ROse^_<u@t2i6Q^n1`^_FPvkX)t8R~6RNJ~`AwCSXgxv$@GHA-6v=
zm-Z}{KeuA~?OErixv^V5nw+y@%P;Y}pE!<ZEjT`TeqGl5S<!0Ce75nw?3#8vT2^pN
z>Bh}jdtWaIv5~V}(`{sZ-J!X8){`mzPP2V=-QA?s)-OoBwlJnD^iAKL;N`Ne;WM`E
zc(isUOX1J3fVbg~)pku0wz=tdbb;kjA0sy{zCBkKZu}W`is$In+T#L-bEMAAGC1%t
zEXpZM=+3n~v#L9{jPqC9ybs(U^TGJbdWoxVoL3h%aXuIQa`#NO(!{vz`sHjqO#e*h
zB)q$M<;ilsu$tsmFE43tJZ2ojIV&UPtLWFh#Y^&ar#|0bmwlpCmf3m(UvX^6tH_)4
zt)tn^ZU<Rf^QO5fvwvP6cWG<U6Q0j;MkdGmk`KyU4^Eoos#dvf*<-!7kkE=#XJ7O$
z&(UXQoS*fI^}z9{k8`aa%w0ZzX%&-?2m5W)-bGcNv86jNnjGlkb%<9f`M&1Gj7f#}
z*G4mZ4o)qSN^7a^)AnV&eKzUHo$H=l??jEVjvNzy7ClX=TP3C5>xRe1pxdtVvICAW
zU7r}XYVXW15mn*d&U5EKmCZhH%IR?8tLg1m{2QaM?OFHEdC!w)I~Tt9%qqJ&yG62F
z{mijh6Q<=K{u$cwQ@QI>FNfvvpQi6z^+Fdu@?7@r!i@xley<maadS#mF#IfHe;Tfw
zqi?$2x365c#BI_#!|>~}+J^G#Yh&G>n~HC?TyolvGp0I>=i>zbtb0a0JlA6WGniNH
zjhwRXV)tj}6Yrz1ohz_h<s@{x@!pn)4UgAq=kILSbzQgY*Ny|vyWA%;Too$Nn$q|7
zfZ8Ijle5+JjUrP{KKLARBSlWrY2%YCs~pyqoxR+<)o0D=H-?usuFJXFp7U3`X2-M5
z&!?1`ipwiyy_}Psd2;vsc&|;nGEOM)ZC$@xecn|o3;DlQ%X3ZjjGDH->)mU2m65&Y
zdiaxt%FMsQrCH9b+5dRf%ZGF3JbBz0@VGSP?9>R|nQJ#_@zj|LOl<tmz?DAFF!J3G
zo04^&fwi2)`75`Io?czLuFLxFqCJ;9Z<vd!-=3{J@9OC{>E#JM*Nc~3$zxvmb^ZL(
z`;Xqw`kJ}Uo9{nE)aTeBVZ8!d&$WqeUYT2pAF2J!*=m=zpT+A=^5mmNS9+56GJW^C
z6V3cGX8R45-bUt6>q|YO{n{sb`OUekdt5;BsK<pocBL(E7wPQ0efiqf)`b=ig7*HB
z_vLZ5JgPmfR<%j)ZoSl@*>0*k;{2VvzHUxC+ITyB(H53Zd$q3I32O^F?6j!t;yh!%
znJN*|eum*SZL+(=w{)vmNZ0#Z)hyY1;Ad^t)aox5>dkX)E7w&jxUG6Csr+%h_hfHL
ziKx@HN`8m;dtD6aFK)|Q{M%ZtF3D1%Yu&e<a>sU;UwX#AG$dQo{lm471@C$mZT;TI
zxwdJe#mX?n`RkXK6i4k~nfNP|VS(KIsEcb&k|$qxQtj?@O}}%rRc)K``=jAgWCU+*
zoRsd8n=-dg_DY+|*JbTFU)SDz5L05g=Kkh66P>y?8qV@B_PX_8C40H^tY6s&|LGZ8
zIcq;DSwHnq?(I*LqXS}$3=#@^WPXLKMg>mVc;9bz(601rMmJ)aPtCJ;j*hCBT@gHq
zKl#?)O|e$$EEBY6PCH~VU(2xPUx`)N%{c+Ri*}}bc@a9<H(q0#<$CF>A_vXopIqN5
zz2I<O<$CjLZ{!@#EVf*^W#V0Nzk<T-;CWlGGWKZNJl<Nhtmo3yJDvw*UmyAMR_&Sh
zQg-Vii?>Is52S2ssJYX4es5~nb`{g=#ZNYFO<VeA>X+Ar*Qd)xp0qT5I;(HVC81Td
zS=W}Yu<3KKcztPg=B{F|hqsq6t(dS}>+*i*^UEb;RjcPLpLBLw&X=>17uM}r>#(kN
z_0lVETXGw$!#T61)mHSL<6K`hC&a{VQAB=fd(qt&wQ8Fz<7&0o!_LdkjosW|<2~P@
zIQXQP;rrN_Rkvp!s(bata;LKTB&*QhZi*kHayb-A)=Z7p%Rk-~vohl4vpwZjs>+4u
zy`FC6;NHG9=d4Cgx=pCOiN~X@;hryi-b&oxc{t8t<MADh*S3C{J+(COw#eI5u0uyY
z#>7o7N}kVCab9wb@<;1AUoZD4TzkIGHz&;K@Y00N6FGvhMX|1`8zf~p)+H`r?PS}!
zd6%Z!2j6#@&YH*Lru>Zmyz1h*OKcgX_VcS=?AkadbY_wAiIwkyizdFlxA}3B;l!xK
zPdkpL=f*8}n`KheSa58MU2x;ez<X{d$^}Cf*7OAX1Z}?;Rm#0vZtBy0%9|n|<}W;2
zHBsj4y5z8y$`rZRkypAVnJ(7$RK4;eJ9xWcjG4o_Fu&)buj;fqlXql&vXu0+Dg3kg
zaKM&ZcKoIb-)uD6baBF4*&<_asiw?zKaSV0&#Ky_^)WiD=2z9EQ>V8)+AyKtSY_6J
zW1-?}D~@s0JYM;1zV2kbMc-}C%~IfczSZ);gD<N-%JAo0Idk~><Ou5-!Oyp?I_&X$
zZK$5(pI2##TOM1kQknBuY5COIsypjA84HhBy?vx|OuMDk@=x~eE%Lix&$^^3aq!mq
zmFHeLZv4WwlY!gJp!#}sP0xXkN8J}^l!tF;3^n3>GV66f*+p5?rJ`%kSZiCRCJ1^<
z{SrSM$C;Kot@N?NqrLiv{|Ri}&>I!X+HsC!-Mx38ERt_6;He4=%{n&eVw{`Fi*sAH
z<{7#~ztu_Plv-i&C%b?571g4;{6mYTB`OQ~75Nr_pI+#)WRl&~$9_we>ed@y>or+3
z>F2!ehqqUI+T3{O)oRQ6I?n%5<-=`rubK03+G<^IFJ+w_EGXy9WEhj*qx|WsqzDgV
z%sT&Dw?Eq6G4-gHnpn8oyZG$7yx19^uUyTzulx4e%H7HL?Y^e*q^~oM+spE<e|pj6
z)$6XC=T2NYRj_*ErM>MTJEF5W9>k<)uy3vSy5^qmA)~J{*L`*GOg9pGwtLN;$H{jO
zUJY2Cwr<{$ZGVdA)my#FjS#U|mpGy0^Yy;0r+c1?udUkdsr)MQa&FvR|B@f&YmUlo
zDS17OjeFsCmJj@EGb%10G`Ff-s&!P_$XIBGtZPNwWR>_^(>`q$y{$Ci!0+oX=2RVB
zw|1$D-@)a*bz$$apJ$!wwc0eLB)?kNZ%xMIIk7uawz@x`bIbSIC!0n5%d}tSH}6W>
zaPP$Ag}zTpCC*lv&fSuDcNUAfx_Vyr;%)P^t7oK!aEP{592b4*wL~j%_N(GY8x2=R
zPjtO$d+}byY;W)MDegT67RUG294~$_GcP4Qv+SMaqkW4%@~up_5!`jcitp=_$*;|_
z3RGD>7{=+vt<?HF+3PRIv2#ncN}jUsdp`9)!y!h6AhDS0t1cf(pZMNvUt#|^Zkg%t
zRM~8!$453Os56wlj`y_s@GsV;Uu~Mv{*`BB`5u|DCo0Pph9+)HEiycxwR}azi~I-y
zwzLO~*LM4Ao&BbJ=4asbS)W!v&bZv2?;m`z&3bB7;GUUbx4ov$Fm765{hz_>)@@-;
z53?uf>b9@6XW!q_)+cB6{n^g$iuJnh926eRd46fnjNdiE&#oE#Ik!IJIrp~pH<nf}
zGq%i(*nVxNb%(=*2ZeEqD~|LS{K@X!)n{i{D&Jdm<>fK1QyT9VhRy2VbLqmvJhq#R
z%*&(R=zhAe^4rSAmvz@g=+9eKcztcT(2Hr`rez$8J@V~rmEn)LqkoHfR=H|sRZec=
zEADx=Wuaxi-J(^o4aRS0<t}b&H$DEXKe}RBPUhyH<`uTm{aIgS-Hw;8NU$zlFQ`8=
z<X6((Yv(@rFIULlBR+q@TB)j+3lBY8*cpH7ymnD|^HDqHgQBXZrp}pPRS}~t6XKq{
zEbG&SQ}b+pn5u9EGxTt+<+(jOuac$fM#QJW>!zNPo?p_V6YU;u;rIG-+w@L@OuFdv
zTdCWwp0AJkB5hR87#nyouVU*z-Lt_$0!0h17`~j=`+ZSN`h~DR0qt^E<H|i6*UC*R
zGYC&Ntz7!@sK;-s;y2oJ{CP5icB<Vp{P$vA>yq+3f628LbNH?{ZCP3^u4%HixMTLg
zS<DHwU54-2wCC^mz~6pD{!2}DpY}~QzKUfc4wh?Wl5aB2>x_DSUZ}?G;+zjl>JO}1
z|3_=C?C0Od<a?`+9%i+vx?J-pgfXHhc;AUUgUjCw_b>dcdjHVY4&z%Mw~u+S@2x!g
zDdskFZlz=xJ7dTCJ-Q#*d@H|q+n8ssjy4m}X%LbqU88leWqQ8ymBV4}<~ox+Ulu>T
ztA8+i70=<Sowog1*CszqTl*|Gdg(Wd1MAJFyxu2%rJMJ+dCD)T-~5N<j5l3f8`}LS
zhNmejGjM6{^qEhS4MJ9i?OCa|bk(Gr^X*Q4*nLD}L1(}}6{&^hhu4c9m_2oqb>iyx
z8crUL7AB{!#WBcT-Lv6Gb++(4iyEC-e=q&M`SbmM29D=F4;3_u``wOutN&3CJ3Qlw
zLdp6a$_?Uo3V#-Qt9YF4Vf+!s&)xpdp(4ii&6Mej?c{y)k9jtHTleEhs^`DZMf)_b
zPybumXt%TH`mN4HrlzBgf3#Y*nO!PKjz86zn6dT4zm(dbssAkJ%gz^L{<rBsf5MLC
zM<2~K|FQPO`t{Qf-zrx*u;+JZ{SP;jNEODl%J%K1+{|p-GtNbLy#9UcZ{Vj3ANhJ7
z|Cs(tlW*~o6K=N~?74o${bx8}CqMN+!{e)rFAp$(UYA$j`ip(a5tmbUH(V7uSak1_
zK?PrSly}^V5Ak2rRCI6E8h1@U#V(!B-XHZ|`eEtJ;!T<Ec6(Q?eSYXzm+i&49r;zy
zeyzE-UGeE;zw2##XIos*yS!xPpR7~fb#|ZTUG=MH$^N)a=(F8SbyJ@o*+)MX_3o&a
zN&md&p4{RWGiRU9c70p=s+3#zaI#8QrRV0kS5M5&m%81+yIJ0kan;+E71NY#PP5y8
zkpHmG^WkdOKWh4%;Y%%Rk1upBw~5=jRBnr-rP`h{e}PvL)^BDc-(H$NUqG3E9-B<E
z>EuIK>QiS{ORai!{+(TWcYJSsPk+wUg^wKgf8DFw`q}ep?v3wEOa5KhV*lyF`k&vH
zzFF<QOX;%LE%^ZbPS4j0|4P^M?O8te(7w>VkA_pHulLLP6?e+Y`{as!s`kAzi+yX?
zANjSh#zk=RtS$4@TFiChHMnojd0y}DH6`}Wyz*IB!;iYZo$a>O@6B(q`$q+ejE`U2
zuK1C6XX4o!pIK9{q}$DX9VIVtVoBcF5}h(tyB@o(k)?n5w=B7;IOTE0x~5yv#R5N%
zGwsuBKic{C)&2IPuk4>LJYF;F&GMPPH6dpo_pV&}Hu;tKj?XC!a*S(BwH7?Tv@gE>
z=<7K@=dUd}`RGCT-;Cp;7iCUOs#-R4|Mf?|a;jY}P0QMuFK2l^>f??*{(=eRJhj;i
z+K*f;JYj!ow{p+n-POmvk6oM+6!g`$bm@_laLtn0=VPuZe&peqaZaoIwZU5jgFmmA
zMRfVTR5`2Iv1H%HtY?o;JFU7pJDb_>$n&qSW8Q3!o~`o1w<N5pbxq;l_p>(jX5~d~
zUKN`0>80w*3oL?j_^uv%C7!TbVfFN?HPsS}xjw(tYbZMM^>r-YR&(9UYNnds<15d-
z(rKOPVY%LNf5m}YY{tj3FRq)Ip8K@v`L#WdBN}!xdK|DV(q3h}?8`1I*^Ht;-tTQb
zm1TV1ynbt?+HU(32ew7+b^FJe$ns9Y?&o@=X&g_IBG$)!-L=|JKT<W{c<z<1=G)hv
z&*He{d|4(W+)I!nuBv3c!>n7Z@_NQyC#GFe^GV@fn*a5T)$feYF)!~wvf24?VyDW-
zi0y{oj@7=ty7W@_!dr)Lgqy3kFR%ZZvADlVvG?%FKN;&Pmads(vnz38^Q@&?%bxAk
zisy+dJ7{|T?8Cc0LN#s2pT})66p6Z&@pQ^Ul{fDSCV5_4$+&a%qRHNSf*f1h9|mxn
z#WXE9-L+Es#fjcEiMxUycXpT9TwCnkw|LgtQ?u@Rb_IS>DPgoKj<{@g=ZneD^dgTn
zk2qCk#hf{r5!FBOPKeJ<^;sR_$3-Jg7l+K--Fi}TL*cBY%JZ(g5#W3uup;R|Xe{5m
zr#FsQ?J*FU_f@1|e$>`2bupK^rMGq+kV>A|*!&}S?oLyWi4#Lk>}%cX;JNZi=z+K1
z3=ign2zi(%wXL%jD4dl)bCR3&rT+|3p`j;DxZYga{_?zO<`UQ718epkNfvoy$o}in
zMWb0;TPw}e=V|STJ-*y)cE(Y+7`6k;WX@EcP~h6uRd~ItSNW{ZT?W~V9kX{#nt0%>
z#_gV~xl^rH^BMZMJm4u=%{B3{h2+Y_cD1!L8qTV*${ydaB&fD3w38$BfT;gGzsy;y
zql=t1P99(GHHWG29OtSNOSWZ|sb8MxDJisDBS!A)nKL)@w5}dKoGkm=)Z1{GH6H^L
zYetLug5}P9&z^*>VD$H2tM<m0Gk2jDv()-xwP#9OgQv=Fj`@4c{G(I3y3=Yy=Dw|L
z-`JPhw%vJhnd!ZKtKrh3GbxYfBrUX5?`t-B#CAbz-}@<DTuGbXJvNPLd>t_D_K(X(
zo(q~R-F)3PK31FGGw0jV6UuU1)*Q%S&?^qPBeh$N;b{2VOEW~vwrTy*zSq)UC=+^N
zHk<VYrpb*V+^MThH+N+n@>gH5V7s*9nFgk;#-wPbHD_)<kjh$j^?Vf1n@(ldz{$ZM
zjIR1@RGasSRYHU@%G1a<<jE|{vo;ef*cy8h8$&<&du<C>nyP&8<O&}Smz0EgQ`UZ6
z&9h|A)#5PU4w)xcR&e~u471sml_SNd<Z?n}&7GhXk5*g0b<B*Ju#G`-NpR2ApsQ9*
z83LCl&#Js7uDsTE<E<HoxgA8l3)M|oJ?Y9q4%@6#ef3-n88X+p=IDkx7zdjfIGD_B
zSoZdO+}DT+S?RJ_8_pV-C?{@TYvuMJSbUl7DzTFbGGBRcD2qxwZuDSWZt$pady$gg
ztKbIPk8W-i?|qUdJF0X~4!;;!b(K}ip3COkmRUQ*PWLsfHfr`TKKR<}t*17_2UhEz
zOKSdpUrw@F&60TMeW5roooVh#(a3(=Op`C%&2qj<^R^tmG^L0);Py^+l}ED<iyA%8
zb-H<sbD@xl;Mwe>+J#*wdW-6%-k01}@d};0ZLQiH)9Sg$+n?=JbxQ9kejA@!5vg{|
zE;vs3;jv3^8CdjeeXB$2G`4J)-(4DbBYbL{=k|=bC66=p(igt}cw*wJNk$GYy}vzA
zVq<vzWxd$;kD^B}*X(J&w|lku^rDT{o8x32T-z<TYD&u9Yv&_2mGg1fuD<f-ot@*n
ztIwpWj29>~?XHMmytY%dI^v~&_T1^Wqb200M)ZZ-d=Wi;AYz;K^-!6}w=ti-SWP&;
z_vD|Kjmje5q^qumDcdCNNcn1&T+3dodFF;p=~)AVvzkGbYu-P}t?djbo>kJW&TJyn
zdN!Q>+2Yv?G<M%97VKKWaPocFjFegH)h-@&4mb6Ex!~|5%QcZVe$EMZlsNGuEac*R
z<K;D6M~}`rdhBULV>;V5o&yY8Yqz9ET-mhXT>adjyhGJfmlSz5zV=O=_)e=k)=hf7
z*LvAQk`CutuH{|7`6_E#+a0cQ!M?8>KE7+1@AEN4G3<`ic0ZeCfiJIZ_0qKUxm|PW
z%mc|o!pEy#=Spm`w7YsLM)9*%;jGsQhi)?W&8ZU=%-vq}O1G<AG2;2XC5mDCKR7Ly
z^p+R#xf=b}W@PTOSQTx{m@iUjR<t?R@ay`3tvj_PR7zgPn9a-x?G`BPdYR5<5iRn#
zR3tt6-qhB8WmDS=*oq_59!@h_@O9O_>dH#Bwb8D7Qu>yQPCs(DQCr)t&FGHZua|En
zH;3*!DYXN1mC+f)T%~n}nUl@dZoK~T$E}0y3fHD=*7%vNb<>0W%GK<dW<pihQ)UP5
zeE#Y8U7pz|J5`>)jJbX4$%o=!p}QAFOnw`Zd$BX8uW855+Y@g}M8-Xpw`f0Bn`Of(
z^YN^mhvd_r{?4<mZ{4E!sX{dC?d;h6h3D=$Ewnu=cxahj_KICi_CD9`wcbj||IPA!
zb<r!_Q|jAN<p;Cc+>;fR_ZH93D7c|=-H}h__~oV9XDe<!6Y>u`F{_f3q0hK)Yg}d7
zvE!H4aqO>hv!17I^|$Ou;mep$<vRmC4tcjsJXaMSn5%a6+tI>;+d}2V&9PD|LmoVv
zmFt?3X<D8VxIgDif&cccVQs>Sr-hG(={?Im-gV!C+2VCDZ?t~2N>&u#-`2EO!oo^x
zGospW`LCCc%D)-qS-idR-qylhH;!hi-8M8l#$J5XGBIz-wJj5J4!*rE>N(ew`QB31
zqMt`X91qGo+LXVz!^P`k-_#WcWImrQ+SR;^$;iQS*%v+D`;YFN2$wzY_4xhbHqU;)
z>X2Y>V=+s+sb{zJrP`YndY%1h`u*w`>smcicO5>%d6}irs{<!Q+b>OU*sfKf(vz;f
zHznq_ugPpjOOvvFOO9RNnI(N9wW!I#`ai?h)r&VZDO#$eE3aQ#Xpq^<+@AJxFKg+x
z9wCRbXLG&@Pu{oOv64Z9tAB0L#@qYnH!NTOG<Hq@jugh`TU*{f;G3yXTYXLI>8W#?
zdwEX8hCXKB#+JRM@!|QHu1CwZO;_J=o^9H-w9khodA$5_sVMK4@QHcbtyk~fo#H&n
zDqJ;hqwT?$eOI;z?CCM!JpM>qF>;cVf#cVs3G0h~*4~x8bI?TW%uR=T^Z#ZYzhcV2
zrDg?(^4^H1%Wt`)%j%bAsm)+A6K0=Z_2T=QiDwsCS{t2KQ|<2$jys-My!<$S$k~b~
z6TH+9o@329_-ujd&M&ftQJ*sx8L#vYO{>a%6y+;z$^7$rTj$&0P>r>dXWiPhZ_Y}N
zAM29N`%Loe*(rI>*J*S82j1i}3%*+2KJ6*;&N*hcq|sq^)0fjG>1=2zvRD<q(N$iv
ziQ{FU>bjn5v#VBT6_pj3Z2V*?o3VSB;gP`UjhAM!tkJWuN!#^u?HjdrJ+{IdSF(PI
zJk89$@@d6#wwPqewJj6gDO@SK9lhp=dd#nDNB7R3Iqk8@q#ea~Cm+_SIQDAFnb{rZ
z6C?5k-I8DW>h2WXc>n9tQ@!#lx2n7oXWkpLeFDq(^HtB5%$Cr-(6yQ8cZcLrYh8}Q
zJ*DnZo~7!dMzse#UPiJ7EYSPFDY`IMWQ~VPz~sGWY@cp2PYf%*5IVC^;#b!+6HbZO
z?=pKQ&zZl}R*zL;`@7R6rXnZz?l`|SODEy#*5>}*XG7O*QQTc>oa88RzG~ZK-`$Nz
zv(|Y3@zQcyklbY%|CxKHvDCA$0B)ICr|xU_?><_}rc%Gx|C2Iz<54}=G*y-DZY){{
zr_8#nRXFF$KCgOCmcJRFWc%%x3hv#e_G{wG69?GV>aI3=vR3K%mahlbay;5$@x1?e
zl$-erp?xo>aIN|xx=>_OVdI=2n_#w=Kd;^hU#O67a;bdd?85Cu2lh?xkFUDf_AH1|
zp-wa~?CQP`_N`f}OHxv0`q$=)+CQ^gGD)W9*zX-@11D);oZ~!eo`+gLOYu9+3;qT<
zhHJ0RoxF2WY|n}(Q&kV1_!oLX<#A8X<t6?GC1+ha7@sXvo4bC&-@CrLAB=kBYPGGL
z0zO2`{Jz#8__!xb^iAKYinVLb>~rN_8PPoL(N4{!uIH+*R(H?*<ZyD0n2}KNe}?O8
zq;nT96WmzkS^40j$8_~;D<5*a(`I_axjoPQkEUsE;DxOh-qv04IL@{)CCBj8b+PZ)
zH=3Wlyfx$CDoMZV5;k1Vr_4{9B4wpA(W;L(`)IM!1c`T|M>`{<RZ2})i@YgtH<_~K
z#-&roGiD@DjCGxIZnkStnTt%lzSr9%SLF>aqaDru@>%Y^?tC#PP?dR(eAMfQ#x4$d
z^R_;_W^ALUeN}he;%N$e#?5g@gtE`dl}z4wIoeCst?J6851wmS`dk#AJlg8~XV3MZ
z^4>K`7ZoaQgwOoZ@4anTlWR)YgRkqICWh!atk?L+dU%mp%I&_dbKlHRc~@8W<MN@f
zjoykatWWm^{?&eV)5LnSBDZkqm-TzMcHj1#|5st<u}az3XY@>S#l$Q_^Pjt9A2SQH
znk%ll<}trn&CBcuZ@t3UPaWU5?$-5(XP?Zt$8okw@Z;VVg*UDeUqolxA8`x)dsE@p
zuYgx4_X^i5oAYShTeIZP)K0}8;c^#Z`fIM;`eSivvEz<)g|BCQp55PJeq@5me+H>1
z=^xiEIO8y-Yo@orKZ$=TI}@h=*-`X0{nEBNmJh#pb}u-dxAltq!~5J0MqctUa@mi*
zeau_n{_AmMQN^^MC(pb+YO%&Wq&xJb>bu0G+D8*AJSF}dczh>x|CS2Z!c+b0?3dQn
z{Ab9GGcMMy6KM|LWpSqW>)DK#S84-vLjE&6KO%nO_pR^2A7=Ety;bqe^ueyD|GJ*M
zIc~f9`L!$0^VZKgG3l9`x^B$5-ndO0O$|$TMg=s*wXeTrHzkd=<5-o{*VEbkJZ}zL
zeXzQItk-6zMg4MHt)08(Ge6JUw`Fgu|8t9#k5YZNzj<_jmff<e_gy9{3GKUjB=Se`
z+s`e%?dluX3yN=NUj5}|Y+e7O*|Q~`nNK`_9V@UrN@`_H*VWZmCrw#-eEO=c&34WI
z8Cu;}ik{Ftzb)%t=Z9zSE(hH;nk4dkX?8{VqqToN9p{Wa@Mzx(@g(m=Yu??{Kdsp)
zvCd=5)pb3qYJ&>5SYCc}^YDp{(MtlW9@Kw5TWQ{tvxMtO%1U|ty|vt#*~u$>_V11P
zo9%yOpM<B$8y=z6SE|BKYMh^cD{uXUF9ts}E$*FMw)R<F)OpEBiK?`fqOT7;2wzaq
z?=$Jz*B`Hre^@8~@$33sORg-G)LStxWA)Lyrgu(cv^_rlJXFevfBlbZr}eWMr=)k?
zUCjL|X~F@yoosX1*Nc`eR^KWYf2u$$(Ch4!J|nF|J<k>-iG1Ss3Awm6^k!7t_0+BG
z%*|mTJfZQ1?uq_=t|u5ihNdP}mYQB<4%_8s{b-YN@zHE|HLd7$m!PuLuRaD3g3hqp
zTsm?yah|JL8MEp0`0wot7EOulc;R6CF(lIAZ0yumjRnOg&Q@tBw{B7JD~>%kT`??h
zo>jO|yGr=N7vI)SczdDj>w0}@y(s@^8Bxts<sRR-#XOYn70%&$vFOU;9bwLWQ=j#h
z%`SVsHko@{+XJ(AUq5bnG}q<ca-CHcsuFv*f7boc?U%EW`*{4JJ-v?(m#$x)a<e*d
zN0GyN-m5xif`t3Ne)*E6tx|qrt=P3~J5Mwo_u8;ZvnAnoNW0Q*%bD+7T^Gf!ZVnW%
zTxnhyu<>=@*7e30+9h5&{Wuz;W%<oiS<Yicv`W%S@6eT}HCDekbta4LNyr()dox6?
zwS21V=ip;s>a|L9^;h|+UVHks@;!Cka(q?47t`k;o=a&{x8AvWqoap!%8~pT{~3O*
zsCoQh*{biWxA@gN2N}N&H|GgU$h$HxJ+5-qwziE^dUJ2S{j%!Zfwa|~?Q0$0&w5_I
zbNAef>N8LN(U7!!5L)0H<rrLEtg_@Lv!1WRiNgy-S8sSwc>U|rPoA>2tD^Ti*EtKc
zu}t<0H{FzQcb=AFj^U-1CdpcyUo?*^syqq(THNKo`FC)Oh4PiK&R6~$Gy9*+xqRqJ
zK~}(wKd%B7l&{tfTAj9V^;5^kCI^~U>YiD1TfuMt^R+R(wm%jIaP8|_P?YJpp)2zh
zr^N9~%TgKS{M^@iEvXLL!BT5|-E!^Yq8T+M%ywUm4G%1P&}S9mV_~Xycv39)ipPJl
z17$?z4vU`t*`syI`|`ZITKR=4Gq;^%l({VBVBB?9$K&gx2^$Z*e(!f^x^DNp0(Qw|
zGmT%dWh-``c(jDSZ_%oQzPl$+;x1kCXwhB2u>TCU+H*HwS~h#*YI%vZs>~8cQyp%a
zF6%uXb@J5nq%S%w&lj4m7Ai2x;%Ju%TjKrcSI};uuAJ=>|F&+;S3I$%RYJMXYSy0S
zXJ=I}yts7g%)7NqxPOLSy2I1&^(b+A<LjtJP7VwA1%;a@FRX0izqGS^_5wauPo4ex
z_trVR3cFYNM@w(!qUJZbTYk!Fx-2O_?)B{P)c&y52fOP`W^23dvJ##9!TRc!9VbPb
zdJ5-!4mz$T{c(9&&tjD)Wn4F(+gz2rFZp=CDc9M9w)I|%Z5H%to869<mEy}Rvifz^
z-16D#_kUjb9=>zU_FPw$=|Tto86U$P4!rbOkZ!x`Lh$jmY3qx(E!(Cg$IrCF?*>a@
z)RBV9^K}*Ls@}H8XI=JQY`frG*28nrGGEu#xxGFgb!|s-^Eq4XIa3?fK3@3PQm=f$
z^OTp9Z*O&y5SNcylKOqsS_}5qv4U~#reTw<lvZyk4t!Eqx3z1!LXU75&x841SJiWS
zEGK(h=VAY}^33AfOA|S#d|m$Tu7BJS+im*BA1YSy-T$|0hk#(Svx~<8QLUFVyk<{3
zR^@fOUHxTj>gKsK{=A+m_UHTBjH%6aB6nua$vA1Z++mHchmnWc0#|jG$CLYZtiBiT
z+`lyG-Pt*z9TxvyybNwyetE67Yu}>T8-67%4mmTaP)9pyz24<7YjPgUx!O9pZ?R}*
z%q`=bOUH`;`Dz|tE^^@JljNn^=C5x}*IOR6+a>b$Jk3{!Z4Cn$=Uh3l*kqQTp2yAJ
zHiy4i|E^ltZJjN~nzc|uBtq6RzOYTy{@SeEgUq580$Gn%%_(1+Z>)B^dg|is!53X^
z-%M#fzBgxq+|09Hr|eIz72?ZXS5OqeH*f3tJ1=*#JlY$6nq4Msg@5k6vVSI7rl)Q`
zGR|b)@iyk`vFQzUQQxO;W>@JtHtS%-<6N&vyDz*7d2#b=dV}4Z!z<Q&yL_%fa{Yp6
z&oEi5vZF!&j!CMEE}G=7@<RPv;6u-)LUqrpUau`F5MLe>zS4bhk)8js?T;^YF!xQ(
zipne8<!ig9a_+X7+vo0Y&0o9l@zdk-Q_HmzYAsgoJKj+7pTX|Ro%x9tH#2u0`8%g;
zx6p&0@}nioF0-Trb^Dkv^~#x7x%Z9TE#Do_XT4IG)ALDthS(e4IN#IrvdzAlcGdFj
z%wvpSnsT<tIPzF=PrB$#>-qooS1nh0o9ym;yEyt>+|Fk$ljm1G+4GEjZKP+ky8XXZ
zQ&;xHtlxP1xVlW8Xmb7Yv&Ds{Co!BY2~<>Gzc*t|X>4gqqfti1d7r9lR{}~7e0d$k
zpT+R&YQ(8`zl@tp6s~d#E3@sk)GfNBo93B$T%k`ZcSo^j)N!TNZAx3ho9xeJU5*xT
z-)eoz^5vyX1=ow$&-0n5u6W#HU6Z7H^4pjr4Zo6>HwDi>zBW~3Tc*_Hw&yXv2L8XU
zh2P>}w>0&*!*fOB_QFda4Yw_i+T473#adO%_gznPpR#;iH%XkOeqyX)nfq+Z;+R|U
z>-SnTX{n}~O6D|WFZG;rJy~++%S(%SiXE4IHJ!56)bFk<+bUm%0zYjRb=gdxn#(<*
zTlH^kZr*jdIsK{3b;jC7pHG~>wD-y}{-}kv6DC`JS#wA9+>G$PGe6_LJN2YYd>z5;
z=ksO#lJ{G#+`3cz`gL4nW%kp_M>CeHd^KF@>*ae?=8oadisM-?lcu!3zP~qN4*$6|
z$L@T6@0`?Kwmo^<mI*@HDan@Wimpa0d^5euD(&WL*Sh+Jr$}_ix_#FS#6PXeQVTe=
zYj>r1*Mqg{X;l?jo_hl?yR2e7u;QJJ#`8-Hg&C}_Th~`GD9j0Oxw6%+$>fsPiD#wS
zJsY1~pLgoW*3A3&cqU2z$(~{^nbTJ{^~J-L`(pdGMP_HlN?&}i;b@7W^KIG9F-!NH
zJgNRVmc^W54o{zb)Yr%23m=BmESu32@>1L;#PbB(mc?#%f3>4?SDsl~x0or}G*NW=
z)_4Kgy{z^pRKj$<-pn>j*>FDQ_Z3yXinZ!3>jOhA*=9|Op1Ch|!x!gy`=@5Qv9C9s
zA-&Rab+*RiuB=6-epOPgjw@MYN>(K2p0O0Ycx-XL+J;$s`#QXReT@0++ZLt-@VS<}
zS;g*mb)t@4`>e<1`=0Kay|{l)!n|y@fSYzryESvqRfSbYfBv2|W!iD!plg>lo^1Ge
z)^E-2)k}VBl`75ARX#4dx+|sb^V*&lA2`-J>M?v>aO?4Y(}+V~E^mzMxZ-JEViP*~
zde`Y@jjHmsu8ARcFBVQ#n8<nXuhwKe*X)VDpH99FmRLRIOj^f-uP<jEpLTW5v)zdt
z=UC;_g0FDhoN01D__X?E=Eq$pbH%saxxW4HEF~+xDepI|Uuv>$n{Z3&-hSSHM-N&A
zhfO=ulj>(T_08G@voEXom!}AKZDrHA?D^tN<)j-t$xGw=eOdaai{6~gyLZ*8D8qvX
zk7=pQPhMv<>DA5S>!xT<%8Yn<eruIh^aKsF2hXqVoRxEX_Uy9r`nf8<YBkp``PdV_
zk|TJY@vSv$SIJqt4$oA*(=H+Bu}dNG#9ytRUqTNavK7XC+NR~swAw#mhrMq4dr7N;
ziJ#WK>u;)9Z@KHT*W@kXS9bMI*I`(1ymv$Jj%1nAb+ba(eBb%}>QaffJ0F~x?f7Vw
zfXB;Ad$}I_X+$)>j=3_eZ^0A!V|!gyHQp4id{wkb;k$`WLZ54njqYtzp+h$hh|bz&
z-aGfJ(LJ7T5)x~!^&VHa9{AMG?rnI5hfELG&8*xd{+AwCG;b~VHTA>EgR)smE_v}8
zWou=`{%830^~95F(?nEHm-GZy9gFjqd>cD=rRU{k73&1I{A6aZ;%nQznn9t1sXEMP
zlIQMuwNdZp?Ygt&f-{pL7vt-=+7+=LZw|<57yWx*R+oSH+D^sk$#E>tUY$EBZ*Q(O
zRqt}{#tAPkdA0sLu-@(BLnQ;lTZ=dDYKS&T@3Xqbc<tJ~$C-K7;Tzp%HMw6&+|Ye<
z<@U7guJZ+)#2gR2<FkEzu588Lj$cx*xB7bO6@=~ZT#`CZ`HM~1+0}RD=2jlOSasj|
z<z4OBCBH&nhE_gE+hpRdn`QY%JFK9n{+#ww<Fku3cC6*NF7efLdSPz=?2k+P+&)|W
z3j3^KIInH>BcC_j->1!<S6!<X(DV7F-{sIg&f{{+=2y&|eA{$k)&hpYTbufN@033H
z;+h+#I!XD$lkjdYo*?<;qt$yKO`3Ck>ivilXU>Q`nw-CL`)(_n^`#ppi*3|Nmfov<
zp=9^Nf;ki8BELBuXGq>!5*2llXF-W*VA+fFR(XY6x5fs(`f+mgiUnO=cSA3Ly6$T|
z9&_=Qx$k)QWqYumD+6=r<B8?Twnt-kCJ21_H}#qKYOQ!y^@h8)tF>lD&J}(ZGW$){
z(LWjqLF`!%rnKhmpIdGmqkXH1pEbLAiongcXPqWpT;S_BB{=QWTZ>gyEl%EPuMb$P
zcv#$^9qAS>v3lyP<i&cPx?Ak@Kc@C93o84-TJzbMWx~o|;rIS&UOcS5A+DgF>qmLq
z7K51WryD1CeadpxnzwxF+`#9{R;@OkZ8Yt5*mmKb;)vb*lEWV5%*r~w@aOAY`V)7^
ze4N$lAoG0r+Q{3-?dKZkpZ@bIW}S7cl-2>hyIQvQ&F$MoV?EACb!=2$o4PnD@5EJx
zIehKcCMQ^`E$M#dIB#oqUKLYqrl(1WYKbdX!h<@|+YwENGuTbf--tYG(io(4+<t1U
z?!$hLDWTH}e}o=0i@9`B!Y_OF-D~cG%PPDceM^W*tbP4L*4lmJ<wWU_Jf>|?(bXQ`
zma(yWJ$%1a_spGVJ6}CEdD?pJ#>M6>%U8e2je8|q`8WIg^4;Z0#mBF$x*Pi>wYOmU
ztyOvsc3TfioV>g3yr+}?+DYc`zPfhuUHi6PclXtla(mO%*jGAFK405VJnek^+Kk2N
z8+)TxajL2>eECmcZ{qss^akJZdv@Cc>mvBBKKdoo#_M<Wc)I8p`+h}T(LIajEI3<P
zvA$f;cdcG_(@M>&bINzw#ms5SRG!X|@~C@an~fZAYUPZq?<;KupI_az>aX7_<;k;N
zyuHz69Fw|b^|9<#t&Imocg_CR@$T^cI;*elKA+Z4D?V4NZF2g&$fM|VTW!Vo=gRhf
zv%WmJyz!TfYL<7f-`yp~E9AC*VQ>B#{p89uw+U0@r}W)e&)EEAih1FW>!rDCZ1?zY
zUoE%w*&_|7!oqFOXLl|<FRpRylf9$K>lq6B!{^9rxv~hp4|;vMqPDrak~2pp<+IO^
z=-R|b_Pi2lp~g;p#@D+Zo96SK%v|mFxYd?@X{Bh$i-&V6r(Q3f&FU8vJauc=RT;VM
z^|t%wc}N~(F#Y`G*VpGW%2tP8+^5{at5I|F`K5hzJA1>7ZfB<I&!4$@RmnW1SwUgf
zQ;e+t1|`_lF8=fDTIi9eCzo{$-WMH7;JR|ranBXy=4Fq2y8a4$U~k)FnYt@_j&<t^
z-M+0~M7MZH%M~qdZ!YMGo?iW?X8ptajQ<(Z7TwE|{A{>GJ6!cqzs!_52j!gl46Ks&
zZhq9?ar#w~bnx#DRa`$;)yiED>T^pyGUxiyki(&CJM)%I_WZqiv9<OC%|wHblczop
zth#Y_>&I&Lhp+c+`MBk{yxJ%JpGRvRuBfQ{cFnor%)YJ3Zu_dUC#b~qd|$tK$x^n-
z7bAW~2Cw$L=Xvw1-J#fudrEEFmHYj&XI#m-d0__+Z^<p$v%P1sPPzMBkFFM}^E@E>
zB67$5;ujxgM1**MpYHSX-KlfGB)exy_c@%cIug~g*=fbuNo?A@(<lG96g9`A;$_gD
z^Qoy{7Tcw4b&6ehx9>?PcY&kn;zFhAqO<2rvzubJElTc;(DsEgF|n-cgSI7Y<dI)n
zIVbz~+aJ&SroJ#UVso-x^>VM&&cpFPI%iBTmbYj5@;75r&M}WKtIN0D{&aY2F|Xda
zzq_wnPj1<Er)$#`sp(F8*Z8UFSV)@Qy?v~l|ImgnSHsS|dcBy7(c)$Fu?#P-^6cWZ
zTW;-kSa<9GHr9e&6+(PlUtYVwD4@1GIc=Lw*ILbp+2^z@L}wRx7e_5+O^Y#OTroMb
zR7AHV;HUew`GP-J+gR#G8?tgv4wh8=Ep_g+-_ip&WHsdrzrBC$&8a&{>&$$OqdDKw
zjV^AUwIhH}^TIJdi%07@%<UqsPGfYJ)mD|&PYyfvh|MN!$2KM<Kh9MJCqIYYH!eJy
zF~xP|@oYKqjaS#6@|JqOIsE9Y?QLJ<xnHGucvm{^=HvLI{l)Wy>w$INL6;uv>zx$B
z!(r>1XyN{>O2kmAC?w`Wt#y^0?!)~ux9+%f>dcO2Zhjqi^jpU>*MysAYZ@P&=k#3~
zv*p`?8Jj$rw^pS$)i~!D<|w6~UcvC>`?`oLfm4@Uv{+^G!p*pQPs;hypG_bA+KeZi
zvA&#G@FZ=GuVUQP8*8qf6S;gt_1vxX`NHCoqTy$2k1K7{y`LX=<*Iua?~AYIVWKyG
zgo<|LpWhpu*~m~=8sx6dAa&jSLdU(MiyZCtTspCP%C8W?br-KK+_g(^9jmOwb#upw
zTI}a#!fcPl6&Zf&+9;WL(nRLLyq{}SvqdFM&WJTke-QdnY8@MET*LvVBi9nAh^xq4
z(N<2oeSO1AmNW+g;}E@ttsSSB!vwiKJXasPIs4_GSC{h_O#W<m-D_isWTWM`75;5o
z79E+L@}&5{x=YvY%Vwo9*V!-4nEJLz<Z1cJ1KXRnNZNg!RexV;&+G6Ha-Gi~S%`+;
zNEZE~vZ>{<=_!x3I>+yHoh$VBR(8$JoBY*g+2x1(Ixb8~&b@bBG|j$E%8_B)pW4E>
zmqM(JS>**gWCGtjn08!!bMxLu`yL-r{gJ$s<)`HFi>vzoX#F_nb;rZ-@}KYPm*`%v
zIH&pUu?pYKMIjn{AGN#;u1~Tr{M0g^Pw&%>T{h`kgXQ`3{n-kChF@_IQ@J*iQPK3=
zhA;XbZus*%{}lX`Q_q_h`>oU6?*3Zw`Mjna3`zmVw@a*FU2=zAC-Zv|`()Aj(1oWz
z%z4f0JpX|m*RBuK_6nOR>98*?zMpVi$->Zs;ZI@wLVqb%d;O@=eRK037%LpVwDDJ~
zrY%#2jdir?i@J)+SzF@k&&UTx1!jdG{(bek?z!oSst5m`no}LD_Tk^8Q{~YMe>Dbt
zdQnog@yw@N=9hfsg|_XjSo~fpr%rPZJ4^GAZ|j%m+sH3ItrsS+Z^yc{=Le%ACukkN
zQWb7~<;}O9lTVBOy*0n`N#>*d(^a-#7R|K@mrxOVaDCC8AKd<ZN;eN4m-rWY#J-{D
z;Wp2%rR`G>zcLM}Gbx#NYw4bkt0fuPX6tO*q{sYk$2!M7tZN*0^yTyjH(9KUdhYg7
zbfe|*=YLko$*syear#w7>#A_8-@UTSEu*hFRHv<|KO}YbbbR`}ugBf>c5yJ7<u5oJ
z`|sk_$1Gd)c79#?t#tYgcjbjq@4noudVg?V#Ix8tWftqS{Mj{=VoorAS-1Ol+V`Gg
zH&)tjUm9wC<w4h}ulj2w`Al>3JR=@F`_Q^*UCl9xuWK3~-gYQRlg+-uwlm?6;E%Gi
zY3FXa+}FH)K7dy{drhSH_M0|uw`7YX&Yb*5Bi7oNedhERyd|4o+)9~w(^#+itLWMN
zZ87^#TKxH7ZyYP&?ak%6b(6`Y^S%uHThtw|E&o)qug%5u{Pxy$jlX~Q+rGBkV_7`;
z^PK*wo7LX$Qcqk8i|@STow~^2dH&0oC%5$5=ggVHzK`9M@j@Qs(|+b_%VPOrdNw@T
zrEK-`Wzc<Nk5fx$U3v7r#&Xe4>+p}SXFY!YA$Cf`)EO(^7|!~>W6O(V_DY$)KjF%&
z<1#O3CnXrp`+8R<O*K;OwoIztijV9+YBiHw7E8X$o_xhd;oI9YU3F7$+^g895qZe0
z@bcaQ@i@KDDJp&ZORJ}7C8unSZ`?Hb+RIsGb^NoQ+27r8J~2w@kNMRmu}>%Ew&pv2
zoVD~wpa4Uf%%gpeF6jkTJ49ZedOq;i<+Yvby{<cT=Xsfx+cEV&ytZCx`@3k-Q}-*f
zUL8C?qebrOuf%VwHSVxYWqiIv^!YyZOJ8O`Irrkm#B=;r=OpLcz9uERajEp~`SaFr
zt+S6>f3fm?+}5=fxoab)uueC9a$PH2p-1Z5%B#JuCGnekcNvR?ztXaptfP7M<U!FQ
z5iTR&veh@9OnbBI4bwN#j^p}asYS=-wyfs6JWF_|*oFgp$`;7*SC#blX?Y|V2_6j$
zOBRg15w?3_h~;sw-7=YS+D6Y(ZAza_-neM<PsuZXUESsHt@?e^w8+$QS;|?C&%vV1
zvqBF99(6b}?I?rK!pcXJ*KvxR-S=Z<sON&EvS%gy*rTSUGgf^LsX4Usc-G?1)Z}?{
zv&~nAh3!2#%V&Ok)l`uUuY=q<L>Gx@u#0B9^qe@r)qW$4<+8=uOn-ac{-}e=d!9|o
z-|){hVVT?eYuguYW2nCTHi>!i<!kFt)a5Y#XSlvBcqfMz|31xik1d#A2hZ5B)8vSg
z-(w$Nqp&GTVg9Q_UrsSlDf^qXnDNq5dnGQPp0A3xC5~5>^e6{^UB&phDXS}7CUQg8
z#^iZZQ=KjC=1tY?VLK`%n)g0famuvSp2DFQ<?XI278v$To%@c9cT@L~ReQ5_{=T|c
zu5<6oN<PM{tp!tZ(s!sWNoBNr9p?0Gw$=xWmp%>Mk}}C%(yE^W+&mRRcZ#g~`mAx;
zu_i;G^aIK!7r$4onAs5Xq<jhQCbI*}3{{d=x80o|wO!zyyO-!2#j>|?Q(bS*+HAAe
zVa?%5JHIZoYnpcO*X1cfSqgJsdx|q$a1S$hz_(TZq3<nA+f^wCpPT9`UHYt?R2b^i
zW~wvuNoa?-%!Q`gT_IXmL(jcQT0YIs@ZM|=i&czA1ZrP#3M8-fJ9|DZOWg9YQlkhv
z``U=0EU{O%S%DYI7O+q9T$v)1v^a3qjz6snxZLx!N&-&!Rjzt}Z4M`U<53mg`Grps
z+f5ih2cAqkpEcpL&!#<13vORpvuUgAxmPTDzHV&3HvO~at#VlMjd6D6GV{QfVVsXm
zgZKJGC*LTLRJodb&@_dIYn8{@hzt!&nahmNrY$z%xDeOyY|a6$HZ>WpnFn9bVqLMa
zu}M?qXS-k1%>L;j#Z4NLN;1ogL!QW+`ZY9U#ul+^HwJc|(|lnZXjXYPBJRdAme==I
zdtO@;qO)M*v*j+#3k#N;?iX9|u}5=Vyv)Z~wdu=aVm(B|Kdvg<pjy_~cROHb8MFG!
zxW&s<kMzygHn%PCEs+v$eY^IM$&9r3M{AiAc9jIOdQ7(a`t0gj)@t3p85bvK$DXQ^
z-E)vJv4P>)UOVY+F^mV+@Nc=bEX4fjg^&QlX^C4K&o8Z*oENlri>-yDli9PKZ>`Ff
zyjoE9>-vJIbDxvB-_N`H?3de2<4sRW-^M-8&Xf^kyz*$rs~vY<x3659E#biV<oo+r
zjfsL)*L4<5vbwe+ar@fJw|8X?o%2-E)EPbpx-FNjSnajg=F-0KIpNw-cjtD#U=%1{
z>8xiJ%2woS%W3iD+lsv3QY+Ryy}(`QYxv+=i{?vDlP<=%uQuy$_q}^{=2ViXZ;Dz<
z&6Ua1)#bjt@CZF;FLmzhpWdiUDUAgd-$Y`R80YY1+nl=jXmO=%pQp{`cdBf+u54&9
zD=;XGxIXEP#JVmP2Bz%!dwf4_`1jT2@+Pyct8=z2*z|m_GfR$4`o^^<mAMv8lGt=O
z<9yYrbI-jlniel?3fOV-ZP=~k-OV?y8!MgIwBqI4=;-Opro4M|5+1KTq0%8Eq!sbp
zF7Dv#fIFuaT3xd-ny7K!`OnLPzxqzyepM#c!6mhHg;mFKnQv>WU8L*h7S7sx?7Bkv
z+NVnbdrj`ld+wihaf`x}bW^(phu=JZ8MAevu28Pc^H~@7&-~M1IA>0wyZJ6_Rg)Bl
zeF?WL-*??+T<qA@b;#s|O7YR0yKW&3);(WV^wi#-^7MW5!l@jSBH3z-W2c0@pL#an
zazemOrCm#I@8Np6T-G#Q*K5{pr7s=~-`9DEO=Nr>o9!X4{$;)T)#vw1+$uyvqc?4w
ztMXKP+T+p*0#;wvnr@Y_SR>6OdfirgPpH4P<%$6RZEcfsjaw>W)qXD*y>eLoT~V#J
z*(1OGXNm)CPjj4jd26Z3t{B-b7na)W?mX}^X62MEOMOc&x=$#o`W)b!F2TC-#2U4E
z&py`jh2@koZP{}3yBFh{mtK0sm)5-$dviJOO}1BIk?Bflx3_a&J2vi?-5hiE)t1$V
zzO38y%C$}Oe30SSH4!p)6{{!3T-$k8`qnenshj6<UERIJB|zIVMevM+<m<?1oa%GR
zM2(^%^D>sc&q+4j7Hsk4$+Jam<`0DYO>gc|viLYJTZ@Iw_185|i<22q(|T`QY0z46
z;%$)aAvT#(i$_~#F(kcw8Sr<KS&#7bS+DlYJn`o48Sd+Bwhz8oDDCuKrewHnx20~k
zX3VwNqpNgS<h{;M56hL-mdjUta&f!ue+I9o>)+3E?!UJC_iB%(4L0A``9uiaygg^$
zRDQR<DJz%V50>I)o9lVEr)<slOP4hHviEN8GMpg8{I6ooSyzY2%jLGr&Yb1sA3bNy
z_iUkp#eH9A=htmMA(Cvly8I%W6T_eESsS+*-gzQ7H8XpK@6C)dAxE`O{{CL;R_#81
z_P)r;cPf0gncuv31$cZ{n_gISSJ&6+@(PI{x2!)_Q#Ll)du@BdV)?R<H9=rrvf!++
z&B>X!j$OZ<I$hGHs`~O;v(E3Ll5CrlZmi>$pSCVG=C%u?Q$3g9+*y~NN87%7o*BSr
zas2C=!<B;UPl5`si=J2Mw`z-XtD9OGt}I<p?5iE`G<D0J*CxMTB>4#TWtV>SE@)Zt
zSmx254@<i2UMgQ()>jhTv`5bPUb}9qwr*~5QDzcfN{m3I<f=!R{ES)3nL9bdES{~q
z>8RAEW4UbViK^90lFuevvhEDLw~N=*#ZdIb%U`p0ODq3b-gRns$1%sS2b10IdhX7;
z=CSR7`<{2-O;4QAlL|U@cKdR+EpgY}`~N1MUuty9U=wTNmCpf}Onf!&uk2ASuQQ%?
z(eR|0`Q)uTzpg!;rCc_7qou{lGaIdpCh*IyD$zWjR{8acq1)}rg>rx9T)oZf`uS<A
z<)R3g7(Tu`pR|{xwu*@M@IUv}W%`~fIrF>lc9lm93`LyE{w#Su>%yINj)AX_dYhl+
zGw?Gou+`QL=}o%quJ&$;%>1Rk8M|k^ee3&)?E&Ze*wVSHbS!26W-d7^?P;uM(d^-<
zY<e&95QF5)2=BDT&qb@uwcIVfnbus3mdX2Wb-m)ytn)#hDtubAyrh}GuC3R3TvqYc
z`$^i`J4q+RFaOc{FsJozw&CNumu8)KEc+^W+R{%)r>pGIJ(jg$;>ibd%HDfzc#^gt
zRdLt9ko%^WlQ*e_m8$C=byfMqWT{devdF0V**X<1_MEGG1GZ>8n=I*BFS_XR_AI`D
zn#D>hPMZ1Idri6I5*wd%VD60vYjdOToRpU?(w4IkGRUqB=02yjxbDfx<FVZR1s?yV
z2Kep#zDlS~eXpCcmi5*8+eeC2N~V2YnE2^m=ndCm`Dym0XDi>RDcoGQN_&L|v*}g8
zDC^CW)`Yv9O|G!2Ok3rtWM*;HOSPv*(Bs0ibG+GQZ`Ym?c411I*HWA9nAYTKX|d+p
z_9FX3J8!R4>v>S<oU487X~~5bs-G6CHW$8*G%x2md2n6odX;0G53ZSPk9axDD|_41
zWBMy5FE+GDviubqzv*<(JC+dnoN#p&o{*wD5*IdDuH4pk>ThS1q_xcNu#k(Evd6c3
zt-H1E;qg<onPETn^Y;8|{_`@!<d*SWYlB7B*>yk8M_p1fldV|g%gEj)?{&!QyLoWg
zn`n+5uO~(cL_g_W{$b6G(+eae<)-dtlw^^S@>D3gT)bqP8;`Z%uj~2wT00o`1;_Nb
zcErs*8tuJUI&sq0xVL?gZoYCWGdU7tc?`XUnK(_4XPRG}#AvbJ(~0BM1UKzVOV+I~
z?h4<zk!5G#dAq3<F$*59=2VfJVK=p$>-9VBWp55H4t?6OJnF-Hv2_X4*_(K)Y>!NG
zk=he|WLH;rrSbct-jiN=dA)jm$m;LYr)#gQ@=Q_h%RaeYujZVi-Ou%jA5E_=*<>d@
zuP{!~Q1a0(jblQ$?2YFw^1NTP+wkkE_3G;~-&_sytNIn5+;>Z0(Qg6cd45%&vR2D|
zRp#5VYDw9D2DQ~wCEwimGs)HD`+@%qudg^SXMUlPaNB=vu>Z=e#Aju<s)Da2&q?lD
zbEe{b;L2m}QQhl~buByAwa++k&rId6eoK*K$2``gtm{~<{Z+=#&2q(*nmh7whQXr8
zI96WuIBwH*?v~7ltzQ*xcswcgn)c?L#ah{RTdTUQcPolrr~Uh9!sYdj<#MS=((R1b
zD=m(R+fII1-*PK*+9TJ;HsP1zw68qgxY4k=i8U|NOd!)L;sNuveIXyO?f5RVi~aq1
z(+?4=J{^5D)xuVP=kuffQ};gkb7rpb(eE3wR60GL{|vu+OT2gK{>Ft9HyzFXJWsM|
zpXd7M4|Xf{znw9B_pn3s{olw#vjV+d%5CNJ>s6VvH9vXx$E%YiRce>-t+{fiFn)!d
z(ub^jFYPk|=TDy#{@lLP<Zxoy3pY!PZ|izQBi%ks`^$ag(rW3Dt(WhgoRe*_?D^8b
z&&M8qF339c*nXb&ogkaluWxMKHgS4amA&Mm@StT|tR8b8U)ZeAa<#0;UTT()nC+`>
zxx#y!owm->`8ngIxAcU=q5)ry7lu8KWBjWnd-d!WbEWC>bF)+qJZIZk`rwOw)I4*A
z-`8^Yx~<QiyM=e!iaZr%Q@4xfj6>c%vH8{YIobZ+*5drkis+SLk)J%CuNP%HIp=ev
z-`Pq2rb*)ZO8xPd_NIKXw0-@id{^rJ*$V1Qt4uB(6|r`F8<)&`f6^Q?3)9ZRRVPwJ
zA0{Qd_PX2eBzI0^-t@_~ym>`G&t`j>AD{R2`L@sL6T9B5RZ~frxApO-YPIwIv!AT^
zbMtyddC;e220I^oIq!Av`j#i9dhF~fQlBM_MHU`>B9MLi%j%BzYsxnM+;)AT=e=9A
zgD3ZF-8%31+2D02B|;SU{%2TQe(T+|#EB>TSSwH7v7cJ?am&OnC0YA|p1Ipx<`nfW
zd^B;1P3Vf<)3r|WCB6^6(KsvUPq5b$sf%vMvN9L#Oq}c|@715C<@n>vlCz86u}^!p
zOyX_83d`eF8^o2S{yBEhsH;$<Yq`>zRr3ECLe&n&PVt&#A<7YC93AIhx8+*X>X{My
z(`#q8z43g$)FFQ1pVz*Ro^8IT#PMv>)RQGoCa}Gz%__V-YpqoObi1v!A<aK7nY5%{
z6?SWw7?m;C@X|~!^QTc-3~xQ(<W1Wyx3Pz@Ym0*H-<KD@%KV#J{$WMN^|`7GXFqK`
zXZh=jnjLFyj-<@9g(c?`ojk(xclK}jvXUiPv_3&%WtiakpJ#(FOn((D`1#T@vwv5Y
zKYhS8H|eZh+8QUX-x6wqzGi>IBXoB>VD`z*;}@ChUVCav_{7s4{-SD^@Ani&&vV}{
z8u{?a<Il^_7VCwjJn4BfWuwyaj6Qx_t;H#F{#m-uQm)@qdmrqa(3S9PGW&inUy*f}
zFLdWsbxjp{{@RcE`qmf+;|nD+mjadEZt~Z7+!K=1zR+~}_O8~&3}4?n@2uH1^Ip8H
zy<OAn?f15pt+ciObtU)7$Dq4?9l^Wbq)bteTCwKl>!_lh=Ejg|W;_*N)=ByYUt8|E
zB=ZQLc9N>P{L=JA1r}>9n%+IA3ah!EcJJ(L!{!@b*J@07!e0~W(Xe(#@Yl8Z3l@vr
zUE`%}`SR9u37e}IjI?a$%+ppcUOq8myWq=%$Fx3el%E>tcf)qoJGc8)XSZJwsX1lN
zcR;={X33_F3H+~PZI9nIJrwJ~{GVZ7_WarRHoiDE>FM6H9rFt%mFHc(ppvY7UGzxQ
z`N_?(NB5jM+?TykW>eG7^wY}wEtlMK&E#`;u+>~D(zUs1jfe;Hoa)d>iAj~O&tF@n
z(2%wGKf~mpTbq?;<#}Xnlz99n%kTcf!0+cOS58Qo^`y*pmuF_t6)%IVcb2b1FBHFh
z8Rq$Tt#ewR*Hbqe`C~h0uQVvU@K?L`{JnRDF?SD0nilT8Z28KTFD-G-b;|<wm~ii+
z0uIr$=j@_h?tE^c^38H){N!7k;{rIpuD<;J+q$GQOWW1U^pnr7m5g`GSo8XInBB#g
z!sHzfzOUALe?01?uZ-|B_ozveqYE}ouzVR)lXJW3T2GPiQQPB^FSF<VN%eQ0bvabx
ztLcg8(;ND-bMx3(Q#D>>?Tm_=Z5<-Vs;Cf_b*KO1vjy4fmp_h_UN&{BmB-RJM$zru
z+Jb#E*RfeI-050UaH4otmKB%hi_*sMYYR%gt$19-p}sf%ghF$qt>n^4QOfgEWmh&9
zR25%ax9hR(=Fl08w`Qez3FmC+4Kp&lyez9H_ixrQPuYt1-qEvm*s?x(P<?f&goVPh
zMV#{&d|mx<;fe37HeJxUXr-KNx}>3NErW!mX-*H{)^fMph2Ed<Z3(x08KEHaO(ASb
z{$<H;E6ZMZrTs~nwX1ILYAeN7=Dw-R82+r-ci_87vaHtXQu|Zu-<TX0STSu$#FAB9
zlN)EHPg+yOwJ(5AD`K(rN;i9@E4N;Sc^g!5?buZ{r)KM3k>oz@1oy^EYh7(meVcpp
z)Vg`i+aHJXc9n@<(#hVneu;xz)7DKd&dd$1TP~y1zz(`$mV>!5_SjLmna|g{o!Ifx
zb@H9|py$HhRMZw!8*n}d57)aGx!I_3o<^Z_ckefgn~%8XM;)H{@!-0yhZ`?^jM;O%
z|8>lzSEa$d?-w#A&x(tdssFl)VeM_Db<V=VK{HqPwG}o@JGpw}?K#cA!hYQr?%}$+
zeN)n7rCmx}?>s5ml;*p4u~5|~<Ji)@n-c`I{kV0KyIv%1W8Qvg*A<~xMZ3*cYdVW@
z{aNrgJLDM0G22xqdbp;B6uVA6S?s1AJ>To(EY>?k_EK-+ndfIc*W>g2la(qmSxYF-
zUF*Z#AIqiV&uwFfEB-laTi257Joiq@?X}8Wd(L-lmSE=F*xAtwO?Ao+%Wx^pn<a6z
zcbkP<>(57<XQ>DAXMM?3crw4L@y(UKsato?iMe)n&e~mH*3A+<uuOGV^QEnm6bfA@
zoAx}Kwn)?Bk5=AY&8LR97TeT?t}1(#tX{q#S8o2_ssg_sOW1EM4}O(VxYJy2RmGoI
zNeh^-%`-fHY0ZO#daX=lO<SMx7|my!qaN^SJ3Vb+2^TLc5|OLAmKU|@;krk0F}zEp
zKE3ta_3?h!wY^u^y#8%HcGfWG^Tb&vx0fz_;j~<TclAs)Gxh$cOKmdqGB3KstJ}U_
zwQcLqU#0d_Gp5WoF21^2JXiPJ!HJi)MtaC<yGaymx!uaOC+w4_vi7OpGnt%vIBn8r
zZQ6dDuRKiTorwI}!tLTqBmQQeUC9dC^`5z;YIW9gcA1a&cKp5@@L*Eq+Zf?2mEy_s
z*QWSaL_AkFJt<@L>}t&Sr?DFEGVk0^c`|2m=;FE2nd^ee%W{5wUFx3mXs?E&YPP(6
zw4lnp<&`pzm6wZNxphij=K2hmBfqZaFBc1*S2y*d*u|$_OP*f%GDG|cv*?9G45sIz
zw~6q5-LozvC_iB9+LHWZg<W$RCq|qs;8?Acs@^y6*fM{o$@`rmLp|O`-U~l_A#Bl;
zFQ$1Kmh#tjWO=GSE4kF1pRD}m^~=ybjs0G)_w-%$E4@9zE&KepbI+HpST0^tyn<<)
z#oCtnSzp(crD@%}D&%o*>wU?cu5!BJr`0B2m7d)5pJAe3B%|7fiM?@d2fwYDAEdeM
z&DjFMcBQs9+hq&+8xNYw&paOWsJPrV!ZmYalt-|s%QEAxl1&qjuUyDiyE?->B{9}j
zSI}tLgG`?6Cflr1iSu3@Ctt>TzFqnBRZxa|Ru3Edtjh`RK38*O=4svDxFq7M!iTH}
z2i`|M==rkRy5U&e*6gcNcXpV4UvjE>&efu?;<Jpet^0W4%$5G!*suV1<v-eT=Eonu
z4)adhvMaMhTyx2}sjg4sv=*Nz3}vpqbbY69MrIz%^RBs0e2X?Gr&>H)JN^6GpbMGP
zyw$T-E3(YfQkzh6-uc$d-3nKB%qr&Ik+$xDUt!m|W9(iRS{i=^2f7(mWt3>$2?-L&
za4MWry0G!MSDsqt)+^8Sawj?5;a^)Yy(&>*0>kUGRkIaDog$h)h<BZzs5>#{de-x%
zJ1>u<EA5Q@vY~k5kLwqMBKRuSNR}LZ{`CCXsQ7!=HwrJ7EZz8k-IZm|+DIv>$=|c@
zw9R183F@^qFIlrxbM4HnRwD1Od`$iD?@i6jHP&}|nA{9(TWj5BRpqeDJlb*A?QrwF
zspnpWbVtoS&&kd!`BL2M<D`l;UppON7)CuWJij!3s`aPrYf~rP_!zTROz8G8VU=+8
z+M=%AjuxxSx8E)@FIguSDV1jWxnk9)qNjbwPhVg2+-yy{_p=lCt`^-9Jz<-@WXonY
zJ$JRm(ed|dZ{6qhbPv9I@Zry(`N6ZgBxgB^+f0u9HLbl=nN9M+_w_Mbw=!Ot*!9Kr
z@}g<-yX>dN#$_*lRq%14+Lde1PkqSzE_l2>`0Lw{rQ6vYmQUi3`o7lhXfluC>#ol&
zTf=65T>Dae>8T@u3%P;<_TBaOzTg>MDtGmU(Z`c#6JB1(>EXK*?r|gV)?V(Mijt(o
zB0b9+%bWYACcNWv-)?GcVDe$X)y#!gEte<v?r!-x^X;EiCN;^k?(XtwJX#d4IBnyc
zQg_!Wi{=NfEA>>AkV#)#yj|>t;Eu0rWvw3ktoFB?nwRli^G|lDXiB2w*3{&q>%vnW
z_i<XT>^vC6v99ga@nV_2%5}996tpUiCTm9C*l8L2vhI22vbz)5sv2XHPjMAgD(zV&
zxvf><`?_oAo<=aZmN@wxx7Y6bTc$d{?vnAmt)JIzRN3$<_T#*LU%$$9?09+O`oxNU
z??{0Yizj4y-AfNiSao@he)i&gm;ImLGEI9MW$q$+t}1-Wi=r(?tm?P+iUl1hoOMVn
z_r|9W|1QlcoOIP%`1Xzy@?Njr-sH2s&T{nnta;pzdSk_(R?Q9C6?2zwfAH4GWSg?}
zEqf}LRR&q!Dm-ucebQadWSi!R@s<_8J&bN!C(FL>7I<{^lJ&|J*A8E4U3bflBgr|m
zqf@=_YSJfWnYG6(?U#o6dp+|lTKvh!N0sxW>E?~wmgHKR81p2HbYDo936^Q#H|@GQ
zk@NSG*~bk0x7r36^VFHTsyvx^Cv-+<Is;$v0hwzXoA-4DW!;)9;`!;%-qjl~n|SZO
zDWdeD`nu=C^_(&HjP`UmrSGr$RdnvyalaPUTM~R*w=CuI`W&x3vG}a1-^+T#_J{u&
zxT7MR)+?~?u(0_Y+j{no#}f5C1MS&+u9j;`t`mFp<&DaI(I??+UhO;aMdLz`(5Bt5
z&UUYLnRN9?>?^_J^D5VseGYxH>fh9pF<$44?tPu3n7Y|kB4gcY@ms6sG~5Xn);)Zp
z(k5-e&YVd_zUfCiO&9qGPg)yxd*dRJ`G?l%BwMVSxZ}&)sEK9{-`0jip09rApJ%i4
zaq-0nneZ$Bl>E0;lwAs(+`@4EOmxNiRbM{o{gGgNI=TPQo|t30MV=+;Wuj4gO3Ttu
zUe_>syz<$O<t%2FXRA`**js;$37IhW?a`_q<-fQ5=`{=toc&evP-H}LZ0eFDPr~gs
z%=@~SE#R;AGOM#PCC^U>>HQ77xtVur-=0%-TN5Lu%3PJ${A`l@dec{~`-;CTHPzy}
zJMkiOlRZ!9nuoj&4q8UGTIIiYoU{qMc6GK>+^a9PlOL|{S^DAM2AS>e=1aGKUB79o
zyg*b|;npLy66sxkj&<85HB_pE-<f70UC*_+T>GHy>!+K$3PY}}yLw)2tE<<hrx#Dx
zdfii<{ZG})^TC|1pWB}ORY{hxRC%<o`=g7`KDq6aZH!9)WFM>He;D~SH~eg=lEgVr
zTi(jb+>F45L4IK#Ut+`ExnAkMPkmJt-eP05?b?5aoEgc?%3EXhel&f!PgA5t-;cM{
z&R~Dnp$k!m93IPrH)NhWZ{~SY-E!R?*{mJA*5$q8PAxvauzh`boY$rF{DQWpr*{ig
zK3nC?*ylg}<67CL#b4Ik%rmoiZ2LLxZ&bjOAEnW9Q(fO`?kla97QXFhqF!)9+4N!6
zwm#)4oA{P5tv<VCUQ&_P+<)^XIsK5d`L;5!XxYw1HcGu&d9yv&Zne?(xsvy0DJv&K
zspvZ~JB`Rg+A>0han-V2hN-ENa$9E?CVkkced8MMmF3TcPglhF$*q|q*IiO|WV7<A
zvd1DDWemTsx7@UUVyrX&xxH!^r&WAsKEE`VYvPo=>X3~SSEqcb4V<epf3Ixaye%jC
zUP@oMdU|zHV?=1SLeY^~vtLz<ZPDvxVPNvje)-vG8|V3@NvE8S-T7b~_T`eqbI~o)
zI}b)#+Z!*9EcbCO+I5S=Bf<XH)oW3Qq8{7uRn2-{<FiD-_@&pX@A}EE?^n96we-1b
z_NAeIZOQwUZpk(c^;(~1s3c^2WjrlCb$!01$(#P^3p=JttrL2`^nAv}t-4F9|4n_p
zZMwfwj~u(#&wl5~<a7TS;=aEB74rBrL+SdwmZiDAYFCy#z4L~rg>S1<=HvH1Wj3E9
zf_Doa4Y@n**o3~N^S8LjBnU<+Y<}EzZ0pwa$?8i>GX*3>=LBcHWqGnb=}L}Zh0N7V
zHHByEwzy}Q&eutoG+i@&Zs&zH>ScB8qP6FQIzk=JX`Vk_vdZ)JqdNj8cErrvT68mV
z$>aYFSA&+Q9ynSO5Umq9Df9TONBN8HoS9j0XHJ;Sb!o?=@q1<%9$#84F7%CgebuqL
zWgo-5gQecxvcB=8&-K)X<7;bf%Ju$jePoh6QKY^3M)9S6>$+@L@K(O>&3QcEec}i6
z<=Q`r<I0pKKY8|AHt@3Ns?JN3_N4xh-8Wy!yDhFIMe51~rU&7t?1VoqY&^Q<O~pgc
z_wl|r;#`Z{!&s`W{m8no+B5R?l~32-z4Dv0rLfH0?u<0AvjDrO%4V%&9;Qut2i11{
zyizq=JL<bxa?L-H*3KHP6ov<rFJD^{#&vYn)(f-0sm?s5ueMP+Y*vux%P66Zvse5I
zzR0BSm$CI%|F%W4tFJFuaau9RH7VZfctgc<x5uZBRj#?c`;$qb*U{CT_T>##*GdXE
z%3ZCp*#33(ZIJ}7^HV>^J>9nE<RaIQmuLO=NG(=WG+@u_vVFBvZR^gtb9+C$5@+}v
zGIR5^vmt%HN3Il|{4_DDSX*FAs^oq3X^*>ha;-dg{&9rSDNbdJwccsg?n_fkYfn$Q
zoSfUqY`JE$rZEHiwKbjQ!eMXL&RoXZ6}6M|rt5dB3G-riD3txp*7I2tz3bZ4*NII1
zff45(w%xk#>&p7>mDpp2$pLpx@5p6azeDi${FpEyxvzRJ7pku=H_v%|L}k_*&PqR9
zU$4s(8JN~Yi@K=y%-X%|P1=^-uhP9I9jLyxWHN{1?RkZvWlY{u$LGbq@4LBdzE<jr
zZQm~n-&~pLEgyAbS7~6^+1@={S(sh=qF0_(`SO*2Yq4ct?aH8=%=wl!p>0PE-koG#
zD%-yF%<2_?ZaT=9t#eLV#mKa7jiu7sCyiUUF3kyBJ5lY6yJ_VCX3^){CsuBH!))JL
z#rjd@t*Dc>YiGIOIjbwT?`h9E8C~31?b2GF`&{<*oa}nb&eER_@6VS1YStEPoO7MK
z-ekgoA8#y=sxLh|-DFa@&3}d{vkN>7_FSKG{eJqWC>$+`YBsqv>BwXIxs}J(mb5wq
z-rBO<dFFCm-c_C|lQz98@~;wB*=87H`){vF&QXbvvAlPbPwM%xR<6C{mK5s#G;aFl
zC0A$dKk@NZkl*_$J8Z&NEc}^bANAsGO@6Hyw|sI;ij=cmk>S@Rdp7p5KKZh;#NgU?
zEt~hN)xLJSZ@K-)vHRW5mzTS4$4lMvGLR{LAFq18;U?RLrMpU#+g3!DYGzG#6FywD
zHB&x3%T8z4Hs8}*r{782q21qE{8st&^Xm-ZU9M|9w<u3K@ax<1lezf?Mm>z{I-YKs
zeq>#-#qF|^U+w*-(sLf(s1}ZkuU#8=$NtQ-txqm2Kd2ot*=6o*$v>|zEqCT+T@re1
zdT`II@FY*Q1ukV-UkxArF6lP%oZNTy#2r_eyi<EwOAjqkdDE+Ov194QMs|spakEn&
zz0I<iW@vbe&GtWo)PpdiBVmVD9Wjpbn`)_>G*c*Q?$qNQrOuO|?@g5#e6_|cJ<s;_
zlu3^*-_KgJ#^39hiDv!zt>2|QUDw_{@BW{mWz+K$DHGnEUt4+i=)q}jIZ3NTRA$BG
zoXb2m)nfOOiF1OxGIQJ(JXf3Z{+MlM&++A6E<HQfEt>IS;_O-b?r1*0w1hE$YuWqb
zb-v6wPAyyWj&2MnjOemTU$OjWyTp=jdU{8@J3TB!yAJjh`R25+7G+I#%eZu?Xt(yF
zBJD8MlcEkOg72d~u6#7ps$48+K|%<pc#v<D_OIakibd6zcB;s0u+5W^d2mhSvdjct
zZ${hQm+o3iohu77EAV^}wrWLSPpN1Wi-k%btL^OKu4-kANv$!$p{i3F53JU?@jkN1
z%#YRZ-I;9@``onsZr!(3zui@1pz-?J)~=6@!6}yN%Z^AloMW|Q(Baecn)+;x$L;fS
zQ{HghJ)v5-Ypq70#PO)}uKKek?7Qf*`~8Z^W{k`q*F17+Dh@ntoM$@cU3}M+HR)#)
zQ;OcyYIZHzAa_-1p~UNG0|!4o&CZPz4{l{#@kHX}T2BcLrHy*3EJ>5ET#PthdE&K?
z?vDB>ALd(YTP4nN=A@VH>X_KmwdqN++=9@6{|x4`tB$m@6o;6ul<LcpoFP>4Y|BE2
z!<MVwv!#fvU$I5&FuUZ^>Fixs6to&|ZM^@!beYob{^_EQ2P{Mv{7F|{8pyCYAS!#q
z(+;lUZCXBWPpWTCpS*M9JPn23gD00gW}4c~({rV3r^Io~1)Pcjg?<woa`?|J%b!?a
zHEUtdoLP*zH#5VTMH5AS*7Rjre255rROE0>Lu#XQ;(4zb+pfM0i(ovk=4N{q<GaAq
z)>m6|%rr&4dafk=In>B+$sd|xv3iM&T-NM$uNabwk6DFI*poJ^`*Z1P7XhoZNjn4$
zpG&Tu|LN3%Pk&#fDW_>L+jgAQdNQkV_A`mq9Bi2#MGxfH`qXAJ@qG5FdAA@*sGh4q
zE-Oq%YK?)G)jP9^3G%Z|UP?_2S19&WIPq+S&IxZO&6Sff*Ki&;HDY2l<oLrJvPtX6
z%&*T@ZYy>W`s|xE$*$PPgd^0nUZv}dY}T*m%QPf@^~|dZ*_*-qOoXAs;<ay1b66Ma
z+kj1zs;>DtIBr+&Dq6`jZ}n&4;G(ce69hhX_58WHXwKqUm%clDL|6DsYPEfRr=(-y
zW><^ndn>L4Rp!oV%3f%-W;grU2>+QcOiRu$czj*?<T=(1y?r+&Oh2bYHNQLOTYk&Y
z*n?B$x#&qPLDT26Ue&TLw>|oh-9mDG-G^^2FJ2sZkdl0DPqWh`>(ri2eGKcXFKs;$
zpAoZBero09Jl#)6-Y-9`9rxY#v+q`}#eKEe8w8BQ#h1m2_ZIDVQ5-wzo(8k&lXIHp
z#aEib?(EsfBJt;}$Hb<rO`A`+i>{jZpyujH)#Qa-qT!cTpKup>$+ez&ZTiMEwVg}O
zbz~X##%+z+?&Y!eq@{A#OQqh>3TBnk6@izYO_~)Y$PglRY)2_?^POvJKCd_-deZCZ
zoX@W#&dzd-4@^72a+P(mP3Rromb6t$jpyv8qN0nVU!2xySuX1F?(yrW7moe2j!)fi
zC#hE_rgD~<&#MWas!P|@rRFrw%Gs3H!C<-i+J{Z<lRZzpe-cuA`+J&7Lps}*wYuM)
z{JL__q5N*wl{Ui$ZI#(+ljgO_9*LY_@ItF)Q%_^`_xb8^73*Rb-&HFPy1K+-Yl>CQ
z7K^W|!d5(ObGQ4tXJha3%kp#Ga~e)8z7y72eVu!)-z0TIJ<fw)*V|pWaMCjIb?nmD
zn>3EUj5&9#a&vRf^LbfM-Y-wK$atUZ@7>s>ue{#$!r8n{f=4|w^K3RYHb*T|5)rDp
zTC}A2<hty|QyJVfj+S(VetYsobjHVp)77^+>s~r`L*ntuHILp_&)Q$9Eo*hA>p}U0
z&?_@k+Ar<-5;IeUWnS%$bu$b#Y+dsu?T(u)xLEY=!+VSG>rHl?na<kpb3NsSce-tH
z#O5PAAFp+}UmR6->-W^dQzd0HH{XlVkWimzoB2r7@Y1$~?Y)nsKTeE{-8<8F$tkhm
z&CGk4!_-r_4@j(3>9RO@H08`8$Aiz8SzoMFPg7sFVtbxL^6{vhc2P!}(<T;`^X*ux
zIaN7K*LiQ#s~4ZLw<)=aUVE{Lwddn)rX9Qc@11*Em1lbUWkB!Zmr<9iXJ5-aD)v>Z
zEN&0iq!US2H>SxPJ|UZ}C3Af8ZIx@frq(kw)uqdHB&N)-y3oiZRLh#+t0}Ck`N}Hn
zOYY7J+w6=Joy!+8CMug>c(z&j(4EIJg??_<PbA;>X}hrmf0kQtVY;#6&dAksEgddQ
zegE>_PW>%LZm;izJu#BEmNh<Ct3B=N4QIWFmw#THs-L~s;`PGCS<n3UzWx;&8)h0f
zui=x{w|M~%o+NzsUcDrzdCr4`;GWvMIf9qUY$m;zP?59MHZP25W~yCPJ<}-CJ#b=#
z@LjiwBI@khvgfYNE7QJz;mov$i>z1sNq4MsyO!thI;Qr??F)U{Mv6)koA|1)-1<HH
z^NX_ZX)grcT8cL32zuVx`Nec|N{SBiW6`W%_p|Z>FK<}B;%#;8j7jc-InQ=gXJ@cj
z#(h1rOtK(5PvNBi!^b}>JYQvR?V7DpJtyzbud>yjk20w}vRrel(ouzZ*1FC9g>#;K
zyw>J(CuG_)-79Be8gE>>-EYkJD{NE5_L*%WlO3Oad3lcAOUUJx?tg}ZdeJ9Y^jpu}
zsWaV>qI#I|Xt6=0r)Chp<hoZH2SS5;K4`nmRyu2%>%H;rF@d)CZ?EmNY}&G9g~jUa
z6LP<a>Q0&#BvG?(Yt!DpjLy@8GT!f*!o5ZCm2XZ|JSQV#fq!u*?-Cbzp9{-0+MWIH
zy^}e)ZrQ|&M>X4-ZDuVkFJ*3GJij+!(yyCWCoZ<IJ$crVZMw9;izh2g;vI`3bxSq2
zUOs+7IP~9LX@=KR?b@&Hy7@NO>G!vFZm%Q+``PUmE_yjzW3{e_-@YK<CFxsZqL*kt
zQ#|-(ol|yndCr68>uYmdQxzSz{AXwl>QcYwpLC|`($-^__B@|decj{olGd_+r6=`f
zlu!Ecd`{Qx4y9#x?^;Qn{ieG7Oa{ZMfAg;97Wm!0Y1+TD^WVOyoSA|Lmu#0Rx-uz5
z@#phj;h`DJPfDEsab17+xx|Urc1b)HJi0wUYIV8R+m~rEnKHc#F7xpDtIuk?DLcP_
zeO>lqkEwl;8{cSE#_i(r)o5M9n#?li<FzeUZ#>|t$Sw)6zQU`OA}X;qbWQQ{>KB=d
zco(a$HF6B$y}mtbq28h$T5O!}Be$(x+B_{>-?#YbI^&aT{xi(n$=)1sJI>9*^iq_A
z2$P?$$!*iE6Loxk$OyiF9pz#C+H-qP$V9E@EFb+(oIUkoy<w5T);ZfgrR!ub)#Q8`
z@Uy0et1mjcNa@~^0vA7qFKbip?R7L|@d|mawDobSty|sJHMuv=?mcxTrum%KhPVau
zv||^u*7;fdx@I%&^Yf*#-!8OV-nVQ^(w!bNt&`h=>cW_I7Uve7apFI;?kMjEpQ$#X
zpHFYN_2%5%WQ{%BvTpep9yFbp^IRh5KSOJV_%`PG&%1W)o^xq?Nc`uRKEp`!;8o4f
z7~l78on5V^CD!M6x3?m_qb6K+M(*#8udM1!S52Fp{VKV-#MbWbTaHuqa_!AAqF3J-
zJ`ujPuVBxQhBbaS9oX;foVh1jWya4<{ChJ`s;xi0GH|uXcH4We0~F@Ai%u%dJ~$!1
z>r=$m%%w7Bu9?Tn-c*{NJ$2oArLW0u*@t`Y+_aI}E&7`I;5tW{2gUPWMt$6IocUMC
z$=$MoftQ`v_5GN9<<VBLN`L3;U)EX5d{x>dT^Z8%;F`JHwSC)m?w9FtIJs6N?fyL1
zH07z1kNd6`N$+rHNw|FD<gN40ySL2cVC>^xThb^xL5^Saxo4@ov~O;7yzn9OhoNG#
z%MEtr7q8o%_)O30clh#%dnZ=0J*r)O*!N1~<~cIYyI!vSnttGfrR>qtpy|42v@Y*k
z@!jLyB**J)OU+yP*H$jwwr~%V)wSif-7axTth;JnQhCW&{Htyv)5AV?oBr4FdKHU9
zrik78$+lPeNcf4w)U!3K*TmduI$)?huYGA@$Wb>_p<2JJNd@6H?csCwyesUPe6)zS
zuX0^~@RV(DdZZpLna<ERC;URtq$gnpJv+ZA9If?OA<=womC20vmu5a+@AGI^*ov*H
zceZagIj<vp`P!mzx&3o9G+!7WwRf5nRy8F|C^Je=J4MfpRaw#QtKO3(#s1RFbE>Y!
zE}7gI>)5=^KB_1B>!HRk3!^v6Y=4!YWG=(=ePx;4vaM$<jw-8*3T1xNzB%P;#mYm%
zx3}8X?v}c=W&5PeOQtcCs={ri?UIZ-Q@eJ}WGk(esvV-=?GL}_TDx}FxfjMgmwu=}
zTsY~H=3T!33|_xHOR75-2&z;tlpL*DmL2D1cg`?(--`9gR+D-kFMMccbUjF-C%f^s
z=*PTe>GRT(mQSi&zvGYN!}$A>sy57%c+>m2UW8wJwPDlh$IJH?JuO*z+4tnSy5%Vu
zex{<A!hhtQKcBfMG3uZEZnIlU^mj`n#%+Iep8a&P^@KfD;q4MqmPN)B|7yQZ44Sie
z$zG3j%f&ObZLiP#t^4q=-@Vs|4*YDGJLk!->(A~VWtP}i#Aj)9eesX*Bj)utszYx-
z4d6Ii^Zl{+%x4q3g(~02c`f?4RlHVksZZ5B@tZ4NmsDJw@%-bn_3rx4vyLjH^dDOm
zc3}PDXB(fy`MfxK;F#k#QRcJr3hdV={XCi_KIg&LRYAM%Yz;lSdX}!%<jb?x@7Y|s
z=Ch*u<fyW1pF9t+e0dqNChwK{>N4jGLKSN}7UlF=T~A$Bk@YTNc_PD?^=X%DBs!Qq
ze@Z=_n^m~?Zm-=&U$w>WjSnSWR-e2`CT!9RargPUJD%-Z-R!xs$-uy3%~`K(jU?;B
z`G@v+-E1{^%UX8kYTdizXJ00L_~8CLLVUxY9mlJ_Sl?bTEB)X)y%%lgwC6Rgcx`EN
z?nc(SLLrv}^Sw6a%AdVFYp2#XiPdESKPRs^zhM2Mmph)^*Va6{yC-euOYZz9ljDAx
zw-@K{;Q2V~Q}k)}&fD5|t{FVdy*a0A?Vg*wQ_fhZ6voco^F*My>tRyQ%Ew>Vb+Hxp
z^j$sOx#-EdX~%V|;x5Kd55Cy+bHZ~;)13=m*{AFcO>VUbS6qIM@s@ww)V!C5pEaMG
zK0KB`@2s44ZpO3~-))nQS<kLFC{eZvKfnE2uE-L>zN+hce|QIapAKf8Kc}!cVxQtA
zjxw#Cuj8(2s_Ls%P0_N}jE|jV!@7t;s{7QsX&#ahO?!<jSH*?fT7|Eg<-TK5rZMm0
zqizn8Oxu=pbS=BsGyh!MWqEDmZPjTLG}#-&x=gi>6cr!UwpVr)zq3xfYm4&gOgVNx
zty_mI)~vmAS6^vKVezHyVz>LIICIFZUeYF??=|gg=%gD5e;XWi`}Utf^TD&-`WguZ
z8Wq9{k7u2qsj&OfExBS9^@&|)D>i9w-P!)kCQM~w!sTa|i>|GB)>E3G`Iu?#i8+rJ
z9^abH*OnKSI^(Z#`1S3klh*dl)jBXGY^}1o-LWIN=Qvg$JT9xvn)ZCH{+x<6TT)g^
zKRw2H{;B7V^jjOl(w^J3t#MbhJu1_8d&(-Q2g38JLa+4qZJo5~!Pm8=QxaspElun8
z^VzboCwXt2$Huea?oU#Fh3yik4%u>6WQ}E#$fY@Dt4}TAyV6p=CTCr5P`J-2&4$8I
z)sDx1v<tqin#6d1!=F`?WPSS*7YFf2otVm36&~?&N8#5smdZ~Wv_t;%<(F^lY<%s<
zZ2Ri4TNdM-$1-7k@2(m9PRe<C)UUBYRD$K(azhJI@r-rhDQ8Uz7#@FIDLFYm>$p(i
zoU&z=bH1+Ft-5WuREN8ys8xgGnk{#CZMz`%X!E2C_qwN^O0!`O>}X$_y(!f<NSPsl
z|7lE6*UtBsw@wxmmv}DuI(*UVV_FN?_eX7*vBK)g<eeAY`z+S(xZN1@CddC}wBh8}
z|J0_w{j8*Q?%B47^X7Z?>^F_Kcz&x@+49fJzVLVPZZ9|=gf;x0I%$qv)~_AMIM+N8
z?47mK@9Dm<M|&;@-;tQp^~LjC@sI1u#W^YL%quL{g}>W;ao3Zq=iIWVSM&LnPb*(_
zKxRUA=e%Pn`Ma+#joB6+WV?EuaM+zsF<P#huj?+?arfK0PeSzk-papoj)+LEdvte`
z@to?aYs<||mYi1Qd>bky=bOhWan|MJ{6ib&o_%@flDpAGi}RvN1(koY-CQhRhR#T~
z375{j_k4ZHM5U8m)%HKXteSby-m5Tq+ZK<LCq<ssXC2sSZ@xFn!(F*F`Hb=IzO9??
zD$lEWbFQwE;cT(+ws-s2mY8c_dE6ND=0WS(oQuaE>m4^Qs9a<2dvq^v?%B!nrgkeT
z6h|$&<i=l?E@5!wV}D*o#D{vRi#!|$m%n8xGLCk8&g;73DtF`SFp-{S-&+M)!aJny
zn)PwIuiPoKch#fQ?;|*#$fT`hw|wcl<)T2<?6#c#&u2p`J615ugyb!`ZtcEk-NhnF
zzmJ!8cbA_y@j9+l>d&Fwr-MH=hpbP_<n>#`DQ#i9y8MiEb-0Q&yTzaEOckBQ_cmAM
zl~_c+I==DIs=RZqhBJ4*o)emuH|HAf>xFv~mp$!yyw^keb>zP^>kF5jZRvXF9kc9|
z@6WK7q7T|rg&ObhWxX*^u#mf2rGDk%T-W0D9iObe9@7q&jQhiNc>BZ%{-|qV$Mb70
zWh|9`)qLvl`X51ya}$qxMO!>uoifcPY0<OXi2EH+s;a}DR2<8m-un5{_Qw;xzp8q+
z>Uvttv-uXwraid)J%usy-I+bf*QU-&`F!`C-#M$$9n$lUZIJT$BAO-X@!r3zqu6?e
z$K$;@%;&cjPWwFTc3<J^Yuhg!*_<kow>ryTwDnooks>C`*Fn>k8SP!?b)0GQk|_@+
zRIc7+as1LowHmIOeCC?o1#a4W)lH7iXO*6o`5bAq;jgyIyWZ>ONj;m4)73Wr**t+`
zt!TgPs#6ZNT9$dG$NYVLE;1&6HN6;pE8)x1UbctFAIJ7?VOa5i>z>G0v#A~{Uc3ou
zx*}6}JnL1`#u&b5>!PDuZM9RwnRY8PpII67ETPds@^u(fWAMIvd$Sf>Jzg%lI6t^|
zlX-#Esx41zwbt~1E?w2H^f~727Qubf)hCtNzScc?^7&StN2_<rzSi`3x2%oL=G*Ft
z8_zFI-CSMv+Sh2R>G53uI3X|Vxe7M3t~8|ox~?sH!1ndxZBq(k3&Xdb)7q5#E~|Eq
zRQkl857}<U6T>>>rdGuVpUaPpJkMR{&$Q%I;laP!o=u-G?{#s1?RD|WO_MaMiN~}p
zKTeE#*O0d9N!(W5h<5dQr+FXvO|^EYH-|>@d463Y-JTULZk=}PgvGOo?;L`BQ}*0;
z{G%;by|KwSs(8tEO_lHJyLQW5pA&zlRejDs)AfY~9v17Z_fPrtWnHDGaVcNgnsjfo
zZ#MJ3yjYmzpls@A;9b6M-!+8-Psz2(iKk|DZ`(CJ=WXM0xf$zrX*BiCZw=k<u!=3)
zzl^<Vi_qTfx~m=*&N{NYYTM_jlIL^6)vF7N?#$C#S}ozY`&IGvOFR?j8DHA->z&`8
z>#n7m3Qe`Xh2}=32alVcxE$*r*7SW(&-a<%<t&yhi)rw$YQDAZ(Ciu2Qr9$NWiOXS
zFM8xSagN+_(?VURIgi=43RZntYw<9SbFH+;gTkUWVcWOz9htwj^xL%s$xMryM46Yz
zTo25Z<5zwi`FTS?*yebnE8g2B&&DR1T{-CL@OW9aT=t#kbHd$1B8@zb#`h$A$TmK$
zx^L>nd`bILOHbZ7C$MMYdhUtGvu<|&lzg;V*@wCDtmiaY-pamDlWkAsPdo0k{@%uS
zx99u{t+$x-=jNZRDW41<tul$8bd}|!nBOs<_EIGc2AQ-q6F*&Lx^q3Nsq?|vyW37j
zN^j8mG`VYma?Z6$>%>2=n3Upvq3oON$B=uESFF6zll*lR-@dD-wPP-x@?I%fro1-8
z>4(fUr}^{Oi!P96TPb+v-kU4B6T9XapM18W`O<PeHtmc_k79HfS3PIHzSn)f+Tu*J
z=d-SwbOqKP$>GaV`jfsiwDO8n``I9?uPchKToj)b+*7M1Z!8n)mUwHm@q;pv%e4XX
zXYQH&;LABzKRx4#F$Z=?9Lo^rp0{<^B<{KHvn*B}-TC@;M11D!;G<^QsmbiR<>rf5
zANhD)bfU~Fe)X?wBP5LZUq>x5*>f^Xr}1TQr9wK}+BFrgeae{kM#ni%z1geGYFn=*
z^nm%=s+iOnvks@Hs+-Pwk?>TdJn#-rU%k`~&&vyJuFv4^tD3cM`<#?nH?yyJxtG1+
zSoQkKvz>*t^S-9U^Hthv+Dfje48P^>azpvnDie*WP?lX`@4GIBpZIl2+Shu~jux(J
zXMwjt!u?TeJ|z@8UlkX(p0@ayVdVC(hoAela!y~q)@RM}m9JyoP1`N?J91f$Rpb5s
ztjAw%oh*)B$o3E1BdE-HZO^Q-d6j(pQBRL0l|1ziezMW@R?M!6{w9;Q%f1e}cC}CI
z?6Ns;yWZwL^0>~xe`=?}jjG<y{>d_GvZuU)b}4V%{+Oj~*-5D-$3?dba%In(=YMZ|
z)i+hqr4zq=c{D{T>gQb1mAyN@tlMXKNI~xE6NCFRo_sr}y{OhjqLY1c(A%pl(s|c6
zyZ-e`Dao7pY|lPPraKS5oXyyKWs)_|*98$C(xoOh_j;ZRe7bM>q8n#shcHL^J?VO^
zb7tZ;zFOnhNym4(XWfi<o@M?vN#x|)sEN<zw%mBc5W4W->$6$Yjv4JY^m37D?s~5G
zc0zM(%v`H5o0~b;I<;j(vP{0-c)IrD;+op*0MDZ~F5Y3aCp9V_+h&_>-*{zb%H1t#
zxfc$n%VsxTySiu3`oQy|FC9ZK&&!^4<!xtg!;|8e-u-)4h3D^lx~*zTJ6HCutve@1
zde~;4@7+JWxTpMVS=jo{U|W9E!m^DAElf4l{_^{J?{UAj^Yl-bu6n5pyEPPfww^Ru
zbKtsnRn+lPQ;j9>UliOv67KSx+2;D<=sPMKnJm^@TwSDbd-^iBOr3Q%#bs-?r&)Q<
z+0m`JY})g+xj{QjI}3B1o2){%ZEt9tzclwx-*TDjK{@9{g}dV$XJ=clZoCrOTXt8k
z<h#W4%<oGw9IW?hS*~k4=G;8-XISu6lXE>bJGHbk>MAQ1`)A~*9C&Pc#BHWR_~m(K
zmzj6(`kVc{wPno=+v2#Suw8cEwug(7WVQ!gnR2YG-)o^>5rgTTiywQ!_Dy{F`>od#
zl|muolW&80Q<I<SN@%})QFv|I<rps^6CF?H#`u6A{s$V(&X(BnR;jnw2xl&JQ<>@Z
z!T4;+^jjOwojA|j^DFGC_T@!;uUFb1IAoEvb-t<hG3}+>^*l|)HnMau_FX-EC&pW)
z<@w876PN4Hxu){{qH;s@>o}EFmM6E}{%X6bWXhsNlRO3P#&8@zlYKt#{j4wr8U9m~
zBd<JCX*lxv&*~QQgZG<{=1VM3P4+w*)b6}}%hu1*Dp$5od!TvXxM;dhL9oiVrTdg^
zE7oTj_9QNPQTgSS<;u9zvHV6mTAB{<l&`rKv}o7N14(Y$Vj+hn$EhrRZ~DyH^G$KS
zVNlh_sBPChC!V)>8T03ldE8c4nf7zp7n;J{ba&tQdSk==OZ%36i2A$OVRyIXEzakc
z_BmeGD{tU8{kr_HdYE~E`A0>I_43B8E6i*A?x=>mI_^7n=EGTQw@)v4%u>G2a$%7F
z+G_i*HAl)PCnP^p+td5`nG9Ei)vA!hm2V%vJnHp2ZC%KxUyrvMCP^~%N8Jcvw<!*^
zNhyxIB9qt8H(xtDZt)35_Z@4lYVTifns~eaX^7~#{|s4Ql-8ZUps4??V(E=Hp_{tD
zESaq6c|NO6>{NfEcR|6_^37Hc*Mu)PZN~PA!9P6eFV_x-8g&U~3+Cl}>q;Z{={>YK
zCY$}m+Id&sdyhWha|IUbr=82ZGACi``8h|`zs|6<)hQ95#WQPp+nPnp8~!ucgdGVh
zi<7y?!N7L=<ocywY_*PEcXlhD$~kf3<y-q0eyn_?tomo#N6$}cj!gT)D$7(g^lDYE
zUi>;UPxP@#_TBb972h_lI$d9`(z<JMh{;W-Gu8>$<#P?w73QB>`rENBra$WU9WyzT
zOegJy_hXkWWtCQ`uAXrE;HpJJZy1ATeU2!dKPOM!KI+R`y%&BWA7d|lv6+|g$1LMT
za*wlw4QPNYdXwjzIgd?#Fa3Mau4%{X?DLxE_^)ls`xW!1>svv0Y}}e7R~p&_lNb*^
zTYFN<qp|<;hgHAY)aMBHZOs+vIIv>dwDg!Ib3;|OWF7O|z&<BDcBw;x&%D2`p)Gob
zUtY(G7(TO`t37*~mhX&nz2>TVvEJoeoAfN!Jl*o?$^<RV6vGqjU)N1yeCA@YI&8C*
zY;>e?=PnlQ@<%fl*?HIc=HI{7&_2&FX4*U_|6}g<Q=|5^75B`w{<8Dsw{t9q_i4}l
z$oW}r-u2ZoGg*owwr}^=nKS2E=Z;T*To29Of3$k>R4xV!xvP8A9!r?IJ!tXizqB(u
z*JbUig)iq_J#r^z`m>6k>v)gzzZEI%kCwZhpQ_B$R~)x|vD3w4=6u<cE-d5gC_Mgo
zy=yo_4`bX?m8mm7{ixbBD}3ihg_yLJ9gn}QGKw)P(DD$Sy?$xdll#us{7ziybCK2d
zGV){>b+VXH+_h!h;+1Qa>lSS?Rh=rznsnmn3Ff`F#~xqX@~|_Q<+F2m;;Ja2!+Bvk
zlS92y=E&4XT`E^~c<m|U#cy(NtxD9ztc<AR8$+J0@zo3Ixf+?mHG^%#vng*a-ba~D
zQZu~vO!v)`oq?YD3<uKWwi-o0-EJPW<NXc3si!98eKMQ8f0E*aX$M4)R4iFjWqRz9
zLCEz|aosq}k6QmMO!n)StM`N?sZ5o$S6<DvK1y!+;qU8QPo^Z#xxOqzPUp&+scxT6
ze_by$E%}+b?W;H8{971~?Nbw;BmH#hx(drSqq#mIxBJeWT>NHtz5G#|XqBJ-YpdLP
z3wa(_?W<7R$K3a_;pyuAAO16Rt^4wGvW{2b(W)(m#lFR_pB1{xrsiH>_<cw6IW|_)
zqWY+3C9-Ab1Gclu6knh9M$%#ZvX(~|Ute0ydDJAL)#3Qo@EvIfO|BIA8Hbp1Z|xI{
zTedDJW_|J^&7I2gcFd@pTOW04TX!Aj3DG0bovAyRC!eiqox5A5rt6T@^3;W)vw}Q!
z@}wxP==wZs&pA;;PXSrqoW&bCcZ=>>R~+(=?Sf%6>y>Sck2b02oMK<9Y0~Y=aggP*
zT7k&(<)#a@-o|u2TgTG-Wlh|)4VV0*XR2&Id$jD^#}ys5+G6)ae8fc8UE*E9rCb}^
zZmE_N<*?@Xysx)i^H$3i@2XL6j$W&Iukx|!ZC<ezPja`NslMPSxn_!Ff#;*GdAH9@
zXP%(V^eD7<Tl3juUCE2GL3(%ZFs)ipEfXpdczkc_o|ajADwt>ag<tVA+qmedL(CPY
zniC8!BYCYJbWOXE7Bg$g-IIkEUMx)t(fG0|@QC@Gt}C5Io?n*!WR?kce(`q0v<}tY
zvXn5-9Of^pFQ08}jJ(bLu}|C5d!yGit;5r6=11K$dpl=V#6)L}z^Fb8+1?PvWou5J
zj5*El?wG|&wVP63pH01=aLjUDQFha(gn3gh>`bm(>>d3@;*`0V>1@kPKX%8kCzF-u
zUG<A}a`Si{araAVr18AHpC0xX%Ovfwj=h>JdGf*U>%os?1HTF0+ru6dy?SCR%e=NJ
z(Np?P91U*$o^$ld)|{r*ebrr`PdA-Cmwn;!hrbt@3lx3{1|NTTQ}TnmOkr&J(^tiI
znc1f*wY9xkIUanxv|6<%VDi+n)mzU^PS54AcJp{2=e){GFg`yn>tX2jq)OS{GNo@`
z3JGqXd}+_Re@|~YPktS}y<gc<ecslSUPjL^U)ufh*juyWtFr<(_8O=N`4)dtE{siH
zfBJRArxh$8<CdCL7Ny%=d{Fw<*KML<n`!OhCzFF0E%@>>Ry^HYIU!$fTmPJo?*rz#
z1?;U{ktf4*-R|rpk4H=0bl-Fp21d^cijUc$vT@ZbW;uV;kmp-7B9D1L>6^M-D_SD!
z=0X__k@<DmR?mEIw?B-!^gxf%X4YxJ=j)^PrNm5KlhQHcbNE#!-B^nN1FbciRs>&~
zU8b<)QgLWcW54>+plLpnG!xy5gHO#2PknK@a`kSO^jT9wm7dGbP4~5XH|3whq<xQ{
zObE$Xa<$@WH<N2@`Ynq`EAq@fi+1(=x^%GVrs=$M(LGmZ^ygg4xa=1laU+MJ);8Pn
z#^ZbQEG^!KF|F!K^U_(*H1V{Yc7njk#vi|~RV_@iSew$K^w}XgT3`dy=F~Y;6|P)1
zVEG)v$EmiseB)w|H3CA$uVZDmuDH3QfBD`tr-psmi|>9?>N5=8WVm6;3Kqstvj<H6
zm)0^^T?<)WEE95aR!(cB@tned2VakRi9eOwx?p1uQ|9U$O1q{$?roYpYwpapdafxu
z*jI?oR%w~se5w0YSFTD{UhGcgo=|4BKaH1G{aoYDv_?t5$WheIUg-#T?~z|&wO6_f
zT)kCxNPJl{lh5DFb**6FxyMH>gITIVJ|4d|&nTK{=JcRjYQ7~Ol{$9HTr=IomU#K&
z%6EBPJ>|zmW@{?VeX>fv`Rf|J7^!6OqRRK-F4aL(@<OjI^=**b^2ssyWx&dV&)R>w
zT2D|=Nt?s>YDtfGaa6$y9bTiWy%i!Hp98IVkIPM2tI64rHPiBJ+M{>8Duz!jEZ+wl
znVHqQF<eQzuU6}XhJS;{nhyoVQNjt6&!%p_d(>#%+Kq9U+%l!2Jk{M?lQWkq&An;D
zQOzSGwVkCVZGnQ=S|+CBktbWb@=wcEuKKstoOQE@$h6~GN(bh#p3lp=809F(YF_X%
zigzu0L-n=l2@%&O3wNE<JeL_CG$~9uZz@Z|bdgP-=QKYgmsMRjk#%I!gHYQ8UGs`O
zZC7=it615&-sz8RRh?;pnqS>kk?h8(iR({fo$xHxJh6cJeWcLF7us<-Ro8^gA|5r(
za$>bD3|}1c;EI+6-`B<Bep9v@Zg?=K|7qw=#^l#wm3KXwReQa6oDxc2R=MT@r)gP0
zu}fg@aa*m1X*L=wQsl1uv@m(MXmin<*x9bG%(hymnl$GGA3V4^TEO&zV2EVpTA`a~
z9Ucfy(7Yd@=y+|$>8>d<x-RFBYVUp%wY8%?YMXI$DB}~UU2N`bZEq|-by*xOk&0b0
zufXtV@##M8D}M}A&dO~57Wng;soGRaL)A)^qFHmaWsdM&ZR~pWHGfw5uj@J?&5^-V
zAI)6qtr^LuAn2>z_tik|ih+g2GSyVsK<9=+&x!Mo&4_r`W|OwfcjD5kZ6_yXI2B*H
zTx6U1K=!!k;wsMjE4OD$O`cTG^|e<hw6pPxt<}dki%Fu#O)o@c=?k~T`4*ito0+{h
z{o1$dj#oWo9>0t``EcX!10G-2cYS$VR(ojQ+z(s-9+_P{Z{|9#DJhe!lf%Tq?XGX!
z)1(n%_&i^9E9=Q=j?KrHSAD!|C*Ao?$m6-h*Yz12H)*W$m$kayY+<Ti>mN2dsBf;{
ztII9%aoV20q)xRS;t8FZ#<NEzoM+~3)|9DTpUm8u*0~F<VEOzuqWbr<C7(B$eO;IR
z-QC&WrT4SZ^TzOI-Z^u^a;NS#KU14ky@`!samczO3ue3V9+_F(_I1@x>B`mm(&ky`
zYI^#<9@ltPwpPgbT9Bt`iUzZ3pz@2XGc!0UR%R|SPrKT=@zbo63EWb5w;k+xwprDG
zeovi<tL@RdeA}A~U&cyu1@IqQeNcjfe{FdB;g3;wRnq3I+5U6|OGuN@>fM)Ci`mHi
zo9g!N>xJZ7lQOk$ELn2v%K5!>#Fg!?PL*bQki6I7=-ksXS5JtjESMN`?p?I3Z)C)r
zQws}U9@U-Pn&h$S`b0JvxvzPLZa-sNX?|v1%j0+Vch)_B{-iEs+J=;#f1%r-D8#w>
zrimqL+_G3Z?U%9G-8H4%5&?$yW?I^X+3i@w^wg~?q&$a7K5omiS$oeY?`*Jp`SsaO
z?Wx6z-`0LqHcnbF(cyJW^sVD1IqTA*`0w>x&)B?b#dpzDuF^t<*G-os*OaX5IOQpE
zr7OSi)7=dZ3XHF>4d0rq{CVDvUsr+|1b#LCy8MRi&75Rr``+N(O)5K+7hW=AU^9#?
z_qn*vz3O7mqypdKU3-sDYxU|$?h4L2a@6e1wt3-o@uCYeC582(C!ejH^s2AVoqfaE
zD%Pn76MEb&R&-wvUgWu?{Fv@i|CMWe3(o|~?mg}pZC5^{`@HG#*V4Ca*Is7-v{voi
z7R!}?GM;a_Avk5@tD@}XTWUAS*{<gH`90&yqpgpB<`v$SUD16}IWqFjYn3#?iSxAQ
z&2r@mnf2nDaRYzUqtaHbfRaUvGLFr9Rwm<7yTiUUKT3#=a~+>p#<x#}_jd2_$WF~E
zGc~+%DeIamXY}cr{qkOmzQ2_`HEXT)3C}f$9?$tDmE}@mecO7`$Cb7Pm4CCRT-RS*
zrakefo%U7_={bc*D{GJR>wagq`Lb43cS3OM>{|ZN%j=Hc<nwoqh+4Mz(*%jH3_Rb~
zyxh#fd!8j}=cf0XF`v6~@2cc;xZa)ly~tz1juWr%?KvH=d*%`r;UD4a?nZ6!-SJAh
zecC~m9<DDdw$6LD*6o&c#FN}5(;S?+-mYESbZqIqk58(@j8zIO+52<C=I%YU^T}tQ
zzSMQcx|*Ny$W6WUE;8Bjb=PCH`Pse8zpm}(o-$ck=J%|&CBd^VpV+Z7|HK2iETPkf
zn(yu0y}YpGs3)`i(#)HObuQ_>X}tf^Q?IQrDyKv)?#FT2tiO8%-6c;*zV5nOA>hWe
z-htt0aX80M3-u36F8e$W+Pn77zB3)h2bpI*%Zq$I-D0i8+mr%#^=;aVHeBx77Fn^%
zKk3P$srQ~6XQ(vD{C>3lpn@KE*~_Tu*A@sdzS7oAO1u(W{vs+MFz?CsBApprnHP=)
zddfVx@*$e{XY#CT(@(2tRTbH4n`|vl`RsO0!_oYV;|ne6-5m#iI@m{D?7N#BRQUdE
zibto)etr8>D_`dF{JniwdFmuil?eiSq~7YBTEbX!aQ@oJN%u@zCccbO`99HELq)jx
z;CYeB*RF3|UG5(Kba%=$$#r!VcX!zEd|g}ZePTJohkZNOY6_`7S6V(*@z|oMh{sR2
zPGmUsF{Jmh+ri5J3|z0%=0=+FIlO)w^JUsbj{=E2*?yVe+_)20y>zRjST;L&^?5wF
zmNsY8Su+{Ip3i+-*DjAbyW{hx#&g+8FOD;?B-_oK^6iD+G&RFx%D1}`+SGc!oA&8-
z3-=Y@+OnW%$9ey%dCRSLB}LwDo7l```MBTf&NP-7zAYaMg&Hc(FLl<vv{NE(Yxt(E
z-8+|Oo!l(T>UDf_-&e<&+{Y_dpPK2nY*Tqo^~9ekPoDg`)TZ!dtwu}sgyU;77PRz<
z&DWnPEmLytcEgjPC0YIo&vr>(F?{MS|GaCJqbysNRP4LV>czGS1+{yPqYdA)-&(Di
z^H{z&?+`=Gb`!M|d50RFR0r<(@@!2$J4@)&c``*a*Ur9i%=eqtLaid#nDBcBhW<h>
ze>a9b+TJmt(8+g`<@I2dcQUnEXY>y3@>f!7+O({9`kcZjZM`L*kGaGf7fDO3es%fH
z@%XG2ef$=p3uV@<;gAo088U0%v!Y!uoO%^sam|mq<SA1xnsMx+#dFD3MNZB&OXQDj
z+x#wV$zFzq1zwL$PsUdsF3@uPdW^NC`kvub3#FZ_@8;c3)>*>#oaO40HKx_ev*($w
zd2Q9YA|W^OvV3Lz+M1(};zdll9!~Blv8|i>R!;k)?%wS)Kl2rzkNV+#<ezF}dchh=
z&$Cq$ReZTo>T^3+pZ>Nc<!<bf$-DJsuC1N&szvBdc&~rmnIq3<ZO*S(dtg4vR{Ksx
z^zq^*(a_6w3$|Qc7+`s{Ozc<RCyry<&(2ysHsU=p@%Y2Ii_6b4IDY1<4sVTXSG^v5
zt!4J+ov+HSv)lSve_yvu$&Vw?Fs_iLi~Usbtk=5lPB0|T`W#bY%dxj_mt_k3Hf`Vh
z(88(fiZmVV4UT2|9O5c)l%Jb)@ye`sr5oa0wF@2y-|Bpv*tGZ8b+#7=p76+L-QRje
zJwWu+>C5x3Sn924+cj5p?J<t9$2MuZA}-!xb36EGXOq%Y$Ee+zDjVnRsjZ)DdWz31
zTK4OnCk&hVY^$$3%VdR!SgteDUNI-}*VRrv-aV-kf2^DF_Rf>ZWwm^pfBWk8Nq0^1
zjj&?teSK)Fy};skEQ#&;AJ%xs=D8M#wqM?=d8IJcUv6uL`pTEP&fcFdUEKC>>yyce
zGn$NFpDo!Ozhs58jC|bHvpb*dOWHH%$=!DqQ&-)6ao+seo3eFJ<M`{nK3aeKbo<)A
znO6?&-OW?Ber9PaV}E?subNFuW^K-Q3|_hJ_MFRi9`AfMXY;j?cH3W9w4(d!xqhA4
zapUHC<&|AA6OZOO1@`YPoUo7M+4e<~B@QlCe^%-grMx=qv3;xetRtSq_qJSY|GrvW
zJKAwuY~cN+Zg+n!y?<%d<_GhmYR+$5<+-#V?ck~+55u0)6|<agT+Q8Noxqe8RW7|r
zJ;<By>&tumn`h-lnR9srX-j)wTrx9!Uh!qoZ}m-kv_+S0I`xY2c+}^Q7Ben3PtJPI
zoAzc>)aDoce6KSTbHp6j+%N6cu9wK%S>W|VsPeh#$M@Yf&a$gEtxnFZd2QaE&;8-~
z=k+sMef%`{MMv*8KX|QR&E!1KyxN5y*^h>8(&m`K6uw~n#J7LkEAuT<r}PzH?|S^s
zwDVoz-qq%1m1=vvB-lmn%zg4}-ZiByS?6@!bJtau-tSJ{-+g*c%H#LpGwx?P`Rqv$
z@XvaFtU&8exUpMBa#z=ktSL{=a@O>DZC<JIdQ~jH--q1Yt72RnWea2EyG=gH{&?YA
z8fCXzMCj=iri$}x%dA@GE?b#)>Da-JSJurDhXsRg9X)A!=i|%3P*n|G)mmXYg9=H1
z=Kl;=Lwstpude@68I%^VeEm}I^oQ9yw>8X=d%U)md9}F6&)%$C(<Xb`uBmv~<v54u
z`|4@GVxPQilze_`-?GblxTP3UnQf0&@mPgT&R{>WC*0)Ymc(!S9-mox=Ief~cjsq)
zna_0RY+HfD_w~h>{wObxYKYNu&A6AnZQ3iR1i`rU+D9)V=9p=pTR9_S)>ex@=khAt
zZhhW-hxgdroW&V|$FrX3|MA?c$g!Sb_ebfIlXpC~d9<_rYFb{)KeZjxqy<Co`OYnQ
z7_|D<=@Z{}uNU?y{`{aST)J}2N%N0&Tc4dRIpe8vx#rtrg-3gB?AYeW-g~~%nNz~H
zbbs;k%ud_tE2*FOqYn1vZLLj<KYnd*%a$8o=W9jr<y04Fhx;75v-11d<Vl?0*J_vD
zc+l*-R`R6U-AnG*$^?&^Zu+y=wQ_&Q7S*R$D^`}+CMU6;t61++sl20u`NVq0t8=t|
z%GoT<G`ac7=Grn#4$~qP*|Sw<+ZWH6J44T{>iYbIwbcdlt=t#-MaNEGY+X>d^`g7h
zp1Q9`^DT~LeK8ibEj(MXV~ustGoQ~JO;pc3mF-)0=;NC8Qx6`{F^=~+s=9As>V9U0
zvbXU{rylNHAO4|jlk*JOKC2MNEo+_>9P$&boOZrw-NwwPCw|DjZc|CWwD)`b<<l!C
zy0h(Jdm5>d;AVAwrCU(;)Xgt4!{hmjgp4n(GV$?`nqi)E<-qefb#_~COr3de(d|1c
zpUVAQ&arp3cmDRQiOKetP3FwJD010VQ2cawvd`5<0f}d8kIV7PTq{r8lx55LuyM!t
zbzS!ikER{J5%xu9mg*u!ueV0A4SZ7rFML_Mz{u*0sB6c`w?~V&&9<65>*}04D;Dka
zZZN9bdi~DS_cuz{`33M=to19|8P~?W;^ec{b3#uRaGqBeopxN}(YCyUx{bSLwM?EB
zS9RqmpVhP3)7o_wm%MRWb5-r}QS;L_m$}UMYHTkym0Wb7E~{k9dgstdW-5hI1-HC@
z95CHADavTg`<<yWk5$5!r0%-5by}zO)SrBIGuOLr{V?YYvtVQ6@v5#q?Uh;iThE(%
zO2{OCUYn7A{Oh_`_53Q@ld8fctGQhG^Iu0CTOz$_qRqKqtHs4WTBS{Yt5r2myRC9V
z^sI(^4Pxu3?rU9j)|T&__dd7FPUk$IT<6kvJZ`$4^@PRqkE@?#FO0iB^Igf&Mwx3R
zi}z_BN<C-Q<$IH9aj@Im$wqTM|GeT|erZdjTb7coRp`AVtM4rToNRZ0s@s8&*JWRo
zG0*wFqT}s6t;#*Umwk1)=I&(QFS5u!YlFzVyIKc)O5VN>3fGe7VtDX7?8d*Tvsy}5
zA3XjrQ1PgW4}Vn83d=`R1phO<TFEr$y3VXC@B7VWP5haBd7{$-wY7il8v2DkH$8K=
z-)q)|-3$j9=6hXb7oD}dZ|brckD2#Z&0f6jrEaIE<q64`LCp8&i2BDFUz*t?Wb8lV
z+{?Y4-(@~!K8krFwd%;nv%!|<qx_Rn?rt*;bvAgmP5JWSo(X<g%jPZYuvqWCaogQ~
z$GF@~(~bAry~1)n?=&e*zHm)smqT3H<9T*dzvO>Q&?vGFm#<A&RaLUiG$=f3-jv6_
zM_*KIzj<oAY`f^CTiXn@&U|~2&fK+LsQ7i<QLE`5AJjRHMaha(t~@m-xof?U43E?f
zcZpS#m7`~_V=Hd3o9Y(VwtgR{s8^iW&T}VLFG(|$R5z6tV0b>?%Z;JL^6RQIA<S>1
zS4W&H*y!i>bCcHMB7U3td0UJp)F10T%zkT?b}+M0={X0cozd%N9RJS{wVRXk+0O2*
zC)K~K4K7z(G+jC4(Uaiw@?PglzKU*Cuw3O@9NQTyr?bk|XYGvqwO(ucpN9FktF1Q4
zofxv+GRu2*_T+^RN|vOu&r<H)WPJJ7+8mo_TQ|K+Jgv4>+2w46;3xl_E30N47cFq{
zIAI^?w6U;z(?%gR>yQ6LJlyKGW~gVKo9p#2bk4QqAt{qKyDqtXH1BZHLWi@3b;-IK
zJC$WFO5gBX6qfO&b+=RDt!2MG*(V==9ak><@<Hgt%JVCi{N-B_8nkW2d)ND3ZqqGf
z>PnBSy;ps$r(9B*{dGj7EbrPYea)53c2h1qURFG7h038mUQ7Rtt2Qg$xvo0#1Ls+%
z&AEl=FD;t5ZPwXh-<ao9x%ZxXb?W1GhUopKcaAD;>Z@EYw`p=Vk6iWzg$Wzj?WW91
zS}rbj_1v2Ma$gw>_-%h($vDz{HnjNUYtJPeD{Fm!@VyE5ma}TUa9uIy2ebO#(!%Ys
z*`e7oD}T;<_48NPN<+D}84*o<S&L8JHZd&-3|CYUs;$*ZwfVAYW}f@g@I>j^A6~la
z&F;M%cIR@(oUYqW{#ECD-Iqr4p0Ho)x+LZO!d1PuwkS=Q^K9eP<6C`F126m&Ev%lh
zc-gYgGJRjCE1p!|{?s?}plp`dgtSGTlNPU>ZPk-3xyn9`hjDF5?E9Y5*WoVA7Xn3-
zOSTwXyP>)I;}PC$i32iyTfHqT)(X5&3ClR3v@6;yfYE+xF~0))dQ+8h3zihFYrHY1
z%F4rSCG(VJUmkmFIB)9nv=6_oy6;#1u{vGfc;e#y)fZof+<R+PcC=vGk9}<KG^L*3
z+w^REQ0TfXR+8!Gog;%{=2f1LI+3~Sb7)lR@wjI@Z|Ba|i+)ow!He^CcsKLWqJWrX
z@3d~mHuhy(RxQ4|Xu<X3IOprLj_sJz{Nsvm`NV4**6DS!EsWS%^u_$ra~8(f+NsA1
z&s(h5?0c-<9Gg1#087fX4^=YjUhd_O+n(SWpLXEuI<0#j)<@m;{9ZgceEGz4muh+0
zvJ#5wrv@2SUu~%hyK?ksf9m<F)tg^OF?@79YLv5k#(8;DuL4nj(UpeG^Sz!gogvdy
zVUmC2Mc{2`wP(&-cdiS2<h<p<tQX4_uIWrHsJh~*v}Wcpf6K2&i>C9Oxq9u+fug(F
z(<gF0@B7-XY_;<E^w1SA!ggtwGw@A4y=3ktKdbbv%Y89=#a*||J!bXZ58Zh4c-gAG
z#r<BJu2-@=+rd6_^R+eIZMRRpzPF`&=eehKJulSu9cSBl@||d><(kgtmdE_#vh_S~
z|It#px9r2RxgB{+WS(4?S6*4Qx7_gc@v1|2Uq&vO`O@{1d(r`R)79)O>5{7qR#?1`
z@)SIAKy;JgTwg0$7Qa1wRfW-phUept?M%J1ys;;2iqFj_AA>G!Rx%CtPu{(4V)*{A
zuVYJh`YzsY`mE67hRpR~mbY7yyH4H8<6Cs;c=p8WvkH1-!h~Y0=1pDBa^RXCe~{j~
z?Bf|NAH)BhZ9Fa$<n%+~>b98<>&k0=FL@oSdt@9SIi)M*v*vmAy{T<4{WOIwRkEMY
zdAv2;LVZrK%^j|FpPq!BT$<c_vg>W1#j003Emzna@Rxn{%KY@4V1uihem$s<>RisO
zwCUMS?xQKQr=48qc|I)k(f0JvJxQxhJnlLk-P5<{(oD}+zQuXsz3tNv%fIwWJ7#z`
zZD-Ec72IaNCU4S~lmy;+-1Bv<=mdk;U5}2;x!P#V_<iMPTi%_Iue|kqyf)2SlYMQn
z>FdIiN7Fs61>D!yJX$~VXYV;KD=Fa^p5phBj~=V9E&g=k!PoDrPOG%v+tNR?Y1OW|
zkNgZzp5JTc+35Cc=ZdE}d~<6vqk`wn`5pEvVqeDVB)6Rj1sYvX-hEwj?8&^WGhW6)
z6KCgKGyW%<XW7l%c79#9XycdF0rIn@vlp2Q?Y!Xj#4LMZTN1<ZyzIG6X1bTQJ26<S
zt(@idv3Yaa>UhKB@kcH`Pf533&3Lu(*;1k8m8*J|e7Ah|CS&sCqv@xm=1dNl`Kvl;
z^~TpxUdrF2UZhus?65fgJgQZEa&u^kSMN6Cr*W>y*FP*@sVp<EZLzK0l!l&JtDBnk
z^<3Tl_MhoRm;3s0Ur#DO?)SRhd6I46wvvO{$t5Qz_gsrP=XloQlt_`~y1eSeyCs(_
zdDr`9;-+;*m1`|-&&%%Z3)lVgdQs!?wWTXxn2RQN?%q|IV)J?a`scy74(?dT=DDVo
zch0=!ORM50CY@@$y>k83!w;WFZT;?D{9sDutLp1lw&t==mseWME>!%hFxseLr{&w2
zE0Yve()P{sbko#pzj9%D#*%F&1rbl=qn_(2=NrtAxpvEoX?|4aT>0gX19!Q5`G*wh
zGrvEpmLjijdetWDtiv|`A0az_&fFo><HLIC`IWlRw_)EtdNWP14)2SPHVJC`V)|;9
z>8;tNEMJ(W1n+heF7Az3zB#(PG)M8^GTnPuWnX<;sG!`p^*l#Pg2kg<LiNULZ%?&b
zb}L56;cPTt#B;l;(^)q^`Sx|~iv`M-tHN*2$vyeXM_kMD^-=Q^ynXdt)jML+R@fdq
z9<}=R&Oj$`sb%$2Pt}5+PmG@AarWBgo7tA;$=i&))byT(+Du?r^D?@geQ$}do6Y{E
z#ix3t=QV9A%eW-8ZRMP$-=<HH;ByVikW>yk#vp%cua=XP&Eu`<mE1}bx39~#^DUQt
zGXKa|%a+~xd>qe3CLW(qtF`6y6Aw4*Ye(lvZR`EE^VIFO-n~5DyHzLIxo17--Pz|;
zCH3uDOTx!nJG^&<oN<)9I_LM|#nX(JuXomBI<@14_QGvD6MN*>SDlZJG%zrHA8q#S
z4$s%M4+Brvwa<IA#WX0P>hb4w^?@-p2cCD`tni3=EE>2WS*uFsQ`S<sl(U)J=Ixf#
zUv(heE$%<VxqTJ;F5l8_J06t%+IqFw=N*#gpGJPDFioH1squK7_N0*N-O<JE#*=>S
znf!hJ%_|>uxerYjf78;tdgArHwb@IeGNWWS*hNie?#~HTy0%TAvaoSZfp*)@U6Y=6
z>K-(Ger<KiL;gKKvP_<H7M~8kSY~F*8(00(?@sHV)w3q3WO*tS&zj^tV?l3!OxNev
zx4%z4d0uYj+qk4>uUEe-i#&gC`W?^ORg(%O9?Mi;pL_5AHotiLUfs9Pt}0gbO+B(_
zX}9q8IpID^b7$r)3CWqer&E3IoH_HZdP;w9_!v0Jzs~ydgP{1nc~dW^>~ojRG-qG=
z@>j|Y2lKLLTh`4GIa^%TBeZ47WTow;`Xc>SU0G%ZMn@(Go@$)%F}U?iyJ*efw_n$Z
z^WNN3r=Gs@x$)6s_0yw{8P?p@-nFMe^Z2z5E*7>{;UTJvw5O`C)`{5YWO4lQ<oNI!
z(><JP6x84I?w>FEX^)m83)i=P_PZulOLz0tCGb}MxU$?S>n}(5)78?^B~|PD6$S5~
zvGqKDX<yA`OVcms`yb!eI$<SX7;og|_xb$ViW`zem%M&0tF=p5Dpm62TCdnbmN~yd
zXNt&tJSvvK_vY%#iH+-5E=@mme*WT2&#E~`+8KJTmiQjG__F$vOO*5ZsL7`_*rUEB
zOKR_HzaN}^(=~db?QVe^CcoRQ{pz{e>|$y&KdnwT4G5pMJnNE~wxU|d?YHsyKScE&
zZuvaRtn`4zukhoyVmD6uCG!1c{Guq=qkH?hcJ@EjJioSbXV0Y8MOUv~x3TeAd1|Z0
zSKCSXGB?!Q=IK6+&U}2~`m^U9dbhs4t90|wDU7l+{Ag_QNyj~Fau3(TFR%N}jEv*h
z_)MRhYV9?1zn}0*$CT4a^ImrGoO>Tn9<)ET)@EN)pH<k>w>y##tZ{XcUVm+0pKncH
zIp?;Ueol{VS6?XM^}ISI@8zuxuDedkUz(rEK2^c={9B=^>v!(|R`WWzxUW~<wfmxq
zOG?Q)rKdMj^5#|tfBB{>Z@c5ssyLzbZ=<w}%_>iNPdl6ADg4awY^hK4iWk}Ed{4Nu
zZ*wjGcA34W_?))o_7V%TrK{CLZ&g0Ow97l~r-6ax`<UDF+_bZ9^lKFNSLv)RuKs=T
z%9-6YCtORyCcWt?KOYz~_uPBa)oGSf+}OS5nwqbbugtt~eOIAM`p@tg)+WWz=cHWE
zi|ssMdOq%ux$yC)k$Yv&X`J$k*?T7X_B75tQqPuNxfx;h?&=kPfsBai@F}rvK_Pw5
zIzF9xzT)LcC*6`eU#hD&nyA}cm$#}cx8B8jCuy_J`kH;lU6Z0GtL!bZ&7ObLH0X75
zX_)XrtzzHJ_x4z?-gi~HJ?lHS=gsRn*-z^EO%BzBU$zQ56V7sdq4bNo?5OUgabD(6
zt-p50l!z7?FxX9bopHi>zE|&erovc#m%dY3FLqthYJUAPG;rp*tmcj9O_S6uk7=7~
z?>6>SnYgdH@o221sZ92Pvym1OM@usotee})+qZ1Nq;fr{D@A6G$Fr77^WM1@R6GAn
z&5Auml`2<i=7i2|-Pjn^Vb*wQzVe34N+Ap>S5)1MyLLTz^K6s)jK-~1v!Zm5MfEz~
zDZaGN;K$09Kd1lmn!n4Q>$jf8lj!i|iAU?oe%wl%95Q3_{29;otSSAew99xu-<8bJ
z`5C+A92H(=xLF>JynWtp%WCmc(OYX?HGU|Hxm+H-@!}~*`=$QR=4mZ-p2uo&QDe2O
z&vU-mz!(4IKJuQMTd*{m%ir|d^!Bgo-)b<ootL@(yeG#|ZtL4Po{!8o;#6|(E7yg-
zeDM0#$;obOUY^ZfTs6NWFVt`E>c)K&Hrv;2U9<h93d2fv1*tO;HODPq&ibDE{-%6p
z`<&eB>07e%ADQ0W^Q!x3Qnc2w1+`jppB#)Rjy_s+P&n<${o)1fMw`=@+J)cXSn=lM
zt%xtnPMGhNy6x!tzHp<Nz$DvjJG0ER^I1Dfw^{6X9T=&#XkFE{ythk>ZePA~aSFo>
z)3bi3cd)MY-hTS)W6`tI*?gEo)v_gaOA9VcWeL5ZsBg4Fa>YW$(2z3G%Qw}I^JP7l
zoE<#P_w~X(w-dL^6h}Ti5c6!&t~r~9yN*Q9eN*`|>Xe74$<&j1YM+wQ)#nJuv>5HV
zY%Di*;R=sS6Bc|7Svy7hK~=cU?BY*WUjjax$|PJZ)<4^~<@NFdHV+yjFBqmh+u{=K
zeP>US%$#ezGkCJ)%B>BwS6oU8=`rS+6R`G-&y$_L>G66>{!u6Ug5F<OTDEU?J@<)K
z+XCMN`9@dWUNGsq%}wiLQI0QPd+Ic@u}AHa&YIkH#&KWpyeXNV70r{g4w@IaiVMA+
zEWb38SH>{h(q`!s-KaN{jC)G={^go}T{?Wd#Tx61rxV`UYMTe`jkgSt`*ZE-+9MGG
zw%RK1)mL6rPnmG@fkNTQbyekDeBX|iiWjX?)O{J}z3R?+Gg0v`t8-NsYO3e8&&%Gw
zZ^m(Xn_02uUYyd#U*)!5aa>~e_Fbjj)~%)sy6$$q?wV@8wQsd$^q=!~Gev}3*)~m*
zlvkHn*XP9XXv6#E0uB*;9&2uw>zU{0Eua3Q?LkvP<=G0crPkAwSG>#Kdrj}j&Yjl9
z4Zeln3s$hq<A0{TZ~CrvsgXBts#Pxe@Z9px>bbK7q?vX_ub$$bz*qR|y1eaa<4LYn
zS0-Par}O93<aL~)=guqMZP511<m2;?I;O0)`@x!Xnd?iZc8S?s2<gkZcFEQti+#f9
zSuZRuXRn;7wcGH~f=`FOuRgDF&NZMcExGT@wFgh1-S}WsA(~%jvFc<C%cGXC;+OBE
z&6>|0ZTcbcI`rl_i<NWwvUQ&__VK1%z1L!1bTEf6d;Yv2Po}jej<!dw+#uw+?Eb{8
zuxL@G@HE-g%NoN>POj1jDfzN;%CvLZuA7X@Yn{@|?XEiK+jL#kGAn(yI_F7JlPk;H
zqv16ZyQa3w1g+7z%Wt9*Rb{j!aHHCmBdYFR`*~RXFR%5~W}N6VX&KYstd!V069ZPp
zG=@)D5&ZI{$0glTomN-T*gF#()K;HXs}Q+y;XlK#mnx^eSMes!^G)^o&tT5BB|RsF
z>ok|=cT=a_#X)z9k7jF4`;*0;A)WDfZHd6a*5{uVoQ*k~dzaPxq(aHrJeB~9Rg(<P
zM@5UPebL~!!Z@qT?WgC8xIBN;h>ezK)$VT5;w(+!SG#=HWfN0jpxLvU&=U_2-0@h}
zIcc-WqeiFareT>LkLQHUzVXG>_fteq;M&tMD@AV@+Ffa>3oQ(o#~#JiYH`+BEG$8!
zbj9R##r{(pWV7}pY&^e|H9k4Q?#S!ri1(V4{IVW@TD~`g!@SUQiDRC`Nrhj5<{MX^
z*zLx?JZi;b%VliEjrUgi6tS<3nyk{*8?Jj+>CNs5ZVj4h%RM=MI?7ym!^kcw6CiwY
zng5w>UH+yC%?%p;vbL`-uQ+J3j?J-WnyK}QsJ&vMo=TfkC+lQR*^;wVJ0)qQ;I%at
ziYv|jY~j4IbZ_+~lf@EpQ$_A(i3Z=fbnS_F;z?!G)rzMcFAZ&FkUVPVCV9L{%IA`%
z(Z0*!AuP}4OZ5n4wX7*}_`0+<$6IGh!}k@}*JZH=d6=f>KMXM~Q%F8(%Cd>4&}BKp
z=g22wE5oE~I|@AQzAhEGwQQF1Evt}bi&e@&bB?a;n5pn+!jpNvajiyHmo|tA%t;pA
zu%P4Ts*T4dal8yql@1W}Nw+UJlC~*?$#bpdi4~%3ce+?2LtkhfnY!G~=x$Z8>Yq%5
zD-$K=XHB<w9e8ZX1a~hL8<~K)r+x1%diz;wyTqYc=eUkGh+fd$%u$pT+Z=XAlT&h$
zQB`o7y!qom?c$!|;OyqfItJVhFD#c#X)t~pI`vcSY8T%xH)d`!4tUPI*5|>OqrvQb
znH?M4Ttk#ab0b28imJXYs1neR+SSews`oX`c+RCvj!oef>lft+>g=(Ub2!~NKW5g?
z>z1My_iZoxmdR{*YwO{TCC^1BZ(Hhm%X7lr6Fx1^)n}bOsWxGw%CotRjeS$D@0zr8
zy}t2Is|GCxcCU7sD~-NRcPHu{Gd*xvszZ*$CiLe8nMa$;CeC`@9VIzgCFgC|>*OYp
z?g>Wjrso}AX?ebDGmx4y?dY;yn>=qaKHzFnKY6Tj&9S5-SAR#`T@s+t<*2FFpZ($5
ztjnzGduvxelr>LqnppBz`&m5KlEUM1{&!_-U%&d#z?&`T@_7Er_0~f7mb<d8TmOB&
z<IQN#ea2hLESUBRrdUYIT%RAE9d=e~)11Frud`Bbb6EX;wy!LAU;AEmv41L6##Rg*
zrk-<We2gf2tKH}M`0Kh!x;qp~*IQ-YdEGO0OEpJ_$1%&Vs|6jLQ?9;vY;oReYeP2M
z*~gj@+tjoc=%(-fbLXqtS{~;2k>43ok}oZ*a(j9-%WzJ~`L(G=O@|hiEACkRlJmjj
zYdhc9wFgBheJRwG{JQFsn}KWOF}AGT9((^YXsuRT<K^|pWr>~^)11#yhDOhqsx;5?
zdNF%<UnJM@#-6LCL1%ak``DMi4BT>C<HC|jDdNF1PDrlFOfxomQu1hZ>`9gW<6alG
zY}f7i7kXAN?UvQ8o}~Ffm!cb+T*J$P)r`+(c`RV;)7HFd{PT0@X>CEaTRTPCS-4*0
z`dy8BHj}fkKkB8RbjE>|p0BieZz_H1i)`bK>$;LBb4}PVQbh3N+8e1X&9m-t%3KQb
zxGxuV{B~npbz%9;j=OiR{eAmNC5Q33=(7h~CciuGb7{5Nt=R76a%<iwg&wzkwRpq*
zKI@M@x?9<@WtW_3etp&{YRbBIrG;84GNCIYSd!Si*5>!_`TR2A?j3g-pNe<dA#Y|*
z+Iz-rVrua*?O4&|!0l@*KgDnM?FlbrerBq^PTS&DcHq{9%O-0*c|7ZJY37lc-(JQ_
zyG6*^OP$)W`Obo`-&Rh_zfkgIvQ3}HiQTMij`n}6zRniC6Ogo{Quj!)U|;d9FW#m{
zJZ>Ijp6`{ZomUd}zPSAR#EIuwu8XdXv7gm!Bl>mS+huO;YI`;Z%}trJthlRv>D2F*
zFK?Ii*6K3|#+n$coNPKZQQ}jhY@2qdH>cs3wMy68ipukjmkahTlzhcn5Vgko{>x}>
zZ8h)mb#>XTMgo47YoA<xmCj$fnc<jw{-y0}-<cf{e%%;$%~Z?dxKEJnE|xE*v$~@r
zR(k!OIEBs3;;ZS=JL@7hUN(Ih;I^KPKY+D((ruQL3IUHdEP7u&ajJ3FkutWOrx}_a
za#}t&-CbJLHOY-X=K0pj>^nBbV!Yc`9<7axI&pEihPADK*wuGRn(_+8%^@rSt?n#E
z7SGpKPCd6+X9Z)<wY5_pe%dzYcU5RPYpKW<TXjRTdsB~P^Gvk+c;RZKeuQz6h1}ND
z_wRGJa(JFFovk0Y%=O5jM?nrxW^I@-<+)8)jo@*yXDWp;cb_ddYbM?}C)hV;uF$^c
zey5_@CBLs|_LMyFXzi_Yog9)+KA$xWuQoXD9In!vta4$4^`1GOierU*E}Yt-Y$Nk+
z&5VhGZLE=VIghy}eAyYE8}aIPunL3K<(9s~^S(M=x_yRo_l8HiI2Oe|kh{4sw^&tW
z7kAF>2)VDTE_*O4UzQ0gc_`AmKmOQ;eb>!r_I!Nl?LBRB)m+7iw^h218hbzcv*2%5
z#*>LN7&zBH%vyQw&PJ0tajnI!85hso@z>(%)0(>UN?U>F<Gm&2*N#q@V0ql@SyJc4
zT?JNMh223>t&bjmcvZTcshmqd&hZ>;sJG{1$=jE9+ZyOh<UP(VdDQBym)8P5>#HZt
z-X$&B_NMrL+SJK*cdoP6E?<1&PWqg`+L!c?oMsE&Ta@w8QGfF5;N?cUOj@?5i(TaC
zvv&+$dS<4=lm2+GNw3~%rdsqc@TN(sx<9P=vT(_}T#380h4K`3yg!!B^e8NHdbUj8
z*LBkax1^Y}zm71HnET1!IZ!msJNiY{)TPH1c%<cZi_F7=yx!Q~di^%apwie$<X!OF
zD8tOa$A1&@vvRXi&x&3-x<zo~JKmC&+y;;5X|s9o6bY@p|1;b%v09<V+^6IyuePz<
zt!sx<8v6{7dW!h$WS?JkGjoErnZ?m$+XMFH%U=gBT;%1Q^wT2d!gU??;C?T0Yxk-(
z7fu*?yuWTDdF$+SmNkdhFD(_Y_|#T)T{~+{3UmJ2+!-g2pKY)X%04rFXXY}7&jDLj
zRB#9HI(Euh$|F}~o&*oqz7YMH0$t@VXI*PLRD9Z_Fxo(%Swik=;kqdwd!)8<+zw0E
z+;@!Sz=6fg`%QcDJ8W4qW6mp{V34_1BCxP7Y?0sFh^1R^>A079zKm57=iY2#`Rl6b
zCkF=pLu+*so&;^}nbrK_bkbAL_p|!4o5bZ7E#e6Ok(K1#zx$|ZwZPA?V@kf7mLiYK
zEnXij*|x1<=RxV>=+}#H&RaX{n#t_f3B~={b6kYZ#MB&@yLxr?MuvHQ+Wx<dI1b#>
zYCW}!xiR{fuFTq_Ukum3PiQlWY;$-SulD2ov9OJt45^R%|Lv_6UK@SXc5|D=37g;7
zpZgz?=RYI)q%YyHdgHZSnT}qC&&u3FQ-efqcm44f`N-e>PA@IhO*;Fyo_c1?#?|2g
zyDV8g@g{mtjL-L)YH_sa+nt{`PoBKz<8(wg=$PM|=EyV0P1BUmKaTqJ!uR5hs1uKW
z{JOs6<@I+<i|VaD&92|u9NW9P^`NrSo>yNkyXRVJ%RAhRKlX!hW9;6&cOu#Cr&oQ*
z=KOS6R{LsB;vJFaYissa)vWt&o8^1E_;SK7p`N^>S!*_HSgcFC#=Cdt*L9udJcYOR
zyyXuPEDKMYlJ};_%{uJw9>oK1BPO`{CwIMBv&e2Luhj0<(;sb1eff3uA+tA@?}Oju
z_V(>~d~46=u>HHYu{J1N>yqu0+PX9JR=Rtwn#i^{^*&)Dw>EQZNM)@pj<YX+baIpP
zmuGvfeGZ%8;bqSo`(>qP-1API5V^DSX0OQ7yZo@vt-^F^qTRR0Yb)NaTd1;}_iR<z
ztRDy8$J|)5Q)=VGq;%a<Tlq5&c;;#O8~nN|al@!<d*kc=wKbc=(^+DcY}bxuN=)oq
zw6F5oW7QMKi{sr-G)`=k3GdD>JA5XG>z5C+r)-Jv{^Db2R3^{raqa)l5L%)yz%EnE
z8f>^yZC{tL?TbUYk{z7q6^g?jAG5lkeDY=R&t%a&x1!e0s~;*>pEP`YZ__citQ3pm
z@|TvqX<zi}{PI8656Z8WOe~mb5$7KD`E2>&&o`{|*qQg%Hhw4%+ScwLGPUh`zx>>?
zIO7lJ=9ltJ(le-Br?quCr?#!t;+xCcdVQ?6O}=YAf9C6aZ3_mutv7B*9~Ejk{W*Nu
z^42GnvAK`W8K1v2U%vUP*)G?N6D*$!gLPbD@@78w5^CBr_0}hAd*%$GyLWWf*v0gO
zU!3*yPgL&2fC8thbGZ)5YI_GZaP+fx{hWWiPBAm`ig3@wc+u{aT3@e--djG`GGBdh
zwVeK=*vxgyYs`zgKL2=nr}ntlLYv)BlVADj?yGpT?=ok5t5#r_Yf!(^?y9|hi_Dc*
zuFaT}!1esX_Q$bqGm}+5uX-+N`Z88^=Y6S-7iJdE+M}ypz!BtH^>ljMTM=dJblL1H
zTTYa?XmYno9(cB6Y1E{$T|4hAx^*qE>vQ^PgUoOt5Aj6F_g!D!TKnz3yyWN4-gdQp
zoBY`$Y!V-GRh$<+`J>tMQ%)bdW7j9c$y0*1*rf}7+w$u3iqEQ>Ev0MO&OMVi(a8Da
z9(8*6Z`0|lh5d&%Y?)j3=v?j+vF^(&)<-p6_PQ3bc~f&=d)MbVtInz{Jzca>pifQa
z<)^dXZ~XlCpW(<taSp>c|CJTf9-iiXKL66*_G40F^V8NOD?GO4t(jg`Uv=Qyx>XV$
zCtv-XWy6{9%B^gr$)Aa)?>6hSJl!0#XL`}*kRm33ug2t@o>|{sUhI0Y#Vq8Z*qTW?
zc}4v8f2+1E-1gDGPmkeMwu|eJkFh7dtkmWCu)aU%Qk$iv4RchQ8ADjkMwuY1NwpC-
zZd)E)-8lQw=BpKdv~HYOWtutb!ZekzS$`kCjSS3FDUO;r@81{eEoWlS?ykINCSm%r
zDsIhz2LG*<URSrwow$kL>(fS&o!4$HK7ZuloyVn%?K&n|yj%El<B9cBSHC>#ayzj0
ztbXL}*0RTPTd&8sOrJ0(VNSTNrB!aFjKJEH8G9u^KNd3fP-Wd1%eHd4C$sRD?{8xg
zllI7;+go2&aPN8Ybfaz09eR8tnx4L09?57av1V!V#Bh~c!F^jFUtMx}mpf~e-Yw<V
zZ~4C654qeldD`v1+SR9RJQqtu&SaOF^|(fP?cUxOZp9lr-p2>M65ICuSHVOFb+&c9
zyG?h_)m;5)ds=_z-5aKPk*+59OFdVb?zMdTE}Efn^3iJdLpyTx-tRka)ia^$`c9EK
zfnOrBK1`iFwcoTla-w6Z(#);xkK;otE*~ztHqp?9f#=KmDNAQ4PpGO2mzr-fD|+#j
zIaAUWFI)ApUujNj@%^qv*SQM25~ieW36JG@s=TV@`G1D1m$p8#kT_cuc&EWr{p0H>
zr5C@RwH+5-*6wksl_e}^GK2BFtDUOXii&?d+W2hOmo;l<6q{C0d$&A!e%{w}ClyYv
z+7y#AuXx_oIiK=uq%OKHQ4QYq^myX!S<AxJW=QniUHR~*%vEjMlR@(X!}O~*Z4}U|
zIAL1IuJTn@J8bGU)7EucH9IOrtq$;JYw@pNTWaMt>HFkXuEMtw=1I>@rp=l&Cv35-
z<)7D=_t-C~yriLhe4X|SUg3vVjNBwAd=b5Hw<3?%)>-4A==1QS8t!SwR)$aVpIH0!
zto-3!MNVrTI<73O-10l3@6dwl?b&h~JGbhrc#_=p@vi@o?b8*TEuZhpZZlfjv2}}E
z(Rzt{cISiFd}QyKvZbpfy!~!gvB#51m8LSEc5m~1e&w3?LYtKG^?7Y#CYN4SURr)u
zd;2HBceB|oO?}^a$Yx};6&Z&-=~wujwtH>D-dzp5tQ%!na~&(sM?JaekyT|G{4!Mh
zS<0M{J?H)U9&Wz=Y3+^Ytd=&{XSrH(S*{J;^|R{IoM89mToX50H>>+;&b~hDN!Zhd
z-&gf-MPJ(xx7_v7+r?IF3e1zQ&5)jT!1(u-ZhM(omTpVdm2mb|u8vR$GYMW-X}9O<
ze+E;t=kuoQ^cC8fFeicetjP(6*Iny(2+p~}e{biL&g|eMOCvY_Yg>~oMb9}@C(L@0
zd`^3wxAVni-}EOoUYoI?bS3}Y=a&}B?0B}J%r?X1(#C~yg;5^M8GeVwxX&~EaqUSg
zTUM3wGV5tq?cz_r4&2muG%l2d@86V@qLp9X2i$AA^m`_ce^s;Oqh+Z%U19w!)mIe#
z)ZWeR`F6DGZ1dwh?W1o~I2)>(XT4who@qV%ysc9nEIHYl$}9QCv!u<Y{Al5<DX(ra
zZTQcyrQ-M1?!p?`P5yRU&%O~oo7(B68r}1&x@*zgs^VEQPVSjkFSSvoGUr!#j^e2`
zg<4&H&w9K+^<|zho_E!Vhk@1An1NSl@2UPHX&wdHVh?{`T`52L`rhL2Mk(eN2bL^4
zJNeposY^n97LQ+tJe|xvYnlB0m8&M(do7vQHfi<-Ny~p*+8jc<4owPvm9=oEa#O|H
zoQbF3D%bW}s&UV`#`8JdmaSsNlR1;GZF*9dwMc8KzI;e{&73c1l@6a=c{w+RvG};x
z+vvQCvrg}w=1;MdSjNGyHm66<)$Kr$yW@}G!el?&i8GX#w`V!c`F-_J;q9#<pAE96
zURatoZ^^|&N765Cd(_-F)r*}+dvyb|#N%0)!}=_?p4~b13FA3!vqyI$guC9_oinH~
z^@^_B%P%^&Z(i8D%94o!$GeVC<zyFqQEryw`DkO*(G3-kmOU3)dGf@=?N;;ll&rq+
z&hpo_j~iI#tY@2;>tSofRkky0%A-J*ro!+=6L+QW^-+*m9eBHnOLVeH%<JfBm+A~J
zZDF~2%&@B=(t^1!E0LMca^dpYz8P0<JxxozwcxpW*RGEfEac~lx@_ZD+qBu|O|OSZ
z#w{Mt*uRsWXRz)0b@5-_oa>7t1(+sP2d;Q@^;{>L$mGzO(@P`6Wd8D|oVai2xYBc5
z(bewU*%P)IpBG&(^3XrdDqLCQiICQZ3F+(Qmu8mrX<YW*J-2Wt`>gYsJ0E{E?MZ*o
zb5+>z{NunYmN{=qIStj<uPvF@+)(vwhjsb$3*q_M3S5@I!mfLYTn@8J*strVW*r(>
z#Fn*XyLQ*nZ7lr?%qt$PoV`DIe!kbyd8L-mHlF#J6*k>jZ2g6I$-9C$*k5{oYdYId
zo89HzXVtY==H9=lWmQZ)>lePbmaZZk{YUC??((1RSuev99G-2vDa)lB^>pvfx0g08
zO<3~%_1ma>Nv!M2%3gn6v3Kf;{AkI~+k<DF%ItU<7TYQDWzDmm$v-Z6o}BYeYLld%
z{KjXSXC?W^TzM~?{(4r9*>d&1th-;XoWJ?ATc&qM=zf!V5B_SHJ@q)Se3eXzi1k;q
z08gdW9!`%o-b-g+e`#B4ztRR(=Q(m)d6ljR=ss?;G);(`e7q*iTynWij>q@E+A8gm
zUiyB^y*5n?DDIEyb7v|1b=k#-;qiZl^?_y&uLKotyfV3ZX3v}UrowAmbM-yWWve+}
zzc*V-uy4<$@O_PXVQbF&Zr^*(^2@qY_nupPIa+bX$l&pu@YL**!l*ara)md(T=jeR
z)gR|gk2scJ+ZOa(_SO1=s<{Ej*E*^!bWQlXMbze6$@G*D{9ZwmHcU0Wvboq;sPgL?
zV|Cli^@jOXOQN5x=!ttX(>eCE`z$V=AWf0C2e@uscU75q_O4r{Ot`#>yt&_#>kIsr
zZf-o6&HGSYeyX;(r1duoXXZSc(&Zd(+G`DXX06v@;Iq}%uXq{MeCP2U!O5XfPMqsH
z7rZKrd2_m{K=a;RuaJjoYtFokSKFjIg)z!coV_{b=<SUveRHmCFWwoLbu4F7!@aHU
z73Uw{TX`zt*-EzObFQwIxITC4nliETyBlxsEt$}JcyEyzpY)~O9l<PNd$wKq9KPqf
z&Kj4-FRL>-C02iQoj9jtZOL{U8J_eHE6THz<3hG;y3DEX&33b}_u8=SL5ZnGOJh$+
z#3{eqN+xv;|4c7LnfYb2pR_z~x|mZdWA8-1=!`Ot<1(SrGiS){)mr4|aMao6;NR7=
zqNS?S0<#yNH_fwbJmxQY&cgbfVN}@1$$i#WbUBKP%x0dn;aaS1_$&0W<iSUqm#CLV
zWpw85=<+xyx~N%c^M#(T&-Z31#?8$%Unuxh!)K@3<`c)N=3QN>@jCMPx~g!N?OFl*
z*0`$gIBGL5OUaGjHdAunR`ClW$;%cQ{#<o}t6u9w&66t^PrdH*Rrc03(VKDLW$2Us
z=IgVjpW$JD9o*Nz)%r@PC+gyjV+U1u<{z8K=4bVId)B^SmCH?^YO_~~r>ks<Ju|Jj
z;NMj7n>&ta=V!>a?^Sf{KeS7Bw{U81PrOc3mXhUKb&FMN=kyu+=_)O{`c0X`@at-h
zsj|^N3D>5ZWN$dMC-jEm&&Cxyj(c5ebvP~)c0u```GXi%iM6)P%-1h%csPCj)2Jlp
z%l6l{Wjznc%9wiGV?o!cR7;y{8!cC*@cjB6dQ45&cfyh8f(O?QbQ&HFlzjd&D)5tA
zahQgyb%y%%iRVo{7c%?``^R>xadB|uY2RKMshcy@L?8FvEew!Ol}XwrQF36#w?e1u
z3ocE%bL3ND57*3czCUSOZd$B}vfCkY^xSWw&HF;0?VR0EeEiZb_u#&%P9B@D6bGML
z=Wg;_;==Cqd4<szy^e1U=u_T5F;>SQ)$w(-$`=!_#rK_OUwGSl_F!3z)+dYg(Gyxb
za^L<4x6WiKJF&vLbZuKw_`Dg5dhOF$MfUoO^E#cs7yXZ2a>e~A66g4{p1yq-=Wh9E
zYpHkbr^4%|QHL%zWEDlds=6B7)D<n{X&KyAW3)MK#l2%Eio<gJ-e1~u>G#YnmtuK4
z4oh8V5pb~0`sLD)F7hqZ*6Qk~mwS)wT)*>NR$((+tx>kN&;DCp&t+Rn%?+n_?syw#
zTB@_H*uaLN!c;%$mE*a&zZT!JyQcE$>ULqxz!U3vwp@K&#%#GhY~%c*=cZfq7fy+N
zH1*s$^Qe6s$D^K$E6=(5Q1h$gm$h53%+yrhsM4-JIn+yk#o3S@GZsExnlgLs)#mKg
zW}doV%tbj>9<{eGJeqR2?BK@N(XR~>7}ieLcKIB6>siUh6gk6)Pf^?WCDv_NnCI~8
zYVG2QL67C0ZI~2x;qy<snCJIq=W0FqbN_GF#VblTcQjtx@q$~@<7MQ{SYywdkt?Qb
zU7Bo=VEo$uQi=@Qqiw3&b?5Y4b2|Lg!j>&t<Mj7_#}L25pjW$OS8zASgstSeKc|Ex
z+)?Jq1dYAhKCivOH@9BuR`$${(@V8qZatRiDSJd+dBJKSC#B+Rdw%;~>0NrVx4*7_
zYB_(&q$kbukDD57JS$&5%lOA+dHpkUt;3w7cjoctJIlTEXIiv#M;pV9gQlTcZdTh0
zuB_)+){*<>K`*z5Rb$Mt<!e+D7yB<4?Ou^xB&IFNwo_6<e&+3M+0S1mrK-JMWLLK|
zU3<ygqcfjO?KZByW_$Kcp&H}!Sts^hIT6NDpnXn%t5Wm&=P?FB<(5+3wP#n~4W4{n
zeYxqWy{9**2*>bV{WHnK&qH)|a*;pF=hzL4b)_xS<GfwYa!#10Qhe~iHD$IZ&u6_n
z=Wn-jO=XgWZFc0kXql^0caGT1|9m!XTmQuCYkd^umu4N8<en22bIVvf=$qRtA;Z_<
zo67pKb*pMMA2}HYOUB+<YLe+Fr*cj^@j_AI>(E4djqhuDK3>~>bxM$lmv(ek(e}VR
zwVmI3+K#U+7gl(-L9J)n-@2*Kuk5OGR8^OrnK4)U>K`%P+fmyht;9s1{<V6vYps;;
z^bN8{3m(sUUL3RT*9`Ud+TZQ|{Fu2Ydfh~pjVt68{uJKZZ~s30`|^2Te`T)CIA8go
zV>zEEhw;4Z&(&dDKfQ}7eH*8$HRW!2uBpB6(aX!DReBapeektziI^<E&9%=O%JZ_>
z4*ESPytO@5)vYi-+Bq&-e%`|=dl!YhN?Vfs?8~25(JwA0pJR23$y=#j^t$=h-sk$o
z#b2Vr%DxyZU{}9xy5i)-ki|jkFTaeo_Ol8L%)323t@NMhhRm%IA1}IpUccIO_rlD@
zZ{Ba)bNJ!A8SBn!21mzP>^fYj@GtaJWXs$bpX3`qf4JXz{N?2$JHPA8(q~(~zqG}q
z_rzkG^e<~-ed_+QFMJsr+tsgI{aEIDsQ2ZboVvBGizRm~U%m0-jMHUnZtBcdXuR?{
z)<v*s!N09}q4Da=z23Ck?krxe;rnu7b8enbj+QX<J7v*}ksdwL%VljhMmd?5omg*I
zu;P{4?s@lQA0|3}_EmoscWFXL-@7Ft*Eh7Cmt5;@ap1V=N*jj71;%|_UmeU?SL2)K
zpLZp$cb;U;SxL*U>-M|vHq!chC26O=p#JpzeOb@j?;9+CIP2y?>lsOlPrbaES2ek3
z>cL~$L7Z0@%(+gbovD0mI_cf3BhP!n$~KvFh56jskq}*$wS9(X;H}Nm9*7=u_1v-{
z$nxcdYnpl4>J>ld+SD|L<he;poU8p6x?|&p@<%J;wkuy-xBNh=m(8V(6MnGtJlmlg
zc683Wz}T0{OG75GSy-&|3J<y~yJ^1uu50}(AJ?bOthgPtcFPV4nXa#CTl?7?=iPlh
zeIC;$fz|i7mRoACp0MG|&X_4TFJuUwkoA;({i;_wp(o{Y*H3o8NiWm5*sFfIyUji1
z#=kUQTsr3G9A9hCrDfF?6LRHGtu|Rau`k;+-s1RD>oS9EPm?0opL`RTEY_aR2w|Lf
zHvRUBvSZpyJr0E&jNKNU`@({`t8+f{teHy!Cr0X&o0@%9bUWPlja_oJfa}gSS1ZF$
z*Oq7*WFE~iyF0V8Yte(Muwei5QIV;+Pr{;8X6=l--IAR2afWbD$hERlpPudt3;P;&
zta5GX9Gx1ej$7ZWZm2Ao+W9p-;;ky@-^1}U=BeuZn)36_+xW$w*r!>#$E;j`-e2VA
zo~X4KY|SVCyxuwE<i7CYt4mLPu;^I()8FWJbNGW>KZ65|K3}%E;^lR6VjPcZrt)Xc
zldGC<mTeRj)>tz0WX-G&57(H5tFOG6-0k^_S>fx8>?BF9O>;hJOZIuJUUi2tP~@?$
zUuIUV|AV{L=eti%{B*eM7vIGYO||`YU*<Y_ThDkB+#^@}`kg%gtHSuG#oFnOvwr2+
z`lVF;kh=C=^^?_y{|x4GQ`?nnrrXTZULmlqI6x(FnS@Mu+PdSHTyH(QlD$oY`DM@=
zujYG`s~USk_|BfqyXBUB;nc3O%BH@lOL<iO8oCHD-R{lWA-GuTq}sYS(dAjkHLDfF
z6_S@GIJ7QR>1$heLN4;-`)DSH?mw?p=FGiyQI_}9v7@UqHvN3Gi_I=7p(-pyUgOv0
zcPbXIFYVTu65E%uUUAZ$M89k%_LDhPv(E3FJNJW?)RoQMIh9H~A8VhSbvDXOb&`>z
zsh44!=(@w&p<(tjGb3Xs&Dz=)v)GJbP0+oV2EMJAcFo!NZC!!h>-jN3xi5DvDN9?V
z_i^6WD{g0$&M#Oa(ZJgiHfPc!8^&mDm2+iVorElNE-#w6D`_>)1aX;JH~VCJmRxl;
zyShy+Oy6ViNzti74>xIhrAuc?Oc2tpiw$u1$cm}hzTmuRbGej?Z{KpIT|KRFzQvy!
zj&?4JR&kM?d4M}K=EMz^(A{CNN9OQ*rQTHi)*n27sdsMH*(-%Hr|w*H`#kmPP2Sr!
z%WrQDZaV0km#4k*(-a27i0|7O!!vBIO^e!WvFw|{@&l9SO+EH%JL?TM<HlI;lb<#o
zcZ^G4asRNevG8ZEvwLg(Zm543d7jeAZ*zTKws^o#-jnA|r>@LqygOq%^U_MW#jEa|
ziwuyuH&<Q#hHS*~)K$iM>jG7B_F1ksyK3q=^GsHS{95tsvd=XKK2%>bnONk>v{$R-
z+Vm@*SA|bma_^W<`?_qon3Or;4oP>8OyF2^yW;>mcifcR<kn@k(=~18X6@qXxq7^%
z`Q!?ImS5o|Imx;%6Zoc1)p&4im!it#%Qm5&$4@yPuRpXU-0~?)qJZ_RsbvZCFD+CM
z%97+@X<aMib4+<o&%AoB$pwLv?=1+m{dJ}2;;F7lpS4dK3l&~k`CyvLtjY4`%srQ7
zCWdVj>e_HUv1@^M-eZf^S*<IdvdaXPh<hq_Nh^f4WQENZ63TkWAQNot^~PzZh}Aj+
z%?EOYVM#5*lO1yGq+=heuZ=ZWB=aQXtk$BhYb@38JZlb><u$0VSo1P1pzv7M<`@RU
zd0C5;t^11|=e~(;^i<p8;(Kq6qfo19=5+1J*A{NNwz}9bIX!{lebid1qmt*@_r^4d
zx}1Df`E0Y^95K6Rvu}vKFP<^^nab4_3Q2B^t2G(YL@!1k>)6wmxpaYTu&&FB4rAvS
z<^x~XoLsK@VbK~_!Qh=cmI+SQnRIw>n$PX<?N!@V7BCgZoVjj2<I(1;zoa~Mr6tZ8
zU+-G?nfcJHY&OfUi?q{JgtRVQI6mvV(-8$GPfOG4%Ho~^&H3pG467AgvaHhjnsZMF
zt|^$o5d6sF{PlaQ#Z@NWxOzm3jg_NY@99E0ce$yPty<XUWqU5awbwdazgn}*VnJ23
zTfn5G=eM>f|78EXCY5($w1LaJ1L?1Q!c8t3@w3g^IN`{nEpsOd@Ng}WW?uQ^LiE;k
zQMrqZvgcOv+gv+5DSU0J(YriW=HDuU>xv3*%@LXQAmq}7E`~qF!MD`IOeD5BZ4|hx
zl{_(MbMNt4EkbYai-=54o{%u7Yg#1x+Mszc30x^D2FZO>cvo|)ob3q>bt>}BSfY61
ztiKZDfwzw4h8&hh-PJ@5yY?N>w|uray)MIb$BWcmpS?Pcd|AFy=dQ)-!&$R9RP9wN
zeuWjuo}cd=rlQid%HpNhubw;UfnwU4)76#c_w;Q|&fs?4x-%?SA+Yh%LLI-#rMk_1
z%a&*!cr=q$X^sC{kBytQdAtn2kaN;BbgA0ZsRvdZ*X@tF+7`5mP4mL>&naJ47YWWv
z)#VXmFOBOn-ZtZ~%=guSPm&t4-dyN@+VlL<=CmC(qHN15Io7<%Q(G9b;^w>XH1)OK
z^3Gl-XKm;x4D*hj{&um<oG+__7T(KxlG5{d|5~Hu$!F6pCrnnj<Mj2>jDYQq{-J5d
zCD*=4ZWWpK`qtbx6Q*8P-m<OBMCWh)R9~A_!J-q(%>&l@xScVb_r7>xWbTzybBeMy
zt*_dtp)xChyX)FZ3D4}E!u%7YR_x@n+nTxgN3a8HtC4q*hO)}FMBCLd^9n;$SY)p3
zj3`SjSli`fY4YHPN$>40?-^oGe1jBhR~i|H2|5IamxOM8qt3KQ|E%INVeb;h#d3w=
zQyoPeIsUAAWO%mlr1rGg7lj0y!`!rttm;G!lx4NG7fn$))7`VucD23b+U|z3$q~{U
zd`p9`3S2aM9AL=4)n;O#oN=_qBwsn>=x^)T3~%jRcs}ad_WT*Ou4-#MUvArV<iZMu
zk2ko!$g0Qgu{ga!CVb}035P!M9`3LDvLn6GV8!aAg;xSIUi9c)Pky<d_tj^=)1PJc
zU)#6v;zcPFoyzr-YebS%y%SQt9IdTf?#Z?4Z9&Dq(1(wLx-NVzcp1C?!28A87kI+%
zFtbRV*v#=<efiVaAc>2G#~;Qi`@XBn%-SMn<i6EjhvVOz%OY*(Y_pE>S(=`^cwNw&
z$(A=@wyJMLx{q8v*P?g+qCJ1kE=uL-d-dW`KnPD*(#P<m>DkF$Q&Te4ZmI1&wD90M
zrf1=qb;0*`-9A}VU?mvA#B+jEv}f^|FJ&ezq3cS-c0^3=f9!A6Zpk()LMOg8pj+no
zoeTFmIn`Hhw3)=jo4%2!YL?8C$(I&PnEGtfSF5DXN3G>4T~}`fdLCE#7_u-ac;d^b
zhPHS=?Tj1ee7B{%o7gFvwfNBQy{k)(tZMnbLOJ%yl~Z~z%40d+E<De^uHtN|;Sm<!
z2^OYZi=RITYq>5FpdImIUYqf=+>GMuIljl(^SyRI>v$~l?d|K(2<FMJL)50cRldBp
z_}+CZlbT&Q#na0tc`C-tdA4oMV}<l<JD0bY>^xVw_RIX7g!Hc2-_s`TiZ)J4Ra0Wq
zHWLY8tNy;$;*M3Y&DvEJ55BLyUd(cLZDP~Ih65I_W3C?gWT?3LKHK)izLye0wP##0
zkP*<_T9UCdtX)+mHCjdRY^j0C4%t?x4SJR9rg2CoFr=+AoUG*Uc<s`kBQg`iB`;_)
zzYo*BTsyOz@$#%g(T|m%&zZO7efDBe(L0`s_YIymUfVr8A~cbCYq8m-V=0oyZL>Fa
ztdQ6D3h260R35!}?iD$YMFsqUKf`ApTXOQVT=A?ge|@JM`SE?db;?P*tGd<KcWz02
z_iJA3l7`?+(<>5-b@=R;7D&0C=$NX$aosgb#;J9A7Hcg_y4_7C=iZ!rZ-EE@I_+~)
zZ!SIfHul>}^Am=1HXhTS;a%ev@gZaTo|veBD;rrJBuMQqR^a?JXU=ugyceG~@EGxX
zZPt0!+Z+}3x>)VKa@DbyRR+h`WzGF_BDr?$g(7YJ0+xBdi_eQ5-TRn(deGg9KfKmC
zojtL)EoWb<x!hD~dNf{U4&!;#D_Oz`bN9_ST9|X^*Q~zq;!T<_i>y;_@O`KXd0Dsc
zWAl%YRPGYnild2MHk12|Uq{_Lye04K?VAyAwSR_2JWk7*w|uW-&cBT3vQ^g;w!Kh3
z=kWgPlC^8kyt~)&?D?Gq&F5;hWphLJ+rEx^<o3Dncud%ofQ1Z~JTv%x&m3*MQc(PL
zt#r}B4X(asqK+pYcSS^3+Wy<JbjO!XX1O1tSqdjcZLUmsw75xt<4)mUt+kK!o-*$L
z^~GeH-0HL(*8)MVzQ3>CF1c0yWVq%wKkd`9cZYWEwPTb$sr%Zg`@*wl7dKr!x}|-^
z>$7R~>5b?3s>2srA9#C^eVg{&E6@8x&sp(J<ugln(TdX))lm*nx0&<RbiwD9%1k>l
zzKWL}np3*&+8HMSW0}iUGq=58d7*Y{%JzE|qNo2(;k00A$j*yC%DL6JYq9EyE<Jwb
z?Ou9a&n_w@YILmRZm`Wv*%f(0oq7MYoz|<DDO-P@x9>{Svw-8a7HfWfEpy78TQYsZ
z7FPGTtB<SZe!1xRdymnaCsH@|{$y^R@7VWj$Mn81_QK<q$1=*M`}QWw#qFLk@$PO*
z>%z&mwj}S-`W?M|Z(OvxbgHx)ztU{mJw@vr7*|~~pZZJij)|+$9GS9rSuF}F&u4kp
z-pdGn9c6s;3Da`fs-Q5RQ=h7(!-`sC%;ml=xxSuF(w!yTHap+=m>cJpb<-~0?b>8<
z^7v`*z~x)7Emht3SvAk<@x85+3R(&ygQ8Z6B_5QSptYo2DP~olyJ+`L-!~;iv6~m(
zs`|DrNY~AEW@8-Zqisn(tC<@d-v)N48l^MOvJ70bYv<*g)@GdF9_>o+*p<R{u(zkM
zNo>~kNhv%Nzb<^gvF+)JYmYRG*!;Jayfmy~+Vd|o>T2_xc|X>MhxoZ^np{$j&hpYd
zaMtPh=@(j?UNsg;aCJrBSo(WUsHWPUgR#bLk}4B7Fp93qjp2Fs{Og+ROp$tV(~Zxb
zR^&XIHOZs%UDv<h<jL1Ru86Zq&paEi+SPTU_T$DUv%KOQ=Kh+N)O(I|ZEG4sLKsW2
z$Js*@V`a2%7iB!FoiT6r<{<f*Y_9R#5|6K~ba};Y>h>z*itsZ&>#$Q{(KB|NCnsky
zAC2zaw&D5Lbw;{gdb3wMzg>0u;ImnUX+b@GNA4V-zo$6hWTD*QT|2(bZF<LS%JY4*
z1fR0>UhRmpdTliuZC)R}^>^+P{heJ+9Ot9{-2FJcBhK^2VY`s$7MAOm?NfXe^s}hV
z&!Beo=iNbbw!CjDoRod{U{I)f`PywZYkck-#qyl)ZdQwIk9z)8WuCU1o9MhJ;aA*V
zojN|#woHq8@~oX=#wX4O-9EoHw$)K-RkWbI^U7@%GkElP%V(9yWd?{Vn;y7%;Ee;*
z-u;dnC-<y8T4}Lrl|a=mxv3o6RsXqXFU#1N%i3C1yLXXRPgT;!+=K*%b<5<9FYWUy
zwVZwBR~M(otL{tz=7sD#*WL(M35q@<F`;7Zj<-$?g%e|T#a!L}#q3SOla#v9+qa|L
z*zcO2k37P(j^Ea|N_0uO+!lBDou@Td-*}c6;^rqV6F%*ARhNoil+DK;`Im8D>$!fi
zYo1`A6Mp*F-$!mwRf0n1dAyA^xl|PQ^}N~Ikaa(2{ge}38yj(Q$HIf>mG<0yW_hgQ
zZ27Eh{m%@iG4J$O37_pL((y#_&cCVeoKDK|=2v+||B}9DEN@y=u|E6qd<Dih=A0W7
z!gpspFOXkbS#f2j<ddsYo|g1`c5YaFC-g~~^2?A#3@cb<Lcc0ZytL18ZMm`cUEO0w
z*8dswv`^PK%D?yDAN94u{fTSAKE>@8cl)EhehBi4+OW7TJ*^^T@w4Y^0~Dq)%TLX?
zqo!gve{H~l6OZ=I(vA4G^X`NX{4yaqZvLW{wjJM>C8UemXKYt52|w_9Ugj!KiC3A=
zY@UlQ&&~gw^1)U+d$sjumwU71=0Cif_v)DG;i(LTaTE3X*Q@rpMNBBLy58ukcjTO<
zO=0Z)!*5lxt^OEz)CD|#k$rw8$NBJ0)(Q7_OKdNzHGS|l{q#iVgLChEvdw<wv1r?l
z(CMeRk1x|+(|q7o?9@3rE0%LvF&-_v_4e<!`8f|{62i|uHp~+&^gF%CR%*jqzqxyt
zUjAgP+9$m;O6WnI>C;>H4{hD!R${4c@oW!w<j12|th#4J%%9yO^@W%JQQW56&PTkS
z6lHz-rGNADuDtir^LVXpgsZJ`dOqp3J@;1Wpf{^LeudBWeE9P14Q)RErFAWLDh_dX
z^WS%2RQ~g5Pqu5b|Ng5_jRku?&YSwCHY>|ZGgfZ#fq=Q@T1C@#yS}NAoBMF*(*&=N
zar4s`9?o+%E<P@+{c2^6diuATqgy^6(|&$m@Wre(seATJFut@?D@p5A*w%@Ut{hBC
zEPr!n`oxK)E2ABjh>Jeke(RAWV{ga7bB^nrgEwDQF1yp)7*qI}QMGYhS46sQ%r;A*
zRkwq~V*B^lNItrG-RI}hlgItD?p!H7zI)5$#>*<#8-LV^_j~eRR$f{@E1EOsNz50v
zJ*&2+zEzdWUQ#8v?(dXjS)23vvqSr?&NF9b`TBiL$Dc^mJ<Ct$Fu#nb)9RfRJf|=F
z)GQyKXS)@>=6ZSVzJKDB#jcAzEAK`c-}>r(vy`KoU441fN9o_`VU}yVZT&p@tP782
zFQ2BNce(1pyvLU|E!7NInZDT|xO?i`m5+M`S>|m~Np9?VweC%vnPt?eh}pK<FCLnz
z%u0JbBjQ4?P2rcds)3Eiz1FO{$vlT^;|`v$>$-2RT%%uF_(aZP6{~BcQD2tr-E2wO
zjh|fW6$-m1pFEzI?P?i#Zw-s=%VOiD?!G=(;vFj2sxmXp+%9VHfa{j-BB_l=A6QMc
z$5n->e!R5svr$&%<Q<FNoz7Map7VItdz0RX#kt9G6@~XE#!lQ}VR|@-^UpaOH!0!r
zD0}7m?-sRv;`wSJbA96dOgHsB))FbdWuXmqQ}3N;F*gueP_ib`oIUx>a&^gD(TfkZ
zxX4Xa<GYizEBm*3=WV;It=mO+Z<+Qy<<^u)ho&Wh*Y@>(h}*C1`qb-wNy4*z#Wl^*
zvwYv*d?(s?w7_g}Y4XXrCbP<}%DYu8_UOy_bA+ME_~-R$KjN~_+Q+p{^uNc<d}(j9
z=icbk^*VDVS*(x$5PtZv?tg|`sr?EvJw4Y$wRYWJ{Gu!{FIQu=vGY;mlcmczIi6m&
z?_A%!)qm1E$9ZdK{nh{Ybnen+GY%FQEZeXD_2!g&9*(jZi~cjz>pQ>DE_S`Vd-v9!
zZ}ap0GJboUSXa7~S-opj9)H$Xotgb6OTJmR>^vIv+fRIL!RZ2z)u#>Zr+bBY&UVW)
z-)+UdGpXuh*SX4bhM`weEDo%gWy$a)xMr>3Tag(({~63hijTRAiWw9K)!bO~{nDeS
zlgc-$%KQth<BpzL<>p&vwoiJ;gx)(mRbfRXkN2$cURj>9uBhzyj4$g}-S?m6WWaCw
zA}oqWfFYtd`pNBRzJ}^>S)UxCEqN!4r{pf(-FtD5qVBx|MU3k=?os~m+jm<?a__yZ
zpJeRxvTY;|Jh&doezg0GkMQlSg<gBpx0+R%EN{7c_w<?Hr{3MWbn5OlgBP`{AK#bw
zF?I20<?wUHF{0m(tbV=XL(0Klvp&j(hs}EBbmr&TVz;?jTWen|74}S$z9gpkD*SB0
zbG4n~b^C5E^Hfy%&tSEBzvbClRjtCFAUCVMZwr_F4q72MWwG6!kO$S_2^Pz*EDKlu
zu<E`1sj9FOepXdia+)t~nEY9MlW$((WwqLDgT*N_;gMEC*`^m#KK=;Hs?I3%nj>sj
z^OBKy`_ky>#S_oE>eyy2c5<-o&0CYPcx!KQ`Q@$+dQ~4|ez-9&t60u&ENggF%+*|V
z;{|Tey2+T&$Kw|~+PQG|r8O%Pdzz1izR|BPUKzRZz}MBU3krXPOQ{vyTq`nb?q!ou
z)rD78_LQ!63y%4cKd1O?JYQkVWREv3>-y$hY0_TQ(_|fPm{s>)zPD71&0?K;^1hz=
zE-@$Amt`$XkhWOK`Dm4)Vqdnj+>&%<KQ&9yi^oqMc-!^(QO)C9yH+P3Fy(j7IJvDP
z@T1p(`PUZQvA4R^8}a>>RmhE%TXroLIp)s%aVdw{Jd3rL`QtCmeWGR+u+DwY#gj(4
zmJ%l1ZE==sGZSt8Y715LS$+Gn@@Q6}Z}v{X{Rvgymv=WkUz>PZn$N##Z<Zy)wN-|1
zicWgHjCWqOt)_V1*6Yp(jusmzwaSFO;VG#8+~{>nHsF%RjhOV?mo~qXU%%A<yo~(E
zH8)SPn@(BOE0pJPV9v+uuVeNeF8&dA_pr?NtfxzpC!ZC(D78~HN$801pH-80SUy@X
zDRB4NP~AD7ebuYyTCblN_VD9>hU<?us!V5F8?!gjqj;9zbC!9#xjyqXu53JZq54|#
z9H}b#svT>~EK>vT9h;Ls`E2Hz#mu6OJNmw~C0T!4_hQcEIpNN!PbD9GUv=yWpT(n%
zv-0>&U7y%(-4$*zH&(Xy+s<=!QyrJ8?@iVD&#*M&?!?QpZcj6_yqjsBJ(qP!YYflz
z^h|@Zl}~t2oLo1J)8qZUWiRIn<{e+Srdj4cgVl_;N;_Vx+i?HfHr87LhWD2yT{iET
zdzQVUc-~jfg#rBk8CETeJou{KYJ%0ot|(b8Z@*{Jx0|Z?Pc8hdl)T(@^Nx^6mMgIn
zElrZR?W&SzU1+=M%)BM6N#k+9|9^(qoTE~cjD53rn9aI5^Pa<(r3QRUieJYjMJ=8;
z^UG?sQ#Pe*Z7&|vU$pc2<lBFiJbsnkzoVO-A$<LvTMd3z<?F;=-JjeTb9UVmPd~nI
zJ5L?>EmIh~M_fJO(azF_^yOdI-kARM^{i<Z1=m`?-gsf@$(McniGenMghQwL%dT8A
z^X<KLoQ9_szp%~gd{OWBb*;>ib)0Kd`g!WTw)nAoT|F4>Y;h`lx4BDmPwCqLLzWNP
zDqilv!JNkmXPusQ?A6(|ev|HgI3P2p>*eDa3~brwCq14MwkhV%@_CuXZr3)O<f*4W
ze~=<|CiA>S)`{pQ&nLy#|1+%hQ<(hY($oFHlB$Yt)vB(VsXTvuG$P}~+j|QWP8s)q
zSiNzLVj_Fg{jHt%C1jp$T6-Y<_>T2Km){gO_a9oRJvq?pTG&n&gA*c!VIP%dy;s`e
zuvlqzO!PW-2~oc97AmXVSDx&g%~0GNaB}D7sPhc$jiK8@KlRPdIV;Fi`%2vL*XJl9
zA&vv9=GI$f-ne%wW`&YWO7XpQm3CK^^eT^Lw!S_Zlsj2uX4l7*^!ZCeD|XnVtL;)+
zwmFqSN-A~toI8&tAMM=PT_<`u=CS(xs%NSJo-f}<m~Y(WJ>_gKw;gMl*|pUhQo?H2
zD6fAS>*9Shs4FdI)}3{U-&O@hH_o~Ck>M(*zulpQYkenWCr`_;TpCeOb?q1<`}_kJ
zLXx*HwRmGT`Oe7z$DjMXZnk`|`WX6W{kN)8k%jxGd#zihtMbi!@ni|h)oC9Xin3?(
z9X6d=T6W;ENYU=D@1Lxe?P2Y=Tsi4sM5*a>r-z+Kb8pAkOa56Acs)qw=_c#OdHemZ
ztyxm}I&y<uh}4bn7%r8!#S5K2-sMTr(wZ&yY@M~{vxNbiuYX+XS)VNFkP$O)uO^GK
zveG)1qY)?8O`E%J!lRx{-Q%%)!tJdR1dnO2o94h~vCiw|fjh-Vi%(k1YP~!0Oi!M>
z@zPH3_9t^5ZC@APW?Nx;BF6LNy1Hy@xmFF8tEbF`{wxVsH5OMXeY8F{=D`H^>!uwk
z=R8*TJ+EHNaXd&;$zn}e&>DZ!t4i+!v?O&UCKaB|KfT$eYyG@mH%@JvurlU)X?|4$
z&tuc$(rGczx4Nh(?wS~FZBi-Eyzlw8n|IhA{0qH#D4-|({;ZF@W{+9x@~*zT7S1wn
z=gXsF7hWzmRVn9`SH2L|cT|gmX@&D7#($wJmj7p18{wHH6m32Amf++AEB^G%o4Vkx
ztBKUP>o1B=xr#M3MowB>{hy(?ltEK8&f}oOn#xE{nYKgK*S;>A*tPBi<AboRD~_A;
z=?A;!J^dbkcb@kAiS80#)-C9t^6R>0VXOMuw5w}0wHK|lu&LW>5>z#7S^Twy>8~SC
zzVM0dElY@A|2QB;?&>Vn@5{FAFg^D!^K32W6Pr?*vK5?9zWfSxo0G@XaAeMNkRz>Q
zYPx<;-o~JA6XGrteEYTM0TZ#w>g=M4Dlvldo==QitIiTubS~tvsb=<ud2{(z7k>S-
z%E|g;%=udl_ElRJ?+jX!!u7g&`^?EPN3SK`|F|me$9Yp}pS7WLe_gfYI&0!|e)9eO
zTlE7E{&}_X_g(9&Q<S^1la^RK@5|!1XgnS@_n_UrWvf(Fwm<z5y7Wn6S*F9Av-6)u
zzdXRaHr-JmFe;1vN7zfDb*CA3m9FmixhiY<mq%+BJoy+au=mu{N&4&l`M-V{b|kSa
zv%}$NgwED0Z*z~VzuJ4t_|n>C+NSqq(wDlZrM|zl>3R0TEvm^&S&|mjls$fZHl@4C
z{nCUxq2@(Drx#t9DgMuJZ8=*&Rc%(o<cWV;J@=${32M1+a?`Tgd19%=<5_MAR!OTD
zdQRBHQ?km{(==h{vl;PyQ(SNMmOBR;+~N7%b+1EHCagq7CM9e}fvwh@J-v(1Ug<fp
z^z-Xrn;oLhrSi6m9L_E{@QGjaX6NG+3+1In7mi$7wPo7gek-AvYp-^R#Ma#O_`3ST
zfq*KWps4ll`InZw70^8XJT_*<PLroE3dEgtn_XMv&1LtlPWyHvVSCm3Wt%32+xMm{
zu2jzI{G?u*9C%u*KWdR4Ut!nX66<=dQ=cr=wq@OtIpwR%J#pPrwLQ;|NTtsg7O*^8
z)w=JVmh|a>$BoCA>V+q-ni_3ey7OZ&_iXPy!VUatdw)Azk$mjn=P7#b$7EN|-v_K^
zuJSS!Y*G^L2^3$pTu!M)^PF*b_-EVCXKEXsEfUw^d~$V$l91A)xu%O53V;5(_+IM8
zC5g4q1ZQoTmc8TA=8KWMC1&r6tZK7jQm;zx&iQKed}GSb_G_D4Z}xnSz4OT}*_Ly?
z{{EQFN!_=TR~ZJi&$80^YVyK2BKyYg@G1EPkJ;94y)yBL=Nqk%yWfnxvcfiA%MuTq
z`nvyh%p0D0X|Fz4ul4d&v6)|&9qxbSV1K5i<?AT3S>bx6!8OyP<l2>+PbhaCpR>An
zR+D)qTW!{omep@<!mN!#-PWyZJ6yQ6ttvb@vru^Mo+9m*Sz@;$LcOy)L%tq2z0O_g
z=2ztRGFI}R?uLx{XZ#jCdDPGAseLTUuUTT<u9smS8S1i`B9%AyEaEAB5I#3rP{M3Y
z!L!hvQ_W>n_NiZasrOZ+lY?!~so#N<o}LJ^kIGqV@?71*c4NeMqvKK!<g$;=Q=e;l
zeqR3h!u3i=jQo6yriT}KPMpK<=wGQa^V}s*(<_k~MxKIY@~xpfHp||hN}D`qiqgy{
z-(B8Vthd^Ky7)iC_4SF@a&5MiGBcY#Gm3tfQ+9IgQr}e_w?*4aDy!yb9XfNo>xHiF
z+`>=S!`Ws};L}dhcCa|UwPg2dIg^#=f_yWQU4@e;o{gxk;d!)OOh+nM&|=N4T|26+
ztv65qBtDNd(y(Sh*z#%O8<sGea%q+rKJC5Pa<U<7-Q`_dQv)QDHXpFG501>5Y1Fi>
zZSF?Pwe1$qO?xF7`nIlWk#j9kFLCPb6y8>R-s|Lq=5yLvuE&)xZFnA&a$VLpujKBh
z8z&0Si>^#nh`jPk=2{}V&G#>BwQEwsm48G&J^B0fmA_mU_7wB%<DPZ(nAb4}yFKOW
z+rMUBi=M7*GwXXkd*t8MPJ3cf7M#DdM>wMW^zH&%kM(nxs%#YMw!77*xBK)`ku~%F
zGbrU6dgdPpd;92ZTy0^*uK1TnOUfTe9Jl=)elzjen{_qM_+qZk%3pcdU%@YP<B3SC
ztJ>dgaX$HVCCo^SrQYi6%AMQS9e;6F<8pKKTpQ2HmzQR&N@+c=^7!+b9|nf8WmEIN
zb^j3V5#s!#UDbCX=iHK|QbkocwYd*&n{K;wSg>covpw2Jug}X{tSI@gL+1LWpbeWY
zO2`?^wdeZD95Qj)&Z+&y@#3w|R`*U>_omNhnf}a^Yi~aOwdUr|;|tHfj{P@j$&n@B
z|74#sO+WjO-RD1p)mL7<2dcXYZ|%*AvJW_@vRduB^WHw!09)g;>GynGa+@y{X!YN^
zp3k(}>-Hj>Z|k&7RaU89`2PCP>}9u-x4iBVWBK}5d&`zmJvRT1XDjX$i%#fy%(nZl
zQc$Yo$!Gi8gu30ISF9>cxV`mq`np3m5~I%@I6gn?@r8NEZLU0e(BQsZ)OYur;)7l<
z?>(PZF{g>+i|P3c^QC-;Z+E@e`ao84^M&h^Z=Jh%w{SvnC~vUU#{BPvRWE8CCN*{W
z*FX2PNncxZt(@nBqHSTU-m{A1mlnP|qv`ibt&%03y(v41K}z2zETQKeGs|`7^qhN<
zjQ$(eY}t9cLM*BDv2veQ--3vB1)ghf=*-<M({&-&az>Gn)}3HC!}+?td`t#jOm5X-
zH5<M73NL?JAJgq2Z54WOvEIGvuA>(x-xLjt`MCAGj9Ze!(fr$)O+nJR-nGl6D}U82
z{;+Pn*RBr6IaRfp!9UiV*G$R^p1yhZ_I#t(eO+M=PLF4OnaykC)-Z2t8KWS>hq|d7
zmZb1qeW^0x)w$QnP8uH=&Uz@ZeD-Gzsk)+V7SB*POLgP3a<c@kIakk{+iFYBzT7n<
zMK^89g-h|3i8D6ya7_$se;oSIGAG<&!X$UmCBe0f8<iZlt!vyOwOX4cNNaM8z@C4i
zzBfG0+)K^wOnq`KU^e&UfIFTi&lX?uIa9#?FlN)_ofj5YN6vcWaDGyy>28TrjWOru
zXDgqcJSRL$P-q>u+naQ?J8PmsLwyR*);NC@I+=VmHGx4$rt7y{WQR@oIe8%+RYP|J
zNm+ZV&mRklmoK{U?og)Y(Z5SBe)8tqb2Vu3tu1G2CcX^ZlKVpY*__JA4;CFeu1?Cj
zmgdt@cp<bj$Uo{z#gCVfOFb-KdilO6b~`h5@q^Dlf~U4K%Un^}_|o_1l%B5TlBUJp
zuNUd9RJgvoLik8`YLU`}KWi`BZGHH{nde$d)``$55Bgk70@gfKUDxnRd)d@k_O6Sr
zh^3s8KeqMl!Pjxh4|)Uh-Z-e_Nj%znPSa_z@XPp6PPO%CcYe8%HRprhlLt&!gt!?)
zbG@y%FEw+!t@(VZrLEbkvgNDIlVc1-=dSPw^=dx3a=~<UQ#Y4M-VKElzpN^XS+OEY
z?@ik=CZi{%tJgQ(SZlk;;$zoZsg!B2y$rXVDbL+z@{rwjHDC1JgYAV;=ARNB)<qe3
zTCSL~b(5y+(xT{$?z1Nzn{Ii|BT}+5cdC;dYjD|_tGXGTlZ&oSkC30jRmPyS&b{Xg
z+k(lKri;Q}aUGu7tjwToXC1I$PEppIWQNIppT#BEwrskSd!sYFZ>mMN#p($TkwsZ<
zzU^yOCL0GiC$)w=`L@i{*k-@Jzt^U-pRRB;I+`xNoGrOGFWyzpUgzqR0|~5FCbz{3
zLxdbI$;eGzG<Dactvk~mOgg~VwDa`LLrn`lpBKG&&godh*Q1q7kF2|7zEW+&>^Hd_
z%Rey`D||J*c7QR!cJ=&Dp2Bx|%eKCK{>tIJXuzhpw4(6pH~v;F{#BpeI=#_Zd-CMl
z*tKuo_EmpbZ?Jpoq{wdJM$cb!MQ-)}nkm(`VcLgn>}Oxb3D*~zyz>^G<XgV$)`O|+
z7VAU~JZI_C_9*)LBJXL&%cW;ld|5Fk&F#T;+m)`F+^mg7{&CvtCrL^-_!)=jnH)H5
z`)})dlfdr1TRcAQbz_k{VZDE9kx&$Skb%Yen0=QoI_hOlm}aq<eb%d<%kPSJ1zo)J
zxl%XT$?<Vt_VislIz72RhkLKFV0rNMbzGrwYH!&k-&g0V_H^oc8J&t~>@#*+zg6M(
z{HVD%9^VLGFPhS?`|6AKiB~(<)upE;F{p&KEbP-#b+Aj0(vB(L6eXF{>Udmq{?k8y
zu3eebd&V&G@$_d~c8ZmUxvW{CY+-XPc;da~vqIyvg*-WJLhhWsGx5pMFrA3U*A^<y
zxcXwj$&)LMi*jZvTRd8)lbq-4vxDJsZ0FmkrOTe&ka$q&Au{<#h-<&>swe3t>q=Cm
z^STWcgD*D+Td#P2Z9%4+g{i}wN&a5K<(BszojCI#X_Zy(ceQ2r43DZ^a^Jby#PfF1
zl0svHvn3mEPm$s3x+LWPFjl9qsEAENdFm8pC*#*gv)tL<%)7$z>Bh=sb6jS~q)ooD
z;&`yx+iQkB*JX9?+tq#y&riE|r`TuHR(*v#7O#WW<=hD}&6%F{E-^f9vNA)+x&<1H
z?((g^B3dFTDHqQq-QF>6qt?S4#i8%lvAJD7|1|80I{VgSqddDU?`F(>lj3P?pnPqn
z?Bb0o*RB*SnlnM`L+tZLf0v9!H{GO7Pngy|aABEboAtp_D%~c`^v;u&PfCu8tDUW!
z`edr5<eHx<tXaBOtz07dGQ#ysZ!8zunV)qne!9)ql}Dlrv@|*5ww%#j8CKkQZDW^^
zZ%omd%=Q(Jm-;rHS+ud|+TP7AJXz}wzCRl$D9~_~>&yh+BU{7kc8KO{b-wQs<&;!v
zdb=>-dA{FNAy&yp%jT?_WSb@GKV7XUDr42j=_g-?AFeDEd>xXKV8QaK*yrAPHGVJW
zUE7W>Sa5a6hYtU1i}EK_hkDAqIhG+3Ia_<$gew#0?);-A&=Xy%ZOHxB$$9e5b(46P
zi%Qm{JU5M$$T7LZcd7W+Ocj2$xRqXv>a*PPXIw6xkQuS%n4Z}D9n)Ao`viDetSs!y
zoFw$or<Xb4$(+yOx)&xGdrn)jYvGHgr3D6A@27|qX?1UNvktoA`!;FT@g2{$N+&Vc
zu9`kWwBanv#<M28>T8b~Pdg!-WiaQ_EJtRO7dx{gSugAk7Fi=MH?{iI1G$P-;_?NL
z*NQub?VR#czcGqqhpg?ZCC<-87aVVPYcgK){_B!nH_mU%HlAEQx%H@lcFOav3x3VB
z7A$zSRoQ33*R#x<RoS_G(@)$~2wSqpz3bR{TMf<C5jQudNa|>5&%9pAyfnQ{A;f)7
zNYSffOWqiTJzwk3=HnZ3r>A7~wfNGuES=+NZ-R@8Pb@j>YxFs^Kh8IF_D0?;#p5O`
z&u1l`cs6hC(I~Yug-N{HpZHCM4Q;O6u8VV3PcWXnmL>SETc$XRRJq$qm5EYck49=A
zb=}e&Bz5+ccYctX<O&0=v~yXiCYQ>Lcj+yB8>LVfS!f=o?dx0Yb4g><g2!ExW=PK}
zO~@|WJyl&jQ(_H!T=tR)HA|Y07N04MzFgZ;RNGONHer@iv5&IFv)!h~yXAPZZf}r}
zI;o{~Xq#5-jJ{u&9;{>t&rVfHW8wGu_#%z#>YYqu@d*iY!i4<JT=Wj9Equ7UQE0*a
z$$eM9tm|KC&%n5Sr}C_y%7^bPdThP=)m)}KZ)3hN2*;^bEWWgO&9rT{kFNb^;MngN
zt0K<kWO#2!bwsnM{Ms_HiyY@K?cth!<$Jhs*Ok}GxeJ2!yt)53Yxy}XCBN#fhsEYC
zL03HG=T}WE7o5M;!GJ$X>Y=d2vrR?e>8`h5xE8$G%j+s~^qldJtKOa6Ty1wIW!s*e
zQhPUWw}PbP>W?m5lOvv<%qd&FD9y3w+QeLC^J;D3EvZe7=har3@QFNH))l61x3%zz
zw8zrLuFF*~JU?Lbd~aC(jK(l^i=0sL+*Q2AQQ=mXtvW(oVjgc;(R(KA?vA%H`@c1Y
zDt}$Y^tk%L_qCRnH*K80`R?YO)xD3G8GFre@J(5u=(zl><)P)z18%$3thD8Acu+j+
z)U=}WTVyVKC+Yl7T5)sIrG#&<GK+J%Uz}^vKY6*QuJlZ--^M>neqT>H!&2`US6sp~
zou~ME*GlbM2f1HGx2a867nywI#sOLF#T$A!8veXI%lEQ&wO*`m$eS~#6_t(^AI+3x
zw~^Xtr`+GQG-oDj=dZ9k+cr*_CAiPQ@OW|Lq&eFPuWd=sUDCJnueQJ`iMJxNw>@34
zI%ebkiCwSON~l;SU)yQWVxYF(w}7QW@^#p3cay8P?wq~4Zt6+L^Ik`KnKaIW1_^zp
zsi)nYXFNH`!+(;I)w89gJ1>eZijvrL*J4g?4$t*fnbR59hO4ium-;wUsm#{$yy^Am
zvpQyv3*LsZXV190?8($E8?T>f^F2~xyL#5n?S|8yZTqsib%ucd*0g(O=?Rr0URo!=
z8g^&b>Rve1+U>_?9lkV5QS<toaDEoA^}A)huRXG}P$A}{uW4>~)v^q+WDOqAqs}Yu
z9_LZ0y0Y$phv&cdQBO+K!f%K#4V@I1>Zq=gx}?GD-Ex*WO<HTdPuk{J<hW{+@*2x;
z&sN>uQE}34PQYx<rF+k<y7$PF&A(2&>uSW$H;(J3anG3QZu3Cu`TH_!%kv`M3m#p)
z*Dm*Iru5_!YdoWQn<~GqwcL^9_(z-Rk%OiEzg0W#PCc8~?$NQxrr+z)y3Z<mH_mE`
z{wXoRI6&vI%B+o=+R`h;RHgka)=K32-%Xyw^+@jP%nf|3KHFL3gEGQ$PQ8?MS(P$d
z;o5}x3EVw}F;CZCWM7t@x~%hrI`hYcM`u_r*NrUPti+c&QQKYPfNkZMRk^kKLh0r4
zQOjmskxR3W5)s~5bJ07jO88vOn#Z?a$ISWee)jd*@Y!Mg45iFJFXnFx52`X%m-W@J
zn7481-DA^MSwH@4@*{8RGJErTHqUlScyfvQZ;fn~IA!>HR*?U`LtUPxCGV<~3{M_>
ze>7s+T|H&%8_Dzd)pl+!y0G$ugz2PTr>EKUX$jYMcn6(5y2rrFESaI_@ujWH=5!P-
zXzY5Dyu;Z4%7m+H3(hQHs4iK!{K~7avKtF-t-1K5xM$*7r|ZS%>Vj^pP>DGCbEo~a
zU3=AT8BROuxAsO+U|71M_4(}*mMa$Ro2RNhFZ<HF93fAh2Cj$eFPSDWJh#orI=b?B
zN-@v(B4fcha(6RNP1>}5#oHj=1H9+g#<W@_MXP+`4T|DC9=hUm^%I9=<+XW7mz#9&
zZal8=F{bngPs}dn<4bd*Ul}j)>fvLT`>MIRveW#0?!|NW-E!A)vac(Q2)8<X%t2CJ
z=DK6Gk>sZ5Yb(Dkn=wUHl70VLlb%-=+DjLIwLWVcK4XWLBm36!)wOo_=9E9$lkH<I
zV|LH_`m$SRHl1$b(~1e5I45pf)t#3L#Tq)Nd-~=-j<ipVNW0g2@JZLD$SAghFZ-s-
zoRfGb%O7>_UbWPx(=+1}m)`6=^)GH}(JhY)^2QQhP3QDBRTT%t<W}@?{Ab`YNt<qU
zb(WfBn8ddg%OdVp6|qaKHxlQUbMt(DZ5Ow%pIhvjIhUW-o{T+P@h-Jt0&k}7Z;{hd
z&m(8KvFEWnx@<IB$-Lurz~t-B=_f8G<%V)<-wC@q^_0O$iQ}(hmPmO&FXOZR9UjcP
zX?@j_Nq5e!SiHp8E&Qp)*@!NGr{YlEgn*l`W5sVilxaNqJ}|q)=$VVBNtabuU7YjT
z*yvKFg)_@OS%uA3s+^u2c8iIv_*cl=f?%6#GQyia#r!K3J$th7!15CBYtNeRp18xr
zTJ(MQjrsFtefHh9dW*R*LxEfEDxLSWKHoCdilo$^j=I%nSzz#=;nK>ZNdeC%$MSHU
zyjmT4yg2&z?&)i7jwVi?cyE^{3lp2_#^dqz$98Vp(`4Xnz{0n@>(hDBAKj<66bqNI
zFD-Gu^qlAI?h7B{JFk}=oLh6I`M}w_n)?lDMeN0KQy<F<-nkchf_w5w_Pv#MpYHnB
z=5bB#wM*M>qxIGD`EqA7$Aha<QXZSGdikH>^{Rd0abI8GTs-ZlYtO`^S+@@GG?cA6
zu_Qb+sk`UV<~eg`7W6)u_`=F0P&1D4{MPDY^JU~B7#icWmmNFMq-<NOedBE+Yq)Z5
z%`zj;&G#2pY+d-Gz**qH-OF2ZT{(0-4w#;dy0wjw&$VpZV`lb`Z{w_^<<`vJw5{!m
zp}}#<qorcc?3mS=Hom>fl<+xfx0|P^mfr7)Z%ww|ym~NSo~QRm`MT$RA?2YeeA&m3
zzILjZEO)im#+!%Hdk%lp%bw6}?sF|&%`4?SjxPSWaSrce*|z$r71O)w<hvid<v84T
zb$#OF#vGPupP!V+d|i_p{pg9{`Dc}meg+kf_WWEmaaN{v{KCn<wk)`^WZ&mUfAd|h
znq<xqO)$Q{v@-O|No(Ql?6ZFFdVZu%{-f6>%aAEwP8{>C`MCav+_Q^IQu~XZJm_<+
z7TGwV?#-6;Ghr>tYA?^8vhAPui2WQpd*9Z#Rn`frm5U?1dG;I4+xo&PJ251%Gb`lo
zZn^4dd;8;Brp56`?O4!!Heh4I#lGx>2E%x@X=_@yzKhu|Z|<ipAK$S>k|pfy&ck0<
zm{xqhwY5q_%186mrJSF$p4wMjo#v*!bib2|#k$(*PhZ$e{qorMXy)tSa?g#;Hcx&B
zEn>4c%jmy6ZtBgKzw*p>e_66Ld)pWDo|q+*!i{xv9IWSy%HHNU&r%pGx6r20y|L>-
zT3MOOMfSJyDOLH?W_d<#oOFKopD*iOKbS2vUACrQ@Oi<X*QdA5`RiZxy`LfD*rN}Y
zamLqn$s|hbew*C1)$?Gn`g-RtmmNQ{-n}-<e4F3B?5FcPrJk%v@jb$4eSL}lN?s{e
z%eR;IX@9)lrM!Q~gq7<j&()IXdUf$f+(Mn4yKKvK<BlgUxS7enExV0nUgeYPt36k|
znCQAqU{9^~!|dqOiw*{!{F8nCZU6K%?n%XQf4+2i-qdR^V_P#PL^G)Az1mh==aB1f
z&$x=V%f3D#eMI<RL6jwj<)a;Ug9GIf8G8#S#Tv^@du)2vZ@Tfm=cze<ee<ot?k;}q
ztNm!&()@-`sTC5YueQYtt$8<FXw{s)uRlL*SMJMtQ+{Uod%>=I5gw<bBY(;i90^&z
zWnJCm<0~t|10|BW=SQ92`+={wYUzWDlae+C*`ME<W-m>sIkw*W!+(aJuNisCj+zP+
z46iLc6wrM=^+ndlb>X2I$Gkt<9sAGFlKOVbG#6R+tVdhAD<2ta>#q=fJ?+-gi<g7K
zd=K;$hu0X&PFq~{pFtxadSbkxtJT!!=_^}ST$t6}`{?~5JL8W%x;s8peU1}WnmDg2
z{1tm&4QrNCneTF&584k;zvqbkc}~g6L2a*8P|1CjY1?hy_z4U8#r)YG^mgTAjy=z|
zz0F(F@Q(fUtUEhC{9DMNx-fx#YvOEAkx#s3yRz!iRbub$s+!lHHtkmvD+`<Q(v&PI
z?dWvvqe&54wtd%lFpsy^e%Z}~Yi>^B&=X%?HN&ms?!<Qw7c6I+yK`4o%}k{!>Rl%%
zIaSZgzG>t6@N~CZ+Q9?s`F8QNJhwbs9kNu??YXV1Maa`BIR{P^o{x{3ni@PWd)}nH
ztcs<{p6^cg#)WOQdJ)h3pJ8p(2{+ebgMIE^H~aji&b+t$Y<kh1c}=UQ9aP>L?-A$3
zwBEEVSM8a}X?4*{vjUaYOiAiXe3F#8;->n%`F$Ca%)%_ct_<Wjcr@YW^UwFwBIBy-
zwtS6qtCyN*5z*JS<?*H&^8_Azu~;K>^}O4hy_cq>G;zF*eK&oT#J{j7VKGv+SLPq=
zdZqZGZ_(o?lIruOPW3k3+sET;s#?0sY~9+RSGK3zcdj?yxh3O9PvNZZYn2br>R}c-
zcH{lTsHpb#gd|Rx$4d(?A93Pcc3w|!bL*U#*kALtPYQ}IUGk!;_3y3YJSmghP2cH0
zJguVg@yGRrKf*qHU&=dd5tF`F^ZKH%?x9w4mpnaJEZ^<E;g8J^-wH9!JU%NKso%P9
z6fWs>Fz`>?({%mOvVPVT+)6$CQJ;C!AJvqfJJCO(;=!|pk5=5eu=n@8<7(pE(ns$<
zU-=|nc#o&?o{cLXtL+ooo2=4PIC<XR)vxZ0I9zx0WKfa0erEf&wIV$n?_(=cCY9gc
zIoE3AO10Z{?kdUZG9gL!`RBHAmHlT>+LbHpxckaFmcnBN{!!nQ?rt;5j}<)Wm~+ml
zRj0PK`h3ej`Pf%}ORub&AN8yIkUW=So5`e-lLt({xI~4nn=Qf7Wq5DH>R9LSjTfbS
zU+an|KVSO8J(G9cqs12M=hp;3`0+NfN#Fi?*Y8XJ8Df~sr1x8W&`ryZe5&&_`@q_n
zmx3;+Yk8UV1lj2}AD&)xvT29ty_-MWR1Qu^e;v2j_U;syIX!=~JNJB)$(}Idx#{HN
zVJrTg*nGbGY1PTye~(?Ms-3#4OyYgycB{2}6dH;u9_`uoIeK20ijd{&YddG^Eh#>!
zwzW-e%hxGgHE&<0J}ci|r%;x>ZRgIdnon)E7SEowEGFUWxAjTW<mLojxMs3@v-6qc
zd6^3yuUx^HlYVQV5zlph{TcK6lY`G3E6C!s`gJ9-aY>RZr^@N(s~JIw*Si+^NlUI3
zdl@1jb5%2|H+uIQk9B@-)uBg^S+3Hac)M$h@wK%lZfU(PdROsiu`RF1^2V<#ZcLt6
z9I@rB&Y7ESRbk#Mo_t-qlHF^;>7!1$GNGZnBz+hj%hr4KEI7V3Dxth|#V5<-{#94a
ze4@7<HJU$Hn(LE?X~yL3H?F!JIB&Wu-F<iB@r-8+?^!;c)q0z&FhnjUeV*1OgWC%i
zJ}d5;WcK`5n8jqv=X1iQxX-Itws=SUg%=OhnQv{o{JxH9lkW71XG;o?8DHA*DzEI4
zpSN3f)Z>hU?_*<P?RKuKyIFDI>$+ZsqlG8Fu5>+KlqQoBYW^bYS@Hd);S-wNtjpKr
zm0L%oD9?KFsD^<xVZqDBsKVy^Yq_o&_pB{Wv-Au9v~Jh!?Xr8b+xrz}z1ErYf!8{#
zbI#r;rA>xi_0tOH%$u^|$%+$?*T$S+=n2_<=W0mVoo9NBepVbU+QfR!*6Mm{#gUaS
z-^Y}kZTqXaq{z>6>&od`e6?1WqF1oU%~+}WL@@B!4~ws&i(HQ#_ZNPc^(RQ6sy3Td
zy6^C<^$VX(mYu!xGN%!{*J{JNUVR3JKSMpG*)N3oN*&UTIIuJH;Q6S>dHix;Z{97j
znLIJ3_PX<1PhHl)SmW7Kk7e7Rv3wa6BRK2)z2mRlb_pyu=~$Mx{6E9`h@M*G=t(QJ
zs>AISEKOJS9SfT5xoOGa{+iI#9G)PL2XfjLr`Rh0_~uN$@NjC_FR6b0z{q~fd+tje
zQj)6vnZ`^@^3S=RqtqvPa`&q!p-+|Hm*`c6WX)jtC;zu<j>d`ix3(C1PF(PKdDZ3a
z1<ZSc8Pb<!UEwqT$F!+@r_8F~QXB?_Q5Vhkd!0XVVEM}9Rb|#fVVlg%&8n`PHaxNB
zXz|a!tr~Z)n|#?2ySOmj@>M<8mA>G<y*t)<7#B{C+Gyuz9Jy`ARF_|}3KJf$jc`2Y
zuD)YU=!D|)*S0;(<CFL&vSzE*%A=>QyFL-!DENTqbL7cMwXdU0kDF{s5AN;VA^mPr
zc7V}a_Wsu~KP-;#H+gS7uR6p!;>q4#PKSiz=C}7>$80^i!_wk?v|OJ3dQ;z}L6)+=
z!fLi#C90lIo|&Ee=VkJCo5JJIV+FZ`k8(}E{GZ{vyVfiHbpN8BfJq$Z6T^>ouIrLc
zRd`T*Z~LOHa#I(D8BbBzWqjVZ&pK(<$^3(l_L^mz9<a`yx~rir&thqLvAHZCQ_Ags
zrkyG?Y@}Z2DXL7ov@>%tvrR2;)NZfm#=Ei(E%|$LZAQAa!@AfG_PtS^=N_IndDA!J
z_La9v$@Al~7x&EhvM%kS<Lg+bmACu;O|?07=9W<3E>2BFf3?lAZT4K7wF{4?8oZu7
z>-7Afr@Ce)Z|1tJoHuj*;xDbekKAOQgr7QbG)3n6h8MF=Himjyyp7V_@x}7ax_8x2
zCag`0<>5cKa@}rj4c47UQ|@L>5U9(K+q!zzv_n%fKHYk(k|L?zb-GOMYO~pbrTaeo
zN?RDcq58tRiKiu9vwAc6tU?PMA8m?zJx_X8#8XL`{|r&jgLZGW+8!;N!hPK90*B>+
zHQkx+YqL5-zO0+^##EM5(y6iQ+4B=>+f=6(SguQZ_ptK$R?SVxV)u^mo@o%iwDZz|
z9gj_3-)u~7jx@B;@hw_^=GLj>nVFX-e_6ZW{`px?7tJX=?tff#(dP8mvu>U`amiqA
z@1Y0jU1uh4@^w{t+qZXBvrptswGGer2Rxm7_u`rbd|UqTd|BmjoO#xcy_J${C#B?A
zPG{)9wmH=z>xPbDPjSTOO^w%=W}Z$G+kT;O38Rsl_RN`$mLjja7w}n{PFctKY`WgE
zX!Df|+U+NZ?#!QiXw$*~k7wJ1>{?1qb2A!EZr*S^y}kMC>YnUro|1K2Gw$sFye@Ou
zH$CB}dCwjcSYJ65D)S^<=DWMa`?JPxRho*wEa&J8UGz)#!LA;jbe3y5-($knpPN;E
zT@`#+u5#UU&4|Nu_qR$1-|LTh{%p5y<BfFDX5Evg6Ru_7k&pX&;?4VoH{JMt-G8rl
z$EQ;CXq<mfL*3M@XT{A2587t8?A>wj!RLsg)%RDvU2(`@f6|`I;`K#Y83_~5v4(B)
zeP?7m>q|Gc>jCL{skdF;(Q>YlUipr<%I4fSDgQU?<$T|t6-?W8-rO{NAM4m6dN4jd
zt0+z6vFg&BkHf8!<rtK09o9KLIy!xhaJ=*0rVW<zQ;W-`yq-K(+7y(%viR`bxHq3p
zbC-olN_<)Gx;1vqUROI=<7_7P`cvDIw=r&xD!yAeXX0{=*oc=2Gjc_jZPpLUp8C{P
z+0XG+VdULXJ-@qrhYOU~KlTeM=X$2JTc-F&*ru4i=YKNejvL>(*IRLNxsh<_!>N93
z)uG4pvZQNIc{|%Ke0}`Km5sgo=j#326O!h9Hsz+5THgbA)3bLOJpW`}j+yhHp*8(P
zd7bH$8DHH3V`RRs`ec6c>)EIoGIgQ7ipj6)rH)S23)^$zn*R)$f1=hFd4H?I>^$C{
zWjyt~C*0b9r=YLV!-M&2Eh9=yT~6GOt5~jA>wazLo4m7ziVP1fOZm^>|2%7DW8<~O
z>U~z1ukZAnHnV>vL)Eovrh1;slKtx+`iIG+R$Z7mXX^{6kV#sXR<c~VXrTV<>NL53
zQ&%aSy}eMV?e*nb^V?*LgXOkL3(lLm+-X*sGh4w8_Lt$pEOn*<^Ej4x8vY1f{-k)T
z%Gns6l9h`B58A%Av+OIVT&->HSM_bJ=vm>kUCDh_UGtUguWg#<RIyqv|JqjHm&p-J
z*Bxtn+<$CYWbu{nU)D_ev8-}Qc!-H`UAn_0p{lD-lvjRTS7vFX^~v)`xYPFHxqE#*
zBa$1>2I;tE=^IpC5%QeZws4v6P4oH9XVvFVd>P4m<#Vv+<5`}I_CAh{sm&^QE+ch1
z=0U>MJ5B7SHMgbLcE*(*4UfF7JgYCb@!DqdInQU!{WUSSB;7$(rCe#2%;(5e&*iQ>
z`1dDNDmyhf%#zQI|8Y3all4)@g!p`&pUL!nS;sx|Wm!e<n}>SM%blCFmu$NB%z-iI
z(FWi3Gn3Z#IXv2!G{NnFeAJJgta<W6Pua8Qsi~Q&dWotozV+f4x6k#p`(lr??R7i%
zNb>P11KaBB$Bb>d7EZZ#Z{{QI-R|)--o8JVed*9M;mqRQ^Wv{(IWGD8;-C6esjd}0
z&vr;_`jn?|osv_D-qC*kY`XIbr8{gYrSIcCxwbsJ?DKt^T5lGo<Ev_&NxjYNrojbT
zmTOG*_qMao+PeRVeQ&v^-mxoF-xm6wTAgg0y`(9n^zo%Vb>A{YKk#N|&g$-DP<ga7
zxNqsHkattJzAKG7yQj#(%{nFg+@wyOcc=L**Do;DUV6hI`{Y*Xk{RaTS4nS~9#X}-
z+<oGonXltyuPV(`eg5oy?4KFm*3T%J`E=`a$w&KIFXyoyNuHNonwwK`aju75q;B;z
zn~C@4tPtBGrBmm&AjNjI%h~G-o6D8?o=dLt@;&3PF1vdBtlOpOe><KpO?q_OO6j+?
zjJJb-*2+@8B)bLS%hop9x(4jNe9S7~!6ozMns&<@=2~_pZ`=9emWRGURbkwF-HBX&
zhQF@Qx_fi}mOKVN*R-W+J*zHtFV{7_^JdE)V}`q0-&UuImg~AMUvSIvSJ>B^cR5+U
znJ(GB>&Ce$i>@x2dQMSK<XFg8$rTGbWBWz>c7FCaukdAE(@j|!8L6}947+oii<)X1
zXB^{@n|j_;!g`+byssDHjgB$eNPXtM-92+oEBniM`KVH@t7W%O{Cwlwvt-@+n@al@
zuhiF;Ja9~V=9aBH_fFAzcdY8#)qRr-O`5AF#_e5}`7x@2;d$4$4Kv&qPqKLIwAC|X
z&Gd=Q*$;0l=n?+D@&3B(mD{;ih1<GEU7Y)gHzEILZ!OQ7HIpv<;tE+Tv0B@ta(|b}
zosFsQC&wvlJL28-Yuh(L8{G-UxAv(0yK=O^BhL8e^|_%@9;XeKy$TABUVG}>w3j^s
znQ^8(ZdO-UL};jgS!H~t^&G#~qm{-7{j}yCVM$ta=uz*3$$`c_>9;ygJ)f$%U02e{
zC*||efbs*cedhV`J7gQqnUr}lD^)$s?-O%>&7*}U&R?22@oaeRanZB7XJTe9nOhw;
zC7o^KgkM*`)X!REYQ^bwd)C@X{9Dt`N@!KSJsaD3@WHIjDv^Iy`rbA6t6nYB*?nvM
zO_#U;ZP$m#v(|N8Ji+lMdy?LzaLYSV<rjY2Kh*0ktW901#j}C^sl3<E>&JG*Oq(@l
z#VNPz%9r-t{yS&g;%VMn6;dYguU8g1-}6s!Lv(j{!|iDMvYpzAnaAob+D6+uo+$XT
zQ6%fqv`^jJSN{CD?Ag|Jb8?=oR$7yHp!##@Itfvm>x<noi{@*r@aj_wtWOKudH!zi
zgYQQJH#x~K&3wyyYt5|#=JSi{xqfApUHF}Gde)pElR$>Vxcv`i>)QwN_Pn+KTlHyC
zYk_gR-yf?@Ov;)va@o^mO{Ii(9`0LlRoeWcwQPK^{+`)}^1g?+XZ`eh`Y)+k>RY{h
z7UTLr<I6VHQXe!=s_p67#2Gwg?f&442exuJ%7`sy`@P9g@|E_IZK?^(w>IY~s|6JX
zwdL+$wp+A)<(j+aFRbviQ0rCQS!%)lVeOBn_r;^0*zA;EV0!cAG;=<_@FrG)Me7&2
z+vbEkdRshmLhgj;E7f+LHF}#oC2Y$)xp__=!Cf13AD&)X_~}X7uE*?R{q}<K^JaJT
zZL{S%=Q_=%@kQ3*1IL#K&%3&JX~v}`*>n1|w@B3_6j@(;>$z8~eXiSFSNTfi1E#iy
zPn^u=eSKE=qpaAjY@Ywp+BqdRI4t8Yt)4Aw$$uu;?oX)G#Y@j!R{Zw3xtCx0a*3r2
zL&C?#*bu4YbawmRYSy)DH@4&+<6mlWYfYY?k=@jyxOAJ$%WZRREj~ZlHL!pBtozOW
zE`F8k8aGJPYA(2{mF?`8dQoJW#)T&u=d@00xXT33G?z1UXnC}LT5M}&xq|RlmT!+1
z{Elie4tvrdclFF&x5pFwqozG+S-J1YtyQjtd=+OatxYDJzS0=`aB9Or+3f!P#~yk9
z3g`9syKed1p2JpK{ybh~U8^2?havfL&-JB;HBx!BpLYwDf4sHV?bO>V4gMl8uU^fl
zxhoUvu`hD<(kovYj*I3AEcmh_cdCkOe$<`5`^sy}x6S%$D_3zkMDUp8=B{Zud|xw|
z*ff22TOLi#S6ZL<G+KXF)LWYu7Y+Ne*|_U<u6`1hnU@_Ar!hBXokMuF(AD#IJ@zFs
zZOKzt5MX~CDR}6T(6J3G?z?`rx^{Ncnu)vnG%rLl+%#S1r5_XOZ?41fb;+z)mnUzs
zj|qx5Xl+^NanyLy-mEi)dF*Plb7wA3n$a<NQnqmX<-}c=mi4xOc$&R(GFPD=hb)KP
zR6gygiyoRw9`j!KbMY#NZ{LfS88*2l8_V!zzc}A<i|O{A$`uxqe_lVUyyMII=_~!G
z<yy-~u4Q{FweqEHUD8I2Rcm(IgkG>X$I4j5aWq+_=1|m39zM6~u!))~+^tWu)~s%J
z@!i^QBd2+J_SF*ZPkSXpRTAzNM^8Lw81wX)OH0>Q;ig54C$2P>>JHbQck;pC#5G%0
zg9;`UzTvIim{s%QVDN;3daghByK)kmFVDGt{T}B>`T1!pj_d4^`o*JjU3ZpsLFmu)
z)3xUpDY^98TOFM6Zps9$lHI2!`)>_MRTq7|WsBWXlc{IDE2aj>eO)z?k3(XWyX5mv
ztDAy^ndUWSPt{YA-smGZ$>OEgiHK=RYm`}Hs;=ek-pi}=#oe@|b@t0pAFah*7ia6;
z?+uzddx5BwYH@hB(wQuq{pY(nm7ShU3|e`sLGG)P<{hoPbv;+V>MeMA)Kg1K(<Wrq
zs|C+CsLow7rSa0%B8SOW`l9;`G`}4$kTmTr@F+Z*cXOSH;nx*@d9G(~*)7jzT6Of=
z&g#=WcI?UFXZ|zjv+az0a#w#}cDU*y%f+H)XQxb@>6&wF0psqjg)G(~!uQrps^{AM
zVvF(JO-DY}v@qXV72)KVbo|<~gNcpK6M0eu&x(cbTom5BYv!)rhkDAvkpj0?PSy=p
ze=pm2&(-6dyW~-~ci&8&Wk#~BTDqYslzms5K;e1WRa-u-IA3*Ch=0b!ka@ehZfCgb
zzO?Sve;o7L`0Sp|xuPadV^6T~q%&=PUl(1p`pT94CvIkZx$xlKqV1nM;%7YhRJp=!
zuFaB~9r0eT-fVes{EWNl`a&(2<&BrSJTuFpi*lo`*=&1tO@o8|zUjGGZw8-tlCoLv
z7MC1LQ;~N(FM9fKU-Y!32aUe53(uZ1yYzf|_VsgbLan$y3m0l{5B_m|XSSJv(+-Ao
znOPs-x}R<`y31RBF?-6X^)_qX=9<~O4&h-IGQKhE!4lhA?M3@`Pb*X2maTl^089U&
zy|Xlzu6*nlSe<|6e8dOOWt-DqhI`E^jC`}4eQA}~ac!S<5$Ur|&plnRHP8KM+CIkf
zqE!*+LtGr<{4G}r`LGq9-)ojx$t*hOZ^gndhPhLp)E>8aHe<zcQ47Zdrb{NaM!9^>
zaOhe+DJ%Bp3i(NHnR6aI30tYHczmVigm<QP58R^`URO6wbYNQH_g%g4-YkjF$3-=)
zcYOQv@{F5<$fS*`?q%miR>*X1+sGf6bzSnM&yqc-UW;#y^WZeO`f^g%g$Z+b<gSR8
zr)3>mVPG}u#!rVe72*sVS92RAW!kpP+IDoMtRQ!FxNf1g#~rSDugZ!Wy_uN)X4~d<
zJ^!S2IL~{fLdpB+^qh(VBG*$Kj|NowTf7WC)9INP>v-qV%!WrBUEVkUy3{E#=W3bI
zX0s{cHdlf*f(%3UT?&!ia^SqOT$XN{ZMf4F2jS+kIdyN@9cP^m6I^d9Fkzb7N)xZ#
zQl0Y_2PNOe{0y78_qCr#=UF3*F8;bN+GZJZudWL=c<?zqIOCWWdzwn2-^4vz*loUv
zy4)<+-JSDn!#$^S*>>L3CLUiJ(XX`7>?X@9=}Su{GBB-+KE`=2Q$27_Rj9E?UQln*
z<4fBmcoO8U_N^0t9aPzKgi9w|Q&+FMQDk26QI$;(9Yn=vZkZD*wC3zTlPu@LyMnvk
z=S=oE+oEi0C>?UGrib&<O!L~D@DnGOAD?t{SxZ{p)*J>l#<N~7s)cKg%-i1@Qsj9|
zJ7DFfey?-48~m~wLVxct^^5ty{?u{G=kp>?-unz4m+wxxweq;q!igP^w%jaOwkdsb
z#!JVE^BkXiUG@8w@AJ(63|~VGSEjvmkScp+m%r5V#5paGD?MGkS0*1^P%hEEW6re}
zEjRY(p$qTs2-~%SS*?+OM~cUJ)6+Hwwq^ajEEA@+^6sUjG3&aWGCo~O+uFtR^=-gW
ziNIZ3z9kvmc<mE*;pEJAX3@M$Iz5k837Gc>$7-~n?(VZ#nY-ZX#4l_cpV!_Az4W9x
z;!}aI)9&QW5*$H>LC<Y{!(4T4ep%TxDLcAylF5U4n!ov%dzo!Y?g~1dd6s*{5w4wo
zELR8Gi@JuqJ-;@t(}2^~)o`VWyYZyES<@_@ElKj8r};_GSD`4USw_nF(wapLc3XuD
zmbJYRs}hOa#IaiJeN&dXSHzFJDO2Yy?oyf9xoU0Cm({-4XDz#P+0{!YKdAQQLqDsa
zBgWT77rijMEYzLmSGoE@(+*MB>l3mn`b~9Xgf?q?7-U5#W^%Izc`P^jb7Otd2maRe
zTYUqRj?`>pG5mGSbd}RwO)tNb{IfoJd}8mN@}MU){FU~*`w}&}n=h4IRy<jgK5zfh
z8vn}tr)N&Ts90~$-Mg@3zxIu{>zmek8BUoxWt+iC$t58tCEoidUhm6xI%fM_aHUL2
z_;Sriv&ufbXIG?HKf9@L9(=ZJvd^y0qKgyQx7MmIIV=^mYU0GczpcR^Sqf?=v@$nT
zuAeY3(?0j~iCKHsRd3m_@u`3GKlZcE&3<`XZB8-EWo<Nld-Sfp@uV!RCw>Q3o-GcV
zxAoH06Q<{U_FEn;3)+<NaI!Y@#7ol_Clz0tv%G(4*`!&jkEU;RT0U>9ISW^>K>UdU
z6{#<CSu~FCt$b5B>FSGJ{`VdDtIh@O68x&)b~z#J#LHQ~t{=XU5yF%5eSNP<XKJWV
z@}+%8KJ4jIVD10V6W$zq@A*>Ko5zE1y~*9!cyQg^1Mwf$IdLyzm}+;`IL7A>^ZDm-
zx_-;|ia#rvSN6E)%kr5P>*6duZ01#kUCE!r99R5$k@cjg3{Pb{H;YyC%^%LXR2q1{
z>%^?wooqYrwflH|+QIPL_Q%quxQ4pW3Eswaw%Sn~9ZZ{jx8=N>eC6e0pWb6L3mhL?
zJX-vjYk8dg)TEPT#a-9Jyo*({XRS5}V0axK7C&K9_AIwMjxWRFg4p9vZOl8?r}{1T
z$lvVwyJj@GRlE(F*`Yq`)Q$;hn{uvctlcrW>&E3rtedjMWREn*=FZ|hEFV>PmuvA=
z=}8F;_H%<iofiJOn(v6<y?IM&cKpe9o17ANV&=lMex`2kAZd$7+aC3H{S!5=>8Ne>
zne-<0?4{c?ughrjgo}K96lU?<^ukGPk7Jwfi5sQMW@~@7S}Zbs=K37Bg9lHDE*4^{
z`h4Exc6ON|pQUN)qEz;I&0p8GX2;IyU9P^e*HZ6cb=rKT%D@JT6*sSV7+J1N)p}Aq
zYs%$)%la2>obh0)P1%ZE-G2#3!oD8KTBWJfp_MKg829ZutF2CQEW;+A>RByrF`vJ#
zx_(JekF9duJdP>H_Is6Gy(#ebcIAvuQO7o>_gv>UJ)k<hhwJ_NrA$iv`CgxW*k?>W
z@!WP-SnjEpD!I}-ww)IA>ux?)JnQO}yhroSYaUK1`LZtQ#Z>8bhA(Tfqnn>iv1N_&
zwe>9bHL2q5{IrO7PIa)}a`k69g|nVN+4YmD&-z-(Cy#LH&GWu4F1+kke9QOs)w!W-
z{w1FHVw$@&WrFO@HQG#q=4mTq;>GHd3N&vgyUdy#%XcdK!7Bszs1x&?)%<E(3x)2Q
zc?93v_BP5{?wQ<`qHRas^5(VOJ*f~DdXD30&{mbig6gDc)l2jnw79!l`V@+r{j*;M
zPs(<2t~T^^XOLsFU6pTT*72lg-qmN@XC2J^^}*`Orufx|r&?Gn)SmhImS;rm-#1=A
z?#5hsC)2d#%R0AzZ}v3n9x&y)zkO=YwTr#iT0&M#+48D{=Kx=IsN3Ai*D+6~`|o&e
zA9ZTlPj}f@KjV``UHaNQr#f1$RN8sRjo<Y7rB@c}63=$-+`6`}t|silQnfE`MJri1
zzFQpJC%1&>8t=P3D~>SF`mp-GfS2;`KYVkpbC*8y^sCD&?76;}N90MrRYb?itbdR1
zysruPT{!>H&aWS>*<MwLpWl=%wDGl%)J%yl>%Am6maJQMPBY2;um6g*e}X<4oL^hT
zy1%n#tHcDEzIjtWD!qEM_-S&O+uj1<c2na6YFpwf=M-w@oxc#Pex%7$y!!js^<h$L
z430(YI4}F-XkF~fIL%r29v2%b-`lJ7`1qTo+xzXl9<|xEYU|W<Cz2l3-l}oVHx|7=
z|Ja;<=D7!&C&shgs@UapptJV%^)LQX2OHKaoP6>-TxLUQ(m&x{7E`XRl@Gn;HSzr9
z%loVD@7dk?aZ8c=(|D`fKaSnJol*1T`P#B=w`R;>TK@WMq2H9ZtE?2m%rDNpepb)$
zM|dd9BZ;=cSx?toog2ElI@~WzY00$bvbNe&Gj3j6dS=?Qxm$nRJ)GEh{ocm)3a5-8
z{F)f5V6Dm`XMAhxt%q`EF@NrS{l4bjvyDF{9(I=9SXVf&!gRsMj!rH{w$1BwB4xH&
zoK?wIJfM4E>6x=JOUqLiUT{q7S@3DeoU30iEiU}t^m$&E<lTpxdG_uuJzBKr-9Mkl
z3dvi2x2lFr+P19qTjzd@Cw)8CTwLfC&bP45LiTmE*RE-r{4;LKevZEMO5QAh?N_MT
z)y^!Vs>Ks>r92j&QkOsab#1mvf?bLH)Dq2dkqM9UF3(z#rxZ}+9yQ(UP1Keu$*L)Q
zp<Z8Y+p}(O*(4m*yra!z;$8PG8yWfwqt=(^<eqfi@_4z|(xvY@vfgGDUOtd8wORh$
za_>SD_sr*}&7~!8o)@y)l&-#}tn%dB*A<@Psh@R^FKa!SI7e=3iV4SWpW5G7mqki)
z$o>kKG!Z}bWK!Yevr%Q$qNldrep1DJt68GNH0jE6>5g@Il4{WftsMtehkdHKGcO}I
zzM3gYcIuIDC)rtgiVyrNJ=yDNo-Fw<G_T^~WtQhAr?n%>KXJ<a%`}-Gl)AL{wDrss
z86LSq+nDcZ{+_y4Y);qiMFAQL%}sYMJ@ww%U4HY0;2l4PpB^UtHp{KA%wL-6CMh9Q
z#G7j}A@^j=udAPy^~6lt);@pht#$_8Oqa$_*$c9xCHVpkvN9HX{L=OE*;oA~HDh5%
z^3&&6K6{(2YG&NeH?{t3;LC{ZL3#ECb)lOlZTqHpce8~D_vf#VwuU{sntWQ0wdnj#
zPE`-lb6K-`x0Jn~eq5H<CHdwZ-EE6Y_lsssJN591OnTRk`N!(?HchX(eXeSrapXOV
zE6z6aqCfaY{S14QR<5r8I_{k?+tSsSj(2w+@$@_zxhQ*g+pM(WlWGfD7#tt1YBI9T
z{4@X9zGY%v8y~BDRlB#B*SqC7Ln!+>_lH48)<hIXnayI?W^mr$7+W_pv*?`JLX+3J
zwlgnGJ)yR*@uH4yfLi$H_3FZ%JxZ6Z&g+w#J$YZNuNL<d&MCIG+Lv=5onw?x|Fo{_
z+O4aTnI*riKAXLrq4;Ij&(8BR_wtudI$3=*LpL?3>R(KFbZ%~AQ`Mu5iIXBeA9F9r
zF1sJFHT_mym~6+oy68=@9&euH9nIX@c+RzC;u`CMH5O|MEx0P#`#*Pm{_7uZcIjR3
zFZo>=>9SE5m(8}~&1}i?PTS-6>w|#PDgP_iy(=GStV`7R!SbJBp7t^Q)9os9#z!+b
zO=_Ojcun@zpSa-GoC_Nn`)pSUu9#UdVcPk%MQ`^^;y29<Nq*@+@6D&@LB7jkX4cGP
z+29pA<$2e)e!f4>6$iHMmrF_C`D~BwFPXFzm3h(2G((p9t-2byZbg6A`;s-+gWs&4
z&;MfA6}#Lios&4VFI=B-=SS76Q$bwvr}o_T+;`=TYFJZ{_2aFzhKnoC9s4WB{iA8W
z@7G6HzJ1AGZ&E#XV!^8UMo(+69T(2rDZ-?^$W3nU>P@>YBqr{=+pH-mu`c}0rDI2o
zCZ2bW37l?xb<X9b7Ot7giz1G3C~bKsV7pm=#hQ0+mT#jbY<qe<@9T@;wq;(Y0&VyM
zHzq0<-rKosljX~}*VPFs$rHb<d2%_)ap%S#*Y|Tx2n=_>5U}9MmK&eDV>R6*+vUEl
zEcz|bczkK;CO1xtz?ic~cj~xlOP-&7;ae_;^WCWLHm^R;*=|2KX(~(g^-A5z)9iJV
zx6QlL6P{|Rv83Xy*SqfqZzpUyW%Zw7PWU}}ev?GmMJKl}IKMpVXZ+z^D$~thm_27H
zTYtgU?yAXO6`A7AvpyBugd}>Mie5Z*XULkVTjDz(%L|msD6g=s3O~4g_mdqKU)L|P
zDO~AkdV1CNs*kI={mp96UI^z4l@2b-uk~3n)$7j6O4<GGCK0_GXMUXAr@8CzEr*_l
z$7^G!2bf(DjnP;ydUbtNxn-Vp_@-NP)?WDK9yCv$|D@>qt*b4qZyy&D;#8QIt^M|g
z&8(&eW}dHSJy+%7Twm6suxN|>X>;xE#XI`m$nad-Q=GnXy-`yUhkTp%inf}@^ADr_
zIF*;pjf@Z8;(1)=di}!+-(xG8{xfXhSg+_=`}*D=#^o{ROHyMR_VQMS{#52P-*{20
z+gE?(ug0{Tqz?}~8Q2s4Gkm??_R?x`RD6tydeigeUQbGS^8=#`**;YqExRXvVcD!3
zyC+XuKV{L9<ysS~qK>Z(+iP{PMf2#gtvT&S>dbdfvYlxu6E3*0Vim``&xKMGYO}s~
zmY8?mc~W?`()>osd8S<jAA<67Uln;iO1A#IHMf6D=pXG>(GQH21@G;-ANr#{(Im~I
z%;5P#$@TIZH|_PwO^f>zzUrm9)f}Eho)Z04FXk+o`*Zqf=Zg_L&S~Ec3jUc@A-4MA
z_AL|l#j!?TSoiMDGFDEOQn{^PrmfCRE?By0r~TZ@lb6>DexCm_X48?opSI1P`6MjM
z)N<vE-SNqrGjvN&hu&d2;cmIE?DvBMlP)d~;J*<3cKzG8(po<(*B4#blbx-*v&k)P
z?%7<a4?WRA<+fH9U7}AVLb~!7+uLrHXY$N8W(zXNmi{MrLRoolZRF$KJ6L)?PHdhx
z^^@(j?OL1p*H%n8`b=oWTUma2dB2eC-y3snx0)(l%5~PTDelYOvGv28poh&X&o4Yz
zuk~Tu)ptt^M8enpNctXNyol+HpM}iz^;|cetb5cK6`FnW=5hZM-)fBydhCwStCVjo
znYF%+bDI|Xa>uy6i(hVUyJVJfD}ry)x>seJm#{om2@~Boqr1jhZqZ`3Exz~9{J6M>
z+t|y~_H`CN>uuN54`#h6txbBx^f3FRzD?jtxgVmZHqN-U>XfGPnc@~{U$1}ZYmY8^
z8PHeu{NCanxoQHH>@RPBUO#vF_4oHz3&#AJwe+CPZmAc`-Gy#FTQPm&O}{NmrcQFd
zc>ngS8sCF5Ra{@sb5tz%ob)uzX>VaXo9=JnE8o{<+d4(W7a6i&316{cbK#Gh*SY$P
zeb3sxI{x}Yzw7RnpLvVzy*}Q}cfIi@u#J6bO?>L(+#ps4pXVRfP5vkR*X6;Mo_eXz
zA0@2LnFoZ&_PZ@pX0^Cgu&;el);4jDmL}f{+uw2Siob8Jck4dRZBwn{=P#SN$uqlT
zcT=+Z^|gf;R%)EOygd2P<io|)y}#s)b+0X0{C;ozrLUEjo|YTFj`zr%B{#D=ySd@V
zaog9rcJgkej5mv~?Vg*(mzk3ptaCJE*>c~N>X*J{ym%x1c3MO7obc({zgW+GQ&Ky=
zPW#<|2A&^A$GB5en%_s?y57F!B69+t?dI6JKjKE)+P)N2%y7Rq$>-0;eutgul5xiI
zp+C5Nwr|up!<HqRC2buU&1GRfwcz=Y`1Es!EWWRqXSCVZ(RkC8y>s5{=G4C1^>vBZ
z{h9*p6JPI3-`0C$SGzf0J+9)^Gmlg655Dd5tqlFPwp2UiMCI$4qJ@3y-fBjv`(~Z<
z`uN9x;nsM`#gka(w`CtM<rnc*R4}jl^iyrZ<jFs;8plp4T4hi^dAH3|PS1NjFPC4<
zQ&rc?Ha<IXQ*nsHpI5Ke@2#Hl@{ra^l~T7^-i7TZhdkbQZKx_;<vTxa%hK$3i9ux>
z6$-D++O}M|>oo8CD30p1De*IVw9J*Ro5nVrT)BBph>rc-l4WP_Zc&xBTyf)L;Ftdl
zT$wE2P1sG>E?Dx>$8O8xSr%%`SL^!kIKamm5i{9GdEVAk@mXP}q59ck6Zrj)HCfnN
zUED44H*-#zso9m6KC9L4Rh*AHReap*@_dO0*L>#srahYMt{XW;C2Qf1C!fzo)$giY
z^DReiQOm`i6x*dLa(>lU#V6mn9Ibw9rROAnnd?EhH|}~JPMH&CGr2g(qv}CzwwY7q
z+gQV>IbT&ycdJ{9UXHYTlX6{L?oDIY>op-y{WSf;Iu<-#_k2;5g8ICxmlvgUJ%2M{
zj?^oMm&Z*Hs(rP6W3@$i<9epYHeZ>xuoYkKTFuGo8Yv;WH=FrV&~~S=<fCDCDwmu4
zwJ!}}c|IpBPeV2M#Gc+cNxQgH&oh5oqj6>8oN(8S!X{VOX}h}S{+ztC`qazg^@p~t
zWs~&xk6Oc*b;n0^<D6fY!mU!a><`}H(_rtHd8Rnhsc=iJX3YV&datT)h8Mpm?6UZ?
zW1Us<=Q`7?F^TQ6yJkIp{`;>zSJb^{!o6L~Ru@SvQ{TVV;m(HF(eaLMZcmC*_^#G+
z9x!cX4*L>YHS6r!vy0R6-0A}7*++FbS<SDSP<zkv#G0E+4%+_B)|CGAB0biAe_%}S
z?SlGw*$Z|~Zm8An*)e&N<$D*;aKF2fjr#U8zpW55oVDdnkMNvykqa$6S9eRTSQa+b
zAvk91ah}R`%aY8#tke7CyWnE(nxaQCifoCoUhHniFKvv<nRq^KtLUBM>bEwz%&m}J
zeR(ObsrxyvB`GCbcOIK27Di6|+*e%{*7Q5!y6YsPeBbVl#|!>5d=1&XQ)yKS&*MJL
zh{yZ0bXu02c9+}A_jbvHS!oZCx)u5RT-H^uJ=etDxOr`ccJrm38YkJdOe#L=9JT4n
ztrsPy!$O3#^)!tPqY`J7uTfoiW4X9&z-$g%t<c)N=PxbP4P9b7C+xZQBwy)lv+SyS
zd4^{TytOsoUfc3;r|Pc9rdijll}%4?d=+qVLRGk<bi>}&joWtyEO@?5+yCtg|G3O0
zy~#ngC03CtuZlx@4$sTxd@s^`{zq7L?C&d|=6qf=WlMVavq^^UU;BjxpDlRwwex+{
z#=F9ejq|=tkzctay*i_`dRN#JuH*98c2=YX_f>_bXK(G#b5*<bB4c)yN{QLYR+;**
zs~7jwEPfdou&Pz&+PsfFX{|~5c}v#!Y0usjlJmU3_-KZ=hOBR*Z^2AUQ|qsWMdg;K
zJNOm8tjl_KpLv<~rb({$k0Xs3?%HbZwQ~;<%8Zq(HL+x8nsiC*{^ZN1*F1A4pXyrq
zR8-<$sIAX)X}i`R98N_Rq8B@j-(^oY&D^K$q?UWwR%>qWqQ|*8`EON(`#4sempIS7
zHa1*^r^F^?N%LiUuTw|vpLjk?u43h+@csohVUJxbRhT0->G41Ib$fFx(5E;nXu0$J
zs5Q5av@1-GywoH1I+9=RU14Z$$%R89!5gn0t&45Y{U^F@vS5sf;l%6LcFm}aN!l7N
zk{S6$-)702&>hciRoa9lH?S4)24)^JytirVyyM=xyq(vJ|H$L~vex3OlAG~g?bEkj
zPY(FId%el~m9tiC+uI*BJ1A6U-oB})VqP(R{+v+XS|k)F+?Ulqhx1%U`A)x8U(M8J
z&fGP5)@G(jg|m+I>r||3x{)km{Z6pw=_d2VEcLA!4dIreL563u8kVH(Sas&>3g?}n
zooB=1_B3Dry!z4v@$HEb>kU{wWX}^Sw|aHxqWR(k3z;j=0$7XLo-~I%+hg%M?nvsp
zwfvGd&5M`M`WPaYJ$2{aC!fz2PrhfMu6zH(x~%GZJ8Uj{J!g4!(AM0lQ|(USd}nV?
zOZHih7w?)d&wpvjwNI0_)@+LEk2ER0cAWQhY)h8evmMn%A;K@aUMWnN*z?b1Ub}No
z_{xnNs;(3rbFeT?<=_9GA#TZpKTE1Z_6G6?cg-=#`SNwuqu@S!u1mXQExxU*ifKG9
zswwkIeCqn0_2+GS1Iq8t+v+;!%enfM%PVJBO+1>aX?$~O`}XLmcjnLd{Wsgllg)5`
zoYs*`>us(Z7Z!-ye7?5fS<W{_FV485-lr$+{F8k?@141s=kaCQRj-`x{%830_2hZM
z<T;^-tX@^_IJMSw>Bg%s*BI@6ecR;VsjiQ@28omQ9`|K#p7pkBS;dd2NzXRhI^9#%
zvRv!hExS2#TK=aMYqy<WcyL|Wn<_ouZDE@8G(NE}_nI3n)3u=?ZF5e{`Hk(WD^wCf
z>y>ZqdeAf@iQSe}+wQ^TT0f~rM%LlR+M7PUjGM2!%&qWsjO*XY8p*zY%y*vDDw=ke
z&vW^~qj^zY9?xezUDEU9+S@kAxaup%{EjOvxw3WVJ%_uTf3rjG=oz0)QTUl{Rq3>m
z<(lu3V~-whyfAah2W>mg4}82u$NoHL2;r^pJm#AA<fhH1y=$^epP#AX+Om1l;-A-L
zRT|`Wu9dEAcgnWda<?O>+&m?5+oqH!U7I`<9<S3@ioLzJapkn%vlgzI)75yT?D6Ff
zOEN8GdboNF*WA|9ik`-ld~N0g<B4arJp1_gt121WuWv23E?4qC(_U|LdCI4{sgZ4*
zXCrv*rA|k;c+4!Sn)6L!ah|*7u`DNpJ9Sf2y#%9I8|SsU#F!amz4)@C$f)vVP^ZH&
zzQX%!GqxzImwEB=KMb&ZQZ=jh+3~DJmzp$t_dR*9aPa3UMT3K{&j#Fy_-lRTMa$z$
zTcUH)&rEmvQF@0h+sla0(r&Icf1drXs|$roPV>}jUE(h+UVh<)VBtTL&wsPc-zsPP
zu?lUSu|YoSZp_;5<omOnzr6H0m)Y|1eY8{5B9Xw<cy^0FRw0l4w2fbBg`TTFFM9RN
zn`G7X!7+wfypod7RyCgxRSS{1{A#PJ=cH|hp$DITS-D-V_IJo^2g#Sty=SM-R_)y_
zcx#O{gH_i8ejoX@COe<cslN2&!bOX|q%-`ckri(z`rn;=UDP1XZt<s;VXiAyi#bTV
zJf^if-G*y}?fIGzoge2#rmhP~PA?M6Vf=Nqu)wV6vTEYi{!2S|sxh9o2`if99-?u|
z-?`ZNQtF<~JA0bATq5|FR_1=;mU+{z@NDn5^C2M;-HbB?e^iCHWluaYy~pF}jQRhz
z*4(r7TGcbjrt8WS4L|du>ZLcHg#|^QR^QLI_;&NP)u(n^vd`Moa-#kB;dNHmdnNqL
zHh!!=dH+dNQ<*0lza-OMuINZJw+B5B<j?Inz#dn4nQa%x*XlN|wdX9@cE7y7((l^E
zSr1=bZjG<Zd{X`^_s*hH=d)Ee*iW(lXILAjoLnsIv-ZB}o5I*76Bw!<cm0}Ur+w>i
z?8Pq?SzGS9O<6b7aqZPRLKZJwW>vK01yq%-_TC{=y7tr3hYY{M-F4qp_1|2nt5>l3
z<cx1m=KKz~ICJ39?o6F?kFtfHU7S2`S<BkO_lu$=j1QRQ$!4#+V5+ZsNcjBT<m0E_
z{%5dQS9;C6y1`xUYr(}|bG9aGy5GHP>%aWZgA;sNwy)TuKA+VO$PBDJ&$R38bIG-j
z?tW9_G}*3Z+<Skn-x}i!;r4C%KW1H(yk+q=%DW`9QtjdvNvAK5*QUmv*qv#<L*i`G
zsfc;crYv1pP&P?{d#A@bqfb}za&*g1I6dz=K7~#F`mAS@K3l!J`Y!2a&Dy@5YiIZ5
zDqq^zmpol*`(jVEz{WXWS4`QN^zMu0&Y)?}r%owcAz<8m{$cEva}$rhtGBwdbK91!
zExQ@_ORkfB7MY^{GLGljM^nq>54tx(Th^aFyZA-gN#S$%4c|u_-a54SUH|b}7u!@5
z*qvWTz0BKf6~5D*m#Z+W^Ej8L*Y~S){HJew@StYr+Luch-K@SZ+1Zl!xH<CDleOhX
zBaN53g;!0|Hr70vvT1^+-PYAi2?G9KSLjVhzP07jiIeVO0?Xcf`IFsrEyuCUy8f`~
z^;>t+ZN4nKx1!?n+2Si*g{j&Wr_Anrh@NpKapyX#$msg`V|%lMHmXK6o~^V!qGBof
z`D<yFymVj7!t9tymPS_pLUTT~ZGIe6ZmMng(ocNjBj=gsWhwrXEY=iXc`|=})$J)M
z6VLw$%b!vlUYzM^Hk08byV{(^wwaM$laKn%V5z!pJ!!XEltM)3S+5R9%e6NWc&vgv
z8P1C~_iXogT96;ttk|!<ef`>amX!xhMOXc~(;v0nh$o%hV(rd&rCPtPLf^_>Ee^Gn
zCndkEJe<J4ly#F;$vVG<>$cnN{5$X6^6n$Ti$3hv%YND4x6AhO&83(A9+P>r&+3Qn
zO4aq9W}A~MUdJ!qFYK`ML$`o=&2rJHC3DoD^zVPTvgpx*_sdQ9eg4>$v!;jRxM{P^
zoW|H~tJAg4-H7A-&!Du^|IP22(GA%#T6u=))8||+Db{+ao>!j4B2y<?CEWh&dTi#y
zpQqRqzPyY&y<p$RPqTil*qTy(!>VYi=;FP*CA`_5`5Dit+xpGE^=<322@(xOE!VqW
zR&gdvYG3Hv`o-qrPpN>O!UKP_pM8#+lx5KUs<L92ap{8j&QIP8>ui_m-XQsGW4QA?
z2ae#gwZd|}JpDV{E!S<kcj&H&9=qu4hnZd`N!u>`iYoY?yeiE7^y!C^GEB*~w%U1@
z4@U2}-N#n3eyM8LEsb*pi?8iGy!K^*@Gi$6a#>GS9Q}RCeXZ1oR%^@n4>teg+1zHF
zDZLi`ql}}iz~c4M;GG|PJI+rls&zMgeyhFby}Y*6UyF5~$psh6dY}C1<GOK1ruL<8
z=4ad9giY=5MdkZNCz>r?;^g^Ry#L(3n(VnzAAcsXJD(SMb}2&so}cHhYyN^gEB@Z{
z(%x<3ncjKo%1g7|oA1m&8kOSwbh3TBX>;M@*G6kZEoDy}t?1eI?P4Cow7es;CLMR)
zvv2zMLLvU*n5}V%o3fv{f7^4fYyO^+>Gw?cOzrS#d>i<3@~dA{PA#3ER%yB3=h8np
zw+^`=Zow0#FU)4ynDsfiv3p(SZ(gmb89KSnJyi4YtDEO)x;L3_S)H$RF<E62JNu=r
z|B~)jT}^S9IIueTefYjdlfrCQh22~~<FXuImU&O<%cHS{=c5{$LawUpo*ktoGJT@U
zeZ!-{|E~5-Y`(WMH}2k(6JF0HSDA^ef0lTBZ^CoyuN#ZJtlghg9pO=xbt??qyCR{s
za#<8>FN56FMVnH-ty{lo*Brk*-8sEiXT3dM^?9$`&28J**H*hsY)hVeZG+yM^3}|j
zukCy)J=bt0+tl+MTXue0dbsM})>l>4oZGf1U)uAZA^cKL(R+rTvXv%l9WSh@Z&)KE
zf2XD{wfUQ=<>NJ}SAJz3Jjlhqw5-GJg7#UHPRXg&;Y-|%`&>&`-;}u`d+qQ^%hfB6
z7G!NdVZT&4M(N|xu-o&xTp!worzKAgz54mA#gi`o5V0%Em6-~|rc9V|)=AlN#S&Ey
zhHF-<XH8kgb9|{UOR9U!tTc(OxkrUsC0_@#mT&Nm7F61plW=Wvv()b^6Wv7KS*$WQ
zdZ)tpI@(ipZAV~UoU85a+xNCU>RI*V%c^bD-gtgltKHr4xMx{C*VIM3#ny$n_y4$d
z`t3F$2DVT??FYMG@EFVV{muR&_RD?FmV^|+OZ$R8>NTqvdvQ&?()Dqp$>s0+K3|<{
z8qBQ`_f~uH(Mf@G(${)UoVS(b+7g~--#+7>$Fn|*2uH~?2l1NCaX+>5W#oc6{~4@q
z9nh-RI-PLpNYduOjqO@lN6UhaJh@`H?Q+kR_Y<-<>zgin78Wg~^<4BtoYd8*OF!A(
zuqlMkQmf65(pkyAH<N2pa~Ru`t+D(U*J>U;qH+2{-`1NuB9czLjuZdzJGSe&zo0Si
z%f|kw@8Z@sm|w>S`<<Ir8~J5N)TzSoM2<-@GGQNjm{wm~eQc4+ztH7E!tK98S8LCm
zb2NJDr|WV%)@XJ!X#2ejkP)-hW{TW%QY5|W`IN`S>$LAWM{c+ul@?NznWB)s-s|Yp
zlQro}!<wGv#=Hn%%bOFrNh@2s_QKk%lUypkU)EN}u1{9g-aKWV6Pvb~>d(%#%5vZG
zEJTCCBBspw+#IpAHm~Hqcf_%YdrmKvEj*jwRQE1>#unxC`ms653fr_6Y^j>*T`hFt
zpzys-4|@#n)MousnDF`5l8A$onV0gJZ{*cGw(HLdtCHn{6AS|@eRnfF30uRpljYmG
zDU&zdIJjhD);)P$bJL_d8>TsTUEe+b$t~@9Ny$C)zWT16cGU6j6Qf;6_7uL4*>cJF
z<eaOWw<0AHt`#47@b%Yql{xEvi(gq<*x+#1BerHuvZ&|9o;^}c4$qaAS=lYSR_3aa
z^f@K@fT--5j2&!i-j<v@_3VAh<Vo4l-&~KG@7&_0lFYt6>+@T$k8YJJ^--72H@&&t
zr`>QRk6|*4@byNQsgHU!kG)TtvMNtS;_>V7JSl1KGF^q27pkr+magGo<Z8G3dgOF*
zY0<mXb5@OED^D(6*H)Zq`lR@u;?-N>TFw1YA7?MrdGK7NHhasJzL(q7SFTjJ^xT7|
z$EyF*UN4)C(K1t2EqzySe^ME+_4b_Qrt^yyE1TZ9w`;Xg>+@SXyxVK$eSLAMJbU9|
z)6<Jx*`yuURfX%^U|M%trN_@zr{GDt=&f1d7SHaxBzU#kaGl)2l0NH|YX9V8m20va
z7O!}=O7F>*Tkb{=`;3D*+KjR;EqnGd*n{cu{H!YnmsiJ}y4@8s`O?}PmadK-8Lo>}
zLJ!_JY<x0jV$j*Xe^V1QINyhKO|$Q{o;gt?ZDrH^Wm=^@8jn9OXFd6TR^}a!851mQ
zu54Vcd~KZyyRFuT4n7ZA%|?%P7yK8lT9!DcY;}>DCqrmr*4ZBBv&<Wf1dcO=`{#4D
zvdp_WpLMeSJ<;`w0W+2^Q2T1UPDS;@oDgH*r|Z~*{ol_CE16kt!e?cDJ8`2zy2|rw
zTX-7yr>_lD&v<!j6_e=B7g{RE-rUTc&oIq&(s$M!@^jq_3(lNjTqwLyd6tmL(~Ef~
zC$1)$+a9%0cghObZ_c!~Pg6{!bY)yX7lX{zrHy~~Ozc{akd}Djb>P(u=c_L!+SsME
zt8Hn?;x~B_;MP*Q+-P@o=!>+=f@~2VkD8@1B%3^wb}&8fYs^&WX|jdsWkK`SggZW;
zWEjKCJpRnNa`E<C<x<0&GX-uL9xLv;F0jpEt$@4Zohx^k9sb@H{ob*mcC}D-TT<55
z!_zFzrWncmdN!?R%8c3F=6f^T=Xu&{>$*w5j=I>MlMu?g?POr&>^~p<=Vyh@Y;hN`
zeLZ)c?-^GXl~eDI^!XYl>)iZR=yNcMz3K{Mm`(YD-J93~7W}%Jaovdd){@D(2cCr9
zNV>r-#q{dPr#H;&E!O2dN<1N&RC&zbv~`EE)Z9EzGvg?+$4Qg#Epm}qDcf*h6|;NU
z(>0niu02{IDEvyBEhfEd+JU88_h!9G&Nx@OVgk?C<(sZD)+zB7Ut5wSzCEka&T&?Y
z-Lta_IajvF^juwT`9AQ85`*<s_adW=)MabJ=LorF?Fo3gH|v;l@wKf<{W+=UMKvR~
zuL)aPBpS_pX;P+V0OO;Tdk#!;wUFt`tekOkk#@ytFI(eSv4t8T0fv!be@?K5@0qY=
z`Hc(jZwUNYa(Cj}ODi``@)zatsX51+({V$nnoGyzi^kuh$3<<lif1i*I?HR@`KJxm
zmpoq=il*6oUEvqO=y$HD`ofH}CTq--a+kV##B(2CYTJ-k7!vb^xl4G5pxEnqTa%P0
zcP&;fJL}JQyXPvC*V99L9xa$yU>p{D{mie+&z-kT%)L1?r(&7wwWY_xX6@JYH`IJ(
z6?|e9PvyVT+>^@7MFZroEj5~RV`IV9+S^Z$Wz7gvTdr_9`^?<Pn9uXHGL$AoIxTwI
zc|cTX<=wNTRXmG$)2{h(M2bB4Vk$gcCpvmb=&h*v-WA~w?tcBde{LC1rDR~=*01~9
zOssX;jyf&iYiH@tdS#L?7#;g!<pzd8cCXL8&f$e7D~_+X34a_p&sw}=&O)_I`%e62
z*E#qg(aALRy{&02$DYa+rr+ioy?er^{n<O*t?%XM*YS1!inGMn=R65NW~a9yW4+AO
z_i@)8P5qW@S1;DNm9^D8ck#xjt(D(Q7pEM|6TY<~oo$(OdvN^X(+|@RuGm(qn!Hk>
zgUwc(J8X~9!VpWgofc|phRwGYPD|slTtBfQW7WC1^h<7grb<UIJbR{3;+<$<akO|)
zzOv~gt4Dix<=*(1u3Em}a73^IPj<;)ZKWqQ$96s3d0xGk_W;`zjkBhm%lqcHR(U5g
z8fX<>TFCr5ETk~#V9aLWgzMFdcVxGUK0jsPT6)Xpkolde&k^U-lXlH_aV$HP>}tcn
zzqU62!SCslSij4@e&8*Ay!y!TBJH>QoUt4i8Exhy?djU+rT08lQe9=z#xGy^w`iz~
zUUU#&S9M)E<Mzkb$D>{=*fhpltKI!-*Q&nstY97|3uD(d<r|hSCx$6&ZfUCgb+uBq
z^4X4C;ntH=BUKXTRfT!4dps%Y=PQ5F$P?_15q|1ERf4R{HYKZ*3KnpkpSZcNZmZ`q
z?mo*k!sT~f1?J}EnH+614(0Llu+EZD(RsAHV^PmB&ehvma?WY~Ida}Mqp`DUc0j67
zLU2ygoXJ0~X@|vZyD_Qa90T*LGZ{s-{#h^55)2sEJb&<ftIy({g=Nl(E$jHRUcOb1
z-`mGpG(YnVYiU(kL~*F>wRW4ExgVls{xkH(ZtwM6Y16Y&ZJkcEpZn6R?Z&x9v-j_g
zI99PP?NiCEy1bpMzYEp9X9*Y7zh|j(t?1s-;O>n@Op8^nomye*n|RB0+Vh?3wj5h6
zXFR!U#?iewmfJdWJ(;`oRJrDSoV7h)OjzODvyG*CO1k&9O<l}eYTOb$%VOp_{&|&;
zO|Kj{^|6h4TXs{3kymkCd#af3^)D-ya=%W_Ty3<nQntZXGjF-z(Vnj_vX0E`k$U=k
z!dV5jE#=`ZH?2i3&dX%8RFQf!SyMvRK-=yTOXwZfc$I0#j9&+>PhY8fe_Ok8on+&I
zw=r`Xm7V+pEPq`uE!QdhDthSthE$c1=<t<W;yPuvOr93x@9(u(z^BP#Wo!dWZMNNg
z#qHHnORE=0>eli~&oo#p%H$QvYI*G4;^kQZ?Fs7rS(kJUMK3Cudq8Q!(-~V<Fg}<w
zYp+4>oV3kvFMpqz9~E^!jPs<}p0;%LtDD1@@BWmi{bN?-bB{wkpV&>0#N88D4ZpNC
zDn8hJrOd1bA;WWg#gW^8O`Oaizc$UodBgd@i0j;Kax+#3UhLG+%?aE!LEm!Kq3_%c
zS$p2@_*7ur6Xsk{FQ=*Y&GM<r?d?y@YBra=4`nis30o5F`Q*}h9c@XLt{359F0U>&
z7h1U56uzGIXx(zgh{@-(Hm<z8q*9^p=X&`orRoY(>ksXfGEr5Vc{FN^(yV>U_Ws+F
z%wv3eZROTuD^+?t^S;h6FZm=quP}n=$me)(Z(fPpcdz`sb#=L}{=$vAk2f59btco(
zG)BIvJnMC!=bNJV_e_<`#8iTcC;J>&*TQ?p$nka1JG-x(XFa4gPkq<<lOcJ2)dcIb
z8E(8<k5=w45!P9AZgF$a@oFoX)f0bQjooPzl29Bhon`BH?er1x3Fi0DU!V0$`OrL*
zV5K#aN|i0wPqbVu5aTP|w4`~ScH25RQT?U8FRx5dz4Ev1($<P6+hTicJ!G}ceD^!9
z@G1L&J^PPqZ)KIIo|Ls*zv0c-(0L-yCuu+a7?F8-_M2KWc}dBa)%M00*UU;~-!Hm9
zJulAp$o!=VFV8f|&-nN^dr{XrmIvEdD<^ed_&W8?R;!!2Z*J)rN{T)Y*ZAP$)zf_Y
z)~?^ZYdI7@?b~`HMsU00=Ki>?y3q@l#9lv=@$->)nF5oQU_?*M{Hc}C8NyVi2f6%=
z-&Hv4ZOOFWiAx^z{b%U)58S;vqxhk!$|QrrTbr-sOl~_ad$!7Fermd2_vIDqf<szW
zm=h$wy>^>5%T4p^M$fc_1tpI*My1`qF7suzlVu>It>y<;nR7-4RbRfW^emI!xIK4;
z*7|8l?6UrAORjZh8|ZH7yLv`i#c_|2f7Ru_rvgmNH=JL}yI4AS-_z>Z(k1iPIj;3M
zV$j$k^We*x=(%2I61U7t&sUw@wr}EHk-jh4#pOZz&KFNB_LsR;{?Rs7?>xuJwDa~&
zJt3pukE_azh3EcB@Aq2$dS`d*yyt;7+*{t-d|ea2+53C*V_9vF&vPv7dpV*jS-Pfu
zy>Ut3_dkQM@cCW5{pWUZS1<QFK5Mh;-i<!*o?qI0@`i=vn%mn0F3vr>_REfwMfOq)
z3#+GDcd~z8=YM`;<#SPEo4lDiS?iu`6W56jkCNRtclGUkFK%`uUN&9Mw?w&&w@viP
zNnzusp69X`H@{_&y)$p$mUrnIZogu_s9n+RcL-mbcz&hXBQeMRwF$FZWkgMTl~#LC
zmH4`JdC`MOQFG^%|FlRyY8L(c3G<KZ_OgrT`TJ>?X((}juG_k+_txH?l<97PJFdjI
zFw39cTJ!u-ZJcYkL-CyN>!Ux4o(Xh$r6T+K@p-|ehu@V>R!L_lKU<#ou<}K}zF^=%
z>+H`q^CS1obDv&t!u09psp@@SFW&bqTG~AM-cC-=lk3+nWtCXE@bjn1&u%m{?dh6p
zE)yKuurka?>SbWw!y;Fw=%uBzN*7tDwnsgCJo(wnAJ@~<UKmae3^WyAx43ubwDxr`
z%LEm8IMntE-8(tcO`K_mtWplkgMXrL#I^@cktta}d99?`z2#f|0^=8&uAS25cvAF|
zM4o-im$wm%zB-q_j^4Iwl^%0X*TcZ_o6W0PzfF`WPpH|X$LIezX5Ug}?Yyw{PP^L<
zy;3-FJ9<u4_@peuvy!Rm%O%%_lw2-8vpy{Ax5;nmX;D88^xj^Yl6B_%=hf+^&x5DA
ztH{VlZREYPkm<cjmDHi2Xw#LCPVJes`Nm?CK8er$UNyYWG=r~Sxe`40ji0ueS!qGN
z-_*`$pR4bl)l|H3W#jQ_2hMt{%sw>l$FpS(a~>@Z`C|25Jv!$5c~Prq#wONmrv=wG
zIcRUPOFK7jmgKZ+Gv5ZC&u*UQxNh6Ms~%tfYAstRcBkyoqBWDd!_0bg*-NrA?3AyV
zJm)$Sr|%r^5*e3q>x^<T>vWl>!m~BA1*IEIFF8IttaO@t(}w5G@#a=`UoUSA(f)K#
zKjK^Z1#>y^{gT>}IaOgcVderSw_a$nmil7PUgNZ>Phk3v69*K&uR9-k-Nt%_)A`)(
zW&F?I#s=)keII|~>(Zt}=eP=2Ec$I$^SfrH)HL-M+Fg8?cd)<v71p<0<<cDicFC1%
zA9AtF*3Ydf@Lj#FEMSgE&eH8ciaCaJ_sr^e`QSeTf7T0S$;a{!qgHa*_m)Jw=nkq{
zd|u_!mFCFxOL@Mm56@uD&aBeEweE53V)nH{yPT$K<$d#ea*y%Dzn3<Lw!Vtf*(-L<
zmGPL^UajM9{r+2jity;xynpPyed3MkNBg)XHA9bRWbb_bn=`m)?$-2^QoBsP>-n!u
zIX2JZ@uziNUviV&W3Dm3Pdu@H<&vG6N0qxKx0>DAr#$6~dXdNTmoc)3WaKQ*R@olW
z-7)`p%-ORmtov$Tubb;OYnSC}|Cx6;pVh0~9P?*R&-ZobUfpSO5Iy6y)ctY1yIc0u
zh?AbSIz3E15)<D>Yn)+N^|UB^@#QbCyPHG>=2d-LcP`h|tgxwXE$`OI*sJbA6{5e?
zKYVsG+ZD9$UPS5F_3A$=KWzKY5VSiyqmPYWx$E~XUpZa5lgX(Jjq%cRA5~_qxb0T@
zaK-0+wK>y+k37G;eA4T};4M;Lt!2ZstrM0s9<99kZL^f&t(^+j=f-AD58f&9;M@9n
zhp(-*$})MFvTH_hk?)REzTa%EBd;axDl(3#DRQvoEog|DcHXb*dVFg3Gb^U-3(H&9
zT-&_yu70M)y=UjYHTCae&$9{<%K9#GAcj9Mu0MI<ZI8tYCGSH@WwkiknEHxi=Ld9!
zPjx$IUmbng`P9>^`ku!vzOIk>Funah!?uujGnlHSKHXjsTErgnZFLme?&_uYbvpbG
zRmy5C^=nC++<Ia1a!KvuGiCoXblC`&XRLEn;rjVY^WB<tr#2@`u3x{EU*h)t+cih>
zl;>4nKl$sAuz%58iIXZ{R;-rLn${JTzT}#mP;gWDo8npLR$bPNJ<|2rIBSzx@!8Vc
z1+VyS>PCIY5N<LT{8xSDte5uPt><`rqo%4o{UK8#6`{w}v)!@p>-X)4;@cxbckT4y
zNuTv|x&LLkTNO{VcW0ihO<rE(JL}rf+)EcU1AF>k`n9^Vo(;VFO`BU|W!$Pw(JIyZ
zd%kkZ8XXsGWerJ|2|qS{p5@fV6A~WFZC$_S_4Qpl5?&wty59QVah>Hld%mstxp%3j
zSF~OG!eCKOU(-eIjP;Kso=$0F_$NARQpBC&?XzC1e7L*YP}Qh*)f+1w4GX{O$9vO$
zCVsf{X?D%|SjiLHnloNceg8JHs3N@FM?UKt%O=;y6JLf;yRhN$*8I0wYHQv}#V0>s
z{$Wk`3Hh};cCrZ%#NNj{c;>9)Ofq~`9j1Ib`;WZgx{k+Mu33}KdZi{;xz6~uPjE{`
zQEEUf=d+FLYmBqSoX&AF_oV;2Ui_S?rP5~J)JeIinG8wBw>JNJ>t1Uwe1B=vRF7LB
zYx9=R<>hRC;u*Jn(XB%hbJEyv%n8UnlHFubcyF`3N2XtK|8dcl<!1MHb<Xpf?CTlx
zdQNxpjQR4;L6JYUMWk@+`+WVfP9n2tq4L>0%dbou^`}L2s6RWuwlJh=+Q-fB%7PCi
ztvr5r#a{lkYxWdsIdFMSe3LEp``GrPNtVy{rEJ_2a*SD1Zm#ylH_!T#jNGz2L)Lm#
z-97TzFk5W$?!Y>a^VjtC^kg=^kBhYXGr>>${?d(I9{r+EtNP|EO?$Mjo3m@V-tn1U
zOCB$o`~KSTc^>@NR(i}lzct@mlAR^2nD55=TCW#hg8kGjUNNrNP&n)AB>k)fC%cxo
z&XSfhvRun>_s5!Z6-WJ~Mea4+_SklIe%3-oNt-LPU$vakwmfQ5bjs`YBu&fnq6=E2
zj`lfTzutA-`JHuG;e|s&-?y7gVX`o_j9D8fl<*<*U!C=JAD#1&o<)n4517iihE6N6
zwVUdH&bBwWEL~^W<QrGjdailL6rWt`Ih}ptl`m^%m$RFk-I^GdY$JEIX>&@~p2;Pv
z!e8b373^H%>*BxG`B{kGp?U48m;KH}N+f)a%<+^7+C8sw&GzXZ<hIV)ZlPs+%<C~r
z`TNM6%0-?#-%gHf3-FIRt6y=*c-x6xXYVc2p7SAVw&z(7)#tZ%2Zh;k*y@E%Wy>~l
zu{2$C&Zt7YZ>qP#ys1k(i~5asoJf9Bc($x;!gX`5&zE*<r@o8~G4YL0-n==$FqWyf
zPn++opYg00k9=l5oRoecDEsD;vl<nW&(<-Ye;DZ2-t*;X1oweQ8>`=Co?iRT{kmw(
z5oVb$YjtWCclEaaXIRyE*KV3hPwmD2r6p#s3@q1G**t$4y<wZUNW?8I?cz-TmFmB)
zbSj?zvP!W(@!mXt8=2}^y)%QdZb{9{P+F(c<M=Oa!-Yxpht{ooGs|-3xh1F1oeKGK
z-0R3RyFL6_SI#r{O^wTIw|G2Dzv#=mV!yqGA$LC5W(PS=s#wKZvD#N9?NMu+lkL8#
z7n~lK7I)q^T_`N`<cj&uCFbrCF|5xvrzAvtsz1NhMJ-`#<m~2{PgZvpCkwspEt))k
zw&~?NGS@A&WbfUdn=99rbN2Qm&7&4)V_aBwEcb3$l29F5tW>#v<JogJ*mijT<Y2e^
zdMjoF%ad>Gt*+c&!9MGfpr6O5k3zdPyYt&LY+QA5yZWr<hKcj`ZMo6sus+Go{k*Bj
zz2$-2jr~!V!{V}M_BN=?&CN~|U-k6PUj1TkTZ@&3xA(fNohoys`_C%wtw#gr{kxhP
z^5v~>;HSQyriBh)mz-64<NCDpc~{;cerD6^{Hp$Z^`*`}r@R9{?2Nh}=^6Fx`pUH$
zod?&<>$zxc?6AS4dGe(Nl3)L5o#H85vwp?8Ia{@NJX^?f;_$4S9-Fk(n;D*M3A6es
z9L2R=g>Tu~rI(o_mPRlhwRQKpYVu{{$+WraN<8iNddN(i6IK&Aow+%B<LwEyFEW+>
z&i!ia&hq=}MYGE;7Yt&$&gTBDzM|H9x$s3<*yiFBud=sq-+5~>`=vc~oO1+U#_Dc;
zUBLPH-sH_Dp|gIgZ*Z<T7{347yi(@ZaV67FzdkAyU*zVv^u)|LuU5;J{A&Jso^9vz
zeMv`}W4`Qadhq%3r4`)^=RBLP<u0{a`^CAt>L;FXUGB(VC#OC2Z0WV&b?*<&*L)ec
z>gnRN<2NO~eSNla?*`e`OT(qz{SPfvZa!A=S6ggNnaP^MPcF{2>~&fy5(=NsXI<YB
zKZB=im6H98k~QZdoqT_aU-F;+>&i<-wauH@C68a5k;ZHiAKU&xE#Kz8=E*hJ6y}6^
z-(}FYUDsBBa`lyCrb_qL9c%d^lm2PVCb!zZt9sAgxK;Q%;&u77*RyupatHbT3Afrh
z(LMg$)`Xpp*B1OMV3FFOcf#bB@M_iz@1zn!K406IR)1*I(f2a*56!r)(4V!mI_ubK
z$JH@&Z}z#HPO3TZoW1KpB%|GyZvkwDZYNG26Efm^SNUvpo^|7YhSy;)`z_Be7j=A?
zlo{K9V@r1Aer4OEr5pPXFD)!PqF@v5%F^&yU3B)|ey1rrgLYn9T{A~+%K0s#D#DSE
zQjcHmTB`G^sB*nk;NJ625>uwNZJEyS$v5ew9Vg=^+t+5^>kJQm|FUNLjO}$_1D57J
zH_b_!w5dF8_MHZ+Pn>H`=JlIK%)M#3avIO$zNxn*ZhU%v-fo-a$$L&wD>_amH(%TJ
zIP<fR<;vFSe%cF-C%<}|op#2$I{4uEx~aErI__4N2~OOq@I@xvKX1lA0qtyUaS7j&
zZHt8rcq2P!m`CkUV&58G%4OWYwD^4SDqG&ynVhe~Z^-Uk7scH$^K~psv8JR-$qL`E
znzw!{&)=!S#J?_k>fGa>*Ub+&aZdaEv$DGfWzsf>@B1a?B=;-j=&LQ0wwp?*e19~<
zUADGf>hbF8-Nvsze3{%;Zk(rj;`{5EE1&XgE1zw7$H~&aHZ7O6efiQvc3r+x6S~5T
zr-|h)|FD+z(v6<SeUG-SeY;aqCcK<=)uzV2MY|uo**%X<X;%L7JC#q@wjF0*Zu)9g
zN&0DKnM>S?&6hu|{^%CM*ne#Mvs^iw7oSeOcHX>2S^3hgzdHl6TeeSVoD=TKd+>zx
zYPGLgbG^-GuH2GP^6LV>ZI)@?&84F1-e2@Ip0Cw-9rAsC+?7Q!!8>PvF^PW{Ze6fo
zUO{%`vf#@b)>JNGdA4wg)RMx_k-W#5EtVh6Z_@U2Q~$7nJ8`x3?G;;IWh(?sJ$>KI
zQ{vh7$CLZE&aRewP*oh^89V1wVSY&EnoXMwMMLvAY-Fx&eY#&#HhXfJMqyv&%6)4-
zJ)1T8MQ_=hIae;;*>L=I%=+6RauutY9tcmUSdsh9=y|_;S^0%~>#K_I9J~3S!E&9z
zsl&@3`uz5kt@stPZT%|i#i2#7`p(`EDC|G9dP#$M)bnXCHp+bL)4D&quh{eUhP{ic
zl@}Iqo>=uSnW1tOr=|LztapF!B(GQ__b7Mo7xA;|lA<LtzdvLfGk+9aDEP|1sx0>K
zy(F>c%hzvpP&v+WwbO9^`l$0s%{KE-EnVw7XI4kQA<O3<SM#^XM<s7~|7X?gc@^)&
zW}bSr{YlK{lgCB1cG}h-+VsKmXnb%_b?B1cQ^jjfC-l`8pN$MZ@okmjj+KrUO50mp
zzUvy#^K&?`e09zK_NacA=E<Iu3};=`Hnz^nI5zW`Uu|}1fwp1__Y2!sCue+n`8t+!
zarTmFZR`F77(`n<+U(Nf8!fcroNq{u+(jvCf1Cc-9(G@Y`S%tEwaZ#xcgpO0b$eQ)
z!sqipt~{7`ylat)%-^g-8@{f-aC+U-hu8O77p`#TxqR}(@-x;O&Ig}0C|$-g?d$S}
zV%I+h8SMTuto7e58hL)<+fbhyrgM6ezTUZ#>G0sHrmBOsU3B9M?HN1v--@=iU9Fo_
zHRX;}xS3ua!^yJ++r=NqE?hPD-SSV5SDGH)vdQ?l+Qx51(<k2cTcY%)>d-6Q^ooTu
zn&-`Xv_5;i?4iyHPv-eqU+ovp_`Sbk@w~0iF5W#YWKvZ8^{rn>@S;cC)7!hhO<ea}
zHc>VGiQ1ic>`|_6;dj_&Uw+*8$l~i-76wg;vo&WPYTPwVt6|MppYiooRL0Z`2A~ou
zWWt=3I@6`hGwv+>z5M6Zlfixet{%)SO*ig|`(&J}nsTf7{L-qp`89qQCm*d0{?j{0
z>h{Kc9IqU|oLKMFvy@Y9mmp`za+Aku{R?xS@Hi^%vbb5mF8X{{>4^zEay!<|T#``r
zFZAn_XG^)~XSc6g73`Z;;wvOLYiVi5ddZawW*9N}W_)mbzO~dbR(8rOi_NE_?mnK_
zW-oPWZ_k#>*YD#x%lSg)wO`v2#=2Cyq4?4=PxYObZf(x?ZfjLjz2Wcm&0%r=!>{XE
z7}u_A{Qf%b^72@f4b1bhJ+_^*wm5h9tBIIl*wsqq{|xH`IN1uj(r16J4%@ap(0kVJ
z=`~wdwJ}~=_aygRma;0>tv+$X=N%drU)Gt<`MEas^Wswl3pRdP>E9liWb9$~^}#ix
zr(L;o1GB<<zwT@2{^mBZJe{HH%IdXIH#J-p=S!@LTDDM2eX>xwt#!C!;<9(eD$8}}
ze2zDael4-G=-9{B@9#3><j!fDRtjZ>2l;u+%`J@lR<mAhTd8P(q{G{zl_phlx-Ff4
z95lV_Cb(d++}v|o(|atRmQ~xXSzLB0>+wCUd0U@{m9L8^p0(fP-T67;8<uRTp2%4o
z|H0Z=X(!9Cu$qS<AK0`t)e>04t0(Vgx$cy8OI+;g7xP5FN~Zax;xm?{E!m!$;mB@(
zX-3L(kz%uKx#toKmMp3Mvet1LyT#eiU58G2ybnv#axk6u-K|u1$=Z$Q?k})hFL6bg
z$?eyy@76cYpQ{e<$<`8iKI`MEqsQ`{kDgJiD&KgH_1mhV9)`lO1(PjAi!zGE9G+bB
ztzLd|#pk#a2U1zMT%(vaBpGDKX-J;9wQT3r-!k8yUVM>wmV;qVaimtkUF+*rziJQb
zG0FV8Qdp7qDf~pw<!`=kN>1qodTDNd5w<a*!fxuW+?nkRpMPBsPkt!9aJ#}^!>+Hf
z+J|x{?zOkNXE5z_u$P2R%G{lDd%xJQ-MYBRA$b1MIH}Mp%emV2EszswjJK}%vhKCt
zg`7nPH8kd0^{1SVO!<2GTBf{^Jbye>v83EqrHY~#pB(?Jez$wC-f0<y^OtrWyZqqz
z-L)$pZrOe3>&uiYF}1I@+ofJI>3%J};+-;!(S+=Gnl{1Zl@G6Oo9lV%gTK%98KzV0
zf*TktO!LHwdAy20U7y{(P}L%G%e<a1FCJz*)YXW6RS@(eF|8=F@@!oDp$W@F{%T)U
z@;KGCxww?2@Y8|n@U>DV3q|wVS6T+G)=Ou(_dQ)ytdqlmsbr~@Oofe{_S&vzno6n?
za#mcQ&iY4Ry;R=E!Oc+B7!|UX<EW|FUsJWvmrlAnRVLmzm?)CBfUmgO|N466ZN26b
z*nfoSw?Dt~E@tZ?0r%uvD=Yd=u77s(Sq^i5)K3|gSK&vFx<=k#`8o7s$g7ZNU1jl|
zPo<{!ZnO00_xsu?-t#rm?m_Z--<|88*>k=4V3um#U-O^AF6;35CD9Cm;(c>U*4If`
zy^g$|eNxW0Cd_K__p}AmPAa#~dw*p5>%NfWmys7M@;+P6N<ObHGymGI*Yky<6)c`y
zS2pj+Q_tPF@_bJDx{ik*{w6&+R~<Sl=BujutN4G%wzZ_}&s%b><a$(1?7?4rU(<N`
zWA`gR(c)h(`ob#xaH|m8&MDif!*etaFA?!uk)VBcwbSX{HVs*ujYXT3>Y7crXFoh!
z9gurwso1`yn?IbJn#Fb^<ngUt8}oSzABHfni*DEQj`h!*7I`|a^8U$;3b&abe%&?O
z^LEeg>#J|xxEbZX&EiV(ZP8tPt|?P%@BUn|=}mRWhA*0b3_QP^3MIHYy_)MA9+G<8
z_LZBB)Rx(1duMNJdByl=wbmntNdj7jEZG*%GM(7#>#Ci(vS8}$D{D5dd~o#wWBj3w
zPr79}A5HOZWj39ozx3>T?MV_rZU<#wt-jf)pk=q^>kgS;|4P@3pWAn1*@M|p{kNiv
zHMUEvYP}(K&md2IV#u=w<^$_`g$$=_D@ED`&f2n0qWEQKvg5p|QK=O-z8+k2XI4gE
zTwCndT_@H~FpRO-)TF)iCtJne>?=yX4^mPd&pJ2hq*Q>{rM+jKEw<Qk@{3ijVO{8f
zM|=51EuNd6&g|;yK3Xc|wW^(M?Y_PJd<I))36;CZR<3y>y&-F2_{_hRYkxf8YAlXf
zyVK+D$*7|p!376iXgzLN?X@tlaNgC~CQEw4wr^t5C@PNpY;e|d&s$~tzg0OIu}6zf
zy*oCs%FJ7wbCTt%{*vE2)@okoa9AV6R_uA-weaYRcR9z)jykONVwRa4QCO6nSRoU(
zvB<D|_m#`$oFaDrww@B36t2ELYR~DN8>6)Im<lu|O<B9L+_Q4VhsfT8v-aFRUY2#y
z-Dq9K;qZ04-b$>CkJu(IR&=a>m&cl{V^?l@ygGc&YgPH3A7cLmMGs0>yp8;@s?)<(
zTKPZ2)!4M1j6v=tD&Y!?TP@$mDK!P{J+Ck8dwH$CtyjaFsZ+kKP<PyJnjFSv*5~@p
zDBI4mW#W^nu+W8Rzvb=Y^j?KsoYGhMXw{tJqh8OSnMSso&dI&<bnE?<R^~QgcTxnj
zXF55D-SJ^JHLA+dRGawnpV-wUmrEo1>f9|7<Et`**L+yAcScJ1vl(^s_JrTCWBsV*
zy<A1_zER<I(KiXNcNcBTY+1E9?CeeB7ft17MC7y=rbi?xU)qtK-EY_!b$eIw)9`io
zdVbwlm#LjowEg<-cV^8;GmeWX^SDPH?YnH8pC6~aaO&*SOgoipqphB%tE@@9<5hWJ
zO@y;|k@&qWvfXDl6h~kC*3GOf_jO6o<k+SqQ<776UUFGxF{M^3v+t?Rr8XhKgO66<
zw+KAAZe_;y3(vZ)$~>9Wa%b_%b!9)M^;BJ3$U0l)`>IbGI-FnE#aAxBaO<T>(8iYM
zy0O8@r|quJo9!5rJZsXk8jZkvTl}=0?JG|`QvP-}!|8y`wJ1I1Usrdud7KRiu=r{=
zwX5gib8GnzE0)briIB}`ewX)ct!}c|)M<;KO;BK&b!cAMl&>$(hVGgBWP;L{m5aG1
zPO5seDbIJecwV&Vgp|p%QqDB;`3idpTC7X@^|**ft~$hPk=x1Gg_G~BQch;RH#=3N
z|Fhu4NIvcrF<;m9t_!+%SFrAzebia6cTdmHTrx4}Z;MxT_>4REc#kt%uH75;EpkfZ
zm1{g=y1k#u--f3>Ejd~)GIialoOh=u*=s#sS6^w)J@4uZp2i#N3=HbE&Q8_6^2n6s
zS7WT$MNzS9&*#TvZpgdypJ8gz^^1nA$$rP@gs=2ZR#|5_>*{3xHtQm<zNuSM)|jVV
z`jb<$XP3w4sdI|o9}U0y-e!dtV-HVw;i@Lpq&>N|uTPjpN<KY!KI(Pr)9jh2Y^G<|
zJ)e7*;mD*)(=(^}9@S=FShDSq@V1RTGS3&PPmEiVGReJPFVpO{rC{<T&zE6S!xS6X
zO*dVfyVqTGVgZv{wz$c?Co8sGn<caNwZ<KX*D)y@Pb$h?z3x{&&o$YjMds1&m$$vU
zmguFJB(mAAYM!`#ZN`b?dy_n`d_I=F)1>Ir?G=>`lNgq-E1uP4qPlPEk_}UrpXrgA
zwlv6(*KOy?wS{@n_NV6LZu|NmVC~v7Ytk7a7`t{$8OtQIe>!V0qfz2)q|w8=INqS_
zg*B^pE>q$#@^~3pe1`LYXw2?u$FdUnMO{=^-1x9(*1ZiCXWHwzZ*8jCSLm-5P`Y5b
zNMB!g(DQt+Lp$e)9axp-d_Ml%D*KqAO{zDFW6b@&xOwJ0S}A&(uZnA1PbEWO(&QJB
zx;@Po!c5M^%&EHio#!~ydgnCD^G|~&`4^U6INZf#X`6MQ;koHzYd1D+#W}(uIk&xY
zPuFbE)6Tmkv*U5sxz2XceW^E^MNY;tJu2l2VLZMxz~gj6-<BT_GM8Gni!M7Dl2Ep0
z-jkERkE)(~=Wd!X=htP&=SqvqtbN7zC#RmeIJaE!g;i*T(w#exKQ7-j&1TN$a4{qH
zs(m4;i>kzKpJrZ~?5Q5?Klj_bt>?WBldmhS@SkzDulD?wu>NUJepO#g%x>X3wASbN
z9I5sc!S1RVm)4)DT%~H{r&VdZ<4UCM$|aXHZ++Xq5^z&#YXXDJ<F3PLI(2QkqD$mF
z{${T2`RcQ>(mL0|zO|@z#>Qt`*6T4Q?VB29qEhl@nR-!n#cAQAG1Hm*FU^<a;B`1$
z&BfxMFZYstspkrh)rUSF_u44kF>UASmF1g-gYI_4^0ejNJnGQpTs>=M*O#M_tp=8_
zZ*?!a-CfOlC#3qS@3~KWd$T?t-?gMm^@QXq#bv#ks)ty=J=?i+iS>@PmX1GH+n-kX
zvLZXWIZ-HGCTu}R;jAXn#DmAQo}6zz{%O@NmaQ5dMINgs+-}@5%R@<ZQ+BjXU&XSZ
zp2#>?hIG@Znm;$b4qKOY@PO&GXkABLDY1`}9L~n?N!svM)NZcijdKovvhDseOfvqu
z<i?|!=T@pT_I+Kd%o<-4D#AKrzSk@_ox@5q=C0qlFzs-`*^u2uk$u)zyq<c9Oj?+H
z;JnGMncI#>Y3gX#RWdER7!bY4ol|{n`j*ytO^<h~B;=i3^=bRr11lptR-CsyD<*ws
z#c>Pft{u(Xp&L)E{`ke_ujV9=iXQ$?*=k`2Z9-ob_wCy{<<7O-n|)8DyUn*|HHb2v
zShHwB$Rj5Qk=a$eSr_wokNL07joEO3ZRN{Va>?@!t-r5+_R`9|+*@yUS)S9{%_ey^
zDzGPHvzwXl%ShhR3+I`&DqlvfJuDpV+;Ek<ugEoPlH!gVGo@v-KBQ{@&9;_gTJGeb
za5<yUzk1RH?)1K?Y33O>WviMv);#ifv}UnPm>IiTZTka#(aP0NHVYIs$F}V(xp-%B
za+}5LOZ&_}{QWZR))bvJ?q^tQ7Z+w-pH+2&t$=a;dE*=r&1*s4o+Y+Dd`ey)%4^%A
zd{h{!`mR2Sv)GUxQegE&>f2kj1A8J>p2+RhmOnae;@`$LMx{M5I)CR@nCzN&CG*Nk
z&e#_<oK~VLTsg|RT{rgo_&k<jj@UTIuJ-lU2=7^(-`!7~`Zzmw=Dq0p)yy(if+y}<
zy4A8{Ub|>qg6Hd=@TnHR&wN>IUtAI}-EON(?c=Z+pWlW~Z?jz2p)GS(@y4@_dB3`D
zzpJ{Idqe)zE~WcMM$<N?oA<fu$1k;-ef#J2W!o$n8oOp%oDF|0De~{$l!$fNC30)e
zmV8sK5@Wu%(|OLbHA`9wX9am3x%cLKuF$>vXYM}lJ<xw`-^vRrEvJPR|6<Di{Oa7d
zh&#D?U%#$z(o?(B_x9z{%BwHU#olFdF16M@zprGakj52z^@XM{1U)!dlG#73pa1ac
zVos^HleVAZmM*(f_eSV$<NB#<#b(=0o1N)eDZ79tdc7=bwhpuCS>4-((S~>SX`f49
zvSwn+ZH<%aUB`DYl&lro@%+-x-^)%u-<xW@Z0@?QeyztnbHcKFCKO(oHAnLtYo@z^
zR&mTbb6dU?-9-(DO)s7-3o>9lo49J?{N-$`jScgvrM6yr@i^<#j*~M^Jel`3O(A?<
z+XC$arb_$x9WOU~E-5L_=w($d^9|ZF*XeQ36*nKjTN|J7yt6#<Y?H3WyVGXfyAtlU
zR`srG-p)Mh;oF2;R^i!6=R8ilk3Jf`?766C?B*?P_Y3ToMrJVB2M4a%7xj3<s!#Vm
z9?e&qWNG{C;_MYhq7TZ~c}_03o4U5JfLqRPtE<^Y3!8A+%Q;_^ONE|pJIB8?Z^H?h
zu2WsQs}G!Cr=6>8?Hbs!eeY?5Ngc%(t{bni+J5)t%c%85yS=`zah5hbXQY*7tJB@q
z_ucY$MBmfLc3bZ*4DBde^^(n!xhGil9E0quhws)sR9o^UJ=TLmLF&of_&Rr=f29{s
zGH-ZLJZqA5VB^I5U)M~|-Mwhtq>V|J%qE#WzO+@$py5BmoX{2Gr+X%7GrfB<=|H&e
zrOvbOji+B}^Da4BSiW|f4TEpqJ-?$Tliar!eGfPMS#gKahCk|AU|D)h-kNi<6So`Y
z6$c$TwOmrv>Y0PXs`Z@lufrxw&z@`&+Pqyh>(dc8&$z;Sn{;o6d@AgZ+Fe+o+~0ii
z+1d!H$wH+Ld+WANGD~<+^*386`@p4?`G@A^iJv}Ub7Ar7a`uWv(!2ZkEsw`s7q@1r
z`WI?@^(0><%d8{Q9ICIaGJBP9_fN;W^v4aXDO=VQp1*u+OV>(v`_{x$4i++@S+jPY
z57Ldivs#(wn$NrJ)G6O>v-Jx28R|?gtX+8SU8?E1i{~H5n5|v8K}X=r*Z0xoPa7;B
zr0qEzP&}!~Fm9RLq{-oyt3sxP^<6j6FJ&)Pn3sKiovL-8zr@<^oxyYDz8*jE<oUII
zv!*Cb+GN9Z`QH1$z9+M~SuTiNS$rovtmE<Ciwwc{=G1Lfw0Ik6u53RywxgQo#Ikgi
z%N>6;x4d2VWVOPRAh{`fzAl?JZQW@B;iHkkXT#qIm9NTnREv$Ns?9v=Rux*fTX}1S
zp0-+7)TYV$wpuG$(zZ%E%4V(Xmt1HTGHH|UjXN`zyPbE^etn;}Vv$&vsqW{(qcurJ
z+Dk5N<<wobIOhY$qn(B#p%GgyZsqElv#xH|&8%FLgvDiF&z2a(Sj!0BxBRl6^~1R}
z(*;)Yp0hk!-8!jLU_$lhc;2wdJ+thNwT4=#%{})pKQ{4}Kl{?qf;Hux3<@RZvh9q#
z9{2Re`)3{4wZ~&l&x7mALB3_ym%JD5Ec@_N$7<e<N1MO=zM0G;F!{zcs}r&Qmh5{C
zm8YrkS*+ZgEA=HkZC1;{O`Oly##Xnp$oyGyU2S^CgE<N7vtA}mj8aW-{9C!?@^vTS
ztNF<#tdo>KefzU|-n5FxQ#90Xd|A8NyDfhT<NLRvc_rJ+g%~{Kn(gPN&0A4(>P+L3
zsYxmZHgZ$XAFOy5z*iVG-SJz;bxXUuT5Fe0d*y8K+;r`<w($ItvTxU>6(5tF&il&x
z+LNl%IVpnIHs)TPXkFN+o&MJAW&afUEWLNJ(`HRiHQViwy3Xj8b=tWz&9~XR-Y<wq
zZ~0^#bM@?!tos$EE1v%G@-n;gNN{PG&9x=P4VCPo6}Ol;+3mhgR?bN>e5I8)S@WRo
z#D%&C6dqfCUDfn(|K3n{<;$0rbt$PZG}KLv?$rKjCgfIXX>*yUW9Es!+F7Oz3Mb^g
zp1c3N^0=R2U#4jaXSu#>vDCy*ebv|ARJC1feIWHPG5zi&?ZTADOC6(>bJw%gy*Hh6
z*065w?~n^qlV8WGsB10Ge;G3QUAlShgs7jbhA*RpnxB3uJos!;!0C|n?_2`5JwC>p
zFTSzcF8^cogqX^kuiwUN-Onm^I-;}mL-viD@;dWvhwpE#nO$x($<n&FR*#D-aNjk%
zYEjj5Z?=9m%g<Mut=N91I3{J4@paSe%*1(L8u-0_X&iO=oOg4^#yMAZ^I3%+YTjNo
zQQRi9bBUeAu2R!0k%x*5Pp&e%*wZuXeU9$K+_mQ%)>Un~IO}p@^xSC^-n7=m-B=&k
zxn1M$O?khs$0Oak8XnL3Vx7s*BVZiI>KDCxu2$xsp0e_=pVOB{x=9yLuv|UeNO_%M
z^Pkn6Qx87d@ibd5H8S!=mhP90lbesa7HgfGz4>#w=#-zw>Z8u2YgIklDZKSuUj30X
zJ9|5o<+jQg7M@s}Hepl3rQ`D3y&lbdm#A@M@sm8cX44tp{>-1Y>!RdwuN5CcvWl&$
z?i$ZLcJ+DJR>1&wyQxVL?sogG&S_a6cjdD1e7)z%%zTE?AFoShn?Jm?OJu%|VXRkp
z#_Q!_>V=toMpYqE8>HEpUx%(uyJb*)wflN__j;wN5nkt=_kC~vVzETUGj{4?HimF1
z_cL}|Z)84}NISp~KJm?y+crzZUa8)>uzQ1B=j^h}SHgMI>sP(J9(}djeV&`=qg}td
z_gj8j`S|B`-{m(QUbY8RJU6|xGIRf#cPqUFTj$@)&%FLks)u2nnBU`TTV^qFo^v=`
zxP6~YMg1jRqb0@LZR@74T>hgmW{tS!)^_Q=+3Z$Z=B@hpt~60*?$oKf=Q8yOSchIo
zKBpaP@=%Mtvsv?<*2Zm9tJX`tj$6vL<(01N`6VH%+{~X|==4-y{&j7w+PjRreL+<p
zLqZGqviE=ZHdXfE9k+sPn~=wTQ<fB6Db;<q+xWu$BWI>9OnH*DukxennWDCuzGZu}
zkIX8cDsZcA>Swi;CYvmK9W7pIKl`w`HPiBCNvM7%%g?*lz2}&Gn5ptUsJ7wp@|Urx
zbDLT3eO;F%am=u9>K9H|)rF@u-2DEYm)*4?HRo~H)8(5b)!ARh-M8JeQ+b=V>X(i?
za)n=3exE<_V9-?aD<7<TtqT?OitHI<-prHUU3?^c)~_sCF4HMu&qZH+=(wgDuWRuo
zFm}sR4fjV^o)#><cl_in^~0-YuVnUU;pwvqzcS0bx#TxX>?uyBEv+~Em*-p&iuYAi
zklVYuUC<`hcU2@yrRbNU^qc?KcVEiUDQ|Od`tm+5_VIrP!K0<h9UaeYwVzKcFP1CR
z)_BLbYJJ%mzsIwl&s7f+?3w$fO7NIxaKTfrCn?s#ld@d7*uA>X^3J*Pa0>H@wLwq9
zyslZgK9G5|X6c!Y6T;Vq@>x8Q;$HENjW=Cu(u>p2rmihs+a0^t<rc?LqgcOJfuHRI
zW47NCR-YAYu(DL`drr6cmCXuiHgm4L<a(0Ae7Wnaxt8YqEXmhj7oIwymtUE@tm;z7
zV_COso>)Cz#a(iH!ldrhE7!P7s5b`xnK$+H?0s|oiE`|IKKZ=q^u2e^ue>H6H&<(C
zj&NjvZ{Gd7fW1}MJ?7tdYIJ$-gQ|}qC5LCOz1AG`L94Ox>(|9^v+rCtF17JEo}H4m
zY2O|8FROfxc}Ew^o{l-*RDD_OvGO|Bg4{Ci^3_en+t+!n74o~TC75^8dT#%%g>jJw
zn6FLp%{rTWn=|R(-qqc{Mz6|sp1fV#%-g%@-Gs*D>rFR#>Xz94(TlIIN{-_`y?F2Z
z_3@vy%xmq={QKq*QQVMyZfm`$$Eu4C70)NeIhWR#YN{?tK3^R0X#MhgwV_r5n*u!b
zo?nQX-luD`SSFCC|MB}cNBgd?YGt?8EbYD?dOG7%M#f2%CjpDruUlS{aWL-F&dX;X
z<p%yRHvjqF$6qKbS$===SJTrb>GED{pYF2?JL$gBXgS|CTQzyHSK8l~*gHml_%U~x
zVk*Pqy_G`B^E_m}uKsxBRE5cW&C?pHH+~8G@4K9ulgBuFyVpCr1A;CSPdUDE{Hy&e
zyIetE-FEfWExD-=14Y(OJ<sy(+lqp2H{RIDCFkQdT=hDmw39*jK;h+&>zV^Ef7(5>
zLRsOP>9H+_cU&a>iZAVDKWtuaxOtcL)ag&uw^m+Wc<Odkm7HshO=)58%*WSv70o@O
z@AW8cd#Sq8-v10otX#I`ooRk@-s^Mdq+4!U9${Zh@3$WHb&n0Qk#sAVzvpf78Ce70
zG_M`cE!HQ@cIIiFlB~4n+OI3eJd~GKo4h{e^P+H8@15BB!84Q3I-Oy7HqDLU*Y8kG
z&Rf})o{OiIPU<^scd_Sl*GioS>uY|6r5>1Ics%avtgtkT=d+Y;O>I_Q_k5GpJxA{9
zYS~8*iho^~NZb*8d1BC-;(5nbsxRKjwJB<D;hs1L+f`!w<hGvE31_!g{Pk#o*>&AH
z%5|Z4Iqn_%cvL0#bd6#E^N_k5<|%S_LiOLAKCbY_?rUO+tz*L>`9mv@oQs%of5qdf
zg39yP7K^*c{nh&M;n{-Yt;!!vYio>G2>x3$Z_ekKce+M$s%47XcL!OTu9W$CjMr(N
z>=pJ8GSy*k_cgBIv)O#TYsa$n<qKXu%K57Jxh^KHZ9>(@sNRM5R;XtlO+1@#<NnOq
zd!qSbTaQNyZ{G`A_XkE?+F=v?)Y|iHWYOsfc2l18F17gdB5dYQi<gn>71*~r+w5TZ
zEp=>K@g&dpUIsazMO~I<SN@qZt6)c*<@=b^F~vPy89Uft$9BzYUn<pi-1j+C;jEbv
z&)3yvPmS(dZn|7#!Nl{jTB+QUr&jr=oLj}@5mR-&mf_S&xvK{vAME%Qz9@43bknmz
z-)wobr_4JZpT?%Ws+03*Ld3Gd*d>BJJbYV^YTx)ZtKedumRoU{S8`9;>P7?ms5Q^$
z?Vm4t?p@Bql&{+J9xYPc>~Z$2^d`;4Gw&2Im;bo7#w%+};Yyp&Q6G=kz9^4%GOzWX
zc&u#xxwfF{;_yIgsVT>gd(B?F=-llo$?TRdqYm(--&)0TxMZzK&x25Hf!RBQWy;=$
zs-1rxz0CN2pLJNx#V7KYHs`E1`(`lLFKePxb=XAbdDS7a-7OwXa@ELO*&@<7&oHd`
z^6M~F$78Oc3O&gmS9|hLvpqhOU-{PjbGH`V^|Q_R%y&QMVzP(HsmndjClyDkR@hJf
z&k(mIrG9zU0*{q-%SxqUJ*G+sWob_N)iu9D^0CD#As<frQ;S}lnmhZ>ll2v8-`890
z%Zt7~>wPJwgW8_`0aM=n`J}x}$anFXqn>JSiau#bzQ48kd+xWjoP3UJW)?;5_0XPY
zyk%lx>hnL^ZkE5ke*Kd@`#e*lW!#@<yZP+0J>Ck{wcEaSOk?4>&Zc)_^~X3lBW-iP
zsJU8e!k$-5;(r>o!twRjb!ys+k6Wxgk!SgO*0e2}zUGUq9OneM?+xq=s{ATiB6#p@
zdcJY>YSB|YpTiSvN>}-BSHFH~%ff*0e!s0#9;KGop62kYSlz*9FSW*v<G|O&HrGw>
zEz8}iyr4zz*4_;=VWxZbSF3Hg_``l_lx>u7o@!*mV+B6rkQU~0|9@L^=LnyV>f!sh
zb%|4ffApfWYa))8G^swmv?2Mx**s@G2X^N5QQOy^S*$9a-IozA|GaC}wG)nywr$|^
zSfFlGTetPh7h8@`CPkYfWKw-Y%swfud!DKA@#ob{WmylAo!gA3TFjYvkKb~cVR7TR
z?9j)myLv*B6sJDh8n*GIR%WT?_4_BDO|&^sA9X)Ne128@<|p%5Loc3tFwxCYp5ehi
zwq2(st>!!yJv-w=Rp^POw=Xw3tIu2=DL0e%GRu=EDc9zdGq&%oJQb6Cogr*WxP`56
z(v{ify;-wmLk_Pz>L|hR<?*ded+vNF4iDV1=$7%?kd#X<mTM%ZvwV)#nzz*}!<?u8
z*rv_<9#1avcb;5yb5$Roc9nPVfunA@Z4Ae+tvXw3VLRpag@<~KCq;W6e$u{h?|6Y}
z<d+K`kJkE%JPg$Bb2FO|`cd)V^ABqeFBhng_v(Mc!Z&sK?mNe{-0dz2-dZfqJE!dR
z(QNOe2Wgw{9r;vH>^)1}C&)V_^S0;Y=xnVyRsR{R9$oR2mt4#7{2ZIF%ym60<7Ir7
zXFdDuc9@=D(_$WVwafSLGyA_)XSd~A?&X$vKJjN*PYi!>-&OA)jVqN?f6dx$99OYq
ztBK?}d#(lNjtJhixw_y^y6tMS$O*!)FKy1gaISPxca&)S%HvN%r~LWzW#OEi7Ry&0
zJowzSmM_9$d0q7M3w$%zy7*0<&-KaTWvuKb#yQUx?w@#HY?g9F#o4T5-J6$MpMGp3
z?^VP+Z@H+(%$-GRPlg%3?YiRPpfzh7dsVWJTjA^Im8yBm^{rEHrgH4HG(GQM-BeKV
z^<`IA<>o8b?ez+ZeYYx0hGu(9F}=vMRQPr6jrq=Fe5{qTeL_1=+I$WZ`@&~0wPew>
zWd^HNzFDt+z4zt8_m{8jh+HbYKWcID%DH>wvZrR>nUl6@x>l6jT&q22Bj^6{ktkg`
zbI0rZmv-LP+-@HALPcf0*Q1rv^W)p6>zX9S=zX(~TFH{KH)F=nW3{jT?%|#|F_=U3
z%As{?nwzsO-7fmz$6C74wZURlSw?8su10>z<2GS;Hbu!8t*l#;DX66>cjs5w*FEeP
zu1(l};+S^Cty`N<&CcCC#U=Ii>u}N8>MVT5XERS`+<3IABc^Qe%Cn17Hr|<dZSCL1
zHdmR&<En$L>O^&o_n9iE^ct&6E?gq<`fSRdAEJ`?_&+~ecGO(_+Of?(URR9{U*8&J
z<oo)li{yE^uPkP}Ct2DQhj!RaU8Zz5%tcak&ZKu-x^o^R@rzbQ&StoJd>hkZ&gNSi
z_s)B=H7(scMbf|O(R-7XmIq$OEn03LHTeV&heC1CrHsCaQ!m$^pZ@-hn$NtgPVA`<
z{%w7~t8E&mz5d$DrT1n8{)p3_pH>ud=$PKCZyE|LLY40WY<Q|<o-Jj(@MSH>Pnj<N
zxORIjk0TndvMyQcW>1Yt=vt|yR(bqk@QOKWFHBROU>Mao?{BskoAd#haCdpjN0Y-H
z`O?1ZIL3R9H9F=&Rk>-cf@-l(idI2Z=ym73NV8Do=7@JUbc$mILXThDusp`_N$|ym
zUYZf-?_R&Q=;x~RI86qNRbAqncfIghEW65ymvP6^^J*)VRmFDo@i@K?de6}BwSJD&
z^zHf2V+}8?78gCaVB_n*S+gde-|GE-Vw9riG~@Tzw?^~WTCDkWfTwtV)ZF;V=W17{
zzHpkddzRvkFU#M(JR2N5Pb=|1!?k5^I&N%}mw)W{x%Sn>yaUC)ELG3Dt{S~Bj_^Dl
zwO`OC<@*}b*XIhu7v%_^Uu(U<^Ih)GIf4iOO_iL`P`T>NE3K6isxF@K&U-dtF5|hZ
zc+<j|cW=^dU)EeQ(AaI>Rk!SCf#ds#%cl$v{<@ZPy(N8e%%AHC{d>=bo6Ku_rDeV7
z?$Of;pBrO%-~O~=Y&;vcW9R)j!t<ZU9O;PN`D~rRJMT$Tu1;k8USzrY;*sL>d2Mqh
z3RudrMxT&4|2(wx#&-?Zj9YdmXZuAi&gr?{kzFS}{j93^r}fJfmGiw8*5>t#`|Zt=
z+8i~{)@sg$DXN?8BAXp%IL@oxaW>UPl~dwH_N&v;9J7><UrE}Ne`J<p)5|4+pSIas
zefn6kbMcwE|J)}=>o2!BdH7M(y!5ReGGS}{dbu^_jjpOW&Z+*-p!IUCuI|$9)0}RU
zNHW`IKfj|_vt57R^x*!f=KRj@BfCGDU+8-AG*r3ZMK)iE#EJJ2M_*|kJG(rsTD(2I
z`OWO^KMyx<zkO{l%fklcmFs8etn0}$+xYfv-0fwrtRF}|`E`AN>)QIV<8EBLmg>20
zwys#L-F36)N$InVYoEKxW=9&H6#Y^%Yis}Vt(Q{7ZC3sYpK|v^!k*wcJkRz<6(4+(
zv}f`Wt%8_Rxv9pzH}89@bE@CCyQ49!!DD~a-bH6Zn^MB~TI(j=`k8yB-fOGOypW%A
zJJ#f$*8XleWuaDie#GXhEh!CEmm?+2z24RsE{eIoYIoBL2Ak`(t6o^82(09v#y+p=
zpJ?7zi+6{n>|MMiZ0>of=c!hw4!wI;AX;%g>PvO5Y@Ua8!Qz#sTZ`)xm$`*0NPg^U
zk1V?TCTO{(+0^M}!Cl9W`*qmtNIT}RUitdhm+Q(^YV?=J?Af(r@087x`ws0~-JP&|
z_s2-Rs@X4vcTL~aHgWpit8==h<~%8?G-cx5B%m3ut@*aA_ij0J^pdH2dX|^neOhm%
z{lZ(%;T&tt^);(qE1pz6w^+aWI;;J$efb}Ato3foE!%S^Cwlp3!xih>=Ixr4v1>_c
z!-UVT;}**lo-pFi`q?EJDXp|u-Q{Xpq^PG#`23cmr;Gw8?VtH+%f`GZQ&QzizuHdB
zozk^jb@{#j3{q3|!zGWg<{Vg*RCsIO(yPmJ&lg#Anf<u7OeC`B?b>AdlanfJv$npm
z7MW1wnri#xHiN{=3*jmo1^tWCyBGR}<=&ilPx1DwwJFb+)mup=-4VY2aYfOB{(Qfy
z_EBxKWJHZ6Jb$m8Z7yJZ%(aqj?Xq*9EJD@xExGhYEW1=Cz3Wyi*Tp`s{-v1~TAijl
zU%PP&wr(!lxBA47zQc#7U-Ggqb2ok2`H*{h;FO&3s~0k^O<d1mueC?#A;ZVW+DOyY
zzx%8z{p7@p<}CTsKXK6qYvEI$-^a%GH-+*m?Q5tI_2)9s><YiNrI$lH<J|f;cZ9s}
z>|gn8<-^sX3?l1hU3T5lS@&YymNyC^(GAY;yY5fYTwn6ON7Gd=LiLkktlf<-0flda
z|IQ5PpMGhs%yQeT%YI9)ep(%~U9((*-SWW7*{wDqaS5`kR>!FMpZyVHHepwmk<$_3
zc}*K;1yvl)HTfv2ATvMfykN?63DGq&I)x!?y~KALsZ42Ax7#YZX7*!=R}wv8b5`aU
zoq7G`Y|z$8cYWTpEBa+0Iqt<h^;`OUn{=Zs^}<U8&U|E=>z6%!=f#wXSI!sr=Ulg6
zQL+7`YDnMIXVdTLPHjB1Ty*hV$)lOI{btMbcKcbaKk)rV%H=mo55L#?Cf%)=bwIc!
zX8xglA$vaRe9AjK>)@8%yLayCG%ARx+wwHbi+|clz2ozqn~GhsdwpqXWbVD(#q1v*
z?a@DCr|{eM$|{+!FW<)9Ocr)ryh5QVXir%@+w9ZJr-iAAsf&L4VQTf`q^IrfdCP=^
zR(jsEn&+ywbH$w}uF__O@52;6eDBELmn<3hK0fTlKk3UlZyN;lsz1&@x9ez^g4rUC
zNBf@NJR0@xd9KXfxKGnh{4DnS!2HDY$ny1$aVM8m<oj%47EI~;ddG$#;X(D)Ag)JS
zH^p<l3tH$Twk7oUUhh>&y#^v&EW0;GES=k1BDU>6gPwm?UwUcv=8eBNr>V$Qybhaf
zaV{%S?DEh4wV@NH+DGL_XE^ts>Q#tpRbhFwd5P|hgp{;3ZoLPOrk57J6p7Qblw8$%
z((bD9F$cRZ6V)6~y!>_f+2$MNzM?bc%vy8)SoN>an@v4ki*9?q3@^FpnG>4HskES?
zSTgb6w#S{(zpfaq2yXoIdREw#6~3QuFFfh8j=MH{(e_;&v;DJXDzV!HN1g5SGYsU8
zJF{|W_3|Cdz7|!A*k0NpbKTZPUwUG5z@mLs;jUA^vr9`a@-cs;_2-h?$@5W%rMF!&
zOxl|z9Ikf0==`nF3btmoZ!+K4xUp?fP=EUPb(G1?^VX|3Z)^(xbVYw_iNO2RpFdV@
z3s`o*eQEa3+<Em;?IqvRC)~=Nq_jekS+rJUyXhQ}S(n4OrfS!=thsksWpcukt3G0;
zPLbPB&iA^|@w8&i?cG&Urb+C~rfEErFN-{6^Eb77+f|@(?ZxUhA-js~0`INvU~upa
z)19U=t0c%|edA?|6`OY4+H_}|z&wW4OqTZiOZ|#=JX+#=K5Qb(wreeOW^FI<NoEM!
zqNwcPxkh{Sgm+F|w@#|~nC5SE(3bOfv`IbojeFkID>=FXvS-t_FtXcbOX}+0x#^i#
zGx@Qsg5wHn#!n~gqdv@@F^kh{@|X2H{-iHmdu~Qb0JB=X*N=O@Zaz`nIB7ZCo~#K^
zX2%<C-1u!r#mT%a>GmqRCZJQ=k1J%%S-+39+Pqz{FMIm-!qe+dAFq1)$8pKtt(P@@
z1hQ1~V*6(-mCNundACc(QS#ZuYwI-FyAqEpU)mw}+-CAk-JUk4sVXu&*Onbso*44H
z)tPB)R^YZ{vF5Hno;={WzUW8V*9Ciem|K&K<6@S~DP6bdTx^TrwJFj;I}fY;yzKsx
ztwsC<PxK1W3+E*FO?~i>^*Zm<1#bCsE0p#=d7@Sv?<=;Hr8ZA!)s*m}DH-J@k7kxU
zbklmYYfZ{`%XM*&!pgp?EsJ}#bzRkk@M%xJtyuUy>_pfs2ety<;t6RM=c=y9FPrn{
z##+tS*)x4_Zu{r<C-7(HoJTu<Z|Auoy125yYy!X6vm-N;d_$gIn6Xy>%Icz*G707C
zjS-jLmpN21dz-z?^OR+0T9Yto@jh+s?Jx2#iXBQcuMU++N}urVg?52fN9Bs9MoH5m
zZ(p9^%~HozG*(wT9iQ_#F#7O3k0m=!O1lPmozX8(JR{{PQnuE6{oR9&$3;%7-eMLE
zS-<4;*GH?~Pn|Gn-))h^ki&-GO(&}SzT05KHSJN*#0SC=AGEc0+LW)6&Rx<gy5_{v
zN{PqnqUYmIZJc;-+n&cKj~0IqY*U#vQ$6?MRhEgiO?z&tFVnoN&6fA)`&w&`Ls3uL
zO~YL8ym2$Uwo7=~f~i{#_N@DAH0^ZB>=Tbx$IRJw@%E)%8@v?*EKKL?u4wf<=P7?~
zQW?joPgm#2Y&`MKJ!@ljI#0~@r8z1&5g+GV>w5X_<<1>4mwmtO3@+RiJ!eWg?+*T)
zzuA+oES<CMDtp(Ln~9+(LZ4sTv3ldSuoI8jX8Aomru%i{Q}JngtWQ|l%(>njziR90
z3ClCq7w(^}`1*Lhvd%fH;@BzAS6$F@{PeD{{4(#3<5^GK-o7e4ZhFN#UvWCi9Ilj$
zZVmiZ?}|M0Dr0)LB-rlGIajeR>zUBqAL}k|st7!mZT9F!Uvb3B)psr){dD8=%_OD`
zd0x+Dv)Alp$P+ypQy@L-n@06Xvx1QCenk)F-l;R4zd`uQ)lN>8zAF#dtimf#JUPB7
zfospg>RD@ACVHeCG?BRV$)sgf!<>&1lkZ5%T$Xb>wtDK9wLz*czDw`u+AroI`FvJR
z*<poQ+qg6ytvb;X;iIv9HUGI4#-D>$Dx}X!i2Tg7J*si(lV72cDluPI_*GqsZqDt`
zG@O<9Ohqc~K=e{&0jr>_ry4JJyuELx^(FA@@v0>)LRvp2hI|b1?Y`(HlG4A{F7g8(
zZ|LVDhVxmcXH2>w%4_}3<W2C@85^Hmk>1$H8>iW7Y7?L@xynQD-kTbZv(2$SVNZWw
z^_XVzGRjjUxQq3(&J%U!tpS!v#jgX;7Fd_AvdflvFw0lXE_O}q#H&@I%F1$gv(%nX
z4tv-m;Ab41%Qb0}(_wj)?M(Ac&v-0nTex##li+>P<EItX`%le@oI6YBuK&({lWEg_
z->qFW>DZa<wOf0X8sCS+8)w|&3DezM7+EZQeQEqX2AhwsBd!PaB%4kyPj?aDy>g!W
zjAM&ak9w@_@-a5eDc-tTJNigmsl@x}@J&B8M6>>G(G+^8Jjq_`dA@x0^X(=~{>3a!
z=RE&p2Y7VLSzpU8s93%v=k5x{ZBd_%Ds8i?SOR9MuT62ypT_cKwfJQg#;^v@*DGb;
zJeFXWd9-t9%=hIdekz-CYvwe1E>P_CHjPeGNLq7LAoTkZF7A>=C-fql#I(Fij*HA#
zIV;rVnAKH-$MU_pRlFO|SlWGAwNrB0B#lX~T$*aXIg%~Tu||3vd~#JnWRjo7*|<qD
zdRhmnH?<vDzNayGeb(vDO`dAYl027OP)oOFQ<?l_Y5OzfzAZO}C)sK{-84AxD<JUd
z?M9i3$4iUK-_PVYo6lJne6;90kN5nl_Fb}fr*^I2cz@Qz>OX_mTmhD6lO@zvnl7}O
z*f^8nX#N_R{+LjU<ba~P*#!*~raiZ?SZ21Tr+V7K17B7o#!pvUEuLQIoAH2&eW}X)
zK$Ulalh^N+p0eI6_n^YnfC^KGlN-csU!}gCwS3Q<ut}|-J|ER>SgqVMF~p58%PnW)
z3XfY_HAliGlpYO}k=vVfn*Y?o1CLscFWPuDGe#^)JL&0mFYS5Tk|s>jdhBzA=i9QY
zXBVHEV8bv^bJ9wK=a<&I+?2F^wWa-uR&BBORLN7}mXi;cti0>U@NCw{x%Z<st)6Nc
zrQ+yQqHLNbD)TGgltH0S*q1f$ZZl3wF?=>_ZS%FI55BE>w?Ob{Y{Qk#E`x+hcGGYF
z8JbKNmoEM3!hFp3^}~q!ec3PWw_R_Dv2pqRXkWS6((~<k*9)yyoS#;>-K|zR)39@{
z``Tiwhn2Zcf?s48J@hG8>1$WpRLa)7D6c|!p7r%-AA_F9Ex+;k^z<t~CPy?ZJw5N{
zx)A-d6R+*{KcW$oY4NH!E`lL^{ndi4mMh#Z%IkK8t@yop&9(_Gf3%J?l$lQFnZXcx
zytp~yO7}C4H(mY>zK-)}wX2)lJ#2C*Ge>=Af__l8-5cJmHR%k$L%HYPt`uEj9=Bv~
zUrL{=n$_o^9is6zMcUW8cUeSyVzubgvO6~2<hH<_ITQUKe_SS{SzfZhQ#`?<)NbmR
z^=)6BCM;SXU>I-e<W{*p;=)&ng{eV1EoH9jW^8BcRZdkozp+GeUS&YSSDEWq%<NSZ
z=KDX5*ZvXp<V5GE2G&}^^g_i$lMlX)*N)TEI`RFbt=RGf2bDb@BzL{OqIW0UeAx`A
zNgThvuRU70|JI(JZYSq$DchNzsjjq1PxzVg-i*`5GRe)?Hl5jh!nSgqXa36T+)<Ae
zo0l(*wum$K-mmaEVESVVrcGrp@@6HUe&}!ab;_p6ieF4@=B~WhB4PJs>e-z^ZZp+o
zS266le5L<X&y#1XokFLc`lN61I@mpZ($3>q8+Ur%saPB0`gs1Kr7H7_&Hi+oU3ktc
z`+8j$qf|=i(ZmCG3I2|;(%awttyp_^XNl#~T?Wr~Pqr@h)1PwE{?bCjrlb8&Bh0Vs
z*oC~lv~%~i5|wp5w|BRtD;D>BTQ~2Z<l^8v*ELhwXDZ&EleYWBwnK*Ze+F;bdOzs7
zYPE8nn#Yx<s;g}~0wn`1-^MIG^7~Xn_2;MyHLut*f~!jm3Z8Cw@%H<^`nhotmXG(w
zhJ*y4mpGR-ai7ES{+A&?gRU1z@BN~ds<j}9!QgD)oRGxRpXWT=_<a5k<G^a6-iTAX
z!&bS=GxvnsXU^TLov`iT?n}EAw;tRUxyvQu!``C><(?a5`|OV`-G4=zeIDa_n=4xv
zKbfk$;?d^f-kWRfQdRoYL$20e@_1+QD~#{^jsnLu*4x;E&fG1kx^f|F!=eU}kfZr4
z_qwZGoz`B+v?N01Z|y7V<=yi7!She;m{}V1r{ovc(r?>rJ=dBjeY)(tG}H2&yQtfv
z!YxfV-gh0ZJjQ>fIOgk_rya5@qn=HlUUX;EYNqny`NuZ>yQm<+@~GqDt*L8czC<lq
z!xw0%Het@!v*CXq+DE-~ZG7b#`$>WO+IH{kIiGs(UbdXzck9T+3x+43?K-K<P#9yj
z^y#{1$vt7OG;chc`zC1TZcf2lkNcxOci+ueXus!AmaKbN_p^Y*@^M?Ae&4R-P>_9P
zVO#LEz)d#0wtm^PaeL*uwjgIA*8=mZ#XJ5p*j&rK+&D+-Q2DFu`^%jKw@!R|b-ns-
zvB)`-vTeRDoO8J<yd?1H-nhk^z1>9~zjxi!wnfIRYF3)&?4PCzc~@86aQ0%J|J3i(
zb<sirA<dp0YMXZNme%e#UKlXt6>E&hj<eeP9vPc`$aFNVI99nTZ-?oc=;Vw|5`oVQ
zM1xIs_loW4o|l%P!|`lIzT{E8$APC;2&bzzhb@Yk_;r<cR6$SKlG9x~zZ`FT&Y(5z
z;QI9@Zi+j<tZ%PTw>lQ^`}*}?e#-@Vii(e4+7~V}X>$6dgxNReO)brn+$?$f?QPS;
z_ag7UKfO@>)>`jX+x#y7XSlZFKf{*viAHyKT|c+I_=V-<FrTG4Dh?G&OJ)bUutu*f
zDcdf#i9v#=KW^*%>Lu=l3aJMcX6CwYx;Q1LSX0%~Hv6K^pQWwS8RY!!ww}nmmUi*y
zx~9yUqg)*4bAqSt5*62uoGn$dUiO>=`y7E<-l`{cL2h1pclyHb?P>Pv)(i9Bd)=0C
z-L~wT3x0C4%kVEv{IGnX9`9bB-6yA?J+03mQ??*WJ>v%Z(}?Tg8@;3zo}{ff<e&E>
zQ2PGLTwT72dPnBiiT2lBos;tEN&b8Vxx26SUQzRCm#wu}b#2<GPn%@^nffkNO<oYa
zwqZ(r@QZAlSdUMsolm~6y6m=b!;>pnr%#@E8FXrswZ^g@=2=UNWjFlnWVZRfu5`Ao
z)SBbZ_7$IC?_ZkwS@!D<x2gPhUWPr^a`$rI?&8z-+EbvXD0-=U<<hq|W<F7<*E)As
z?crysE0ery9{gvps__&yt3Q9OZ*ftWi($H?#h0`3L2LzDC;M~?JvM%Q>2=88uVum<
zv%;=dxv4SX)-pMjfk*SB4juWV(f6!W$SUHoP};_=bFD0OXEVGzT5@gThCi$09^Kia
z{`8e$tfB9l;+MJpXYyq;FCDv7`g+#S)(h<l&GB_LZW|m@6802#{fK*!JGFgpts9g7
z)Wy#}c4;lzI75Ibi`{whr7Z$^k4=S-9o}yGcG<gvDQ5G%=9!pkX$xQ4^_p9?OftxQ
zZ^$Z@nX`RNelu&nk2|>ZrM4J%U1;8+Lw7}T8KiFK-Z)<MX}P)j>Wx>H`f0{yWvPh0
zTJR*S#h>E<yXc8#MO)v@Lo$561y`CqUl(&GnQxuASMQo~*Q%4hu1sulc$MvZD*2Dv
zo~qtEpVQTDo<Avg@Y@=(p66T3bMv0tYaR{Bwe9~f>v8VQPVG5CU!R2SDV&qOHoMpI
zx8|?V6L0PsaIEYqzbbi3IF_ei-c_Csi$}ZaH+bDY98{kYBRIig*_)J?SEjC+dElhL
z`K8Hw7@nl<Rf<(BoYQx2>ioYG6;02sJ#&|9`!#i*iBm1ta(MDshsT)|???%oQe{%{
zZ2PjS@9rI&xX^lrx8>t`S|4X@n)oy9$Hm774yvs=xX4raZK%pG#<-T%mkPHV-dVS1
zP4NVk+K51vB@<Tu3ST&%^Oc08)8hMGZ?@F4ADYBApMB!Nbsop&EKOCuv{cePt7_kx
zPiO6YcTH^+ob_e3uF;!<WM#R<^5^z`<JjWu;m%>$XR$6m@FQzW>NJa^rCw8l!>d>}
zd=buD8g@S=sM$Y}gJ<vR8T&r0n_qOh^VYq+T6^v(O>N{pRvb~36>MO?XU)?$Tf_FR
zTx<1Z<<gVfOYeNqRk~zr*#7?XIxD%WFN9yk$<AWp6N@Q%8*gy3-mY@WRrzg(pu2z0
zZTNC|Pl>f$ZrGhYoywQqmr6(6Y0c?+VG=LloP6v|&$B&Bo<E=Nd>?9eQ9^m1R@Nb-
z=AOCd%_>fAFPUW5d95aCdKQC|_VFdVRZlZsnf09a(et$~d5wQw>)1(6Rr#5mJ!kXL
z@LAW~{qpYU=Y0+EdBb?}{m*cd>w7Dot*qUm@3!vA^y1mKeD`;}*>k}1T;{$CmEynJ
zQ+<8QCftAiIzZOZHC@+AT2t?Nk(y&)M)ehkO3~;1D}MjFR(wzR;%at-k}ntMO}qZ^
zoO`|3n(H@|Wmli)eRz_2sl~mT<+E0}`JA72H}aO<qRNvezpgqSaMJR1*Q0$GVjj)<
zocw8d+BT_Y|B`pcI<tf>tkFI_>$^<bv&p|5H-3LT&o8!js_Vv={`I$3?fq@$=P!Cd
z^|aw@uj}l}v!+TfyJb`w`px>u{sYIWX58Oa#3@^SeU|jLbH-uU%DBI;RB67gozZvu
zxA)}9UZygA7VDVLT0Xhlvi#a)&zaTkwdY;>gL-649n}^r-SIL;e1?CKR>1RXizga~
znt!(X&+t|z{o0b~N7;R9YmXh_3Hfw1+F8=8)^DlaoOwH+ZMoWaZ|kWeeh%kFFDTj?
zhf3v6m@+@;VA<JdkJz2Et5&Tx<YIpuYqUwHF6!%A+ga{)Qd6F5ml!=&EwcWy_BVIL
z@iTvS^G(g;7UkZ%tNOa|+UzDVO+Jg);VILW-+H*=W9z!f*1GOTrd<ozq{jJd4|CAf
z<+~<qOuoN2{eH~WBeOf-MjT1``ZhA|eejK5i|;>qRXc3vZ4GQ!Tl=7@&^P5})RNL;
zX08E?*=Nns`t^KPz+%hgE7kWu4!FE?Ro)Ta>$6(c`Nkjk_x`cpjasV<b9-ZF20FZq
z;<Aw2a>aSpwJyD#@4dYxd{x$jyV$ZhuIoFp|87>FM!QVO+80U;&9kze%g#4DzTm}o
z@qj-|-Z|g6zTnQ1eL*J{w6O@dXFb$$ytVbk2LD|`=EXgsyG<_6%{W|qA!n;}ZLr^`
zv{IoJ$8A5x+gEgZ%{rH6ao`ni^qy(i)x9sgK3}N{oBH<3^=m4YcS5VKnPe87+}FSG
z!J`+4LT+zcoj6Zm$D}tiBpYoRY(9to@qNg>)vdJu{>wP~<ypm<R<lkSH&lv#7wdm?
zS2}EC#53(3>scOKE;l_HJTqgLXwx)t!S-)Kc}DKfW#8`E;C1RSyXo@8r0o*SljB_~
z9v}L!Wvz-r@rk3A_U&)f`pWJs;g9<AA}P`OZdT1TbN;B_xJb1}-zL2>s0i7=|I+%S
z4-U@y9_^jV!Dnf@lXa8urClLkFDjp!YBKM5>+uIGZt(QgO<gbEm~4MQ`^D^Nmj}7e
z@9mnQGg+3kRP)v?p~qs=ch#KO$GrW)&*YwTlimkAME*0ZV*apx^{i7iB}Wrtq8B}D
z5B<(E>6UuK;fK}<ZoyyHEz;+VYM!qXp7$^4KZC&PiT7L<6lukVU!AgK*OH=@554_b
z-JgcLx4t=WkonJF?L}5gEWZ4yx|Xu*h=cHsFu#>Hr{k77KD=uq*ZuWql$6{YYyD5_
z(q11iR7jpUC!DeVF-vdVPx*e4xqe4h?pMB?zvZk2lZ8zEobdB?>KnK8dIo5-2YtMG
zIB~~%sjD@iCO?06{>j$MTIcP&PIPwfl>ASITR8;`EssY%RoU_7^{kbJ1?N1~Hudb8
zxAm24+`+f<nmU)6YJXq1HJM>|wJ7cUk1(HxjW%H$%F+rwPl~40?O48~X`$h~t63Ve
zZN99#s+xSEM^(48yfA8mrNpC^I_k5wb0qn>dz}hZI(TVH>MHBioCc21XML$Q`{{7J
z>a(<hh4S^KRkicV<}}CEJguI$jxTCUmD>zw4VKTbdt7Svls((?pTWmM`Qy5G#uKk^
zE%fsFbxZeV%vF}+*OxXuvt4!UWAm3aC-3~arn_2JXijCh*1Mk_{~46lyRpj@{>?V!
zix%C>A(K$LY<+V3)RWU5$4q>AG~aFJb5Sn~|K(BFdt{3LGrTs{xp{or(Iqj-dt)?@
zIxL>x8gJA8I_OQ*v|BS5Mwk09EipLWD!IyV!P%UZ(pmXCm+SAD8F@j@xUuW(EEzqk
zaEH*M!j~bb4vt^f%r3XGlG*IseEw<R8_Ac^dUHxv9cB2lbD@V9o64%f<8j%F{V^Z1
zs}c;V{)u)gsL1h~UKCrC80<ZBlI-%X1($eAR;r({yE;|zr+>{q(N*atsXJ`$*3S(v
zPTb%dIPrwK`rdSJMfK)6Va3sXi!MF8Gx_83!lNl?&DocGovxfAr)`$qlWyAh^t7PF
z-gU{Z#ASph$7L7WpDDh#E7t2}-8+BNXXeI+dH#M=Up{<rcZ)^V_3o&}F6WE`Y`V`D
z+h;ua92OMQxAo1cz>UwmHb+P7RQ^<uZTmFm>iX&OQLR&?mZq4>rIrN?N$r+7<G5;>
zj9IN~gsc73+>&&S+r>+^&*<UldYLez{QS~_kMrxZE_KE52%jzXUJ-opr(D0t)<u1`
z*&S^!7}%<=Z7E-D+U)Z#sQFdN?<vn4XWiNMd)ZEl=P~JBx3}+z`B2X_Gv}S4*UQ;D
zmdk`Hk2<ACwVc`WIj&^>p3rb<vBL>p*UosBQ}Q-u<CLn<8_SuuN8K_rS{!=xrS7@*
zvch|7k65x_H=VR8T~^!4h`l&kWAo;DuY)}j%xsOlCN<nVYt1a1HJe9jqFuDCPjLdz
z#3;d2JLRSx?esWqyXs3gyXD!miw3jZWBlADe}!^Ne19J@txUbyH%*0)Kgv@%J#;tY
zL5pQm9+a&*dak%@sw&%7Psz_WrX2D5dQ|O_NcHFN&`o=-_+x@2x@Id~S=aM-^;y>q
zPng3ZH=chT@Uyu|^Tshh)m91Rt}Tn%x5pn^=*G}^-RA07pGy}m8O7|L9vIPetI^|F
z#hNP&C2LoBs87<$D><rbYNFioPi|}Ro1gFRe_6Tkn0A1M#jiTk&h5KzN*ueaa)m!@
z#+UEw`g=k-CDJCV1#P}4^E;}+;;+{9iPyIGbe}b}WM&C+)tZ=bPV6xA*HyXvF<h^l
zn0+FQ?pnO;D$8Hlv$VEP&D%NhZRXLc%*`>ymuDTDc0uTPzL)L0qlacy?UeH`&fl_)
zHL)S&v8+AUSMAxcr#wWD-iexf<k4o|&$_<pzVXQlea4s8X_v@clK2&Tit+2ZCExg5
z^Nrrm+g<T(+3b0THqW;FzA}(mW?~n=RhC!uv_0P~SDlH!a`kIVPi@w(!zUgs-E`Gd
zsV6XPi;McD<$X57zslCGc%YIl5_{uCud<cIi9f5eOp1e4ysSe%h=i5xHrqO5wd8S$
zbM{)T`+|=@4nHWdO0V)kaK>`=Bw^*M$LmFBJ#(HjPwV2rm%f}6G@gao{9Jagtyo*g
z@;uAc@}3FV6%IGwhOzFe=RdS1h$Aq+tRU!CiV(xPq^DelN2^*-X`Fm+^Js_m7wL#6
zq2>#(O1NrAe6Bt{P4d~!(EUGm+GZyQ$?s0$_xe2FSg6!wy7taVO+i2BU0!ylh&_L8
zmC*@V;|X?AA8WN9Ti0uStu8X_s}9RmeyOqhXq8mff@^zsl~}A<qTVxqX?`^G{MSKi
zio?RvBeNyA_Itff4lwY49<zs;S>kOhPf>xbYv@;Z>91DYrE)vhPH{Y%<aGEy!`0}5
z6ISVsQQCP$CtpPy^rVZrc_-XI9PKP=bH(R`vFFXn3r}uQDePKxp}}+A+$#y!q90%1
z>a1#7dnPULsQGERsY|zdJ{L7QW@~SyTkP`w%JaxdOBt??6>sN+`>Jqcbvv<JJlb5K
zY1WnTAoOafP11@@eVMZxp3geEdY0D8yyywPOU{N`7yFh!c)m6${mHDOYrCKM2Rlj@
zU)v&h%vO7jXQk+(O+7)olxH2?>5<@`^>q2RuoqU(w%v2?TEBZ8`;RNOaYrmY=g9oZ
zIH{PeyGDh*fwijo*qVKRq*`wCl&dYDTIwcu?%ngrr=`~wA5A=IC(X8(Kd7bW<F!4@
z-b|f5&oJU-O~*>_yZ4SQ@%`L9=Xxlkgrw=g=#%G{mWI7yh$)d>6;l#5$KYAd_Vju-
zvx#p**NHzpe{Gd>iIH`2*z(eflWd#HZarTqsm!}n;p?-_HyhO!?Xa$w2@R=vJg+cH
zJ9FWA&FqEg%r;+54Uh2#->I4$R?au$>)H^vCHDjVXznhYd{)u6*WR?SZ{aEPZJIYN
z&uLmL{<wBcM`78Hf5vWa%9hDFJewynuh?<gT7H!$mygT*y6o`P<d4)vv$U(bCNH#<
z`<k1zK&G$u)yZEMuk5%nN7p({`cD?a<Le7oZvTGHH?x*kpYKTXy(PSFL%%<{yeT8>
zo&T=r&&Dr*Tre*TJ^21bR%+q<s0_LHiR*s5c^*wUYqhK>>&_ZW(X)3pDocJnt5O<#
z$=v9jo{HWLn=oUqyOt}T@klq-O}UY%=6G+{qKVCUMR$^v4P}x|YZIjF-an1flwh`a
z8F2Qv!t)zJbFMpISm<<XrZL0Juj}eEH{Q2cYrS*t-|XH=K`G}d&YSk+-MnelHEY}R
zms6K5UK+=9T!H0_q{wswySm^VGS|-wDk+{aJ0`oi>r(%b@^60Jvac*3l&$9yE#$I$
z{XD+&Y4A$FrMGM^UDBLxJ)zHH&D(I_u6LJQQ>B}p?Tpx`l$oCw`eFTT(~OE~mr__&
zcqg7Wz0MP>E*JTG?RRloi<5SB%g<d8_-VXL@YG~anc04h4|-~|H+*CX^t7C5P<(Ai
z;CF{_>-m<Nb6R`-XE1(NEM?FeSFu)g{h91UiO&aD1+P3_6Z$>q@bXIw6L%K4EA6~A
zZM#ji*}Qh^-PyCg@G5;-ox9Gdf{*=lpK;(VpCHHAvu@3qZuH4$ij-Gue@WBBOOBrl
z<EG~Q>=DX7wkFTz)be%OSJ&JZY<#2r`org-uKLO^Go(JQ7ERywZ1KA6wrgvrK1yu-
zy6*HD^`$Das{OYsH&v?bN)Iv&x4l(VSo^16;6kq6()}5WoT`Q6!(Pl2+~%-3R`7Lm
zaHRXfj0w}Eqnxb1K3jdfzIxR;7Kaw~t(BqLez_}__-|^?Tk4+jt;^OZULg9`v2EX0
zpWiMzZ`CJ$t5-gJJJdx5H*dMDbYJt%gA$wTGhW?#a=qv+%c`#DJ-W8>Ci|6_x&`&V
zJ;`@B@?PBQbHS&!Nyr+<^iO*8dv3Szm02gY&e7w|{ds%m`nb6k@72o^ZkGpM6#l8j
zxMuf^M*p?Gx|dlkWU8)3`<&5Ux?^pV;FPE`n|t5Hh2{7d*X%53SkAt-YRR^X_7<-r
zdy^%Oi|XmUI_}(VysONTyHN4?*Yy$~x5U3pcr26tdHsrq+xstnSwHWe@-eYeh2*70
zNsoUoJFDpQamDQYyUx$M-B<l=>zCKP+cnPzX-nSt{KaCG;hB?Kb3SoA+ZXG)bNREn
z^o}a)m|uyGxAuFz$Wb%g%=6*UPHXPgN!QHI2WWjh;ac^6w)6Rx_qo15m+-usdH!*P
z4xg`;TI^%priz8f&)ryKIjdT>Xu8!G<2>1R=KZ2R-fc0TCmCqnc`h?KBJGj>7WWem
z8=tK-xn&gi`Npr)Zt-6@PRO=pSK054**DqhZ=dnx3t@LAYsi=f#{G$1G<A!;<H2Pg
zK3=&~d@M`hzP@SexAj%~(*9n{j-GqYDq@RA@=4M7({UBgHa^}h{j08Yg`UXc{!?qc
zvpJW|(%vL{eAbKw+99en&)GJw+v<_fuXEURs@KM*Jxi0~or^PWpIkG$*X<VL>6BmL
zGvj`=MM|_<h@O;wdnB*spXoDyam^ZTzc-(?AHO)bRlf2c`x>)NmnJD&e19Kd9D91d
zuKMe^T(yldItG>N>fT3B3o3gq`rL0<(4HkXpZZG&6_!uk%b%W`$00Du(c*PX@BQu*
zcSKhoU$T4dLDtUajiHmSJ#zlESg3YIWXm?M=hG{*-z%@)@lp0j@An<w*ZY46y?s~r
z)y{Jv|0G18O^Xw`l79T%2iv37>sxK~?dBF7+0VD<N%;J(h^{GjALj=zn#;8*%ZuOl
zcKZ2Qo8nFHG$@zad=>S(d}!9zmv@vbzS<=1yO7IuX0u_B@SLlyeG-g^82huneUNZ@
z;d-k4vbWs*D^uOYp1i&BGwt@n&rCL#XMN4q=X&|=81KZMz8}waSFRIz&b-&?;w<m}
z#8``?QWcevy1V8E9Zp<%C@66E_F(q_Mcv1a$2?Z*o(MU{{xH&N&jN3OFN?H$4<vtF
zudUJgSTlO1g++Yqp1y`tOcRg$N3G=99rJu?a^(@jm5(NRm&*6n`UJhIt~(p?>gI&w
z^S;hhJoTX}ILN0kbV=UUJkN}DsiK{nsq8DxFU^bcE35A<>^WX|G`{cgX|Hphu~J^Y
zWsA>#=6SSmt|P;BTiILBCm&q>zKG+&g~|IKW@>Y9zBYFb4|C+Qn$qW86IFQ}R%P;?
ze3vm@hS^`8!{hDoy{RXT+mtOo_LJRK%fxBxn$WqoS)OfvsJna4SJQ=h23Ld3824=r
z%sQxEoTeo3<jb-XF75J5O*Y()Y)js?Vd~T^GD`QBZMemjbz!df<)y`wPZc)QW?Oju
zd~WhobeH3M^NkndZ2Zjmy`GyF2JJSKG!<GO7&LF$%WZ3KbmoQM32i#%RvcL_kUa0p
z>ogt?^<|o#w{CIn)a%%O%rEN<Pq%v1nfaWTHr#s_P#6Ey*Z1YZIoEf+>(9IVZh}nO
zu3)Xw_41dNPMpI$A^YM%MMl%2{GFdaUGh8D<j4JGrTT=arjyoBe-QR+Vd|68HG!Tt
zUj=R7rnB>S{GlzEZ097c*P0r5qgHFTX}ng{tgNHyff3im6?nL2xxb!wwIg)N<XOk!
zXBPH{2`;ugp7lntO(XGqO<0Q9k>X!rGu`tv*IH$ztIgK_^CsI-IOFBnsNOJ>=WCr}
zw)tsY>kjd~ovJ;1I+sX@f#x}n<-1lW%-b5X^KIa&`i0TC$q_r1*QQUq^EZp%IOEA>
z(F5wU!hIL67BMyD&-pm-!N1Z^UbpLyoXU{kF;t!(93OJW<E`GspVvDpX8TP$9ne+4
zu0HGY>Xnw7(XKmhEv^dcs@m%>SUTJ1s%W2M@2~5{kG^)jyT!eP`I+P7_xE=07rJxY
z=G5b+kd*4K<K2OoTb4C;T1WRE+mLIjasR^4?;4j^mtW1Q+<oknr~Fih;)83C`Oju4
zU2`)@%U@D<^~B4Up3hX7Gm}~ISk~<Iq6_4eMXos%2c{JGT5Q%VvRHdNcurv?&wSJ9
z&Tmhy2~TUepH_9et+eg(`iq@EIT?P3-!<DcC%o*%#W_t@*Pr#zI`Z7^>zDI~&kKpg
zZ#r>Up}=#!KWpflyM1$PD-LZBnfYbOrh1NNn|pjJzpt%O=KU-+t9C`Z?2q+Po_4$C
z<2hGG-TFC0TY7hcZT61dnhv&#HMd0q9F^v-x~sKN@`bj?zKCtX-<Rhdw=S*yeYmU1
zto%v&y22$!mdA@@r_Gl;ayral&yu^RS4_#hlRqU%?%Co_zE6d>)_WZCw0P;4xRLX1
z)T_I{l=Rl7?hL)Jp0Tn_hC!=+#)8d)0c)Pl?$f&6IosXg5{p--NAl&h&Yvxq)+zlt
z+{bEK81E~%ib3$vPVa3$H_p1fYmQs{oWdCEJE@y$GiLjpDD2+)dzxhNNz-|u9WSG_
z4)$;LZ`GVrpj8><x@_8WyTn7YTB6>ko_7qt|15X$yzE%zBN6s%RZj&^-IpeFBS-6T
zpH?%^hQP+CNyivfqz-0o)Cjz8%J;G*`NoUKp`pj0$DBQL<m?8XXWOUtPoMnq+9su#
zvvZ1PUHUDwYnIptx5X;Oq4|1TPu=~pLj#J>do8qx`63d(kn8N5gqfis8^5eKzp_s9
z#@wxU{ZG#`GQPEGUGC#g=R{<9zAU*nd+wB*kIYkg?`uAh`ka|m<bOKueyvFMjtBg&
z<NOQyP5v`z+E%PxxlL4M(wztTNuTaiUE|z5Fa21BeQ(vAUCAa5TV1A|+LV4FX<KPf
z`OfnavG>k=PG0KMzFujgsmCmf4gOVMXK&+Ldp>UKBde_klZtPxn=@xg$68j=lJj<Z
zCcLu=mn=D)DY>reQ$lfn)zef9mU+web<I2RF=f|g6ZezqOMOH+S4jSRaQSm%?DTY%
zY1cS8WSGyUZD}reHZ9FYAgk-U#agAWE_=nEP2k>8wrt%657}3Z6E|e8@{g~&aq8J@
z&%U<B(kEa0hMqk6ylV>|U#2ya^F)r5ChMNe;c}ZGl|7;Et>50Rr`v<N3unzz)xWo_
z?{3Ve%GE-vj_i<qbs}TU^TY$D)6RK+dGB~H=9ko-3Bp$bf~yodgp9HhmRqjw+*<K?
zspiji=DsfilXpt3%e-CIGdbL-WAVgUi*>q=HBGuI&}1C8Sn_4a6ye*mcFLKD+^+R5
z^w`8K&LVZyrok|@;jzVPL$@Q(xBAX&@-*7n@X0UJ>_MNl=gj_7c3bZ2I;`c)4r*{Z
zyfo+7D)F^J?t$}~W}7U~Wih+#Vm{mJx|uS|uisbBs80N8T3NP&fq$)2Z*R=(ZB5QO
zduz3>>||$1zBg|N_kq=k2Y(;#TDDHy>$)qGgyQkS$ROpEl<O|9+9lpb`s_E~t1>a>
z#j*)c_v?gR33$-+*i_4@KvQLc;_HyqGOLHjE@;o1q99wjI>;|(PFUWdvy(lwc|B+T
zF7jU+eJ|wE@>G}iXM<i<Eb~lFwK%6O^~mX5aTL#OVbMm-lXlORM=ua~I-@%D#t%u;
zC=un!_m-sDFov*xcrtHKkQ~3L*rQd(_ZDVaS}b64JGqi+(&4UU{HBYf8B#tw@F^A*
z)pMO!u5R?7<TFn*`GDjC-C`%F6%AZxYbN+*Mapbk@t>io>22ypB_3VR9gU%(oysO3
zDqnkU;w=7k^~Ql){A)wFFKyxATK#2Nknb05kLS{^!Jjs{o0@+V4&M0S@lss@i``RH
zzOYR)C^GgqlHTago@?Z5U1PH2%j)f$S)CTGyxpUjH)Xro=8o+f4w&l3EUlg?(70oA
zIQQJcuR|QPjJx{JN*}XaCY~{`?4YTyhtlkV<0f5pKC_bZ-puZK5Y{NsFFIwxq`Ivu
zj2mY~eHYytrWjGQ{MyR>PV8B??|1x=+uCuw?eSjiO>;^#wi=4a1QgGj7|tNI#COkG
zg$H`<K3yA69!+mP?zLl1v)7SXhK3B!KP{UsxrDdHa@F66kk=*Fc1I<PJddyS7QbsM
z($ZA?+RyEP$*c(xy?qw8uT*6&tK?js@PSpeMBzo<l;inXn;sO0oP4G2-D~*j>Z^O4
zdm>CTzRR#Z+S5_sS|U|?u<Mz*?2K^Ps+cd!X5BRi%DjK(FUQ<#uEF!J9=o@bVO>_X
z^m?mH?Ch($&R+53t6lxc)A88m@SF2fy;jZD_$6=mW9}5s<2y{B=$<!yy-(eLw#Dl>
z2gkE@lc%r$R`E;TwrBfR)5OGvtd}+4*ZdIeII&jAV%^CbvwUxg%y{r+$s1lxn@96+
zgr%)@d%9q8|I)xYDe0n%=I(tZ-S}x<w#i#XldTp%-PKl3Jij%1_J4-8A)jyU&8k+O
z<fkOJY)*x2mVsa9k!$S+bAP_{f2X<N<5_EVkpolxm3HR}nNNFb%lJCR;Ar_R-BV77
z)w|AlyC+@Q8YQ1y5u;;v;`rVwo?BNs6$1X<2|vF}Y|~~@hdYc1WLNL>3{7)*JL%5#
zGof+6ciBe79(GN?^Q-^x_p>GmlaKplU$|Af_qf;3>mFByWLM8GjGHO?VM1SZ+MZPx
zu6$W>rOfl@-11qM49^utIjmaoXhXu}3ie6G(L4vIeD1sY%u}_bYGdAkP4Duv=DEkt
zJjbyn;Hl@M#q->f8?5U>&y>2CSgtE_)4CFUzD`@qB=@e})~$>u4tzEB+;{BVi7Sq+
z&rM6s{)x`to%Qu?sPCy&r7uI1^y`-Hy>FeoH1qcU;_F+B3hqqSW3PItbb@J_`Oew*
zix>30f5z}DY}Vb$2iFBA<^K8g>$<my%8EDH(Po;0XDvm$-YuC__&!Rw!N|Jn>7CMp
z?;}f1y28xY%Cg*cVE9z=K59D8E5>8K#k;a5TO`>Q#){r)-M|{MPkQpVu9NyKv#xKQ
z`pNJ@xQWtan-aC{Z<lyXdG}?_<T8;(m+w8fKK-5Fz51zvoA2w)NIq5^@%c>3eC9dV
zzHZiWNn2`m_r`NkiI-Pish<gZ+8!8JqL)(H<{un2Yum~Lu9mXL_ZDyK>pD1l=hwAw
zmg;V?OkPs!@3OHh;?vc+l`DECEMK0rUiD3)fkd**b>Zp)W!28tXESw0r?&g)1sRue
zUkkUi__khW|K74Y#jo8~uKfA=ZBW&(YrKah%4N@uU3_VaN!XR=dg~)k^UU{JpChtE
zr((^{8#DP$lf(|ZJg1#;>rH#=g_rA8dP5%cd^?)lJ^dilLe);mmr)a4rPleImhI`>
zbfLv8*!Go>w@mu-r~Z>tk9)1zq-k4tHsejA+V0tAH|71b%QeIsW8M@W;yAeaepYjy
zcVlpxyGc@K+SE->^LSG>%@K<J&#*Rfy457jpMDJM;$BBPaNOam{T24H`@-|N5$4yP
zt^KxQ!b*0gJ=#aCPJ2mc^Hhh%R!4j`VonI}x*NBxaM#{7c2Y0RDkHl7Z2Qk(wD#%c
znbObJu<x3XlJ`3BtY+GiYr$r|wW<~w{amG{7q+UbIlgjL`<%<h?;TAqZ83bd@3B_u
zu`B_%%H`9Zt$dU8ON^=6_l_3tbM;xAXPuty3>UWfvhwjk)99uC(#2u#*p6ghnihIu
z#iQicVG?=lT}NM>+CFoZ^sEUJ1FR-gg(S=>k8PXmvw2SSWv?b)rBBA*x4Qdh{pD&2
zO?y4xYu{s~RR(9HUO6kASL>M-6VR+u7^d_~JF#MI$D-se-DFm)lv#J$Z1-;NdN%p$
zT!Yq2>BWl|c4)qhcX(O8aTkwF^4bcv*#%2-6X#`LHhI)(!0<qB=gT-bJ)7I}=1T6^
zEq9$$|AcLIxU<wltFm=Q$6h+BcfDPkzc5MU@#}cwAhDcZT*kdy)6G>jsoY5^j%#1;
zud=G~gxpsrZ;zS3Qsj!GGr}|uCoj)B>@B<MbY@;=%&}(%&isB`k8|h?6*yX)&8yv|
zS@&Ahu5F$3p1DhSp0BG8%$1D!7@d{vsHq_K;OgwHMUA@}jK8ee&Z1Vg)l;?ZdH>VM
zO~LbBV!KQ&bc5b^s>Ez(Um?44wwu-0HOc7;KlhyJ(l1K6T|KY+$+3?bLOi)^HbvRZ
zuqpn!u8#YVh}t9Gj7}-n?_XD?ow~C$^IbU;fAZ0wkmM6i6{|Nz8QU|<`+c=?)sRq@
zyYXykl~CJ)2YlLb3Jh{v-Oq+Tmbu!JUdLWFGcVdx`25Z`W(Iq!^c!h6=k!#6Uuk#d
z!P6aT>)tUIo^{`SWwQ30cAKp^2N`ZRWz9(9SQ`-$%$*hQUATR(N0{iV$}g*qITbhG
zT4ClL@~7*nEQ@P71BcBQ_E|3#r)Ru8zP8}ot5aX^L@O%an&cm>X}zpeY<W}Vy8PH{
zPq(&i>zQDi?Q`lyOTYiQJ<3PTx4+%N;PK^Xd2si(H&3Q)Dc|{deqW7mVe!tg2cNrs
z+C9BHXL7v5>#FYFM;?x^Z_oPJeNlL4;<4=48z%H5ZL!PSvvbM!G@j^o_O00sDRN&Y
z&Z}74U1YxgVcg`bV}cu3=BGt(Ew`%4TFzRewRK^O`=`FbvmW`$VZZpMp1CsnhVSaR
zCB;8;|DCgXwoAg<gPSk={M&ay&b@cDw{4!|R6M88VqMg#Q@;&1<z|&_GuybERe5ds
z#~+DLV^3JT@A|A!s*#*f`19NP@XIzH7g!aWHD$G*ZxlYFTCsTBTp63WOILl;z4@cE
zxoGEc(c6a~?!6&hVC%7J<BzUWsV66Bn&#Gcv!tY6>5sX7{_4t(>UnbtB7Aked^KTj
zNjY&qeriNKr|`i8l3$jzAG?-S^#0ei)fLBm>u09K^w&Jw^V44>Z^I1h{|pC>qYoax
zP#4Php*elQx;A_1%!6(*^<FviEH0lope#D~Bd_+U_`>?I!=+un&nQ1km|?Lp+$-Wr
z@0Q6wo}Ff3ll3jWE@!#%oY9VFllqi*oAk=qgkHM5<94rtkcWTFwWOEM>`&~c`u=C&
z+&9ls_dmlm(MypPll^x)K7BCf%UV&Z{<qdsrb+#^dpz;qiJ3bhB7Q&GC2M?W`gCzF
zDY4M+ve|cQY-NfYpSkw0Sf3QKwUd#dFlN)UplkjPB^%z}pZ>w7?eqbus0BtV-d@|q
z|HFMtw5U$U9<IHsvNE?c-1rsV^rQW#or~Y1xVkM<J<l!b5kDifZ0cK)i5IeOo$bkR
zP)N3r_xfbLUgXHexh>4M_9%ybWZ7<Pey+f`=-AiJ*GFsf#QIfC^PZo4R5*FctoFlq
zzODSaeZu5tQpYEKwzOV-*7c#pv&EAG9!sv<se0$LaQB^e^S(c`Hx0{mdAzpraonV;
zt6{rrQa)sAxZZY}z3sa7_A8u{YAa`7J0JB(>SN{4m2F=bzwZv+7agh0cK6rZo%>!-
z@~_*<9h<(kP`hgH3-iPG=Y5%?pS@_Yt*NzR>G`O_-LFrs)4AUmQ7(0oJ?k%TaN9KJ
zP|@=a^L_|6T%EJsCt5c9eAve&Y0tJj+`+}EzTEW8ORr~hF6KY9*0+|Kb$WV0&W6Wb
zkMm0NJlMMq*E(#oo3eM#y=iJ;(Xn#f-}W9~A^V?!Yle?s_W8u!Dqq(%Y4^t;TN<!&
z@|@jslTOrT^-S8B!zMcEx&se$$k}7k7O#DmZ*4ta%Xdyp(bDFc>D`M#j;3>Me?%O7
z-yii<eea!{uLDo2{S%sf;g-0~yv);<=Za%adHE|8hOz8;?|V7T%gk2lY&X|_trnKa
z5xYuW3D5VM_3cUS0kzFjt#z4q%Fmqs;Of`OHfcMLOzvO4H}<o8;LDgzzD?67E=zg7
zUeqFQ=eIQpPadshQ=U}pl5qEnsh929gxXhEQf8e9xA}bG>VzXwH9gl1%iRtfXExQE
zz#nx&Xnxd&Nl&`k#ZEsBzw%Nc@!EEl)f0Qd&H5IEeQmMJmYK&|=A`MK^mp!)Nmj27
zS{-c9mTtHmb^Nn&*?AkTqg%K4hNS$yZu>~rNh8s4@w}?f5gxz(=<<1GecNf?VdJ!M
zVVhio%)~fpleda0v)Ue&r?JeLbFDIMO;paemq#^zPBSm=^2-u^kUqbv!j{!!;<dFm
zrto~Tk;-E{e{I6X{|r(EPs$X!mUVyYI>d7Pv4042PsvJKjpM<Q)-CA^=4!dV<9MZI
z^Q8RIGM{T{T^Tz>9nL=we<aB)8XBz9R26oFv+>fpcL(2luPkDHl74Bsa*P4f=48kH
z7V8#?vdh$&TvolD9-O@WDcdfK89E0G53Y-1+`<!{n)hMby_xU)EtWk^`)V}Rdijde
zuR}`gHQ6?nEY<pS>`(Khy-aCr#(!3yyXPo+^ZBLC&ufmib}!r8GuuL5ICGP-F@t~A
zXKCM}SEuqM9!UL~_UNMi+f(0__83QhXuUNl)L-uI>RqBrk26(jOhi)yPjT)pv$c2m
zI3>Je;~hi0XM1N|_ur5^$xY-r`{(ry$=mmCnfz{I^Pkl>w)BhLJ+NwNzr=&<x)B=I
zM}B2hZa0<lx_CQ#e)_&yi*!%z-5sv3dwkLn!Ao0ebRV6z{_QNigU5=$>UoXdj60{_
zU%0yJ)T#T%r`P(KW?D_TRd!c7jW<!?@0<DlUU#~WXfQ~=j92$vV-qA0@%4Q`Z$<Nj
zJJ*-WhQ8nVaHZN7yJL1r{mjqb#@v0kO<KMD%h8%G_f(bT&7YqQsTZ8alDFD7K8!2&
zvhBOrRF9`;6ZdUlJoY}WI8N%<ZTUxQGE3d_z6yCiF_|;(__p(pM1ty)e?Hrp-7mE9
zpOX7>ua7_TW1fFmwbokx(fbIqsc%xQ&UfCu>)O&%d-L_8&#zyfv}?}Bg)=w54oPL{
zb4^)gs=D@c>zt|Q?4DOoJ}=sH>dv!WKa*I5yADkf?(_V!`s(sPlYXaH$28gJgo=yq
z`*^MTcvIcftCA{3XWu1mczx6%@ua%x>W!N(FSXNXD{_sVSQ3-JQpBvWL20Ylfe96B
zPkT5j{|xs~kg%x>JsPy-a{A?q%h^TV6{ww9@$%;tCMIc{>$N(z7Qe2FZCB|!ecNuy
zmF3b?brvT)D8BwWZf3@Qb-%CYB5!}bwA&-Nan@C@?^YYWT+a56c#-4ra@M<G3wF_C
zH<n4r{AXw_Tm9Y5D&(Zx73K7$Uj=rqDw25;x@pQ`NtH0Wx2Gnh6zWA3#;SPsFox<r
zlzfq0CvrGhBqP-H>S8w)MYpUUK4nXL8ST$44?Xy&LPUD|(vGPf%J<gvG=_;<Uyfmn
z{9Gxtoz?QVA8TCr`IjL93CZ@oel3%~thw!T)8wpL9=pW%RqKj)BmT*+U!T>`Uw>)y
z#4W+b5^}zw$;S!`ql_AitgmHnvsltyv~jM6Z1M4^qZ4{$r1lzq|MOb4KX2-qa*Hfa
zW1~`)C*h`+$Fp8NJs7{V=)3ludH)&C?Xr@wwv{~ZJ?Ee4jK`ACMK_(Qe6(3DZtLv4
zqp@4Q8bvqNzUKOnAUx~E4aR@PF=t=vUE*A`sA6i|n$LS3H_orQKKtG&2b=4)D}>v=
zh(7zS6?x)pEt{}QzucbpPtuP4`8;b^U$NJQ!UIbU6RNMTdMbY9)14=o+8?j2)sK(4
z=42>axq7v}<k{jA@0UhhGimqgmY?hVEFr{KLzdt4%$#-kR;yg!p6)7`JnJmak&v!6
zwb=_RXL{buIO{t5-g;L{KL5RGN`;qAHCWP?Zb@d>zW3a3dc-j!?JVvKOA@a0?%f!~
z*>&AITr+%9ZRCsp47n2QmP@h^UXa^*fP3==sSVqCJf4K>ynHotZq(-K&ilNZ3Zpje
zw0O4Xsor^?e_J=p{$NOX{4$*7vfC87)gk@vojYDf7d(GzySiojzMj_STT3R!^rX~P
zu6v#re9ixS@<yJ*@4KXuC!RkW>6DZi+NrivWvf}#qN1C&Sx<b7*s>Zdj!UfGSo?tC
z+sexuerJ>zx=-M%ef55t0k5ZowELxo!+Vo8jZ4!4E7~p@zRPM_ezxmIPVzGUt*Q0m
z+t<bfXSDCu(`VmmuRj0UqMpJqj&IMm#&$e)RsZr_G-Te**I`TZXRi%qo|h%r-L!Mj
z{EEUGVPCxVfC9*657+(1B8KBKSGJX0j?S=6J}DoN?a9XRnB9cc;@9Oy$(7Sq7gujN
zo8hUz^IY`8vTQEFvv~_xE55CXdw9mCsrYQ#xgAgXwr=fPzWr(Bb_vOED|7G6jXdrB
zeN}|aJDJNWGPAbxSO)mVS*{H(zi>Eu_C*clTWeYvLJE2K=3iSc$L_V$v^rv2m@UWg
zYYQhjN*?vPA5(pW<w=R!vfooVZ^~RfQzIYsG*9{NJj-wE9zArlSXcDWsmbhG*_HRp
zRjw`P`e=~EFR^NQ!RvdwEFJDtJh`UL;32CuedT)X%o~dwAHNPykWe?(I$~SJ_cd1_
zc`5IlJJYMC1@InQqm{b(_+AH&@5^=OKVO>iWL=rltc|q}C+z=L-EMj4_$%B-dbw$l
z<q4TS-i+C0Y6VYkymZP}TiadS;IQU(rHJ6K>*3-G#kZAKrxd?Snjum4`r7J~j3?J^
z&#-?Sn$lVMK&tJOm;TNZf9IsFTf5`2(pDFxwIb>afg-b&F8a<m#N5|BD|?;zpX|sf
zjS<^<dz$<&ZOc_*H?0Win`yW8c~tY`^6N{>zWW~(eHPVo_}TN9k(RNh#Y>$&?tB)t
z<}jaeT->Fa=li#o&06xH?eVP7%Zm5*X1j-PJZ`FS+xbdKWuF22(rVY)PuXo6w4eV~
zN@H(+8Fz8{8L!7SX<MeqE#KU}R$4XNczy2&_iMX$$2Cv#Ut7dzbolkH-O_sEY@04h
zUGKemZXJ^Yv+b^HPg3N*o?QK;r&fEzwwM*BTGwn|s)}SOmoRNjEHa++_|l@L`>l3c
zmu@V3d~0^rwT;K_UOVzA&+3v*v*^qdY7;hoSzOF^^`y`7dH)%_7JYhNzSmKC;=hVD
zPbbV;Dtl($vkf)<OXGUx+0RW_EqnL1m!-wZ%|4en@7&7Wv1a-csV>ik<F>0N&bEEI
zTWVYTrpfnbH7>MXb!k#zQ0sq&uYo7loZR#-*`r-uY15J<OPQoyl2>}3{AcJbKDX22
z*^cMZQtHc&vXq@Xzc=&94|da8BF{xjg`d2Ri2Y{b_5H%ObCotpGbBn^`5oZ-C(4so
zp1ysr$~wMh7mFvJjp_Y3>vZ@7nc`c^KJ&}nn{p?w*nFjPK)`_y*(Xdj>S7+xkNT$h
zL}%ZQbx!Z@M%xreco|(-Y4Tv&@rj40);-$IT^75bx;W6b|LnvdS7C+cAC5YG=1*H&
z@-B|QM<6S)>~PQX=E(Dx)jzK3OtF02RpxVW$*x)3g__zn_WWlsD>Cj{blLE{O3AZT
z;*2YvZtS^iJ}r5Iwy(+;+r8P-A~~76_Oi6we109)(ffO@g5~42Ue@(mD<vf)S6lD2
ze6%&pYRcm~Q@)(vYx1esd;X#6%(4xu*mYS0malwa#WkP#h1NX(*TKyvRz=S^`YPHr
zzUFGvUdz{^Q~oo|33*Xe%~!8=k#mcWGK-n@ugf33=akAM%}7<=%3W-6>X4{Rh;*A@
zb-<-B&v%}6@K={_wf@<8^3IlZmCu&(hd3U561@FEZAQ(4+ix=14yc=kK4nOdTB!5N
z;>qu;{-%9(TU3q~ecmtg>sm~EdEl&xcb+pXIPSkbs@!+3r?!B^)Sbtx<|Z)|Sc)q3
zOg{fG@WcbY`(De{cFk+mDk$6AcH&^TLYT<sIgf1wuUuZIp7Uop(+1V~?|J^2&f1;s
z>b0?}Of$yI!&aN8aemfig*hJsm$=*7bG>dUb#D*boPIg)+jnKHf_qnITTIXlmy~$$
zJAA^8Y@_3?>I>HgZoaCx(|1!sO6mHUQ!OuL1>X3vtMsFY*6;hqt$W*aUm0Hcx@MdB
zgktVV`=j2Q%IZ0OK32Zc^3jsZZy!w%(P8E(jO~2*Q7~}Dr1XnxLb6nrN^JQx$0)n1
z#XaTKZU42UhW;X}xUO%B{!w@8mF%PiFRzOpcvUAp*=u%9!XBM^#hB6pJ<c6wkJ^J-
zUIpjP`5K@4^^2jCnQ`-p6*CKp`|kYJPEwrlf&J2K6+ZSeTOTf8ZI>B5CFT46U@;#N
zdq3@&(`+ZL=9_v$RJkZ2X>&?P0`re>m$-$Rkx|!8OJ*-xv-fz_x9IAPTX?=b7JXp$
z{M3X7kAGWVOxvECc=t*}_O5AKA(uU447RGet?Mto78K%fc;nF=|Mk&lb2hpykV*cy
zeokKL$~l`RA9c;GxZQS><J(%zu=Ro4gHG8B*-cEFuw3QRo{3-TW<K=38&onYlcO{H
zM%;V<ONyTsX`N%!e)iY;=&mVY`@BvbGrYF2KX~^fr*pqQ$DY~}yIAy8uV$J==GiMN
z%k|n<-o1am?DyOswyOn|dv>0G9T^a}F>Z!vcHO&n`^Rx>WL2hX*+x8CdG%Jg>C_OJ
zv~`LMec2phENROlKV)w#+Sl&7<;LBjC85k)c+#&e6qeg^Q$|GM`&y9z*Zbc6l?*av
zqTF85%zM*+&dm&|3z_vMV{Wg7|MNJ>k9tBi+hh-@zskP7OMpG<Q@^~zZyTLT_RE)c
z8gj1kdA(r0`m>pzsuk8$w`wbxUN~i!+#hvpSDgLH^|QNcuGyO%anza=n^&FRKIh~z
zH}?R;*bJZMd0Wr^vA=CP=i<DAn@qcRujt7OmwkP8PE=FvIgZ5j;wpVLpB^M!-sBvt
zny}>g(g+o!mFzuS4<>IsuW|ET+MRXbjW@3Is`zbEPVTwB_{3t-6ZaReh@NK&y;%4C
z%t?#gtLMF69&=(^=lR6&sCW4>*WzZF-#Ah=cR|>bvOk}+Uq4#(sQ*HNZ*3f>wp7_B
zlMcq$vHsI%wA=1nmu7PFLfD?7?WeEXO+9a0X6t%pmX?I9^u#E^tIN4nlCSOL_4>Hx
z!Nkosx}L3!4DP+}yl<*~R{HB%cf?MFM(f6z+AUXEvU%qp-(vCa=WS1KRQXgm>xACh
z3I3P%nG5!}JT3e7qGnlY_xGn>;$BwfcV49J=e|5S!oO0b<#Xd%2c~&Hzpp#({o&8|
zoFyx{kBgq=am_mGCRn%p^ioStm322y=oou{cU0Roo1Z`aj)2Xk1>a4-u+4vX+d4%u
zz`y2taW0RCg@g9(rBipBzE%0lU)2{|ZF%baCih91`#83R@|vr!H+^CDOK&a*V`BWN
zEqZAwWigMIZp$}bxxQ|iT(4@z@x0~Rd33D;FKO&#a%*OEzqIZFcZZ*Sx2TK2^0l#&
z#gfd59%~B2O4MIuTq;O?c}ID}_jP3j5p$}fUY2rnOc0YvkUzK4iAVU_hSSTdxMO=>
z#!q?1yOVw1)U`_wnR^@w3EI!zb!l_Zv^94>#?=)@9_!aPTNAOe=<-*Kw~l*GFFW}1
zsI#C3gW6J#xCfuFTz$6vfZefOpLVFWwU_0$#XZWDoP4rz;*~HFbD^JyP1h>PUt6_+
zDWLFdRk7c9pRW&YH~UHp#Xey2jqWR*Wb-7f<RhEB<JWa@uPPIR8?q&@Yzh}zcH7gW
zOk?$qCznpKS*$l{4xcjX#jKxQ%t5Q&UW!|pmEXT``y|5^yW+fKzG2(*O-lc0J0|{Y
zt>V0?+^Meii+k^k(v=H!q}TeCHC|frccJKygG<ld7S|5XeUU%;(^dAJ8Xl{3E4(IH
zcdb|#^Pj=WIVdcxIcD<Dx>6r6_pNTH&(~@0kegC-=I^ubW@0%<ifUI`TKL|(xhf^0
z<k1@Kyq=XWvdz=4+|yj0m27%bw=u{q=98<-wgsmuzpi~K#3FMwHe&nPdPS!Bm!_2(
zKA!mJMLF~S<)UE^Z#F&KkgKZ`lU$Z~&+qJkHB+Zv-K4!ZW6D?2u!yU{mLjpY9zQ9n
z?l0$=X*bnF>7B%ipi-Nv5H{!i%1aZ^{Op{&SUNv>$K__7Lwi~FJvsKSR=e@iQ@tv|
z*fj<7y<UgeRpr^d{c7^&;b}STtz9zxSqC@vXEjxr?n+f&8nktrLHXnzKQ|a?TW;`=
zN;!Mda#g&cY___t@8V68mN5xo&UWm~bFR+Zw3SKG+E1J9?r&MMm|b&ayEiMG%@q=#
zwLER1!1Mi8n+(ogH@z(Orr>LB7vqy@em_>{dFe;(Sha#<P4%SnpPGYzOqGqFI78;7
z9^;Gbh*gW^ELX10naXeT`|8X`u99k#{Wn&hcAlDhCgaxMUH?kUB9)oD6j<A`t=*pP
z))sWn{o|5yUGULg+vgkav1`YznZbQFIV)9V%S3+5;NUR9CsloOmY$n?{`}h@@pR=&
zo8B%cc^|iSW#-Mjlb^mTjOjfR&07(*e6`J=SdGuy^JgBrt7drKv|G=^rXYLSPWHmb
zJz*+~ZC85k?PpsuY45tEHwulxC2zwz*yX)ax(xjPGeqtDy7ScJsb_wQ+iLAsn6<&r
z-D_3t@35ll3&m2ms;|v{x&2e*z2iocCsckHZCLVXt%$WF`>jQD=A_J=I&b-l^X*$B
z*5@crG4l+ZzqUkN=;`!jtTl5#JdQTBnYQlcxx#t(u6}Wu?)oczV!XT5#i^z{zwRsz
zwTS$3;pM!Kp%(UD&r>FO-gxq8HA7+e+Qn(M)}Nhrm)Y)BEbH9zTkMXXk#^R@Qw)o{
zt^`eV@-uA6ZkzRVX;F20*UL#gK^`ad(r#PLE@26kKDp^%giTPiPt7{t<jvD&c0QY(
zJ(bJw>WkPNw>I=uT?soC*)AdK+I`}H9K-5~cMnW%IdS6oTGiEWykl0p_!PFp-Qs0r
zu4bBwoYoVSsk-mGZdyy+H0jB8y|K;s;F?SZF3Z)|FYz0To;_`u$<&w4b}8pg*OtJo
zf~Q$!U%S<~N<5o(>&}|2<LivO7FRtB=UP1Lx_9o*vn5ZT_-22WWB;;Nd-_d@&{vt?
zK6E6Ul)2{fS>v>DXvw4<SLdutynE`E!+Et$Zy73!dp-x=Ir+?kH|NH&RXgqH7B9Qg
zx6<w6SChGZOnqB^Bt{&!&3cury5sTEq_Y)12OVBj7e;4oO*iV9^(lH*rld~c<!h^B
z+?cj$yQx{%AKSG4*{vC}S@#c}Y`wFlpge!WoOxdzXLij$w$@Xo@5#JuvuA-42V|}r
zWj&9Xw(6E#@;YndoR}wH*PM>FNq9U-dwsRrG^gV`SHI1b34HP^?9V07zJQ*k(sI?6
z5@E-;7K9u9%vJL*?s~s2bY4<*t@b%njZa6auVuY`lebpvk~{CpxRcF2GT+ymUhy!P
z{PTKonO%b6(PF9AeTtT%uY<kJ%4|-pJr!n?RpeLkeAbcq62Gqd7fbNnH0^vksW9$K
zT<5%!hf8}FinBaOTfJ+ZZEs0mb3Q|u$`aP2rAP04UMkX4*~Z7Jw4CM9QjRk>pU>K(
zbm(t(sYuV7ndhwxYm(M3N#2_&u_-HL`w4Z^g)*z2L^A|_S)sztEc>eb!0XV1EWd+N
z3>PG?kBXnIw6^2G`&)~0biL{vSE^Jv6lIC06*pcM`6zAp@@SMtn}y_R{b?_=f+Na4
z-xm2+yZB}J?4;**Q_r2Wn&hxxU94E^+M}Jes~$|wD(pJfG0Ef6(!zsGlT)nA6e~S*
z(w9cG&)aiV)$4Yf9IH{)qz63pUYkYtJv&_(yr$;q%J)_)4y@P}>s@xC!Y#S)(6;2>
z(8@J8LgslcomIC$=C9W2Oxs=DDh>0rcHW)r+w<J={jHTTcNnL#FV%IP8eJIWu=f1Y
zfbw+pODl~h_j!I_&9&sq;$WfE2HcI;*0?Rsw-F9(3A{gRPU?Oxvz=w{Vw@yC*#G)k
z@b;MXtaEx@h7Oap{4Ce}+%EQ)>+&h*1gV`Y)(t9Bt2S)jk!0~UDpw<Zirmz~8%5pD
zPbY@@OPIDjyl?k)0cYJ-?hVezv^ssuv?>|hmxh+Ru#5amQ<2LSowM<HRJX^<s1xqF
z$7ij(tnngqQbE?lpom|gGbdY5ldZnOEvQqma+1vi+t(>tizZH-#c(8lN<zqlW$%1r
zo35YJZL(O+&*Ag=QiE~ILFKMxFW*L4O7|Lm>tZ<Tz#KY>Ps@IK!ICl?E-wEdv)8X@
z&CU}D4P{qa=fM!g^zZ8_ojX^T#x%}4mwY~Iv&>?V8Rms=4ixZO8hEVvW|@@rhpXcI
zg2@4lyJi=vD}+uvwEkg)kWfspp7nIc<<<}RO=FrESLGf3?AhzPET*03#{2M;!2K^H
zzcuzOei^njXP>RFk@Rl;C5<5rR*%-k+_yfmQSkEKkY2{Z^Gr?6XLM)zTy~qbl=Ixx
zgJ0I%aC^>vX-(|DZwFR9wido~S@_bmWYwpuT-j5#Qae{Oznj07#b{Sg)wKzwnq5mm
z($^}<dxh=Diq`Q;+FUp(>vQd`RSgN3Zj>9}^z*ftKW#})+5$<HzZpIzdM=#oKf|VE
z6}hG#x$z>~%lL%J?G2r(Kf@b6^S9363G(foGR=FM-Br!lZQ*C4Z#12%__}6J-_`vq
z1QuJYOZD@A7$&s!oAy5U=N@Z3C6-L+ia2nLam7xy1wp5@W_N8BXBP38DYAaWWn*Wa
zS$hQ!${kxNdhq4zU}XlY&wl=nFRmTGaZh-MQKsSNN$gQ~_p9{HVT{plcy@oe(brp7
z@5O)E|GewZa#?nnoIf|;r+)G?%TGRJ<H2upeWKZ+tFPy&9lLma)<<#m^0=?xBa`y^
z`fPIdF5Y<MwocvNtk;V^F|I4SJ8NsRS*7V+i&sUL_wG~L?P6Y#`P9{O&en)e$F$Y5
z#ozOEx;hu^SC5an*c+YsMKtcAXWZ7_>qdIj#^;|sUcWYIt#|9s-t-BMXR8IWj?Z2x
zzh0!Mu>aVUUzewJU0}{U>XFIuXqLmXrM8h?cFB#;)*UsBd2rS6*3`lfwLRy<KRo^I
zs(<fT_Wr%s=BBcrd6E#`bmQE`eU58Sci!w&c|Pm&t3!I3TXOmG!q%N%wB@|0@W#l0
z%Wv)LyHJ{Mo_Bf92kp=6{pS9=vOh4sutG^wRdAAp%=M{VOF34rnAawG(!2Oox7%a8
ztBWp~=Y5@@wWELXNz)uA)|$PpE5A(4JMCEB*weR_d58MKRYE?-$7;0{{yd+5Y-d!)
zyS|QVpBv(MqqomsG7l5l_U`VhTazdMXLz+_esIX1v$H#|hKrurvSj<lv(Zy4Wu(?W
zDX~~tWE$oj^mW1C_xsmYi5SZ3$UWO39l$7h!`1K{=dVz=vl4!pdwW-$xEm|9NhkT)
zAMMFb#dEH%RLyN*KATxKaqhGhbD`9;sSh{LyYsI!TfNLTI^^e0)7H7)O>(tGA52kB
zcy6&)>C73+HI`RaH{aW?yGY5Pdh)EylbtssUL?92ezKQ3zQ_3ld*9b3lSJ9?t@71M
zY3{i;xjQo>ZQd?pxw~aMvsSOXr`5RS^JUT5)zup&@Jl`xJsKA~&AQY6VZ^Q5QY*Hr
zmgJna-hTP(*&_3($%@vVC(c(%{pE3~tz5?yz4@8k-K<@UQ~h54lr^~au86UCUgg=4
z-B+Gf++ed@7vRU8ZfmP`rN^wGDs0=GquRD-z83Eho*ce(eo1xZQAcS_TdQB8+xxZZ
zqJ%EQeDp7#GRbhqobn|;9}Mqpv00|yw`A7MzLN}3KHr<96=oEsw0QpIr4E-HtgdZ6
zcSV9}$IYU%6T`MCZq2^4%QH=7a^!U3jw_%2?>RhQn{aQ3mgCw*SNlA@V|#vX4QhXS
z&NtC+ySdE#r78DLtg8C5&Z>IpbM{%Um-3}=oU(Z7ZL_buRS(ovO4b|hzWzKtLE`rn
z@#}oimJiZ)tZv@fDf{|`M&irW<|37%t4!9c>lTlivnhSv)N?lL{5%&PJo#+Zld9sl
zGfKOZ56@ZhboEYqn`f&hpIkU^K~i?fB;#B|U;RMO_wHGXtrr#;{<!?HD<k=(_kGC)
zNsqhy4813J1$Hs?a1|_7U+YrrAU^Tu(JW;dt^@3|c5RY66}Ur6Xocy#fc~oaWxhU!
zUGu_vL#B2)+f)TT-MQL<DeKS*lip;BcPW4FYN<)QjmnuCJ6+WC=8TitFVf7bCh75;
zn%&9>oOOAoU|LDp`abQ&%__g1?bI&gzP3w3{r0_`H*a#Q?tEdk?Ln^X3DH|OT|AFf
zRb8KcJF8ZFpZ4;tS7aj+>b5?=)-x;Zl&@!2weRMJ#ecFlZS1dCUjKa7=UmOx8!XTH
zEA5@{*K)i`xa;SxwXutDFL|HVt7_EBF!^W(r(F=|m$g1_!Bd}HD|yw-EV173_Quz4
zftz-^)@(S=Fzep-Ied=KUq)VAS}t|b$ZhTAS6PA{H^h|_*=2rRso#12ROK4Zcfvo4
zXZ6I$F!xQ(xTWvBkYC^!r^Iu%)o0!$+eJ$64%b%wY|egd?XmbY=a6mI=DVGodC$+>
zF>mJCvTdKW80VzzVB0g#((G~9o18ly4HNsb&hA%|&YY{Tw<o!=-#@B+?lb;Fn`>H<
zkBf32c*V_pp)g?mg{^0^yG?@fAN297+k~}lD=_j@+t7ZCXGY$faR1D#KQ(vCS6{o;
zY5i~M`@M70mVRotWWTnyGH}HSQ=?rUkEXn_jy`iJr|kgS*2Qf(>G`6Y=6U`T4BM{x
zAmpx^%GWBH{|wU=RdSbnlE2XP!fg9q^HVC%XYJnId46NmHFh0~KiU^_bvJJB_d33L
zTke6bud;TxE$;A}UiLD-^K{O=T~k<BO+Ci`G$Q<-blX$^6Sl8!KE6D$o%@`1SWi`j
zj9}cHgsJOS9(d(x`_KJ(de=YclLkedx7Szwcpmei_U~k~2L=2xN&AcQO=jFOlVIBy
z|FOI^X@cDgi|2E~F0Rz@G~M83@=CYdUOw)cOP(8VRIm7DwtX``>Ng+Jc`NmR>*v2$
zS05JfORO)N8fyE+X4aOS?oK}>&dW^|-drkk)irnRoV0BdR%`qUUn<gPHrX{}*{#Ep
z66?0z`+Ht?bzj8^i(gl7Y-*NWtu^JLuEb*YTFD!>C$$QE{n-}kBun>S+Sxj#WNFQF
zh3nI;0;6T`Z1;Nq&YE*;rGrKOzpZJ!d7o9pZNiP8nZNe9k@I}zdb6b#*$cN?Sidh`
zXm$1C6T@Zy8FKIP)I8fc`QGYHzppDT_j~Vrq2Sh;H*R}N|9+meZJ)x<13!BUyb9{q
zdhfY%YL4k9?Wv15{kyyK-*?d<-?%cHjo+T_ob&Cxh>&sMo5#6beQWOiE_vgBrufh6
zTmR%^tX_4boV)z`vgw0w4}Pw0yc2$FAOD8S%NrwHoEx+!ZP!t*X5Sn%tM`)KvCHok
zd<t3q-8IAZ_MC@1)|q>JTGYX55p{Lmr;AB79(%Q)re=C>zWDTJ#G}%;e$piqHh2AK
zK62~lq^Ae!o?Ku2<9Fy(n?vi5n||!Qx8U8IqdU*9Ut7x-+q(OiUA@tfQ?tGWddJ?p
zz4gVp@}RXpzOJ|Sp7X`_)xjB!*Y-`l^w}=dJb9n_o>G=DpIzNN5B_R*P5LbPoN49W
z`^s}JO7V!~On2U5)va+hec!4|cAIcn-J8mitKy19ZLYm)shWIR?|I0tZsCK=bYIV@
zxxcok^?ag3`gw-S-wMJmil4Z5;{D^DkDJ4%J@`CrozWey!sB~$lur12J)f>rFC@Qt
z<)8KM%vEM?ldBF>pYrCW<)bY^ni72cqLsSKj^8={Fy`G7rTcsKeR}M*__zK$?L!L-
zUu9ko)>1t9Z0*{)mrLR*-v*pr5_f{(Mq$JrSMArP-)HOSmVY?9f8ycO+G4K*+H)T5
zy8pv%{fxhtgZp{zJt_PZ{Og`*=3Bu{2b1pq*_|f4@^t#v5~c!vzpER?+wz(EEJYX0
zlh||q>zdT=!>`{jTHJ7CXFc!V<93tMfB1WCz3_eAt<#4uAG?`)r}k+4<io-{PxVwM
zZKyb7{#jgSvv~Gzvr6ALdy-{Yi+PGX&OeTO@{fC0onO}CA40E{E&ol~x4ZSVvi+Mk
z>3@Fz@z?1p5zIX<(zxB+>ucbH?Dd5|g4Q=Lcb+`UU$(VABmU-(b6d_;U6u=YwmRnI
z=lK`pzP=RuCqG4xEzAAGo;5{|>&iQqmwBK57=Plto*!G`Jgr0p_I<up=6{qvH}+*s
zuE@Q*`<i{k;%i|heeoT+)$N-6_NTVqSP^x<-(iA4?W@x-CMQgub<3j5tSot2e24!7
zi>F2WvbC=cohm+`6Snwe-r4|JyTJKNV^Sq`We>mly69_X{Fz@thwW5Y=7bnKT>Rjh
z%BK23yW-MLA<w+NmnwH$tIVb}Hawp7DO+&*!9TBWZCNqP^yG2VB`-fMsk*^o9z5%Q
z<=W~>*|qx$n|n&v&;P1@ZC07}j<aR+RIW7dJ8<AZ*?Kh{qsqso=TENuDmcmSNU!4a
zSsnIl3(^$Q770I>HTJ$)IjeYG+k_(HSq@L;ZH=$6b<b*<d_``m-1#$G18upZ&%Lvo
zx$^1(zrC+*<g+G5>)zW`xN%dol-6_Ge_Ivvv~5ILLa!dQ_!r76x;*GspS$Ji?4B>@
zO(WgcW*+JA_c|AL;hxOg(-YP?m|lo>leiX=#b$NgGgCr+xhZ#X#mg&uwjG(rTJkNR
z`26G0NoF#|m$t82Y?p9e?rRk9XX6!HH?)47x~?Jeuo#C-*s_@k1u}D*!}6ypC-E^H
zE#4QGy7F}JO!bvV@5QXia%!IU_0jiTjpCNN_x3u6?rgF+Z}Ua;L3!ho3HvPWWN(^N
zdgW)#vHTkr_lxh8#5(6sb57fP@8p-;Cr+JNARm*qPwUcGwbl=Qtkv6QR;ctV?h3i$
z8@qbGbjy*Dr9m(E%E$I~$A2ho={hSBQyg!9uOju~#EloK!nee{7B^(#mfb(MU~;zM
zo|(xfOrM98hOPS7zP)pG^LkNrzR2(H>dT_;MV;MeRAJNgeMXx3HJ;w@S7feF(_65+
zkF~^X)}*6aJ08fi$sJoYXUX@lo!g?{C|auP{(Dv_-;t}*Rs7ZT>7=_p#!YV8uiuvY
zZ{M};v#?D6r|c(h(=MN!+VIu%rPJatpU=iN`WsfBWqs!z%a{9JRrb}+ebcXPmU%os
zs$tgaK%bAMxmhJ2Vy)%;y)GFG75ElS*m#~@{lc|R{j+82tyV|oS>Ik+I^)^I*>Ydz
zBwx2*8eT3_9J480^`uzn=Q)$Tj&on1chymT-j3BbRrs>iS~*{J3Ds(KFY|o-VXe{H
zm!T=_GS_3xuJ(uNTFmsDbIoP(q+0DFzqyrbc3MB%9h|@Nw0ZVoiPdTAUB#-C`@Y;=
zyz<YgCl<VOzOH^&dsfrQcUj4`jVrV##yWI&9o%+6`)tWY1I@F=*4t`*<w_>HMQpIJ
zxfanqulQ(*P|wP*$3>lG-mTm^bE&i2JsZa3kE1`VdQ!KwUwmo4lhNT@yB4hJn`88@
z^jqNPmtWV-6?iNY#ya1&{%`5!W0vfa%ayOSnBHkok4n2E$C_odj6ds4@yRuoRde&K
zbbTdGFckl|cE$4i_N-??esj`xaj39g@6TEtzp&qQi&e)=2b((6^a5M^lWQuT*f1Wm
zzP7-oE_AYQiPTQ335@UGR0m7$l=vmpuWsuq-R7EhRwUjj!D6NIIgceL9?#k+^mO0W
z$!?ueSu<lMU!T?3{`ADrjMkr7i%VZwip)0mK5=|{L%rAY<;gq#YA@RPpg?=pd<jdF
zM|^5Jm+C@$RTf*G{Ka)?rh`Ir%-_R_o1@)VJ`eGG@Ay{zRK=R-r-gm)&U<p@VS&|U
z%PWynO&pkte}r2by#IMU+RVUzZBe;Q+R|mc%S9G{GJKN9xz6uv<9X8yXZ|y2*K0jl
z*YA_Qa%J~bdDW=p@69c$7es9L%bt{-lyZLOdWVXco3z&7<X>+3>eA}di)?;f_Fs7P
z@7zY4&`Je`@QP~(m?uVDKC<(G+}2C0x1Hm3jdm&Ym*&fwZOFnH%X0d9*QtzuIkR5&
zI?H;so-j4AyYi6Z*%Hl@U)NSnytG(t+R~Pso}?|0WxlQ{jgj+>@AC=S7F-k-wK+pW
z<PcvL>jat5r8yH{#;kkxF4Hl?BlyWGK6|bGD(y0%0kv7e8Bar#&xEn?A6p)-AoEW&
z_JehZ&XKNd?|i*F-^71rH?^4Y*z#q}>)kxFlJ3l@6I~N_c-gr}+{=O|T)iEYB`Kjk
zPy2Y%j-PG(qL**`6?ocer^{`#zVha>?K18O4hJ7?e_ZqU(w<d^ihG3Ww%&I%(6W5l
zb?|lZg{6VU%edbM=iRz%m9*03K;yl&zpnYI$Lw5NysYhEq}3M@Ple;M{c97oAMn%~
z`lp|(3dy|Daqg@Xzv00r&sIH|q&2VVYR7S}sxR6z<6cT_l==EP?5E_ai`8|d+3F%|
z?@YVxvnXW#TD5x~t6Ba2&D|BS%J|Y`qs{sb#(l-HDhUsYuWeZ9KSS==E|2eZlBScZ
z=1y7id-{dK!2b-Q5sq(fEsywlj?HrA)HQi$IT+O~)&@3)DCZRWS00en7W=BGT6?yq
zchAI#@*ur8&p+8_ZN9gD<(FUAc)ly{5ZPL`<LM$@Nya??ty#A=SUlSCbcglMuj~4*
zrM}?J_LWdy_dIJ4|5}eXJC1Kn{JVznz^Y64`drO==ZF{m*`#2pF50X5sL8?p->Q?d
zzRWY?E&deKSNR}hFHgG0x)m>Gy^wjf^Y`wFO~nzy@vQG-TCXiV$#wT^OmLZDMCa=4
z<Ym)ddMcNT2Fe)sRbOYz_cUFdUHX}+@>kd?@$?YG&YM|PDhU&#xaKRad7XZTtzPPd
zpxeEBUt1o%D_vO}abV)M2E(o<v-5Rdbx)=FZ8>pSHhcEe?Hku`*<N%)rRU$)Je$WR
zZp}OYGjQz-VL8u!Z<kWXl-n*7?D*@??aI*Oh?AC&`n)pFW|60<__tLne_zeq{ieuj
z&-&mS*IpX<75o175~y6SBz5WY=MUOmwt*Fgxwf<KZRc^3&ffX*;)y+v)=ZCi+&6di
znd?E8_IBB!dZ&};Ut4l1Y<lp@S)q&_c8hja&vdgq@Fz=s=gHTz4(*)rc-FBXYt74f
z*9`U7afC^(*Sf0L5mX#o`{(hTd0U@awamQ3TD-jcv-Liys&@syT9$54{<N-8@%h@4
ze$F!XwVAhXv>kJ|-Lc+p*3<ZzkHY56WScL@A``wQb2$g&Iy>&z-q_T2%v{T@cbAwP
z_P-Zyt9M6;@%Wc@edY{|Js)Fo=PYk1$X@Ao;NR4<s%hsJl@+?ZNl6JWOnOilm$I(b
z{dsKc+QYnyEt!_)^~<g9nzmbRqxc<}s~cmMu6+=C&?fBAIsU4Pk@t@29=&%-&#Li4
zsQU8C1wH9YLo1DV)9$WGK3z2BuVKWy-yW+c?_9H7Vd7D>`^9qJM$c!S_bQyxbzbh~
z@(mWx`jVGv`?h-*99Onjv0(bM=hs$mnj^y#yr6SCpJx2dRuA<nuaxD!);gT8S}OEs
z-p|!t_Hx-J*NcKOnjGhR?m9k^eQmy>q|G&-mGjuw`YhVrd+%A&5#!5SLnq`&vNQkr
z7&TiWEage7<<TO)SI<+_^NvaHymQn3+C&vgk>iDPf>u3Y(sWfkm%VYrB;Li%ema)l
zSDjjJ`Tb>>&E~G6*og<#)}4?%c&;imovZk`SI!+dKG*Q`USStnzPeT_NSMyMuzkDV
z)E!n=jFw6KGi_JAdG1`C#}1pisb_r}J=gu5BJXv2+DQrKF56jY#mk;<w)y7zx_Q<a
z%d_R{m+M)4U31dpALnt|s<g?=5?-3_wrnl3zWSwjp0?%VRQ1cIHqk4i<JyhAe$NdN
z%Hw{M9lqUf>RDHX11Dcce>}0Y;>*`%Ys>N`eNqjx<+ZPP892f4Xqc9J;QXb*n^f1z
zo}S(KeAWc{I&F>f=a*kwF7(dwylHmwT(g;rde0e$8x=-8C_n4_Y=ZGTt2)#0?EzDI
zmDQupS5GjWXSerN&veD`^<K}H?$D|F@?69<?wjS#s~0bEPt7U*&v1RUQt8)qx~U4^
zm;YVycx_aBv8zd0+T;7CzU##;AKOhmF5Rxamg7yO=$gz$KcD7Jv)XU5^U)H?v#Abi
zV_5<}*iBjfZo03zZrdUu2m4;HkcPUgDGXL+Yi>Sem^ka{Guw_}ufwX7nb-ekh}!UU
z%AC&=T{em3?tE<X`>NZE+N`PH)k;HTr*>^J%W9v#;|WjL`suGUgKUy^CH2d#jWl!G
zb~vvvT<B!9eAI=Wgg)&ujsr0hPp;mrCN<&pFP3a$8}9zB2SSe?-SRO|mMxA?Jh`Z{
z_niIQ;$8Eba@Q?L+|JwNxF#zw@0)v`I=i=c#z~F+&;BzQpE9W}w0k|Vzv|_>wMi2?
z-*$w(a#$~Q^-HX?*Nmn$r>qQ~t;yV{u%ol>QSIk@d!%M$7ROpw&6n>y^k_rTld8ju
zqvahl<rHrmvfLLYBXfP}#;#97MiPRz_OSS8u5i7~f8$!){MGj|jap}j^>6(4eeKI6
z8QYtGpWVnQZdqI#{v`jERdv)I#*3bhR^IW75)HEcy6)4r>fC7myPR@KOztb!YfUPT
zIp!$wpug&Kp@~T9nQiHNJ9;%A-i<K1eebAd$eahw{ZAt=$)51A>AG}6t8S|61_>D+
zxqV*`T%Eu0Q_bmp%Mx=wzl>#_dbn`j427=e&ln}7W@(xkSg!J2TGnSZ=dQWwyOPQi
zmC8Y3J7s*<7*BA27`HmV?2-KRIXu6vdB<jc=L^d?weg?ganqYptEbv4@0#<%Z`$g6
z(VJ&By-HDjW_tN{mf!xPjk8oPGB10f!sqyV=fQP#9(uXw&$T3ceH*r9$=0->C10|x
z*=pSn*D9X>Z*S?hU2FHW<UROq`k=Fnjd88U`)?B)e_Xpbx$jb%%_aXw8^5%~h0M6E
z@Fy!$A)(0feAS29wYiIxc`Dw=&fVY9$tAg;Id;oO<L+(G7rM*GaX;GIcW3)H%~!Xl
zv&{LnrebS!ro-K1wY*vSlO8{rP~Tb=aLjeDe_UTK+odVa`RcP~IzGM-WRqigu5PMG
z-eHBVx1pJPXTHCDEb-Zvs_Dg(EMLZDK3+4|l)vWsBIT#YH@=UN?+v#~RA!%ZdBx9_
zTbCVQ-u|>WEd4}~b>8u7D`I5&vcAl(`4tv=x_3$Vx!=|vf4+;dZ4@=Vx%uWk=@WHV
zjh=s4zvyeNfr(wxdWG;a_Pk5vZ>84nF{<bKojb+E;y6p``rOOU7EJvmH!V`a&$!zz
zZFlDk!8?VqB4r!xW{Y&$rM~_rdMRs{bI}Xy&-ZrDW~-Q%ao)*puJ$=kl`9hucO5#_
z8olEle_Fy$3uV*hqM2t)gId!~r+j$c^Yv}am49kAPi_U5#rns7xWJ#XQ?|97&BX8K
z>zJ^%eX*NXys-)oeP(F$Y+sk|r?ubgT~Dw7S`jm)Z-%JS<2n6Hoe%vpG3jD3^)$X=
za#--%p8dyo&T}ceaQu_K<MTP~V>P+e9Z6h8H($oNC9HQUyEv~;$S}CBeX=KaTmD*K
z*(IMgga*Hio!7khd}Vv7g|g|}X;rpsxa<NvWV0WAxS6N4c+WSxpk+*=t9@5y+}`=@
z7k{f@-_L_DFJIcb=+-R_0WGcmnh=kL(v9JakM{lMb(^c9DskgY8`o6PjHPu?UmRZ>
zF_~-8&gVN6=ExO?FP>fT<UhmL*B5rB-C1k8FwP~DQ+;j3b|=l%O4{i*VKvid6!-nx
z60tM;!mT84!J}nzvXd06lqME!;^FyqeY)=DX|JP{1G9@J^*^wDv~$%ln@Qm>k}cLn
zt5w_WWUBNEDKgSNYja?^?C$ISg^wcEn|wLq>i>P?wLPyQJM(O_PaHUUcy4iKv6bJ)
z+aZ~!Rvhkow&nSes>)yC`ohMiy5}w1#T(`*yGirG9IlVXUMsJ+_{I3|)o?rW^l@tJ
z@>|m?{qrwP43Yc871p!iWxT(WZgAgR{-~y>U2e{X&)2#vp1(9}j{@JGUtx6y_EN8M
zH}8Mqk@~YRa`F+isA)b=3XjILI-FGAn)0}s&&v4xlMOe{gm?A)?3R%E80&h7QS))v
znvW}EzOBnVYF6&%o0)s&w5?-uj?8n@7X|0~X0Dgtv$f#&fd^G#Pp5v?(waBrVdS#O
z>AEpC|5R6{7n-!sk$OH~b@Qx!o7;TmWm`o~FO=Q8dYAFN<2;M*_3YcT;^4{$C+emK
zs>JT$>9YA_V6pII%%O|n?#@q{jz|?RkXW&Bj=@Qb{|vUT?H;|*o_f}L*>9<1*Y<8R
zQTe?jETd@Wm#?e(i*CjUWNtcT_8}{}zo_zhtYA*es^-aO-F1I(Uzm0D?v4qz^;VNl
zl}jA6SbFxx(`n|s?D-ij|1Lb+CiGC2ab4w>n;Z|1@6C+5WtAXyV%3vrk0SnPXI&1L
zH(6s9<}=yDQF_-`(QBr&j2h=<n{L_3x#p*|$uy&;&B2{#9l0y#pW78E<9#KpN2+?o
zKX=odNa6EU{plv(R3Cl#6m`~qX3@a|${EZO>+WefnjShV?Q*zJdsWYq=S#D8?w0fQ
z+G06(+3c^@7IQluTx&?X9kS+3wPj-X*)xh8I96{C+u5~}|C#b9$+k=}1Ff4oJM`~K
zep!{4qP}89;l_)Shi)%ga$-Trv$-<a6Fe5V_p?k6QJ!Nhcx%~9WB*LCY0I8mp0FeS
z(t;*8c9knGg-#5t)?P2do1<sx7kC_137n?#Iix|7d2haZ$7LN?yVyMMNt-;fPrU9r
zGjpCF`>U)klT~`J&A82Gpq0A%PUh{cXY4m^Uv7VH>)S)iZPKQBI=;NNyou@0tQkjR
zZ?eov%GWuzd0CI#{;3%;IX#b+Hml4t;5@N%%G5WfyQ<_YA5{yBtTb9C^7Uv1>*v*e
z{wvn6*t+_L`nHVkd~N$8t_Zjny?&Q{eC@{<-?fF-w|~|;ng2}D;_aW+z4O$<Y-+Rj
zY@N;B^YPx!>Meg?R|!XYS*g_&-@Lo+T<X<TLdRL8ZcP%paWr+0-Vy<APPO7v4bfxu
zhgO-CZc|n%`E^-NvB~hP@6_#VsVtH&e_UJS{wu_zeVKNV1ZPZROwq11-P5yO%>Ac%
zN1u2aXErbU%~`dldOC|I$V}R4`iXx^k;VE2HiBhQY|V4lzl^;R)w?_9OTpAszb)Zz
zRZqMknrySzwT7AAx$1Y(X{Aa+*^2dg#;sAmSQq*HX1TLAw`<naGyRe-Hd5z03q`W~
zvO;@LoLuh4_xY`-dG(eOZH?O-3wkF^3<)ScDRMI<O(ktM)8>=gTJ`H68fBfFZT8{k
zngZ)^=CzTc*K%i>JytGXT2)>5NU$ee^nm})b)mDb+gzKfpSnnCR?)LBR%N9g7hN;o
z3*LV6@o3_qo;T84eJhm(L<%(aPQEbXV65ITktf?8Us@S;jJv6BYhCFP^;u{89Cj$L
z%Qm@s_2xz0q;rQdJ=(diT=n>{#876|G_ha--LvUu3l=<(k9ryA_uVr2s+4%Ry~f*v
z>uq=K)%y|iAnfd&rH_-W9(O%mtDqP&zxc}<^-AM)Vm&ses}CN(KI_%m@0AXWKf@LC
zIA<__UHA3WagG<9M>W<;no2+OdYn2n$cXW6*U7E1mnQdR1f07cb#Ke&PX|@5b<f<=
zGq3CJN!1A&Y&%!4G#9FU_4Z2ZvKv;RoFObSm#42g>SVJvR`Sf%mTUh~mP|Za(quC~
zD_Jz=%VVX5DsNZr&R%#r=GcnWJxLq#3obTQFof>@-Db>s&MlkoSI#naxfu&Ht2Zs0
zHEHMZIIk7UndjYHZ*hg4<-6_bEpuaUZj4x;5i#k&qg{%LUim2nf;Tm#Z~qKeUc<2J
zL9*y8<0C&0^|4ki+t9LFL)rHAGUJ-lv3zwAx84^YeA+tC?Qz%1sRo5Vug4e5PkE9)
z@A=v!o75R|_gvq}X{~&6^7pyt%A6a!ju?8JjpezRwE8Urb6kr~!CBWAA$<xBDIt2r
z^Vde_%$q8$!TdVb^UnFZT`av-vzD4H5Mo$%TJ1uCTQ={r^LA6Ny${y(jduEX_vTrx
zgmk6NLTT!=CN5QK*Y!!xeic*M`S{XA@j_9bC-Zi$l{m>f->bH3>iUH%c86Mh4()m9
zXt~V8Lv+UP{`Fo9)vh~D`E0%MdC!#zw|5tJZRL?$v^7le_O)qkou_v?pH?WazVe2N
zf5lq%TZ=!edCI!PZc28s*>PvV;<LGK3mM)AIdd?CTyk3=RGT3>Tgy`~oN2`&qsKNE
z-bjA13hQz)`%vhq(p~5}eL92I6;^kZt|?9q>?X%2vbkEn65Mv(ShY-<xi4GGC*@-l
zkF%WBl~m)Om({{9ELt!*IPdm>_u(wjuF-vWJx+@1cA9K=I>`5w<<ZiKR~?x@FPYeJ
z+(Ojl=?|G%v(2`fPFb9q*s)gmf!yBJ3%wIo83!B{Ix<sv){GM#GFNY(IcvHy$t^~(
zuW3`ww6ybUvv?PzT*)t%c-c4Q(D!%FS`Q2Mt`=FxEtWOO`_LH!1Iu+qkJ6sc@_PC*
zm)po=d1HvoDs#4lJ@a-hxv6ZI5x(0fcT<?t>G@UtiD#o~G(_bdZuzU((P3xBRpvb>
z#B1m4D6<ph>2mkBFzP5AF`l*3deV`wGq)X%SDh+YY`Nmum5fEoC(dO}Ib+GR-s49c
ze{zJ+lkK8Ox(bgimQA%i8{fdY*KVuGoQ+FM8dkKtTki4XV-U;VET)KblUPR2zRXk0
zMYBxVXHA^yc+@arNyFqzyF3yO24(B1p60U(canJ!5E47@Snk7H2kJ^EESSDldY)g_
z8t;>84R=b`Hg>HNp4>I@M&7rT7nm#-EYIb9GhH}1)$O<YwrnRBt)u&<JnJ`_e3pf`
zL#{edoy&b~WSmj9Uie9i75O2Vr=KP7D}S^+k73!#-kU4FKizdz(R7h+6HCdD@WNFt
zpL@cl?t1X#!jW0qju;jAv4+W4cU_pl7;@$FrK!I~mOhD2GP`Qv#v3(d-K_=wCxa&M
zTWS|JZP(0ClV>#;9`#lYx!bi`SvX9nII82$mo*Z1eqHODJhAyK?*fx`j9P}lnKwT>
z9FOX-cgXg-8gj}YE6MtWbwoF7;bqYi8ppDCUTJ($ul0Bi*S@8<b9qiy&FbXT?b`Cn
z<I$@Ashd5fWv%zQvRbX`YQ}BlKOX}P6h3+`QM&AYJZnw3<Z7=c&1apmO`pX+zVS=^
z;g_e0b8QRbwpZL&wA=b{9&?Si(eoe0Kf|})lf57#_viZan`?xQ-rr^GBOF$@yt|?&
z&-sn^(G+G|?VB}jWk>(4J~DTM|FwPdb?bLH9ot_iCH9=<+REhP3)fT^ajwnbd9+t@
z_vT5neRE8<SsslHd%iX>_4&%x9M<LQ$``JF>h?s4rzmUB4TT3Gh7;#aIoT=udfL0k
z)iP6W9KL3GQuN{-)|_A0M4H*VzGd199@LIm<}R^RmRH~QrF+#&g#x9?AC?Kf4&vLn
zG->DD)~}EHG){b7*7I-6tlE>hZZ~YR7l+;3AN6#~m$kRcC75lln>@<(^ZRDCS3_gB
zpYhq+?+?y4UG+S0fVpq#hq_)tbFRCqU%%&nrNptQNAAGHxHRR6H|2p_((ayLy=Z5D
zqUFn1#Xi+vo}_nuWWRR6QbM%K*1v#d-qz2>%U6C8d9`HP@fF(Q(@kw!8Vs`a{jDGK
z&fB_cLz~@>b)4EUUly8c8!E9&{%26zmfUTdIqhSvOn=m-Pdbh}-^P5)x#}Op&LY4c
z)wzN5d4sm)y1Hbql(2VMx+`;IU!B!1$-VhDR?4VvFKcn&+5W?#>m~Kr<Fcbw(ysV*
zS#t9&+7ifLm#uV4?T+!hnd^2lPh!uybn4{HVpnU4yxATm><2}4+6$kpT$8Zl;ED^|
zPv@R^SH$t<Shm}}v`;@*P3JuDb&<@vg2FDLE78X<?3m88v~gW_;BM=W^V~((_@BMD
zGkeF}B^D-2Z$0jvGWBA|CzF=8w=rw~^z3AQp}i`9%HvBrU+<VWd!6Uoz|D8QC}-vr
z>ZH^eWo_J+AC$eUVxqg(LS==sUQsj6(-J#299H;{b@teOork-=z4x0TxA@YEpGF=I
z3}4r-Uv|Vg?&)rgb48VFt!HxeFy7jdyY|nHgWq09%xYfn^7_`W6K9LIx#lq@6$YQS
zkYSwvab5J=S_TWI^~&E(BD*rCmFjUGk2;az@izLcRRR0+kn|nCTVj>MZp+L$!ge$%
zrnztC>!?i=&iIB-bab9|HR`zO+qM11dt0_WetmDxyI(h&k7s?$UR}V(Xzls>WsK;f
z<!AU!Z@16xb}Op6VAJ$ArhJ{BQ}G1tJy)irytR>=deG0(^y`$^OX=sXUfh!IIcq^-
zn8f@;tIf2x%B6hG>6hDbPc!1Ob-0t^rNf)Ocn!E>q*7G;8*fc$?CKHj3EotFAt2!9
z`KWS{Qnp6b6*DbNPSx?MSuEIH*|0p%V%Y|{9V<53X2x>9h;cvoI;fL>ZGe2#1Q}r;
z?uBQWlIQsbSuQ>5Iw5v(fZ4mYd4=yol5M`OUbXXmz$HcRAOrrT28t}Ru0-s3?K{av
z^U;!9-~FAn3)$AX8#9O8__lhYo2N{0&b;Nmsodrk&%3_HntM-j*weRo*7Fi?v+3MD
zRpFao{;KKRB7C$mqHCSDTh$lMxa)iS4trm|YF7Bw^zF4kr9&JCPdwZ6>3B{CqfK(x
z%So>j9&U~|4%}XRZ?VL&YgU>P%{_hDOfRn_Po9_6vfX#y*51-GuHtJuD)YYDie1-x
zHp^Q0psm)6bd{9r%AzmXCmvY4V*O%;4K}|5PYT;-ir4y1=1hzEZn|rmcM~^HxT@^0
zC&??;HKv|FyW4U_=AwlrUkumf+&^RO=9ax+^X5W{yKe*89S+Z%o4vH{*_~Y8Iggir
zU4G-@tE)HXUEA1pQdH{1sUI?O_rC6VE&b=z@mZ^qZ%=MKZaVj3&GslG)$Db9_r4DB
zI8t+1)W@q_roXtWaz<5HRiBkwTqk4Bb#G}6+3fbu@hcvLwQfGG+&Ia<YKiaH8!zuq
zoKXCB)`B?KtZhtcMef&Tq;ETT@|Tp~-Q&q__sk0nC%=w05nwQ=E?sXvKPba5`Dyj6
z>l?5BxszvGv25BcNpJU8<vbVH-?jW#;;xu>d~Nz__9t?zC1z$n6&{;rDs0+#EAs*q
z<8h_EQrD}J8@mo)R=OpUyFPeJ6I<Y?p6jI+Z|{75WpQ_6)U*V{d)r(5`>r(I4S&})
z*Sk-9)i-zPR{=9*q&~lmyK-8%cfrSdd(A?0tcqjImYkO|m)kmL?&MUruyXh3-}_5m
zDhUZr?3wjLKXm4qGo0tFuD?h>k{c!#8Q3PZ-^MhASEr@){KL35*3a=9Pj{|a^6mP{
z^OZZ!%Upe3>6gvZ=6rssr|`DAsb5aJR2uDfDb*`JpH*b=GQidBiA>O@KR1~cJ3Y7`
zbkF*-=$um9m#dES1id@CPHL@6iQCz)Dkq=xADiV}Jga9Lo9!#5zlCu&OUueH`wEGD
zU3JrLOUv)ep3gRU#=LFzd;H1qSZ3wpSw11B8=W(y?w?_Nwk+WI>%cz$sN0txM5;OX
z2Wc})dL9m5_2J$0LfcCldN%d#3BOuaHDi;j$7AlxU)H?m^;{Mmxga&v;@Q$G?@Jc%
zyynW2ed5Sg_0y|1UT&Xt_pI9QxqoI|TWY%h^f7mtWc#TV`_`{{wXH95NlyB*%>N7@
zX55Ze>}Pnqw{qUrM;ZBy50Za|&-R-m@=tu>jpu%W*)z94NvY^Ra_pV#f+BJGsGrXw
zy)9qI?!6}4?-OPneazoa`;|s$uj!g{n^iwFu4LYiH=YxoR~WozQ*Cz2&2?3!D<5yM
zlnHmg7WUlefMbb4WbEhGWwn!Hy50tzt*|(nt-FZtes7{qa<pu~!QfhcbFrM`6T=@}
z?mRB~k~3v)Yo_j&x;fw8#!NnTI$C;-sK`Iz^N%k{d^?-(xZp|uq+MTHL%zv--Dqt%
zV3W4z<fB*nmM`?@cCDR~aQmgeir-sz%1!69zj|$ptLNE_cfAD?4YjY&&5hc$Z@K&C
zWplR~CtX&M_~~xCW>$(#&0?95m8H3JD!aok{W{M6{q)akHk)fB_awHxdR!DyazcE8
z=n|73Cw}jru<G>ch~<B_#@W8Q|3_t4)Q41`U(Ys7wcOY9VxOG$qb`+LLr<B|E0;s7
z)@3XI6S}J+|8>z)f9Xty`Ze+AE!JF<Tkc`Bcb)jpM<todAKUL*?Q|shZ#?_;waJGc
z+v@HRTKQM&#>d=t`#mvI=R(x48EKhr`2OSZ_gUG?_7#b(UAkt$r>#!<l9?ym&um?^
zPxs<ei_gOLF;eGmhV)&mFWj`&@x8|FEBkbBuV9vVwnoQ!{-n+9ohA$aGw25IXZg?2
z>Q>{sG~rpP+|AV?uWTQknDXKKwZQEwSAR>KRQ54c?oRQit_AlrF8ybCzUg__@!3aq
zRi1y(_~mGcGq2gVbd%MIkLJ#)`&|5{L5^YNG{(Mg)2GwpOt<%TviIlz+Zr6-5xCyk
z_(%9c8PT}dnJ2%#F?=&WEyyY~Ggm3_)b+{pJGhF<YO};YJ~H}Xb<LkOcuB-PZJz7#
zJHBM*p7T4prc+_I#Bsm7+Rc-Xy}eOqt8MY)?62hYk7GkVgzA2fxgU9W_bv58)hTQE
zgf<;rv#>90=ldVN>NgyYe_B=lVe*M1bE@aBEqCV+&FN7O>;A2?yMEb8#S?K&JJ-LN
zDZaw;ZPf82%jfZi{%2@uQdcfYzO+{=V7+wp^8TP+$y0yUT-ef}+|wMlZPG#6bx{sG
z;<S(Qt>`<P`E0fS%2UajyLR2xn!NR_!d2Cb^#@K~&EvkakH2nfTgq{znM%`=KZmeC
zeQdv!ugm9EZ}!^2)cFOba}M)*-?<!-w*JPl*0(_^-Nr&$0mn^43V%GCVj&ZzH_7eP
zu4<|1v#hgCV`EC+2CvRzmslrx`Of>+yccuQnQv`TmQ;Qna@}s~axs3JaFfLgubvf)
zV`%Wp4q|;!cy05|&K?G<(BH|8=cA4uHIuvST*rFy<-J`$ly5OA-`km8JWcf0f%&^-
z|GtXREnYNdU2Ny<f_0ltamqHxE!ue_@d?+LZb#Wos|^nvFl|@fdF$<|zHj#pqCQnJ
zgtM=VojhHo{NS3o@kc(g-df&xT=em;dHao*-8j#-OWEy{4UeB1*RNN5PHvU;T)K;M
z9;3~*+QW)HjS&ILVt4Ll{W-TpF1yls`o@nl*0`kC`X%hUX)pEVuW;}&(ca3MQ<>K$
z@3N5hx;)9qJNWs#sb6+}xqV#ZV|r78!+Oo#%_ny}NeK5{oMnBT<&*8NE4PkrI?>u@
z{5D2tOUn1umHWcqy%M_>F;C#)c9t;Tt5c8eJb9jd)`?3tj%IU<m}QRnpV7XnmwNfD
zw7;1dyR!Q0=vzizPve%aY@N#WanpA#{hjlC+16|6PdoBfZO{4mfG69N=VfoYx=_&T
zXmz-j$Bv$rPr5!oo0F0q6+A^I<?D-zIfvQVR*D^z`DS|iRh7%h>9>y-wo1r^ul5R@
zl2>!)&cemI2PZk6Ee%k6^NTU&j+W=kJ0<J3-7PTmD!TIgx$i<r!#SaB!N0<8_b2`{
zoxlA~b(q)rGNG)Oi;X4n_Wrthwa)U%C65I>v#J=Xf-^H@Zt>~N{Tw1KX*cKU^|+}n
zJx_|eR(!g1ZEo1EnUk0&8Aqm=pRxG1cIK3~=SABUzOTEnCI5Ww&FDV&XIXC~SqkTb
zWeafp&3fa*$6>nIy_R$N(sSE{IKRjg$J*o=#*}XU*!A*ao9)M#OJ#Ol-4}&VRduc3
zt)pdDCabye>#E*4eY5(^UgWwJcim~|Jv{4xe`0jllXo)VdB?u!FMJ{9@*w?>_DVmI
zI?>aS^QY}fO<-6fedpW5YH`^<ZMmQ&|0GuXD!lPcHx}}jc)W6<ZmXtJ#EmCu+aDxZ
ze_gXfc;Wl#i$@PUp7(WG8yDBhJJ;HmX0b8wA6s!~Yf_Mda^JqG-P@MOsET;bx!fN&
zm8DXJYhOsodC@s*lNZm7ak$sKHRIT^%?8E?S8J=?sSelnx%M*RmQbR@vgzzg(<H5C
z1*@-L>TIQSwe6gn^t`Rj8tRs^R-rFvJbB)?Z1d+6&uuGLbt}1>7Az^ea^0}V&-nVR
z*LsfjKG$^%_zI(s&dc@AN^UB?wS~EX-_)7e-YZ-^&owvo#wqKCc``Y=$K`tq!+Fow
zFU`Dj=BI_}8Gl7}<qaz)rR!-eo$M)j*}!s5r*Pp~HkCP5bz2VYRNEQ7+0JXv&(f@?
z9J$Ws{&iW0Z#|IVkGiwnf!)!6GE2$2C3h!2Te<Rda_=N2$45K8SDav%`}(4&vH8b!
z_Uhg{RmEP$-zNrby=3uI;K`#^CMoM5NAt|IE%r(}Ao{{7=c;2y;+t<r-7a1`KdqWe
zN{QX{!m6CoLvu<DwoRz#YIDjCy^#LeCt~{LrKN7(&h-iNt{W?tvoCYaIXJ2MGK<5!
zsoV28PCoedCtK>W$CK5rM~&EG%2tFK`Fp(-yXz@a7`}KDWAU~ff4BIXnJl?^#8bE`
zL{0g;?CR~4t_aWFt0ljw@WS`EzG3dphqg>x&aA@nF`#y8zvI{SPG&sr+(&)?&SSI*
zj%exYD%mMizVo?erqXupSlJ!QlCS@~UXpFVfA{UrE4kTQzATEEc4$%2%cP@=87hB0
z+Ra^gjNSCWrcHgzKdpScyWl|DI#KD2fTG^*wprXg<*%bI-bojIa^aPVjBqTE`GKP7
zOS{&*Ej#aI`fazZYDD?@xT_YHEOK8@9<4C2Tz%*RU-2v6)KgzCypQQsUJ|!8(ZKU{
z%%OWdk8QO+#r0K+<X*_1zVrIgo|KR!J=cx&!}EFSrfTeqvrEu2&FPCSHSaH;w|uYl
z;*#fE6S=oM$rDYoK6;)d;IdoRtLM>NJv`smp6FLzTQu!E$Gtsar~GEVei><U+pNoK
z3bRZZ)0$2uP1~yL26@K}=Uw%yb!02LyDI9!O;6o7ebb`v?)}do_tnq)!^Mfmx9_dI
zdu`d`AN!-8%ZDq-&)OJ}_m{6~>eoxh7skXfSv?4gj??o$Q?cHx)@NJMRsP%lF`vU0
z=Is_dw{*9yKx|^8x@>mct>4Tl*C%lQnZx!rc<pOFzUr%6I`>o=-)dXH{;~9(mZZM7
z@Z`%~pYpeFPpVwL_H#<#)tJ58OoArAs$#j`u9CJPb>~T&2hYE(D_nPD&h!5a>qBk6
zsa#mlqwf1%@2;1>&vku8TmQW|o15>i4NPT`(m5T_ue&AZV9j&UwHZ&6|2$fhvGXj4
z*ORM<!h{w*PG9&c%-n%t>rGdy+}CmXxfRK_{$BTDqnYPrOo>kS(cZCn^VEYA9&fef
zczkWok5?_`@#oeoTT?vGFlg#7sp_iSyC=R%6!uqnE)Ce5-4z>HmR|lkB7D~Q7@0zM
zZLQFix1GI%rmKAZ5kBu;?3A3QidE%R`_FjRAKNM2>*Cozqc%HLZ2HXSURy2gV#}=>
zS8aG~zcj~j<(w4T%Kljr&6D4UDNp?IvsW)ObN#)HmD<|I*B4xwG4WjX{;j)pC4Tl+
z^fnf;Rb5|xV>N@-?=VrFDv27KrK+z=pXGEN-#P!O`lYpV9(?}KaBW@Qw;)Ez{|rid
ze#RZYbgV~N-ns9J9-F(xx$N`H=g$50<!t7wa(m;l2jAD*PkO;rbmMHvh2{0ZhmTzK
z+*{`!EF_-T6CTM@uOaa=#<um;&V$OYV-t2Tx*5hTSDkj8X;yx5VB>MqG))HE!icm_
zc12em*H5tgx#Rm9sS8U3U0+l^?Ku_kbjPDzN2f32STDMH|4HU@i}k*ncIvUe4tVtD
zd_8~gEw|%dD!2Hrtvy~5^3Qa_+t$~!j!k;7($?{4!n)!|$*0y;t=;<V-H&zqZWSHA
zwMXdMH{W|#Uz%A>ddyQ*H+4~8&nM-xmQmMih0h$6x#FwGdA3-0rTcNES^5*^`MUPb
z%3gbRxpm{S#h*U+%)2^kyTkVFUskU!m{T0^=u}tk>gm%A7{0D%b+eFlk6NM^ysT>8
zR*~r^#Fe{FZkc8Mn0sw^PxpC0tF#3=BJWPDGkYFv^ZD1Kjr+Goc1rIqJR5ZVNvc-N
z`e^;&%acC3S*~=w^*u4pE8ov3ZuZ~heVgjGZjmyWvS{9kuam3gsxGZPw5`Cm(&0*@
zeciS-Us+Y%-oFgFTy9X@GyllM7c=i(+x$+Ewc<a6)JoA4$qkjOiwu>Q7N3n@xg=42
zRk^#eiF@TY(=rj2I+5=|{$3k7xQ@(sJgOnfb?Un7iiv%W_H!dO9Bi(9oT?CVyrC*>
zmrlo&gxh77CzCAI`>PfNJhoq3lEbLpwdg^Swq^9rmc^nMj>H?=g!D|BJV~p_pyHKQ
zym7%3K5bhLU&-hgx#l@#OAmZ`AAF+1=Bm#mzIv{6$2#A*eC+uhTIP8E=h;YwUl)?|
z_FrDAwne%wU9>vGE_e04ot7et&9txaxb!4{SR*}~<Hnrzj|0~JXJC0YMf9A2S60c)
z&pjWb^pl)Zs;>Gg9#j^2vs=Q8f9Go1=gi7WJ<`LNH?S{FKhF8wH2;M1`n6szMgG2d
z{!gdb@c-M(`DucoU;mkyo?0!-BI|3@FDHAt-c&j{vEjk9&FWJg_ig!m<oV_PmCKCU
zB%TyEz73a_Su4q_EL3%g!N2OV*qr{^mVdRr-@IC67`0vQ$tQc|IfDDFf+~IdYO|LK
zuCtd~_s~l2-juxy=c_JB;80OF-JYF!tkPEV<EAEqiud6zt2iHUwFfTVH`i46=0=e$
z1G}yHb~o0@Z)3c2wR~@Y^t`X9)z!}Xx^e0TnW;`mc-~+f^JX$r0srYc^P^79`mWOR
zF?7)kDKEX>GtMmv_q=l@aN;|y58KaIo$E{Bd=hpikAL~k_p#f`E_`0H<aVxL?R=5d
zVpjF7nXRYg9lf9a+54YiYTEkR$TOFAMut?Ct<_*S_$z6_&C8R+lVuzJyu5ex;Fj}i
zudHC1wI)S+*FRCta~JHR-252Ndwsd~e0R2Omw8m}+9!UK79_sz`q_Wv9@DgY?$fS%
z#_jmG_3N3y6uwNg2Ei>o&!#+N+q&WBLyaANT7lKe>MC#Ey%TjN^t)yp$NI3%R}*&~
zI@um%6~44$_Cc}jm6L4T{vBRh8M7;PTVLaB)n8AppMDf85wdMktxnA~Wv%60T_y1*
zaj#d|3cFo;*7Z}RDM`sjp!VfGE$@o_f*$ko<5izt>kHpmGdp0a<kxj`+)B%mpCyIJ
z%#S*L%ky$!;KlEzhtBh}2b!)9+jin?WaE=Mi=}BS@^#M^?c6Z!?16H2g_1{$I}b|y
z$!<Kj`mVfTJik?`X_$ZFCWccX^QO*iVvzWg?dNBgV7FCzMUG7AmzB4k85M3^xI9*7
zO8$X=Q}q_+blq-ujz}^K<FQb<UY(}A(_x+cud8!PCRrxE)!lBXp*l&&q)5QFx3n<3
zNR-<o>+y2GtRwTJ63Sim<?ovImoB^O{C)DrbvrNT#%8~$3OIbNu&AqEEo<w%sU=1;
zdv_-{#_WC8Tg?_}sPy&mT5sV^=20&n>{fN-uX^t1IpLM}!#Q?kS3bSBa<wQ`xbm{>
zmHXKr;j7MyZh7#tgRlDWtY^<J2sRp8d}X-ql5(bYR_3kv%9(779y8lq_s?Ck!M^%s
zTzzq3F{AaA$G4XT^1Z0~V&7Wg`dRl}Ij6gK9sAzf*+D`^f5JV*mJ9baNd4Sp{Zi!b
z<LC*m($_tnwN+Dh{vEf~Y42avipp%15vW|FTXb{1PMoRbiS@SIu2md+b-y_xxo11G
z?CR2><<*NXF6=#Wsk~?DXS<sHAHM$KJD%oX`aFDt#~RNdyG8qM|MuN;m`D6|*VFY|
zc<o-)Uj2GLOVs<_>C(qRenDk9ANIFj%Dv{)e5Lede6hQx#$sF6n!~9N`#0Rzxj2vU
z&+B_@)=g&+K4%#BRO`we-QugKQ#nGXKHYch&26)}N0LPkdS@(iOHuxLo&V9>yiZIn
zzI|KI|8PGN93vSN_OpF$vE`xMr8~b!{F;*NXIQnf)T;9BO%<D~-Q3Q$hk6R5KDne#
zXO{WC?$M!Z)-^H-*G)CHtKGh6{Pe{G)u?Urxl&sj97OoEPO412wc@q$#2h)ZpVKFI
zo!hkMb25*c_J!r4#U^!)T!k%)vVwb#?s&HP<h_+AOM4!q-!?hA$DL(+*2`~Q=Y#!x
z17**=7STEKg>6q$cKMa{oC#&`{%FTXUip3|!RObki<jrPa{ZdO^@(5It>s!#3M<cw
zzWKT4-un|@WUVX`wsWj9U==rymS?yoyY~i5Q^nV%JAa;Yt(p+9$v@d5IA*PSzOk#m
zgQeOQ-d_m<hd->7`SRM=ElIm<@nvU~XLIMy+^u{0{eveV^Rv?A^|EE2l!_MJNc?LZ
z6cm+{sq!YW?VZyRshOW5g#A8=p9y0YU6T;E=cDuVWNC>PXN(&%*P6Xp5>vcw8;?hL
z*U1c~_s5r;_B?;L`<rm{W-IBGl*@^KvnEb{ZgcI5vy~6~euaOcCt^}1<c{qtXSUw8
z{lz&M+xOaY{pNAst<}8sd*duqxhcD(rlr@P{;=k6SU|q~K6cTESEj5=Gu-aJ@%a1G
zBG;4F7|GNeUz(|N`d1i}$Bx&5GuhtpFRi_knz8srqR1pGwTYfK*HTZ)U+egEr1;vZ
zyP67(o|`MC-rN^Z{B<o$>T$N6Z??0{+9sWKEj%@L`$p48O|#pd$9$af<!#iwWOMnb
za}}R{uq~e|tL3Zf@ttXh-PBo12Os>+UMP06f4Se66N^IY7Jpn5qgWgoRI@ARMDC0^
z%|V_y<@28h&s272XKoIbG?)1tE4azyQOT{zxi3zwGV4k2T3z6@&NXVXy2b04p{;xR
zmMbm2(p9y2o|l%Z{&usA=j^@CW^b>weEury<7UNk9!x9FifI04&}CSY+Pzrxqgqku
zS`OW_E;~EiPxD;!xwUsqZK`~4vG`@@2`uw=ep_$1+feAZ+Mee<J<B(Ky0L2WteQ>n
zm9L6^%(}|J<nuc$yJDTGjr^%SnSU1etF3-&@jA9}ZC%gL&SRdhRjR}Ps5(4<u6$=!
z)sOWPKMVi3-p$_MR~U9=+d+4mN85@&r>s~jmGyj!e%EZ}$=BAe?>wNaQ*ZU*>LkA1
zzeDzwRQ|rAS-I(F>~`B<_M(ah^rKg<cdOd*=k>FRCd&V!7@gy%2C&RuYi{-}$8X;B
z-M`PT_|LFi;q{J?^ds8ywtjm5ZOVfG3~T>w)wmM7$>#pGrGCqca&=A8FW>(#jrDQ;
z>)_>G<?>&fE!NMR=6nB`z10@gX^Mv%qcpv4ohh3?^UI5mlE=KS9{s5C?`zGbT~mG@
zP<XyH()g}S>i+l-D~hJqAMrA+GW(Z)W$h!8#P6>{uPv7UbXmT)W`Qa9lElyRw2Ifo
zl$^JH=@xAAeBE~c_jYUTR08Tgymb08(fIr7C;u7VR=2&%i1m7r{_HGY>F)kpA+eEP
z>;I^nSjYGN&|3TMnuEPJeqBG|9z8{Fe^mePssMj`FHx_1OMd4#-O81Z)9)0Get-4h
zqmFZS^~d&^{by+D@_TZ5|3k(4sCil2qgV<>*RPrRE#ae$!{3MD!AHGB65Aig3&{&?
zIA%PnqoS{7{)|W4{kEs%ex3E7;mr9>>$ZM2E>wRS(|cvp8IIr1jQ_sY+?l6ZU;lBX
zf9HLcroxC*bLPFs7moiq+jhmvPaD<GC;w+)I$LP9cKM{6=hqe{A1!*`RByGR^kMlY
zgC||j=2}MHQk(Lzc<<7pLz9e~k18_mYT|V<z9F??@vWV2-ncw@zi6jqgB)vMb@Jp`
z5$DExYft9OS;)s%J)3&Q^1j(|F<q5g9_(H1C+()byj9R4shnVNXZ^bDnLGPTr#8g&
zT(`YdJ+FOJb5rK-Io-}DEM7;8>2-M|26=RDSKco3IdYYg#dlMqtm8cE<~`dz@k;%#
z)vG_;Taxqsc){K5e%>8&m8&M3Y}^*U{`If0kl0m<D^I&^cfYQF<Ri<003+Khj;}9N
z>ijI9&-y9zO6o9!n3+vg!1SsY2S3SwGX1hLWK(&3<r`<o9?z($*B9G;*fLd5(OTMc
zrf~-&UtzpS#;p4tZ)c>j-EyybufFrzd)Z>S3$-7^&#SFHz4CpcmgW6<x^mm|0zWyP
z%l5Ky`+2l-Yuo%4tC}tezOh*MPGV+K>~r;NTicDJvvRHDADKOwa`O7p)DvCDmsiCe
z5boN@<NE2y7q(rxYCS*axI0eRv9#hK%e+IY4;M<5@!psinzzn~Gx)m6nn`<)i)!EB
zc`p8pBiHi&sMD=CHpqTHtMhb2_2gO8j_EGgT_<`zFEgX`w8vbRO)6&X>N4SM`I5_+
z=SY>UF1f_C_`>fn6&2ojTZ`sC-FD>Dio<8;?w+7@ta8Po(12q95Eb<uXG3;Q{@&45
z-H;uA=NR92^(`GHOCB>wUE7m$O0bIY`n3ftE{kPkio=qad^XxV2#I_nKB?x+yh{qw
zs=LFUY-SW^Uz_YwJSWt;(?B~_ZQ8N0JZITry<)F$n~AqyJDg<rw^eBZ<MUbPUT!bW
z^*VP#<gfPJGzQ_XYo(`4Jh>)w<Y#@<Ip3IDT4CW9v#05rIlRc0dehTacr1I-bdHFR
zZ(|m}pXN|qvhrE%*-5!yH*#qSp7^)*+`UuXJHvLZJalY+<Fg$*FRN@cd9Qw9$))?w
z^R(X1;mbZ-y5g?v=4*SMJexEV*hQaNEjB&9)AoGS>jlfJH&5HIx~5WOamo2v3qCgR
z%UpNX-Pz|n=fU$?M|Ku&nNThDeWCX4;FEK5iziQY7CxGMqFwIliZ`CGBg^?)?6$tX
zytiL1^UnFoiQ@M*-+I`gwqob$dDU0aC-xP_vfE77I&GL#_&Rjkyk+YiI$FLAO;MlN
zwPQ*8Mm`Ul(2j%3OT)Q5E!LXGuD-T%A=ApZ+Es;`$4w)IirBr}UN|i4y1X&x<UFe@
z4>_5?u6WRIv9={Nu-S9Bl-V||9E)EeZLY2lianLrvDtnOnab09zbo_3v@dspqTC*B
zd%I@#%9RS8$uYCGs~mI}nZ1$aj=pGrae;wb)|%@)6(`ObD(V;qO}%^2tm84y5y5M_
zIu<Fq)oSMI2AT5IM{Tt|v`Rqhvh($wUXKFAnb&F0n&v;dD{@Kl{MVsZy-k_3?s^*@
z^S9f&Y(opf<jF3o4id5}rk>+eZ+6~sZIK91<;p9p3~8If!Yse6y!&B++?SJCcRgdH
zoEs`uU;Flue{Xo_6-C?Ez7h&|+$_#A<>a0WjhS_}w^8AFSMHI2nctQ;HfX9>_j~it
zb9_}8A$-b{A#C%5<^Uy4%cD#$(xxh;ZCr9%xbN#lznhO`xE8Ev{=6XT)zR#V-C<2D
z&NEH1YHYl=L?S@L;a2X{d9ue<3PV)5I7Q1MJz1*565Pv9F7x<cbVGEn&?@)yQHS-E
zkBe}(70*93*>P?6rIS16NG&-s=Sj(u^L9U1rq(X*@{Fj;Uf5|YIN$4>tIpLW7pJRK
zU!CzVRJKZL;nKo@R@qD=%jMhdT;XkOzBOTsz{9Gm>N&G!t8U8dYT5qS$6-~)%5BwG
zo0bG0xMjDcJ@MlLhGKsso`0fqK24~2Hf#Aaxi2Sos@yp6Y_X)^{3_2Yb3!v!EtqXr
zu$_o)d>^i?yJ6ndIgW3m1e!PQ)sWoGa{NTj@1*q$*=%pFVYN;&&AJzJ>{QjaCEpTP
zX5N2l^L>q`OmkS|4y6^Rdl%2@&I&hHn7Gp>q>yK;T5(i?>%rvkB=<GRD_4fRwRk(L
zbID^-uKBat*0D|b%bUL9=Z@7pN9F`9&@h>_ap`1N?&&}KY&AK4vR|61aXR$U;*4LR
zg2_^TUtOm>37a#!JZ+)6?9QbrY8}Zvv#z#Ff1I^+_wv1-oYw!QtXap_bH4d#+~x^C
zPxtK!%Qi@SAEwL9c~CZUX|j8^^2*&4WhS^5U3PL*2|a!3&b5@{ZD#Z4uHgQzZNXam
zTJzx9T(1Sm_cq-~`Dd~=Z^;%<ZU(Kxp{|Fn96c_%Z0?!2D^@&Ovrr}_RLJ1wYWE3R
zGTs|s-{YDX^!8KXr><{1RoRvAe2(LO@Okzj+pxV;XS07?-+p$%-d$g8eWW*~&#sv1
zKYdPkr`6}nYpd^fPLU|?<I_Hr!mciJee<;c42;4(<+D<@9iF#!)8bjjI~e>;H!$9Q
zAJ_7}*vjjKJ9BA#FaPqqY}FahXWiYF__U$&(Z<=|-PfMDko<K~$xnCFjK)2WriGsR
zS9)aWd)c_NMR|qdmMl`IPUQT$_V-o~*R$Epad#!v`t<@bH<`&?Z0wpLP-`4GPkZ?)
z<y<zwV;Zt6^5$v;A6J{nQ1x}eqdAq!-kh(J_Lz8eDdQ8Ks{$4)l`TwXXU<Z)_{yr}
z)zat<lItTjT%97*eo%RG9DBZ*_}a{)b)m;?3S*3ypDihMTkRPu_q}{=QDd}1>AKq<
zSMH@cSmnKs*ERh)$&a7q`nHNR=Vxw`J5JbbeSYQeQnAuQTcZCnG}UfiIL+*ohYe#~
zZ?0Hy`SZBK1s*&etW_JPsX8r})qb}6`28xmr;_VJ+(a}b*CqYEvh#S>PSe|eZrG%E
zJ)g6A-rm=3-k}R$IhJY~+D%=`@Y7#Z!mr5HE1Ko;I!%?ycWzwjNo^Os5v_hIvd{Bv
zOzUpu^M%pVz8f)wi@aZD`MiANwZp%v!}d&CwLtD_XZ9SXjJ;D>AM`x9ddjL&QuTe@
zQO<W9Nm@r|rsd3g5T=rmro6X=Q|`!v;-D!xc~53#Y%J7zF8T7d=~R>3A#*-oT9}$P
zd2jfxmd1vx{OXp_EiOzS%3pt7^YY!*+3XwE+}@BNy?5W#Gk;eXzP`6G?$<1f%}eLG
z8a%h%mA2E^n$3E@)}?z#>*rtEx%yh*y_HMWWQtr;+Pf=&fnDX_)N@PDobUO*Y@gJ!
zJ`)N1nM+d(s>{t=ESZ*eEJ>epHPJvh<AwE=1ww4q{~5HdO2n=`J5$ZKed6Uydp>;&
zOYVB{G-<!abM~!8n?#HzRX&@$=WN2&Z9iwel$j~7A9eFEtEFg><=X?_k2<QXxYM=t
zhJIaJG+*JYl{!I2|CWp9t8BD=b$Xk)<g?{dzgynE?mcH=+~U0<Wr63iou26V7EL~3
zUb<Fz>lRC`{GCDH-ii7cKHD=raLSXphedC^GHeTSD~`)8-@(LNwWDJ7okK-gI*;}B
zD!+;zKdW&z?=JJ?qs2ns*RNVOb>ipGlXq*&`5N?P-Y}7Qytd?~jPLFVbAqPIO<BTx
zZ3<&(cEqV)J<9BB)hw6K^N;Gcxi-7|iA~b%F2<D>57OG+FdKSzO%}OVtCbfVCf!va
z@_;X^VBVHuuCr4<ST4(zo0>S~R}ky-rQ%Em7B7Qx&u7hFF7h=hs$>0@lv>T(h1b^o
zOusZMX!7+HZ{CD+_grl;)rk4JG{o}JvPZh@2VT4MPhfu?<jQQxz_)dw+H8xMYk7gO
zek+cJ-FU{7`kz7SRgUg$g^9<iu137MQ7ZasmhToe)8{hf&u7g%rKKOVP-OXg<!X=A
z$SDGh$JzFlndB~LzHPZK@3f0&NbZ!{!noe$FP}2>-d5n#exB{=xm)h8UG`mfx6E5w
zo)YZMU2_+wJl>jfbQ!~b<;JG0^Ea1jZ{6VW*!1aHUA?M+{;$Ps7E`uyJ{Ec1Yk5!4
zc+REMJReTk1@|4>E$yhhXq(0RS%;!Z++8o#`kVLN$<;dDwq)AP$rhq7`7;_fxmOk6
za(lUjZ|bCpUV@n~&g=B4r9IkyWgElUl7gG7cKodV6>|Be=I_0qe_mKB=B~PA?#<b$
z(l*VutR?w8$+G7cK3f$Pby8YWZOt7{<2k=BJX({RerLa+V#VWqn*UN-1eW|0ow8|1
zoXEteX$Lm)xM_=v7KeOu=@i+MzR*^Cf!N14Jnmlc4_;V>MeazR*c^2EMc$stV&U6^
zFFdz68shy?x@MK(tk$=8@4RE5_jP0bGB%rrT1}0Y`;G<WzKJnjvQg%%($1M;zDI<Q
zXT84dSMjZ(o@@8tc}pGDXRYO#m8bQ5zU`jFmM_EKOlgx?x8s(^iPZCwYv=0wIBQMV
z6ZTTCC3AmrzSovXp)vhytIcLE{lI6j?4?yk?2h<zd!3~1r|>*l>nO8T>&r&dwM()V
zJP3D`-Si=}|6yd|Ef0<}4S#t{3ZhRewtl_Tc;d!`MOIh3B;>Xh21>7ITb|)?PTF+o
zmz}fAwcc91jH`Ymxo1Yi#M@iT&p%@*&^~43U#PKtf|+4+&_6K&-_4&lKT2DgTlkFe
z@aL`{VUIFJZ?h}!t@ZvWVm@D6^Rdc5(NA;!GgNNUzI7ltX8OCz9ew3yYfR?;5e)3$
zEA|hZ*S21hOZ!fhO0mY<!V4>zXYE#+c;QM!+~QBGyF%7`J)f+3{LH!@1LGjO%a>O9
z9xKq=bgJ^iI<2l3FM6W3_6qrF@jSN)_L+IseR5pR;*~F*%spzYn+gLbAACOlxtrx0
z*>kNT>%17hu5|axNIY;<^Vs{WlhY<8w^^>$w%*Lr_;KR<$O`tpE&HalYTN2mEnT->
z_28`(E<^vld%HAtOjchW^=ZMA^jU5bXFRr_>$}crd8Ycps?5`dmapemEm29HwZ`8z
z<AlufwWcBy*W2!T<@-$L>QaTq{|v9!Jjx20v@CF!S<n0AT;;&)m)0^1ywkSWs2#$!
zExU8A--*LBV_x!JQQonvKGT8mMXmOviACBvZ71LQ1~*5|s@7KC`R``@yMJ5Ewko{X
zdRWtPUF$^O4S8Sdj!jRBeYeh|^!CJa@9L+f+wCm#zh~O3H1YPwRXfgQdt6-pXGP}T
z5-Zhf>+APr)TVtr$mZO?HnGyTPm^ontm`*}{)L!x+<LR``{knY`R7*r-St4`z5QH=
z6CA75b}jT1`w@8J?aD>huk-$A(B*#~z&-PPnEl-Fh|afR(+qgC7V@1q=B51SrpLL*
z^E6+@U%B#XPKl_|@wd?{+)g{QKXH-^D3ExzMJRHobpLbTP|24+t~?WCw)Quj-Sle0
zoBK{@ihYlttGBA3Z((C88fVdG$+m8dj=TS%olCvsPjx)4dgYY9<3Gc^wLfRgvV5v8
zef#tB?jntd4|jhq3|f9udfD1-$6A8D-0#`XjWqH+em2~7hamIo^Lsf~AIREqsd-zw
ztk<*`X=3?NX>YErK4Mg`r(SE(iJ}7I=->9rs@fgPl|L+BQuq92SYpez3R}z7+1$+i
zacz^9Tz8I}>y>I?`SNwZt{(ZU8>K(%*JqtoNWZo=XjhudyC;gbFD;LhNSm;%xUpx}
zrin7?B5sp+u1UG&!n)Zv>9`DE*3FJ5AAN2&WG|kW5wh&kMZqJH?lm8y7^bZVwKy9e
z8h2<_$eF)O<~>m@u+>_uVSE1ZajzSxKW(eSV!9k(U)vlQE^g_caQ^3C4UK}V2MRrm
zC*<cw-`Z=N?aH!CVyA6>vCQ!~g4abuC$yc--=*<vh21@O)3a7N*XB(0(0u+nJUOmH
zb`^sg|I6UxFV7a8nqGV%)a1sEE}e$*u$IgT76;ijFPfldb@lC=J0D|$7w+xujf}Yz
zP~5k5sZ0%%wx053g>P$5+(-z^nwYnIPw(ou1=o{#uS6VtytHV;o>a#d8Py%f>$2yC
zth;&NZBu;K@v`aLKFS_lZS<cZ&ZuBbS)ca#=X=8*+i*R4_tmy#mA$Fqg4s8E{7hZ5
zzI?KdUh69IR`=xF5T%sjT{~u&pLjS!I5tJ4r_S`cj8*gQayxh7?qFZl<fU<iU9F#+
z&xQzXIBxRy`L&&^+-}Xc)Ldj9KjoTt&63|?JJmKniSrjdHtU(e^ZUW|e!ELbE#L80
zohj0}P*m0RL1Jd}v%St9dswtKzS4T-_UhHq*zK>1cdcC!u0C&Tu>W;Eog2LOb*s!4
zr)@eG!RH?JarOz>h>yoj&-10``Yc)Qm-+XaHTT~r%Y%vcyPo9g9g6Ll|7eYQnWUtB
z)ET`~Mf_eX-DmxZcr#6{sIcfoZNn_tbqkkqDjm$>>G!#Q*6LfU>YDSdk8O`uZEv#i
zf8w>#<9X(Tu5afBf0Swej<*tJ5xi2ia=Y5f`LV(L&eF|6O<skuR`Xewq?r4!Ex9Pz
z!0sP)<%-G7wdtkG`<DjXVtDE5`S!}6f0>8!bWJW4&YQWa{rcX>ysgs7+n+|RR907F
zlac#!^sJxdYu~TGu5G`t_UcjP^`=g)Pd;V+XZSEDRGnqcl~<f=eRggLzjNKZ@Mx)V
z!GeS@k9N-VSKFPrxBJ;eNguxZ*Oqpk&-Zc<ZVqTw__FTEyL`?q->qh-GWUO;b)&03
zI40^uNa@S)pyZxwe&XpD5<kl7l&;nmZtk18HbY$5^u(dxyOV9M$7WApuhV+WGV{&x
z`{s(ljnRgRJX(8qJt%n}wb0EqH&^oIA+zv(#}jkh?yu91wwv0V^I*fjy{ij^+<(50
z-2KhgDtM1eQbCc{qIc=Pu6}=RDy4p=nomot=Tv#VbI~;ekLPOJuNF2&imi-Z-N*5-
z<jL8U$M4?Rwz}oSpH-6562~70i!)STWvkg9b#~L27a5M<H%GHD&pOf2_jT10;VX5b
zW^NO%B=%pvwE0t!yM4dtHmAlASyz|d+ZP%v)wf?;dOk@@#fkI%**JyAGS{v9o*v!H
z^V8wD=)A+rnN1g*GIIB?TJ`$R%3~*1X7q3#S2sO<Zn^2TGdqiWk~XHcFU^~^v0vZB
zFJ-x@%z+1ww)r?){<>-@&Q<ZI_SLkW=K+Q3^Y5h3`E`xw^ub5Fx;u_NDvWt@@2c-t
z3q!%)*=c4RmTGGX3bKqUE#C*WS*|zBy*ppBXWlon$&6W&62&1kk5*sXoWAqHq=Kxg
z-b>b11g`uccxOkbN}qP?&gnYGO_!Dz?vShE+j>fpGwXFv==$PKQ?4vsZKBxgZ}B#0
zS7CqFq<d?Pdge@y)-=A_u6u1+*!kJZO_?>-C68y_{B$gHJ;$T%J^gNCJDZ;h&ok0;
zZQv=4PLi9iYvN{nsXsIM%5vY$rinirj+O`<?D^;|#oTAP_QYa~by-uTHy-R+a>-Xz
zi07Z^vWbrij@4?4*)YBg3-5m!u~V0yJxO%?>16q+P1_RY%(}SE;Y?A5=o&#sxht0W
zwS4<C?vxpZT`j0s__p}g_A?ddbFMTg9?PEhcJCR>*=3f+ImVY(pUm0$GPbeN)g|HN
zAM2{COWyB%5wuh@>iHc1oQK8zYm0*&FV6{IeLDBx<Gsb@W*ux!Jx`wPdbwSsbdQ$J
z&L=5(%jU}dZj+f4w)XDqCO?b6+0$kzaUOUbw^eIHrp%_pp4kg;-F~%p-qx*uS00b6
z+xlcxD(@Su6Elxjy~<M4G7Wrndeut#>X+eeOXd{EnW;~ZTejA{++fAG{GD_5E>FHb
zJ>=)Eud5#i`h5MPee~?<=kKMa#9P?NW#0TLd2Gq`vg&{<_P17RuV}oubG@ik&-{Cj
zW|gY5uNS$LztC^Z+H8|r+3c0F`>VFLExCVh{hYO1FG&=?{&DSBwoiR`*F67svk&bF
z^4#m6S?lrnbJE7;SGt)vA8)PP|80d$+Wc=D9<R5XdR}8gsj6AYrF$s_*_z8NZRUi!
zCS)Zom({YIpR~6*@4L3i8KdIB+Re*<Tq)*B+xhcw%IBa(_oHQHwna<zR)tKS|9aMj
zSu>B{du|`~=w`>)<!<Zzvg6Yx-RahTQ<b~-y|Q|9^hv9E7II&oYAZ7tRI+VR-aA1i
zeQEOMJJ%;_+xiC>um7^*&x7LTuFsAuJR8hQ*GlL;DP#V+R_b!GWLUJt{@^{4wy!QF
zd|M;IJg4jR+qbb((l(cG2wp9H@0a9Lt58po$4kotZ!)pfzMOR92*cULGbMgo<W78=
zdC%oZ+N$o81(s*a#iwm-C}1rNI<jD!xM<<(<nyb~-P(GQb60+R)k?KxA<5-Ri+6Uc
zdd#%Ld&9+P@^Moh2YRIznfraa@~(dShCOE4^LJjC?Z5YI&$egJLR6Tlt{LC;Za!P}
zaoH@t=Pa>qci)wpOD)tr9jdZl<x{=X!&z?XYh!xPX)kq?S@zPTs>eKwo%c$e>6M%E
zhK+9<<D7FM=M-PtyW71*VEL^*zcvKgatX~@Gx23qj`pWIiS?e_I~Xssiyn*A2(nmr
z&CK+P@3x!YW@K0#jG5=gwOnn_^N=0PmKN)dJu49Sd}~j4#189-a<!emR?jtEwwOQo
z%-85M#{Dt<=k`3xUceu9?dtNMy_It|&zXFEa=drTlAXeK(!zn7Taz#9Y}H*pIo3Ms
zc=HZ9?Zd7I--fl`PM)^zW?*;v%(u&BC%(Ra>xRYMKwe+Zhx_>!?dg0s=lQHj+RIpq
zgWo7VOMkoU<`=g4HD_LbuFbx=<@6rG&t>elO+V$$uJSHDTK%lQc#7lvb9-*Ro_ga~
z&#vI9vu!t=d&+P5Xy@tKJu+8+S2DY>uXwa+y`rk;`?Hm6U)7o^O`2nJXWs3Ao|JTU
z(=EGZt&sWrb-mm?_ul^ae_NA0*BT{lTXtoaJa61uui)~|FY@1Z960|v^w_5G#n1MY
z{%2_Ese1g{qsIO6yuJQQOFr%Xqx0m~li7Cj+M`%L`PFT`ux`DC%!Zf$isMz?AMyNW
z5Y5)_5aHkZ>x$Q`H)j*OGw&L|y#IDb<I~q>zGcGms(xQT`+ohp%b#Vg@gDE!x3KwL
z9I2(bSLs}5nyB@BhkLKPo65N!t9=v*a;QnZw@2-9OuB{c(L}pN=ZYtv%MNXuKJm0o
z$Sc#b>dzH(JAeOYSnD(EN1k{2*Y)$JeZK!`^~tiTJX61xX-8d8{@qq9EVpg`eTlWF
zb@QLeo7UVGJ)Qo(pgQbIRogKZxwc8m)~{S|a@pUlf6JD=K}zAzzN~ld`gCW-&qmv$
zHNMNT^ENd__n+I_bUosZqk419=cReeOQpVLX6GH>=3UZwrB&v#%g=)cUdNS~Mr<&;
z(jMXZ*!0wuMc>lbp7-+lzVT&!M#9Y#%l2MwK3)8Ey@}L`<iqt7LsGBxRXzU|cIunE
z%B!I5#aI4aIP%zZK?k4Zvpr?9p^>{Do8FC#XYARiyi{9xmZ;LxY}v?`@>NC7*JVO4
z+PIX8#&+b){W5F2^P-s53+Dtc{C3=H#j9-J_NVVO+id1#T%57}Nt(KB)~kuf{a37%
zlKXj7e_HjGllsc$XO0T;RRybT3k$L;{1Gyj;n~v95)&s+d>NQMo$Y$^jA`d@zl;>R
zt@XUGIQDYi*Uo}P(~diPuH}nOb~xUDXq`#CzW=dRXSgO6-dn4)V8xS?6}5h)V)NFD
z*6ee0EA%yVb5yA-)wcT8wczvP2FDeCNA1F#F7z#0%;E5)J}PmyOyPNxMGxefMPr^B
z1#C3P(=vKx^+{{C@8te#3sn36Gpw4m+w!)@mK2Kvc3Y<_&zX}p=ji@lS7X1+T`^sC
zVR{g6?uzrKov-~r8x`(a_4xWy^OelErp(eax*g<n{MxD$$7Qq5OUP~Y^K)P7RhK+x
z?iS;?;Q6luxtGcE3h5bTHJ-~(m6&Jq+*Ez#w(U00O)o^n3AroFM?Lubsc&l?Cxhkc
zm~Cdu<H|kf9p-Lho_IEMrA$%wIo<VL`tkp^X8vc$PPVxgw5fV-(5&js8*&>;SJXWH
zdj88g!>zh^BjhqqmvJ7<Iz3a;_0^h--vv&WocyD`eCx&cdg9#NwS}?e?Rs0fvr984
z7=B-O=s&}8shF^*xsL*mXI+2&MP>Tl^~u*lQv=^ka-Y3ys_I6i;B7l|y~8$c%VC~;
zd0FL3eN*kVZaMFj)t6<f<%%u|I4kGzKG-5;J@3!J8&gFtJ==S(_I=bdpX9E?S4t}K
z9xFa(>6?0Y-Hecwgygm1M;D!NKDEPkbN{JD^MqPWSMUCudQ3~`S=4;Jta}3c#FgKC
zEWEXR`&^S5GG6u7_vdB5$Sh^$`S!w`saE^QpVWuet6P7&sO#K$v?%1~`V*ZiTYIB6
zPVRcXtuyDZUmdUCrMIfa^A<l{SDPo|<zSPx=fcTa*5gwyZctuvOnXg$lcvm*@Yz~L
z;m>@2{7G7`=_i_SWwQ0vTMuNKv_wwr2;#TtI<{qpLPK`ysU31V&lc@?RrC6?yGVEZ
z(X*MiJ(8yg&Pkt_J?~!Gv$aPJ)#qnDpR_A2@AS$yW!rN%M%%7l@OkY!hA_vomGkBn
z@UyO7+w1v6{@7Hlt(vF(cf45~7nnUQEM<G0%+~2sENo^y(ksc{T@)E!@NK<c)5G?-
ztE-=_W|FMxxxU}eBF8EGd+K-jK(~EztGo)r?P|IMr>WmoQ2u${Kfhdf;?_3b^6k4q
zryi17aDJWkS-l#2lic6azl%<d*;IHdJihaE$EoN&E6)9`jB8)qtCp#==dpyw)dTSv
z+s++Xe!_ogO#6|lvvVhInabHC$G<e)ea%rt#vP{5yo{H9tCA75Tp1j=($6a{+qrM&
zMZIKuO&;6T^D~zAJZv|87w9Ry{?vodq3d+lK706>{oclJeb47>T%7c3UwXgtgOs#o
zeP0h3`9F`1J=bEHvGIP-b#v36jUO&fjMZA6mh#eWdfJny70i-vuWfyB)zTvC^Gt;T
zKlTl#Tr(%kx@fvSEa~UuYwBCvS87VA6wkWS^w;KK*GI-;qYcl$tc}>J#yd&Vsz3FL
z<+82r+ha4gRW;Qd$W#9FXwTU_>ZPeQlMkP2J|SD^zx~>c6efpXk9Kv}3-YWeJAZ9s
z*QD~zaqa2X){87HOOK3;abB_N#B!F2C)Vu_xEiaRwC`(~_FSuvd<E;Oug}e%7By>i
zWo3!o)EAfLT**y)|9!sW^yJLo{CoQ+PPz5wjEDY}FYALZ-;s8Byq;|j+i9PjlL}(J
zKF`a(v*up}Q+3i_9~-INnXBi$wLG^@(eM0Jk$Ep?o;Y7OH7<I;ro`kMk6(vHU0GPk
zp}bP%x~$geax?L%Y>T!${cyajHr6iuy>%q-21nD!);#m8UUvyqtjN_llKk$IebjZ$
zrtD?Cq8!@qD!&TPxvh1echA>#ZKC`W3bZ99R=%HAQm(Tp>{6zR+sT`=iVrZXDs=ta
z_h_q1?dkb`Q~fMMrPY_3yt8&)yY7&KZPwczGBWZnW7aJ$Iq=lKKI+_-D>2X2yOyS;
zYilgN+}#>;x%X9$va-dx=(lz$v9(#7_Ot)#((CXO+qq}E%C=0EIZwWr@))uO&-opa
z%Xyw*{?g>2Q~H6H?$O2<jtRTB^n9wHzqD|>i>Um$-TnGjs{0rp)LT7Tr@IVvhegdX
zwzAOmwKtz$sF%)pYoc;HE8>^%`8w_MrkeXNrF>W0t9Ca^*SN8H`>$|y@wTtl+jWGS
ze_j{k<Epr>{h}|%WYH==zh9f%A|>iXH70hR_xf60&-992QsUQj2OFl}b(NuYTfgnT
z@m)F0{D;3(+mrVU+wIRS-8XZp@!PmH`#3gr`JOG|x9u%)KRin?KxL}uug}4n8e7YH
zLqpGgn6JI}&D`l<RvE?K%T-XGXRH0{{+oQBLq-Sv9|v~+(a*nR@#E`%hS%4G*783O
z(>zsc;(lgVQI?RMPk#T>a<N~fPx^MYZYaF9*Y{8OVi&G8-q(LPtXclCb*E&+=9e*>
zjyPxBd$K-b-lm<iOuQG(;Yr*1a*Om8mE9|TU0Zs*Yn}W%H}?9dN2an#pAyQ=?XI4-
znz6ci!q1Ifp=Lh2&1MVfMWx#9Fcry9mUtF_ZqKvgVg>s>rt^6>Z^*qQ^Ly6kRGC};
zk9vaN^l?o*>g}>$dhXt5%O;-wy>UWj=Sts~J=ghizt!CCJepPc$m830(VJYRN|RTw
zpE)HntUKnn^ye6pIg_&OPlTWIk6N%^y}0q#TAkkQm%F}-a`9%0oI9WF=5;py%Bh`~
zg#rq)+jn1jCoo6T^kuiY&6NiWW!b$BzxuFy)5f#GjBerIEB)u+I`&xoyZimFRoAX_
zUo-yE6Mj+ogl3btz1MTSX}V7)@RqtYc^4nAw6*m7{pQ29rsO|tt7b<xPu{p+>svvW
zbc4OtypZ1H-&-_HvNlC|-QSbmuDkW71=q19+0pmrMc0MCz9<rY?t;b2dl8*)e};at
zmUdTL@b6B)keT>@hC3!dzMS>k|8(NF^%dJAWcr%#?dA8oyjDI@p-ko1<yMoM=fkxZ
zvM-r!m(+Y%>dxz_jr-4E+miGlzGG&Gz=rSZx8*)=Q({v37kVdhO{^1N{dv(VD=%5v
zEp^O$Qdhsesm5dR-^gDf6Mr}#QQf#<^2_)IpO4Hg-Y$P`qum+KhYl;BbXB>|Uc)E)
z`hD&5!zUlyE$w8is?GWn$8-JnoVwC)SHikxTDvP>S`s0!>tn!!`7YhR=86A|zgJVw
zet2(Lf}g{$E1Uk9UQ3oV>Z#`X-DdGP^g(f`dhBC~B`=TWX*?|0eod-szEFSru66A1
zTXS#zvA8nda{AKRv}reNwLYfy+P<2?RpF!V72o;s>+{32rxbSXd>{GgkJ%Mb(LE2`
zFYVhF(X#oS>5>oP3XGRpS=Rp$)v*(HeRJ`X?DE6hD{nBH8Ncm%Is2iqQd6G))A-PX
zIU624o;Ay_>hk4Ps)+^f|HUqT()eLR-hYOeY}YywZ640(o$HquEZVB5=x(dwXY2J%
zqU1kAyZnxy8Z|1iK5P5)U;0jd=%UbnZ)<I~>LrG%aP}3isy(@{cXgf;j6EwR)m#<q
zet!OkwK@mw_t=y?+f{4-Fm$!rrzdh(U(TwSl)1_Ac-5Dd8H-w(=IE-Hb<VZoycyho
zr>1h<kAj!yoSwF?TxTb7b=N%KTK`A4nTylTZr`|m+J=wQjt9>Aw7lX<_QE!!7Tcb5
ziRi`p(q)|ucE{EU@K;^bQQOqzXT-+;Fw*O<TfNug6<7cI&zY(_Gw|l(oaXy$(_+n@
z-+dkRX<fb6$&x!uQa+w7IC0A?(BMhY%{4bUk7n%JR#hkJv+&ExyE49JCle-1JbxXv
zVVipQ(-U`$BMd)eM@qk&?>y(rnn_t1Yx~!InQL_{+9a)~$T;9`WOU_hCym#)*Q&Kz
z{5#V>=g(r%^&)jCt$Sa;R=Trj+m+uss_t(l=P#7q+r!M@#=cE^!EY0X1daa;TmlSs
zQ$D=jwJWT3r`f$V8#gk2StI#OQn5BW%+rmpDqQ#3Y9FW1XT3L9PvywCxjt{{>cY7}
zHeAOeMJv^3&3wu?*D7q|ts^G4-K~r4iW{$77Uerv|F^XM&6`V4cQUPxJHdEk`KL8Y
z*33OORqd9?u?IUJFLl(p!9GuOos*EZl9Q+Xxt%{}SxN2fxqb4n?t9-x?w=`NWUiL?
z*xax+4u3k;!Nu=RaO}yc+jj2dIr@ZoPV%)z!OYY1?p)THe){)~UswM#7#Is!g}pj%
zy1uTpyX`cStyaYy9hdSoKj$+fd=7RoVqg9|c)fwAp6kksx0saAuUxbGjmfG7p$8SX
z8?q!G8Tn4Wv@N%2iI2{@(;ts+6OdkCwOlKCPT|?yQ#%g4FpLo2&NcDvd6Rjq?y>Q~
zQm#CA=1uLdD46l<+L{!R^RHjV>|1R3d*_SnY2oimbnDzL3)>TnFRhkN;Fmn7oh0p+
zAn|48ve?BU(`MaRa_gpy>o2X9vVPjFJI@(tUwE&3+R*atmvuFn4`-xYdljY>UdtyI
zo%~ehI<pmvj=%r&xT7nNZ9Ljgd9;#k(b@}qUoUgUoLXah_^kei*pD%`S5i{a_NJ~?
z<nWYTea=*Qo0CZRYR@f~+-GYXyKYg=wP4PdbxAKj&;LB@g<iz7jZsEd-(SA<e6Hzg
z%O<`z4=#IJ9?!ZtNmcT|n(d0k=S?pZUfJk)^2D>%4QKpVW4L#}3~pLACv4)*a~+d8
zEMGgS&KBjCxqLC&rp|PspRSZwGei2su%u?SnPP?gOCvu!J%8yb5PfT7-=Y<J4y$mj
zSKb^l(JgZ0oWK;*6<6<^5tsLRq2%iN{b;zLPR-=WzUjLEM7B6w+V|w?%%5+xdK#W>
zan@R}>gK(BSFJXCY`wBrBqx5>i^aVmc{YUsN7*>fOT2VBGLLb!>g~XkIXe!`<5-g!
z+n{Wkxa63_s!O@-Dqj}}d*%e{PHYZ3vL?Fca;TBJ=xU}1kEUMKy))A>ChyryH5G-j
zr88$YXzlv5V5{%VLXl%4wZ@Uh3vFgi%luUFPRnBAoi9sf?_AuwCi~WrGez!9>toGA
z7!Qan{+?mmuC_2$r(&)2##y_{H_q8Osp9MEbvst8I;~uF?(nj#X!Ww-9KNm6GEA<f
zQ>MK<Rvnz88Z5D<H^_hGY-MBSuEh#k+KwD7bDqso3{#mmHFNi5+f#yV_p}{Wi`ut(
zbS-mi44WgnyeDi~cCqB-XUjKo@SCi;aW-V;2IG0Y+Kbjq);f9e*%BXy!jQ<nS$|he
zOML0tk$U5LLt$wDJ<}DBB}He?O7<>eVHI`#<eO#meVI<}$DmuzSCtKTQYK`r-kIdE
zmb2sF@wGvH_OrV@?@Y*PWfm>EYoWG!qx8nEsdH9+3^Pof$Q-Jf#!?t?;`rpQv*~Bm
z#C5b~|5jgpGxza_RRT>B)z=OmJJ>G5)VGUw`kYXIeYGv}EYC%w+-~iB>w4t!tMF3E
zZ>s}V-oCa%QSaE6W1;RM2b$8AmA3|c_E>&GV*c7NZI4>+RR_MWj5XTd>c}-I+qL6n
z-&eD(joLF#8916Qm1$@bo#GqOZ@q7;e^5|zhvk#tHmz67vgXVPDt6L3dWR>pQl5q9
z^2F1Op{nY&zF&3ks+h~0M{QNV%d}Fc;=pPn1ID^3x6?9b_F1mz{B?CFqpenF@LAt?
z!5Q_YHn~k%3(i?x?KmElrP8bCTo|j{DZP2tv;L^tn+hgw%Uu4%yx8l@13B#}X<Rqg
zO?!FRiO+If<dkOjfGZm=Jzwh_$mo4u#9CDLxLKj!?I|ld)t5$f?^qbAcv8vY^Xu>_
z=?s@dWLJv64=K)aJHG6PYhmT_g}<(^J#$1j&iG-aQ@rrJtFMFiIftKkR+zV^I^vr_
z*_JJCY@2wt&3BCB)N@(3_fmP#nk8RFA6>sVb>@Dlx2Nw;cB`2CS7PF$t(=cGERyY9
zn^5s=ujV@!*=t8~9KWsYHlEX@&G|E-IJ)d@>xuU<mwz~JExK>L>hZFNKSBksq+Gjq
zN5k&w;cAnzgRwPzQZE?zMNgmD`8IayqfZ6e6D9~8+ndFI*Fwv^sNaM?Ys$ptqvoP7
zTwiWHaO_Fa(&JwJJy#wUX(X(@lMu#oWlr)^6LXWtCl{AU#aJHqU&>HCt5EXsR$F(k
z$!^oyrno$s#hov5!RyPi&DW~#thD9Zc2HoO=h^D`_M0_d&S(96cJAe3yJveRJMB<T
zv^-{%&2{~0l~hn+-tk*jd}|bMN%Zi9ul&!D!8!ds*H3ouYtCM)|Gd6ea(dGV+t*LC
zFHe1+d}pz>$<%%B3xCdC6>&msr`zs=Bk5h+d2bs%F5|5%@_W8%$t8D3ZN~nkAwk~d
z$1m><VcGdQYT~g|M*b47Bet&GlBE{s;HF)7*Dj%I9&fSW+0W@Vh2gW_=oQ@fx0QF_
z(UZD-=ikajeHCrBJz4YXKSOT{_k05Z{x7R19Ez7XEB!?^;)ThBo9DDw)M$M_8nmVT
zRKH5e@{<aAR$*r|Ix_F{u%4?*TXol}Cw*(=+ljAZmMtw2*~TB(7`a`gS0rC`<*8TO
zvz|_=6Fqy|bsEd(x0jZb{eAdtCC`lD=5t!*SMJ`wa&g8YH@lp|xa<`%mHpp0_dME`
z|L%TbeAJ`pNxm7AszsiQY}IjBGw^&g$$Rk}zNwwXg&PWwrXSXO&NBJrOLyIwr?qyy
zDc`X3nDMo37oP9ap48?f!Sh#py%W<1$5s29y;mFQ-C5^xwy0n8PIh$A6sF2`xkhJa
zbuYO-bG?zL-m^(5^Y(qU2#=ZgBV^+86)TtDQa)G36ZXnnJ=ntc^VjF5>zk6*Z|yi}
z{@%Q7?cy3SBP*^gd+(lO4^;bNl>gM@!YA$XOJ}4!__{j$v(02P&STjk3l5qF_RXHT
zH||;OlbtN#!bLsDmuJ0rr@}q!={h|Q-M$&?gSx6B4&|z@vY7qi#7WcRKH-<wmW8i*
z$5$owWQmjZixt~bi;u0|cPuh1@j*z>o==+X6JvMDMdz9sJeJk?&NP|*)5@t8ucOQt
zau@Ed3VeF?oMubUEYInx3!_ghN$lETQ0(DwRBXqb*e-=_t{%cRUsmqEvY^oSMTgYN
zzNsntQK2%yKM$<=n(iWA#5Cn@^M}<HPlCTS`&x4@tv%H(skS_#E$e3QCR?pTM>4k;
z9+Pvm-EvU4D(qDBZi7Sf9gpTkzce>8VB~xs;gy+pcB)=p&okxix?LB%H6?m<tBy`@
z(_eD?_vE;Z3x5cG3J;rP)G+JGG$rj-Rxcl>o|&#}m(lJ!W5a{~sy7cVynD*Ua4!3u
zN1asE7O%3N$Cvjy*>L1OkvJcBcxl0TvH8hY`h;$4&)0~o@Nzm_^(p&e?jK<>afauT
z>zA+Hqu|wi{l4h!=pQLM$;$Je$JKl^+V|AP^wyprJFhJtp5EQv+kdRMIj%K(`3d$j
z?d4mmKYaM~c!RxH{WoRB--r8dth2l_`Aw<Yq-f()N}Gx*d*(0A_}kcUvUlIs7y8Ri
z>@_?a>7f?GG*f+__SAEK`DVP>>hVdkp?AaS9p&;5qYAlen=_Pcv-iz*ujJ4Fu;%kZ
zZ#l1?U*FfvJrx*K?(<}p#hl~`H($RFkeDeW^=iIP-huwLY3I2QIoOn}xLCS#*Zw5q
zv`H@Ktojb^TsF^S>LM+1_O)eZA7-+jaLBJ(Te{q)C-MUG>n_i@BkwmG^)XGb`qlL;
zZAV${((3DJ-|V9L=g22|=q@NS*EsRsH!|*5%i@LY$r<<3-ppT~^(MwGnK|kC?XE7-
zPU!-fYwb4=PAopKR5NqILXjlNNjC2!Sd!J|OgO5>WuSf`+|zER%*riXYx5W0J*tp+
zX<_A^%d={wwg-OO*1;#~`ETl4X{RL(R&v_AH(!p5IH1ffH*>{p$Alkpdyi%;Ub-gn
zY<c#aI|egjm<(ONZn@}Uu=C_A)~eEJ69k&vm6w(+_G$BI(4PNst)*U%?b4Y~rQ-T7
z-)_G>r>{8n*z`pVcb1mT$}zmXG05V)*Q+bHHSa9{^fvma(=oo)SF?h)Z&cvndby~}
z>}O<_M!w?t{|r%EAD1S7FaEMNxZkaK`(1(BUd9u)zrrR(&EZ{_bxO(Lh5Ob>@8Bzj
z@=@LwS-&WG$P~ExB`cJyJhbbpsrih#uU*p|Cp}2oV}H!ZZQA5Kg_<Qvdk?+bcI=Gh
z>v)M8ua8Ww*+!e@{kc};t6eU&>FO7I>pkU_|E3%8UhVj!{d{}Q_L#rfD?aM}ob`2v
zq0PLlhdbF#zgk%3nIsn<{kD4U>!ODe=QNTEELXBLGn<?g^fQd>-r!a1;1RxGbiq1~
z*FD$t&q&`|tK4^W&e~JSVz>281M~ibPWmb9>-O{Z>$qCqey3S`w@S_4V7Il@QC-y4
zGw$m0yoep&CDt3|zN*T!&hWZm!O%Q0V8NZrbyJQ!Q+wQyEgHDzV9d(98$Vh1WNct{
z-g4bv#r@O?*;k^C+vZQ-nsV=#RMc_njhkPF)hxUHBW#Od{)C=%rtM2M-w5to5L~|X
ztn3zxu&}tM)t_fw+tsmTjq!zRWtZnonKB_dh^JOVA>@I~qa_(9m@ln+;;Yp7Txnua
z^zy7t!s?>y<>njr9`rXcoBA$eed>Z690w#;`wD(JzJ71!ts4{ks>3~I728yD|1*8&
zyIhy=m1)%FDW5&VCpX^O9B1`Kdav%q4O#QQd7JTNiF%jX>Q$JmD@e0R@7mGlB>FbC
z;bMx)-@2{2B?fgLkMS?feEaauDL*rtTM>6peqX`DKW|Rb-c_<fcLe9my6!7?q@Kgn
zKDy~frgmQCw7FTTt&?T?vc(=9o#bRDWK<n~;o7X)DY=LE*XDOy^Gr%++wkkrv&+er
zL9>6mpZw2|ICGOry4<0uCE3e<Z`k-p`;CQe$<zM~(>%W_n{JjV<8o8#|FqU_fBvS_
zuci4tKgG@;7T;vSro?zW>iYD9RqY>K{MXiI>8%w>PWn*IBeiAM9A_4}>VS`5<yPrT
z^^!kR(<tAxb&~z#yL&Cx{?2F4TG~(%QFZ<5{aYUe>fZYwTm7FQ>-dHF$0nay^`AjA
zt4(rks`9h{3_l##Pjgk$X}oTFd3&>Zi9|nd<I(E;Z)YT*Z}@u5HEeQ}+XDgitfR?U
zp09;c+ZRlmRA2e|^bh5LFy(aRd0D9+Qok8)|FXWgHcsfK?kvYOPVBNj*6nx%vf|8x
z>0y;2a_kcyTc0?ecQr1aDOT}qUqSX2wQGTfTdt~KKV~@R>yuyC_T3j;zH5#Coz>dw
z_dF0kG@V<{@baaN>ujuT(kI5v+jUC**v{W~;|uMkUgz5SZts=ikZ)lxDo<Wq7W3qz
z$1Z=L?Nu+9T)Dvfjz8+CRQuUWdm~OQnRd<Q`-xeb^bao0&1t?Zs&XsvfI?SQmc73G
zsRgy3oyTL!7Eeof&Rx3G<>k`iIZ2DGN-Cc`TRQ7&zw_Bd+b0WTu1yTp@qM^+Th0Z(
zrj=H?vV~vPJgnC%o~I?g>zr}4#>o=n;<rVQ<?Ao4vb$hw6;?U_*@H*R#TDiiWc$T3
z8C6LcHaDM*4N<mS)A8i_+UPsSnN8l^clLh0arIWOuWMFLpPv}4m>>M(+p2ZPC-{1M
z`1#s$n6thQ(pfNT-Hqd0L&7bOa>kt8c5}r!2h(Zq%1a)EPWUOSxrY7T0o$yY>S=rL
zdZqqY&GqE#s@9?^uF5p_<z7?$-dw*O8+B|!9=mOJnA%Bs1NpeCXI4*Bp0!Iw@^M#Q
zS5j}-y3&nPRX*R_aw&GtbqPHQjn`gzcgoh4w_nNIU%VrG3UhPUv-SF?=Dd3y^Jn_Z
z_qTS=T*sY0e`(a=<=Km3Zf~8r)ojU;iSx1~ILgjdUlY<lKW$yp9SxbVd57i%Z`%0$
z>Rk7w=eF^%KJL2V+;{b?v)1!pVTVreFVpTS`EK)V_TGz|*7*9&k2(|nY@KrY^0k#$
z6}5AU{B*_tTCPYrZ}C1T-BePx-s{tIZsYDLClf*@AI*xqYf{8l-KVvstDs_4<F<K5
zT8rN9yzO^3d*yqv>q;5Fi|n-?Z_U;b*RtE{@4knjRlV=)i%myVTOOp$^A~NI65wUN
zuf5ST@8+7DIyZiWFN=xfJ^N|i*Gah&WoLc=T<l4>_u`>qrotS96AIUF-RG-uneMS|
zvw>n8U-nbZH#43;{krxoTXnbeloAzz>d@lY+~S)DuCH`kwYjW%e%X)ihfB&Q%uEh&
zlw{%h@jUKB+R}vgGfu|*Dp|kzkKsoJXO_ad{8JtjU)r1Z?Ec|jPdAHb?s)R}(vFmu
z_wR11o&TbG$DaM%UDHi}YL&nE>wkhXu{4R#HC!`3vts?jb*kkZa(`DpJ?rl}?^Mt_
zZM}>wzvKnG4<s3Us`*g%QgySX3{Qy8o@<Tq(^hVLQXDS6@Y!dRws~{4HU?i>yHaj$
zmKyW?W2@&bvYh4Sa^Ul&ouB2NDa-$@dUZ?o$79o!$Q5yOuBU1mN5t;!Q+>ct@3r9L
z#2&uv-P7)TZjAY|LGaJ&r9LlwkCzm;BzL*0o8~?~$SxCFV0lvXx^za_<*8FI?oO*q
zyu7vigFXY-!!2J~r|spkVc2tZx4duj>e8JTqgiiWpLJ2TaMsy&TkC5bEb|ZbwO>4T
zPE(e3!OK{s^|r+kVP1u^UQMiGy#Diw^^Mm{w%idjaKE-R;(&73zEwM(EuOsI{$a%K
z&1Kyi6PS!&hBwB1Jesyr_V?u|$9Y<LyZg+-OjYtYSRQTK^RHg2<Lr;CfzvExGjBVo
zs$P_}31SlOyPF+kZnw2DkI%?G>t3&i^5wN@XBFnIi~G#(bAjW8trpYruA+JKwwR`L
z>9xv)>|lQF!+ZbZ@@dRl6U|jh9B&<~Zk!w<zcyyVc2n2;eZD^K+M6af_RaVe=5ng|
z(l*am*<xuw``NaNM0*`eyF7XRu}#muFm1iP@>f{M4V%AN(N#i^cc;r1?b*JqFlNf@
zlj{z>NbSp>I){NbX8x{<9ed|3H@hkM{Mtfwi`7Q_Gk#wU`*nS$=DIb1-ivFS8P0A#
zniR7we0kQ*B#t%OeRICAS@icw#j7Rx$^ARao^Lnpk>~F}wq4zS_Q#_smG0`xMc-e{
zp7Opa>&)e*AOmd|FX`n^BUY>p{$x1o;?k8@R(aZ<y{ay`nxW+Tn%`wA53YUj;4Xe0
zSbTY5?6PjbXx^R2*_Ks@KF*B}2)DU%wBa$^!aLs;BkyLVch@9$U5GfrrIpIiP`R?=
zylBr?w}@3M4`#27PmkO3G-ku<teLW!_u|h~y#5vDyIYrk{*-P(1BT+aQCc^?uep=Z
zzf>;YHrw*V!BEfHS%*batE#VCY-ifCc(U!sU|GLi!h5c-+|n@Z<>gCjf5w!o`u1ke
zuSZ*WW<1|ox@7nKY~SD>!CoEjTRTtBE^xoz^=e7(%{3<*lA~PnSI(Jx^Lg;C-s8<N
zcfKX0Gtarca*y(yo{y35(|W8**M>|=^YeGjp67NgW#gkoW-L9A_6Dw*F2l9zTl%GK
z-`4N=J3lV?wA_iNisPaYHz&B;uD)t_aN>zat8Dx1re+KLp72unOz-AjQtc=69k1<W
ziniTr9Jw~5I7;i+%vFNn8INzNJ%1gl;?BO@>&>kT4?cD^+}tix`e<8kZMorGkzX<e
zZqL@b@9(RddWl=9sw;k@fOh>F<;I7%swF>KKPis>_RhID#C0?C&(N!G66#-9Om)5E
z)g9z_JT&jggXdeb*(AOz?X;K`lf2Dt>RRcI$Fe8SjD1tOsyFJ$Ck<1#kf0?G(zZ67
zU&guOOr-p!$<x|hDpRxPv|N~$^Z3J3?=t3FyOwUVd=hrVs`9z=*5cpccix61UE1t-
zTx5grJbSANw}m{9KaOjgmA^eM>%ryr@7CA&7W>G_#q3h6Y`V!*DZjL2+qK5BdB(Bv
z-wK~UT^o^OVEE(LwT<g4u4Y`xS)MC)iO+J~D#6R^9|qmN`QUjTyXY!KEp`#FRcTtY
zyEf=Mp3housr+em?(wXZ$~-cqYiif_bp%bBc`iob%eo}*)H{CK8>h2dt})l19I<Qd
z-t$2c<=-ZrighsXt^E3hi_yCH>-w;ru?Md6mUBp+x7+IFX+1ZuCpV>H?bYpPve`Tg
zs%o<@t=B!7eEeyI+QrS^vu`htEn3|9V9ot!MRtzrOEX;4{4CDzEuC<q?Fqks)jOS%
ztq&$1zx*?Fk5|{NXBQ4G-(^{A?XEht<9XM&TC0l_+1y`-t=;mWK_+R}3nd0V?ei<+
zmTZ4jEm5P?yJdsJ42GU2t81svHeOqm%y3mR^}ws_xyqL(ZMv|yvZO9Y?&{-PYi}o>
zd@QTIckhgcef3K#&6d4!PWk#LJ7RsUc1C5z%$vq%wn~~mpM18k$j!HGx`(&ai41$G
zUtYz5T^>JvO_*}`T!dR;n3$S!&$Z_hZ;M(*$uBLbcAj~;e3QYS=KkcM4nFP0(eXJ~
zn{(=SW!q=%?hTrrtac@*Fz)=)n2ArHJSbal)_1kd;%I4Eq?7Rlo^amEW8TF#52^e8
z)vFa=9>c_V^0?@Ao2=J;mVdQRe7W5u%5M2+uiLeR(><TEPd~F;G&Os*Uc3B?TQ$qI
zFYPG~+?twZ@!;9M$-CRDK53u%DlKq(|5Cx}+Pf_bcZ8arIX`b{=cc-?A)8s5ukB^a
zwQV*yzP0#r#HM*$Umw~cb?3*+i{Tf|imUGkpIp|xoL$m%$+z?OyO!n7wm5FFw({|v
z$0hM*E0W_p>bq7+#?0FKB)KQFb$jxK!1E$y&OCQ}?ykvnGAr!5>+PnlQW)i#bbP_1
zO{I(aj<()-dT5)wsKq^huUGY(&&OYy60xmHII_ATv&_70y2}~XX%1Caugsr3`Fz%e
zYz4*>rtxpu3rzN|HA`FJckBK;lLxzQxbZ)a?cKKL2E)90Q=dH(XKxOCJGGMKn$Xh;
zrh&Ti+BdsD(n(kEx*~PUD%nD9k95tvWwW2}`u?Bcb!gG<y!4Yn@fqKpR|{0+M<u^{
z`^w(xBV(oB!%0~sJClk$*W6|Mcabxsdz1Ud<7+l;zbEl{Z&lvZwd{`P)%N9VFL3yJ
zwp^;@lG~jE{<S{2yt>8fY_9G6S~~Ya!Hzubb&bt^{H70frM^2V-LJOS>C}tdAn93C
z?%ur5X)dy+eAR-!ko0@YJboNabGQ1Q^YPmHwP%udthw#=JYD%|lo*e*XlTRpt~OsM
z#fkHtZB)CG{DR|8wq!`S<(+c<os4bOU2D<;tp16f_pal7@;Ra?OM~%nLUH8hNt5=y
zcpLZB{@2yk;);e+xvR%~R}~&ySN81BBv0Ec@jc&_LUY#4e^4qeeyaGyn)%xv&zbXR
z$M&6R>T69rp8U1vx_)!crgghzJNKM8pso<2R+eWx`ERz-J+;a5|90K-)->)b4nMKw
z%8cD>8y%Ime_eg?(D8+9IdtYTOgvxrb;q;^JXK+N9ChdNm-eV^XTCpgs?xF5v+fx-
z*u4#y%4utx^=RUGtD@Mv0BfdsjOzXW_NMR2s#o&OFwwn!Z>4n(kJZ&r>y8xNIb)EL
z&QSjA3Y(hjs+$vQtwVGR`17`&H%<Fu)+1ij&9viBR?D0@f3w}(f_&3ASgx6LmG{Pi
z$IZvGx*1rrCI*U1tS;JYspTrMWa3%Nn64eK_!C3Az8$qIDKNQgDtKP*%Xgd7HB%=v
z{tAwI(0pLUoT)ue&7#s3zOMN5T|Vl}XU~J`A67E=^nCqSdT!Y|jZ@w$zop2TZog%$
z9$$64{YcrQiPL0$UGMqNaA@<c5H-yi<zGbu_pm<lxG-bsIotlHaUq|&E|m9dwH0qV
zemqsO%J`+UZ<<NX>VI2z{ZpMeWkuGH6Spcho&DJ{!Isw|JL-+Pe$E5FA1i+COXq&|
z_DS(6i&Op)zNR<j{ZE%yYv!D(d>OOn+hm(lPtUpUt>m#YpKCGE<M>9=3+|7z%a{w|
z+<%@e{+z6E_i=r2XwRChlk1Id=|)L>n=`>Z=DOSVf?W^hU469epX$cx@_Qt0SNs3=
zyL$e#{*&wrOJ{|2dxd<nTJfyc_FB95>WX6D-G5&=?kSGbtW218U0o$tcJ+?wK?xj@
z{dHfT&pP|~q~v+^YrEsjT2r%4&U-Dho10N|%Dnc}_e`mr(ic~zeV+E%rt9<fD^iLZ
z=JYMTwf;uDN=w2up{A*C&bJ?3VHtNVz2?;7XR^O8H8`%gz|PEU`DOKlBCqXP4+F!?
zEhlw%>EF7uB_(}b_O&gir%W?2j<bI{=VSD*)RSFK#$9cbrnTGby{R_wt&{4(rMHTY
z7Jsvv5^U&hk$l<q^&<V|$j@GSfBjyBTz20mnG~L9eR=W0^Iq9TlLL9$Smal%&*z`<
zYO(oe+cR=Wk1ox<rL<#9Q$V@K_jO9|4{y8l=Y-*xN4pn2dA7K24%hdnR*yHc(r;*O
zS?w6Bseb3<{SEhT@4Qj8xQFX<d%y%4j~RA*wYMohvk8m6Qjn~-*z{@G!645qm(nM9
zoGQ4yyY<1JtuBUVMVi~>u6*m|I2hob)AcZKeZsb+lX?z+jz(_zC?aeS^W=J`R-WGR
z(@6za3+@a1mSo(Y?zery$4~R-U2U}M3rI=%Cwl#OWzJ*8eOs4GyB(Gk?OF6IqwrYG
zUBM?oH@`?6O*dWc6TZ<qJ6F+?X`}jO@gMeDo~AqQnm#$N%W>+)d9NAPJjJm#-+1=A
zuT7NTIDh)Q>8g1hkLQ}qJ1q3d<DBF1y=7u?Dm(hQ74B_4xh8R=pV^=JOG^&<dUD^~
zH%snvcJ0!88ZY`AfBel}vGH>9Z-+Z>hpM`M_SbCK7V@C$^_Kq(A~A=Y>^#=Hzc$)B
z@nz!28@u$Uo}MMUYko%bk9volw`C^tSG{F#v@z$2p0NH(>H3}p*OGS}Uh>TB+gi^W
z?=^0%b{D+*elFtM`fj15`Ss-21vhS7dm1?X<X-=k&px!Zo)mg~-}G2aMZ6E6!w%60
zhCil<9%L(We;gp2_V<pw<;HoHYkzLcf8$znzHI)M@QrWG>m;^znI#(7_ZD(5Zq_{9
z$G<j7ZDrBnXS0=d^14UPVps8~`ZvYm`em1xM9aGw)n}}9)a3F+5=zc5Ex0b`cgdjh
z;6c+vFMmBfbE>}L@a0+CW#1mjI~p(DdDi^x)isk0wnnH;T_<ifX-%Un=q!)K^oPk$
z-WxR-PK*&fKU0(M{0Yld`)`{s<f+R}D7<d5Ha}8#g8OWD-TsVi7Zfxi?&!-_if(3`
zxMWq$=at88zOJ9Actt;S|8-0GY1y9do+W=jxuWn$+%Mi0p1X5u<pn-`ahIODU+(LI
zye$IlTuZK>KCN<e^W^LIMK2yz<SMET6K+#nUb%L+<ViQ(x5Y2)x87E5DPlRqZWCsE
zydx(yUNc#`zovA}Y)h7Vk}O5cNjthVzTek4&hR;2-+P|n+N%DQ&pv-Tv}DV!^cAm+
zB)%MYP<*sFpyJRg5v~<%+QISDPj7Jjx?bk)d9^L4l2&=;y^ZM6e%^2Vs{DGK#ntkH
z!}E)e224M4Ys=|>JNnP<(7YM_C(9#^(Sh0YYu%wqcej7GO<SCj>Axnc?}+5=53A&F
zMfLH&k6ymk%izf55WRmf0*uSwWR!M#X)pL(U2&7wSpL}jX?31|v*+pkJ^wQ3c+tPP
zSyQF5QyMigz9#3%tZAQj=jw^P1MQM8FaObIODV5o)t{(woc(2#hNE%#sau=U(|I3!
z+G+Fo!n2(x*EjEED2#Y7b9>{7vrJ;4Ctru3ymdHe)9qrP7#=yJtnIh1N~@Hv`IeIs
z#KE(AUe$jFEs@B{bKdW)@qG5=`JY)6osQl2I{WEKXYmWp^Gn0cofA(kT(LE6oypU0
zTdnLZ{p{kFUt7Gptj}<3?dw_5lRS<G)Mj5Xxv_B1=39@SF*Co6E4j0B`?B__@q%x%
zRdr`RP0IYvR2&<+du30`-z;Ch6VZl@*^`YosC@g+U~@euCROC(UG7ttp6yEaI&RCG
zc+T&UZ&38|yC;{OG%Rf5s}A05_4jtR(5VxPRUWPIE#mi^%5_kg`MqDZyZpahWj@a@
z{Zb3piMEhQT0N!a`L(Sq)&=}kGjF=f_r_~&d$#AUUhsBLmhOYL#$8|M%Ffx;d-X}v
z8%_i5-IvzIY<Rv>)b7=0i`7Sq-o2~-w54zrlUw$djj4vseXNx=h9^F}yL)+Z?6H}p
zG81#zpUFt=xcA*==h9QNe$EZ)<Ck5vKx@uqkLTPGPg5q$_qklO`NoQSw`T{Qn`FqP
z^`BwdVo|qi8joY<q|HlBpU!>RRPR@e)#gISv+jzamL`9UH0-weIYd0URDPjw>o@JQ
z1q=_0vMmhD80KvinWQ;cwlMr*OtGKd<8s#@k6dE-jH3iaedc}T@mTWY@;!s|M{_?J
zM|Y*&DL$Hh;!RA_mYIR!qVo!On@(AOb+(#MgjUbT$m`<2!=FCtj7Xl`b-JKOTk_sD
zSGUu}M$s!H<}O=(JoniKBd%+G_gSQBmg^r)ShQ=FrFPVbYmGvt((YMT-DEvQr^yNl
zp7TxJGuiusfbHtduDN~DS=q0o)wiX{JPAK#wRUmzy%Vh!>it>2W?j=XFS57#Y%lSW
z<xv6q-omiv>>2mW=BTo5cW*nYDY&KPv8AZ5%HetSTqP%xbH1&T__^Qe)3Vvw&QG$P
z0w(*)avh5-zO^})>x83h*3~^{*zSDLI&*@HO}18hQr2;+Y0Gs@(k+=b-!kI&dZ{Op
zAb4rhDdF?^QHQK<sF$4KW1bi`MezEZE8hcKa&J8E%Ti6Xuv{^9vYW5n^L-UjuOi<n
zbrw%$sJ_0{t((W*JSP0yJodex(x*!I&sM(jG45n>&6(m^zhdn5H~D=}zxY63E7Pv+
z*O{1v(5Z~!v!3U^<8zl-%f2(H>SNdI?pXiWqxXHgqIw_n8Z4i6@=~+0vH3o2y`Mdk
z6H3-vXWA_Jqm^IzQ+ZLL*DR0QHPe*V-(H!gEq3|Ltl-9@r59UTd2@EpDff0%yDjxA
zT+ldSqs3#>m8B(@JsY&=?LO&~zBXMm_C;y1r|x$Hxv)vj$Agb=RoUUUY>9M0@wJ_=
zXP)*v@6{byVigj7<@~N)8b25wd|%5Q<aaGObV-xhVfjNH+fQmR$doKiir0>obt&5Y
z<?GrGHi3Enw$5d#c2FsKw8cZ(UshA)_ndFqZugSSw`NE4&pp2A<JUDEB6_u-qr+Ym
z9JkGSyi2M4+Kc^C@7Mka&=B>yCKRr=<sidj(_K5ymRF1B-O&mc)JUIxZI|^+yPVo=
zp*xA4N}DF-c?U1{IJ{fpV~d03%b1prGgZ!(e&5M?JnH#XPfL~hUQN~Vg}drreU@Q6
zao}i5jNqKUeOp)C=X_n0#xhA;TsA^`?ab+RW`?h{r|TTHxt>_UJ|(+l*94}J($(I%
zeltu@uRNJmw0W~Y@s;qo=k}ZXWnY$KpE9wDtyWv=y}wJ$^%|X7mRf4xZhZQ^Bf{+n
zpZ4iei5ZG2g>jEpE^_C5QYZRIYV9op4aWZrc2i#lUtLygeN1;=tdY=>t7+$}?i)N;
z|FW*?N#c3Ct#6Kgu}QnL?o8y2l*fCEjq>?C*L8(52zMQvU~F5q<Q!M4@7teOUho-Z
zeLB!ka@Iq5o%X_<ge4aPG|xu&GOXt0m(8kC_*HeuKj_`vQ%4LWS9r_Jnii(xAgh(J
zD9F(?DQ5A4j{WKj*Xo{{AvafRv!8fF-B!<MjGoVLEqlLl>D2C^vlEK4rW6U)uMJ_n
zxv46w#q-|maN|6cR}x=sUk7PSVK|eeaiy<1ICbaS1ES{Jnp_{-2Tpt&x%p1Ag3Pnc
z%ck_TEp#y6F>lJG+kw{Ng6$vqrb?e!x;b!n%EwEK8J;f}U2vtu-|3MM!?P{o3yubb
zoMacRjo`a#=5aCdW<<5VtXsBSm`Va)R%Ys#S5=qXB~GTT+<Q~cOv^pTUwvton(~Pi
zQ3=w_OEqo2K3b{LRlZ4wle_tBe1Ge+&5L~|Ilhi+v<t|1l{R~C*Q67b%zJ|jH=b1P
zySip&bBNy3g9l8_J>O)XnjbA<JxB0pQcR55o6u)E;$4fTy;bgCtF7kU-FM`IwqV$k
zSL|CeSzH3xSwcBEY^^SBTcWnBTgYum`uZrnB>^qWp+(N6t3J8CDXI$VoxW(Z3&+x*
ztIC<@RfnC_>i!X?b1GsIE7zf^w|CAtkjJzu)=u3rN2YAekF}B~WQt=~wRD*}9v6A%
zJN0X-q>{vU)0s~iDv!oaO1)E?trpq&An4k&fA2LFZ_nF0S*N}7;LC8yeO`-%=gdm;
z%{aBj^KDqNwOe86+ym-+H7uE0_Vlzb(0RUB=X6ikcCjn$eOKoy%l;|SNL5{IyhMG$
ziZDIx$fT1eMKhBa{Y9;o?o^A(VCKuNb7ytGv|+~Qqke0mW=Bi8X7BjGsXV7R^xZ)V
zrgaV6p_PqixxIze%fdQCt-3Bc?kKXp=549ob+hH)d-Y2z&fQwHTfuV8%d(XRj^>!%
zkvcM^*wJ-`k+a~>D{anOE-yIYQ)cRyW~tQps_RVF-(5`yt|b-y)lRpIs-AVu>yYZq
z4|n9QPFGa9WHaA3{G8{rIbjX4+w-JNt}D;W>X^_RoG&3_68pPZh%GDaq^sRk<~hwl
znx~RYy_49OZu>GYpN(K(aCP!vo9uj{b8=&_QsK1;^Ri-+mfmq?cMiY6yC7}#Jb$m?
zW3^e+4qv&JJmcfMsgoYhd9+Tuf4!)n=<GY0Thb?XCH_8an%Hj2oVG;oo%6+2m-t-6
zE$@aYDVG`hs;Ry6ewOfP&G8La&7WLqJML9>!+lvr7VmYv>PLIka(bS~eSLmUpwyiA
zeAbultp{zcpME_1+sjJ1YrM;r6j=4Nrg}YHzc|R7@6WY&Ybx1aN2vBp`*~j3^m=<(
zSDNV0%6G+%PCM3`$<$^m>_2B@6?X4JK=@+27N^WR=W3X{?rhC7oWC~F%P#Tj+S!it
ztiy!1YdroabwD?F(Vw|hVPzLMzkXfYV!vCaI4;!v#+Sv+6L$A@=2?aF7Jl!o%Dt5!
zzi_?j4(7tMRTY`BGCMk!^z6C3a!;-1VTSN^lQuq4S!XZu;qEGfs$w_3tf<;!Z#3k-
zeDr0wvhu8WnQr9TW_IPS8Nm+E*0xxz(AC`{xmz^!gxXrq#-o8b8y9kUS;uS?JSZRa
zmDlQXj=SuS^_ou3;o+IeHH)_jdoDKl8ToFO*h@W;jgKwYuiEl5+2a8Fg7wpEY!z=U
zDV6ygcQL)nQhI~&*$Rmn_nj{u_FZ;6dfsf)bJEQ7*G6oeI`f0|=eT;kB`tIJpW79y
zl>3Rz^wF-|*c;z$H*cT#>ccSsCVvarRoCbFxoPVzf6(|c$oahNkMHXwU0yAF^tPx>
zeQn@`IpxQ%ZIv{a56GImK(x2-Uy5($-rJMoCMF84<B)m$ah=#P9Rs!9x7`lLNNp9C
z^enMjo<Es+))}oz`<Sp<e=moomfpxb5jbUbxItc8jsSoDsXd=QB|Z6dJ-52Gvwv%W
zpV5);Yf5uv3k!`T{i?3;l=b{eT7Smy{)csW?;a=EX5RbDH+y;Z%<xG<$98%yyHUSj
zb#bg=^5iSw)<wt599HIUobpqyb7r}5UfsU0GR8d5@2&JZtlszhb!1XZ)o1rTNiTQH
z_4B;`H227(t$m9G3+HWpE_nA(JG;c1=X=WXwyvGMZJAfzwKwJA=1Q3k|3bHB=9x|V
z@_g1~U5;C_{c78%hq$m5MyX79)+>3s`o`_4haRhhT0Y@fE^8dK_3VdAH-6E@GOs@N
z)t-&Xdl$U6JS9lCsp9d5RYCWdmfxE8D};MO^>v*~!t=DGs)b%IU)wURRPv;x+J>h)
zPcksxo8%O+{c*^t!dQVYdEI-*Qr_<Lw|zZtmf__4qF1(9{?VF$bJOvzFDtKf8BbAG
zZl0%f;Lp}mzLL+ozO`-X&twTVFJ7iCvtqs5G%abl(j1$$%a%{HlAFre-Pg8Pa7(!A
zs@<7-?D<t+!jxujTRv6C*6o``yiW2`lLmf2?e(+$4xFp!I#ONyI#zJi{NPz3snRnm
ztyeabo{h@b*jE)=H}h!5%<0ORFEkzm^Sznn#Fv%x(Wz?YT60Cl4Oxf!G})bsgLoL{
zg!SGP^0KPF@@m-v)&i|_4>*pduPnbXG3n&@)!yO~M;+D_M{(|Wd~Nb%JwxAjzA_14
zU;hk`PR<ohFiKl>D`I!Tgu>Tx4<FtYGC%AqFDdbTo!3;I**ow0>HG4f`+c|_>-l?6
zUFf@6{*8LaF1bI^zO_Y`@2H^Ju?0MZako>Z1x#4u#=f*7^rQavdsP<}=k1bHO?+sX
zpxB>y;#l_8Eo&{<j!&NxzEE}Ro)(F7wX0Wby}U3$;_Ex@({q-pzbMrUy>P1CC#<)^
z){1M>Efx2*r3|bR%w1c$=Y-juxfoJzDSAneEu^t4ar3dNuj?K@mXIk7sV|>(_T>G5
zJf8<k+=9Pn*=wFxES&Yer(na&kSLAM-?i#e)ppDH-<;fgH|wEyfd$jHl;--JP{U=D
zd$#`w*_U#6;-ZWbH@VYiHC_!?kkd~5a^R-)#)$l^6Hj<1eqFQV?85Bb#!BhE{(k${
zCdN98Jf8Z5k1u;!wI?TYqG+b>Vpr>i$Lq2}FJ@i0$o7_z;oIAq+p8DJ$<kn}_1h%t
zXY5wvcn#)x)mJ}9=&w6wvP&V<@=0;zVc+KE@(*LxZ?iPi9RK`iX%kD@vD(dnXP?O2
z%HDa(ZaRnMbNQw5+qZYf?mRX5{?^<(QFaA;*<btgoeJPi-kMpRrI(t1;e~F=iL2Y0
zIR3o8ptNcGr)`b5XMJAHHqZRH#jo(C5tgNrHorm--g!28-jWNEZZmIbU7xUY=j&OQ
z<TYM~s`efX+P7rZ{a8M?r|XtZZSR{}$KiL6*PBhXA$hH5&iXkC%}$##rW{P<snuT8
z?9(!#$gR3;%}TKphPNlat(_hCOyOt8+NtXkV|M<XDfImM?WIv29e3EA-&9?`;IoH`
z<8Rij!YhS--%?&>9J{#V%lFlevDJk)t_XI_C^%4OvD)Lu<I*UPUOnmEQprj(^}kl7
z_ZWQtD#{Ri*|hwV=$|v)hgM6Tcr5xM{-|Y6Pl{1r`_kIiD_I51{48F_&y*LRTVEl%
zD{Wcy@z|SHD^A{DY;R-wLinxUiHdcsvor1e*OvL*%RaI5<*cX6I*Z(^e!bFNvE=-`
zrrlMg3gQj|{1U6(>ZdDQ3wBvjlqqOXI8VE5a@sdfsYNdgEk&(PXwT32CUHEzYCo5k
z$1&ejMUB@BFY2GMy4;h)8ohbb%$sgj^QOKK{89CAiqM>-J+r1JZBNh9^g6lz#Ak;-
zf3FMM!-X`CR<+d0PGI2bFAl$cxY29=%eY*x?zrVOA!}Do&rLWlEl}09+HTr`)o-6j
zegDtE|D#f6nyJL$53XgqrZ+!|=$gZ4#PKpBj#F*sqTcXT>1SUrubg(*mN#nq#bp(<
zvxILq#`|U56Kwx6Lw>r1>1Mw9smTUzp}+rpUuw1GZ8fLn{Ycf~C*JXVaciC%n%Npg
zZ;uM*xFV{2U-Y}~o+#(d6Qw4(tILGRtz7tW(u$vkM~iiwHg763FL`r2RM?JZ`r#s<
zH;+~L_FbKA*C~_X$G^39$1J~DGo>qD_D6lTO?T8S-lg$ruWf7Ia<(l_-tO;nYG#$3
zG#3(>Q^j@B%Jg8z-1Y^gUs<F?43Cv-+>J20HFe@*PS6zoiY41qG~d)57hNI5aCmRk
zwa(>Bub*fsIl#8<-5!-s{D!iXU*ASWg-tD8e)@C5=W7e~EANNoTH3`<?5<p}b)!t-
zThDCn#2xFS_IE{hgl7qPJZIipTva=zRlex)v!nLO<sasJTCryC%_mXso=iyj*!Apf
z`ke=P?`M6h&3CQ5*&)MVUAEqS+eMWo_aY<Xqv}o1@)z9GpC-?HV(zw{M;lYGOf#yM
zx^Z>tk;IUio9lI^U3&Q>>E`R}ze4KM)%R?%RP8Ujr1M5PEI+FMce-r6d~ea(Y%_-Q
zw%SV7)-9)VEuOVbyY%XeTw;{=UH4^2*B@K{H(hkmK8216HV5N`lI!-qcDfs}KI&$w
zMg6n1Y{T{HJKtrmyFLGBM!nRO?2G>yYOZ%pnILBzwL#fHd2&>JT2O4HzjW;1#aGYm
z7d(D8P_~BWvHI6_EYUI_kH+;~xOU<6%KWkuzmAq~wt9N~_6D1v{|vcjj!e9_voPne
zO^A2i>shZOWURdJD&G$KS5}g{*2DP9<>}!Q_ts|57chJq7R2_3|I+-c8oG=2J&w-|
zyLIyKbJuS_IZm>RCgwdk9<^9R=Z;|i%P6L+jW0tse25jSxjaAYU#euDithE-A@?43
zimp}N$uK7@TPJB-$ij;Pk1mJ%{aZXO)9~7icYekvmNKnflbml`7-iwUVg8u|6aBO{
zu*|wUku7WDfiK@y1-fcxm`1#n&6N0la7CQstfuUx%nZe$DW-N!-g<_8TPG_&Nni{-
zZE11vUDkvNPbR+(J$<Fq>*yw<it~>{XZ98Tyt3rE&G$#M!Y9w-D!P~v%2WK~>XH-Z
ztNPQ7Y_(D)WHY3y#4esIU^iW~$=vI_)AAJuS8E;SeNoueYq~S@<;o2$2CMSsZ1c-H
zle6Pkb<nnpa|F-o#c~Ai{bIC4Yw^<b>5{gqvZu#92=g{KaoJuiby)fSwOJm=ABRi}
zZuHaf_se!t`63goJHg`1igUG@OZzl`vIM(ng}qQXzTQ-8H}gC#wqq8`rc%#)zOBA^
zW6R?U7d>T?W&UPas^%|WYh=#w`}4IWIR>x)YG&5<EX~X9S*%@~)%U<RW@2GLF2gL9
zN%E%cD@|)v8A>dFT`LZ8Jm((O9dmN?vc7~pUmr7VOPung^!)m$Cy(l<@NM17(pY#S
zET}2tkoSq#E$udswk(=Zb=_zUA79nAHI@wFbAx7Ywp7nM^Fp-OkKb#_UVE+$#>YjU
z?1-H+XM0Xg!?Z`6Rh`_j9VU4`U!K)1`8wd`%Z+88oY|W0?Ds|A-b#7+P^NF{!^W~%
zZ@28e+s7=Y-Indv^fq!{uj!<nHet#Uf9|Z)Ufq?baDKy*9I+?i^L{QWz4Ubd$|K&%
zJs;|}1}faTdED#WbBCavFO?MLaP8PxYO5+8xms$H@VCG%^VsG8W}UxW6TdQZbJM16
z7jG|(?d){2pIf<XA+t`)<Lg}ykGL)`IFlNF^U#uLKfClByW)>ZM|W(y(|c3)^^rfR
zD{sV1%h-6{CcL#hp+c=wHObG@a$TyX?fZp~&s!YxYF?^sa&?<x-Q4PbrIXbq9)Dc@
z#@%$jp1<iuzo_~4SC&XNzMhwLuBdLSufrFmEe{o@o-Mui?Lt`Yy9`J1n$XGeTfOFR
zRc|dlc2aiB<Gf`$-N#sqgPV4WUiUr$8ZK2YJFuDGOFu2v<%{LY6Kb13823l*d%Vv!
zYl3Bd)tlwIyer=(ueyAlh52RdoY-C0#nTRiXXc)>y7sX={o;c~U#`4JJaIHjKW=K6
z$_bgUDPF~ALuT1+b=6qBbd$VZ@%_D}8$T8HT|IqEgUdF1Wy=TtOB;%IS*?s*%l-Pm
zmsOh*l1(j@=hgqZI#-#ms5Vo3u2@prqnXMw)mIaq+s}15xbdh-Px^Al*NT#VwEp;b
zo=r*Uy0lHE>(Vj9{YKW-Atz3*UE&-NrEx%R>#mjanl@#|e0gkNzHr(JhnHu=rT25)
zoTgLupW*dY-8p^6!O3$^#~ux+J<7gazSX90zkXG*4D)%fQywq6xAvUuvzI!aWLy1Z
zt!Cxf;&XrgGgzGno*kyDW2v-hX@Y;$+$RTYSMx=BNUpjwHP|UqmD%*XuLVO-pvfEK
z1AknLKl|}j^*@a&TCL1^U2*2mygk?Lty4m8s+=o~ESB4PK5)xcyJGRUmtPF;e7-E|
zdDdS$byuCJ&piI9PfJ(Zaf_?n-WYjbq4D0PXF<-@T$gNDnfr16dG+X$&5muecAhbk
zD?S_giQn$(rjvblg1H{Zl>WNDQ1Wf^tyYg6Z<09n<<|uJq_f}Kx=r6wHgh)PiSKK#
z`WwA3U&LMVb9JK1tq0XtEdri|EHmS)E?*t|**bG|#EbqQcdzC%DqkM0IIf+{(p5O+
z*{V>%`<y4EokL^(ZLMWCvslw1u|b{vvgp-Yt~=5<tP8h0uA9~OYtfg0hMC8+&d=nU
zR2A+eki#rGv1svvB~KTg*Ieh!IDbz1$2B)o<+kdaZ>p3@+qqID>G-Y90XYxq+D=SY
zN%=hM-u4OK-^NVg-SK(iuj`(iPx!M;-Pg8Vx+U9VG-1J`b-sFT)kzyJ_E}x&`4jGw
zSId&E7b_(fzv9;=A&#$WHtX?vO<sB8Y^iIG;1RuS@oPF)?m0YKvR&cvy{!cnGSBZV
z^7xv$;?$W#*)`AmzDA#TytHK9?6$&CSqIa(->j|#Z9Knszpb{GM}_It9Ts2LY!99{
z<?Xsh1@7v)J5T;A^|<}crgYsZ7j>J^K*94&TY_E|PpeyTs_%56O?}iAsiFxLU)KJP
zPD`>_Tg+x%Cz|K;G;{k$<A#4{MFlU1|K9qNGb7@Iy|BO8d^5AIzVaK_OlDWdd|Gzd
zR^-xuhV*Ukn)XKANcqCP{?Zy*gNc_vt`#=>Cbjq^+pOnZ6LXdXU)r1f+obQx<>fq|
zv^BkA86Pgb^XXw;g~V!aG3)TGYsxmvZv#!I`FkBbJIkGC_nfbLcj#WY9+{iQ{aAAO
z!SuFow%S{_ZRKLO)i%3%*Q>dAOMIoDG>fgnudoG|5B`%swEa;>;nB>W4m{5`7EO9p
z#j9OnG5^h1_IFoarZGy$R)q(gV2=ql`!#FDwt`bFal2%GyR4q4wOc`5er`!VhwY9P
zXSACeL*5m6^%_r@W`5j%Y5JZZ;qTRDqPI=5iUVf26}oF#X<S+=e16Hc2~F9OZ%>>!
zTGf4ot>W#`;_^T}H}(L})q&x*k{TNKPJDhD-1SUv!QDChYpZxJb{(8#_@mf&t)F(W
zt>Cjsx01J;dcR3lR@y83w!GxgoLPm*mo`id7rwUGeRfIVH>;wV;oMzcPJ6QkUS4my
zJb78m@zb$Ew_9bn?#=anb#^N2nfu8C(HbXLh8kGft`42vczkcFj|1B_-`$&*s&o}w
zH59&%`Fr}4hiw(tr83J`*<w$g1Q$ikxvGEatEKdD6`7K=m0SOD9xJ~7VZHATpLwiB
zLAUa4zOB_fcP+g!(%SgUygQRBRvg`09uzU5@VbfGtmiW2>%C0ZUwPOgpFOAPW>0<8
zX4y`*-HnOI{l4ffZoV{qd!~`BM%*_`*G&pvOlx)7?KRi!k}kdzHtANMf#Gq}qdG40
zou-<6v#8%FBR_4KcRK%^@TzUiJ$+l3$~HX^*s7H~dsUftSaDdx^57HC_KKZKZakm2
zwMCcdKLelb>o|^^A$(J_qBBA@LV7OWHQv=N#CSgH$lgsSl6$VLohT_O^H_APiFG6M
z>mOJAzT34r3HSDk?%a6m$#wJM1PkT+rf<x}8s49H8?$BG4wl??;hM{Le*V!Tv*5k(
z@uiy*JYPqy&ET}PpIf#1=C`A1wjD3~qjo$>SyMS->3h4Bca`gJeDW8q(^gX{ytO-i
z1CMamM%iT-FW=hs?NfH~E<>+t=|<D!-+VrraXh8s>$*+W$#+WEcD!wnWpho|>fd=&
zD)Z}|N7wz;*)Oe;wO__s?#aJBFsOFU^UELB#N2+B`({%5oZ9ATtIjX~9lo-5!kjN(
zSG`TR@py8VSJAup4Hr#j+f3Z@uI|0uRmV3K_L}SCs~KN^UB#bZR2RQAXuax{Qz3a<
zd-u6d@Jw+lunx<P+{xbc^=HYyo$<#uM;&RL6CPqHbm3`<Vr{g|oX8z{bF;pb`M#WY
z_5NJj&EJdXUs~tBZ2RRaVfQ0)rna@a6kc!&_+T7cJ8PqI-`9<Nv)HVXwqCj`ED?Wf
zOOSuq=?agR7p`n~@_3WIb@ML6d7j6#J3Y<59~FvcWoF-QI(w4tp}BU;SN~_o)M{`p
z4oSIo;#Jl4KJQg;&!3IRU&D0cZ1VN&8D4w#oKK$~l~ngpQg*fM*L0ibvpxl{nwH$`
z7k#|=;PJic;y336&8l8}DLy#K-{z|O-Za_liG5CfMfG#zd^Wzkwaz5}!qX|c)iU<H
zDX@=^YM*BNa;0?Amc^|bEY>FT1+BRiJ;7C2Og4L2*J*{qd#ev~Gg-Wh4e=34|MO3D
zb(y?MkZf*R!1JXgFGW&H{$yLmdf4sF+I?>o-`4YL?_AWTJ8$e1>0`Iu81nScHshE{
zSr6oPJl-y9GHaFq-<vD3bNSX(&zkJzu;%+thUE2LM<;#tRJQ+{wOIF*(T6Ll+n(Dz
zmzHjOBh%Pto2}&OY1;ezbI)bDxS5Z(-^@#VD_OhA(N=5u*)OY(<xiJ<G;dSV&Zq00
zrn>x!s0_Zh$cAsK*`u54pB6J;+WGF()>99ds%o=@cCJ2{aoq0ed}GdFqps3b=bE-f
zI{s&nTK3BF(W2)fFSR9dmdlr|+B9(<BSYB9_~4LxHdicV@+Mz6mB486r}ou~ySvwA
zCr)@!bv3N#Q?}T}RZHH~O+WB3nc?e#n1;eDQtP$XvDr<HQMWu>n_Rf>`1RFG&KBqL
zH2hgSZ_CAHH(Cz6EPti>?Okzyfp6rF1pgnQE8~uNp4^*PbUjYu;yOk)5y{t$aoM#W
zUi+wat-E+zHv4AM3^wWh=TSZ{PWN0nC0Kp5_Sl?{MP8nsm5ZM~{ZS|~Q_$zY-^w-K
z`x#z~J^vogbNJrAsWasyy)_<ONqb)@DPh01a@|zPSPNy#hXtF<r*hn0y2Z|8zRO1&
zhPkZ`>!MzMZTZg-nfK%C>-Z9n6R(?gik|aLPt|xTE_(i}6yLY7G=IkCr#0&W(+`Mm
zKH+&^nDPD5)XeM0G`~H6njBx}z2K#>#@)OnU!H`kmOs#yOP(meeuGatBQaU@;~Z0?
z8K-osJ^oyLVwL(qJ^Sw^i*M`B`7X$dzqDy<Jg?o1g;T_0{$^WAZ`Wd6FE84j<$mUo
zLFk74QhVag%2rwC&;GpHv-jYxaBGp<(RuHud_J1(R@HNT&ZFP+V%Gi2D9L%!Quw{S
z>dltFp<ZvMq?DN+RO6a>U1_KNTTPvHJ;4RW2fvC;37NWfrIwW0E_t_vIYys&HHy0)
zd|8|RR60iV%iGvLMh7ieInFOly5x7wtYxvvEE&mYnegE3zjJgy8$Ibiw==D^-K!(-
zMfS3}SyTQ>zPNBCWT|R;>5Xf<_G}0{63|ntea<xKI!ms^H_=;5=g+8`m%Y6GFjK_l
zd5#CyJDGm?Reb*ajo(@luR?`($7TF{^1?7iQ_t7To-gX?ZkFos)p0MPrtaxkwR`%t
z4NJG~3;nsk^de7Q+`FBR%IsIYJ~P?>#E0zP-#6~c_?_MywJqw?4*5L?-<}QlsMcR?
zbLOS6;Fo7R{t6$iT6%4zjB8}L&GW8jb2NOnOCEo3$8ECE`F7l#ocS)*Q=~fc{$^KM
zw<cam?|M?>{P6Z({?lr{r^4;Mp1(D9^5b*gTlv}VSBcH988xmFhk~1XQa9U%&h)D)
zjug7(bo0?BmrtTB>65*`t+ehsb++^m$FrMLmT#PB6w*_xt$dDg!(qAOYfH{rDs6Zt
z7&E7*`r5{*nDwPU1%4KuoL8&0`lfpyZ{Wm~{)Hw-_9qlvd910v$SCvJx9}aC9Cad6
zPnfRGUmc@=TH%fs%bwm}-&b2JrM`@vuvRrSz1ZT)^)*qi`nE}TXI_7zAn!MoWxBT9
z!@leZ8L}KHf3-^I7aVS$XV3Ljv199GyT#nI{bqaBeY*A6ckxQ0t&Jtma{g^CT<gpf
z@cdWMVQ%d|cdjp*6Sebe!Lfi9dvCtKaQRXI)8bpZB9j>=vCCiExg!2lVV`#Hb5?eV
z$Ja&m!mSb>&3ig;b@P?$X4lp}n|F1+%&R?<ony4qXIZYvt=P*E<q=p=_|@b@o>Dop
z<;$3_56Y6818%Ylt@E$S3d%UP_^Gc-)f`Q!WtruDm21Riwg(58oZZ}1+p%Wuxr}A!
zOFq1m|ImL&@vWkk-PXCw7)r&S?_BXm<xzI_jP1o6Hpo5NW|E!u+k2yg!uR!)j@P|2
zz8rR5X;Iy|?bQ=2wmEiODU)2UnCW)rpXjY0+ls#}*!hD0(w@#GMTN1IF8Qvzbt7*!
zdzmB`hc00~Ztu14zEZm7@u~wM#m(m`pRM(NCei0t@iN}+`ovdyk<pI5t5_$xRh%s;
z@{~S4r*BU9<QPY-ZIutM`=@G~Bzhdv4rM>(vee?V>+)pR=ROm!Er<*+ko&59`|0P%
zPe%eKPmJ7gV}I>!=NgY4=d!NPl$7L+S@-PI$KWHJZ*NUK@^jLS{l!{6g6Dr+vzU1&
zS?0;rriQP}Hz_6jXNcOX6FfOncjBxMmW9z~tDmks$LGG@>+J6^KZc{0F_Y)bUn=f#
z_SpRL;v^?IqkW4-&&=jbnVgfXv`ahU#y;EH*Sk`;ZQjZ<XXopATg(@pw|b{_F}#*f
zi`U9Jg;%NR$K$Shm-9sP7+%i#cxhAGj?Zom&*xv;yyuu_=&nb5?zmVkcz0e~+{t*s
z?Ws?*=QXa2?o`lWS14Vt7@el$R$&vqGc|4N%Q@@ou0GkW`_#Db!kln6u3WR(mY;5Y
zdRma5)NuK*kbza0$_G!G8Ok5mZryu4t0^<c{cQEiceO%u&6l23ytVp$<aKkeDUUoQ
zj$hjOd&ivlFTJPk_3}IYNUwHry{WaP_MAsML(1IVM=cA}em%=$x@v8y)CTjJbH1+o
z&*01IA-lSFW6w!7iN~TZ#Wt*;vCzZzoaW6rq3UPVrtOkDzeIb=K^wuSjU8{E|GJht
zx#N*j)#JV4dm~j#QcoUSn{p-Sa&QxO^<K%#vv*249z3`<QC+4W+v?Qy@5#1V_s+<K
zh3#9Kxk;_}N%`@t*SQOO9Ujkmrr;KQY3pf&_fc+U;Y!}Iy`8eQ*=m_n9argV9*;Ub
z^=7}!wc@lde@=VK&-l+UH~VJ_ADiu~wM$$Je6x0(u#o?orI?-LT|QY`(ttrW>xk-s
zXB~@9t`!!SIGdZVm=VSz_Izo`v{Xr^EoW@xUx!NF^{{vydDi!h#n$3!Q)kRdV$zO2
z6{@Uka^2_SrHz5*SGL=hY5aNeSRwSpqriDzW9Q2-hAoQpS6g{byL_WrZjMTW0K;kn
zmzy$$Ay4LMbQ*aqzHNFg=Eu5o_qCQ6K3{Iye@$WOo%N~O+AsRuGKEx53$SUQDgDnN
zn3;AhVxHq1nc^6`rR!czUv)@DYf0(bIKO>Tdv@(epBCi!#U{*DJ7oTDi7oTPG9I3m
zKKj{vxzp6MuTG1fvS3Mm8Q@YbUlZ<Fy0}}Fp=UMU-_=Iak%d!Zdam=js%Gz=Z`--F
zqw3_nzXBVJZme~)->rOW)gGgjEbH07EEoI9FH?10<eSY*w<S@#E}SkqC91xBZCa<n
z8f~{HJWooLcK(!DFS)K_>4l)0(?#CPd79@<oyn}7e0!<a`H5YN<xl-*m>aV2-K$jT
z#d|Nw=e}`}N!vH0?XIl&KJ6zFYMMHEd<F-uUx{*kkfCh(PcHlNLEp$_RWrD@tyW#R
z(;_5@;n_y_S(T=%b&n+Wxj&2$7q5}w`uaSrwj}E59mz`dy<T0O+^@S%gs0h7T`x|}
zV>_OB)+Mnl-SVb&UdcBDcNS$^f797Ev!5ntRWAL>!M<Qkg4drT{~6{-y_lXnYgW}Z
zcLNVMf3=<6o#sVVp);R;R#{i{@1b(g&Y!(SXSeh_%`tV2d^e@}{Cd;l=S!p<#5Y<l
z%G`Y4G}~u;&u;7f4{Jo`p6fh4&06ZhGmni?AKW%FxW|N;o#MIw=JK-C&k-62)?Riu
zntImZP2s!jsI<`LJJ(cq{$9Q{a_0BO7h1QsuarKqKV|j}t``%n%huT1$hK}gu&(Lu
zVF9bpQ3sbyJZ-(~?2o23Nh^$>OyV{B<Sdi4S@dLo^ZEP_%bs7lrs#U>yTXj=^-B#H
z*fKI1B>ueC@;oQO)vmH@mi3*Lx+lvIEHeGM|JPL+0b?PLqZvQ5R?qv&^**?K=~lx$
zqq7ZKEen%lW?jn+SKIN{sZ6JCtM0m6vyR5D<+**kc}qjp_jO?!DV4^}jk8`XZk*HP
zcr;?7liPukZ>z$$9zV1GRA1%HfaI<xrjq-DV|^x?nOB9guByF$UUZG@Ez#LNpXQeR
z?3&7~v}fX)o3||<?ahiV)@g6ZwtIH^>7l;tYt21n>GK2EuB&vpc5d<7qVEFh9{Cx^
zHP=eJE%ldJC*;OnzHz-@&%EVxO{T29^HeQx@~urgUIw+R!(MiK6b3BO-oDPaS|E2x
zv9H6DWX8<HPZ_TMXV6zj={h&#@p94fa(9^ryLd9)9eo}&HwQEn7zcVP1cu)@^|n;U
zoN3YLN@Y`*GyY6V0?%dMKQY(ypoQI+rQX4fEFZK^H7vGVHsf;2!w|kh(+f|CMojW6
zo>letvgf@QmtGxxHv8$ZY}+}LFPq%kd0;u~E!(r+eM?Nbew;j)b+};4ikX&2{TvuR
z`o7#~%OU7j{cQaThA%4~t6vt?R4IEIoXL0St>uZ;(hX5-ckj#EZRTkCGGun@N|kPD
z&m_-B3ugshkXowpq=46(r~0RISDEUm_lXx4KAE*G<*~%F#&hgmH@0u#ZL^We_FL>5
zlVaT=Q}{ZX;m?d^Ybqo}*4VN#6<tr7ZFi5&IMm0w&;M!Eyr71NZ_ie2>2g1n6(yYS
z)PHkR<!Y`)%Eyed0u{Kgq%GDd{JK!LH`F~_(4%$w<g)=DmMZ^5H*I{r!eZ5TzZJ_?
zoDMs4JaEV4TdQXpRTYNL^NgP8-|O+SpK0o3mRnK}Hom+NG@)y;Y2fpp8*E=aa*K65
z8|W2#IxO8NdHdRk9TPsk4qMQEy0JrM)~T5ruLNaS?tMLT9oNdUVG`V7vfUqFdnzSn
zs)Q`97M1w=Z3TCs_tuSpPYY^S^?cRZ9vFPAS@N~d4bSJ7=E*Q#o8+`H&7ILfG|I$!
zbJtXHmC3;?Zk}Xnyi>g*^rXbmurll7*Ma_)NenhY_IH?XE!7Xm&0Ofh;Aa@6D4P5-
z^l{9bM{|mIi~1TWRk*WUtJ$gYd~c4{+rCXtp4(j3y6!tQwCL)ZhTPYeHeKv{_%giw
z!QTu8Pd<)SKE}7#dMe8v2)W3YskrG%h6BT|FrQQ9^R!Dg+_KHq3o?H$ayls1<3W#x
zP0*>E=S`Nb+F^NqFUz+1&ZeC#zpqSuHu2-Vc{7-rJZ9AVwcBdRZmPw&d#T^6-K%8Q
z99VGV@?+&(tB7;AQex%=hcR6<+R7QHmC8J)R`U&;Myht?)QuNHr!nWcIUHwNBWmql
zCA-Gcx83rn!ojn?UHwbbSGj)L&G)!0tBj@RvVq03DMIc`#ZsouTBN+y<KSk`b5&Q1
z-Y7Lo74gVCny>I|hJ@7ey5@~~z9w@5s?tSfvde^M?C$td&oTMiv;*g5S6|bs{x|jM
zJbsp#ll||mua4!Pa{ct<sER55-aNN_KJ~`#w7G7Yt$8nG9>?0ZnLCefEqJLYr1>O#
ztsD1Eu3h;-S6;T;l&`h8tzo$$Pt>bTZq6ka57GSOS##E2=nFiX9l61DvYKy3<RpnO
z<G9!6!QUrdYyGq9+MM`;s};u_o^Q=?SuXnMO3wF{tB*=-f8}+3`aM1A*Kzwx<}0q(
zx-$8h#d>#E-JF7?$E6$33ZAh0YHEIMnJgRowY|SzRAd^86rZ*1&)d>&`O@dPsZ_J`
zXD@$~izmJ=eWh`iDQAiq$I3sKtgjm1H!-VtG%?TL+sM7h|Jq_M<7<mp-W^{WArri{
z=QtCi=t7<&VTDhmiaumTvtIZbYaD(fM7Tlw;-hPgfo(@?9&DO=KI%oTp5K$_TZ^tN
zmCR0F8#*O9HTi{iZQ%BzJK<Y0w!eO=oX)l{eB0caMa%bA_4SwPJ=neD%X+P?y1WlH
zm(4E!WH+np_n8B7Tdz7B95^XyyZV%_o|s9Hzs0(?`+>R&45jOZmI&RHyQ40eUeX`H
zJEuSD+|>UJ72<1y`yMo3wq#l-%G$V2TzXqoz#OSNFV=2;+IRI<<dfvR$(h#<Crz^F
zdU+t!;{8iswe3bzx+nRuq}vq6?7ww#^7??<m*0!0N;5p^dghpKyxuvmwCJID-m|$+
zmK?vd<J$Dh<Mq#Dd7ms;nD6zdd-FDbpKH3W7v2_GvqdY;@6~hJ&oQxIemb8mxxTK^
z-R5(Q&Ko{Qxh=b-?ncg7_uOXILha}O8Lo$`1u@F5RxW##dHh1l)L&E7*;W2#bM|qb
ze;muQw7}l$;8df!t(%<l-W^H&)e{=ZI;YvCUE=uCQ16B%|CVj<@hI?&l`YtDQ+{iz
z<fr@9Ym@dI{UO6uwK1kR<l>=67niD>u?i2*h+Pn8nHZDe73WiZJ@Z+|qVo$5td1%X
z3cS3tv0l^Y@rE^Q@59t4*R)K$w($16t8=&Bconl-^yBsQewrTN--f#+B+p9h;g7lO
zU#PvQe_DmfZlkKu2aD(J{IYU`t>(_?6+csNoc}cC+sbKYxjrAu`Yzk*C%#-paF)o8
zsMjH>X7lCv?EjW_+jdAEFN{s*+i(6nM8;S{;z8)4C6n(Q3T%2)`Q%oynOpXZ*&Yf0
zXMbK_Z@YPeO(>_y&xj8@p0BN%^3m7!yj@AsFFA43mR0_;+PZHel1<+mXEtY^Sf}>h
zPg$iZe5JqGl1n?EpXar>d*gFjKg-pkJ<oPku9XogyDG0Nd1Aeju{+DcVi8TrmDZup
zdeWD2OI_=7w{D%R(NsJ!Ojupz>&ipLJz-tW^NzJ$<XqAn7FOhYq40g&?4>^nPQBu{
zx#r*gW}c@(@yQ3_*Q)rs+|EyLV9$EEK7R6rcME+_o#nasM=~eL>G7NrroGdBK3rXs
zz|yT_>ss>5Ztf(8;N!)Y_Lf~cr{Q4jer*re*7vpLwqO1Hqt|=Ou&!&?P?+4G7~8sU
zqJl!%x=$8wPe_N)DUK36beLU2^!c{=GrhiTc8i_6eR5;htI$S<gjwsKuC&cc>CZg(
z{?O)U8M3_|lWnyQ|7?)6ms-~szF@_Z%GnG4u=?IsR8re{<AzPw)G$eLg?Uw1@})OC
zWq*2UVc4f12amc3N31o^m~d=G@vM19?JGqZr_8&n*|Wm(tk{+9X`N35HBLU;EEUnd
z^ULy+&jk<H?3+64T34k?*R=Z%U7vSaD()_Hx@|1;cIAStT8_aJU%ro8S5{=P^69pv
zuhO@!YW=-;^~~Ly)7hV%En_{+)3qvO^7RjE(pMHvcAq&{gZa3q@JoTl9Xo$<eaY@F
zy}f(R$4fhZI=m=ye;Tyt;+oiBbF4GZoN*GWpX)0&yIk_zqk5n4)GQ~nvam1xf;|a*
zbFQt76;?m3+ix4)$;fq=J?hm%u8(Xi3IDdvEzMCmXK^g+-&{$1O&P6^fxNepGq!A0
zt9bqAwcp*8{)sO`dpED{+j`kq?uw+`)J3i5D!q>WuJmMA+crT{bb6lhNx7@58E@-Z
zOTFpx)SmPG>a@fT=7Vc9nye=_NK}=tk?x+z)BN<6J=dmns<&Qwm}ss$R$J@W7xC1m
zFjV>T;U_#@7n@!MFibQuytc)q^5^7*YooefvFd)(&(pe6u61AAkZl=5LYw5O{CtU=
zC%>*NdA}f5N~Oi#+&|Fk=)X@EN-LN@<*F-u7oEAOBzeoEt+^Xtojb(&<o%^BqN^uw
zpSYdpy03r=*A8Q~x#yzeCUl1#cvHFlWPEpdaP6|h&x~j5c4V*acDHzw{b~23C32;g
zQ~4@IqP{AZUJ2?dd0Kb;`5WGCZwjv~e_r`6XY;gmPfJ{krtvoM-(7N5=bplTeTnr;
zLbrL&b64(tyYi`jy48OMK3At{pX>^D9<5HByS#SQg+EKXzFMp+G&$B*Ii3BzOxiBn
z#nGMCH(yn5*lwxN6Sj2Ml)~tss2x*!(zclVHF}ikfBL|a$)2ZY@}9buDgA9JWAE;i
zI?-1bVt*Dk&biL}cb50D)yI`zc72^)&nvdQXZt;NhN`YluLFCgt$DLNXi?Thy_e#K
z{(9GyRq9H&u8Lmdw&TI%#;!hj-Wf}RW_QLr-oLcF<dV;~rx9lEHrIt0bLZtO4ZJ_=
zzFPW^xEIQw&v7u{+Z!LU|FdrKhLmv8<u8n*HBQZ+{cPR2OXn(8xK6j8vs`mm!!zpp
z&a6;n*_$gLzHXUXaF{tizUuScJkBLormQRAD|{XAk`WcO(9*$DA!+;jJ^GnCFCI64
zS@CO6Q0zpjv!-el%cdt*bV;^(7l-R#3Xfe-<Xe3yV|NmBzT?qU?**c6X>oN^7q?pH
zbnV(?BdR0oRXJa4#h;g^99MH=+}pm%W^cQiEEnl2q1^TO&6moXvkSHOy^d<!JINcn
zmfv)H+SFqY9A2>RjqUcXRGA`jGH^on{k1mQ`BsWIr=7QtdX;BmGjYNV=B_t^F}oFG
z<uxj;Ba>5}%$v9P)`qR#l1%MAlaDLk+t;`I!=7IAS%!_b@6FZgX}irY?q_fJbxy*p
zDwUk&($PB~%;NGn*wR&1m$plKwV~8I7n|)%OR|?$3MVL@_j>c?t@*j$=5_1=T2tTd
zJ7%-eb@jXwlVx+8INHy!RUFfvaLpt_K+b^S?dy1ln4{k^+1!kO1n1S*P5*f8&x0a|
zceQ_4r@WWdNiAD9|4~i%e+G_)JAO{NZe9Iwqws|A36|?O{b$(tXuF$?=J}-sQS;^s
z&fLyWd~fm0eakXkR~N0`{5bzjW>nGbBD;B07nUv-Z&*M5w&|Cy8@E;oHdL<K9^kMb
zwQ7B$S5Vm2wiT-1_A@{FX`+6w@bbN_Z~oXsuXul5^!2CPN4~Q<eN|st`pruFSmOte
zHy$fOrF!3gvUo0`zVqSbiYV8ETy<MseDQ66_dEQ;B&YjRQ@ry9<K|Dz^cPuwr`4i%
z^6|EL>=vuJQyL0mQ=e|*XWGn?+Z?xO#jH0OtBhx6e5eXhQ?)-F>pscWc5`4(k6hDq
z<2Rg}=L_`I-r6Y>QyhLr!&XcFk*U|wdrvMZu=EsVy|}eE+a@K*`1iMEm#s3l-_g4x
zc)cgwqM+7pYF6YGsbiC#q+E41X}Mf<@7b;gGQY0$D|H?C?OmsEY3pJ0YfInn?DqTJ
zH?P17q;T@J`D%VeR@bVvdFo0t#TGyFyOff?er@1{Nt{f}1B$P$JmGlG_^7t^PwweK
zGxL_sF`MXf@_^(@gUYpeZ=#nk`=+m+c;WZe3C*(Fwh=v({lr=3En0Fa@a~<Pow+Bh
zPkvkNxaC0MhQGxzCyVYMeH$u$hWBicvG2O&*@dF38j>d$C@(W`P5HRxvEANm(Uh-e
zqlB1)N?gyr%RYAToy?_~jL&VZalWdwEp|>RH`Tpyd8X2lw>u_Y+w_TX;f$st&xLMp
zf}Nk=_T?1)tC>=BDbex7vN=`3MziCR7QPK<SoO-f@obFq!4qerdwbr${yw!sVb;VA
z?p~XGYI=$Tw3@O^FBJaR;`B!H^^dE~(zz#A9bJ`gtWsoP)wSfp@_j27Jf3)bZLlRv
z*kaM=7He+$8J-Q!I#&L|A#O(dte(kTA}N>q4teh~xw!e~wMhb2UB`pmO;ar1AN9W4
zxui6}%<Qq~Ug4*k@9pGx{&*dmVbn*j@Of8H2F<>5Dj>G+U<yM~mcwJ_Sx=9=-4XiH
z^0?`tmzBz#&L?i&;aGXx=h3DI({-<HIT#}&bu46yrK+IUdXpEolhgM)z3-{M;#HJ=
zcD3WZ?<{-$LoclldHgcg+Gpq4O4%iAb{yYZW_F#m;qEc*GjmMKO}n3_hd*B^VH)JL
zWRBE=bME#38A1a;8_zmD<@#&hjQraVcE)K-hi>JPcx>`J^T5QSiu0xyvji$9w8=Da
zo?P?Vd6xB?s!pvNm8)aF*jP?U-SIwDLgwSGUECdJrwSu;<~+GRU2plJlTp5s3yTkm
zifnAMSbIZ>-KKQeSvhvEYtlJEo^z7*BtC~N$e&ZIdD-<ePpGP@=d<05rIpq0*qm$d
zDV%?7QFfo@8n-ErMLo_{K3}jlzj%?UbhOlW;hMdLvz|Vw*|=m<k$<p%pVD#l59@Zg
zX^JhG>3ZdJD2vMWs28a%GKIb#eC(ou?x7mnRWFn-akgCd>LMTG*<!N~a}VtmI>*z>
z5bl5Gw~eUDq-)RSXqA0iTk-gy$c=?^`&)At2`pB)a(1=6uU@EN!k4u-W;gcT&6W)Q
zb*-h={=~Xmzl^iX)@1yg_mxx9RN%?Hx~WS2vp25tz42AycBewS-Brbg<aJqBG(6Xa
zwiY%OepxH}#W>yeTh)cF%@b!`{p2Xqb+L)T@_d!dyzOa0d$*hFUhaFe{i=to)*OaB
zcF|o-Z(m1jbDBQWbBg?_&8MovX3ybT=JDPsGv*#w_`PS9(*AZ^gTmj=+N}M-uVRhm
z(g#<(-X||Sse5YD{;z8?Ws>KVFZVW1xt49_`6o+vvE_36z)5E+Puk31TKxHxrF_)2
zoVRK_cemf3+^6YY%$F?pD9+!s>66UlpJ6@E=Ufw>WE{P%=<14{C8}u>w!g3WtiKXE
zJ&8T))WjXO*=<W*Cfmge>weYrC@RX@=D*a)`Mi8o+T&TDW|!L;t$BLptIXkNBG>Xb
zObkqYPd=F(rCKc!_f0XO_}~j(MTYgF%;sk}Ryro_IA2#BTj+N@)zUhmVWkRBooT89
z%e)<{H@NP&wxgN*_|mAHx65Wvx^kw^RJqGjnc1{F<Akl|q~^_C`p>E^Y)Xra5h}bi
zOCayxl(&b=AAVVBwDa{Bk(;-ctvP*x$?~h|{Yb{mw@nW@UXXgV=857)mpYY-9i97f
zzqkh-XZRRV&RS{ld~4?B=d%v(N}OaEUcFi5U7y~!;QgQ1l{{8wC|`SetIFj5rNs#o
z{;pnRwsEh<vbk5!uHY;Dk+v(N$hB~z;rTf2_1o+<EZ@d_PWQ?>^KwFg-Bg~l#|)2)
ze3|G}`fTNCh2v4Tgl;=WoQ*g?$xln9env=<g{0a_otBM{MQ_*kE_n2$@75*1x~&(N
zpJ6S$wzT2=))G(62WeC8-h30h`qU(!Yb@z=p6@q}az1Zz;Q@2#lB(0eTSHTHDos6q
z&8s+Sd3*BN&^uYzZi~NNzgyz&OQzmK)Bj|B@toYZRWmDBoLzeJ%F7Sr;yfOUuE;%j
zHfB@H8s@Go;S;aRUG09Id_L;z?ypAIba$Ryv1jXful)*)p2sRp1Lbur{=B+&e5vpL
z9ovPflC~~#ILuP=e%7LyHs9AuM6-Wb^~|bv)vn#D2KvjrIu6b$?7E~rZ_6>=#slBh
zq}@F$^Z3ql^$xzP&ZlGM{apLgJ?gxc<>OlmU5zJRoBCb*xCFa}+||8o9G3RIDJ=5+
zqGdLHTi5Hghg!{!z4J22vGHu|XEwu_M?2&j9xeOqpZC?Kf8*}i`;JXEb9ep`Y~B;<
z`|r8s(NLqFIr3SSQHFDK?UZ9q%y`0l*5y*o);TIHU;j;wIC<22=kuLEXQ@27#8-GW
zWhVbxgR{*imrdpf-@LU~GNSm$b^Wp<X<K=Y^evxwYty=j+$Yz%UCMvECeJHX+ceiG
zJ9XC_d9U{LwY)DfB`as1=3lWkLh(sZW7M~ge0J@oXEoxyo^N#8u2XKN(8F@hI%EmY
zWzh}naaoJcEZ$$I9V*+mH8gw0$&O>T*)w+L`DWgUNtgL`O?mE-`C0c<icYP`3oI(U
zwOJ+RpXi#?FMU5186VS(l&kf+{;D`%EZcHz+vBdcJlXw+R@?5dWew`PHLvFGwd)pb
z+gavJ{297pt$R$#pX`O%fiJx_wAygpEt;|H?cSdCn|Vt9O_kgl@29<hqvFwwmyKP=
zg02^<`_K9{=hy89chMCS)>W0RbmF;sCHQD^tyhaw)|0~9&ljwHv8GdUk?6Ny*Il_7
z*qy`Hoe!H7m65!)L48gr+xA-?%BHt}CYO7i+tIFlX};lAYmFHNGRf*oOD62vQ!{ba
zbB<f}b0hkkkBeq*yEsR?=&MOuhs8N<rs~4&?|xnPTEq2hmA5?G=2@H4gR=svWQ-3_
zs#ukuW8L+J$Dyz>G*Tp7I=$nk(pSsi{Cmrz6Z@v_eDe9$+NHCFGLO#uz4k@gQ6b?b
zZHH*Zx0kjq+LV0b`K_&!PVVNLnrrtwL|N_PS?&ZYu8BzseU|H1+?rR!>-){{JbPns
zwr$_O@H<ak^gO?;{CB4Q(5}SX7uG>PW4=hP$oyvYV9S*!y^E_t<dYBB@LW#{X8w6K
zU*C4u6@^0ol}AsezKslu`h02kPlkhQEW7lhUiHuPGxQFbc~Uw?t~hW@g51=FCLf!x
zi?-`Lx7S>IIkwO8)U2CI&m7)|Jei?aDR<R#`?PZvzpm(V%RJw1>gUe9Qq#6;bL=)h
ze&(-hD%U+xF3WcFkd`T3voj&zE6a^f=w0!3ah1NW=S~(luKhhDT7qe3=3<5U&tt#r
zjO{mDlD2eT+uA+N6=%!BHcrYutEB4je7WgMshU?Ia>mgiU14bkb1G-;ymL71hB`~0
z%(HFDn-W;fPCZf*pLpSVxUky^gW|WIo=eu0?kZVZy?e&Tn^G6W9`J;nNj2bO_gbj4
za#B@w$mdFlExZ4z7L=903{9EY{xOs@@4y|-ml5Yn`0EU39o<`IFx5kEx!?44{J~wz
zZBJP5To-aj$X#88v(NZ!vi8=Utryp%+MjB+PAI;$l3haPUy1p(jh^47GnJ0tl9-<#
zm09*|0Y~*btE*f4Z*A?)crqns-jRguc6+Y8@_c=3j>zOo%Wq$rJ@s_REu~P)*I`$y
z(puxJ3xg(EFzt-lntIIk!o$9)X17|(-v_TVaMMb8*VkHic=P+Nies)C4u!#QUiTjt
zJ$Lh}#GOTMMp_F4`=+jN7iH$F;%a%P8R&N`(vM#>a?&=ARcqxqzr7E-?dCUqW?$H9
zQOlRnxpG-6{q~fvQ8`hv<;L$GzlUvAQdjs2XR+?GTs^~q!D9V}FxzhLoe?oc6T@yL
zxjzhD-ff{gYld>dU&G+i+K$csv0g0A^Rv3Nr}4S(bvJve(l=LYOUl!oPr~MW+S*mJ
zepR~Hr`5?S;kqjX+KYbu)hMg0+d8*g!7yB8&5|mUM{lOCi;6ybc&(+hmSIo0P<pDe
z<P)ig_e+DX%)0dA*b>Y9mABvBzTb28$9;y$FOL=(#!Z*7&34M3F8FM7-Lk;U+xJp;
z|9G^cal(p|>u2k~RoSvL!HrR+>w9p~@6GcJBdm^g#oaRG{;Y4`niyK_9uk^mvN~|8
zrFZG#^r^?5PT(ndAHBgV)_=w0moZ(|PER8XyRI|^Y-VT4&0*3$G1s;%N`7YO;Va86
zT~|lWJ)%FAY17uX8uxDsb$2GSvtOIn-zFjZdO=g-Jb!l4W3zhR6}kBt{W&ju>3#lM
z>6DHG&1b7c+cqs>3s-m$y1H9C(=Ms`**d%D-qVE6i)&Au7`Ns{@M>0#_gB8vZ%&Mx
zzGbnt-NqZ=y>*i$8Nwg@dbUd;u$?9O+P;i!`%`O#n{2bMl-!M0be3bSn5yZeU(3%u
zYl-S<ldHSuJzcVQWmC!&rmB^zie4En+R)o^-0SJ$of0f&j?XWxeaCxy*5fscgSd=3
z@B6J;_~ENXZ}Rb|Y4bIO^<{gD7e9*H`6Rr2b!OPE9#z%A%T2BoQ{;K{^h{MdRTU+k
z6lqVA^b@Q0Jo;<i`fXDl%6XdV&Pp%aXR)!sd%;@kda;+>3Z)KfELp;PDo!7mZpD-r
z-TPB^_47#6%EvX#bHX;BQklCj@NVT?(GL-~LK1^=i%zG_{Qhn6BVFwv*T`s#bs1_c
z2KV*ju6}f>`g+p-VbuKF+cQ549oqf!p<&6dJD>k<Et?V@<o;%Po5^~%`!^1)+4%mJ
zRfFY9Q~tJllCx?z8Z{MFnEuROR^z>Ai^qvF7QO}7Q^k+{4YR!1)8oFkYW|*rEi0Ct
zkD6L#^7y^V^>pd^IdOmFZF8S16cxt#udcDXn)5v+kNJi6{EPc+@0@UZJn>!j&MS3V
zQLoGv$mE^3TvxScVsqU&&qbjzn-*U)^!?K>vinkcx8h@E(PREu2HDr-k9?bCer~~M
z_gf~`eFY1CUGJ7DSN^`>;<K>j?Yo~$o0r}!aYv3(G*NA)<@twk$9~yO)nv2W_|^V#
z<oSn-D&4})mO0C|*XC3fEmvQ(`AfQ_=&Pv*pImLzx~bfCZTewz3!TLuMLWKQPe`zm
zU!V1=x61$F)H8qQhU^nhI#c{cnZ4`f+UHv*B<^@Q>!Avt@$m~%DaBSBq>Ez%=IrwP
z`(Wq7Rk<cr$v3olj=9-tuFZQ`P#kk~-(r;<YliI2+paDs?6mrIJ?e<*lIdr@zDT>8
zxn;Rr>YY;=29|5iD_-5;m%XbZaU!St$=9!AuAcIkf2eNn>TRZ)yCdhvwjWPit(w02
zT|frs!Q+9qXGOfdA&@mWZUVb3zt@#5yL2oi)^%^*6tnHlg;_Ql$~)G4E#f@!XxqiB
zR~z4+4Vr(-<3>uINzbKS8{hwD;QaD+=QR~RW61~4@9iy)xVY%@R?WqM$BML{*>hL?
zv*l&*;P$Y*!*2Ro?4I_nYfol9a=lehIRD%}bHm-we9hi3e0qD*nmhOU7e3mjHM#b+
zK!xmH?K9kIG3oQBUda}he*aA6iP)MY?aZd{pH6ss*yY`i1yg)E%9`AaL*Bm&l*yGm
zYstJhL26|wqt1fstJTXFUiQ3s>)o^XIcq9quJshDR4B8XIzEtOw|O?t@v%wlzGa`D
z-JkW`>(h!JgEiSR9baDP+O{-`!TP$nPLBl7_m%q|%-LD4=W_Fe{nRk=*%EzLS2JZ+
z9$52?EBcS-(qi^VmFthPwm#nYAbHmQJrmDWg#{@!&MAKx_H1I=hpewxIb&ZJozhB}
z_w!|x^&;-;{~6ZD>^kT8eAd-%U707imONkh)^n-snYrF2S6-}1bF}&uwr1M)^35`u
z#|pHQ{VyqPlYUm<XH^xJxA>9716>&{hT}5fGOO0*mxrai@Cy#gpDJ0^V;FJ3=)v}-
z#RhRR%bqaa+n{f1zGMFLoab|@uPq7m++t=SvEp0qa!v0iHZdB%Ri><YyL#tqtJD*}
zE$$sCjG6mJ@XkFQj|0;!9?#2e-Fancm{xn&t3A@PN3U&W7V_wAv|K;0H0Vf_Y`Gn0
z*stA_eK*IwciO&%d!LWxaoN?PYuYWI)MmfRtv)<0YU)hAvQzA*+}AIyDXc6lU4F+V
zr+8z>*Y%0#R^5!1yJ{M@m#-@Kv+nia1;5R1EiTMkv-9?G%kN9KUVHoGKSP8;c6IKa
zl~Zz>1K%#Kj-6+HG%4ZMlqd6NK6}r^b|Qd1F_>X@Vc*qjXP0k0$!za+WZK#5SHfMg
zrt{P(NuNA@<yg;@I{vk#R<$oZ!!5tBi*h(Q&)zG?=uOV`pf&Seyz5JqbiUs^zob??
zRof%{*@<=6Tn!!0RWKH5pRUm?*z6(dskT@BnEA#VFLI2`jV5SkP4b$2ec^4ltyYtI
zg741x*7{hxdiC{fX@~Whw^prJd2T8Cb9M46|LoP>6a4QzzmvA_Kf?vn6{Xw}Hw2_J
z)_Do%X}u5DU!(D8x$j>6h4<VFs(ytopXikGb=68?!HL(`>felbZn^H+t>}4kFFH(m
zd)(*RDhHADeVWM)3KlY#KRx)wn|h|b=#NACEVY^9jn_6k-5J8R%GIXGLbcUCn{~O-
zj(M}@hHettX%p6A-&<JKw?8{w==0BFpRFHx_e{*=aIo7NcWc&fxANPu=dNxle*He=
zUc}{<>ter7QFyd7dv8eTlj}AgOD64_r0HcFWgVH;vp?>uSM}+L>(2`8wm!R@?K+*S
zFvj=!{DPlGa`jpde%+e9>GhSk`+V~@@7*QWZr+)*aAI4z%*VcLD}RAk;SL>&xA>i7
z=Jw5G+Mr{UeJLSAsa=_AYp<yGXRm)fFZ;CS%-@|-SbwwpyHVb(Fy<X=BfeBe>{OV)
z-gJweQN_#1&u2afu@%0J-Ows=?3C8iow0W}`QKSJL8L0Q;Gp~6M@!pGxX;Uk#U5D|
zo$=@8-mMu~;hL}8EOVk6QmVqIWm-+>EAR42_`<eVu5gONyv0i^e18~Zu`|nDpBrUv
zaO9|s&8&M?i?6IxiA+x5e;TtQO+wZn>+YI`4VJINmbb`E{jy%pKic?7-A1kHK?ZZ(
zc$4p`C7*~tw#!-0HO-qdRheD>+Qu+{w{(fDbMDOS^X3R;slDP@exhg1fh&m>|3a^4
z&-8YSJ<oi9Z*_ay`wO>gp7d^g6!7JE{k2`Ig<ciT;Xl=-KWX{Ob&{t{7rjrZRz3P)
zRx0P^u8j(}jIN%G+ERE-w$J0)I-5^^hcA3zU-xnQ%x@cK)dpU;;rz^p^TnR)IT6!-
zR&gEM+8f5oWvR4{o8ytf*SAr+f^*lMn&fr+=h2k7yF$C&>%C?!yE|uIwrIP`ysJ}|
zFFT&1EOB$|O6^_8Ig_uitz3F}%cRZ1@1v_)-+4+t2v=5qcgKh=d*-&Ax7oAzJrw*r
zL*u#Wb+<-_z<UcX>jVaDeBHHcRn+t4qN}<$_PkQNH%qCeGK+t`$wx-5c-hSFTICJ4
z*)ELV5^S|YMYku<zFYQL+bx8FJtwrufPKH{yq)ZJUl;i~9Iy#o`c-7^ytXIKr?ww>
zl^yNZx_Q3Wp_a`J+8euEBR=*uZR?6XXK7jc%x$?@jQ-NJqlO2+t@^I#y-|Iy<K({m
zy=mXmgS!Kwrr+E=uPRi3y1MPkezl`E&sH2db1pOgg0g7#EMGm5ggR6988(Yw-<qkN
z=<4Jyf2mzJa_OXPZ8-}&?6#gfz2n4!Ck@rty$g+$Hk>V<m!Kkb(o=eE_t6uvJ63IK
zaE)Lw{8!4enBlM1&)MlF;d_@ow=Y)Is1SV`wet6!>x=H5>00u9Z{^z~YQg9I7Hw^Q
zRdVi>c5JmwK);QiQP#@_XTeJLyssAzXHA@RC!BxnUE`-BGT|{PHxH~lx_f)^$*<)?
zXKq(XeZD<ug@k<7>-B-xElm%_venG`rm^~F%;#6GJI%9Y4ocsd|2!y#F=*2R`M{9a
zgA(Vo?=^37?+?=Z)v3~>tuU$Tvf6CfonKca-ne#aw_wr9yu-6re4O@d8RNb=A-5af
z9*ympRj#$frZ|kv{}gKki*T5ThU9UjZpEA0u{<8%*7>@e+j-!%|HPZO7H}+Ro|hr)
z?Jeds$wD+S;Jd8W5y!F*4kpHY2CU*Pf(EX#d|8v<srR2+_xIh_A`ylsm$lxkmWhZ9
zzqIsN1w&XTSH)RviN%sCA;pR-wgn5e*vwk5(|!48Sn1iDIu6fPtlnu8oHKXkLgg>d
zR(h&ih&=LR%iI_DICAx!C6BL6lbCuV<+{%zi_4;OS*!(wy+WVlaNSrob&JW{heo!g
zS&i;Yt8O|ecTYUOeyzXu93Hv7t76}!I2$rs*jyEQ=;og#dB8OC+=Jp~&&=JLN^2&0
z8Xk8HSu)`mSKpqn#YU^Pv1c8;`OIE@ueirfx9Ca7-rae$PO0gzY2*wIF59e71)f=p
zjbopN^n5;BG)a7t-<~U<PVa4CXIfAmv3bj9=d{k3`;Jc7xajlykmWn1J^rkg%HEdt
zI<$SZa^d7i?N`?C(;|Dzy&KP#UR<@#z&b2PY<7ToaTMcKx8h4%6<s%bm2ow*H(uMR
z-Dz&dzBX#!lZic7HIzTAeq(DnmAT|%mV`8G$Ab`~ZR{4Wqox<-NV^$!Jx!flmN{9v
zT<Q~ZK*GGH#mqK!r3nUcQ#iFZt~;O`8g{y5#oTVGog4=x7p%0FTAmR&IpVYTb(Tj<
zrgq9^8&9|*Ic+h!<?8C<&<k>lwj?qu%;MVC!XS8UhUeW&>rTClICXo*XNR>5*RAo&
zJ)7+3=f@iz#xQZ#iqj|0GOlDvxN>{bm9PEH{<oVwceBpOQT>~Bsjn*J)GFciCSPKh
z{JlJ<W^WQpsOMVrST{_f=}(YAk;N)ukCh5sS{ff;2A%QqzqD|hWfq5)M|=5~<ywth
zyDb!Z9rh$G4~~m9mz!U;wDhs%k_YMcrgq-qP5ExjCK>!?RpH+^SAPF<zO|C==c-E+
zr2a*`4&1J6^5ez?S2xFltFL4)I5X#CFyCWIQ?AFR1-UWL_om&_ExIex&tn|CC0Rbo
z&CfV^`JI&;SKlt`X3}!W%c>NAsxIo2B78P(mZa%|_4gJjBulJ3!Ncl);fi{)(c*>2
z<EHvF&bp>-xr(RVG|TUSwA;NccZ#n~k>gnL`7Gz1-5FKyo2DE4)Qasj`p>{nn|-!M
zq~LP$j`bc_JU;z>{dnWqzeVcnn_FZpE9Gq07To!Lecp7*^)6Qnjx=PSU)s$Z@7><@
z#C?8P)U9WKR|?&pIA@~QirbZ|s-juvFjd%uyW6mtzbK3hDVw@}p~$1TXPmFCbucQP
z)fIR&ek*gIwxsE)e2MDg@f@ePZZ^n#UGuy2eALZegCpVXp})`kisIB*H208<kh|#9
zUsIBmKdw*R;d^oZ)40@CZsOa$?sHpvoEK%)*nDoLL6*(OuDxoU7OU9T)|#Z;vWr_1
zbffIDb8=VR$39J~XIsK|8A>dkwZT&ED#QD*ke*P_H(AqKYSLyMUK+tt70mH$(d&(~
zUAUIpUDY%xu>KtQU8Lz(jt{S{YhTr@>HSe<DnV6OTP8GV?OZN+PE#~};q`+nEnH(B
zgfD+Ft0TtHra6vzT5zoF($B|F*nC^F+|%TXN$=%Y{}ulkwnyF!DOD+q+qm?}s!6rl
zPy6{f_0+@D9^c!yVDk)jp^rbp8#|Utyx49V6?1mkwf0rcCNah5MK9bkdoF7j7npCo
zyD)C~5`jq1^^%uuOI4TlM>Id_km;Ft)cNz|dy|YfL>Jk)oYS7?_It*3u02ea$Ey}U
z<=tNqbjL80&#!XXx`&Z<?k<(n+U-j?^Y(<vbg}1YFW7Z^|Ih2T<yxzR=QVBKwmit+
zxnutX&`K$uCzH=+-}AU+_;}@-sU6Li7QQ<4J1gbRM(v}ieT-lKtS(A9=e{&`VnfBk
zjN_WsyJq%&uVRkaWVPb?g=<&Ni3t9@u2^p7X|Z-;*_&k9swwMIzpPoJ+8_5-Px7S5
zS0A41H8~TD{QWDZi%gYWS<W09x$Co^^KsiOog1^lt`{%fkihx%c-7YG!Up#BQHR??
z<NiFGlv#7Aey#n)uKqpF`=33zvT#Gy@2jE8>t6<IJ)d(a)ypW>o2iKZt7&S4@O4qH
zgL6J<Im&UaS(@yzCEnx8vn{SWE#4nZb8T=~Yq3<}<HX1*w|yt;ZaA+XwN3Z>h2Tpu
zUyo(w{z;l#mzL+dX>*ivLG_iUqaL<epWfPh4r?>gRC~X3cDmVzxAx_7%QkboK3g8-
zvTnK3MtOgm$9-EjmA!H|d#-Gy$P%tun!{I>v{&TjPMgnx`{oO>D@=?Pd7i1}Gkw>)
z^CI(3o-5Fvy<=;F<=eRPr8ynZ+%djycj{j5`mS;P*~X_KOLy;lI!R-NlTcN7vf8{e
z$Db~DUKC^b(6`EKN%i7$Q!T$)hQw7B$M&}HD(j!{e7v;uR(-3UY@?Q2;g#?URqQQg
zQ>{fNp7UqgxH3-gbwQitUfHW>{xfh_lofBhWxJr?FZ=agdCxQ26Bv(I9lxa5#lrR5
zQKmq9SL3<&)BBI@tJ|6$_@e5H!8`5PoYH9lD#;ShuWeW1I>n&;I_A=eqg9XBX=Nzx
zFk<do5<c(!^@VqrO|!}{X!#snpLJ^i%h^<&YKL=d)?rI`yU%mWQdT=r_Qpplv*EFP
z)aACT8$ZiTyf^uLU>~cGzC#>a;jPu)-wn&vKOJg5X|eKR!*S83Ql;mN9;+vwR+=;M
z%URVY=9{j(2s105U}2i%oub{O)e@e2zpG}tPvP0%Dxo<YzAGdTuKC{2`#LP@0ne|i
z#+u3JpTCUEym8YqGQ+UzG0THrrK@y>x7+->)~r)`!qRlEN@t(+{JJk@yQN&FrtIk9
zJG8Jew*5@;y#>L_GEd~!`pNWJKcD4wzQlZCnz)YLTaR<qOol(DlI(5fX}vbd+3W6=
z8^1#RN$9PJf_kgtlQaeXUOt=McH{V^h0_9#BwVqW<$81K;}p$Pj9=DBKIc|rP^k_*
z-MLYIX>oVW><y<p-*$Ds3ic0AUe(jq@SvQ1*7i*4X-VwrU8noL*oo+|X|KIJ{n^PE
zuDK%XX7<eXxT4jf=k9gUkXg*(b;vVj6$b4kn;Lr}?51wI`X=dKcW{S$>eTj}>)zbP
zjrX?bnOt?=!)JB*VK4h#lUbQJ-?+@5==MzGSxd^Cu8m1u;wuz_{MIoGSbbgN@m%o-
zyYgC-uNQ^Os$2}GN>4n#Yu5G9Fqy(H>&(vXIalPqPP;NX^Wo05AzN-8+45Cw>XV*_
zyQ;31&2!iz;P@u<@}1PO9dEB~esC+Irzd!idumei9V@e^k8fYvx>o;l!|ATdEl%Zy
zQDNUUO#bd*n{9D__9Ja?sgF8EWuh0Hg}RQlnZ<-X$#D;i4cKp9EGcQVM(f)7123{a
z&pv)J+V;-IIq9}X>n6M^6yKU7Q;_}XKf@!@wRfa$PVBr<@t@)A<=HhKZ)Q0MKm8th
ze$v-mwMWtuPF0+byBhbZB%<lOMC$QJ+P9ok?&}%HxUF4$D*B1Tp}iV@x6BeXw0COH
zzQ=Yc_gSP*a*@FS_7x_(`df`xdN%eI#+o-R%C3AI&{|X&_qdYF<jom2zsePBgF`M`
zX&%$#pD8aJTj9j<{MdhnnSEB_OC2BlNZ6da<8J?%>s!>@6X(55OSKVlUmCx6)2HN@
z2V}L)V^_Shi^{w|-T6t|ri}Ds{5-}l<K8cec(1+FpND^&*6K{}(&A5j#h3O@_q~+b
z$6)sLSjEbSPA{uDb(g&Sr`cETPh1@B$&oB!z2m@xzuAlYIh{hi))_|6@=?)RA<4jh
zYVW*LmunJ|Kd<P1ws)qN&que5VkV)6Z4Bk2dAw3Q1v`FS-xBlkck;=or~gjf?ms>2
z=x5h=@g`fMrsS4P;W7NWHhklqBEvb?{!U@hII;HrrpM~C*?CFwrr#`g<j&A)vi$Sv
z%(hp`soE2x3lH6H7hSBovf}5TSJIibZgcwQnc8wms_89WueRz|=6t(DbANnWpEm1w
za)H*-wGDST<JYE(u6ugVGp}e@-c%WtkB!&1t}ppAO@F$i=ygwqz*%Se)YFdduX<UO
z?__%Cv*R+6bKy#x*X1zw?u#otS{?K4{_Y1gSI>5v-8~_5&A(u`UBPTGyTVg*CeOOL
zeS5~XzeU-%)i*RW-FD0F-o5$2gR0B(I&Q|!F+J9IJ!Q`GOS|@3yH1k0Vrap%Hgkc>
z4bvNU+CxtDX}#Q<{g1`kR(IoLJH^WzcTVoJ4)43SxH5-pPDA#~>KS{E=KKqNeqF4P
zlkchIpI?`XzVG#jeOGg1+tY)Grk;54D_HN#O`fcBKJDwK($y8=Pvw>`Em*Ip+f%+q
z)qKNJwO#WHW+ibl7tZ;*?vRjR0lVz#rDg`+k_zkIXD!&afTw)T6lsGgB3muFcQl@4
zpFB@{+Nas&rZ3F5t=O4#=U2F~vbO9(_iNi*Rn{hRx~dm5J-emuUsL*J9n(`Ob)~&l
z5gxCy`}S{@)O|hcOTwFrh5frX9y2byyfrMT@XPAFB~tBqu4Tm;B~Iq9h0O=w2J!B+
z2`QSx9Ky5QL@)R36(QH-b$_*5T6da8KFyg|7+AUbT=Z6%OFQPx<*DozQ`<E2lfTWi
zJ+sTdetjJ=>65?TR{xb#w_ceVZ~Jp~gv9g9TT{dmu4bQ2V3(0H*|?}lcN)9os<(ZH
zp*{O<d|$4!dS2Dzt|jw}Qr5T}X?`CP*{HVV4%1Gi&2y`|E}SzCcV)Yi<+!Ks%9Ear
zze4uKFJ(Iyu5>s=rAX^A-=5E2tCj>s$$aYG8Ck^n{AF;>&DUW^EV3l|WkRh*rK+;R
z4m`g%!*Jfu)zQ^y6AnC(`(pAYUs^S{tAXcJ)`2G>X$scChqf8_X^YJix?eqU3i}_;
z*Fw)5gSF=EIH%=rXz^HnZA_VTbGFmYo-5XF_EHyhmejs^K5N+nxfze|tvGclidWj<
z-<BnP23gB)C7zc_YP&gKZ}+q_JJgnVGCVfzJ5$^okkWi@;+AmDU2o?-ei`}6gWYRQ
zifNF$q{&60N&8l8yS&ZUC1(4^RSDnDWgS{p6}IQZ`m*bCA-}$z^;^>D#%C2W=k1zx
z#oO*4Z&xV3*Yw!-<*VjPGd^y788Z2T>(a@M=e=&UC0=-ZYv+MAT7U8!7QPDd{Ax9^
z&)}+^zv+aQvTx7UD_ck$mwjz5^d|SvjpvqM*RoFEo2Xr2P_dHPAm(qjrmM`QWn0bu
zTq?4<GI8hG1Wpfy$D(UFS(sxsx6PKYIPqd(5`SFwg0>vNvqhN-G39G##K?sAht2X2
zNw+w4{lcp~e;&`jv?yI-1%tG|#R`w(D*qW;E6;K6<q>^f=BIk_^^fqyx6i0;WVY$k
zKH2$P^jc<kqNh`Z$x^?IwtrZ@W_~qVpP&@nb*Q4h>TSM=xb5rtDbJTzeT-GR{nf5s
zxb?}A5Z|vmb?0vQbmQ^MfIHDC1@>I8bl)C3V0_%)YoqR(oaHuBcU9%48}=wIUKDQA
zSDnW4p?cP{r@rfZ()L<?;wjLcFzv>q?Bq#><r`0&YL_+s6;>HMsq*=?UB|cO@M%q%
z_JrB>lG?RsneO!pzr!8V`M$8v(^@lOoxkYSmlK*ej+R`W`lMZCwyXW-k`pVFw;y~N
ztL)t9*CiCcv}E_P{xGqws3{3sbsj726+3s=-MTtdx;m95eb(#59tMlYm*y<p_+^LG
ztkr@#5ywRrG>9tAI>2}3X^xQb{HjC#&aYJUix<qce7w|xO?LN{!}9TKy&Mi4O*}K%
zX2rSB+I&A`vtFD~R)5{Ke#^TThDRe}@+{UW>q@@6>_62wOvt=CY{OUC;<L$ag|}y2
z41f8rF#K#%YM`=1veH&%hUVk{8KO2Z7lu8UJ*Q+v@os}DU#u!RnOCm<mvHb`n2_i3
z7^yzb9gn*2oD$mYx^ua7$J-E|qr1C~%zDgwZP8~(yFFL+oiB9fE)H|QW2?<p_UF}M
z+kpDItf=(paF5f|e{8<Ca=qHR6MKZu$4zDNDo<aUs=nHCsgP!H-=FLHChirlD%U+r
zeNZO(Hp1v=&%__W%?4AFE*`#fsG#!M&XeK4uE$pFb>CZbNp9y`zo1PvKCY9>(nQv{
z)n;==a=efFyz$x2op(}xhqJoP?Vq^bR!ZB_(&Arfno`A@$JgiWKet7JeVz3+Ju7)*
z+mzF-ZgyK8uY6*7J?jRS*_U6JOd_9)Jl<us;_|+=GPe~EybM0p@@=iAlH8OVkAJRS
z^v!Ig$ka=EE;}rqzYOnuaJ7`#RCssD=hq1fgD!=u<Vc;L<jUR^Y-aiX(xxR-q)d0-
ze!KU*LS6AY-th3BAOEaUn?CR6*QI{GdE2b^?g=tiQs7AmyJD2s$hKkeD~s1r6O%Sg
zJoIeNHfzz@+99f^<$W$i&tq8aGjny=rnHTH$N7u)S2VspTCC3@VX@v}N5`B8VKUd&
zuzRgIySVz(mz`&hEms%4;H=zWP_b$?XMpkhSzEeKd|%}ET<6v6Wo>VQgqF{_5@fz$
z<s=*RsCB<LALa7po;h>v&K<`^O$6u6KeTR*L)W&6Ld9LLgEn6GTe>EyL-5O5*0Sfn
zLQDN@Uj-PRSXE@pRUCd*JoF@cSN6oduc5Pdn6z%baJi@7&s0BgjbGMId($Y3gDX5_
zK1LNQo_u4==ke`r)Cc)FVL=VNIS1?#J<m#M^*VexVfduao~v3@dA;3L-t~8$H)*|d
zv<bJ~y-{HDg)<f3c_#l1wO8l;vUYL5pVmJ1r6%XoCi_`UZ5GIKw7Y!5RN2i#`Db;Q
zNpIT=H?5SfMk_O3^({>e+M9X1Pn*foXoqaA)}hl4euh7;+pMyFS7_tAJ@xsTpPUR`
z8=p1zW%aB-Xwz5q>)M9gSx#%xby--7&w8ma^lk09l)AUwYpROngIRZtEB($pFY+`#
zUmvx7f8U-*o0MyJu>31k_PjjLHtXG~(p!B`pG{hAGUJUs*V)Pg>}%6cmiCz!&bd~!
z^T4ZZ?~AMJ)z^j_C46u#{?CxDzHo`S%ACo6wIa9Z-ngq*P_NZFf5DooJDB(S?lHGq
zHuE~S*%rNb$LkNx)YlF@(k%0=_m9l1%^UTV+AQt89Nes!kGe!p_UH1ia{Cs0)FHdj
zF7OVMwv{Mrf7UgvvafH$CSLWmH8)<iBXOQ@l4oI0%BQUAGmP{0T-W(D>2JnGsqmm)
z>!VrOHanBMip(n3tT=f#OY4K7)75$A+vjeTagA^}^>rEJdF8GPL3=l_i`MLVllV6O
zrf8f2r)c00^_Nk3rySSZ<oM6<HHg*rtG1bK*6yUGwy$<toR8|Sc-61%yghlA%#*7%
zzb}=Yb(yT`sZ_Aorn)#R)Z;&c)B;9!%hjj+-mf*;awX=~Z|MTA`z<_;=P&KNA<>^0
z%frLTers;u3Xdzt+@pFYD{##bZVbPq(>EpJb-s7R6SZv#RfUnq)Fhu=UvN5yYvZ@~
zF=sx?d^sAE(^u_kv?L*+xNF1d(1Qog>iw&lB{SK2vFYiQumXdMXDd0*J)Rh)vXW`3
zi_G`;F_&7;%k7$6EpVLioY}QAVmETGuCA#6b@lS$tmW(y>#9voE*HObG-53q`@*#%
zTm1e1?ag%MXSSc3u_PgRz1QU#Uo0<eJUiR})Pmmzay!=@oakupb$V(@O38cAy=x2a
z?rXO>wROf5p1;~@WdR(2vnS7b81na3&DvS_yc9lZJ-@WlvtV}Be}<?dJNC$YzP_~R
zb3E&by9d{blo)+mslB<Z`oY>S>!Ke0dAj@AhGn}Ze(sMt@#$_~cBtr`hx4?Gb9H+;
z)zfX{+9g+;eVA_d<%X^wyKHs1cWzGjtz~}q(nF<;vfd{qZcf_Eo|knxa(>p$-U7`_
z2Dkra7RSo|J2lB&=i4iOrH#)U{VKk#o0fiJjdt_(S#8@aR%yJ><x_eks`8*fyMM>_
zr>ifj2Kaj&-r;)CwsGC6qQY&<r)#Kvx4GxB;m{h_f>#b}S3Z)osrs_UtmjGDdM{JU
zNjsm1E)_4?VqI$=QhPu+_V2zW>lU*wtte4#{<?18$s5V@jKh{pzVBA-&KsonDt)7C
z#SIp@sXUv-&PCh$25$bj@O9V?{*UXlu1f9gee4$$J!k2ecWbgG&J>?~9m{))p^E?C
z*5V@8J6F%lE=$XsBKqd5p1ZQ(we>4sPmT;^Y&^~oHc6kk=W>x@cCn|CZ-$cal@PIu
zsk_p)PqIl`dG4ayl!s@W6dzQDyp|L#6bZd3=V5yGeEG`jZ$u~hCP~PoT>2TQwx#UR
z^o+;*veumrnc8LN!4Q&UcwKV!n;pMqHSW4rbLRP!(i>~4KYm&1C?PV}*P6N1W76g*
zp`Irp2W0+<9AzjBW>xv?rY)IQrm<UaV&B);Ri~MoySf?r+@r#`JL$Zetoc}dmXlU-
zUt!>bkMq7ZPd0t}MO)-`=*(K*_$0<vPx^MOnf=-HiD&hh-|lZ&efbRw*3SDn<NR^?
zQwu(q@szFK;Jf?Qk)xko-r8JHjJcxrmTBUTaNBRqDk}VkKdkDUWN)>0YmVv0W#27%
zkIQ?V$nNdE-W<mCXW2@V=tlV`*J567u83us9`WmMwuZGwL`s3yk!_FjWxmP(&05S5
z;OFiod9zZrdS>3Fm6q}AFRgyqXI&kh6e`JiEZcH%fRV#%--u&=uYJABKAf<8&T#Fg
z^1E4mk|D{<>ZZDVds$>)DXMqeYVX(7olDv*{{FSPQWh>a>2Sf5BHPt%yXJ+*?FqF|
zn`Xu$r1|O8UEVuaw<vyeo3m15mf=C0u7?Y!B&?JPU*cW+jH!o__qge^?*TLPBnuC!
z^e?TPn)&M1g-^vkN~=9XdUsB`@@lPG7$fJ;cCS0Z{hu%Gkceyy;wy}6&k2e+DC=8s
zRWbclU8Tj%SG}_{T_(O&nfyL#;>0aY_FT`J_T+GUeH*@f=JaGu3ES-b+@Y?Y_ATEz
z?Rv;6jonMm*oJ#`e)u?d?Rn9Y$IDIkER<J%9oO*5EPT#CQPE@bd9UzzNbe3`Xk|F-
zO|6<byR*>Nu>8!3X{W<(Z-4gqvgu2+SuH^;Zr!<l_T1!Kej&}<ukEt7^_<Ye@AXkT
z@zy5)XEkc-+|k^D#}|IddeYMz6?VzQh+UGUWWDv}(w0(&uiu~TPTA3WJbr2AI-_op
z^vyn>@5|nZe<dK+Gwpy)_`zLEdp`IboX}*u`pcKx#1kjhtAF%wdRwY7^KrnYYOXH@
zH<og$To1m{XLzM+xuvykf5U<RnUt#V-MYP7rWMX@R^d85`=Hbm9?$+(yBX)Sw_o1!
zQcBhBaemyReann{R_^7Sqbj+^X;OH!#I!o`Ejv%%U@fj%-=e$cf|A7X!nnI86K@>|
zWKiik(kh>9T&ldcX!WV6Nafe55^i@cM9sH0>$hF9n0Ml@YhThH*$5oly>rd!Gxbu_
ze9cdH7s?a|hjmXXyYR`dvP^FG_k_uxE*xkNn8Co8U8Q}&%~AQ|nm{43V_GM+%58n@
z&l&V<_2S2`A8K8i-IaIZ#o|3X*q^5T(O%FUy3g^jxx|C(#>-<4@}8RZgpap6`ff$t
zV}G69&i_Qu>&R+nvwoNPk{Orlm8E~?$-<AOZ*q*!u~)qaK61g!zMAWkHDg@72J7sM
z6DN;`1(@^9di-my-t@Ru-*a>3@2#KLzOi<{>ul+UnEsq+t34B!c}|+d_^&#A`UANy
zt5n>0)>Nzr$#VU@x!%Zbqxzm;>y;%*%byfnb^dMj)c>y9#;{MND(@2te}r$SuzIEa
zdg=B#jq~Ha-j>g}zUShSkaU%~Q_sn%?Cn;`lWkv`@4CXATY;tIoc0?@8~Ma<#ZOml
zWL6e^Y_+Uy+MC-86l%4*B4%Em^j&uMyeCFot86Y#zf<Y5D|OC)2BQ!67F;#E{Iqq4
zOt`DY<qIF)EGb*d@nl<y#1!)@*K3SDmh9Z7C(-pKZ^_TKcOE($&C?coxm2b2-rmSB
zzbmKAef(jK_gcXzyvtw4O)>mYsoyJil;@C9)XQS^!%{WHr;Yd92-q#&TirI9eR_6*
zU=?%B_LeWlBl7(2&0HVwVeipZ_f3Ml7F$Z>ef@M})~kK0t|6Dc?K~Ky7hH7j%+E#t
z#Le|Q{we<oc~xK9@AXAqtahR)=aC9UKS$Aro8va^-+pc1aqd)KSL-FUJS$Ws{C+Q9
z>FJVVl(qNlp=}(mwC8v?{X8#gb!|$a_4RC*Rb79X>#Dkzd~Ue$>)NlE;`_or3M%|F
zRr*mLFt;wkpK0N4#ozCfr8M`&G&eY|>E67f`SPrHlMn6MCHQ;V(YWqI<$d=pxNNgT
zBW4{ltvWa_s#&GjKZ%XQ^!>DbjP5~kPZ*E;ZM_`z$LjJE>zZ%L$1N5nX>Lze_l&)(
zzvpM-(&Pi8t1}Zzi|j(wXZ^bHNAI$-(*sN8?Q1>7+m`ioJlcNC`1(@IuuWCmlkziF
z`kA(Wxa2l3<%mpi*M5_?OsrkTmt}auuY~QB*&4!D%2RmfYO`1~<Iib={YS3zEPJ}<
zdA_no=7+V_d;O>8`YkNB$$Ho|&vKo0=*9da?>pxFlU@DJVqFP4?*{iB^(9<SO>@hA
zo2~^Y`yN-GpfxwDu<yC@{P(g?`nz?un0;>c;;Y~NHuiJ`+p(9S;upf=madp|=I8Ms
z*5atTwKCrwe11Aq%I%N(JhwdXrh4+TkHy7nGj^{(@NV%%-KWf_d!Kw&Uj8y}=EJ?J
zIVpO<lBSn#{OI=XJK-w2Yo&HWp|AIO!?s6^rY(ylUdvuQZ6#2!-DrPG)s$+r&C{RW
zahg+`{p4@(L8-4_?@Z!OZaOaS_2u?{ncFX0jv3ti<D2xK;n0OWQv`WeCtus08NMsZ
zJo)bFq!q!FrtDKbC;l+LBPPXl`^UAX_1omsI@@Ft%5-Db#MxYvW?Xc`{+9fy-Q4lw
z+owfEy46~RZC>lUH*@p4r81_ms@}7&N^G0Yztwl~*@^BOL@yrw@KEJHL!`#Z*P-r5
zyi0XBZK{f6p58ywSuQMK@%3fEa@X2vMfGV9L$)mcv3bq(hjDW+E_?ejBDluv!=L=E
zOD*l@T%Va`FR-<eYfZY!oa)a<tDd*L{i;3VTK2Mo78Yxh)h$&eBFn2~z9zOTTJzHN
z<eN45FYS0Qn_M$;;bS<jZu;r_k+Y@gdwyGOxV2Ma{c4-YbqANe)css@v||0)Shsi4
zw{NB;PdZZ=b7SZ4Q=Gr%e0l36v})y&d$&ZCJMwJ8H&!Hv%{t_gGg;29mbJ3QY|{j3
z`K6^|*X4pXi9XxZ^ISUOV>0LUmG#zlev92cJ}bvxqU5p6ukdpD-YuHKiteT#WZK*%
zlY7EUeofi%JbQA#bJVG&Wna?Qz4DuqyR7}i7d!P!OH|ffKE77x*0bpv$DYdf)|Ez7
zEPJGOIOY1%$k&|(3syh)71nvZ@cTAPxnz}pBGun^uD|7AwA|u9gYD`w&p#dsOn+**
z##v)dQSsMDo7FETq^gTP_115V{A@KTu5GI^r?1L_MW;7c?7Q@)_vVS0v2`;aNgQ2w
zVXyV0J+)g-9IibRvf5<ZgND7?`{r?8>faqYCq90PYWb=!b`6{MWKS)NTfEiN=EezS
zWzz=}UT+uMBqqtc&tk3W$C4oPGsjKOhqWwS)wlOxa<Z!0yV<s(^KR~V`96?U=3#5W
z#@7a3jA!G;H$Hx!wCA7K#7TS4g@?v{-+4>#!D9ALOT~2-^j$sCeaXK6<Jnm8=6%|m
zgePsC+xczc-fQhX+bg^_=moR0?JV8V(&w?7>y<l?_JuYz@8U%kvsP!`xf?0*pFz~H
zjni_?gda}?!@_a|C&vaHIrznT@r-l2#jZ6SX_h&k<2)Zl7`%Fr@MV4cDY?JZVRj3X
zMZR51DPmOGR@B{n<BR4qiON{7SI=j>{Iq?F)d$wH4I5I=78Gn+E&9UE@sIYZEt74k
z!uum*U#zLQ>g~4q>CM?|b9Szo`A~3s)V)YX$Iv_x!8t{&mGAVPyQr6~tNi<Q*-35<
z6*<?0pEbXJ&-$W$aM$g=tw*fBKHsmlE8(rI=c>t91s7;N+9jdl`YVj_vDzHzo`0oM
zJC#}AeYIuGi)dhc+4WjS)op@?t$WnR8}I9KO6;ayyA@NJT$g>N)!VezZ&$=lH_wvK
zb`5>cOu3AVT|U1%R~ToXyXxPMl*zF<x8|fWhDjW^T=zB9GjA{d!i8PS&9?d6RiE#5
z@QVH<Qw72Ik-}N**C)rgEiQZVxIC)-@<ZEGx!dM;eGi}g)MBkPciPko-%hNHGdW#u
zxjyvLf<u}%)nQrY<y@Ej?w;#EeUpQsI5hFLv{3!uP}RGq4p}}oJ$NU}SNYFg<A1)P
zo!)n>s=J#$Gi<H%ER+byp0bfwXXe_Qvt>fvj$757cimX0#4np&sQi=t($3ee>g?A=
zuNc4S30>>?+wI&;iHMssif3KSWax8yJm=Bogy}hw@3Q7x+R*d)`qum{J~?;h{+<zR
zEpGFDt%ZZ&lg0?w&LZCom8H|O`nH~x+is;Yd)v~=zKBQjg&A(FWt3{Ml)09?N%NJ~
z<c)rBg-(AzzE4Z?KC|4FN6rb?T;IG}(tm1mcJ)_1v&+F#_fOpZR_<%xyu<>AKdU|3
zD?M$l9T8ZPTy`(hNj%ke;k9e)R(VUE-7$lw-_JNY*uTZnZtL;WiaLeom*!mRooKen
zaGj!1`TNL8?o##hrtZ{kjkB5<d6Ip`k%<#*GxXhNr&}vZOW!D8uez`B+16^e1<8HF
zjh~bDOpC5PICt;I=mVz$J>#BFd1WZ%U1oYDHrhkDT*CCluAYWzvbNf1-#weK?Sdcs
z6Yc8@?p{1>GHd4vuic){P1{X!{N6ddjkR8Qr((^^%gW2Wz9*ZfRD2b^cU)HK^X0v!
zWlh>nDK;N}gtB%#+qGDEQsDN$w`%-b)meH1F8=-}sx-l3?bTaG;i*$%_-3qFQWG2%
zc;IYEn%c5A=YtMRp66<~MCY#Ns@=UA&O*;$ItT5zwvFTJ4XI0gViM=8rkNa9nrX6|
zf4%IA@Z^j*k$H^EZ00m*HBOw-HG}y|scDA(B7M_SZu6FHSUSry;_7;x$xT@f3(6jw
zL@YJiW;~6_QhC-kr326Vv_5M8xN4bt^3e>vM*@5dqD3kWMZPZGjc2_#_H!A}zqHxo
z%*>@HxwdXi&$_9)YU|b=F~+5@yIzQ;hFYxUP1>fvPqgrDB;VtuDx078T(jwKdwpxU
zck>t3g5tM<c@9>WDi?g5w{>E%R-1(>ui43GwVcal=e-H#cyjWj#Iuz`p9I*IwoVdS
zkT%Qj!E?1WZtiE#s%&~tP#xrL@b+lpOuHnl%WfIlHcc{~r>*xWskk|4;~@d9C51M9
zY(`mfkFN?jGbW!cxfb?nO_A|&uUXphx@>NoqB#jXeOtcnpYTq|Ft{<&$nfN|Eet1L
z|GX+`Ahlx0mR&QCh$--&+p_qG;N*J?I;9KGd$m;-PRO{>X?9a)lJTt53C!|qEez94
z3ln914I^)?6RH2YYRegR(Y!Q<2cf#V`%R_pgl}Xjx<550&U5Ll?$B9&i?6LI_vJ6*
zT;Wo=v^8?Zvn}#j54c?Ks<<r9dNhCT;%hVK%&+QKnO7ZBoRyiH#5tqSH^ia5eD$V<
ziL>T${0p9VYt3`5Rg;RtBr8@I9&bLdV#&jeUE!&*eJ%%{6b3#hJ?g`MIyCZtgxr=T
zDz|i|u`l(yqqyeb{HUGJm<%JAC+yZLv0Pkn;;5@O<Jr)juck}42&&9@K1=ud_omg8
z%4I@NNM|!&YdyQ*(9^o)kam{hDDgRl-&YkXd)yGYcR2T^kb#A%q{{lJttzgJC!Vb;
zJh0|_71t5h3e#wbtbJZxs}4_$(!SyPgHyDm!SQX#lw^sOJaZm=S*j8guDzbW=lg0Q
z=7!=x#?L9C&8I#`io7k_S8E*pNMZfMkZ%bxLG4_J=UusaV)wh))Sq@!=PMkI6I!P=
zXQoMH+tSh%XT91d`y}=R2^`JJl=Y9QT%z6_TC2k<wqn<_byIlixtjB=i~V%cSN|}7
z`nmRKmFfdsIl~z77V*ECc2n=h?qHTQ{dnWqzin&xweM`|->GkW;;UKc?8z}}c6*0A
zuG#Q;$Cq`H(Kg|i5@(k@D!95O%QT_qZGq#9>`R}Y-*)@)w)yLN9UG~)Cf?IDRoo?x
zWj@l}F8$3iWWMRC%^GZLZ!_;L^sHdo?^WB$@>ud{<*!fM%Jn;C-w1w;I_USR?WSi(
zSc8*cynR^Q=dX6NT5mbW`rX@l<W)eP``7i(H+a%^X8-um`%W`(W#;<esw;o5*Bx*5
zJ}jTr@c7#LJ1ZkO)~x&b?aS9LJEhfLzCt`azXF@*X&GLh9Q5`<^3tp?mha4EzOJ0`
zRbmC>awhjnOO~2-zAQW{xp=SQmhY11MeZM)x=T(=pz`Itm1@V9Tzfi)=km&CQN1k3
z$Sn#sL6bcSyO=&Y>bviFCj06R1Cvqp)#OWCbp!Tv8T#z@TzvbFk*JqU;n8Z({T&U(
zmlv$(+gRFkx9p$klI_ca50`vjFSaLUY3arnfm0W)tNz>jN<4t$`Pyo|sd^uFd|f|z
z%giO2Q}Q00e%aSw_~a0$GPCHjtIJh|H;E=!$Id$`duyF>lu+CPiEr!GW{0*sXglZm
zZEbY*LZy@v(WfW<qmR7pS+7!habu;C=U3CU>Zc`ao+RyjQI)sa&FQcIk1*jf_r;Q>
zR}St<y4~ky-1Rs=RYmmMe+G+nmx_BH?U0_d%=!4*#0zg*X6-$ff6BV?c)Zsn2ZjTt
znGN#)b{*d_eGYSANo&ROg;N!Nc0BIe+HY}aay0wOm$ROma&B85wPa6U+3i{G+NJ7e
zdp^I6d9vf=+Q``|b7q~?Jo#+b;*`viZA#8fT5*dO-|qYJFly7(cfk{?(iZa-hIR3L
zs#uo85c*m5it6RS#uKJ$kLO%bb;~N1kk!1?slK!`T%|b5a3Po0io^yttxLNS(l!_E
zTovB8bgGJ+RnoFsKVNCh^Q*o(;p*(Y-wX;e?;2fN$-X>m*Tikc_g1?}GlVWpll}c=
zU1f~z<0y*{S{EEV9(0|KUSRdlG%;UTsXKSYB`b|&|ELWYo)o^02)x60<nd0^wIcnO
z6}q;j^;ostUGjA)Pv!GjySJBT^)8g#a&0bmVOmVH<X^4Xiw$hTeztu3vTAMXIsfFN
zoUi<Kw_9@NO77}EH_6sWll{zGTkX|?@1Fk*SuOeC*_Ke5xJL!P8O5Csf5cvYD);q;
zRb6|!5R*Xh>&TNkWca2omp!~v=Gwh$e|=(du1>ra^|EYnCie-`n};`<a!)+&^?64r
z6Pvx&jqP)nBwk>=weU**inmwaRk2t{9^)&@Ucc3M@w~sUTN@8)*!pJaEerXp6|yFD
zX>Nb)rbc<zhS#wfeWovuR{Wi|#i_}!c6IRY{AZ6Xe_bm|w_RFRwdi)9@~kb2aWmJ&
z9S*EyIJtK18^4TgZTo(|Ubt*y;@+yVwT3x!3U94AUi4Td{n~ofV}FvDZ?$_?KIw)3
zw+x1J7w1Q<wl?CQTKqoTC8xG9NU(2#;CtVDx2K9%&v_uuQ#^0^tX;Y{{xb+Jd@9|?
zrgevZ-c?Rr)1AJNF*#*C5h;_uu6?rEH85b!jt5tN+_pWMExN9a%U3eUdAlXk%GuWD
zPmZ6zw(WVxoZ`@FW(tijox1ls{hV!ZkGtgD#j^?LC4xL&AI*%rdCt>PAxwJ9syR)C
zk$&H9ylA?ZWx8C#GXK=dHSZ7dzCIdS^VTwW){(wSpV<!bbBpYfR~a@($vR$PdSd6f
zLOj6dgVwx@icgBe!fuL9dRFUM;Pq5{*(B%rm*(d$-@L*?axJUJ_GHs5(MvZeSU1{j
zy(n6@EU0YLPNz#pG+0|pFWMA7+W2Hw0N<7KuY;n+CKkD7OuJ^3c|Uk{S42wQ;<Y6c
z&#XH9X}wJkYtD0a(+kQ?&GWKdt0ld3ZTr4uw;FuDyxjDpz^NmBGuNDaewU}wkI!Od
zZpzdvY|HnyOk62_V(lyI=d-51xj6ew5aT<oBVIi_bemrX{(Q=J$*Lqj>h@ICo%$zs
z3--u0`d4i@Ja5^iyRrXLUcZboo5W_F8Y3U?6~5o8H0;X6B?Wxp1%J+_&NwU(*zwJF
z_14gqa+Z*Pp^LvATvZTzDk$v6fh~~-U-6b?{WaP@)mC>gL*b7vs~>5c*S`KbXwlj$
zvlsLQdHk$cJLAU06GsCbPO*i56kXC%7;9*lmit}6{L((@k8hU<&t(2kE%kfdkM)yo
zzT>TFf2?bA>Rs^ssB??TT`!kq@BFm4t;6Q*iJL6RqL*YDo~tm~YVW@EB~wXVx#xP`
zHw}@}g{NLd&Mn-MUs4%2b>S-SISj>@c1wPl8Tp;@(r%8DH!HLZvUha*D;Y=@WqhCa
z+~!WS#az4N-xaLB9ZinUWW9Rm$;3;0=UInvUYeyNx~nT!BKEso{lzcr-h0nW2G98%
zw=YLDL3y9Wy4I3I%N4?1Syydh2>-k?Fk0x^a`weh9-EnazA4|@yXdB*bmOHB2^$4Z
zPB8otp33!vPdnqTcEs7W-a*Ir*@SUyO89ZKWaR<7xvL)OJ^i;e=-Ppvh=nf4MQa27
zlYd_A*J*CjdZeJ<6`s0#N?E^GMf`M$wM-4kN^?Z2lI9-V%U2aqR249>!NR^b-)Nmx
zh_=+T)*af`62S|Z`!YW`MYD_U`KWhqs+8U#>)?w<IcX=QS$|I3@FXB&)|)2>gO4V7
za_~lO``I$}jQDnGfAw2Ccj_KYo)~-im_asMLc_dlzw8$`!z?c6^Z4$*xAocsqXeF=
z(|aDS7F?G2J!;uodj-!s`^)7j<)%I}|KR^DFK*t~yK9fEb5MVIYi4=VPKA(DXI59v
z^DNC-FMs}JTxGFH;m$+P)%Kcw3!LWj{cPcPftAl~9xZmN4BfW#^gFGcFJrE35-YRI
zSH8Dv_f%d<na{6dc&{jW9*|tu;U4hxdx>+}Zs)^twf?3P^27@cFjRA$n{0hPhHq=X
zO{>V9>oEyEA);?iPv5?FL*qZT9jiN^CZ3j>mwAwVZ<5E4vsu$8)}0i2QoQ5Kw^jZc
z=i@Rz%{p3UskBRIm)1r9BF}e4hF!-#pYzZ8XL7T<%=WeEVY&Ydf2%HC+qk6G`>X={
z+ThB9s^?v+JZ`_snzCvBk-{G#k#|&cO?6C9_5FFaa%RXJ=AYMWE`6%oDs*z*v)Mk+
zrc6(+Xs~>Jmd}BG*14eiy<r>{GS`l6m^<N8@w|CguAZ;kvVbYuG1TycDBmwh&*ilY
znieJ^etTaPyzHB+#a3~yz^Zvx)?c5XSiLX?na6u01fTB6yBh!D<=Lo?$Me42{$zSp
zccyYQkMQKPE((Fy*IBHc@mOb0Fpmzu*SR;Mch6juV1K3Mu=0fZ)+p_!td^N~vKHNz
zH@+%d>AB_C<-=~vC!Vv9YD~@habn4YrmCxbC)aw`mpGny{yM<y&Z8AO6&{qV=zeQ?
za>49dM;}i$ov$=;a+lkDl{xa~7G*j!|GE%W<h{^y#>zjLueBy$pS51?l7(r2=GO(&
z7Tx_ddojy%k>wIBJ=dy?3(rQKKke35Hf?Dp!^u@CpC^A=%Y0seYuO3E>go&W(i5K~
ze7?4z^sMF74X#>!Y#CC%d%G6$Jq%y`aHptMgZrg*B0edCvr<p0bUpO9`>L)GH2;&9
zdSc%dW!6M*p0ve$$M=iQ*G}jOew0vkHTKR{v0t+~p8RLvjSZZ5JZrHe^Y*G8ODq3{
z%-*@kW6z%Qmr)*PyN(C>XYJ`bwZGNVtjJ{Qzr00jj~DG}Vl$3dRlED!@}88&%d?_q
z?#hk1c_in)cKUj+ncRGTc@s5iCeFIrGqLBZh)Ks&D~_cnkGXr@+MYM(x~ZUa=gVl0
z2gS2Kzq%asqWGNFH>)dCHwH~#SF4s_^)EETr}{s`uh-|lnHhh}I{JWf^|qzc0?$jX
z(t7ainE$o)3mBT}t)8!BPg@f!X>s0p?Ia-wg%7Sl0=)lzuC-Vi-cX{x)Muht4%a7j
zw)G1uUaa)=%sYMI$ik|SH}f_By84J`waPz#9cbL(Z~wRI!K88<?~^jUcP!O=uA8gG
zOzzX(HmCPYVMI}~t##PO@~tQR&hE}D;+K!pHu7jUz2YmehI6{)chR{nZ+KVBEa@=H
zUUDgT^5lr(2L5ZiWJOZupXw6+KJlPdr?2wjl2?Y|xw<D69&K5??f%zwt1jIPGi<y)
z>#J<si7%5c&ghobv^%uru|<GU){%=na$5U1Y_-kRzT5S)ma=G1?rM~Ha^cA2phc;h
zDjthiNBmL^`jD|{$+vS^$0}a>hn!fdy>&lNxb()e;&LU{nKqYO(oM4j4D6+@2=?%B
zt(foasV)*0DqXKtaB9{b!}GFQEjONAn*5ooOVjAG=cf;amsTk^-1l0L_WJAcc9my+
zX%$n`rU$Q!Y}1;(JG7!R<(%y*CyQ0PEni;oi=J_vU9S1s;yyRozxG_yp4-g#I>|og
zdQ4o$_spd`FNi<r`D^>Kr<OP9GoR(3La((aj(M)Cmc3Z+a%sK%S{2Pn)t68Htgcg<
zWX7~3?e0;vwHy2!_V*SSonmveU7hzRaLa@1g5`Qz54SBB_0+cY=|28g_Vt8me!iJ8
zr;4wyP1qMP>s;>UCx)R*)~!kRK9@abV$~!A<JfHXH@@j7#o0ClmfLylb=RJ=QbK8q
z!a4i3Mj;3PXt5S?JX^W;yzX6DKdsQ1FJIPlJY#t*zcxSW=?t!8T9>R>hJ-0(c%F4q
zT(`)>;?asN5o)W-^@=Co%s5xOYDvrE+n?5EHnLn3>8aIp(|P)AQd(m2oOyd!^~|le
zx}GZeG9<OL^Z1Id>$WBy^WALlIsB1D0&8f*&Vw?~)*Y9;JNHglQ1%Y5CDVfw`O5xH
zT`D!}bgRFtwu@2MNz=m1lXvYlOPVaYbME0j?LH%(u%}xODDa<JKQnvf>)_R*J4=r6
zRjg3i$|9ikX@lDKhuc0I_OD#sec@fqCU=HwzUNN|tX-*lX|J2FMT2qIl3j%?bN5GO
zR-gWJ&TGq*(v2s!?qn#wwP}|9e7mW)&NDJ?ZeiHwu&(pd%jB7*7fwbP-`Xl>8W^QD
z+kKzqiu007HE$}fnxnc~a{|MoO-qV@gsoY}V7Vr;!1Gx4tWYznh5A+3C8TF<XlbfA
zv8u5ubm1|JwV799&j(Km^Lz4B?#j$_TKnzx%(~nqX1d%uXZ5}#jP@tj?hYvDO6W*t
zTGr|{Z_m|OS#d9`xw|ZGFxan+2tTl{$TC`KO{WLD+EVk{qmoBwxBh4FT6YPwi}79m
zrG>^!{-*WDyNoV7S1xC%Z%wymOMV?XUH4qprDL43#gS+Cg)eON-tx{sMsCm5);uk@
z-u9<2L;bxz#mqPST>9kE-S#aldW^rWy6>>|D-Q4}o+JNnYqCkZZ1$$v<#!Bzw9PC&
zr&Cq_Y)f*&qK(Otw)Rpt9kefYhu!%)H!eFn>BICJX)`X%2%i74>iqGCp-(3F@!L&V
zbNj-&(#=Aie7-4O$5px}xg{094!!Xqd!>5vF2UZex=h(uiDnPKzK;~1Biyy}*<;&X
zVSGAAPab_&vf9jI^-4>novt%JxUbD>KU;k7%$ud5@x>Ls^Ni<5O+Ul5p;_vJtGc|`
zQnhM>%^MXhvo<soPV6aN8qvV~GVD<R!%6m!YlEy8dv5x=>r=&AO~dB-Rc)pW^;%ue
ze3&fQ=UnT(X?$g=ubZ{Z);kMUo_`qAn6rJk>FSE-6Jx%lh(Eu!;p+C4&mOJP4ZP&C
z^V?d*D^iR39nWSkG5o5V@>sq2+0)f`vIY1&S2DhETy@U#;7X;0>g!R{j>~#1a<i2D
zqt)%%|1?});%JITt!AvXgqyE*mbQIdW>4js=f%6ftPDKA*7!oN?^c}&9xsCu7~gtG
zKYbl6^LT5z+Qj8sH(l)wd}S57<(M10X{^`fgOcZJSBW&unLO>;nrioT+GRpz4|u+<
z%d#oFx68UNtgULI`QrQ;4B2`7ON(DgNZsw3xA%iq^yMoTy@TG&P@i>hw?pOHpyQd(
zR`@suH_!QfrDe&R!eTSy$b0o?FRxr}-sc|NV13=-^5;3<SNjS}owPPjUglYR{?pnM
z5;9-Ue_ki2`Eh>L%iMP&k7wnb`Jyc0f9BoV>(_R9L<rbTJ#qV#SzmUZCBMvdZLeph
z8g?Bo4l`(-@?ftzU_9@6gBIKF1EN;<lUdy|7cVcDIGgNm@O)x~&?^N!<FiHKRm*kE
z%U1_}wtBogwzqrtQ_1swg>i)|;wK!Jd46fd-TQlbDt~buP@OOD9DP(<qB{J2hLQJ7
ziHWmTi7q+$U39(Zx<?kzc6F3IzOvN%_Qp9Gr<Q)TlvuOLEo_U>af!!E%U)(TuxS-@
z{bwj&v94ULs$@lQSNN4DlbDt-jf`ET?dK|UEqadBNwaKi?Hj>**56jlbE;V7e|@d7
z%GY(R!fi$SLmZXsf34=K^UdF2vF4`o`KV=EZC-VSS$>m9J|7sO;$X$6ow+d2Hz>ia
zz}~92dS1}%;H`aW5mzQ3(^fcSRIzTG$FI*v12otwzOPNTF15`nd8|?#=kU63>dM@M
zGHL66TE0BypZC>wI?M0!wV`gskA%81-mZPm(8F_Oa{Q{ktw-IpMW1gCo_OQQ?@Q(R
z#m`iOvU1h(&euuqx>~5cnUC?=&adp{QFpiNAD6AVdg|K77mnuX#YrsclJZe69(C|s
z<<8yBRv4{ySoHa+AfLOcwcZ<6^&}*1z0OdSEf~XOxmHl)#45k%F6yic7c59#8XbH*
z>YS&WyVo{}+Ip!a6IW+0^WHsce&vCqp{%v99t0lqSed&l<?619;!oy;sI!!;wm6r?
z7Chgp`m1q4{>qSf#a;}ynQy}9S%+B4?Yq(uc<ty`mfxXYA9t;klqsHP7{yQ+>A9uc
z&CDZP<5gj3G|OM!SR3Y}feG1iX_=>My>2|86)5Vrc;5WZm1Q#gRVPn94taNGc~3g~
zr4^g1ul-gRjZZk6bgs{@JvaC934Z>b`B5*GKjzIfT9*=de63kLXJ$~IT?EU&spowk
zScjeLSKKWh^?l#kz#3D@Pp5T{ss7&M_47rQ>avYVcXXO3UbeaRDc13rjQnxa&%Wnd
z*S|eoS!{58Z_4&RDq)#(-+a}Q*jgK`d^2sz(lsG}CBL4(rIh!TLB%|7dDl-bebKCo
zlXps7_soC1iA}bkZs(f2RTImmNXFl?=*SG}j#s{)nm^<7_3c?l6+;i6559hF2Zv2!
zs)qFJIUl1t*F>DEn3A@=Pix-x3$K>WPE7r1w%1qk{XKOp`+3Fz(Q#Xjv|0QMWjQJG
zG%~_mWMZ_$Nu^zxR~D;(lxx4P;r(#t^5?lVDPLBznOL4&qbcTa=X2lJ?DG;bpJT;(
zw<MmMtre%?@x3a{YDd<!c@7^f)Eg|;1!uE8wpi8eHffGjSjM)G)AEl^4%jZ_d_c9~
z#A-peCrs`tAERd11x`Gxp5{FzcIvu*qqh3_nKFHQl6IZu-me$uCvwefdERNmDSXmD
zyUukvd8`)~_Ok2v(Q}+rtJHG(q4Qa>OXS!eo;7{U-ehE}J@4|n?e0CF7K>h5{7yFe
z=$^&e-)v@hMXzhOwBGcD@$y#h{6bCX>Thc`b^n|cW?ug?ZsF1&b(ikwY})X0PTIcd
z{NeLv<sHA1XqdG`DEygsl0Hv`&8r~x-7#+Ll5b=3`~FxbFTMM2i^94)6D(iGtt@|Z
z;_V}YgN=O_>&32o<;)B1X)jd&w0chEmrY-7twNNZnnzvUwRPt6u&8Cy(i>`DUn#kp
zzG&y;YkR8Rovq9`ZhL%f_~w0+)D#b{x7sImaqs!oV^2$0h7>pFv0vNZw}z3&Flv=!
ze%1$W*)*3>#Z4CSbF22vU!}8(uky?Kd2>|7S3cG1o^{rGuGqpQYtQbKc=9W}|5a3V
zq@JkpysvLHYi^f4|GegONAeVb!<K7bB&|C7>Wf`lo0ZAVoY}E?6}emI&$>N-!~4+n
zf{H=zmp`oc+;w@D%$|fz-<kFtj;LA8WH{^BD$!((W!vo5^GAt>e#yS_<oWIv;Vs2c
zf~WKpZXXvtJ%d|#*7cS(+4oKF%r>9==1uC_RZEtu&nj8Rcr0U9%;wT{QI9gsCr|eE
zdL7K^#P?>N+s|`aceoXE*pAh6Jr_$lzH;f#z1bx^)?qSJW|zCq*3o4zKQZ&A(z%~W
zygd!Z$4&b_d2l{>w)IPIt@<{XoRq%3+EpA6rk+qJd>ymtu=UG@hi%M+mWV4CP7h7)
z@Ln|6H|BTMgKKZk&1O`Wk;|Sj-7CSu@~?K+GP&v{GoN2M`Fd@#s?v@9!PiCCX0ANR
z(y0>kaLR}5^D0dhC(pkO_31N?IoBP%tj{tr+qq&(U2BE@@$+T#Le|a{srtG;(O)=Y
z)3m;);TM{3?Kk*iyQa49&585dnY&(oT`%fcY(G;vamUM;ce9)Q?2B#h@TnCpHVq2f
ze)w7K;T09hhpN`xUOdC?`0us-Ph<SnepvKP^s~-$V?875{|r_?9$i0bwM2+5a`xx-
z6(61-^L0Dt@;SOfcJ)f9Dbu!G{$jCzi=ySfZ<Dfjo{hVab*tuRDqo8n;|bB&(pbj|
zy~3_vP4dze;YWg5c80noUU^U)Y8u}jRde9v@;jO*&KbuTAH0;gRpigMw5~R>)%)bu
zYrhsd`oXfgSM6EYlL^(~^G@gL%-XX=hDEmjNBEu}-mbHbd(KmrX~>??bu{?xXTi%B
z>l?oH&C~K!+iGiL%QbPKsp|T*=SBCpl;_^w^{MK*df`%scV0XHxRw^(cYeOXZtK##
zoM#pm2iI>od~VZnu~kuj`Nj6>Em1%5JYR7aU;h%3GjGiKuD<+u{NWFQH?9_<&x12B
z3Qn2O{5Iy}wmqFQ*zZ`U?G5c*pE4_Md78Ya#@2T$<5#{n3!mu!d&Odg^q$7JiMbD7
z_9XngxFGN9r)QH3i&+*l6(23xK2PP^<8Z-^c2kYl>)KxXS7tZMbmdL^jOi1<IDXg>
zs;_!W@MpND-NdC!c4lwvdm!~Q>-+I}iXJy5JhV@}t4XfkF>U6*nU6YdRXf()JZ*ES
zC)%%Q=lA2cZEUmHV$67jDt^0c@>!y6cUWz|ReyKnt`o)cgQLa%DYu?KbKv9a*np*>
z*^A;lKF`bcJnd2Y{OYdz$0Uth0=C)B5Pf#(PtcVo>I+PteZ2RwTqTeD&#RXkE~!3^
z=}F(QZpNjh`dvZ!SI++q;`hsr-ni4g|7#{ETiU@t+Ou|iWPNg6SM&JwSu5>2S|*De
zc)m5^^zzvC)<yiwO}B4aynI*RjK?C=Kk8MxH?CKk_9#uKFzEH<jkElU814H_?VEJe
zwqK4*+HY)V({*vz#b>)%J-H{Jd>@gdES~Yj=9J9U?2xQ?&(F<Tw^*hxkW(d$ZF;`-
z9kGK4p3M3++y6&;O6t8gG4njWtb13_{W2_2P)2)adt#{nO(*^R3t#QhRa?ul`>T!8
zrRS$YEG=bOOD>#TdAgm;;kYQrrfu7IPd@vKpZU_(1$%-XFdxf4vtsJ(t>@>hG<91t
zb@FGM!x6l)H!6!yJl~sr`^S90ZQE{5<h}7adY|%U<EZJ(6X#_=S$*<J&j$8|rt73W
zMVa&`^Xk<_&U;(>D0ITRI}Fby9&J$l$d&MUe$DkZ)hlcJ=UiQTNuYpp-Pg8#&o}Et
zN2#uSwf2!5N8H}kGiu|0d2Z916!9Q=U-taXn|DtO6<lm+cl8^4(;xO{TK?q{EC~;;
zhuWwpzqh_AZ{ByNkkeH5Ps@k!*5!Zio;@{rj$HOD&-}zq+wT}K$Z%y#XGbS2U|{ND
zytQX{%)ZYHwXBLG!;b_77JA*CWKpoGXv-?|vsdQ{KjuyQ&k(&QrAJ=V&$c%$^PgOk
z37g~O##krU&w`sJ&UzOr^r@-$l&|M@*%I}>XruAm$falAZ1FfW?;cB>sKb{p>(Ywz
zIJleqeZqBDz0ToowW)fxL)%}-^;_f4UvghBN*T{xlluO0+pWb{^48`raop-5vEF{3
z_72Z`?fWX$M{W41BD9M6xJ;So75y7|?q^mN|G0MVtXtGwxtNVIpSH}lE8V`cxlY!>
z;(hdmtiao50ncB?K3n?GJM&<M1oL&KJ@o+>-{*3&dde*bJC}FuZl#oCNXz7~N$J`0
z9Zz3RvOK4~cEd*{54Uf!w%X4v^&}K!nlz^cc}x=Ht9Z6bu(fl|mAh}#pVanDcD6X7
zwE85|MuyLEvddn7aynpKIP06Wt>3+eMjR*qXrA2hbMd6}Z$+POaAOJQuV1u-b;A6m
zRXc;i75+1{hLy5g#-D37x!Rby@$+u)>b$?lw2RIkc`yCQZ|?8wOX6Q{`?T;UgXt6V
zU)qbGx_kK<PMdaNcX94w+rE3Bq*s(XYJ3-+UAp?tZ8O>0>?67QdM3YHOVt^7O0Hj6
z@_V*y(0vuA8_%!pT;AT4dE1#U)6Lgc_2!%hAFa}7UGW!oDqz_+^<1`{)D4~qE462R
zTDj&)Z@;R?+e^DNAFlMxICtaHrI*WUMP~hG;(OTqe%9;UuRE3;^H@L8=JZnu-l%E6
z?p|?WlVrGhn&Z-@GIr7Ih~I+xx=-Y_|1)^aJ}2|}_UH985<Uvc$Q}vz&3}|Pqw2v_
zuG20(de=Uty<5`Hx4=VQTc+#owj85*RVC|`K1Yai?CGEK+;nep>9Zr2&#zxvdnjht
zYN>MpWt+>bk0zhrn{~vTM<(1-q(Rhn$J*2>MebFfW@T>ZS#v_gPuAg;#joqLPERSa
zE?FO}+~DveT)sAEUvc5}`B8=Y&5l>qTuj$JcPk_3iPW5xyxaTsO=XjeUe2~w*UwV2
zT>3(DpLW)@FPq+;bxSaoU65|tYd60<SE01G>-ma*p>KlQZEbs=%#KptBxE0RwRPv@
z^7v~T-Y&nl%D}l?bd_@QIqj(jk44Q?yE1WIYT^96sZHlTc}{*G#dpa(_}07$lV&o{
zdiky6SC5`u*2&#{4J!)xqrSYB3~`>|CQ_7rlFMkr>mS$d-|8vMJ-K$#)pgYqXHE9a
zinzKp_S`AsuJfA`9;=j`)1Ec;u%XIz_l)q<60eVCd%Ry|wLJLl+vMGwYBx@v)qA(Q
z$XD!0vc%g<%QcLQtS`?BHx7zf_v~t?by0QbNtN^o3|UKfRxL?eAHCwU@z+)UDaq%0
zPt4|GG@V;p6tb#oRi44IoqL`Bu(K;I^FOm=Y3<pmK{qW;FGMZ7a`MmXNf)0QojAJh
zZOQiSg3f{mpG&M2?h03)yHoY@PQOoY5+)SJ?7z*ukK<3ak$ZXa<l~>$T3e^8R$YtQ
zU1Bx6E6R9D$HO8&i*<P~r<^FNzV`M^w@gA6Pq^T2qvWp(_jdZ7`kRxXXU#SBdBo*O
zng@<e{Cp#A$M4x~)8h7&txRNDy7u(s7~{#eHcv0K30Y&-x6@)t&XQ!AImQ0d?)uK^
zoT+*GLs4NE+tuKcs}kFTGF9h#C4??Xt_|%=4=h!kt<JRP(5vFl8ungqOVy=4?p~Q3
z<H0b=>i6|fi#O?EQ8@+S6CbPeTo<-sobmBT)%6Yc9L1;IWS;d*=$f3T=*!@XtL2JU
zF1ESnov?b6ZT6&{66e^XzOHo>IlxeOeQ7~>+3%1!;j8_!zNMS`Zn^SMPCVz?${ja$
zoLC#(rdVNm&T6yNm&uo%JAaAZi?a%KEAq=a8N~Sb<ErD$(W~e5h2=&Rr7L$`=CDfI
zG`ZktjvF7R+PV{`oz4`Nt@KvfaB|hBnASM!Fzz#vzb+PC_Fi~Jx-mqh_<-n~+1;h9
zUx`~RdiA?|=3X5;Q<X<swjW!(HZV;lX>n-T!h46*h1gUsM<uW-vS>;?Tm7?A=F5uk
zT`a9ZkvooGTlZ6;&g8@dA&Zw$2aaXkJ$74C#-YeJ!_C1aX|u}2`K{-)<E|NRsk)ZE
zVC_P?sKw=6ce4(!yK*+kQ)#2k=ctUc%4(65e9~V=eD<A_@Huevw3BMHg~an;2X%j&
z=Ui@A&z0DD=h@aH4s{_lt16C0WzLM;>yaGN&)$@^<<myntkZo))z?z)T&p=$m~mRQ
zJDKH@=)sr4pLYH$`LJZp7v`-QYdFoErky#qt6SQnM?CR-R@XJ5vv0J+(k!{GxELez
zy0-J~ouXmEJ|{%j=-7_6uDv3{F=vj>@|j<yrxvBhHF?%K$+VYez3g(-v-T-}x*)~2
z-T0Xz`@%Kscg~)Cv~{_z;)=67j;7t-;azO&)ps@J<kYNnFWlTTZ8qPy`r_9t*P8+l
zHogpZTH)j$wN^rVR>~#W9Sd!F=Dk^NJof<Kl-2T1RY7h$6T{RB#F<6n0~sf>F)T9{
zat-X()eznAy18qC<eZ6JGlQ9CbrflxP*(3ccj~v)t&^`p(;kZ`i^i|jUT&KuUcez5
zW~9GZZuy5*$ETfKIrEBoTvoIB84jCZhc|wIG?-Vey0~85<XO#U4;5zlUfog_?d?JJ
zTx+65V`pqGe(h*svSz|<!ILZ5ndXQHX`bVJ)R!2u#3*XryW3rzj3Uoph8SHrVj=If
zdznV`l=DtmT`P39E|(H5&71RVS+t?_t~-URSH`u}YBv=)*O|VIT727+CB;Bp^nlUl
zOFJ{SO}uFGGi)!{nPm&O%72G-H*Pm&lIeQw_u{$yfmP4nhpf5nXRBrNY~hJ(=C_V+
zSe);rWT7G$t{Cvbf2jlG-8oeu@c~bgXZqc<)wWn~x^+wPysh(2-`|_DcG;rrY$b()
zs*oGfep;+7=3cQ!q$D#<I@o!G_OmT5J$W`fsVXe&il5$hVWtJjCfAE30#w+xJl$oS
z>@0ilsz%4;S*;DnMU&JX&kE0&e5FS3DND2H^|(1Jzpk@Cd~SC<`#SA)JLL7_*Vark
z(tV`=qI!q<@7;2yt2Y|Ye;TuW=6TU8*^-~nKa81qv{p>E?wvYo`TNsO=Nw=6Tx*?j
zFZR%!zl9M8H)UNilPHcY4)>MmEVJJIlxKGPwMCb&{G4-jg@kAJ^@%~54=Q&YcaBs3
zo~%-`?B|2`J6~=q?AI*P4mh@_Y{l9sIc!_KdaACU3Z1^^{Eox!E`c{3UPf&Huzu=}
zTJ0@dJQWYZRKL_K9AsbrGQug>S8mQ?PS<7qb4nw;yd2g=Jh#ohwDm+o&Z9j~56FbS
zknozmtpEJRDal-$lo?kg92S*0vHW9P%gm>D;}ba!ES2|ip6^w)t~l`GBtMPgCQk!2
zm&|JRICV%c^y69oS&1^&CVrLceWP?`(c%*apDkhT%9UCddSRlURsx^a_NYs}ZigdI
zotQH9)Q^9qS27pyJpa6gVZUk4ksI+<v+s&-wpJ`!RW><FVEfsl1xZQA*OperbX{Kd
zW`g#-+b`nHR(zk!#u_nom%P`T=hwwpxF>dfW?p%mb){CNCG(B&`TG{@Y|2&NTi_=&
zWsAA*!O|<gw9bcqe)8b?{-|%hvNx|fp0mDw&Q5&0^@WX39?N_Ein^7N<Qh=L93#5m
z(VEhLmFl{2$4d;iBz#$2JwfBR*Rut?ofufI&FP(L-&%30@A+2F_?2N#x3}3{eSW<q
zPo-qtq-XEb+#kl|9@%|fJ}#SGJo(bHtJ^g^o^&0W+nMu=>sIQCqs80%lEaQibsXt5
z>3OzOYtME0YRjo7zpO5fU0o;nXk)~?_t8ZsC60OS4_eG~xopGpFRP;~mnIndFI=y;
zdr{w|>fk*Kd?OUnzbx1Dc)Z?Z=ZxFg8y%L0YhT;S#pM1v;0^QVRXgsjUg@ynz>-g|
z9x`wB3E(Q<<f5K5K|)mN$%^H24}us9LuO{~TiU|BHdB$Yl4;XqOSw5$pN1*hTsg7X
zHTB?2=j|+vp_k_s-=7%PmGUdhEc}k|l55+v1SemfwNq&Q`l`eLj^*pww?|1|xa=)`
z!Oie>bYbI;q@6R?N%!=>jQ((bw@kvN?oXC7rB)?|kJm5tQ4TVaNZL5%a~R8l@;{o(
zqPkv1Wz61qHq}#jl51vrPEpn6F5&l~36sL^oNF`UH(jSYWrfL+zOBMq43fucHKU#!
z)0Fhhz0Cgd>yik*NBmEt|3w)}NZ7t?vq|2+m;2Jw>YioO&Tz1N{km@5xjP!?D%Yfb
zS?eKr@c7Edx4L(~SmUnsu5`l+<+T~yMt?uQjd@aJpxpI3=iP*4leeE$KkMc$OtRLz
zQotMAb}!zfX1VA^-7C?IDkaO8yg1JMX~~H_k(V=Htyu7E*NbQEyX6n<`NkPt!4MwI
zak_MMURapgr7)}1QWeIZVNYThoPJ-kab#+~v^8m$!~Uve?^m|$m0bL7Cd2O?B9#kU
zomAMjWperlXzY0OXqRwDa^B28S(47~J%YZc<sbcd#lAf)cx!{*mUq9!uD)H{m0PT#
z(ipC|YeLPwtsX~><af_1n85hm&~5LV&`F+RanFMOl&{^bIYS`g+0JP_CvSgTD_tRJ
zU|#s%Px{^wuRDAD4ka_MH$4^OF8sXfazwO^%+=^_?zuN5{%GBr{KD5fZ@G9eONVq;
z+K!z$`aHWYDcKgs?fe$W#+jFO>bZo?gW`LezGZGNUSt|{>-YqXT|CAUe}tX86ujQ_
zrkC=`6B2TB!Yz%M=Qcc_bIqtLO6s@UtqV`fPd<CF^6}o14a?ljWx`DhMSl0I|IwTf
zbJz8tt>)2B@7gV5<#uMLPCY5RE39YZv5E8UgbOFGjIAm#yta#brb@}l_pzSKwp@4^
z<#Bk@(}Vf5CC*26**ZDidA`;m_uM^ymdi>#e{Ra8cOBebQu^ZJGX0YYp08tF=YA`Y
z`1m@;bKAL!)zb<+n3?LPW_|yv<Yi_nlo`X*JR$4ae9OsN&kNZ1M?GJ=q{wN%{Iy+2
zw%%-yo40jMuw`DU*h9fh?4sMkBrT5?o4qqIa??(3JYl<A>h88(g4%cH9PDdrSi{FP
z@qM7m>D`jA-^a2PEM8%`WLC!P8)qX`oEs-;XK8Y;D-5(<)%R6OG5DZ-uiwhf*EcSx
z?yXook@>i(Z}h#j?(?)uu6CqWKm5JyS9s?u1MO24>$CUd-z|F?=Um1)<8PLl#mzYf
zH^nsfpK9C4`}2Ct#-_zeOFbq8eGe>8bDi5E@!0fw?cB0HE3R3rq0C)7Qrg*PUEG?w
z(roASCv1-;)><UEGWT37zN7KbHKHl<_K&Rm6_@lSS`7o3FKwB^Q)C_TQu6Msm@`gm
z9D4pUOb&n4e|f9V#@;=lEl!-Pck+}^4|~9DGULxnfg-K<tJLnf%|5m^<f_;9t?>b6
zpR$DZTsYzEan{29z^}_!YqN5=tfwZejL-62Y?{*O%kA`4?TAaEFIQF?(~O<3zb@Qw
zaHaA3-jp-T=V|B8+LU%weaFRi<%Dqaf+f#q-QSUQV4iELO{2H3uTGy^Mdzz~TbtDc
zgoCrB8oI43A6)0x{c?#vE9O>&aM;GGTF1bDar@V%+|4?5`m=>h$$8V(QXQ9`y@ldO
z>e-6DS8Go#H(CFFvdZVTjWI{2?{F&qA$7X4U+e7I;_H_t?U1$2&Nyniu`E|?`IRS5
zMTh0Co{q`#a1Zb|JrnC|^zP@5@1`gAUg`4lt6X>D=*;DM$6X7{B0Jf3zI<Nf7p*L-
zt(3j&`Q%wkt}DyTdf9hdsrJh43;T}STrE4merwad%h%afoGewe{Li4YEt5SqvM6&3
zpU1kq$Z$*1s7lTx&)1QM5?^U_hYL4NtX%SKnb1NHb(?G6XM2y^ef3<HbM2Z@q35i;
z(|7t<Q%)Ub`SoSlZXv7B0R}21E1z8n?@v~9{v14Um0QoGBJ0AiBnOV4uAxUBom93d
zoWC@N<H*ObX%ZigtE~~WwGO$fcvCyesf$1GT-J>^>G}V*x&@d^{Ac)j#iHQ&%2jtd
z4@Q00-L%5eblw{_1KX@udd0Utu2|ww-1k+_>xpaR+oD|?UloQQ=3BsIH+6<H^H-VB
zAMMO)ed)P<-FI_(E0)Nv3M-zqfVuJbby4<tca1W3zmeJYCT2<#yXpMx^Y-_eF1I}{
z$~nXQN3h5I(uFseE&gU1_Xp3)Ox$koe`w+4c|VpsO%^Y?+G@L#ZN}?)QzP_>-(Q-;
z`Sq--nr&p@^{)2!T-y#ezYcwTFu70L<?D?d%X3ey<Es$mbh7-q_9#2Mf^fhF#?9MS
z-u%Mner9Hr#Yst1yL0?DAs0@pad>%OG;^X~f#tI$_re1=&Rb;_vZh(4@U?Gh!g2Ol
z%-<{)Jy+WLHC0nt<|@;VtZT{FyN*prZgiZxwAN~J^Sr_^!N0Ff<Y!ABSiOLW)nvBr
zwlz`ewy%VwdJ3|PZpdaz>^*UZc~<jM!zD6*vv{9O_VM~|66B<He&)SRp}Pu$HS>6t
z7n)vpu}JyKe+I8@J?=HvZF<$$W-1qY2v2>J{qyt$t&o)Gru{q8Eta=Enzi9+NndAd
z@wIh4)z_E|?pXXPj21LbNMCD~m_19Ys`%C#oo4y!z3C~XPo(<KoczA>sn2xjxlCv3
z_Fb)vpZDk6x+*n^FSb9|M!50sTzD{ID(|^2&8n(vi##gMCLZ}=e{SpI#CdzJ&y3=<
z<p>N+Ph4&^>A>}PiGYe<*Jm6wJITnld&yj`{`o6JABA@3yjZo^%6pf&l;f7q5u5z1
z(pGwxRZ6a_^KP<SuT-$xu58t2(`S<{pDkoap4@fT(|pdXi{X!#7JKPRXewJh?6a;5
zJsVSew)E4Hm;!sLW7BTi$k}b}nSC*@C*|&+KE2d$>!!Q+XNT~odD?{gFN@AC{B?Qh
zM~TccTWqDS-Sz6}xgIcWak@-sHAlf>yRVlfEUXaSGiUA2H<x=-MXO~(&sa$Q)s{VY
zEPKh`7nSQ`=dXCB_0a5mGH>v-i!a=_&)U*?!jwbVzBRg||Jd3S-$TCWE)zHD@4K?|
zv1sJ&S<mvz3a?DxTlB_Vi0AjU58VA(PbN9usSdkS{K#<ftc%{xR}Uq{o!Ryz??G6}
zrj+UsWB&<tIiXI^rW;1g37x&+OwEtAtTB(7HeX3?&3D@q(9eF`?B?pUJyl;<e{%A8
z85F6&XJkC<ZiSnL=%$^Qy?A%etF%dHSH8CM^T8+O>mGfzG(BcvnWvp{KFCxi%Ejxr
z`kcD0S|=P=seHb-`seH2%P*~ZzF6wiu{)DK9*?{Kw`%3L34G>tp;J{J&+|8J`tBlp
zw$LwX&elRR|KPeu51mUN?aW>&J*#oK`r44336;y1ZMA9dzH@T&v(*L;5-Cj?H;gZB
zRg5Y8&v5-LS76Qu!_X@;r+i45+^4NpaeYpBq*mYF)pK?#u)Ta6a?2)i$IZ<hyA*_D
zuFw2jb?xotzU-;G?e<YCmb|NcdGDLMuW-t<-MzM!?AMo8zFp`2<=gte%Zrbln<~>i
z)7WEi@kw=gzpG9eRoBB-wtQc6@=8OIrkC#KjepeV-*GD{j(P2Jr!aQU3rnR9DSm}r
znWhVmpLq8!aZy#*#D(f}q%MD|%bQbgwPT|YyXbjKi#v9*6VLsflX7(;BlE_!Wi8(x
z&EDLnJ$c?U@8~;cHJE0tiJ0>_s-;Bc@zy}i>ug(mggvKzpJXLpwVkC$`qHw#+X|1?
zbQn}!n||T`{j#(<#_95{Reh7#j#|7wTe)=)%XX%{@;)`Z`=5kedH3$z9otCDn|I#s
zJHvI=Q`aHvpy&msgBMC3ghnqrF3C{7RzIzJQ(@uNn9sX+e4JA^wOJ-*f7I)BR}9td
zzP1bf`~06_ZP<33=jpm!!I~1UyG~E|czM=~=YcU#R`)#HJUiT0ztpkZVEJU}R)==w
zKeM_X)EryZ!gY49<Wavx#V+&WZMAN+JV>~@<AUJPyxX^@DJyrK(~SA`!%A<~)fpdd
ziYxz|_0sNSW8c@!th<?elD3}V5}zD9Ayd~UnPa8(okz2-_SJ1M-K=oVwNz&n<8#q&
z?G&j~!CTMS_)H4(IUTpRa@p<;vPD|=4)||1Sa94+;bxy?v9adN_NoTo^QMJYnp^`k
zEPh?j$-VMDXYnp`#W{u7MK2w5WZH3qx%_>sijVR2ml0R9j`w%Y-DWB+aW1Q+Ye7g;
zs3gm?l`&py?v8QEz2~`t{hp;9;kg#9ueN^U`KlEU-m!IT7oHws#j5i+duhZ8$B1b+
zKD(B(@YH`@eQ~j-$<2#?xyE)LALkX-TOF?vj-FJqhEqoK;Nx}G*HiM#szai3MJ0-|
zI33lSgN%DVWcE0!&q>?9+xE!RiRXMQZHgn-INC?OSSRxQ&&QZMkDu9u70o;zWVP|d
z6TxHIMe0w&4VDQ13U|ytXR*#Rc1t?1%9?!llSfM?I2G`wM<1U4Bs^RuG341g%~HE=
zUbS1hUWMIkeZDu?xn1Go*VV;B>=J7%<z=qj%3S%S>!k8>y&bQ#*<KZ&H+9tORP|hu
zrc?Odd)>2BRXGW<hARK2&gV*aF1qDny5*nDkGCfr??1J4wf21b&Rw~${N)%{=Tyzg
zS}E}>NUpu>(DQSr76)Be_pWkfLXEkp@2|@NA7{PsEt+2Tc;mX~vhGo*CtPjIW8+Of
zak%SQam{hHb*_@Gj*~=+gEySZQk-*b-u0EC`4atMiF4$(W}iJYdDgPJshsLdi%%^#
zdp=QX`-RKGT$|Qua|ln2GR#w7D_CTm5$3tHczH{6<GioeqSrIaB<(oCXWLsg?Tpz6
zx9p|%%C8IFdg=yllw$sww)K!qk+zjt+|@OkG?|yCoOg9nO_w<Tb&cnJh9{q2M;o1-
z;9y&I-LmL`eqg|oKCeqXN$32&b~DGcG(5Q;s-Zin`dUDXap`;S_&q-(&*fzuixPWm
zo1MfNUA~m<VtY<7Q|@`T?Y-ygIfDYXEf3DG3ZGE<B71SyTd(IfzrtrTxfM^05{TJe
zl&yI)_Rg<6rcuUaRkD}w@*Uf_e7{1EY4LP%cH4?IO>d4ox#AT5qBKeKa@R$v;QQ8Q
zj$hYIOHU3H63Z!!-d0xK!CGs%ZpPAD|7nwJ&dQv+wOPRM+V-_uHdP*%yL#Jkna1z?
zOG`FHGVEC)x;QiEY^ZhQU74->rY+!ETf&{bh0o&4x(*liyu!daTo0$-wpO?lC39vX
z&#Yrp9n_Wgd%b$X-8bi&$l=>I*Q#fpDzoJ5{JDQ>viF`R&u6`ivzZ(ccW2)5Sz8xQ
zx0!iHH1ErYoog!<6nMH;h_u=3`$xTQRtuQAO*{AX(Xf)WwR3u|@U*0@+&yE*cDCY8
z$KPJsxWtcN^s2YKti>Al_UqSns(iik^W^Di3(p%(ylv{Esq#edWvp=Y<V#DugReY)
z-KS-_rh1FatX<&-e-?=^&sz5JdQ5JF#)D9^hV%vJtS$$~9$I2Kd6%UizunzcQ@*|7
zziYAX{0U38sSj9c?|u2ZUE94qs4HlfMaRS18*6VQzcBFA&eK-CdwFe%;4KCN_O<5G
zGhQzDJekp#X8ZE?mz7a&f3=sICCmH^WtmpNEGl#2Rz+5qnv~z)-?J_Vmp(VSoaJ8l
zGx*xg_8(W5Rlb{Y_3q5Xv?s;kVb7m_Uz04z{xaxi?rw`mt7knkpOkUe^PC&MsnMNz
z6>DZ(Y&aVc6SBRo_4B@GhwjYdFsXdn7yV_;Rc2emzAvATKX&rCq<drAr8-lwe^sGj
z%6)ZPE*;*uyeRMIv}ae0ihIIV?RXn=CC^sd$Iq=|&C;E(4tbq=cI@%bXRGHtH|6r<
z-x{G~`CN4Fy3EoGoe|8J=I<Acol|^if$qeJ9j_Oz$t{VfoSgZ1{n8*|z52B=hD~g)
zX=fQ&Cb&y3O<s8PT`k-7H47T7Lo_RjuWdS6mbW#?)9mESc~ifdWv<@bJlk72F7xDh
z)5(hNF#?)x4tJidUXk-TDq_ji^|gT_yHeLQ+eQ70xh`3`@Ye1^Im`8)lR{k%zI+|C
z<oktpmUdTSUUvD3KaKhxZW(E#EB$cl#>RhDVcI|H-kJSWwRkRJ`Z{d;1*_8MGF=-F
zPjGmAd26CYaCXF;_|U^4zJ7xF7d|Z8eKqF}@7tfV_U1o&>ngz}DIYiWTGqyuGam3f
z+W2<MkEe-KWh>Xzt@d2KmS1aIXnXJ5iv4PF{!;7Zk{F`{f6Vuv>3D*Dx$G;>E!Ij6
zxsqSkg*`r8_Tz+w&F`ev_QD@&fB8I~?wGRoj`Q`!wo1BA=TiSOM6j0svYWj8-l4b8
z8A6KBFRf`TUz#QMpTVTaQg-LEm;aQmZn@d_EJyCpu9xQ0pH-g}pK43=ym#lKf4uSQ
z({C+vZ!jEqzBm2$t(o$9^-@1y`OCzdvQ!ZaFF7xBo~I|Wc;c~2(<#sHow{!II!R`s
zTzvV?uQ_otTPx}-6=aGh8Gc<q|LbaxHS6aJ9t`j|J@V?F$+cycZE9TgR-d0;E$v($
zHqFfD!F<P<O}(CxkyUrp1OLVae5?5${d3;m^fI^O3<)1&&jhm_Wbe~HwkD5%lE_z^
z>kD3f&O0>u)}CEo-kk54v|`D1-M;JPcb|N`v^;a2yz)7P>Uml%DKhC>(_c;SR$bj<
zk$AS~(n^g}C*B^qS}<#~p6;%6HJ|>d3zN9bx-+L1e|;HeE;jX%Wd8}7{*~)?T|Q{1
zHr3hKh(9=PQN`M;`#!(C^09o6=FTeXxssRHdNrxVA71LVPo}BJA#wLM`(IZ!|Hymn
zztzaIa8FN4+U9e+dDkSLw#=z>TlhC|%WVG>Z+i@{D!)JKX!qvml`S{FtYo-9<NW89
zYf9671n&M0=U@M7`mgEtid)ZFu9G?*TA><RRPl;8Z^NfaHK$H5{Cu-dY>s7&{@>Sc
zKiM7Kbd_acQRUZl$D|*)aX#7?z2&NTa`wl#smUuR_a5*1pq=<s(puiWT08n#wX;dy
z&UO637n0_7208xKdSdR**qkDD)4QiJX3Oia<+_r4Wn5mK`#9OX`{a`7+h!`Yd(UOr
zZ_a#We{KEWuW|ENX9nCq<Y*mz-SqRiwF}~Jp78s2w0cU`wG~@t?N7e9JgT%#Z0ByX
zvbD=!_VA^!{FXX9+4b^m<ufvT235bqMRU`&8E5jne;WI=zfEQD=821E?m7B)-qj1&
z3{5kYci(vY<@=)b&(e9B{oX4+|FY`xk9^<BPd{(`DgQL$xZ|}w&s_LClB{R#EPpt+
z?3TdW-7I}u^w;g*(iBqo=bX*T{c3SrK0KYeQ#xHnZsxj!IgfaEcvzROw~*r7ln@?n
z^X;e|FY}Qig9nZGEthNU*zxkb{GJEdlD=juZ&u3nT{}_vnNe=%%aFLE6-oiMwy!Uk
z__sz~edDRJeUX7%<@2sr>-LE|X3NEg9Im&zXCJ-wcK^M6uXTxmOC|oPH`z@|Ie-56
zrG-{ZjVE7U+QpmhRIR3{zy0g$nB1lNmKPc;`S$QUTNbKa+Ej0RVUFR1r_YwmuFF{U
zPil5udEq=i!??MrAKu-|R#v|)VrJYN!+ON(ilpLqLEr6HZM^pA<Tt)Nn(`_%>)zSy
zjnBgtclLVhnh|TQUVmcciXTOfuDJz%ZoE^V-7)J{#_Sn4im&Zm#_=b(=)l&E%InW}
zy-NJ>_vitohoQA@Rbe%o`;V+Gp0rjnWb%{4r`XS3h&e62GEAZG>sveVk9oUg-v}Hx
z-jK#DdfER$uc&~r-+qVeSM_aD=B@IcH=Zfl__#g3@@UFW%bYi7l&4?oS#*E*vzf1?
zSl2$8w&V<l-k$kuT~}vpyZG`=W5+!Y^{utiOJ9ED<?4M^U|@K*a{iGSZ*{(K-V9m2
zLT!&^f}*(QR!OzmX{^N|E&A2F<yl|bvF^TeDcW;S`ttfqdk%T$h8_Lz(c-w|TOWIY
zt=ihl<kC;^dwtz2|H!YiR-*5h$n&O(^-fc*51F;D+3P2BsgKKI<)u|S)An7m+4E}i
zhWObNDorondL?*T;Ld&XqU!4#<avJhN5y_C*XXNcHhmto{qWwR6DAXqQsnQx?t1Zb
z(u;n<2U?N4OqK2D_B@-gUZXhhKSQ=v%_jG+lIv{F)@M9T?Yz>rQ(`U0`@|`U*Vj6?
zsH`oU`P46>t9Yxc#*G*It}l)05iouqu{}=mV!pVwdt71HfxVZ*;%8}knHd>g+L5`w
zbg$*6@TxEGBmYM2@(P@kaW}Lm+f_O4_rpE9pB?qA9;DAdwdc@(hJ#T@w>_HOA!{98
zpZWNt=(ZDfJKx5h-QT??&q!L*Vqxfd-_>{a<=Ed^o`2w{>w;@*`y?d`YK_AmUir$R
zAoj;NKGNdidyx<Gm-#=9DgDpTl9SGIEJW%>pYAvLt1J8?PU;7r(EU35f?LYp;#k*p
zTWc<9CCDD(FOI2O`!Lq;x~|}<^)>$)T7y2UiCS|{X>;p^2Nvr6USC&)ghqvR9_%`N
zZmOo&Z{5pw{~0dtxv?g(|MWpc-!h@YDbxNXZ(x_SH?v%q9<on6&!72}gYlR3eKxL-
z_c|qgbc&W#Zk+Xa*6h_8$DZ$==4Y^2(lYbPucGJ2COBJm8ChLlkoi5oI4iZ@&-(iF
zXYHA5<6~BSnm_r<^%qy9vLZ6X4ouv+nC1D}G9BX<%Oz(vR=f;5;%4%tf8ytDTk|ci
zx-``6d@k~I`$P|mb-UhqJ4DWNyz;>};pEz=#%(4%+2_5?YW?j6gJ<5n?UKKR*K}pv
zkE1njS61luToRk=pfc<0!^)L@908$qGfa=XHv2WjN4ij<XU?oyd?HWYY^_UuxY4L5
zDm;CTdaKSO_U|qK8MLl$yOfiZz`=X@-r`CB-ny}<Zoap7`yn~$c`w5rJyQ~qX>iZ_
zCbU-drmTH@Pr2{OH+`=U%@f%earCeYyX4ERFQ?B&Nrwu$t+F_9)aT5E1EFke1`O-X
zt>?Mx*}b%xpY`}iXyCHPlG%3@mRnke^se7z7WK_Dq|Nl?{Y`Fs9?N3l-P!8rR($XH
z<0_>oz4N%l`uWXsmhPBpel~rPwPdMuh@0whmT&7NukUf|d8%YnzFy`^jc?H>*>;Pw
z1(#k6o3t0r^R4>w;q8_;>7hGv?*8fbn|frXrKIVTSxcvE+-;KZSmjCB8L6fd6&7}1
zYfecN6~{fbTwz+Fd@eL~P2QW|^QzO=-n(_O={WP&>UsT-(xy5J6~CPI>GfVK$wq~Q
zzLs#qZ_&HM@ATAjy_l16^={;hU76c1U-@lx`G|@E@10NCYol*_xBNUce{D^A;v;b%
zoxQ)W7v?@<J)x~HANA>J+vbb=&y;z;&A#<~`ztxg4ZDH@R&8WoTFJNY;q2Q%UQ7qV
zeG?xQ&i~rbXMKH1)T?Ws74M1k$k%OcSKXQ%<a;aZ`pVDDo=QS8qRJoE-j<EakV*Wp
zKL3gduhq|Tw}qa6HpkhnsBrstW1554?^#Nh_bqo>5yyM<bEVw&r4_Tx8H|~aR{4|*
z`YdR&{G0vQ;^^Jo4JX27|7Kq<*_(QS&*SC6<rdCv^Ony%t+Bo2`~sEE!oEA#P0O=n
z{hx-uHJv)u&983jy3ab@|4gUe%6jzd`pU<<`evUzAX7i*x@vlD;j&n^Fl+82?Yqmn
z%vt2UKGz2ON~p`!YF}u1c`|a=j^cxh?|j+or2X2p@H3M^?Y^!40T*=Bc@8qz`+a>7
zCAQscVuk3Z#3V+!sb6!qT!?kpbmZXFhCkYtm!_I6WqW($IB#4?`f2t0xaH@=_sLJP
zy)A9~F^2W%(j%64X8sDlT3(j0TJZX;&(*6dZq6`Zc=G$voa}A$mhW11Y2K#RJr^Hp
zEAgay*iFrKnpBtdb$2Yc|J=UM&2NMKAI7S>3mY8&`8GCiPRY(a1s7)JiHe{3bj0Wj
z|Ew>%a!)seOm6=3+U>r>rQ+r?hp*qitX+C3N5Sc&-Q!!ESG=^?Jg-7>-^SnP+O9dg
zY^n;|<=MoRJ$?H`mu7a;%dL6$=Dt3#nq^-)%c6zaF}Kyb)|#++I5VD5H*q=>^6}F8
z71k<&FDJ%myY;U0yA*D-@0p><of5SL702!#n7=mrRbb-v%kpbeo63r;!d<3y2fcFD
zj4hSVSD&smZ_o9Gs#o_+Y$%*x^;!3@$fCc>%7w@GXWg1TIm~xX(6fABez)JUlP#>>
zio-9Rx>8k?eJ=UR<Ab-=MOVz4-1vQ0)wNB<TeowZJ$U!l^KjcP(NlfdlF74_3g(o*
z571lvI*PMix_pggc*xl}^;wxO_6oYiu3-zG7;&A$!@~5o&V-YFBF`37Tlg<H8*B1-
z^X1L97U8othw>YzCQiyuJC$~7{oazGmm9YgxTdU~GSO1|=k<k>cfP$$dKhF@w)2L&
zLGVGDuKanP=a&{wTW$1C_x;(R9lH&m$QefGUwGH+QFQN~`_fx?bk>RQ&w61#fkSrn
zX_NA_WVMQQ8}mCSZZ}x$z1HJd&)oM5SA9zK{B@nN=&Z`C-R-6e>sPGkXXx8{?&b-V
z*_P+4W=4H8FM1kf8~MuYUX0jb_K97G=B1Y_tII!*l9}P|clDgV25+m(lm86AR_;G=
zPTX_Wgx2J)7rG&A>dWl4j&AI2sh&~#Y>nv!t{awb!@lX-rMxryRB$<$-PFm#OX%2Y
zw{kE3y%D?SC{3I*@9LDCbvGAnp4xWz)FPXN-{JPG`yw_=RTiB;zcy^%Tf0}6qE0>a
zI_<hihgH{%)$ZFPi$ym?(zk|pIZC}dZ@YT>uDMHck1x%7#}{^G!|V>0{|vugOa1#~
zaXrJPYjN>PlY~|ON{{W?bmqyV%2l4)S*p5uM*lvZsW@)CT8?9>&F3h#ySE%HO>alt
z$c@?Yc20N<pH}bATgT^~%~dX47xq|i?t;4bYkQ@GCz%up{7%{twynJA#-G>ggtne}
z?q&GZ^5h+n(`Dzh&zDLsIJ<>Ud;ir98wD&(pW6j(o^<uD*ST=ZRoadj#q0B;r>zol
zYxo$weUi*W*Tkt7w%Iq9uY7j$=8cmR#phgQYpvCe^KJAzm#z8a#G&gku{|l1eW#pe
zRpHvAqO~<LnBCMkb;qAqbNWiQYHnt_u_WSn)ZD~7ce6e?Scser?sPOSIhw7K(!aiH
z%LGl)QkyL@zk(7)W^3xm6u%Di)LLmFs&hGIPU)JtOXd}Knac;ANQz$SRUNeGc~{1R
zd0#cHdq3TnW-?)(#p-VE2meZ(=ae2_nydA+IBI6~E|J`ame1E^FY3|a+qZR&Z1|io
zmG7H`oPJ%)iT)|Jex1P)=A$WwDswIfY&<RHI4y^3<I#5(3G?GDS3h~nz@X*G8G8QG
zN>BB?FBwAHoi0sJZ2W4nw5cz1;x;zV=b~{=o)#jUo{KnDO&!Y(Umnd^qVx7_4u_D5
zO>tLep7pi_4tIvXnWwp@9e5um7dY|t+1M_JJ@dUhclTzT<+zy8zc%#FnXKJDpJe!^
zE?6a`GdW7&rpP1~2hMe+Gd7pL_uDz~Nlkj!JnrJ2tzzL);ZBPL$_4#qc27MTt<3Oj
zb0_ouOOwl7@97;5v#UI&#XcjQX_aS5@zD?+|G2N3@r9o2TG!rG?_X-NQf;c0-2SLE
zPgAcGLSbw_9Zjbc9r+l3f8JM)-**Df^c)EdVZXNN$+Im_RDOk~^m;yD>L0o?DtpC-
zbqD8tU9pkv;F?D_bNHh!g>x;q*3z;&xG_kHch0q7AD@}aZBH^h__k!iJFidc-tZJg
z9zAS%VAX?3#kbZR+F3Iz+~wArxd&8|+7C6cMoxH;ZaOdC@~qk$nYAV^5s%lpwM_Q0
z*)O`F`_ufYrK_~gEV-|rwQ%S5(388ahV-ki7l~x{*(>k2Ra=IuNblaAV0D=bChLo4
z6!~SHe*9qt!!civo5`1EbWhxVMmvZ9?yOUtwOO}MZVAg>{URoC)|=v<FUvMsuiUg<
zZIXT6)u`yC)LPfcWfvS*E_@=>)w1Elm(`~@{;amk<urPxtj;{=N_JD_S<e!-cUltr
zJ}lIp^;tHrSL&qlV!7j@QP1qP+=8sH{*|<^i!U?uyDn*Sruo{Y{QDa>P2ai7xLMnI
z;uWs*&n9tJ^%P{;{JEPQHgigv`997SGrld~9`kIr(wt{Y^1ko*ahu_?%E5!*Rv2En
z;Q4G$$FnQh`pzLYvmN9tSFO|Voe;+ITr|H-Bs5gk$a4AfwTf~(A2!*n<g=1`l_%Xd
z_jTWg$B%9~)Vh|M>zO@Yv3~lI`?ojWJ!Bn}^Qkwa-*)w+x~-S8@}kPtrS>cBeI?Ii
zbL;KSjW+`-mfSs;#q1?LPkU!ZU-g^5&t4M*`;K?LTG*bl^JwMKp4}4R%cJ(smPq{P
zTVb)}%53*ES+z^~EAQPp*}%Rv&+JaPeBPO*wb@H2e%QHw>YDY+Uu0}d+$JQf49TnX
z+xcj5Bxm5u7g=m~{ETDvtTn#)Bz<o7w8tlHirBJ`JqesQ^$XuxX$k56V|%0$+w!h{
zv&^}@Jnzhpnp<;{O@7b3VZYRD={e2iUEkN$9EwZoo2u}_@by{Kf~+FLF6kY!1m<Vu
z+fC{5ko&^?-ov@T_<c~&<>Fb~PZJoIo;P`aY*z7EakjO&t}JO=7C!Y@^MEZo=|ai`
zhn3ZQ`XM%&CsunIWF0#Gxj0-(c&f#NYn;31mbrL~7ih;FF^W;YE^@k5_0+6eO-!m!
z0@aR-tn2-0ZuI!mDuF2TIfk#JKiuBPP&Mntg3UgU<%8pDRuyfV?4I*v*W!G)J*BBV
ze8qFFZ*h44bY1oJNiV;BT++BPuJzlITTI{9MNOJAvBy$ox9r<JzZtk3O|RCjXkqEg
zKE35->=Sia*6i531~KU`<5C_~ncSWCw0ow@Bq76-tDNkN|1(@)HSPV5zN|Ns7?!Jl
zT<0!Q?o_mIP3x&uLbcgVS5;3a%htZGi*71@854T)vr5i4n~-B#zokxX+H5&JcJIoW
z$MY|(_gFG7YtLN%wOL1&O2@3;Q&f0;!3xhWHvdXyDt}n^c;Z<u6}MH-u2gNazPjR|
z`mBzG-;dV2@%w!hijtMPq^rv&z+iKg_rSz|#bN2H{&q9gd{x~Q)KjuUbKTPm3m*Iq
zNw=AENyzEJRY{p&S1q;$Wq#F5sGF*g@@<XVeDyz{1GltGE`Kw7!&24sl@~Y{pO4z4
z>SSTxTF90>Yi?RikJSFeWzV!0-g7zq$~f%%$II)N772LWl)3ik<T2w}Pp4SM7rScT
zdT~`kVO~`*1G7y?;AZ*bUAu%Q&%4@P_M${l^w2!5L`!ystCeOA7NWCvtME;E^yS9w
zX=dir9{Jw&%{>&;_x0>Sr8bu9p`ur}2lo8Fb~1D4xwl1+rZZo;x@G1rDV7rskCxnO
zYps6c)%7mJRVAhR>eeYd#gUnex(&rqP8UxctGaMmUO(AE;s#$q<;(EtGI=&t*IdfN
zSsqp%jT5_`EEyd6`}9JYmF0R{_f$w^?G$kkytbg}mXmdJ)TvDkjIx^AU)?VDwI1zg
zV3Y}4BcR84G^o$Pz%W|Sh{;;+i<!)+r&n2cx31>h_sH`2rTHS9YJSx`Qd@HMM0n>v
z3|@OO)7Vi}fIlYqa#(3$pZ2WeqT|`jN0koUUbXa0dUa;;HQiD{Edf8?jKxCkrq8#{
zbd9UqdUffQnX<g*Y3VEPN6S1&+bVT&wuDXBlY}cGj1&8-UMB5vW1g2$vrE$K@}(o)
z%kQjCua}#;T*jzx=YiD)cNWI)+2488(ezUPqt)MqR8N|2%xB(lE^9T%!H1P=npX-G
zc5RzJai=6p-PZX=FAi$Q7aenuS#jJ}YqtTPf!3!renz||N1SUPWLGR-=zHwY>P>RX
zmgl-|2z9qxwsNyobKlfXot$XRYwO~TrQ@FUw56*&SHBUm&r@?!;g?k#HouYXw_CLJ
z(aQ_7`le~h)Lse7`{|Z#8Wmc&v*O!&r%%BvoxiLq=jK|j5N_Oc@446Hi!vt5%q7_6
z?iz<FH;KjXJn=r*W}2^>S@C(vzu8IJ5nau@SG)}6xc6&W#*;M(KQqNIE$RB^HksvJ
zO#S58#I0LPkF(#~uxx9S@KpP`c?*88mbhzuC#8Y)T!pgQDwlu_lJCQx-ugJVMKDt7
zl26;oM~ggTrsl58m0ehQJnG{1`1#xHr(fEsbE+=D&#gE%ZPuIpI&-ax!^LLbnCZH7
z=Z+7oT#j###%;awZjqv@@97);UK=+l&G;%4rgC0Ix5-|ryfAl>kk4D?Pfrdy&iQ7l
zeq-6)2~X0uXC1lxet}Bf&)VPNN$Nqiu32-U?sTv9e6%(GXNGkt+b#}e4z}wjzQ2uF
zaqh-(rFB}x*V$%$QMoqBsafG;M1R?mkJq+bkzG>yb<N3yo;f|wChuZtcULy%^DQkf
zKYg~i!0o2!MYlCZ*%5c9?K#uy=df{J_Az}^*2u!<lk20doVevEDf%d?<=Vv)o{#5E
zJsIV{w^#FcaGv(|j8BU{ua$N#dVgY_)1{Y76+?Ne%I0#nvUHuBzc)8>%_Nso>n~h=
zy4m@hVbr~-CxvH~ce2Yzy^4~II3FFtdrmu1w2V*7pk+d>`|GeU{i?k#7e4G<If3WO
zYFUqs4=!)IaPDcV@=`y;&~Lv&c33={x8QQhPqle7*jD#vg{pTgO^mo5=l;`VsjoYS
z#p`h6sGAw7N%Jxvi+J{2QCzKd_teIOkN-?LlV|npH4yZAqvL;luiKyWwQ7(3Uwd%r
zJehTNY9DX*uBxz*y}YttO*+rrG5TWq<k##?Cyqw%Ut5*>$uP*Z(r<+X^QUK>w!A`D
z9<9@Rl;mt~dd}xn?EXr>x$%{%WnCv{`Rj5XRj~`%rZ~%^J-B~uk+|_{<HY|AYvXo%
zJn7j!qxib$v+YHz3>hY6U5UzBt!uVX_UVQ2ystgKT2us%@Pq^j-Bh<w-&^qg-Kw+a
zY+tYAvdT+cRV9}H?(v<1x|v_rDLtw<Y4bVqdO6RTO4GJWhU$CEj;bc}WoD<u&r0mu
z6J|L7nTbb*!mOi}GYlCLgrl{~l&ASzHcI$%;O*J4Nsc$Zy^YK-{LJUL;?GyxSF>_-
zt~*}ZnN<5)^5(IEtk);3tFMK$_Sa=}Z+DWOU_8li@}*g^{%kAl-pr5cEh?V;GHQ8|
z<@UY3uE%4pEM$D|(<{08tpC#qRhOzo-)%XyR_go8fZ|JYPEX2w;qb8Cl*?hsS&qMj
zM<c>wWFEf^5p$g2FPb6oi8t+**~Lxa3j9^eeja?bZj#}|ODj&FcRrqXRVzo8-$?gJ
zQO0LJH`n0I2p+D0C*S^LmrQLJ&)CbFX;c-~qiSTis!6A3-qcJ1eXr??`N=WnIlqfT
zW0NfvxH1y><EAR@V1D;8V9AZAb+Kn&+QlvITIQ7A9QA2~a%0S!p5J|9Tf2>V;?_)g
zVt8;xxmo23?roK?gYts!Ef1<%bZO#ok-zixUxzxLD{x$W@!ajY_o7+9q_#bp)*8g?
z62c?+e%2M8B{F<>wRSRhE!{ZZc%zWHB=hIxAMR!u?KSk0mR))0Y;pWQPRWKocdrSS
z@rU=uxy9~S&~fU^(go&vN5yKsKU?M5Gtd2D*xU;B=1VJ2EoNapr#WeM^rCKSu5N`n
z6ThxJ_oifdj-&|7?nV4MX4W!S4*D}+HkEoJpL6xV33t;)TelkT-Y6`?q-}ey_-*)%
ziFZQXWNWiz*F|-eYwnV{BEuZ+@qN`f0}B!D-lNewx(=&cy>fERnNQkIW>GmE>np`J
zZ(HiQp?2kL$3Lr9uMEC6NiTfY#--1iDqh}O9;$9(dQNA#y5+BHYm9z<S#s8N+b(I1
z-yF}jUV8GF{o2OGp*GK!s4yQqrxhG~VoF`w%N<TuL95q0)N395EIw;5v!?RBEkTBR
z`<e`+I`#MrBTn65o{;&w&)p<;R;1}-E0ehemCx4dJdt`9l)xeRq&j5bkB6(xMb5<J
zlya98`DHI^``RICx!$(VFFQ-qL;2E<tc$)G-q!urmTzY*d$K(%b?5!YSgD&HAqBh@
zp&4fP+UEyN{Uz~{&(?Bn#l(KE?8p->h2e`Hugg9+S8R*TNyp<0b4B<xs!MGymw(`Y
z8m#m6w3cs)s?wxe3vG>zV^!y9Ecsw{Ey!r{$+fr3M4Ov@t~y!2EB*Fnp=*34oALEO
z+4I8>eO<QYv24ZrVD&{-!du(!Stx&47dz$om1}z@^&MNm`pRRuEZ?i#m=@;7AT@_a
za~wswDs5duzuI;6&Iwz(_xS5sUCy&Q=1sZu^TCx3t3@v4S;|Zfs$4s{sp_h-y80~N
zAMCScY@Q|79^!MxTdp?iPtD_dn?(EGT-)Mf@z&jJxoqW1TgfuhpRbDy7}w00u5#^E
z?ZvKkV^)<l`L_-D43Cy<N=_@hwc~~VIm>mE&z<6{Sl3l5`0`L$?-}c*Y&*P{YCXTT
zdv}vj#p_!;vOgYNs=4n`sqFjWxs~A`pKVN?QTBS)Mh%6@6SVbw<P3w)9Ss)vSvBS9
z+}?DPmcLn*jBm77#w0UsnA0y6(O$Ry8SBntSr6ijXD#pfU3G1b;h&vn1!kqy-Q3q2
zu>97tUU#nzFMC2uUw8G^E}!@;Y{i|9^rC%xUr*Upzju=Mf}IlQvb%N_PP6>a@cO!Q
zzHhl@s<nIZgx$qEuIul4FCTS#r^4pqlWSaC^3K(3eaXD(a!x2_dEqkWom1u&&p)@f
z@0>t~#mm0zb6+|*xeAQ5uPlzyvwRzIF3dl;s<3+7S1XPN!{*58SvwTCc8WB*S%-z*
zX-H?=k!)XaEokG(v(2+kRGfR)zBbS3-KuA1C)O?3ev|e}JzLpUASHBf^S!wn`mz$N
zu8W51`rO++F(-&sE@<B2r5>K=WwrfoGB+PLJt+D6T3W1M?b}@mwONWup6qP9f4ph5
zwGKVH(e$QRuZY!+hnLPY`ir$&tb6?CV1?4WZMXYvwHH=jGws?QET&zr%lJNg!33R#
zzMZR!k8kDUO%N+7?7Qmsaof^U>$Rdxs+MkPmN>pwct5*n>+*9k{Ifr-?PT-6EV?P<
z+e%NrxxZ(aGb?;uBk`Z%+P|8r>wyX^+vB#L_1K;A@?P8DyM1Omv-13n=9K*kH!YTU
z{&C%&-owj9C+axuOjo{GR(R+0>lGc(=Vfu6-&#7|VBO)P$tupvY%`CAdwjn2blTI~
zK@!&&-;QpSc(fxsyLdv`^@UNJbB<ry9u&6m#ltLf-Do|n#>>|_V;!D<7LD=@<$S!g
z=(|<>hd$fP&ly!y4GX)r2fe*|;@tgf8@a!}ejD-WZq4IotDZf--yBnX^-aa+b+dP0
zd2uP_n8mX-#!uPYO^^OuQ~h;q$c~?d*LJN`U$%T<%c?1tbx$0&)tblfLQ8!5<e($B
z_ieqt@XJ<16PetzE0;2yw6ys3ZEdOoPhF_&o*4dXTYTJQ?WUd#^7yIa>U!o)^5zM}
zM?+_R{&DqWvfbRXsrwxaBXrM8p1UL~pgSkzy}W4NQFpto+b;AJ+4E;z3JbfiE-!gX
zW1+^c>rsyzD%b2-%=CD<=yoN+{;F3C^Mb8SO;=7-l&<ABJrQGmrt)~y>%8fWvmWJL
zS@`mx`tqgaDzol<(Y#ie;rrwJim3SGrnC3=Z55pI{AHki@QasWzG5kbjc1EDZ~Sb<
zb)oW@|If3jKDReEo?n{sHZ5jJ$77c5qPHRrahJTxp1#@UN&g4YmsTa-Q&&d6>Unw6
zs#E&fw?Cikrmng1>EjE{i+bXgUl#>8)Mnn5k91us+gDe~A+atm((}CN#v-fd+p=d*
z>B~xaoA<ol_KizR+mmbe1g9iOJ^y5UYuj6u;7^k@5BW#WDz<y_Qu5@Zbw4YP|2%6^
zQ1vl*l7Zz~)osV;cTV!Wb2{}{<)al|1(mBWS)BZn)jj9grmk?iq~h*WwsTciDka`}
zD;M{CUBPGg_R{Xk60_$uYlXxPyq?8wleT*Mc9V_siu;!qoOi1XT6x;&{S>n=tNP_l
z3-&Y3I3jm-%Di@8uj|Xwr^-(?SR0jiRw3%BoY0mfr*`{4j+)@!q-C(!zBk8hzP{*X
zw!UA6{Z?0I*%VHU7W4{vAa&-Lalka?h3lrgPkyzs=+olm(Tnz;_u8UAL!W)tBcJ2*
zv(|rG_I0UVOUMz8mt}p|ydNL9`y(voy2{EwuP2+ktIf*uvovjM=UM&PZp}?2CacSf
zQt!t6*!g|s;~kb~gI^@R)l}d3LSWH`=c0*gf;T+ddE0yAantK6r`(FKZS{7(dH9r2
zluXYD29Gu7VJx37?VjDjQegXf_Kwi^L61wSzHG@{ESx=W&&Mc%1O94rrPhC1*To`}
z5bDHfoVE4cnwzFu=QDgf|8?D_d$;q97H>6T31Gjpm64&R>(;yD^WO@)?zqD9f&bc;
z;5?4AsjC|_GCkJFzTNOxEz5YttEw=YO%tRgzO7K1|7A^O9-p7Z8l89f=Ps$w3SvCC
z#(ctamMd!w9;<Cut(n~HbzJ0i>?@x&=3ILk%layxZ3=ku?d00n)7$%x-<sv_%eiRx
zksTKAXPv0nc;9s0ljQYL=X0w6Gt9eMUVGm2q~y_ptj%hUCrnp`E8AS$+@KMBIV4eK
z){W<}eD|i#N<6u4<D;0*AvP1FHcgqH{H)O6>D)KzOIIZKREJ*7*i(@8i}mE!wL(_a
z*MiDz_o#-Rn&hsl!!8q69Q}Dtc%%})*Q$$6d%mqpH!t27*t1J!b#%I@v}4yxDI498
zk|?#S{c=l`%NO<u%Oq`EeC*aTH)+{dubzt<%y6>VEz~9&d+_{r(*(^oye@|)-rN4n
z^xIrP4#%&nolK90Cp%1k_VVZD;GL(f*5>&o_~%zmTzl-^ye|h0L_XU&oWHc*xi2*H
zcCzM_hKf~ZkLHT9?{!dS3GViIQn>G!=7eYc2J<-As%^KBDZI8yqVSy7&Iwnox_5Hs
zWhLCXB%=IB(^5jjEc?{kRXWD?y$W*}XRUbNw{?<tm6VB5aV_66$%CdF=h@AD-QK!H
z;`!b<;~mdccml4?Qm(kxwe@nk(;3UJtB!uC|Mm5pce$ETapbetlRt+PZNKtGF-$*X
zO}S^0#YxajgIgNgvRlO$_hq?UVR(PsWM|}!)wk}w{4%GQ^<37LSDOS}Q$5Y3pFW#6
zUE<H{m$Te^Zu`u2w3Pd57QuB!-1*Gwuq8YCdjtbFu2H)8;^dXI`opq&v)jYc(<EQV
zww}4TL)p^wyhvzr|9^(qn4DkIr##)R|M3=klbpA8-}KkgrR;WJkM9<^@i)t$=jL;{
zsY@0<DR#@XJvZ%9#M7b*yREvrkF^M}rl?))t1gZ@CE$MW+0=EtsaBJ>zKPg5zbWKD
z!~Cox+0zw-s_MNaWrpYPUs_!3;dqpjd2-l(=iE7-@=>R!9pe;f3%qdEBPDUxwea4;
z$-b_=;g=s;-mc{noif3~ChT_Rw+{kb{HK;p`ebp?e!(iE*e!dj%HDT9pDOaSwkOv6
z)I08XCSe{T1<jw9dF$wKa2QozW1QId(kuPA#Tr@lb!)bU-OAYK^5*QG@bJXK4g7)k
zcEoSfi>&Utv~AbV4eX}9Ucm*mfuAkjSWVwI_kQs0wRvK$Jp9TlzN|gJ&x-3)uGNR*
z7VJ}#&sK#L)$CyJnG@a^#>Mlq<EF>0e4$=Fj?->S_@1P#h_7+-Op4cSdUvewueR7P
ziFXMVb4p*-zCN<<tzw%~dlSEZ)t421ujATpCak_T)!HpuZr=4<ZA;EDzhnQpDu0pJ
zjbohewC7*iD!MI|rD^}Ey>gcWnv&{j`0iZy-#R5V<G`22R-n81&UMr*vv|Ht`=}`|
z+wXHl8|S32Ut3$6y4<~F$=dS))t@6~O>g_kF=56H&z{F@>u+5xyIA{NPpLQS!_$z<
zpM8E-UAr9I^7vGa@QvrQ-si4Y?`AwGAGNbsZ!JrUiSG4v+DyNGRSK~8v+x-h#(WN%
z_px62>FR{ErKcX7T%Y(_s%&`!XHL(Tb^oq?jrsd9Ugy@m6RZ6EtgkPK$nx8v@Mx!2
zqRQ28Haj(sF1fn)$9&gge?OnqJ-a5{u(C+6{@2$-H(wo`lD_`)x=q?wEzXNR_Vk*w
zZg!ZKX{Fk%$vzLG4;g!wcAUHT`bv0oZqh7CzDs=`cVm}sy>OiO%hAgFoom*uTdcFj
z&pLd)zogZ~z<tYaCKO)D%8b3g*?q%}EUAK<%33v#%T0?zu5S^{E8ecWf!Xx&FWI$E
zekHVp9(4Oze9Sf1bwTtyyOQSnw%LnHQ~7s%%M72L6}arS-*LOrw>Ewb{ZG`pa*uaL
zXbQT{`NijcZFlhUA6a*ut@Y~tkFD@u_oM2rhsTA-xBp~M)0=bm?rr@^dzPP7l~`8D
zd}N=-L?@?BjJIW3qna)sy?)%tD?~mxFt*~iUrSBbD%-u;tvi3T7M%0Z?fEYHa;dC+
z**DI_7mjzYmcN<#@;}3emh*~i)px$zKe_Ih{&23`X`Pg`oFe0RyTgxbU2lJ1SM|+y
z^_?y2g<pI+urKlCamzJXSJumKnxrRq*iu{N{_M1t=~W^Ot=-k>mz8#&?iY?aexz*g
zj>ogUyjA;sc(cc;gZv9j*H^Bp2x8!$Eavb<^t{ycd-2Nq%TLRN{MD<-u{yT1xPSA_
z-OMkxt}5Y|ytg7T<MCzL)z@_E6f5d3YfW@N?z4hz!HyqCm%I60W$1T|)x1=z@-N(G
z=dneTi&rn7*4}saLA<0_WlMitrF_)2i(h)Hopw9xIi0+3`+D*2AIG^Davy*BXZ5+Q
z@}0gbMVuCERjkYUa@Q*;u-Sj{)}Bj;vYy%>`EBn0(dFA|>B^l9DLvQNkNjtlI=V8W
zU&eR3GE4fb&$4Q-GPi7c8e(?OFy8pb{3C6*o;mQ_a;%@dy!A}Nom5keeQh`NlO=yg
zc)gQ)SF!b1EO)2z>p-XJGG(T7tJls<QJ0w<@qW#TJv_D9uU=d{vQ)n8^p($>*?D{;
zLkeonzN(5{-eDSRdsyYo62S}C_h#5jnR4goJU<iHZgc&p(W@daKEG_W=tbfRpJV?s
zgcrqq2|X`l5viN3={SF_n4IZ{^o{`4GhTh}ajaoi>f|EsC{8={(qEF<a{a09*r<vV
zT1OK8g}(VG_ha_zm!Flkya^DTmu>mrd9LW&`^5{d9(A(Ws<i6(#xHRT7ru@vv`f(o
zDVNorQ+?oYc2D}Xz3%=$HZDIewDi*Acg$-;_iwrIHUHkNQ!9>d%RaWUBP4cd=_kuL
zVfNst;*zC*)_mxGD|G6)-j3k6_x9}j&)~JEU6pfv{{G9Q(n>d38t;_LZSCgT@=m00
z-`>?17RQMyuMTpbYud5wt?8NFH-3KqogKU-$L;}p-PD_z|IBx@x;;Dj)pC9I^h38w
zR`{%$VOt$;VA9VMVQuITA@?<}PcHoB3!k5sCKvx6UF}=+=mV?4^pmf<zOLtfc`-Um
zyHth2%+Am9<a*QYqgFXwViE@=kFi#LZ^@Gmx~9OhBVg&SK(8r@`bFQ|`K`Pz&CcAr
zORjOXW3K9)h4)#1{nb8r@ABbkKG8{HU-Ntef6RUqsk=3DQD+CkoP_IVwpF!$Te$Kd
zhiXr6^Sxb(=dI>!Okds6vNE9i#ntosY;;w(9$xJ(_4bZoW7n%cwd-c<nuZwsbeEgo
zn)xH%+1uMYMdE~m=l5gT&+m6#e`#`z;STQ|=A-Ey%O35FnSFid$*C)^9kKL`RQT}d
zMz)5}c6-Y&IpJj{v!jz3q&HqR{SdqN+`>eS>`afNwdxP`1!J=W>b{;#wfWDWbv9^E
zzIe87-=8#felK0C@Z6Uw)q4W<_!!nHALUezY;*nD_%=3o%YuS>tCzXDy36hN9DKe%
z>*G%OZPD*4ucV*V6?;DAhyUU8Mr*!vev!NSm8HxjGL<2KT_)MITXfgT&;X{s2CnXa
zt18<S#ic#gCvDSp)lfOV@X$jIC$FH)(^uxI@T}nvyte0b^cAJ;{GXH8Ccdgu&h~w}
zMD}yM;p=;P=E4Sig|j{-I+bc^zqxs}bBgG#th;=_1FpQw3%$z!h__Pq+Wd-hKJDdo
zJJ*Wt+R<fNJjaYLtMqDnP55Rm!L}10k~?Nied@dQ&fzv`iH^?-=hp`9-F`XMLhN;4
zb$Hh1TfT=GV{IqB>~eb%&|mfT*|KTRQ;MamO{Smtsr21%5_j`c=Iv`eh0iVKTmEVN
z)@!F7XSOBARW}|m_44P+2)AM0Zh3Nf_1eqU`)_C;k34F><ENWi*l~s0Y!{~<iDc84
zv;H%*=;rdhSbpB-ao4Ax$<ywBdouBL<o4W47O$Re?t0$b-S2HZbMs3B5B}55T~E|6
zty5&3GC8heGf(lC)yh29VPBrTS#w@5<Y|4CedCkP>SFGO;-lqZc8a$fp0jO9yZrX)
z(<!yC#pYH<52mOHMx6?*UTo?oe(&CjZ)@%2S$I6>eEGKCsXwkggTHwW-_(zbO}{Rg
z>!-bB^Yz<}iqCdFZS%b=_H1S4@*BS{d0TUDy>nu*-PAL&Kk|5&96IRvY$vaMv|WVa
zC+&6Zkv((7n0DMzFPnSIxYRu3Nod|$6~-$cW3RR?P~qZS8T)9blZCQOb+~wGuI--P
zk5$$N1!f2Lg<N^`v)s18E#_)ts!WG-pLX}9(iJxn`}qB`_w;=-D&VUM<N8>?va2Xo
z=i>9I{cU}c6H=<etsnkp5QurPeUYTmg=z0^?Q3scJb}T(^yuq*;%%RdF0PYaTk0&b
zZDLW2w)3<oyPmHZD%<xpcyqD{&Of(fZMe7oB)bo?yRY}Zh&uYOu}Wcw?o;80TJ2XF
za<>B;<BT{JN=!pFkHvk7Yb!|)>Y0)i`K|W+jCX1~woO>gWcVW_K3~ru;&a@^H7_)k
zCWNz8hd126c{1JXnoN3gu%FkpZ7aSm75n>Q|Bji*irWsp?OK$&yLZRL4fatHPkS2A
zMp^TlZVq>wa3mzkWd6!4H+<fSHlCDqUs`o^PUFR*>f-rPA6|QknX_-LN^N~Kl|gQP
zZ()+Axyaj%&#z3H>UQpzg6N60e2lLQo3y##GJZHLxqQ!(wH2FtFRseIa`H;>vjlgA
zSx+~xU)%M2n(j&2)zfCk-eh0vbv5Ez&_!#BNdgkT%GL#kC#~EO9<Nk*d2O-PDzVLV
zm7<qjZ+V=WGkr^V^t`HFvyc7t(~je<<^26v;n(%9n5<7KeM@+nvL{aZ6|9+R@oe8b
ziFDIdTYt@Kjj@#rPha`<jMa@KOVQ0@%a;6o7_aQS_Pm&p=ekMvk2=<U_?ta%8DDnl
z!l%Ej<-?p;^nCcaHuTDE`Ko<s%||XI$o_b?YlZ2N2|OP5Ru860d4~&&i<i~1v#tL7
z_-N+ZN9J|e2a~RTK9CqS@zomksIwQRy9t)PI$s)jp(oUH&4L~3$}-RYJlb>Uc5soy
z`QX>Fx9+v{OsX^uTppzEYk78mcXE+-N}E#G{i(&}2KST<!_HNOxQ7H(U2R;!CUM6g
zQ*+;{=gG&stfIbswwd(nb)>t(ktZ^ruZ!M&G2LIr>k<>^o9s1i?b0*UpL#92dE=qO
zSB8Y7-3c#mX72PBUzPWA`txfKIYj39d#&WzxRL$L`I<1_x4k==WeN|723<R`z&hgd
z>u8OmUu`Xt)820FyXWi75h7>Ux7EvB+TZfzI<t>@7ZTb0x0Z-$8Xe+kp6{jee&?;#
z+P}V8xv&)P+MvJOQBm?mRp|2>`%g@LzU$0;xeJW{N~c^~@wR76uIsi8-#WLttTy(0
z{~6+=9wiu^`t$4B^IOyIaw_*<+uD<R;r!gw#S3@u>l5tx+&A-YcK7Zpkq1>8XFY#9
z_u0(OysbR9MT#DLeC;~-yY}3SNmA$D-TeA!+k>qEc6n~Lg%RD=Qfh9Tk43g^7dox+
zyyu_jmgGuh&CtNAf9%DXGJ)HkDffI`vA$GA;~=}Nam>@V=dN+@mfL#nPRtz9m?s~@
zRo+cK^=;4gP14GBUp~&6wXoRIqw^SVe52R;GnL1y&hHM?n!|N*wRX8d_p|c6<1_A_
z`{YqB|8H-?iM5lrl)jDY`c^35=u>?y+f^nxL-J@@@T4wBt)P9Ic0Omjd0M7xt?I5-
zLfIQ<ugmV)U7n^a`}*=ybM+e!SBlJjRrpCmr}BNMPx7U$ccoRXie-HbzVT%1cUNY4
z^{$SmQR~FMh#DPRJ~`@D>S^h{ULKxubFTFy@Lkd3nP4xqZ&gFB)|pG;Wy(gYmMhO%
zC$p{4rNykUPjf-zfu##3XZ@Po@$;2c$Rh>DM=RI;d2;38?X|uWJ>$!q4(GjE#^<>@
z@5~zp*{mmG^UWfpmgt3EsNJ=#?&bHjWvN{5TTNPfE55AZd}kh5ShQuU>&+*zOVV$5
zo$2*7ndo-zu6CMsP1(xKPSYC;lF}_?jiW9emdTuz$t~ycI`YhAj|$n$<wbL+Zqf0y
zmT7(O?_E%E{9Z?*g3OgmrwSYU=3HE8b33DJ(qs1RrV;X9$vbUV_L%iNpA%SOu6j{Q
zvxn!~qRKkIuYTgmKZ4Fqo>v%fZOQ7zDm&6%p3UfaF6w{!_W89QGu7>;X6kYU-MQez
z%y-pfQl1mzDwmb-{S+HshH$DKbCu)`@6MH(r`0(-<NK<@Et?EaJ}5EOU6isWVp3AL
zeAKZ@$<1e@r@XZ|>(ITU<iL`xE;kohJUYR?*6(9NvV3obvxI40p7KloXpzZj0#2;K
z6WaqaC;LwRx=Ka($AxQ0Uawg9<O#E1Oyjl1pU!F38D!p!V9rc_8}z3kLGG#?pVgz)
zhNhaYSl3UH(~J<<%EB;BrhN6L<|eJKFhjob3&F}Jt(B_-*JVx$_gQf?+eJj*l%u0K
z*k0mS$W2C(PpKQb&MVIeJr={1wZnh5iAm7zR}QO+!>2!$SP}fb&NTJ7a#yCn)3m^;
zMPDAwb}%g!^z#&DSw2gzy?TjdL}BPM*;OeAmF6p@o6K!k-rymcJB7h8)Jp17oWrA8
z8C6U&T&k(Inko`&4n41YeQ?R6_M(G6lU*v#vtL`BW+Ab}=iN(B7rkA5E~-1%2KMXE
zYS3WsDrw0TDe5>ohu>?pJWE(J!-1<zJ8Uy{IoI;0Oq^0s=xNgC!ZK&pn&n;7Z4$2K
z7w-PFXiAOn`KV1tngesJd%f!3`%QUw!|l3qVsn`Bl!GfiP8GG%3wd&7uGn`E$%<7*
ze8%Aif38|`x}kQZNzvETRF#iG+x@2cY~xscqDZr&h54-GoXJr<X3ddrD($^ocifbl
z`|$AZ?Q&PI#>%d~Eqbb=-Y#1B<<XMqEK^_Kp7nFp%U$oUd@I-#cXFQp3dZOAZC^7^
zVbU)9@$c(?sl&&ruJ8A(?)a?j^*J@{<T1?!^V-%J9ChAOx^By5%U<nDgR3uY$^2*7
zmvQpJ^{L118~nPSyYzJDmEX^H6pCE#HeLSlc<@b+TL-xAXnEC%_9W}AR(RikZ2O{u
z07aQc`}DR%O`rM8O=weL-)+(4<P-K&<8CbBxfb?8;&<3=^HY4;y+^*>^`5zF(Xnms
z54?;wi+g-F&o=u7Z|cddrl0Q~51#eQXPwyYou4F+&gzPu`BNrn!}k>jzpZR|AMc-<
zQqwv=QKWqN<m+rbr7Nlh-CDg4^<SG~{MPejv%gGVrdgVPR7~<x_NC003zpoH?a%U&
zn!p_Xs71<kY28s#=UCMxp|QHsWrknYEjo7lxk67^QI&Cg`YOdx%VYLjS6p}nC7zp_
zY<nx++_(4D8N;t9j%Ck#@iOp}#!<QJ?3ZV~e%Rr8;?YJqCeFt%W9Logoais}ZOv2l
z>}iWLm6IekGFUt*Uu#{sr|W8V?8cJkdwug6LfL!1KHF2d^~}vX(|4~@np3GI&1|cs
z9X)N5Ys}xQv(F+uj#r)A)_!ur+~q1)T-W9~w*>oq)wUEf;LECf`k8-gabQgED$Xa@
zCKPTlE66-$E)uumhFh<&<<~Wy>$iW1D2&;+a>bidD-W8U>0WM;d-crA?N?s;=T{xC
zOX0ElwkFf?<X6j81s;*^GV+(!Z2Gh3+2kg-jotU2Y45yK%a?6AC*fMl;-|`X`+L*Z
zq|0q7Qn5C>wKHZ8-=2_4l`m`6+qvibXZZSR*1{8yKdu!C?O7@|@4KGMn)<&XFH<>+
zPb|G7!gYGi^u)$Xo1Xa2KDt{;bE!_{(%ucM;kU|5j%n4DuC<+$(-h=gwC1uv;h$Gi
z`i@q84m!0nIiRDj>PgrtL5~^db92J|e7$b(3VqVe@E~Y~<g@ujKi{2klvH89w>7yX
zX+6huo6s$;?8`+b&!6#V>aPjMcKaDd8}v=}aa$s{Xv>5C#^(PF*Vk!v+AS~gI<`c^
zFv#N-yWG^+I~o?RFKvoT@_e>ahP&&t>a;lDw93C(l6M-fZMw0oc-Ad}sF+v#+8y*b
z6~dPA9o_ME*0aS?*V=-#W_ixpD)pl8+08riw%)j{HHXdC`Z|A3k@zInQjLN|-C1k;
z<VuS-wkABzW~yBsE37b~NPEKe8oBJ%+h#BrURxEAx~hNUYKGLD##_5IPTVrG)fThl
zmf!nVJ6B>Vv;1|@b2l$?-d|{ClhCu`&#Gr9=2je+EsX4Gcs}{k!alR00^hX1e(l;y
z7q?ixKAyFoN3UHq%Vj2i*uk|kA|)7i$gg$Ed*(m&Rd)g7mgN5RQ8&86Ws2Vvha|_;
z&)d3eUR+i1%?YQQpZz|?Yk#6;J@eA&&g2Bcm%%13GLN?SJ&8Fb*r0XA>%kMAYhCVh
zQtD!}{VdA9#xD)(TVh!$c*wXRS#6g@uq>N#$aDrK_Wum)w&g}MRCi@o&V0YN>pjaS
znf38eEI}GScYZg$%A&%TwPxC;6MWL5d_1d{Co?8~HC-)|{rAl^m21-l1u9K>@?KS*
zu=_eI*gx_8mDij5|7~?wIm#9?>!^^2)vOJ@dy*~AX3go$vUUA;A$cDA(=Z{A`|L}@
zs)fHd^Dkekbim_vm-N(=o_5P-`24*bmLM*;@#Ldb&iwwfKbx*uVPKcF{9@Zg-D$kd
z&5@UOl^@M>XYpx%{x{pM+G9$J!JijduYL(j#}`kjHDgbDW%)OY_n1MrX<9gkpY(@y
zLGK><-dnsj<!!Fu)zj)PO4K;b*?1gmzApFWJ}t-i^4B%hy?6dF&zt*td7HxtqsrC2
zdrnOHWT<;7;=J;Qb$ynMF@=FAx1VOWd2-d&GO@X<THsQdPLxy4$DMA*_jbE&>fRpj
z^^|$j-1}?uXSW-+#d)k1_OxECz59*nnXa<QKAv_7@)HC0UX~H_+qyG9pZ8Gd!4-XL
ztX^qHxj3Z0?%TRCjq^cqaP+M`%9%MmC99<kZcj*_=UVb<_3}h(>5In|p7LkSUA*J=
z9I4Z7uL9ho?)5z{4?Y_^+2~dJ>KztInLplXd$cB=cs5rk*M{rpP3xGooNrG}vdvx)
z_~~lKqTuEOtCuADX|EF7IA!MZsyjzTH)tPTmwV=Ok(Jc9v)L2sr5*&C^3Qs>YI1t0
zZReJ`w!)c5t3nc30$;}boz$nj#^ZD2tZRnfbvh=O-*E}bGIR2Gj_P7~?{OflRhCn^
z*Dg4$!9wK8F|AUsn`$?8vOWf<R0Ta?&}^TTr@xa^=z`~Y(HJpN3zIe77Z}fFrM%J-
zV)a?py0p_&Iq#}<ao4hz(7A_2S7jV&oiXn#+vi}>v*9Vq6C+Hud)1T;Otc@bH5cWq
z39MGScC78;E6Zimj#n+-aY6dtq+Q%%XPPf<Ry}yu$8%NC{3`#zCB@?FTl0$J;#cew
znDu4%<;Is^*Xv)ov1txd-IjaDI^|+36*DarihqR5))sR7bYy>dX?@nlb8GI_O?@1G
zJ;?2i=O3+UyGzXiFFp4yHw-8^EPCE+BkSFXJG!2z?VaWGz}#-9{JEXGyH|?(pR1d>
zc1rq{vo~|rm56`x=!i&Oc>H0UXLYGcPq}>5)ycuRYxYd2^%p&G=bX7*)wA6%oo>(Y
zitl7Ob6A~uzv;Y74|kQV>NU=@J!&xj+v=@L&Rl)FNOj_D`S!;V#wkq&#a&m58yhce
zN-5sH^84avUb)7Kr;FbPyi>ooyw0z36`%WhudV6}EIqbKB)<=0i(kJrb<32)n$Klj
zv(ly3eS50owRjS*%Yx>Y{(7~VjxSFvke#h}tXlZT)w6duM=oYbxjOYp3ZE;>_Po}%
zyG;x$m031OEcJA&G_6hP;ooDq@~K<lwB31f9$D$r+rIv~dMH>%YT5JkaWjr-i%mV(
zsxsrvs(D}5KE0Oq&i}0MgD<wLf;NZg`n|iZHbFoC(jv+8j%Q6<W~}<D@MUeV^VI3d
z4%_ACd|9#Qk$+4O_rxB-IfY&|%ib_9x%AGiRN_Tvxsbc5VG^I^suMHM@kWQ(+U>cz
ztY`0XL!;eKo)%^8c9WI~KKNYJ&dBh<ag#T#Y02JsRgb%tC@Qbdx;stNzG2?}8LM(s
zBu`x|*>2i>Vcmv#TRu!;o;BOzzyZ+(JSq%+nkqA@-Pc~yQc96MJm>0sb#=+JPA?8_
z;#HsZpP|2MlXTHdMIIL6OUr&+96Yd`yK#=(pGRvYgKal<RY`8O<(b~(Dz`Nt|Cn~g
znc1G_wB>?~kBiRs&^&cMB<y@li0aShYwc~muJB6v=u+#eE~?jZWMS}8<Ba2?3@6Tu
z%w8RGMkXqH(wdrCU9NI77I-}Px-@5p$?Tky(Y{_P6DmzEe_d|&&dvC&gU1`&OsUW6
zwQQS{_d1=OcxiF+wUs|-+DKhg7Jt1konhYI%)^%!d}jF1AjL9MtugMb)Tt+2K}Vjg
z&}sQ%v2s&EmSp+$B>O3IE?<!|$YQcwuJ5(3`FUDXj8T*2>TY|l69<nP7gq&sJ!`x4
zOWMB=o~tLC@yCQ)OV26&H+8+pjH5wa2HV!WTr|7EFf4Y{j`NQrHtus!Xvq4LzkB84
zsobkngKwLb$jy1QInHTG@ukJTJ$U=(U75Q}TvIK7&D_mDuT2U1b9npKqSqGBwkQ|B
z?yvW17MpBqbn0nHQ}(5tyf6p0iWk}k7fdN^Tes`d&j}xHtmB%p?zX$>+^@C=qSrJe
z?+x0qX`)eqVZ^SoWy@Ti_k`D_b%n?qJpa62YK`8#Y3ZgOt8M-Dcd9ZTe332quH#kq
z{{5E^vgg|!UR!ze?vgJ5(=q2}dmW!^;Ti4tF?M7A-q@*A@5}UDpW`aM`jf@FeP;~M
zZ~wI3ZmC(SM99^-Cw8iDRZJ>8FB&G{$G+btbkY*m6EA;VpYwRNdDo<@?=lgBe>Imp
zw)q$!q{XZrBOEfT*6&29=c3cw?ORQw)fVvh*ZkY6)OPn+rtzJ{9T$b?R9#KCkGdlG
z<-q%+!4)2|*0W~cxE4A)TH=kr`c{|q=d7-N>tXC#qkOEuFw%2twOnk}x?lW}?0#8)
zidq#uMzSPaZfP%gQMpbvIDFyr>h!ZKZ$_V-lm2<_f&#m#r=u+`UPnLO7Z??DG4%U(
zlOVrJ)6F8MpU$fem--nTwqQ21<e$|Qp3BbtXIK-Z8F6doCO%v3DZ6<43S-$GIf~BI
zsbufEcyhhtsyWxT_NjS%p7=6SU()jVhjrUL8tz7%Syge|HY;Xgs93w*M|r=jg&jTN
zZm;JVhIR?D7J04Scf32)(fZC|!6$RLE;jmU-8%j@NJFdQ`|6g<F9auDSgh45I;Z%2
zeAIqxo_X0e0<I;>U0c?DG1Bu?ULN)6-IdSxcE4<}T<7;rA>>2lO5dIDii+;aRhp!1
zw7LBDf$H(4xqD>hM_t;y^)%n!)fa+a<eqvr@k(ar_U%i{Gi+D&%}t-can3#K#lJH*
zWWsGdO}5%<1kKkrI>|lj(A-be&qdc3E#+KS+poU2NbmXFpg-SIE-K^{hWV&$XYSgV
zVdU^=SL$}>Nqj}w`-IBM+`cR<c~j)iF8f1t#>=j^YTbQPPu^+bXP$Lzb*?SPT1nMn
zm02%JuBxkqYrH*YxAjiO;iopG>-7ZptSdUW(o^|@$qQ$7g~FrpW{V4Lt*@@N(@|9J
z+N{Ac&-&W;a*wZ-QN1%y-*KK)U@w*A{waBHmWBF%hO42)&6j(wFJ`%P<Jq=ltd}18
z7K-yZOTE{RNZRx2vGv*X)zvaz<2JfGE;(2J*z^T&@BY?G)j7Q~-CbWC4O8W2tXuI%
zeP!D$&xPk4lfSHyo@(8=cFvrukpYGWR}}5aI`(;UmFR++2L64TDh&NOq3%J;mFB3P
zc=<Bs*oAr5Q!S^fU+-Gax-xw&n{>ZunJU)~xvQR8=i2>@RQrUQx5o86w%c;aT_!ZG
zcFBK+U$3OojlY}ijQf?uc;IbZvF+h^HrI12CmGMX`g}UWyO*<G#B*ETH(B@YRL`5}
zeOaeISzV3Yb8U)8fyJNfN#WOnXWq3vSvGf1=?b2u{&CtN>ZiL-PqN#(MN6gcmT2hP
zqQvu6m$$R*`g%0|*pdfHyZ&0;c+b-J_4@ge{IIpt-n?A9*xITv*t7X<ct{Wbu@$@f
zPwjZJ=H|1Vd-Kk8e%!wNd8Ddq#vOy_mp0GbVei$Ozw@M~+IRgMPrMxEu3oT^uu0o#
z9oaCU`umr4Q%)JU6-U25oxE;x%tD^X>HS`}r@Codoe`gG`F(9C<I!y2DE*)%Tlapm
zj9h$D<+=Ra!t%wIkM>G=_({z9`gNV$OGh1suWPS*&kEYJY_iQS=eC2ZiZ(Lu&ASu*
zyo@z*i|+i_K~K&v>xuHd@H}Pe>4d5)*=kkW>wGhOb8e{gP3;M1f9+?adMeg$+sUHh
z*KrG%@w`1+d2iPI-BDj{4IP|rtZUoiuA_Bp(<W<H|LI-lXS#8$opIv!?TI0Jj0&G4
zBj?w*`UOVG_}*mne;hMq?b(v=J5NhJnIYtxt+85r_O)64A#K8QK511*3-RrEEb6}F
z!0Li^epO+ftLI!?&+^@BSx(QDRY&^#y;kiv>Y9@hHhGf8M$yF@oAn<4v^Xx>uCl|n
zI&AG}-eo&pK4F+M>)h<`{oQkJtz7*o+FU|i{qssO->av$JlQC@y6~LE^L^TvGNX$x
zFAX)>YNdDo+MMO0k@Cv(53OC5(!aEFs_?$&vpZI&y@?Kpo>k4mXB|BGsq(E(-t_D_
zaaXsl))ap0y(4Xw$GiGpUt{~(7F}~*er5g{%d@$T1%_81?Ob^MkJhVqN3;Fz_T8{H
zDN*yUYS>}7b()IB!7t0Fom@BN+lB9%Njlqg%%m+|-`afF&oAqSN@#lW_1D3wbuD45
z<|msxx49~2l)N^}fc;OlZNK`*H6fwrs!D}5H-ED2HHk6${`IAQsf5}}o0`ItYj+D;
z+<oz;By4-S@~pRS-@D!Ox4Zfzqio~9(kr)izm=Ih>s7$6sJSAqLY7UP*YjoRj_~95
zUgvfyJpZ^R<Icxh%PYgv_o^+Lcvr^d@!Fe0C!0@~yo}`$*Wh3XXIHuH$G_J~dynw>
z=br9vJ{x=Yo=<OkSa^Nbh0ktQ*C!sX3*R4gE&4x$|FQ0jTprh3whS>n{~4?%pARyg
z^-%14nLpE7)f-<QEq7jJT<#w6+?LUFvWBH;Y~J+?k41WmIBn*CT=_Ko#{1CZY$M6y
zKKI9w@BAuEbIx&n%IZFO@cWvjtKH{^73{kvV9B&z=bZSg)8~rMT5rpYln$KqF5ajw
z%izJBXDjC3kj*kUB0T5Hj=8JKsy62qoMGQzcXit~_q^;WU9p=qlMk4_F}tX<ZNX#p
zTkEG5ZA*?8dNi$ldYs$EClk94-T!&Le&r#90>l2O&&z`+o?lz&dFRtcQB{l8`i9Q}
zI3I0Qn*a1&Hp@!(Su-n+zl=0bE4Z{?W4C#7<Wu?1W$z_k{<@|zX<OA*w;g#N_J6ZZ
zo!q|i&6=E?t!62OO<I#}6Sq9Sa@qBK+*JK5Pp4^p{$#SrxjJp_f?r|E-mjy=*6v8(
zs-a$7HDksxyPPZb8mrzEUT0c3DR<92+g06n#Mrjw%J2)OSHJRmf1bHNsz2kH=L*rC
zt65UGX6(+=&((bA-aI+nz+sUJ`&z%S^)scb&90ufB9wLOQ-S3&2LG+rmu6SXiu}FS
zZg@Ux$tk14$>E-&fk(wnSBIVymEifZ;)JZL-`!V&SGq2}J1)0t(axA}EA7s4ybM=%
zD4cb>%k=oAN&DJYyYq9pnu`>B=eSuszP8F=k~gktLUT{?(Io%e&vP21wl6#!*Asl<
zbLQQHw(c?4lsh?X!pn=ZJWXfix>bd`9dWdOnl5l!<KNbRoiU$heUaa^^2E{9v&%JE
z8sA50zTUWcY2a7eZxXYAth(hYAzPb0b?4PsM()eD+4Cm{&td*t`ZDfm=d<PFX;s39
zW*5(TvMf{d+oS@kv<>!K^Z2EI{Ab|W@?9>0WnR`#o6hHL+y0zoo5FhX_19IC;#>^R
zCi$GbkS@Dg%5`GL(WvF?o~t~+DO+{t$a7{<`&rH!e_qeo+OoRMHhXOsYvQEJRg*Tk
zg)9#|9nw<%_ioDU=`SbG+Fvz0`Qd6Y)jLN1rf0=&Z@h2vW>?Job9qayMy^}Ll5#at
zRZ>Cj>$!WK=K3~aoi}G>t-W&ZcS)ti3gunpx{W`=RQFU*pL{m=_NtYCUS^l1-A;Ms
z{UJL*NvZTtwt?X86)PhTN}Q|Bn!6=+Wp<j^rG++9OHwS9WnWG6n)CHdmZyqzRpYF=
zvcG4SMs*yhOIm&0TDj-zvNdzrvN&f}+D$dv*K#E=>sIaYg|}j~87H5u%5C|V^ya){
zyj5h}L_MSI%U^yUb7zrHj*G40y4QXv>E)@p-bK6RHidjXTKT?X%VCwIl-~zx?u0M7
zZFE{{p5~=!<<)F521<J}&QJ1=<?GQ+mpr;w@RQ3VpEcoyk9K);&n#=+admC7pV{@k
zB?X=ek5{bodK}Pq%Z6|3SCgNqzQ(Wi-i!{u{Pt`04$DaY_^5sN1x%%jPFxa`ZLM&z
z+I`x9VV<v4v(S@ywVJ!Uu4gB=?M)TW@H)TCc5hAna}Q&Ie--Pd@e99PcfdD~<Nd^V
zO^4^_*=>J?2N(QKkzBH9+Od+th*eW9Q-glV`}wc<kyM?|BogF!P_{VE*Y=9w=^3-1
zo;+@IooRa3>fXDxT53Cj{Cv}cWZq_-o3$l1NY``urz_u9$3`0LR9<m#z4PWP#@p3D
zuAkicF~}}&>PxAxRcjdZCtlif>qkV<eCv)wMe4Qv%h$duy!d)aU%}~<Y<twM{n6$t
z(!Q|PlqHqL%>8wo@!=iT%Wgh#zmxAR+k5{Oi`NAi^TJnF*CikAj*ZCtcrSW)jzU{N
zm0)b@)=L`?nqGAaTzgNP;n-cruWMI^^}e;PIltsUn(=at&t4y2)z!xQXb#XjxHQS}
zxVp_X&#URhpDpcs%j?WPyqOl&b5^E)ck;x>3C3~Wn;dR_S-)V>f=9DFe%-n=DJ!tN
z`)XE(r}pGo5$Yv{lYd+_y7AyjTn5ASpt5wExmVYeaTjnk&uP;7VxA(ycKp%~{w)IR
zCM(MhGuvF<alcw(+0|e3mWpk*-TXeXQZ(*AL;SoV&m!ZO_jZWRw`3^{z2zf(-0SGY
z<+T%+#H?S|_GH$apXVO`xT;w8=I8n65tC0WsS2x{qi1l}e{I%+wF~p7?>)EuE$^h_
zShI=B+ZJ*tHyzq@AU1t(m42J#)2q72<7X5GsxIEO@nCmhh{~I3?f1eqZ{5}>QD3x=
z|6}TF?|MV^#q!7YJ-))&?@(m_e4hLDTl=j|Umn~&d(I@^ntzfzlVrE;oE9v9*YkB+
z@p}W6Peqvv(@M@~otfk}=gYcv_gu{OJhq$qHD;~yl{t@=O1v+gQRyXjHS*~ltFo1;
z0dE{kC3_SsSBJexSJi&ecC7H;Qla9=UJc3TT{d5p*I(Q6G(Rx%e(*x?o8i4jlJD*6
zwLfzGn~TKLyuG}Yx6atsb1l?8oz6Tz>QF^Rh_9FCVy-Ef`@7VymC1{!8vZP2km)Ht
z|9Ne<zi7mXGpEAsj_p&byv_1%Nq^uxqq3b}*IPan`FCXPlT@wji7U2$zVf^2d-#r-
zcJ9*I=k(5A-sY*kwjy+U=X+(R-6#K4uA6oJ=x6QT0|HeSWmqG;zU^Q5F!Zo(-oD3I
zO>T!zdZ(K6>9FPc-8H<dTb$k{Fx+H(f8qMkc>-70mU3TcEI7cw-1NKbnxxYnQ#Xki
zO?-K6RnZikIXM+uE>}#IetU5~=Z|lddZv}LCvk88yl(eH@%GkdYpxsVpPFm@_H5q$
zjBDQ~&vVqfA-R5)jo`zMFKac!)Abn7rnk<Wvvl)|D#@+sfljlcBGvjMibdDW*7<qt
zs<OOe{Iq|T*VJ}jU7C_-E*QUHp5^{Y_uVQ29&GrRwBPJ2uU+}vyY0nqV@lP}MqQ7}
ztCG;D*3nsd^+lgb%=!KR<7<1n4~Tz~zNvgddKZ7(*Jp95tIV!FXuh<s?E_oW<}-R_
z580h>?OJTHdh?-U>ZaM&+iI0lb5fX<n`7q$9%XnCmNDy|$Sn?ub=)D>Jd#%ZwE41L
zZBg##Rjrx_wRdM!sovWtBRDC3!Pl2@@@s!AD)KwzzqImrSLy2470sLGuCcUSH~WyC
z#)bSvefJ)USTLmgx_ar*{jhgcQx>aQd_HxtHm73S^3t`jerJleJn#BA`^oOE;@!5{
zU!0>p>`A-%Y%}9^_IKA0&r{sCJ9>Lq>-1OJ7na?L@{|v>;gwH#F7~9||B=US?=Jht
zarVEyo>{iRza}hk)6|oP=1mQYHA|d7;h*UBciUH&+i1Ei?$_$xblZ7bb5wkc)GOVu
zg~!kLAKTNAIsL|o-i=?DihciB6!_zK{<SUNLT)~~a@g-b1OJ2STd#Ty+tylaUFrC=
zb3JR<x3?B4_Ay}-uBZkXY1#Jp#L4RI`ewVU*89AVaoSGp8KLL%{#;j<Te0(?>BetY
zQe~d^Uu*Y_{ARj5XpQJ(g-O>f*F?r;RPj9CnqPUaQSx=@eHQtusnTMvPe;$Zn5A*}
znS|w9g;R&0nw~$O$DzU_^H*E@+>Vy77HegqJ)V~5yn3>|&!@>^UEXWwaFyk!vfgf6
zu=HR3rCm3c^d3-b{JzRB@Ww?=?bys`l~ue>CqB<z@UQe{<SS02<~eeIu6tZOu5c?v
zAe-?^E6a=@Yv<hAZZy{--dFP4t@|e>*)2sc9$&F!j%j62ripIb$(LW&PMI3LPn$ES
zW!s%qc>$9yT;JQUP+z<*OFFjB<7V>2ja@zGZan$+GUo3aPmNP^%(IS}?2HZycbmFX
z%k{;g-}7ECd%bXD+qvv3Z}S5WoaSrVr?7qBj;*ODPn@l0o4B6s_}Q4N1ry5)ZSpb?
zz4ElXW_vvRqRv+h38Qs|2j9nKE`24{-oEaLu~<fN!|@I49XIUGG;rpty0-Uf@7^zL
zmLkRT3L}G8zInIgU0<hZ6qiw4Z(hIi<~>`k<Th*ac)X2K+xhUzOo?1}Ti(hkx+{NF
zy-3)6z(4QmyJ=Q;mww%0Dbts|xHjzWnU_~rJ9!!Jj+J+QJU7{U_r|IFV%8_eJc{$2
z=UY2{^^1?O$8N+t-&!;OkuF;{XE*E5s%sPGZL6AhB$?~f$2%VSwy)P;UVkFz`Hky+
zYcGTz-<s`Q+dLtAS)iZUyMmCOMQ<)&_*Hc3c~OGQ^QCzU)qAc_cyVizW#IhRaZ`C7
zY+%|GwIwEX!$OsJIaZT}3oo0VGV^{cbG<x|`DyW$aM^NUcT1){-&5|Mn=baaXvztj
zY3F0Y&6U=49e6CU_IG=FXM@D!^<UOGv7Ju%tG!IHJKQ+T({8(6$Vb(UZU6ksEY?X+
z$bP9Wn)z|d!48SzkFt*~-PEuCbp5KskAzy1zPs;RQ5{uSnDKObN>{S`#OVIzf0p!R
zwM^Tz;zjnwUa$POGMf%vjn@7p!TVe}#qelsf6y-fM>fGvdUrSfS=H@6`ODgvr0dRe
zFK3s$e^F9U(f7*i>FN#JK2|?qll*?R@{ZZXGY35+AB*mmZ(lbpaK^d&?~^uGR0-X)
zH|{H}y8X%av->q6m(LLo_@nO3KVoRju&Jju`^dU=Np06pI5)8t<f@)fX}8Uu7LgHk
z@<mAIr`5|>+b!=8x?}Zk>uRxu%?Dq`>o~89J68A6KI)yx-_-A^=S7d&=&s*vsj_VS
zyTvbFY~_sM*?2Ug*F))pU-k8Nejx`7-b?F`uW|U#aQyncov|wWPV7v3TYTMqYvla3
zrDE6P^&ZtteKhSmw@Me|Ip4C+ca5C7mMy<|>)4m~X|t`@zg4+A=lPeF(}PZ&v<aVa
zTv_bo%P{p_$*lp|^J-4MtJ;xqD%j(zwe$<`c|X@yzgWA@;ZAeojqrJy7q=vc$$h=7
zvi?QY=LpZ$YyCGJb}NjQ+55M%m9wYp%X*0`TP+{wuH%pT71=bw@ww^odl_cm^*=B8
zy7uL@@~vmJ9zG1xzgJinEvL_WqLkf6s>y%m=UscbLqD8$%-+Q~$vV8_cxL^#16&(^
zuD;Z+b9eH_N9TI846E+Se%&@Ne!bVt0)^o1&0Xi_2X!60KFK)7_{S{v<lXDPtlJkZ
zp0cj;&sUu}^G{sgIm>Or<jLW0LpVMi+K_9?p{IJ_^|jq1y@qpoLN#tL^jb7IYQk=&
z1!*hGO*iBow6t#xn|+#L#hSa<o+nLux5Z%H^G;<2#@#a4`E`1JDw|%4J;W_M>)ErJ
z%3;jwP1jn)e%FiWP|aREcjoQFlW!x86Z%*)PduJ;-PEKtqUZWXFENXB?cFcZ&pF6V
zZB^#FGNFmjH&sHi-Rnzo@wDLBV?4qQT8WY>#X-j!D{Qk~EjS+aDoP@MrGz58U)IF5
z<R4d03NTI%nPO~sJSt6UvW~OdvgHxSY+q$e`2ITFC(%8r&@tSVVaBg3i|&_kuFjOJ
zd>bZvsE5n%@iRq1l~Un5Ax0L;vac=rD*tNSUl^WI^Vv|=H~Hb+*4Q*jo6y&#w?E5$
zS<|b!%2ao;;PLZY&AhkpHb#E-^E~h}V2$gH^u3zKCW}9-f99Ti@Q-%ZEuGTk(FYdr
zY3!I8P++-cUFe>5;(Xl)j(Z)LxcUBM-}16^p5Iobw$*dpbd|`iZC`1(<-wXF4+{}(
zO@`36<T)B&7A{R(vgJyg<xz**{dRM%wG_-<ZtEL9oxQ;}OW5uFRArsNkI(u`Sght`
zP*z*h(eV1fS~J5-PrMp<x(X89<D=G_?66?DxaDWXQNuTvHMhM?Iba`k<<>^MJD<Dy
zL~c($?$zgX=ExO`SC*!#tBk$!r##zo)#8@DRj0D$YSt@!)}g8kXIG0UIV_ia8S#Cy
zT-Z8KjS%&{#ln-0%&)Rq%PTx}i}A_RVS5UCG))78=S^M1$iZHfmX@=84%f2wXQnDM
zbqd3Cb^AP(8uztWb22SRFk&sy6+czjbxx4q{O1MLmAXs3d*;^!s~z*r>QQ9grY#kA
zT58(5*y+KF)9)>Ha(wMP@vQ6TJo$6IK?;|Hug&?(8piO?R9TGs{8G*r*0yY7%*tO^
z?fV*dWAe3i$Cfk)O}%@{|IEg$1^bno?{&Jx-w17qUE#kqecI0*%hfI`7u+dw4Jq=^
zs@i@wOw?R%>TIdLmT4cKte2a*)I_2Dt?#z}=Q4$1dVSJNbHAjzneRNi>+7R+QA`!K
zD|=>U?dT9Pp0#6{kjHvUhKZ3`OSX%e^iQfhZ<@q$@Vsb>XxE&O6>JZ?CdIDeI2+b8
z=Sj%x0=*{YTH}B{&4tU&9Mu0atdBh5S+^y_*tIVCXz0|s{7cJvCfo^DwKse$D&&0c
z$i2u<2OljgaBdFY&aW-8>TXq7)vRb2rM{iZ5`JA>!@Kir_*ap$$)bsdpDv4@$dX*O
zyL6RjME9$&x*j_ey4D?-dM@kLpOXOzOpZ&7#d^{tOl@*BW>zlKlzi40IeE{_6<l+k
zTQ1x1Y`OEC!hmndS6@_#wIA`1l|AQ@^7YZil9a!fWlGnsKL1t!Y|Y!~>in5+FZ!8G
zd{W;2ed;uAx7Tuss~8HhUnqW9e0=4ao17|zfs@|`Z4edTn=x%!O44p#*~U4{F^$Y$
z*Ufi7KZmXQ$~Esvajnjt?pJ<EU6yl@c)+Js+-mt(t99}-yL!H>CPy39WeVdt1MM^Q
zgWqPDmaY_OfBtB#-h;*S*QRw&*&elLlI97C6@_ItzKKTMRJnLIJJ{&J)rZ^pPd?sT
z&A01j$MwE5j9I^8_L;REKbdBnx9q7vQB~+3uEvmOYc?D-eP_DyL2-`5oj%QW_O+Vl
zGM6y8SGnvx-eBxid|p(kXQJ0BcP~!m^P)!j!2zq%O&9W{FBA>iBs<fju*onw>_bm;
z$U^_w>%HFOzU_=-__{{rO*Y>(Q<K*vlN@&Z$==-W%lIqYcA3lTvYj$1;j0#<o=~3L
z_4(D=wez0Wl<aF)u3j#$Zu$Jy&WOjU7Ph_BOUhawYq>eTkBR*^OKI{ltIshL*PgnS
z?yp?9>(2S;)JcYYS1-Rb`z?`Dx@I@Wi6o8(e9Lz4j_A;;dbVNCy<M{oah=@uE`E~T
zyeSu@euph!&|DE(d~3&?-dkaJjz)a?cQ@<JM)hfaY*`O_-XGIC&>?bg>G>3Q<*9w@
zXKp-^)6RdZwXtX3)rr-4hY}l)6=|;N3v3OVKcm`YR?TwNdS#o2=f8q;uPcjYRY*^4
zs*l>3nLl0r`qsRq@7^^Yzqj+sE%ynGZ=>?X1m@QtS`&S+Reo($iiGmKsi!Tq-^E1d
z&Pkb=ZuxjtP1w?Nh0*;2&-=a>X?*KDw8=j>yK>H+ZBL5~4_K~Q(2#ETY}d;v!cF{D
zCnhOaOI@@#*mqpJ;P^({%-n#TCoSduzLq{z-FR<#8<TCeUux3SW85h!zplD%D^-7e
zwDhz%!=p|mKK|s$&$irQwS3YiRd=ooy72Dhz3si*IM2rR-QeSReQ(xm<BW6B7F|_k
z%gkmq2=SJ_%sP3_V&%Q7UfbB!_j~2}D9V;wB<CDxs0u#1n)%d|a6jdPa(7p|ahDVx
zdThBS+HBi$g>8Sn9JM$Q%)Yhcy4aeQkir#~EL_i~Ox}61Z0*WpC+GS5RfT2Cq|bW$
z&g9xb+v1on+j2M`FZKGvd*{)lt1`Ryn{qvvb?di)$`hHZnroKGGOnBQ@J@NIe#PV>
zp5m}Y^Gq$zCV1wX7rAQmG@d-CU2)KExz744ufiiDe!P4c_3hTfb7o(UtL^#X#GP`j
z=}^Pp_c6t>UOl0^=cR_NU-)X`tM$i~wkKSf@inhj`_#gDtmk6V*8kl({oTa3ULm(%
zxSOn9(qFde3Wv?-xaQ1)9ya%<FXPQ#-kNf>;l%Mvd);maPEj~^=gT^;En99}6Q26M
z_;&lmKC3UUeGesXSjTklQzXNa!sx)x&ey-L&(zpGZ;$%Ii!+iF-v`w8#q_qXUut#F
z{2YJP8-=aY6&{;hiMmtn_b8I{P~s>5m8;*Z|9fluOz{;qRTp>pq%`}ko@u%=?Y=^Z
z=@lK7hT@ko71JC~u!}C{{TL@P@vo+<irZekT}A;tJzv&3Ki%~)=8SoP<<pPRTEY2j
z+l(`BpE)`8uFQk)D<ADnxa;eyvT@FHwv}R??SVhS%Cc8x-HN#*{%PXTjOZ+*$)Dv9
z?c8xjoq6Jqs|QsS9wb{VU6p;0U3BFw?isV!2FzXjis5YWo43a<W%Px;IM!F4p>c5C
z;w8I|OIIxIddOXP)U{xDJHzCdGy9T+d%Dh^3O5b(m22Dl`--k|ebo+$bt-qiuU_7k
za`W?c)9_l)k|~ka{#x^-KP*39TRgA5|JsIic{k&qD)d)%S^u<>k$)NR*X_Y9>lyEt
z9zRnUnx~iYPt4xyi0Ae>c}&X;Q~rMNTsCjE<cbxuE-cwp`^jEvWg$yk(_D_@(mPi!
z*_O%pBx!Bz7p-6K5?Pb#0xzvUa;f!6(l*_knH(oqPwog2KAN?7L2=2(vr{LZIae1P
z^)lnBGxNmI$Vak2On0YiO`Lb<(Il5sxk_gO>fTHaQz~p?w^;Lg_IVw?10O?ko`%&t
zU;i@Xmciz%XP=ZNxmmo8o}jYf!Gd$vVL{8!9$Ys~Erw?s|I(N!|3Z_SRn|vl7Sx4_
z=7#Q2c(y_H_U@vI^RxD|oGEO+v?Vw^sVd@iqM*f-I?>bxf#0(w<s29fd|xY(SKQzl
zz0<7r^o51zIMy{;Okg~kc8u}hTGLWl-?VAF1#VV4l|5SR^CS4I4bPWV;#vo#?b^15
zZ#$M9zVn&X(R-dzkCn^rRekikwvNf?&i7SiuJJ5#*-ifUGZ$~ucD|s)=QZbgF(W&}
ztk0*79Oa{4J)SQUb}>^aU3&B4l%tB;msTIud%E0X?(wLbb!nLq+a)Ddvpl%wWf=Bt
zbz6XY)OGJXUh8S)eU(dAHRshIny!9riB62gvUe+*WrDsgTzW&No8f{qkJh#bzAGQ@
z6luja+zR}3Dc^Ecry3it$u_H5<wmc*n1*~`>G5^Vjb+Y_vo7oGEsk2gY+1fjx8S`^
zb2qqVdbx3mHY?^HH=XjIK{!L4rD;~wO6K>${cBTKmg%xRUK=#w^ZTHU2VP$YWh<Pu
zI)^Ry-l6&C`$eBt&6=>B{n}oocdiH5n_Usvscf?3o1VE%bWm!#!kp_f;*QFF3blM4
zce*}#o0G%I*OTLtS1W66XIiEo`_1ZdW{FLEz)XQjH|4!PbN@W4()C3)!aAioe0qGI
zB>Su{nUS}iiJGNb>nvA)9bwM1L)|o~(*FF~Vxv=xHXq}9qTFX%H*Yw3^6^>|FZR5t
zlRiyy<2SilJpXxAthij-Hj`UE*Qz(1k8+!!`TA_YBq#T!#$s!}Nh>nUV@<c#U+Svz
zhJC%L^BK#v!n#@CbQ7a(uB2zMt=_z8{-Fh*c}?yYdg&T{+VFL?bQ^1`PJ>)Q)|Wh6
z##PrhPTyN}YRAi2b1Z*_<{4Opyy7>V?6X(L>u}Lm%cU{@LKgZt9LsWbDn7Bw@AZmH
zwcUk=$&ItNBqs+tt?Iwbwng&0%;Z@ulXYXi7^!qlnEXn!Q;GS+AFVfC$LAGjTZKs2
zNbQbTpEmEU_>qRbJy)F?uBFckzqU-6$<_JJ{`ADNk}vz7&ED9Y^1N$~hrid1#>R7*
z$FzghZd|ErTEEgJ;aakg-M+0-=k8ixTNx?2ZkIIc$@gbNjV8{^;yHDAng7<n(iy@B
zMJ9Jui(ZsETXMtxOjSsHmU@$G%CWQm8D6jUYWRA5ujS3P9Z#q25<9c1YE~ZO6PZV=
zXPkH$q-4m_d~HgZs*}%#rJqkeTKnMn+Mv+HE3<ZNd}o`Hf2L+rC(Eh7RfQo(*0jHV
z9rdR7@~xFtX8a;~$JYnGICy=#<+3dmd3Uu`V;7rNcurtE8fZ54{e?Bk!Sky+A1lcF
zT$|D9@1$9?c?%Eo^;=WBL#4`gp0{UOq$MGDY?pa!naqkc>3&(!cYHTnPHC_b_V4Xb
zpWIWjd>+5;Dt~q5p5jZh%8jS3PI$%s^Ju_KH~)pJb6PphKMnLcuvRa%T4?&rwnLj!
z!Yq$VtW9TVj+|5_mtFGBxcthgOc^2L11ldDPrQF^){Ek=E2nZup3SV-(le?2&Yqns
z_Z;lY+V#oUCod}~=hBPqJ7gX$kvtk8p%Sw2L)C=~Uv!KglrD*E%TfyL-y4#=W!6&B
zMD22u@4}bXxfQYbn|3Ylxq2l>E;Dk`#l6BOtY%&Ctdx1QLCDGYyr|U)iI3NoTDMLw
zUS#wxrgX)L_aR}fXJb6Y=gi8CIQ3n`Q0D55XQ{9JO&L>}ZKRBr%g-0d_{E)EW_j>^
z)Wtj78J_Lfbfj>8RF%)2;+~LC%uzYjtW#gDIG4R++ckq53XkvYEAM;eQ1vm^b?xgO
zo+oKLo_py$nOt3B*Vpz-ljHOyZy_%~4!f(5zg_R0;Hdm@-G2uET|XP|pJX<Deri(q
z&bFnC6UsjsWG~&i@s@bkPUba7Quwr2M>H+1l<3OMIqs{y`=6TE!N$u=gLlRhzOYz(
z{lLo~*HrIxH^1)N`q(ooHe6JE<2m8a^2Pp~=VQ7;Vm4Z=ov}EKxo_+2_T-b#$~BhA
zO<m0+k>s1D!oX*J^{5Zu)bnbWY^{p2w1Xye+pbzNp=X}<B8%hx$2O<D$hO|rx2`-l
z_FUv6txC~|Bh|%GpK7zF6-RpRd(P^qy4gt9*70RXS<T)540E$jUzXduTD(qb<I`);
zS?2zdwOxKHyzlF!g7DYZcI;5GUA?mR)8eHTH&*$*4{<LDFHXMRwNR$T&hW3+m7glV
zK1R0kSCwxzne%?(<!H}o2fwVo)XKb0d)~Gwt9u@IUCi`+fBo8)UAfX1CmE}9|9rNy
z@{@Ge%e2Dg6YGkSCwqDOp7&b(oh5L`{N<+1{HK;MJX%!8erd;(*&837joj<Xl5Vle
z=;UYNu1U_nu9-|)=Wn_s_(ErBnAfd|F+NO>=VzU33cKT`F{e#!!FKjD>rUK_lnadv
z+50BL;MAP3n2j|{s;~X%>9c*c_-NP6ExTqP&-F80a9HZameU2Pf$sx1F}aKGT&f_<
zl<8EK9x7dYbl;1wd#!y>@#vPUUGlUt>fVK<NM-++I@1@AeWj~{R-RQ|_^V8s+pA=<
zck#1cZyzq{r_c6mdUbc=juWqs*7mN*_}TMk=X%-w7yLeX%{nAhzWJiO@yw@_x{I3J
zdk;L--n3<oO+xb0@LiW?**xG0s|noWQ)`>OOH?F(<tM}CQL|rV-I>S7Tlk&*ndxP(
zCkr3nH$8Eu$bYTnS(CHR)gHcA7CnCU-tMysxsF|ron$7)E}K=xpxtEjbn@lmCV}tQ
zSH6j=dL-oW{iW~h$tTZRoot`5=j*CX^JmN{`MxSQR_^(q-L8?040FQmb>>W*Q!2W#
z<afxwtw-*ja<IGl(yi`oA8+W99R;EP=1(osKP|N_Rrlb(QfdBUbKh(?zO$}*V(ikL
zb`i1_>s<KS_m*61n0K{c+IJb1D;HOUe_hSZdHeiUj^)ZqyBOtVzKiB@e9JsOQ>JBN
zx~1IK38C(<V|z9>-rKoyLUGsQ+!%G~h&7QF@B6l<7@W_KI?q*nYfjesg?qG2#TRbg
zAvmXWRiC5Miq*n*F2sK^?e^dKJY?0oFS_0mntxVz?`U{F>x;+bqQalot*i4tm;A}D
z$}c(d^X_(wW-+PtT76ol54l?`<4Fh;-sJPN_{x;WY^wx!?kW!JRCz3OWup_P-1BQY
zSDubt=e1I=b+>nszaMY8f#XJoN2_n#>Rq@oR?>-$VST8@iWgN{pSp5q_D_vlP#AGu
zjq|JNW=jS>_o^q)Ez~wld-G)O<c&^`f@1pDn?~%s-Q^iFP5s*9#7~dy=ce4=IV-v)
zD9Q0`E~j7ibe6WWImg?yU&add&6+!9THlK=wkD~bYmYfk{;RF+XT#v0clGK|i<svh
z*XpMx*G0eBZ#-j`l1R@#)8pqkEY)_ep6`@BW2S@p{m(1I!#3V*@9Oy)H7Dgl6TeKj
zv5CZa(HFfO?^qM=x`<4^wymD;_=Vq9F|)G@>*8g#Ro_gv)n1{%Gf(rS*fW_h@vLi>
zl`D5|%vsxXjJIrC&ML!sSuFyL@;<X>NkpGvXaBTr#g)8MZyv^MTrn#>oBIjl#9K>d
z$hOO_YBFT$y6|xNth*;8e#eL@?pU%uxnXaNkoKgB?&^E1Y~NU(l==EcyM1R5Pfx(D
zr`CotYt4)KcSx?C@%Yg5u5*3*v(>hlGc22{vAp<c*0rA4$vU^U#qgA_6?^EpF5`6D
ziMQeVE-mF1>iZ=u_3B#Qv)t2@qIRr4a6mY=_~d!7gF6CFH`!)u-1W?;yt-ni*Efs9
zyXy*P?G()0xt6t~`agr#_3fKZvWwnW{=|1@l7CiDu-djT#W`1By!DW&x;)Ev>*1ix
z?JJ*#O<S|*NRxl^y_I`rs<X{4y0IoQ_4(wOKWCo#-VZuCd#%TE1)ea0$<J)A?MYvn
zHSwmG=iaj%)77?4Qu5C_*OJb*OS+VKebnk5^O~d7f-*MVUK*ULaP7|m^PI3`h4X$|
zJ8!dmy*PCO6Z`t5%Ex%^7l%y@aIigFdgxMT?!M<{7q=^mI!<W5wCh<<RanhLwnwX{
zFYR4<eC@f|M)}sT#D)UPW7&xhkMCIJ*DQM8^pvG}wPXU%{G}yjJlw2*RtxtuRA1{|
zaE#-vi@M6WRRvS0zAIz1NuRY`<AiCQ+Fc3T-``hVn&)5jGVk@3TYkr7D<>SEb-XXf
z@Y(iv9mn?;R~y}L7n$3~vgFy>)}7DRsNOvBTy*M&<o<Jg^;+kQJ?BpBJMOYQMeuCK
z(r1Qe3vbU5oH*}lt~cZL<$H6U?OI&&Z0*WBOYg_I|G0AOVSm-5X>pd8M>AB8GX#GR
zGXHh>)^Yb|llzMOBPAww9r7%y{JQpa{jANqa=N`1hv_L9GR&H=y6|Y0(mDo-<5gij
zJs$&=Z!T|NDY1I7fu6tfkINitTc#FS)qj1ZEa&*^n!Bv$j#EcPosWyYm6Nf4+vmC7
zz(YKb-!XPwZ{btf#R^he{$A_L+N$(&_ukIZ6{n`3t*kj!F7;J6bbC|wxh2OQzkV50
zv+_<wRae=S6D7wgSEQ)-WyfBBYH>7W!`t(hc53A(PnY&H40m%`Zn^5Xh0V3&H&5DX
zx-LBLr|Ftec_li(c-DkuQ_q86*G-BJJMSNLY?>HLPgs#}yyKNgL6=-Tz8g=Rb+5Ol
zu<TbTcZA;~&>g3%w=)#5W{d62zdEN>%k1h*FVF2}#cmIehNUviGV&LlUbN8cmdS+g
zrV2&T%^^k(OT#Q5%{NcpeQU|Jc8^I78ksxKe_B_%T-oMh(3*A|skqP8^SajU4BC02
z@=x8|EZsj{r#|y)Bt<;ix+|%4>TaoHG36`Do4>5GK5n<*vg4}gg-*+j@9cRZ^L)Q3
zdx3Q@cX2~iz>@S!+xFhN@Gh1&BV>}rqb-lmxr<Ji#8AL4deK3&;ow@KD_=rAHQr?$
z-Jw@_dvb`nC68@(#R|d47Him<=LAok+An);y7hIxHuou<FN6N}7G5?@SGEZ~aV1^4
z)^bJIXWKs}d#{!j8$_rVb|pusC&p&<$XrnRYq{);?F^^czcoHhpD^e5RW<7$N24aT
zF)%F%Y#05qt=#?KDgO-<T_pa6E_$3P^Fedss-MlG3r?)@w>TReq^c?TpFulWR_m5a
z^Rwe3Pq!%UunDbhyCIRjJxX8oin3H+)FSVj2_A>_+}Eb)Eec;~akOainxh+c&A8q0
z_}1p<lYL%gYFDqnDqC{>Ox5JeuOs(oO%QI5_&w+2<gY8;#4Sx0ZM}2$)Vb>^Z_d4)
z{Qj-isZSawk6EQH|16$XKQ*fLYCE&&>Z$wEjPq-IT0F0BT>UDBZ^nt$2O0|Or5bNP
zdpzsJ)U<D!e_r-gU%vG)SYiIZy(*g?@|&JMb#S)LrOUBrbHC4?6ss8Xq^@+%ce%vl
zU)M;+=M{#pxiZ1eZqanDZ4FB<U%8xii!E!)B$>yvwkk><tNOa;`S0WF<9JQ=UhHe_
zh<UE?W!-E4eLoATt_w=7<M@6yqV?O!iC%&JE1z9o_*Qevcf08q^BqEhs%Cwu<5)lY
z%k4F*{@m%W`gWW9yq&0O+rxvRpMLDh6WVp-r(Wcxsk1Ea3ui8RbaP4kzL`(TML(tf
zUDKAdcFy%XMW6P3c^Pk0vDw?ePnP|}-J_)sR^R>fdf`_Iu2+Et*>UYtZbvRMP~5Ba
zZvorIvp!3bSw7x26@3}j>mhgb{oSos=7i*~T~mB*fu#GDI??^*N|S6?v+=3PzIywu
zoUh`jc3$DbsBfJ!*DK2M8o!k(U3J$zYT17V4O!zTH;rE|Z%(f@RG3q?x@`KVLl4^2
zCr*rDy)82<@16VB>^F}SLjz`IE~&mZdrha|wDVi5Ql~9gJmKo69CMx}$<49vX0LsF
zAo;85^J|Ci+QsruI`ZJD^bYgn*VeiYDdo01*E?<7e~!_1_0!k9-c`-JMPGzPtz>ny
zwGjP$b;DZg8y}u5nPt1`+o8(=jniD&`?R0V7yjW^EncbQd!q8dbI~ul^Ol+QRjivX
z_B~Lvl!xPe<i)jCMq8$}uWdbkYRa0g{tJJeE;_aP{fY1Es-h?NH9QEvDrfXTQ1SUz
zmai&YKmIcWbY+)i-1M4w-0RmYQN=)Q`CPxi)qEK@Zx=nfBWCev%c3;f-L=_$8`8|>
z&Ar}9tm5~ZdN*iRZ;!INW~QuQW~#zt`=#1D)@Y`^liGad$>j5ovgc2G?i{r3Sj*-~
zPuNy1nZvbA*74*r+f)44w)T{HoS$`jv1<xL-?6>*5C5rMd;ECf@#pcjw)Z@r?Q8qt
zS93OH{=13qBa#+elgmHxakJH(9hsRszt8Wy;`;Eo@^8>i%GIB4N6i-xD!$nNaNgBl
zt&gV}{wO?F_-S7Dr})U7Os{<AJ=+(p_H1ru?42*0wp?Q>s&nBjZ2lRx{q_VWws&{6
z&#UeU@HY*4r7WSg-|-vo(vozoiGF{cSF^rJ@|iX1)h7c!zT&vFd~sWkRiEPI{IXr!
z!=q=`CQr{c-fXVr9vCot$#IEwoa^~2vexO%R-g6a*UpxW)vu~FcFS_E$}QQcY<h%y
zy85L>`kEH!Y+q_=@0@=v`m?Q0;-j+(-g?(e7cXW@NzIvGwXt%k_oR@*$XkMQXIou$
zx2kgeIp=WfoR60p>s2G9VvcSoj^&&CaCZ0V6-f@>)(qN9tF7ndhR3?@>-cr}L0qrx
z-7DL9_LQj<HpVB^gj_u~{o#j+^XIIWkNU#j`j4gA^~2rWCW$dC)b?fmIBT=Ls$pCI
zoH+?qvwr-^jjM^*ipqUem>S_Vwa|F2?e_9F{f0lH3s=3adT>wTsC2sR>Mxh>emf>E
z!LcX&{C@_{J&JOZ7rQI#$vMuOxAoON&8ydaFFnsQH=0v*_0e3dOgE{>>{o@yrf)xX
z&U3d{Sl64%>z$<$`RNtk`#2?j6~=L{%G6a%T0JLxn&<lawHxmj{+zwEmi6Jq;!37H
zD;peM$MIxdEqeB3-}1Fxy-~se*?!Y(cKd$N3BR8B%!k#sFy1#Z^IKHt1P3QQ!+`VU
zndyQDB#%q1=l{sJyIjktr}1rUP^nbli-O~i_VhdLzB0?RW=GNCYinPA(~2)?){XIR
zTlP73>iHnc^Xr#Z&Eat46-`<&ZTnw-yLFo9%DOLB%JBD@+(^F^Az*Q|=Har;f+dIZ
zoQ03p7Op?~?1smVHy-QfDK<_@2q}{O8S?PDaouOT!%SCwOctw_ZL?kPcHLA~&*Wau
z#V?l6`>Wop`|_T*qR-}y%fxoSIlsfzroSv*GNpv^V&T{IHeH@;mz~KAY5ozO+~i-|
zU(KuOBy(X;)Lq-2{Q?zyv6go)OlqDOXRYG1>67L9P0z1A+qF^fRKwG%dA^kgKFo>}
z3beGFdggApX|ABfstKz(J{_M{TP^3GT`5wi_k_3a>I<`|ZT)svCmr>Ctizi7pW)D!
zD|bBu+?W4+w#!!d(DkTnkL_kl8{fH>R%dODT0PHeac7ZtzU`@xnR2{4<7XMHomXT(
zHRbLP`9sD`Vx__7I3KNh_04d}I-6;677FsuV_1y5HX9@rzK_t!-a99!>e50Djn95U
zUpuA$7;c_=V*9S(2FvrNt%V;hhjjLxG-rHa9M{Y9$?f4J=bzW^f4h5Y#m~)M_bghj
zt$8+AD(^qTF2BG1^V2@GZDfz=uGQwtH4f<Q$cX-V{fh6S6BAfxaz04EwDErIC3STL
z{sn7o*O**+@M|4+^mg%QH763L+pPTlXmeU)#}oNDH|<w!lijDJ3qIdhVS4^<W>v~f
z1^(wzpVgCRMb@gX(O$pfXI_Qj+mK7y9sWFr<-Wczzs0)EXbo?{b}Q+c8xpI7d&=EJ
zi{AKzO`G&7O?KVxrbP~XhG)ySU7z+@L$UqRo>jGWF6vJ#S7}@qG;_2GyZ1QU@A$Nr
zA>E!w?|hHfGm~ZG4aruuyd77byUwP9ugEGqIepDx?b72f-SvayZK`-@-AaA=&-A=c
zYRnUv=F5AlR(Xodcs5scP7wc0_otCtc26wb`qjqu)Py3duV)3lK5h%#kbOySi^S~0
zz@F>8#Y^rUJI-vIQKftEQr|D*eV6vQ>$p0bZ&;su+4RX|dE1)W&x;d!1Y<+zE&FJ3
z_{(w8vtcdj(reG#h1|Wnu6DyF$8ydvhLx{pJzRQuoyp5TuZyB=o=(3I&bXwa<!RB^
zH`mHPo>{CS;94p4ZOZ(KUb*hm3h(c{lDVs=*lGEdkf>wb`70a_FwUt8%PBjka#x;t
zhphI(wkON$Uq=V8nYMjr$ls;rXC*UgbRW%Sd+j~VjjJsE(w=L#z85}uwBK`UuhQ}0
zZKVa~0@Z2zcs|Z=diQ1bWF^HLo(jLhH@B~p%y?7XRr1<3_w0??epgbuLKQcke;DtW
zSv4hCB`1RUSoXskTO}V_ocz8%<iqz)Q5A0G$98+dLt{)IFMN8nt9!rh+MVB8!lk3k
zWZBj4^|~54Hy#u{{POy18|7!`FYSJ@(RQM&SK0ch>)p=Ychf3*78Y$hsqoXsOFIwB
zU8?oVUYKe3!RGOoRqWCq+(mnB<qidIPG?<r>*t1P@`sOB<ZPHap-uG5(<>R#nJ;5%
zuT9Up`JnXC-l$Tgsdvw3^LO=H+&uE(ZTCb^6^1X8rY|;Uv_?#Q86kAbQ&OdgwOqY6
z*w*5a!Z!=ex8ghgXwRQ?c^>=Y*egHR9PJUaDO=Z7Jn2<wlu^{;sck2Zbk*`-+PC<E
z%I000B4Yj=EIhxqLe6P&-~E2mrOEZWYY$miNIu)Wcgx!Bd1=c0(&pSNOH6G7A9~M7
z&0KhzZ-?kp!?Q|;;WB-e>$jP_?l6@$kd{!M_3^&Q51-@8zFbdAEtbC3xl}Euqqe-_
z<nI%oN<tHs@NHc!qBx~7;@xDIx|b5moy$%g5bWDJXVKG*lYPw>uK86w&o%6~?va!S
zvtGT)UpOJxKI+xtCQWgRlj}4skKX*Ee=FWynA@eg<FIvl-_(tTkJy@Z!YxeqY<sa$
zG_dEob>X6!0iUm5+b}gEHvWUI+iwB=o`s29=E!?}ozEW=9rLzWY0mHKXRX@XR1T&{
zSgbR<A9(G{%(|e1j*l-~kH4B3()%zt?#%1OK_zLkd#@*dNl{QOJRkM)?UzRf($_za
zXL0-(AKa$E@mzkboqzYO**qyLUS2nSwr96!t?0k>3u`V-^7=4+;V+R{LGPY?UHv*y
z%&O<hlj{e<<ONDCk3BX#_<h|hd(l^YMw=$^?{&YjT7BE%%B^BsmMg#U{E}v=^;mA^
zvmLwlN}XmeVz~1;j&GjHmE@l+Oa57|n!eBAii%I($*&6&SGz^odiG^{?ys7y{L#N%
ze`dEEXMn}ginIGV3!gn~l-qap-K_XtmEM+ec?;W$bzg2~&YCp6rQ!H?uP-nCwwkYx
zJy+Gw+c|ae)9Ef>c0T;J?b^4%s_koYR39Zwd>tjVzrB<r^_lUOa`|&Rx5-7lHNEoc
z^Bm*D=jKd$nvwEr&yEC(b&>0rr&$*Nyb`{dS&><ET7;I&_f;*@S7+`tU0lZ9o8`*0
ze4TcGty?7L@nZj7P7(9tv~86b9$(uV70?vE@qAEpWXtp*!RGmEQ@k~g`yboosldK9
z-FDNjQd#X)MzO8$x9&Wjvdw;Kj8QAwGO-`$G^KcWCdOtR+Ojq+JzY0!yM^R}MW4?Z
zhNesijop;<#&qtS3A`D%4?UOH4cZ>$U-f$Gw&hG)qJ*~WGM3!4r$OsX;AWn^TFYW4
z)xJ8NxZ|zoZsDb;K5t;=ej9mU-q*U^E~{&XlPBMsZg96%k5m2Hs#AxzhF3;RJ}%N>
z+?4V5Ld}_}N@<n~kJbzLGcWa7!=QbeX;C?s<(hY=e0Pg(oBBrUN>LGO=-nO9?Y&%W
zt}d-xlyNKb8=rA#jPZopdZ|{%_mi@2SXckP@MS|(rpS|iNx7?&emr50+9aM-cyBiE
zI?F`gc*kOorBWj7_qHsEk(uoEa?8g{Tf{StKlBRcSiSeS%;dnz%%4}=rWtU=)QLt|
zo>y8Lu~X&R(<vd$OOs>$rz!9mMzMZspS9pX-T_hXuw;qNW~Qf^+)Wofm$h8*@!o=a
zd**$)T`tv~+Q4-D+KMgRlN&?w($yOST;HF|I=EVDUncYGKt8uDhM)FcldB#z@=U0@
zY94rN-QS0A15dUxaIu#sPSlW@ca>+;oR5x0>`TM$XvkijaDZFp(Y6JWG3jfQm4zN~
zy<8OPD*0tedU@ewqvOJ1Iz@RkpSx1OoVhf?D#*ob#j@ahXV>}mQ`3wl&Y87m@44zw
z%~X-DpHotpC0AULyVBz=H?_)?d99JV0{g7CGKP@7jK`}^PCc3I=sWe8cep1{b?`jn
z&^I|}S|;CGzB8en*(SK`1$Ppsd_Kdqnl;AnJ$Jl2xgsSf+IE$c&m>meS$8{f9kN<7
zEY8MT92bcc+3V{aJk!;&>i(V+FHfvkq$0<srD<;X<g3Z7D2_f=%au>hUs~hbQ?jaf
z{%nQ|ch`tj&0O14vhv~vzAQ1BE^e8}wpz!NEbWqK)$TKY5Y(!Ywyd$fLPNB3Szwd4
zYWQ=}jdqrz)7qcQpW6J}?cChOJFT9V`YSd64B<bP<(d?HCpdGn>dw+|L&3hQp>DO>
zZo)eRXRS06$(o&KeS4vVjbLEHugg;|p3{ojxO!{Xlax90rp8`dmfW^X_}3+aow~a}
zcFl7z@Lw9--5kDu;*zfJtY_X2))k%&GR=8nX}gMDVy(cHnbO6VmN+?z%6m=H`?+HB
zrE5aoGrr!H?@s-0njT=`{AESS`X688FHH`}IaZw#e)eqLe}-q(8}e`Lo)>6--{$+O
zJ&eI;zxReQ?Q7$9sR+tEIdS4!56{Ov!JRf&SXY-!*rIlOa&%R7&I|$T>vj^qu1($i
zc7kwZNcYp!Ws`k=*&XJWn!j*urxJ@`OjxV65Ti}fUYkXm{)v9DII0nP=hrN`FTy*Y
znR5i5vpkkL@od+N^|^=k*JV$cX*RhbdsoktMe8y(z05Bhzbdn(V!g@4s_V5S58HT)
zdpXpXR^O<0jre59KhND}v7|}+<f!v`;Tu=68Sz$edCrSocB-}NO7hDnH>3Ksri&go
zhL*T%Yb*S0%{F1_dE65!&?5I^U8DU~u5hJu&uunNwOG45H0XxX#7Cz~UPn!EIOX`(
z^TaK~TJP+Xav837UtT9AX!p&zR=dT?$$Db!v5694rHQw8ygGk3JtQc|MNG{7%-z5D
zvNs1#V`o~_WH8Bqy-C~4^hwRuCw@iM^QJ3R&9&iK%6@6#6<wB#3CVqPLOT{KGi|@7
z`04rDB5S*48!pbv6<t2P$;~!<<F*clc9k!pi)|M?@5<dJqF`WC81Qq_*0VCvIyyFj
zexE{$yY31K&6HRXrDxdn^jZ0hmm%x68A;h$1t{l)U1(>Xcx%E6=7~X1zGzSOT~lOU
z@YM7Dz0GSMJ87?-rF3wEz17JGvw0ThO_!v+U9EU@Enkthg2cz5waX6K1@>pX2(y`2
zFE#OzP2o$Qpw?^6xl@wo`+d!Q$ZT^tF^J!9>N4T7>MMI)C6+EWkYeIjnsM=M@X?Z<
zc3H!&#abUPZQi?U+NC!|DZ=x#LR&-+vM-Oi?qTG=He+_3#oFX;j{;-)n7or@K6=VH
z$Q8ejJsr83i9he_MAZ$>-+k4tyP3@l()eAre2;`o@aGK;teMfd6L-FxmvwDLyLd^O
zd(NiD`A?%fmsb~d-OJ|Psa4PKHBBvrCGgC2-`-HOo`q6xk8zsZ*JxrCEs9f-U0uXo
zI!h;o`PQbQ{G{J9k0Xw~^7mRdZIW^mUvae0q+=eYMOT^*zxEElV_ACT=(L-2t>m(`
z-{j4CyFMgi@@Wat(`OixZ2vQGojrWdb;Zlg22<@~<fitUZkqEXJVW;|PuJOLR}Y7N
zdg0|6_u}DvzvR#SRc9uNOFlMzwefcEj`tDb*XG}qzcf2Kqc^5x?>C#e_lg_4PFE~R
zoWNVfvn!?V&f4JYux@41%bZ1Pd!CzIx;iiI&8cj&M_(GdUga-HIL<7&&aXP?z=Ptr
ztzvW6C!bn1bzZB>&a#)YUcKpA=b-R6yWhL=>aOeYTz=wDZCT4sPdm<TbmhxzYwJD^
z)B86L+-^v^ANAl%=d#qpQeS=tA5i%i=jy)NJx4k>bK$+n+ZtTuNxQpK91c7;J$!SI
zOOgA!?3EoGY-}ry{hn7%_RL<Md_lP))R9B;c~FWC<J%aET|0a}PJHY8J33v}<7o0q
zuZ(xsBkvR(Hu+q)q=5fH_JqD?>?$(M@57tj3_t5Xk1Wcro?Yx3eb3!#dV9fv$M?3_
z-RNO^`us+?{U7D7s-7m}uGL$w_`WLn=+%3<>u%EvHpwTo*=H9Eaq>kx7Tqt+!`yr!
z^uF)O&FM9lon91#+eaOox|FYCMSWR#v%m0~>}Jn(&nEUZx}2#nUC%JT=W*9U-ZL&u
z{G!XYJ1;n@db+kN|HQVG00V!oW!JsdFqn9~zRuEhaB8z08*94ijli!PuN<uvE;#;a
z?M0R#_qmJZ{#>8#rV_qx-NmIAr~lPzJ+97L7aewU+Out~p0}?pzQr|h*2Rp8zh;GO
zm)_MJY4(1@m2H-lxy$rF^?l`NO0ijQ`qJ<g+dsjttHR4%6t$14%*<R?c;bzO9OIXj
zsymhEUX?zq_r_pV@U8d3bH1**AMEFH^J;YLfq>!@ucNwGx$Kd8l)E-1ZgKOyt$p*A
z=d?ZA*0W^Nwr75v@gb#$19<rE`)OMR>a_PfzP4G(U$yO@`*zWbN3~4qHJ@MFlE2&X
zPN{)fQ;37-`zSMWRtx2qVLn2h=X0(d-8)P4<yq5<cT{zyGHO2PeB>!*UR!k0)kN56
zTj8AMxb|EDw}YnJe$^OhsIPdDoi281<CK(1n_m@9IH~M@<w?ofDHHEjTC6^uB=RBa
z)9r`*-iuDxnV-0Aw`g)xnbRrH15ZLb@|fm`-g1xHDnC=Wr{q`I@teuhc^pozy;5?y
zB<;`1xB1=44Xz~<S6Q4`7pohmJVj~yq8Yi*yKctanz8l9%Ljoy^<Q5-4A7qMJ%M5Q
z?1g@>eR<xTEmpfXbz*f<n40cO_gmqzui1mAMzJwm%J)5}8`j?R`ufDJCoP{}>Q#Ga
zUQlEmuDp8E_T2eV8<$z|ahN`L`}6kB*N||<x7RKuwi%yTdsy8$#&+*H1K$$QVrh-%
z^SxdM`QA8mYi{kH=Y845mZC=wYW2u`jy|a^*DksxCslRb(`z{)y5^r(^fY|6xyn{J
z$vEoM{lvU%l~?sr8>B7Q<(OTL4mc%QcyH?bBHxVjCOt>wwuZ(Oo>i9loAJ!?%GTYV
zS2CUr31^plw48-+ONLUh9&1=7=d(F)I3BGQJ1XWJwdqKafaCjF_xc=O$9#|p*?1~w
zrP++7B4^uF(l$M@u<4qAj;HGTs>=yIzd|N$(VBeJR*h+uB-14R{|r&9J(Vtb?DZ|1
zV7SU?+f@~*g*(2U4VV{xtMcEJSr^<~uRdCtd%v~tvX9IhfvmG1bLKps_4w)DKAk83
zM7#E$<-Y8`Q$lXe^_i~>k97H6yguv2vunz?9P+jvyMJnvV(wjE&WLM9ld_!;Zf&r6
zW?gt~PjT>1zv9>Nu6Ivny>dG<XX01W$Fr{PNin>|roC#)rAZh2mV`{be1GA??e02-
zF>BAX%kXJ$*rzF7v`6Y;p1S07S$?mtkJFReuKko;^TTqPbo1?7D^Dusd=q8b#;(3L
zKPBl^)GsME=j*mvi#=+yl<sDU*~}^bx?rlxaWT8AfqM&&`Zu4ew_0^XuuHcr<4*2E
z={bG;rY>{RXKgx>Wv{#AZ}uXsYle9)hLimLzHaKOH4b@v$2zRX?@rp<3G;S~O*5W1
zzc*8<@VqI9cHhp`4j<=b=~=qk28+1u{IX2o_KqdGjo0@w1-LPaMv0g0IVtA;Ksan_
zAIGYL8{8@%t=`;VIO|y0&h5q?w}jTOtN6OA=mej`nn^!x3IjT0W}Q9RJ$2J*K7Y|@
zxvPrh$4!(@R2TXR{k-nxEpR+*SBv1;0FFPi>i)=0xq8TEebJQ$!8=z2mijAAK6k8g
zWzF3Kh0%(h`&w5#VfYo=KF=mu@@)DWnV!oM8y^1(%Z*%6c<H;CzrHflM9$|ELp*XO
z2k|_%c((TKo$@jhKmVL77xzgo)0(wY;@jES&r{}1U_2@q#j7nQ&2AGKd&4$U%1Pq$
ztezctSyJJeJ58TN3B7yov@dH#&%CzjIn8tGzplFbc46<Dh-2<d6Sny?PkiewS3Joo
zZFvg&!bdIFi>6FF9N5V`C)n@Lhr53>0?ZR;ZP=)3`|EPPL&5UBC-&Uqn%Flr%wfsA
z>e98Exf?j|{>^5}J>gb-E=%dF(UYQ^ch;Tod~UMp+)nnTZj<IroTqiASTV0KYPI<3
z)bu2Eh0n9jOz6uFY;%{}v8FTN$&)KvX4<S?+Et`)6Uy$l=h}RgbkooeoR7A4Th5wP
zwb>}Jhv!KMV~1#A$Mdd5hV%BfW=)^SGdE^(Q0l6Eys;hZ$Ev!jg(fR2%+G4w@h00p
zeXq&X<EA#Jo#Vo;I~xd3K58(@^T298!#M#h%x8mdJ&EL)y{cxOQPzQ*p(%lVQ^ixW
zB0gKH+k|vHD6!QRjd-WDG|b|4xJb**3!D+5OXoNLSv@CmcGv84c3a*gJY8jFXefWg
zHIlFFd1<lNlfJF`GyWPM^)~UeTkfJ_y?NHmc=gFKx6V9}+BCU%vg_Q=!t`Kao_@c7
zUw3jIuX-{m^!2@M$#eLgEj;v>M=0lQ;tbX&kH4<#yZ1ZaIj(N<%GFK@BE>PEmMq=H
zn!S4Qt+%FODm>4ZR=LexxmiH6&wgsn+5FNiJ#yLmH}0LxJnPfy3$cQ8y-Vz-x^{)I
zB+t8gJ~qNoeVw+o>%Nzh<Ms<V+9Y2WeHgNI-!_BIQ*!S1OGbF@lvvwQ*2DLwR(tEt
zONXBHeLZ!aTk%hJ@5>7h3no>IF*8^$|9OgYP1$^gp3r;)p{naM1GB!Q>{^?#E?;sJ
z|9;c?D$6BowJnz_tvajEJnPxDqs3>}-gp^pYwva1NZ{t(S?+TluTA$fw><0J{mOfO
zQRGt9sz)0S_w;36^6<a3;>nyV+a}$3Hs{NQd!0XC$I1jXEqJ!$#P@LTth(Td%@JRf
zgyx<-db;?ZucM)8nvG!pC#~KC2agJ6-JYxB^|<`=YJT;Xk+(Nwt(nYMw^eXu(t|e_
z^E}zK_1t5w7<t}Xxp`9ItXrYNea{zaeR%p)iu0w%gIOi+7GG9wU@$$s+UDlIyk$14
z3SY*2IaPdV*LPR@=cfHeyhoCDWqh^VnS15=HkmKaFKx*UHsaHC>iKwlZ?2<Mo7~>l
zJ57%5%v+~2@$D)j{nN)y_i9bD<xM`puD0jb?bhh%WX?9}SywkEY+89-a#fz~ik`=!
zrzNfD1WviOw|{w!twyR(b@)XwEjd$`@MHVru6S9kw0IdG`m+2~61#1~dM{p+x#zEJ
zT9Y(aWn0FZr<V^ev^baDw&$Ygj6ZvQtB$suR*-xjed*=L6MMKWg-rHbR_h$NV$J!9
zrLxSHhw4n9ZvSQ3GmYW*$FAQ|{~5fsmOouDcje2&&xNmJ-hHh4`l90NreAsC8$Z=t
z`yJW9Qrz`CZ|w))s&~s%H#z_K9MkiGN4_v>#o9}D#o`Tx{=R&iil)2sKW#Yh()UwC
z@=>4WiCtZtDm8mn7X9h>+CJl_hUH6VdzFb10%u#}53P~zGbpOMZW4R%*~F}))hF$~
zTdvc4d0IGnyOG#=i*-Q{&%OHcSmjY)rHJ9VtQ*f4tja!JlpSXBB*e?9M|8$YLG`62
z+cHFJU(IswDU8~vXYt-o_s&w$+Oq)*_-l&87f)t*w%NJx(yG&zZ|b&Qcyh_sV_(P`
z|5AnLY&$bkPTE{FdD{7WZTd7@?Nh7Go-Vd|HTAjXjSUiFM`JW6MqXsz6Ylu*<MAKi
zx%O4+8@+T7oH!8ke5u5@)ti*lCO)=cpL50E`OJDZ-)&h@^3x^X2Htf(`FQ<n@5~(u
z$z6LjtodI?tlaCDu{-0ORffTGrJcv(s;}p2SiGI}G_SyTOZl=TOJ*6(y6&_mA$@(+
z_3eQ>(q*%HH@&m4_j={z#xL<gJHk~t$}>KDF6%l`kMn`yX$gFW5uIxM3zyD%FyXo7
zqt27E#<>D9r{^?A6uWVrjp_N>XB;l2*ynC)=yzPHdvcY`Vm>XVC0%#2i=r7q(ir$`
zSG&wFcCVQ8(RuRQ=xc>fn%uqoH_JTRp1by&`~0XSZ?AM*nLKru^sUOjFWA4X+p$gL
zuf;ksp;NE2*QY;_kJ_qoaZS3)&E^vS!pmzDPJb4@yfyot(Kpkn!ucu*VH+o1xa)g2
za)My%y0Z7|OUur)%M>0hHWxd?Ex$JB$?mz6R{Sirm@aemcZ%vUjSA^H!|OKJU6<eH
zeQdioOJ&Rcq}tV<H(%wu=9y_)J_%X3fVnxUx@^U_HPtgi8P}x-$99HJx~nMi<jeD}
z8w`zKzN~YT-tm3bOXb-WkC#7<>(RS*&F-{T+@-TM6aAi6yqxtY@A7j6=GZTLzP*fD
zdq-u?uUV?wo?lN2Np$=iojl<{%w_JcYm@oem!_R)w<%rKcKqp$S*vHhO7}X>@@>_{
zQ=Uq53)b)%o=w+#`(W1g>cvf>@m6=PCC^&-@kv;dp2Jb!r=QrgEi-DFR#!-Dy!|fm
zXxX=Ivz24|3Vk<j4NHh9U$?|<6|bn)Qjvb6V&5C5BMzKRi(%ZpHrwL>-@dKq@0?pQ
zG0x|9wOnm@-Em_(quSN8XaCsoI##DeaMtr@3f~vaeZRA*EX>%=od3$NYll1>M5k}p
zjXE{+z#rD~Z(97pNtSm0h0$j3{4Lj&3O1~LU1FW}bKNXky|P7F)^oU)oYSywSd}~P
z>vSV``)!+}`f_B#dW3j#)%PZ9e_JW~ufXv^xUZ(lwPmli{+g>8d}+1BjBn4j2J?zN
zJnQCg@O|9ssF-`EvD+<gE`Gc;aTlNCx>FIyth%13b+o;VOAWal<|e#u(Ra&8MjrQt
zs|79D<)4I}RJ2groXTSK;IU}$oG5F>UO!FQ&?zl4VN;r$Bg2vv%=5mka<mkE@m|C{
za^H4K>!Yt~Ur$d8`8ezCdr=3Ab#kt`M+#@n)_dF<dTz37$BidpU2ZYYCBLr<RAfop
z<y{g}pgk+l@0)GK+Y%>5iI;&k>7O5Mv)ND__*3QCX8+I?n#;~GEw@~qbvs1<u-w)n
zk0vG$(W%N4?v$@v@oKx(W7m`M)14ljzEEP<wo5znC$s5M-k;yjM_u1GbG!c5jK$e6
z$`c>Tr7nC`;32_RxjOHry#Ldfxm%C1c|QNVR=B`lA-U`6iZ`_)uboW(@~Y<fi`KYL
zm0!3fVs<fK_OgZ)K5bFuM}||UtTvaO;Vh`OWns^fna4%zG&VJxnor%5E^_Bh(atzs
z(R{nY%daEY&KI6DjCF9!V~zGsf2=H1vM$oMI8Vaj_qq4ZUD-nZOT(mmdY&^Y?Nzca
zJpMS^Flu4koa9eSe#X7{n)Pt1%iib7XA>^g#XP>Y#cih4e+GW0y)w}&<O@ny1v~9s
zt(RS?%#o<f{qnQTx@Skl3vaPUJ;-|)aPR9|s}=|MdD$o59X~tyb)e<Z#V3zl^1Aja
z@%GWr^H`%M$xNPLyXx+ynnzo?`m?;=sq<>-c|7V}ZksiI`qmBF>!;{dJ=)~sJlS*k
z#w#z6ai2M+ef`=Z?c*|G-7C&zF)jb|E3E8#QF2<(rJXOmPaIgi)cDe@q<=Hl>Sdl>
z_N2B?%i;K(;HwVjug{vGu-fC?r_{RQ_ujjfX?ylr7l%xrd6VO0M4n&Pq4Y1WeM4Rc
z_uUEmU@bD^kJQT?&I8AaV@}PPSF62jtD=MQ_NZ68Jg#1w<a2-SiI~Ee&xTKC&C2}T
zpLH&?>SN5yICoQ%B^OKC&lp)<TT+uOu_hv7;>)Ai$8TJlvohkBS9n*H6o=oNs;g}>
zX)E6yGrYdl;MDDc!Y_;6zFFN<p1vyH_{6Lb+3KsFdW`3^S)V2xmpy73@t`UD<=ly%
z%`RLKH)1`Z)>x^(lKuMD(4KWx&t^p#c>MZTs#kPj>Q#%`f$?_)uQ%SC@%f}$xtunu
z-o<Ekk(=+X^f0lD^1WZUTszt<CjE5PqgiK`@G*RoUCrZBmppH|Y2dn)g9l&wPrb3d
zeDArI$N66Cp7v>Ls!W&|b;9A5b%@IQ>>1nEMYsB0;`sC0%|L`F`N}o!JE9V=Uxx0x
zQBZj_vuus3tl!Cdh9?yYL*gPn+&3-kuR1RCG1T?;<H^33Qbi`cvpY|VJ@2zv^Q^G{
zleYD_bMLB(G>r1t<)?c|O{x~xjubZ5<ClCkPwj@0*6b4HUzd^<=3MJs>(P_<K6{pK
zfmhF^_b>d4vSs9|J_l7c2yglNe%9=)jCa3g8F`$tI2-6aouy~;uMoDd^YK}Y{c2k_
z)%L{bJ}bMGxA3Xw^$+U{E}0rk(!6`Pbp2GDH!@vce7QqUe!BDd)=upU#r?(4KmJI2
zd~Q)~^&W#0Ps-NChi#4C9o8>zp1;;{QM}H^j@v6<WN*z*ebRX1+xkg`Q>FIKvWYTP
zWt(rd-A?z4ScIM=$1%>cMlrKXzN`=bxNQ=HIEO|4-o{IN<|)WssZ;*6e);0)S?rg?
z0#|z(?_W7luI6IDSMBY$%<D~!1o-`<&Rr?qSt)TeSMr{xTqwuCzuGg`s<|_7bvS!_
zYpDLL-Wv}-$2EEUO08urJC_+SYstC2maDn`zS<>Kv@P!bt?6f!_okaHD1Phnc}n@p
z%wA{Tz<W2c`MDX6Twne2*C8*46X#fK4&;5C9KPmjrsCv+<e1Bg&&+G@?K=JPito`+
z`_KH&Ivtey>gvmDQnThRFTb|W{^B2($+=+`_UHCyoew&A!bT>%IiCAT%~G%6<@)~0
zFL$haI3d@<^1SGyI^z$r>lSkRGUZN4`JkP4I*>ij|N6bXLYF?unoXYdIZ<m$`nx;V
zxx3eUmG`XKEk9SPuiI|U5sw)Mj}{f*dz+KC-*u1o!)V*6TRvLt%9r-r)r3FX>+Uu8
z>cnk*y?xp*Kit?6Iw`0u{bu0N>Z~gJ%DleXbq8g$giH4Pxq86%$$|%0m8&(+R{v)R
z|7={bE>`E<*Y|E7cOx&|>yLW0=cMO3Up<xN`%Cks1l@#=cz&^R+iUqp`*nZg(<N7B
zkNb4}SgSDg^?Uw?ZGPL0(pTo6mVJHt%+KWJ6<_xD^BYX{42oOv>+z$Mr8XuvWb3{D
zR9(x9xO2krm~Y*QKc3C!E-AGn>lFUH{`}hN538fIHz{u|*D+#{b>FzY?}R$XxuR+9
z*Aq3bPK#M6zIx*)&NTI|{+yY=m+gJ^{$TjDAdz`&Zs(n}ZGO}qmRYg>LfuZM{|tg>
zZMKU`7rQP#*1G4MBUe`a2EV(#)o1s&cLbFE3U}vk-}!sXJhM4|sSUI5xt~3~*r%#%
z$1ItfPyO?c?VByd!94LNU*^Xb3E%!|&x`EdH_=*o+U0F)=i44$V4eKbbhCVW#8>Bd
zC+Ec)|D<kpd&couu8U08vfW~}xOvg8m=D&zd>MB{MeiP8F6Owix+;7%ucqVgJ+<12
zChOS5zpRs*`s(EGGcViZ=Ey!;TYUWO7m<lqa&J$vJifMe>I43k*?DW<FP&uG-(+|t
zd`f-#nvB})*Zhp}@zF0exu+d?IdAHDosb7}Cs*awe9L;}ddTqF@5L{yU$(Aobj@Lj
z<G-{|eA0ne|FrmirV2fo@AWJBNYzZKoMxL1HowAWRb*XoJF6KNZF<lve8sYpi|*RU
zy06N2exY&e9CwP~1J(eJ@1mcs_pMLgzx$K2P09MKEBdW_SDt**$6E7vWftG|Y@O`S
z%wLy>tw}X4vDu_GYpUC}DCOA~|42wZP1z|Cs_@|Y+Pm?$Zn-{nXl`sgnsoS)zh$A0
zv)$sJYbAXuMP=#sb2DD=of74C>G}HbSp|Ri+=J$Qsx+SW^+c?<fplt+@zH9TunW@}
z4<4`2da?Y&(zQ?bB`4hd_1Wv={oqy0xY;%0`~p62e0)!Q$E_5<1JCx}65=XdZ?x^h
z@67GK(=2R@W1sH+z+gHza^-QiEp}qtgqCVus=0Hq+UV_*)V1gQvp#Iw&ROxg@%q|Y
zb}i%E`>c7cpT4KDd%pjkNH(uIX**t6dv2@si&*wh_lxz3nTt;_H(#6hFwBy9&a<7p
z`mvk#^uKSddvHCW{X*B*xNRH1T+zC`Qdad<Z?@6$C(5Q*B4bWxmi0=Un)O6?>Yg)w
zzE!2Y)11VQXI*slG80)Waqrf=yUSibakDvHQ1PTO_Ds2y>ZR6<1Ie%Bd>I0z`W-z!
zp73+L{pV%1<<aU*KaE>GmoLtoyKd!!*WRsX9Ao6NkC)1`Ml}_)alG$(cR6g&7G|MT
z_vEv=j*p@}KWskU{JQJul;zbHi!bz+=U2x3OnQHal~Lo2-PXe~8Q(V;s&a~c=RG$)
zwQT94DMiMhGbKO$^>&>lR5ZJ->Ty@yF}<_eF?l9wTgvL(PhP(1tS`jGzqI&L2DhS;
znf>3YUqYYG32|f`tIh8IEkEgKyUdrB1>0Ud3pyODa^HNFP2(Ty6^&EXcD{VO)q>C9
z{?yv;hpW5U+`1m{O!D)Mx>jSHZK=z>PI~#$;^O18%evd*ot9qCGx}sFJ?VEqPr~Zt
z&uc!f_F&{$KI>Q9??ac4EjR45Dmz=b_I{hhB%8@+OEqs@n|dy4W@<)_X-cKbtSLN3
z;j>OucdMVb_@ljd*N4rYJ8sm89*M2Udu3)3-266n;;h#Tn-4#Fu+_`s=+375EGyUL
zE;ls1ecbewn3bKQr<*OWcj?2^$rCu)wzozsU!BW;quS&4M74r%QC~LB5j*kaY?bY_
z9qSH1JAdW+%)1#*N)c%rCh8^C8TVbiw(4TF{hkMFr$*VF-9Pawk9nbmq~*#deU{?e
zO+TMqwzgFK-pQj?u5Fw5)+Ks*dZ+czpKIy3_iXiAHAzdR9k17l9#pLkUv#uoy7}7L
zL<u=fjU_3|S-;h#_qp?a;gLwcw^!f&`qTEjM^#C4i*qL)_j;z*%;O>P(q-jJ*Uu^!
zd!qtoU))mby!3UUPgglZ#k#v*CuXwkv)Hu1;ttOo=D5pCvX4Bl{_=Qj&D|VT4|9z-
z#h!jfoBP^Vxm|Yq`KB;Tf340}Znw4&-Z_tzmpbPc%dFBm={%?T*OklbE_<w~UiYDD
zzHG(%hey6$vYGaJs-?2%=Rdzv@9x=eB;Z=NEY~wx<4^N((}!`IA9g95TvRBrt#z#x
zwTYQh68>}ER?FY6nXbihnh$NW92Tj+T2SO4^~>0EAM2^-Z86FB_GL(wc$)qAkx(hC
zeWj#(x`fIn?Rl%0M@L)FtM&4lGTGnzO{sa2iFx176Y8H<9(&aCd4ln!wegXXe`Zd$
z{HJwGz){9|-YO&Q(^G_AuDlpzb51v7-gAD<a^@>x*6(=F=84}fIN@G@Y4g_@4L4cC
zDEDZUHK`geQ%-d`G86`RX7hA~tj|BU;nKs19{E#SlV?mmxY}!xrM}7cblvg=M{a5#
ze75J_d+&K-_L>Ue7q}c{uB^}GIemg9X_s>3@kh2&7O%Ek@(-z5v*Pw_rBx^D@|V`K
zud1k(5;I(JerrYP(<vYJNqRin%MsSIYrebN8m%So_VRr`RJDJi`LyRx-^RPIJNe)s
zL!1248c&&C;WkMYIqjG6T(3O~xmKH>VURdmx@D=n@$<qTd0wjuqwJ1rKGNson6qo;
zts?iO6@Sn6StsAy_hiyN?HN2dM*M4QzOT=ibWnR8n{~Lnb#s_u?;X8)D}Mg-H@nl5
zF1kN)?MX>_^9Nbpr;RuC6u*xvE#|ps_=>mesN15=8E=<Lm5T1HeR}0r+UcmR^AvZq
z+D*N1yimHq@x=Ox3RmTf7}tF}eMHac;m5wK2g4aI?};{8`&Mz;y4w-I_*^{M3eOgA
z-(|Y@NJT2!iW{%BmDW8zTV{B!zpvf&`O=^{eW78CHm9Hab-tO;+jY+4rIp4n!aenl
z#eMzW9ewQeWz#wT<eCEityVXEdExjuE6=;KT&q^@Yd>{uny^MlU{9&(h4`%f$t}m0
zKV#av@3U*yHT7FNY_2!GvU0g}eonf|m-S8-GyJ@sCoP$@-}HozY5A>`!agnWk5XG&
z7>{L1|JGF4#=U*kv$ZDQ?(bO7JSRLR+0E~p<*Zqke$QLK{7&>6p%V_@*8ce8a^YMr
z&klx<ae}qQ3f3VH!d#5b@ICTlO}8<cGW&UorDw)=d(V=3;oI>y7sZI)?Mb<={-~Ez
zq34eKiF~gg&ko1$>U!vrH}C70eRCfxRxkfMDTteK>euyV+k}?bKB<m~saIWjHN5*(
z#hTxzx68iPaxc1ZQbP1*oTuQ-;|$mBO|lBN^l4X_%1+97w0^DIwYz%h-JVM&Lse?E
zCg1jyt~up?ZEv>c-px(C>+JHLZQdG~UC?u~=iA%ZuGPEVh`c;_?A;>&jn5lWszS@S
zJS0~Kx&36|V>}xA>0I_s)5I0`SI&E$X|d+!+}jF;(Z-50{86X0C&w1tDDstPv*dWR
z*gH*q{;6#T(kz&^ByE3xZ&%nYne%QTP4^RCckS<aH1Aa5Sr^aeB3ITq8fq<Gn||WC
zy3Cb-&igo5+eIz-Dq?0mBQB)><O8{^Ee-s~wxv$lR(Sbk%$qfyHrMhCoEUbuFO5*>
zX}rAFWy#~^qKS@$4H=n>eufwAD4w|e(h{>x`~0%L6il_bx^YKy-;~K4CY2l3OyZPW
z9dJ1ONJ8lXs}&DQSNX>to_e>#Lx%5aY`?`(MfJ(|TKJx|y~~(4O|GLj+<cWLZ|K}Z
z`d+7!&Q+}TdvW?nbn=dWrox6SeObA!2AYj*o+eXT>_jY1+WLAc>lN6~b)G-{La3#z
zqx!wx_`)Tptv~V0BrW1$w|&K2D*2#vWvG#PQ1lyd?ac)@ZDy@M9}~9AA=;+UQ$@R{
zYqLwyrsw5e!j{Ziqh^+y%eVRp<ytD6oSFB;QNG+yE90?FRmtisN1M<q0gMM8Ej5!8
zkt~?^)$=;{tP69e@Ks%tx!k*?>cW$W-cuHv9GH_dtMUF;w~Z$Ka|)whiG~zjnzmNx
z!ihu<<Gw8S9f#%!hb)^p<3Y%V1Ad%~XY%_URoI#2x%%X!%ug<hmiexjx$3Tv%8pQl
zzO5a>#ay#8BQ~x|{nqTMwC1#H2v7Nn(@C5ETvK0bTXeQ7W5vs&$M&Z~9{U>w*uJ`~
z_<-y3_73JbMVb?{XK@|U_@K>{6uUVp$ULs<s*u6*YYXo$$llnmV0kpg^;D4P$+y7_
z2Lx|T&gE!qyLdF#p}=lx!2H>wbw+0Mw4!r3rp)=ex<{H>dDe>XXQH{AZiqzQsPz{7
zu()sPbge(fyRJS+UM|{hGS@GY?^gupfmIPFZGunBgluSRejP3tv19co`9yD_w>h)s
z)Sg<qgQ;Rw?j1pyBSKf*6hBW6KX7-}Dq)sO)w9f(&OL6ga5bY}C2hI-6QxxvEKMwh
zZoSDpbVH%<*t&a64i?|nY_(wStJQi~d$OzLhRV%(jLRQ)l~ol6_f>~%+;VZY2Fvfz
zFq>=5dc~njocj;8COma5QLk8A8g%%>8l9<mTNh25z<;T&yLa-7khx})L!9N>wxs@C
zZNPli`i17w3)Kr38cz(){h65@KchBF`r^!pZ?%RYQO6r2rDh(Qe{B02aj}lt)!d=>
zyYrXUJT5<CAAGMT{_48Qm^+itS*|cX{&nROdBd}gM{8BYIzF!1DlE#Z8zH%D!?~=j
zJGpe$Z|V6J+G1;)r6VP-(6#r(W?N;?-CB0vtG-KnKe)EyPWr8VWgCuZUwot2<#xhf
z;%v=1bDm}IuYCQmb&lUFPnNkq*VRRwHk7H=+H^;>u=!}77TaXY*KtAZn>W6&TDke0
z{@boe)z|IX*=K#RO*G)YytMLnfxqaxhfmKk_iYh3Yn#!f&a~2V`NosX_d3+9_paW!
zE#Z{*%56QDUKF@pY%9`QKcV>2UO#Ww={BFco<G@`lEm>R^Vq8WGliDymU&aQs_<y+
zZ;9hFb)w5AvOeFN;VxGkenzk<Y?tNHEp>mh7jD_AlB<1v)}6k~3WZVMuANbdvpAb-
zbyB@JK5duL+N}%u*bMlzw`|*Hm!Q1P@~Drl)2StV+8Z}+@7&zKwla8iS-ynsnF{4s
z(i@Lvag=RP{<79=OI)>l)TOQ4Z8_e?Y?^!V%FgxIgN`mqJaETy?X}(lR@eNj7lmCf
zu8EesJeS>j?%0QATXr@-ox{^-6`Iy9q#$c}w&XpBGDB_Ff}Z@Bw`Q#@$$azXyO^pp
z*OO;!PxCQ+IUbd@TwQi`>4nPd<5_37uDmFAb<G)*Zp%k2H)-6x-@mj(qa}rFy-H%g
z?CZIwPu#QGo0IU<($vkni19(vt{smae4H5iw1cVQl}7MwXLn!Qi6=RV{AD%og+Grq
z31sm1%hr48b;2t2^CD%xqZW@(T8fq&VH7#xs5|fKn$r^xywF;gtd;dtcE0|X6{?M8
zlh0<k3(uKTc+{%m)WV;YN3~z1Jx-p<VX-nqCUj}fB=@b+-bvx2nPw_mjX58i`o*r>
z_k3xdH+$BpNq47jwKj>H%fsGTR4=tVKhN!Q;E5iI=W9!@HArke8v4aBx+Tcy>z}NL
zErur~POSME*!YC&>IR<U^N#m@ag{pdcTz26*3Fs)9&e9^H$HJP>zfmvbAee>r8wsO
zw9r1S5}%rR?>2dCI({ZpXR)nom`B;JC*^;&0)9KNFZGF55Im=~wlH_|&P|Dmg>P@|
zc)cKS#@qL?dxVr-tYu2pNH1aS^Ej3nc_%AcC1mT*D{_aoMpR7mv%XTeC9v$#(#$0N
zsiuB^d+y8+)=)ckOzZj0OQE;J=ZZ8O3F2MQyJO|XC8=T)PsF}_D{t$XV7o)NE$XZL
zrzbs4Y_0{{wOD!>USwyy^0|~>+_CF&m_vo++qlxwq>CFRUdA2QOno~sX6mKN<&D>N
zEqHt7>739l>9c11-ML~?LHoqpOUt#FpWxS?6DE6i5u3tF(Oa`@ZU#@=B@}so#);e4
z`;YCeu8rATbEj7ObSRUZRoERqcFVKrs=OBqpLf|l_S@UCLC53Y)|UlYVO?|niGB{<
z`aSuW?dx3q^XcoYmQ>E%RJ<uy?yKHbDV~D5rd7QWCw_3o6)r#h%xIdj=&N0|dsjYb
zytQ+#wXDF@H|wJP4I6$ke19Jneva8LKHlrKKx7M}b(zUEE`NqF|0}Oc!usBvXv?19
za8lw;c9CU_T)<y<uQeNeq8r?o@6C2)>DiIQuGF%~yKBdjT@4Qm4}M=eW0u%I{iQ)t
zIk}T(P0fvDGb+%!wB7Nj`_8pHLy~R2EN^r2%N99Q>z65dw?f_KO5E>-I~Tp#sG**D
z;+@u;V1dQ`=jP_O<;aAsUZZ6Z|JwJ6$V91)rN<l=pJwQpr?s&s{e6hD!o>OKHfLDA
zzp&@x;|bbc0!Io8vbHGvtj#);vbv{-YpGaNRbI})oHv!pQU4iIZtb!2zqFb4O4c5k
zSuXqZj<6lyo33%xc3t9oTkm6$;S9pz$z7i8y65+MwF+$Ge1321;>VH?s;(R}dy##1
z;gpgO5r3`<XFm0d5R<!l=~%F-A&cBj(U^@%p|a-!6Pj6gZ+=mlv2jNdTlU6JZ*LYA
zEWdJ9=;PuC8yLQ?cp83J{LI`lVw;NUl6WKgZU!WjnqJn)RQTyHa%5vt;f}9s=i2U?
zcxIQVuA<^kONq4?y7*<Yl|1eVPrS9J^2v(xQ8l}AH%{LB?p&kt9meBXo1|Q2zI<Ji
zU43wl)C(bp+Ji@PrA^XqXuUglPHO7|g$Zk~Uz@Y-#N*5RiajpunoxLY{Zw7g-KIQ-
zpC_L6nYcoNC28Z69Y5LLT@8r+&QoN4@toS+-cA)mg9FRDPt5oxA9c>W^-A8!B}atx
z7k*n9Icf42lRsZ&F3-y8GmM$N<f7%zO<QUgXFU1n_igW?x0yRHch=uJTJY=a>*K;T
ze^;HE-kcv-d9+e(|B9(@C;w(oTXJ<?+lTI48P%`<8D<(Y-F<bm_1L8y7SHxfdmiY&
z#oYGwl1=;W7%kiL<?g#`EzM)cFNSTOc&gcgZF{16!NIc?Z(C0nHeX*`72108@w}<G
zIg4esDm~t8%f|k4)~lq_TiO$vTqhQ>ajc!OF8SpgsW(lVETYm@PM)>WX729`X9_%4
z9ZNisb$i<DVr!$xes`_P*G5M-MWlRL^JvvwEsev<eS5R5O`pX*&q$4tzcj&vzb;$9
zQoHeGp!S5~%d@KP3KlQ#k@@oa-m=N9Yg~8Po{bg~Vpo@&8Wl0|biu+6?q2)1da#tQ
zEAqIr&GGrA_0ir+4@^zk@)j_QvK(N0d6X&ivB)NaioY*Smo;>l>lv{+rK@)>ifMiy
zI<xQ1vqkSWmg%0Ws=j8jzH6tkP{Xe<naK$g>ZaxwP0tojp1HT`^0GSP$dyXJ9!(2B
zHHlyL#inhKHtjqex37qQ;d-4b7d{on%`89pb-mS<?{D&qukB1ZyI3~x*>rQytqpN?
zQxDzE(p%EAeaBi`FL!s9va^Mk?PoT*X+0KQ_UziGtfSJiFWtOl7?->9{(jrv;pxRj
zu5-S;ytZe5&@^*($@j5SF73MTY|8xNGhfxqlh0XQXE!n{p7kc*W#$37ttWk!2v3e{
z$?1zNy>hhZ(1H`Mqj=b?YO`%GRE7KGow<|rJ!9P^senJfFGsSvHqN@MlA2n3)-?C7
zubz>=sjJ1a^=0QJSC++cOzKKD`xw~wQ#7Y!*$zpI2O+CB1chyFW4zqMwM9UFt;6aa
zpDNZ`T&#G$OxwkObNFs$F88RSGww3~8NRN%oXkFJ)or#+PopcrFI<j1o3U_H;cL$w
z$vsyhbH1+ZN?a4STU@$8Hf!}pk(qhNO%Byt`I+gxSo>_-Bf}q8cRUF)?73QYJSN1F
znXP5QoU2zSUOB8%@zilGzo9{aebkf1HQ#NsBPAxz`L^WRl3ks9Ba<@O_*heHcDyl+
z(pk{Ac-HZ$Y*in-GH-USTM_%}=5tXi?f(qiGGUS@)Y+DYO;=~z?imv_uRUC*cS}>T
zpAN^L>^YyKGfqC6mB+6jC9(cV{u@b|E0651p40in7**)uVOt&YqJ3fFId<iR$3>&7
zo`jq`F6ueeFSA%_mz36t>RJt*X61!zCM`*SzH*A?vC1X4HcZaUI%`t$_2BBR8!`#k
zif*59jrBeJRN-T=q_o9y*#kQmdJ23QPo7|Z*_E8!V6WBF(_|G`dgH8{_DW@AvFD#w
zvaEhp9NLi6=lNIjDI>$PRlhQP78gECp2r)o<IdrwJ{QdsYO`c}`<8X<Et@bW`No+W
z4!=UviuSTQpUvE1dGdwU<`p*8f%(RoA>Su&eJ6N_hu`PY$*rH<?4=eZCi;gR4cg)5
zePPAZ=`RB|H%a#uMyY7N44r54<@nyHGJ{z;$0qO@WG$4)xi)2E`O%aoDOZ;{d7qgX
z(f4m_hP^VwRRQ-Op;POcmqz=Yi1kj~V0A%SZQ%jiS03k#&&#foJuAC*r`c7ltj#X&
zma8iti%MFun`TANIO(zENZ;O-yAO&yVmu$U%rp41($+9l+wU@7D{a0md+PZ<G;-Io
zS!=w0U-p=n5_R|Fvo$)+U1t=2U1n7Hy3D)xP5$bHuPY~>s}yaRB;aqkmSc%Z$Zp=u
z-KNH~HqB(ewNhDbYp%*U%a!|+ePhq6=2z|7RM>MZBZv9;W3N8Tzgl@`9<!d^cyY-a
zD}JvXo8}+dxi!i9T1$}>Z%l6Sn(Z?;UfcEBdYi0Yc4NbrXS=FP?-<8S6}t9J=#PKa
zrLO`r-dSB=|MJ(21D3}s*H3#e&*OtpRd{~pYK{Xe*PG*d@3rX(WtY^3O+R&tQEAh=
z1(D)fMcIcHuicsW`Fe5s8lgS=vYSFurmc8dcI{=)j?OEetkPCKX^x$cu`Yz6(td7w
zOy;^(9+C{<^Mjf<mszU%-h1)f=6uxosqM+ZG0JY1uOrs0$5nh;Z{}I1ymXE7hJ%)m
zRtZji?REb6R;9_4W2TzjIl1@v3_o6_10FVivm=#tzpOlxtUP~d;kLIsZMGX7iFkW^
zZ+ypNxhc=$Dwj<=ns9%nme$j+GnyP$O*-dccWmY6hr3FbZBSpSeycC~JFnOwNzeD8
z^Hr`KQsQ{D^wU4*z|*U>4D*Xkx652D<MCMQD42I_;sUJ#tEySc=621s<ZGzeTlMYh
z>Y9nO)-ZC}W-bey95QeAjFm;IWnS)To0s)GC^KEKT%r1sj12R=T?@82R=?S95T<rE
z)2&CM>e`&br-hf+tcg6%v}@`m^{F>nmOa?-9P!DmD0|h-<9=7CD<yne$JKkk(AQdd
zc7~^@@06ahbz2UZ)n>D$D)wnv#!ePmc1bp~<e~@1*Y&j*zRrEIxZrHf-TUjSUhCwk
z^oBG?InVYsUd|b}RO-~Z*BifwO<buNdhpBpxYNt;u5Pfte(;ulM<f?pPWYu=dYk%I
zIbRP+)p)5^H@Ep%@JiA2^c&w^?-0B&C%p5u*y_(8<L2czHe0SYys9^4Qt`bF>n?Ad
z`Gs?(!_V{44NtDmI%BY;uJrY;-OS3rpY1vJPABEjuFS0`H$Hl#{O+`K=ZxY|(Y{)3
zuh8Fj3L{!K{7L_~uIkL6{|sVx<c@vGo%c1pI+VjGM1F0I^1TgRQ`Z%^&s>t~6|H`2
zqe@WJu1bYJmTSH@%Vt-cTrF$3RDE5WnnBi=l#l&Uol{aiXgx7(?#uQ#Yraa&bM<QJ
z0+|&jEWfYra^pPyJal4Ve^#-~wX<(hCd;HT?@jl(dH%wcph^BazpOeFefh&$>0FVg
zx)Wnph8bVq>a}tA9LBHf*2!9a)2q79)bixsahuGur<3ROv8g0)%{%<Ppg2nD=#>8q
z^EBHSq<gNH2z$!Ay82Izjc8mHw`idThw`=cize}E#O?Xd5EW{wwP@Fkr99PzCsrE?
zIecIKmZ7W9ul?nvJv(D#KBRLS3*{7P&zf80FM84coyVh%De=?Srn7yqd@_5JmP6UR
z+UzLLs;YXcL%LfoZF$AVANBR6tzcoE*v>86-7WrRs!Z9QH?>8Tec{Wn?GqdqEvad>
zJmv11VVC?WJM&`$=!VI>J73Q)So`krJk5idX_<b$D(jToXEk~3%bV|YqknneyesyX
zw^!W@@XS-2omNt~lD$7`Lq*`P%Lk9TJayCV-FB_vO^0{l?%M2%^D`R1tcyy2;c5~q
zJL7DzR<C)nxXQAbNw0jGtgl9={rvGV(p>n@ox-EhTMH`Jt?=E_d*#v7l(NPmttA^%
zN>&#bO|brEy6`EJb=aK~Z)bTbPcq9YoOP+|cEV5hsM`_3HlG~d25n-nU9EXF%<|rC
ziQ;`%60*;I<vzp2?)7E%l~XC{4aISR)xtstN>(pgtTywk*=;wOa=n;@>$Qp6A~GMc
z&rK5J{T03-^W^WXvPY}ePj!_~of`UN((W>=0M0ePXE@i1URsl)V7X$_{WEn_j|K(i
zX4T4BZGCCCTxXh2fuYZ2U*@e<C1nl_m8-Uk9hRFn<*uuARt?W|<0?7h>a-O_^;3)6
zM8B+ezcL{qd1+y)+ncmirFzqL$!wa{JIPt0f5lqWmh_39A{9A3v#uU^-1T5;_$TX^
z*Jdxf<gt+>#MR=J$FkF!C*S((ekzQ(?89I)f0>5gTbXmdu_AhTebMvmqYkI(`0A{Q
zJipX^%bY8rVK+WMd3xq1^B2)pqn>M@^<0zB^q&8+uBxc!$j-&K21T~oVR{jK*{0&p
zn15c|V>qYl%f&TXw{A(jVwBZhyuD>h+|=`{3=<n;-_7SVocQx{SJw07xtBZ+PZMIa
zSYzG8nr9up=qx+iPV3uA;rBL$7hRRv)LnHyxZBg{{*$n#5AI)9wTba*Cs}aDJlpk<
z*Y}}#>cW*t$5o5!rmp)i_rQZ+*HpYh+w-zl^=?<NeSM)d<hp+HR>!5ULIs+SzYg$B
z@qGIuJXVI8;c;`g>jIS~!{aYsNBFM(W^vbg^Xa@bhZO!~Pn^d*@o2T^*X`=hj@N{<
zmdi;mkK1}$ukWe$QCpwehCTXTFKgC>iEtcjEj?JS?&q-dZPeDAUU~PHD;Bc7X}+~{
zrEa*TZT7{qj<;uvCc6|BSzUE2Py2XvdGef_Z7-ufFi(8>`gK61yMkcUMXkp3FQZqO
z)r!elx+*<7R!|(at-&fdbQ62kmd;69F+%AsNegX#o;MdL^lhE0I^*Qy59^+v$h$h-
zM1^nalAM`ugC|WXvAEX4*HGW85-2nIT(*}h!~C^ME0<eMbMwoZo%doZH^UBDtFTG?
ztix&wzps@^snu=^%6raRlQSpku2ewEhF{_3NekwmHa&EkulDuMjY(^4KL%&3)SUG?
zKi7Db>w#m2f#=E^e-;NDvM)_JuNQ9lL~iG^$x(YHuUeg+9(O!*X{54C?0&6_voto}
z?t1j5w05J&IeV|$T}3}t{%Ug`o%K-ra<0ZKMsfA|OQQmN(l!frTFPxLnB08Qa*a&?
z(&g$43ztYJn|7+~nO_rf$xER0y!~_2vv<z9TQaMESeaex`)cVa=d#;V_r5-tFRbv%
zZt6{w#?9xnXY97PV`L>07Ifpo>Vp=mH_vaGaJcKT?dP*8Za0gJk7kyyRkkmc2@(4x
zvNZ1JnxAa!5~6iJ2~R#p1{vy999UVLJ6G6MjahAW^Ox0%70U$Qh9-AKzi6Albj8&#
z^GWcb$^Cv=m&~IDa*t(&I@I=h81`4qtX~^cW_hXRKZB96oMC{G!CKknmu7@CM`fM&
z&6wyL-d`V8#vng8n%hVFY`$o+x)MvAYrf)5fv>9!-Hb1UZhzUgW2xFV%T?!mwR1u<
z`QH0ib%?6}`RrS28d<(NZIxl|xi!XDGjd(n6{K$T?l{i=I$~m<){md=QM)VWZFzN5
z%E?EL-;|~I<kx?t4jaC{^}XXRyRtND&bso=HY_Kv|LIz<^6t))tEu(V_j+!B`uugg
z%cG;!>zcaPNaf#hw9V#A-rDQ1zVT?@!lh^SzBgVl$>D}g$tqsO<FZ+{4;bGDyqDg5
zA+RiJ-|XqGhZ*W-tZZ3Tcsy&3fLvii=8^;ftH6@5yS@=mkGUsbTFbeip6}}Up9}Pi
ze{?1LfBKLmmExseoO5cq&97&h<y_Te4YWn>8mP!k6`XAOeQgM<*u{m<p2*Bvt<pa0
zyiSqjO7C}TEp^jMK3j_&X=iz~G;+r(>GMljWJ;GObKm>!`fcv6v{hT4TO7~oH)VYA
z*{O3?Sd{RVGlo|#2R-?+>YN)NZ$R*tdBtIib_?BEzwpA$pDTPG{M$N9-nJ@)_1EP<
z7eC)p(~FyD?Plo}S=jg_+-lQ<d0Pv7kKbGJc&F~&$i0$Z(ppz>3dWd8BzOH1JM_g@
zz|!()jqH+Fx~vBj=E!NkJj)*8;BcP((!OlTw(|UG&yOX&_-(a)v*&kP^WaTgudY5!
zuq#zI{dDzg%e1<h96r$w_FMawb=Cgqt2|n8Pwi66gqaf(ci!#$xsJ!y-S6dY*&SJ1
z?!SAw`S!xkR_o86k2-QymGL_J){;$b0Xxn+6~`s7x~Dkj^MS{rZy(;@vT9A~g)P~y
zH;J6RY`@eg_1Vs2y93YFO}X)2^bSwY^$V+t-c<XoDcx*-w}bh05NF%v$(J_jy*t6h
z@Z?(bogG1j$Ct)$%6a~6rLDAi+FoX5)6Q>~qMKvBY}##W80K)C;o7U7z?O}|Irpk3
zzxET4ko&PFS*G_Gzt>jT-Ot}$U7?~L727NEH8N45$+fDl{jnyqPSJMJr>B?h+3{%0
zql+o*3MDJ%WNdvO@o1&jQvXf0lb61pxWlP`;<dfyepi|M7Sx%3WScO3+Pl4lN2_~#
zzcetPP}&zR+S)vMv(3(jTC4X(%SS}r|HNn$nw#x%`D=B$XP~EYQ+4>H8?XLosL%Rx
zTG!dyt-|)#_48gmFHgPP%O`Paspeg?Subj=AM>|`n;CnmXhiZ=m8}<$66w0Lew+3;
zHjmu*iW(0D<Cxd|5L2D_q|wOoyy*MHVy|gWr>*(*N4CnMTk~jfxt&P6)5}kSQO%B)
z{~5yLUF_Nf+XDL6TG{H^9&V1CeDun@>i-O3%O-u-tLWX<+I%Yf)_t~;`)c8jC9^&?
zF4M3t+Bf${DubuQgRkr7pVhunk-6-B@v$>64hHlt{x<Q_AMblQk0g#Oe_3DhLw9w?
zu4nT_m)<G-yX<aRO5=&QampVhD!Zln3fLd_WuN?`yyE<#*8z9kj_5s*mpzvK{Da7y
z729^n7A)0Y=~Q^}c<^igUU|MZENY+biN-WZhLk+pZ~6SgzmpyZAAEivzismDe1RW1
z9(D;IKffuApBtxqVc+R`C6QyC>*IN?Ca$`?ZTXD{g<C#W@Of&Vn|FR~|IGgkn?)J^
z-v7@KxBlp|jW4#odhGB1$}nv4<ter7HQ}4??UsvKD5{<@FJ@Mx@>I61Nf+CLEY>^x
zR;m7ATUB-SX=iv(*^*g1E=AALdU48d${VdGRUTm{;<mo@mT|58BJxnGzHD|<Q13SP
zx&Ikbn;4ZBz7Ja4$u6<(@1r0K*{X|~T$0B=9$5Lz_r|hE3-0!*#p=0n+^z`X_xiQ_
z(5~90|GLht5xtPmzkF$h-SUDp1#|SbR>`;NrEI@6cX3W?Tei4#aeT=68Al#I*K}KU
zz0A0@A}Vqk&)@3@zpvZH?I@(qkQ*3Ryr%NaTP5@Ja~fY|N!J!VO)xwwto`fjiS@RY
z!M@S8eL5lP700Ygb+Xp$UcIbw?&7?;uf-mFwdQ_0VP31fqV2n1-~B?B{q>F!pW@vu
zY#Z17RC(6-$JWyGsL7SU!?G4k7WS>V?s*FtjxQ|<xb5cf=jV#l#(<{1oDag6Ox|QS
z|L&!WQIh@{RgFKc1o#%SG#q<Uul4G&!(sU+SK2NYt}cv?)Sni(WpT+bnJd3~HqYJU
zW>oQY(J78ekBsbIChppjw<grX)YXVXzBTEg$n0&)Po{kl(R4i;DR;7b@sVlsN>ZjK
zzP>N|X@6(QiKS(c?6Rw0T9~F;l~1WPJfHR9zQ{Yl_UDW{k1t$rdFt}zm5(31J~bz|
zHuAITu|^Xk$=o@=9!TB4yvNao_vszYUspbDJ-g-hwn=l{YPAFOX0K2bQV2iJQcxUw
zvB*={>gqzfyy(g=w!%)k`<}TbJoufq_t?#I=M&>)bbJ5J)}NX8`?9TZ-0_7!PMLGd
z+}Gx_T(@J#$rn{6#Ul6L+kIX6W$QdY?W9PyJN#ZxOzwJdGTd&SxAltW_Br$R{<@xB
zrJC#SXR3LnyxX_LGJDgT!@BoBt!gdcTrKYVS+K8dQ_4;YOJ>P+W|yp@s+jJ@I^67Y
z(vGb0RVzEUyM2At)0yY^cdnVa^Z8!y*x5eUOx~}3b3J(HBww|cMFtYTOV&uw=ks}S
zp7Rd>zU=l{HV=B9Z_R%xr@d!GzMhk$Rr<<xm3~X|Yilmvmb~H}Us<O<|6cUn+a3oO
zrz(71b#isQQjf>gFPHCTRIQz<BVwlgJU8l?#j^=cj?5PCW48A!S)aV>%5rg4vso|B
zy!_){@;H0W<Grz4KSsH4FJPDLI9mDTgyZwBqf<8=;d)i_Fxk}7Q`_U0&5zYC^9<zf
zIx1hb?@hRKzoIPkKSRLIuS$DFou6Btjnh=<S15nBxhMDP46CUNznz;M*6*pXg@f_D
z&o!Aav!I?WGtMS^Y})W5YhvViW>f!V%lx*jyqi%X{K6`G<(Zwz7EC)|+E_2wIQLZj
z(sJ+UW$&s&B|l3l_NHrUe0A|RT)4TX?$hFoT?y*e6>t4xh5aA%u-9!peK%%B60?A|
zX5Q2DLNdS7I(+vAp8mQ=W=mo3%~u;=h83<qtzB#Xx773c$;r~2V;J`Cl*zN78(w{K
z+vFYpN-wMm-S@<wzkS8rmHHv&%O3g_hN>_gt$es|c6pq3((Qngx3VuUH_xw}Z`pC+
zoY0;!{gZqW6N94f*%)c4tziq=n=Muv;4iv)^Nr6-Ic?A9UHrOfx1*)#8?jwIK?;(u
z<K<p{Kgz*=z3Z#4edryLbeZe@T?d!HS50mT`6+GJn$EsdKUC{ZlU3O|uIm9OzM5Wk
zFOVpVvs!6kdvC7i?iXKemLJ(C^qJW|!)&`s<GnrY-dF36mVLOV7<QiJ`t?%}_im0W
ze&o-7>s6rfs<%^0l=j{deR=Ns{hfEEx~lx^dUh{(752&P^@IbTZ2wJl`{r}%hrR#O
zinWuoq-<YopJCMVXW3pqPv<E$9}X?stGi^Y%l1HZv6L9?&F>GMc<r|<-t20l%;WWY
z;|`qV_^rawXMJ62vVW4e`&Bvjtrz<$4z6pu=iE2-%eA@7f0TV=*whkkAvbl&e+FKi
zWlq;F^C$3SUySI=FR8w8dU4#WDOqm+s^ra-dHS-QEN}Wped&JBkTvbWRO$U(57IB?
zzn!sW!j9uxy{B5fIj8kAPL1o`?Cf1vwu>IHV4v0X*<<tWe%+p5Nh_E5@oPD*Ua8XE
zeEwm;ltq89Rd$9fyVon{x$;NgWHq~X6~3(}BaT)syQlo1abEU|<x@nSZ+IV5`gBbm
z=cC=4A(N^W=jR6nZkhUi;fr6fKW4EeR6bT(fB%+yDPxf3>sg<Cm7cy$zvU-zee;o5
z2Lv41cB?E_t$WT>xlp$*YQ9;vRrXQk)T;0aS!L^9c=dh#c5Ll(-77p!Pg`qVu8c4#
zGSG~0{d79F?}qkCU;B`nE7wjpaXvQ{DVxOnX=}OFwF#$|Mf_(F&_36C<%HR<@V#z+
zg}dsNFNS7%X00m=E1xb{a9nAx(%}dWN8YdN=lOm)@OAm|Ri~sc-|Bq0^YY$(kLNAP
zIBD%3{4Q5LZtH}W#LF_*m+79}cfs-XWzi3P6CdgJn9pnO`Wl@tAjxrCKX2xGrfsZ8
zH&34B8FjCHU#!S%OUZR=zC7Z3%lo~~Z@nI_CExY-!M-+E=@_BxR;?}fW-VN`$v>?!
z_TRkCo?EX=d|May-d$Tzu<QHFT*V1_w!TH%%iPQ!PsqNwG%|Wsy3>k#Yyb35)h}7y
z@WyM_;p$3JKR4}HCv_92Bu*%f@mu)tO72nHdZ~AP>Y=qAxwhNw>N*YXT3`2E9=k`X
zrHJ`}@<+L;tL-Kv=}xFv6TYn^vG3~3RU5Mo=iN(peWbnobNTTDIZ_WFUCR@BF#mOI
z@1>vDRv+^-jM??lWt+d~RE>4frkl-HnpzvzT@U%}u5dk=XZN`~-_}Llx+F1WQr6z1
zkKH)q45M}x<~z&9t~vKCg6YrggGZCBA3VOcWB=RewpT~4zIf*?BT$s>>Xmhy-PYra
znM&TV6$z6)=WJX#rFhosmYl35x33f(VU3b0TgH6ic^9|LbtnJiyog(mHp%Tg>T)E#
zE8BB--_^M~GZ?tC)TE6r-`Vb<C9HX?sB%>Y$LlL!SEMK~ho|^<Je!fypw%q5W&Odk
zw#sR1w(bnueM6bGgW+TJheM*p_g2g>dpxi5W!U2B@|U*eatB@3_vuQuyVw(&rsG%S
zmbGWI(mLxaJ6>d;O*%hgLGhd`I>*;(+nMRzw6)cGY%ZY^6sWr8>yE3IYHKQYJ04hb
zEP?TPS4!47SL+C`yPdK3+>U3>se5bq{%A~>UFK7EQ=2nO-pzC@zH@cLk}Gk6cjp!Q
zPW`t2RMl0tYsTI|Ymc02X1H$j>D1f4?AS-?dF`*mf&?0B7Mo0&duq~+b8UD3a;}?Y
zA)g@e+I2gR=h2KU3rcM@cE91&j+rVNSok)gJSf@bAJbgbW7XeRDH$uC&zilvd)8@Z
zos>Dht{g68C|T>~aiLTuRIG4MgX8M(S`QtU1+`h1cPl-)BEWQZ-j&nW*_B_0-dM4C
z?#`(*=0`0TdY?Ekcz+C|fBf`WGhN)8T0;)R?R}+gudg;^Q_YRDj>eNb)?6xg``)jy
zg6-YbRnij7vktl@xMm;flUBLbr*0pV8F01Ile;17%BG@hw#t6f**lj_^J%;xRGX!+
zGyl+npPOgx=E*s(er;<sm-&u^j0{pcSycOKU#jO6Y`q*Az370ErOk!uGnVe0kobIQ
zMvIHje6Jme-(|w>ZI*1i`gP%6Z%@@C<(+fp1j|d>ZLL*4aPr%lozXgluYI{r-U$it
zT;_Z5!POaTj<yvmp7uOzTj%=4c)IGotqY1)Xn8!AneP?JabnHg7Ea0HOH0$VXKm+h
zXlI@rq8Ht_W9bb+VK1gRVJhn+t{i!8_vN7AxvZZ75k)<X;mR@cYYiDCmou^1ZH?^}
zDKT|QEOO5}GvVvnpZlUyZBLxbo~t%N<M(!zhOdvehRygFTE=_d;M=NAD<z+QSTpZU
z_of{&%Q9RgR|~424tT<pvG<MA<=XRA%E=c#XzqBtRz2tWUa47YcZnTfxZr+vR=e8T
zQjyMQTIN-q=S2%!9S$TbHEypJoN&Wb<3Vr)gXdzK^lQtbC#KD0$e-23R<T0j^Q_5*
zOtbxteJr~(q4d$ZV{^W|51l;gYG-B4uj?vzrXD)^rt0d7+qrTM>=}=C>PGHJj9ufi
zKdt|!TXyqRKF9T9llGSVIq&CnMQG>qPt3C#Tcc{OrkxLt_vlx4+oHg_*{krZL66*4
z{fAMpl5gD4ReV{_WE@yL`KS$leU-1sno_Ac!`K>~%Hvs2))Y3zdKK->KC^0TdaPw;
z(#0JLDf6b@x_O6FDNHt`IIiZDrRn;mr(AmW&PdvGYl5H7%gnpBr={lJ`=%^<@|f{%
zo9hcsKm7f3cG0nd?Af(u&v;+GaQrUv;cI55#5wa<>oOh(*M;YOvwYsO^6}D)sJkK-
zD>@_(+FW)?F>|e&cH!K&7gaJwOp9NJ&k~umQ@ZkBoOaQ@=T~}uUFUhI@^0o$zjL?h
zR3_aJJR!<rn434hw`8No8Ux>q+E$MfqD`wc_WE@mo>^kNHr#gghOJxO8GcoTG2Ire
z;d=E(nx*+@s%4BaU+me73=B29cdXS`+}bZ&v9!;oA$;NLiN~9Yf0V7WEHQn$@5HW^
zJHEb-E_4d%`5dyS=lQMO8oJJ|bH0f7EX`Z))VA8u#VeVm?`xLmD?@K7`CV>Ww={2G
z-XHa3%DQvg*>1Tei}5cPjeH<^uKL=6n7%o|DeSh|dih3k#FIq@-YMVO`ttz$OCJ~M
zUv*RS^F?BBh=eC?@ada(V?|4)<iD+Jlw(SchH!rtygx77E+uc$8zqf{G9|0Z1^?`+
z`W5<b`Agp%!RD7<kGIY{rj*{;6`6bZ@%63o9;`7D2Q7|fG|oBY!0vc&&6<SC(Yblm
zTpdmYezvcd8Cj}o#=U3_W(Wy7@QLr=)%-Jl?sbO2O*dW@J9|AU%FQZbGnN*(dDi+Z
z1A}(dw+vZ}r;Wb~V~X{p?Y{2G&+U<WcjlgKk!|PkrM9QuDs-)6Jn{Oxe^hY+$8m)(
zqKn;fch5QUal(=3CO^_MZq#k9eWb_7zc$&cSMd3)FxR8nF)w*es@>sRJnKbHh(=8L
zIw5fh_Bq#`GmAoh=CNv*Y_RQj$PCXjGVXe|G;#OG70Y(87HQ9$_Virk*OdX~!sS~}
zhesY)-yc=G^g>YRuBvOoUQa${_N=Rt%MKNcdGUOgVeRFE@3c+sZIt<>%~mNHJ~?F8
z1IA`w*KbC-<>`*!dXKOC@}J>#$V#m?$#q$3_bN=6b#XuJ%~`zY!rWi7#qmdywO9k%
zDn9o-R+)3nn4!Hd%l5#WM(^phlDV7LPfC_%(w1$=<g_*Z6~e6+z<ku}VzXTMeUqXk
zc4=>7vo+@Wdp&x$)+b2F{nGZg@8|kmJIS>A{?yXDe~W`Fb+_r7Ji2`6xjB=AsM9-<
z`UfXhu{}<nP{kblcm4Cn3)hC5OfuX%^LVUI_Ce;pIbj)sLiKICdczD(NYt4gws`Pt
zTi}IrOV(yfNk>fHx++m;<+(qPyPn0L4W4?|LqF9<fH(7v^yXcLp`!D5RrxMkuJj;%
za@_3YS>=q5Ml#pWW?DbD{x|i?&8$z08}9tRR1)RyJy~kQzFqR6x9)qJF(k3o7RDYa
z5(&KWH~T=z-c$#PCsJQuOD~^W#Zwp;>Xln!-g0?zme2bKQ)e*FN!k`vIPn;7!hsbH
zGVko8ZucI0_~{yF_KVWko3pqJoQwD`ZN2uugW<SiM9n8xlbO{PFa5qL&-%+Z&0}Gz
zid=0~xNgBYd1=q*TeBB4u|1RgzBJ<SW`pPIYo))KhF@6A<Q3e<xq8LqC#mgOeV$w;
zOS>vLB}MhJo^F}6cU|@pJvUF&I%~D!CWnP8L2UkhS68!KG?Y*lxiVSt?S`jY4H|cR
z42^np#!xQZ_Mqr)_30`Vy2rO?9kGhZos%wmHe~h-x2G+Fc9ty33s!sb#7-7H<H;Q@
zxMfb&)z&K!`nIi!dbuVhTmHFcioBFKXcKnDTyV#F{pgFzCCc|jw+g6M&FVh&v?z1u
zUC*Z*P89wKQt9oB+9_HV(>Im>)=j>0;cF|s<6BN$vT~a<O<DH$HJ5kM{eDxLlFBAo
znue9?PU1LuR9$+y+;sCVH#az_?Jm>^;46*`6kU7bY1Q*<+gPuB)VsuaVC~|P>ATX^
zD>F*Wue00T&9+rbj@f=YWmfFYcNRxW7Dkz}bjfXhA#+zJMrfO*=%VRGiyr5>XRT#D
zqEk>f@o3Isy-Pdfu4?I5xAo@aMP~Jdq{xJaY@ZqPxa;BDhg$xk7Y@A==RI0-%%?kI
zv)xU`1Fv7l+)y(+%%|=5blXae;>KA|RraxKJxJS_8~bwOqO0PnJG6>g<g?c8>YDty
zX4%HbW;4+PHl?fO(|fN!m)ol)dV5#Gw;L~cZ;O0o|F~v)nR@e&kO_-g6(a<!<+iq#
zTP>?lxHhRu*;HPsy1P@!c>-@mf5%pjNLi1A&zF{o@0!h`*uP@^j6L2($C3hf|9Z4z
zmDgKczgt<Fv1@&H+E*GXd|&sU!M)>)ZB^2q?_Oau|GvIm^4oBWsrtqj!7EF*_RYH}
zEyLHg%e(TPy3C`^Z?~;v-kP^}!c1oOD`j7nb8KG|+3Wk&YOj5Wbc0Iix<zSx%!;pn
zUGI0#*C}E?9}`}fU8oSadtz+iWY1+qUS?HUWd<=D8Pb+b?T>mAl@@m5Wia<8Hh$;p
zrn{z1%Xq$N@0%>s!-}sRuKaxRZ0FBB$1exhh);g@I_B+`FQ$P$Ur$?qIKm${b*p0j
zp4IcCK2=*!T2dT0HN9e8gK(_DmTA9cddcjXcG}FiYioYd!3|YXGR1)ld?xrmkG`Fx
zzi`vJHMLn86FEiaEv)#m+RJO+R(<!C;;z@7*s5lQOrMi9>zvmlcDt!Qmgg5Py0=(u
zuJY@9n@;#g?fS&DeE!mu%~z&OW}BR$a9z8?&rf@)b#!yg-%F28yhC?-W)<JhD7c!N
zC&42;=Njwdw<`UoFRj#lc~JDs?Cv|)r)FfHd$9A_&eaz<66YCSTfewXU2XMUtv3=j
z-xkIPyDoezel0OAd3(Y6s84s})WR9vY%A6m?sdCU#9x<v)|9*G=JT!{TZMgf&P(hG
zI#p>~7?)o$Bl&FAvgPR-VG3Vf$62nN-fwHS_w~LxQ!gGjx$fM(XGZ$uvqeTH&vCr`
zvpVcm&1Rn3?736E9+!U@*AtX3Gq2ga-)p(DVN!-}-;_H|%hgRUru7KzTUN|Gf3558
z>(|!pJC|+b+&JgjiMDwscBsVFX8!(Ub<JaPljq9q+t@Uox>YS-wR6e(=AMsXoEGPb
zBemjfwcTv*zO=ZxxMIt%h)w2m9$YzK#dqhjXoG!4h_8Zr*ZGi>xp$}4T%KPa)wwip
z#;QFZGG`w*^_|SQ&FfOx`(VWfJ&#uWeN!CFx~wZx>Qq-q@sFTg8edFj$@vsy+PvgE
z_;snuo0f|eM$aWy+*D4UprzneYcDm&sKj*A#VN~|omg>kPLKRjpVb=YO|3-^99-pk
zL(qTbosMJgi=I7Wp4Gb3<f69d*JaZlwWb9H`Ls^?x=hHOX-)g{+k3-HE!GNOJ9PJz
zTk-ruv)DY&8vodJ`D%ZG)=}NvlUa^?ZIk&`vLZ>@bdji^#h<LGD9M#ewn?oiF!pen
z^D(%Ed1;B5^Vu{{{!=0keqYKg<M6!m^kT%kij|j~j3<VtgoY_IzYd8pyVG~o%xAmm
znTad&OW0ZJOqbbgQ+W4%U7#oX(h>vLJ+g}}j*I*hTedFW*F-I&QbKZBrMs=gzfx<J
z6&^3N>`neN2%cPXOZ2gJMCTNNibt!b9h#?AK7D=Ek~7AayBN1kJF@ZYYnMq37RUFd
zPJ7<9>QjN^`D?vCqO*0*Do8S4Huc$|w$i45lKnZ&(?+xIY2J{E^={o@6=aijV8RW%
zDR)mD?g>$OY`I{`<CT%0mWwib9DW(J^V#Z25?@}2Oq_4Lli7RTqs@0kx;A_)XIovO
zK5Nl^-7Qs9n{sWn4oxWboM*do?VRU!Uw2hW#LTzd>=n<vENe5{dF8Iyn<9p0u|iVG
z+qY%4{SiKEeMWu9nl*=m4k$eDTB~TPwBvQaZocB5S2e9CU5uRZ<nb(Fi6s)2Pq?<M
zGBU6Zdv#>L6Z-?1{-uE`%(E^h9@EzSVRzNm>y7>l&eee%EloW%A1(KJ&NOe<OpANB
zW-D&8x_ZUpq}s*_lMk-GxLGR9Jp4tbcHdX4lk@&F^akBA$TUyt*7f$d(|eB1es0F<
zp27%^s|n_|6>Fr~E?ZSBWodpN+q(8tYt(0#+3f5~vmDD#+>|)Jd@CRCx;CSyJ6~ri
zO=VYFP`TmwtS4)~s%oFhiqvN_u$TLKP^)O)HKSd%etY%q$Zfs)^81<y-ur7SV~nTS
zW|yj_Dt!4BT<B>$f9joI#=ci4a@?tF+iQ01pJv;=o$DvA-O7`Y@@>8A<*j8bHFvd7
ztoMuBduCS6@hw?aRaQca_FQ^&%2mB@{@U_idCOFpb@;chEiKCY5L;mN@ok*Si{;hE
zl9z*CCm(1^TIQniWxdb-51*HL1jo#dJSm;f6W$o7XSA_@Q}%)z;!k9?l6HWaVliFW
zo(I3Kms_$Xb+h&f2ZhjZd(G#wREp<twM_1M-d%2a_s-RAN?+EluGqe=R$Dq*_(!;7
z!T~1Zf1)oghNs<`weTz>`^2*$iLFQTJ-1))yV_~ZIOp+)MT-K{CT*#jI{kg^n_rhz
zAKT4+)jz-axP7bB=O_P6yH?EF*nTZ}mEOdIYtj<rC0EC#%hs<=H}hP%^=7NfvWpko
zmaMS5@+Q}&YrROz3dv`aJe|J3k2`CzE~KjD#X9HM>f+$lJYUag&lg|JQvO%-Wa;Oy
ztvU-A8U=P)oim$fIBUtt=}$tk%^VJj8q~4*R&1WOTjq3Jt7lpN+G2AaqoVAhXO8Dr
zu8T_Y^Q-E*$GPQPhiY2SOBIGkyR0pl7s&3-o-}*fx~_{}$1gX>3by2&k+lwq+Po}y
z`-Fn*y_ZZ+CYHwDDU8cn<FQg?s{PtjjV-0WJzdwuANXx_`3U1%_w#RK&OTeZXS?O=
zc)MG#g^o3r*KFO&x9roqlP7;&mu}wo{A%Lo=wk+x%B^0nH2-4je{Dnh_WSZO$$LE}
zO|zMQZM`Kc$JccyJXQJ^OnLP9Rb}lJb+w(#``LEiJ}Q}$v@??7i{zRt?NiTBB)>S8
zGwYghf8yDU%Gi&g56<yMrdhCG+VyaakfmngqeZ(X?s)KMQ)=Sm^Hn=_Zm@*0eEO7a
z>F}cPNneuy=j(8V_}MQbUOiXa{`Q0Y`Ok|4yIxhEj(pW?BfHlsX|-{(X|m<2Pi*Rq
zx3*-xclMg{_@c4xd0UH>kGjjWGTusdo-MsLP1>z+*2^B1i>+2cbJnbD&)gLj8`&;5
zW8K{~QymU{eC@ZHL4$d1rl&@zyt7+pwDXIM#FdAv-rsq)tb@U|=<=VXn{PbYWqo@I
zmw!z-x5>kk>*~tZC%5fQS$=9}n%U2d$D=0x`)GN#cv;ZegD=DCE^!`QdVcY4gVM!m
znNLzaheo!WG=(M@6o%gUJa5^~tf=GjHIIdBdo;}X&oDVMXr1xx4{HzA1!e0cf13AW
zjncJQl5T<iq17@^8d9EwTN}$BXWRZf$@pxsvCQ`Ts&~y{J1=V<%GfEgxX*UAr$pJ;
zbp>)?>m=JAa6Z~KW&M>0b0=S%J9kU7&Bs~ydrzuncX#f5v`ZrOc0;9U;MKmlbI<ik
zq<>twEa^z`ZP5wpe=|45Ot5(U-qrJN#JaSZS#AfOT=o6Qw9@4F=E-4?+4Hhzs^^}$
z?Z4u<OzE>ta~|(4;oB*@S}er&xa2yn-k9feLbvRkeA2@9bsp>O%a>NRNS@PnwD=Wv
z<@tp@HahRlwTU0IeDHPciRI^IU-yPd%A{?3>#3t1y`{=8eACA34P5=tLuGmd`@R|^
zZ>iPl-tdI$>EtWNq9ix((7I`Q^gNs6`)j*8qxH{Am`-@C@a5UA7pJaqI6asC7Jsks
zXLx)nvxaDx#iz%TU)N1zJudoc<+lEXhmLWsJ^l04qis2lCD}G7JMQ4Sxvr1pmiy16
ziPgL3%~M;Psj@EX%>lcuXYP9}wp=%7AA8or(llv5%O_zq-^*;cCQkBQJ+FLaOw)7G
zlTWrRX4>*Dbe8k+x-9SN;2q`5)z<EO=zq&H_IPb?cZGvPW^CcD^=@42m1RQmmQ0ST
zo_p_jiprIsjeT!>K1WP`GEaNqJo_onR;liLe{Of?trHg=ckh-t6Ywr?>f&z&?2d0^
znQp(WNm^>QaF^81TgQZ#s+|je^Pu_DwU}>rYHxkH@y5Zg`byeS&Na!RXZBvp_h*kP
zyC@ej%}9tta_#MG_H$(qt}oJ^l)T{AmDM@j7s}VW7Tt_e-|DVDdvm&`?20E7FN<Ej
z$$IzrQso8Dw_36NeQxvl+VZ!`yVkMIQTTFIy2y#o^NY-N+tU0Ahh?q@#B2Gc`Bd6)
zy(site0I5??wbOm$i!WR!R~o`!k!+Gl>HpydEEchmh=mOhcA9B-}baPbMnNfX$6TJ
zihHhX$V;+y&wBB=VZFt2UfJ_v`?V%-GP%aWWpS?9k%9Sb5GTXykmpmF555i5%=&6m
z)mw8e>u;m_oa@rXeDB;pubcO^ud1(hwTS!FHB&E@r%l@vY`nPp#<jCMEN;11Rk=2v
zT>W817<<>F*}DyL@8*Q;>{<0_XQuK=8?Lu`MV`OH&9%~Yy|7qXeCN=m?(lSNBgQ#W
z=Y=+$&52nd-IguVmwoY>Z+`OS(nQb9okf-(-1nAjlxbDk$=bVm$rjy1^Y*S*yI$ND
z(Rud%!Yl7iNFHN&ANgIeOnBA?fmYe9mIIGxJu6kdb4}tq$8O`fGyWWBn$P3&XU?^=
z`{rG?_xT;ZAR=QYgNSXmq^AtuR<FzVp7Zlg{!keFcWzse_O-U2Q^tK)r`q;e=_b5#
zebFB_SH9r$j(@@LV^ufv9@_Z4KV@F~OaJXt7B~3EpPD1L()i$<g=a3lSoJ5}^85RU
z%YTo3U8bBor&Kg7(?Dvss!ES~VAQcH5101a*LFusHfx@Ir+wy3`<d6rz22G}e=fId
zXWaV2M0NeVHB~O!d&)#p7aw}II%*Ez)UrzPMANg{U+n(Pby?IG^>T;JKhbmkN<VYY
zXI<Je<x}B-bxM{0KG;^S(XU?psyKYjBxO%y^?Q#^qkc3QU%$5b&-wWccFQ_%Of{YK
zY_m;ku-lm(=g&v|VSSY?l3p&FV}82lKf~8oN%xLzNt?Y<<w%{)ztXOslE1EP=Cge*
z7pA!D%eS=?FGlj-{S`PVOLouI39M0HERwbJ%-NY|)m=R6;m$N~l~HzdjPJ@E2a(S~
z4YirKYgalv2~~;m(y2JVK8wLpW!7|=%l%Oob9$EsFYWMneO~15vNaFtN){Q<&$?Tp
z6jZb1qZ+$cmqS58)`u7kOM9>8{Hn8Ci#060oi(PJoLxSr>q5fL<w}zZ|GciacYLGU
zZ0{l#mJ<2aNWJ?Lm)`8V8nfNv`_i(RORg>H`SW#I-rHLXk}uCnNbciYy;19=ys61K
zezv8*Jx|E|&FZ#z{Pk@}<gf6nxBluB-*#QO<n82Z^BUyqv`x(YG9o2P|7!iLIW~J|
z=@YrF(dD)kD`vT#-?>66aNeG-sX|}F%&y+fV_Y#WZ_b>@Y?~JEWNMpTxb*Z&Pqj#+
zDyi0`$E#KyNx!t%(*9_aO56KfZj~m^WqGz*6DK@pT5R;8sB+a);~=l^9#>U_C)H|}
z^ITJ$-IuxOLDf91ozYUW(k>>ri%Qh(IDc)ERLz{{OC9odniLtSyuI>bR;c8!5MHAP
zzpk5o=WXy@wYFmC@4KuS3yall{ib<N-neGj6n2~MYtr^R)O`)CzVlpkOTzn&#_L6<
zEsy-x`1;!7%wzthNB{2mx0Pepgvni(ZyHa0q<rU1)YEXA%dU^o--pYjPHa4}jCJNN
zuBD!mzr)w|9o=f`_Fzuh-snU3)cg%xJ|%op+gB6qdE<-e?(Eb;k&P!T4vNl=vDI`t
zJ4bYC)Wz&+fBP@>3Vlp(X(%eZ5FQd{891>$^qBTDf3B=eje<#T4D7Rhg-J3m+BN6-
z-n#nkrEgYO%DJjqSbIi!{M>zHR&?Zfjav>j{m1rsTs_kE^aFp~)?a~-e2w2;%L%P3
zVOFRLKPEM;?bs{-2|dDbeX-$_R_CYnuR44=G~DRoR~z0(QyV2r(>PK;i#NZIyDisx
zA!lvIA2UXlrM2Ei55_xhe6Zx-Et{HK)08b=M$6w^dU@jcOMAQQ`FV<EbD~}>{ypPp
z(P`<6YNf%4m+XDk&*;l~bCbw*ck%We=WhLyy6qVM?z+b;rN^z0b}sE&^X0}p3y*s*
zV}5pIu+;PB+<p<$KY7+K_uo9pQ<+VZY{ez49lx#FyVrG3?^KEZ3_AW?%}!dy+q+&Q
zTnu2GU>JAkmvdi7J=djfms9Do{~5H76&2l`vchp*VE&S090x@A%1t@)XVG3!lN_0Z
z`BgWX4o)fgwq(f#Z{FIg=gq8QHZ}ySG|t+aUaKRN*!Z7;>r45T969@?3BF6UcS;;w
zlXltW*3Vd}4P_VC_RaUdT443OXV%+Gugv{!D9`#ZQ)k_q+Xd`-Ro4TPSA5*sANBE7
z(45q>;>l045;s<O%~~sW=1r+AALr$>-R!olg}RI0CQpp5U3zDtXP=~}OnBU>$vhu;
zO9I!YXPT~j`_Nd^ajC7pj#Wz5a^=@?TOVZX*_p!JIRDtDS!W}p-u%&L==0=wd%5ed
zVdjOLuZB}sh8$k4w|eFD$E=^z7@j;};;pobO6Xr(UAA9h((5_bwRD2lY4dEe-}yB?
zOmcmqX#K=@_S`km-#lA;Pp7FLh?zHc_1YiPAD;O5ZN_xP-F^SQeohHnE4_N<K^DOu
z;WzF{Us-tVi*TmpnH4*pudNc*j1FCRnq5at%ed>i>aG_x$|^dO-YR^ae`)QO2<Pid
ztB&nouy^b2rX7s^QP1p7nLXN-Xle1T*0j#QEU@mi%{7iWcf!MRqMtt6*4m~0L}TrN
znWBsKZne0T7nM_ZI_<%{z1Ej&=Ezn4)n2xPp>TfG`H1aOdTUxP#qw;J^JR5?+NqBR
zS5I2x(%5;_JMCY&SF6h1zRD|`y^h;_yCbt+^iF1gj+wAQ4&&q#Z~cEOO(?23>aN58
zcdm*?;ohAqR!ZygtbWaXJGs5@k@xOR2mW-=n)g^J<?(*erQbw1Hzu>Be9GFiLO$x)
z+}pR4&mX#2wC36MMTWgy8y<Y_k2+MHxuB@>SjD=teTNUQn|$ij5>>Vd59?p}<(=Wv
z@Tf}3Z{dymf*h3A-u3*X$Nw>0TX)NZ?F<e4q8Fk!Obm^l9K8D?_vGoDKkM8+!}R^x
zw#7Sw4!?|CpT!`-wm3B5z~!fDx|NIbKAJBRe;qR;NVf5HY~X~1v<>eHpEVh1%=%t#
zbEZ}=M`ztOl|KI|JRc*adbgAtS_vNJ3H|bHQbNt9!b^Lyf1j>B->|ekqu=_n$&0(Z
zYr1z%m|%Q2+c^9~K_}0IxqH$x*3J6$%R=4r$`|SApU*b0{}afw;m_JWj@OgpW(5{*
zPJc1w?{t;qKy|TgHkGE@r_DKDPCdUgm;cS}ujg2bs`@O~HHuyOQghf+=1Hjad~TnP
z)a@rk?M_b*IWI0a>5yOW;eGM%_Rb7C9CUR{<&}3vuJhM>{R(#d7~8f`>d%jS=c6^d
zWuKmrSGhRJx=HJp?#-5IXE*M8Y_V=flKss1Ge5U{w5Z(udu>Uz@$1N^y(hJb-)YOX
z$3KlTUs^Hmk+|Ub$+t~kPJC5xX7`k?Weaze?|lDovz4h-&yvM@N1p{YM;LpR3-HTL
zU38iGb;NXGCQsSdVqa~4<^9g;DiXI`qd6tzYNx8D&BTb}I|3dn_D|g8e_@~MG*#=E
zb?yq~>ulezOHRxEx$^0*;(6JOCzA@aC0*@WZ@pZ$#mYN#?Q?s3c2mD!CzGd$Jdw-h
zNJ(bfx_DN;Hp`RRESapeOG|G&nreA@zw)ls6OXnt7Fn)7_3;Zs@`g1L6PMU9e_3`%
z=S6$gJpL?E%da_~pDaF`8FGDN(z}Wf!7V9Yo=dEYe>)?OEsL|K=di-_dutrCj<Z~w
zcRD$|ZMnrw&uNSI9+VV$-Cgay=Ifu2q3PSX=Vc2nEwzzqm(JYzH00Eib&u^Qs@#)m
z^WXJcwzcqko%p`?XWh>v|E%89_b=qx)}*W9JN`3B-Qr#P;YCHLW|HQ;FI(PK-d(~j
zt*4~$<!sKKiackr7k&?4#<j{G?YY4xQuXWF(=8c0Kiy!k3in#ew{b(@v8zkIl*i8e
zY<g_Iif)^e;VUh9<&1L%*{^Pv{PsSg<SO}foqW)TW{%SihhO^Nty&p>;#Z7ave&wQ
zFCVm3iZ=#x@4d+zz1_<8if?=WmsMwz7IIpiUutUUUQ%{-vDfn4YRNT@Hd2?i>@Jxs
z`Jdr+n6<k?p4GGE0VgbFu5Da3cU{Gf9_HxmC)IgVS1tVM`A++)?&jkPT|cX?)g*6}
z`}%5@eMimqkm>WPzOJ)zlQZ%?C~qFt8)3fu#J8ov*VUJ19#@o*unD)9{h}}T)TVx3
z)}8Q#4bS$pa;}>#sn#9U*PXoL_;mj{C8h`NzdV~MXI8U#q3CO|cbt#bo@Fr?oN>2^
ze``tb5&PEd$(yFS%-f#v^Jz+(3ya*;xG<*!*L~MiWIem&UeRbc@9@@w=L!N9O50a#
z`Ksj|y|m<9e%zkDTU&hdo(NtSJ(XE6wzXUN^KNsC$J?LB{(ZV*=eCOTh4H4ZW-%Ys
z?vc-5TK?eWrMXw8FTBj@dF<rPb;ob*l0P0@$+h;Ntl?*#@C`>F=X1YG$kRN3A#J}}
z+_BJed|JC=Uzx3+@vN|~!t{l=UUS`(H{}<PJ$m_f_j==Rye7U(U(zha3%{?CKF{pI
z_CrRX_~3)^XZxmp6p!0j;Pb}8R{O<Y@yAmdL(|n|%GX6cc<r2e_C;B3HNW-mDDNj#
zN1wNua%`UA`FzDXxyQac`xO@-zuxs-R{GJj&YD#!w><yw+iiU%IG^{G7RT*5@;;yA
zVpd)0+1eeq)Sa_o&Fq$2pX^w7ZBI!)X1jXpg|ED)H_o2;I_~%SALjllKV4G(l|G!l
zPx6XRDqpj*?XK{Z?xK<zUu^F9`FB3qldH0A<2}vuYb*aVbbLw8h)R*QYK$$Ny|dSw
ze|F!#t(QBFbcHlH%KS6kviPd;bEQ?mlY_hCmLKzF$}`;Yiep_>Jp1iCY#KMz_C7wc
zPtI(!$q75B?B;D#AKQF6@o4k%xWK$yQsx#WmoCn;Ed22A^Mp0ac3RJ8%DVVuRo>Cs
zlwDICkNM`R-rcOn$ZmRN<JZNxdf8IvejWJ{xWzVz`LolHZ=wqs_q6n^=K9^`vE~Vj
zk>>fDu#j7Bvlag{1kL;vc3S%EM~90cQS<eqv)))tt@yM0!j{$dO+WQs+AEaLl^L{J
zwpne(;fLDQH8Ykd+kFjM>$tG!kl&w^mHhv%?&$AZ5Vl2X>z-ylx59fH`6d^vakPBC
zy{ao#EQmijhS&AYo8nVkFV#vm9pz~@{5Q4hccbOHut&UM7d!ilc}iri2>xjAoqXg}
z^_--2f_t}`U9+;D>oe`bspSeX*LiCf);yh(QXDI=r{&MZeeQKxuVUE`D1`g(nR{9E
za@6h{pDc4zyS2AmQ8MVB9Cz-*k(;Nw9+cXe<<Fc@C;NJtXz10m%IVo=1(zoGY0sXe
zo@Qwi9&=&WV=Z6(DQmml_e^VBdFz&p)y*d#qdf(rvtu7QURw2F@~n3~Q+wsMZDN$t
zeCx=5X~{9evo1!SYZtxWa3?o=p^<x4Mwt3q`$QeXAbl3*sK}V>b0gMn?x~)&?&4c^
zb<;IotdBOQCT^MJzBQ09JX&OC)10m8o=V1r-WC&Y1j_i{30YYwaM`0{g=vw(4GGy-
zU&2n*eHX2q#c}09*<!!LUA0|t-lb|&uLi4pei^!S&$+_LNj{M~&!%6|TlZbp_?>Om
zjM(#Y%2$f+{I*gqVDZw7TP}BkPD(u6n6g9XxQN&9e)X-Pfjt++j?L0vp?huXBCW-1
zlh~g#txNsZwP;cH)^mo9{+%;7MjEcXd;Vec3o+Ak+G=Y~RPp8gTyu;;F3Ww&oJX6V
zOqTT(OPf%8+I6a@=}g_@XAi9UWUi7v*(Gq!_f_A0p1kv$d~%+)o5hpKFK5*V>Q#!S
zMK<y1M_Eo!S~R!opVyP7iZwsiu_Ube6)cy|^7-1vJC-W*qo(iVsXq7iSl!mVdwPzx
zuQV3w_={e;eP|V<Nlv!7`h}dvg#OF+y+xCKBIac$z5Q+|+W++X@v4i$Wm6|91+c3v
zp1V89n(@AAK$Bmw_ly(s6bfe*p0xWa^yC3^l;Lugt5deCG#SpBw`j}Fjq@)}(wMoa
zFwBd=s48SzNOIX3$=eLq^o*{qx8s&y8+gk;s^ishmEDU{Tg=tgruT5UKH-ttEs`J<
zwN)fK)@$2FW{tEb;Q<~x1{Q0s1e|RQKYwa(Rft*Jqnom)bDU#Nz5Q$)majM8;%%g-
z;*(3U97WmAxlfpkw0UO;A6O|D^K7Am=d-2nl#A}VottT~>e4oekAChNd$Sfl*_Iu>
zP{4Rz)9O<XLZ?Z{eGO21{%omt(DoNuQ7O%{7M2`WpLMNgL6GfgF4v@IttuIBb6dAN
z9pSq3DSTqzR3}!>ucnKh=eS=NHL990>rMK}t)53678tLq%`#V?A2o|7C2ghJgr9qQ
zPjBL4{lc{Kn{s*7t({L9&u1N-F3Aw`?&NM0#gjb~w9S&Izl^^2YSEp)+A7N;E=}5S
zwZ(t;*H!FISr0>b*s^vr?^^XyWxnz<EjH_jkS_juFG(Y-kj!G=9E}8r)tR%FG^7-U
zg*^NfYBEbvEwc2)Dup?Mm$vzz*|}z#gz3y(Zq<de8XInD{dr|L@zUnAx}1eqmbhg;
z2wBt2w3vC;qR{s%lkE4#^6p@ryfxv7<=N5zMOHss?Y7ky=bAiRb>WNPeC@u5aKRP(
z1Dj*J_KC|~J^E^nOx5+NPXDgn`KqO{tE$XmyS@2Zw*zunp6sR)@^h<Se2AN*q!41e
zSF0#<ch-e@yOq>l{s=9cd;ek3gvw=dT9+@>tUK<W_Mbtw^x}?h>$EP+k9w=~a8g=8
zv&zJ{(y*!b+NNB7X2K+{z<6zM{oy#7dIN8*kGH!net6#+`^0@}VNYS)t7|J+;u^xA
z&s>%(T2=C7epziEKYNg;pXZI8OQQ}%Cu<y!b1j%>cIoZnjuR^wm3CQd73uwCc(iDq
z)>XwxNB%sR^>dBLs=rCP@nKbySF_9syJqLM(>ks2MHa(x<(HmS50@tKvt0GK*<bZ{
z(fotb?^9|@)}HzDD&NV?wPfP)9ZcF&I?_dNXRa%5V;7z3-@4hu>wHL5i;-EyddJO^
z4I3l$Gl~za-ZpWQXMf(*M}C?6oiBQQyYONb@0}H*QgfHH$XTqNUEnD3_S*I(n?0w<
z6u<5|csjV0dv}bl&FU4hua|rZZ@d%6yLI!C!<Tkx#B6>r-|JNI)rec>UD-uf9GZ;y
zMK9g*xT&-_Iz@Z#mLCD@te#X|*PeJ=V%fU934Dfry^QSkQynGl?0ml7Yg-FL#kz8(
z`$nn}pS@mQZVY35`DID+#Iq@Pk4>5BSn*fOiS1R{CHaZRqo!^P%M0_lsj_S0>Iqiz
zYtyZB)i1BjQH%-YY?@%`U+l6)IgDMdt%*_nrEjmp+i)?%d7S?lxT0F$U+5IRFl(bs
zj$h`-W%9Ew3(D=En(x1I%0$n`W40>|W><Y*@h&wb?Pqmu)`Y3D{^}NAj+Pybc{uyZ
z`FY0spT6`p+92`XH(ha8N{Eo`&BrgJif%l6_Pxh?#t$72hHLsW%uCtUW#u?ke~wX@
z+0s1gMOUt1(Bj@T{XUJ0Z@wt@ox1x$Z8q!D+fox>hApT!^j~jsE3-Fp$;}0m7p;65
z^YwOTib`F`Pj3Zf(+Qt=?`FHQ$ec6Rb)Ranmf?1`mZqE4vvnsvK5jl6I<@ne|H=({
zlNnOFj!(+lVN<KE7FlFBb@sOn(vk-kPgC*A-ee`HA))^B+M<|4;p;8dSw2y8eEHVD
zFCpaDqm_<^np@YkcAsw5Jt*3iC-U|9wUx2w8q)VBRqjhGyuvp%OW#@C<o?Vn2kmY$
z@?YCsQc`ia{C!+#w#Gg4@P*NSvn>*jvzx9-^8M=f&1C5;CBu2y)@P*KO(&OlOkTMn
zc{20lS+n!jL{GeTE7!hyZ;6tHQ-QnJgSGDh3j8naig*{mP|lZaskl<9=cC>uM~2T4
zx(eqw*R2ZUThbHGU$II1`GVJxD%YJ$(`H-Fb(EBupsi$<)0e$)r}dQ2M-v~&{mqWp
zE#alPIWDcwV~4WEx*(4!+c?fYjCL|w+{7C?LEz{6(6#Smc_MYsJ7}BSdb}<BqRo^N
z3FQTAo^8&NkGksRy>jxhHE-4xx?M?DTGl9Ff6ljr?M8azk3iE!Thf`Ii7vM;ztYNj
zP4$NU<Lw7xO1`dlzWgU)BP&DSUhP9ZKAbFt4q*@aY_n>osB})6_VUJWXP=Kc;u237
z?>yV9ryIp6am&2=`hi)sUoM<rR9Sy*?_;lPMqTCqM4zAQ*ZnosZ^`7%*RTB2HPt=R
zd}(V^N|AwYrA~NG72gii7g9c_4;C2}9()~>H9J3fmG!&Q-_q>Om)EAdui%)SDO0Yt
zEp;wa?ZbDh1)C?Oo%kvtVy!E9`Ly_*7w_`6H-wbG4{$U&y6d@Un8uQlC-q)ibe9Dl
zP1Jb3u`uhJnOx4wpRXqDGc?!j5ssKtId|2zi+$lAZC42;WpBLkpCO;Q!6-ZJe(0{8
zghzW$pYmyvpYQcTao4BI&lJK=Sxfrqo%q73U#@@7_<f{qp<I#0%ZS35<7Q5iD!;6)
zc)R%3@viOciAQf8y)xC$z+UUMZk`fno5Zi{h8-b=m$zvy^M5z_>(aFDq8rzC?`7=p
zS~l7EbA-<(>q-8>(HGsA((R*89{M#aGjV@*#S(V=xUcEIT{%y_jx1()@_5C!WsXwv
zdtd)63>8f?PtWD|+O#K7Kt{M{R^O|SG6D>;t0#T#NzO`{d|gB{P3GF#lk1h|Pc0VL
zdB67B8_l@(wN<7^x-O*fbbZQL95#6#Uxn#QgVkGS^?%FuHkXz>b@JXbu8p6~HJ^kp
zytN@EOnKJllgbrO&dVgvyL#znmca%F0sg{Eo1$Nxs=o93$qp`mizU&^zdqXW`}B>I
zzwb}A<6a~_dES@etdsdCUfldViE~}v*BL2~EtgFD%|G?eX8-6NOC=H*zpp7Nm%1En
zJSCE&aPslJr4u|Adj8xD4t=(zbHZDN-*Qvu@=S7^`pUX%b#$@Il+N@kHJb|VbUn-4
z+B!jI{_OjEJy+%woLM|^)~D>fPO2)xP1@qRxwX7kgf`{}?5~+W``RAo$g)YnKd%QC
zuW?k=-aW5feQnxNhPgkUFBjF4FI=?w(&Ih$+)NTBD&cz~pDcJ~@iMM<`OA}1PeZP+
zyx~4+r^%byX1>Rc-ta$rX_p00$0>KObF=Ozr%SB<R-~_W_RGrNpRHzZix>AiEh?&Y
z%~Vq6;o~jti&OvhS364bae-BHtk(C9CvGmd_9s-lUGn+z$I)CxTiraJ<g&v{I(F}C
zw{qiT`4~Cb>{8{wt?Mm#jCOooSC#(Y<NUQrm)?~eKkxK*@1c+9O>ai~6n@%Y^{L)Y
zW%4tNb%##9Vhdnd@GEUj?5@5-_tm#!PK2}Ws@tl)W#<XWb!wV^Z`xm2OWllabDUK1
zHrD2s_R%?hQgdaZrk$VqpCRgE^g~4ni}m)?URS=J>=Sv*jHSfX%X6lMNma!zEq==-
z(R=R}#`Kh5*!Ac9)>USEd-?B+E`8HB>0P<c#|Z{^y4FN;<jl*SF21V1BeZp{r=(3#
zkk4+rX9pEZOy?H21-bvYq|<feZT_KE9uf6X>jJhdXI;sB;_JFRg~IE5%f(MlRSD<&
zwCZHr<9j<(#cR)AnY$)lh(U`}#p2}Az)2O~Chyz%^S$JbyZ*@@Ys<9m-*=PgNqMwq
z*1u=rI>HTA*BAM1oZuOIC!Dc@F^BPNP{t+g;4`MC$<j<u=6pR{v2INdXF%Q7cf02J
zgv-adR{UF>^`F5&X;-FXX!mvJqk7k$S<1eiHzBcqZ~69VXV%>P&%pI0PoTcHs-Q~F
zWs=`F%b(^cpF?M!I2$psU0F0>rRlBdWyQNEyi=PM+F^5bf!N%ZmuF+YOI<l9_~7c%
z7`a8$GoJSZJA7Z(xMkOLZUs@ke-%qZ*_LzdTeP(6)tj{^zb>D*Z0Vs#i<8fLNzPq*
z_KB0{Ib&bmvxWyxK3n{Ir^>8#ZPQ|T1zz_}VVC(F;=HaZbb^~zo#@mVlRoQmhF_ap
zH1XQ%sZLpU3XgHFEHk;hW5>xy^8zN{dA4Ttp}ngPozLzO$l@q7Zu&UMZc0nx<*#ek
zZj?#*khS|5qe}4R<gT4_8~>~lS9m^&f2+6B)UyF;`RCS851MYIcK5>bt^nh{tQC2c
zqB#c2OGCS^pUCX}u~O9UT~=uF*+>_j%9lQ8kMHQ}^0&=8c6a$&ziCg3c=gYo3;COs
z_gm;nHLq@i#q(=RBTt-EX9-C%JMO2sBxROw>>{&$t#dZ>^v7*UUZE^<V#zVBiwB=D
z&)Um#YkE?%8eiR1Bd-G=j)WL#vM)6i?X+ND8g$*cep4>@C5JoZRgYGCD#?5d(6Bhn
ze`%41gYsH)X%^XO-xv+fZ_B)w_4(_Xm5wh%XIIF3#cX%AT>dP}?Cu=_<Is59*IJ&j
z{-zdl1iR+B-#F%3!hWnEt6PKR!IiffFXw47oxLLSY)kLOwk1kI9B1Q%R;O*8ZEsew
zOnZuH(9;)u$GZ3DP33$&=L)}prR0;4!qeyN|E<dQm@;c);&y?`RXou<);cg+uH2?6
z%CfD8;rX%*-f720UWRC!xjH#bef()%>n72ei##k=Jz?+-_<Z8A$l-$HeOKO`nf-mz
z&Lju3C&i(mGlHhAn623AedDGS!;^`9S!~6}{EI`oFFjXUrZI_8jsJ1DP#F8#&{T_;
zPV41cGiE6+PFCr8lD4>0a0z1{<NHu%)|X)ny!U7MEM0i%<PyCL7f<kSEuQ2MZ291G
zl-PHFo~|N~FH5hecX^sGJfM&gqOSc@>`K($9@C_?Z=(uNaDG|S`=@Ky0vVob%lv*t
z+zFm|X^uGCDz_toCy&O3u`P<u$Xc?i-%@tJRMGaQ-Y@-_O=rcq^-nuGp=HJM<yq4g
z%6s*CFu(RXZZc(7n%|ineePA4BfIrY&$L?}%{XfG?%<NA>yD_DemkyXeBgC#j?S9B
zt_2fMA2|4c>t<8&?sc}j#b;w#r}oV`cHm>z^`?gt=2g{+_VVm*kJ@K^{rc9*O;wv`
zdFf}%buN2#uE*fV`oc@4J5B_h;aopOv_qlm<(jYNJ&$d|RXrSEZAlaAnPm59>)x$9
z0(uzK_a<jm86@sxP`<Ut-sAd#RMr0H@eY|)XNng!-4Tov&CrZBO$zl(O;4%#`*zO6
zNoF6cuS=UfRaY1N%KL7n=qbaP^z~~i=B-^A;}*?T_+|a9BMHyNOV`gl7&qnWoZ$3%
z%Bj6^2hN5HcuUXen`&X3-DHscq$v2Af6#%LKCL?uVKTpxR<8UPKUJf6NA>j_y{%SD
zEsf(mJ=R3dnc$ywvGAbU#wS6wRo6_{owMrQu_bNy=UENUmX%n(44C|%;q^LGSwD%x
zE51hgF1d2CZ*JB}|D5oJZns`liCjH#@!Q(;^ZK&c4oxACO=n$95ssa6vecG6R5jNp
z=uEWb>XU}cO_={PtPS1vc&pYVKaEFo-j$iXpK<(Q6zj)Gv-Iy3&+l#VcpvBTT_pOc
ztNERu2fnV+WViV9dP!pA`AeJbvc1pxl5y*rRp#!v=T;Zz-nCfQCmJXrcQs%UQ@zzL
zi}>Sn!ks61<YmtYI3WK#{JgSkwrya?iLa}>JdUq*o&9ritw&5k;k>P?TaKzS%;VEK
zoUs0RB>&;(mg}UZ`^@wU%v|?;@shumkFPDuK4<p)-i{l3(fR5x{WCjXMjTtV{NknK
zpIxhu%{_CVsrY==^BGTfag|Ies9dRYXzwwO2iLCecAhim*7f43duCb{FI`qRyu7yS
z$QB8PLa!XR%X6;B#OtoBp0c6nNwis|&6%G$U)DrQcGu6#zM!8gUgpknUDSj%{zllO
z%z0``qM9d{?Mo{%KV!G`%7McfqGvlcMg^Ej%kI^l^-|7$+m^mr#uE&TyKXey?PO=U
z<~!+K;&GYqB{z>P&p4Xzxq02>QuV!EhS6Uh&$<=LvD0*uLSS>(sog1p^Xj!;Pg&C+
zd3<8lnPYoHUStbB5BcfG|1jq3(}O3!NInU-`6N7l)()B3ncHgq=7d(7O_}7ndi774
zIZ`LYc@LP1EVj8;Eqra~bF(FtQ?*Xocii|~`E1R^OB)vFY|~!R!xs3yt6;^_i>*3N
zb1y5#^vERtXIL9lx#v^mpH~;UC00#3=5O&LW5vARv%K_fiC<^6Dt#Z48hC%bz1O_E
zGP7=rNyc0^3BAn~SX35x<#Y6mh<WpSi#Hu`d~WmkKf~+w$<?Nk(yqnDH)@W5T<<ii
zY~$|3p?%wIE~xSQUAbgnyL$Po3(RxmpGFj^v1!b`c+lkP?{1zq62(VLx%HeT#w4x$
zlbv<<<f^6S)yC6=Crw-KBHQ`iU&nKm=Dew;;R=sGt?N|2)Nisy>6Ulj-t1MKc8<rh
zj`b<;D2y%1+VL{-w(q%D6=v^FRoCuZlRZ_-J?iBL?fJXqt9EL+d(XN0(#t%|D1`UN
z+wgq>9BZZ|@Aw?%T@|#L`&FWIQSK4JbJ?3V#Jp9v)o$-dJzD;4ze@J?<!eh$yOdh5
zlsdZkz}xGlPHrNfo9d$$S}OKSKHKx{tI^8x&BiGz8&~x#XIuC6oUdE(($dTR&KD0K
zzI&yM<HKR)=2(Uf=E#>lzYC+RkKNn);&b&j+b)s!N+~sRQ+G^W@#Vbe>B>2ieX=Lc
z+iGP}ZFf@l+#>IJR@dcgwGAvSR|Un(M=jQQcs%Oh((;8{wL(^ToxAqMD9mQV`?ERG
z4?Q0(aDBej%V@Dpm~fP>uVI9Zj;1-=x|rPE#XqhZ9he+)@4=Iv$5%pAilTNtm_5n;
zP}r1Y+p~&%pMPCj5_W>~QMcp#^Rr&IBxfjuZ}pQ>zP!-lWaM5R@vSi_x=u-4?xNcb
zL;RPf<nww3Y`$}=qM~GDn#q&Csfr=zqt;GiUh9^s@G)$QXUvxuTUoaK6zgQZw0Y^=
z0I4?5gOB$noK>{mX?N8xEY@$;j(ZU=tg;UjAAcPA;ZEI;;(IGk7zf{Wx>xk^-sbM<
zR(8>X-K)*MS}!`gp*X@k+-J$7UCn}@+C|UAA1Ir|ZhCKP){BSDD^t_XS;ab@E;TK?
z_jKk@hJLRTlWt7PE;@F7;=HSS7pz_QI(TKQ^P>xIxBNJe;P3VFr099)12VzScb1;x
zzqV5~d#{iDUiC8Fv&Sy+Wt+d{`T4W8xcs}$Pn%~8woaMT{3FzjJFNK1lG(e=Q-Yq)
z;jbz>806I7d@SqTJ^Q(dmZ}TSYZk4RtUd8%WyItCUQ=H+?~r^M<GV=z+TqA^R`a$x
zeiy#+{MJ(b$>$$CKmM{-QLXP)s8v?ccf%*MPJJr!ExD|q{$Z82m~WX@+xPBi+ci{d
zuFXn}wp{6@A$d0VGs7Cy@F1;_<+6PnBP9N2&0cx8@y@l9;s;+}M=fY_TqD<i<<qLr
z-Y>T0hktq5ByK!@X|LaHABV@>2kfSv{So-+w-uA)frH=IM{bDdX$d`d?$)dG+fF}p
zzp*kpSjpF<GUf5Q?DP30f0wq_GHPipmz(-LYDwXPkJs)0?RqpTbFJU1E0?=BevVt7
zv*P%*9m^CY<e$gQT(jcN)n~y8`~9W{%vsle{-aUWYL6EWr&nn*Tr~LUxoX;etw(EO
z%-_9US9DQaDu1e3U(Sak&zF|YicWJpTeSYlC+%YIiD3bLhF-?LU9GNC-QHPMr+h^C
zGA2FPC3tXMmUrL5hVQ0AXAYFESvK|F@~fARXnLxgSbzV?>mT7l&X&JIf8RWP%8k#q
z*MxUt$?KTT*v*#Pt$NiL_Py-6B=ewF>t;;zthEy~w<MZO?7P7>uO(gm{)gqBy;u1v
z*VtVM&NMlBw?V!&X|q_()tAz?TGP%|m%NPDTORXTJI^-rNv)<^LEV(Ezrvo+t={Cy
z@;OY<@});ZvS}u}*CpK-=eE4L*5j`+!H@lEz#FBler8`xBUZ|CuHJj=O4p>=Qx7ZD
zmuiSwFkIPf{ruJz&+i7^Q%}u!^83oib^hxzZodsz>R%du=9OQ~u4V={#<R}bnbzc<
zJYJWf@K|E4(&U{5RTFiRmDgXJe(J!3^3@!LJ<pcvz6{k~Eq5kmO4zbu2G+1rxxM|*
z!&77{R?U1qF>=|ttjYOl>A5ElE?91>b&)~J?J>J)Va|&6<-w0X_*caq*lss<LZ0#E
zrD2(!?|+2f{ZuJ4=bL%Ys-4eP+T1C989A@=>oQ4^@2?|^X0ME2SaE*ZQMHG^t_4nD
zvdiLmW#19@itD)XoH=VU+azB*doX@mQ@>TM?!&K8PW|wCnMLLoE(Hg?>T7*x`TEPM
zWse(U=FDnen!azr*CiPq?H&EaTg@2?cZ)`@n{Iiw@YvInul;$R&w3GJJ!jLJ_X{uW
zz3_FFeU3t3wuVakQlDv)HvV3=)=lGN$n00AduxsqWKE8<w9R%kc^SPmy4$Vju2$uO
znTvy~%~Cu~TG>q<elGdC-lzHSo5G2+UMPOJDS!A^SkZbf>rIc_*Q(xn-n({BPnFc3
zT{%y_*j(T3x<J45?e%NBIKHrQN#`ry+Bwf`zVjl<lJ~3as{381JXYGa_KUi0z^v~(
zzBE`Z_j<YZOUDPhsAtnm_fEVk!>X}%t6g35;k`yvFStJ3KmFbH3m;y*Fl-fFH!I@&
zoxj?XB3ABO*3GeN>34bC!w;viBo<^Z^ygc_tbJ+kC0k2J>(<EMB6U;GYJINWyiB4x
z=S`*Sycr2ki{th#yf^Xpb{j#T-$IWYLvCFQseNJC_4(CNKi#~_8+-Q6^(w0RtQ+`J
zy5HVV;rrM1*4Iodo=iUHBGXr~?%1(HmE?^t>bb6Kt=VC#J*j8!oVUr(3~qE@T%D<F
zwfN}ci+pav+f6U2b%=)dSA8kDe5R{xy{N%fo0OFBt#3uQ**)udaA`{1b78qo!MKXm
zf*FO&{4Vxf&r+^?@Mz9XWd`QpGwU~Qx7vN_xrvT)fWeM$t2f+YQ|~{tWtQ48hSi0)
zH~8Mo^h)`>u5*E}DObr#aX-d(`KT8rpX7UZxb6$Ct9!9f<=T<YOKu+Lmbg-4xmuGY
zd24Au)6};UL+Z|-c(i=#U1_&P-YKaj84QQ|*J`-jo?!VhDk!>eLe`SNhaHKtq%s%%
z{5fqd*V+7M`b-PN)XTkIxrrJ!&VTN6%&5@w#a4Nfc|Ff(T~p`jYv}sC*V}QDWaPsa
z)urp+eR|_+aPUv|(#?W*o%k3}yo`*V^&~W)@aanFWA3faMIU7BieryXTQRA@oU!rF
z^~jYKRgw#T&rmjfbUmu{Y0r^{BU}&W$*$gQR+Fc%H6?hiY<S-C)i#?1$|iU`DU7||
zx@6+_ya!L3<4l*ms&t$jclBYB?9yYF$FJ@2Ntv%4E$5;YvZ;C3^`vzxV(wem?s)Cn
zXLj&xV%D!UWxrN0{=olvUE8fsk|Lssaq}Xr>W->i{VgBtw5Yo$W|yS-CKEwJ+ufn>
zc`IhV`Dzhk$S{Fp_4N<#HmbgrrdKy^o$6_S#4zrt%hQtnypq@~UDvF-=ImQFQrr5r
zZ+jplBF3~Yb(T_}n_<uOMSqMx_GtWPNSfQ|$#zHhN7(e968p_@*2nD2eky!>KI`+#
zvxj`GXFNz()eKnm=GyVDEwiisZIzBmD5&_d>iQXh;^U%6JXa|M8EIFB2c}<kXL>5~
zu8h|r{mB>6<$}`Lr!NOPRamTjvHtWj<6BF^g5DK9GPty4-A&!cr)_q-c|BiRa;+oL
zmD%!W=+-`?**i`?+s4K(u{QJQ-F?d&R>tM!-syZVsr5zJka6}x(daiXo)n(VzH?+^
z^zrj*%a$yg_1S3M{asVP8Z7UMOwpY`ZROrI3+lCQdomo&Ve6gTw_{z$vDd-t`gM{f
zhgm4+t1pcfc*vgh^4uA@IcXbXJ{4r`OzJyd9&OBe!SLBMjf>Hj)>$#|+pe}tIy`l4
za2LnjuckAPSzU2x{$t;pdgP5C=bzVUCJ$zbJi2$du(r$Sy-eTK*~&t0*+qeKivKfQ
zU-Ow$;c?&AmZ$5QR;_mm-0sBD$6;Dj!lrh>)YFLlW!UM|dah4ev7Ym%p7aupdUKxl
z>cyTlb620f?YrxD7`xKmN58I@Jl$)#@=eJ>m4>OW_)YJ6YN{?hf6>5bX)v!`X<4Q0
zn((l7l2e}Bw^rLtEc&FtdwHqa%H=v4JN*7!y=!-~i6=Z?yWCHGah%?qq|0ULzQqeO
zw{MuLVP5rpy}-2^&GMw94^9To`lWWk;F$llCA$*>`nD{Un3uA5Zp4l&{YIbf{CKE;
zS7J?9#hVJ#TM_rBGAw?6HG9vMFVfkq=^Tvfb$49W%axeWF50p<Z??R7*Qw0arzY+C
z(;wU&7+Ju1(9~GFsQB{N^$LC8ToST(Y`rQvf#*r}x0S*E#X4q6+hn6Ww`81Xo>%<O
zv|A<e?d0g+&Fh{f6u-PREBVkQk7w&{%@1xr8oYAz{)tESI7~j8cBW^s#JW={0aodz
z-A3t_GJIco^Qxp|ro}6*S*d8)xASP^)QN>XGS{-toiS|mvtrkuc=4rv_r!Tq-%Y!A
z?Xw%Rn{m8#<a_=(CC~Qmcin5`w(2;K_JzfE89Q$LxO1J~R5eIv`I?GSQJ;zGR~X~6
zUYwlMJm>n=YaiRY=M`xmwTWKd?P+r~c<X+yb0u%f(i@L&e|PRzP9^V&pZ+qx!nC3`
zPx8&xd)+3}b;ls5U*cuVD$dizuU1}N8l1hkWzr2z%QZWdV`Sv^FD*6iJo%VyXD7$G
z`%%+oRnHY(?ms;wef^Afg;`hIgXY;Sxun7_^L^E(gOeOY#U^_PA6Y#uaK&t|>sBjD
zk4dQfGre-_^@GM~>utNe%KFR7KHl4`)>RQLzt(+o=2yG4ZP6Arx?B1Sjc?r5yB?}8
zdivgvI!;GJ0se&Q>$8{sSy441d&}0V^<|us)orc^t<+c>l<}-jS=`T4ebI~Jpcj)J
zJPn^;-&-6$?Z&z6TZ^wgnjmm>Zgp~Ykx}#HkX47GBDLpTl{qFJ^UL^f!ifo7w`2N)
zYFB4Hcb}wmgy*leoy9o@Wwv$vQ@8k;Pb&=W_BCF6Szk4<;Z8&L+U-~D^8D=fr0qFn
zys<rrxAX(cJj4DyR#*Mz#P6v&-TQRo>oBWLAE&LmCcUMABk_FJ&j*qZ^NJf|bNg0=
zG~Bh#KE1jvUL;SeD=<82-m`T*t??78x<1F|AI^Al>45EtbzPT!S&9_Lx&$%4a9mdr
z8d$UD(wyt7Ue#>)Xc8oF*F9@}{W90eyx5RD=6TvLdgBjYh*PX6l3&lXXPI^8TRkbu
zkiM(;z4CNTzF6h1D)`+$W4%dH>xO-M!X?e-&RczN-}b8}EmOG{ygX+Z7hbx&$T5Cx
z^_47-Rh`FUBR_9FH+9a#dah?`n<g25dLs3U>A9~~g?!Yr)Qv3jr|lNa)V(<;y{_jI
zhyMGuGu}>Yty<Rqkv(*a2G866qHM9po?#~sd|MY(t9xbAzNu?hg!y`DT+J`}&*1#(
zc7E6Qp5W?9>~&k;&dNVhYxYWE(p#3kw*6)gg`5f}$J&VRVeqpGpC7EZX#L5Oswst~
zkH6ji<A1@kwAS+JnLLB+s#^&K2c8JVvqaxJv#@3-$MY-KFU}LVe#=2=>L>RvizF&F
zw%q<=({pJ3Rxf|ITF$~;-lx0WUU4YxOT7AJr_Q=1EQPyQtY4u}YVRC#Z~s!&yQ??I
z8-3zmTUp$?<Xlwne660XZ_dvx`OTeux>2Ne!@Ra_?`@=Q6eN}v$J{+r933M(X{m3u
zUjL(H)s>wWj7y%REuZC?QF@_7S<`Ka{>^VT>2G#T;c<Ir@pY}pj=d-D?EDqJ^j?(Y
z&d`JF{34z-%su^+>+~(p*9%@barqwmW_)Dw#8VS}GSeiUtzG-YmR~e8t#y^<{jvhj
z)iZp{m7dJ`=o=d>8@_&RNnMCeRha49r8{B|6u*r+wkA9{WYM>30bW1mgR<_X^FF)`
zm)W#ZZKo%TQtaBP&(~MI$=zZ)mHD`u`~Lq7QM(qJ?wT-py4mEPM$Ip-snqmue~~5s
zrpO@7XV$gpZo7Nit|uQ~8Y=io@JZ?GTiZibYtPPEdhNc_ge^OJ8fR4>xqEGk>zP+}
zDQE59s>>|Xx^w&G#(wk3?(&7pwVNmQT<0uKSIKjDF8bzEZbE@!WKfjTlP5gaeWiB2
zIy<@S%Ev~@V;t`Tx417@@3rIdglWgDuZtHmFMAlbMN93A)nbbst39625}vnn`5T6U
zV&{ztp+(QPR$Yk737z^iW%pJ0y=f=S;`{Et$Sj`s)%Qt^)UvDJG$Xb?Z$283$*HzL
zdT+(T`IqLlEn2(NV4}F?(U9z|>Xv`BTH4vyX{*jjU#l|7=%QJv+ndL0({0Wx+I(Nr
zZz0FHc7{TlrLA?aOqT8%3w_xv7eBvO+XBN)IZE#yT)H^L^h)dJ`B{x8m|3oV{$7+N
z);Z_P<DDxsox-YQers<l&^pn&?Q`@?0p_Kq-<W?~>wL3D(0iqe%gW|i^Hut^PV^Xl
zU0d-mu=$wgw%*X`!B!e`KDlXC#%MK83{#&QT48atIOvSO<>I?#igyhr#R%1E>v?WB
zGj^GM<3Y)4Lze|j87W)VFSv1GPKwlvqz=BV92vhD{XSc+40L|-E@EQS2X@nGzo)Bw
z4lYe94Dwjg!{ujYeC4o?aZhpB<Cg7#$3HFSnCj=7;dY#<Z40mWgaZP#S(Z-^P0(_m
zqw#d-(d0dQtFOGsmW;IZx};bA>vQCLg=4nXS36bIl~z^yT&@0Myzi->$4f7P&+l(-
z2@|mT73_AeX}*@g1g8Q{(F%>bp(;}tkEZ=yc(a3jZ-BLI#!RQTvajaenH?;5Rd!0c
z%66}X^#=NHT_-My4ou5Ty7_O*Dz~hKb%*!HHmRx45?kiBMtPy>f>qHAS3Guo5c)jh
zqV3DRBdtLu-`8ZSy`ClKR6IG7-{47DP^#Ol38$wQ`yL2vcG{VgS!omGJLzqa(P3MQ
zl`IWRtS+yQM<r<sJ9RT1dZ&Bx(N+VNy1%O|l26`_3OZuIaMpT@vYf+`(6mF%XQQXf
zPh7LJJf%Nt%fv+&g<YOB2PH614oyDQRc&sYktuNZ^u#$Q=Uw@k!n*6r3IRsRudB|!
z4Z3_mcfs|yud+gNmvBwITGlf!OJI4yud6Zc&V`bnrfry6@Z9u@_ZcrMo^YE}HMgc*
z+L@`EJ^j4cf&OEguTJ^4T3jboq%LXGluudn4rTIBDL#H})pWb91sfEetq^7S7+AVc
z<>Q=f+MeRlttoB>f3q`<C;57tbb9nZ_nwz|e$M28CwWJMQddh&d%xqY3Rl;|f+uCG
z7H&8!yE^ovN~O}2iBjv@91q4+U(F0j@4BR6Rkmj5Np`!d%~9{d?I(K7D-3+_WvRN_
zQkJXVbS*Yj81AUe-qcWYI%e*Eb<t~4HJ9|aR$e{VRlRuS&(*zG&cA1?)!tLrw!_xp
zS@L<&gYCIz-mSW$`KB-QSj5M`@2iXS)h}({xxO-|;_YrDGnq@zm->ka&XTM(^m{3}
z;`GMAwqoDVCxu~0e4=HG<5oX>&k=jyO1z(|cJ;h%T2mz~{XCVkN?!S{IHtR~|Dwt4
z-6xxlwe&n*THE`upUpL|>(UC{`Af_G$$pr-bV`QJ2E(|?CKIBMIWqTc{pprH@7(T!
zC3lj4Y<^!L>9m~V+~V*zDcl(eegz_Y+NZvr%?&S7d^|79w*H91)8w3@>;w8=izm08
zmU(__&z}AIE2FZ4{EqFolhsq1a49x&d+E9@i6^o?-+mhwd5l~B+{V0hk>{h1WL8S9
zzihC>D&)<T(DM^lh84Yf<E?1RUzL)3A>iCP+gGAIYcE{iGp$|T?0IOO<FD(vDTcQ%
z?fE2oQ$jX-&*gXvmTRWsyUs2yyJQ=6G|YkV&tL73$Tw4jWBxV^JYcf=y52cx&4Tdr
zSGulzeeh<I!Y8f?r>twW>#lBY$Xv+BaA2*5!uzhL)7oQ_zN9@V)C@fFXO;eDtqsc8
z)*fn?IGX3qER&K_wl32v%xdeTt)~S(wNzhjDh|?d;nRG|q1<=%+}*Pergh9xeJ=Sr
ztR?-E{nYU8_s?yvO`7^#UGjCrwvy#**My!pZ>r6o)3-IWJ*H|_)kfR?hj)U6Us%Y@
zNt$)4Qet`INz1>QN77}k72UY%8o6m*h0+4`ISE$}E#O+?{_~}u*+!L*3-YSc*8ZKl
zfv=vcO^spx(oCJ^o-b>Y*14@%^Rh>3qcHCd+su>#H^Xz*<*W1_`sT8}*Y&HK9QGz^
zs^f!XwVgX3-721wytc&k$~wnC+H?0#$+38QZTF&C=^}HlJ=ZpQBILMS^|bKYu5&w7
zgoC4vtoj4r#@ejAEvYVcF+Skj;iHwYM-O^>oHNM2Rx0k$tiHBl+oHy0I{a0;yzgzC
z>$2rt-qL^JlFzp4uJ@YwJ}xWecoE0yz?glU=S}ZhC{MLizH;w@(Zo5=c6O>V_PG^y
zt(Co?ee!Kc>QrW-=&o~yQM@O&uQE&CA^G5+$;mv4lJCE+Nlf%qk(<i0>D`k#v;3sq
zXzM+@bysMn>AX*?J@|_w4%JVWd~%Uzr{#mIMU|2_;~$ycimOm*44l18wkotJq^YVt
z>TJ2B<yo0+sXHUHSJq`7{;F*1oblud-_@x)HxIlFKE7jF@yjTco9EU%iH$7Oc)X8K
zdu{9Nb%wJZ^nJ}q-di4M|L$^M=9|1r-pSsXi6>uPnAOl%)fk+w5LPpJ&b;RBGFPkD
zJnt(1#6QD>&GXCAG6SX)JHM>6v{c(I9dyi~_}0d(zkFLyE!j1Fad_BCn~>>dw->80
zUluuNz`oStZgTUTFyD;aiq{LDm8*rO#Z+Chx3*5dwwFC{ySrPd=&?0ChiA=LT`D@;
zC#N{oLv6(!Q=f}1dCRwp#yN1Tl`40vSZnX>b}Hs!^~Y!-i(?M|8Kj=Sy~6xHHfhn+
zCtN#oSI)^T-+Ar{+v~~mzHWTV?munOJkfCW>p!nuIu^-h-PN%*>8I(=qjwxEAFFMU
z<l1>)z00f{6UzCIZAjS`)5P&ubWf@@%cQEDVs(w1$JxKE+w50v#I*dwDx>J8<&BXa
zeLn0^-pYIQi^X%c$r;~QTmM`Xs#o#lS9sy_ET%9EyQz=Ltln<9__KJO;l=i~WxryI
zY<4yt=6@Meyli&P49lCbx37G!$Ybo8mV9eo*)-L9u1Ak2IqZ&j@Llx6?Ypj@dapkB
zlG=Q=_f6@y&$$fdUNyIxnh%`#dbVhDjN!v9)+B%XrOw^&f}-A(ytF9t2)?#y{W}$n
z1N^79uk}f@N#W}Iq~VorA5$D@Hu1ugs=SKx-&#&89)A2fI_YafkN3{Ky_NSnq)$wl
zDsf<)+U2mhOBpOrypR2|GgUODU$5?((bbIF%q4e><!3Y7x0apP-taok{Nc|j$JQ!8
zc_O#<g>Y8b59TxSK9^^0zH!lZw$%x}07Kpb>lR5oOg+aayZTt`r<01$pUST-5&N~<
zZDD=errmE$Z6mMVJ<F4SG)2~de@gnSQ#<FXT87EZ__}tsHLKy1uO_CY8_RdU$%u||
z`|bF%DrMGXL*?hPwyT9t-ul73H(T$<^~rr(yEZPpdHKfeV~fj-YG3VrrJ<bgCwoq<
z=ft|;FRQkFpKQ`UsqotBxwo!eIP`wT{l1%>!Sk!$m3&X~P+!!;9J6%oAt6i2)xmd6
zth;9IU1a%sX>Y9K<^Hm_G2d_8l-X9B-M90~)66UBO^5b6or_rB+AQbsH%oN3NmpQW
z)yzZuhQ{+8*gvjja+a5TrFF$n;&k#vzj^m0jY2ytUIsnBT~s+ax5SvyE{)&G>gr`_
zMM-Aa-oT2kV;rwIAMf=PTVS)P|MIr#kXT*a^+n&p-JM1JH!JSC%6+1PwN-cSo9Hg#
zz6#T<KZ25$5BfM(PFwkn<9zV>b@^h(=j$xj^MI0CQVZL`^QIRoW`|A^cy;{K`l;(p
zrFTBpkeT2w^JUG;gC}o2+q^P=zN1j)yvLF%&%3_w6;rc|dw9-1>Qk@Y`DbB;7y6Iw
zYq%_?DD;5mddh<<Ik6gB-j$aLCO7$;US6Xs{f_z5y0ojamD#tJ8l2t3;9Iof#-+?V
zFO&ZMsj#g$8eDA_d^CQ`BvYG@v7WsuzNZ+!t*wmS9y~WBbI#k%JEdh(%1kqyLY}0H
zE`O@Weljdr@=4N`>&}*@)f0}KvDd18TX<sShLA5SZZ1A5p8VN3WwWfqx~zA1+jHdO
zqu$g!c{!^u;*zVv=XqacR$MZwl9R0a&7BhFVt&A$$KmmZ^{!V<_P)B2!2eA9#Cx4}
zimDs$Z%w-VuFCM~EL*Y5QPa%Mz3KaNy*PL6af4fhvwrUJyYb+Y)z#VFFBeaBdwgxB
zm*?8N&Z!bxOE3JgUHWs=^4D*}Y(5D~vhO!N7!^Og-;(!u)y2ru329rNWnXw!@UGO`
zbkB_N^UFoKI~orpcOB|;5C6S**4}T8f4uDWP2Dv2+A%)<y(gqzMMzus*=m>ZhMZW;
zB2%_5=;@KJ+R8uKlYU1ZRCAZPQXIRRsXtoospxZ?IpLnNmpo?Z@PA$}v-Ns%s&s=w
z-_EsH_BH;DDPMbeqn>!V$D6zj?6TU;`?@PEWVKzlvT~nJ|F|YHU#a-hw<Swviv;^8
zcPA=YetF&;DZE>o$@<#ck1CVrS3QeLaO3=wkr{jA)idWmhaArqUZ2F0<o_^g(wUdL
zFKt-2B;0x8@#2?}n>|byp1I?(&huaCvs;tqY-3#SoV)Y(`<SOc8258s)4Zd#?OS?B
z-0hv`PhQ(|@7vu?73)iO2XFZpm%7q@i%i!SMfIJ}&du@;KKV@AL-y6OU)Sa-?zm>G
z$-cB|;?#?W^+GqP=vY2pYg`buhG(YIj3fUUzP?Tso)+}RC-vY<&mErw_={(4Sx~k*
zb7t0!nctVUWo4@xu$@gW%UiTvcTM}X33F!k=T(Qymfp(N8I#QK9NKZZbaiV)RdLAO
z=^q!`y1Z#U$i6nx?Lk6V-Qyj>N7_wpCCrKXY$Dlb72@Q^ZpuH$xUX_?LEhIXi!@Ho
z7BsLpzciXjfUh{>^?~CipQ2@py^eT&H<5C2KDfg7ayrAu5WdG(u2lQgu2fB5xu`s9
z+O0^55cTpx9~Q=IZ5Fcizpk#`b|I)%SnZ$%+Zv67Ph>(>YXm2UhxyI9YCR)k)@Hq9
z8|O!D6VE)JbvANNao5$phY>~Wrs__U-}r2r`nc39#i^+3*}@y^d)H{~b~T#U)>J86
zzH^z`yp|AG<5??~9+$b+Q*ZG4^0mpSpYj(O-LTr`8td8c{L9K&Hs99#48A{Ws`jRs
z{A)*>)hv}wxs4txJifKcFxA%hXlNPxjb~f^gIT72-+$s-^z;|U?V}2FzSvfWd7ONG
zYZ-5Y<*H|4Cgt1SOg#DeMyRB`%+(FACw@-8Hpydq&qWcnH)~R-`^{Y?w4jey``BSi
z(HMj0Hu6zdwdcIu;^*<aYu%*=Eu%BV&5`ep$YsSuOkY`I_CBl2Mg7Z)<O2Vw@G|x*
zfv5P+ELE!tVLXw)HddAMN$HBn@HwHXNhUf=S_IFF=BB^X7HHx)_|kjNyKgHq?<`rD
zY5e)b>yT3dH$`SQ^VzOku)$JR+jkOMhl*d;4xel1S$Gf6I+q|Y-)m{HUFc4R7-rwR
z@a2z#AKSiCJI1kc-?ILsjmiGuc3T8zW!EfQ^`fv!=$-OjbDL)i?r<DmxGYb(Yc0=H
zrC$@nt~2yIMxLHLuU>1z!VOt*i-JCzY}Yj9jG4r-;zB}0)wTX<{qqXnI$fNtmN->m
z)>N4$-k6E}UJD%Aw?<C6dv-~J`_c?IK7P?|;Rju}`yN)vW=W}OPFA#hwwBd2!s7L;
z9laAT6nY-X-FjhSu;r49{|r)d1m`?otC=HwYv=qUQP*zWIHlovfNgnTU-4P*9b#{<
z&0EEJHaod=d9as|gXEXj(HlK>O4?lGdXT&{ino7hvbOb{ymzsF&%_Ttxb`Ohyy*c)
zvwKUPguAnz_qopM6|NL8-Fban_*TQ~%#EQBX38_mW+yPXR+=hm+<VmhS?l&4Z{a6$
zQ(srPZ9Cy`|NPR*!Ulmtuhz$j%`um}yn{J|{C>&DW!`%BcE5dIQT871)z({XJV?K`
z&v^6Idq&J@d*x0?EAy=J{BpL?YtH3=FVFmZyeNI;t9dd!+-{6=SD#F`s@bqRMZW5L
zu5oPS<Cw=wvtlz1<6L)&q&%7RIqQPopJl;IId%1x)EredcpY%$=cK*Np&$MpQQffD
z*0q3%z4s^EP7$H9>N!DqVnG+@GBT`9+4bl6<*k|8Of7%4wk%#RyL!5yXrkvmYneA^
zKg(sUG}S%vvrpSZcw$^o-fy|A$<L}HZg*Ck)B4oMFZpfNxBEt2S2+sLmbqE!`nze~
zG}dzYw(5ud->jPzKP(<?mM!pHe&*^|&27P{qO%SZW!+iBux7I2Nx8kNr8iG1-j(j3
zc3`>a7Bf&`H2-p=!gY`AdHx^F7rf{7`RTtmo%wUvnufQJHZuv&dUN>Hn`QIOS_3ED
zt=n2FxMQKhe+I4_AwgE*F>h{Nv5ft$sWj&SUuGm<aj?PdFROYj4oX<8Rr+G?ci{Qc
z2iKDOw)|9k9hnxl=bEX`xvI(iMW1Tl@n$>qJotPx$-y!4eAJg6x*<+{2E2vQaZeu#
z&v`TLZl7BO2YZ*d7-!MWm$5Dz^*D|*&w8RJEw8**FE{Y*NiUi8#W!=8_kLUdd2M!U
zz|Jr06}MdBYGs++^>TiwnvHPR{qk3}W&Dzos%IC<J_tJUFZAGj##z^Q?31*)Zf`w}
z<=3^>9`Dk7R&uH*>)UPBVm#{PX6)6{WX*L_`JwjhnRAa$WZ<d#96NXIwaeFb{IxQA
zJ@4w41L{?`-l{IV={(o%#rs*Mng{<)J$cXPrt&skPnHAAqfYIunS3_Z^R9B#jCPGJ
z_f|a4=Z`w3d*a*L>NQg>-^QGrJo#<JL9=%iLYJbZ&0d;n|8;fh=Xv#9D}LCnp0=sn
za<$qwm5$;G*(*E#?DxCcnaMLrhVg~=g`AS@5_c?CE?c|va?9aU{vPkrkF7b*khZ;T
zp5dhG;#l3SUFz2LYvVN<p35)I)I4_la?t5p*ZiLpYi4yVW|j$QX+3c~@MqYPPbwM3
z*RSo!e*H$cIp$*Br%mQ7ZA>Nh{d0T0XhOE!0}Y8|7VENjW6#X?eB774_CV>0Cv~Oo
zf|lLMtMnFIcFS{d@6L`5%AzOkM6;f^xxUg<+|P1d(zn|RLiTZ4>7rZDTMLTs4?Z7R
z_H3;SN8;PCTS_t?yEbg>xvmowba7tR-mj@ALMB=K$zJ5qa5Vkas(F8kW4RO#yzIGN
z<h!I+PDtDBh{rMG<|r@M@Bl}fkhP6bD>C}`9lo?!L*)^>Ot^K$bNi_K$)5`Q+IH?<
z<i}ccrFF7R%yEuId+#lib9<k)ZO_&4xU4Ihliz61GI|<jr>hrv<MP&?>FlD{+HbLm
z|LHokJ*I4}(hX6g*;Nti(lw)wwoQ0$8vB&x$>+BrbLLcsSRYN6D$04$E4i(^r}jgZ
z?SF>Tmsami;j38H=3xE(S9pzb>dx1fySuK=I;nBa*mu%Hx5~E>xeB@yC;Arni~O8<
zmFv&iGLyQCQ!U>9x|XupQnsM-SLhDMljoxrmoRM?t@)TKJJpbT(svE(jWV+$W;|bO
zFsVA^0^^>PtLxf%b#j;POn%1j>*|Y>%FD8TJ0H)ga$1nS)a6RfyZpFSbIL7ePHdT~
zyGbY_Y|V=u>Y}0>0`68_7fD-eQnNJmwDz4_Tl&|Qthn*u-`1I#Et8i=-JE4-@gn>7
za+O7WYm9xr8m+rov+G&&!yU(~uFbAs@6+bqzgKALt(=!D<DztX9n~4q7Us-95G<al
zJm=~HBiGdI4c{(b4mLiWxA)b;?dtQZUWpl0@yxj_CzH17()Pqvo2O1Z<C(|!GEAY@
znTd@r>&{~4brwg%8uwRN9<z_S#JR0XV5xMx^F{}r<gaU1J_z33d~NH6e{bZb#yr@^
zT6#*?Bt%)_?&gW}j+Dv1x+Bo?Hdf`-LVwxUsv+-XuK4Becy+D0dy99pgXHo53~?Lu
zmr5wVj^&=Xp{MI%ey5Iq&UKl1ldm=zp>>!3@+DPzTCBcise3d~d)nIF9^Y0z+MSxQ
z_(kfe7xzwmvo=w157;t8?(eFmQ}^$^^*C49^=XyK?JGZL?$~MTQt5BEwO{-5*A>sE
zvwRNFxO@I(Acy(Nz@V$slye0AD;v)S={D4D4cTeAD({%l?6$q$u8p=C$0ZlBo{;>{
z@HK4yBm;|eE0!!SN{;h6GP}&;WrWdg&A-{pXI6duvd-^;(1AM9mPvWfRh~Vqbrmjo
zw*BpMb%t3_0}CquW_y_{^i>Dt-~D17p1tzTEwNPz2}?J=oTq&=$MnUu0B^3JVU~W*
z=^xj%-TOOXrP|J=Y1f`FZa)^fY|`$H-==>%<SFO;ZJm7Z6{97;r9MT+7PK(TT3x=H
zEy=v<V(@%ly;`d?`fewe-JHAXj+n~x+pptl&VDX^e>OkX+H-QupN6jPqAlkqtt=0o
z`7Za^AAQr@`<l(iMNjK2?|J+>O35i)bh}C9maGYr`>qyUJ(1XF`8sm__x{f-lhoDc
zO%<%#6jJ+oZtRiA>uNPmmvMdlH92O<X9L-+CB=sCyZqw5EicL1y6O7Pl`0EPo?n~8
zv}OVG*LCJ+tbabAbuZi|;aXtkowtjFK9{F{Xr3SS{GN}8Yks@5zfHKR;opbPI(KTz
zma2+PTT?Bkx#Z8@%!WCoOVn>|j-IfTTXApZ4vFPG>3j8~UU^QqdxZPa9P#xcProd0
zJg>IymT+~%Myak{&3m0CBxSC(uUyV@b5ZURMm~`%_DAZr>OErL>sIykY_^K?rs|1}
zlY>QVc!K#0XKiZu_%dvpP<C94n%!Nk3t?Q=b)pswC4V#5HW|LWH*0@!sjY6&s-E;Y
zA$)hbX3l4p?T=bxR2VjY=4Jot{&Tfij@Q>3=h<yJd(%SV7uVIjyg%<dp1HZ|?0l~Y
zeLLO<&i}VHX}gx#vv9@K^Hr<dsvo}$>&udNyuP;N_S*Aqo*FM|xbi}yB@e7R_9f5e
zdDr75yL9LIh6|bbNBz|dvP%k`ytQxZd;Z5EehU>O*3=$(d~KP4p{+(h_>Fa$(M93=
zr+iuAduO?5q0STKck{Eh%qrP`XW7qiXZ?HTi_^kqJ(taFuY9(9#+EQG>uYECwM0D5
zJe%^$F|R}`R5khZo=%A`%caZTY2Ot;{Di^j-_)Fn!t)=l#YZpOH8=2(-|fXm6t}BO
zuG@9oPbh(La$M6t>B)IzUAHc6sZ5?(G$-8DCq?JYSCfcr(~=_3B^tI?*MsvH9t%m~
zKegA>#7|`6^@-8ncI6~Ac76W0<@UYfD>ke=YWibdEPwlz4Hj}&_skM;-dgPv<r87O
z)3hdY+E0dpY{{^_?@os-snp%qwT4an!@5nfJfbrE^^S3kd~=2L9FO{KXu84tVU5h(
zzK($EE$2;kT$1GHs(9rZ-E?qfRgv~J<xTh6wT$ee)~a?ZGl@)$c~w1k;!?S9wf*+7
z*6UA47iKPT|6cqfJZ;*|bM86wv<|HZV0cw=lyh^P$JV`lY=KW!J$0{ot@HMh3;S~B
zuPgF(lP7Z6R=y4Y^5xUjkiHqq-j@`Ib^F<@zq0LC)#v{I46*5^&CK7k*Y&r{?&rDu
z#IkUfpT<({n-+8CZe1+gQy4w}X2UwCXS=j3#MfCp+9h!z=a_AVmzi;?qNFZA$Bw|v
ziv9Yh?)*;MWiiKNPr3ZmoF7dm&D?%4upRu9J#D+1I7jh;$1me@GfcH_CqFOFkx@Mz
z#aTJGcFH3Asr~Fr%dUM}ap&Wl@EPy#9;=sn^<}N=^zZrCw_n<_H1>Wjzcy=E!F1&t
zujl)+)Ly)_;o0WS;sd{ucDL>b>nV9Idh(THyYh0iz3gh&j$aST@{M^Wl@S)SeAY!H
z_oowIY0u8+_T6!<$?f3I=hyeDEWdHh@6shR(~=z<o`3lj9+Py?^oZoW8{(2jy~Xwm
zDi<ELzPWf(-nqZ$ZfJcKRXWDGuKc%~n06c6)@lA#H&4AN-{pF(lRvLk+sr%kjzmFL
z!Q1(3t=tqX|1(IPxg?a?6XBgc?@nl^?q)gbYXvi#Lmw6uSiE*B%sSS!D0uJ8r&dR|
zEZlrH>O%f0vty<=@2x3v`)egU>vKuVakB@8XA>@WhvmFoEmgWQ?$_emJq^cygvm_1
z=*5xBBDZxq>**ZH*U<$s6VFH8(mT!*-IYG;Rh_)S#%Y3$SNgNQ^0T>iC(m1MYI`T^
zgITTCe}>kBVxQ!Uo8#CreXC8b&6;OtH&xQfIMB=UU8Q<=&aCK@lI{w#9+yb}Ua@|0
zmxB`%<B9b?*VF=Q_1*_}9q2jmWS((E>KEZ<^Mk7*B79v>?ls%^T0CHtlM3$y_t!79
zPn8xvV|*LcU#oOXxbPPHy6pM$YG3*9t$t~`^UD`SiK7``4A!Ra+&Wj)O<^H>*YE3x
zc75I6X=1<m)Pb{752~&o_UQ7n_j+X_>-O69%Hnxy*5wS3uT)(V)w~;<*JqO_cvfr5
z_5HH7{@x!;m)~q@meBHZt(jX|bgV4YhUfa-d)nJ$^PSDN{m|d6!hdcb=S0c8JLad#
zi)TIU*Pc4-#xEW@-Kz(-ZJAQ1uk_2Bao(fde>I~#K2DzeGh9=0dz}&EqusjJf(-`M
z*F!Xq&#vXGagEP(Rl9m|E$^9YeW3?$RexQ#?A9ww5rO-yq5L8p%&gC^t+{n0vU29<
zBgwb_GpzUB&Yr4kEiWIpc)70K<62I><u7B?*0U-1wpj+a7QHQA<}7FPDMD_!=*?F}
zk~s?$7+d8#)?15)*?f6hd**SR&`R#b=c1fAn3hGVoR0~ObhzWOjMM4s>$oFk?yFUH
ziO&i$J{wSO_n#pu`Q*+vtv7`=JMG%Gq#mAj)Ty_pq0lE{yG-)yaFqn{wMMr>_=*fP
zUCm~g=XS7ePHzlfe8R%C`mNxv#vfrhn-<t+{A8Lk_p5Y)!*QRaRc;UFq|f&XPk80N
zHXtCh^Xt;;5;ecv2&ctoY(8Wjcp&q+Yt_5*4|Q9Oo_t-ewkP#$Eq}wYLpM4r=RAGE
zZE)Tu>|38*{_*u&ld~>t+;)fa#Oi<YQ*E}MJg&U9B=Pn|xqD2Dzh!Ak&-#;mf?e`S
zI6vEhWW~z!qA#OnE!p;iH!j<DN!G!guj9IRRnHF%JXI3(s_)jNw355cvo_C^R_Hpl
zaiWj%m2l_X`3m1w*Q}INsa&6yW|Cz*&u;4JJ1Tj8PtRXpo9}VvOi>Yk)`?vKd#$et
zeRB7jytm)(iiyS2ll^T^u5*33bIVNHrd;&RsXIw4W20S_8VdZZyN;dn{34oTE43lZ
z>-;X8Q}+W(mD%O4UOikZ)6kY9|8Y(9U6GzGHPzuN?`>iXj%n*x>7V#nHM35w`}uOU
zOVx`nrJT3r-?1+1QPNHcl{wc+m#x&AV|eP?NAKzdl79Txw(d7wQ}(dfz0Pa()OE|1
zE_xiF7<KJdVou(R>hiVQwnbc4N%=Q*a&fuR#BJ+ccYf(wvdXn+v-e*)CU#ld%C*_r
zSNk4Hl&s@ZnH0%s-<z{&s@%_2Jzw`7H;pJh6j0m0YRl=V72)&l1e=~VtX{q+)zQLY
zy~&4bOUzaoJ}FtB;<Rp05yzj`7iNDC-q-Wz?f%5bWtTGNvz<!au&>ne*dy(g(VJdK
zi(any&){n4m*)C#=iltpZ`G3pVv6>Ji`)sipZwCGH1+M}ps-15`*xJ6Gyl3~QYdu0
zH(z4&?XK>$M<QI$qP7>mdgbMFKJ9VyKU3XZPbRr%ZPK}a#wKmOiiO0lYn`Ur+fvr&
zmdQ;@NH%qQ*&ekcslfPUs83G#Yu~fHH{Y)8exfo{MgGvnl-9{DD%Vpc3f@{JQB)Ni
zmMJ5u;Z**t>vx}{UW)UburE?mnt$xKx+GPh@U&tL_iP2}r=n99idB?uTJdSSq<LO@
ztk|;UjJuMT#&V~c+c3Y4%YW*%;OojqJ0}{R4Oi~E^!%)inHs<M(wlRy+zQB<l2@y3
zr?Ruj=W*k_xv%E#TdJV`{Jhu8<SR-A=IbigF1FOY*3%g>r(}x!%Ds87wR#%g2lyw2
zh&dni=WKYeQr_otESnp{qn)WH^LPDoDPH%VL3#d$JsES|vaharf60~E^x)PW{qxSD
z=jZ3#Wbco9zEZ;f%`3CT=I>V92j9tEQj;PWkQJ38{$XN|eSmA_+i9EUFx5-F)qNkh
zlQ(9<RImKlUg0OT!JpHGwrx6aR;K$u!}WFIVV91iSIBEV+t-z`V3&`9<kxjp-+hYK
z^cY!7ebu;Db8^`%tG$b6ZJqcz=3Cc+!pm!mi!%>QZdKb`^q;|Jnxr)M#E3M3YWcO*
zg}JYi9zFPGlNT+(e^=sV#HJhW&7ZFCI=NiAd1B1kce6e=g`{w87ylM*R{T6#rNZ>y
z^rixfFJIRARkQm%kkh^w$ExzAbj{5*7k8&^>8+Z$_3CloEnm|+kD6SR&#!v(WpB>y
z80F?3slBC3SExLgS9M+9wp-ESY?<2<^<+;s<6TAW_vNIoC+yqW+x+KFN_}wL3Nyji
z@pJ2huPwd&UNrKb)8T%v-?P2;c|HhQyW8}1*Wsf}HD2wSC+oF&dFavOemzh31TS>?
zIP;OjE03cUSLd9~wah7h`DOhYRo6*My%(;Zo%L_F>e7oAKcg3}7c05Dr|-I6Rp!!F
z)<0|<leIc-xBY32+|y^YdkP!-<yjxRJLD=Hdmc`o_&&01pW;>B`KJp!f}7`MAD+jz
zEBDgW->YXI77V)gb?&~;SD#*fd$;q2uP5J}hL4d3uY8S|Tyt;7r2IMDUv)}kWBB*k
zVVt4CSr>J;%{ThC#(TCWyTqfteY|cL-+nXdo0~mpr-x6=2R7c4ohp~Ard_ctsoH$v
z*(EVQug|X|FYdiI=Qzv6m$SYes}Lx@wDYe+l&?H%_B!FKk&-Kpt~P5r9NShPdV>AR
z^?)!j%LB*PR^;BBzjeFI@lyZHHFq6qcKS2l+nqP>n$OHb0baL_uSK0>Q*NABx#p+I
zm6Hb^ZG3oj>JRo0Yela})P<InMa^_8dv&TP^FZ3p)iWfGk8dqKUvYNUp&6@%d~?05
zW@l<=6b5^|p6~VOed=l9zCE+Pct7#i-O04)n|E1Jt@gcztULE4FS2xVsxDn+lvs7`
z>8XzCUC(4sDql8z>lPj*Yn8b&DDCGCnGi0%danH&3|FM4I!5g_iu$B|;`R2W$-*b!
z2Aw*4J~6WI`2v$ivv%rk+Op15X{zqckH<}o6z)#43Y(A`^4&B=wV>~u#1-S>FqRvZ
z603HkJ>9R>8F)G&WNV4ohM%eGHkVvHmG{PZ2e{jW9_ba4Gmczwque>!>G;wpRe@h+
z%S=vKm944F<A3O@uk>?^-kw**T}#ZZ<-N}Hc$dD9-uB?}yDOV2XBLStEtwVO^JwY}
zjn}speil8hrTLjVEXnI!?JL%xh$msUSA7#rVr6DoYw<4bbV!PO-rL(BSKeY;v}MV3
zN$$v>MTPga81LJzwNcA%i_-3i$FyB@8!Qv&{G0OW;)(+cmVI$yC|SwPSFxNc`GJPg
z;u*?y9jngR8VBxa47U8EwPjL*kZ+=I!SR<~Z>Ozaxh${p$+J}^XU=w={QG!=#JX*l
z&gZ1gNV)vfjqm%N1uO3~haF@nye+D;O1d#(JKtdo)2zcT)5RHjxK@~JJ)0?$+UL1C
zXTb$qp3l=>hbweXs19{*j4EglR-3uldt+5(lS1g@uBWN0v$k{a6!`{eF`m;bHNGmk
zsC#1c$Elo0(-$yL(t7aP^<rW78$Z4~ld`5vdUD0c<GJ$IFy%(?>Zz$Kj?b1nnx3*X
zHsoBEYY$J5XI7Gq2h-Ju;-@@Cx(uTj<PWvYYfL+{nbD>(EX<%`PS{3QhB>9Hq`l?b
znU>G&JImkyv}fb%Aj_Zbra{T)H>}cCJnmH{y<v@8-PVwXh*^bSR|r2-o8=_hSDR(Z
z+V8b-bI;Wk6H-!w^UgR&Ff0f)a>%*1_7LOcS;q=|wP&qfvC(^yTb4t?p_Rv^)w^bw
zMO24uODp;8{b^nG+O(t7^0qQ>mSGNCtdMZ!X4_KlHr0j|E$Mlgljoc~xY}XvqAk}>
zWEZWoP+HBC@@$>w1b@@;A3N5(d6)5WV|T;VbrEk_q|T&Rw`S~AWH=h#*A`Z;tRgt?
zYvh!7EWwQyFTKtNCNBGOMS4Bk7Tw!L6Z}o59r?Oi;DqSrdvm{-?w`0sxVR{5>($)}
z6Eyc_@*Z6KJ5wkjIr)6n)5+NvR%o1@SNEVfu+8*J+zpBIE7mv)vM;qbX%gM+a-n(N
z)T<F2KD#DGAB*_F9~djTbx)_(q^-xJJeQTYMk+6#_%FCIuD0stl<Q?r9z5Ig>&3s1
z{eD|dwt3H-9Xj>Vx}Is4D=I{u1yAl0^)!9EY)$3b1&=Rn)zx{rV`8YlB!9<Pzut$h
zXJ2Q~WZJjp!~N#mw-Y0lEAJHj9NCuLepqe&S-p<08)j&Io%M86e_7@BHX9C!C6o31
zmubK1HTT%ItusV{g=@cvphL5S#Jc$4>kAtMckpR{%89cV?_TwD_SP>Rzu%b2^R_k@
zd7qu@dT%l7CYd=2g>l^Lf2@(c9o-zG-eD8;<_z=iq&;e{!={DXn@g^**FEtx=<>>K
z-)v&aa+X#&-YmD)J{vl-&+>JQ$z|i6mS+u9Rf;1&nQ@r@QsuGHTrwp$`RSe6def|n
zBQMKbop7MhSK8xAc$TM8^o8@D5>nSY4<0miIcBj^#K7{)y1wLz?)P$DD|b8)HN6qB
zE_`B4=$ao)d!@a(wdU|hJzZHBR&w-J-=cF5+#b*Qvfg*|OttvJTYILyy~}w#>XnK2
zN+Cz-zU6Bxjk@-}D_412J@0b9ga&K&s^6i~egVlJ*EP5;-&+|f?K^L)c9CwL-R<=@
zNxM88bT4gGj$O8kqv60Y!-+AyFG?=wr*v0~UuIfZ_%7>N<*zI1@?Ot!-Zp8ins+C(
zalRKDtH#@aZ)vy898RDAx@?(w>7T62{ZmpaS4sZdb;<APmbE(<9mqZZ^G_Df*GCJD
z1a^LVw&sYVbN{(zUQcvAX7nzf7<tZp{m-wf-#77_PB!|peAWuZy#g=h_RKgR9NjWi
z<~oPu#j87ig`LjgZjdNjcVlgzR<HWbZK<MD>kT}%zhj!3)_T3U>&aG2KaTTq^S)k|
zaGxnN=lkASNqQTOyk!X~zPEZIPj*Kp*G^^GOqKbXbFaSCa4ogD_OyIuS>@@%d0HOp
zU6Q3&pHIIMUCF@rH{1N}ndtp{OIB3xmicqmzxeVyy+0?;`9F>kJu*?|>CP3mes1G)
z5IyH#!1;YChsnLRNmDOpPF1bT>@?)Pv?y_haOA%X^}S`TnH!Inl?I*(DP48xj8Q@L
zwSei`{ay<$*WArq@p_SI_q(%GcP9S2`hLsPg6!EsllE@(*p%|o*)8`~&gQnq>estm
zrc3;~%Az~@vi;ofJC3jKt<+b%JFiiE+J(vYFYWlfa+`6&uM5+4#G9{NGd=xu^Ly_}
zZ-t&+5=~WYmwkQ5#`a-!Z`A$oLGHUHZ_g2qlgu-^o4s_~6@8uOk&06%^awVGTdbBm
z7VP)xzVW^*Hu@`X?q=`oyPr4ptjgp=PmIhjbbYH8ezawx((x6MYY&y2e7Z4K_uJA3
zzNzKzvn%;O%zqu1vv*1Kp6EFDq?LY)Hs|r5Pd@rU&E*`!qXpUJ_b<<S_3ZN7hq_PC
zweUP<+wdvU&+@p4=JGq+xm8!y^{ly=!`S%t+S*(3Mh^t<%X=N&F?F#@b;+8K#k+qL
zWPXmF743V;R`z7!oVw6%m8B`n<yEO$KP_UocQxoyXqk24wa%=Gv!3nyZXS8C<H^U!
zRUe*AJR8(|`f25()zb`ToxB_Is=F*>yH4P~!fP8+Iw#xIe_fqs>8ZB*9#gpT$Av~o
zTd$mPsI*+0UHy!6>lFE_vyD5S_g|ZrY$K3ey=<FWLHWfSw`M)F6q)n6>wI%S#W}05
zYpw;Kc(y>Rx^#_9(l6fPb<3;2t$5ba_%qzln8D9qH0o~Gye~h?rm?NMJF~7_Kd<|w
z-Hvs(=g(wE-e+!%Tt4~o+9-c#&8@k|j(%@9y^%S6dssQg#S?BE{~6SFw)XQ*vYWbN
zlZ)~}ldn6cD`kgNKZ#S=vL|-ad_Dib3zrmUiR;KKU%$4mJbLb=g1bM~J8Zg=uArIZ
zW*GBs?(GXpmP)JKcE7MKXvrxF`L$V(*)1(ipIDi#NZt|P7xJ;|>oMs=8(wxjT*>MB
zs&B_<&qaT%Hy?bq-s-9JyhST-iQ3&*ZFGl$fg#-3Jw*T7@hRE63a4_)zCQ3iciHC2
zg(sfv+ft$;_xNR;=A+#Tj<>Y4N|m`|&MgV<F1x<)=*=Hpp#fcf?p5z}^xmnJq)qs%
z{mgpjy4)oeFQcl`JJ%`Cbo<A7@N9M5`CE>r$<LoXmwYwb?!{)`i+okT!h<$E3|D`l
z{rs=?k=#v&`=37A%l}WvqvOd3TkW=hxi?<~ujPw=^V@jij?at%bE~cwFOJ(j>BRAg
zap9?J51pNMko~^e?iKHHmv-#QVYk&X+hz8=dGj-C_NnFRrgKdn)-+UcJw5wt;gi0t
zlk^YN@v~gl)}Ey)Yje(t`MgNfT@Uj=%a=!;o%G6VyULgMA#c}TX7ymVeQhpn?5Yu+
zTw9tb(lEL2>cxE<r8NVJ-^WE)Zd~$sPN`{WNSj<MpZ&2#*Y8}kSYC4OV{-3p3yE`8
z*BxcgPi>MGJ&?J1dVl7xur+Va?Mb%~%})0Hvhh{ettmN%yJxk1$`m}z^Wb{#&+i8I
z_a5z9QL1lr)u<@Erz$A#mxRTN({aly^UL>4Q3;EE)RN@*py#@v*%GD0?_}hz&aHnW
z5qEXNeWOp7uf2Xnuee@v?$@<f%72{uqmEy*@l>7SI?XlJwzp<u?PK*OH*IyNBF=xI
zPpyvkJln0JJg=(f+J&WNd;KCGDa~7Hd})vWBa<tUEtS0U7F^d{dc)VG>&)`?F=71e
zx_@3a=0CE0wr|a)FRKfsgcu*~Qa|k*?VQCG96qVe&2`<}U8)D(&iQ@aF-1z!tx9g|
zi)~?sJqbL8x3=E)YWe)M$+vLlyhT$dhgtskp|H+j?TjVLlB*9LENrNonw!&RY4dz*
z+MO!q@)uD}WehTDyH0CwIq}o$pXnKQPQS0UjF0>NW_z4mmaMV((!^$-uBplHj~A{p
zvOKkd@wF589DCjKFQYy$J7>1l{EpG%y|#&wjE`oW<6^QDt-F@7$w+H)UcREOV9N!D
z`g2*jE4$w2<py5Yyzp#i`Id=(g_l+yj@=>?UF&1rT`{L9yZMSvg~h>NpW_-W*15eg
zIB(iBE92F&B{LsIwXQoecgH%{@0zdg?OpXUxm4>w_|#WsPD)<$IM<a-+co#&jq8{7
zC&q@H+<x8kg_q>@k|J$>pD*j@JFl>r=k9fX+m%~3#Zj8N!Y-#YZwKGJx=x_T;;X30
ztXVF8pA7Hq(8zyMz;((&eR<ZFONah5RDAB*p1QGp^Jep9*A#D+$!$Fn`zq({-2HQn
z9+_&@Z0?VGl9p)@zL$Hdl!YzdTvJvK4wkSfR&NSF?v}gy<Wu*OyIcDVWA?PA)z7_A
zH9zWQ$mMI#V%9JIeSQhwrc@aZ+gBA^InC?Wu;1Dj|J!H6{I5N3wb@RxwHF(C>b6`}
zzi@Kfc8_0G(GM<8xVtOdQss5?<yoI@m_9T-SRA#og7cWa+GM|9%f$Pgm(42WZoafJ
zRdE&PlXO1@hLUwj&t4qcuU(|^G}ZN(=AE6^Eta<0Oy4qY`dQkpp0{)FEWc%&>+Wsr
z5scFCXb;j~+jZUNzQLc@=f0|k$y$X6SJw*K2zEVKzq~u~=cZciRfbz9o(wwsuCSb^
zWlq<Da#`)DC+}>tS=-h2YL#uWxv6%yZMus5v{eSSze0|$m5e{OOQhrJh9m6rtU|Xk
z@K^O~_f7fm%JZA(a^vKJE{P)lDn|{5OU69O?5{&2J(o>AqcU^B<Ys?kp{nm|_G@nN
z%PN&Aj@&Z!i&Rl+`}BLO3}sgZEzb8^7w~LWMwZ!~G(I;i*Yk<N94F+y=9&E56})qi
zr}m3r!|gF4%9iUUCckk_Imaa&u(ZtNaqf&4%Va%PFTB#+ceQoT^IPjw=KlQ8AmwX4
z%hK((lw-rM(B8)OdrX^|*T-c(_!U%`Qnb7_$16c$^7WU#TGm}ty)Sz{`RHzJR9Llp
zqLKPi3#D%+3z?JF9?#*lFfG4u(slQwMP_VlSqGe~lh(QBs@?gvHZU*xJ>OK_o6;*h
z_1c)cMEhJz1kSBvP?o99yr0l9p^|M&@@0o(*F@X5M7=oGqop=`>t3((*?T70dmWgV
z+WT+n^%+uj<|XeVKkKs>oVS^k<@2&^^Y&*+Yac4C=9wSW7asORYTJh+2Obnh79D!<
zY@M!5S$Wl_g>xIfzP`2S&idPI3#OO(WvLWNvu*Q?IJ<1y&SV|V#b*<2wNjr5*?X<k
zno}5j<!Ze5q_*=G{~2CiZ7JiaT$4JPo!xYSL{-n#wXE6^8&wu=(l)%x8>M?ZYRMVC
zti?M|-PYQYQetvB=Sax!_N4~9nhFY|_XkCXU3q@Lq$p|0Z-?`Kh2g5Hd4Bw&6Hb(;
zP3??z+x+D6l?@Va19k~zcD#}PviicI=uI#0gg0KA#mGJ}{OwE$nK@Dy4330f>t-s7
z^^u+NpFwJ~Jo_`YNfD>MEOR^9ra9Zqf8~M@(Z{ovYYEQx_v$(IGSKAdzAfu`W2bU5
zd|fg3@5}Sep)$cD+f?|B9SbUs23k+w>$7~R7+-c|L}36gL&$=@sgi6<R%duNM;Z3~
zn;N8i;PKuZXTh9L>`SeCi(W3M%%6~Xyl3uRt!LK)n}1&M+ui2sdh7&GLyz#;P{mCS
zabJ06Z@#uLT;c0#H$B_#k1LKDpN(PYN%+3XQbOjd$(rLmQj4a{(w}LNb);xpg=t&-
zoV2C)em<HI_co(+r8+~}^a9)0a_R}qrio8v!eVw!IUB0o=kZ4?g{9=trl3&vSz9*E
zv(+e6GxE9N_IPsGL6(AS!PvdpVS1G(*4&ZwUAl774)wL!E<cVH_ODG&c)s4$U}F2z
z$Q`}LySAl17QN)G`E1X(OEJlISFap3^Y^P=-L_UQdDfcPccrhM-&%Hi*UqOq5~Bp}
zq%>58&$RND`EyoW%E*#!qWUzOgn7L2K~^#$MK03wk8KRsRr~H9xjfs*wa3mj`$eqy
z5%tqCCnw(9XH{`mzOn0-j;VV~&*Yx#x)JJ6P84|0{$Tg&^P6`M6(0PX`fS$n_K<B~
z<9I9Q&3(kiT3=C{eND&o#1rP~bkl<x%PwWdJ(qcFdRnFO%&+1@9Jh}qdbG2DT)!x7
zW7|936KuYfZA%xQl+3f6`sC3{Fa2E>Sxy1nPrpxmQhbE{(#FE`&tq$k?tXVrZfmDb
zwBvfwWqsOr<BnFO-f*|!dX<=PKyJ~FPs?q!{qBYP6lHt(-JUMhtFk8Ff+5W0*_I^}
zlDkfpo|fBjJ~(>E%A69f@V+*k=1E!0r|+0`b7EcIRGUEFmbcGkjjydT=(;O;Y*u!V
zua(h~U)LQDG-MmGG44v*a;L9yz16187hVKD3G+BVv5n(bohg@c)klAYNm+*&tdf>B
zO-d8bb9rd^{?7{?29vWtzN`v5Ip_MKclo-a2j?p{pH21P{B|_bp}b_dSA*vBz1iHi
zo~$e`F?e!<<=LjYKi7Kh+uBxHAN6!)^^3}@v3*Tf{v4Pe^>ufpV<V&O>XW(?dW2)U
z{2XMyh@M*V=zj8gR&zh!+1G`%n$H$YH_|M!+q&H5N#ogK9nbu=sgmZ#yS6DUc`_+V
zY;lt1*_h1j%>G?BHkGWbJKY?2CFzQPGS@ASl_Jr1m<q$6ZM8gZx;{Una86;=CpYQs
z7B3^cUB2x6;x#9gz4$!u?&7aU?X=S}Mcr4dJAIN}U1G_$?SFsGDV+5rxIEl0ZLh?s
z^up|A9d82|uWeqJppYzUo4vbniUZ@9bwyv6`78g?j+&~Ue7jf5aKXAaZ;D>swz`&b
zCSrcwR?(w}-o40D&FR}~RsZ$%BCeP63eT%Hy)71cXFt99+Kz9pYFF={W?skiY?bSh
z={XbU=RMozsok>TTyD|gDSc`+$)*>hGxZftYp#2A-lx~F^@+UKE9I?@w?z*I?%sUs
z&{Msz;(Fy-8!t~Yuz23}_Hn0!+}_tlo=QD(#a(A=eYF0p(Vk>;sVb{F=+`>QXkWgm
zPhBk4cHUn7!Aeeh?(~3i3*PsU`wf#k*KPH^^;X`#^SD=ez(sLAy>7PWpVv7(*D;Lc
z>|ZarO33NBP3Wgr{bGKxr8|#`B-|-JTO~HV<S2vPoNMei-Gj8QC@fe0wC=`s(Vb@&
zs#?$OX>N}Bdg9LBtY4>&`uV2Z@p5?Ou|{k6-29NDPwHnXR+P;N{V8qvd})ZxHrtm$
zn_sRxwPN+#D|=J!?_v0IT=Y`Yp`8mq8BM&kYsC|Oi3IIS%Qw5P_A?F(7ZKc%@@S0^
z2aD91vSamA{e_!*t{(F=>tA#FwV%<`ls*g7iB=5z=Vor1dCvM;?vbwW73->2TI}Wb
zmt1R>(!lv_+aZS4$0gP%9k<O+R6W&K9X@MI)O<m!Lf0ohvw{wk+7{1BGC$?{pzv(q
zB%jH%e6?lr0)6Jrw|GCRrAPQzSn=7D2bUk#7Vew(^}3(6++3~;mxJ7O*x6RewKMOH
zn9$sxe`v;nyszup`et2K&Rd)mu5h(?O}O3swXq>gHvgtPN!$@;+}g(;^*ckSu)*=D
zb1~C)+t)E#jjsbvgtLTe`&_>jCuZ?2cuvxs89~csweB3}pTBa2e7@*izcTmv;u0tC
z&SfcPvgev&SKM`S`#GzyY4-y|)z4mdU%GO~>O5DiN!3>sxVCTKpLIL&Q@_`l2~wX{
zxm~hZxm<g58fOK|<fA38H72s#u0G#9f!%a_wjIZLuP>TjFU<sUql42P37jzC)9#vQ
z+wx%6o1ViH`|PHkj+@7EUgWuMkh{xL@hc~yr|}q7d|5Z^KHq}prU$%^2#4jYPw{k%
z?ztW-nKjwt%gbQDS=nJ#Q7eNFtVmZ3-)ou{=1`<HWu1rm`lw5ry_2+DRX27Q{j_fl
z+3IH0WF367=*Z{BvspJ;dHk%d29{@NgiV^RH!a<PyHd;6I8Y(qAas($fnS#=x(8U*
z&&yuq`&rj}?V=0IwVU|u*M<afK40r^z^u%^Hhr_e-YTw#YrbCi{9M!Gm9I)OOWKap
zm$GB$JW07`dh+qwV%J;8xN4Sh8Qi_JEqOxEw>3|DN=+4HX1y$W7G@=;xR+O1&wZ)k
zk|g6vS)J-j{TBDlSn)0A<#O+tcUFZ=d;K@-#?P=NAri0sG+e!M1;ak1MK@#$T3Wsj
zXYr{nSy{7b$BC7%Dn8FQmgjnFaW+%%plGxLSNH_}&$E^*y%p(s*~mSAZLv{<zv<PD
zyb(r6yoDq0y_}(1nUnH(y_e;QqcNZQid?NvJ*n3^_w2)RwKo&1?shY9u3lPjHBOIV
zb&vpq$xi>EX`;2u{3aRoZB31wweiSK+pIH1rC-(tTdR7_NnYeOGk@BqchT!Ft$8P%
zt@W_EY)zK&(G_1)OY>)KU7Q?Yxbno>R+-W@Q%am#Y>t%u+#zZrU(wb2xvNwDnY~ZQ
z(XC3CvYg*pT`Qjz-t+O+dLN6k$@XzmjjA?hFLtt-Jm=af@6SA8Q6GgaU){HLm#6Bp
zko*hxj1AfEZBS9!x!SRhe{Yz=bKCQ4U1m)?9{cRV!^?j(|4lhykQKw#7aUrxy~u#w
z<biQ;!u+Kg>~>#wZHk_?M8PlXL|n0h%-5CImj>-z)g`xh{@Tdkb6UJREzd?e-0v0i
zmE89DLLD2cWt+R)jMZF=<$HaE=RMmJuJm@ZaUP%Msk<A4cM0}<T~TGYRw$!)W}#L3
zrG>?l|5YwMF5l`BKF@a5^_i=t9no35O!HND&p%Pcn5GPg2Yhp`>Ibhg`tEV)iTv?d
zEo%1;uZ>DO#u`v`bM@}c>bG=rY<He@ZanHM$8qp{)rRmnVd<`xZr^v#zuXg=CUG{?
z;Q9K;A@TdPE4KWS>zez`-mvb}&j+DjHckG$^@YJr#REr6w%tnm!>~v0>o1?z$Fz%&
zMMQ5ouhe!~w@G_*yDy7wmB5D!<qs>@b=^Mv_CTINc2~p-(<Qx&+gHq6Y5J=2k5s{z
zvw4n7J?`WlSRb+VQjm!<^Te0YFH^bZF{t-lJ@R_{oiCv(i~qULa$F?CylvNOUtTu@
zx4NlU-8w3mCulw0W302d&vK3BlV5!XEv0v7e$4Es&}_aE`t5Qu=Y+khxBWX`(|oz{
z)|$U_KJ2c#Zg2M8mMiO}b);OT>;nGp#b4L%c=OoFF7Wlw>uJ}t|K93-Q_KIb>!fbE
z)m78#8_!f(N?zW+w(dBig2C~)Z09$<^BhGlxM%;~`02`y&0&)_T{wEb?|Gk=B+rp1
zcF_&res>%=|046HoD5S|(7tDVf}T<Kov|vj(=1m{`}F6q{n`j4X9-J-WrtNa?>Nl2
zb-B{NB+H*++uc6J9qZ9v*!S#KfD!wbb#C6SY0Ud$uBWFi65i1KKJu9Kcf+}n%hp_U
z`<&0{rnPqOoJr=+u}_b+8ZsXEzIt0&PV>aeYc*B2r)^c&b9ui%`TT9S9k#pvP374Z
z?7T(5-Ro=lJdNAD5m7B0&M>_8e3Qs|?BCaOR)W|2DlJzYshNChS#RN-;;0QSI~4l1
zOqy78I*4P*f#ae(^Yt9p%vW^gGthPu5SCmUTyFVF+g8#$yy0xBQsapyb)pAP=IH4j
z>HN3Jz&zplx>QbC!+Sf+FHf@GtWu*bKchY>czKC<cXQ90$|FXl=i}!0#u^C~EuZ=~
z>)7U$+&tzLe{V~jal2LAXLv6A<djs-z5K1mAI{}EdHmtD72jgbT;^T%u=!OL`totO
z6aVwL)Ft<Aw=ADOalh1;isz99?vj7AFE0+B8NKrD(;rJMmONc$@q2Zc+t2E&COO-E
z9$a7OpA%<1Z|f=3nL+MeuQM0Fm>m=?;4v?Cv*!Cbjd6jc`C7&rHqT98uV|^+8ui-8
zlOutzwlL=NW<8lb>-3)#-pbv3^5C<*T+9Xx!hTz~3-s-|w!~X9!O%-H;%snO`JLU&
z%spS%o_r9mZn0)byG-MyZBdC&a+S7(@1Hm;*SnUlba7x;+69lV3p?+)KMiC*_+;L`
zEtlSO&e?8Kzd3a#M__|{+|`Bo51ADhmr2^qxfXJ3&4=hsi&B!C?}X2+Ka{-cU_rUc
z?BWB=KQ9$;4sU!KdgQUvd=-;V?%O>doP3-h7HW56#j)0U!COfuUl>&V)o$DRqgz|U
z-9mZiddJNlLyV57B-wt9(hS}=(dPKfB;}8X-@8iBmR|8V;o^n|AH5&`xT(8T$FQ$3
zZuj5i$%P3qM)RlbIdwQ&<;-3qkM+W)0pGHN{_U1=RbAw3e0b|tqqsB1cdjcmg-j@2
zzgYUvgja%FUKX}n{;YjHVb6!9Uw0&(kSWtXo87eZw3C&*bKB9xIU$voCcUeCmy)r0
za>zsL89moMb$5E)NoGm!dZ?qW_GNVeYx&-bU$kCzPkq1g=233VFLrmczO1t6DHFYT
zG%Zf|fL!HEUoqj$4_3r{&(pNna;>E{X;OHx$E!W!j~LSna@8%{;@Ik2zO3n&t<bYr
z7x#*>HLv3P>I)UA&u;yzVmw~wTD@*&hWfVX?B#q6w<o`h3C-}HJyZE)TcS6A=d<N{
zsrr5D2LfMAKdbe|sq$C&#>k9K$GK*Du<*723g7ml+q2t4JxN2>as7<1^}=SK)~YjG
z$Yz&36xnj+ymWWbq`4MR`Wu(8jk|p-`rmuj_TYH?*ZT~2-BND&^Jtg$>5pa0ERL(K
zeOV{EaXZ_yk8SU6uB-F(%is9?Q1NQM=hBP(A8EgQn9iQ&uHJL~{^Y1TN0&$CS+a`l
z^YItB*?mLz?c><pS5nHK?R#@oq2yxD%<0V%C)fGJ%H{ca?AASJafn-3B6g=;d(W1n
zup8pf&L+l2pK591Q1~1-dD-z)kz<i6?92*bavMuU&zw2IAp7xXRe+~s-ubw$IoUhz
z`Prq<SKeUnb#Ke`0<G+M8qQ|cQWv%*tnoM9*Iw$e`kVSr9?s{?qSKaqKAY!r>hRXI
zhgC^)a&u1=`>J$33R9OmHg|eX%9Vp`ujXj5o9g{Nb9rNkSlHLM{+}6x8&51hae7Yj
z$5kzYfvQSV{m!gZ=gE2`KP5ze>$cCq?iYHlv(~pAKl#jaRp)oDd%f4*7~Z%(mDlru
zMA*x?{Z`GA?8~b@?4HrEbAtSPx&4<m9NPX?>XR~~wU^g7>(#zVnc+MY|3Yh*r9YUL
zJ#m{4pZ4M)1MQnr;^uw)^5xy)>R0Fb4rhIww>Nu<gz|c?$GP#D?DuxLSnsO(_+@!o
z(dpSUJZCzZPAqI<%{j@)ImzR^=&3u#`HG$ou9#)B)=%_k<2~-RwK;Th+2yY*Lvk(E
z7M)*s^FmWek==XIvv+SPt4T6GH@)Vm8Dj5q-Oyysx$587d|$6z61}aR)oi+k%JIvW
zHZ^<7be{|peKp}w{G6b(OI;4@Ext8f`);h9n>w@C*1K!<o@?f>Y>S=DA3tmD-ZeqF
z1<v|gQ|`SyrWENHw&~H1d1{Q&a*L*$Oh2;zS%sIx8J#V;N8UJex-mRo8#q-Zsld>0
z``#uu>0_5C7~k4;RM6-NPk+|6lef-%(|G*SSLI7>u;G^{vm~!}ntt({X?0TK=dPqZ
zj;E6EcfB?7KEN6Cd}8dD+t<{)XFXh~vdUGqymQOZeV0`jQdX$#v)|ru>=Tn^kel|q
z6W?|{_@dDDbN&%2!>!krF#6qORDSIjaJ~4<!I1EmB?UZex4f%sHrUp#`g(Lv<Ho+Z
zS^;ZT81VVWX;0Pl-`_Il<!aBYUX8`Q{f@`8s&DIY9*x=5*vGkcTW3+GvB!FoqWYBB
zB@?f2Exyj6UD#9dGOp|7CmF71>k@in-PfjEx^T_l?v3Zy*b<NWiq8J3-1SPa<?T5G
zt;a3gJzUqW89XgdmoJ?=gL!T05-!WE*Xi3>gd^ExCRG)O?UFe4(T(>^R=C9L7@rI4
z{IvJ&wGMgAes5=^r0%6T^Nx7+sEgdP+~z4P6VhF9vgg{JiywQ!ElpDWm6pDJQgct6
zSK{8O=dOH9dw3?EEiJ3s$ijP5KI-G9A8O0HUQYS@Ch$%0m7gasw7c{#Nw}g|!+Uqv
ztZPQcUbq$U*1XJLb)t82Z0xf2)7a}pCof%hT&iDZ{pqy6Qx(s;oE%PFYn#8qtM{b(
ztxZZ-Lfh4CLW+!pcSi6Z>+{%}E}X8PxnxoGwz(@^mDcf}eHlB;Q)K1VoiBfcpQ*~d
zwC6xR!?&~5ylZa;i1uZ-EtL%3vgnJh>(PuY`dQcHcc%p&vksqPx+ed^gYUnt?^tsx
zgsF%>>XW?Sjq|z6F}F1}=WOb`da-@o?XBOfmGv{G8=gJM*z-w?tuxwEa@DtAd&0dp
z?x_2_E3|a?O-0_gJ2I0Er&z|#<&kxEWfAXZzP9I6!biL766?#t!(*DP!tGaN7Tj5{
zWuDv|D|4~BX*J*SzA5+E*sIR$*xcLrXj{Hc-kLj;IDLMVt-5&ESwZH(ub?N{p+AII
zm2Z2_UYxvjli1$v2c!N>G-wJw@q5XyaCsfAYOd1}voyn8EVLZYmK<9*ty(x})=Ks}
zzbA3FbV<levRrdE-rM_hne#zrh3m`@=Vsh-Srw7@*!1<qZB?^Azq&lB`bFX8Ig8%B
zFR3|jZBulth_ZyO?aEngQ#rYn`WDanRxkMC)$8ZSc4}YS@z#ugD>I`-^3e+6XRRSy
zuY65r)zk~kp2NFEk>O~*)`qyLb5}*jyex0ioYFXtbG6v_iKp-Fo;-DzQK5*|#q3#T
z{>e_<=XL+(P2KZ7>>a<~)brjPrH|KXPn(<8z0%_A8d(j$*qJ@5i@k$a?sob(N9yzM
z9eK(uO}^RAb+?-~r-aQpE8WNbF#6b}?i*$M{xi&c`nI-ITK3M>8+mV@GuX>Vy?C~{
zwNbiqo!fH{mAv?M+V!cWi#M!YHYq)jZHn}>uK2^IyQY2C=lywoqUznh-8{nmUM~|q
zM&xjc&1#Li9(%GVZ13dsf{Q!eWUGahzR9xqy1MLGMDa1rx7EzgC)9IY(p~;x<Do5b
z)7>o#&K*hbI=FL&(wx$Dlb%lO4~!7Lt-$j9-rikCVeUcc!geVtvkuQ>`tp6<yysjN
z&o<06JePgBXYR$@9DC2zdH!a;waSB2Qr$GKG&DJKt%juNO|k9LIgQN*G9SB^UHo`?
zZT2$D6TbqMh&^ALdA3;nMWRYx#Mk3XbDZ-cdam^(8P1zix|-*eNaI`2ZR=Oq@_Y+e
zF84*ttVr|5bG0Qp;(G;mze>A%<kx=&tF<cKC)hegwuXN?)bn-el}T!8wyxo~I7JtT
z%=y^U<+Nh$^#uzzY`C$&@=5izYoS?P=Ndx_eeW#atFhNDN@eF!zm0nQrY>hz&#PE<
z?DagpOw$!vy{)0l%Y0q#C9-pe2)>iud_r_xeA45+8C%>=7OO4{(U5%nI!I}qr)g~G
zF~2P19TU&96g%(jxpnPu+SEpivtk=gE2qm8pN)wwOTM)2ZJfmnCacmFyFFj7%%8CA
z+xqP?U)FdZi<rLNV%@QSe`OsUSS!zbJgL0#Rkp=B{}S_zwUXz~YVVer6C7l8<7lZs
zX5-HKQ)_D{nLKpOS#!|r@{OgLTq|Er{<GT8(|AtF%fL-K2@kG#7;)P2YTsxreG$B)
zcJ<Muw>p)pzq9LqS()Hacr;^{>H?3t_@#k6PrQuf>02@5xM_>qPy40Xs~76ES|p@f
z+8Ty?6?g5j3w;n|HK))&ZrSN#+y1~=Q-f`*gOBiD`MTQCBd~AIr90Ebi_M&F9Q9!q
z?76hzpvvXzHXofl^8BtD&k#DcP+?Mm)|no0o8Y7*kH=kAl6NN^&GUTnF)Y<3u<y(D
z39S~ZUPbPF9dvgV>%OHcjy-#F_1HX%V}@q~Rg`{TWstlfcQyR8Ud&$JYf}tfo^^?6
zJ?|V^bbF(x@&p6llzYpnHtiNqTb$>=HnJyet;7}ns(sy#HxA`Jnkw9<b!0`=<pn`8
zp=#C{_9yc!R%^>Yk6ITPGVjMK#t+M{EsAT}))up%p*S)};@ZidjY)3V=8{!`7yN$R
zoUkZqvdnYYtk-H+R|FKFHQjq;w(E|G9Y=jta<@&h|2nri^rdC+mxcGfZ@9GcY^&<d
z_u&(YG+wwfHP|J(o3$P_Ik7}CYt;)kZHEcbv)TgKG}VjCO*#&|JR3EmX0gnpg~yq@
zYMQ^-T+TUbm)2$ZI!KhI^w$-&ElL3af3=O)Tz6W=FUmE?PU|uA&rs!quU#)%y^2Yk
z=<BBSpl_>Ag;s60mD^$Ytg~N@_Rf4|RWdQ==*9zg{~S$?&lFNl71zq1uys$x6CP=a
z_2nP_txYdGEpmX#<H;A(M~`aPYM;}3y~<W9H1o9Q%V!0@+-7U;a0vJ+yZXNV9+Ua0
zk;!p|Cytg*+f~}4C;#-g#Co3z(Y6aYLO#Zecb{2qxomQn-D>WZ<<jQb%lbRkKg>8N
z`}*wjfQXOrjurFH=d25<`p@ud^~tqcW_Qp0u&U~B_KOV?E4=!xC&ixEmUlf?*8A1s
zN6wO24y$&atyXXUBlhXUTCIY@qgB%yA6hI5IM=XU^v$(x7j7>zuvpJ-cs}*LQ}_0n
zHyciu2Cdlg=Hm3FFT}R3unS<*UOOpcfzNZ9aLdZou3T~zqK~SccO762ef?<V#iL1C
z+OgZO{F1uSC8GH5sCJ31aKuNQ!ZxlyeOEtETl<KuEN5?#_^rpMBABu}cka-gm;J?N
zw`#B2oU1oKTC6Gc+ElxnXW!n+8Iz8$O<mHm-ITFrvQzED_+qKT9wD#eEw}TYy-Dlb
zT^xA)puJb5QQg$$J8wh9HI>Zjru1b_oTqvB#kLja-X6U<Em88p*R>W8j+NJIooiRz
zl)bVqB!ThEs?<xjgCf=jer)b~og)^V$;S5Z&#Tr+s~b<S?K+Y3uE;K?PkYwlvUH!E
zdtJ|i)0B5;Eh+AL5$;pbp~`ts=4!0f6{eOZ4%63WyJeZ?$W49hyVpNx*0W7j8B+O%
zJ^jaadrViT4pR|3$R~b%Y00(+ZO5#`rw925Us^6UDNIMlS=sh=h@Rp3tqwbm`tJDH
zc(lka`QoyjRl>{%C0Cp{U@Gw7pU8V-%g0?OS4%G~3qK#+_gCxC#upW5oeuEbeR22a
zHNEHIo5S{=zL$Tx`Oj-TpS;(9H7Ysc<Gl{=ntHW(p4Q{EV$ZD?_M|X8coN8asCj!?
z-PBWSA8k&U_~U}=O+|$->(+VCITx7!$U5OU`=wRu9{D+ZSyyN4$mW}Myrk#we7~t#
z(wtYqvR-sm@WoUW$L!dl_-&ijqg}6;D;C-En?9~udf8P!ZtHcg+0SflZ8f<cylCE!
z!-|JL&X1eQxu>s0Wy1a5%G$RdN}oJiwqXwIdC5PkFZZh6IzI2!N&DcH(<%-NPrSEt
z_USpRllv^zWS`!klDp*Vv&~CpYdBcipW2nozOZ@D>}|(Vw)03lx$Jt)-*lpN&9Mbx
z$Ja-F5ejp+?wP#rxm%vU{l8UbjfL(s2UM;K7j>OKZ_AX><7chyKbg%6V<^g+Efj4k
zlRt0q(rB$63tg3xp4@kA-Cz~!x7>2Mho9m5-~+QazYVkAa{XstC}ZW972GRKi$YV6
z%Y>TwN!wkWA23O3(}b)~7B=5jWy-l`EJ^9w%eKX%$&IC|IMmFzbnWyWp39A~dl}dK
z{L^-+`q;A^hn0^%ukKqDy`Cj#q2yY59fJoUr^2PWd@}<2g!}BaF1xlPrfVyUtG~r7
zttV?+AB#@6PkOsjK>umNcCU@8B`<EMOne_QVPo+5tN^b4>$EK+S5FlczjJ$M#uL-N
zz|G-P+GGuU!zV7`a!nOmmw)Qsbmj8eJzU$F^)B#7o&4N!;C$ScrldW6*<sV2guNGD
zaakDM7~OWq>Pf<NNw$S2B@QrzeY!tsPr^0day{dm9lB0Weub4DynDc=?`lGvouy3L
z$`cRf-nIObW&O>xN~FcNueLaBL)l}St1I%9b(s0jZC7o&d&Q{l?h4<?$&#nOWjso`
zCvn-k#NyZ0+v`=dWghfhZGE;vB_&|$MWK1ConGy?wOrl9De-O1kD1>6QTH?cIXIqp
z?{{qD6d(0|X1l9yn#GE2+f$C&zMees(0;kCfl)J0UEjG=<CY_P*XbQoT1-9~<Wyai
zp0nf0-)wK~sb}UyvMxO+%(KEi>dR{H9S4FeM4x`tyUuPm^|EuRxYx?t8_#l@mQ<bb
zn<?aWQ{noaj9ER!w^)iNu?N16*Kkx`erDNjS@X#3O2_lIug}eqnSAGUvDdALUt*Ou
z)77^}^}jv!g5x>U#+>)L@7=f?=Rc2LyD-l2^D*<)JRi@q?XaD{a!u;lw5_UrA31LC
z-mykE>`088SI@6&E+6h3w7+ZZc|v{t<Ji*4dHyp}3Tju|`Bu-?{2sRRv)IOk%Eo{8
zeE+hZ?Mlf@-DRxBUBCOIHU~sBPPqH}Na<Wnt|xk)>wbmCsO-{P7Mjet+J4W2lGP_?
zU1;zNNn0zMmwMukZ`kE2(RXvtvpoL%HbUy|o@vwV^)>Dr*j;_IQ*&wZ;i=}5CKq4+
zircI7>Fkxl*t6Svrimn|Jh^^m+IPjvJx}<fT9+48U5h)q?Wnw3t*L$Q)eX)c@6FD9
z9FnHJr_S`#?-R!tuDG%zkH0FLpF3+}UQm7J{P6z_hm!14KU;<EUEdinRn5<C>nDSW
zS3ccc6_KynyCeDMHKRiZ?;Uk3w!7GVWa3P_?{zcRy}KQ^ZOXd%XUuH-czokhv~F5{
zSzGea<fYz&zt!Q!2Uq8u?#-H5ol)0xaK%B%gNdLawNj2`hPG4lj_s4&`f+8(hIbW@
z_DY>U(rY_shUK9Y`K3u4wwij%79Ml|nR9-jeyMj^dx7%P^P<mBKU$IdRIyVl`{`Tf
zqveLDPRaLtj^TaYv3%kuUV+2D8|GG?wB_IU)nE9?M&n}-7Jm)CalQRs#kQg|B9j=t
zt{2PAD|6a?{_>@@nLl@yiC)_<v2FL9iz}9_xjVD$bHKF7&O3E^R~Ik2dAiWxCm(Ob
zbmv`}41%-1)-rqTYtBo0EH{6x<tZ&I>7a$`DsQUH+qXC|ZF=ZiE4n<wXF*EO1jD$>
z#ci<*7c1Wvef>>mshe-jUr)1J8^3U>UU;F<6ng#)zh80m#1k(Y?sP5Bls|j8blvPX
z7n6CfUt6ko#C*lo9gQ6)80LMI>6~Wm>y{Hzdnwb$nE9-`@te?X8y%*{we-IZ(%#9?
zbFIrMqH0$B=D9asWP5y$sC)fYgOe}Y`CJb3w*F1?b}S8YJjTA1zc#YlbJjQWhkg<=
zNxOVs91*;<<BMzZoZ{$>d7*5(lB<>H1;+B-I{Ay|iPTm*#}|c{O^<eWhCJc9b|$K4
zcU_L)9jVvBVOx8ovKP)R&)6hC<?-uFJF`z~HhpUO&(K=B`A+k+Al@|YPevSnUQ1S6
zzsi-GynW%b;#=$d97T`6s;a0s&+_qTb?ljKmz0H?ZLZI|%Ol+SXy>y@w}aOS7hR0`
zdGFuR#V6Uj9?x=f)8ehZw=`9Hp@K|!@7*ISerj2LTPnSM<>tv3cTCe+GWEDR^Utu$
zGg&J6ii~5j;*5$IjxQ~p_W7t5lZC|-sk<s^&&9qtIal0N*lLu?_&Vfi@5Hm|*4sS4
ziq3A@cjU9lH=QkW<SLF9n=6>Q78eEYJfC%BQhDN>YahEW2NZqMytBH#y6Zr3+d0d%
z>iUy7P3LP^Jh+~8;pt?bN!n*y%9M7kj`jICC;9Vw%d&j06?&4K&-=43X&S38eEU3z
zwQ$$Yo$n&%Z9VK-tr$>zX|3&V#`9Iv#p_y&<DTB`ZVNp4M|;-1u*sGulscE{o~!&<
zIw!^EbCj!gPSMV+GpFbDd_Jc=afj}XdD&}r)LggM{ORv=b$R+m{(I3kp3RNgJhQ5A
z-q)>qwc1iawc6{1_HI$0=CSDYZBgG<htms9`6bV9_j>JXQtW%`w_w`z%43;NQVM^B
z)-IPgmpS>2*V?o8+p;><XU$A`5G*~%+jZ{?$t4W)YvygW3_s3riNo|FFK^?e#dmf*
z?kWspo*2k-@};Bisb33>1jFB&dn&|ywPj7;lYVXMml@}8IUKLjU8q0n`GV-1Y?8M)
z<hD*NPZeIBP-GmpH8sgc<;^RrN1GEaN51p;bn@q}@VVNbGjf)urc~%m(_6mqb(m6<
z?*WnZEB8O-O6#wTVLrL~Tb<xm2XA%fqgk(Ph26cDi%Z{sQgde7`9396nQfn3%q32W
zetrF;?rLI?g8H9t>-YmM95hl=lx}lS-s?2`lX1Y5J^k~9GVVM$y8TYo<$uS{c<MI3
zj~05l-Qd*CxS6urQQBn+Y;pWAqcrt;CI9H&jd>pKpRm8y^84}*n@x6E-d{78Fr<Wv
z6rAlnK0j*p##4b_FSE{mnPyY_an_zmj2AwJC~o@9d6=nob)?Cs_GiIA!u%H9da9SH
zGVkb$xrI&jRy$-j-nP4PF^Q|kgYmfYwM|R5&y;BRDeIbc$M<KD$9A0~AF8gooOzIJ
zc~<$P(cg!&7JW{+uqt<fxyTmR%-GL=wM1uZPPlUJ)bYt7UQHFI7bRCqY`J@PjqPKW
zkCBrUSw4nKc?LY_v)#F1?qTImYlC;{@tu5;-geB_b8m#)g05uw(3c)ubFMB=wp@1Y
z@S!%loy+$y+XQZwRGNP7xa_KR=kzNU1zvCBbto@e8}#Ci)QXP}=7epWw0VcdPNVr2
zkGmEdZCBgM5chYLcyND~%+ym;WVcyfRxaZ8-oeUlYP>?_n`z*M#_RtX)<>x&-!WP;
z`OB)y3g;Xxml@5Ox7BE;I!o7Pll4Wbc5_{9deW*@Td~X}q48f~$ZTbih<Wi9xAk|c
zTZnou7UB(y^!j)uq|4kqZtsgLYbCYqLYhN5ly9w@ajr^g)qy;lusq$qYYLVOSA49J
z*5{lT6^tqD+PX+6ckh|U@3ayxcX6B)dBiWlwlXVv$DQYYGF#?+%1W4dmd!}h_RQtU
zuPmi!U2kkWzcz*WvZ&D{{wfnq^RnE^p8c9OrK=u==^hO=<|z*SR2{OqOg`6_Q{3jN
zS&u;09iOs3i<P$w`&iB1n7>Nr>Erb{zBVp|$FR$-v2f13xf(n9>|AYkz7INPmpD1_
zXLW(?%8SkOT-7dVX-3=(GSD)!Ee>S-6?{VF(lcMaBMD9QTsK-CI;@%M=PtUHi}`QH
z&P84NO2&M=8A_X;_ub7*4&avwYkJJyw{_0af=yy}6{{2Z3V(*GK3w&w@czrlVnbEY
zJC}Mr4!n%Muu|sNwUAm%nJ;JKCE3@@UFA>6Ei*YhYs;j<_mNt6t*%~;pWXFv#oTk@
z{8i7LW!CUpuHCWxvE<`RJ5}@7)oMNRaOQftQsiRKY=7tNf=jxJUq()fvJcR_ww-(8
z<R9TKUODU8HcguPi>3DIzT@gLn--T^to!VLwJ*f*i|Dy6tiSoHuO{a!$utH^YU-ZL
zbPs;{Rz8w*^K*&s>;0Y6s|8OoTt8YitLMVJ{XW;1yqu??u>QSO>9>W)JhRsI+?{^Y
zRy*Xw_j?M3ue49*Z~5Li<H7ZPFLymDUbLn~zG`~l#Ya1OHu3z`KDWB9XThDi#}hAg
z@9x_Cre>A0b;t3lU5N}yyKSA_CrR>&d|ji~JN-SM<?A?>mC-v-EPiitZJE6vzt@Hp
zT=SiOg&4`0FOBSNR(KM2MeK3N-}g>E-OWBcOmpT<&26w;m-k?z;*%?WzMe0#!}0`u
zm19$W?)dXMLC8Jo>BFSLXpSR%zV2FSfveAc)|>db_~)gXI}iAet={~}Dl~mM!&NuC
z?@pIJyH(n)-Jg4&vkI#$-Z7~-itE0<&9mJTCg)DlW0bk55xacO6*gC%$~7<FF~~?A
z3cee0Eyz<OZ^nZMVLr~f2Un_0*=XWAr#U9(*1Vco`62nvJ=b;#&k4&>eyX-^x!3b~
z=Yy9ShC8RK%wHPpa_4WSsL4#rXUn$9n-vDS-FbcGb(ec+I$QEV_G{aEm$7-QT*GnV
zXvt=m-Ts&M&3ipnTW+e_<S&*l`a=&K6pefQ^yQ^VPJx@MizDA_stCUPx-P0S;)|I2
zRFl}22EHtp012tJa)xuhuAZQ&V{x`{$4zCvvZvLuNoP9_Fkjjk{nF3lc-5=qo=qhu
z*JQrA*{}U8+~#RYmC$0VDYM+?*%aleU)z?m_U5j>8SC1tMc-I{U#qh1=Hz3A;at-;
z+nh*HTUvH8$lBtdO!d{J+j@kmLe^?Eepxen^@i2ocfJmJb@%Je*P0iWOzXJGD>ZM?
zrgd9ceHyBNU6=a)$>TuPzpZgWN0Lpq*#3@rv~s4|t)`#7d-qS7cJOti;qFay=4B<d
zGfdLj^k@0}su$mtFUs47o+~bzvc5Qo=RL!huWSD{cRgGCH1_eF@TfC8cx*MjG8ZLW
z-l@>9;b$*(CV|uPb(q~XcD9u^tIwNu%_-6Ivl5eHy;V1L#>a#&k3|<u?s+gLIM#Oc
zI$aOXb;pEv2Dw#TOS!}xzC1{xulBX+go)p?r>*v0cv>&z-P)wdW<|!Ha+mJ+Iw}cV
zO;af6bJYlObz5Am9Dn+R#Fw?R?RPi-3YDl!*b_EMn{h&6tXJ&JSBI9q37WIc-*j4@
zq<h@d<rXLG{#`v2$FyMn)5x7Ww&lN_Yks!qa%}p-{|r(KzB9~8+c{Hh^5mDHk0;*U
zIP3JS?N>^R)m2kUInAPfUVBq%b6uNjV%O^h=M1!^I$u-<&AGkzY>Gti+2m7od3!!b
z>HJ_x{`2b^%lYZ&w@2NYwX<i*6pz`K>ZWCKY*~wX?}Sd_u~_%@-3`t28#5C7RYFcJ
z-W$%s6>sUszE-H*Dz;MDbqPc1%g{-V`_~4RS(tjp^H}{eJ#Ti-Gt_Fa;lbxi&CfiT
zbzINCYD;w2GymX<key-0lMJt|WV2k&SI+-RbK|PXUDsZ!yi2z<dzX28PJ&?9t;fuL
z`=6UO8Cd^kh?=;LK~|$T+i0Q2+Ov;B`mRpYZs50XP1|}uI7F^2!L45E*~;Kqk5`69
zyTp8UUz>URlsW&}V#b4}TiJd7Gfa-YoOeqiICpMff}7)`4SEqzdVXDN$+Ovf-tX$v
z0>`Y*ow3F%&6D{;e`YIo22YH>l*_bX3B$ZOpDNbPD!w^)!kVj-(vEI@tuOg#`?S*3
z??($Jt~6aKY#{SF+RyXWn`@ymeKRIbGQJYJx+X>b+|GxJUsq4KWB7ol&`&hyTzqC`
zM&AxEiRx=D3CSPUal}q=s}7IPwa7Sl-1hY@<8I%%7gtKUo#}dd;KX_Vs8i}+S1wIB
z_asDxN6spI`q@hFE6?-8(mWj4HpY5p-I-9>btcu~jaJ^yKC5YEniCH^S{!&ZI`x3u
zS5C#^*eh>~y$ZWFGR9@Ds*-Zczc$f$-qg((zC1RW*49#UZB3#z-&7}soy=_8%VffB
zZk1VRou4^%n}!WnQwo<=*}JUY{rRBdan2mhJjs0hPquPbwzH0<<nhNIM~crnd8jpM
zlx;jKm$!IR?JBhZkE15rC02@jFv^}jv&4GkF>}{^ozk<4fk!=_%b(i(WWKytyJm^)
zjcScUf89-H^G7XKJ*nJR`0Gm0MzzhyyhAm&CwG-bR~h}Xw0O?8PTPEKXm4H2l_g(a
zp3ObG@VMp4<z;a~!uJ-ZJ@}Qhdf}rr20tCvMQ$&)SaM=<s=CCJYnymhJhpkXX)&|u
zRyn7SQBL2&O>T4rev%1QVX&~2UG?U#{fRYmp0<m&EZKR=L^Y>LTVuVgc4)`ZGy~}!
zZzIoL*HpXPEomWlW%fqrI#Gt?UF+Wa`mH#0bkF>%DdwV_e>L~=RaJ+*)SfHgJ!5m<
z)&zZ-D_&U_*k!7&eREs8`jvsMe}9z&$E&OY%~G?VT^lZNh-MmCEMfROZ>!SBuH7-`
z{O)=ld=k3Vk6kpP>_yhS;`2*Qg)L6@ACP?hGAz`8t;>$vv!=Q$q;2=O^dh!pPHmRG
za?hi6{RQ@16*gavo2*Z>J@a0l`SM!Vr`v;HMmrk$x?PyyZ~wRIqHk=5|B2(ZNBR%T
zgj7fHOgw&RtIfu9S&I$WGnU<Y6M8=-pr*M`Yf6J~|Fw1YbyIyFT(OM$CHX?DDs;ng
zSw7z|pN~<64Q~8#nagf2k?r}<pfRWIO}3TmE8Y@6&Jz+6&o(YQuDmy2w(rI1Ge7HW
zl^NunV_SQh<P4kmvo5unYFY6YM{UUQcdDOTEAzZMt7^`~ZAUIfulmZgzQgl{=Eq$^
z^=q?_a5HX6TY5I)mS%~@Y{_FB!Ql#9Y9Gcc+g-gAwbHO}ZdUJc;e{`ZuUxrXV%C$n
zwft=1w_7rahfB|vUC5j`_4nfbtkr@H{L4iz9X9GewsiZQC5v<0Rr^9TB_tn&2)(SB
zZ1MQkuF|4#i!Up=CmqOraLsqog0C016~9duh(ByPQ*})i<N1g8c3CfQN|yZcw(IfI
z&o>H|T#j1H_hQ+jFFT%loP5$8p4iK&&`?ydCbTc6<hU(sN!Z1m=c~dey*Mfv8M)SL
z)9sr3n#b2^ZH}D8o}|4(?51t|%g9Y06ZhHv5ZU^s<e=xg!nIMpPv$P4cxgv<wD;SE
z(=BCYeLd^v^h2TWzU-@S^S=el@fr7Jgy;4xTB>o($otB<i?=)<F*$!;FZ#u=Rp8SB
z<?YYo6j>PcycHhI|J?O8*FMmo!SJm1<`b(WE>E3Y_Tqflr^SW>A+_1PvpkZ^R`6|j
z>hWyP{MajcQ*Tb0Q@--Ty=g07Wn|?^#qo<a{Y!I{e;83F9(?Y;S*7VsiGOkKYqPnx
z-neAcGym|$-sh+1wO>}6q#MG?wDI8kuy2VQ9G>qj{MEa<le_QmrOlJK7q5QxVM^@m
z{m$2uN+%f{DD2vxByp~Cy~-t1f34WQ<8p0#9rYJ$PE}sMHd}1o@@bEQbXRKI2h|>s
zk=wa)@8<}iy9v#Gne%T+9ALh+ekT7U-FGqj1%0`dlP5Twt+Y2h5%9@f^sd#OK94oJ
zK}UP)lJq3Pc}q)D<9S{O7KB|+wz~JAvQgr}^%XD64Ocw5-g-*T<L1=9FOtkJW7GOq
zaz6Tfr+<&_>%N|!YW*!OOWTj=rRL_mt6qHXXxnqUujltP&R#D!wLd2+z^yjxM&n`T
zxJQ#G`TWi@jaf7&N?(cT&=#(ggs==A2HRDkQ?K^hFXeT69+da$>C%=tSB1DtvyN*E
z6zz3QyDNM{&gxQT#J=2|5;2Dpx66}FFZ609+Z0azenL|8nZcbCEdm9u<z`h!4rSb&
ztx*0xU~>4YqLA6GUo^9=a?iFbG5Ef&;N$_7Wag!1_Y|*AdSx1BZ}4Q+=R&myma>IW
z%eJNl&zh^MoxRyyU`^+VvuP(Y^I|47{JQeO<HX|+%idYHRbO~o?D1K3;o(=eVpz-F
zW>{Dr&-$!h{liFf#`>SH<Nh;fHO=|*d}-18jGjAdi@o%oO<wG@Rc*O!^_+W+k7jp>
zKAf;IOoI8+zK#phXD;7tkMmg1H{D}v?%6HOw{Puz?b2{`af9J^?PtZACW|lpl={ID
zFsoo%@7v_o*)cmd6^U*zK5n|2z0Xg?gU#`|&6Dt%uMN)SNxZc#j_H^n_PnR+x}Q`~
zNaE@!nHzId-Yrera_84ZVb80Ne+q`)soVO<YKxU!Z_U|4Ng@69UZ*dYa-R;1Ow4Ju
z>AAMQuT)z$+p8<Ah4TWd`nA2PVTHBV3m<Hhm~ry*+^_}z(haLWdiy$vsrWyQ2>9_U
zdzz}q#CdyHH*VN+=~Ch|ryc5(yWTzB`r$>h!3wu8?2^B($D~WDyeke}`F_W)Nt>$V
zCNKJNvF54!iMxHi`Pugc>W(&Y^Q^c0x}G7diH$+S@))NL*Rfrf^7U2kqy)@-J?Eoy
z_oS*Dm%6&<y^ni-Gs?dEjZOS=)44~QEDt^OtG<4ApTY;fmFZRgs{b^6xVLC$v}>$f
z=p;?QukW;9Oud%!QM~Pj@XTa(yB+J9)|+bWx&EyCMfHpt|4q|3uUu<szvJh<+<4E+
zBCLut%D<XEi(22UzPEPOnc@pvUnKX*pDxzST#~ofxc}7dv(^WrLKn4tI%v1!<ocv3
zF_Us{R?77}w)9+KviRb>><9h)_hYleCY|6~K5O~>wRQU|+HU%{>Goaxv_Mw-;a*MU
z?Yp+$+QH;{w5~BL^Ld4>OkY{O*Q+^?9%e^;ei`sB;#U5ww_oj)_pnBMjySC#`zqI~
z%u`10jKjL(v)0pRJ!=kgzY*RPDnE0p2CL`SH5V1{uw{wOc`R{qm0X(DtnC+`7VHmR
z$-6V#EV`k;`O=K(nj4B^zAZFkbCi7<cc|AgtK?+4r0If9O;*<@>t5-qn)7Vi^ng0!
zK3lCXMz79YN)K>2Zu05X>1#XPc4e~1*=-frks~<SY2Tv4n@dV~PT%;ldcr>UYdh_?
zY~!o^vbNf@sGvIBHrpzH=jWem>PzNF&sIr|NZT_#us!wW<CXszEZ4`XR`pyLTy<z(
zf=c<5q&+?MCRy{uxE6&juJx-jRj8jF#rWg<3Qmb9j~j2zlE@Q%Z(c25_D>|k-8fJ5
zUW5l%>gra0ahA003VU2x-7VinDNhUA`>xd3L)v0p*aue2Z_jUSJ2KPx($3k(?%vuo
z?;(3xNMu2UOwi&dze7v8MBZ7haCu;6`JX|m?e4^@a_QB|em)YnFI-c*D)V@2#^y=O
zRv1n2^G&$D@7TquTXbC>*tz?JO+F!Iw|HqH)4na=CNoR#s=j*P_u#wqGj9HpYa-uH
zayh{u^L4G{Q@g1lD(e>KRlW>dta<C+azowKTF);{y7w!?<9WfCb<HOy$Oyi@)c@v2
zjL;q7mq-0|=U(3UFsbNPa9%*nn*E|rgqMjn<kv@C-7xpz&X|9t&x3E-_)a;iQZ@Hb
z!JWtZw3p4fZ}hI>>c7oylUuHvR2jd1tM|g{!My6Q_#Tt@_Wr^P{yy=YXRAH&!@d=h
zkImb|_3gcG`u2(wCsLK?SACfyl)1fnzOq|pSXphUU1*29wzl9w=Fcl_TFyqyy5(*C
zdUn~19uK+WOJkkoZOV>|o($tO{^BF*wlL{P!9(^-3pMJaw#_^sa#$yEhVXo!aP2zx
zt&%aTlzES)+0B#6J@QX<n~ZV#wS_agwnwcEtU1fQNu(#Cuib8It74pQ%;}VCAq)EB
z{xkIQ`F;_dx?QMJ_@u2>xW;9f57yT<dP*-?&6#HQq;b~PO~#qg`8ysx>vC6azBe&}
zV`sk4_3%PTiAOts9!}^fbn94gcDM4}DUa=Y17<0z#9D_n_FSIIuDsQI=h-+d&((G8
zGwz7-fBBm|>k7|`)(ekiYgb>=UlV=q@qVvo&$k7v>0wverFlO2(dvtZvo~4XwGK8C
zT6=wMNp{iA6Sl9<=p~y?PiQ`n^@Tf0wKqm?(e5laGhbcFV|PN=_3gVKFwx^&#kyUx
zzR@e!>m(})2Cluyes9MdVdE*vs*5(hynNTDXwAe~UvkxtSfA2<uzhU>*FCX*mM39H
zmpoQxXW{bGo<8+ekF2fOdgnLQ)_)qLS*pW++XT6U^fX@yKU<Zy=i;WtbNZvcX=@*y
z=*;%`^LnYZd~Q!g7d#H16!xb0*8G;Bu*%%N<L4c$uFs0g{NB-;;>Ks)*S2qVUt-Ur
zh4ZAVTNSU!^rVZ1Y@90W6?ox`a>ugoU3RY9uP)m*Ir&NP*(%n(PlO({J?VP!^*;M;
z-@LaH)(20lpQl#q?7Kr-Np@9*@~`WAowlg|OIqFDvvTLbKmA!dTGgD^>^$+@^zpC#
zZBKi9rv2Ug>D#*7zSkbkbx=vax2x>d>xn(`UT=d7tKL*@ob7k(m%NdCt&Wk%Ob_L2
z+gmPrELhA}b$vm$m5R96@dWnkdn-!6&0UfC&d*!nh5Ofa=R8hnE?bwcU;XfRzsF_$
zdFP%+Rtd)kXG+Z}H+yxU>qpZ4u+9zAU0?q*@MdR=9Q6LPY~vi+S(*129u8fxd+GX+
z+QcIrA$=T2D|`R0|5kd-Tk_z!>^&QHMhX@bPYn5bJAO;#B=$249_{h^Fm>BiS&OK(
z)>|S!n$6CAWY5Drqe0kZzM0j>`&~cys&AjQdO2~E*~ayo|8TFXo%GGyv;W;wRuA=S
zd-5NxZwtEicUiY|ib~hB!&kay<;V5>{-eI>*h6)%!taYW=O<6Rv?rKnkEP_xv*oJ`
zbBmf;<g_0@mbtj|_QY%3b!yy;GfwZ_A-DCtH!o+l=*kaQKWtuXe(Lh(pYt8=-ms52
zZ#T7Td+~uIR&%)4F0a^h>S?GqL-qB<+0j!Tvzs2a3U2q7a4WgJWxJMZHOr2}jF;EO
z8b04wH|LtkE&H=G&Zc^*-d%r>UDDKZOYfz($w`kcNiwpe+iIWJFG<=xldaY;c1ifd
z-=F`ix@?elC+uVS>!iimyAOPH?|USax&M~1x}@oA;Twk)Y?9X&l<#uxnJRkQFYt9z
ztc6{x#aBy?Cm+M41NrQ}dp(nq6nL=mD4XJz&zEJw7fU$1WlJpSRhyA+zcj^P?}5kr
zUm^aVp3iETXSwdgL0PZYE2r!E)opcLBzZP+;;;E$OP@XYcxhYUCr)o)&M5!sOfyCF
zj;k;A7HTRwwAN;Z1k;wSyJoI5nJKI<!7j@8Xo<|_ZHCsHLzmXgd>b_N#+tW9*B)J2
zlKUrH<Br^2O`dfgruhzD&kmhDcs95^Mr!Gf$vvg3m6V%2*BpDCxA;gqGyCh%*iCg`
zBRKDy2Hp(an~@z96wcGYztu_QyjPoN;{&c)B5CSfrl#LL%{C@5uJx`iJ?8N;$W?&L
z)8^aCB~$oVGoEy8+SfKCmCNDL3X|27ibK9{mU*`1CsWU?vl~BqC!MH0F1lF8`&i|=
z+BE5ne^w`-{po7*O{DzJwMiinA1u~PdLr}dYErqKU)>h3f{ePRX^$f}9amfY`Eu{#
zSxauu`4zfDf%|WUXSvGOy&JDBG7{iiJ~b{|%hN$6ZSLERORsLz(a<?=a#Ds>A^F3q
zwU)}wXZ0C)`Z8mgYIV}5>K!*-B4;t3p*Y~gDR!?Dx#u$WPCJx&Kgq2!t%k|pbT@Ce
zQj`0`pc~OzbC0hrX<4ZdsvY5Z?AKx@>*A9po*RpQhOK$Gg0Je)&S}$4HTz!X_&6T(
z6|&&&T5xH8RL`WUc~ib_*g3zjS3l;;$+<1xkA@~JT=mR>`NLA#L*G;VH8!4Hy<3FK
zmB-(YaZ$}whN`e#B9GRjdp7+L%~N^66SDDk0^8AyMM_MbYo1)#lIF9*Qf<{jt_o3|
zPdxMe*9Pm}DRkFX-F|0p&yIzQ(o~X{3h4QHuFW{0)*W5!5s{?P%j$L~<#+It1nGHK
zogz2S_bT7p^mcDou?KhkyzH<`Lg8iFW*oOX-Itb}xwxdJuxs^A!CIfp8|$l1ReGAL
zd}clx<aRn;MDgV0$*l+8d#z%6E}QvM?D6ZfX35Qst|xbGlxdOEl3Sxy8sz8k*1wZ~
zhE}j^)@9uWX3f<>OycF=Tf?XNJ#x)B#eVa+?TWmo?#}GIlaCtCVE*%};Er(L)H!F0
zUpsl!-b@jmROmZp65|S&xw}GoZaM}{J#%&TmEH1pU*4J({=L-1g`<C~)A6S!^PX*V
z%RH8qqQb+q&hhT0^*VLSmMqup=sX*o#~aVZ9LmXf@~H2jlV9}Q7R$F+tt?nDIef9a
zqV20GEmdJrpV`&gvQ|p0JMLEg`N}8Db%}+O;~JMmCz<9Xcb(fZY1#WLihiFqz6qPv
za%Q&V`Hg2wzeUaYIAQmXvz5Lx>J1GqEA5TDb@+_KgXh1(pU*fE+_x*MwvG4R$+g|V
zx4C!nxd+dBp<^;T!}5ml>oDC#A&xtWgJQA-4(<82e%f5m{blAG-=4a7b;-FNZyD!p
zhB0wVA8{;X=P{0}UiD)(W7`|XIPDd$kNNzP`to6>Z`N7MoQfZFPCDK)v$icivhKO`
z-YTh&-K(EZoiRD`@|`^`Pd?sSwa!!Ym!B}RSBp?!_`905UZ3X7&ik%@cjCR(#zLGc
z{R|xgx9!ciaeUgd$aB8ll9I0jEuOE{u(`HZvSnd%rMSB7s`4P$@RkYebyI6S&YPb4
zZqk)0`LTJv*9L!E?NT8%S%d1!dpb_Ci}X$kGgfBK^;uJ%z;&nXqC{iYi-ngK)l`Rk
zcFoI{%HQdCBArEeV%IN!mzJ35m5HAje_o%JxywaDw&Lsh#LJ5#L<?WWlxiOiUAfjO
zDA<3d_~WgiHH>F-qM6n<RD}jST^f9EdywJ8qm{z>!8ZbZ@7(U)mr(ffM|iMQ^UrXR
zK5@2P-qrncl9y?poqO(8QRb|^8Io*srS&CEnY|3VRz-I`o}9i|Qam+*@j+<D9ka?c
z-*(vYUpCD$Vs*MIRh+dZ-ZZjP^4W}(gTF3bZ~j;8I$JMz>MntqjO^ET);c{FoccaG
zJmbVnxt+hlXWzTCQOEk)gk`slR+>!P>m#Xm*E`|M>TTa|UzgrE>*2ce!;@cM+a&kp
z*x~ud_I8zgiIP)!wo7i#_1lKGXI<ES<=ckiRiBpcRWm3LzVyz4-Spy{GE3RG+w-m$
z*LFDP{p$MkHtuN(!|!XsuZkp2z5DZe+Psgmm2I;tE|t3#t(f<_<;chL4+EB-UU5Jn
zEZOJyUiXPzUlh4z?tH%+F)1=~w&lsQKAUUyW;H6Lgyh_`5Z&AHJX~esLG`}sD-seW
z2PajBPCfA2_eHOMiN}VyOCC*dGX7kkU1u7v-+yiP2EME9#yg`|&)8iyf!*supHYQ`
zt){HOU5nKl=jau7ZC6TMeUo?A$wR`Cfs2(>`j?iRH8#pUn&#0idHivt=Bwc4>yB1B
zYEJUgTJ&&tpO$AzZcDkSpOA0pS=qHKSFNg8X`X9p!`t)m*2>f0e|&u#ad%rxa_Pop
zNqjq5LUm`To47o!c(yEw*Y_s>g$0gx7+yww`^4&BwP=QpRyha5@t3|QZFS5gGIBbL
zn<`%iJ~8|i7IdPXYic~poJ)5(weMW(5mmmm?Lg1*Nk)a&cHTFTn=-Fvw#UgwOOLEL
z`hDZ#XAd{N4UI}N;#eW(({|GGZGa{F()3doSKoZ)^tAZLmFjlMucpEutiCKu5WKd{
zbI!?S#}_l)cpJ;LfrGbL!|m0rNTWGbLDLrdow>KYB)Pfg%4e;0wXDU0-kW^3zYgAe
z!Sdki$Q5rgo~w0k7gSLA{64lP+$)J$`O*%DQ}>Ua&A7djdA;OIm&FOKp0={B``mOY
z9$yL9oXPy<ulCld$NX(qi+LPWc)V9I)9A_6j@*xXvn%xsk5$-69dP6B(+ZznmU%iX
zVatoSxy6&#9xWDDo--%x>YfD~*yrud(mo*0Qu1ZlWOr9{@x=zg<$JYH9;>&SUSO%T
z!pDLA(^|3LT!m3Lrm6GPzPgipxpB^QtM%<CEY_M#m}I%G)7^QZm-*%^ZxeSW8HjDU
zviY&vjvt;ZX4PR=%z5vGvrO`N(;SskWj4`fqJ?4yL)WkChkl(h;<(w!Qeyg1rrgy-
z@>lrMit_M@dBM7Oq@K-s7R9^t?85Icv)ty^%WJlM744ZP++^ftz`y>>n)iI!6Rj8R
zeEmM&DN5<Yp56oB-^Y~I8!z?Mj=l4<?LWhz%X(iOB>mS``0aeS`^Sy9JsXaT{&F?z
z*{rCwS9{L%!<|Y37nv&G23?sxbJJY2I@dct;=?mN#m>(8754RbYySH!o274Wm}EHh
z`>*i(v*x!(nX4I`{vs15x@~5$Ompwu4x8(-R)02nJfEv!S)8BzDeSSwRUN&`&W-bC
z*iX&WZQRi_<M=uIhOg_d=%yd;IFn*lX!h`K{WR@kd3*Hv=Xgc8sN3W|2#-FNF<o=Y
zhmF~@cvpY9^FztI@^R9d7Qt7B9xHA>t-gNyx}9KTur7y%Y+;PcJ}w77rN_6{zb>d=
zY}z*eOaJ_}YsC^+19okgB!292yjSKw_A`gG1^BaWUbSJa<m6Gl*JrQgwd>w5?pIgE
zPCY;NPDX0&<apPtIIbN6CKC^p^W9i4JK1fokm#q`_Ri6V_NZ1HrMqRF)jx2$nSJG>
zy_*kBzMacaRF}km;a50o_QSKTGnhFUzORq@@V#xl(hl}~$;VxJYl80_zv=lpf8yy^
z`=qw-s<b=zqo6YE(Vlz$Tv>;l_67cDkowEu&vDy#Q-Hw}ro#8JvfJCHJh0;Vb$z}~
zO!9|$a}3@d58Z#SuKrey<+Z%<r#`jW*Y{X|I2_sM6lHj6-;<3O7j^L8t+QBni93Pg
zcEsPZ{JLfT8A1=Mt_iMNer{SF%g+A9686S9pU+mc_P6;Y%SBke(!TvRG$uFk$JJ+>
zHUBvDT+{RO`z|%Bc~jWWc|j%<_-y8{)B5ys1JA$L`Io!Cw6@z;z74ZGvw(m4+LQ;g
z-UP3FQaLGVlY!QAhA-<b-Mq3OZ1tsxbw#TT|EyZ<B5beu>$<(}`V~)AwKK9Ry^pbr
z^vi{O3{BX}QE<5HC9{j0!^%Scm3EhoD=oaZt1vn`d15u2>}%I)Y&Jbo86MY{S{z-v
zW-_O*>DHMI_mboskFU>~8FbIN>44OodwU;0T0KMe$@`vPWos9oUe@O4cjDkIw*KYL
z_qV$B{g6<XyLzE^=Jg3TMGoh4K9}}?k@@NMPMh;9XFr#ZKQ~dIA%AA!kE_$R1|O8E
z4s-dHXsI~+R)4iOZ_&+Hd1-1-qeW+%IDApIn;ORPPElF8;QQM1x-v2!ijObNdR)3;
zpZLCZt5eH=>|7Cb#y~;p!o2J3&5=o-i&O+Bdb%#lmn^f4{>?mzy)e#ob;jh>4%yyX
z#^RDTyScCDr}rMa7V~w@tnc%d{ka~s`0?-E(Nk1d6}pz^uCnnFJ!W_({F2nN>C8<B
zYqO7TwUy+wczs=Ioo;sFu57n0y1IXa-R!Fmt~fK{?SF=dWjmI-wRWgWEKI%SzF^t9
zlUL^bQdfD<6E3UvRY&`B^1M?n+Uo2wQqSM7eH(3^A|LglYtx-)RdW<8ZO^*IY<L-U
z$>rpQzQ5L2(<JTwzFua<d2sQ}ofhlrJmuN@wAbzEXL%RDG}%h?#DTTf=JKVVN%(n*
zx%b!_-NTP3@tS43F?^mFapX~ZO5*CY+4l_8CcmBe`nYJ1w_K)2o!wN;pW-KOE><~F
z{3~h2L;tLt1m@3GSD)RS$FMp#a<bTCZIghC>&xzZyte7dcIOH1QM+}HFd2uO7QVNo
zwO2jZtvFmDN2PR4(*ncSv6rJc+t1v19rNW|PRrwou@gV1vzwktyu8-sHow9p1I3ON
z{-zsS=I!oD;??S(HO1|?%%e3b^%f@<tX7+L+%apSfVsZt<)gf_3!iSQ+nddHlU+jg
zKZDhaw~uuD{68NpKII+jvRGAD?r`d*<PvL7iF2Imf?}<n8Gkqa@@((Ab4OJiYR(nj
z+r@fGDe=a<A8Y<D-F4^1o_imE&bL0!slc@LO2#*qEWuxL*>{ycwC+8~D$eq4-FwFm
zQrrz5mcjS`Gpr9;rTtCooZqPvw=bH^H@nSRWHvAB?*8_JyI9=&>ZX42>wdUsB2QJx
zmvx73ANIS<6jB(oDSx(ax2JP?aqGn|9&;-5c80}iRrhlrNG{yIT)FG}ZCM#LbH=cg
zOVhI(-v??edtas=9-dM&wS2*j?Wg`T@EOLOxfSL$E%4=>@N31H+S^&H!cFyhx!;}o
z&oKYk&f77^R%M;|aX9M39qTEp82pNlR>mz~<SD?yKYhLIzOCQu);_$J(dcqg^6|Aj
z`jHpaLvu6_zA}u~T(V8;<QF^3D-VJgY#!~@*Ai9loBDE|;^n2SbKY9Kj<fi5M_Hyh
z%Bg5_)lAdWjW?W4cg<;2_`3GTRsqJ?2mMi>F4{9&u3oJd!RN4C<+$`}Yq`EWf#)n?
z)u*?}^z=uaXf6-P4shN5I_BKp$V*G+y*N9`q4I2sN3!j)?8>#<=4VaJSv$A*!r#o|
zh|4#Q`Bq=Em}y~K&$TLg{^z45;#S!TcY5ljjtltld%bAhv0OT1$;`mK4NlwruWd=1
zWaP)Ie)F2&D#jIOr=0xm=US#N_uOWEw#F>iDIY?l61F!UJaBN$qlkjyd5;!;PV4_s
zFSX@byY$XH@ALqJidC}<ZYY0Qees_7xmO#+%w-JEFU>x4CMrK^#&+kgODEm9dNp9j
z+xJ0}42r6*<^4VTSkmpd)rG%WlQo$|H);tu21lMfAGPA%@5!O7BR6Y#`0<PStdtRq
zT6=xDDf0w(+w8SD1s1z)eTwDPKd#D`ka_+(YH5RgYiQ~DtR-&ep4uLlIIH%6Uuk}i
zz1M`pJ5oZMuNsMFY&>;wGfTo>tu-4@w6pKi5Hc%!{Bc>a_R;$b*Qlx_Ts2F)x47uA
z%oWEIl1p-4Y3q8{9J0Q8_Tvtj$M-hgZInFfwkhF?q2{ZMEj|WS{ZW~+t!|qQ-XHbe
zBlh~_@?_s5x7^hhC!a9Y7PB$@lQr}AvAI2$QyMq;nw+Tr^_B6QmXTj(#O_T6KP}#e
z2{u@m1~Aoa)q1?Y%EUQv?^lz@>Y|zPmZG7BeHy$kJ=XRLcFpiGJg3!CBw&ygv(9$+
z#f8dCd>%9h@T@Lfxt;mKmt_S{x^!k*ZMu^%@$#H&^QSE-4w<YhTFa{!%Pa27>fylN
zbLHYYCxa|U1&POVg2NJLwPj78xMC8|mnT<`PWb#+Tg2`HhvoOxUQc&PwX&FtWGg>g
zr&h!tb?DB4zN{}r-%KZmC57!<?k&=+ww1Y|S%vv*vBsUSE<1Pic~zG<Exx#Ynt1Sa
zuw;R|(ngz47RR%k4iravnWyo3&gJsse0erw^^=}(W$C$x^W3+VgdN`~`TWy5uL&+D
zB?Z>ZvtB38uus0UW5>a_v8p>P*zLYPz8<)>FZ$ETxvjg_xy!CjvY5E5>-pOGeOote
zX0QrxS5149Y#H~a>9v2)%EW`OW2$!_R+O81*SqxK*`n`SDmsPdP5ZY`iCgd7Rxy?1
z)nxOMy(J47=gaQ8zBl8a5;Mb`m0#CSlrrNznt$_E@ey~^>s%YNy<-Ar&H7%Iz3{vC
z(bQT=1%|@7_|+NJ=2K&?b1wNY^}4*BZT9UoTfM7qY}?5)@%pumtNl!a_w|;V=g*8h
zp11tWt`=YEBEyJlm;Zg1UH!th{P4pmn;44YxC@uvakhNSwCB28!JW^me|!1qF1!3H
zwv0vUOoii<Ynv1;BuurPC-!YUZt?rptm@5OuZmxAybPNDD|CCy`l!>>n<GwIf3v(J
z74CJo=g0)>km{4~Lywggzw{|PnlHZa+*75C$Jbg{22|Q=O}OJ8)#QAw(|5%Sxtq66
z7oIm{H=Xe*edp4teO94{lOD@_?t1bp&-={TmD{%JyS3*tZBcG{KL6CRPJ?FUt+D-*
zFJna$CWTr36rG&fDr?0U#VKh&)uknASGR?;`;Kqxt)g~Eyj;w2E=%jW<@DB_OIypH
zZ!HaSS@48!>*QjI5Ov%0UOSvF`FwqqsOl%a%XG_6j|9%wu|1nt^gRBwUVGE@?+?;;
zrzbhAFA{rt^-blMSElL<{hs~{KCiwurA@~*dS{TkbAY3?*g1<eUv>u1ex|p09-IHC
zb@PrHc|O|tP%eA*mW1Yc^G|J<AAIHD!BbhkWm{Ldh_+dWh%*ReTf`|y9{hF9^xWb}
z4t8Ik?$~bpdR5qRuVxd^0M@`+35-v|y#1p0XZ37U`TTY5Pu1k7TFEN!Pt7uZKDR^p
zb<CZ0H=f_y{>~w8>lv>D8=kFn4yh0>D%w5a#gu91vTn+D{JK&&m7)0BI?tZ6mluj-
zKR)d;>nbx+RnW9=EuM7xbLsn^S5NQcOzxZ7-?QQU*+i|*)6VBshJ|MxT64s6&iAur
zhB5Ctc>ZlY-m$@5HtUqfDcjYva+jq_AIoz4eTwn5hiuo^H7RAuXJdG`x<8I|z56C_
z*^_S<W-e8pSNQg5Zq%K2>4?u=&;6pNayoImj+-m38@T#enN?)M9nYhwCKc+-D%W*!
zUUQLredlUq15b6@x}{6DS?S8fJ=gp2aaP15NtvtPA6#+xWV=7=^S!x#C6iK59OKK*
zbef<o>wn5X>z0Qj!?lZ(F5JyrC2cfsNw}evHWSAm?R68xqMk4FG2i|?RORkhttE3N
zKL708rVyej$a}fxdb;kqM|M$;sXaWUi>8{cPS?>q`NcS?N2bVP-6Xx6t6t_T?y1f8
zv-q~oaDM#K+@Nb4FI~Q{y6Aw$(c(>Wim&f2`K)*=d)~}SlLc?)wd;E9zW0l-b(7<{
z`lZnm+f~9s{6ZVPK3Xq7BWc&8Inxd=O_}jDDV*7I^+u=2Mx`a&+L`A(+pZM2r*zrm
zo3mDD7OlT&VXvEXk|E4K>dSiFnstSjc2w_Ot#~v!=%uxkmtero84N6;YnrCckr1=*
zjR~IdF(#n;RpI4%Yenun+|LzS+_hf$;l^2uQj)Gb-PTq-clL!VnY>{}@^N3TgeM=%
z`V?g-tIe_ON#gsHFM7VI&8lCTBOSgfS5R_omfJNguk4bLxQKF@a0fQ_A7N5|AI54W
zEcdI;uF@?sUe_FUBXq*A`AgG$elGX=?YZXePnB;gR+`*$J(p|EQ#>&;FCuNroJsal
zOSe3q_f>O~aPr~+hhtffdic*R@Oj*LeyjH!uHwlX<1XHId~<+r%SweimTPv-f2MHh
z$WObkJ!wCuEmz-K^Lwt6hK}L+hp|o#8=l{u6Rw+i;p41ZMw6B#?VcNYs_MhM&YuFt
z4aMHi3M0*nM308G74}s=+mWnZ_OAGM*plosKiKDlMdnon?P+*EtI>a{;Ot@-uf>y{
zZ~O`sJ81tfN|C$d{H3Y6=c>XNttxs~a?DRNBfV0cdH$uPpH77}9(s_xG-Q(B&Q+x$
zYgfkI2u<Rv)%LTVXZ397M}@QQ&mVtYxL2>pEAP4Acgy(0qLY<nghOoZJYVY+G4Icn
z&&*R#ax>iT^*h61I>*nys_fm@DN7d{@1M}Gao#I^_WMA~*Js03o-Zx1jGW4;@=c{u
znr&sxkv@B=nGNs#T-PS+Wh<}rJ+a0?_GNNFb)nb&>ZLvl7-Kgqd;cQ;)SCziSuJ`0
zm@8Q~-uv@TzBXsezBb*WY02@)M<X?guPy5McwMG!wPVBU2-8(BVlPRoVlH_d^;%NP
z>MDby>2^7@#%NpRg^Mz`B;QdKof2~G%blGPuOo`g?tMKqJv=$vWyarIr&XT6$aauD
z`6Dblz1*v7V!7Ky->s`I3ir&Z4i*vc-=4Koq+YF-)xCfAy)DtoDNB49O&;yL@}h9}
zteGEtOWd@s?_3p@tbAbgD>mz^CNftqPOu8=*cb9$wr|eWsWBxh93HJ@JS!%y?bLYi
ztY3%SzAasbmzMW1xJO;m=v2G+xM_Z1Sd;K|_A9{^=Pj6)|Li#Kb?vrP(GrCK>ynil
zijVT%-v4za!=t&g)NZ}AVGb6Yd}(1oz1D`kpI>{<(u`abu*0T&Wj&wf9w|$O<XOrk
zS<h|>96$JdP38j2B=)Eq>Blckoa?bx&t3P|oSKDG>MB>=TsN)4oGG-PG3K*k*zu||
zpR-%q*2~Y0>$a5n9Lm(kmvtmri0_NWE7P=0tM5nCPD?#sxYp@N58v0&>ji6bqRMal
z{M)npW1n&Cw7JW+T%2RBwAbnNVS_CxD=eRjKFiek7CtYM{np-PQ+Lfzw-Rf&>(#wv
ztR9$OxN*O5^tb63jvZE4+WwzmbI>>2qi(*D&4;>*rzLiI+W#n?KhG%ha$wwY$JEMH
zWmeg&yI%@yQl3wJZmT`7R^U+JH0R?n*E3ls`--2vzJIS+=DV2MHL2+mo3d5Br?5sZ
zSl1*i5G~zWZ1(Nh#XjktPuh$&Zowg+HXnG@AHC7j(=9LH^2vGkS!c#A+cxQ9+2>mu
z)|6U2IabSB%57xyXGzFP*O`~6+FIuI%$^aR`S?G>)tHT2bL6Lge8*ZA&a;$rRp5>r
zhnd>Vr6ayP)QsMFa(1a~udT>Bi)UM0y7(Xe4Aty-rD@f7Yp!8)e$vvr$EQoydwtM#
zKKfep2alU^&*QGIyjky0xAY|UKaV%cs<N4Ur?RUqsB&dc(5thnKD*5h$n~5bmC<%R
zIHbVc)_rNvwJq7*mH!z^ZoKdM^q+w<t0*(vW8Hm4hT?mBzkc<|U-wx1(v~UV?!~7L
zU!V1?w_^3bbjGE&kM6J*)N6h7NRW24eYH9A&?N2TeOVuOblLGQ%eoYH<@ili?W4Qx
zdZ#J(NS)ku`SJ8NNy#T6Z|f!UwDPxWU)jz*SFky1LPW;JLl4&bXXPztpK`jdc6AZ=
zg~bdXvesVdHjtEE_3l@xNXnGCXDrr+g`TsNpX*$@yuIP^I;}579G{FdPZw|}{C>1)
z>b2*wnmbPKeAJ)tvgqE<7uDCM7@w9-coH62EC2rF@xZQA)9%|`S)07GG?CMP=DUju
zJHuqIs!w5i9c1FA{C!Q>lkcY2eO(vJMVDDgXJ6vieH$xebYl5_(dUcIB`nUH?p=Ob
zvn<Hsc$BZ>-kxvi<|`epeV*>uQ>)!MsnX>4*0~kE=VbVfd|#ivbL;0Mt*g(<w>h#*
z`^-OeSNQa(DPpUW51;ukaZcr>eBb&rUv;JaS(+Irv@y*3!nFFw^%J|)mg=@X+%jd-
z&YzrL&ekfXu4D_~Jil<QMu=z8eDmo^Q?2@Xmag}n8?|ccv3lXqCrsunS28tJg7rgA
zawimD+ifMEHG7v;#Sxta4g8`LO9YEwMoOg~UiENy=~?HMF|F$JuB^G`qj}2D*Tm_V
z?Vs}16WgpEo=nm{Uw6|WM{C-z;@I}~ce9?o6=#3?<iecw8>cBPN#>06c219Iyt>#X
zJ;7GHIrB{JwcYjN_iXpP?3-=)I?kt*;pg4!EOn*lE%&7_JlneZ_m(HK-Ai+8<eB$>
zUcJ^lc;3{*w{kzTU8<D*#lN&{5qs)+7Qv9E#k+4^dhzd*@6*Mv1E%WUT532Yu3c2!
z<!sQieCLWCH%`<nc;&yfdfsIDKVJO)JA5lbF6CLM?fvcZpJ9S_)s%lzKi%B@!(ZH>
zaIbZI@zMNvo%_9&v45&T!~d7xow)b-bqw!`!zFh2qrPrf_oFK7F8{*A?z863JQKb3
ziZSyayQw#{j$4T&A7(O)e4d?aleXke$j8_|&1mQIYo}eD`czgWX!>DKsc8z2*A?Gd
z@4hTEQ!GNy;knAJeR_GS9h!BTNtdqvO#53EqIuSAir`@`QRPJ~db@5sn04=Ny27?#
z8^*s{ZzgpdjJWdc`_VFY-$r&*mTe3Vr%$lD>Uw@<;ptbNJ3Wt9$!uNL^gXC;>JRm$
z)nTpKY;%=5j*0#YvfFy{7E`lK*y<CH?3NTC4fSve$W-=Byya`L?A-mJttk^8I<hbP
zx-Kptyg%!`$;<0Om%8RuZseP{AY8b_ONisS#d>Sb$ekA6r5EPdM&C2KTcYW1#x>vh
z`n~<GZ{^?Gv4p+;z46cL&q?LyPhZxt3V#vbvg~sW*MpD0H~!-Kns#+wTj+YJFYz-!
zd|S6;XWfpoMN1oOv$tGJw$GUS_wk?C-L}P%!TuBFle_%q+16e$ox}V(L^bWttJ6G_
z+#iR=a>#r<s&;GViNy<j48N}0w7JCO&=K>f2~7nzzP^6%>oL#UW1X^0;k6|h9S7N_
z@FeujNn3ZasiC<)Ftq%JrQA2o)w%x}Y+pONy?-6)bL087wb7?+E5EFAw|RVOU5sXr
zjMUXlzn{qMKebuP@%ZB)M~(1v8kr{Nczi9cEL8a|+cbar(uDg9Q<A%G^*pWm_Bt?D
zF+(PyHv9M`QQc>C)f_vn?s{?FN?Bd*ZiYsM#Om9jG0$a6mYv)_>+7}UFQ&{c=$p%x
zV)3fNcD38>_3E?MT{^lY<&tAT$MMF0qN^@l&roOiZuL<^^S;Edu$&o|?|mbi`Suq2
zWqh3X#aduz;CvO`8<&%}Nu0EQes8^)tgXdLHjg!T&$X&eJ65f=zUu6R=RN&V*QOa&
zKicHuJ2}ELBX9T2wfpZ|ybe@4<?r|NY;NuWNs$kGK4_avy%_T`J0w}!vO@Rr=d}V8
z6>NHbbzLZ}2@9Ue@_AyYw(f+Y)#`=ulIN_dt`(mMDX=}Ux?OJn->NE?HN_{-I@Ml`
zd)rlTAVp!~QRm{NZhsz&UOG1C@zPjBh9w(czVuys;ZVS`%e!{fo~u55uXO6WJAc|2
zihlVw-y&n$z7(Umk279WtWUYPUh<+*6=Up|B}=(&FMhCG#wD`+Jja%Kua1@X=@caG
z=_#@cXTG%O6&p{(yT^S~zr^0*tW4JN?Vsx*ANAwd^MKjjJEz_Ab24Op8K`L&8@P{Y
z`L4OMH@;l2DS4~*HOGlZPK;k)hpbuua98})4b|7fSqwE#KDlnUDdX3v(1jZN!dhE7
z9d5kRa%OvzzBF@9hr8U2m-jX=E82PTcuiRETD~cB)~^hlSpI1BNdfgQD{GDwS*q_?
zlFqDdGpm<*s;<{sE{&IgtTu)7GUEa`R!%(_(|6@^wd6gw*h@W0J6BG$Sl9N<$<NmM
zn)kxvc2g#mrylcOc{Yai<k7&M;uEXS?mlDreUXL#EWYBSxrx5-lJB}4DS5Ud`^Ib;
z=819JZFh#;$?n_LAv~w*!j^33Lq{$YEqgNaq1E1XA(O9!+b@qhnXlFJXXpCt{g)q2
zQhO}>InJ^?;l-234cXhKdhA~QW4_7DKj$MmAI%eR<2aghH<BTuZ|d0>*Yl-YlaE(@
zxv=U%5y#3|fmM=blQur{Q|n(EzhOVOnnZYLVUmQ59&h31TSlG-j++`zsxn<U^?F(r
z&!!~V!|S77n%E2d)LV7-__aOHEDt+{|DE-?r*D&tT-!3k-I;H^`%Oyiol53L-Fs!q
z*j5-@5m49@ey~pV+Ioc@j(aA~`gPpv+MX++$<2-D*H%jOs66_)c$LLltMa|GY;6=0
z9A%RBypH;CcJHliA}PPFXR<!?<9M{CTYKgAby=b6oEc?-YjXoX=B<3F{afA0c@FcX
zRX1K;7u<F-pvgA-jrEKxJT{4~mDg52oUMHzGCcX$_4PcZYnF;8uU%y-zE>}-@=o!R
z)f4J=t~vR3@kFjoPvo;^J$JnFMq1HZeZ}*iA)MNxmNM6ub4|ad^LR?C-?j43Hs#SD
z4)R=z{!sNGeBROO@^php#-L^U78cHVerd;9Z_jPJcqD3$@84Us<#ooCNvU>G-S?vA
z-fyl6ntW{I=AIt@s$XiFLLrYQR9$}_u<1%k_dy-^qULk<Q)??9`U|YRyXeX1K36xj
zo^*DNrNw6_&E>4V&;6?FpUP#G%{#;eYZgp!)1Gt9lyhsWiO%xkV|;c~-(A0;`*hC4
z4NrRdSFE48uI9A$HYW>~uAi2{ljc9G`ts5EX;Amp?RMq+TUKv4##<B~cKhI?eN9)l
zEZuo}8Kd&jO4Doe3po|1T)+A->!_pJS1sSOpNrLtPpN!<`$RROrz$*n*^f={?oKf_
z(>n95<MG0?1=q`NNA7sMwQ5?+)mb}5HJm_4W|#DfMc-M)ba+nrdbh}&cghM6ns4p5
z&t3Pd$sx33eZr+0S9^*473=l3373m6JbF4vXxELezRBM6uAbSDI^o;vu9KUuE9(da
z_mr>Qom;EYpEJKVIWF_tcAb=-2LGjnPMX$UdUwyg3|Stiy=;C-xuLgAgVBbg{%V)D
z9*MjabFe{L`O+>$l?4gwO`b~Jd*#$OTVlGIR=L1_uSa>gUTw$Mdwq42eA4rHZIXXp
zO9`{x)|+0d!_4}A&+`db`E2ExmOkzEyS6=fzWr&;lT{Auvy5-tE!sQtq}SRLi=@lW
zd04Dn>fo2TuB?f*RI`%*=C)ILB79mqPMoXFvXtoibHy!;yZN7pZsg>C?JIIgp3F<r
zPaK|e`BqF5!~4*#X*OM}6|JKSg?T(gH_F(go5~a<)QK8f1om9nTDPc6ehTwahtEBN
zU2EPQ`FL{qn(9tn@2S1ZZiX&Ns*CDyI9K&(>ygYpd#g>#T*hHvT$bFND!Zz0=i5H*
zP%ibX!k1l3Zshc3#=Y!Z%{M8iLT)M>A6v!^$JN=wW_D99xy@Pa)b6$Bkh{fm(KWe0
zR|~G=%iQ{m&&p_u*h4mdwJnbsCK>zX<h~A86A=y;>$$vHH9<s9TP`i<Z??xa$H!{}
zGj8-R)ij!|wa&;e%4?5|Opr4J59jLO4S{pYmd)#S=*howY@X9jhF{k_dUl@8>ENET
zVdV`i=B}nGvh$W@^oA7wyv#4DHud!6w>}CV&u`P3R3*5odg@g<ccyJhn{KzMEpKKl
za#*34X8F@!Zt7xPy`+<q^|yqsJuQ_oFI&t^+49SZICtBusQrOUI+sqaE~*X-7ARuN
zI(bqh;qkTQU5ZX!#?zj9JU(!8#go#QN6Y7>#u-Qaj=b|L;Ofn|mr9e4ZP~`;RuwW)
zNonq}-aGTFvNWbACEa#7&b0U*=c@BN`-}qw!uNV_dJ$D6Ht)f6rU|E~KDjD*nrr6A
z?Vq3ZrQYa{oFefqZ_AvIera49KF`(GS~t5csh?4+?WcA+U50CMK4&Jw3*&3spY&M-
ziyGa?H0#N3GCr1V>1-$=s&jtl2EOcSpKbp8o-g<ERGRuTM?THq@Z^K0P2brk&boYc
zz451&>s&cctP1iuxmsxQWPh2G1#P;QmMAn7J9`M3D4bfTws}d;M$^n_&Cs68{H%E^
zba&RV%EkF*MYNyMj9_S%n{vA@<+XF~fvt+l3zx+RDT%5aseBL=!+PL-$lZxc0;e`_
zxR!Z-ZGL4ki=4KR$FI+xo)PUu+xX+Nc1oo>o|jxA_>@s@YNmr=vZ(B_iAEE*vn@zf
z5Ddt(d>cO7n$;uw;tajx{cCevie`RWGd(UljKRl(eQC7UEwS0JT+NI_JXEgkboa~J
z)I29l-zDC3O+=jVtOds>cU>v9c38P!(<J8!c3V$9o3?iLF{63MLigyZtYUbTeM?8D
zqc>dg`zoujzLo8^*_RYudUzP@m)2afms$Gm@WMBV21UJ3&G#L;d2>-I)9%&UJ03`=
z2vmJrC;9%Gsin<z#nQEU5zIfs&-|9!nz}iC&8wg#Tg&Wv=Wwp=nP6Zc^LT4T+REZ0
zwbYzG-{cqnG<I&?#j-8nL)hN#z{|Q@tyOn#Q`}^9pp^aI?!`?ZOO{;v-LIPznl-1-
zx2)VQ^GZ;pU{_Q2IW^uB>vQ&O*LcIfW4+0h+*79tEY>eR81^!y`1)bDTjmRoizXk9
zIL7ct>(lWo-&So(zO?tt&Bv!E`#Wtb@)xaXQeN}*b+oE|>DSd4MMd5e7s+MWWxZ*h
zwfxT2nHIa>Wga=gSF7!OMnZmVs^Y=bE`7DHIrH*m*JK<mV9&Y|d5rOF(c!hRCmF)Z
zgnZ3PKHh!&WA&P?`(Mub6!au{)>huj+WfO-w_dcnc|ZA;tllRvW%adHceglYlq)mG
zE55w7o*}*K`+4pkZ6bxz2FE|ImlyOZ>@Kvm5|zDfcIJ!4$w&qpnd^m8Z9b3J7Mc6<
z^holvZC|7Ifces%j&pfd^PcM{Z{C^bqA>4kp5(U1$>$5bZafh@o8tAj@cI0xXLHtM
zO}ZSspt^D1js-EjOVW1M9^HIaW8(DXc302tyea<fU7ohk)diEkNPIb4^ytOPm!992
z-k*5?(;|Z%b1qp$o<C!FZ^rh8ZXDm%Rjy-DR#)1zZrx*+n)_2rw0x!qyiLFIC?nGA
zgL~Ac)jQqKxK)069hR5>$iq`zZO^-RKWA=`-d=b0#pQ+7GNIYAk*A*|yyCf6_-toq
z%E<?xqqnP9o_rniS^ZqCaokypNI9EjbLK5wGIs-`Eo+qLjct5cn~rQvOnQ>EbxU6A
z+An45We;X8xsiAGwd14Y+bdRx88Fzs%9(a-rQW)yYJID6YCdSk`Gu``!2C8`EL|lu
zrSx^cleDeTJbSp-T$sbe?zOJg=TdA}^83)MVYc>C=aY&rZ_SF{^_Xp)zjMU0vp*iI
z8Gc#bc>L0`HkX@SGR88Dw{}Edog3IY$v8D|&VL3g&}kNHBPMA&*a&Hh&QSicHo0uO
z;S{N=tdb4KEbMMR+ajaczdY*f)*W}4u5EU6_j^3+`J}DqI<~!Cc=S#KpW*A!M+|aX
z%ii$b?{(S8#K^X-_h;C$Qk}UomkUi({;)PV#e>H+^_Ka2w$BIFowM%IXOX+woojn~
z+2rUsn{VePXsvWS@AV?p&-3e=Og5w9S%H(U2R)V8y3=EWPuH^ZlfSII@m_cGS@mfQ
z=d^Ce_EjvIB`;yIdUoMFEe?qkp7KRy1y(_xv(2UR*58<Z=J~HnC!R~bj8yD=J?paT
zsh<9Sdt>_|WB0ap)!kTTyg}vLnw^e)ar{x06Q&-kx^^vQMdr(-gOhc?u6i=z@Py(Y
zp-O+gE*CrXyKk!2-;Tm^bKM1#f<N^<_;qde;)Mq#Oy@85IbFc`r?q6)DnX_B0UT>o
zt-Y?9_uBGsG9JIQnOpFn>0;@;SJ`IoY+EMYzqC&8OqOQl<fCf-Y}+5E#RycFDDC;1
zs&$-gS9kW@(@n-*E90jpNqf%q>^Wh?Z=0ng8am}_L|);<7xh|Al~bNP7d>@3%<SSK
zb|*%qRcy+p7CU2GLTqFnU)mBi)8y3A4R;DXb=ICZ9~fZF;Fl$6lJM)=hc8B9J`F!t
z)V8Lcw^SFsARg2{>%d$K``%o!*;o03-*ip1RDT^SVrXG0^K7T<gO9PcOV6?KW^3O#
z_1ve!ta1B)hP7b~HgY$YyBkemwvpP<b;IUkT+HR&7ruyuPFC+(#-X%pugWpKDZ*O{
zn`2gRc}T9E(P#F#`E{hq<U3n_P7bqMvBmSTz=`D&$8C$_V=AIUBG)bsw|TUW_rvy1
zn`L6(-AjBAB;VRM;gb5aQ!hDkFK%S@ut~nPbE&k~>lK&$UcXg-t6h80oH6YCvBwf`
zW8@~U+P$dBk)?dyR}sNEq1M}X&Yg8PE7?Dx$CIHrX6y6z$N4k#IKDjEs~{pHAAf4y
z0)L0hqN7tKcYL*pEqQS9O)2~Ry+zyW<Qyj{vF|vre(`+YNV`;q(6q}JO66PAPvuHY
zyYX|Q$%?YKH@~uknci=G+o7|<ZpQj$afgnp8x}|MCg(`B%FlIKshyYmHoo|&@WUUA
zYC1li576GSWpkIup6y(I)?MFbez{Sps%`zops$1R?J=#OIe9zVUd8G?XU<>v@=Vzt
zF2-+<Kd!mm-+s$`x79)U3tV3wbsw78#2y&-pew+c$zyrS$!}AG@BWfAvteJR$bLfp
z)UN1ywwIOCNsR4Vt0olApTRXVkl%+ZlV!R2lXJ}f1UdS+N@ZKEf3vK3YT&-L{H@K#
zIfB2gwTK69=M8x1xwk~oZ`HQtQ+X{EU;YR^wm~)^X)n_=jTqTIf)UX(`OGdAbcMZ$
z-%{I`DR|-Wr7hFz>)f~Ih`LE?{%5$pGAZOSL(t|6ex6^9lU<o-&DLW-ePV4flX>Xl
zTPtS=OP-pi_2!M=u8GZiN{*(U7uI}|QdfG#W!k6p_ip`XSh#R)W02HJ*ItiDm+qP8
zbWJ{EC{rrB?^Ytql!W@Z?%y=s?<Kfjp4INTudOTdt1;X4KbemtMfztgoprOoQlYEK
z;Prn7T~E0gE1taLyeoEaqPx$f&XB)P|Lj;|q!IkNPSoYD({kQ9m$&w8d6Thb#)~_F
zDxFQ$R|?%W)n1qPoAPbT^xsp%%DDBO+Hc|aKeS#swSH-cz$UqX$M@E+?C;ZhG*Nf8
zz(&~vt9XkVo2DG!n`x|8bv05<?X3Cops-~nEfx>{@+O|NI(BDm{{HDFB-d=;9%(h9
z(DnUh6Tf4uryO;vrzCd%c|CpVHW>rcYjNt+46pAkUbpJOlk}h0^2|S_yIOy}@mzIc
zOoG(oe4XZ${|pmjeV=Gco|6B!HHEvuBJudz#8c<`Gfyvk6g9Q;xombzrb<xAxAjZ%
z*1TP2`K0t^T=2>W7M+82?V@|CvNTPueY1F4A2&6uEQnwE+A6>3i5H&FT6t|(PO)b8
zo!%MG=4@^}$uzNjY0z<-u2!{q54Ckq2aC+8&DMFjj_={6EsZ`wYkqrvS$E@fvUpy*
zWg)lQj^sJl<#m#EjDLo2&=I)9lm2C$cksof4qnSV*Gl`oN_(*8Zol2JJIS+x&UhXd
z&COlMED-W&?QF}k=Iwify51Mh^}KT;uKLPv@07=%UI*>*TRg!xeP*a1f0p0%o3nQ8
zu0N<U?WTvi>5S7`K8F9hRBO+*SbM&c)^u-~Kbw+fh8E6Rse9;aaLDor53X6x;QxGW
z*VQkUcdbiOj~iH8PhhImTCs^;B5SKiT_V%24wIGJ+GM&eZkwPgTWaaQ(ZjlYZMUxO
z(geeE*{j<wPIG<mpTX;kwYIx$NOfVrD!Ub)`pQ$cU+nPT#dtI)`sG57J8aq4*Y2^2
zQwaS$@v><3ZzB;F!OJVxq*}x$ufBOVQ}>+KWuJQ%G2x3})X7&y2<?<y*X?<k+hd9T
z>Au7J_f{{PzR0S<z3$M)$-6GET;!=6Y;)7Z#a$)A;BWTrFS4pNThd~-uZ`+HoOh0!
zZ%O#Jj9W&>B_z%nx+E*9s$N*VJTswq+wRoMQ}n&=Z`l%Rt6k&~p69TZFYR5y>)b6}
zle}Y^9M+ok^JKX_%w|`dlQXS(PS>;L+a2y|Us&?APuuYAVZN!ebHA8wJm{G(z3{-x
zAK{{<OOGllUNKN!rhQ{+V}MN8Q}zDIecFAw%R)-BgP)ui{vpK~dg_=#k!wxz`X6f5
zl@U`;Jzw!c`)htc=RBjH1<kX5&OT}<yJL!B@7^rYxUjPImD$Ok7sc8McxX@lvzjYB
zV#a!}?`QK5mvbr$XrIU{@t!u@+EO-q-<&IJD>G6xc6`|xcQ5up&Cb8s?x*K$&}s?0
zH+$(Zha|oSg<bF3dNl(N9(=YX%U;=H+r9aP&&B>F7dHR6wmVu>^3krNmuqHnuzy%B
z7xknqAbVC}fAKD({6+3F&dba==Kna7Z&J^Mo$CYVofA8G`+Y=j&d!JJO9fX<6k1+Z
zkgcN9xIOcA*OoRH>5UVAUc2)xyGQi7tZPW8+4l!!>!zBVD;Iy&!MJr!!^`G7jm>`l
zPImrqm%I7e>w~s%t7xX^p&qH%zM09APPdkv%d1uLxbfi2w^iABuWDa!oaWs)HF4sl
zP139z{b#<>EvZ>nA;BP(s3pO5rGV=(Lt)I9+Y>v!yzJU?TPY}iVd3Hv4|wXfcB{mG
z3}bnF-d6LH-8;``tzt<}Q#bZK;p12{)8pj7(v?=zWTZ}*U3&5>JVbZdu9<de`-G;s
z`ahjxYN>lNYtKZZ{;b=6&wL}!M;tJD!+2?0#-|FKzuERi`Yc!P9KAVBa^iHBYbMRl
zj!P`}R%E}o`Q}NLD~nVnbv*LgzExk6CB(7uT&6=#$*)jjjaQwwjEaf_auhyUti0r8
zp|mEw@a0imzmBC#Ph2$)dh_zE&+5yf%Vo5;v_1HBd6({u6FP?HqZ}F@tvxGu`0cGl
z!Cm3XQ!}&=IHfcE4l7g;-VwIxRHej!hS#B*lhqZ1dyo8ck&t-sY{tGvGj_`Ndhws_
z`|5YNd!xcVtsp-mep4~~=_XI}uC%J$Om+VLb>-*Ve`aNzt9-Pih=2cH|A4(~7pid_
zmkDYp@{o^;nDNDKYyByepenIhDPBKRLJz93258)T8LYMOn8mVn8M929KWQ!zs#x_S
zkIinY0n4nmJ*R!@9$C%WESXTG5n!v8dhopHbhBSGKWAkzaLD`$E(n>`=~uzFO#RkI
zUAwRhmF}aF;mXQ3VMb<FUE6oe5%k$Ev0ph?eka4#B@FXte7v?<`GrCKud7w2Cr_|k
z%U`#wX039XL^#8>I~)ZS&o(AZzRrB-y4(8WG1q5?&o$<>S9TM-wRNk=%=a-TrzEfS
zmw8eZKGR}n{?6m3)i25o&n(~x>zI<f&SIUSnx%ZyP0xMKXDhdA-uV1f{Kl;`mFK3M
zEX|>hlMkHF+7{9JNBiWgt8<E5=PhOHp8VcVtUd3cWAfyvjr&5l9?bPTc+bqJ*V8S^
zSVm=|*&D&wc{A7U$>YqCTJoE#!DC%rMcJH{uVX_BZEktI`u4GU^Q&I%BZjA?7H?4K
z`&#s$!E@Vg)<u%%vwk|A511t;Glx0u=%OE!T$TCzW3F#J%Xw6N)t|m~C6|0-#nUg|
zHEukyt|(%rk>P)aYwOFJUfp_UXE-^=Z{_m0I)yQ!8_sFZGRt^2RbsWpUTe8{lVo|v
zm^lmb^X^~Uy}Eyj=*#1xNAIxl6ltH%TyiFQPux<~V;2MFwSQd6n15=O*vV%*=WMaL
zuF}hKL2yn8-<*$^w&rd~`u=S3R0IFL>FSHDlqF7S&Y5%i;EJ`3nS7N;Gh*~DMANRB
za$lZxttVf5(&F-cOTS7o|7W-!9;VzlE5(8R+uDYP6&9j5E$+&4na8Du^v`-{^6~d1
zewmUr7D}@J8MLnXo}6H>^*H3+yVAs!JFYytuv4X8Q{nSD?a6x!xBt5CtJ2aFZeGm2
zLs_P7>Y`=m%hrZlm2JIw%IS?7OZwU>(+y?Jwy$S3opfm~_|Nb<eBrGFjqaDW2YZ=q
zU->NHP{@>ZUt9w@4vH!{p7*KSy6DxSW!=)*95+wATj`{|%3#}rU$q(46ZX_?nXbb7
zpP^5?YsY*^$wyO`Y_s^gXXQz~_CVc_g7d1So(H{|z9v&$wQyD&o9eFXHbKu#SI7FD
z`c*ZrlToGAG-D3m)?Sv!%(s?S?)qdEUT=85Xz7~+`u2aT9;?p(KI6};r*AJlzqaFM
z%E@z8;l_pGxm9w0N}0BNQ}YTcOcUSp-P`N9&M?Ko=5kB#yt%8*gMLd?XD-d{?Nm*(
zv@o^Z^-gWYu{GIcR}HU}E%(i?JJb?ADfdoz_tQtKIexs1THiPG#Gh569Rh~Y8pYl#
z@1L64*Wt|XweRDTS}ivpso56iTnn$ntbO6VZ1LLdpN*J}w)*a#_wP$z%gz&TgVyMI
zKDf4Jx!zpQcGJ5P%Qz#Yn}1$woEkr``uDR<Htol4vr_KyalDM>pLOO^+(n)VUs*!5
z+$tWe+ph4>ey*d8Pqf^<siz*V6zVQZ-4VahG;_j}<kz90k<oTvcXh4VYq|W?#qvyD
zo((?&ELW(+Jf5{(sZ?pz#J;UrajB+7yN-FvRDBFPll>w~pm6fM45P0n*Y13?-Nf(U
z_BmHi91EXy)+nsW{B+EuHS3B`Wp0Yp{mwY&%cGsMS9ncsJifM!vC;8tYRs`c&zF`5
zPbx6a(wjej=Ha*2uNO7lu3$Hvck%1DwGk?}7#`GWFA~+g@~pXQ^3K`-jR$;|D;Fk2
zuNR%DdXl}T^v{Z>nhnq9o8DZr>d?37xvTwrD(u_$7EaG8I<{?=bB|Er*L7*neDdt4
z7KcpU?c%#tEZJng8Ef1<2APj%i|-}eDSjR9ExWgF>fzeRXU;P{U)au(nxtK<_`dPl
zOddD4KiSKBMZ+1AukB70d0cij)LgypkUJlP#Pe(0gcOuzx)x8Be1BY2|JI>(e8xYo
zUEEwH`|=QXEW79S%x61)dYoXmx-zdkef{2av9qobvBH+FM_gmd)|x2Gx28;c{We&8
z5^sUp<url0bJvNpHy=$FlU;SC=lI%md*)?Ya?gsV-hC6xHmh*fD)~8A=X724jVPRZ
zZAo+6Yj0)dSy?HUro726Rk^sRN>W%;eXUC3#8to7$JDn5<TM{&n{=!D#`7u3XJ%f!
z?cLmUJu^Im;kq*O<AtItHl;i^HM(ZL@7b#&uUoZG!uu*jC&=_?UEIO)Xtit3xooQ_
zlb$<Ei#%>@V}BVP7`;<jY3cT@Z}0Cd)nsEh|2%fis+Y@3FEvlT8nIA@Yjsb^T8Ufr
zbF<zsd^zs5*zlHbu<!Dfx2{a`dM0yXLHhR3>%5-+e6&k@C5MIF)Z=H4Y%~>_9Axuz
zf7Q`s#q)b3WsR>~O|V^6IC0K(ml;<?-^Do3)4I{~tN!b&CCWPXYx8rNFKy}i9(pz;
z+*#+qoq1QI^NbIy-C5T7^*@76n05M<YoWSJTP-3^Px*6)Cp6XO>(|vme=Ao6a-LsX
zWN~-qG3NG%VIqb8H{2zT`mOR@)su5^Pq_A-bDz2mO|2D~m*%)N&swX=-t}eC7wgi@
ztl~|D^Rg5QUxzPcUcWS*`TXmMlgmz+ClwxzOnY$6#$Ctb^{oA$MZd4nidCAsrZv(d
zC;h|PD^s2N+#koxe7GxgqPnTU%6DB_$ChkrsIXjPsjAxRaqjN#5bJWmV_A8(t7HYk
zqs14V^l}fJA64VR!}sMT=ab8mzxz%Jov3tbL9)oj(`l>K)z<PP-&<(gTRAI=k9qy)
zl?^6GWkOCFRV9Q6<#+|XiR>(%wX;FX;tH$H_mzIyCA~>^k2C&x^=Re!ud80|xw`d9
z1LInu)NNiOU*2UMh$;Ke@bz-2;rTeN6LIWYGdg?QH7x9!mIN%GR~7X3LGYDi(Y#+-
z*1ZbCzR#~MJF$#`-+%q3t-CfEKMTK8_O4~tgbfExF3hQ}zI;ON&ZSK`ex6+N49PZ^
zr};HJTkzPXbcLV$b<>n;Ph%IJ$3KIk?EODwHSEyt)B5DITyo8lw>RD_57dsGP_%s3
zx)<#>$)@XDYI>fnJju*>G`XZo*QxNPL@%c-`_s^d)VvwbwtaAySRrY2^Z9bGOG24*
zgqJ)nWMnB_wo%%zRwJj>^4aFp$&$}@<@Kei3twFGRbokQ&z^a_g>qV#7lpSaSjh;-
zZ7}JudHc%n-p;dCS59V}VDotXX?<?)w%hWHF1G7D%~Y4vo$oB|YxYbez>-UQE#HjS
zxAxRsi|&pTt}C2ix!yD2lGd(1-n^x?=VdjWiu~+a$~idgzAntx5NxRU&%mX;b$Xe{
zi9fINZk=P2FkpDDd~NcRZ7*)mTQcj?@d?>cJr`pbIJvH#JfHB%PftLo@SOII(!X-|
zqQjrh^H|Tn{p!3!FWlAd$QHkhnSSl=`KW-NOsoETVON#+HHTy*pFELxZP#gjk%ZRQ
zldP^QuFAX^cVq3*)z57ng!<~c?Y^_-RCQta$+F7QH!lu_%-USbU(xpaT*m~%H`$iY
zQ_gvQUu!Mx>M_~2O1|p+b@u6;iGMFfgoe4-v3;HrvL$EhGRC4i^8;hIe~U>FJa}UL
zq%ZZ7OQ$VWF*0LNpB(S>a-Z?#b&l~S>6h2WWY)bkS^vr4Xi}(7$U^n(oT7P}7e5LM
z6gI{&^lo#Od_C)ze)RP>YG+aps#JYhKQAwdyXg77oj;|f-kWB7Kc8zx%9@?mj;*~r
z@sn8S8%KMucVG4!X-xcU`72yMvp}`^w8dk~b&t;Je#_bMq~uq4PRh&&p#}4GFF%W(
z`(W3kii_JrKj-gBnS6e2>dT4tHyhL^WG`oR7mczvmWVA$xBK=$$k8;9qs^eIYvOHn
zQHD7SR}{LZEc=<8lCf&4O7P8%vyM)B+x?())!MS+ldHQvTdLN+vGXic<}19mwC735
z%g9MSy;rW(X9c*c&3SX-Vc@b{f3~M5R{1oi8I>pe)jAS9?S$HD1H}^u*C?N@mOZ!h
zQl`YmHZ4bXNz-{7wS}xd$6ACke2(!wdSUwxg~@#d+2QXN9{n8eym{L;rzL`OilYRa
z8H(KH4(*UMZJ5}*Z^mk?)X%>9HtBu7X-|IheGI&)d@+?P`PA35g};_Azm;&#F7@QP
zbFA_DEZ<)T&n~%9H+6Q<q|BLKL7BSiYBsKplzePmG0k}Dy48ng9rn))+%b{wlJ&<}
zv&~E1=qr_-t+W)1y4!i7aE`&ht<O#wwe<I%`5?61G%(sX_*E@uX35cwbHYP53+*^s
z**CvxQfuC^-5KjddP-~yW4F9ox%QiNfyL4&Ud!s!Za$Y;PRhq=w_VX+l77(iruTNq
zb@Bn**q^a~SbKT;NqJ|EJJ&zVnK-vdbh5NWalFIJU#?56mRwelj+fPb`c^kJdTQz`
ztE7FiFFu)(`RYtvf>Cx|`RR=xE9czNzV*xF(|jq5NpB~YEA5$linTCydgqg}D=GGK
z3!5kKrt{AHIwLg4*7QmA_Blri=Uu%O`RW{Fm?T5Ez_)j953gUowC3<mN0#Dn4acL#
zSu-;HtnSLS?OGDuw9O#v>)|78Ay2|*?o<qUzTfnMt6Bi>)uuf2&6d+7gELp|7C346
z+2OI|ztS&P8;*5&zM21I*3Sm5Ehpa`+P8R{#6^ZLadtD-Pd+QYZ{07sJga-RX4$a4
zsr&hF&!e50SB&MX!ad6lpPTUgY|(a}FhA?-Tbsic^Idblcwy?K%L`{jD8Br%WK!Vv
z74N&U7Yq3rN0jF{&5`<|yUI#>Qut=8+uj|g=FD@=F}*%*Ps#hZ{IpN`GGEutF-(2^
zIyAkuPc<mK?&XEQtIx*GZ}s1iD=GiC>e<C>hJRkiS$Et>xG?E@aDC>xTQ2vq+FoB<
zUfn-^ZBmSY(cxJO^o*+hGk8szIeYVFZ~x$Zm$r&;+T9gulg?u;kbPn6YmZwdJ6h7r
z4?f;nQRP)3TcCY^58t+5Q<t9Yxg_9lCgDGW*QY{@%HJMW+Wz{>3-YI%2H6`QUy{I_
zesABKALYf*ewd|5JhER~Q@sAgbun|Jg~1IKkGIz9erPNB#rnqOljs4_7w!@2SMH1Y
z#Y{<?*88qPzC(?()WH6p(w=*f8&Bk1k9@T0<f=RR4r{U-g_!s<FHPB5%fIx<UAOsj
z0&Dyy*=oM|cXh@Zwu-m@=>b-=w#_^$xqE^KgL<F!Rb&0E$h08-<x$5oFU%?VwlZ+<
zx#`(8u7|DD*ZQa@?U0)~<L1gm37jnaYi-vRZ@IVU@Ga-&$$o9Y`<tw!+R|eR>b0J#
z@0w;=#4k6s=9XG!%7b_39n&q&Rm!evzcs@`^nlrVrEQ#RJJz{02!^cHJ3ieya`n8c
z%g#S@+tWAKR(oN|Pw5xg=S;MlPn<V>`Qz05s*fK_X3aOMo<H}I?HQM=H=leD+T?S3
z-p^I3b0>WA&3g4=>W;fNu9X-a-_VqOX=$aS@tcBDnH7h_iZ`A5z3a=8E;pg(*THvK
zKU*C2&RLc6wEAP$>#$2N-p#t~ynSQK$rCbM*Cv_8SD8F&R+xAp?68(l{rs=1ri5<a
zd1m&_Wkr*k_!&NjDKK*%k9xrpusw<=u+Kf~+0ET^4X3-MSOm^vv(2^_{B!eooZZx=
z#mD`<4opb5_;xl?IaK;~;kobv20qP;#}2c6ynk(llEC44U)QBPZtR*ezc^yG;Hi(f
z$E!|!S}eE2RP~_3<cLi^Zyb)xT#1kEn`#%D9G+5>aOL$zf3{5liM5`hi)Dn&gDO{h
z9Nl(vtu#;J^=q@0PB@AhIVs1_2ySLkSKq4rdc)=N8_#N{hs%UVFFW<Y%jk}|#F|QZ
zqdL>Xn2&FxE=>yZd3fwnXy!@X^Hp2s7_F_j{L$X|rcHQY|I{B@-)z<1Okk_73tjq1
z*UHx2eVUTd0U`TeS8oQd@-P1UN~q-Zj?=z5HTt|;ukPfRp1^NgvEJo!>CR0;#Xqj{
zs+ylyU9*^1QkiYH<{lf4pYC>x_I&4b{chJZO=^kSQ@{AW=l=NyC3kmLicI=Er^NK=
zVb-gwb6zdl9T6+XP<i5&mfrg--&TgNxVuzZVEw7NT8oRa9Zne)-&<w#@ks+~PT!0B
zv0SeO(pL6Vi~QU2;l^`O>780`7Vo<<^llreFxy>u+j`+~PgnBB7u6HzXKm_u=w7wu
z>X|v==D~t*u4taC&9=`BKJday>fV&cHeW@1l~>3Ihdo`HcWY+wo<75_GZhj&DPc#v
zyyqQSTKcx}`p2c!?}U0^ZoTj*Pj`;K_R-37D>FFMFYP^66vecB`|G&;Vvdwl+oMiD
zF7Nz!^~DaKk39_k8NA+?ynJ$tQ6^ltRIsm%C3$jmRn9uLGxPYFcE6hwY;!L<<oe2&
z&C<nRR;X<4J^0hzG>UDu%$K#Lw!Fn&w!!ABeU~mgd_Lpi#siOboL+J2T*dl~X(pv_
z<LX!5*sjA?_2q5E(R05xPcwU3e&@u-`6pBJcD&Mlna>{^b??^7AeQc9+E2~y?Km&D
zXtzJ#tKRgAwL4mq7}vY1YeYTQxw5`={bajs+xJXT-rDc=X01MR@`dZd>{E+{b{yl7
zT$UD{_WINH?w~nw-Nm{pQ@4DwZB>qJl+9Lqbn;=&<F11nu1Xg?pY`R&v$l#2ZoY+H
zLSa6ymRjX*RjIrz`r@vww%B8jO*?|h8tyIHHP`9l<YEn#>Ts*+)*h$pM3<;rl%{N3
zba(E>1F=8KGJZPmmSy-Cdic&QZ^?v!u3w^h$;mxmS8W$7+sr?+`1-`yD<6w?`A%Bp
z_;TZCo(rp2@)+^2uj=;ZO)lSO<h1c%yw^AH_xwC!-5Xx^ZGCz@Y_rRcRE6-}-U4&-
zW)>~4$StYmUv_uRht*7meKXhFeaxG>Gb|-$@^z-2w(>!f?l~;o7kp{&HuJ7mth`Me
z&vt4ZHLregPO4Pa@^-ZGGY-!a!PoE2H=Po!$z#>^^}NuFZ)P9YY}7Np!u9DtgDvC1
zHHx~qH@+<OGTbs{eeuby`Mf7~R%|N1wP(?%b1o`I6RM<svl&YFM?EWz=W{OU3CYb*
zj9aVYv*^+bk!Q27&X+u!<!B-5Cq7Axwc?oewXeQH*=`A^C*Br4=AE^K&vJdz+=!DI
z?{f8mlg_<A+mrHW%dKCp?&Jj(eqG1ouHt9)_|mTG?A94MRWnuh_DJ=_{+_G5y<1X-
zeZ9}7>u=VH6lp)7eOjqyg4I=tX(g6C*>f)}56&;Sx@24W4dzo5i)JYFU7e}BdxQFp
z^{gAO>pfEDt9TnXG5b+T>EXVrbd!DSEp$zdd*828-pOKk&T^gIgOqvNE9X@_%V~}%
z*FI(#8}j7Mx{N84Ulr?koK5!D)X6T2@bed)tdk&kw94~EiBnLwVSHh7z^CHL;Y(sB
zcjbh=Ikv^q@XFMCM@xO??+&{vYI!vKI0wVW&}V^@Sk>%2UYwGvXGvPUX>#A8wTl=$
z?R(7vJY|w5&bPng#*$UJQp)9pw(aKT*Pd;+PcAR>n!Gc2=>t{~Z4bx4nI9EcE6zqu
zkSn`3mpg@f&gTZL(EhT5tZhYEUuqA$^gJplzG(a1`%5#JrFaUzuGw^MaaTjTx=G~i
zqRY9{Q%V@-^jtO6dMx=^)X$Bfbd}1qqrNlqUH6_Xn`zkCHIXs#+Ggbd!+E|L#;ex3
z@<yE9a(r{k*+BDTo6s~Pk0V^Ov~z0TS9u-teUWioF|YWj%BJTg*EAY>3PW!0OEtOW
z?6W~7fqiZ0qz8;A-UoV`TZ&HCe)s1Uud+(#o?~gID}{LHe4cfzr@_rX>f*fv3FWK9
z6V;!^r6204)mk9k@6|BvxcaPZtqwAu|E$Qo;khL;)Nk(ZP)VkDuY;_6{=PalDe#2I
z*0e64Ek_++Ut8s`wWvofYxfC<*O5mfPcEBmSluaQvd+_T?TRb<RqKUVWjDD-t1=uk
z&HUMs{qDpUwIvxR<)%D6C~{Jj%kpi&ZJ*3$Myb*@f2P@Lu}|1v93`-7VwcVh>v)HV
zA7>3G%lBsHGFFJnT|66fF)Q?5o3Q)j%ce_tB#*gYT6RjCxj*W%)BgEh(@Rd?-56%D
zdP26=t1xBBXIt`Ax#ig>M%)peWt!}FU9po>*>tP%n;zEJUFUfgFST=sEOHH7601CG
zj<Mx)Qys&GE0Z?8d$h)7PhZv~sVkTJbS57)@;JXVN;34zN;eL*%~z-NJPBZwSf=%K
z=j-5|x1PTY747?VQMf2FqD16Igr>^;W1UmPELJI*vG82l<@~J7R3LB4MtiTh+l706
zbCq!Z-W2_LCBxy6cL%!V&9v<jR$Z<C(SL2lUBP{`qZVDd*rH<Q{xqzs?!D+_X@OVS
z3sR-EqEyw+IPH11zE#@z?OAsP3!C5uJ3o%+dmVHor)x0$4m%^*uOj#|;?A>e5A1gx
zl{Z>jwkBkfP15S4(vs}gw$5Z!-kWnfO7Y2c)u>gPb0;o)np&{^viJ70v1gaAF?4Ux
zT4L=Ww>8i6s-q;+zF^U?C13WnZ};l8aE;8qbD3{r-&L>2K_P5Avu7{Yaj>5n-gnQl
z&-moJjKs;CCtnCPH1?lnUpc>gm9d!Qqn*d*&Q>?Q692+nU`3J<|I3)&4yTswYwB7w
zDew=!(Ne8DCr^6EJuNi5esX>3hw#pQ$E_A`OPbske75G-AGxhb=UyCFuw1ulO32GC
z#U~?Q^lz;3U39$B#<?WVNTN#WgZAl!n_;4F{t0|!2`^ilT=by%NXmZ(t!I1Om)LH3
z+iJ0XTGw2uJL}UoezC}UwN_o)E@j)hir7m!nO#p~JM+)&e*MFI<?+B6m5Woee$5hk
z)^+8R_OY`s4EQS6Ch<?v=9TA-PL~T<cWvfT&a6bwo_Ut5c1W%cdOSyJ<$<+Hb9<gw
zPhOmGb)9j@#NAidOzxW2DrtDv`f9^-QJ)^3D_s?9ZpEH{mgM<$g#~+8adTJF)uqYv
zqNfEtoxHbXn$(;NI~3+^Jz?=|t;+$K;KFWyN44MceKYOU?_6vva+i^t`h|Dur9B!i
ziVSD{C_6HRt8VHS`S#LGF@>HY&STog*0;7K-3fdhus%%B{Ay11`diz1@}6&8^XRyJ
zzt=hSr!2Ku8BcU7*Rz#;-`DefVWe4a#tfOuclZ{|x27*<@>rT~4La9jqVmQN@1#9X
zc%FP&m-Xo7^@S_*@}~ANp5t5>^(d4@sQPo)o8_J_7oOHEHp`zIp(IfCH+%k$D>j!8
z%4W~pwS#4j)LEg8w%J!hl2eL{Z_W*wu6m{G>9gtVlYKHH<hD*VOsaidaoOv-<tw}F
z48Oc`0pojZ&sHkc+;5H3p7=6WQ=(|~bj6edC!TGcn5>etbB=*&mAK-rYq^o{;<a{O
z@LQm0ceO#D|HsvpOOx15JC3xmZSs37wPapfPm4h1(ZC!2RlAleE#&bQJes+3&bnPZ
z9B$g)%xSLac6XPQtPb>9l5D%$QvJ>)!|wPGJe>PJzR^0uFzu+fQPc6hFAgV`q+EOT
zPHC6Vi)5dKl(4T$B5h_pzuG9tykN<1pNSth*M%=m4i#(nuavk^_MhR`>*jglN!b;z
zSk`fz4G-(>G<op0mRD8d#U-OfdUN})Z4G<b`FhrdFthlolZLrA!Bc1UZQuL$ldS$3
z&lQfh_-(HI=}8HhUCuY<(J$T`i<W%*<C+(BzKPBL*VPG!Sw4m-O~^a3>{gY~V%v*X
zyh4_F{9!E)+V;rJ&vLD@Ud3C-E+eZs-`8A;Jv(XcRyR(cWSh`Ac|Pgarj_2ZDhydX
zq3fpWX0<OjLhs2dD~p;;GIXAmS@U(dp>&a^#Z;DASNfFLELLY4@-|-E`FzgGFRQ<8
zUTndBZT-!cMftLMGxIWTJbAQY#%zgo@09bB8QbHg_Et<-=VhR5I&1ElH5NzXz8m(g
zN^V>8X$|MItw8~Wud+_Ntub)TK4bR2)@zz`&c_M0+WW7bd#y2}&;9iLr3Dif>n!*s
zr+vxh=&Tc~%Vo8v1z!6l?t9nx)S~G^eA$V2WjT*;4Xak?y?k%(6EAkJtFI=?{mMIW
zy5jn!r9DPpzAi3ivs^7<aW-R%!K69!Zq4$#ukV+oY4m9G<DJj5`H!t{la%=w@IJRU
zIBfHsMQ+EQcWqj?*y78Q0*R78*_t;L511^vthlqL^PT97l&}bPi!ZAmIUE)Za!EXA
zVY<s@>0<Sw-TtEUdnTV%`*u)%DUU&s*0z+}8>2iLB#(OL6g(FZ)A2CPOgebZ>gx7o
zPb25buAX}!-0|7OFYBys&MqsA-uW`dG;iibj#KyCozpH#ipV^ezqC9)aoZ%F<C^Rj
zzOFZI5lPLv`RDb<E+37YuWQmCJ>IxPZ^^Bxf4VbeHf)ogz*{T-Ah*(GWqwh)p4+9W
z>*o#5^f*mFSCzIq)=JHt$GGoEn6=cE?|TD(MW-`WdVKg~b$!vzv+C1q+p?d|XZW!)
zGU#5|%hqT6Rz&cLxmX5Sb)7sGwe^R@PH&g*dd8c}R`xx0IJ`aTr16x*iEpF7y;-;X
z<?+1<Tl0g~oGz<sGcZ2Bv_!5%NH3n@*L7YMuSvqQ=D$^SkGZ<?OY+ujrg>{;q^v(<
z>stIorl%+D@78M{k8yr6Ww|JHpl{!lH*d6O{^r(`UYhQm+jH$haPx7cRo3e~l;&%_
z3W@F0s+jA4S8bKMvEqY?aSa#UK2ESpe1B_aWbXAsmV|3T%dTxqcS#k$a4uc<tivUr
z_P%*rnZ<fPRHd!gyR^4RTjl+$kZCR5rF(Mg_Me-s>c3*mPvzU^bFRENyCot0*QM-a
zm9-leY??Ud^YLqI)*V}O_r=YB!Y?vIzx`(r(|lPHI^Q{$!ExTbuYQ%v=Nyh-n)z+T
z2a&$4)ek-`H_iPb*47i`;U1?M^)ztjiiD{l52yD>&8qfz@^k8WyR9*+Zsn;izT<P`
zdC`Z=I8Ou4ocU2lq#q?2hp|kWGevRlihaL&@2@yk+5E&%bfxI)k^=tE>%t!Wd#7f<
z`|+KSYrl>J6?}Y~zg)zrEbmOa_};z?-JaK31a7R!%!!q5@c6po=%slLp+CL~?bm!6
zwbS)oN6fW5$E!_`g)96jTl2iLoz<;2dyVmt8&8-r6w5v>_|M?gvglo=<cSBq$EQ7D
zZ2r3TcWvOdhO3KJ_b&eX^zD_fm~9gm{&alnb?sH~lUh?#sc(1N)jzMfHcR$KVE@yI
zoSrpq^+!TGlqNYb1l{?v{Jq((NslvL#MaMN-<#e(-9owRt?n1@oekC=>=UCiA4Wg>
zCwuSf_N&>R>Zi_Jxpdk2Y&jp}`{0gFmPdQ1oj-8B$isZS<d^ks-3JSl7`J~}w<2NL
z)Y}{NwwipmQ@B#|_wduRiSD_z`kaDx{~7+R`u(EDZqw9e55~XRo3?!@o6M3JBp9tD
zbob2qbxvlNo<G}o@x98=nq}&?tvTwA>zDQzyBxlfJnOH@_7CS~N{f98xA(ec6}v*l
zO?#0=lxEg#qiJUP8S|%JujAkCaa!Vr#>+Uv)fwAAiYrPpl&!y+eV*@TOp_#=cHb2n
z?xiOgnHc;yUPgNJ`kh^t$rEF>_(OC^lk0>(JB}v2uQSsAs(j==%j0RDDxnH8bGUvA
zAF*Sa>{}MhEWjW2aH^(jPPyx)$$ot2H-29B^sLaT?WR}nWcEH|_2~He`fn!ROf4p!
z^yN#7R(O6%Ec+$HtjTh9MR0LLm7MmrX4gq>yxV)OoqEwVDY5Z&Y~XU$w6w=*A(yv&
zIdRKKd--(l`+`9W`u2U@pO~iTxV3m<>=ZNIr|(ivuG+lYH|Fg2m7i0Obt{xB@RY4C
z+a>HNXl)$tWY+uKt1<bQpT&CrOEpqW%2U3teYw1LP12pb8tGLp&WhB(I`K#Q^tvr4
zIaT<+e*e$V{m0}H)2jCMOKUzCKD-&)ag0AowY+Z0yDxT$6_PSd{7=IkZk`tN@zUO~
z{|twx`<!v9srq%TZuas!I=g++=9;`~dmNZG^}ONkOE>fto?EOdc<HawpkaBocB)#>
zq}xpw);UNjuYVl2Wj#Bmir&VQ`GE&aucj?sI6LU>e2a{E61%2;erjmTTAjMTHBU@|
z>%s5vYjv_8Y)&-H`1ws@-J^PT3!gWZ-(|Hub$Kc??}yc>)L5Nz3z3<BYWHt>&NEIQ
z3JT*xZvEhmJ$Un1>3Xm2A6f#A8CWv!O;1m=K3bOXGwil!bw<;JcVE9P+cxErnOT$Z
z*;@1BhdU)dh_8>+{B}=(@wjYu@8#L$W<3kG?tES)-+no#!Y6ry=-Y2m(oD<q*jUS>
z+!|%Hb~5eWy0zDVHGBD_6VK*mZ*Fb(m6TU4opx=Z_&V(jx906$6B(9Xn7wGzLtl#%
z92TZtuSx^lpGOwPth;|~<E|_EMPHUWoU?ozS>&--Q+;<pVMKgpSn<56=bpUZ=xKM{
zQHssvTEEEcwBQRL!#RRIPb!`16cBxqwxfE-iR4y=@Flx?mv=o|-XW&a^?2^hO}CTJ
zFYlP~D|~jmL(Lt=pIzTxKDxzQFum;6nTlt7ejZ&`c4^Yy`N4;__Oji2r*7xfW_gln
z57+BMA5_|zS>(^{JGpavs&hkeT&3OYeL+4o^R5=Gc&t+DxjftWpl*$2R<PC#TdwP#
z?Cl)#8jrVCuFu<iF>r?L-qrcPRVP*iACG$XZN1-e>#SclemaMKc&sw}V`I<tnP-z;
zo&7X#>$i2Amp(OOw^+||MW-jPoPqOS=zNpe_njk7+4f6TaP@qBwDacUc)#r3dqR2K
z47B@q`S5)E_B#CCjn3G;e2(|Cr>Z2Bulg60KK1yebv`RRPslrDt1fsVP}n!WHB+in
z<mx4LF5~N>njGx5?OAK5E3`?-uQhn0DY`|ycwWfe&h47#ZNfq>y7?9NJX@NmF4wfM
z!1I{)HnUnEb<y;dp5OV}HqKXXa$MUMeExOhd#TT7OI#j$oqd&fl9OHGV}M4^wV4WK
z{~4s#oPQg&%w=cjy0A|#Um0I0S<SHWv8k|uf7RAq7p4a;O>tFWwv>Iv_IrnIv9s^2
zHJ6)qypQG0=&Q?q7f^cZ$fJofWBHk8oZs=UG-h+*%aC7!3uhNKt26C<#u6TAz*4$K
zQhdd-HU4@_4Q^PhUa7{$xytsezT;6t_3T+X%*@A4Ick@$b(fykwr=h26Pz+#&OtsU
zMGt0eN>A{&5svhgnK;k!tidGqD309O&m1mJ$XaeXXOh8j(*lFzQ9>dyldt5@2)Sha
zw8ADdvcRAH!wS(3lSrxUB^i2r#vZ57xo0&-Ts`MsmmyLnF;ge2Skgji;jP=N9z6+S
zIT+m-=JZ_Ib|p)#<)bwklBTYomU%QV&)T&~z;@Nn!0V=hX_D`>B4>r=OuViBd9~KR
zKcR6PFM}4XU(5L-Yf{e6ot@uSYxjIvm2BS{)!QC(O=#~~xz@(RrK@){GdG_NIbZL!
zLwdb!w%L(+huvBF?!J1U`8wcn!T03}eOJ|;VontEuZ`)E>G?csh5Q_;Eo)CaTDZ;i
z?l+Sw$+NCExt@Hs;o_=S_R6x=mp2seT~lh9`?~SuYQ7`P=jEp+E?ML1mzvZv|Iori
ze|c2a#R@+u%6hcV^3l$EgS0IVr!(z%75J*i>vc-0;K}orYhP!Y8?1A)<YPQrGVOU|
zoU50u&(6?uYYUJ1Djxc46&k_8thUC-&7SLHc2LxusX3R!G}?||TYpro@cg9>J~LK-
zwDb4+@apo5ip#ydZ;z}^-7V9##b54fkV8TCEQ2X2J(al^);*9ZytcH<y`zbrX$HHf
zf$!m2UlPsMlpGe!l{;R&^mWcUySn<h)w;`;<`&D{lt{m~FRbF8@x&;zUrVp}SiX$?
zux^(1!XWD<)nEV3Su%Idug7z)&$;t*Qk%VQ*2_3GOK!!t_x2iTcS~=5u)^-|>Um2w
zPKR`rtPH6a?tWAAU3c|@_mRAkC)XEWExF>Vl054(=i2ysS?$wvYF}qm?&#5Zm_7Av
zU{lGWJR{$%!xEv&H^Nd+9Qc!^%DTw3C)Zbb_KZJwwIXixX-(P5>ykdF`pU77RWgP}
z&(b}54lwzPF6BA0LGsZ?ktd}q7xV76SUcy*_KjC&UwE5j(`R*UMa+f=#XqiFGCZwR
z+b)#2d$Ol*#MeyC%!P|K^xixgC$P+lAu~yFvdOhlxy5Q5zV-c{_eD{{?ahkZ$0xq7
z&bb%CEb984<>R&0-o^q&byGL(+xPXH*NvmAx_)+>UOby|SpP(E%$nZM#a-LfZ_62f
zUEMl4z5DGduku>f-P0$(k8wSy+UJ`S6I06m@!5v^>TBJmUpchoz0yqfYs-2rbIn^U
z@5Poq^LQ+e?Cmh~$5U3wT-of$HP5Z;n$^z7FC)JT2}q09oR#*=bx)F9s&m{nn<<IW
zG-ap4RpDu}e~kle0}nj9doyCrH`6@D$)QbBS34cvpLI!imzs9lN<)d2-6lMcMPr4<
zpV#xY6^N9qTgWdHp0)YLmzSSzN={mE&ONJY17}ys62TMCRvH&x?<&YNJ2~02zwG<7
zg}T=#hSr=f_L5czpC3QV_r~+NZnv&nXkf4NEy?7##iz}5CN04F*{=Ol%b5zJF2qdS
zZLP6-t<TF4Ci@es)+|<^mwDN{q40Qc%%15fh9}p~O|hDqES&hU`MfCC4jyfj*mul*
z_F7e^W<0s(mF4q%YJ_#<TtCN{u8qPeMcR|RH}P4Aoe6GR`!ro7W0mWT3zOL`O((r!
zJZM^bp8aJ+x#h`q(c)&8cIrK~Zw)b;^PnoM*u(R6SZIXcQM*W!!d>g4lxnWdc=E<K
zyi}p|WoWZt*RyZA9#fV|s-3+$Tjt3npWkhc53XsSZZJF>+1Sk^^(Es})an;y#mg70
znRivB>p<F8rpqZY>VeTAQ@3qwSzJBm&d#r^&C+#`I;#i1a?hG~n?cx1@1(>rvq=}O
zmMfI6%lhQ}BkZz$Ot@jmk)7wgo=y4t=(Yb{uV;!jAFO9x>{sE->SL>2U3Sa<*rujE
zeI@U+mDBE)EjTZlb8<`7RiWF}SA{j7Jlh@iZRee(r$u@#^EgCXJ{!wi$yd~=T(+90
zOJ~8Cbep?(Z|mnvyq?n-oZfsitS9B!R#A6Zt-DW?9;R*4Y*qREI_f0japsRlJvyu&
zZ_Uz>`Pg;*rn0M>&B;5@<!sVzvzZbYZLTMm>@B>!ws3po$wyN?)&*rRm3R>tW@);_
zlKI-k3pIC*V^sos7tGreKD{=somaj3&LojzM)p$sF0Q-tY;jEAUCr175~fR}t*%Ws
zPLW{0wDYG7-*Va7*Kz60HrFjRPri=YT9T+*zTl#DlR@^<ZPptn#~fO3dgYe>DUB&n
z9S`Mx&FYmrZ#OlUA@J7fZ6Uuyk^+xk-<#_-@h-=bl5aZ>Sgb8RUVmxl?&{vf+iJDG
zTz8h`Eweb8(>rI)7T4oD0`F~7owLzW;+(}QAJ3d8mkr-Lb!~fcY|ZVBGp&V=T$5gL
z(&BxrN*7=CUv0%JJlE!(_T`*nHB)Ox*5q>Lk1J;sUs|=z);C<O$@|QH;dvHo=RW8<
z*v-(j<&y#X%ZQVa8QC0O-<_Y%DKfsaQnL7Lnx|RBRY%3M#jf)fEv~q`*>h9$>nO1g
zVhM&JiYE(WkIfZJVb8C6x14*rltJcVlUo+A_5_Cs@q2w$-FVM^ZH8VCzcs7Os^2-;
zUpXT!ZhYbtZFmr-GrRLe_U$JZJ=veWd>ixUm)6%?;y;6?MDlZo<}ZA_iK#g9neqI!
zRlIj6bT9b2u5xW;Khw^f>%ppgVV5-z%xgDY|MX$~T3_Cc{cB@V)R$&Fdb^Tq-mf{A
z-HI=pv>CoCo^>bV<F(DwD<#)eMk?vOPYJulxg?L{SHK(BaP@M(ud^n*=LmI$yRK-j
z^0fN0-1+2DPo+=VtNlVUD;7>%as1QD<58`A;!ABkRjRIPyyy-~Z9Ts}YTFLeK#SEI
zAMFyl5T=_eVX7e$;yr6_anzF3@{&jgTh5hNE6-a#7Ug(hx!U_&{W-0PTTffCfBu_Q
zcsgC=!1AsQ4B!8(y0_^1hP^8vOS13P7Cg$_W^vB{)9T)15-f5p&l=b=f7*QTbvyF>
z!_m-niE7hUa_;D<&1{)}Xihlu^=pe1e(~M+lAqW-_0}%c2j#1t^i@2*G+E`j+M=ZD
z>Y%`=J3CcVQ{3Dh`{+2lzO>ALt*fR?(3H>_mt$5to-7FIKRxSe+gDG8t|vG9-tF6}
zp|<nw&b3zStYu$#+<*7rYQ8Gt%a}dkMk^m&d$B8M=kfegEmO~Z?dh4iREYBe&*QJ_
zq8_hj+nzSR@@&Ehw`_Oqh^JGR>hdpVVC*=5Y2&i(Va4}$bbPg5Z^Cx|%C$@J+Z=6I
zzfjdyey42yXV=uPwu<TPPvU2<UvAo*YBTMDyTZ#quXjbCIA<@FeJlFxA7%BuK|dn*
zOq!##w0i9f*A-D8=M-se*}iSbhd<4?7EE`S=DVi6{&|d!fzNcEHN{PC*=D~KwL%w*
ztDd@K)xGoZk;CPFUq9d5ohM%|^EvL#1ttUS8M`lDdwQPz_Vtg8Z*IGI-D^pVs-)_R
z;yR8=8S$r+r@Z60KeumL)2*8Vq5;fYA7;y%S(}~TTE*J8S$y`l@)LI~EZ=4CwaA!l
zR~uX+^K?nlz2hmD+$J#|<E?z(x%}^GhU$<@TaVw0^sB#l+-uLT%DL_{ufM#tQ(byn
zb;zotCfAc6^b179Ngq~fW0<$KJ6UX}bX)J7<kx3w?-xJpNRfYaJl^M;!-qYB6Myep
zwzW0V>9v!giRPoFa%JoKd-L+X_HR*~<i?V;>+;$SH)Q@k(BAV=ZK{a)?6L=C>(#I5
ziug6#>s72-YO22K!phVyEA_I<_v;tmG&#9hYKM(X_=b#gv4wH`%N$M0Rs>8kob|Py
zKTB0+aZkX*Rc|UTt+b0iWwt%8eU~HGs*f+jRAcn-nM~V!Sc^w)@2fkj&t^=za%;|H
z?_kNr?<&5pS|)Vkd1Kh}B=Hr@_g1N1(s;hFFl=Yov)(Ni=NAg}w4MLY5VdLfts^r3
zwyreUeS80kRlCLeG^Q*HF1mDW<17UokD#Jrr>GOsD$llD=I)wZG|lFB$WFUpyXey)
zMxx4+>K|4<JE72bC&Vdsjl<(h?M27GtjQ}~zDQ8o^4E3A)lonD4~XvE+dT38*JUwG
z;kKEtmo151nZNUh+MFBD?XF&a`R$%JkKpm8QGT`jYrQ27%dd};_P8Y2we#YV<+6q0
zDLYFKyghE(cKZNJ`T3VlJ0DyA$qEwo-e`Mek*ikqyxP~NO|xZNyVeDCeaV!blP<S)
zdQsqn)jS`MWlK#6y4bS9X-TfySDVc~yDMV!s-(VFS2vuJF0JH!qQ)uN@YsH8$*$Cg
zHQMq^D__r=@-<3cu;Z{dYgbTs;l#T!_XH>IULLjZx$&{Xk_XPFoH)8f{qtH5!!0~r
zU-w>5>tDS*cE_>6TE1qd06h_zni~)PX20xC2~1nSw;*j_-G!v^D+^-^vR~vd@-Hnp
zc4yY+&wq|>dG+}HMS0^N`*gRjVc-8U#-?z-2G{#PQAe`U`?$J}ZgojH=axOmclG=Q
z58k{8{-V8@sX?yx@2mXH)13RR{7mNJv*(({S;jnX?#rWhz6-@{-`QI5o9&W8))Uq!
zh2s04*2D(3{XOuZ`r5Gx%RD|#ytnAo?>RTR3cGsepSaZiH>b8B`osE_iw<1mw-vTr
zKRwj!jvK#3;-!5HB>x>w?CY=(j8~my@?5q`-mtTGqd?Sr^VrGH_Eo)8`B&O$wC>`G
z1OFK;SC{wsTq=_^ov19k=iB;)hmKZrWM7nb7n`ovpQ6*#AT#lD&-ZnDuQGaOd|6%Y
z=V77#I_Ato4~cn|?_;a8N;N%~?ex2JHHl+MLh0*k%QKl)zPz_nW1Xa3a8%)L&pA?;
z%+mN|w(rt+Eq+$Br|{nTWp6%I$#k7;W7?Fyv_z|+_}*Ganakn(9-m0saXji&&cc_`
z{~7dnlg<h7asFp`eYNPzPLs(|Vr!rH@YSC9vaacP@VsN+v^(ZBwSW1tj?tX?^4>h{
zn#HEwVO-k^3$wo4djuW!`&i$6^bDi#kqq<Xm5+9;Zw)JoihZ?h&63&=#@F`PKP>NE
zdSR<eoBQ7*Yn%9ez8qY?t7Nyg@FT}kHk;j3&OgfZGMwbz?=GlS@+x57^*zz{c7G}b
zyQ6kW*LVC=+mo#<q4I3sq941Hw*7kYLndY7`*?MeQ!+f)L=>(YeYShGr*gxN%KLsn
zmtzc0EaPrV{Bf<MXUTsCtCkq8KK^UFu7rnG%q`dPsK{Si9OUsRpr|-nzi3H+)XCX-
zZ>~nEnl5|xMlaGhWO<oP*Fuq{Zq`?Xy>8g>{JL^dS*v(b*_{pFb^Cl3LZ`MB7{^?>
z&g#B3ech%NN76s8n67#K%+#&cKT8-@s;B&Vv??;<j=S1*2~pnl-HKcb`@gJ=K2p}J
zpwPE<mY;sYTpyWB&nEkp+UooHYdvIhl-nQmHKq2HQSkxM2V%cgZCP=kZ_(ae#{xbw
zSwHv~krey#?Zyw4d$j`Bip#AIW{&T*I~C8a(DgA>t#FdP&Gmh+E^_KDl~8}G{%QT3
zCkmF5e>4-b%%$a)g{xZmS!F~BZ#F!ay>Pn@gX!^^OmbV-XRlPS_Bg+^{N<gmTEW|6
z`CYac$;WWLYRpNHk*|94R$nRcdh^ke0MFej@~?y5-Z*5l_jKO5y}$l5SaF~3`<kaD
z(=+k->*#|ILXNTf6-IhrovkiwZgE}juH%}UQxDptNWFeO$;g6%>-myd1|H8ptxGEl
zerl*36qAyWa`n4b^W^t|I|4k<rui!ip0rptedcnly}txb8cysuE~<5)UFN~WODmbI
zxvup3X*?C(`bFocNOsTXsE)(TOq)+_WS=!vbc&Sdq3>0TDrb7Ie_7MHjA@P8qpCS+
ztN+fFUTLyrmzk$t)2+nqVlQuPnObBa@vNoODWNLt=pNP!530hhcOJK1-G6!J;^KK<
zUx(#vaz9@fm-S-fsz<xtn&r*8o}(&x>~7fcL(jITtg7}{``x{{VzakZe#hgT0W~}0
z=Tu+!=UF&K?oMs?1)J2R-EY+^Vz#&!{IOhbb;&0v>e%{&$1T6E$%?vda_$Ywv!AK8
zQdd?gHTl=oTdi6+adS_2h0fXwLY_7y{~5TB@9gB)((ZM=@$1BjQ@>=s{Epnkz_IEz
zR{{I-s2#6XT={y^@_5zKV*fVli8%+Jd|!1*?@@(qw#TvCMb%e69zEvyY<;qI-o>5?
zd~2+)E@$B3o2va>g)#Kcq(jU8vTV6?a4MU>%(dWylW*VKwNZfg#GkAw9T5U-hPOr5
ziHBQGVk&tb`Q~`xanVcueA+s194GfQ-&<+$+*3qK9khw#9c$3xe5Kv`TlpHo?aO*X
zCRkmbBfWKtO-xGVqAyqFL{}eR*?F}1+GUfVrmFN=U;g@CFUhgKK7CJ$jNplNvx+=b
z&QDtL?AM!W-3>;Eb~~;#GZLP4{=?UklkTjvxMkS&YH3HhtZ%k?Ui<d8z}4Qd7bkCd
z`_kh>8+*^yE5UO@4~qFFT)ukavvy!X&ga#8C3d6*p3i!GcFu=Wj6s&`7f!p$^;~pv
zc~Z+0jTNosk`bSOW#v`)2dJ5L-kx{!ecbVlaYp=0YhLE?7-_F_)~&9aTK`;W&ZQNT
zCrvW)(|pk*eQesfoaRr@*OpfKZIfw;pY!GXr`5CO&Hgr{&v4$>huaOkQ|(zkWbI7W
z*gbE}hJv+TAN*&^M;<rwm*ZS#AAZ><E7kFM)zcdDM;h@tMRNo%?VWi~a<NPk|LeGz
zDUY?illuf#`<hxTK5*@)^WS&bX}S(_du><U+xl>`TIx0nWp(DRPs?XLyXCY=o5{Ll
zUB{*8T^naF+nT8@cW(2s2MJ%-bl;ZH3z@Xo^!c}6+s>KG2w&PQUF)ZQdy>Y}sb)PP
zcjA7@rLW8sjy6o-l<m`wcfQ(W(0O})aNIV9tvj9899~}c^=Z|<4uz>px~H<+dwqF%
zE$EWx>l>@4>|K&Ct^Ta^*3}(5H|njO!{=J_pP@cop|?xU-S6sKsnq`rGdVkdJr+G4
z?{LzZhi|KKbI-comFlN6RZA+?F58hbVaXhU>g%g+WC@<@D&np5@2Ig?Hk_wWdrZ4|
z%a#0`CC4q;mzEuyl6C0itMsrrllO>TPkxoX*X-OUqjg<X*U#@${Lpjl$Y~B${=BdE
zU&<+Z7D#TW)xLW5?YpFdhnZhTd=6Qxd*(&5x@6I*Sx;-_o*z8R$<P+Wzi`>?1PKA{
zm%a4|PipPi_Mf489c#_cLe`^eT2*3~-`krN(Q)PG&3WrpQr7c^Cn+3lliuob;T=2k
zQX7G+E4f`Swr(}ZitSmPCsM1`X{7ye*4w%>Dn1{(PEWd_U6j3QZpxRO9s8BEE1$&3
zWqZGkv`|;RwwXh*Kx<#&*%DQ;bA2J#j;)!jm(5kY<Adh!?s=|JeTsL&K6*yzOuGG1
z+f`uoi*9+fIS%X=Ykn?K@4vP!OmxeQY0*<<?T>BVE}rxIs`|MshaWLrzRGG(zHH2#
znJinm=0Ahs%$Ixi8O{l7DbV<Rd~1r@7o~`{3;t0COCDdE7g-=u|LcWQ<EFErYbTnO
zi5zb*d>t??tK_>EA8Sx&?1#)1+d@ip7X1!uQkP+#rR>~Sn{{xagH34Mu})@#0K2K(
zy7w64Za$h@s`*d;*rsV}HCMAP&c4I5WZu>ylN_GQ54YGJ&Dc`Ycx&qXqILI!G%lOi
z=vb&NiDaof8d7<)-(*(uqzl`21itspba+2GfQj?T*QFB}`wSyZ(sRqSHw#sL4wam-
z{n8TE;-1Tfa~eIxRVKMw&Uw<chQl^1v+7@INUgT3klq@<1@G9lT=}=v&EiRtfp(d8
z(&}lltFBHGTPic5$k#=(Q+;dPRO`oG=WU+Psxn+!7MAHPQ@%jIrr3|MJoJHE0sCX8
zjGeKPujPyHZCTX9%G*`6&N^gX;>)g}8!Z9T%c??ims_5Xx{`Xrrfkhh6^1LijA|Y+
zeQm3ai_eBsu3DMo@3lHcN_X0mq^-K2o4d}piCH|_KGA8#w`G$&MDKPh%f%Ik+&rI`
z`AM)RZS`t>X3^PKr(AyHwsE7S<?62IpH^M6kdaz<sYfPkF3a4OsizH>t(x4Rwei4n
zlP5*K?#Ap%Km6u|ga>H^H)Y)@5czzxI9zCBl2zA|caG7l{h}MWl4WYMmafT*?*Gpa
zn``dCaMXJ8ihmM~x0ar}khLp;IVjKe$D_7MT4xq3_w)q07|+vW&{fT-S-~&M>TVRv
zxiPkbrEaU5z@%EO)f?@5nYng+T|6Ug{tT9g6_1Pj?WP7aH*l=ZY_R6K^h;W8Qgnam
zp)YG@I@)Tx&JpZdJnQTU&v)*dpR#S^yenoOb)Nh8p7al^x%@0d%X~Sljcne<?bST;
z?@iA?Q=uL)iIvif+IC@5W@+a4Mfc||&P`T&`txn9N&@qjXPYN)GVwagA^!Yq_Hm_#
ztQEe;l{%FR&uJfD^X^TR;AF3-{~2taKRuUqrfl;GN6WSM`Cs~$Je^UXeJ$LxRlM=X
z_13t(R(^N=b_LA!jn0%a{yWd%k2X{Fv~3dvZ(QG)Wwuf#$6Yr2d9PE<sl#`!{qVH9
zbTy+_JE+&R`dxM2<a)WKoSqD9J9YEDK2_H&+tI5YH0@qsf7EyG1KX!rZ!qq9e#EJw
z#wAr&>E_k8RjXVt&)JnxbJ{@bNL5$?i@8kL+dsZCZ#dqEyj_^7!YniE*RCKx&b#vV
zVM4v0>KEs>&D6QLYS$zVOVKY&_kPNb@(h!hr+V<a=p%t>or1R(Hf2jMe|6uqr}uCI
z^NFvb4<9MMm07bjT5i&Et%9C+li!G6J1^3+#=t%6q5c9!Z^rYc?{A%55-zBF#(Qev
z<Tu$T-YK0>mR#Dl=3DjJbDis|YOZZPZ}{R)*Nx-v+D&E8?sR*3ZN0l(vP}5?vlWYv
zY@K)9?)9X?5Lw?cr%P`3T0&W0<ixM)&Hi5Yruc<sb%ks7CGRUi%Qd5?nw?`a@O&9Q
z$xLnUb?+b1>+Tpm6I$?9ZSQgKABG0n&;EL>mlvM%Kr`-ZaP73^sWO|T?SGbB`fR5u
z_F3>q%0E%==o3~eMStDS{?PATtE16bbHKVM{LHNX42RA-=EW-YJXT5J(>}X+{)1QN
zPToHAEp^iMUUBPX*FL_g@wqsGH=N6H{TlIyY}*xdpH8rwx-#)YazJ^!VT0VGz432-
zWXf0V7e3P$*}bwZO83vjPm(<oJw?(h*02BL`C;vs-HHl7cbr^5d;jKB=MH>R+imdU
zmg)Kv?~~_?PJi^_mCc7uwR!QI4ozjLGkq&2)+c1{IH4f>WX@X^;|0unYlWAq-L^RR
zx=%ams!*6(Q|8UpFUkuO4$LWAG5u-qdH<+s7ayDbu+5fwRNLC7eQeV18(*$27Rk_g
zeZo>^*2?nYO~%dVbHY4!I9^}BHZ{(Bx3VeMocbv{u1+sDU79m5Ysr$0zb@{!6rJ};
zH2H1p#lTG$B~KOYl<eLq%5==~(Ry*Ck`-J6#%J@3&2ENy9AsLx>+Lyr$<?j9K88LC
zI(#K4Kg4A6)|<hS$G2*=p5qja><n@>ZtlOf)=Wz2pU9kVE3Zzr;Y#u1sp(&;a3JT(
z>7uGHLQdt3w-%<HS4cNaN-~`PNo$kG&L>xHN*|3>iw;$hyBaw;uVSs?7Cm><UX$mA
zk7nKJR97uIZnW`5b<lB<=8vnqH7!lotUoHW>qWAxN@(rdW9(lSDzki9ZfI%uwT$QS
z#9Q6Fr94-^@iAC^Y4eg&m2c0s$g4;#xHu_Wbf;$q*DLmietph6ijTTnkh6Rp@J8X$
zwm`R_$^OYpoOnGxTJ=1dbV#W(@A$QC&*G%#T|KWW*EXSe-ZzV%DhFjkvW@eO-9NT$
zYT3rKQ5|j-7OQ+S7tBeScT~4!mXoA*{+q{h>RW?S6DPQ4FSs;yri?hV%{*=2Ct(uD
z*)Lq<?6sSkX5_}IX%dpET5?I&Xx6gb2mdp?4!xGj^5lxnN5MIlyDtP6W-sLCd46rN
zVuP}%;xSH{OF9Q+1b=>8a(QRF?X+Vl7n+QlL#H`P_k1(Gk|6bb-P(OQ%?;TZ``Yq+
zznEV8D9i9SD=g^Ztf!0If-K+1vhXS<@mq=tb%kHK81Frm+i3r#t&gS{oDJLA@b(<L
z-_>@JH8a>PmP|?gWVZ6uq|B_+-Pf7tUD=<hkTCCSw{+g}6I>JLeVHR@Ft6WR)}~mS
ziM#Yq))&3*D``7kCr^_%&EI~C@$uSZlk33|d&_sOFJ;l$86tVK=r+R%(+%5&a+KE=
zZQrzE!nf~BeeH73M(3x5&JyGCu-jTDo*p>)X!`1Q7J08m)sj35(Q6mmR{fIJpUN&e
z&+XakAkz!~8Kk<ao+~ZYE|K=S9XZLwg{SXoVzfrZ%b+DIPIfgkPqNK;R<(HQfzu56
z%6oNIl|5TLf#K%+@Z=*6>ubu_hP!!Z9rH<lZhHAx!?B&;)~w&0xH<aU$_b8dy?pJK
z$EwWQdVJ9eo4`3AgM4PQ)n-{-FRyxXaqqb)Z?C-2Sr=!-$k=9Op7lQW$>sDOz4y8s
z57-*Njf+U-a?83tr>8EsOJ>r`g=ZdD#(EuJcy{SsxANs@_BzU3&t8(n&-8X?(caIu
z_Wbs_n)l!U@054TCuCn*FzL`g<);mk{xg(s{1t98Cpz6FY}WgG&sS$~?|Q1*<lt7^
zRNz|I^dml?d~-<gIqgr!eI~uTRGNAsHP3x(?fD1i1-Vz3+&h>O-26Ubr^?j!;E>r~
z|J*N>&tT`-BlF<$TO&*Mu8SSch3qO~M+4ddnJ0t@&N_N@+3Z&-OP4*HbD>T0x$SB$
z|0y!pGp3h)Qsa126>eFO^gQ$UwK;E7Pn}gZU1S-yyW*rqrR>UY_f*{K^%9#e+iIJ=
zyXJ6oYJ1hg^=s#6=JYhbK3n`bq&sS^mq7KrPtzUNJ+X9t8S?DsZKXZ>e%DpEPEO1-
zj$1OTC)kbaL-nI=p(0z-jFvn)>-6K`f;%oZ!kF#0PJZ70)ARk$;FR7Dw)HdDw|J?D
ze_Oj{Q<2qmbJoM!6K=ka4Z35K74l_`^@>R`6Ayk{6TALdiQ|{-XHn4|{p_Y;t{mms
zrRy@z7c)O-Rkoj+!TluhGylJ>>F3sGXT_`TOS^PxlZ+u(Z5HQ)oy>ji+fC;=Sv~dj
zWW6(SW6YN~m234E>b=b9a(p6VS1)y;b8bxTWQD%Dubxa7n^dTh81en<3YE>Rk8}IK
z9M5Wfx9>@@>+OY`rSsyes=Srt_JnIQ?&)}&KcnQtza4AW-%qw=37dWM#<b}xOP@-<
z^jIq&czkWLr-4&B|EVS3Gv@Fv3A(dvi`z*~g@XszNOud)J&^p;>%4)wsMQ@Y_Hy<M
zS8m51eXqMF^*BqzSJM?6&UrlE8ayjse}bdju}wBN=kAO2x*WE5=Azv%`t~L#>@Z=g
z_+@xBVeOHN>(8rKU2l4(X<+^-+f}qQd6w_8FZ#!eCGE{6)`qs9Id=clny4RT&t7Lb
z9yEPl#owy9o$J%5TJ4LA+o#Nac2VZiN{L_dyb~Wr?_R*+Q~dM#=1e>8ZQBDbG5A&m
z>2A?tdcc)3Yw4WiXEWWeTwgBgH1Ar@=jR=hcZtcWT{2(@Jiawn?8ACj(HXmrPOiN<
z;V*AQ^p5$9)7D<Sb=+ujt*`1W_B>6=DWxl%xw>5LXj^*TSklRQ$ne1GRmV048T3Z6
z#cAp1E$h?RyC+CYbmlYps7;%gtgdRtJ&Ref@u()#qI-sJzScc!P4^TrahzChcg042
zc^s3J>hoKB)n`>mtlD36WyvhNsNFw|7x_GGaaOna&+u#Y#Q6`>rrp#z@|)|ozuN4s
zsi*&}c-5!1>Q#-d{-J8?)Y~GqRt&~5xyKLP?w`BwbmPzP7Y8GLGlt%}XZC8Vuj3c}
z*P&Ls=g%;=W1Yuj)RMg5Xi1cRYkJy$hLFO`6OTWPUnrC*rstU<^4C@VrrCnT#8A0I
z3xk`=g^#G!<jc2Al#rca@AWR{kKG{yrZ3;tFA?|L7XLuLV|91B(3imQjK!QG`-7k6
z1|NKBQh9Uom-X`X?fxoHekQYgS%1M(=TYH_RreFN$8{KoOtEPU&G^Cf`Qa2NHa5dK
z#f@hxGk*BmOn&F#aqzL}uUR>dZ39BouHCe62#FHk?RILn9mC~)BC!IiUN?SOpLeNF
z=2p}SCD9Y_yMBp2X*2L+5Iq&2{q4e>Jjunk9CLcq!-97D-FDp4Xc=<;X=HhnjgXwf
zfptay8IFFNurjT#`P!aWua9fIDmx`wHD}h*Yr74eO?>&;H8rc5Z^47F>r!HmoNuW9
zx_(aSeOc!{8q-bgY9GCJ$XI1^=?mMHX1Dh{^vpYc`IIul_W0ls`GBoG^W6NiewIi6
zn9t(*^w7h7b6>Y^``CN;$$d?AyT2Mi`6)+USua^%{61RO$y|XsHesTl<@%{5xgm?#
zDvb(H$gbWx|LC=j9Y(BQ)f@eS%G_SrY~T6z(!E1-eT&1b?r1INF^)ILnrG5qoI6{6
zyXmuC(|cyPnQc7(GNx$Gtc$&|i(kI}Tdh-<`15LZZn~D=pYUU+*WWv@Zj@~6zqG8X
zZmH#oOl^zLs;jL;R8ub5O_(3aAQXQi)a7dEjG8;w`@E|ba_WaDUJE(Fkn`vM)P$$&
zp8IQi%7?$4{_1pp)Z37i%AyadZ2x`O_x0_xyfw}0lf!o@zQ{CS^k192Nz8`l*;bjp
zD=V5dX5J~k@oc>!W2H>r)gvbvbPBYu<R#pnUl?;`+N&9lmL4zmIP>}B8%|T-FN-R<
zPfD!!_fS^(d^T2W<MXW=m)nE=Dpe}yZkzV;vG(O#+v0A@7H-=esU-0rlsT_z;`?Zm
zEgR3DyM5(TuDjn)ez~om{xfvyhIrkSu(^Iq{76Fc`*{5yhYo&92|S=~xAk~X%=+S0
zyxYFmg<WM@s4lrq^M2Rctr_uWWMqoZ7Wp%%ODxjeTD(ax?9Ssno=SCj|EkkGJ0E{o
z+kGR2q2J%@vE-AU@2k6ZYrW2%Yh<Ht-KJIECN4c;^3mdt_Z21bs!LXPT%04SKELYa
zzGG#(?o0~Y{^!e@&PJ{ya!p%RCrl{PmhD&D-m*1n&O7Ou$7<vpSIoT96TF1s*@_Ly
z3!m-fm>28zShs7^!dF_&D-W(dI(z3Tp`9$>*PeNMc4y$}m9O3BoZ(QO)p2T#W$?8n
zt~?c{i|Smww3l|B>78>my!UtM+6OHkvJ@7Wajpu!a<uZsv&abks)@n<Rkx<`OmcV~
z+ESsewu|TP`U?l=mOa|}lT+n-bit~_q74^>=V@%@^L)`0cK$+0MAn6hnH9(P1}jUR
z{Lk<@*f4h)gQ)37*28X&?0>YiwGK<J;C^dyUexQTo6ox?vp65WFz%ar?zF($$iO>R
z^LXPUKlew;l<K{E(cpIAv%mDJZ_fNx@#>aeR#eG~<(*k}K=9InTgK<(u4XJ`YYjN^
zBqSzGfm!xdX_3^D+ihokE*d>&o|UpCgTpiSK-#QTMUEC<mq*<(n!6+=>@sWKm38SK
zHtYI}YS?_z4%EH!aofbVH`12*Z}i-DD&o;RVcV7Nr>}%wx!sWYrt9hM8>=o@ywF^x
zCb4$zW6_Wae#Sw|pJa-hda&JVM^|B&16!tj_c}w*R}s(jB#P{hHT;>EDS6HyYj*m7
zhV_xnbsjhR3MYmineq0=vz;CHo1-#rGEG_3E@_e_9z4%pYEBVrU_jx~tRqXf&gNvF
z{u@)&{Q7K$3x~bovFb-lIC}VHJ_aN-_gt3l(%<}``1)%<&vw%Z=MS8XbhG*OAyd*~
z?=C5q$@APaA{i1G|75LDXDJs|S{J?I_3K;R#%y!XExPB^_(prpcAEm%!fzEXif6rA
zbRvfT!+L3fr)6u3Lc**vPTsyYSNTJ>nx@^>#HD8|M1w8nooSfl?{#6@>mOl}=X|pq
z53Dx|+<oJ-%H*Bf{K6LIG<tEaZZxvzI&|wzfnU&Ww>ayhC3hP<9?zQEz_x16lWV4$
zUPn%uZCiSE^2W7CxAq<@(4G)>n8`Rcb<6x+lBP%fXU}{UCbzif-eRfa*&njrm<u1M
z3;xgWYDG`GZFP`ML-R51jlM^1&nJbxjDGO*&Z|Y&rCe?+p5JS`XB)fnzT#Pr#2boV
zMho5%YDk|GrsuhP_T_>(rgd#|mT1kXn|l7-W8UNc8KRa}R@ht%nZ)N-b#2;(hjZ54
zGFX1>O;_nAV{@O2n|1swO!qIpwS5MkRhX`-$~mjR;z?nzvK=#c5<bt%j&TsIly{CQ
zWNhGg=`-_+qDt4P#gpw;P30=+z1y?RLVbc3|CZuwo8Re8W)_|J{9R$p$7hz>k6s-2
zc>SV0AYORl<glo+<i6~g+a5NqJ$s<|vg!6szN}W4rbrd3@t!!jayE;Qt+raEU7i(J
z)*Z%!C)UkyI`R3*bYr17=|8j1%zL<P;{0Q4&nnG%@NDPJleWH^)-t6kSKla3Rw?$9
zo|m;mU7h9X+bwhQ*7YRqT)V>XtS^h}=Kxm8XS=dp4*g2sn=E0fJ=;mwyDW8fO*;Fh
zHQp;eS)N#TDdOb8qs8G_1^4c*np68EGu-2sOiKH#ioW?8Kl^1a9jiF%y7#q==0qcb
z+ErIlo&<L+2|Q~qvVNt_^}J(8SEpQ$7Gz~OSDW3xP2zmcuW)}(MK`~SwTkkkS>=H@
zW;uQmJXY9sY)X-KnwzxMHSc*<mnLnxvvO(C4Cgt?A6F~du8=%0x>RaTxX9g^T7vRP
zOMLjWtBQ|{@~*K+wK%^vc1PU(s8`GW9?6%uDWiJi_`K@tW}bKavX|`ji`qHCsOrnQ
zazEeQay37v+_aih^`D_N@=2gbPF49@#ymf^?5c>exu<*Wa(y;VIy~$CcHRchvu-*Y
zszP5}Px=^Z+&k^5mQc`ced7kJ<n5w!E!l1UYRWmk4Gr@*JXbFqvs+a2zC+u6m1&|2
zw{u@we^lzvjz3wEi+_3^&71YKO4?~ovTToMVZ@tL_Ddso)W~gZdsF<+x7g(F&67dC
zr=2cNm>earQ?y$;Yzf12iT8edM_hlOcrmdzZ03i3cdb7A1vso(`CWc#*4>NOt#5AW
zIjQpVhiRSK<2ig+dv5Aq2-}nWsrhZ_H-96&m^YO*LdMrNtP>GioBnvgnw3TV>qQT|
zyJ5b{)ukuwjRlu&Yw`+9$<@7zp=%dhN_U#nx8(Ba#)Ho`*}Si6%j93bHt>#rPTIC+
zzi^}C;%OaMcsy5UE&ucTYQ^FQa$mRSi#<M@tzo`$zjjr*q?7<_yw7)$>j73WC9gdv
zzm7U;Ewy6Dv@^3EzL=J#voF)0Up(=8SD(7pgXbUCEW72FwboT-?ZWLkEt3jw?cCk*
zdGgP2uftWTl`li(m^>eUS*K~9ye}l?(X1=a1PgC%eViXP@oh)&@vJ4k7r$<d$&H*>
zv*6LYv%(4opRY}~IsNCgo#$=#In`Ii%1pCoJBvNJb?eBaooXu+zMqX`n0#r?lH7Sy
zUtI2+t{t?d!0`Jw(aTOd0s~zZy8DE-S;Sl`o_n`9Y0Y=_0*-UpHeV0C%d~mZpc&9q
z`}*>d$sS)`y4s%Z@<=GWw8mt~zrC+k@87Y?S6x;+(o--<Q|k98t1EU%J)a}(Gmc+d
z;agCA<vH69nYkAaOPw={dwF5Hth;mQ6K2tVmUW&i|F*8%U-J2A*`Y;GH@<XR5_RMB
z<mS)|Y?Ib{8P!W|=3<S@Hdp;Fu_N|nk!kP*&D6l{4F61C@)^&m6ZP4keQopomDi<R
zRgyfcW_5;czO+TwcveBbte>{D%FXp#G9zYP$+h`*w5o2ZPEO%TyQ$9tCoKON?wo1u
zt~B-a%h)N;ChtAf>Ne}j_tOl$3NQOC*L!T+>cn_l^pTb63uCz%>r=K~5z#m)x_VO9
z^Q#ZFgQo;NQ=4~9;Yi`79cvv0^t2c5+Ao)x;8qy(^33}SpCj(><vVpPY}3vo{~1#E
zyz#U66};q95XYwzR&`rnf7`~Wbk2Wo!LBFw&8PAEZEab4>f4nkB}&tc!)z8+bWWIH
z7}&w_r0?n_6_yG2quNRt<TQeAJ)dZ0v^ib4fPv+@(Q}qL*8@xLYgb)YyZLkHy3F0S
z{d#84w5FXkW;glVRJT<lY)#Pa^sKDg{T+`Sk48@@&|1|v`MhcV?X9K9AL^=HTN3dg
zsG<0EmxJZXkh-mlq&;(d_RXJ~q4n|BN{y4N7qeV<+SgWdVhiI@KX%br*N8X|iKAJQ
zcY2C7%`*<0!jr(&$`A)C3gYgBZHqm<Nk`4_<Z9++#-YdRkF8-Sj&jqeWiNg2cU(3@
z#@r?-;qx19zqX>S+okXHd|Pr{-R4(F_qExLx4Yb}TGmM%TvEX2%fKI%ozUDhn`KJS
z)~+8ild{a-WE}{~GFn_7C3~h^;kev?hEpr;?e@OT&R<-0&1L0v%Oz94>#8ojImyrC
zbx?ZO#;1SwYS|h8&6*S1Idzxd%Acz~8QiK}ZEZ6z^UV*5v&kvz9M&t|J-Cc{VxW1<
z)rrmhPa{vd@7$s?*|u_F=<!olUsm$&N~zf+_43`DK2Fh-=VJK`+_Y~mjhpMTdwzcV
zF}FpY@1g{Il0U6#eCDPgJa2B+%$+q|jkBC?{tMl`$u`ttYjT>bQ(ov!`D?3or3DpU
z+dQ?S;Kut)TOZHmlzh~($Y;)@?-wWhOszcXG2?ue`p!55i?3_aCT>3XI_#EV)thsT
zxz|e6<vT>@tF{E5Sn~Jji)^k()iW;SCLj0eJN4?(<93;6n{QnD*1lI%`_Fmb-bob|
z2Md1`Mr|zE)7Q4?&Dxtz8)LqmEpgN1T;=EHrE6_JA$mt1hiv5v{R4^>GV{F_mFp~*
z{VC#I!u4R@)FsI!$7Z+OYoGRGv#006NYT2~;Gfq|#3__@Ilfx9@68pJwg^ejC)bbH
z8EiPbGw#VXp=DDh#~a^TsNpv|$m?ZZnH}?$1v~w9Pn>t+t!26;yCe4%)10*ZHd|u-
zV$B1cIGGDr!f#gjcPGs<ko|c~`{JZMO6R+$MolRcUT*qs`_iwrLhd^@X`L$CfB9wX
z)^$r+J~o}b5kBcoMbp*k*;W&8?fLZl$VEp(PBpgb>sHUM*0EPFnPNF*Qufj>c2jo!
zJb9~PjUjgm*T)q#1ziluXJh{}w0ycFI88Rw>xoXNw5qO7RnEi{YxuKH&wGE`LS1yq
zJ&mpN3__k;y!@Me?(6QGPZLgFzO-rIu6a#UIfM74uFsa6W6E;=p3K!5@2=ipsJ`CX
zJ-c-q-_6IC_FlIxufKC*&cCgTvtGtL%c@y><Gbn4{-}vlv}J^2HpLqTHct$i-E{Lw
zSKIuA=V4K^)-0|S65R4{YmchslYgQ)=C+#F-!x5&<W1O)`&?ZzSK7AX(TZ68GZJ#y
zGGdZXzNpQe>~=j?^5)tL%n~dm-&eaHWEVZ|Y&3z<zBT@Hzt82(+nT!b-%7ES@=mJw
z7dlm2Q=Of8UDlROxp)6&>%Zla;F-jmY`tWwtwgM9cFmdB)19Q1Uq={v2*vz03}3Hu
zD|!ysbC<=I>%3Nasf$_lZ#{fUyL{sdB?ph3uisvWzm4%!yLjWeea^=%5(mG&j@o7@
zl3sV?(V~_mf3IKoxyoPAo7*lUchSz*`$RjJT-naoWi{{X`}?2HJla!!u<Ys7r{~<N
zu5Z}Rm3?(ely~q$MRToBxusWrE<SqylK`{K*I(i4B0b{kv^RZJ){fg&IH&mMb*8*9
z<r6YNcdh5IPOJ=*llo%HbMEl8vjMYe8=A5f?(3OQWcW8*>fQ5_-J7q3EPYb7^7!;J
zv!^o`E6lHYRbyVbDR=#a#(6*1No8*cs1EI}Zgb;dxAo)APC2i&c;ESuchyUe?)tk-
zO!jWY`UT5;GLBzZ9`!Tc`$}Bp+Y9r``H$_}usir~pRH5!uV?%CO*S3TcRq9ET5n9O
zu2iPV`HAaibk4u7wz1}cqojP)?z)>ZKhInKd0q8XmA<*!uL^cuZ2uAXMbvWYmKUxX
zlBRQR=$?GtcQvd0#Dn69{KEdvv)+2f?AX0@ZTDIMmHB>C^CWGyJzknp`DFdVZ~wOP
zeV(<pRnt1Uc#E-~vCr><fJ)I*oVVH6hUrB-zqQs{!YhBXwb&Jh0BgP(YhLP|K6$x0
zVpYXS+m$aW<*xeOGM4s^_5Cq>Vw744!{;C2CYLl0%4SVI^W^J)hOgKB&X?Kd^>(i7
z+Ns!~%#z&oSMZ1KqsCP?B%V(Ger<>HJdgEfHofsYxxVy=|C+PQE2bw2vAo_c?{%uE
ztGTw{TH1Gqrs}Hn%kt7oJGTld@o~Jct`0wFe8O4kclM)m-!yj=)t}RTB;BgoTe-vQ
z+>&K)ul(8(zAxIfY-h|JOO~`2y~E42RO6#=^e4nMo4$%QKE0{dW0Hb@aKNr2cgZD_
z3ih&#PS?FwJkjgv(WO^591UL^I`c|c%yox}=eLHI>+H?Ux*79&v+}NlkO$WlO(NOX
z`IZE+GfS*_9>4cp)}?UcIe+@Cb_w+~_{*Q${C4?_Q%1*|zpPtT(Rt2YX|vLHZneT#
z!@AcO9<G&3x%ui=>ggGd>X-J-{&4ov>5O*E2jM5aeKJyGtzO=gAJNva{jTNFqFpr?
zCfSu6x2{lITy1<mjbU+<g~IjIRflHerv|?M^ZHfo9scWkYaTw9D7!!H<;3}GD=R8B
zu4Fr$QePeG$GSx4@U8jMQ}d?Il{u_FYty<V-`0nF&-XRkHMex_n;i!%B-e*umf6Mg
zUG!;{@6JgM9FO*{I(2k$K*eLxH497n*dA-Hw(Wk^zx%1gzt9yMJdUew(E8$Nw$k?a
zwZ*gEC>&t8ZZo}jqj}0UA@5S|lgIZKzZGICsFd|w=3A~Td`xrW>V2Fx<&Soz>Xun4
ze0i0AX2}!2nSZkuY%gO;N!q5$c}4JOvgxs7$G5t@c^m%pvQx=st~(PP*XB4ZNMD-j
z_U2&it2-Nc8@_*ERsOCxKK83(<zxlMzuK-2pQ=7b@G#g+y#6{oDD`$vNO#ETRV|DY
zzpmJK;&yj&SCRKIEl>Rro}^h{v~T(T;+k;E<Gbl4C!WBG6X%q#bJe>uxzBPf2g_%}
zyYsTv-!zIUzxVV|<cv?*QRm9skJbMTjXt4yf7Yo<xs&^9wO;P?teh97*Rv{U`tEJV
zw;VZCU9`qX(&Nw3ib*$h=f3%{@tDNa^9xO1NyVOfao~M~oYH3Y)B`d-ZKhj(&c5<9
zM%LYLRnP9PhSKVLLmy|$9$N8tZP^5W`L$u0A%8FVCYNk;zjshuania^wOMDlH`Z-+
zO=Xx=Jj+wh-}ShoOUhTh+U|EPlZyRQE!Z<xZQRW``Mm7Q>)~1sOzYmX)|zYkoUkgo
z^5XNB{|s8EoFae9zV?|WliW3Z$CBGwM>E+TPsrLCXLa?HhdT4tlo+oAx$JATmEP=H
zJbU+?wybCKYg!V1UE8zm+?zZ9OgZ~cpR;`YGH88Ks>Hi)fyf1n{dQMZs~A?gH&i@Y
z<t)8HreyV6N$swyd-*h7_v#j(&VTFnjcL#H;H@`qzKwT{i*A;8oEVq9@}|l}JNK-^
zw@kiX`KjZp=XE~YxZ$EckGRBh_O;a}d23ePJioQ(SM=$*RlIw%Z+$5jUZe0ux$Dbf
zy%ZgupITdMC3l258Fz)`uD!O)a?jRYH;1D|#?8BxP3HD5TI=d3bUEI5ZSw>^cGD^k
z!M4Jft1UeXgzxQUdFuK0*Y&w!bLY*Lm$x{@yKLsU)5|AuYb=Y}dUVZBg~yk6UG*ux
zw)IGXSF=LOb*&W-pB1|v3d(#@YUO%jXHUxKuE(ZpRU~geJsY>N&)f4tL)o)kv0<Sl
zJo{#>cbe+*Hmy3ss!P~=#?R#ey>ISp60%&k-|1r~Yx2zh48oyXyHg9!M1NSXm2D|{
zTCd_|tlylpx##mm+m^@8&n!v5{Vi%v@S+WgP1Ye%`&wDw@O@lyzh`2+dZwMqjxDL4
zo(D|7=ygA8(d$_sqczvV>-&YDnwM9$PhDCc_q_j=Rm=tJhaN`@yH|R%EREh;J9AB@
z*sZ18=dv*i&f$;x*&K1<u8QJi7P+l=eJ{^@8zYh&_+p)B`Xja=j^v54B~gpc%c~UG
zE!rdJI!Tg4dAXmq)4g9FA3ZN#c|1o(<?rJw_ipYvZ=~Ej=T}$mgG}*Cd-K8wv#L!S
zn9KOD?aEx%<#F)DIjuRnY`vSGMZHLLo47-v!A-mGs*N%0sm*Q-w%O~#x$at=&0L($
zzBbk}>YJWk$?YpYv)+5`+BRhZ$HBF4jpKG~OW0)i_}adv9UGgT8A%pYrHej^I^Qnq
zZPb5hx9PlT7j7P#@_0?&?|Hq;vkT5Gn8fF%wQTFdYTY2&iw)B2<+gsV_O4IWOjT#v
zYwh~6^U#`hwoMh~vPowa2JMsc@-!DdX`0LS*?;PGP3_6eUC*vLUicWFZS?Zi+J!vg
zy78tJ-G@F$d7Ww2o_uN7%kY=>d%i!k3Vm3*WVcLDxpZOk(b%-Ufb3~^PLxfI;`&pN
zy?J`{;`4JY-Ta-x+FWyryBZF7JSmJ7UELYsRyFTyT{NdsUV&?w(~?P7rGmSw<^&x$
z@Nv$yS#IL*<*w#siWV_GUz)sor=`+vW$m?Hlec?M@>e)`-0RuW<Xu~3nj?iYb$hOL
z{o>5L&|#o1aW<3Vy3CxgNUi0TD{j4**j2SzFW39M((=1Dp=L8@?_Y1~vbp?a(4uYc
zwuW7hiJK*yrx2QMY5QX>Ys>_z(5;Q`D#3eO*KX51m?zohE_%^j#>0;_-I#GZ`&N&Z
zi6`GXl^g4A>9Pt{KlwIz)$#c+Uk6Rz(Z_0?u~pvqUCJBjs$zf6#>=9)H^bLiUn};U
zrXaWFVpi<g5P6N|KhxRgq^&w?$h_2D_q=Rvwz-<x*9$ycRkPN;l$y6EX{E^;&x7i-
z<}ejSEf4m~j1FApQ>1O>-C(iW=+JTL;*h#C&Z+$-_CYFhCv<r#t(W8cx?&0o`*qn2
zhr7N?mGg^)1(Pbjtlk)vS77L|;>-=1aBq%?3+eB}x*n-|S3C?pZpzXyXa1=*MNg_i
z%!9NP54`nU?6G<+U)|GV72nq^yw@qO=ds+SWrF9@@+7IvchauuSgdvFSjVUNIPXrQ
z!#zLGC40FhF&He{JS%wqu{CG)IOXO|ovdivYW9xrme`Wr3Ign=ZSOo+ry9@sy1XO&
zQpY>DWkrjnZZxqR^H_3={jO-1K@sQCER(PLZp^}smnJ1|kh;`-Iz;8MX=AzGON%wP
zGv}K1t}mKwnb-bt`HIBJvzR{ige;fs%kVjNd&<(H%!%4NZNj>4KM~3fObn3}`MJgT
z!eOy<Z!8|IwNbKqAvjfF8*AcOvu6(;EuS5b?KGuz+nkbBoWjO@+CG!d+h%@znBgCI
zRPV(+i>U!$*k!Xe3wS<THpxN!b?738Bh{DpewA6fFzar)U1px&J=WL&<+wT5QhH)L
z4?bG;{e^g#Qh<Y6ljpN}MyG05?KWf=<<*|#BVPHS*zcA(qfgik<9kbc+Va<G8?8+(
zI=$|KZEN6X!zlep2L4$mXLDIB4*VP|7Lcy;WyNgC6+uqyZ1XB@f}f_uPTE%7HMJtB
z`iky^>fpx-{w7;lcYJkIn6>V0^QA4Gx1`xNrK>!en0G58bOPU;!r0J#*ZS?QK0oHf
zTUz$ne2S&qRiP+pH;*?8+biu}oHIOHA{JFM$!|r_mOZ*cCpFGnu3zxh#NzYbfHKpM
zJN|et*Hq2jzVk)mEBDzU2@yAzZsA(Be`#Fmw{<Juq_RuAj=28q((NNL3y)c>pW2gd
z8TX&T_|~&$naYR%1Xd-5xhj8HKYN|z%(K;I8}8M-laSl`T=?ZWl@lz@@x{}Q2`rgh
zwfV%6m6lQOow%i?S2CpbOt8MbC9}w|Kk=2D_Vqu4%Oic4xUH9Zo*x4`58!o`#pXS#
zZUSG{6mzb$j&{BB=0IS})vrOH?aDs#_MM*O@H*h77|Wj@FXIlb%-o;Z8ZT*6_SR?P
zMZJdGGVbhq6WygHE^MCUTW-3xeQT<=*{(Ufw@*xbz*n2ynl`=M@^!q2JZFs0{XGXn
zFWvkhbpEN4W`5M!XEVIA-eqpmdiXkQl9!qLtRF$oqC2E61$b@q`duA#ry@Tf^JbWG
z&-Kf<;@h{J&Jh%PQoi2DyE?XU&(`yo_9g8r^}pp6(D~-!rt1<bPWi_xKiXa2_G|8W
zT{*@V*_XDgZxvv$dHzTHWuj6-;icuDr{CUg`snH-nPgwrE&X}(0^7TNkI%mHz+`><
zEYX$hr`>G%+<dEi=k+eV-J`mTCrI@WUwO#dYN^`CxAqn7OYB?qb)~L<+Ef`^(~M&p
zuMz~clQU$0h+bSXft7i0rT6Qwl})k5{ZZ$4e(YT%W74$eeq!f}ueqC^M)j0WiZ_1Y
zvM1t^<(KvP^MfLv7m3If@K!#qcyz5I$~1vfMj-pVf49=s8Jo9nt&WHht=Jp9`;$%7
zk2_l3o9#LyZ~8Ov^ffKrHnryB#IB!L|0%zGkdS;Qeby{_S$Dn20**ht)l)u5tla+2
z<FjU(g@^h3cUAux`f8S6D*HG`rq1-|vs=!m%N4jU%=)Dt`O)WlV9qgz^HrY&6@`VW
z=7ir)weZ@a@>G47g|SYp)rX$sRj%5y>Zek5EY@8;<krmI`14v!x#n)k*Z#XyG|n%r
zb(x%g{_>QdE4#BRr{(SUie7e-{npMC%Wf(jeA~6<JLBfF?n-W5F-OCa_e(C{sm{>V
zoS9VhZ0%2@*7L7JQ$i<c{>+_xHpORo<(IYFCim^RmeOMI)_bbqZ;x*(+a32*U)y>n
zF<61?B#!`(oU8A*?b<zQo2Rv{3d}fCw6s@If+bz#ruaNfE<39)BAR<SpN8)}b2I7j
zysbV=(xQt#o}71M#pAFOC)RcBHCJ7_ZrzcOtEZ~laINvqvzxiLpf28zH~r0-=6S}h
zC$`NpoNp*P%~L<t+KGud=Fft><gS28xijug%GcsB4GQ8)-)D7+;p~<F3}0VP))RQP
z-8)3DS~M|#M)|t6$%;m9#&2WnX9)iKa<r6l1*6=Z^n0Dlu5~EA`>x}urO9mnw`#v6
z&rTlg850i|S<Twc_rUS_z2(y`CKqMCEnaeSUi-W&*Mb-=o_t>suu*wV*e<t7!#T4a
zXMUD7n4FnWd}LbIh6zmvX6;wemJbe?DUg!3t$gF0^|hzv0z+A(I@1+o=AT>mnSJG&
z@5z(0E#3*votfu9e@>7>>g!PDshe+0u1?*~w>3-axy$m;CX<2>o^`cZI%)L^g@P=0
zy+aGvmK*qmYwlEDd48{_aPv`@#~F5yR&pBL2|KB66mOmT#Y$3GdHLGpU2;<sVr2JR
zjf|OkVx`xa?3u@tuDG*2o2?;v;@g@fGdI2un-r!lu`09c<QJ1g69l`e5AQ9qSjF7r
zXBd3Ez>#^qDW`{2m&P7n>FUrQDbfv#%6N>g&sr}T`pU5HYv#7Cio4hL{^Te;^kq%w
z+rxSe2Sqbt-kcZt&tPFzDY???*o3@mwLB$Zf%A%AhWX!BnDhNt@b`b8Etc&FxZk+?
z^2#aei)|y;%w)OtV8$DU&tKPw%bQEC6?wvt>8X~>wq>W1$GtR>S$awnKY1*l!g1i+
zTGtr{2W7R@bJ=G3uRO^yQ(j_)TF>XBWkpI>wHN;uMh3ZX9N(HL*}1iPagWY}$D*0h
z_tu;iU{}9?ZviW((k`7@QG#kGC&g4tZG1M5bInU}$(4^zzRHU6?3rk?#M~<<FQl(>
zrH{+3HLn6bRV<l(BUi2W!-I9jVGDEQpU3>kTk_a+LrcnI(>asf0(ae<6}(Y<)_I<T
zn|OU<z2vXo+B`3J=kt$igwj*g%esr6?p)eZ+#Gs%v%ajRqe9x$xieQ~+O?-LPuOv;
zFg9=AnN$f2<yjANRD!a%ZjG_XKeRLIdeXd=%W9>UY!Np*82`Sn$7<HQFQxO&J&crS
zI6mu>E#EEAC1FB260hR}Uz!Qp?vrV=khvBd=k9B^Gbnw_kN7y@^;6Ea%dagLzr0iW
zc-*5sY}c;8`L3ywQ`Pk?x_Zkj1?i_bb)~a6_pU46RkLYV`Oc(kuY7N^JX-5(_U6}B
z3sJGac~e&wa;-e^L^$Txl2e{$Mdjx6BGgqTMi||TKDV4DZQFa@^5&-6*XQnCTsY&&
zcbl-V*|(E-8Tzjb`*f!*jk#d?%UiQ=?_l|OX}eOyjkjsXWqlLw-MV$eTd43(NYwe_
zg%+pprdQ3{yPNSGZ^?%HHG3W9qdpi`Cr)CSVcWQtJNsqmKF@Of<yA|A&K)yaoIA^Q
zou}x*Th%4&;+~vZuH~`jcJz<KJoEi{OIbRTRo#kjZOuHHm$qfQ;mPhbb1V+7P)(l4
zn&-L9WbVgM){cfhXMCM{roFi9HTR2A;x4U<6L#~qZrSXvaNg~`Psz5#8>V5=h4c6D
z?^qSS@4+3F-$s#qUvK&Qwaw3)?0(6qZqF5do|We+R{Z%X(Bux9Mb-8WiqYF;Tx0f#
zWBTdBmlrO4-@G6-HSD`++r^)YwT_rCb($`ue_H9C+}GvCZ$BG8x&B3G-!eC6w|eHI
zAy%y`Ed>p1KNPyWl-7HC%<8YUoU_E+A6NFJ7Drs}zH#5zMZn;Re6jnjnaAV&U&m-~
znYb-{mdE?&JQk+2=6_bpf0MJt>a)sR%hiH&iYH%Q>c0FH#}6L1y1Cignhr@XlZ%@3
zFZ8D0e6!;^uQcwOCR^RRa_3L8j-TP#>hLxjfdy+eGaR=yjOA~yF&ANsog#ejW$d-p
z>t611UF@yX)#!L&eU?D0%95|?-C?`S1JnI^_s(77@MqO3>u>9YKjt6Z%kLWQGQnG2
znc+#=KBtfOkMTPF^VEHFTC2#yV*QN$o4@w@#cZAweWiHTj#XRZcDXzZc((V;XS=>@
z|14im&p9M1rfNIollIxm$K@3F&i`kZmgK*lA?#T9he?%Ao;IzU?A{sJOa0P!_)(tA
ze9UISf@F2kU9B2>!_T}5(fG9NX<4zI)RnK-G|oQ@zb>Wv_p;Kv^M1ZT8$LW;yJ?+3
zLUnj1Z<|O$t|WWc%pEUtT~G6MyjGYwgReMNNq*Xf+=UzrqPw~y_6KV#{?0OEzqB^J
zt9Rd9@5Ieoe7;_cOJb5H7@qes=T`IKv%YdDvFmKn&DTEZ2hNIToS!;tUYdVY!LMsY
zdCIfq%n9~w?Pc74ZA#<o$lvFyGNw#EXu4?98=0k>3U4iCH+7M@a<or#rIL5aPEq&y
zQ5E@7F^4whJnOT%qU3W)$X7g;Jt>T7kuuY)h^{8LpZ=!dcfu5>IV@hWF6h(G5c#OI
z#YF=0GoI}$|7hQ>u({3W6nmU;%;j0pQ%|Rso&Kl#G5+Sk(8=sO&sNASeDq>*@7!nS
zmz#c`-?^vcy0H1QKPjJQ{rt}m_L1k)<j?hAHwSVR%?~t}j?JoG-tnhuz1o$UzOPTh
z=jqIy(pvWX-kvV+>FG()Hh;6!Cd_)*CuivOEoZ9v`kA->Gi2W}x9<Ft^(3nIOv}@c
zT@R+Y$@^{9zkSc3E-?DjLf4z~+R_|~jyz}E<*R>0>|4cwlj<wii&*uv{Q7-~d+zbc
zU0!zS?pAMVb<O+V339YNwws&XvFBsh;^Kds!j$%0vP@u}{^VNe)mJ^M=3L7YeB+dP
z`ogOxSD&bNMt@$tZTiz0Y!l}E`W%-jyjh?yR(Gbu<Km>v1-<jyE>3+?Z9Dg35L4s%
z;@Cam(gHG19@}OgeRMUUeV)X(FRS&}=f^HcnDwaS?iX9uAkDn0)b||{3`>jH3o>Wf
z-k9{b?A`KZ*+)|M6h+Vbdb=X@$)peI6SQo*je}xN{9f;nC)~#%`fi$W&0g(8du-?H
zgztX&!O+#j!eqj-zt2hv+S2}&u00SFnsG4j#A=sxn=mV-pq<Qfx(-Zbmbvz3L8yS`
zF>TIM&pIXT!q^$E&UmaKkR5!A)m@Y$#&CttMbU3US*?es1Ru}3|A24m`TH`>M}?+N
zYq|0H^@4N$qECMvo$RxTX^&vsfsb<!U;ezVIH1*2UFOja^_3S{(~BSdjrQQyh)GG?
z^DmcY)rqosKi03>nrkb0@Rosg$2`@Hn^oys1!i~IYIxl>x3k;7Wnz)x<a;~1yN#IB
z=kPJEUtTIJD|wnFzv^>ryi1|9s3g<&o_F(|=TEit{?pH7FyY40QmefF@~Y)0nV-Hg
z?$e&Xw=HB!k6>`romiIxt2fP0j@9xy_3V{cU+e4D*1OA6Cl>Z;&z`X1gsov*YvpS9
z!j!HDGsT+<V{|^Pe%}9atzxN4@y@%}$Bqdbvfo;{Ste<VJj=(>8^?-wB>WCvFTU|{
zNapFJMs=J1V+#_mo91>+4tV?g-Sb&@Stq$AI^Lf(#dZ6{t}6x~=ajDCGXJ`|JW9f3
z>Bfj12Ul>u^W~E$TlKcd_@!^Ov$(XF=T9TvRBN6&^XjK&Fd258+|jRcJtRLR*)-+M
z%6FE>ibJP8c~W@PC+S`RYshbFz2aHxo-288JE+q-TYYcpHcp$+rnU34TBpoks+_U(
z%9<Ai9HN0!x~_+wv{*7pKa1_{CIf@Y*FmeNKAyGd!d92$#CcllH<-MMY<tqTzhmu>
zrz|{jUyq3@+l2mDmKyl_*3y=kz8%N+tu%4<l$)x$W{sbA>Vp&K*QTfRbxU$FeqS9p
zMdi7vWaHF6EvFgGGE#}T96k2-vabU}8ea!2W@4~OHeD-IdGNfbkl(Q^v(yewma?^(
zYrpd}&sr_T#K*6+<&jO|YPPRtUHgukymEX}9cp&!%lCE5G8*4T=5wAa&{~)AXjfgD
z{=A3nOZ_C|rdl81-?&=fR=TqNRB?}KPgA-))$Z{ttr0u#_xI)J=&8zGieVPZo{L}E
zv25y1Zl(ht{6#~f+1Ylj=;O0^Hs7?#qvvGLuMo{8CpVREYd4qr96jyZgOwJ4RtqO9
z3trltEx|uYdX7}l)Qf@Lg{k^F>0NuJCZ3I*rm!TKseftl=S7R2rWgJ^?)P_<*?GHt
zSA|PWR#_F*A6se0Y5l@P(elx9*Mh2$6*FIkUt&A&w>4aIrR_!6Zr1+{ma8XfO`dbL
zb^GzCqGi`?q{1yz#d@P1+@f}=<XjVpFWd4x_s{CKrIwy=icjgeU21M_JnKEVZ>tk0
zr|Al>sjtsvpIPgv*RJz&Nyn8>mTNOQk0!6QT$^#9x!>#4Q`fBXmY2&nuIA?H`4_t9
z<fpH1e_c10=IOfa`Ok6U@u~-f-}mxmUf!%+x++NF>$5H1Ju*_u8|S24@y#d<S$4`U
z-gKp)0^_`^WfqJMWlydiWRUz9`pipH(yeF9mGk${@3Xpcf>Y$DlET%~5hsI>KaVu8
z)hjt#eNwWW;mfmG>pz#Q^?Ydgp!96&Ny&ihd0uB;Jeibr<d57}FPGQX7WO5{OZ<7g
zWm^+_kC=k|^H9H_YFWACbMw=R$}WoKO}%~VaPy@($*t@xTrGYJ{=T~R?UhwQN!+HL
zn~hmyxE`<1tF*cLdiI19McLi60vw-h+B8{Nu%jquw_5llH{JKXK^1miV+_?luJ&Rx
zKI;4CyyWsbFCI-_Zn@gO#Nl<!FFUKyN||?-rt3}5Z4LZ1o3nWOpRC)SZ?9Z8&Xd@e
z9j+o@mz}+&qu+M!y_QcNg^`oY9yrLaHOe&L%Qo?nTs`$&q1W>LNv9_96-P}x<sTf;
z@G0w+{GpYxQp?`W+%ND%{$;F=j#J<Kf4iQq-S~7~c9@v;>g<e}FAk^Pxj&iJib1=3
z5AWozcT9OL<?G^J3AddsKJ~;;FED*>%!eaiOt}otX2dPyO>Sb9x+_<-t8C}8C4y)D
zFEGB0)cVg5x7Bj8?eCz;QM1kZ+U_2!3j1Yov?xH%>g(Ex>i&l|w|vzSj+(W}{B&e$
zr)}nYH8<msgObZFU$qA1FE&j&EoU4Z;O16j9hSOj((9M^cJ=F2U9s4<uJp41)U24T
zadTfqx4yqVOF=>*ZBlSg*HX!hz7=<0-g%;*#KXrP^`t2`hbKJ0a?<iyPt+vV{a7+d
zuOwIc=CtI*AJ^8n^KeS8i&e?G7c-UJZfeZOD^G&19d}!>;hg1~)sr_|eOkLp+w4ud
z<b(9Bg{QK77d_QhOYqdpvsgWC@k-Ok1l`HuSIfF$_WEg+Jb6`Yx^QdWksUJ0w%SoI
z8rmB#Gi}ak`cxg(dO5Xl)>ZwIx8>y)+=rVg*VT63jTQYhp<3!`r|QP{mo|Eyc0RMY
zRLWF$!p3!78XqIKWq7We$nm)AWv|Mloj3gi19z*3GSrE77FAt$@i_SXWyGiB6N&>a
z-MBu}<g4XZpZ&~hvqgR~{CQ>C&wg)hGSe!7cg0bfyBEz~E;{AnoO$+KckbW*u<DZN
zmxHFOT7s%1E!1^odwk@*RvODLe;Lgh{&CI9fXTnE^F}LM9-VR1G|g0c=klCqGv|Z_
z7Hzt6Zi?<|Q_+q0w!b|mBK7$3gq_Uyc1@YgeSK?{$kxu=lIv0;XEq%57HSWSEb`F2
z_PKTPtXoFmT0!Ag_I+UBW6xUk;p5R9<_XnZ;Vq57u9YUAnLA_2`n;gIi;ed2mQB3X
zc8sk!rbl~QfWOz*y@n#kcCah&-&(oJ?_T@$RFTJlpFHQhzEQKB`$FkDz0ZDA40F<7
z#yfGlR{TmgJ%8_|L*EREb>V66YW4J0dp)XG{A_!q#^e5F#iG`m$C=kwU47P7RHQ9u
z&95<k`mA@0CCrOI=lI1(wPsu2cz)?Z<AJq|d7-uTTz6d<S82CD=qWp!AGogTh*jan
zhQkw&hVJ+oFz;(_v~K7-2ZihNF7L9ep0j+O<FmDEew@=<>~eI6$VcJE6Q-{mZ`Sl$
zE?xGlVTVfEYU??r%NH4*HA}Hw&FLRx`CeOO=DCU$H-ze!+7z*S%~^S1&7Cc}+)`av
zd(ZKEo#$@+y86OO+m)At_MYyEy|%bRb-&ci+1y>5#6@GL%(`~HZh1}8yRF7|g!p*P
zEarS$*CuV2x_X{Nze2k0>UDx1U+mVct)8>`fK%71*Zrq<c}}-{eKf^uK~LB7RqHod
z{#3cy<X0R$A%!ut#bxsGrMbt<7RdW)b6lP}Z>g1d^sF*-f0;SLJ=a&>e&zk-)BV<p
z9|>CZTTV7CxEg!R?3tCu$&1&XujXF++|oXNX=zkUm#50t^?KVT{B)job!~3R3kUY*
z$YVu4ThsUZ3(WF6zUk}=C6~hUfk!Jv-yZfhRKF8?`mCdJ1J85Y*VDREE7`AY+f{V$
z&3(c6S%zU3XJ71}yfpdF4wfe+Ys2P>7Fbn<YZe>c$&S<wJQ{gxmgkJ=3N?2M&lXND
z@;F;^-RObLb%Vo&wyw#hE1zmCT5!(&^Xe6x?*l87)~sOuw7Mn8@$@sF!lM?=KfbRx
z_~1%I+N7#CK^J+CWj?6BTvaaeasIJwy<4Pj%oX`K`A6tcX6D9Fht-*vO|LCpv{6&(
z`KOg4r4lQqvn^x!cr-V+H+*8Mh0>NOD_-B)e1V5YZfZgL{8Ot=_P&Xd-LaC9d2Ohu
zUd8Jlp-a+NM@{;ER`z^crbySORr{7NIDT!tGpAGBqMkXQtbz;A#}ywJ)mrqqZ_3U!
zzotyND0lIs{ZyyQmv?4us@m=qV972&)w*3fg~@p0!GBu~ItpJO(>k@D`RmHas)EWj
zPqo=MPpTG)VOVbYpW*d2p83^%t|jM|{0p7-?MYwd3ZLMXU22IN6@JfJsNCmQ#dUR>
zlJx#do0j-(-I6l5Csk~s$1Iyeg%dALPB^*ZZ|&Yy>1T>}`2Xy@xw2c4hr?8wsfzC^
zzjjQ~SHtI1Qfl{>rv+@#j!8Y+wL@+1%}dfNn)Rz5zRNizcIrAWk5^{7?NiyMVl`h^
zx$9Wu?%~>;tmP|UQx(1_KJwVB(CN)_iKWXuvyL2}yX0T!mynGz*Zke8D{7*i^`u_7
zS{i&b=)i&VG1mll%&e`|ax{FsBYDGmKfC2S-$rlTsFS^=$gpd{S^=AhzLBz5{@mLW
zZeA+0D50ppPdn0Nmy~1NFXipp+?p>cBurN>k3J$ZVL{rSk2V)9?EhBX+c+z9LXrPc
zud1~?tGu#!m2X|pTGX|&uvkiuyZ-Cz^XHZqw*^M<o1ST2X|ZbJ@ygZaE3d_5Y4va@
zo1Wi$agx)$1=liz-2DGDtXjj$EV1HQ*@b(2L7#SdJrHQ!oxZeEY|pi~a|AqPU*AlX
zepEO=>Vs_5p@;7x_-600&9?ONjC)?H7qRSZS<T<o(al9(JjG#a_18Vp678*O*(aA?
zaO87e#p-YKq;=|^zl;@Fvs33>j!UT9oQ3rhPeh$x5i=*R=DJIbZMB+Y=i6I*r+Zyk
z)GmE};@h~1ygmA2X4mR2T{m9Z-n`%R?Tw%F^!ZLU9<=znQuV{0{=PlQUB7&8x*0ZT
zWvp48zj96O;@wt%TUoyeKDrgwT`0z=-XHJvZoV&@QDI!yu9SrI4E9S)rkxFxwwubA
zxw$HE+0u7MKE7Tpadb|ztoFG#OHyit@5`^PTDDZdEmfAo^yzxe&z;OG-}=wosg@ZU
zH)rv+@76!`7jw5Mud6+pxAsl?;;zpIeH^c&!!G(sd^~1(w*2VboQk03D*J@D|1MFM
zv{+j*A?JimIIHTK9!I&YR}W5<yL^R9WokRC-EOHMi=4t)OACzlHa?rql58q7iFb$X
zYrD3!w^vS-5^(&h^>F$#(|MnB)#c}=Z#~p}eZNhJ;iWB0cbn%)&Qtzkda|wHhPuu7
zwHK>q`-@IEv+h9O^R31HvHiXpOBaeBIF)d%%4I>Hao438LhWk<TDB|nO`SU{<7HsX
z^o%dk+!jlEa$nTX&5ODHQ-HzJVx7O|j*8_y={;Y*t-BpOU5CN)oK?M+BIj@CC!b@S
zLQ=VHw`_bD$J4QFy5xb=Jl87?6{SC}t3N#LU)*%|b+>NrQqPo+`l`Nq<Ij0QZ|~j@
z-)xugQF{Bgo;ja5A79(E>XVyL>ALGjw!4;Ec3PZ#w&&3+*VM<BYlL^Dzn+mYRicVx
z)9<UAYQ+kVmxg!tRjy{OWVhRzWp1Tva@k|ax#D|Ul4s{xoK5p8u)3P4@1M0jxyf^R
z@eLcBn^$r_-(CGq`om!t`*)A+TWcgAYHrU8`}ulz*YE8?swHNx|E>QOe&E@;tJn7O
zbI<zm;^yDyM`z9MH@zXZZ0CGyg|69wJ9Mp!k9jI>6rH}Vp6k~f^$!VuCVu-`r@B0G
z(<!eFCq<k0yn7kG&X3P=O{H;v)tlWrjjD8cUDYqo+9qr>>-5&VN}I6L9_)d~tb->T
z7S*l^4?B2Fi>;vdyw~|jMH2I_x<1vp@@S^<l#*@FoximnkGm>9r>G!XGN$Tr*N&wg
zGG9fPn>){4Ig4A(-!wh*pzUh&ietrrTkl=$uWBz7+;#QDRqbQhm;cE+s@&7Ne3gT}
ztn$lxQSpYarf=f8pG~OPb<IWQ_~(RQAzLPu-#Yi4%_#fEsq@9}<a?yDRi^|QvOFpN
zk+k1J?;X=A_l4^()py;RQ`Oe?Zl=Yt>V)f0m;O1Up7ZhKAMHbj&duMxV)4c=J3{6K
zi)L?C`W@R~bv5h?$DiHd+9u1(7|%xuKR+H{^=-0$^65R-PRgp^>YleZi!(yzTAGLD
z(SRLu8Y++P4Qr|Xe(mV;yb7D(OEHPXF$Z_n@MT#%PgGD_s$6QVJMqSeJIs;iwUT8&
zpVQhLD;9j>&uZDFiszNq-@9-ssQat_iRKHxt_m$MwLW`7=AUSM<z4?-N8Imiy_j>h
z&+)jt*V`KHl^kD9f(m#4yguthbmp&+GVxsAFG1-NiRYJR6;9vNSCc0{n>*;@zV;Wb
zo8L7EpZEHtFBd&gq=@xg)%ArL)0wh0W?P>6vd;Zj!@gO^e=pn9HSx)sU-Fuh&j}oH
z`qzH?%ujj!sz#M5CoFB<FKtxal{&e(!8j_+YEr&*`;|v~Ei@xzep|hYxpdjD=X)-b
zrqg2Kc~jpgebLH2VevlR_T{d11}pwE=wI6FbuG1Er={Aily}pX&y)-K&k%fJ!Q46W
zep;`O@rG?~seO}vY5l1Ka@zC4uDohVx%<v-TH!{PUsrc7a+t$c%Npz%>gFG{T=&Wv
zuLl2zXNym+on);vzu4-Ts-)%X$cakrDviyrqqQ@w1)>{o&AG7XQ}+C+tBsdxmfSd9
zeBfAtao3tpy*s`gwR_~i$$e?#$vej_mo2%yF|*udxATVQN=tiWA28Vex~dXbv-jWB
z?U|{~lMLU6C#724U9|eJLL9rrD(zHbnK?bz!~Vs16je!`{vGFcHIDP(!o7hqXSE|r
z!mJ&hZJ!p>E6lw7dB6f&&>4hF3?Ik@KQr35qU7>ZK8CYJn<f>{tLM5e_~4WK!w@|O
zhQFHeA@6e6-96i@^>xaM^Il&%C+g)caWdkX_2IO8$_(K<*SBO|UNezD>dm#n>m@a8
zb}cU+?VNV@&Iiu@r8XP474^7gML%e6jM}HQLEx3)nZ-(Re72d_!Vb82zK{8|%WgV%
zXK>)YZ$`J&a^@t27OdL&Y?pL<f13C*tLu6v-uSwHu|2wKr$U+TcF|nj;z{?m>aJbE
zB2=qgxHw=*(v~o<@0QO?E>4-K^?}vn)s3|Z7mu|}u-kfW>tSC@=2n(xQ+vZ^PxkmB
z!)N&8x~9qL-TR88%|ELIK9HI9(0t1pzsk2>XZH#$xs!SKtGT$4+*XycjgvgrY`r(<
z`K7HaKN<Lst<-z2wQt?gsmv^V^R5anWVX#ZQaJVb<yn!83jJB@p1OU1QE2S{`_PW}
zF;DNXezHmtjNN}z%(E(C{;3uBqFdsQZJ3kOKj%zl?7iRedatG()7}<;UG#26UYdel
zW&G2SKb|?Rhqf8c(`xHgb}m|O!M01&`>y9arYVUQ-mw?oGO<mZA~WZDXzr3$hm>=^
zY0+n;lr}KT3EQ2uSi;sf_x$R2wR5Cq`5iG|DPkzFiZwO*?u6UE;>IRN5(*>EY+B62
zw^cuM)t%$QPNoSLUuZY+SwC9C6wrKI^i0$lM}~QOSFe`1#b;e__4(E1&2~~tEuC^r
zv!y=xtXm?tW91Tu6K)kpiz_w$NL}oEF!}tYosaIsJ^D7O+c&G=d)Uz@xpzOuoW0O$
zv>^TEU+rsoxsN9DT|URJ+^0Rks)pTq6aU`oDO!iJYyDRodUR*O&h0i%zwUWTyp?|(
z@gYmRjL*`7eOaycoz$({85-Ch#|5u-<~YHSBDZ+frNHaOm!2#Sv)Oc2ZvVsgavnYN
z?foB`zWyAOx$Eu5jE>0NE8oY@?=;zXdZ&@?>x*B`=DFM|e^Yn-+J?D&k($cSUOiOz
z%RP8k_T9$ip3=KEeX@SE=j~x-0r$soi}lv3-pNu6h-QBFbzRh_(`SN@u?J+Yn;LO8
z^45#TQ<q%5+GkZdWnsoimg28#I`;S$=Nz+iT-PW%@znf}Yij*{y=Tl>A^q{%wyarI
z3tBWkt6cl*`#N9HQKhp@X5Qb`H%fl*4(8B#%)Zd{L+zFFuuX!K4C5w0JTJ75b?@P?
zFS4=%YStdTD<01GSogO3jR&{AjHR2u*!&CScIf}K<I%oq@lCGAxkYSM&sVH>+juQL
zL&z}S=lXp4Ou6Sq%T>PoKJm4m$K6V(i$i&N)z8zR7vAZlSp<b&3BNh*df+|@!7rv!
z-@Uf(4r6um-yZd5c}HH<=K73(l6(0lnVj`|b@Q0SgQ{6yPJDe`y`!i2fsoa#^Ve<E
zO{esHYzmlvYR}uXcdDAdtW7^{zPJ5NjLMw+r%AE?9^3h%>>N-2XZU)ZC--*cfk%6l
zP97|n)Wct2^;+>_&J*>_;N#b}Ee{O3xb5Pb%Tqm%-|MnzGkjVtcyC*DfUexNlj}D9
zXE=O`p=RIJL;i`SeC5h~wc6W6U!J>l<5Wdu<d&H;)yk_wBSj`2d>IuN$!@o3!KaVE
zt}hqg+Gp}qe3ju{{^eOmCwiPM={t}TCOmm^gZ3utshVqf+InWKdEsEUb%(qB+`yW&
zEk<|NN=>R<TPU^aQ{^h_Q_q>VD*Jed${bZ+n7S-Px#!CKEFEp-<jG-8G6{TJ?mOG&
zMGGZM%4(i^cf4=P#@id2FRh(4k#E7JtrH?Lx#rCCRh*%5HZ-%*Mow!nLv-`?FDsuV
zNvk~VR~Px=VX@TP%+m5#*q(qzjT0=stoFHPm@8<0_d)5ZWoo8-RxAkh^b`3UIXSyj
zV@ZOXtH-(KwPBhnQ|%`)NY9?NY^L8Y9-~%vQO{2|OjD0ph1Nej>&UxJ?S9n!qQ=Yf
zy;>}en;cP@l)*AR=uU3)Zqa28n<vjHS##sc&O=|mu60wh`1LuwY!~Od*r}H^Hu;+#
zk2&{AxNmA&WqJ83MaQ$gUw2&Iq%}$W^=rTGVwo$CSnp1rwU>*rf4%9dq&s^i3M}sG
z3t(Wk%{qKWl!3iD((mbv&qtlp-EJ?M(vbH$pl0ujG)Yt6ldpe<NP2zOdn>nNvDWf=
zSLex04)i#_OzUy7v6J_f69-m4P`$NDamyrk+1Anvw~uqkeD2z=xa8EOY3dmdLIawY
z*GFwsnd=*9)O&<6GUno`SJ(7g{pJL9h+Cdqq0Cbi`c>ME*Op1hd%=ap7H|D$9=h_n
zVaYY#GdI;=`~BiNdpdEt@J0#tt|c>*G$l7V$a`JvGg`dd)V5va&ry$qD`&}YU2QYy
zKJi>8G>!4rIx~?VV<{zn(K?Mk`#g>>jdYD^{<2apr90zzRJEwOv@Xw0*_}_S!m3Xg
zHe{+yE_z_<wDGIjq$r7Lldb*yqncc9_sr^Da+pUddt=&BL06^1Q=k1@nHMe%{pl{N
zrF+9R>uzgV=2y}4cX#R@T-Rj3``XUejguqpoe^!i^Q1UBP|xwPXd`#o+DnCewORL$
z-c(%~mHwnl@vErAob6FN_^vFO*RnbzI+LU4*EOF>LhM^3%T%)s=FFS&Znu=l+QmF2
z>-z3@{0=J#m>C<wGdWf$+EdJ#>r|c@$7<X2ksqqx&JnV{eobt;*GAsuG9~M$?y>pk
z7TTTrcx$a-s*;UX$jA7Z=`kPIR%hP%`e7aCwp&-;xGh;_m-;F@%DS6-Mc1Ye)xt3;
z+w@I*pKjyNdi<n6YD@g?9aUXFe+jqT-TCJJ+<w=~`S<#kCs#h$EA_Tp;g)-1%zuVI
z3T7`V9PZs*Z*!%_f5q)4k%Y#{G1h<Fu0Bfs{m6Z3^%a91U#_cMj$1D4wYl%ZAOGbg
zZ_VFKX5n!9U7)2~cHq>4sV~n~sLlQ8_x+5s0t^4Ky+zj_nf846_fh2edeK)`mUln-
z{;=M3rAc9y-Z|cwXOCJZp18sBE9{LiOKME=rFADC^YhR1NvPG<@)!M4=EkD*r26@%
z_4DWPZF#@=cfXUx57*U4=a%Hevzu;~d{DMtr(XI+;YQ}J$Lsegx=C~tHqQE(J~=sE
zSLyzVZ<^0`c&mM}>*rfg%CtWEe)Q_xO!0Z_7VD>8K01AR;H2K>n6QOwvpR0?xh7$H
z(Yt+P?(efMx0dC59{*mrclZ4C`>(!TTmEbU|JtJ9AJ+~lTNHT6_ExODw^VKQf}>U&
z?=8-0zEi%QFEi!V&E(iG7FB#f!Lxl!ESJs>FIlW{+V5`v()D#}t^#&(#V_LuD?b{2
z%M<VVP`M;6Z|CdC)pPG=zkHEmStGR9F8x`}-I&87xAPW%vEBG5v|hn-%5~%7N7c)6
zOj;h4u4D6F7T9ww+1T)Gb;zbaI&o7T?Q`coa%K9ha@%nKk1~rM8AUWsytmgmbYg0c
z(VRAhukYiH+@({>*XLcj=ecHjp}oG$#b|b4i&L7~f?iAJx;?qQvuE2S&LYp-u~9KU
z9R#jMIovm2nr3ZQkiAONWa34O&FlI@PAc2Xnz7qx^8AnMxRmat$4$L?<gaaE_?x6@
zZGllYrdYDC-y88+)izpL<oJzxt|Ge-%~x7EldNRI6Bq1Ayv(*{(bM8N#s7T6lU7xl
zuH-+re`%^(lVRqxB=!tTc2kX+9m=9S8I0@`+_E(Njy?HMb=|sZuFa-<Pc^3$`KG)(
zEF7jj;rWVHuiMT`uIl7{;WazrQ?_GbLHpAaUsp{y<lQ*yo?Ma|tL9$54mba0?fTjp
z7B*L%^+is9v+iTByV|pM+7sbWKg}gaqrz_48!zuQ?|H)2v4HoyPms$4E{VRsT1(}Q
zl|1>i(Cf(+of#(=Y&<V=Qg(y?@~kO$&#G<=eQMM5Z>#H^CjY&`(}MSWJ^wVYbNbR!
zH_pfzwr4A1JsBFK{5Ir13AY!S)5MxF?OyezN&6=T^sU@HcV}mqoA%_h{@D@}60Y@J
zJF+fY$js1#@tpnAOxdtUQ>R?^cCI)i{xW)l#LTjZ=l!%r)xy86?w(L#-<qs%G&}cY
z{*Id*f}dy2Ik|;t`P%f&H9PI5&QjI7n>{_c^~t1N`Y~S5S^kLzX(qq8@oc8bgLT?6
z)6Ti(i@aUQb@pv?RqX6dyp9u&uT9HOd%^1@=aT1YDsOZr^~Q@M(X3vg+N$ZvJ^TMN
zM6LOGa`IVqSznPwYZvD33p{vY+41|P5odO=E$MUc{J!#OY~z++{1eT2{$@*gR5!nl
z_Io~u`O?NEs(uB9p~5O_H=1Nl{eINW;{09Pm%2}%&)W4?&Qm6B<vY%IEn=r5H?QpN
z<1I0Jn3}h@`pWlh87qp<i>zO_rZDFGBag>_KK8#3T{2nbbHFAGm8xKA-Ggh_3hURJ
z-<W>(`)W<a+p|t5+>nr|y4Jcuo#8=k)|)l%CV5eOwy)TYnCDzOK2^@~%L=s~ndD15
z--~@S@402P=cM74t4n8YJbBi_byDU$Z^olh8+-2ln&zynA0wBwVaCeWkw<UXaV*g@
zo_}d}$K#EgQq`G1ulD*EZ)w`4BDd9IwnERfntiTu#~$v9d$w}xjq@A-WHX)=m6~|m
z);DUo=#}F$SBk%r*WtHV(_X}R-0RW=p&93Mt_fSGG#N*^O8fq9oA&8oR*CM(_aToG
z4;;-@D$qKY@#3rNj3+8xvr6us-x@3<HOKQ+w%XK-my<0Sd9)XGHpU;?`RQj((mI`%
z@>P>|souCSF+zT=#lZ=jqVvAn>t;F@EUgr6-W4s*ad+XV1;IxgzMYK-ShF)YOw?>%
z_T23&*RHuAbao5hp2pa^**d$oO*~qB?UIJYyX?zb?pm3-PT3%LV@-+G<mTRUuf47*
zwh7I!WNyB1`YulTnx2Z`>Xh|aKc6nU)W~3TTz%pDxa|+4zxnVmpE!8THSMw3+^>cg
zxBiq5+)|{Ic)((H+4t1h>nfLQx?;?wGO@=%LTUS>%Zd4O{n+F7zHVJ@tyZ#AU9>dc
z=!;bs|1`gQTW`9X2uJsBVyNc-u-@#-ma`uxsYo8H`o3niW}ZT9--BO*0e5F#5Ybz=
z^pkCxM$A6LS%<FWsPq{tDZZZ*tdpNAdCc?utQWTf`Z7*gyuR@<%6;n5FDWZcbpt=Q
zp1pG>S}UaQuQu;j&KaWRrylREUV3gWXOWvhb<&>h=u2ts`XbS7MXp7s_=~SBx60qw
z&TcgK!5qeU`=(ycym-^@l3sYZb6>X7t!T;p<w_>G$JrL_Y`S;xySwD`kE;Vb<4)W>
z>6!QbMb()!mbk|AYcup#+9bU7VT_Y!+imbb^YO=jr8~v;uF$jdX?{B^^Yx;1?Pa&F
z>CW4m|Hy+occP?Ub-2%Zmc!cW53&#ZXV@wi6rI7|^MN(v@S1z>FWeW1{G4>}nb1<x
z4|l$L?+AD<BX=ZR<J76+llWJ>4cGa)Bb_m&wSC9i=r(WX^DMsvLzk|vHhOHfCG*bd
zrjHj3{2sm!n|ZM<B-ykwb>lfs$FC1U_iuJq`qQ(&HGSVD={fp0p3DpH-K6EVtFM%C
zU)a~xpCisROxh{8XmgLuB#UKpE?%xM(W%eu__N>O&%vb=dG^dWHGgU7q-P#{4)%^N
zRc~InpIYAcH}iA$6<^a;9_w<K$VmKnJ8Q$Pf;^{3+k~T=Tp1tVp0}h(J4$SO;-{W}
zrfU@0YkkzivP+X^_!>E!-pW^Gkp1F617{{{XvzeckJonEYMqk(mppfcrFF04Bl#{X
zvF^O2ZHYQJ6p|O1zPi|xxq4~Yd3nKDxxZ_(w^hYXw%*mmc+9sh<H!4B+kc&X)3HfV
zXbuB^)Z;(CkKcwz%<P#YyX3>(*1~ND{>2Jh+(Ox@UPbdww#D*EY<sfBtmL%6Q7B8w
zobaprgg>0fOfCz)Efa44;5|pelFiNY4(&T~>B|Y_P_Eq->%MCot@>hi?X373UBxa@
zY4-)|nmE`#cpP7_GNG4^eSv94?>U2t<5>?T@2=|9<z4#e<6$OkCmZ=gJGZi1JW1Me
z@zlr3k)PL=h-+SQc@@ER^&Z2cohM}7)wgEMY>hYCB-;Hi^M#hr<kyj>HDoRydGbNq
zRJHa<#)G8AT3S1&GcEe;SGnq$+L`T*fw@6hf*NW|*kvyJ8thh8`1McZfal9Vn>m*|
zYxmTZmNUwpIOege)AqIQN&PF6!yh$noc8!uYr)3c6y6@G?ad(vLti!qbGlhwRg4tA
zl#;&GMP7Za-wu(eC$Dx1tuT4R<<pgE6M8elJEu^AFPraOK}Y4=aMj`%xs8?E%$R$c
zBTt1n`EEY(C;Cyw+QbRZXZ_jx@qBk)e%_MM;s$@OU;U5j)<3!JyK{r*@#oj}o0WQB
z_`FSezi5l%`QX@g^QG%QN$Q?9RN0zxS~2m`3X>%h&--OYt8je_^33S;j7W>z!7OuG
zX6kWMD~-Tw?OH{KldOXG^<-UF^q#<PbNNZajpNHrXI%6!JSdwLF|qM^qw9sWX_2??
z8v7==*=@CYcg!_(;)d!uWvh3o&zzL<Ao=qAtnPf9jpx6t4CYzVzkIJr?)m32pLHV&
zEEJerqdnbi9<AsR41F?{-8nMilHRd{liA+~aYoErw)4Gh@wF{U6FX(DeA;qW<(7MB
zR_hI+>|1|~T2+1cmhfqxG+DSSG>G%$`n7*Fm$)k*D{Cm?zqDy~xpl_Ul$&4nx0*bk
zCGyHD{F2zV)iMdy;qxo<?k2W6$Y0v)X(`{DcFXfcs(GamQ`@}ewSIT)rV6FoM}2;-
zTFo?(Wn%i|NL%TpB|^^^tXV9X{I6o2r|Z3EuNPb@;9T{}(Ntx>g3@db-iYnmH!d=+
zncea0N#V8aGeb%&R|Tz9TJ}b4xv-YT3&RL;Lnh007ay?pWwSjKu$#)CoU-S<>eaQ3
zy&K=3t@wJRT2<lsh42g4Keh$2R<6A^V-r&mqx{+;U+b5}yLdB;Pvt4zv0xUR@T<f)
z)vHwW*4a#zJjb}N4BJ)ae7rOzW|H|;-7j_p*J}(#qHi)N6lEXMR}{2lW(dDiHMOx~
z3HwTk^)pT13Uo@#+DE-!u6|We<x6_c?#WjQBR8=sv&*+;-?_cZl11uhNrG?rA>W8Y
z1-mY8HgaX2mo@vj!~xS4)rBETSc-dobA8P`^-@kZG_B|Joc|178D%m(m!<sn_PX!w
zvy`7(w(N}5F0;i~xZRXWS*jk-Iy+&`#Pe0FmhdepT`?<3YIRuh``W`l-%k#(O1Jx(
znHm;+)Z}sVEYWwJll_j`Fy31I_Vv8BbrX)?Tcmw$S8$bZ(wf3W+ZaT%qBYIl9b?n%
zD%<dN-Tb${Ce?ln>pGScpR?Jur1H*2bDyxv=IeXQz6%`V7oCt~y;JUs#SQOi9?!#g
z3h%9%QE@h_vgXUOxqG#^ySg^EU1+|wa*L&`Rd`PBL&F}qY%z}w9`7BVs%||OyS9^U
zr3owlwOv<xCLRr)$oMw+PMVHTtLZhzlI5$ztrFsPybN4zw1I8vWaceyVU{aZ`jvl%
z*$Bzad>JbvxaUOKr>r%nFY2C2Fer?=_T+<+<(icXON%GCZ}k;U-fmMTDz;P4Jy`0o
zO6c0VjK?yz#lEn8?YL&y%brI&pY(MsRlRV&cuuI1*Y@YJOt)m0h+3|YJKA}y`nvU`
zSl?vc`UeuxoT7_aT(gU;C7BYswzJJOpJnk^Tix`|-OE$|37g#9^Kz@3Z}j#{1qKJ&
z)_ZKdoZw&=ykF+ppR&gN4Z`mOo?L#JoU%B#UwqG{<xNHp9VLz?x}`W7_}1FXuAEu3
zIA_iB+kdip_HptY{delb@(UlmZ)wl0w%)s@e~!wQ%ruL*9j3RVBBzD~6!v|69r(j3
z;u*sOec8gJC6_9~Pxow^n#%n9K<Kf!6pLf}o^|bwSq54YL_O`co;C8}ziaVmZ{APV
z)pHh{zqIrDE<Uaq*Z*k8?>O{*T02|FgC{}9j|WGa3+ff^pPFpdIDc*E-QEY?7bowi
z3U|*Dc&xND<M7wDD^!%X2Hn`X^~&88iASq8@sylgd1MF6bJNf#F_V7=6neec$#?Of
z#ka4k&o~@otDD-U%JTJXnDP#WVz1X5r_QdDKKZ6Fis4DZHJza5`)XT6H`%`KTWgoh
zxonpdOXJx%zqy7HuZ}c+U3<HD8ngW0tk282)ru`Ljx!zjS6Zkdx8-H-jpD8~0?(IL
zgeq5>^;sS+c2rfGk$UjStaW@^duD!J$2Bp1uEo33vdz7FK1K)1-kW+T`czfg_J=c@
z(@l>DC!4G}w<UUY=!u7+!N=^ToX%uccv9W9>j*>k$vI2rJ>TxtW106R)ralYv!#VS
zVP8Hm8CY{YUlOMB&t&psciyZy>+fzncdl%o`&y+e<MooJDie*<R@Tm4y~yOr)}2rN
z*4+NF)l}$Ly3FJ-*TZeUk8Kh%VqCfN!0YJGkw0bbUCQ!|+4eczX5LqKn>oLNq`E8C
zJh|@d@@wOhkXHq)f%nggmRj*#Gmo0-Rol(D>(^CJ&a4?zzpnB<T)rasdw2KbZOhIs
zV61!}9?|?G)T80%g!*H1B7R+4yRAe$W6PP{^Rjh0d85pE_-c2oxzlyh{7li&Z8tLn
zJkDmgH(7-RO@1GBZPn4^`?KEnMBiVzXVKfwR@Q~BlJc!N4h%6*!s@34I({{+Vq-}7
ze62e>d$#sb-7>4&Njw#6ZqN9UxA$ePnoQ69tZC02s;{2Xba~VBSYuxD3U!v>*Oi{n
zn|eEoCE>w!DL2or&vq>NE$8aryGX(K_Q&O`=6o?tRX$;ws{Cx{t;y;W?-y0@GlXtU
z-reXmQFhV1WV<Pk*}67+FTdxrT;<!67rr`K6$e)H%*~jScQjpf@gLsZ&aE;9*{f~E
zXFXO(V|6X<de9SIBGz@cKbn`*WRlL}$6Z$@DK^yZ)#feUQ@(Bv>kT$H?PYVdmzUIr
zu`@hZxpm>O-XjSG=2?%IbUf+Z`ch~?(vg3nJ=apcy~<vDF;m{L<MdLMDM<yZnVIL^
ze70@v<p%4tU1A%5TK&Fa=-7Alpp~Egm7g(TaWB@TGf8&b?$27bdUsFB`><yRELKlj
zWn_KbBxy=NQ`oMZ0$XhhBd2pW9$5Eua@Lo1aj%qjH^vHiJ69IDN$Gmz#&a<~o^@f$
zJNBQ~Qui3;|IPZ-@!-qjy)J9BWiAA5JM+j?sHm#z*&=qOUEM!Uo-NKYn{|#)J6K#~
zw&|mMr|gB>bc&2;JylMgXR&V6+2XG2x8j~joeJ}vtts!r_;u+dA(5+J55zGnJJ~ze
z;`!@v*}kcAaoa7AG5Y)b3XPO!sMY$@W4Y#2Yp>9(SX0&WGtMNRt9==_C60IX<*rky
zIiEDmGhUs@JpPPfj@+G4vA|gyoP&>4_f}k0xwEG7)6^$Z&n%OX)7Elwd>t#(xh479
z##Enq+S?2-s%2ccQX+J=;K;Sf9*6CF-I)>#yQ($6tameb+9Yf8{X(+u!3TdeH||t7
zX;bcVTq$P6TjcffuCT^VTi+k?7SAtjJJRLwBwT6zcJ{7an<u#nuK2Zh*_6ey+`GHB
zi@vBbz4<`Q?(4JGPSJ~zF>hq%dp%vrY5jiXy9DhWNl9-PzWcU)g>-(_i&-X<Y@VAw
z3cOduzwmur@3L2kiw_HaUFV@P+vjgwn-%ZzShkp3%zGH)s%zP&dA{SVI`T<dQ~BPW
z!@;F@Uuo~-TtD;k&GVb*$V}VYXXdVKw{uN)rv!6zSgOjCXPeY*+a1HL@~+z(PrZ9$
zan9u@F?~~|szdV)-W^<*aqGp&$P&Q-=1a>yIiB_DGM=9`zs^AW;*-l|`O?uv6M8gG
zh|aY9em2Ltpz!?HHQ^`K*A}0e`*h)K@7YdWeYLADFw1RWu+<9u^42rRv?uht#NN%9
z*XG_{aC?%r2LJ3^>)$I@n6B3fG!OJT_jvBc30Wd4J4`M~_WH}S&k2_*n;Bm2_dGto
zQR+$8(o(G^%jdIJe0NN;P&Pg9X>DA5Z`a<%TQ9z>E<c%jRz2bPmEWQ14t`n|GbTrM
zin;rJnX=^Gn&;h<YrX6uLZ6hbaF)6_Cn16BY{-+YS(D2*neL8#=dsTJ+8SqR<H9-2
zvmzcbuUNaHY|#_BFALc<wdWQtHkaO(vHFd~s@|eghh=+%rqxXD+qvdja+j8AdGe~+
zTc@5bH`mwZncNt3bLW2su9L5_9V;9IS>D|YdiKn1&UOc$(ly}|CKY9_t6b&tr}|p&
zTF=Q^CyqS+v`VGeZ{ohZt+6wzK6~k!y-Q9xFmcDF&B;q0ch9PGH1!HIiEY<Rs=C@x
z^*NyN($c_7+r!vXyc{3D4$^$SUL>LFvS014Ypbri+f1r+J$mwJbX?Oa-56%&u2+61
zO@dm&gN~$64*vKubV~AG|H+NVsz3f&U0OEb?zE#PK2ECj&)Plj>a3kCQu|+qE|@$$
zDQafOlkeYFDm(5-w^;o!q~5E0_6jqniB-WrSe`43>OGZwd~21l@cphOiD57EB6JVR
zZDo5rr_bVr=Ik9`S8P6OR#a^F<YA}fqow?P{~20?EtejA5+W{n<ARX9WB9|v$#+V>
ztueTB?dt;T#^VpNQg+P^Sb65+m4ivk*IAdWe0uruEf3jMf7d(Iw#F1K<@mNH_I#F>
z&2G8y(lm2(`QGCG%<J-Nt61Ml{<^MpS>uHAM5oCwS3U{(7IW)G(WfYjb8N+-yt~<s
z*L%I*u4i?b$NBnyhU+2E&OCLsZ@u$m&-$!$Gdb=a&wAgx<G=yY&eA*sKg)HT=Pqqs
zU);7<bLkRk+ueuk3~z7JyzxXvpf>wOkizcvDueYCwyx#;K6`dxo6H8;*9$*P?~&tV
z-ShT@#liJbC0YkpI^Hd_4z~$?v|etX`=)zQ$;$brC(h;{<k7ydc+#z342M}}J<-?c
zGBZ3{9<a7rGvlo8*-Y1Y()CLdp0ckkV&zZ~?D~GYJBFcvbDh+0??@x32ft;)FI+gX
zW4GsvDiK3HAuoUDb4I5ko-H=gE?-@IP)D~t?(6vtbsjdwUEf}w^o_M%e7Dv6P0o=A
zZ82Y7hCeC|;$tl?bXR-VKJot6OxD`HzR@k=L37>it|{U8_*_}E<irey<cTr67V}KJ
zFItkvd(uSX$h0^Ags!~bzCAD^x8&f7w`a5VEOIciVA}aJ(0Sh6tf1>Bu4+%NU9;+Q
zkNl;b*$wM={LOl^XQSlnmoa<3vuPGoo>;CI*4GuYa&M_>n%088>blSyFU`aHS_*eu
zS5oU;d*Zl%)w#=ebWbomo_F=kp`!eV-O)SW3AS1u_4zcz&pK(RMqaE@@tmvGvp=13
z|GK8?U6shATfTFR?&eMS95umr>*iUX>bLBYKekId`qPb*&$dp{n{26VdZy}^{}gu7
z{*`woil4r}Hf-yB!%tajU$?vc+;!dBV^+}AYs=f?<E=f_-W|E773+3H@W-QVUpWG-
zpOmVE&vuKu_dWl^<b&_K?#=dJcHA{0G_c6mUiq4kkc0YVn{a0aCxh(iT`wbp**82|
zmv7y7x$EtPPpj-w<_B*Gn)CU1RQ=p7a|EwnHa)Mje;WT%*4qVts=lngbbE&D-V!VG
z9e!+;$Fok(D&k*f73RD<MQW|i?H%g3mwM-&xM*9N5-!|(lfCcjoYW_eW;yEK`6n9M
ztZCYEJ3ZF?y=wh|8K;iai5A^F8N7SJnzc72|7x-BjOebLdS>Fw72CGFD9tx|{$Z(M
zGViTDSGPKU>)VsI``8uHN3xsPpGRxkp2-d?oYc2#u52gUL$~VdRX-*@x?3CRT4^@X
z+V&IQ)z{wwr(bz1E|VvE(RW?OuldY#!#3BoUyI7gnij}-;=ro#H!S%-uD#vjs5_yG
zG3MObPlpwi7uc`Ow!J&?vxUj+zFC_e<qLV8U3IED<zMOH-5=bt^W)~1Ej0X^9Me|y
z<QmsE`;ef3<s4r(>1)rC%Q_`=SkiPFzYO1%#~Q)?@l`TwuN-^3_vBNVq}57uuJ9Ku
zxgf!0`%32Q&*a=_+vtNA``>0%zB7z3%X%)w{GVaxtRMadUCcJ}uUNm^^b%XE!g*=-
zPwSh`F0FC=EaaJH=zZeP%c~OI%U)kw?P{Req&aKPjGYtaM?IPKGu*=B*}nZ;Z=K{i
ze($>2lQMsjRplMQNW1j2*EZMP-Z8JLCp1yr*0oIS=3%XuFM2;b;a_Wi{_)!6pKE-B
z<|T0+v_G}(natVQsRv~qt=co=eay|BIlr!Sn>nru-?re&d}k-mCtv?)h3rT$sGpl`
z{K@#*yl92bM^(07Q9YY~<!<yMPth>9^L1N0cRW`3>?ic`+T4rNH|MY1vg4e4O!%HZ
zx<Yd+mrDM<CG%JN*?)#Da!Y$_3qMS{+B)^?MfpPo+0D{{T0+;3_s?*jHYxn>{MzUr
zm8JW6?=~#itt@|Pzt*3~rJl=Q8M`ax-g=UJS@d`Khvm;MhQ-+>6!9;ui>WE~Q2J>4
z?o6Sg>GP!$mzG^!_x7{h<<?uP{q{<(FQ4@CTgH!nG5HoYTpK1EtvH$_dHlR@<n?QN
zE8Y}@@3#)SIhX&|c0GR6sYQ3$vTb~uDxWVkU3!N>*Vm=b{Z3%>BwoWtndhbwxl0~@
zTJl+BZN?<kjPE9aeYSkOffIMG$}QZ!-_-rw3AObBSyp>_&1O8{TKhcVQ^of+*JgiS
zWn>?hbtO;Zl*Z+GZ<uWVGeoU_p7J4k?lhn6QIj<JEo}{>v{Fwk-h4Ic_`Nu${lEPt
zil3d-vQpmbrHwDQZOeo5sGq+dwk_<Qx%Ru@yux4CuUfS*d7C}>Wcc$so7UXrV!P(g
zcJi8M=bi2KYyRADdzE#24=SzbJkKEY!p2$Jd4&(xe+I#I+J$#2kCq0-Tnx8&o9e2e
zUf1z8SL)3ZJ-_03mlry{Jrn0;KUu3gyW*H{t?k3?O0K3OpD%6ymZ^50Y0G`nMcaSM
zeP=k6%)Vf?*J719!tX;L9a?96BW-JtiuTE)1$)2Pas`)puMAO1?6g>_D`DyS{AaL~
zie9B@?w%P}c(|TTnUtQC_u|N|T@xc3tgi)pUZS$`@ul_N3TdYCjQ&w)kLHz`r%XK|
zb;Cg6-<B6!ZhVO7sjbyI9CK_z^0Vbf3->(Up5?iE(o<{xJ{ISR7eYQ;3Qpo+mkHHW
zzvUs?sCuRKyxf)eFyDD^r6xLjo);k)D|I+uCY}4otS4)p7yNkpGFInPqkQmuuS;ed
z`_`qIOtyPdCc0p|>J*+YYa&$`eqHVGnz-ARaq0fxMFIZ70p|snZL{stgya|*zJ6PI
zG0E25RHkQPLx5K9+SWy7JA<C7a_x~{e`!~((91T_e*bGbUjDg0+49j^NA+p1LcTNn
zzV_wbS~<5w=UaibQCGgKExU6!^XwMclP4a}`s{7Fw4za6c4OS-<(qu@&z=jPe{4^9
zbYHI7yAWos<Jx`&*<m&3m{#|?a(~tLvQSoj9WqHZ&BD_3IQPwG?=N54WvyB)EcbPm
z`|Z!Wl?y!rdp`S2%aKW2UAdZHZG-BL@T8jzS7sfJxx8b3`N^|EQ?H3UexJ0n^Q+RN
zT=xB0n?AjBcy4PP<*KY{er{cQtVgQCWY7iAPXrkjD^HGG<okBwg*wxv((7EatF<N1
zPhGlFWZSz-eRcuaPArE@9<ATz#_x4()@yc#`qs3!MYm#BT$%JzxTiS4?O&R|#k!h}
zy7P95ZqGUsAQPA@ebUxU$LP(ojp<6xXLC=ixl^|0d%xt_bk*9v7*|yb?+c&gg(Ek1
z7{oki{&KYP4M*sNIdkN$ei2)qw?3=*{MJgz?V&~5v+uPnKM}J0U6pKZ?}3V@K0oa&
z>&mp82iFBNBBdD~&-&7x-LS&?*=}XMjJtW&6*A6GJog4JmEEMkp6?ivmNSV#V)de+
zQ*0Hl-$z{MbFi5+>!#<6>b1q%6HQi1o-RCJclB!I9qnb#%ttGy9(!aIZE@D>aA1X6
zynog7%>0E<k~ZwS#Jl$5>vjBgZ4-kf4y>NmW<BF@kIdJvYlE}5ByTOa+THub&TysL
z)m<|lN^LCFh@7nOc)iz~J$v`=zEXU<vf~D`#Tw14Q_|*cF<-8>WbMMIoXl?yKAH7s
ztF-=%=96r@f466(q$D<<O`34Y%<Q@8m%>Sz#xFCje>c7J>7-6X6H{2~vAIg?oaQjb
zU6gI<`_E7=vc0OtYlf|Vl<M{1U7U7nKINK+Rm3Jw5!!!hZyjr2MzbQTZ>8?H8IC%O
znQv|VqMH?K^wOn!r^N}=_RYR87u)Rdlk(i@oVViD`Y+dB35y;VyLDTlc-F5X$E8_S
z9y_-sPL((6yZZUx+U1oqGtNn*i{9kEb?MHhr5vB`&yG9Jyy~T4%&}<Za`oj|AF^kt
zH03TS;urnGyY(@<p_g6a(UjM>jC`d}OYz=#wku>x)OEL9r_JRp)0du!=gSW8-o!np
z^w7rj8D^;ho{~Jv7s^~e(a&;m=YuxM^-&+Lcc*RD<~@E^lKH-9Z&XnJEdHy)alIb9
zkLRuUwmZ8=z{s_1LY!5f^oRB4yFcYAii@p39>lojwr;$TX!41#>mruwb-j2xC92<a
zUA4}1wu)~ajO@4eoDRCcJ|j-?;K_CS&Ij~fZ@&F`?S@yb*=1Wc8XWnww$%Mx_^zB8
z2_kK8W2S_QZ+rj!g!Zj{Yi3<ivu^77{%B8k<mD?q?>0XE73{nAtNU87wU$SJpRJUb
zW~VYWw&v*FucB4IBe(4g+QIPGFh*x$Lh*IeIj0;g&XydTA~Sj83#Y~2<;i)`9z4;9
znPX~RpDXOTsIMS8UE8ekW!zPj$En4fSAxPe8ON3j&sug-Ej!?`Xy}0_&vt*k@OjDN
zx@Gm#irfPuKdJe1M>{&&O?k{!x_sv(uita79qx0FN^<c$DHHZttLH(<DxVuUWve&&
zGEbCpp7VH_)(ye+aa%o?Gb?7>o@uuUwQZU0pX|G?fju{Qv$4#qnF)0ktGOA~Hb?aZ
z@0`Uf7`5R*0q0tl?EwtOA4jn=HHW=Tw!XhmO5t5~z}Y@GTVAI#)jVA7>K5mtrfMrq
znI-f2?fX!h2WOj)S_Q3QJey>)wDVZS%Bxe}{gM^(SY>h4^oH=9uH%u0w-%+BtBY9A
zQrTIiKI;je)+$SNk*8bA&PQF0VEXnlWFqI1nLg{+Ms-&6FXd^SExJ^w<G{;Vxq2<1
zvo|KGMoic!t1b4d=$(fR*M5^Tr`#;o{AbX%k=wGfddhTjr$%LoqdwhzStqtjsx32Y
z{CbpE(c(sj=rLc1OQI4hU0j|m&JN3CSk>j^t1ZxUu3)ig!7-=e@V5^?eVlk}RgCYn
zLtmCmDb)|#YM>TZ6)GOY_-Nbg%>N8hs{(z4JWkFyB{S<%lfjvytozfY)-$WkYJYa#
zOX`Bo+0sC%yaV4>@oK88T**1wA2-#{>B#RePu3fs{!E;;w&&!5l`T41e*zemObmI{
z;w^aS%S+!(Pm2{#QlBl1k3Y4Lt##28)dY_tTVto*nZxCgd-Jy1I<+oep=c-WCf8CX
z)4LP2EEJgg|Lu*~QLo8)RP8HgxvS*Tz=^Y#q{wZZ|M|pETP@dPA8cRktT{8e*7wAe
zmY3HyuKQ%fns?@qVe_S(kx%bDo8_^H^|7h;{K<_$?sD&HH6^{}ro7=et;`>F;TWe(
zNG8XViQyp)jAspG)eI_LXe*aR%eAe!V|Ve|W~HR4#nE}n8J04?!%`YjK8A~Wr<APH
z^W!+1o^Lc+vA3w|+MG2m385VO{xdv`Dq81oa&`G8$K6IE6T^z9KAYMgvEqbkuU#ys
z(##tS8eEdDE<f-7&8oQa(bHwwpEdC<n>^O=E6>xeh@Ba&8?i_0qc^9d$x_DqzUR(e
z4;0+M^1=FgG=G=g+JYeeDP`;B?lFJL+;q0p=IhzYuNlEB)><r^UsCE6xY_Q|g*xR3
zztb{rH}<h*zwqYuI#uyu&AR0~kMY)dZ+Ro#R2+M5;$zvcgHv?Qgp{f6^OinbvdZ;T
z_mk;)ZBsT*&Ah+rMcu5}3V)X?jVB^*e4GGkc8dH_+tsjV+ViT<-!u2g{#eVrN%!Eb
zs;abo(=XTfrdJBwHc<Fvd0zD6rpkS>_Lb&xFTSlv-f%TIxXJ&_pOgD8zR!80<dWE*
zRU+&u^>||Za`QUbi>3yLB7{{64wSFwzgEY8QlU~;#=!Ex`lSay>d7q%T(L7gEM$Y>
ztfJ+CRmP83uA9%2XLq&by3jj&(`woO42SOvM4x(fZIgg?V+`-R-eUH9J-<I>zkczk
z;HvJ)AicjcpIte8z3KadH-*Q_Ri0c)N;@AM>@VniHtq9y(^qcCr)&J2H+w;rv>Ml)
zo}}Hio)0Dn?VEeFV(y%0nxXA6*Q>6-I>lkTb6wSx%jNE=np@V^@-03rJf*rj&0c50
z#INhp{@uO!OyYP{*P*WpdwMtjiTP)GJA1;Ua|a4ePwaP&OZ8Y0*8Q&Z@)XNdx!kyw
za)KuF4c~e!k^6FbijteG<*Jtx<CY|s^xK8+-f>b~ZAqsDpS$Qvkt~l#+io$0BqVLy
z<uO&hVr9OZ!_o3@;cO<in@_AWx?8q2Pi05mmnDl;V%NMYt;-fZZ@JvyeAYtgl=Q7}
zDh=AKB3sP%UXt3tsIYdz8tXdIsQap)`=;LV<oNXO#mj3`w!AJpX!d<;kA*|}!PWZ$
zd9O&F3f{OmJSfe=cJ;iVT~_ltGjvuNSo~*reKFU5n#1?i`dg0`pHB?=w!+qOjY;*a
z$VgfK8B6-uzphmAH{=)X>bWWTGTPwW?1KAq-Gehc?>txQVM{!kbV9A;`PS0u8m-%z
z?|)vCJuk5RKSNx{UBh$Y;X7_;&c433Bq?Ww+_D`RY{zY`d#vM>cpn<{pFvs6d#CNu
zP5U0P7JX87E8J4@I(E`}ndiSkf)3|hd@z4T-_|+hR#D9sTc@N?J{svDQ?qu~xjh|<
z)*d$BR*8LAvovxo*LYEU(o5fY(a#HiZ?(QN=Mil7`qi{6flph@jpg&T#nWR09$UZb
zdEF;%`#Chs$p6Zfcbr)>CEZ+0j=m^1f1ei}!6EY@E8}VGje}>MQh&Oex|~|_WzCwK
z>y6UgWF`1qll=vfvKF1aJZqQg;}1&~CtII-8v3~B+8(<!$Ad?MQ)L}i7y5*JeYA4R
zh0En8^9yA8c+;(>F?_L`y8qdcfRt-7YvnE0xxBfx@v_BTU7pSJFD>m1Z*o*N4RSwR
zcxj7bc<QO^zF#bEZOlw&-4_@T>vGVzFZ0!>mB;s%EYe8z`8cQeT(<bGav76}&mTrB
zZ_7wHtUmA0bx$3S{>zO=qq}ZNGTvcWo0qT4=U|*XLF?2Rab=5jZP6Yg3CXWxLXRZI
z^gN%n<*}|#%Fo>|N)6A;8DGD(V4m+?ai*O|CSIR+HCH`()^u)LPVW%6Bkz>=W*p(W
ze`s}HkZ-J~Lrk*By%Q^y{_fVArycmD+=;*Hxy@DHE1~nZ_U`R1-tx|A)3swE3py>{
z`P$|#$>Vsu)mFm#>(R{J5|<^{b#IyImv`LaMZlbSnk<bT=dZ2tJ}u-MG?VRe^X;y!
zdJiUT{WX^*_}JsMk!dl>Yb*cwJ^VH6syOfV$)1<O_ue#|67Rf1Z^n6sYax@iJ5;Q3
zwtn*Y+PY=WSe}b|@s=9r#`J};JeRrZW^?&zP}TgX6fOU#tGYaM-(|Wu2G3fmtd%aS
zb?VrGk3U1rw<q0Mx!C(%&Yay$6Ar%*%E{v}RoHez%Ta;h+mgfOE3Jfkq!zsJE_v^t
z$#K4_RbHn!fOq$;qf6TvWPXMA8|aI08uz(r*)UJ;xxBMpQOak|mz6GaxYnHTc(htG
zasFCsHIw^Ew~IW_KXshEjn_I;bJi@289hnuNjkTy>QwkR<y%c9p7$TyqT1^;YrziD
zN!PxaWG?HST~_-1-qu@BHZaVadhXcsjej(Mezo~^Emv01np;e_U{3-6^SHk6??ozP
zv(J~bBuf@vUR$y)M^Ek3`Jn7+1u37M-p=@LmwRUSrmE{}U(7l(tETW>PM`Icqs2jy
zKW#VOsJfPrc2D%=qs0*~Vis$zUY$|b^5ULW-?KwPZtf25Szq4T2eLY{KegNX!Mts&
zdS6M0P<T({`}l+m{bx?Wx1X-_x^k;rR?_qM)U|<c(lTz@6&#k;p0I1yU4|P=J)X~V
z4dDBEAlYwzw)^MO^_FMneq44rYWn4vj79gifP6JQ*z<zb1Gz^#0;L$6jFx=T{1jz$
z#K&E(Y4z-x5qB@NeotTQSi{M<KPvZ1U4?1^|H~M@`IYK-W)@U2$Hvb-#?KpgHg(-X
ziK4xH$^jR6p3W{>&FB78v{`O`sf5O7Ho2`YCi(r|m&CCu$X&R>0aRW|p86%Ldsi=|
z^3S&k3P)CP{QJ~bZ`CNp;=5Woq0IEUclN|4-t^;39e)1o__lW4nOmRJf;^Xt9WI>r
zAnZz%@0xb)G6$Q!XY1UT-&n@1X8SR^Ynz5$=rMMgu#MZ^9jdu@cj|)1+!KtSYJXqb
z5jJ@N!|zaMqqp`N3fD>|&GY&v+B0kCbme_*n<G8vJX-zp5#yQJ9$#LDhzHNDxc~E7
z>eFjq4j<z<9yRUJH?x4rb)SCsz2X-*Vi%TB`(oNN%YPX&<g-4eO}bvltmSUHJo8!p
zok=OxQoYgl{xy~4-1ZONmtLl<P^+zbFTjIq|J1ma&8@uGuWhqCF3CKB|7CR1ULCzu
zv2}%KJ~w|_v2L~Rj+x=rZXWV$Bf3uc8)z`h`NtBz>fq8_(V72pTGT907uZL=Tk2`+
zm-ThQ)&9;s$&b%QWw&qb3+qx*N%S-RYWir=vr6gbNyS$t&w6VUD`WI}yPF!%?vpGf
z&o-C57N6wGwG(t!jp(xb#wVt#+?zG=_6?icenv&wuii8MNLd*^kv+*c@JITgX)mSr
zEPk$#khHJ;vdMo24b~urxT&|EJlZa<yFF_0rfruWc808wc)Yai+B*?`|EDo$d;)my
zJW2kzI^fQ>!k))J!{=MZub8y+`qZRa<M2m{;tbb~b>6Kq@HbtUYnL44Z`%6jbV0hy
z`j<g03Qx8sty!-AW%<u1S1cE<*j#@0z+;j7mN!=$sk2soe;vlMx`!v|xw!VeV~b9B
z*FOHTR?zHX&vgsW_!+ZOii|gYS@!HV_vGLOl|L8w9%nZ_Z!PpB{dL$ip9E$<qx=%@
z-rj|p>}zA(R8r<IO*{5#LHgwI=4D3yc2lp4_1x_|c>CmnZJ*eDgB0g(@?(wdXq8+W
zw3GEphr&6wte(CnkL{;=eVS9cs{7!{g}Zl0=-4XGJg?3jWf!IK^8DI#$=l1c_Pu;s
z!>1)aNp9Jz`Hn$Pm`|>fuGuPCmvPY2bWuv=cfBpIw#Kd#pO-DMdh@)B)mhE2opzdO
zpEjBEE4;Dda-`V?Yt1J-*LUA}a_m6(iF(0Eh3zw!Owr)-JewF4vvRYCYs{aIKYAa%
zzP)p<M33hBNl$j_JbChUz1PQi3wf^lKiwW2=h5LGeC67YRK56M&O>@p(uYd4ug?iu
z(&Nc&>KV+#&c3!pERgBW^`+$--Y#_H7Ly5mEZus-v@W|q{;BA4-c`Gr&&#fs*6y4$
zS!V&y<k!KACO2jKy-u2w%d{!V@v`ZvP2z_2D(lR?u9>Nj`}1wMSZH$7oh!%0Z+Sev
za8<QPx?Cfn^|2_k<=dm#9i7ax7VBug^a{COG}%=w_4S)<waUr^Y+F<$9{&stW@^4~
z${9I(wdmv6Bf_z&yH+ZMaxAtyW)<$9$-z6RD6>pxbNa#;A11tPIWNDq_V5GgaE&g|
zb#SJij<;QmoFFRkpw9IB{AS%t8W-j*m%G~S_3ruN(l>95@4iV431E1(+v7p*?!GKp
zJJAXHqE|f{gGG<4E>71@w-8nr)pl>F&HA+9T;?Rrb)5H$UA`Jc7W)dWcztP&IZLp=
z*P$0Tj_nGZH}ieKF^knbOJ;SfyLkQMy7HZywzZZkFHJVyR()-CZPt<w390sCm!3;^
z!b-M1{Zt%2x1j2(d+|Bm)a7BJTkkx1m+RD299O);!T8e?xvKCrv1}SQpLcye`RLA_
zS*LQ<dKcC`XZUd9`J8!M*>5zyjorA7L8f%gOzx)YuI_CmpN-GIU-*;HwPM}+q&4q%
z6u*x9&#*$s-RpDp4`%IpuXD!J&3;Q+-<+?Pb<0WNZl6)bdc!>%HI6iJd|AK3bgu1^
zj<@pH_V~TJv3l;+7l+DU6?@OJwM(BmV{dDs&l*1CSzn~P6OMLB*lj&>cd@3WOxM>;
z|B#~d(*koB_fJ>s__BiWeAa%AgO;n(nU_`z?(G)~`lPIJZ06Puo08Q^&PRD3&)Qnz
z6RgpwAQSq9rGe8vO5{oUm(?CE%`d}d<qG{=zv1ff<z5AX?@se+Xuo_NI=k>})-9iT
zwYdx93K-AlU3Iu?HGj&ZwI2S{#3!FkKC!smYssO)opqMpr6$kMKMjmNCh=9iHEtru
z`NvV#GgK~m>@GciZN({0Ny*hMGJ?N?L?7@3d3K#y&C?<{YkjFgCMWZU<yN0(E!KGb
zIy_tOZ25~Uhmhq<19mzroPBTgYJtPEwi>gu%T0;2&eBVJm%3)btdv!JyiOmdT8gUp
z?(WaqvL<g^6sNR6QTEb}yDDZE*!mXx3bQM%ar2sBtGW7%@#LE^Uv^K8e8hk3;q|Qv
zOB{s19t~}Kd5rCyc9hxKly|+#D=$U$XuQ9-dv{ux6aU(RZ7U+DFwWCnv5iNDN9yR3
z%R8@3yJoGCJITq-uKn7U#h1K2xYZ@UtkqSzIcL31)%6QuQuec%SbGea=RMogwSMZn
zd2-@@Z$7@LvDwrhSX~wFp8c?MN{P&`>pO2}JQeRaU~5&Ry=K#;x&7xB%X>X2O}Tmf
zwDJ)h8(nGPXMBa%|7fTAb8Pr|nI(CF%=P`pmpko<-67Y!)Z0XGJ)?)jpVyWlpXIf@
z&ffWG?Jd$<vr$6sY2}~S@oyF@81h*2d%aEHtRS><&UIVWrRVrh&a*h0@LZSGWbI<h
z-)rrZcG_z^U+`?tuU8d{ZLT>FKF<2$$$KCyJcv#E)Ypz1#~v_wu3fD5&0<#W&3Te*
zeU|LxJ)ft2=ANgA%AD|ZF`34G(puRQcU+8QIQVkT_2p-7xfLuwt#<jR%p9jQizl;c
zHrO#9SKH-XZKR^W|8Hw~S)J^(V#(XbqprpsxU%zFJ9p+%n~O}2%$Jr_v$-i>UR%qb
zz3}!i5sxFEFYpA#W!?%&dD}DnFK@Wnk&x^eANn_VBtJ+A^VzU#8`q<~TPK+?b1-~a
zXZAI5%KYh{*6J5q?ATVh?GUfp<%!2duX(0QNXUdGwoaMY)lm3Z>zLOU`PQ5xzc+_W
zES`6DGwYllM!!cZBWD!d`>q!9a?ADLv>mq({tDH|HG5pRc1gh636<-zHim6H|K_dk
z+2f2;k}pfHxv$T@tm@h-fddTo%d}%nelGdPQx)E9RkJ;3<z@e8g=hJfI$W4j@@y~f
zmYGxe!e^bU)q2vutLoc&tu<3;J`Y)X>f0Ya7WXFG*FkEwXT6KlZG1m#t`Lp3>H3(Z
zX?%3mn|se4d2ZO4W}3Y3dA9S#)$<P7br#(#zOFOp-Ww=5<;lDkt0FtkTCA6kn&%-Q
zx8(Pg1R<-kwJQ(Z^;s&pe5Z5L^Q8_SR@xQ@dmQ!mvs~qr$Cte^Qhmjo$MPMWiw|1<
zx@x8%{6_0Y?|HV(k)5xy&#zRO_uSN7e53FLZR`4ktZ>`PRgC+xj?c7~c$w^{;LV?P
zJyd;Z;I`o1rWcP3*gV=6@@`#;Q|s4_bDw^FmDzM-yT!W3+=I&Uy*alJZ}n$hUKsc$
z^t)L^rP<bvCtDJ%q?&RXDon5X3f!@q+Fr=bP++mPGAHDvhU@F%sS}=mUiE6pcCXuF
zMY{`@Ts?C6N!Yo|UzbW~uio5dIJ=%ZUfD89Stg|}bZyq|6iJcKlFSPia>`s!-nDIc
z%yg}&x$3$hw;UK{wN$4|O1zB>=PNIfZ#S{nc3JhbFYk)HZy&>ap0>waSL!Q{E?8L@
za`kGfpYO}uGu@Z3?flR_IX3l<#N%6=rrlS5kv;dat5uj%o9!LOsEN0qbnVYyezL(~
z-85d?pXche=BH}U6+Cn<aQDs$8yGA^!#p~^t@~zc6l4*6{$*IS+thXq-;(3}YSWIp
z6ckO`uJ~-j!n>E&oD`ni^~K|h_#M08AD?4Q;$)Jq*8eSCbnxujzEzQ7O8(i($8#S{
zFIWD&?wYiD%FDRLxeu?#)GSuH?#<V;%IwkZl?h9)%BN3H&6>RD&0l}v-@@yx)7NT7
zvae&UF3wocH+9Z0Hh-@#%578p*M3*d3z_&-(CO`*uW!R<U1*+UyZVZ-EBCBOll@Oa
zUV6@*xK=vryy7hTDLrA4zN@mY>X|h6@4mJ3cdzQ9$vw4}>%6X{p5FN2@yb(6q&z-V
z9yBVxw=JjrjAr`A$!FAMUzIpDq|}){tk%@L_gj9(wZrFcz1?gwcgmMPuQoL7?!UIm
zQ(fWP+FE;_$4aXL@4b0{II(uA$GTYSS%#T+&sl|ths}t2{5q~*g!^f_<hr82k6jY`
znoXadz4=o<F<O5qSNKIa$-3Edt_5sJm*IN-w87@M+|~=XUp`na`Tc#std|QvPucV$
zeAO45OSZNLU&iWgU3bAa_Dz*HUxB|@S9YpnPqClw{UYtBUQ^~ywww~C+gH1C(qd6%
z`S!gfoa|e(YNs-s)804x;=J-Jt9)NnW;;E%Nt)GR@p{(#W!rkvO^?MSN<3bc6|~!U
z9#hEIi98EfZLZ18>EYU}a$n=%w-t&#`>HNa$$L{7`k!H{(Twg}%elL5MW;P(zBeoP
zKg0Q@g<g|-`XVlDUpeK%YW_njqzxxd{?Bl2?RVe(OT&+Oo{zev749CpX6gyuw~Xp9
zgHL9#dtKQo^SJNJb{(<3{F_1&xpR6nbq}o<os+y)QZG1<uQ)VZhf{X7r2DL6eu8-?
z&KepUGNi3><Zfe`ryZ;Ka&ph*B>^IZE}1v)Ol|iLujP7D7+86veAT6mCnZ+7_EmSy
zymw^RCjYxux3ilZ827$jzICtm{SWI+o1CnqUcQwsFOIq3<#*;=!H=7tmY!Ytis|p3
z4aPA`zZ~5C&u*(h+3lkN6N~3*FFfeJa&OjGm9=N?o~!-wXyXz~Wz$PB`ll+stjlsJ
zs@p0&`DyypFh1=o0)?S>3;gW0b}g25b=705Z7mModM;LXrIc__z&Tsq03n|L43quR
z)J<P5U${oOI?G~%<&!JyEK<hvGz}X(*XXS~D`UPfa0c_W37)rBStQ*F+q;EzlgFAl
zH{N}5X0$1c>X;c-(ZcgFT+pfUc-Gtq_nDj4-C+*(t`1#!)8TRd+BD{A?_<{5CD(>K
z1$mw~6%72(aD8>$ysyIZ_;~ZKE{e&$F-b>LerfLFCycX>x0%%xWY<YZGuy5bp4RrE
zZ0aQ~t0$K@B=oXN72+(;n@l%KG;6S2y>0u>7jA;NwteLjvThWJGbCSIIpOwBksd#e
z)z2?{xwO^9<v8!__YRg8rqVKU^Z#Zss@rWnackdm-nsW$PB-26+9Sc(b1lr{&q|(l
ziB&-xFS6}glqvJhMmX|ZR#={|!w>DhRl&xy!^<=+|70zEFl)nIUnh3|tl7I~x^l2b
z#grY@v?+dlYxbO3S7Z0~hAujJaCwvQ^`!=dXT8|%wq6x$JQ}fq<EYZ(3$>YU1{O=>
zmUq2w_vK6L&e&_Y)|6Q`+syEM)OD8Rr6sw!T$vHg>=x?R)-jkhcCGL?EiLSGe|&FN
z&dJrKDuE}?`&?V%IqjHn<VQ^%w#s#rIKEBrIPa%*HnBYMkeP(Yn`?7sR}0T8j+kt3
z6I7Tx>*}PgJH35H#z);eA79^I)go6Fe2(LN*ktz^cW=w^6&|%^uzWo4%Y{89=a)wJ
z@ZPmt^v1iemDOS@ms@Rbl$Pa#P@YNEA$OU}WW;R^uWeU2FH^*tuJmWwGS9L(Y3-`X
z5!SYR?`}Ew)R``L<CV0NyYjYe^>v5MOk3yPo%^O*<k?ecnZLg#@A&;WCS~Is8TGYQ
zu4f#t^jAGk-KH&RvF35|*|p;33lCaoRV80r5;>>v{H6I;4gNO8k-Ik>|9MfRP;<-o
zjaQe<lvM7^nsPwq%gI#%8;?h=G&!zr%bIlQ^~zmqP3G^ZW#~N~r`>qngi+I6>~K!=
zB=)LTi8CH=&04a!|Ja@zC-+)U^xE>^-L5b1itI!`#%#N^MtIvDnc`df=Cws<zhLCC
z{IY&ZjpIVjD|e!MCoxWbA5al}bh}w_cl9JkcA4v@UP5tS<X2gT#2@#K-}R<ey)rF1
z`A)d1j>DXi^}btoY}?-;aH>dq(*BJVD(CZ~UM}qDj#>LE<I<G8?XN1&ew`EK=60{}
z+Ma#Sj(N!Z*{|;y_vT_#HrJ~&9vq1ivTrSpygc>0+ZRJq&D|!mY$`VO-L;yPKCgA-
z#Cc!Wugtu3MB*4{+@7!Nb#`Q4a=yY)t9`dM!Z+i5*<6p1C|iG*NQW1$VVQl8V|vPs
z<|MDLdYPP%%x=3n+wR%A*Nb;bpWHI}_1Tbl4gqsM`|T_}#`tXKPj$t@S-CIreckKQ
zizeSQ+V~iBk+pbZs@AE><EFYNg7!!)&fjhGZONUuw&|NMM|Uk~Ii5A?p7FCMg=fWC
z^d<jI`CZ&Rukz(v&$VVZUiKtsXO$j$%>8|Lab(ar$v&&l^eNkAu9ZyMP?v4$EA~`X
zS~+6Q*Vj?kSl%-$OTLe}wT)x#YnjT~`xU>gmAhtHnq7QxVwZx*CNC}nyQybRmNESP
z(|7mP<k;!w_+Q8PW}Tar_wB;7t?MW3<M*5Q^;kz(>1iH=_p!214@|rvJnMMx#fZ;Q
zftP$|C&`;6ZQJ(bLvQ!><)%CHe&(cYnA1=^kJpo@#hm@ax-ai4iZ*2(UwGW;F-xDT
z+e7Z;=9tPkedWbHS2o^H{Hbs)_hzqot>47ylFv3ii<xBoJIHgT9v^RU?kZ)uEpxVC
z*mmj8U4{hVzAWxZOrKnf&##y`&t7Vw>f;@fC)T8zr>)8Kiu?3Evi>dSy^ZTtS<Lt>
z-kuFFD*T(Rc$?+ANlDebx2D==Jtv+f7l<@p+p8tBiJ_kBQ`vzX!RJly99`*Vz#qUa
zdR4S`;`5}$;F)&q%QFmxt0!<ONPUmzU+lT|;N%16FPlF6Cq2uO=l$P{jqy$u3OcvW
zIs9I<`{g06KzogI%a&Shd%MYQg+tAn@9V8U@;tMS-0L*?Y}E?Kr&1r~rM#cM{LVYC
zY4eJ&W!j8lOZ{%WsgYgbbG}wv=Bw>%_4=0~>+|eu&b~gIs(V=Y-p;GH?)+6<Un%Ql
zSKRN_`XOY_=ZJmP$;vX9!`xofI|p1c$yHtCy6LvZ`K?iX4*oHpBl%wU{M#Df=Pds;
z^4|HKac8&8d>_Y@^Ez<OvwdGb3Lb0tQ_og!7|-~}{Pb&vUrGDEe`M5t_|5Xgo@e{G
zO{SZvmTc{xn*C2??X&(fbF+M6JwKP*Pc01U`C_^DZ<+JAn|_SXcCNTRiF5siL;LSK
zU--SpB`EvCs>t1iU6U+tdM-D5lET0mddIl2>&uirX~%WPPVTsUo7sM;+vfcIxUYT3
znI+!`tobpau_t8PZ^>i4+tZ7a92U)%e)~`F>zvEXvzDqHjg|?1w)5&qz1YCLDm%~d
zXRVn0c*V;|rJ&4i<*L%<nUeqBoqP6u&R$kWmDSCEwUy7X+g#zbv%WU5^V}`B&dFS!
z=j)H{_x>k#gTqE_lGWc&jBh7oe`ZqqoZ>3W&5-@|^WkaFE+4EaN+@dF_#?b=_C7Cz
z>t!|X?3UYB1z!1O?eH;d?vjj6M~((`+|IX<x&CDRk-v4e{zt?ot(nPs&X%|IzQCWv
zQkG4(kLz7vUt3dKT=QwSwVmht_Yn^@&uv$ke`uTCVV(6ds*+p9E7t{XKH2u=Y-nVK
z=}gsYew-_6F5b9)*^O6s=Fy-vG3)ZzEVuj8xc4>B=?Rr9_FZhXv|KA{cJ!^VmD^<I
zwdq^-7G$%&^OtoE>3dvO7=5hsyw%E_JnJW=Yo1Mc@@#=QmsZPUrkiK8R{oUy?SAL-
zXFrQo>-9L!XPq~a`MT=7x@k@KMxoVmYc{3iJm0xe$cOoS)mfG&&t}Oy37gaLd}`{&
zd50hDb%}bt?d)!b4J^;M)^$f4OuEV+dwSl!tv?;}mECQM^g|T)YyCC&u=YR0ZIkRw
z&Xczo|FBk8yx5;Ir`$jIiLqWr(#n&$s%!ga+Nowd<DPHn&Kqx~a(e%)-;a;qDvHfC
zn!D%tiC^Id#LdpA7TEeGH_o1&IX}{Ay`7Lzt;yDN|4#klI5k!BY;{@p+B+-(?abTk
ze_j1_MsaaM@yocc4<m)#e0qL$eTymC_TA>!r1Gly(J#6Si>0QWvsmvN?ZCitopZst
zMWzhp>jQO|o=j|xOL_RD->q+DR-&hro|`t;Bc(HL@1|}p)Jl2qY-e@%Oe3y&Q=j{t
zeEUQ0tn|ARsarHSS>&cpRIvSBeQo<~Zh_@{L+3I+V16C*=laeobMjX<J?CvOzPD9(
zVVR$Ml%O(8;hg8D3sO^J_f!XLzi_Q)rM7}um&nsy*OGM-J(%Vjdp);Q3Au2~>p;oz
zs9V=JPM*Cn=#;ooo-N~_*M2V>6_}$xI?7~TNtamD-EqP2`C9S9FvG6zv(p&*+!L6t
ztr6QJ;HM>VhuuQ{=z-O3!F>$NCG`%f-G1fvP+6T_{byJuPrTZ^Cp+2M?`>)E-ctG}
zYu#+#p31ug3~|0e9`no9b`|m@v$knz3K|)(X8hudS*I%-*IXjnwDIxM_>Z+scW-nC
z)}=o0`n<dHNnb&AO8DB_ew(8=ZTu(fyDoL-M~klbu%jzg7pI>WyOw6I+AeB)ZKddz
zil|H1pNf6jlaTP_`W(|a-xaE=W<8&hcgg+sr8%+|r+q#BR;48Q+x)tknRl~KByG;D
zq~nKeeN;T8wJg7`-I+A)h*#0GI}vL=rJp|B)fnJkaAd+_hR}`5yC%6NZrU<w!s5MQ
zvm#=?C#~{0V_;!=*;TU1_Wb#4n{_uWXW{wJptZiXRIzi)m!;|#+ADY4wf<iH$!k^l
zYft`Z!8+C9;%R3-B}|SA7q;3EaN~HEr*)Rk<gDA#E3eO2VW>Eod3)Cei<d_WHd#-Y
zUF61=y>6>TYi(iJ#p#E0^WrCdIKnr@qx0!B^{uXoOh)(a{#fVx?#aYRN7X8>8Oy81
zR%LwAJzXer!DID}WYg#QjGv|ZzFs}Z+4HIDn(t?Kxx(x7va%eDe$ER%ywb0H>&)|;
zjOH}Pmd$EC@Z{Mh-Roz4CZ5eXSde?A!QL?D%B-Hb=Y@Jwx!zgbxUr+Gd%+scyXP&Q
zo2p#zH<U@AHCL%jxsOkKo88y*%bRPq8BII)$ieTP)|_ukMZTQhT5cY!Ble%ce7V=>
z*{hFFFqGk1ot@3TYufwZWY4S1H&0=+*R(j6eP^vH$MT+f|EixIO$X$D{#m`^@_IQw
z^Er&KT|L~qu5F)XW0NLiyk~LA`GqH0<|Mz4GCMb0x?ml<|CN@DpNeno%6M|p=6bJH
z(XzYeXZ9@jt6Cd)?8m$lCmE+1e&(5Tefo=AbBay`9t;m|vdzA)7haQNIP0hXk#C<~
z-kNmh5Fd9!<7Kv8AGXT=te&^l>fXitwEe;_HmW3gFmEk34|s3+WzAmhh_+86&*y~K
z<X%|kXSem0r|Hi3fh*5VcAs-HU0Pph&-0M2-8vyfw%RvLSuGT`Tc@3DdzLkq-}Up-
zcS~*_e!1)Dv03L9&d}yD_;o!oyI%Gjhr;t&Px2SIpR3KDzisZ@)CV75Mmd$;d-HLl
zg<ZyHch6Gy%9WX(7Wd{@ocB7lb(+JzkOfT^l3&*C_utc1BGYrN_uZUHilqz&U*1Q>
z=`KFhGi&P7rF;4Xu5B^7ap~CBr^}R<{OUinuQx4KRkrZ<tk1dOz7eO5c$$j8tedf|
zKdm=aWwH8;b3vEGc5by-p1>a%tFX^|fn;6ybDOX0#3DBM`&?P!rJ+?7x?_2Ia=6>P
zZFBp5w_KaY#@H_@`l>8yPf%kU`-|+S%jS9ZaUQehy19AJj_ozgM}1aiY_(bS!{uw!
z{*u~SmRFBv7v{^HaE!mSXR^oj&_hpmep&C+_s8l}HoLU9d-2gdD^I7*pZWCGwysx^
z6UzU*KL4y|<zXIquU~4JixaZXmD(CcY+fGsX!lCnEw)`2eW{t&a>42g)?5py4tKQO
z({WsBb1Z|!+qgCQ%X(hz`f4;g<Av6Spz6>|3;MElZ`0n>sj<a*dxmM~ttqD>u3FA5
z{A=v-C{uT)SER#<Cs$>c&R)54=E0aN8b55c7ZiFshvq6jR$F4|rp0mR<E^!8VxIil
zGVjpj>jeP}ma-XoJ0CCx`X8^krn#fQLnSOzprq?gQD(nU<I$wfnH$ggDJL1by;)-V
z%+f+)RqA}(tRJrDjKg{i_57-WGM0*+adSGh$e`@m_H%a%0~o~BMJ8wHs$MxSU{=_7
zwaz+WvD)-=>J5frQzhGNN>=-pa-S$#nB1Usqe0`K%@waTbG7_uOz>RtCU|>b&4TKX
zTn6T?e&@G@c<*i1-mEm+{d37O3D2La9aiaaDo8E+yyC8}_ldi9p*zK8wdyr;)kP!i
z%3dDL*v@^ed*7k5jMK{cM|}@G`L-<Yc%IghNg6@MSCUq}cCx+qr09-Nf$ghlSD7tU
zE>B7M7$hq5>(Pqyv8Ki|Hmb|MIzQ=8=$0GJ%T0MEi{($-T*Y^orMB{{?^CVDW5$7b
zi3d#Aie!JEHT8zlqytu0gg7pIUAZnz(mI=S_Pm{zOUvHyN^7~-gcy0S*G={H)T+&V
z=q*=xG~?Zo31@eo^;W6j5&p8eOSJN6q=U5OQE&epv#y-&VpCV!?vlmuXz{trM<dz`
zZ7yw=TqxA)Gci(}y;?x)%cX*l!bl?#`M584*Rh%>ta4ylvbFh{p1W6-`<`FdW-2OL
zoV5$Qab#Coy3NOX8_xKgjZ&F(ylX>;NXmuDu`C?31Nd&Nh@6rVa#mBjr%u#$$^;Kn
zJ)fnCk)P}WLsjP}{?S}>oALS9#8YREe_ktg<aJq`PD=85Q7yI0K8*&;_hzaY7-=;`
zeBxZ88f3{lYfpoCaF^#Xem^a_qf3=dnG^nMJ72!FdRpK=QJF~-vc%R(zH&GIb0DZ{
zQst^u=AKc~7SAtjjS`u9ivP;h742VEy|OFPjx%8pa#i`tx3tpV@nuj{Q}ngX>4nb{
z!q#?L_v$6BePZ>{O8(p?l|1b&lT0+K=Y-1_%5na>CcQahec_xxGw);x+-;4TB3H4h
z!t(pt#~aVY_qnmid|7wd>!aS{M58Um+hsTZ3THiMbtTgBT()IU%jKZ14Byy@-;)pj
zXAr&2F`Zd%&-Kf*<oir^ugRUm^LStOC(Trag6zD@A-lGn><i+pX)|s&Fr7UmTxEXp
zx~WxPrY^L#mfvMo9yYzOPsr!%1DUJU_uHi6HZxmni<x-4>(9my+mH69drx)gOL6RJ
z%KozY;qv3_`C>dK-Zki%!{=Z1qsPs)|KRy~bLK4CEq7JsV#X@%I-eicAE_U_>+e;m
z>YXO|^_+3M_`OJP<_V`N*1t>-zOu)3-OFIjS>nAD9z2l=f5d+@R_)OF@Es8zw<I3R
zNB#0yZoFPot5i6>Ov^&+imb<0$+g$rYL@jmuB~{&E@9fO$N2c#T%H{Y;rHM5PwUxg
zC2-FA`u3mmGcP@wP<n&?X&lR>bcO4CDl(SrGU=SSQ{v;-_4<<Bm;G)nD-S9R75z0&
zx2E}A{>nA6y%S^o)^hf}-D_02#x>^Kx?Or7`WGp!vHjM)ZP6}|$2?ZoL^o}FzdP1P
z;d$SmuuW0IBDY=Q;x5lA3|`f@wP2aUGNZT0x26_HI%-Q52p%w95Z-51eJ#X7U36Kr
zgzRcHi@dYa>0F0ze_hx7w)ey_?K!P}oT4f7og=+N@=srx7Af+Td9T^MfCx=lt<B0Q
zpS^i>Waiavo#j!rxyq?=U)1w;diQOu!diB+be)^T^fNIy<-7E*ttS)r<vf`4Wvy|^
z8isWN`li_@r%N(Cn%#79y7ZU&#tSn;);|nMslBiN+NV+S17BuJb6#E6l&R-t@6HO$
zJ>2s-e1Yz9Q<t`rCs$sWuz0CuPT_9#jT=4-)O`)f+}^e3)3hbM?UHL2i{)}on{{GW
z`qskf(|SePFYOgg@hP~m#`*~VoP_Hx(m{8ErW=*Jv#oLF%l3>(coO8D6*9SRN@s)i
z(v#LR-(E>xsNR*}$>ztKxlD3{`|BvL?w38+YOcBI*_?MPdauUD^=R|eO@7*&rX5X*
zd3Q8XI#~MG)nl2{7CpXlmSKI?Zt3Rmo`mL!p;9_>Q*Qg{UDi{c^Wf^I?(LFmCK$NJ
ze7>A0`7**w@7c;b8~hv@u2oM9;?t}-%H9<|Q=+K4WZ5F0rR#nPrFwN;-_rYSe%;h_
zYffIc_H|2#`%<CqjaIRdohCue7p{g*a>?6U-F0``!?Nr4%1l2+=Lo;?S#$4LbIiQz
ztEsy!kG%;N602&tC2(_96_dY9MrGgO<xxj=w_cfiCETg&V1;N{{ny-Cfx9wpp3*Y2
zoblv<<!X<mx0@r1^7ss2N1Gj;()>Qw@3_?D9oL04pOh>OQ~8wb<moAE|Lbdjp1arS
zCnc+==t<`*%*qiqmS5^@_td7VPfX#t+O`+PCx0JzVRNfWT2S3-cydWsOmk@0lZjok
zv$E!1Ym(%Y{G+K-KUwlm*7XSt7Hf7&v>(&(j0xK1T=p?^#-sx2tv<=B)>mEQ=Sw`=
z61MY<&w?lA&$eB#h|4m)AujQJYh>hf>DrguOx~!8e8>=7^;|TzjV~kp`<lCFAN@Hw
z@x+8*VVjLM@mYnLJw58TDOYCJ^!gpQE^aPYP2!h48Zu46arwre3R9z!ugfM*p0w?`
z&hJK*XA3{u`j+O)q;5QJI=e7y#-lC1k~?<C8f)rtzK;&@SW@~rLYLp-WmvMJzsZt`
zg0pv-|8;fVJn^WK$Fe2&o6mclRV&k$;+PZq;<2o2P;Z;nx78az9R3+J`Ql{NXDSE1
zCb*`ru_;;0Sv;>QtlD$y##yH{SNHBdo)p5!>#ogvU%$$K?}?SkJ=5bfzv}7UoY$PP
zUbaEuvG#e<Vy`a$t*e<YNTvO_cGj(K@ujtymjv}bUfPr&67(bLRjJjMH?!Gm!sfLu
ztIss(mf!QnpK0U!l-8%=sV8n(oXw1UJvrK_(u+}+<I$#?>D8SfbAm4Y>-eTE&weNK
zJEuzjfdsF<ieK0FW?bLkD9CKd@Net$IHBumS3{gjCDdiAudg}z@W!Gv!<4=Ua#LGl
zlk?g`HQlO~<~_~Gzq_t3_*iyc*u;$?xnInL-ZL~GkJ?(ya?xDj`m~43j<599m3^1G
z=d$L12Cm-xw6K%)aa;9o>t6M!+qd=T{j++H0-l5g-cK$szwmB)(47JX_H~9)nk$l}
zJJ;K9+!^T*(|hw}tXI^XebR}y+*Q7wjc%Fy#q#G`ZCT-%H7g2=BcFLbN;u`YB1~A|
zd2{gW8;2N@U*6mNWc$QLlfGJUm`bR`ZsIXtzgDH2Lt*8C=l6D|eM*r@DQ8;mbltFj
z@26jKu3_toqM}zupPXyuEHm-%18psjQ~MZC{JNrDpXYX|^4p3yj&e57UEj{CtGrpG
zs@Cf;>FtT&t~DR$$X&JaI<<ImfKOTihsmwWPLr=M?D@p<`qC;kp*i|F-`@s%Z+Ifd
zzgESndgYz9f3<?L&%D~T^^E14RQ-SJ6@G=gCT8;PxKr^}@;`&rz0PNxZOqHGXI~Kt
zy07_YtFQVZ)ho|0C%dkHJN3tT*`uY?s(N?pF-@x5`oufez%s$L+{%kHEkwKdxYCw(
z<LT=s9uE`TeCNy8oo%=7oIBh&k6-lj^sYV8tFm}5>a-@SOUO-qxzF&5;+8FaO22pf
z)qdu=-lxYS?(3^1+ul^%xsYF!t*d`FDRx7p&G+@mAD(rHg{H<CU)!;kNq+0O-R+D!
z<+grpo0%zMsCV_i_t#-hPw&2P?c(MuFW0OMO=Re=nYU=$#F^4f*@k+7ZkK-qr|e`9
zoEY<Ib=g<Lrx|aqJ+#?Z`DNL0O`FeOMNha}3t!u|Xhur<(qc=qvy;*jWbameTm5bG
zlm{QG(>5mV3~an@n~~}5#b1!Meqq>!SJNI$dl}x$yO<$NYSWvOucN*lG4ovUCFRzM
z3!%CPR<BxQ_vJ*#qQ@2@7kRfGpUJ$9uPSYM0K);(nOu`@sxJ^tz0c(uy|tsdi{pIM
z2ARf}Ar}uE7dd8`*wdwS<l;(c!@T`ox1GdUH)PL?J-{_%BeUx2b$X|h#nzP^{CrMx
z>9IFl&%-{}7O^i4l$ur9!hB#=sB*Ej-SN~m^{(k!7Vl$bXJv11TjKpe+~&!(RT(0w
zH(shtNY8j3o*cBw=+3WjL)jDTg->Q(?0c~DT!H3t@oLtYo0M|el4nU*{t6Z<T`iXs
zYAsyEuzcs5*Rvbua9!3hJh-mviO^4*&%t{;73U>C5uR6&{W<(`+8VbnM)N$+oBm>6
zdv}f4B!fJsS$_(DY+ZHIZlPK9!k00nQ=d!p#>P88<#oLIG)K-ja-#j&{;0l~&BBwi
zvddj;)~oI9h>X4<5}&-d&GeP~+W0<KC#%m<VVN==mTv>^x^-DdyboLQF1Sla{Lb#y
z2=9kd6OUhh9dWPhs7+zlGuLOYmr7ThuWGyc-LPiutCH~Qr$3wKpV}z&QaN^QR?PgW
zFFW3?Wzphf_`Wi?Wc{{0!>JOlCq@>p-s`)VW4HE=kEbi%J>Bt;kMq&qI$N{CJn6*W
zd!Egh5Pd5q$?y1w^|4K_y=L8H$)Duz_tk5$w@duyrdR7~J{-@UYLm3~aK6foh$}m7
z9+a+k+<PJS@XX={&jYKjeVg>;r%dvW)uCT*2h~p6_i|og>GBvij}q;B8>Pg)ulL>m
zJ21zuQu0ss%!<n!RtM!Ai#fTa_~PoxJ@c2ASC!4zeq3hxbzPllh^^&%=S%jLMtW6q
z0<~XcbI;rU@UH39$^5f^M;{6+HlKce8*4><yGg)7Bg;qoj(^zKqZp!49JBAc>Fo=z
z%AQ8eJG|^jatDu`c3eV4fmU>gl3{q)e6Mq5<-09Qc1}@H%v!9dF1hw4gLdR^k(6gU
zmMp&g(ZpAx$nmUGqC(hYvu7*R56CcH+PU;}_L8jGyA0+!sLxvV`m>yN^eL9hWooaU
zZCmb@aVUj(#VWqTEMZq~FgIlLPI$Co-kY1cddVKkZGK;MQx;vRp-`l4(w}u!EbUIQ
z<T}fRr{%P_ms%WL#U{X4b}i35RsHmx$M<ZS53HG)(DS@UKI@HYN6P02bAdU}Hcg+n
zB=($Gc8Nmo&PRK`hqgLxV>f+c96gD*(EJ-q^SRp9CUd{KJI#C~?DpHwJ?pcszt8=h
z8)tq0y}F3ajCr2+lxZgfZXOU_qjK4~XYQM8?WfFdRV%7ieHVRhp51g)erc`fy67dr
zma@ii{HqmtYJaW|Yq_&@z4L5Q*)?kyJ}Xc3SK4qQ=R@|wo!^coF`it%aLL^@6}~rL
z8H=(VWBLAUi^0Av#}Z?uz8M$Ca%t`MRQVXy@%nYwIUVC4A*lxxn4^~FdK8tV?JS&p
z;@dK@u=8tEOd96-`pI9oaxyDj_O!d?nwwJuvLdC~Cx`BN^CW3X-YhHW?pH=;TsPJx
zIji}mZb^}|x;iE2LHW8R@A^EC#uvHvtITTsV5^;}m^kai?n8B<<r`<^eKS&jQL$zb
zhlIl9sD<14=KQ*RQG9=t<#wZ|Q}4Bj9X_A6sd0PtwI$Q;2v7Fu5O8z%61{QVq+D?p
zbMx`15sQrHB<-FSd*b+oaDy)MIep98#e!z-(te}<N`w1&)_sEnKCRiV(_X$0-6Xwb
z*VKovd%~RsEYB5btDnq0thP<riTz>3>0}RWUCB!hPjVIJTwie0|Je$al%6`%rv>M?
z?n()dUv{GAiNXhuHPYYX+I@mv-F#nVbYhYw^WIwfMcbSnueV)&a*ys}-6!5{2iI3$
zDmlJ&s`Hb6uMdUB{=WQat)e1J&+fc`GfHxbj7;CxOYRA;j^Eq1CO4U5&HSnPYZ5-V
zR(!g2?5k>Z<ed2v#I@W-qjK%*eXgfIF|;rLvb?*<y3SN+?nUhjj}kT|m~D`|DsxT4
zh%4E0y^A29(Sply2W6g{dWB!`{VAtey8O_^smhb8uFuG-lb&1_!ggLE{BpTf1j{`B
z3*olKX{~lClJYawUd~QDed5Qq=N`NJikt-hteP^5+v@G7pSB<4eeb(;D~8JVY0sa=
ze!Iznxk=kKH2;c_Z>DUmKV$!4C-FNMQ@+Vx+imeC)nJ{HcH`O7v=i@6PN=TBdSH^$
z-$(9i?eo_M6nZaPK7U3_?unN%Zi^N5r%JAm-`mJF?e^&c-pW6>YG%i;WBB!Gd#m@1
zQ?n;+N}ubIYI%TJ*|aNn$;rEYUtfHDxqSX~+f0=WK|5Z?cCGCz_0x==@tLh>@|=3F
zv(xU*nG?R?&dnuWc6ol;vnFTFVg7M#;;fXda`%nZG?aQipIj?w&Dc<JG{M)<-Ezgz
z(-uEnOVn2$He2_$cy;7t`RdPWGo<U--hF+(vHe`c<d?B+a}9&6ulU9qn<ig)n;WmV
z@mThq5?KSUon<nQ=X-tZcrTEg`8IC%;#Vg+=9^21ey*6VUdwl?X42-Y<E#4lT-BZI
zwI=+?5_LZCGAwuN@6^E0>3vyWc0JLV$s+aP$z;FR!IxV!%+^cK(_WiVxUPtuX-{9S
zVc?EeR@ZlAN6p%(EL%UdvYRa_`%J;4T|4i~>}QVs!*R6lM9=SQbIfwqo>&{PxaPU6
z;qj=e@!u=Im|E+#hkuh3cbV9zyUbDUYNP6AHjDKRNep&Zr@h(p@mE;p%{RqYAHFfU
z)_3Ni>Sk4c`>Dmk4xuMRUw+c5_G7brw)5m$$K>W{bG4bDXUvnGI$v)&!+~qblm9ck
zUUw}zjHM@x<=c_;u1~Mr!tM0MrzT~_eJHa$JV!3u_8`0E%UJGPJ7gN)M!cJmJnPh1
zdE1~li`L}4JiouEWZf%^4(7%m*IAbp7A(HDx6ESGg5){HadWkIrC)gZCDtqd#IcyJ
zE0JvMOC7D&Jw6`g8W8ejak1n|x5XWnLH^sTR&R~?^8VU_+=Cl^lkRQ~J-wK(Tx@o@
zwKTWIX+4H@A5AJc&aqb9-TL*6j^V5?z1FcayV{ul{JPw?>Y80UXYZkt8s~cF7ae`p
z)M~ta`_mYeUtSB>=STjzYLm3#eUkGWhT3eu$kln(Qw=1vPQ8r$C8w|38F=uI*79%F
zJ09(}o*MA)YTD(KJjS<nWiFY%=e+%IC7EwQVV2spqMM8_?fRW7>h5@L*AJ=tS5m_6
z<TENTNAC>k-j%+PXI9hQd8K-t6E7<*_GMP7d(X7DKw|G|FH=7Y(f+MVi#JJzN!HGu
zW82r+@p1Fs(tsCPY-QIY*$%k-WiRQ_WZU&PsC(<Vr7cTYm+-mWcMbl-wr&5$>+)s0
zxkG*Wv{y!(CK#Tr5_#(Ft+X>FY@)}ftCs@m`6bq}Zgu@9V9)i%eB)2gqs2nEcWt*n
zwfnKgYTcf>VY?(3iF{cq$as5iwBf{_F2ksMIx*jWJ1e*PXKl#6JkMfz-=Vcl2329X
zdJRkUo*8cGTXiyPLDjX_$)-X6%OAVM?vg4t-*|p@slvxuM|W-rWAD>mcYLcdpFyp*
z`)QT;E7xe9&8rkWHfhQHX*;y<+ANlza{Yp_^Fh12R^f`pDSiH;Pp=%l{BxpK!0P%^
z?fF)BTpk|yt6g_6(%<xM%uDSZ59`+k{gyk#Td{S8XWY?%1FMRI_P)vGZczHq&~SbJ
ztKfI`)y>B*ZP9zCvG#WVsU0iT@BH|(UaFuxT-k7ahQ^J_X*Wf#FS@}$vG(;Om%9S%
z7M(nF%-^R(v@7eGg@%Tz_7|)21My1>x3?Dg=lo}w6TI&IO+UtUb=hlA_wDz(SmX9%
z*OYtHuUzbMy<@w2@q~pPQlAr*Qzl<2S?%=pWA9zt?2U1^Y|nA!Pv2~kFD;Y4{&Cmm
zz0N9=-$!qb*(|rU-%f&|HalX;%%_jDR>n$j3s2HsxUKoxB#C3$xen45Fa7*|`6tXj
zy8X-q1%}VFR%-RnxO#1BxaF5Mm1;7duY?=<`J6l}^6dCCt#*kAS35<fNmxGG`X=X=
zgCGC$wWY`SZugnob(?x7_G#7k_mSb{3VoK3_Da=i>`7ShSNr_?FFzOO&0m_VdGm&L
z;_J(Ox9pZ{Trx~Pn-{TBC50zcWV`L_JdKu$$6cpp=lQ*P)T1)@vN_iZS=ONG`|Vr3
zQdFxxNBXMyN4+faUU^+}%Qo#TuD6?g3>Y}pN}QBEZn9~^;o`|>U6$-DHx6i>z482)
zwYwz?Zk$c9E~?vFcH`k**TRE4PCZwV*LA*>JXxVQSa#1p)3dII49}PE6}sCvN9y{m
zm|t9ceAiP?&&jb^7ce2><CnFTdd|zN!ZMiaMQ3N-o_lrglto)z`ff;mStH%qmz@+Y
zbKSJyc)@|CtkUys1Knp%<m6OV3G1n}``Xv=eQm}`9;;a|yK?)4Hs5-->vmI?q$0EZ
zxm^+=M(MW}?C762^|H#EE!OMaF4}lbcUwf^oa+G_wAB5sOuO*;{Q9cPyW}+vypJnc
zY&}y|H}+iVjr2cVJ^L6}`UDwT1pf?Kom$}VlV54eazEdkT(>Dp@4qv6s`7os;+{zs
zrq`lhOx~{|_%?QJTc1_(cGEQmpYp@1yg5T})}_zsw(K||A2rkDW;ah?_6@%2%?(yp
zr(E_*XWCv-y*KjZVP>}JX8+vTvzNYQZjAoVaPt*={yOc2VoQ?y|LqM=dGb|l%eTV#
zlsCOxUbiIclN|UQOuGv+#k7}bt652%o)}$dd177W!4mUtA#axip0r)TGAC*CldbAY
zOM@mb%JBR%b)CyDdgjtbnU$+E`WzqR9`7p-e8a4^YbH;%)#t8bli7C8wfJtS>UX~6
zOwro2;R!d+RjxI=-FVdDpr8A-rNPQKUslg}J1=wgj+H60Zd#k=d@~-Wq-?3~Nidve
zH#PpXfAX~%{1Pj)f|_pl)l20+3@Uu>#qo01O=HWwoQyJ|^Z31%H=e%|((wD*g^g41
ze>uHME1@oLPF09T@$IcqaUAQN%q~oSy09?h`O=t}DG7zaYn(GImoPL=yz)Cd==vhf
zWqVE?DHTnqtz6+XZ||xjH6P#mPcN3#Ei-vLWtybYu7<@7Uyde4>)TpicW&NndCtu@
zsH@DpX_JQatOfVYf4&Z162uyK;=HoR+vG{>o>&)Nn<G81sZG-U`7GZha$B;Bw{>?k
zuiqQVy=`f$(O!4kvt}`m`(}K3wmEghZZ(&)^Zv~0PgIzAdsc$G4#U^ATRT{v-)iMv
zd*sp0zPGKb+LCt^X=S(C+G=Y~c(!R$*}i4ICi(6L=c8`5eOBqYE+E<N#~a&v?&Cb;
z$h_@VE3Ra&^>^-b@RV*1-8Hdh^SzDE^LARUP?@~aa!Hk_mb&c3Gxzk>|9p&8^fs#w
zcePqAGk<B?)KHf4=X)(}`}qR*%#@m=$+XgA#;eR{!Sf13dzO4Vo3?esvZ-r}uP)gA
zg14m5^TPGXx9+yZ`P<Z)UcG(iLBpN!`4&ZSw^{C8i&wsA-X;^yy)HvAcKu9=+ghLa
z*OnOgNJw1^<Iz$Kb}J29_26>!yyA!RMeb&9SGxCDySeB2*4onK>g*K`9I2L~pZ;xL
z;94#BL^_3Gf@{)`;v?d-La*O^XT)If<jXp%FQGdh?!2|;@2||C>yBTVeyiB&%mJR1
zf1>9^?reQwX4N8op~1uQXxhEZWja%z$Q4Eh9*NWRoMr7Bt6McM)pkL_jrgq3wc*Zu
z+)AIUu5Y(-zua|dlJa@cSHY__PMVxp92N4s`bEt~og{Xxa2Bc4wQe5g?*0kCV0ElH
zzf@AO;D?3j=d|@p@80&^y18dw_KO!uiKaKd*{$af61_Ibb6s<MK-o#z*QV=KbShtm
zUK3)F{FCJxz*=Ixti&Sn<_RgcbH=xp^o6{<w^1*T%glDQ7Wbs|V^v?*{G9tmx?gv@
z)yb2S9HTC1y_Gw(G4yDhXM@D~th*t*HfY{m>#N{a*!OjML7}E;DVLEDZvcZ$Q+v_6
z+bO&S0dik$q_#;k9<{0nX4|>FMO$vG?u&e>;_Tuzxvq2jEzTB;M{PdvMCOy0DPzQ(
zTJ4F~wx=@ux~{YCR+zQs<-C{sTBl!;eX1gtb?VGxmdVFo$IM-+c);{VqS^XOyAsw^
zUhZ9*zH%w+%T%rE!r(Q>%j2f@O`J3NeplHumM8OkbI+|Q-c`77y6N*hwYxnf*X(#+
zA2)xk(5`KFz8-Zt>hR#2cUibfOnK^M%b#tJLuS+*7WJ-9`Fwn-(y7zuDoobh+^XSP
z;&a93!Gok3XN*H#4y=!_%C?iXc(f=mGv-Zm>)WIw?+Q31*9g72BtLD7<S|Qz{;EYD
zIt5z7zOv_D=7di&k`c<1{4V}@ZRFGgGV|tb?UZ@o<+wIk>}~SAP;tHGyDA*#ChRz2
z^WZ<j*VnJ^w`H9#)@j}?`g-2fkNex!n{~Gy|IibDSDs7v^YSh2KjvIt?5T3Qw*Of1
zjTKimT|AZXE6RDBalBcL^Uj+~&oDl16#cU24U6v^?Z^F{(-oqP`kpt&Y>nQWzH;iZ
z&+R9EY<rRB<o=&w)v8r|{!7E=mEI}*5h}Lh(0>N6=Pm0d{u1uW`~HX5>|E9NW$)h3
znf3ha#rxOR%>4D>``VZi^}D<DH_OOnt+Xu;-SdxQ)mr1cW7%?UH;Y!LE_Z&J-`eN5
zs(2oU{Iz|5KYAW-PkY|m{xkf5Jm=#4w??=9xVio^ea!mLaMar9Kf{LlsWoz$6_0|p
zCqK^cymD6h{yq1navKeP#~fBx>{#c1Ug6riO=b6d*uVD`zmD-#E~_qIzwwZ(mBAPH
z7Zx*B1Mk@iUXq-C+UBpe#F?6NhSyd}8d&{K+WhB`r!8w$*8G`IKkNE6z7uDu4vU}T
zc;bEJ)4hLJ_S^^#Td+mXxa;ODU&|9FmyPEA)#hAc^Ept`LuS_1AeVF7)AH9Icp}3!
z{cOx*(=%f4{e>QPUB0o_)M9S<ncOXRCf;5flHK6>b<Oh$GS5G)N^;&2s+DPU=iS7+
zFF5i_yEO_=`|PRJ{+9MZ+MeH0(#D<PuWOxWjlst3_YyBR_IXT^`WyYDzhqjJ%#p$t
zhO!6Yhn{~GTJ0r!UP`dESY++i{?qZ&uYB!RnyY+{v-$Mkf!x-M+2wM%PkMLnEfO*h
zei`pS{qmEA-14EFfh{{j*R<%BhvaIqt)4mgKg0UaxYUEs_U?<mb>ica$K|U`e14d6
zdtaBE+LQjgIpCz7^|h{fZGPJ|H+-7Mm&H0qukzW>=R04Y;|<7eS6`d6a^G=TuUG!g
zt0p~vCh?-`3b(=YS<n7mSiW+}Zx7j5duP8XxN^jQ=XG|8bFKzPDaA39<C6D#t<jf|
z<F!xvJ?GTku=6gVPF9zlG%U{+YOdJSRh`v)H0{N?U(#B8Z{A;hZ13y0`K`A$c`lt{
z{-0rWeq3Sv9QJ^TyC3bXfB3#T<<iy}hxfmGVjX`WOmxHKshZkfY;q2sEAX@0v3vfK
zU3;9eEw8T&nG^o(-*&6p@uxVBNnC$vx@W`PXzj&KlN1&Ds=lp1>)#pHpS>oAM<#Fm
z?1N5$M^>D6zIyuA&ctWazFA(`*A*VXA@gPZ(mnbNeG;c8PO8`XQFJQow@=FaN21@B
zx8@x?am-5Ux7U;@iHi+FQ=YA>?S1%RWz+G#9qS%dFSyC@F-|*q^|1z~$}j6aNiUt~
zXd`p|%+>wIcYa0b*{lw(Jr=AIs@qX~;O*HckHagUn;h#bo65f3^teiu;p}Za=O!u!
zcs&rjEE*Vje}$#(>o|!IcY6A(b}6xJzy2~}Yw<dxTEEhy<jH-1GfH3HU$FZ6<fB5*
zZGMHD=*!NY#8%DK9l3bn=SV4^7t;BDQ<usfT6jF`sgzT^!avi6T$`Ehehx1-7x`}9
zd-~+Diu2C{OnCg4%Ut>3x}~WqY{@1Uamgn^W%r&%#k&=6Rw<MbJnJkpQ+ln+Me*r{
zwx7cmr}lcw-CP;|vr1G|_1e?-o0eqwWzEzmFi!}LEM-l-Wn>)|m}yjy)fIC4?p&UA
z91Q$R(@qx))jmFF70NdAs=wvqwS|-KoK;zV+2nG@{*){E*>iW@Iof<&{mZ(;9#;bU
z?zJziygJ80LI2*;N#CqJuO2TlvI<=*`0&w(PwTy6rEa{g@l9Csy1=T$?(1{mxHXx_
z*E8*{xa+zi^9H*LpY7k(2iGS~Irmuh#rLfSr`6`j$bHoEE=oyoT)pw|9P#D1Z!vJ@
z$ds&A7W;Za*7{m^_MNYDqSJT}Ciz)NtobqbxWw9rEd9Hmnx2nQX4ld@dUw&K>WDda
zS2dqa^DRhyz{i`k)B4-BtGjskqpnXibDpl#+N9RQ+_&ZA!ih7sS^o-8&CP!%v*F95
zMZ2eId}=5TzmR(@+IVvILMaAzuNNh^m(6Lt-4kZIw{ypYZ=%<onGP%rNm?55Y)-t{
zcaQF%vWioh$1iQj)t#v@aY>xJ*NbbWcXxLDl8U~$Ai~2!l4<VcbgwBnTQ(j%X;^UM
zpYW}PVsA^g$Qed&*t*=>!~Xfwyn}oK+pMmYWjtA_a(8FX?d*!A&>;4mtHQS}&P<%c
zSGoH08N==J2Bzx;!Z#H>o+hzQYs#Ia)i)l@lb;osd2?CimOO#3cRI67TXs+E+w-5n
z>)}(^du3nPcFz8rx~Qbn)AXjl%hbN#MOjZ5S)Fxz`7Z6&g2y(YhRZ!1r2Tj!HcXgt
zq|d5r?$@oJ8^kTXteZBe`d#{&rEAyi;t^8}mw2}LHz%{&<lj-AX<V!OqqY}T2v)v+
z>3kz=QMKZ>O?!8LwFzHx^A%I5q(WiW$LCj=6LRIRt#MvqlRGgoq-jdcd13LkR_`6l
z=0B^xWuZ|1eZBQZyE%HgGH+$I<9)773k~r274BKebe@@~xcO|w=AOkWv+Sy7&CyzN
zzV&Ts_FC<L9O3O{9P8JV#734%r=%7XS%;sK)4KSi>*dK9=6P4c4^?gX7QRTWc*Ell
zre91Z%~f5uy7=n1zFt?o^z>bJ+olSnZoIYU)!&;p-bx&EEq%Y@R;A?~iHY;H+ji`U
zlzAX^dg|R}wWd}dO5QE4p3`#Cb4Qc*v|U@ZC;4C6Yq;pa#z#9dznysA^JrVhjfE=j
z7alxVYr6Sqao4w8?Z~c24BR{)?4~}QesLWmL+RVdZI}1x&p7!j=$WT!@@&!8-iW)A
zCe?r6%@@7m<8Zj_`+Ci}s$FSKiN`F|mzGEAZQG=G&B9iD`4yAh)h~+sXY^0$+j3>A
zUHPQUn|lL4ty`RuJZ0kd;%ghEj6^=i&0lrPJMXN>;)M$GQIF(IdDyg<8Si`>uu?AC
zyIAYqbrqrP+{L~#<i6;n=toUVPP5fK<?rkFL*v!O$?~(g-v#$bed#rh4Kmw#QuMIj
zQa^tAR#(y06ZiTVhRlh{Id3f9_HEwRt+w~9TMH*tT{JyX@odkjQ_ox^&cBYj6e}b1
zb?wVTXQSNDee&Zwo8`XJq^L+-HoIxQg@xz^U*nByBzL@xTT`;}zF)pCPkK&R%BH@;
z_u*=H{8-Z@8f4~WZ;iQB?7uK#(qirFqM@66u0Frrb!w6yzwOK2l6KJoGIK(AEaWk&
z3e5=F`Mg0pH-PbN)SZ^=MHv(LZZ4gA=-Fz|0`aF&$EUfaS*k7bcktY%bKSy%{o|UN
zcX{<zJ49sCR&RLD5OTE3>n``jQ!Cg-6?f`hR@&T>yL<krH60s$KWz$k4pOq3HFr+c
zHUHUL9xcp_ncN&)?DFPKuWJ2_Ctp@ZFIU^_EKvE@BUP>Kou+z8mfOV#^S!p|i7;N;
z`RVKntIMLBDows|Z{2uV=W%J2^PZl<qshlkSUr|l8RitNm9@p=?6$LKyB16{?Jukn
zf9jLA>W+`sqn*nqyfc|}#m;Txj<l0%YYubP2wz%p^Y%&Yp1!ZQws6Z-FmKJwX7c@_
zC9tBIAyi%W&V!JpO+6n&RC9kaU)y|l+LXzPWhb=uTykeGejQbCbW2K?O2whC&)S!@
z-g;Kjz5U(QBIb~F&hxe^HEy{QJ9Ep_tr`Ze19NOwJG_1CvFhf}9imx2XYY6f)IO7M
z6+U&-Vs%`KgJ4MP_LOgn&TjVjqn4d#`D~U#k-LOwsZ--wo6kMLFHUHu3JBg?qrj4W
zZRHks+pM7574L)A1?`(9HiOAh<O{pS+j|}Nl~oGEI&WEgS$^io$uiA@riN3Kor;Y6
zY*$M~o)De2$#{<3l&p)3w@%#nEL~;((m);WN3%R6M6*O<kIc(dU1g+qpoPJoSu`#z
zO{Hx0q5$zc>kysSmqpCpomJYBR$?$`R?4cohEdulZIYL|YJzN>Jz>#y!*d24_N~eS
z!q-juPfEyYUP{nhHud1moaEDUinJQs)R#u9?0&pqwa<*GtnZ@NlT6tcn5N9(3DG=Y
zVRQ9~lV8@{6RIsTX$$9W{vui%!gXw?%^bchlYK5(8Ey996lGag6<Rpys)5rPR<FG$
zt7nB>)O0$&R_FYN<ZEk|i8?)65hJrTSZKr5uV2@)CT?4)8UJDB)ZVmptdio-e}%Qq
zX3amg^5pkjmoF<k34VHEw_ST$?^N4L(ep9OJio2&@KCams|qQfV3Ka}I>KzSX?Jy2
z!KALU%Cqjy^-%9Rk<%RI+7)=E+f-KH`QH5F{~6-8?=mXP$awuWNZ8ln%QEJ--i2b@
zKk;U`ma61PO7w)8Wjelg*AjeZWqu@IFv8{H(mSpENmtLl`lqz#%G_CLD)ZyA&mOc~
z%`odpMU_^~DNehWyn4sBOiX1iGxgxht`gW3^}Fl&oClA#>|A!zTC90u-0}y%FKzaf
zv@sI?89sS+YUR51j#G}VaDP$6|2XnWQ^BN9Qu*%BN_JhEsiqKaE>odyxAl5l<Fm=v
zMJEXQS%{wZyv6N&Y0~5?Meg_QTQiy)LoYBe9Q8l>pz7LnpOZ0HTAnn2d9=pjapUnz
zt6a>kHHn<KQx)d#9CmxdgxXgZQ!E~oulRnz?$v|KJ%0+c)&6u9Ou8C5Iog1wuU=}y
z+pcp#H}B56puHn3H!oBARY+uX#mRMD<}%4P*OiKvT)Vra=di?4{-np2YG?bE+$`n3
zT1TH+d8mGJ)U=*gY!CQfM&;V>4C0pw<6U?vsBD+b*@emKfl(VhPR#Z=@o25Dl(=<m
z*5r3F$@2rdYW_+VKHHi5M8ZPiZ0bpEnI|EOUfJ~g3r%xtocxq&^5q3jo=jVAtuo`~
zwN*bi{dJAaI9630TsvEV@!Cq$D+goOc4;e@uXflj6R5gbpKVG1)8m$MU#rBqmsj&k
za9{rT-oJ(Srpjk$3)@v{wL6b0M|#>lT|Hl8o#EM{v#m9y-`7f}^Kcx$wCPFd^I1Dq
zODtV&%kOs0<h8~|-31foyvzIXZ4Ix}C(d_L9@n$xHSH`^njFL?tF?69lVe(XFE>3p
z^W^Je(?yI4e0<p=R()ExVsj<_thCs7^mF!Vm4w5V^1Z>TMaHkA0w*figmNaN+GeV!
z1^1+0X+0siCNrM*;QJ^A2E$oR9+xdnJh|?4Rl?s}<%II&zRc(hmS@d;>};z%3V4nA
zGRx)n<jHW|YO0@-@_n6H_(aR)?v;wiZ8bJ$tT?%R<y}v^>MIik4y&%_V>9BJR~34E
zYS{zk$f7N|=f%En+}Gn=P_a_Zi9f#T`P(N&{-!p^0*pP^c0cuxUL2Ws-2b)j#6Jfk
z1XE|<+tO0h=dt9`#Od1FTenoG&pMZ;dBDE4geg?=#ADI!!l%>DX)U^Y<Z<mT@r4rv
zIM>=M7_dkkXp!Ohb?r}3EBh>!Jx7*2+NO0jheJ|stCPnCey=;}?8>Iir4z2W?qxqS
z>qWS|GLuz6%F$4vX%@;`{SO8e9?eQwa<MW`VEsOAE2pLX^1Xp+4718-7+#yZCVI-O
ztFulWSRj)=tHW(E`=!lSPuLb8^?mkdN#R+w<WKtBr#<ff&k&k2$yuOciTmL?)5Mtt
zoT~y;h4dndvec56T+*5OASBOt&Q+5My51cJ9@I|^JaI;RX`rx3&9_HeF1b!fn3p9a
zJ9oSBwTI187y6#hn_{}*N#l=eHtorU^R|3XcyQ^?%bFX1v&3h5&CBMDS6-`;W~-&M
zE@SDtpMB+g&zYtyJh0rYC!#Q1C4il2)iGPILPK`ZW&6!4*4Ruqwk^3n*ki|T6A#X~
zuL~v%6}}8nNo?%<a`wi_v)ZzLUdNu#@R0o&k~iJL;;5kgBkN0d3@jdejMyvJ>KgZC
z!iL-Dvu?J!J+=I@rqtyYU$&FwRjaTf-woHao&KI#w}j`5=(Wt?mD_T7w%1&rcgH8<
zxy<*~w_?9fw77d}d(?FCQv%c0y?CFe_8{SLPx7^8oA+wmx0H~(I<eHm;T^leCvA<p
zni8U?7Vb8gn!dJw%^vkf4wE!)zhD&o+BbK#-h$?abqk8DuOFxr+tJG;v@@n|-`21B
z?eCLg5_&$KO%1!VGVjoorR#prJ5jnY>vxRiciSw^($m>f4>rh@v#%|VYV9d+ubAn$
zigVfCRc-fo)MlTWH0z6PSIOe+&(Y7K=kXdn@0oG?-k#S17fVGZ_81B6{3m>Eccq7x
zv4Hx^po7oktb^NEUYZ?cTKcRqN9_8+W6o^nqrUN~J$m52&6AV4>w4EcC8NN~_xHA{
zY|xdwv1i_)?Y?V!QeN(xmUg6U!kzW!imE<Tn)<zVxv@O&O<n2p$v3h-o{F`(*zdKQ
z_di2NN63vIa(gv$Km9Q`ezIcjW#2M0zX`7=MK+xGDavO0_WjLI=lQ4CmS`5P(?9dq
z`bqGuOqtJICu%v?NbTLSaZ%8|jq%E7IVU;qtXO*FIg5eq57WCgeE%6fJrb#|3QKm+
zmdsh{Wc4xN&6=G1la;p34-DXX(({~s{_|+Vy%(QPvVOMl(xa3dw*y`G+k<xd|4iEt
zI%#lA@BCs-)xG<Ll9P*-@&udzyy91TXM95YWo+ucwL9x7zJ0vCH2Ll;!)1PFeuwp$
zT-tlG*E9E2@|N!@4H6+MSr0Q$`*kgGPoJAb$9mJPqK{Z573;Q6DJ|EH-=uU?A%Wx3
zUT&8yt(zWtZD5{wX{Vvl_8|Vtd#k>6=KW_#QFUWukFWZ&!nHW=+;K6brHfO4&X=ok
z+k0&N)5#MSgim)jiAmhg9NT_mN#Xi4p6`ENpZg-L?cLXKoAk!mg7W<<pWnP|Yi76l
zgX<KpeQ9^*FrWXjz9Rj+tnFXzNgw{rN!;cjqA&ZO;n&ss9p88akFPDhI{D^aZqK|T
zA)8l+RldHC>Qs{7bJgq1w*L%Mi>x2*{3+9u@}Tdo_US3p{n~??Gi5*dZmp2j4m%g9
zEc5-9_W1=nb=ZnyWtSY0X|jFc=XdDoi}MaK&CS20Zgs3ooP2F(hAIzV^_SHT%pBfF
zefIX{uv+wF2g95%Ygb%t;t7-8qw0`6>qS7r-Ry|fH7E0q^=@eufA&7yAhzGOHe2kG
z<EO`KW45aPJnv+r9lEdUnQy7NkkDRUGgrUb%$hfabLL$Qcz1W&S5x2R7tXy&G2HfN
z)}E7c?_+`^R%u$wW<ARJ^gVfP#?&=FGyO8l8vFK5ooq8{iwoC0=bimBpZz?399&Ue
z*Qzqf-EyYW+b3KL9y!zno-LVt{PPEGE{B@K=b0x5%yK(D-RbEri`Yx@hqk!+tNaV?
zkbI`RPU}sJ+sw83i$o^xT=|?;W}bEscWYwLb@peQADdo?J};7x(sR|#GxAN!gHkr9
zy}TJJYr=Mh&P|<=@FeWjPUd9{Yb)O+J-WE^IfL=6GrMMMAKx1~&B<fU>(vbtpPR<q
zOVOC;|2X>XtdhlLoT5M8K6ab*>|4;;Ig?NRy8iM%!x8C|DO;xKFI<0mzsP2lBU3H!
z6i4c2yKmgpyWr-dNzoIIvzyl4x+;;<e{Rc_BY)kr*KfTfS9(fweb7mnkI!=F++9&J
zv23O7>NQq5ml|#;zYg%uEY3LClP>u>cI~$P%&yx!Dz&OV20ZyCWpb(9eb)WREn1-)
zV>-4rO!A(4^=4MM(Vdu|g~uvi#^%j@_~S8?XP|d-&qeVw>rMpv#&3N3tx9fn!2{P*
z^PV@x&CGnb`v=$b-8YXp#AOG4kKVlLTx7+YMLRVARG7=_899Fa&+z)HD*KkasCnBw
zYmYCS%j`elQS{2_-$x3vj#$Y}XO`D`d;Rab>=ToZmKR$v*-U<6e`wbW<tytZdbWP3
z-PpDJW=_0n_(kOnJDZ+oEjpzlyD|2B+gml4+>d-l+2?h)WIs`y<!5|i-QBHb8@DpN
zi{aZkcX8S~u}Ni9_qp|LeRyqe;?vgPuj@6g)M&1V>b=3+)m1NY$K>h6b9H;ddiH5u
zQEkqC(32pyY?<MzZP{_pf>w)HAA3I6hHs6VmDKw`<{ZC6Qkn{~r-^%gD%zWUeT#O%
zS;-J~l{(SQlj8*z&Hd}Y)kY>MUnN0?an^5cp8%&f#|+~&D(vnk^h_xGcx~T_OHqbg
zZ)F~B%r(7osVr>c<)featESFLc((BVET5F?GP84z3cORfnrSz6`Ib;kH+H6-Pv*{C
zwDsb|iIa~iGgMu9Zu!zDNqfpoQ9g#F>DCEyTA!P0SKChA-4kvz+sv(cW%1;r={xco
z(zbSOwA;$q=2x)qYqRecGygNsp79)S{1sO1W+fQwz0%3^U+B3rOD0u)zP9k6YH?1=
z$p*vF!iiybjr`X#DX~XQx%>6TrB}yzE<CpR9C2Qfd0zI4nVhDxb?h}I*WAgA$xrT|
zGB111T+h45MQ`lgo&R;s>kfk@kJoznZ#%Y2&b^-L!6fazU8>5DH>`Kt-_umx^||`W
zgRk#Tn0A#<wo+Qx&-78v$j@T^{L)Bf!ME|w*)JSye_cQKYfADN8~G3GgZZ<U7jtc#
z<+(fJ^XvtT_H&DhWQ0%3Ope`pNzc#t$8}8=7jwI<U#{%Rs`zS|zcEDU#^K-@Q{$uN
zhVWczS!t`iQ$~32H;wf2yexm6#yKGm9Za)X8l7hwRZB)Q%5=G&U-;|l_nzcit2dlu
z)ytmcCKdP8EZjaSNpWq^%sA^%Aujp)wIP8*nH&+xvV2+^sf^c6eeb+Ko|k#@;5j41
zSncB3<vU-z)(LjsQOYcOBCa8#tIc{^pV8{CtMoOK&p!_Nrg@jiwTU;@^_b(=WiAKi
zX?<g7;S#<od2;*K<0mBy=Y(1IvxHqbc}1=zRNYlK<WKv#tLuDr-f&-=&T;PD+}CkB
z0&beK?SitDt7q&~zu?4nM{3n7@6tzWn3jlIE_36uI2$uDV3(R<$%Eowp)(%lByCe}
zFj{%6_-qDufbGFGcS@{+WBFp-ZoZ5aZ5Ewqar}&yTFdI{u%&B~D~<<t9SYdFC-#=T
z<39Q2v-1USa3?oe&H6RVnq!$`>vLwit)IjXopnz>Dl(_O_}0D$+xy>bc-@!%%rNuV
z;tRi|O650utk3ArZ_z577|T<^f4pkjM4gFWo=r_q__E&Y)1C4wyC$^DT%E7#o^$zO
z@D`qHo7~nIxY@qU`=WL-KA3aub(TgiVVQ(*k8MZFSpvQtzfflyo#&md_OX>+`Pz=t
zC%lCmj&H3pxiGIVV!J?okl|V1dyh7L{<fI$bKTpZrkitQy1w4-wGey0HuY~qn+=!e
zmYkir+m^G-c2EB7#-YAW>&Y$Gok14yj<<HRZCBnN|2$%Ppr^db$M-JF*B^5I_5yUL
zC|i*qyQB=)!*_8SDL<1Xzpr=MH_J6ld4JaDlW(3*n9h9V+J!x9z6tkiH+(YFQ9Y}{
z-C~XQgne-j?=9QG$9eKUgWcCgoi{gQzC7FY;9RC=_C_a<M-wJIm;0MNXZPi)%^W9k
zN|f(kTN}GshW}}(Zqm+7H^%s5yB=}z9{KD&n={OL_w}yQEv%eh*Ds7ab?%vH<P~<A
ze3`n^=jOZWCn|;pH(uH$>XNFVyTwwOJ6(b6`WC0&OA|J)IJkDTxXxqkds~WPmT_ih
zOB*;nk>Pr?<wag-J3D*V+0LtWFCK(vFW>jT;7P6a=@nBZ`@HJcsuoLZd$NN;ZtKfw
zvuaN(NLZ{i*>UmE<m)}camUj(zGYzivPQYJ@%mX`)rAkX?=snaQdy<zm{jty<6Xa^
zUY(3dm+vhqH`CcGZhGEEN4W0oxvq+qSx?=k-_HEcU~sB2`mi_uv0FF7LK1gYK33W-
zt<rhG;?d5;w#8}}Z+`vp=CaSH$}MRpE!Jp$X?rvE%kdkFQqO6veraGHz?=P*%XhWt
z*PH4)KlvV;Z1iniRkY@W=c3<Oe#y8LuoiBgCm$oc`Qy6E2T^<bc2yj^_x$vk_BmZ=
z%}zXDrhR99iD<xm{g*LEq8x>4FJIfUGco1vEUQ%-q04?Qnq{-;(ZQSiq6hCqO-Vjl
z8}>_h#>f7uNBVor-p&Wj4Mlph>aMA)o{`Gs_2uH{yBkwy2;SPei|sy_;2oYTo)69M
z*q6B5uD+OKA}+XU!^^1P!+wT^>2k4+>%DS4GtTSn>I!ZUnP1g+?^crgiQ-#(AKCM3
z*Yjm(>GQemZOaaA%A6}&6mGRH=9`U@ty-pa`PrO<3p|dqq||EPpX}Z#QnPiTXpe{8
zi?xqiWBoc(MU?Z(i;ph)aLoVix^3qVy<o7`zLMPPzBTK}>K(P&+vW*Px^{dykDA!L
zE0@2z%jYjVws?Uk@3jUF3;C&43b$Wrl_tK9wL3LGdHKBisS!UH{bx8_%v4}?o!@M#
zj^%^D+Ha~m5+_zN|H*FNcS(728N<4$85t#}O-t^+&y+V>IMM&-+1zNq0}cLmTVG7h
zV74!)%@+OA7W2WiV(W*mLe|2Yu7`y6J!!BCn-o8R-?Z!7CjA}fqgI6;{8b%({@k3a
z-!((powxXUu${{;(#_#XU481bP$sub*Zlh37v_asYu_22{qaeW_Ju9)1rHqIX^vOi
z(_>W_u5cw!IkA1+F4Jr$&t*j+3q#jRe!si+?v~dFWv+Ib{8)0#FkbzooZ3vu&>P>@
zS6!}gTDOY3Io{J<wq(jBp9fn#?s}P9d2U&HaE+$Pah5+@@7=z8*g&T1rgzAM@U>hk
zZya~~a^Yk6){+O!p;6|?nP+{g{4)3E&urb290QfGJx`at+p_bS6Q|je=0Gc%BJIn1
zYYw>;uoj5hYYRqNR^Q4hsqU1lwy+7UWMlvNXk8nN)Jj7MQ%~<RmJ`q1IoHVlGUnwD
zw*=#}@%z+u4C4xIE~zZPwCB{+r;=;+xN>vK+q1)B&+bUIkT9K|TRm^NeAG+P!^@*y
z2Df_b?f2?+x%Qty`M7Dt%<`l?SGRX&zgYd&HZ{oMZCq^e(oLuAqCTune6r-`)8r4E
zSEdVoYyMvIP2{8=OG3{lttSb`dbE4?&z@%2v?puBqzu2TX>!-EDos86Q1|<)*|9Zy
ztHPL1PpW;j+sk9^WAT)lGiuMCs;ia0F4=Q6GVkX)o7jX07t+#xrR}zq4rlK!+<CQj
zA;&9Y_gNA>;TA3LL~9J$`{tk9{A^pVoNA8u<g%R?ZtpX)_04TQT3ps*&G+Ye9Q!Hl
zxah^5>dLcrmz_K=+7Q_t9$w1!X5zthCCAU^`f2L=c?Qp#wp;3h`;3F8S28Z^gj>fH
z9JwYtU%THq=)@93g}Tt-Ou1IklbOmdikGeIuy`UElecnFo6j2w$#s(tNu4?`e)C!4
zj*{=|F8yNR3ePPJ>naTD{4R1=CQj<Mbxuuvb>b7t$NRDwXJ|a0Q+0iFMbnAY6EFXX
zKHTm&@%)!{teVm8+nygtdU<tWP~f(?$M@Wbv$|F=c~<9)&mOCed|45^Qd95v?DIix
zhvt8t)fUFK=BJPF#K?1%rnlAd?o0{&qHv4*%i8RUa}OIMKTI_Wk7S8pS1Dpu<vy~@
zAm~c6;+p8@K8tm;+&K6p&uLHDrC|6cTT`vy$y4KnqqNx{;qV(WAFM+)HXdVqa`ofM
zKU%VvOm3;jc_zM&EIz<q^-lMJ-cIhxF1K9X6^YAcZ<`|B*IiWGGAD1>yeyIC{<yD;
z^JXR<E!$9$^~%%kz37W=a{LFRC;w+y8@uJh=lsOW2a{A)-&vR2d^=|LB;on3EoWQ$
z?ic*czMH#8ud{!;#M=K1Z#)`*F9=V+s`j=rQr^*DZ|+*PiI28bi5!=7ejCgFM|sVW
zl(fCmq&+UWpN>*f;i{W@W5bs%x1IM{@K|}f-F&<;LtuTx(I_dE%HNCjsvI-^dDTqT
z&DisDtWK54LyniH`dm$RO!PSL>zYNtq_?JbH_PxZEx0uywdihd;gzt=ZzfZMqos5%
z@>N}}eN|KyCgl;sQyuzQk$L%ARh6&CxeGrFgk1A}b6m7!$2+a&w<<CpvNcW8zG|7Y
zuYCJH(s)}1^UAfH4#%TTr83lN_xT5Fp7M;8__R>RH|4Z|<=UUM_A=L^=hS9%s$86V
zw?{Hq{$XTK)GqNSU!HAza?H2T;--<1Z%*3t^--PkmqsLB+blCb>a5xNBB@Dxw<#B&
z4JbYvl~fq&e|^ri&Y2pU<T5oM2xa-CT&?MRTArd(9o%NC6)2gM724kOxNA#a=I5Ao
z9LK*bVg7k_zUp@QOKT6On)EPr-IKZ#*y_G1C&kNitsr+wLg<&v%X^E$8}F|zw+dY&
zq<;46x+B}d&3ZL<M&(aAxN+;uZ@qh%V;wIREt%72v2JDDB?iOBp3kpC)UGPAwA#<j
zd2)44$;yWhx9@#+F7^#ip-f}fk<hq9ySclMOjBdtTeQUNebyzT>%r5udhDHKby`B?
z!Q+?FX*c<mC6qSm&KA@VU9@R~Pxbs`+jhUOIOQew)aT@me%3b2uWPRLOg`}P$F(Ih
z(`-U-dobHYR+zk9*|p@Ueapc<nF+RgwF8`X7lg}JhbQPHy)n=V-4NvPY>Vf<_N2qn
z3y-Wxm(dqZh}v!N;B#EF+>8e1###HedCc9Fwk<?HY2RwuHwA?+cPLzbvPpU2dWTPs
z844^!{X87=*q=uIHrXZm=H<F}=D+izB_&rp+2Cq%{AKL@DGc^r=QBRfe;xE-X5Fbt
zRYzs~zm=r)q+1@}8sTffR~S3XiBYC(so~>KYvyWv6W_Ra?Iersn=RJt)Qw;8eZ51;
zfwv*EY`&epwDdynHiLO`MmOgrtE9_3+qmpd<FD}5=a;jyJf8I^f6L9n125xBJt7{=
zlPcUl@zCbtAf<-N<)?W%jtF{6octALwrS_{yuUor*?SVcpDp{gec^PT$~W1^lXluv
ze_i`SZ|9SbM~kks%)WNw-lEKTH}i|a=N(^K8W5|^|N7dVtV=(7YHqGOWIcf`<Vooo
zS(EMD?$cxW1NuVOl}B8Bw6|k}#DpULwP9QKMOw{z`Dm))$wwRW&Sy{NnzJb^eeR1{
zf4@zxP}rfn-QwB4ZI?@<vu}t`oMe6dT-COzxwU)+%%7WM`nuQN%QSD|{Jh;p>d8vi
z+w-{NR(!FXyyao_SNCh?+hT+kB<&1ZY}0>fSFL_X(<j!SjVHdYc%NId?Zk`Bz%}=#
z-PnFQFn;Cn(*l;JCtmIH-TO#1RZ@9v*_r)@uS4e<I6nA&eZ9YLutD%#%h=51C$;%b
z^Nya@n$~}9&%<>S<5?cFbp77+?3CuBloEF3y){Q4t!FtYX&k-IaFT0vNnv@+ru#d;
zR``Tyt4f}p7W;diV#UXO1=VSrAN1t$2JJD{7C6jOwo)Wnl38uHUUg8*l%Tz53l+oO
zhOE=$u>4ybrCMJ)!T7lPrJXO^Qf@iOO%31L^VrEKeB06;d3Oq|YO@z^-YLEBYte>P
z)9t55OSU<?+jN8oO`AQp<<swvk$KEA^Y(q6cKxOVOHk*`hBbGduDmJza<T5B3H;mb
zwjRkUW>mM;-pA_1{3Bd?Rdi+d1h=e^$r)cYKWXgC&Pk3wD|lSydLZY$1rHubJyvc{
zYVtR|a65)!$MLLpp2`Q-EZ4j%yI6^%Q6<bXRQ*ronoRwZ(#6M@Wt-eTx%+4E)|+CR
zKAWdXd!GN#uxhhhVjq9ixmh3Q`ekdJ`uSwmQuZ>Hr?;MaN%~c;c&3$n!t(jj;z!Ai
zvjPiu+dO~iI^*YaPW4l9d^ee|ZE;!R{wkZp;Q8xtmKH^uk~QhovJ>)(d?Ss0L^C$O
zunJ{VI2#&0hllxf<R$OP6Fk-=OP1M+y_q%HZR(K*#`h5~w|MY7zxGt=`SE<KyW~Ne
zFY8XIO?(<QCFjlgzzbEU&*!9H+wZwg;^5O48zx!W{AXyb%dZGBpB1!t&V)t#!);`f
zHe{N;-acXR$49#})uoEc@BFE@oU*)sIeV_`xm|A>dcUl1t<&`1%D!8s`ud%y?%dwJ
zjqA_rcZDxL7xBq@)@N<c8^3xM&40i6NzG2{#$yFp%V+RazK#5D)HsPZY3t#XiP6DJ
zOJ;uCsw!>k`?LKN#~aI4%aS**H+4DX!EPEmr|Q}%TRzqFJ3I7#9$Z;>!MiY$rFXA}
z+rigeFP^q1sXa}rUHPFbY|@wYi9O->;tWgUdC#B!v-z0aqJ8{7RGQDH9k*WnE?;I&
zMOlpCsqp8PTZE7N%&2+Bx_!ph`Ym;?+0$9>dlmk1+bOJmZ|&XG*!8OKif`@oG}kM#
zYudM&Gu2J5<FB^3@6O$NO(s8IWEm<vHl3_&kasn_((>f`G{apte!kqwo?L$>=E)qX
z#DZG;Lp!g{Y<Kq9JnL%kjni|DL+4C#e;N9Hf`6U8)}qUN&sLirH(k}7Zu3edyK>Ig
z1t+Y2g)ztSl&+||w1h9~@61_i{ci2`J*=tlIk5fN#(kG;Gxujn@3*=7+gLJ5bmlMl
z-}*mdvi|8;p1h^VoGl->^~>|Oj1}9$)-p~g^7zm2HI)A*o3wPU(z|yq*0;;gSiaCc
z^q(P<Uuem%GaI!FmOQ>c>&Kj1Jy}T!JM-SHsoG=e*PD~;HL1$g?4SFA>C+=;o~u;b
zpt4uO=DK}(QTZJCs6&;JtKS;@s952CQ6}O~>FbcEUe_<Yn)M}x=XuwP@6B6_RXdm7
zjcZyeQuAh`QGRmHU6~0QpKt#DvZnBascyJV;N;b2+jUO7tNyYo=iXO4?(|vhr*neB
zc3IB3ooeu(!EpJLYm*|yL=`s`RE6~gzROswnUj|CIdpD+V)U|`KToVOiat4yRaNEY
z_RUkmjujLKR~4VNe)Ep=(b7*d7>{4uQuZP>?dfK1o?lm1YC3T|xNvb>Rj66mBCD23
zc87lyepFrS6%}U}te~mB)c0fB-8{Xpmv$)=^6tjVC{FZHc+fZX+q{WIyZ$pA{vOF-
z9A$Rt?#F9;_V|ejW~~WZUHD+3#3P}6&lfctmqi~}J=J6!A74>)F>#xltjBtWi)+@p
zUW;f|_-guA;78NBbB1znCf+HIzA|fya`vm;(pQ$gdA;SEfAQUt-I^*hJdSf&hp%zq
zm-w=NM#<W;Z|@uw-I$eU{i=7m{EjE_>Enj%<Ez<rMSLyzx^nl5WxsdJ*6?>&mHv4-
zFWLOVtV@E6^yR%Kna18cT3KWp5pniz1E1a0_R>{W?*g<pPUL2?&F<XY%2;z<=FKcy
zt->J7O0`OfIhPx3EtZ?O*NZNcG2|)!DyucgI%Q{&PW17EkJrD94PCp_-tdLhb(2lU
zrTN^WF8{mu>B7UE`Pa5wI?gk@T55Zac+camXY;}&er{q7nDt=u<jEmZXP#rr7SEot
zX4<jSv6Bp}e+S2$I1w)Mcn;Ub+?3ljCyg5~ggtgM+%fB-ie1LK<?6hPAG}-r$hfCu
zU4u^Tj6kj9Jki~JRUe%_n`V`{D;x3lSU=kNtYhKbzJ}{T*9B5O|F|x>A}gTbw4}=K
zOR;?&=U%S9v0iV(#F{0aV@mISocZs&>}sXwHS3D9p3TjWa!o%GP`NyP=UKC<Uv13~
zn~MvcTIGK#d)c)$QJUKuKbb3B7s+4PlE}cq_0`tu+wHK+^VI$`L@bv1x;8q@E_cPn
zHLIdMZF4GTvP=#9aqZWd!~*{R3{e~MAI-Y4OTh6Q`;Ti!d#ZD{o2xWCrLTE%cV}3O
zR&qe)fpy}6Nvb);*JZ-p%cY;r*v7taUBG$4lRErswY`1$+O>_@Oe~YK>yFfYN&dLT
z(|@MI&3n7E>-DbPe<qm|w(4(R)~4{VYtJsPR*5OKdA8H@09Wy8nf_y&^1oI#aPhGQ
zY?>B5d+MD#d{Z-Hm!v&Ex%a&L_CD)u+jj;2QRgPT*qwL$^sUXNoKNPqXx-O1YP(>L
zTj%x$R`X@O6P~MYJ0dR5qNwm?UD=}#wkw~{xqAEIM#&-znd{SHVtUsZ-(MQEdE2sY
zlY7tI_nR_JKI-escZ%CKN*`CKxB6(ymoe#%^_)qywc2ZTU2#35D)IN;)JqR`23aJZ
zek=T0aeJovoSpW1*?#}NZr)gHxh5jz)<Sn?k^c<3ohMDtyp+|C%>OQ;IzuJp`#Lsl
zd!r|3)mLiA#-7%koMFMVIm#u8=_}jps2P6YWn0g#x9ky0NM>$~`8!AXOj^z7C~l=y
z=BAFRI$kS9{g-}Kzhy2q>vqzu7?(*hrEh&Eh0l2M<?E`8x3|5Y{bjADlA3{4_0_1q
z9M5XG8q_T;l`kzl$bGp>c{}ITO_|??6*_t@Jb1fuQQ@_x-L(z}PB^}gJG|`GODmoa
zwc5{iruPU=GLHULw&cYt$H%W@N;Ov=JOAXoykz?`ufVeO-C4JEtmdQ?Nbo&hvEF3g
zhq=8|XZ!A%9`mv5g?QBD(~-&QMW5W0w60z~W3_j(iEew~=cTUZ8q1~U<yy_@Ej~W`
z$|vdEDAV3%{zD7;Lydhz!}lh}MV!tp@RY5(wr}3V=Y`CDwc5L8@ABNdPjptUYV!I$
zvjuwQ@PyCztnX=+500|B@^m4WZFX;42!p0|=h~er_uAKr%emaXI$L0MO!~)X^KKQ&
zx0`NF=zlsvd`{T<n==|C&S@Hln)R`TS0_n?FMd&{Y&|tKZ|kY7LRYB=k4?`W;Lvi<
znz3|Un?;XFw$sZc=a;<y^4r(%&KGqVsSnzFrJ}vJh4=Rz-&!TsyXGV#*I(^RsZFPY
zn<XTV$9t{I3$68^_iUx(r_=9W)O`Hra(iC$a;7;tSKRyz<60{ho)wvKE_~zBpjlTq
z${sJ5T<O0m{nEwxrY7&}olh=p*wgZ8$qnU>p0Bpri{=Um9Qh}D>cp9|f3ug(z4zow
zxvTFJJJ*~w3;MEE)^S>XUzL`A;>-H5SvIpa2Dz=d!7|k*+}dQO&A-spCrSJ^*OHq&
z&sLdSTk*Jm_s+Q{bBnUNPaboPp6Pe_XnGUJuW*mKU3%vne|=fCNKE~8v;*Jns#&h5
z=CNi>pAZ>2!JRYoN#GnI+pO{_47S-?J{x~s%>J^G|752&gCA?^q~oUbEM2Y*O+{Hj
zyVZWJ_4&AG&cvYA`d%BA%p62EMhjK0da8Byt4fbh?Q7@LCsr<O{v?`vfLSH@sf#U7
z+BQp@%VMl?U(+Hj53IN>VR_bd`b^J#t>*IjqKpS5516if`lR-9*SZVBx8}|5m7eVF
zY+k9(w9I4X&STn68jE};H~B{B?D?|r)^EubC)Ud-<UU{P@jS2ay<0)y<yn29Cm-)s
z&sLh``7Z6$Sw#k}-T6t*sYf%83N2vonH9D}((X{pEyuIj(<ZEmc{E$~a&qh00KH3c
z+Cdf@ES0ZKxUy!8@zvN*nMd^HuKY~*IA{CX@L8JLR+nO<C!Ym&uy0Lz<jHY1@?7=h
zw!#BzW?#8vRI_GoD8sSJmEQVKBTp0*`J1$Ex_MMd>C&Cc;XWm+CQa}>YMMN;Usmf+
zp~j<`de@Cai^E#j<-IN&YDgZpT%n@CeAar?)i-HVV{fi>yZZKR;B%z~X$KFOOnqnV
zzEfto4S$qN&*aIky(Af)Ey(mt?z$NFWZC4jK8M$rFReIfZmSWNe1EIw)1EKObKg1o
zXzx6yb!yq2-(eF%LuI&v7VcQ#9r*Ij`B2_DT@xlW@AW$&5Ee7($*laMMbnGj%yhpj
z+uZPg@#~t41&+tG4l(&<7Hy1GJ6kcmthj4&(Wy0M^LX`V9IQB-;yEq(UfZ<h{Ed1K
zcNCrtn>lm3#A*$WbG2H#=g4izn#r8Ih?%7?^U`CrrFx6(tIpqv++?q{RJ&0nQ0PF{
z#WKO(EfahAtiP^#*{S3C)_3&{?pFuqAKILn6!Fm|uRQ3);;m||GP$N%JSnqQJkR`-
zl~Olj)h@|0cbQqs4%=KQ5{jB*5WF_+`<<(6*;d%?eH9cfDj1VIYi`J+wZ_^TXIGrB
z>apYXowmZjb7j>xJ>63CwQ5IJpR)>InpNnQz{hSO`oyCy@vG=7o!egyRQ=idJV|ek
z?5|lzHBMiZOSj`x+Mwzqb$!Q){H5uJEON!Mfj<KI{GNqBzBjRduh*Tl1-7=YD{dY0
z-KJr=#P;Q3iL*TRQM+F!E?c9XRWEYzsD|7Z$!)eCt8HCFkDGkD)8(Hu@$yZxAlK*1
zy-v=kdA7ym*^wLHmc<?2=2ZKi!Rlz#i*n5)3ue7|Q|CRS^NnlKM?>D&(0!4UU;AY{
zd+a~(Zv6rE@=M(sYhyc#LLRO6n%To-d^B;Y;^(-kDB}w~Pg63znHHBmzBX5?bXCJN
zWwk8~2UhFP+@zMo@wg`>?ZLa3M?KzgFfR?7z<a-y#ccO1O$~*V(4z<6M^4mdHeI&*
z<jED2^z_f{mq_pwO*pqeFk-E?<^lV^S?eC2w=|uvZ5|%$tE%;O&d2ZvlT((=EB+N`
z6DeA2boMB(w&2<FjV}Vv^hz8&n(T9F;Yri^GHXQmrY>4sRr_$h*W+z#BkuY}2W{A?
z-ezi;aPvWNq|lL5cMH$DJ`+_5b<+;^w9cC0Eq<=hTk`GvOAB<BpEL(Cyb4!%w59OQ
z@p(a)o*lc<_1xyFjzQl3)=+cqIiWw6^~)A}7H7m%ChiY9*n87ov{Nr&j?^3BWc_>0
zee<@S@!P-G^7)r#+x3?0J<IdrSz6+(OQo#USCm8<Hb~e_O|O)Ye-dad=@ccgUh2t*
zY^A`nCB;wH6~?T&oV+#D_kOXbx8ox-r70^J{%zSPRBIf5H>A&FUAN4?i*d)y{3_RK
zEMj4vb!JNI$>W#SI@(JxwO8}KdUhpGAfYa8w#t*{$TP>)XKj>vcg#2S)Vwv9p2ghm
zFy(4vR@<f4S~gE>`Q*l)u+G(zr_65$ZBn-S!0V*D<nDz>+ZOb*6dx_|I3dl>^6Tr$
zDQiqFZ9KJa?z0{NyQ!XEQvE{03w64dFF3fWSHW`4RrjS`bEZt|IK18CGDF|7#q%sa
z`9Hli-<;iIfmQM|$+eb!r7YVuoz-p{e_7Y%Fv-O#<+`S!%v+lfZ<D#ke%CjcO}w~t
z*UG!^qpGhQb6mqRn|ZQ-=9Qkpphx$E)~&H@IC(VP^ZQPTm50+mE#Fh!@GH1_fp1o@
zbf4LkT${NZU)M@_9ji`THaq!qW9TRDqwji5XC;TTq_&@(H|5!_t%@@k8@m>BX9Z+5
zZFPz0+7hoaNh9TFrO3=Bi$%8VbaM@t;ac`_;)&I(eyAkB41OBvYHYE!)~6(SV)&I~
zcm1^XbQu-cO?3@<wpQiD)b~4=J>XieJo%V)Xn9)jwZ-gnu6}Ag{^#(Vj}FsqUoqW$
z8MtZQR<kn0>E=bniuMnK-JbfUYuDVlx>Z?e%hL;&jI2U-uzIY~ZsJt`v?65&-&}2r
zJ3?1yb?+>i*Y)J#%*wM7T@Ji~6H*F&eQ$`a4pa1dcRXzJisPm-lio>)HcgUwFzZ52
z?uj*(r6wXg!bdZdxfblLcpW|^S#r_qjhq`d?Ppr#E_raZ-m2=bm}cHNUzV1pMDKo8
z;&HmMIe7ZXgQk=7j!wU~Ma4RNY3iwUSxbJ4*_`3qa#TlpY0B1v%F8dUb1vZEx<6N2
zY*~iYN59_i?a%#kcNf16JlJ#P<ZfHu#TVzY?wYRX`R7&nc5X%1Hrp(YK8|M#ch43*
zT6VWLCi%wK_dKyjCNI&w@b}iQZHMI5R4rdwn11MMH10kz-~MQP?(I9%H~M-0bWM*k
z>kNs0ULEn$=lV&7pAjp+JpUQCC+P09n9ZWU(st_FeR7$@JZVqq`h=!uic*ghZ`*`V
zKQZs!@r9CW^SXBxY%gV;J@HEUx_jEzMvGO7V~%bq^t+=G_%=2w>Oixu`m>6)l{wQ6
zYA)Se*L-%>dX1THUkC0HPvM`P@TRzH&#t8{nf;cI@_pLV_wH#cJ9L+4@`bRVO*ij!
zoO^e+j&0AZC1n%;To%iZdA8?v=*PST>p$_Vc-go0!trHM+a8;qn!obVym0phfr&@_
z*A)kseJ#qY6x%zg_8i~kfUEf)da)wkP46ExG5a{}v$KWl&vkbHp4-2A5>tHO^{;S4
zo@bU*J9UcB`9^K>_MdHfH)E3Z>AiJ-cKUCATI=v^ZeGnJo`r}0YF*v8I#VTUU(h?5
zbkUlVMW@`SEeNaGKKa_y<5N{@kDX*)*)F(?$?|z~%%>;zM(b={b9AQ^38k=9HwW*V
zp4d1&@%^03*-yN)e$VWi^tjWAzc6A`<*R}R|I~J=cPh*8PN>}+QO>=yJ^6*Nt<-1p
zWs6t3h@X#gpOXGOfqh-JQAPUQ1NQAz&+<*)y2bDCuzM~lmcMX!>$DeNs_j*m2c!lW
zA7tCN{eny8vTb~B7H4Zjmt@>pVjgI+^Wjd*6Q<w!rs}L*GWUkOzSq}+k6HTBa(r4w
z!Lj`<`_y+%kD4v<;6Ye?lkOBR$?3%@#V<qtDa8KV_2qz^cX8L(_e_}u(yqnVWiyuj
zy=iYee`ayCuizKGnR?0+UtUISj@vasM0kGIiS11)lAqn`w&u<Yx7TX^`Z}gKcU#`1
z9VV?4CbjzSIGSX&u3W(Ob>h;U4DSMNtT}tpKK%G^)6=I{UKBdDM6qaz%(vAB;(Rk?
z(j{MMD}{dAaH@be_ohjoQB~Ddm3Qjj=Ps#n?<wv|(N;RasV;FexXY;`uik6lJ5fK&
zW$!wzCG;X1w0?U$oIbBOu9o++8k@b;%Lg-;F!o>C7UXmGmu%Fe1LeoGtFB&kWL~*0
zNj+fC)fsvIb3$s1W36<3W?4&I*r2{~ahe~e-PJhjg$Gt{SG2MCzDR%L{J_u3IkG=Z
z%kD}XZ>s#h{Lq2MiQyp(6-V>dCPi<YppbCnLBJn7wyLl->kO}yta%`9DXMqKr*nbC
zox+H-`I0A@=UhAdzQ|EsZY$HG{|x*pf@ft`Z@8S%Wvv>jzFc&wimrBYCiBj<C-vCw
z$V`5r)i^KqRKo+|3&GoNi7nMTmK^<<G35E}uEi>>(K=-lXT3i@Rm5S#>xgp`cHTLC
zzpJRpVcGkQtSv4@*>z4H&sOR&JV<^S_I(+{s|-&g)zuOr=2_3an%$Ose0|m{a~_#r
z;i{_^mRi^ZO}%!g>&nmjM=m+!K2b@3y8i5b36<^UdQORsmha;i%jxzUOnXyMq0F?8
z?drNI9uHQ$a!tCsO1-vks>tP6HD7Y)#!S%OaPeK<G*_;tl``Q=Ut0Nuv#Yw>UA-G!
zVJZ9P0OPN&uOaKEFFg0qe{YY9V9fE)trj-deBVt>`Z!-pL0;B9>kHe5M~4pcg|AeQ
zTE9Yc%XZapc9~gy?yL3hc)qIS-8XGp|33FHn_17k{$~)<Da`5l7dmrYc98KV_tV0C
zw%O`FACBI=(`|Zc!jdOU#h}9;bWJR;Ye&B*GW)jqmAItB{C|6^VwX29JoYl+%X76|
zCxWEK7zI)aFKv^1_Ub`;CbPt&?WIAzi&_@e27OV#WKyej_dtkD)uX*iue?orn3z_)
zS=@hV&rHQq)x!efljmJMl08pz!hBV~!eg#Qo~OLeEZ5Y%`D*(-#SJaylH7CB_K3%R
z47r}a(f^cnxPH<1a%Oe46|#B(M#bl|I(FwJt7~R`(RHq2lr_p;7CpJoI3`ETNYYW^
zW8Cp&86WpJE-hGm<+{uAMKZ~<dS|>P^wK6&7EXKq=j-~_f8-Mj7Dk12Rx(eXe`%*J
zx9g<>?%0(73?(J&m;W(b9Kks;c{@*$UGm94+LFFz)1GIwC`;d+@9-n;lA6oA8;_a0
ze%bqPnCLXGd25jr-+a+M8eTn*_S#8u9{95GlYVetkXm%A%w)%qsLI-XUm26Krv;_l
z-6-)pRQ-5x@Xnl2ojIRlE@>+AWch|y1WU4;=7_G^<gvAR>n`cl-!(S%e9~Id`9kaC
zQIn)innuf~F<7jbX*}!Zga!-AHSIFjgzsi$%$)aN;_anryV7mAZsqV?O@9!UnZ4T7
z-R5GyW8@{pJB63F$_QPJb71;)ttjj0vUkOkpZa^9oNi&Uc4oNBr>st&XB)#aZssJ+
zDV}w5cj0!?3*MYj&)<nFJX;iVQdD&1^Y9P*iu<&?b~Ui7^ju$lw@KiG<vOj0jDD`g
zZ_fQHic+h2_=r0tQ9-sS`#EnA@2NY*@u}HS#U6d`c~d{_+n)2`#KZQ-v0G;C@|+qz
z?e2Njok>f&o<GrYkIP=Yza!7$`#Pn>ws)?zcCvSM{kgV;-t9VfxA3(?);i~uufMKN
z?cA|G;B)$pSLJ7qMn<ek*!R3E=9*zyvSeM{)F6)={7Z9krQK~`t=9PU+0)uE_I8m*
zgx2Stw9W6851xCsS1T;XI(cd6q=XlaZ-0e-jC$jIb7o@E;jb%ax4k~9qGHT-agt)+
z)Jqf3tvkiX@I)p!BDJ`yn2r1LUP)E|OD%JcJh}GjX+%6<<=g0Pb>%DJR(0QeGmku&
zcURk+-D=l`ea|)LeT@+EdpzsHt)*;MAAN2&zYV(Ww5jUGB*pVybM&JonMf{J87B92
z>Q~JbTbw>NIKInz(JINl;wYnYUFou}#h+H~v^#%h7E{?<+0}98s*dVQlQsWno$@#=
zlRnGcB`?cYAV<J*<(nyM&qOyIR47@#{H`po--T_=%uU*2vv%$YshXelL+_yf6bEJn
zf$TSD4bDm}+IiwQ`=xyvKO)zyJ$AZsLSAs6ZT9=MW~>uE)b?eIOBU~5e0$k@U$s1!
zz1qIQ<<~YJ(U-KFx|!>_O!%Z}+p48rE=*NCxcbD5_hHIDU9(d|rzhoEIxO2~HnGcb
zLRRg<_P8zUcl1?WpS9|OZoUog%TTVAN0VYt@3O4!4m@})YjTuk9J|f+m<wMeR{dv4
zPblKGR^6ob;=#R>H)frhbYg;I%wN|kosAn`XbU|u*dH9SX!af7b;l>hzr3I{N3HT@
zOv*GvA;%!bFYAk@u}nzl%bq*!;OA3SU)H|O=JfqqZdY=(M2%sSUdZzWuj9Pcrk14q
z4EXhB{l<4WDFtQvvIqWcJsgv{RGP=2I9yu2=+Wh>#Rt}Y3A3-X{Jv7!f0y&WB@g&^
ztS{+1&^(Q?{goE?TGa+!$=CCiZ7KV#=UbNEaFUr--KOz-w#K${Hks>N%;p{Wb87#o
zO=%Z%Zh9UJ`}QL1QL(9PNqWQG8z(Lm9?RI=`gk%+`TB_2Zao{A95~+2Nt?AxtFO}H
zb>G%alQy|qEn8na`;))VFR5#nr=?6`o|Cq1vX35TU(Cc~{A^p+zEOAZUhjV;c>BUN
zId|74U&xU@eY<&1_{tl1jx2v)YaFMY=96Jt`+D7`xwBkPys8ST^^K7ZvppnsZ>Rcy
zhV@}*Ji=MhHs~y~W_ZJzGt+%7U#{-DgoP^S(!Tq2OmdK1@ixhjFFUEy-|LiK#nA%K
z-ET^d#$As$Uf_9MW|rFyhQf&CVm_-Yr#UT`EmaN|$(TJMtNGmWo`8g^v(wDn-g^bj
z+PA1j=ezPOjVE#QdsF{2q`A-EWp!<j!?d*mZf@>gD{gtlya`R46g`tWVX3>Q^ves+
zmsPH75wcwKGd=eB#HhR48BQyeZA)GkUUV1Dh&X1Yv6?AGZ7sWx@T}>lpLoypdlq~|
zpv07Y#$r*EPkj#SvYw`}yj9!zT>WB9X8e^q)h#b)txJ_WmVJKN?umR7mls|Uc_Mr^
zVYTbK_OsGUv*jAp9<PmzJX`qjo?E4k)|c?YNtS<ByIS0T<kn}Go-DI-b=I*Bi8T+N
zZEIAh4x4i^-MYtf)7g1hn>Ck<+yBk#*;nW^Nh;2zTPF7kSMtjXC-@BP`L+ra&ilGp
z*nDa5b?+F<=i>X?c`Fx{TGvfIawqf5?0xaa_I~U*u55Zf)=`*m>cL=kzwk?kLxo?|
z{8gRFGH+|(f`qE@^}fs9iX5J8miK*qw9?e*=h~^~rfRA#Sy%C9;|^Ob#vQfBaf|h4
z?s=e_a6dwY^Tf~9T@{%}<IX#WhJN*Vt~@>SulCl<TitqkOe<aQJ_(#;{`lqF$ctGG
za`M}w4jIl{7OLeG8~Dv^_9LET{kW6MvR@Q%^Pk&qm%H^+`}^w)ZdCNP-JiER^U6w=
zZ8kSAPQDsBe_`3LxqF&fTeBsVQXh+cTsQxbB}e?cy>91^2o-*=3SY_-`ev4;Zj^pV
z)znu{<d5w+_U__I3%RW~ZokqrXSw#I?4tLD@P&S7?>*Z4>*hR}YoGKgR{8Zgo>*Tw
z-97l6_Ke*Z51h|>RlfPUL(#0)#fS59Lw8-Dd;g~39KP(k?{&_ke0&{OShvT_wPNd1
zX}f0=r<+cEJjwV_#oOp<<v$gKZ;J-~WK^GcZBtV3)F10Dy)u^zuQQl+)%fb$V;@7;
zoBU@ms9C&MZ_057;q#K;)_XSHm6r)$&6nvOQl@oQ+f$CQdf6$)L(luRKEAbd>Zx}>
z{nvZ_ev=V+YLCXcy3Yq!D%kH5?TrzcwJY4_jZbnA-|=T}R%=b3)3-O<$}@uTeAMsy
z&>wZ1(!a+qt=P8m0q0|t6&A7$>sZ|a_Zw~eSUR<;{JY+s{`os~45J0zJfFx--Cn%#
z&TaEE%Q}>DditjB-FsK`yy~^dW$(E8Pgy-%J*n2Uq=)U+v!};AWWr}gzDf@|r8+}h
z%T0Ul=ADru{9d00CuF-xFY}xGDmnD%k~51fUDx_udiikzf85mu&%0m$yj0$4ynW@{
z;4PJJvbVjxb==)}#Wsn_qLy-dZL<=KVt&bO<#xO4pe!ov;IFh&@5P%#SDviQba%^&
zzIQU;%A?1TZQta}Usr79HawxTcwY9?DQ*W@3NP)FRr(g~x$8mDT<f)F)$_x-<j$^|
za`$>j)wX3#t_kjIE8JEmh5jmiAMfzy^8!B06YK4-tm&Q?^8MKkS$6g(zh!<-6Ea;{
zymaN`m-*+)K1WSF{8?Z0;@al*svfdu{iaP4p0K=c>aHbQF3y+a5_@q*bHan`(q(0n
zs>4^9w!FP)7-^g#eDZ*E*ZO30(|5DHdTwp<{nKx}b++;2Yr9uSZfr7s8Oz(>{7i4j
z!av!U9)7qeT^Dy_ePW`%X!36UX^*x)-IPAjCdldo=c??*cYG=y?VG;sf>PkA#~;?s
zlNGz^=5^Is-#@Hc<kQT%mcIJR&${jTPWNn*3H6@M(&ez*<JrEI^X_pZ+bbN?e*V{|
z?TUd_N;scZi^8KxR)!K@CM$LGZr*q?%V-Nn1Yh>WV2|yLb%9^k+*O?tt#OV|d(Hh%
zec3k-AJWpk`=Yw!v7gA|ciK03wq05n{GH)_tkSI`dl?>WnDsL`j^F05w&B+~at+~0
zfu3*FgQGM0ZVUFYX>ke`&PiWeV1L_7;^}^_J-g1R`uW>O`31h~y!h4puDfZ(1kT5^
z4qGj8`TH<ZILphAIoxE~x~xmFelzd)M=g4P@P#%@+?>*7m2Zys&3&zx{Z;8@&gr0&
z6BtaJOLjk2_!T;HdBk<~PhZ!t@AVPNp0zscN?-ZH^J`jFZ)F$Qxy$_3p15~rd0yPU
zEhpYbXUKg0SNd$F#$5?ZH>1tfb4B{E&svgtfN9gcH+{=icoxsoHv4nDdhOZvx&C#$
zsh$eYHuD~HkAE3*FUdVH!g4WtXijY9_3MAS&X=E5Te<tI?0<&2p_zSmO4iJICv)nc
z%A9#w%{vZ0o*y;whG58z>oQC9QaWP3tnz(1Ys1--FGHnmu6c(gJ(;agU>JJpSLm{3
z4cZ>>xL)2m;<eY+M)AZ^+mO=LFBU8961pAi=WXkL`^b@=uDj7f2d)SjwXtwr6_+@%
z-pTCgW{1ZjUwTg)yqxgWHakx_UFdUz!=KkPGoL7Yj$HR?p4ElL>5Gi!W?lRd<epes
zn|E=7z1Gv@J=5%WRji7Z`DR)t(U`zrpLNY(x4Tl%O8x3G(|5}!e2V_Of_=u>b5++9
zWtUh=$oEEzU3h-qercJOzpvl<m6tDWPZkrI*zRPj?WAq#T^yS`bx-6IzU(ER9>vWG
z56L|CJnHbpP1l|)O*3K@T{Ug-{=7NYE`F+YSgzsk_;szN=vhU#S$U^F8qT`Oo@d*Z
z?Z(mg%3|HBdm1y{!nR&J$6&#<y(hd{me1tv-X4=}EsdA$=1nbC2&fKyziFYRD7UhE
zPuQ%r)juUYmu^|-)4hFPhJ{UtQ|`_4KSEmhWv;rpSx>!Z{GZ|a3Y(4hXYGjSsrtS`
zvhk>;N1nDXSHFBtNL|oM<x6X3ij=Ne7T~$UlXLln!q6|PKB=*L%`EIHV|?qmgmd3A
z<CSt(;}b=<Tx_0`w0cHgRfz3&v86l{jQiJ`MLe2VaHsET@kz@kS5|X8?|M3Q*Q~W$
z-RH-@oG3HZ=U2F1$@BY%KF3|Vs8+jb^I`erUe804)py&xnvoSW^^5!SE#lD~Cx6X)
z`FKVGPv6#OkF}29+LpVnD*eOKX#U!MtEIgD{@ZpOeDJ~gdSYgI1EWpd)+gUS7hc=`
zXnuBzdDJJZpxLj^SqA(2`e!ti+N{rdnVa8!H|vvh^x=c&wAXLl>1q9-|JsJ|x7&kF
z#pZ5tUva#EgMC|Vwtc{crcXu^HFw@7UXeQ0RJ+PLX_v+f83D&-cYLorS-S98=B&N%
zCYC8pfA_rkZG6y6sV(LkKy?}Wz75-UcdX{0y}2q}dwG`lF4J2}mb^L7zHz<LR=M~p
z@z3rh$&%F<@2|33yZdq((<=+59V_j^56Z4ybMfnqe1(_^6<?QUiD|1vy4y`%E8`R8
zb?l_unv#oi7Ru|nN3AvSRuWA;FS72eq}JV488?g`+qYI3m4|O%c<ApExoaCgzwi7b
zvblZQoy47QukB0Nvvuc|2}@RlHa_@u{UuN5F~hjXNA_Gdvjhxpel9*+7I0+8P0!3b
zzhcx<-YgC@+dW_QxRnHl{oJC>XISR)U)y!J+;z`oRjmV4&hy^d^JiL`<=JYlEYHY{
zT31WEu*dJ!H|x1tYp0~IjhOXZ`}p!l+L|+(v?S&2gQJ!fYaA<@Rkr<1=epR4S@$>Z
z?pb-qtvX!ZT1Ki*=<wd`H<!H^mTGxf+xmUV{;JS$+_dAmkK>m$N&YgkoPK=&zA_-(
zt!T=e(2EOX439epY+i43Rn_LonVXMx=_H={)vr_BWnNVIY}MxCD`iImD?QZNX8AAB
z^INm;O?hFkCiDHSgP%X#Uw&<wFoT~z+uD^vPo-a+&N<NN<iT8&t-D-QGU<pY+p@do
zS|v`Z7FRwA;5Q98<6d>TSV43~oPT^&U{ii^#;1dE&z;my=2a)n-Xr(*{A#J0DGB$Z
zUWZICKDRn{`<1Kro4>9M{q^M8<|$8RO|Vx8)mS|D?3SBf)er4<EH2}hv9Hhi8+uv!
z)7q)-3y#)h{}FK&4`lA~@cfhg<=rhCCoQeJD*dOmJkJ}fdb--*dH$8#hWjt=*R|7*
zOOMpz_y4&5^4r`)(O&g8O@E4hlzW<bJ<sx~r+n0Bsk}n}o!@`z$eaA-mz;RmaLuL4
z*B&t`Pp;^kvYPcxX^Y3#d6Vv3^kj(JDl@6?>a<G@THSZ}w$`0{7Q8w+{_KI(nhIam
zrQBgKo;8ho!6l6oPcD}{y(n2-v0~eA`6c$Oi#T&832s-nH2vD%yH2WB;i!~&S`35r
zvwij-__i;PcxiCV@u9n)_N!dx$ZdP~ZV715m|DDhnf9ZP73Egze63@C_Q*y$?Rlk|
zezqu|yN3PZ@((w5?cb(W&hpN7_0#ySIH?coT9Xo+L?eIC`IP-F`)GODt?<@qE>pt|
zg%&GcHvRMRPv}SAqyKhV+w44@yf**5Wyo?r+3j!YHc!6#?9lb~QRO|Qo8MI|y|YRs
zNA6FUag5u}=M!VDp8fq!#e8eB?cw71e7EL+@bu?5)*KREtuC5!^M>gozMrd>ebw&!
z%;#_NwaB;hH^;o}W1%mTmu8>&V(R3*EozDJS%+80S1vN}ym6?abMMWZb61lrJrABu
zXUO`K=qYpcl-9Ar74LVd^ktb&m}HynxsbQ9>%!(sPv(8%xag_#is9F+gXau=_jRnA
zDz9vxP{-<ByzmF>@)un4*Ju6t_+#nXeT&z}p7JYtF8V9ETHr#R*ljn1o{O4)4deUm
z6n0d;SIv1o>(71Wj@6xKwN7q7Exssy`_#)*d3LRhue8kEU)-3YGOu#gGvlaKx2#92
z1e<T|cMXklZ`AbMURIoHv3yOs#nCd(e9q&d6`3b@ByF0er(Ke&`mBJbXUVUS%A-|_
zGhV7Id|R`!#_qwNEz``J%W|@>JW{TYy4@Pk_`WOk*mM(T3)7y-yUch?mP@WaI%&~)
zmrcFqMQmDsz8y&KdS3GL%%(-ncfv24MY(R-w))w+XxZ#@>+RF7zAI1E_P<rMWM6u7
zPW+{LiX9Ut#?4**qmDzVyk}zLyvp_Blb$Y4WBFndG=Iw_-FZ(V{H89|ST;X-;cwY}
zb}ttHw$pb!TYP%ugvzxlSFX%IwXNiJdAiO<lalX3CiWW_7vEZ#%OF&+bwBH)j}v2M
z!~;|EOiydg=$LDAP0IV;#;22hlz#9KeHF)PbTcArqoH+*kKp^)u`Y(r8ZYB6FRO66
zQ4#g%=Z+-*r!Iw?Ggs>BWPK=+d3bVn#*d|m6W7JC-Qt$|Dyw{Wf^XX-r>iGSryksw
zyZS(K-2G)olpEdrJl@BCTrZz2Hn(41R$L}z@!svW@lI{0E}1wm9AjTwy>{(4-GA|3
zALV&7k7dt2V;57m^?gC+tBr3Jx;|z5&klQcZjQ?AOW!;q^rRe*M{WA<*Zn@oIVa>>
zRLZxLcN_Bq<BBhQf4Ov_=T_|rGw#kmw3+3+qP@Q8x@{jPzCN4jn$uh+-W;)GS;=yd
zFP2FR3hA@X?eN*p+aL8(?=3@~w(Z)OC*Rh@UcGqX-rO_H(vKIedUtjQ^Q>DbHBZvJ
zI-)k_9^Y&Ia--p-ZMSBA{Cq_|C+zQ%>>YFJL{2PJC@_wiu$b-Te}?O;s<jp4UR?UT
zVMjvY->fCmxwkaV%Tx_hp4fGIf~6$0%9Uj&1N)1;u0Fo!_P(zAy5*YF#<DB??7ilR
zPE`51iSz4P@iyDFJ3dDh-DT00G(NYdyN#vzeaL(tjh=Uh8)N5u4>%;<^Q-zg=ZY-7
zQ=$G*o=dW;GGEvFxJUTRk-FB#_UUtTSF`Unp4)RC6x40KK5qvz^U{3T=`(v~<z2h*
zY~F3{SK0oanQ!%uG%KXfx|7scP<1uo^m+NHtm`*U6|^k6y5)<tudm{6kLL_U9CkBB
zPu_dQbnOPqaj%@JNlpi4Qu*93?bw@kFX8v*DYm@6TlcO>b>cMJ_juZ#eS3E%d2chm
zY!jMqu;{VOe}-P4+o5J(Oj%cTs&f^E+g!UCt?M~=a=P=f+fUkGpEtb_&%1h(!=pu!
z3%4ooB(E)=zCG9GFniCXXH_a4J;~MEiYFac`P|sk7^Sn8xnZZQwu>eogUq8%TP4qU
z&il{sI96I=PRMts+jqRSdpFOY5xyx_>1bA;zs}C@>p3o`+Es}iv|fF=wEDren(fvV
za#NOaul|}Qvh;M&$&AXlwKb=W87h;z9?Xnfn&cliKWf&ihfiiqe(kYcUE1O8%d;*?
z7q43N&(4myyLqY^3-i*_YaguNTC6iWra8~?lVDso^U^K6`&X`8ar$n#MRa(T^tD@M
zvEDL#k2dXbuFp+r44-_tYuT?IT3+AZ$EB`3lc&Zq>4xc?^;>&a=6!YEckP_F;ghRu
zd%65=u9U~CC||j5%4F@u_(W<evweBk{d=W`cT76&%s;lx<Vxxtf6KEGT?do5JW1Vk
z?cBtSr;$q~BrVR`h1{Go_u<lRvyUEr&wekOU0yGeqH)Z6*7lXJ0$s(YOT5xP^G<JK
zz`N&NORjD+u32?@wTXVI{S1~@*@n;UBGVH5w0p(fqWjoSSzq0mQWoTJ;AOOGX_@on
zAn!$5OFo_X!91xjHYZy}FlD~a#pRhd9L=nr%`dllmvY?y+NN3Gb0)4=NnLwV;hNmd
zDF&xzy<c-sZ@bvKa=}UL^=m8m7HXT!4*4AWylwr{ZHd!V(ig7T+x29($LB(k#HG_$
zzMQ^s?Fq{m!&lmU(dC_8-=6JVCc0^Ve~k<KJ8i4yj&rYeEi1g<^?9jf@U&aTvu{Mk
z@%?i@S2g`s&D;HlqoUI0uw74{pI`M}|H~icR7;s~@zR3aL@wibS6^IOvy`{*m)R`O
zz17Amnm$P^{dCS;&hUM7P9(eOvsu1duA6hKFXqd>v+VLb569;cYqiu*R?iif|2`&v
z;iIS>6W@jZ-tjB+x2=5+OJDV~U9V?rG_QIfJnQ0?mYh_Ew4D#r<}FXT6FTw0kx4dl
zf2{j=>{WE(;SjbP?$eH&&M){EXZb4gl$Ffo#ay%3@`rbQlf2C1R`ELK>DP|XwBVza
zf429n;@WRFb4mA+B27+puV+1}l9h5US3X?&9{cE*%(NAsQa3FLS7e!Qs8aPg?q;Fv
z+$Zi0eA=h;-X8Hg-S_pS<IP*wtuw<ymCJtC^i_FAOzxV(*x>&-SmMLZ1CJInytTQ$
z+CR5v+2tycSvGSIJX$zerss3G<i6mD%jPz-UiH44cv|Ch^*>h0lW*^B{x<pY$JITy
zuO?1rUs`rF;@tI(wMmSA)w9}?L<Fou%XTZR+;Zl@$Edr#2cwQ=syyFn>h?KEM73R1
z(@{c&%lBQ{%Uielv?W;PgcdyPWLlhB>Bo39<7l3nZMMlxnQgV~ZnJkD^$O1OmOr$m
z?TW0u)X5z)x$9&zSKkTWEckBQ$_MGDE~izFudizC+FbH%?aGkzvfAEe+u2`f^s}!k
z40{xM{*30T1CufjCDdw_Nlje-bfv_qOD+tL7GzK8Dvn%Rz5BIOxK!@m)AO7SPRdjV
zM~d+ATddljsZbcAGV|^ZllQvbn>{xCR4ER7Jc052rIjtoCr#%oZ&yfL8are6o!go0
z3KJvO+)Q9RoBlTan7`>po&?6@CMN0^w&%+oJ{vi!xQVT9%dvz7X`7{zJQ;$wUea~<
zJt4XC;OklC!3`RM#nVjfo(5UG{B?EplGI$!Bv+P6?w4ljT<mFl87k-GXB=vDKPqhR
z7OT*mfl3=yu1zV-dv5QwV8X`4SRE}vf03n2doEqcS|?K6r&%O2FKfx9;<vX}&plIo
zTjb|9k*VEl4Q-O;zRpy9^5F8xqhT`5v!*?{uzqQWx7_}zA!TVYe8u4|ddHV$9?lC_
z>1r+UGD_Sw+2;G|I<L=1vprt-F|O&<D=_Ta^6s|Y$vm4%&GXL#O&aDjMjn`EGjHpn
zh6xrg{XQu>l}xtH3XR$3_-Mt3Tb#@OZfH>mJ)U@Df8k~3b=q@lcxJUlzvQ%7l@uxQ
zIXJ!G!nWo@xv9IlM2q~i`II7etmQP%Iaaqd?-xg(cf*aq+iQJUqBmu0%iA%mom$l8
zo)fewTs~;c9--pMRg#@+8O-HZuC5jowpjC3b4%jX=W8Qc9W0mGNp8@3!#qE0sgnCn
zM&DGgBEzUnHHZ77&dzw;95f?x!hz+rF$JsVXLX&KmQ)?Oa=OY@&(<%N-&yu=jc{dJ
z!?8JFchXv0M%%#Ha}kf0bQlJ|^^|H$?wh)5Vgs-5EbUpYtkS!_uKe73aM=!KQ?ZI?
zbJw+-rWu~!>%hnBbKI0sBFodjSJ}~@X>YI(x7w@+U!y*?zV7-G%Xx77)Z%&CXOFt>
z%0H1;T`42`CBd5U#;j+Z*1cu3I*z>my3Q)}aJZ}5PVohICTp8%@h&foR5m$RlwFeK
zJSQcs$=70??OBWUQCCe^l-GJOoLKQHp+Y9GOgGOyKkmx{MxT>Q?o|bCPR+=TIKlGZ
z+P?)|q5f-&1S})P<+k2C%|ACsqD*wk-fJ_ieS24Qv2o%A>u`S-<tE$JTpAnh8?4*K
zV$G&)>0RslnA_HGC)W%SIX|nbYCdwcS!X<WoM$ch^yj$Jj>$D=z9cO^<r9+J7$TL#
z8)?LKa!SgalC^8j+-=`;e4S?Kjh;uVw4R$TmR8gDc$0SW!k4v%>Y_dx3JG0}a~Rwz
zR!;E>GwEPyDvnlrcXy%olZL|!W&dqG!?{D=t7xCcnmNIDma4@Y6^AKJVLM?u%R%8$
zYtoXC9m;v7H(r%D?UAZFbKtr1(u6fjQiSg<FP_)7@mtEutQ^mRHExBo4$hoic<|Bc
z6Mbx%t0X?24Qidae&x!1%@d**jZ&+^6&7dnT#wE#-0N^)#oP;S*S{JrZS0o!KQ&P~
z#a4S|s9Rq3)$g17PbaZ27oC!2chozs<5@$3Mb@F+JGH8=yDN!4=;41Fvu&Z&RCUR<
z4_DvF(w@4zukEXc_3XW|!rB`YKE~Bm)Gga(A<_CuYboo_Nt5=qJN@N98(|#vPHnx;
zV%w^#%ccfag{)q5XG@fXr`*Bo3tk3n{(Y^br`>MZ&Y!W33Sl32N6qv)nd9|vzG$Yh
zcAve}YJu`!q0>Drk5vWVc%Hl2(QI2)$a2oe!f9`Vtv3c02Hacj^laPHi{%aOS>0!K
z>ZP7bxv?!a_gPRKs<H0CoyAw)c<1{34s+ap%g^#?`rnmHe3Dk11c|C&TRrXe%v0r7
zfh*Y^C!Tm2KItpN6Xuuzo*Cy8qYS3hEoYm*xp$jLs>;PH-YP}Q<^SzEt-NAsw?gAQ
zt&_~<@k>*t&TEfZs-2VM)x(<JX>e?7o{EBCL`UO%m9Tb`CA0L5JsghuGkNZwUv;U^
z;yTmT1i}3bSGMQ1x}D8Rns9i($$tjJ15E2<-BwhZ&WMfN@nxa)v;|W;Hh-SvzgF4j
zPr_HWDT|GhwmxXI3eGusaL(&ff1Xr@c)XqGS|T2(^_+q0*%B3VufohbXOFIy-nh>2
zthchB#p}qzGlgB7!Zqj2k||?V&lX9^DOt0*;FNE~jA`e$riogfkGiVMb6fA{@4n)%
zD^AaOes7iV_O0A%e7sSrCzZ1-E`FR9x$qVz(`rXWma4FmTBnSETq@tCr)xYfi1B6U
z&7G?+Yp^`pbieuQD&el38VQ9#1`>~#d#&!vD!3_O-zqMy+x2u4uU6yzYwIgjdLAv%
zZpye2CA=zaS;UpJrL9+zZ8a~8syteF@{KLeN)h1$@BMo_-c?<2Q2FfiKq~9O){QyF
zy3vtFRbN+C9~8OqdEU$wg}YO8^7J@XZE~G>+@$5L$csA@T+=e<t>{xYywE0WvRT!f
zXN$N`SXeCI^)$oW>)V^aB6f!0M>0KvAu$$tt{Dyv%3Z7~YZsY$9yo5RmC<<6G;+J}
zftRtWy*-<o7;Ub2T}!+2BtY2A;g6;)&*G(Js~1h^iC%HsIeg1p!;~FA8x+#Jo>adn
z@hW_m_)_46dcX?Lv$boN-}0I!$QJ)l@@(-gy}8-BLK|C+?($iMFE(j7CK|SJwZ^T(
zOC|2^zH|3N$&r~SYq-8@>TJ0k@vo@r$)g>6xirO}J(pO$Yww{|24!|vpII)M*Itrv
z+wXWN+v4R~6DDr6D#$$aiQPha<Gbvm3-=sZ>S#0Tn(<j_vHSD=y-v>x%G}#)JA41p
zA96Ep*{(UVeTG}*YsXC+w+D%Cs{Vfd+J@ZqPbcY2?s{M<J-cP6b?m;TWs5ymD|`Ee
zc`jaXC3$+`t%L5@Hk#i)<}mTQ+?>$hdi6;)XVRCZt@(ITfgyc)*0FcbT|{)>Ya9E;
zhG`rO>5x0THPvL(xtsaZU&iWKS?<uf%T~>oy`kN4qhQ1N^UIxog}w9&+by$HbhAaZ
zc|_q!)0bu2i>I<2yYVknb!*>zP6ii=UlV6to9cH)<7l*J{Q*mrM^Cq&;C<rGc%wPA
zqcK`3Ek8M;e3DM(>2RCv7uoDh6P`bb$=voOJ?~Rg!k?>CRl+t2|9-UOJG<$z^D7UW
z?sKyW6WQLdPI&pJrRVY%>gv2X_bWh2{`L0X-&bj_G@5*&zb?C_?OCuIr|E@>9h-aR
z`)&2yow+d2_UgH9hn}C`8Q?D6?)58kolliBgMG{7AK@pYLT~@wWXjp+{`l+qRjH*?
z{`bxW&-%LJWVQL7kA<AY$4lypf3$_oj+;Jjo&W3j=nA<Te<vATVp>oj-v2yaD=zYE
z=_5}e1N&=Iztx?$Oyjm_oXn!Z%upE0o|X6F;nTlQ=3abhRCAzaPSvB0_gN<HUsiE8
z-P82g!(DC)!P6{fvN<rXPzh)0JC$|q#-6scf`upkR9z`ID`LI-jOW+HNY#SMDS~e}
zR!)BYd$GN9|MQr&?-yQOwROLeM9;=KhIfoFe6r`co}c(+;=FlR&*>N?|MgV<y!Ljf
zVmr(8m8OCIL2B2N<5E5ydr-9ZHLre(5JU0y`AbXA<ld})era=yfps!t@k`&;TUT-g
zrheVk7s}|y@lLzw*vr6%<R9U7+b%74Fbtb!rf$>!GD<Ze(|TUhCpO<xS!;^7ecW!>
zw)3*hsu|Bk!=w*OKbZHmJmcK8Fk6S%+~YA<f4mo%;Lq|^Zt8JovyabG3ZuHMHr%~@
zYpdUp$P(+0y!IJJcfz_)@8~g)`uw}{!bZy%g+H&ozvcB<ooQ?EF2lkrS7+r2Fv~oi
zcXgx8<5MzSkCdjS%=ss}+~lD+^Sn7+dvyz*c3!eR{&eE;Ynz!9quDlHOG_|5Xu4p{
zZr7l4v5p+q#Vl`GCf}RS-EZ2dJ^AGMDAl0kLp_C8W}R#^>6s&Y=C0?H%lj5xT-!VI
z{A{I$;+~JUmI)qf*7272s@+qt=;@Q^pO&92&avn<mk;(kUH$54b);g0wvfkxw`Wa`
z>Qw|~1!^})Hm&&fY?di^(h~9FU!khfLbu<zyxve`RI5GdivEOVsiM2DykCErGR3pN
zw%xR6kx2iOj%l`$tJTHswRKv@9q+2xB{u1j&o*{-+1H<UAMsX>IU&e-P;I}@*4yDz
zB@6?kEmf|cuG-#q_}o3OchBdPuZz@+TvmG7b6L&aC0SN`f>@)|6#Zqw_eRIRuJf0w
zY50}i9OJgIQf<23-S(mn238>g73;!(2F14gdeZgfahR^Iy|d({-rIq{&*nybKB6em
zUDET7=jM8rEBZF>)yj+ai3o9?bAK3j<8}RtQiZ;m=d{}YC~X%!_QssC`TX88*Oz5$
z(jK#3jQO~l*XZ8eX0O|Ks;;lR^{T9!TkrCmvUNhAuD*Sm@aM0#$Q_~QNt3^v)l2)!
zqq6t$p1$Y4cb>U(IX+sLFMRX%J5KQ#b#uZe+;=oRU9*FIUskS_Y|EN<<qKhXI>*0v
zzF)X@Rrd7lE-k)Y6_1s>o;}*w!+Xxz&~n}PH{3cphb3fJi&^_VX`EE6mGoxT&c)rC
zA_5N>7*-xyXdypy<+F_$ZT#|aSrN+HLQhWCJ$_2t+I+>8>a`s<ZFfI4{s@m;_Tsy_
zkIgZ|<MX07icWl<r?sk~x^L@?2`YinniEgtdriAP^SZ?GSix7jQtD(cPf}<&slU49
z7h`<f5ADKFcawhhTQD!J+4(@8zx(u(SuQ7d4<_E)@3F@^Ih{p=A?D+Obsfk3(*8NG
zUbH#)r|i@jyQZ=|J@9Assy?GtmMaw%RvZw`d9=t+<3X7sL-Jbby)VzWhN^Tu&W}B|
z=;R5O(p7v8=eI_39iMz@wV6@2r1e+Rz#D7M&gy7YS|irC_`o0S+0P<98{cRN@8171
z?Cuq=C6}b8ox0<+=hszBWrlQ9!{qlz!_#cFqM}}e1RLLtHWglf`u19%Lrw)+Y`s$}
z*HypxV)k>!JBGI*(dwpa0t}yoT7FygK<d0p@0JS(O4!vl&Th(1?bOK<&b#}cL96Ud
z-05J&=?YK6bxY<<uvqslfhk<GsB?1HsYS8J#dkixp1AG0ZULvP_TC*G+bY&YReY!v
zJ$7}rmGXtpy1pLHx0UwQePo-X*4t;*xAiOA${fiG+1=q2vI-SidSnF8=5rQp-emMW
zcG~izR%_d*9g$<t(?0VqF*V6>UiOQ#W%siU&aZzQr(G+?&$RcB$=C4osbPlxwSM}!
zF}+4vmya=*ephSZlG=Oa;<J#zD$(dCCyqMqZk&H=z0dB>H(ER5DvxGNdRMrka`FmR
zOSP4jue3e+!WXRho^tXmcP-B)gQq!#=dZ1p^XuB04(>0jmf0}5mby+>`5Ct?CwEg!
z)wNG2Bm}C%ZLJd<k1H+p?klobw{+v7x$AmoK0ae9@%3!_0&9QU)o$WOu1(caCsji~
z&YG_4TI;h@<+ftfmYb>`FIdw~EkCRNI(nmmVe-n=elONa>m0O<Unsh&M~3m<&acw(
zqT7W94lTU7Ex%;al|ANs?Rza}tAAPPcFAJJ35G|TjqfMEKCqTG;kewQmA7|15wKl#
zSb;@GFf={!sP!xVwlHSVToDb4ud6N^C@^0sSu4>Ox_70l_{K8!=gTjI{b4_I-sbtj
zb-wa^w%SEXZql;9s;=A>T3>zVm-GQH-bW9&d92-8`!Rlbo$T~8O~x17jA#9s^<nOr
z3$FxEG|Z8i_&R<?o$TJe><qP@4<YHV<Je52V*i}4=DWS<&&+pn9;MILy2@S9+PbFe
zBa^l>yE4-r^MxBzoi2AgTAlaYVztMEE5&h-B^b_SJ^I|0n0nsP?WwGvW~t&9J|o^B
zj@|8|GT*f&)C-QL&c0&vZnc}cSE7^FVi(KTvzGI|+GhFub(mCL<~F<ZqQwhdWNSr)
z?&`U=dt2qIbk>cYhOf@(Z_uka>iJE9jqAG8#M0GnHeA;<8=q|#(~y|kP^&HFYjw`?
zb6?#|(^o+UxtY)L7G5uGoWvTmYo~d*MP<opi{BgmZ9Q}M#xX~&KjG0PXC&Gs<xlPW
zdG*GhRh27>%1yqn`D*cWlY7$g^=ngNZwOBPTNryQ+MxEv^Sv3KEcu*@MTb|skJj96
z;+1QiRr9-e`G%Z1h4(i6`I(U1;PEnUb2+DwjCy?5({*cA)z$2$d_Qg)kZHZw>&{t2
zZH)<xP1aRcPI<O``*p2#jw0jTd3#^|nYQZ48|D|<OIK`NsHLS}+$Xf#?(WSm>-Kwx
zdm2T{zMeVlVo-sD<$0xDvkP9hORSl^aZBa2Tl2Q&J<zaxrS;GAXyLT)t|3gt(S@gX
z&$+s7H|Jhozr}04WgNEqZRuc?T<Z~<Z5Q&ZX|jmh>Ram@c8DBetGe9oRoE5XKewf^
z?8};!P8*b!wy4%m=?OPASr~DxC~)7S=d~w~B$O=4DUN(?G)Lyj?@gLT>)N_9_j)Xu
zy779~smV%PZff;(S+1D+)#}mX+7rUIz43R-s;{}v+`8-Pil;p8%AzOB&tz*Xb4Z?C
zX<DdkA-Ve0fr-t*ddAT=4sPko54fB>ku!9?=H88ygbIACKgO*0dc2j};MJX~>ugGs
zGq+^3bE=k91n!(?rmQX>b#3eJ2^)Uy?%G|t^hC^q;I~^kzw@rD*ZQCv>0La_Q|-L}
zrKk5SZI6~;Tw(Dm{n`#*yJIEX2OsUe5#+$mwpS`>)pnPaw@X}J?R-%D=e3=K<GQK3
zr{%J)-;mt(pF!(uqNex4!bvasR6f*mZ5M8E&4`WI^oh0DC&l^NTJL*XkE@p^FZrA;
z_R3B2@!oK8mcpYUJ9b!pv(=9DEP9tN^3GD7eZ}g7)91}NTEtr<aHYF?a?hn+*VL7(
zyI!0-CDK31;rPoq_eZ;DG}P{RAoXSamey_dUO&GdIp!()!N2O!k+V_P?>v6KYO&fr
z_tU%HZM%5xK=HL57uUxy$9_H6aoOw0Li?!38Xf;Xo6o<F@iLja#b#GTjkE9WS4G*6
zA}33px0`x3qGD$^<K$WE)mwg8^mMh!^B8$7XJN=*ByiYnc}Pamg1<MtpVj(4tp44-
z)cN&~>z99}Zs`#>eYlTn+t#*QGLILmU;0)*SDBedQzP-`yyey1A%9=KzVc?v@3cGC
z;ftd+V!~(MemyPABK6PfjEb)7`F!?V@0$;6{PFml^78e{moJTyXRR&RxNF|jC!c=w
z>75Okex%aI{B`KtgsD3x8wY3S`o49$URSZ+Wbeh;&!6ViuHGA)CvG!qkA7~4tW}uN
zQm<NHeer$m=cmg_*LlXD+9-YawnSn7wSCj4y}Hm-7!mY$#-xfh_vG4M7rSa`SD*Q~
zJJ-m?f^Bzn#$0yO%UZYE&WqNp-RQ@0HfphSrmnkQc>X=XsJP0Cv*l&mw|!!q6W)E#
z_vz&3P~EMyz28?Y4xf5+vwW?2@=NCQY=akk*>m=N*t%y$*@AV&e%IY4v%Ylu`l&Ok
z6vt{6%<JVm^?UKN-s*#byUgGHXOIa$J8OB%((Os1oa-<DRNl7J$$-=JS=I8kMH9@#
z*H(Vru)VxL`270j<>3)8&Y$6)t@$|lll-ZjGjr2;=eF(pe&vt2oafEB?Ba*4VZYm7
z#_+S6U-(?VS?kp4nN^#gCZ;^~<SGuVZ7Tl5wr_Sm|El@B!ya5nW~o`+)xW~hw0NJT
zuG^X?{qxq8bgzBz=8yKicBeAto~j4oyBrta);PzSr#naUqJ!ye8L2MM&6gHW4P3lu
z^3KoC|0r)Nu%ED2VvpsP<oxGxcV0_;IledWu?^St8%It0o;Du3_rCbV@(;H-PI5M%
zcZ@48%}AQiv~1tHUgyF-?Y8SCwx@UKhDOP~z3$h(+&B1=waoW+)w^uRUdHy^vY3&g
z@o(zmjd6B!3!4voUte_L>kPd>gW^k5If5o_nYQB6S`9bdyqOL6q#rNe>&xHX)ch%Y
zou(T@SKWc?@T|j^_P(ijH<$nCw|?V($9|ixJI&6Gg;Qm-w+ZljZQEEJYq*f*n@pwh
zmcTQ-MjQtYbuCq0!QNnGyLwxOpH*lu!#k~?$~X3Bsui5;V@*A6)A@D1!=yVh55f(L
z(<fD|Srz|ga>~uaadC!?C%>;}+fnrWRjt&%#w$59bMMS!(>|j6;Ik=D^3L^hj(qmo
zB5d=f)Y8;fed&4sO;b9i)J?sla;J3BZGYF^+M{WA+MOI^Ql9NqS7+I}^UdX@?^N!7
zQJ>pgV%l3M&8jk~HjA<3;jvdQE_p2JXDJL=dbXA~R;%pBhqX@co{8lMU)x!BJx~04
z*LUr|s%q*PuPoPT)$?q-+#<1NZT6i{T8Ycg+({{%SkZZs@#OnkyRu__ELqG&Pu<B#
zjQK6M_4<oCsXaSqx^ehDzqat?k}n4R*B0yb%1)hZ^SI~HwzN5}a_nlmB-g%uqkAN~
z_v-V_Y~_|}d){X~wbf6)P*jyMadM$fzoMnZnsy=K>sw2iM34I)TRpo@J8X8}v!Knd
zik!s%>7QF=q4o9J9*a23HQ60I9<O*GvsL-soOPVLzZrg>=VxRuwOY;7CcSI+oX^fZ
z<?G5<-4R>nsAD`iVDq1?r3cPOou9zJOnc(q$e#5@i-kiaciM!U^S9d?@O;jtoaZ@C
zH%(*v_d7aDiX7ULwxN*q%wG;a|EkW8m8TwrR97rnkSQ@?!|PcIvaWvaPaPzWi>^s1
zQF*`P;I%bc8;|;Q@Jp=ac)V^$(3O?$xtzL}=Rc2nq<BngOGd?`Z2`hPU*E7+d1~wO
zb-bF^q{98m`s?Z@jvYUX{TNzp(tllDdctn%p5Qlpvy}|>4!1IG7PPCIy3hRt!`XC)
z*-LHY7R}l`%W}zlBRTKMho0XF4cKn^KDH>Dhq>#LM@X{LUWr52b7eM6KUzFzo49k&
z1nnh#_Z~T(PQLSf^~F__53DWuS^w*+|I`xGxU;Gmf1jmP#q2GYTW<IDYIJ7T{)$N+
z?6aoba|&;c>Ut73ai!=*?pe2%bcWp(U|_#CugHRFs=V6Tx5wGGg_RrSo_rOc^<#17
zYM+SYz2*hVY+Js2?4Rg=I;Oa*rOEp8lAQ82$7b#-TahU;dzY+A@2s=wNm|#+<*USm
z&+kpXa`{QX$#aE%44bR2O`mvqsfAKc;n}pO=^IX+T5hT+lQe&e+?NMiXV0z{JoV0j
z)qDP-Ib}VitKNiP+gPNjHc@6%vaG$<I_dS#k5~1c4M|t%vp+T^Zq~-no;NP&aN5mD
zTdXtx(k9;H{~6+@Sme~!P0jLNI61spe%_97S<4kHK0SOD=c`VO>#V=FCG2%o&%Eqa
zS-<7_l-hT_mA!bu=>cC=*pi~2Cf*`WHNL{*RhK-k%VxKQ^iP^5S1@_+xmTJenCE-F
z%GLW&eSKE659i~T(H~EDeR}S7_Qs)-d)w}x`S#oUYjK<W)Y5{}TUMte?a{mSV&$>y
zotv*1HXQHz^s0Kf&dy6)X4z(0Hm_LmZf)+nM}|9o$&{=s)1D9_ntx~)haPi*A8)#(
zwOTgYWnbg|t-JSL%xAI|mbBL{Tff}IH%t1)bsbKnJ#o+OY0v1gYO<Sp<X~a#;=7HL
zpH4pbZJpJZ$=?^O`8D^`X3xuE(?jq4`W$pgX{yh}zQVYSkKQ74K6bsav3;bGx7byG
zl545>t&-q{sS=M(D{7p#F6ry=GgUnGW#V%~yRXmJ8a{q-wQakhC5wR7<%6;tzr2oH
z5|!<~^SRfY1z*!=zq)0+^h@3(Jx})ark|E~+Q{2B>P?&$=YJvmcDcZO0|U9Qb4ycM
zK5W{>SMhw->*YZKuS=?a_~g9w%r3nuKg(#jdUOBMY+e&@j?%Z+_WnK^$69gveBNSa
z_1p@c@Zu=Hz+>!gY<qv1CaP}yYVz7`N#&#WdF{3~8llJ7mp_g9D511V*Q?~W^AwBV
z%c3W@92UJUaqj)bORs}3-q>@_aL!du^#BXoY$MMZeOn{8IXs_p-AD6lnyI$hnu#g*
zM3dZ=O|9dE*w}c})~Id{n<jd+Bx=@+Le<FKpEIn_74i9Ltv0-4x%!`1Lss_+_O&Y4
zon6_lPIy=I^-q@5pE)JVPMi{6o3^H5)-u)X#jb9jti%3rtXQmmY3Gy)eTHE+pI^tU
zGs>O&YN>^5bn%*c&AnFP#zw8leXNFg9S77F%_`+SUv+J++RU@z!WG{n=V_k$GcQ|l
z-C|ikt=;i%#-G!6{hhO0E`3|uzE4*21}j$BJm8Od79Swn8~!`d=Gw%i+H*<^4W4Gt
zl&|<>z1J-4R>|YuK2E!v>#z9Q2MXU>+&tlc{JH(Adz74Ch&{g&en+0a#`9TJcO+jV
zAN!>}Z+yf}-*5cc>Umq_`NiGFH~zS)-R7LVBPjdh^kd&uzjjYMSM>JJ>#w(unpd05
zp8Tr!NBHBmy&BcO+wAX~p5@JU`KztJQY*r0tJpOQwwaw4qTD}!$b_BhC{KATn)*)n
zz$@*$n`~}APSsm({;hhFHro?#>6$y?*=mcq%0-X95-;@eW7GCnY5w6w`rFy@(rJ-9
z)FxS;+O@&<waEllpCt+MRc`{rjK8hBmi~(UkgwL|@XN`Q!WsI^9<S4W75SxO%Zi=}
z8(BRp-WbM9{t?_aF}X9~SNezbJN^XLY<%%)_d28Yh3i|+=t@oQp1Y^})N9A^f+?0;
z?d*Td{n#IFw(Mk{L<7g`_&HY7mYd#ruhQeGw);PWc-+jbp648cp38fE`aQc$S)nlQ
zTzJb;uB@_av5{Y9&NB-5d)B^8Y<KLL!=FP`CHg94wOmiEW#xD*`sKE~!dD}&$1;C2
zLpR(!o9WHY(sf3wxNF7Mm10#lXMNoD)|92CDpcV}`HFdtuaElcZP(4%s;bgvVH31w
zN%;!Rkm9g6ZttBV)hF<6{pSDX_rnu4?vFi`W}53b*gu}9{e(l&ll@`*8u^XaTlMCL
z?!96ryW#-<(t=0I^2v6yL>_Avt$Qo){_mm~v(E+Hw-Xu~7#JSy7u*^uS1eP${$~EI
zY5&qH9!nnJeS2xY*jMgJ=N|kk{aBeR;Vv3JResIm6;AzpiL=9|JpCatljVxeJFUg$
z>TFARcO+cDRkZH-Q~#n<vAdd^!^6W8d#>?x_FRjemsu@UbXQn=^X0Xr2X~}gubN(H
z<JeyH^N1yn<@$gN>%$z9lFt@AGBDX$IqAluDXFsMX8G$DR^0X9TN!eo-SqzJZMhOW
zR&rYp9+f_+wLntGwIosVsM|+tk@uqO+86!s_L}zSfu#)dtY0l|Vsd*~i}#6N3c7WY
z@0`a;)7`7jC~PT{Z>_j-YR=c(+s-#nzt~-Dns(p$#MZNs7jGIL6nzw~6??Pcb(Gbz
zMXEb%p09P}W|w#ycT8$>i*R;Wa`&32p-aBF8$4|MzHYVi_UP`ZJQe3nri-agRtU2Z
z^3C}pBTyY)d%1htbJ-==uG?+d^5JXKA&Ge&FR$(JjnYt<^VVLsFrZ@912t~>a~s~5
zc0NDnAN8rWH9a^oqxy^Cj);p-eyw`;Qu)f4-5<Uey3gNpfa|+%`ce7BOaD&pS6F8_
z@9U@eZK}m3De8=s?Dw{m&U~l$PNHYxtW*0Wi&e|lJvX)b^nA+C+|-5pW^F0lSa@f0
z?7P;L$BVUAu9w+%S$(2`=lbLi-?~0*+Gc67TqCF@_e`PZ^%XzYuCC=@{iSkIo5Tn9
z<l|M}v@>~DNPK776YSBt*oDXXW8CJHOT2pxs;k21T4!JRqH)h`*T&UmZ(F#IM&xnY
zW-ltTc<FP0qv!dDF_%8u?l>Enk??jRpJ89t`}rFSsy;`QTQ%x9$UNH|SFZ5no5i|J
z&l2m9(r~vm-#0FrJm;Fstev-<)?2*4v@yP<cg~!!kQFy=5`Kl;-7RH%TJ2lWpY&OG
zw$4k-5q*0!CGv>p)2izk$}Wskl9{%A&++d4)9W!gLFKEd)rkedf2+cEt{Yn(V5v6_
zdGgztiLEMKRH~_O_w37Ah4~6R{}~h`)|XpP<1paQ+iKf4^BG&Zt#+oaLy}no``(aX
zk0MW7)s3yfEU}l$*4$owQO!xt@_khKg~}ec2MemgYRm!`^FLaev@7n!Nsq()Gt&F!
zx)zBS?AVbcGWCUlaok!RtqSh#x3=VN`LXTK0ipW2A<3(ZeciV$pLBFjgH^acOKSMD
zC)d4;m%B@(aWSkjS<~9*dEjM~dHTlXDnWbS7cD(GE3zT@(`6sw70<t{HK_=7xB2yG
z!KC+=f%m%i&pdP6?^~JSEZZZgtF}J9DEKp_ckkY;vu9cbzMfxN81(b<j^kc0yk3?I
z&6}>ZCCI;UBVXmZb@#3&1o7WHu5vM5M=(LF>F($7C)VdYkLIRKewTc<GImbv<87bM
z26@`$ecfJ~7BP9&Vj*`)m7d2-i;ufqH1hi;{b6;bn)B_g1yz&%jZ=yk*Il!Wiuk}T
z`_gw!I`g$%*6hYtV?KLCWmmV@?yxn|ymfA|$r}cBroGm`RpWvi56Hf5y{6MNX~mwa
zJNGhAJbCZ5^SMtkJ@c{`G_jnTz-Y?4ZW_-j&iAofCPqiE%;~cVU8?&_;_U6@6|D(f
zM+_WywibymbL(ukwAFUIR<^@6dBTndA=hsRHn8z$smlG5I6f;%W)rjMjC*zoma7VM
zq`eJaUpASw*vqMb-~Zf>_IY*giBWE6UtY+YJGopxOIUMC^8wM-i=uUp9@@qj7{hn-
z`4r~K^AGKt{$YRnJZ;yRJ5GFAJ4LkLuI}<&)hoRVj#)hPO^T13@-w9L%ewDj(<}nq
znpK{w?Qsv=6EZQpT;;m*ZtKSxt4rS`z6uxOV|*PGd-Sr`ZO13qgUgkC7BX1x%@(?M
zRC%Vi+}EqV?rYDi^1OZ5`@PVyYaXX%O24lCsmNq_UnTVRvp$W3%ninK!spL*y%pSi
ztb%D<U{T(2<4u0Q=B?9X33K50%bsHWjP<~`wH(Qr2|iyEqb4ogyLIPJH-|N;(%wNY
z<NeOgD^_t#vEFrUNs-mjciHo*=bJrvP*5FubLkU?Dyh}h+Oxa_o|UCLFU|fQW`4is
z%{%Qc#t)x9o4WGWhVs}m`?mh<w37YZ@Jjnajpe%dm*-_Bc)8nJhly_ZILB<Wg=MAI
z$|Jw7AB(cOnI+`Dy~$JF>t}uF<$K->mLz(vFW>nwINQKQ?NNZ?oUd!9U9veO(@<Ty
zo^9%jt5-A1L-R_LHP*$NezlBMI;Wi)>iW3rOXj<&4*flX6Z@Y=etfxpyWj(<Q&&yy
z28I|dE?_r(<G0ju>3d;6p>MO?i^X1YOqkPk^^)$Ho-@__Ym0*pRxqTwJqbHDS7qX{
zI}_ZWhVzBY49&dyEXpK1evQEqPrI#8#l>GLO1#OM-%(m=Zj*S<zv@|T=sdlhOQrIn
zwl6Hs)3SP18qPao`<(h;tHrB!-f?*HDJ#2Ol|i}jXwc74M~m~z*P62yT6<}I``!I0
zGJt8>YLmC>d`4OPHt!!iTGwFrHAeI1yqcZCx8EsdSA3h*|K@g)#WCYB*-qO6Eqz<@
z=C8l5FJ}48X>UAzN^Y6Ni)_9kqwJ--r^Y!sJla{^z%5`uw><c6jDOs+kk*X{&!!9A
zd>>`4#TK}uIJQks*DS!$dY)D2i-)(b&0EKCKvdaK`PM9>$qA7b$1IoJSQ~okv2E?j
zpSRDwKeY1bjO^NzV!F#OEuECw>t`5w$<M=dvdYpOCdCo*MmoM#<$_)3GQA5!=dWKI
z6B-lNofN%ODWUk!s%vjnoOS3v?=@vPyQ%JOkwy2N3Jy19N?vqST4~(+`d5%n(CP2)
zUT6G^)=b)L#%@}~U3_KM#jY#LsqLnVHa1m-zP++9yd-&#15c2O#oMS$3mik-zR7Cd
zS@vb?si4iwjiLV;xb`GI`5nArRdv8^(XI=JBKx<S7H;6=_DBo7P<3Ua%Ms?jty(@|
zzL`7uC#%dj`DmG0qv6?Ht(=%yM|SL#-eI?8{kj(GMO&7-OP&qTy|yHIlKouU<mcC4
zI^{i83%eEZSng_t(sJ2XB_Yn2=WP`}DfE1vzsl9!H)QX27w%%<%RH;0&=|qyR@`d3
zlXWBWvv-=>CZ<dGpI~~z<SufiZ-&KcVS(=BUdN4juSP|b1?f%=yz+g?sf0(HyNyrI
znG?FSxBpUWYEi1#u2~Zd)tBd=TDWu9gPvr$slIckH)QKMJ((4@@66Pqle7EwT#+%f
zT-DJ#FYDC$GYqdXH98kNS+rG^tW+tKdJwwcw2ZoKVa%UR#*@#6zFnB5yX@2_pSKfd
zE$`&I`gYZFmCM_o$na?x8@8y-d9>D5SomywpIM&6YSyxk-ZL&4?zj=4VJfqG^YN-Z
zjUiHN-kz&iJmca~wQyJF$!;I~MFpMC_}g5$c;M#p64y&9opbu5YMwln)pFrlQ+zhc
zp#9{E9N&y&oeI{ySx0gTDwj@lcx)OaP?z^r>&Wt?E4|y9CDvqaIxbqdDO%Jdp!dM6
zEfZHyiHKg<rBrw}d{WTWyk|a>_JkQXuxXwwHQZ=e!1!o$itVceY1^z)*F5XTvu1o%
zy4AYk>$~jC&~1MmSG^Xy%C=np@=L!LTX#;^I9BmKz`)uy<7|&W<tmj4Q`Aa6EnB~m
zn{gJ0C`X<z%baWNHdALNl#1TXP#3m%+Z@B7l6-CVUhaQ(?K@15cX;1CeZlLx;nsq%
zhnru=%$dvib=`l4BZVweWcZ3N?Rm33u<JDcT9wmNa!$?eD|CE4=c8Zh3VxOAQBf1F
zw$ERyR_x0(Y3nBLja5ObXQgLV$Xqydxbvmwy(xW}EqoSB<~6CfDKyXf`uZD-ZRdj`
z?Gwi54C5v*@$pfRUz!*mF;({314Xx*u)kYWO6{gjFxWJ4-m_h&OT&*}+L`jjmSdXJ
zzB7+DM=<#n#xk>V9<&KFUU8?^H&wiN<?X36E-~@TH!cn3F%FC2nR7Ldt#0btn~e%R
z{D&5t<PF;V<=Nuf2UV`EdZgn%M}F3<$17Kui&~tGVwu?NyLytlP-?qr$#R+EUqNnr
zzN|Iv5j?nN>CV08!sdm6*QS?wJX<>HZsV`3Y2C~#R_d<U>sfB*=j$z<y!@$8o6Wqv
z+U`mEF;{k~s4_kB*cZW4@@#p}k@z`0*NR0I9$Yoau`9kj>)gpZ_q3#9-YnVPd0`IU
zj5Q0MDYwc<b?V9V?>!n7;CVjk=>5RGQ@8MMF}Jze@m}SDn8i8ckf%M#%QStGCBH4r
zXxEv#)l^+&;g{p_QO}l6n7_v=bnhDj%N2X3r~SI>80DyP&gmIL%%*>#kvxm9?cQnf
zkB|Lv%+f3R(n-5SCYM>>wamZJt5UbM!XqZxbfWY|3)2-F=X?ygXte2~)U<DFD$lcD
zTYcxo=Lz?tM4vL0iX591P&FrL^ShY*)M{?|ch_ZtHaBI>_An^Q;<xo&ek$eOvL}XY
zZ;yuTX0my3Rb}rDe*3>wDce02C09JHx#xCqR+Qx09g}>+e%n3%zU$iTKF+VpkF2<{
zHt(p)yrmKkOBKRaTC=YWpBTb?Hh_OpUC!0zwdblM_8Yece!3QswD!7av29`K{7jj7
z8R4<4#c`HJ?4~&$j8Co`_1t(J%o$nuIjB&7=I!Dnmy_oMeO+!<g;wZYo^WVOl*g~%
zA)V2IDs`5!TC>i)x*>8i?Yvj7Kwojlr45&_J8t$@e5`WmKvAWsvVy`@)`H%yDeE#V
zO_Ns$={bB`GO4V8Z^G>6>$aLvFDw+ku6(ll##HOIo@sm2A9tO(=eaac+CC;^lb(@l
z>?DuY)pEPt_^LuLJy~WQ=EY{~%daTwYpUyVB&n!!+2eUzJ?|I3_E34Qa;+yy>@J(-
zs(Epo%eNl-6>2s^c-D$L$HGh>-?HwyDAdE?FS#zmxJ)$7(yw+!hO%)~K+EUIBDdW;
zR_pz4k2;%{SGgp&<ic?a+su!NeOU|ZGQuohdI$MU$zfg_Jn_n$P=(`j{%R>zeRh4P
zbium%cR>7{tGaJz)wyYI`P~^GlxFv3$79PCB28HbnCBS>Z{4aXyi%ro<vB-Fo`ka1
z_x0{Pnw2>%%xKcGC7pd)?2;xw=CplZnJIMhx@)7H@s$wQN`<Q6<f&eKTFzRZ=WT7S
zo*U?Qd**iz1B+EFj+ohMRX(-hx_EhwT$;||tmdD8HSelc&pbVI%NlRFB0k=dg19|C
zW^+P5sR+8TS%vAYyS^j%T{id1th~jkJMYha-5%Jtr0mPO<t|%x-%C+woHHqV)<z9g
zmd3`omkT|G)$TU4?X=qKx8<e9tC?3`Ua~o}^1D0J-b9n1E?ExjSFVN5o60|JeNWo1
zt-A~ux3lma+wrRCcCGKr%e~t!T<Q8}9i8XKArmfJx@z{C)q)4@uKI`Vs1y(|D5_Ym
zy{qzZn!^12tk1V|_Z_dg8EJfp^+<rs#<O0g9&;YE-|o{svvB8*sRwLr{nwUloWlLi
zRwMj{V9;;B<Jp-7#{xGVvpDf}-K_kX6^`@cras;rBXLKdVy*k6N2Ss!d3Uvaqi!tO
z>K?B<>E!pD;XPMR^NL;Ak#D&3`ErRhYpo6yG268ERmn}gDIMLrK>0!8(QJ`PRmzrE
zrrnZu;z(u;Jo)Qm00&3HF+W@0l-aS4j7QpSH=kH(ekVsM;(PH)*(}Sjw-e>^PQ2iK
z*jg8`<lFm*@>xAc{T0#|tT2{5uUa*)D%`%<i2eMGtwP&o%@u6PU#V?AtGzne_O<BS
zaOG^~V9)a3+q4?y)K8AFy|zhNy(FPlThi@#&}46y+>_~(C!IdN*JIiqnG)IThJUvj
z=Dd0SGkA7P@gY6->$3{HH^zK=Q+7_gOuRwsP|ph1jd5kBGe0&hc>Z~{VOF@`jbrSW
zwr=`jP?Y=TeAMN&?(<q><lJgkzm!l&UY@Hzr~lHvz{`5KES<$9&)ZzT^vm|ocCj6t
zjoU?EB>ofYw-y#pIX`ddrAO_NGg^Oce{TBbSL~UCqC#qUGxM6it}Bm?-+Z?%<fJ;w
zb;srFLgT`3?J2OjS{xg_@vz3~J8zaIZz$qCe{JQ@OZqI6?7jBo>nQbe-Q96w%}jl9
z$$JcM`?elde{bvi@WZt3BMv8yUs~oa@l#p8-SoW9MImqNkVijKbiC@ep4FbU<ZZ6s
zD(>AAuQ%9cWvb2H$>Z=>ds4ac_s;VhA1!q&i{XrP_p`qA%<;{WU5nSWJt&ar`PCTp
zJGpRbjZCTN^VJzkH$S((ytQOn;`DbXC%(##*nU&!N_g<fw#eiMa}R$N%{i;b+0#=l
zx3yU^+>(WP-m&GAvRfn~c6?oHYJ7M0weL$dy2b9lw(8z->4{gWLZhSCJh7Dg6?$!#
zo3*(%qr30P-9Gb9y>TfsJiau4&B7}!_J$|c=|vpc=FB7a)u!l-;f4BnThx9n%qtO_
z>@9Odc%EzS{kW5#KKDpHxgOAbCa%7+$H4Yg<-1FvLHw4_)_Rw;U0d<~ODDIU=c8SW
zDsg$nll!mj`FHN&G?|sMc3U^*7M@g>w0)g%_ow8iy?zS=mrVKdgW>CH*PdjB=a+U~
zUg<n{Rpt5D;TLyG=GjlpmzFG5pZH{IgUVm6S3eDVrX76TwcPa5u?23-mS3KW2EX~v
z+rD##8^7Zpw=G?teoimRFm^YznNvL{Yzk*qbJLluDVk}gd!O4~S(fo2C(pV6+p67n
z+Rm*r>2vJ8TOH<mc8)>HPp>CmPM(yXnzr^y?nMcqYB}xYTPK-2NEW}JH+4zQH@CbO
z&)a7<)U<q)E{qUgtDQ3C;1_1mm+w<$nwu)uTwdhC=k)yR>O$_d{L@RbJ>RJ)-kg40
za-Em2*h|IQ)^>>#uj5lZ7kMh4)cmnF#7cKo(W!{OIfa35l)k3>WPkc%Z?V;$?anEc
zWac?fo_45Q?}+`8yCy{^QK9)|{OVh4*YLCo-K=H&vR-K4hnDR|vKM)(F1%d5E_(K{
zJ#l^N$EtXAcXt2T^MSWCJZersexDly<LilW6Cc?#@7<%ixN{SGp7!Ivxy#%$=4&_i
zgauFe;_4^3_0h#sKbpf@?rvJIb$rFT^KNa&q78p<<=t*+o84c_roB4h@bu#%nIG@n
zI&slkFow@=%C)YOuL?e$^m?gg_uAio>%M0U>61PAW@o%@tv|J?)Hf<5?S;GF)N-#Y
z4=2gbW@yq%eQQ0-&Fih{59v(@bF<~{8>{rW7H!^lh-)R&_Na^NBBnf7DZIB~t97Je
z>=K#FeYf_y+<LjPQ|Ii&J;HroC+gnOSlY14_?}5hPs;Dhx{JErOx0mLUsdz+MZ%T$
zwG%IAhF|MfNILRZlA$<m_cHH9)koGx<P5JEt~cBG;l_ziDysc~UB4C|_$PN+IVHNg
zbn5w{Y?ph}c3$OBnOs!%>B2AlgU|iuSsc;$*u&S{6Mp@d>D*OHQ!VY5udUeDxis2U
zDyPN8{^t6M%SpWfxdnH)mMdFr%X_)Ia&A`>yGn3RcYo9>#hlt#>q56*mw9qVBtPl0
zM>Q97+RUDbM>W1b+WCInvu$koRZCBrE-<KXo1$(yXYPS>pJtm%CzP+%6zs1F%UNZW
zZYm{O+jCMSer@<?izi$gJ{+?=xhiLkzt6SYS5e-MJ+-flYJGi_k7r5Q@MT)xxb!kQ
zX!g#xze1gktu=b`pg3?B<D_i1nN=cvwX02zJ~OYWzIx2&qn8KMQq#iaN!uq&^<^uC
z{p{0ra#NY7Z5L2@VD0SMF8{b^Ax8wNm}BN1`c%2D_v+~qQ|73Yl<PW+o?f_Tv-eFw
z(DS{?{!IHSnN6?VJ+i`I^qj#-yQ!1Hc9of3eA6fPPWM31C#&$z*PU8B8Kl0i-q>!}
zereD5sI6|DH+~iV2$Q+CbB|@oZaequxt%AK_JsXo;1;~SwbpyZ%_SENZ42XASKg91
z$x?11`Z{phiBns`)@D`moNyL?9q>ltY`(9+=`fYaEGLfEvTA1Z3oY{crfGS+s$;uo
zz=<{f*XA7gc(zP?x6HJ<oE<$3C)VuTwS8}lQ{h>|hR0nOP1d-*Pim0q)3P*3){bH`
zy;T?~JZV8=tmd*4b8;p&TFc&8b>KnrMpN07DqSM);-+Ri-IQ~G>vVbjYnxB!PI$g>
zMe_N;z?0WaZfUym7f(C!K3ph<@pTAW;roCG|F#B}8BHnmjk&@9Ic470-4jI2ti$y>
z@1*S#`Ogr3Vx>@3mOsy($EG%u=KN>SI^Oc{2M?dW>3$nkaTOW4DH*!AHYqhZ_{UYQ
zz5Bc2ZOjr$_7~Ypc=o#cByEWn-)QhNLhi<DPE8@X16OlzN*wnpX1pSEB_m_eO#7LW
z-1lbRI(LWpO3C|}-JV;2yvwdT8#&j5<=LibhYK>7)UrQ}E)y^G;5=6OZT-c5?zTRa
zr2X0ryfvy1Zd*3H9W2*#bFcc#`eC!H>ZGF+%)WeGKlhl~ExWF!r%P9DeEm%?q(^3L
z>8n#!QlEcE+HAjZSGzQSaoEAcIbYUG1z!|<d*>zBgD<Pr7IYN&28%cRXArI2wtLM{
z{=#{4O4nTWUO0RD#21^h0*~==sO{vwTfxKNZuj+}@sG{+3JmkAKgTRRx9!aX=JRV!
z%b&Qdo$qjZ^+^Tg^1Q#=23e|}rv)t6i|n{I%i{RC;+Qk{)Y4hr%cO*s-dGpA#cuZI
zYoFEmmeiGA(_80TQ=PiTQ+uWRlWz=M-#AKzpYm0HU7Pc>TB<0sdfrc-v--~AY;T(5
z{Fl92F8P`9c-EKb+OWF~Ptq29$364iQnFH0w(3e-VPCdjzToU8-iZ7eJUyW+_C2hg
zvToghbG(Jqjd!O{jt%+N*cP@~+W+ywrFw}P+V6@~z2#>ukKnUdw@~NtbERcsSypMw
zG&j2y-cLXIy#J-I!K&|%b{*d=^C{cNJ5=)E+5GH0@49r&!mPEERvAa=rj|I$gs1ne
z$=3T|=;U}{t*&&=8Ot^2&31*hOig`zYtO$&Zx>J3@L2D*yLYzD*Vps1=hUj~yu*=m
z^=L-e`l7j;YgalatCXHMy{Mv`U~x=i<EH8|c|GIkv*N6)o_?2Jp0Xxo#moLnTS9io
z@;b`d9Bf_J;=X%rYTld6%N9kQJJJ~IQpEE&TkM|2l`m@-G|Pm(yf`^^-Li(nuBwTV
zM<)7(+k{P5UG$_o=IayZOw)bQN;^+)w@}`iZo1&nx^tC&9BVU9Jle2KBBv{1=Ap-?
zXJ+^H+&vndy!zgbRelTRY0o$JpQQCioTaZe>*wUCi5q#(xGQf>TlO?DmSv6Hrc**y
zMcI8}yEk4~?WC!8vCNV~w7~!1gZlYii$(nV7*|icdBX85|1Fuz>-`rN`1#pQRXV<Z
ztDUuxVYJ{ek)(xjzcx?3Hr+K@By-|CkF^>mKc@V>cxlUFJ%$zYN_&b5yN-EjZj-yU
zyf{i@f#apclOEl*O4{@7KSN}K!E)2{w|L#26?n^}e^|3PXvx#l9DmL%@0d~+p1w}^
z(B_&&yRB7>^p!uZsa5vvQ81D#ytkL{ZtjEx!MG)vUe+gLF8Xcu-0gB;*JaVk3gJ^<
zMP(nWkX*k|D!QosndH%es0lsqOof{6ue>O=-h0b=PO&_HrG?Y3HqCz;+k5OtQTF8B
zdmZ?dyPi&UnY?3ae8rP>iVv;{P7Uaq^gSp*TK1RJ=hJgtWF}Oeulk%7zU|~(uVu3q
zUwm@q$};1a-kW{-uVbRKcqbKKYOX3g_<fz`si5t9O5L<x&QiN3nln{&V?OW3H`d?Q
zncUs^b@hk1<dts&*57&I`=!k4_~vaX_WGvhPo{GuAGLg6@%!#-v*?3;`{&ABijDaB
z{92TB*>`@1LzA>FUejy%{rvMf!*$W>^QL;7`}yRm#{JUbw)Gp!cfJsOJ$+%rXU=tf
zx=G*Vt7m=sou2bt@{jgK-K5WEg?-v91M+SO%b3Y7&A2-~K4iC6U6SS3RTHzP2X5Cr
zer?y(OFZ4jCI4hAy+8apWy030Jh~A#znH9aEXrh=xm3R6#(KUY?V$TdbCxh2+mrU%
zZ&&w5rj3SX)z{-yw%CMAP2aL`+wrRbuQz)4Sp0dty6usrfWV)>*^evo@{)6U`m?^w
zwU65Au;AI2@0YG=&UP}2+7T=F*`#Ogd9Q<3n^z~Bo?f@^lg3HY^Y>y6Em<04E|*=c
zJ$6bYy?V9r)?HVwUVmS@PAJ!9@g#oHzNk!ohO3@y)eG!`@9jv}>U}A^Y_7^)zD@U!
z=nKl*R<ZVXH@!W5y+K;?;JM2`uIU~=E$;LC%CV&-mWhkr=ko6|xi9W^r0zpq>C1wO
zwri;jJJz4eHLISM5HkPJ-fq8n9~j&0y}rD>awPNJ9HT>5`Zjw0IloeW-9m+lJ>m0W
z85LFdmj-P#=UZI3ZXdVoarLgR3#Ha-ua-O-8ZYGWxj4a7Jzq3-?UJ}7;Tv@)DZI(r
zGA&SUL1?x3ox4|UicinBV7S_tTjcS$>#NG;M|aO=teuklBRjOccWchc{qN-*|IXI_
z&%md3rOHow-qzQPuIYO<zJ0{Lly6G%DvoUh1utj34O_S6!UxggrZ-n99Jg<c6x4jQ
zC2Z1$pG*4N{zNZ6DJ>*^eQV{n?o!h^ho4!TSK9aNqgb=-(cN=*KDd5-*12i9%M;ib
z*3UT-JlASg>5W?zGmn|ymAk*>wcx4MpKG%(B}|NAo)|BhIcv(a?-~o{?%o(5`r`7>
z39Hka<NBn6rquFep1r!?t$abBmV^7!aON)a2iF&$ExIG6SJ>5gd6uKnugg-7o?Gv<
ztxaN@ch&WA%wy4o&lbFoG(I;|A<W2oXRNu!eF27T{{6@HXuEZ$T#0x*F>dc8&lyqs
zFYVcVSn%01H=9Y>&sXW?B*nRlM#il*JzacDkRdSSoo?Wik7vEL<}hp((6PE+?VWtB
z*HeA#Ii_!yT-2FAt(mezp`kYW(h{x*%_rW*lzv^}UdYb2^OmQzanz(|U73-SU5gBR
zo-ePPYI@}26lL4&HlZ#0CoNXT=k&|WI(Vh;?5m=cH?#WY9ro&bRS@fT=U?ede%-xO
zRFfr+XMK9@n<lYPLBKaPChN?RZSS(@t-kTRbn%53`RYO&bDnJ|Ysj8i8!#y|?9YZr
zJ4G%<8_9;eEncir{%B!&knx<q+OsA-?NnE(4$GO&|N8p;D%&NyltM0Bai+!yczjzU
z`HV%TWX-3TXS1Bk*Q87JJ<9x+R<o|C@Smv5i6h0~amte;-}LNU=eA^K&tuix6Hi`-
z%5J>B)Z_NPt<22x=2QiqxGA&tYijw|<8oU=R-QZ`bxEUe-jz$uGF@?J7v8eXNf%Y#
zZgQY){nQm6Hd0yQ;wsiRR)nv0+<t#u*2nW}-P}!Mrs?U~z6-uNZ_zTrk7px7B@aHi
zx-`ys);-Pm<aD_e${lk2rfVkZUF^zIc>61?CxP#7_Eyy-os&X#^Czr6WH;}MCj0GK
zy9~Q-X)0Y#n8@?wYNOzZ1D4B|2fu$Eenqga>bh6jI)7)2LxuCU&RLxEgfZ6do>jQH
z0#owa2+zpHv;6P5hvyt<FpPTD@L>MGt;GgA7>c7V-qEmWjuo7G?Riwtr;VE?_Ix~=
zsgm$$#j#forVG}vmS`-0rhclIW6=SNmthA^Jh@g<{J>n^Ylhd6FH2sY%t?DHe&J%z
zWBaI!pKVuLiYtUZlzg;HQBp;0qp+NBcv4~1JdelM8uRvisGl31ztZfJ<tE8~lk*C-
z73+G}9+$fsbF9`nWT(>4nw~~E!=n)~eD+ow!f!3e(YJWE^Uhga?Ht2Rb!`i7`BlCT
z5@#tnC@Pr~a!1&^u!V6}?~DS+v!<QulCQ5VO#Jk9&E13hmBf;YyBeOW&zkUP@uBaJ
zHg9H`t&nro?e%p@nTsYL7rvgib4}z{R>^~Fc0QWDThFkl?8a8L3!ZALP0wWU+t06h
zvTm!=8K>vhU&p+e9<;r9-l4^}tY36Y>XE+o=ErH~y}@N#6<^n?J*f9u@x1Z%+3Js*
zvYqcvsXTVP^fS-o=!qUnO4qqwThdqN{%oE1?3Bu>ANKa$vMk$SX|Zk<_oRcB@8fD^
z9)7&Eb>WQWxYDTHwf%F}x*olI=gW%cYfo1%?h%eFW<8-k@9X8m=2;(BU8wChy<C3f
ztF-m!#?MK+cV{;pR=%{y%JS5_eQmp5+d4FNeNOdVzVKw=&3A9AQ^Xk>_$^niThLT7
zQ?khLr_{r>`prFgFJoE6EgsC%)>v&D8L&Ea*>iK5>9bsK?b>N5cEa?_v&Ki+)hi~5
zowSfxFH@1UqqCW(IYyfMtkUx;q2zOQQ_lzWr2Jg;=HkoCfs^)i)zAF4_wEv7mk6l`
zX^j{Am!|$GKDr_1xYWk=L9;GtcQh-?be)?T>AL01C-b15tFx}k6*1UIO+W2tv07a0
zE%yZ1u&`%)E&N_R7kTh-mvNr%B?rfViuH5%BtG!aPo5MJpfk5P-g|${Rj0;A3Hjc#
z;FTJ?mz5=MG-{dJfAVa!_ufr27tQ2Qw%uWR-1EYx;`rrq>K|&SE$3!)+|R<qZu(()
z#~<a|rDuLmoN0MDY2R$_o|dVzul%|ts+knJ=t}yHPtNnB>fG07c}C|4b}jm}f?aLz
zk)PArjB5HWm2F(4qO5GP+T1pq|Lw%2m3v>6J?nG(CGgQ?(st8x+q|bTzYmM{oAczl
zvgyZ@%3s%9E_rk3x=+ULyvohT-E>~3?}}Z*Cb=emTWjL^!bq1%yn&M~)-LwcJr|j*
zw<W#cd-nzb*L2gLERUCIPjy##Fi&&MPt#RPrRQuqdh+jTX`?KolnGfg_fOs5wSs}K
z-fL#CvTb4Xr=z-ko?)}^<^JlpY%O?lsm|Y5rGeo!OV3q@<#`%Q|D0*_>spHo-?GIM
zMTA2(x2;uPvDNO~hrsX;fA`z`st#Y1Sv6;yR8Nq0G7sag@UB00lj|DA*A@OOjB74f
zA7@)CpK<j(*A!*T5Z}`DtNV1Wc>hSNY;KTJ{<Hey_sD&d&rg=+H2r01xAb|1>eW84
znwI%qKY{}<KAwB$KZBs9+75$nz1f>z7Z^>yqRw8rzWA8R?wUD<t8xpT?~i(|_l0{(
za^nQ;DYLGHsB542oBeX3hILlIRmh{6F{g^Jtrj}+*-z_m6R+ZloNsHJrvzC@E{!y(
zstS3vyFF^f$+q`LrFdO_FMr^ATKdz>^U7Vn|1%taJ)i%K!$0Bp+4f9n+H2pQ|H!xX
zSL0(1#}7|>?05g{`g7gtdtvsuW0J|+l2v}M^*?-GfJuMJe};;#)hRBk0=nMpiO$$~
zZ|Cu#>~l(Uj%rvQV5u|xCJ}zVwRN|=<IJOf(|qlYShcQp)qKqGWld<&o@aaWUftDu
z^L-t^Om+B_^O7vhH?A*qTW+-ZZeGR3t1%m8FFZGuS?cHUM{Cic=ti#-uMfVBHS<oA
ziT$pa{4$Vda!}!{sugR+jz&hr1X!$WI4Np$#4pRq%*^DOT}F^~<Ja{si@!yDxRqJQ
z*XQ1yd}em%@qo%_`{&xTXBx$4ZwqWaVYIGp>fe|@HfCk>xHfm>22EHYyTLHtc2;<g
zqQv%n%f2K$jniIaZ}^`f%d=-zM`-YYoH>Oj*B|$OVXVl0eb(P2f0u2QwRriWYgNkm
zdtcWdiS>C@mQX$GgVFXHS9jTY+wEh{sdA=Bgls9yjs9vGwx#%(rt6Z`x7Wr+_sIEs
zeZ9->+aIv0c)O~faeQ>p<`%tc9e*0LRd&ydR-3KtJVCo<n$Q|Y(Jv9(J)%5jH*tzS
zkD51eSD5CVIadOX9P_W0ysVYQxiWh8#;3VoS8prl=Q;Jt&+%-g?{cs9ce73#cq|dx
z`bJ%B``&ZWF~8(29$wK2`THn*V$8e#1*iY6FxtcR;JW?8wSjM+a#YDp{km;(svwi^
zP8H^O+ptiBud2CA(pe=vgZIwdpUcoD>XXbJr~WwBKWPg8h44Lb9vcq4y}=wWR<Y_o
z!`WShb9%1NbhEoGC~I|he$-;AinQO_%4gNe%XPAzE?LvUl*Jm571GacxqjoWt^ISJ
z?B4lO%x9B^<dXdtV-{QW*RL&_c3oe%$?|yCcVDGP+_!U=_i#O$lcioU!>;0N?2GgB
zqttt@FqxUYu3FdO(i6OVnYPto*GZlR;d`T2bH_c;ncNdPxm<ps+s6YxWVTj`_D$C5
zpR^}Dd09o3Nv{!`<9ffQQ>M&MUtZgj^<(LopS}y-mMmVq^_<&zmsa+>XUo2ATV{4b
zrYCHRld8;AnUMbs`CB?S&iXWG&aPKgfq_k%JS*?K*7aGy_%gP2$r~k>$+I5mY}HN+
zDDJu{)iKFIStiJH>Ap4ls$#ZVU)`ZT>E`3ElusUqMZ=6Z;;J5hSSzNrg7M(82RASK
z9pl(){e4^E-^}k^T&)a@vu+96bWc36=2*aTmM>q{Owqmk-ukiLQ3>5g>J!6f9XsFT
zX@73<)JJ~3bDrC6?KOEjsi<<rw7I;C&+k1emJ#R?c>m+7`x(Wbt|gg$;@=x_$3b1x
zdX{Zu?NW{fAFPT4Jj>SHe51|uaOvcRx~X;AoL$Tp!X|Fs;iX$U*LO!L|HHtezIKac
zDx`OPjO5)Ws-SPNE-Fmth*|NR3o`|My~96Qh40WgGEHKYVQiyfK;_qURRQPBR-Vmp
z%m~hw`<i7aGVj%kTfe<!geuNQz0Ju>NRheD7t0pFSD<aWK4rV^_U0ZbzPd>Bg)e5!
zxmfA0XZ>u4`6O``#V6@Yi_fo!i4|B<82usoC`<GX$%X1G{w|puxV1~k)HTW9VqNMw
zrk(1q{rB$qtfIBJZ|0is8+T0L(W`wO(tEGF_Jn>Zv(n=QM-#cXg(xuD@@9Lc2>iLS
z@#XH5Z~NoE7Vb(Hd8~eAzH94}iFY?uoQ*6goA7w!x=n{H61Jzt?NE5MGkd12%zp;M
zORLjdMAyGp`_CYBB+Kx0@Z!slG|s&-oOQ0jQ%U^bs_Ea?%eXQ=m(8fz>$2qMwhJ~_
zdS+Z+XcPJ(*>LKeo9Fnn=Uh^rl)d1cA8XasrA<C(-WaXo%U<ZZ;@&gk6?1OgIM(*M
z?2S6pp3Ct&`XnXZo%5~Ieexk%XQ9WR*Ux2(117oK9r+j9_f~n4mUm_Tg=w;m^HMn*
z&zAbwU2X|GFZ%Gc_DpWJmvJi>`LQTG*PWMrsYPeI%^jB~b9c|1z2tV&LVpR<vUeA}
zD?0ets;<nkVpf{uueLUJ)6!oJRlmaRlzer04ZfFOPqsf2R^ZIFDj~Ia)~DIo5-dg5
zbNapB+XR<xWSS<aytndK@2<ipH8=lg^B7MqN?+Pp*lU&bI_O+?PRhP>=O;#A+I#NP
zpWBgBTOK6Kgin7l-SA-k_SG`s$u_EM8S@{#jBA;*Gw8;L#cHq2&Kdpsc|^_0Gber4
zNAr2rtFPrAXZe-3chR>S5=|Q)ZOHxdBQY$Mnf=G!EXC|sy-#&_=JlB-YaH#>YWl>N
zX{z0^=Z<y?pH_An(<!%O)uGE~S4n!AWtOX6ohx@E*-}R8QwE25#+*;t8~L?0b>}ZF
zGP^iq-K?nBOU295gZyvax;1ZZY3-IJS!InsLaOF$k`OJbOE8Y{j+I;&z<5$w^!95(
zktX9e#y_qFFHf7hYsSITGgWUqN)D1=@0B^V=2+abS)8{Ds;-%Qk~nF(_A&RnjHfB@
z%9h!F+j-!Q#ade{p$Xd_epy%Sze~t{-pmKrT|RF*;_%+(>g+J%p39qd+J8HI?6>Gn
zwq3jHMeat6-Z|1!zFx~?#+lgusvElucdIKmScU7XIOKgV+@vgc@3$M@dyS78c`FoH
z30_~gKD+;znVYH5igVVF_C;);WwB<_Eq2RQ#&I6U<>tO_i?GW3v)xMb(JIYY&zN7E
z`~_ZIs(o>oDSPVv9hW%mJh&%RtmnP_ZsxM2=zjmIQ}Y8SepL|N7kE_T;m+LmS!K0V
zyML_t=MuiFMm%bA-FKOPr5B@axM%fF=dpUW!+Tlje63?MN+Z2~rk;EoYZ$zBvhnKR
zS!a(LM+fidjh1dRGK|^#^ow%VN_E-H?_HNy30|$bu4|&mY%KMvRl_>=RgstfA}fw{
zbwS0qyNa@m*dAOL<=JF;i@)mSqV_y)sdpt0CLX(7zAHUz^6Ev;*QUe>U$?nhI=MmQ
zW3XtZ;p>1kUfXWXtnMoeG)nAL?g<ahPn>YH@vLy>cD|N1>2h1<Myy*=vv#fI0iT7w
z=^Io&XfK?`WS;k+>-2$>7VAzG?Q*y~X{Uo?K*h6#MF(X1mu77F*mrfh$?EH(J5Q@t
zPrc=2IQia;GjAN1gzDV6^3KSCY3s8aheOh*-JN&m@-*J#rl|>%EVHJ}k<oR&vgLZP
z?%M;eJ-3F>xw=xM!PDkiwa^{LiBY<Ox)D1zF)*-oeB8Z0Dy2ZkcGaynJ$#mDb<ZyP
zqQ7)YPLXSD;AU$#)>O$kT=}=6^Na%?9X~62;dW|(k#AUbOF;EC=~H*l2A@<~9JJ)>
zR<k90eTuYg*H`>>4M??l5<JykrgZJ3&j!Bg8#Q;9+3;=6lSrAo)t|@9;JD=4)Vbn~
zzXEPMm!%ZmREXJbx<txE?m$@1CgBU$a(eEvSIxdNTj}c6bANgsgh@VlwnVG&eE@Uc
zo+}X(8zy-&GlVWx`J1`p!MtNrPBt<83fRS~eq)E@jU(5bkL$EFXs7czJlc}`=%8-b
zU9Nks)!eS_&+>M>3}2_hwNw7zs;+YRL)m5yUPW2u+9By@3!?X%hH0owXbxl2I4@gu
zwdqFy<MB(gJO#89*|U;PdAvUAxZU!kN!OBZYo6{5zY&&X+&I}MMCJLl^=lNE{Fka-
zw_)^*x#;fO!NImR`Uu0_uHCE?leoiHcU<&XTRBO2dRXyV&ZMG>qpAMlF=2Pw=kW&X
zEuMB@&AWGYnYwxjM%%L97%*S|c{z1TsmO}w5~Ah1IF{VrZBo7_qp<62W~X{zmYb)<
z7n5!=+p}Jq?#$G-JrZ=L>d_h<b;;Eeqvxb_P5q%z7c#51+w;?+6%1ty&l#}Bgi3Sf
zY0E`AT8h;4yz^V|&f>Yn>VCBweVRGft2Qca*4wnC=gO^P6K~FVuhLU>wd1yIhQP;J
zF~Xs{++1e2y<aPr>;9Sfyw`G_Rep?XgDzBwG3ed2&6KqGZgS$udG=4sH$OHta@I6p
zNC=s>a^}X@j&Yoi)<qukxoaJ&+j94o{<#MwZzJa=-m}%ZdP3oIh=9!3HEvhe#Hef*
z4D?%^A+dZN_j8lm(*xLirKDHBOzBZmx0`Bqabjrnw4;6;%VrxE*0xXn+!J2BQ0C6@
z7^!U$Jl7Xiq#4`(@mg$en%q&g*zC7t>|K?tAG2hZIlR2Kr=fXryx)&QN1VmVzRIty
zIrGQEP5bO=tz%1d<<5M`ay=%PzsmSr@!LQl%au=FWvx70oon};TaBUosN%6KV?UPi
zrK>iyED(0HeYtzp*Eix9Cii?@a@MV?Wa(KB_VigVOHOXv$?_}Qz&AV6PAw`Z?zK>^
zNtN=d>AHPeFGsGt#joD={1MlweOIqXtq7HQwrAy=^HH;R`z|`EEUT>+^W=ft)XP>H
zGJRVooHD*H+G}?1q{fXC@^_UjSIjdo$okW<T;}uJQ10ZOaL-v!!#4&T<2WcPCy`Qi
zG@fU^*O`eMcr%t1dz!d5?^>@kho?DI_tbNh&(W{9HXb$mq9~wv-s`%PQ@zz`$G*F-
zJwqN;U-Qk#m$;KH<fqlMQS`ZJ>h|VYg$WOuGRw5CCFgRSv(0vTrxakIyfmHT2G64<
z<})Nr=S<#vaf{TZE2nsV9(*61(zp1ss8eRak#Eb_p0xFU7!~c?b7#%{VAqtR@og{K
zWUkxqcyi?wx8V7znAIC=u7_E79P)0mm%0*Na*%y(QdIPY{^qD1Q{9SZojh8iWNZ7F
z>yf(W-qk@I$DHN8PVU}u(9-6Y)TB#4@_%+5(=@f#R(h&hQgTV~>72&nTPydz$UXZy
z_W7;knuh8y-=phiPVU><l5*v%*2~rE#iyPW_4a&UySjQ(#n)BauNA4xwfMT`#f;UA
zag#icMm(Nw61VDjf;@vz=2{*1{c5WhhQ&<2wsO<T{H$){h%4L^xISdhoVtX0<+@iI
zMOvJ1h1t0*M6*02W-is8+b3tH(wAK(((}pJ=|hX<QHLe(nYYH9ezSP<=<Kqo#$78e
zv&!p>MoexDd@}jOl105&mR$H;5;bF{x=pC3sH4s0uq2Lek5+0-Ubk$~#^A2rJ3P;3
z_3f1D%3hInuGsH|S<37K$23zEk1utXnoucfb}lR0Ip%1_gz2J7E_ybf^;*?^Z^5L}
zgA7-+_p;3jmzQ7=@Xc7%RCUdz+Vfmi`5flI8JRZ%C+|wz*pu9()iUv`P4MF#Ed5n$
zjZ@}?yy}{qb87N?;aM%~Ma$Dyybn|Et$I*+Yn$Jb$SDum%cHIzIA$37#9>dL=EqY@
z_)jehPhEE5i%)QRtJl}J;oR#CLzWiL2~oK%oblx8oh4V~3PsndxXxOT9k|`}!kUCx
zJLm7We70({z|EDiTpO9@Z8UrxQoQ@KQO47=St>e}Z$lWks>1dZG52NYn%z5^utciQ
z<5Tt3@6V=+<mOzFtyW3kxMBD{tn7jO(&$pgRXcAPdsO#3SkKB{=PuH*d&kQ#rwMzW
zbqiiOd;hFgCCk-JM!735PV)qBRy`f!Ve#wAi5rh*+|80J4>l>fam}6KQ`W@-*ML5A
z3AHsz%T7w(eGw(0@O9PBpBrEM36)AN(>TqiZFbh&OgV_HI5<zC(5L4~!k44IQf*Vi
z_kUS)%cS+PZq%VmhDAG>)|_8eX|L2*{dj9mj4$un6^=dgranKPUaXwQRXA@eXZ*4Q
zPgUMtxoy5)<7sbhgrmwDE<69Fh20`6k6oVi<vvfu{<(V_E#5{Iy}YnLQ(JE5!~YDt
z{v`*y9#%iwH*wR2wQH5xGjtf9ZxEgS@Y>mptY#1R?u3^l&CXEH`0H9Z^>)`L>lLP|
zA8ubMx-)5^d!Au<lX}dzl?&Rg2F&ER|4Ztz>E772n*`moPtJ*Zd++(8SzULoTuE<b
ze7@k(j;pgYJMXlMp5~3K-mX<(e7&bG^kr1+9Bzp_Pdi^9_h0Ig5R(;aE%InXW5@YZ
z>`P0-qVneS?KCoYKd=3R=mp2+jtx$8s;^xXbef^Sr*&VY>P^nl(w*mHdlmSn3HV?B
zlhwOBI(>pjh<O|DnX-9vdyCnAU6AX&w$T5c^s`L8^yG`J2biDaX-;@$v}T8jeAWZ;
zkX|FVcXP8=WgAXADe-UXve|FaEqtTB=Pg~4RrFJFyX@Va=d>sOXK0zb*gEpW<5`dL
zOC4Sxetd7|^xdud{`py+Ek5PDUukDaxNT5vn&gxTKmLWD@m(Fc@aaL*=f-!0mMABL
zm6Y+TMV$P)RwO)V^42xyqkQvDPG9(<a?QzH*8dE@8a$7CJ-&AJLIQKtxAlcG%{&g@
zOcxhwYOS4~e6ePmOwG;b>P&OKT~d~bR+j(#GTLvlA7lE@-Lp1kFOPXAZ)msoRo>c-
zHJhtnq(w#QEa6lLeZKM8USr>jU$#njC^Ij7ZgS#{Q{$Y%bFSXPIVVqk`*p=~-=V_I
zWjQaCE`Kq4Fir5c;JJFPFVV8D;@<;uxh&Lou4mtM<zn5wEwjqDupS7gJRfyQRJAla
z;^|t>9oyb7{KETpPtn4nqPwe`Bi8YruU)kJb$aiE;E8iWwKs{#E=b?G_G$L!CcR&h
zI?I*kOui62OJUEv=r5wKvBx6j`DI1SycOX2XlK;Ui{jaFhq^0cdiIIm+j?k9PhsQx
zD_3VcEB+o(c<0NCJZ1rJ`!mJ!{V#2r)+x2Te3RkQovp@`C%+9oZ2k6JVb>Cqn=#XL
z*ssl2opPdbg5c{}=g#}~h6I=GvU*|4wDED8|2nIyYrhvK=yWZ<@G+*v$Ve~Ry4GW@
z@G941vSBMtItn~@yFJg({kGzSYUuIgTigF#c))vx;T>;5V7wv&JNtdpeR}JZdIYsv
zAGay=U)v?T%Od4z?IeAZZ>>Kk%Y3s~YhtjEBjNb=wW-dvnd(LgcDvo#wmrV0Bi`D&
zSnhSWX!YF}oG&+<Dz(NII0j#4xx%N`SittDCwZ@FsfB%e@}n(bKUE|Q8}B#OueEku
z`&E7BvMps6oytlMzr7|^Uu#~nPR!Lp@@H$QtK#%kbBeEo#q3tJS3L3M>%u7OS;fn9
zd3EicDg`ay@!<Cr{i@_}>z}5l?#61lcx|_J%bqwtENG!~%Dk_0R%P#)A~W}rZL!~O
zr=vgBcKui%^SD5zs@(L+t<oo&67OHfUR}1AMfcMoiT?~+&*n?2=U1G|4u3aqYHqcH
zPj^DY$9XN6!~RMIN$@|9X}R_G>4DR%0ksvYrwJ;Xy;OPf<(Pr?THBnIw|U3Q^b$E3
zO4R$<*><izdHKv?=i_U$*G^L8{j||;&wmE3t;JH6GHwRejo})x87IT`EpuIc<P1x8
z+jpDr1yQQUEVt_ZyEN;8?w5(isd`7!ZB~burt>Z5JCeI*|2^JW*EpB>?5r~0*k1JE
zl>4%5-<mUp3i7SVE+-22m8xG}D7sF$T_*j5>BZ{BGjFtfyjE(z)Z?Pt;b)e=qzXTU
zl$^gdZ_<(awxynmlDtb_uDkhZLv5kA-fV{Wsg9x-a@=H?LucoCO~@#&J$~kX@QJN|
z74AgOxWe`4&&ThFy??5IR_K`X_3_%el{OxC7$YaY-1crs4!hl+YhpcfZ(C)CKD`_B
zr*!L&%JmYLb6h6g2z$2h!PzWn0ktg!rwk<YJpMDh4u7?ES!X88(rJq4pN8j|RHz5Z
zDQ>^FE?{};!pkx)B3qj_{>c2#z!A5w(qv}G$16!Yq}OxZy?N>}f6qL#iCuqhPd+$H
zVd6XshvK(K3#b2Q;QF%r&U@GAA65l)M;V6(^SocY*<M^HY4;rm9jo6Zt9CV=^W#jj
z`}*r);Rkh>q%s$gc@M6Y?mr-{ZzAd9YPZv*n(bE2iQ9iC-9J({&0ap-^S8_4Gqp1x
zYZ=F$oBHABJG}|6+D4O%9G>lue*A-Tp|X&a{qN`MpVz(j{E@jdvsp0u-B<PX52M`X
z1czsw-D4CUoPX;0^D}ZBJ2r3Tlt_)?*%;@4;rj9l^F!sS2fH2^3soeZtvxK?yyo=N
znIHdNdlK66VcUF}*Gf#S)$1i!%nILc)^5FSR$19kNh`JKg)&}~k1S`}E5sdfp?72B
z`|t!;2X_13*i-Yap4VKRS7dfu(_^`e)C!5_s5L8ZToreG9TPk;>rCF8kIg=&N=yt#
zZ5Ajkj~3k+<I}wUrQhfMyY>Xt&Pn+=D@f2?X+!y|!*{iId-<;oovgezBD;Z)Vb$85
zzc1}i+Pd#(oaGAMsEGMx=0RR-7JT%KuNIjZIHSL6vCe~E!AmCFR;+M3KIg%;pt<j&
zVo%(+nRUKg<=SkI<vsOY3vL@noQ|EjCikkK7W3q;@=5%KK@UE5*(|r2_BU&>tQlKi
z#opgxF-!D6Tz9z0VD+CN>fBWEOqEYXS+_Rb5&mqcDX)8ARnb0nwY7IV1m-R_Z7)<*
zwzax$J+J5fv~L&A@92$@%bv6|hU@;Mu;(&i)$5+9d|em&E??x@ZyDYr`RAjanQBa3
zyCkM4<oW_{hNSzZh2f_bY&iJ*zUkyHzvnKdlibf4GCc}O{LaaKZ%_A;4=rT}WbLDV
ziB%i2KDi^iu1NcgjsJ4vBS(wwe(rj^RCU?1&)wx=cA-0uy-8nMXx_fId{>K4&&{{9
zKD|C^`1RoWg$v#%A71Z!)L8r6ZS~J<jWrX0a6OYe_ipdcwKF^u>iM*<`$l}a>^tjK
zg~%f}SBHkHM_M;&dfvDgoO_qIhHueEy&|LPu)i0z#g%q`-rC0bI^1*n%BkL;Zq7Nq
zBIjekAxouQk`EmCF3;1Rsh+d<<Go$yjlQM+bF+A~aI)Igsg6Fsu2{P}Us`cfB_Qyi
zDC6(LSHceVlpaknzxQZ@*~Qh2eEb{M-q^T#&ZC{L9b8(%Jq-9R`t(X&Ii18jNxO)%
zb9-v?9695NH;n3&|7uB`yyIXZvUFLe*o}vcYb#RHVv33{ZQOWWX?g3ZeU{5iCg;2?
z{50>_%pEmXB_=Q9<ufwkRTnDD587>DVfxBWdQ0XF-n~aFm#)dxIp|*X>-m9S%K6UQ
z)poA(pQiI}Az$X|c~>7=7iZe2PMMOE@=Lzz*S}*I^iC>2zQXmXJ6F_o*QRwGvf5X+
zL{ArcwW(A_>gTM@zWamk&g;JLPAqWZ#Ixx!_gIr(WSus8dt$xu^?WH+JwCR2u7{Z!
z#k!IE?Y8Lt+GlHVw&wXGeWA+jtuFKSzLq{Br*d21=TFfG+oM*@Dpqq>pXg;U<z9cX
zxwc8Q(cOvD@1E1{-E%F7O)GlZvmMg?Lb=^65BR1&x&G_kcNM#;>miw^XQ~UHtBO0m
zEv8~c%b_`QzQ2tue0BTdE}!&y+RvF+dt8$Hdg11)<oq)?j+R?#X}y%WxZ2Y8{K_q7
zQ`}x}Y4Bt7TpwojnPXojqe7W&_M_Fc@hk85U)z;Yx>IJwJ>Qg<@yUyVGqttnhu;3N
z`g9n>#J}2WF7NTSpRq%I^3Urhw}tb)IkNrfe}?Pp{We`m7GT_wC;OT+F#N`flb%by
z*zLW%_2-|5yD#spy1Q)6q~zl8L))tEtn4{u`NDC1#O2bR=KAj$A1_>2=@gi@E!Lj-
z^^YZPk`kuIJoB3NEcU*xoM2aEU=^M(w}_i@-j+FAuFjmTpJ#m3#ZjhgHFu%-_f~i9
z^ojQ-W$&159P@Z@x?jN8=Y3a;e6A%k75}<gyuoOmirQ+^4GItbvCq18v*&rU&l9<;
zi>id)6i$~)$?*#|Jv%#PdlJLz*Kyl7p8D8zbjLOxzNgQ&_1&I$=H@Xc2Xz*~_ksQ@
z5!!wJRrhi&{X8E0%~q;b=<*Gnb;mBvq{96~%#)I}Ez``t#$VgW_V;<;)C!$;W>KRu
zt0}R)smkkIqdlGa>a9*k%ysj4G~?X9uk%gY7Uk#jp3CHENZJ`br}28%3jM!+_E9l^
zZ+hv@y)e<^KZ8xEq}fi>b89c0bAK2<E#_Zn%<G*s+Y~059<&hcx;W=S*qI(n(Kywh
z!>=Ph-SarK)Gy?#=FyBZ#m#5)jxPUTp%C_WkKtp}3&({XFU?sn+vCC1OuOX@+t}8v
zn`iN8*HIS<Q<+u=)4F3Chv&UH)pu2VYoxZs+tAeAq3<J#@9VE$FM8Zkb;Fe<XFF3|
z*G%6NI4`?@*Odb&&f9!n=jH3=rjqh#hkEeLw<~w~ZmH^yTc5V7Cv~TFxarxKW!uI5
zmM}NRJ7@foI=1S}*2`Ya(>C3>JyrR<j*U^wyTXI(=Dy9%Nq)fC^=0?6HV!|-KO5tX
zDz-;V3_WDNHajY7j;?Q(_9wMVyTv0up4~e^xk6&S;^aq5mc{73+f#gP4|B}Cca<}q
zc0Aj$W8oZ&2iN<any=2?{;cBMJhi>v+b+H7zfh}uY|@=$oW-#|yB?JOzWPyba&0-^
zohRvC@7gw3_O)#dRTo(|^Yx*wmfT9S>eg?|?DuG&%`a6r<B%9*du(OVP4=FyC#pMl
zB>DLkU3otHlDg9rp}5z-`&PYrTU3`AbLDd0IsV6y?q_qJ&;PJ|NzmjAk0vcuPboi^
zb$S{L-=BFIpFP-iX_zdZFuD0>*dIHoslWKP)`zUPcig3R**kWwKL5PzAOnv_d$q0~
z()0M4y?XnH8DT6dR{iSro?UFW>UhW2J!_V8)pK3lbTKbA@!-)~ZvM8U7@6?M>?KD9
z4g_A?wK5?le(wg$rMoYDaQ!gb=t)oAR<C;QU0+1M3N+b!wZ3`$<Ux4#;X}6~PM+%7
zvhmZVmy-@uM!i_`Oyd++_?o+sM?4R#OaE<H{v=FG$p1oN)Arrkvb-$|H#Wv*bjntR
z8|G%6><N#Q+Q8iPzGd##sP6_VHC^8oo6pMOS^o5WT=0q)r#Q8?e&KeCw<%lm(`3Ez
zs%KLc-957E_`2n1y3=0$S(d$f)8)e&r#^pKA0ow+{_fh_eSN|*K`l{L-Ltgb8U2*Y
z+hv@P{6{m|Iqj9z^=+yX7z%^_PStjI(=SPQZT)8E6R}@Xnv(KMOYCo4%$4D<`eK-|
z<?B|_RfmtNE>gdJveaf(tfYgze$<n^J;u)rt?RvhNxwNPtNG}x|A#9!Hr7g4E6c0q
z+eTFsKKLi~O5ySoH;MI0W?9x;>vFDdSoJM4>O|1$(qy*lMU1gdu@Cs8&Se;0nwV(n
zyZdHFk?FG>(|7J!%krwOrgmH@a=ABeYuMDDpP}E?#nrDZG52E+j$~42w>awbcC*Yi
zp_Nav7K-J}z9u6ax#?9Fo8)TSC2lVx%LCbhvgZY@n7lFWXo>3lNWuAgk6&AN>qndU
z0Ump)Pu)M}v_0Qi^znG9bgFOVr?p{1d+O3%GChy{TL0V2GBKgRQS|fv?l<8)hnbbv
zW;)guZb+GPmDjIQPf5%DKSSKIb*dr#d*+^=CVTV#%1>X9zk6bLbNw<K<+7Bm{k(r{
zvk#m0>ebKPCRdbwZJ%uKwN~j>6SO|8zgJdfvtqed*}LjblN%%7D(An9o);1N`qswu
zX{xqv+E<FYu04;=-!U)o{L;`#!F^jj*9&Z5+WKg7CPUuUbFYrRakt5RRy^HYufsPz
z`do^o`nv40e@9x67UwjHin#g4-dR<%cJu6yAqS#bSxVNKA9hcBW^3&8(e|S97yI6j
z4U<o8VklKM{rqWi#Z0f?IYnphi;C=0zOwAf+bc4&p1s?8!{MjD=+o~(cMWakge4s;
zIKJ}Ws^>@i{t8~qI`_@J(r!;f?W^Z{rpxoDx|Te9TwEAdcUbPub5pxxTenU!EqNUs
zsgiiIQt?fteQOxg!yV6Oy$s_h?|E?DS)?%c_k!S7={%Q=Wpkh0JaRnOj;(msl~}8q
z(my}foeX9ApcV6A4%drsS%(Ui?TUG*ayeCY)se6utxr~u@9nzA@UP~wabv`;LjPn_
ziMW>$PjB5{FB)^m^3g8$+q;)#b&KAqRHzQIILf?tyAe-Jx@hd<gYPeGlW4NKR?L&G
zP(16D_nDaUs}1KF&&yUyJ)yoe_jH3_w&{oB{|v9!q>3gjUFF7TY42tBU43ojG{af0
z$7P=F49PjC_H5}!ftWgxLzc{@InOVx-XPntdgHRcf*vc+86Us2deg-IW9xUwzFN)m
z<v)Yc!aLJBzG-f-{Ig1VQdQ{m;CWjGzZ`X07u4mO;l{Dr>#pSrcJ`M+dPNnY0h4#G
zifdaW<iOr%9Deu%Uv+WB!9J@;OFfGmzOFl}a^%<Si#zVVjq32vI@BQ;Ehv-Rbx%L&
zvD~vY+OM)b^!P<5OwxF^MR|tYU)$HA=69~UZP80t+Bth+r}oB(8;!@~+BU3L$bGz4
zQ|(RBSx?nuLzM(~mcQB#hM<E$?{2=-(vY@WyH+%$sp@*Fmj24Caw${KWnHmU?s}cD
zz4+EHj*=Hw_}H=&l|tUeH7%L2?AkM)s(Pnv&m4z8t78m~YUF2Kcj=kD)5S&P%a`Q^
z{Qk%0yfL1&DniJ1Rb_Xe{>t;OuPu2SdFn>+*JYi%`IjbZY`?O4$v5>hOUc)f?+yrG
zmyen{x1Z%|`16-BXH806mpOf^6ZO3zx8<kV^Yx~VbJ>F<KHtdWRZp{cthO-i`J8{E
zfzLzPbt8gbO*}q_=i`klRuc^ivWpjFvai#Yt3GjEVSCk6^{Y3JGyln+Iqi{~%9HEX
zD{kMMv2Efl?^O#PNFA9TGO?5U_~lDG?-)M5{%N_6%lFrjo~N9?^{2F-E!Qqrw+Yps
zyIbmN1jBnTCyjqoZDwVen_XLRLhMcDQ6Jq2j1$9WZoIV8Was&%QJ%JaxzRU%<ev*#
z@;ijd@xr`p-t<?TtC{@Rv|q`p^{;EWy!U3F6XWY2Uyp`l8tv86l->X9YIxy!yRU1M
z-ncwl|4}?BE#{MJepGDRgRkpCJ5;Vzf1BWHpEmbh<=2-^g|>d`){bo3*S_0uXa1o*
z`_2a#PFPdK|1vh}j11FW?Xzp!)6ZTz{OP^&<*=6#DN>i)9;DP<eO7i|)#^Wk)hmS^
z!S`Rr$;Q}gU(KjARrs~}@`GJB3Z!;hM_)O{xn7|wabnk-EuTKE{(P$E`fM%V?b&nI
z35MC`arcy1O0J#zA;#^*34WHOJ*#egKCP1Sb=^Mch8qgk%{OQ7+|=u_ds#xv?eojd
zZ8|(@=J`wenm;V>npWak{(QOVv&7_?28R{;ier3_F1<F}elDlA@tmqK(@ZyS--~y}
zUg=$q@BD7F;c%(g1NW^3;bHyU6WrMsuG2qs&%iS@@b<iR)3@((-!1(5xa-OC$mORs
zZq8oSxz1BJ@bK|v_pI_GZmeIi>V3v5tMI}lXKkn6JM*sdx7^g%K`*LuU$CiI&q!}R
zVESdtgQdO}r{h-6zI52h@4Vl+=cj{?9d5q2V{f$M)+@SC`Z7LGC_GxdZRJu4HSH}u
z>7qxsWI0N#`Rcz})=T*CS?iz6>XLpue)#p?d~NT%-H%=$cp0x1&pGkb1V_=|jn&Is
zi-lJo-ywJ>{HUDmkGS4_k1pDJ#?)*5vJta&U2#6%_|o#YX<9a0<#n!I`p;ne`RUxf
zSqmpmj_q5yI3~*D)Wr#o$4yUcl9AJXlX<1(>Z5o4%z|zu&o294F@F+LDY=Bh*Jq+o
z_Ts5g&$&PAD6rpJCieT4LVMT#yjN=+Uv{0{6zn_IxBL0BiWR)8c~Zgywj1&=Y28}8
z=WvtVRGH68f&InJDX$y-dmh_ey<s<X@~3Myw@N;yKec#1tL~!RQVmblE9Y-TOwu%Z
z5IWoJcEQ4SNrvl=t0LAoSoJh_ZJVT}_i5vaoocH$JX?C+;;e^=S-sYZ7nYgDuhzGf
zA6*m2d{z4A^<933^NQp3YmBC+E!0W*`;?{DwKh~oara}>$B#migZ`eEn>2mfq!-20
zH`{;XTPXCOf#aU`<8L2XF2;x^&-1H&{bpH5ZQo!23f~&WmFsTrWG}e8s^HJ2m8<r(
z@0Ck$TPb}z_I$zSt83nguqofSUA>~;`SQETPmkO8)-0QRqW5q?_63vkf_I{)TA!Eu
z`ohL^?xUMe?+dcceYb1ww4Dzs6T>Dc6tER`eOURZ;)&MjChPFa-{zTapJcBWIHxcB
zSdEv$q-2#8fy&j*v!>3fTfWv`ux+Juwq#j$acghW#Gp;@p1+R#^K5JGPYcs)7rU!=
z%lp&_tJ=6NR<@A|e?7l*flx(W4$mXwu0IVw{Qfhfe{_+5%NW1u*No3Kmg=XksVR&8
zY^$wb>-bY<hla*8-S3<21#Myuu2T<twI=(}jP0-EU4Gm<pSQa3c$iK2gujyvEZ@h+
zPYdzp<=Z76IBTiYNxhX~CE3flE^hZJ40*R^`>8YRqG@Jb#uIN%ihlC?-rn*x>m}aR
zT#47t)K;1ly(D?ov7Oqxw?@o+v#nNJ$W3>CVboEtU$bM1-l|-A(LGPAi-|YO<v{7$
zc`fEEC4G{Xc5d*^VCAU_X}Uf?>-=oDz_0cPUJDjJQpxGjly%GgY98=$@3ko_Gd7o6
z9I&+xKVZ-DCA{fc^)(rNrM+>dZvAICVy7}=@uUgqg|95upD)gI+gi@?I(fU+kyCT4
zruQ3F%jh4o7d%;7retLNm?h=Q*_!Bbwii2O{%YUer*I<qntJDXtsDOtzJ^a(tj!}l
z>)mP1RVC}DZMW+-I}#qalv8c$`uyM%>0xflc3Z!=AKLl-q>WC6&Gjj-s`C84u6zG*
z@z#C&Ruz73vX}a$b=I5LY-^dFm2aGW?Bxso5+2v0)^zth`6qhHeTBP<WB<}B^`qLM
z-q$AZZT(y#9^tfX$EP1|OL@2YeA}!QHdS-^M_1#k$<uEBuuxlHpBC+7rEmJ^*vG3o
zlHbPqwrw_IW!=BF%II*&J)`vVr-Hkx;xByBw&$L{vuDAH6YE!(ye{jyD=xb+F8#sd
zZynz!9<5Hhz^L$OU%hzH^26#IZ%#iv%WrX5wOrw&*^7A>>#tbf`IYIC-;-b0Z_QKM
zF0SREY}57g-si(b?RoZk*^Bk3DBU-{I`5uRR>+l*z5c2m9p|#nT|UNI5)|Pnsj$-G
z+cMQ9JqHp#$9pW9AAI&l*qSqa%9GgDcKeFN9=71((@yrgu(XKN`Rn?uOJ7)AoI+Br
z>-xAT&AM~0pf|#_%r!GZPxx8P^DpZr-FD|V&?>QR5jV%<x0gSy6*{peeZA=COY7F1
zn-!w9BJxd;$29|ksu1J*hq{UmNIm;H`+KW&<}t?gV!N+Cuf3s?wsY^CSKiJSil1~{
zdh^x#Zo0~Y&ym}{2c7sc`Di8AU9Wi6-jZ$K&mOb-vhHa66q}QN#^ux6*Bo6rqt7_@
zU3Yb1VL?lR=IfX7_P0;HSNO8N_QR8j9p`1+3`0++uI+g$@mW>u&-wbzryD1pEm_eO
zKk@e3qNtKJ&n*rdShxIqoZ-)F{LWXFy_=*P<F#UU`2LqMU#1m#ex7*cx!hKpOEP^k
zSNyy1<FV<vcV&({rX1~fcU*b--gNK0y|zEsE>xa&^2sIXoH^gWteI^sGCx^QTH^$7
z&#X<~R2v`5gtpIcmb58fez5A&GXE^mZH{kMc8M&yv@LbU@2lCfpZT6zP<ZF+@7pI?
zQux|;tdp-co_l|;YRTJ#xKFvO1%0iBeItApug!~&T+*)ccx%qqmW;aKhT5#DTSXt;
z+HASII%Bf+&Z9BvWlsG|eRUX%if1KxOKGqaht0j$mRo)MU7}7A=Xc?ASxbL}xFs3+
zzYN#UPwHkdSMN!l7}K-e$bYxwH&L%=d$zqWy5{!TJl$gT<(Sjj3G*1%WiFXy$DnZS
z?b0ouR#>RpP4z5ux4E|D+k_*Z)6;5KZ}vE~-hut+%g{G(W{Fx#s1!zipYEnVMSze0
z;jG<Wx4Y(~y)R45^5@ar*`YG2@MX;JERNR=THX`V-_EPsdNgijcU8{^jabf=XWp*u
z+iM!3%vwCj-R5fJ3Wo;_J58S$ZWg}3HZOYfngzeYK4#s{Dzq#4vhj6JnF}8SOZco;
z)2ChZI5Ov->CKosr?xeeDedWd?>p~R(eDkM$1g2h@?>3!*-q(g%ht_(#2R!vnB8Li
zLLI&1-vo*eCV2kQem*-_O@b#uQ(bv|)mPoJNZkk9xBE}mGO{f`Te4j)TJ7djH>0U8
zw{JY06+ZK+y2YKU>+`e9dd`G~t9&_H%@a0JI*8+E$FrTgzc*cEHaMU7I%K+z-_=a(
z&(SA7NqniCuKK~qD)hwMwYRg1TyyTk+n(1lU|*W*(yRPo&$Cr}i;Y*T%)6AnF(Z6Z
zrDA_zxO3YsA>l|)hHaaJcQCmXMn=WHK5fk8$h`2&iZ!$A+C&~*op(K5@o}u<tS1V2
zf3>=F&uly@A(QC&pFwKrx>aXaGu<_3?E2afcTYMscX8{{lEg(*wfC*rlN$2+koiTI
zqno-<O%+#pytef1$~BX85(+FB%GN2wb#jZy{%6p-d|7v{o><tk?c0ssCQtReclx~*
zZ`{p$8aE2(X;0ceF*j#h@|^I+cTd$_mQ4NWZqxNSUQ}cDl!sNbo;@whdD*phtBvK7
zN!|;4CS+gMdE6VCWYea!=f(t;TZ?CX-79rtZr`5=Oxl+M{j~ksS)(QeN1HjXcH}WT
zp!DGJ=k-!EI8LX}`g&hD)+5rX&!{?lO3b0NpnFW_s!f@BQQKm5&!r0|%a-tbj+_3-
zRPCUITtlclf2O0z?kDrE>g_BQnf6xTai-F?74I&&iOgMI%Wv2fv)oo&?&tQYp{s+~
zTx`Cce;8#ZRWsdaQRB&@B`aQ5&j^|P`|MeHzp~9IBo#i#awlgzNZVDIr;}^8;c0u;
z<Ak5GH+P<VA6M&Xy*bJtGb=s*^u_|#G<UTJi*2q*_1s>jAmF|==F-}f$}7n)V+Fi#
z-klm)eM_!A$vG<5)^XX4*pmmoo33Wv-N}FYsAH|t0l#xQ*12medz0-qd-Fw!b&rfh
z{rH^&4~w*=D%LIAoS^2tRA$cn=W+8{cQ~yQn00cuq~FUoMNxCSMOfSGw9h=A(yn{|
z-oCb4u2)}jK1DQDJ=&&IC+2CX<9B~`xY5yorDvWSFV*zYRJr`wuFQL-!41(MZ_DM%
zPfWkf?LRbIB=Nb>;ahw4t{<G`yCtDg`_mV-o$9k6iXUDrQ*c#(?b=s0!pkeN-fRoH
zd(J&3-19#JN8VcPNvAjZuaEjY&)4c2gF*N4?V_y(ioFsO7}iOq8|UBcys+Y^ez)_J
zh&}SEyVKn7&TE$VvwH2O3m5&IQXcJ|J$uEx;AzsXT3KRduZsRWHqDlf%U-u!<|?<f
zOzYY9X-B3We;70M>ZKK_GICR^BR=}Bd(OPJ;_0zv@3m!~+rGZG&~3?^yXVqRf2)!b
zFVNJx`F!O%vl=~DU(+W?1pKmv-0Q2pX9ms5EnnEP)p$vg|D}aLd!rcU8HR@nx+~9m
zXS5|eaHGaMd#jfDvqe*97aWl9Rk}TSQr36HC2to-&Yt`uc$4ModojuDmxfNfydcVC
zC!cPqrr?eTUsf}z%C<VCFwg2-H(5qb+cnL1?&*gX3L(5=)t@7ez36M3`E7dQoM%f{
zXJsud-MA`%@wzGBmB+JIs1{W&+x+d@lDilCgMwC`s|s~iS|K6wskPzxRyQTrS6TTB
zm-X_qdOcg?-g{`}&xw6swQ6oCd|x&@&8^vccf(el40he0!4m`crpioWoR^VvP4@Vf
zh63BHHIvlX*M=H>zCLTs$5Rg;wX98ZnYX)t(u3s2P`*#DKGWXpWC`8Uth9E?+m&V-
z?{k;%O<kLsu6#oB7^}C8#@bif#b+H1maWi>tk-lnbk$OoYsa$9-`3oedG~19i{+{}
z8cu#LytZ(X-&8AwC({;A(vdMx>v&^*XA#4bN4<+xW^M9%s}L;6EfdN;-D%fq<AksS
z+fxpHTfHHQRr0;hj=2I!i~cngW-p9Sdp!B_rG}T%eKXc*=0{JkSfzEz@}y0WXY1W9
z)@8dL+SxX%OxS2MFKdb6<{c~_w2oYCec|hUA%FJD(A%$PExNc_Zs+P15*yEZ&1_(1
z_!nB3u~caJ&0`G88&-4YH(pwItl8#Q$TJsphM>u5sSbVBAuAbKCRtx?QJte9x=_Q_
z$v<k!pVliY-mF?szUC04b>~Z;i9gg$eV3kiaBa?s)mx&cUTw1u3)VO(tNC=>I?t1)
z961}Gt$Nvdul4DU8;y>uiUd4WzOK3?=kY#Zn)=J&(>t=fE)_OpDQj@|eOc&vHgE#Z
zyvju<g^VI^+g%N<R9be+*CUwwY{ZvsPdkKF=7cQd%$g;;(BIx`PXj~ok1Lj}cYA(@
z<i3ouDzHoV6&7<Y_Jj7K%fjF1T$sI?Wvg55k0Z-Ab(bh@-Rkpq$;Zp0ZAPxHbGxVh
zT;tDp^6QFsZk~_Uy6mvDn=(o7*{WO>PV2?<6jG{#H;1V?En8vu{L-Xq>D{WUMM_`B
z&3>@@Mef!aJ}s;-Jl7lZn04h8Z92j6Xwg>tOuxVvSNqByZN2jAKg03qWyQDowL&e}
zm)1-)u6efJe?^Rk!6hNvvuXQ0*!JuZ<4jC=e71UXWLWXmQ<s?M{0?=hTs<|W-|L(3
z#_ryZO_odEdv8g(%*pU&EzgZV<tuhRzYsFttEaiYic5A*@~nW0WeJ66tuxOuu%v%p
zEogR)rOY%s)ArRHttEYjnj&BADpp>`_@w9hf(VE8$7)}nFZo^gWVPm>)f+YmExD6E
z>$6triz<=Zo6-w)HyF0s$b_qEy-5?jA;}mc^=#ealPZF7C3;JDzK;7C_p;;g<cRA$
zj<)Vzw-R3QruuNt`jT|nGG*4g)St`MX8Aq#&)E6$?X3PhiLg~#&r~{QJPDiP7xJis
z&691b>k7-Gnw|=QJ7X-B*GBUdUYnJBO8$A+C7Ca4Zu{)^R9Zfxuxny6Z%?7i1lgOi
zl_FQt0-J;H9d&$lx+14^&Ci8A#YZEjB{t5#wAp8>q0gnDuquh~T#l<e55B&)H8tp_
z>8yv-B}8{cnG}6B4WD57ef8;2{~6|lTg%)?Ja4*6HllQ8;e~DA%#-#OICbs&yi>kv
z=ZqWLDW9W!i<bAuWlP4rI(G5tw%uK)pBX%xqbnik5@}(2@xbGPlaecoCYg2hY!BCP
zf2JW5cFRM8!8hA}+Q;OKgR<4vIg8fI%-74F|7fD$EPrS3psoCD73WPKPwrHn(j&L^
zrQ18-C35?|PFK-1cv2iY<?dwTm1niJl_#}@sW4?{`Y|YPO^b=zlRv@Ythc0vrTyHJ
zxEBwfX1>Z-dBS)1RiK@_X@^9UTg7T_HUFha89OJt-b`lo{I)Lg@M<~jbpe(qPpqlF
z!0_^Ys946ONw-5%-WM^vcS>Km;&I~cNm+Hp*S1;SYwcH+D5_XBX%TZ{kjWmwv*Dll
znMGxGZCqx#n6XIn<uS`=b5vfi*-eeS(R@sE^($WK?o+>?Ez~)6+;+8<^&BZr$r<UU
zHv3XO^G%BLIP1``J*ubloVJ&QpH--8g6CJ)`nisltIjH#ZVH!m4N8r3c<EH0YOy7(
z_jY;ItHkE-)f;?^_XV+@u(`DM%nFY4BDZ!KJ)4xhaiy`w3(Hme(u`k*oLN(OR)2<p
z=90E&-90~-9}|)HI?aE5t-;yzQM-lD<QaDrEvP9zo2D|?I4aP`;?a^NmlaDCR|zeV
z+iLQ;sP?b6{uz_2H#JqhseCdoa&^l+agK52;xZdKt=uyfXRSBQ@>!94j;}g2Y0cWG
zc^NNivs%^}A6U}!WR1V1Ew67MZ&1giyV{XljelMmExI{X@!;20SrU_@^%`dcZgl$c
zZRx_QJExvVZRnG3zBcRii_ET;AiukgM>bq!f9atV%5IzGxSOFW;K=7L%L$XN2iy6)
zTM~LM>tt|$d{x4+%w@;kWH{YrRas+DU~$&SG;79+vpjpbI%fAXZ3#5=4dc8Jc6QGN
zk3yxA7p_U~xQ-_LNw|7~!%e@>HTP(Cvc{p4TmCa_4UWs$KGDf*Vd}pRPeS5Ptk_yB
zc`)v-$)(SiH>{m&_bXysU)dL>P5VwA{FnOYwX1-fp}Vtxs`lN@*A?3&mEB8O<Yvgs
z`ud-N|90dX2CXK4zpoGLWOq0!^tm&cef_$Axk)XP%T1G_yx>b4=T3>e+dD<&R=?5y
zw5rziQ!|<s7~Bk8OE$jR)+u*?`n-EnpH(%?&v<=2s_D+p6(Rp>Umu_Ac7Nf^%ZpXk
zmwvM9zJ0y?XLx^dv{mk|`>ATZ?l}`@J!<{9UDbF;@wHvqzCpUHo44Cdot0f&zG&}P
zw=44mG|faE&%cb-?dzDp5WBg*YWMQ^pIr;@Tgp^jd$Q@)<L`YA=aYl$C-SYC@8a-Y
zieY1O#P!0HM!5w6ze8vD=KE}mpVCzOa~<E~Bbl1#J}^886Ds^_+H=X<y<oT6U5}Kz
zx0e<Mxv1o^S+2GG+8HCeFrxUj=~>xubyl-)k9#g<${OZHt)A7(rS<v8b!)x5cS7E)
zT#{*?^W~`V>4|=kg|D4<@7$Fiy;<???8&b~=G|>Cj?J+*vpD}SHgws9bgcrj?`KWA
z3U}?^`1E7uW-kZMdDT_nOEd4uY1vnP`eI?5y`_yKcLS4##j)zEH{Y47T}hn$KD?yk
zd-zQ^mTLm6T&>>8%a<mYO)TGG7^-|F?8nv_Pd6F&eEquQcG-@ntMX>@p550P(xGt7
za`nY?A3w3%ZB129;4D|^Yq-+7SfzKzOV6cuuDY7+7ZTmIW4cOn^ZjL+lTZKNz%OdO
zgR9^`IR8qUHG72TT+_cWUGCI<gB`bSZ}|E8oVM0=!#gYW8z%-v&-8OV|1_3&!(leV
z$Fe70Wk<YBdUqw~>ieDVtXw~uy`DV3>cS*Xnddg)(;QcvSpH66b<eCX)!IjP_`E&7
ztbT53wn@e3cAYI@g0mbC{CO3>Wr>G}!uD(H{22tF{1ZKA;&=T1rJboIAwj0ed#3g=
z{<=1&oUecG&NUsmUNZj~<{#P~vdI0!ldhx7!j*i5J?pi%$uw9q7#?35BNVkNFO8+~
z!ZrPy+nJ8<4H8=xe(Z72mDeSirx#s2vANXhjGIKlCx-WtA8#ldSe(n=(C_Qo!^1ac
zPRg~~gP)EG1W($0MP%)wq~j7ji2><LEoVB)rOc3<Td}Ul`{on@&tFxSm1dWpRe1SF
zX_cvI6z4JjWzUz~ynjpSZIhAz_Zh`uPp+)vyuGLRZH(0Yvrj*6Q?=pYtDAZ;!c8UU
zuK)KL54c_w=N;E>oo)4^d=Xpm<i8gfOs!9ss&k56es^d?(sUs~$$N)amz|B$HBPbo
z^|))xn{9mI%U0aqWFDB8>G6v>_{6nOb3`YYud`Ss)>_5?JUrES16SkhpZsg3qJzyp
z%6wbA>`aoHrJL1+Lpy#)r%i5;bC(o-9eB|Ai3gkYwK-KKflaTs%e8lT&C2^``t6)%
z-0}VxzXWMF$F;R`Pkk0wTH4QC%bRgqTPXQ(nL^seEhm=z_S)&ZeXWba&wI=MoGM7)
zSle{&k!f+kt9vtF$Lda9efz<Vd+m#>!c9}IeXsDz)xKL@n|<v~u4Bu>=Y9Npt0siI
z&sDpuA9cHlO-AP1d9SO2ea?bikFM%1oSd2DU{iLq)NpqzyGrxDt$p7NCr$k-{@Yge
zb8~-SxR^zvy}{&+cf1)dKc0G5HmC5?c1gcWDm}H;QkTx0-0Rb_YlDru-Q$;i*=6@K
z&Hk)dQvGbBS;R6A*O=<CtxGPP{O<Ysy2<6ws!KBdE->fi<}W<4@<_nOhh6_9*0QL}
zmu-H2bH|^lMrAjJ*2IM})c*OK+4`7$>YuDxhHrm{7#pwSlw6alp19=nQ!&4gkcsQq
zI93Jt>?svpa8|8?yT59xLdx#~3$ODjca8{U-AJC3)U;rGT-Kc}Hw1+o1!Q?m7x+hQ
zY_)y4X1UDc*WUBpSY2H2Fe;0tyb)#36Pu?jdD_f&Rpp;kPgU<9^^)%SvZBuC<N239
z3f~sboqQ@fJ*FsYVMtc|lzFboBB3w4rUyM$-6*Zpcr^I7f~|2--ilieb3IMZJ$sY2
z{>B9DS&8iXMFW?sPhGHk)2FM`jWV{(%t^ksFs(<1IZ{vcyvpNS&DJX(2nW3KI?F$G
z+T1>Wby5BROH+ZlH<HsI`!Qd+7Qf<cUQ09cdQ-dP=Zzt^nfE%R$jx7ywPb>J?=%<o
z<`9V!hZWChoo=W+8m9H<!L=ey-L8#Iho3FHEP2##mB*7SI_vnDo=A0Ti-jiaE&O>k
zy)^K9wu{5glWyl<25fQYNx1T9)6R)K*O^zC&bjOr-5kA$Bjn53;2F$^G(^p6&nBO8
zeCD+v?`Zm&1I_o=?DDX>qSa^B81#NaWVz*Mj-<k~0rPG%e0?9gF_igT&tGk(Cr=)W
z+zE16y6(-xrJZ4$R3@3Sl$|X#zRi5K<JXsUe$Q^6JRo{h<7`gfmTR+S6m=986kcEX
zXvgW(>E)`G>u$ce$*9ApZRRGc6_s^e*X!Kt;FG1?P7#Jtk4v?AKTcwo_?vyRRH=<k
zratPSSK*w3>e4lHW>v|xT5el+wZF9{aapC#8#c@Jv+~_ls=ut?yQh3PTjLFVo6qt5
zSpi1YGV;lB|Jc?(nVdeoXZOns52f4IYDXSAAu?~PSBb*pPzClg@yYQ)lhV&_d35nr
zKy>?anXq3GA9wH{n(n^6QaL#G&9{9auA8h%j#ie&Os?8|dAWSaC*8=v#Fyty4^}qM
z%ieZvNzf9uCsLp9$X>nMy1VtfzM#sI4DH^QblcA{M^6bF%X~H6$t^SIYNhg>o9n$-
zKHI+Fh4d4dFRNRg$S=RPdPxF<mcxzz3{ts^D=bYntevkDR(5&++W1ViTMMGqyW$n5
zFRYTE<oN5_p5CpSs;{|te@ef!Wrnbrtya&J`S}OdYBF0K)9RSQ9uvBpo%eNwdeKJp
zYm=m`$}JMlM@_PM_iW|ryv~Xzd|FSk%9=yI%D(yaDr=$Aa+W7j%lud)d!F)dH#JX*
zU8%hG!Xx&e4!)LuqQA5s%+*j<W<17b9MAS6=)(C*Id+BqYx})z^o3Q|RLZVCbo5Hi
z$(Ua@T6O2XUHG=e^|!&#N>Mj9t)KEfp;ISlC0tc1e0y(?X5QJK({|03pSP6%(!R=%
zc^kK;^w)7czY)IpURI`v|K$FtAG?o9ZLDtp`;1xm{?g=A&n=duYPxBBj;#-$7IaGb
z{>!)`Q}%$m`l#(ylG|$@Hhy1kH!C!(RB2z^RK3uYeoIwN>rLK!L!aK^eEBkFb?gpy
z^=k_!OgOgEB=6?B8^PWSg{RLu`elB3)y(vo4^`J(65B<s9{Q_od-6%#uI*2Gk#_B?
z*IQm6dON2->+{{i>qYB0%LJTjwQ48TvMl*><(HfE+79!=#>uy)nkGaZ+FJ4H)!A>c
zYrN%Sp3P)^ocB7yYf`vrsM^dgzVj9fI&jw<+TCj%YH&ijxUO>joSeLEC-|zbFLhse
z%;7=T!>PvW=6agG*Om`^8K*j#x$yO!@9V=a{qYw5xc?d3KDq9=zc)@u$Z9XSy!G*J
z#Y5L;TKR5&H#e)WD&jBKmTQ6sY+cJH-d()l**=~PA8oo`|9+Ev;razBzs)KucF&ph
z%zOHRYrC_mPbKzxBt$*m@^d@m*-{IYQ1znNQ)w&;*GxKYJ_z^eKFCsa)$>t;(V|_-
z8z&ouM(_NyQr68=-IQf%n_u?a>ccx$p3PY{$xYYxWctj&U5|F|-ubwQ!SZbE9QN}z
zVUAmF70<aE^=rzsMasqx9oDV7bToqb@~us8lU)-EW1a3CTijE!M%}LMVoLCBg{Y^?
zwo9t5kG;3kf^G9Ox5P==QiZ#7XBFqBel~pGlJGHRO6S(!*Nc_)ZJzD4J}3P;G*DZ1
z%e`qT4e2u1KD8caxh^mAFgrBQ;`RBZf|<I$s@Y0M&$Rkk{COpz{&U~*PitncZnz(H
zzO8siu}i94^64Y4CRJb8><m0xQs})!>eKD)z0GU0xS!eb<~^HyKloJPX6v2#23FV2
zZT~aGWpjBx$@@Clu*iaKr&h@1+d)^P#a;&`@I{2n7p}6j2o8Ifo1XK*VTJCN$k=0!
z>kU^;nznLoVE64Qt3~&GUYX~ydfKm=w$zyN^<kH{Z0%E668fLv&4YCuvadIZtWEzu
zS8JB%zUA=`e|uLb$27(sJ-1xMa8B~_r*XB?MhZ+T&c!)Yn!ecSxms6Hd}VgT>Xq3>
zry`iLPk-gM)Z6v>xao`giO*+k*yd2&c+@3xc}b{Mp4IlUnwNzS0~Ku&LL+Kqc7NV7
z>sS06@0YVC=8FGb{AsP-dghH@+RK)=J3q9zF0YrJXrn7;#eaBh)$>UVF9QWw!#6J9
z@pn<Q^2zy!E|$ly7d;nK5hOTAUG#mW+|<BF!8bxq%@KF#Exo2W-^}~rhq=Pby^jBu
zXzdHyH)YmYd7E&>>ZQGF%*xiNip<)0U8?h^TyAzLPdYpE((-NL*HTL5qaNv%Oh0*h
z)-kd06%}EtL)CUkoLU<4Wm3j3vwN@ZG&Wh4+OAIUl#IFF{_@ca!5vaxrBx<gXSccT
zlk#?B&nn+{8MPaY3bJn9VS5=m-S2eR5i^}VNt?Q6=e;@iHul~VXO)m2DssHpOP9-Z
z?a{s5r|qAv>+$Tf%`@+Cy{xzU=FVHZw!A*IM{2W_o8f^aE0?_ETe>aXWLH7poX{g%
z18;4gvpy%Z^tote<eP+NCxR{(&I!H0dHvFu&;u|1lQ@p=&${k+EH5pxCw*xI=iA^_
zpDI?%1Z{gTJI#BZ;iUz^Q9KJ~t$4zvb6}_3HCa~Q*0(V~=g-r8^l-<s?&;NQdy8(E
ze0UHRbb9i&<@XFMpS9?ojW@JdT=Z>??s3~J*W%ar<{o-0#p*2Q>XLlmLFf%(g*hSN
z>{-IIo)(pF%nn-TuD;jp#+qaE)tQ$5oDuf&<q8vDP3h=~F<Z{vG~IP^A8(>p;Ys_Y
zMP7xzG3CAUgSJ$vE!io*`_bah51HSWyp1TgTB0Dh+qBo~%an5E*;~(?3@|RUT-C(N
zKI_1)>$wyA&uCBC@zF=IPbR!ISkgCVU9OBv=JK;DRkK{h9L|<}n^lrm#r1RHo-oG~
z%Ab#xPLng7ainTaAdkD*m)k$Zzh3#a`-^RH>_y#ur_PAh?c4h7p8%)mpBEg*+#g0v
z->1KOrj(5UzuZ;lL;eM(lOjEM&z4*Ym3f~w`9<NiNh|XUm+hMGk#*U`(D3=v3e$7z
zi$1?$`1&&5``%6NZikBBTR%U(eKdFFy6}~zLd(rVHND-6uXGps`W;`GF)L*fYx&8u
zRUf+~)*fRs(4KNRPr$|S(w2AXYDUJd<Jwh{*4}tl?48tdYTc4Yd)^0hO!AO#t*Tw)
z`aoTBop^|*l%dI!OZ_MA_1uo0Z(7m(Y`)}k)9p)dnoQ*B)1GrxHL{d}-Qn2Y<?el=
zjqbAA#}B*lExBFmz3hF*)LqJRtTF<>SCy};`Xt`#pZ8b$ri_{uPq@A9mZ0a#rmrnl
zXS^x<?ODF@VOk_}GTYKZ?e(W;eK~1z!;OFX^)IXbGo<yH-(B;w=4S5pZ{KX*X?ssT
z8TCTBb%S|$<dao>Tb%-ri}GpO9u->`cp}hOkJstp##f9h+KMktJ*v7gnSFhJ)Vjy>
z=56_VoM~~9VZ=#g^F_w0HWOzpbB&(Tc+$2wB=Vp-OSr-M1;^FpqZVpDTEFvr)q)2C
zm1~wvw7KWz(&JWq*711Nc8%lyUgwgGY71k|ITd|UoTI_=b<NrP<}veF<5SN$J~#C|
zaN_a)%c3ol_nx`6Th-F!a^Dxe#a&Y#Z3){bv)*Z<O}fmLR0Gb{E=-wbzpoZ4U7UBy
zuj1d<m}OO5R})V@TD{M}eR-5j(k|Zp%9gE8OD^q{d~k*FwMg6TH__*_F0`^)O0Kza
zoZ<JiDH%^v(zbV1&$@ZzW}hqbysgD&g3mucUv)(Bn8hF4tPq{TXzj`6cW!((s`|Q?
zTV~5)+2V+W6=zGVisqXzznt}Isce36R`ueGi&{gi!o-$J9GYJkD<wanI8v(p*PiRH
zE^9X#tUjxDHrDWpg6IvMJ=d9+?LW2kYE$j%ZL_z8_D;&uc)@y(-D~n&$+r=!JWUgl
z=NU#9n_tl_Uv0{>q|aBgrhHXG)vOKT7Qcda+{wL?Y@D`8r*5n90;W~ltUr1#H2ghd
ze$17W#Lc%>pDg8ZczXQO&g!*UIs&{!ewleOnafJ`HDrC0&aY7FlL()Gey!I}$#r?&
zD`$3|JpVkxYM*PAw|B&Qz0!zdesBJ2&z>GueBkT3Y=+e*`?N~7PMG(%`kGkoT}7|3
z`|oAGU$(1D{t?PQXMWWSu@lVK8ih1pXzr>#S8n$2V%G-Cw>}jG1#YhSb9a1OH7QyC
z`K;3uo=w|+W0|PPgQ~Qq1BG3^yM!;T*e(1gM3>X=$XR_`!_YIQ&)Z0?ICJ;Ms;4_%
zAN9_d9(X_Lv|aVb0HMP@$@f<8R95aO?CLmSm-yCg>B^TIfBxFUGq39E)>P0$Wb4~)
zpLjzuxvt+{T6|;jl;EAKQscffUimohYV&g$;aO9B_A-~P`j+#&^zmJ(oPU1=10=<l
zZ%x~K;N`W=afOr5hGcGY`54f3SC)Mid({iwuL=|U>UplumORNkt9My~h1!;qcWaZ+
ztnO^t74v;}^^7M0AwAzkxALC5Jn`+deZ}p8JGK`%*NMKm6}DFPQiBH{Yvt4r)4Hn{
zpPX}L-tqN^%lFH-mWEyLX>R+oSNqh%v=g%03%AdCQ2b^6jJ003ts`z;>h9Y4a-&~F
zk6^6n-itx(7U!cr-O$_MTJj<G*b}C@sZTw<SEaKoyX>iaL-)P&gXUYiR3}*qXMf^2
zxL&a>X?fS{-1p2Hl9uZ<&1-q*ELn5n{aUq+Gko(rW1hBF^|$|tpBhs3{B_q8mxmJ;
zmzW;RGJBhDF-@oA_WY%MJz0@A@9(@RHF4E8uk7{3Z@GP4^)_xj{v&+Ji(fA{CG~zT
zKU-Jj_-N-N*Dj+X|EOQ?hpzJ$=Iu*qSD%!9sa0!&*KOI5r$I8?ul?nZy=L0Flecfd
z^?93n9&OEA!}saqB)950g)uK}E^3t~ufAx!TQ+!}K>6*3HTxX?Ggz)!Jv($N$L)in
zxqd~(VV&nJ|81SGAM(|P)okALQ~Qj56lbq+Rz9>aRnk7{&-d$p46B#jvGSCZuy`52
zWs}4D)BI~I*}L{gCayZDw5MjygT`~&7Y{wo3Y@lUS#?Qaz)DfBe%H;f`j4x%PMO0u
zWz~|hxADF|79Tjj<UN~^n;(B*ylqVMgyUVmyChD8L@D!xafMu(HEBxRS&3I6`*{5>
zzOC~Y4dLCy-1jx9{Jh=N7m+V2b}3DHds6bzD#wx&cj`n{W@eq%a<1FDC#<DtWz5^R
zrER@!Zv<z3eQQ=NedB|}Nm=dZvNuJ`F8#_#Ic3PUX{DP`boPbA)0U*oiN0KV=c{hK
zgTc;<T~#5DKD!FT<PBH?(;qP!aO<lt%U;>VQew?k9GAXjEw5Us-&%Hy?Q)TI>}_X-
zH5I;|4ZRa`J#zIePm!||s;&z?X^vZ}`PtQamS^^>D)%<i#N?F+^$HlDzl_g!u9dl{
z(s7_o@@!p>+d1i#>lfR|KdMo>edc-J%ylubVh_*klFNCy)vl!0eEyf}&GUbzUH$oY
zwWhfKxysk^Wj8nO*tR1y&&OT#<GYQ^yf*Kb<vg)onl-dKt=gho^5LuK;?t)}k9u&*
zg!OFuv|9F*YoPXz@N1gNZC+=X?UV1VeV-O1cGk(d`f_LDJdK^+7t#)fD=S97j9hxI
z>cYD6AgP^S;t%g`{JT5rz$cmTx1sCb@3FrBH>}?3kMsxMi`{Ws{xhs=2!HpzoqzVj
zr$4KXxL@!3bGt*~aoFq^=d65>%k!O;pJ*?%HcB_F_}}I5bH?JwWwYPNcW=nqKjZO_
z-kSPny?464eOmtSyu9+;Vh>BJpxC5jkJL5ab^E5?cDu0Qq~z+NsOS?rxwKzSnY69_
z%%{r5XZf8yk1s7PeyPF~tbS`}<bp}YP0N>-tW@LEWjMYzI*4J-oQe0AMRJ<@#!Oxi
z+4bPM<Ff7ZZ3-Jt3$S0gF1&Ncv%U2XuTA;Y-l=mz(>l8F7uS<Di@Ay>S1W5xDr}iQ
z@mKJo8*2RzO7a*pettb?eLe8Qm4nMG>I3%8wq6!?%)jcnox+{9^Jb?e3qIYp&hWY^
zd(S#?mk*_LXXIEPpZxl4U9i-pxlxm&w^jYD5emtdHhW+E`9H()S;uc}UEO~E<E&3V
zwyO0r%$vG+t<zg;^SG+(Di=L>&yV^m%<N`(_^93PdDF7HzWwNLtzM~mJ^6CZ`lKC-
z-r-9!#I)I#^PIjQw?FFVwd-g492`x*<hRX>^ikn!39Fdp>*njZ^u~{qhnA$*UVc$7
zFZiW@%gv)2f#0(qMfcie+-cJO@;P#oxK&D|{NZ2M&zAoa)t^7v?#Fs=#{O@{b5b|k
ztrrjV=61ArHSPI{Hna10Uxu$uD4!|7d{Xqy^?#B#CkeA(7PW8tWAQxDO?$$!eY@sa
zO<8m+<LAwjwr2UsFZ?+(58XOsc&@CkZtL}|>rVG>_B(f7-rRn=gQqH7@sUT`EOp1p
z6XR9mvX+M3FMhG1L`2g~Klr%(5xq-O?e?y&<6f~m^u&|vw(M<rDbrO8tgnZev~TZL
z__FTUiWPd{D^KdMsg+81XT~fnU3UBQxeInv-EO;fSln&Cv~7mR$~hq$t)IxqTyfj;
zXl*U$%J%gVZ|?S;I_=-0^?*-%OP^>@LFGCw?n#F8&zo-0k9e+ft!Tyluu!WzD_sxX
zzwkmY?bBm*%k@^f_D`AI-1Q=Lc9GzlY>CL#^Q)dtk<R$VW%#V?`jeCs-Q{_XGQYw(
zei`z(@yE?rpVD+T`Dk{xYMFX&>9L|NPg!lQNB25DbbJv{vWuI#RIF8LzjB}Uy#<#A
z))}5ywO!0whC%CY<kFpcGA@-r@A@etJFTbj;QMQP^Ia|%?ELe0)zYPtg)i;Zx@0J0
z!94lebd&kPn!(GzDHbo-qAkT5!x**E&GSLw&oI+Tla9=P^k~=3Z5_wXgvQ>K`SyL%
zCU;9q?R%?L&hD1=FAkRyE1rCO|K6xh#TFrt=hrr5y}79pJhAJ+mlaY^&ogy*pLmkP
zWHo<nL}QYKO_-6_Q_G^8v71FFg(pR%R9(F>MMKu%WpM0yp@QYIuZ7QM8X3QKD!VDG
zbymIT%-d%M40F;yuT@@rEWofPd7U<wk?`xVXM1NHtIOf{N-TT&B>U&K32x#t{a(+X
z@4v6l&QP{Sb$)TeB)=@rse+!ie_!R^3F@iR7Cc$0vZ>>+{8F<IC!4SL6o>03^cMVh
z(wF5u#pt<u*KU<<cg|1yw0CYF=i8KtjVurQpT^eBUu-^6rTeq!@57hY9%m4Iz!+QB
z@|yLuw)`|#t-58Ca+PLxg>Sy_xol(WGwXKCm$5#^x1$zFNHF(YshYdVv0VS`Ilo%V
zbw<BcInyjwwQSJ}D9XI=*LH33+9T{IuV22j=Urr;Udr9cv(8T4w(;4PHS5H)1+2n0
zUSHYkm$AB-Tj!sPyM6Vq@OgLdco(WM95lTgcjTPs*VWUal2q!F=eaBYXILMe{WGFF
z`uxsD*^V~Wv{#j@r+qu)P<&}i+AK@6brrI_Mwy{Wx7HX`b-n1i@N8H3AFo^U7H<_5
zp2Viz`tQmd@16pGnb6xer#e2{xHjdk!HLK7rYu^o_pDT^@Or*lRa%qUzAK9Zmb_8y
zSns@ZLv{DDX+95)yV4K87TTY^CxNLUBuu|^k2g<R#H0M#6A!LkT5{>>_2OC0{&T;)
zOFCV&?2(V0LA}=}?bq98eR54QSl)BpJ+&lN@63HOzQQ>3dgZ^{lIK5C+9e_~Y2TA$
zi-M+3`ee&~w)c^u1Jm{|86g|<{kA^&c5AX(@MY1LQnfca`Q8~v7wveR%x>wq<nWQI
z=H#r6kGr0l_y)h(mu#VKtL+~cv21!@d9dD>rQQaws?&B}3EOTfY4TXKdd|7!D|N0{
zPc7h-wU)XZo8&oRr3$O)nUj1WlQKHXoX*axT<;{<)Vik9^zxL+ulfT%EZwp_T*&Zb
z%s<h$1-D(M3$`6#_`Y7^!=JOcDe)HPJS^Y7^v+*<C+7a9l@F`R&!z_Po{W?Xp4>IL
z%+@<<|MsA#ZiPR?+wZ?JI&)_E!pARTZO<MoQns1)`fW_@nZTopcTdPX+gLF5tJP!e
z<JB@tbSB<k_Q<U5;QE5gx*wu#+J5i&vVLCbUEK#-1)N7~r5B!>7<EL&x<5ItcTVQo
zD!Ee6x{tbN&gPv`aXM1+GA>(e-lv@j2CUU=OH_93VU|~r={oPs?7K~;X7L2=v;Dhn
zzp55`GSy^K-7=Z!+?hG%1y27;p9z}Zy5*DpUO3jibI*0f0D0%gDB0CVcUK&9T(`pP
za{iM<i(`iUVdri31?9OUq|Zs(*LI=gNSmN$;GsU>%ATmg*+CL9b8p&v{bKU26uaZH
zqLQJ&;%KJk`t<5KpSq{IJlb~O`Rvy2%L>Z*k{0VNckWUw>sz+>Z;fVc(H=LazuG~^
zA1+z1kty<c{e|%9I-wldn)-X*mdv^QUG<Y)*yhW5dFdRCPrj~SR1(h{<H$8xGVSZp
z>VI<|<XYWq<l;`hv^VR%|0V}xiN{QPdfX~~Get`>y?G^0eVTsar{xyyo6=8PSG(~u
z#NFAnr9I>QG2hxGrN+t-hAU@vG7MrE<Lzx8ty%i+*zw>N%l`Q}c2b$&K6P@a?w<1`
ze95gJ>Hf_UopoC;#AID7OgCEpz_qaap26j}7bYBj8MFCFn&{mrbN4;c^)uR)_2zxz
z#%=wJxOVwyURh!HCuv{Wo*&bXiB93q`t;WM_;q7(rkuL1Ta50cMw_{8EWGahOFqYc
zb%cx2W%cKA_4SX}sxjQ(!}7N<o<FW)+AE(%<Akp#*BkG@lFBgY`RDa%{rqp98uvwX
z^;$>PoZq-LzjNEh)1M|}pEmXH5WYJ}bmPl-y)~PB9!&D{&3F{^abmoyv)bW9=flov
zUY+x1&cDZ(o_`d*ee(NjqvyeUN>5Ii{5H}tFe%90CRjyrf4k`0!@O={TYTovHa>mo
z$<xli*-i>ac;-!w6lYht((~s@c#_wVL*Aif{tA+-mYSP+E_-jiE5yj~dFE;lRo&y(
zN<GYH-T2;Zm2$bsa&>W2f#%lanRyx$Ly~1K+Z?kz?v?zQ{ra^9jNdM-`!(yEoIktT
z?43?u|71${gjG*IZyM%kcH-&eLJLus<L}Q#2JBd(ed4I!imB?kC(J@RTjh?;sS7BM
ze6MNCo4MF2Nav&(e@v*q#pH%8-PTo43N@aKP7agnU#aX7Sar?WQ&U}ZvC-tWp@#&+
z)+WaLa)?*jTzgW<ed4H77X!=MD20h<rM{`EIh!6l!If>ZXHC`jKd%F#r`LqdDLXO0
zqB!IYr{0=lZMR&XTz!_@zcgZ6stn&(fu7crYi`$eP3m`wxL#;!>l&TbXL#dd<fE9v
zE+*^k&VJ{POrC!Cfc#Wn5j{tBi?co(TV;(3{j!@3wANj6JwAPfA+ybYhOe)MB7Z7`
zUc2{vV(7FRLcYFxF3jB}pjj?A<-tPVOhzF-j}@H#rshfeXB_c8w!W2vLpEziVV_}`
z$al3Z-`6ynMNBGM*-(%@Y1fp^6MVBz-TZace>0m+*Ob{+(=NSBa_8xL%)GYr!i`lt
zhQF@Pu1@XcJQ_YLjp6G3Xg-7LzKM%_dd&YbL@nZxNtvf@(q?ldCz_#b&5}m%*zTYc
z3ks@3IE|iLtdOjbG;ufaxRcN&R4y}n+pz;vHYm;O+9`8YWe3X#!&w*ZhUbR0TkU?4
zc}&!;YEGE%nJ1HYops(U?!UBQ=`5$?eZE4`B3tA>2_G<d(z`Jz^3ZvO6OY#46_ifk
zYMZ5Z-FN0DfxX!lmgi;9I_j)BKC8y1F>LC@nVB0r?B}X8{0>R^`q)$@aHFl&CEsc9
zb5Hw-@UIONXv@ovyxgEEro(f2;-a=zdo{y*tGw7MEJgFeUY`x-@~#f*{oU3%YoZ%Z
za#w|u$kmRG+i!%ZxoWv(Jo{u+7H&Mre*W^crDm_UPT||Ju1M_fi*+44`SxwOU1rj>
zdv8yzhrF@nnxf^RE6YEht9UtU-GM%TN2gs;eYs^<MXygjni+i{+VVfc*HD&o@9t(_
zE7@zXb+X6lK3na!y%~qhb1u!vyS6>O_ujF<^P){R@5Y9$ooLNBW1a7>f2Dint2DdT
zu215We)ecaPsOr*9_k_rhr=V!r{3ADEpz#CP7~+bz>}A|)~sz4VGh&bnH*^F`mCQH
zpKI9U_tjE!-)T>LHlgQo@wLU4ubskFrvJ&j!M@fo^TxMjhD(x{+Q>)66dtv{G=sAz
z_;UYR%W$>j5$7^k`i^_-m|%D3<IA|usX{i@8_#JUGC5tY$8mCf{^h$<8EjvlITG<@
z<;z@dp@k>^X4~hhtH01*Y>_-CtYl)})#qvx-xROT=;;hFs{S1FrF+Ylb#r=`uhV9G
z+?2hFx7_lnNcxoXmp0#1o@AgMaKi9qXio#z%b;{6uXm3Xf_AKZ@V1Y)I4<k?+U#3C
zET=q9oLH*8b%Xl4wn-b4%BzCr@U`u&V_tIS<`lyfwR_AA<08vB+R|b^p3`nJ4W7F*
z%Ic@>wV%`PB%9o@xzgAe)q7Q<_}YTQeRsmsomr*5OKh+1U2QRO&b4OC<6dX;d^Ju^
zx6sbhcsA?Q5~(UCX;HIdvhMQd*1dVU@zl9VY$x9O^gUQ-l)ZSC>T~Uwnj7KD_tsf0
zG&wuD=uUC4yV^5J({pQ@l`Yq5JdG*H{IoFMc}<(c-q#Tx?3U}iZW|dKSl8k9ph!z)
z;u@`tEZsNF{l@)1*NzmqIV9OzJ(4n#ZvGMWrAVXa$(J>$q6?R#%}%*)xOnmfIp0(h
zmt>|T^9pv{D!#U<?pC?rJPog~cfoV#?VqS~apSpgrHxB^G#~9!c=h@)*U@>Fp69e(
zYdMR3&3YykRN91mJhjtwu9X#&Z<@-T`D-&4*DW`mKk?3*RpM(?;=H)#Wm}&ue%+Ow
zGS4@vG3Hj)RA++&vYNk7&AGB#An&h6#)nFo&}BV3x1+fCm{qLK>fUlSC_tZSF}r%(
z^5p0xLWb;(mu7J!hTH7<C-PW=t2UGOP09`ixms<fJ8cKlyG~BnkXM`aM7_BoOSf1x
zx%iat;idVv+!hGAWzXnrubaBZRN}Gkg0dBbQ)h0<wDtMDlkF3`*NL!WS(>WnJZyb~
zKYN_bl(;GIq&LZ6>zp@?&zeiT9*cS|IUO2t^2Fx-q6sNiIj(&En|17i=EkLWrruh4
zq99{pzs0J>g^wof^gAoQxMtqgogC_-=NC;pr=6s|)b*IL@1mfMq9<>wX-)Dd?%Hf!
zIp@))pHUvtyWJKR21xSTTos=z%09!F@6nW9QuEUHnpe&HIw__n<ivwn35((*Jxp^`
z>Z2CUt9|*O!PI5qnkbX0r)F_)l+Bu$^Yu~FV^K{L^PQS`MinbVCWnYNDw~#gHaq8U
zuvYrKkjrwFyJBy&n{I<|Op0_p*V+6P8D}!(+55fL_1tfbp2}BMwu-SJd!dQzy3+@5
z)QJ|Vuv@NKrc(7~#o>8YSEg^=aUi{GnpKk;4_nsfsVqqojGjcs6~`XyUm0^i;(5{c
z;1lZ@Jfp8|+M^S)p2sla>|JZc<E6#hr%8MNnQ<We-&?E0ho*-M{kgx}q3)w-?~)td
zg{6B^Lp{_#tS_`$bV$gk>Vxg-zQ8F$nR8b~y?WQNWk36k<61LS^qcssxW0Ya*LPD)
z#IZl?<Lv6ybDuo<>s$6K$!1;TNz<c2L6fdKFS5Cmc{B6-ylEFVJMU<2zP9rAQK2V%
zi#GFZ+}Kn3?eVpZ@d2|u9gbTb7kz$n+ZS7jQ>RWn>)B{BX&U#P&jBW`{<5{KIc~R;
zj)y5P4SB#6^O*hTg`8Q}p8cC!taYq-{;_HA{w2=8H+SFEBioj4Jk|F2+Oo3G!q$zC
zw>rBOv`AlHaeL;qn1+IE4Ng(NB3F-%Y=v9CnwEK6Uddy&yQ1-`)MQ%c%)q-bE;nQ5
zWiN_M*ctdtf&Z0N=#4eb2bNA?o>!Z7MJmSchho2dYv#%PncSr*6FV-bqzKe&UFgfW
zTi93odPA&W;Z!%fW4rbmA9`&jIi2&e-LmQ0S8mVLjqQ{6zP#sI@a>&1V;_cWk71M5
zUNYHt+crgkp633jrh2~9I%=*-hxb{B`F>$F)#bOJ7xc8lLMD`DTdGP^@%vbrY26&p
z*B4|r@BE!IY3|y-+QNW4IlG#xUzB!Ccj(dh^Ev3$^;LWivS&nJ+a4h0^Xux<Yg4DQ
zq|d5lR4uLer`D5O^1T0Ar^Kqy$M>en`p!rcsLh(QUC47n@#K38UhUd{AR>A1{%f^b
zzc?mm>hQ0t3Ns1V)O)tCDs)N08#b+-kw%-XGS)XuU@`n#7;q<c_h!)$b_okn@1%t?
z!uK|*eXhCW?o~c@+A_1)v;1@B?s<G`cdwZvpV5tfq0fHbX1+Gbx>M=2_@CDv+iQJR
zxzCLF#eV*?NXSHua}MXDKI`g78k=2xVZgcWW*)!q)!@LrU$1-)nj-D)aG*LQnlUe{
z$;*@3(saAff;fM*O`CUankmwCzLlN%=hYhz6MGo{W{DI&Yh_ped^E3NC$r7RIZ`v0
z*Seoc_kPa$x<PyPET2iMf6R}1_b$?A)879KQ;S^#co#aHd~)TK&H2LPA%*<8Iz43z
zldP)3TFQ#GdhdkSvTi$aLek>(4aSI19!pQ0Q2DkrFJw}<$+zAwmYK`*m^2=g+F#oK
z<wQ%D&*iCpe?DZ*J-V3XB(rV9nyuR>XXvZTPAO4aC3Et-ny2lqd9$wHstNpAAmIPK
zU39kUkxvF59qKldFYWoMR6e8U%lDVDK1FMCIO=zI<pu5gJ+s<u?(Ll~u60cN*z}35
z_}Z?F12>O3e0x>5^_kgZu?g1OMfaL5ILA^b#9s4tZSc=IpMrK?-?XQN<NOb<sk%>+
zg3qMADZI2PH^nZ(_Xd~IvCYe_JocYveBi{d>%Lcl-rqQRch+~Q+)V~7dC3=qXLTku
z-Exv%XZgJ6VyaGS^E^N8C~rq)&9A0wlJ2fudhDsnq?~Tg%1JM0XCAcOt9>UYt>V<Q
zb9~x!H*M}v$q`_(Fuk;7<NSwD!o7N?2eUnTS86Wy>S9~i-HG3K|1*u_hzywUpJ9G|
zqGzUILAZ@vrt_8}0e6<GclFxBQ(nXf1UW4!mtDQM?N`E%DXXg+V_MH{p8U+^h}>h_
zthIapY}^qU^7bp!q-pycPuJ#@UGf!af68_I!q*joi|>B-nty7A;npc^EFbR_xO#2e
zGJ|(|{QLBYq1B~I$6a|Z25)&TA9dNNcPEcs``W@~C%yh`GP6A!(JE%YSN(OsExyn@
z_kO#@FEb1mY-aw<963L;rANsBO41Y-9*_D%oAS>{x&Gae!`L+;|NQ;)*H-*p${yhB
z{cVQT^Z9Gjo=gw;Db*Ej>+8og@9K<6N5b2dOBUYiOZnAzKG@;t9Vv;L{eP<#Y?pY&
zt2viHt9z}Z+DYaW?}OfV-`kX;^Vcpg^vaI6Kc4NpGArMER?+rc-wPjWZCA0`o3mUi
zko;%tJ25=ZeEy-8XKz?W>Hl27S2!zif`LWMwV>M%{(ic5#d2y9qeAlMHD5EE`j#B?
zba;7uX=rsP$HAD|>dPVLj{nJe)nvGXf30f0ampmkHJd&Zus`&_zvFZGA*QM;LTeVk
z>uG-Jygg0aXQqL>vV2s4;=%LrS&N?;KA4x~T6nKxQ>l~D(cKG=KlM>kzVJENOn#xP
z<~|SRX;G`IMC*-KuQ<<c_vKQv%mlls#!DR1l}#m?WwR`&C+yOk>QJG!D8X>n#FNae
ztE`ut{PJzh?CVKWZyGgK6^5!B=@oeXlG>zb^Kid$XpgdG>K|8?x$Rd@8TnNUhn|@E
z`6S!cI1~HQ{|t6t1AZQOEcq*}Y*MYS@Fy3EIZT`{Z(QM5Sx_t?n)+l;0Xy5uX_NQy
zdS5KnyVq)OdagqGSFp<rWp&YfJ&!}rKdiak@c2i)*VMWPZ*R<9(#&2g__9x1&r`Qk
z-F|JrB+1yuJM7!CdM=#pTiow;@zkQ5F)NOi>z>wOp48aBaLr4--2H6=#*yp%EKO&{
za^CV3owQo}#&*^_)81a3^5yu`7}-Nl=7jr~+*f4U*(jM%t37Sa<aAeyIjXNb0zcVJ
zJyX1a|Il8p2aJ0?W%~Yvn|`Yio_MV4x=L>Cc{g3voloKvw(;kc_k4XFFZg4*pP;p<
zjJ)5m{Vt}r<BbFuUhvkee&j2=B$6?1=gIY6EkC1fJYUc0omOL8HbW(8)yr+?O>eoe
z2Y0>OT5II7EWyn-`*IEM!ySF<Q&P4o+cvCUwX`Gd?Cv`sRoy=CnYGD$i>>a0ex3bZ
zrn{GR-90Gt;QI3HqT5loG-8-+E7nih<GR{r_Z9PpF@;5|wUxB46^8XKXRa=O=6C1g
zpVtQSIRC8L)a2)D<zV)oLF<=Q;L|SmPEEg{@|2C+&-Q$rwdDZc*10+Ub5E>wJN7tw
z@~JniIa4G=!!6j?Ms-_PrA-Z({5E)HVa}?B+vb!%;acQ=cFwhPhvsVAwq0MX7H+C|
z?B3LRna46xr+fc7pZD6uEw^`<6wkYh#z#NRUs`<GZNWBv$#n}Xv`>hhkI_8&sI@rc
z(TPWiM@uI3EIiLrvMx*Z=7W-TO=`#Nwiw%&?(Lizv7F)AmYl_EK7w;DO57>DuD0v0
z)=A$(eLrQcTd$aW<z=h6`O^OM52oE~A6QpB+VAwGC3I`>8;hegjSsU!S`V`A+q`v$
zX5R7z3gL~N^G&w6@AdUExm0hwKGUfuoo(msv#yEnC%+6y*~Mnu{(RQwwP7El%ve9Z
zkFlAQrth1R{`%LZDP_EUeA$oqg|m)6FN&V^t+zNh@R|FwvRBzpWUC(Dd*<XXx$c!n
zyitAU^DEPhJ^wy=y=ooDN!!(Y)tjEoxhC+Rp=!$aXM3kiJaKtnzq5-Eufe$mU)Fr^
zU$I<pxBb)-jV|9sS0=wzzO-6$)BULA+p>F$vX&hajoD`0JvnW~jL%_@i|1|aJMh@F
zNZjIRP})i37%xAA!b@8g>^xQ+(S2JqJ-smE?BcMS*KfaKl_-whe=FFW>rT?1i(XBY
zYptv26jZ2pou3%_!u4tGxwEC7j>?tCvX@-?%6aoc%qQ(Lw{0uFt()vyEYom}Pdk?P
z!QQu#UygPBOIgKfan5e)H~031Oe%NmrhZu0StsV$*mM1&m3*ga%bLW_$6X&+U7C8Y
z>-a{m0`Duo%`Q|{Jns6UT^`nx@NNBUle1NxW~&XK?cMA<cMbz@<-}m$mkX8_uMceg
zF)#DHu+hA$CJ~P<R_idzgqMW1@qM%SnR||7jo4=EzL4-tg(v?^Bfo9a%3J4jJ9)ya
zb4C_&bEJ;V5^g^3^==ufyB7c6q?4TLJzQ6pUG3cMcike!LWTLSCd-kkaBtOB#x-}d
z*56pf<0xu(rsiI{{pXzzq|5~Dl4C8l$2E7YHl1myzSZ1!Nv`;^c6mj~2cKU?OkTXL
zV%^EL4)6WMR^16VSFY{bm3MrGNf1-Tdq1w9@8cH!ow0mtq_1r8rPVh*zgn%Adp=d#
zGrmV^Guu=%$LI6DzMb$gkikN9)2teYWYIMlZnxeQ`yPE)DIyiKyDDstRq)sK;a%tK
zW@r7_;&&kM&Gg{jW4w1h?SFITv1v|bM&YN=aXr^g->h75hPg*KXi0m;x^}5qG08Ig
zr`GAsmHHC(qNl=E)9G_mwds}hS!Z6nEvOJxj;`vu-|J==b|m53S`pD{EuSmrBs(`=
zS|xJuW$ck@k0*CMU)nx@X`;ocU($!pmj!q<zOuS{Ueh(Amo4*?1@k(?P>GkTMV8)J
z{!~9E#BcE&uEuqjEl!Bc%bIv?%dU*p^+9vih{#-%zT^Hn%3NX7tS7ThJw9`;$U5Bg
z$-R#4)tM`ItmD&qbS!FB^nt^Y@~tHk7JZy`&up_|<%`tr;`65iPNqqetUD<n*j0Y>
zSXNZ;)%LTw{r3M(g*{KJ3fLv0^7mp~pJEKx3=P@rP>yekA@hsdx?NkVG(=ZSo2YQi
zUh73{n;-jshPah-zP15#o}F5lEFlweGeC2h+ET&o#ZEqF?@YIR=@;`Wc$#5Y&DP~B
z-Y$%pXBCoTeB#j>#`9hq1Pd=sov|jJMQz=&2Ej|qZm?B~N>>Laszk8_C9AIuxOeBX
z?`L1$N!KS<$ZhrW<WNbQbv8sL=h6;+$G5iWCk>x1tQ3*+P4~6ZcXqDIi}K%TkvREm
zlw0tf@^x<2SJ>BOZF<Elxz01JYwEhpw7z4WPFI~P&l$(`>}r=}+oZBrd4i_Zhs%Yx
zbiQ2K%`Uo{XZ8&Kb9=Vk`@XFDdUdiQ_vCx?w>5WV&RUi8_Q<Kup6lW(U$F}Ad>I@Q
z`)B#Q>~rh$cxFnjnKEa6n!ollZTCkKM}9{<p7mb$>+GZj(;k0X&$;ii_uK=YUtij^
zXZDdGX2H1H%<FxfcP@oI&y`BQc-`vhBK3Q+zh-^zbv{zS(`tWh&&{0osx~{H-`le2
zLO1hnwH;G+e0}duJpJaQ`EO0h?{$jP=Pq8CeQw>?TDNd(;~(MM)!QFxp6Z)wV#T`e
z;nerhhxNk!eD}{>es#+9y}|F&&#@g2-j(w<IhJ>O^ZTU=`wFsOo+w!zdXP&yGk1}!
z_}Z#&&i3BDS8hCRJ9PZb=c>)mSJX&}OG>U=cmME*!;*|{h3B)rrEZfwmNoV4hFcCt
z!#6&?8S%R3<*}2l%7;@gznvE6UiI$FZ4)7vR}2T&NdNGtd2G5kz3d|E%I>R+qc-h{
zy|i_gyyq>3ZwG5vKYK5>{N}sn#y>IFw`Q8JNeaHv^;ur}_O#9$)!~!l!X{O{I6r5y
zuczWIvjr-xmFsRUi`|?3^euCw;2jg6yV6X1kLEY_2vpaFUVCyUv`=I8+OM|t-nXvx
z*lyyjSl=0Y>`(Re4H>@sZtk1<Y@S*R$J4KpE04qm`=5BZT>RAeN%w1}KS`c&^>tLu
zr(<3GUJu?Zy1!z+&#Z4D8^RnM-o{8oc^*Bz+sa_d^}YH=N5Z>~gzdO-c>C6(_en2`
zcx_@$k~7zRt$26darM1tOAflG7{q+g(#-3WYg(;)N{(}_$oea7dyab?4EdlvZ(69z
z<E3#srq<ST9kpDS`B}Ha`SkOJ&p$6!_*58rW$w*KTlp@rUz#)}>dM6(KWF;+FAY`c
z%XXdW&k|}WQdJn?6{foF(uEWApRt5_Jl>jjij9vo!SMO|Ydddj+3-kWPH5Ue$18PH
zGh>1y_%!p9o=lu~Sb5f&RE96_zpj18#rX2;nv?9Na~8QiN}uxN<JsWJ3nku0#Vz<8
z8libMS!2pA!)AfQx7OrIs9UUf?o%8p+AY_#*>ica+38oW{Jp{wk7=z4s(AV9($oY4
zt-lY#YuyZAUtjqvlyko6qTuyELj6^qG-*jqeialoGa`xK=E}zd5ntAdv=+H$xUFJN
zD9U=w8@O!lL>aRkOxqu|GFUP^TBSX~>SNf%+biB)+btBu_g2`%a09da)bI>Z|GKLd
z6Z-CI{>!kf68;(1skCO^HjYG=IoF+8a(eds6P?U{|JiPdg-MLZv+k-c+|(6TrnBaF
z#wzp8X*Q3qZ4tZ8{CP!Q?(|bhT1)f7(k;|CYrV`n-tQdOD%G^(eO&Rf2@+q{{mom%
zWq)j)u$Ojl#qm4g<t9_vtkbV8f4pAwjPL3L?b2=8^LBpZ;BxwU+~jV=;!u&Qz^MW$
z8&<UkH&&>G_js>~Ibp!Zn*MY12|rJ}t7l&O{ZhIjyz%vQJH?*#{J46l$LqG<oHK_>
zd$xCUo5j)0Wiyq{JejYp`kH$6RmjSNx@UH-U#H5ha#c`dQ<-hm^?bS6Ob<4m|FTx&
zQK#X7Utu2>{n|V$=(D>d+f0>)`94=$H{L2Zw0F^^Bf8Be!kbS#zO?7q!+$xowJVE)
zgSH1xJb8EO!ZuTxMqgD2`%A00^v;`870jH{`2MKxnlA>E^UFNm6lHZ6d8%(W`K};m
z{63_6PSWIZqYJ%D6#hP*q_uED<F#py$4%#*sSY=3&oz@fJLf8U-u_<AoXMd#=I#61
zx2$@?=Hg4MHa}LlyyS#>bEM95m8vjbBkAcUW<IgBoAdi>yg}dHRZ7n%P7V-19o)a*
z(W4qMQ{l^|%>K{J<EpRm85vp4+AOs1Vb@>7;4Vw8B$Z#={Ei;0uzkrqq4s5borl^I
zm%m!qlV{)BsV(4jJYP0zfx>h9xv?{9_M|QLkXhz*VfsWP1;6E8TQ|srcI3SCXHq-)
z@@Q$;Ew)w9xw93&SgcuEz1UQ>xO18s^TI{9Je6}+3-*MsS>I&()Bfqj4qNS{>kr#@
zy)k#+ARjm<%&&0sp6T~OmfkpY>FeGbeSZ74-dl25p?Tub{F^ljdw3+DE2OXY`m*@L
zhuhKeUz#TvpRf9CD3WPfvE%NSolC{-QkJ}#Uwk%cheG3tqa_Asdx~SWUh&OWRxh>9
zoOrI{*}lA`V!t9@uJ^i^zUH?7j-pD_ZJUg~m_9YQE7Mp1>*~$uI6g+pvlU-8BVSc+
z^3IO<((QeI3iJ7zYgZ5Ho?U&Uz9XDz@2Oe0w(ixaJfFWbRqWB_t!EP@^}?3)aBPY0
zuI{~K^y^pn&Wu@4%pP%gGfqBfde+&<YwzCIa<4swYA$+iJ$OR&_S?&u#@G8aO;>rv
zN`6(5nv-MJ_TaH-Tx#fZ%k|T9x30czc~zaI`ueVyRcp!(`|mMvh@K2uGP~;KjZe!v
zX3br)FYVU}<F9L3rzG2c3_ZJ(LDZ7{(&9K?Rn?@*$x%|3cduMAa+9oF>ii<hr|{3~
zkjpPDcFWbT%@CW_!Y?zid4ARp=VSG}&o@l+RP5N4GO_W}ey>}qwy)U(FE8BD+pOm(
zs~sh}+-vFO^o`D<r{yBuKGs^vcWmG0E3-t-@@0gP9^;8;`<?a_emI!IZ@Z@E$t3ow
zAN8S^*1b(nnPjvi{N6*u4XZ_VPQC85>fuU1y^trfs+VkaR~1_M`c8<^u?2IuCNEUp
z8#J}^#QH4t-qWY<wJJ76$VW}lc*Sd2IH!EIX3v+mQO0IdkF94{?)vhdfj`S{9rMQ9
zaUt=~Os{9EZtzVF(+atjT|8;8s>Xb$xXf#_dN-yXRNq_kb9Kh%D31fp+jd#&)<s)h
z5j%0->)VTm8?NOVH_oYZ+gE#Pn^4THUG)<~mY>Y<tulTZ9c%UM;ekFQ-<*AuS4RE&
zu$ZS@^vlw1le5!y2Qt`geQ76qVS4cAM=8=}LKWZE+$&o0_ePw$*A&Z3Rf~_+NmsO(
z?aa+D`Ol!zep+Sz`@-;=`o;cBUWaok{ER#q{5mdqW#-#uKRSbyw@!Ol;GQG(SM}rm
z=EUoNc(Yd?+c{4oz@zY_Lg_l6(5jH9UYp8#cFF#zD#>_!Rcy_wwftv#uU)Er6T+XE
z_4D!ktOHjbOuO~;I!j{5njNK@k6)gvtz5ri(awdEZc&Dh4Yq1rpQ3vC#EX<m2P}gF
zw@o=(X*%=oT1}P7VZxy~T`%e`%2j#&mN33$lYc&{H(=H)wZEU<y~>ts48AmL@~g5U
z*QF^Xb~3th8*}PkF1r3cyy5w08*6@BVU~ZQKjfF5?7kswE9<fTZhxEZ?!y=AcNouK
zTH`LT^tA8Kd7&N_k2S4dCO@d}4G_JeD)CrtpY$}fvvsY1ino>SpVIouPy2y%n_}nM
zqR8UFvT}Q;W1r6RJ8rqwZk3X<TJRO$vK8m}{N<;nHQam|pR}lE%gZBQs;gg|zjxeg
z%e4=F{0z-;Wor(9Si8D<r$F<rO(pl%8qYkmM)cA9SFV*yrzVAFv#y;XH)DOm_KLLr
zd0T^?`#PEP{atNwy|8Rz%{uSUl}`(gyt%>f`DpF!56p+psx2)n)=A+waL|6f=;!n8
zTS{jAWb|3_d}-a%8j}xyxAyg`%=Y5sczJ!+hvGfun-A?+@?KZ3&~LuY6q_?Izevv)
zs91AKWQK0Uq-vS))Aiz8Z>}><Ycaenc>8Bz{L)=(zfE8GqpD;p!)Xo6yg%2U$oGYn
zUr8@xnO1ZC<kKsUp8LlAx;ua2L!%degGy8D%gj9G!j*nDZH~G=>tdtq?vi!$&U?>#
z{H{5E(axgzDwo19JW||LDbFDDY~T40;%%N=diGS<ZJqegp2d1Yrt*1(KJC|Mt$mtK
zF&H);t+;U~=*d(6xMv|NLe_?QUF)hYH+p=rWn*P^72j8n9~PS?Z|?fao%zV^p1<gp
zTkqygoIlf%X<ruCce{xzwx*{{{B&;VgL#~q6ThtUyMB0Ox}vrF!(01WuKe*#R?ZD$
znWWu%MKwHl+qRylD)W`+tt6`_WqF=?oN{P&h~d$E>x2ihPF-Cu#Boqva-EQF2Ir==
zQJ!0_Ju`jf)zmX-*Up!hq8&L8FocyJF|-mW@Y9|*?^EOinR!=(tXDD~G+iSzXHCAp
zMPK){lWR}2-87rvZuve^$XP(O_Q&^ijWH)UWV2RmnsCD6bzGP4(&AkfD}3Vw_s=}M
zXQ@O_{nyn|*W4yFUca>Krip3Z-Blc0{xc{viOXC!UcU178?Df$y;DyeyXCu=-{ghp
zbW4fXu}6}Gdmg_GJfAJB!DVT&RO9qwr3i`3na84LOq`O#GwZeD)<Zn{InOpFUrv><
z_`dGa%|fB(>wQ~iO}X}Xxz+S7k3TDH?P*)RK5NZ`$9>sB8iEbl$3;sY-eSMBCH%sh
zr~PZsta!}aV9)hpae%V2#G0i+{Ic~?x4Rh<SEtN88+gjLrMsZ8an_5C#|pB|%sTAl
zdvkb~@BgxP$)59e!F%?48QUGT2{-@!lk>dSYpFXMU(f14VZ&3PExs}4Zl6z7sfDGi
z<{B@?$<gNRr&--?4P!oZ-k9?*ZBxdZe%;CPS}PehU)r>EhJuQq>z&^ME7sX;-YhdY
zX!71Qx!>x9mu=s5=lPD~Ra^1|J0;Fv+8Dsv-?!s+^t3=Vqr;|ILi?7ptlHNdbR?{^
z_lM2pC0qF%-(Fg#b1xzEg*(%lpIx2jm%k49e(TwXRo7=5%jZPId<@Eq<aoX{)hA_=
zzk^mxj)vj&^_OOqn@+jBwQtc~B?q>u>w>GZ)Fch%@5yQ}Nn_H{Gcum_%x~VOeb2wX
z4^K~)^eozIS|#hUZF5%Gx9eI}tKJ=7r#<7!n@Dj<$@T7+QX(EqyU&mpynWu+M^gJ1
zTixCD?wrMn&Hh);P5GH{dGEDjF|#txdH)k#otw<%5^d|A|M}jAMdH&ZwFWr+)!y)1
zr{MV0X{QA$)}2_gxP0Ms)2B<q=K7_@&oE<W_|KqqZr7|z#Tzqa!sAZM6bK*lT(Ne^
zHU{CQ;-e<puUztXd!O80D_6QbEU7Ae)`49ehdGmOTD*+wUl}v~kmAq6E7#}58?_#^
zH1+!RI(g!%@>}2UJQcf^JyYa!W9%HO(me*#)zxMGGkje=JNjC0fw<^)nMo%l&U?LR
z+y5-t@|gAF#T!0`-`w(Y?SzDPYI`;ZwJV&fxO-l0+0GF0OsR>}66c>=_qx!gH7RaR
z*ha6nUk#r3n@+wsC&qluBq7Fw65rMZecgWI4SUoV>A8jp8+7-pgmZN*R$RSK?3r8M
zoZK_>mi0|s&M54!$ylAf*Hh)$(~j;%v(E0^tESpo_kL^4rrrfCzplHixqAP^;h9Ub
z^RL|Bx_$an-bvp2rdNJ6%3V7tZo8>4=%p_AimB%ng1>IKK0Ew}<CANmVz;E+PI=yX
zedQy^(^;8j8jtsuKfA@!8S&-7*$}af(Vl7tZ?ARanDx4fsqp2cZMzEHin^ZV$2%>(
zx4h@5<j+c`tzR~NtC;n4hf27i>ZIcZ%yPw-w(37E%n{+?2@Z<cmlhnB^*ng#{##Pn
z?f+yNW3DZ<{CTrqZP!|^t7n__EY&Snecva2^?ihn*qQqdS?U_c?tSvOG-sizZe5to
zzN4|rbgYZCuWymA-aY$u>B-wW(l7iDPkwm5b=Pf=wv-$Efqh%Q%1!+6QrAo@!SV@X
zjOb?@Rg?FD)@8;a>Ot}RXFl9by1JmTiDw)CwLSIjmrKL1Oucl^iPLriU-lQB3U7ZS
zu~a?(pi0v#(J!lNH?X)g^e1RPT|VzZ%j}-Y{<IRAml|;=ez?iAXJ0p8IO}#!%JW%Y
zck8!)JlU*xe1*jN<*C!InW{7}{MDYn<NB7@1)ehsXFZr!9hG;Xb^VjXuT=%*#W|mM
z%ePCJ%{Q2SIxKIw&Gocfz7zg4Ow+!-VO>?dRKz5o96sCZbEWz6tCU&n&9@exikzGN
zZS8ldRa+KUn|`vLbL&6@?~HG2cD~bj$X>kabG&NIAE$j&jGEjZ$CcJUiuH2%z0Bf2
zgWcAP{#r-<A5RW9uGsrl?EKcHAJwJ`3#7694r6`ZYw}~V)}ehuzD}>g&d<6(H*V+L
z9*51s{lRfpb-HGG&zx6(E!)fguE#IC-;WGW3YyhTePaHfL7<dbQ~EsnoLQe4ZL)e#
zu5<HbS$9}rV%%Mx&D`=E>jUO2yMCl<%Ra4rGrKEWYPHXQ&8>Uo%6!Ih&57@8d_14<
zB<-AeWdrM8Kkch+LS0p^8A(&8J)0Hh^+8DDiIl>`8&4)>+xsc(nfTz7h3Q4tw9_Xa
zzl@#JsbslzBg^|uHjh`VD-Aev<L>d`=wFlGcJ$|IcL^CSv|Qa1{L0mR<Lz6nEP|5?
zGF>iOTGwkmQJ&@A(=+R8W2oDwJJ(*C6o0mB_d4V8>(c5Ew%K;py~ib1e|#X9!E*P6
zB(u!#3(3bXi!M6c*w{7CqSMmU%qr=AvX({Tvt@=#{Z*H0yA1DblASTR@7dO%FqtXS
zmZsP7ugf+$Q9SSKvgDKJFD(#kJSppImr@*S;<74+$#J#Lsm08f)}<M6$i5O<+!Ju)
z(cM`FPwviIy~%l!Yp%xv<`b(P7S*n{H;StD+1tW=ZN{8Zo2xHl!<D;^8JWG$x@z4S
zGtJ@r@#N4yJu<U4$UptQ;^ZBxOBZh6yqo8@k*Dv`+6lWWB~~eZun;w@pFa8eR_j<v
zi(8MsAFH}@qvy+`&D)+ghAVbFt@^s?n%dEZ_H|aFTU;${i^Hx8Fuo3)+>j;H*Kx8;
z&Y)r9@ug{}t+z8Igq-_pt8qwXPT7)q%dPKDa2C*=9G+?^6RIh}H*ace>`A8eGdV6a
z-B*#ile>V=@@Ud=rDHqQKdibG_t@f()^;gV6;{uak2b}*NUjQsIq`T><=0h?GrpS6
z+0Gn&-r6;^dfIbQ$2m=fKEYjH$EJB*mpSu%QkJ6ev}3-S$@AAnv?<O%w(g&cNv6a4
z#&G}ms(cNjEQTZVtb&5xsqVPM_v(_X1oM7Tp1>#9X1TEOTHjxhb#jSCzv!t`e<ohr
zt~Z0Zp;nv8$z0fN?Oe{)k$l08?|n{PscvK_U)f;W8hqn$^wcz-yX;wA+?**n4<2n_
z)Ofe8fN@>pHkSsjR$X6t(`|;y8$xfNH`P{TUmM?DY^b*B-Lnvt^vO|@M_&a@>5<E}
ze{z0p=(MmhWt)%-D|jz$+O6j+ZFWW^<y!2O2b24*20eN*vB5C%N4c%mcDJfK9UJb3
zi*ml4mld%#a)yxh0`F4Sm%g{IN&8B6vstRGJFs$AbyJ0Wue)?k{#uo(C-qLS6^EoG
zZt2>r+_!VhN`CfP{$XcDZiQ)Y5^|03*cDncDLc5;@pag=7V|=BMFVZyIjpbGS}skf
zT*Y(X+0yk28G9N3KFIfvx*)FR-JrFpcVp=*jZIE!D&Lli|KKgTvenF7&ib0|;liG)
zvuC<nd|eadz1`Gk=bA-pOU^a>w461Ncz<o*>b~QrKKvG9EBqPW^CQ?-$X8O!uRiM6
z?9gojKWZj1oOra4+u~@{nuNYPA~DOi9Y1($!+!>^n!c&04dS+5dUba8O7^(yIa~$B
z@riBqJKGl-u6ul5^;zmpr3r=p6J)L^Zj9?Zw9e<wvjqp1+&!y#KsH16wDMBJUA0<F
zf4I!6f@Hsl&2ZnUR{0|H?olK69!7teI#W)S;I<6L<7+KyH6CAE5_qk#i#MwC=gZJG
zgRBrqo9Y1TH&t<6MMaBEUyC`p*_U^H+{-&xP2yMhwgZzMh`#LG`Yha2_DagVj$0X5
z7;3A+OcqZ*o40C`<$1>t)t+R@mvNz2zuV4GyA)<1Q~WyeJWF3)=%3YL9)5*kZ__+H
z@Akir`n+`0m6__2x+NB#3#J*j#Z-qDOT7NNZgTL>NL6*2Fo)Yc=^xhZDw^Dt8}V$u
z^3<tk7D~Kwjq&ZuDs@#_d1^_z=*2T>4<_At@o0ZU!$He6zi*$nc#^(0fn9n-<;v5{
z7sC7mca>cUoVq^$%tYDmMcIKWPL)iX!kgTenx9d&+gh`xd-t6yQ>V*>g^Adk9N%%g
zFhnXX%QE85lkaJ-PRhq$+Y<WN;%rf-hOBRV<c|jz9-VIfZ2H`z!{W<2rDtrq2hNsM
z>QrAolfaY})-?BB<&lZI<g!$!G&!2yh>K=p&yX}d5~Jw$D?B79<H_9LvOMN)M!Tc7
z{%6>dme_NB{+b=8OJ$Z{+Y+<w#?xn4-UvPIJeim6m}j&{F1xq$^SsKn9#5Iq7JJGD
zPP;Yht)k`msB`59)h3*?mdn~X%dRC*^jY-8joBKy*SjvKE66*?Y}(Z1@jfi->51Eu
zgH>00zR>;5=2I?uY8vC}1-VCLKF9p|C~)M_mgUb<Ew*pG?9}*J!qh8pyYklXEi;cx
zKH93rIDNU-<%Fg(jbk^Dv75Y<=wBNeCb+Fu>-K4Bp6@HAK5JQ*K3mo<DXZ0;usv#`
z#mmqOofh|#7Y1n5aGmM>J=s6AQ`Bmf>x=M-mdg%b`H;!dZkxg1c&%kCyXr=h*7iEB
z*<zL}QzqN4-0f!^a?<Z<?6D~t3dtW=#9Q~9CfSrPO<K2m!qnqco#C@CB=CE!-Oes@
zvH8w64(^cnNm=emSvp0Q?_C=`cZ&(LgshZQ`RK#lH)G}06X#80rId<godljuT(YVy
zjHhzZcd1P##h<Q*F<)9>v`y1dy+5k#Lc2zm!-FDL$L;f6qf%|PLSuTQc!YNwd#pBG
zS9vrdWA~L+J49xihbu6&JzL9@Y#Q^}<kFKTTy3YrF1Tf_i}-wPp{3<=p3Bm4DKGwX
zU3X<k+b}`)>fWp;d|5qLVlU>YJh$)7EOK?=s|sm7mlfsibffo5?z7ED5_gBKKCE`Y
z<MGccT4o_HFZhZqaag?EG{lW#ZMx;bM+^EVRRza2?OWpTR`RV+X18##&te;{Gf#b`
z#PS`=1+=ex>6LmEBYq&J#5Vinm*2hHH4N_*#ydGyC2T!sz`!!+Q?{ga%_06>)*83{
zHf+1SC0)MLZrSEHi?{9Gp?bZkI4(Kg_TKUpEt1;vPlR8(7L~e1@JK|@gR*sAyWAu5
zH(qqr40%)XZJun4*0zcR_N|c<4l=J&lr-g;)hU=0{KoQa%;r<&rO!<tojg6emOp-4
zRHUe>NTK!{n`w_lFJw-vEEJo*;{D5zKm7))g|w{ip4bs-7w;wIY3y<<>&1m>f4Ngq
z68<wx_N~4$vvBu(uS45<Rl-g_Tiflhegbdu%3a%CI;Y()d>JONDTVFNuh1>i%S4jP
ztY*!~oSx3IUgBI8*Qr}CveSO4xNTUyY2sA-rRCEuK6FTD?>f6}yTCGzlXhDZ-`)!R
zWWYXePgsZFZK?N#Pd^nDzV#Ga)AKv9;NITV+;7SoCU`zyZ>m$3^1D$&zBlMuela_5
zNqSQL(uoD<U%w4|JV)zu*<;%&*L=cux1VvV+j2SQ1fS*KtoM1#w&f}>?fZ9?{aoY;
z%jdIR=-6bZ=I)d;ZmKQp`uyUt-jd4tUgy6Zo93Q6Y+H~$Yx$nzqR&^}y#Fd}y56}4
zQT2xG2|EmST1cFY?e<R%p8oZ*$TEwDpB?`~7Og2&+5T*|<+RJX9p^kvV<H+41jjB(
zyHR`j_QJ2LE_?KT_kZfSEk<SCmz^_tXJ{Ylxw1ATB;~u>`lCw6Cmovleo-Fdd)L`<
zX?>Y{`!XLVPSCm&s8wp3;$dF$F6)EAhM(tny@Fo(%z6{nYx79d^Sts>yJ*eJtDe6+
zn}7Q>*E&(ludBPQ+7x%mUA-_TXZMWaO1Wwq;pC~xmp0D3<UG%FefW+~9)E9~-&?$S
zr{lckbNIHHw4d2>;ptnR3k)kb&a?cwzBKaGy#STZKd;Mv>r_7>_;_1k*Os#;jzzC~
zO4+}x4Gz2Uc(usgpZ@M!rUpFiGmbKjW$l0Zs!A{}llQyNwp#5~O(|2@k`KImAGt5A
z@bkLth!<}T=c%jDx-Yy+hR=U(v9|)V@-l5#zHr;uW|MC0R?CRF#~OInJyWsLT<+>b
zEioN;2R2{-RE0YXe_n+>HMw+g?$x^|qup{CERM@ej;me1?xe~r=jq7@UU%K!J>ldQ
z;i>Unr!p5v2c&GYnHAn|xFq-V$_2OQ<mIt14X+e&D=@n8;8#e)p7|QG_Fm^EOts;g
zdsga;_Qq+qAN6)vCSTi}oc1}q@PN#<Bh6LM?UtJ!_f-tbkz<cKyDejFdP&LmUr)j&
zH0;^<GB`8*JNx&(2gZCxwb^G<nX+4T_{6rZdAIG(!Z%uvwZ9lm5#17Q*Ro}r|0W;r
zPwsVJXH0lxaOBJ5S&yGxUE;7}E`M-rjX9II(9F{US?`M8J}LW^yzYw5;r!)mtD>wV
zK8eq}`k>%mM^b0Z)2Tn$FYTRlsp3gX>c%_ut>u?z6-K=&I=kiO_2}45-_NhD;$3vK
zkj?4AobcW=&urJseZA@8*LscCy1&1!`=qa1b8z`$Th`oLcH#ZUI@8?x6Xo~FzWU^)
z=6lL<nRlK%`!ai}ZGVm~J((*Z%DVT}mu)ZgKlIIYSmW_7spaj2$CeD=)<!JX*fVb~
z|60>*&d=%#19jdd%r=~=eMkOftdV1;QlX;zmo>+Cb~f0oTy<9aopc0$O;E1thP}`7
zmlQeNj$jME6JmUOq4b2hQ1`dt9EM6ys`@fJSG3lNJoqX)ds5kju<6N4)jJpGh^SQc
zZC#ynyFq>b+PJdqbBhGpR_s}OBz;}QnxCa<U1xKX$|f;3JmC5LXo*2$xl)s@yXpL*
z%`Q6yDw}t#D!89}P~-F)ZAtUmfJ<e&OdlHwAFz<ky3^xuYOUM!Rj>H$4gK{ckDvdM
zG`*Vdo?GUm56^Sb`>QrgH@7@|<mOjdZ8y_?mG?~R+hxt00~X8=S}&aw<T|m<WA*F2
z!aE_nGCg)-41cqB3M>9xvg&4TiT0gs36`(yt=4@w`S(tLV9=Tl_j_mKf)-0IO*vkc
z@Y9c<<>~@ynHBbN*%?c09iOe*o%=$wsIq(3U!Kd#3B5b)eM0k%!d^B<Jqk^14xBUj
zfT+#%SEu|>oaQ#PJeKiU^@$MU7t@U6c5fae&2Y4@thb6;zvJE7O~%^|Y?fvAKQnyU
zby3Y!lsl&J*u}^#lkQ}BZ)93B*ElR<(fTu4iZ;0?lQer}jQ%r-+n<|Nm2vRii}Tql
zJQWgV)#ULfWW{ehK5ym<IdS%<@h7h3dRlM#@*?Ua^ExdBMq4e`NGr3<gUP|)XPZWS
z6FqiP@b1YKAqwog^N+2u>Fz0CrQ-gwInsK0;aYde^FG0cHCd*fzqIi7?jNhzjWvH(
z{hpP%_d8!uCX>OjL$<GGcA37bm#Xr)`E%o}ob~c$2bbN-SnVnL#LwdG%a9N24>J7C
z%I%7_JnIozc&Mjqw)=|r$wtvG3~#OLxeiyCJ%6@tb=89>S1ncCteyUateM;87u#o-
ztKr!s!|d1X?#i%}rLJ_V3TyShQn$=BSJh~Xw|*zH6F+-A&(D3U#LhW6#(Pcfq{X5a
zV`IeCwIe2bi5Z1femPor_UMUQGWY5$55+~T_NaV*Z|BRTLNy};d%;-OL%!NV0sVPX
z+f}MVeus-Znta*$Quoxpyiaz=`>d`{c_md)@Sta2(_XJnZb@uaVa3O%g(+6?x$0hf
z?zQWyo&3kPrbA{4J1lKkE7RLcHFMG@c<P_9jQY#;k*}BK+tY14-`9861TQq*(>l>M
z`|9CP&re%-o{a075;L`r|L8pJ%zrL9T_4M4K2@1KYj0godgA%0Q`(KQe#_V>OT5@_
z=e8wkw)l!=c9maNz4EJEzVTf4&KE`Nou1BmdUCC2MViGQZLKStCKP^IyFF%GZKkCz
z_hw}$h6SQ=S2K<=m7EQ!-{q#2cUx0!tB})j8L5RvHM@5u1p74h8D84uUGZqv%{IPw
z^-{M}Qmc2%obqsx`J3&<$#|~n(I%CkmXG(=xo|QzE@+!=D(1I!e!)#sb;;+KR-Ewr
z&v0n1q3P*t;lsU4p3ln;Gzuwwyf$@Ft4+G-g($ZaYxm$ESIj1Qhi|;{a@(3C3~W``
zm%W^}z>m*vD_i&ST@L1qv0vwQ8kHPaue8<WUi)gdNp0KieDT$()M~dWytcPVHewI=
z`K*rxTq`7BXnl^~67co0toE@vx2xv0ta_PJCG+d>qHUKOYO_z5`qp#YOuRnpS^n1f
zcg>>qWXD`%aMP;l%U(6r(poMz^Jdlb(zmWl6sNZDt$6y8@8{Ro0WsM;A1A(y`Ok3s
zq_XLo%ga^zjptg6oe1EUxtd<U?$s3ed5+YX%5#;b7ZycNa@%#ryvX9~>e)L^yu7#5
zSuZ<?v(LacYr?wQ7w+;m&MF8vRUEm-?S5864A0}OJZlB3B2GQtYh=f{By*pG*817a
z2OmxHF}-j_c!J%s^*VR>vghAfE@7JMUHH;<g4o@EIce+M{M^-6GTCYe87-;4@Wpj?
z#@ULLbH;CfguUG}FS_`=z1P!=4d=2hojK6&^*rm@oOidBZ?0JvT_tK0zV}C6#*LLl
z#TSy-n|@}SX|*Ht9B<XL{<?%6LB|{FwjPf(nb#gF8M*qa-O)=C)4BNL+_GQX<%rRY
zne{W<@k+wZ6decUWfo^^Z5N(vPCt80`@rPQRdQS2rY7H1@>%g{ji|E7=}dN6!zh;Z
z%O88ayFI7BSSj?u$H=FJ^OxqI=x|N-XqFUttX|?>C215rJ@{<e+C96!&5ydAHbI6t
zK<Kuo+Ad}7EyY_``uW;kf3~VVwfNSyX%8C?+5~@>`Ed2-@?}js&u-D#8*-(Zn@8$x
zlu8Oq*QseYE0v~B56fqp+GiH+{!cJq>Fzd}aKBfF7D$};dNxJ*!b@Mf)|4Q_qme3l
zStlgdRG(yGK3{cot7!FXjcup7OKP*elv~=?OMRZYkFo#9wY_^EZR1b~^V(FlIl1I|
z@}-9p1dOtN%r(5W<AfgDy{*>P6Ff|>YQ||Dw{D%+p3t-8L+z^z4z7h^-z#k9WiN?5
z81rn3mRirPjk$|iq|RlWFjd?o8k9X%`|G;aB$HQuDqLBw{N^t$^4AV_nN)S<b?Ji0
z%^R|3{7T!oyYpDZDxPTBtewfTe5dT(=lXQ!#=tXg97T>Oi-?KZ>`RzC@3^u}k@z{j
z>?no@T$fafFR%4jwXbQZt8&Vtuv@-bD^5OIH-|B>fpgicD8)Y~q?zVROKtnmq@~g?
zVwZX)Zr#%-$vv0tt}!S4x{}!MwbI7AL%I2FaNR9Qll93t{>RrkTxYqKWz5)=`R2g4
z)qA$+8N{A;FMJX_y})Kx^O>K1TFhqAE1#`;vZZ%vf$^MR$zv9#Jt?L}hU#l&UPz^G
zcz$j9Jqz1c6B8KMyi_~x>~0f2Q*7U{#~$oe<+G2o?UdAKD)J4qTGV_v%x_Cov(G!J
z2aMM?pMAvk`|6RCE3D@kN9LOBJa2kh$0zK_>Js;*YcH7<WH~GK%=+A+&v4HFx!;bf
z9_%91)O6z>=KYdwJ+@pX;S-x}_T>4oaRrBGJ<3y=6=s=yHt@Hly4p^yq&smBB~C?~
z?DcDl&6)G|yy=8rE${rSuUx#Xs3LbDY)RS1$M61`9@lYsx^exc*sPd?VLOV?Wyfhq
zORU}Tw&G<t3ropDw>7iOx|%GvZBELpJ9Jlj?Wg_xQF}UOS2FEd?6q*YNwso+*D05*
z*GdzXM98{&q;ytYalE*T>-r75r&=eKg`S1!6!|}ld}u!J>jl%5NfnRgO;}aB?pDd$
z)MB~Z=*>otH{P+7t@oPzThHdX=mqu5UDGGu+Etl+Q~2D)hHZii9?MVleX4OZcgCD=
zD~_m}3U%$e;1_=9RK@YYuG7XEHe9dcZfj-FoTg*=WyR#o8|)58Hy+J%YhRyrx|yLT
z+*x>m=$7P^j$Ly8qLYiIw-sc2c`laa4avMLn>EWf%X!-FIje8vu^9Ykczx9|F>h}B
z);!<B<If}JXRvmd9#>6!lP|e9_s872Ij@#*wI3CG_}0ih@XzacZJ$$Kv2QI8U;Ngp
ze!uDCM~ZdrJoERRZ%z;2dbM~S=ilPEn~7y99mVrs$B1{CJolV==!?lN(VI1zdBvfg
z`+Vb$b9ME4t1h;?_~GM!1{Zn981`=ecd5Umu77y@;*-<!W!ZB+=Iq~5zf>pXeS29g
zuTZ9^yj|woO&|NJudlrwziI{h@~lt0Qzg|utq%5kVZ^!4MtV-B+Pt1G1%+AD&wPzs
zA9$U+e{IpE4f@x1dgRY(48Qj>u(<2p<f6?xZ@ydoD*pk?zo~PQ3yLpoo*o$Fa4b78
zg|A54L;H=(l35ozlg<bKxFY1XVAj5K0;TUGCwWNBD)xR>{A;4@-j(+fBvvi`_;pol
zr)}}9=NptBpI9(wUbf|P^@&}{G8>*RIF_}U?LqpNH8JrMb?qLfOxT`N73R{g@#M30
zC+9rAv~rT+t88_)(7Ro`JKkh+TAa%&yW9NUC*+luPIAWHQ%lcT%hhd-Y4T^dHnX$H
z$ohh^+*CbPH?C)Km)Nxfwz$ljw{_d;dn>0Z?wb?xHRWXFi_{qhWwqHnPT9+Cy=?IM
z$KPzZhu(^hHqWXuIk~w?K;gtI<F0bAg)%LL^R5;@dmT3Sf`*swox&XEfNjQKmMCm^
z{bku(iSKLPuD-CPqqsRNu)ppJzt@W6TfI2dC(c@N>(OTaWLN*3#xRkO*ES!t_V~W?
zaQeb^E$ezkPx~ARb}pX3)WKJhSv1>ksjlCotJ5o<Ulx54c1e%nY^6#ttKENws2fr(
z4av(zm)itcE32pU2W2KRuUKP!*2%VAer`d3wQ}L)kehcmA5_~s<#v>kR>sUl`du53
z`)AqRwwaUiSKElY-tfSS?7f>VD;?B5Z(Ehr5j<zwl7OPBy?v2Mvz#g|R)2h1yg#|?
zOUBv<K?RGKM(A|+@Ljzqm1(>w$bXf`lLr?qSmwWs<;t9}%qsMwU8Vi0rYB$5wM<Vb
zJ{6Z5)+@ZIuVPi}#tUg{PE@?VwmJ3Wx3!bJj+-nwqVnL`v>TFnf{f?SScfI2+xM35
z6W{PzujZJHZq(*_WwEQ1t>4BToi|aYhRx#7>gTIxI(yvxY5H=X?iH8Km051$66=-9
z)J>nidUoHT-*`9EAD;P9899Hm#F<4S=kLo}b7rZox6b{3(}11wYn|fPhNVl`^jU@R
z#2niF)$Zq->+h<stow0d)kAN&>Mv`aY*ReFd&h;{{a$lc9DKYqu1`ti<F%O@4Cbci
z?)IeCwObZ8FuZ&nF-cV3>(&n2z1eKe=dwIK?<Xz3BAN4L<%}Nrs+N>c?dX*@>wd|r
zIX_G=;`1%J7RNjBX4#RmvwqJye{h!XPL*R7ug{i#y!le>0fRCF|I(`e47Wt*z7O2*
zQuFKEwyR4&*(vuwbbWg7+Kp5E53;vy|DnV1^Qro+ee0%2URLyBi+a4?CNWtecO9Qq
z($==*uxq}Xx7oe&`+nh5hn;X{Ktqb}vt6t6nKBCae|(RxSt06|FBh%(wDI`En7!|h
zRG7`NIPvG@X~FJk*RO9psWm<8_zL%jf4T1Nzq07@t@V;yEZiJ=3;P`YP5qSnpP^r+
z=53yK)83CQN96Ab&T93SRa<wrcX74y+u8GlGcPs?XCA96{28uj-<#~y!nIhY#Pp-d
zJ&j!n1<!Ww?k#%S<}GtQryw-$eciJ=>!<FXpBD4SNz4De<+pWO-yg9R&#ZdBx292V
zY0;bdifkqCnbjLjUmVtJo1W$+eRuN<?fqh|CO4C3UEjL5>p?32!+3p8dF9EmZnIb1
zIjHquPPog5fG3v=m#bWzH@AOT(%go;;(yiGeR+?0Jlk{He{WyKL3Wm}qE}oEc)Nb;
zxXA@h-sA5)P0!pm?b6#eqvGh@J<SECPbb6(cD>Ba=bCt8y;8_iu`ibC;!D?+Z@XUP
zc0+w>`G(kI2P>b8J~Q0q!Fj^&Yn`Q>8H?1TIr%FMnybFrnpIciC2K3C_wg17+TNRP
z9((cm`lV4@uZT9Ve2#XVdSUg0<{Q^S9#`MFKGo#0t-tTZ(kXKp?*0g0V7sH_RQPE|
z^$qn#LSE?>U)HC8_|MR(JkK;Nao&ULCO=o6`n4tb#7n)GbK|ZB6(3)*n(>FE=tYUd
zxkeJ{vaZFGj$GWy682%$l8Ku=k3DI;(i8l_R;$6nv_MXKX->M>yYxHJPOltAKZp0$
z$=%8_JgE}6>SW)J*YN>Uc(2S#zTG1nE3hYJsqDF1p-cTdkNolfDBil2*X-dnj}B&=
z$7?HnRvqli{<ipN9M{IHx_4~q4bMr7{@nZ6zy15In0GasH><PoX}>A3>^EI(e0^nm
zo0iOnEK{rF`xk!pRJW~It@R{n$*jAJlQ@oBtVm|sw{XkF&!w8@_|8V&Y3=j(dRMaI
zM8o{RuE!qi>(^HG&1Z;qD7>}wq{f_2-Fcej7TFzh-x(}cnZp?G`y=RFwYRB|p7{#X
z=W_BFuRRaE_u#GM`ud4sDxu5^nD&`l9$TNb(!G4=(ukw#<*SU-RhPzDU*G=2%j3=D
zVu1zgIPJbZ$}soh<CnQ!nO(?wg;!`Bzw+9ee^SN;nR2<-JMX?&zw>0)EwdgQhwZ)w
zh0nxoKE^Ms=P%7Q`|LZ}zlbMDG4%Y7qjmm2=KEY(n<shL(*JnZ+d7#apPu_(N$85?
zGv^Vi_ga$|-MO|ks5M+&w$eXX*lK#K_va#A?s)M(oMsc(__3rX8;j-#UfX9g@9NYa
z>+kwYR%BG1KlI^z-t6bxw^yz|eP8U4(MPpTZRy?WoyEu8qrMg8q%3xHTfB9Pz2jov
zv>RH*%hpF}osAEh_?fe(=dy$4x~6wmCronF7WBJ({$YHfq}pVkpISG{{rrr&eM{2r
z&beLZe0kPp6NfKf)>ItSopaq+qP#~=TXWl*bY2s`XR)h{&dqHX{XO$T-2=~uw`=}0
zoHu-XYrlw#vh>CiZ2J@H*!-Vm1nMtp$bPh=b$eU)n{zTg_0^uYgHPMpMF}cxv+9}n
zHh$K0!J2<pe_j0e>BQew8J?&0YwLXPJn=eg`+9o&^LL)|3$8b<oN{UEw>0IbtIm1u
zS#K9?op@a#ZLhS;kJ|OGd1q(4Y5#rpGo-HcyU=<G?UPGio$n9dAACscvgL`@1}{HZ
zw}#qWzcWkzfNtHZ7+=#p5wFVgj#i(W{XyF0@{_Q=S3=Jjf9eUJt#huaEXe2EiiD{i
z%brYsR+pbyCAPA-WJC0!ODB(?+PnJYY55kbGuKvK@)wx$fTKa>`kkuS{)QT>wV#x?
z$9b?^UAa%|g~7Rvk+)Z<G?=aUxAo~GV^-C7uG?Rf)P_x!KDk!Bwx8|8@`I~;O*+>H
zJel)(g7#~PFDu@@dE92$xZNiB(KWrTCT@iXzdxUKH)cy~wZ7=b9cO&2u4W$c_q%5J
zpCNt9qQ}1aCN*~-EuAHjx7+c+_xJH)Kicl<EmP_9eEBlIy5h}|2?^g#KQ4VcVN%jz
zn^|91xScI}nf#(q<jIE*PiJ@6>Q%Bt#ds8N3Ey8~@49WK(J2dC?Us2br!RONz9qNv
z%j>4a4OPFSzRr1N^0nM9ZY$T6N3(s8T5o>qYj=zz>C_4d(Pwp<A63FuxV_0Wz4GGM
zt=N~w9?R7wL_djlr|h2hcCz~9OMA|zJy)$>e0`}_@FBl7R=Ps&7o+Mn<=a>nT5Z?b
zxqgc2e98N&M<%w}$n9Le$VNI<{g3h{C(oaa=l52IzHhvjeNsNJD0|oRjmslr?<${J
z?6tIp<+AVT84tF|dI#*;bLVMSbG)av{WM0K$D(I4{z*q0pUVBZZddB9<+8Qfi}pr%
z-qQH2k?_<l_hjVe6MNiZuV=iCi<F(yRcXtYeOq5Q&Mm?5eGJRBqGP|y<}m-f;_OnZ
zzF~RTtWf2WZC2I{n_NU5Z`00*TzQfqT$N{%({aw|4e^@=I82M$%}#t?+IDEk<=)*=
zh0#X#qMJ8QDDd~%ygbR%;PBcqwQEWqS`2G0&nek^@iY(1o%Mc8*Ce=WwZ80XdMMJ>
z_s?F*`Q@yGnWveZ=045!yT3N6;H>7l)H{oHmP%Y(+OzJ)-JjR3Ey|M5N4;1x*M&v!
zgwmGH*Mk?$GwQ8edgj5on<);f-@eMcmtm8>-}Ky@sg24O#~*s<?l9v`d-tZgu=nb;
zed(dRFPxjQ?(CXya9x<I$|S8nWxuaHH}&>cmUIfJ$}A4EKJ@mScH}z_$!}{oa!>sZ
zedifaX?Zkf$=aQB9^F53HaoMEZI{NJw`Yqo)u+u|`#ZB)t@`==kE>((t=5EY@p=6q
z&)D1S0iVSx&7y^svf6gOuBxhz$L%}6FACe(A|3W7)oWeM^R<B`lV$j>u6s8liQo36
zoU6b**J6*?E$>w-k3PKdyxeZ;oC6d1EFOgIebrW16;`uE#in$*q-;>(#fW8_Hdx$k
z;C~*qvZk3q?&=X{O|>m+6DDpqJja@`q{vI^%g&pJ%eeE8-!%<-_GNd&;=KV*3|d-e
z_b^vI|FG<<$BJd^%d%bg&K@bgwI=$u@tn#1F9SS&Gcs*Vy&7f2rfs^n=kJRzwyL>{
zI~mk1CC_^u+qttt^OimT(iG`y73Fzv51cKUZtl{ws_Lt0%=(Q>;&+!OZl87LWw~I_
zhc!m5rN8EN^Q;#=|KZf`9pAsMx8Jrg_NVULdwasy-SAkOmQXxtfAPyMk(}*2Pg{E5
zQonR-&fC3v3e-dxtbSj&tuAB<&dc+&3O)J0ecr_tFDJ&dehfAg-E{5N)RLtsMZ5NG
z*0yJ7C=m@h_VvjG;memcl}0?~zy4`?#M@8q`@gJP5%uoZpPuZDsq>a6*6W{Q+Mw_&
zT(a!qG49P@--gfp#BpBqbj+=o6B5t+uI$XaI$`n_&IdcTO>^inDvphPb2PV1>A^Mj
z_7X|oi<K!{`<IsgI&)2|;DNx|%ceI^OB^qoZMpK~uHJ1s{dKl&nGkbac@Bf)^R?0Y
zW}lgR)1SHLx^(?&uS=8XaGl8wylU}WX_Y~4#&&}_i<XzJpSiMh)%;mX6|&hadv={^
zQBaxHV0^x?fitOsdDfR+>%&2nO`ZXd86NLkx8ib-uKL31Hc$0Jigu+<t}Hlpu;TmL
zw{FH+PIH9g-Y<SxWRU!H!j1!vHtE%<Tn}fx>#6d6UDl0Nh1>V^Y92D1oO|b^$Gbe1
z1O=N%d-;yexRn;%W@-9z+C2{Gf>hU+2Si_p$?;r#taVxT56_<)@>46P8f$TfT|D>b
z_Fes%pD$egbM#E%ySrDeyDzD*4yoDX;8q{?>()Ja{wM`bAs)UNqKiyVb2#4WjN{Gu
zs&++l`?GUP7G_&@JwNUJVS4DEIoA8me3d;~b#(qATLX8=ow-Mn6~3=~moIV1Xm`W9
zvd>5N#W=<OXVCn<-YRllYG{<;*53+~7j2JuE7!QZ!vF9!!G?+YGG%M;ybSnz<7)QP
z)B8KP9B&=(`M%zK*N=AV6Q}old>yeyEj_C4^R&Gue%;#qbb0>7?*&)iCfRE%{0d9C
zr?aWoFNP=lkn@r2ZzYoz*D*am5`JCCYR#IW!dYJw4}YG!^XV(EqgS$Blix?L?=b6H
z|8&Rks1Ik;A6?c9^)&rF_1=<i-y-jRmeW30_-!WV-OH2Xw(`jxcKv-lQ&4Mb%HEfz
zFKXqhKe7kz>@thwxcmOk>oe<Zf>-()D|_9$bA9&l@=gBwmWK;twWC%wE6Wv5jCb|d
zJ$NZR<l^DX;>eTx!>aC0E_<E1^R_y>>8Y%!%|_eUFRi+D+F;X!?F@a|=br5g-0AUX
zx22-4W!QY>O<V!p*{*kX|6SmmcfRIo^y%X>IfIWDE4kGkC_OKF<MvI_%gh!}CSPBh
z_h{1Xq`cb~--T?NJ4Jut>nQQ>T3#Ba=PDlvEMAw@d*-;hX_oj#p-WG@XKxKnoOST>
z)ABtG<*y@+ji=endRt?gIP=d<J_F<C=%OXF4W``oR5@F{<<phIYa5nvF*UGezZPOH
zSm<AMZkN+Urdq3OhS}4e$DJ(S=%&z=s(tX$Zt2?{*E3{~7MPuJo@UExx-QOpD*LtV
zPj^Ml+4C)Td$DuG%%)|mMXlb){0d|9mNi~ra4o(O@?e(o(l1(NnOQ--H~D3*2QR;I
zCw6o0%ZQ}`4dLreuVjQzcC`$(tysHM{nXo?XHR{}sJgwSXsYcF)1^E<Hx9hW_H$U4
z^Zk98%SRXf(}7}dwwPy6yCy4>6|QF$ysR{UL)61_ZzFrZSLu}n8gXCz!Y{HUP1|m`
zBrWZIz^YkQvNxBcF%*V`8`rixXIoHys?T!O*}W%DJX*6NRPt?<w%#%^kF1qv-L*Hc
zizZvzT3>jzAmq-?xMLAv%4(~;)$TmFvibCN$@fQ-#nmlW?@G~FHuuEcnY~J@(<gdd
z(okRw6TGf8uTx^LTyvA5a^F>D2d68`LKzsUucl3%A;4eN_I~54xm^$DJP7%?P$g~7
z!~`b)s*C+AxP8^HoL%;HW10nn<?*Zwh7F6Emj<(EoP6t_eU(|dI(V1s-E}Q_l?vB<
zrZWiHNA*QF#XMSRcs@%y#e7}smzuuXtg<PLM^l8JeDwRY^vlYvzlGCcGR>u?dIW|}
znRrnCZx+WBo>|irH=Q{<(KkfmY)r%fQSQP^6IXe3ERa}c&fQfQmc+4~W8=w%uAQIm
zikw&)n#7t}nec(#RLjNjW%%i5+LlI(oY**5cQ)K9Tg{}Vyp%mlZpyXRPbbTiiu@{<
zIIvkfTb%y7tBUPaRftjS&HOV5nV0HJS1GZ0v@mgEgF)6rr-+YEdoSwgq)hTUay8XW
zeb$9f5qxvAJal7c&(rqZE%eUp-W}s>H`-KRUkUAa7;$iw(RLfTt-2ffRu_9REoytT
z+GwW4oPVNxei!Fy-ICFJf317VS=mXtTQ(l%WM5lQuKUc==GxIS3p-h^X&W{7aAn@{
zx^`zB<MY0&#iw)UTw!ytI3Cq~E=_%Fu-CENjsF?ad9wZ#9Gm-U=FC9%wGJxfd0NUv
zlhQt<Fn?V2-txStOtJ+_ak!6{<yomadMCVPN|pxB^R;gFJFC|1Y2uXpU~*&;<DAf&
zF^`#M%kVvsx|$Om=CbWVb5m7_@wQ8@Sz4Q#w6&5LPrmlNGgb7;@i~1{Rre&!%UaXJ
zJty?UZDx_VZ#U{)*EddS*t;sDQPT3)wYtJN<tv@%>q{)uR^!s0sweT_@wJsoe;(gk
zw~eoM<+X|JyE^^LL}yRm^)7Tx|H?h`NoCHh#~A)(-~5x|W5uP$R{2L;{ZN=hL`U4A
zwKZ-#dUdBt_c4n8WHVa4a>kPBx9)s1uzPPa>qTAND`#`Q>Sr56zOI`c8u49-KR9Nm
z>93<Af9HfxJgDhDci+>>fCsbA+iJ(m=_y;YJa}@f*~adtSJoc0Tyl4!<F{oio^5f{
zyDr0S6LN=Zjn&nu2W>8R>@b<J@&?~k$wxDGb!Zm)J?^U0kQ6xQ>%;lDD^p_m3d`3H
zY8Ne>cYk=c&aKfutII^?gVv3n=Cf%xFD;n2=2ec0YiWL6Vch-Yv4@f+^3UyIVsiKu
zUb;j~h~da}(Fje~SEWHUlP<=5cM14mcYkhrjIyT1`#-PFZsuL(`B-MwJcp%4e*RG(
z-c$z`ZM!|^$a3~;J5M*<-pjtU<g@1UkL&7+qc3;)oXhh2CG(`iulUk}yNzdK($2ZM
zy_j7b*JTlP^;KAAqfF_lCzJ1Q4VhZA?X`y*10Va|sGU=0rwA$aWog`KzHag|lJmj0
z70M-F*S<-)+iN)K=90W0vYAN}tNOMkYtQpoGrQchyFb`cNvBfeTQgVX>ioXr*H(4T
zp6Ghxc7L+wmFFK<2Tq>oKe71M;@~Y;)r)m|Tc;>KTV~A8w6VMG^|i&hr-K%mtDP=7
zVc=kTHrD0*JlogdnK_@slDAL%JSS;whS<&nHacr6RvbLI-eKou&VJ?friXlml?B{5
zOf&C1n<I2nEV;-x?vBHnj&l;B2i(`1O*ZI#7j1dot9Qz;(5W$NJ*DQ}%{E)pcUE_$
zuWIUpuFK(f+?iIN77yOGV#$p6o{HOgjgG5}Y6Q6PFAdjO!c!Ic;@j6%S45^4EojeX
zj%uBpFPmkSdOO5Z=2F(vJEwN2`lfL=No`l_jkp#+!P9inMTwJlUwEnV#<ef4Nc!~a
z_PL&QchV)Fi$3G)X}EIXRd}KKNp1dPtF)f+p0xFAdw1ioq0cAdkdB<tv>nrucg~pn
z+AsXjr7Gz|;r<EiYV(9`U+qxq{b6d=dGx!^lMkA|+pMm#*JU}*d$c@y+9dBHO=<R?
z(xv>~o6Fv3O+Kwq6{_a6Y2RX&cH69g!~Yr9N3QWOwMY)}d$YyktbzI2fGL)%xmrpV
z=$wB1uKJ3CKxUJZp9Z^1x+!mV!R`wZ@=<H<gid?w<t{SWbkoM@yy~kvj#-DYCrPU>
zwejq8jXe8q*;(bDFUuZnzLh*Lb5YC%Tgi$Y?|pSAhDP)REws%v4n3WCZ06+tbL*6v
z4qVyf-t#di$}=bJ?a!)W50PIXGoCzJdaGhVPOn?mtB)71cr206+P$^#Y;bb#X-{oE
ztyfm>So*XL{ZAj&Oj<lS;9l#USL@y_%s8}uZLyKZVWrJ~9`0W2snX88*G2fsw09Ao
z*)Gott)Ja|Hszhlvn>zLy^p!p_sDskpI_EO+lpuFPjZ_Tz7EhyF5^v_y-Vk%Npwi2
z&9UeCj_+f8&%9T=aq#ip;<C*;25;GR)heBeO!@4eH}8x0*&HwL_qMYS{VH9%C9#vS
zkI&<M+@!>5<p-zen?9{7-ZNQC>;MDT*V7SErVlsAxn^40ZnL%WpIVZ!vM}M}3hT`;
zLv(XbdzqJ<zi_Q@q4k=Y;vbJTy?HwEpo&1%_4(D_$(MTOPIiy9Qd+@f9JA%)iRgK(
z*_CJSuMiELdgFt=)Tz8Tulo0Vb(t3SN_s+7c-Xck$IBA$Lvs==gL|4|gWb2!`6sdJ
zMQ*mWO0nS$(VUGhqc-33nAmuI!)jf#BJulc)AlYuyK}y&)b2_Dw6_Fi>OK3tVAj=b
zo{wTq-C+N+R=ZMAoJH=-=^aO2ww`!2b&|t!N!uRIuTy$A>^Cj>7Bywk(IXY-i_aDZ
z{HRkZI^$>0^=j=JG1FT!|M+F?y|N{(Pd0Cj+x1CqH`V7S9!>XN8=KBi^+9{%_KS;W
z9!S2n>vuiR%Z-V%Z03A7wORXhV|U2=k8<hDdc7*E%w;}kZ>+X;HN5dVysS4-fNKVe
zyx-QK>fHf+-_$K1ND1{jMYp>aOEDL3(OG$Xebs^8+XL=b@AtY=eNZ{k$X=?Tm(P5=
z%J+p^ZWc}ov%Ik|=uY2M?Nx4-%&((`j&t#U?W+1>+E}47A<^pb=asjUQ?7p3I&*OI
zIk&7$Q8G=8_Fkz=*PJ_G`1tbLlEgFYPt=!3T`X5UdEc*D_ib{f<%6&_+XNmYJn!0`
z`c!bA^Ixs^^V5#3s!N))D=S%RtNxYeQX;)YJLRsPKU+G}?z_^i-`!^NmH&dWXYal=
zx&5;_^N*kcw>f8y*9O%*R-X6cZAjlzbA@g0wppHQzg0ils6J7A!TB#MGqr^)wq^Zi
z$hJ~5f2=$~d&-V0k+=WmzYg5BWcmAqtC_iLt`@!W{AP1iJHz?u=Bu;5-C8w=c@Fc*
zvt`?6wWJt^DOAt7-nCmRJ*~EJ^@KR1T<N{qOCy)8>9;D(d{L{NT_?dm<IyhHeP3m>
zkG@&IP^)Y0oJYHNtW&(j_Q<#RO7Dz?<<+}od!{>H(VBO6wHf!K%>rAa?s~Fcxm>nr
zhvk8FWiziVTD!_>rQU}fuY8Lqdn%nXytlNcQ|(ay?w`R=d-oii6Jii0du{%fquZI)
zC)H|2CO2%m`=ICZ>xhEWPn}P^4Yj-AEL5p`X>0Ba=gIq;O}%G4X3}W${Ibp?@>JEl
z9Tscf>pq?Fc-q%D+KanRxXi3c-)a|o+pK7l`wZ`#d*#Y2UuaoA@;IUVVcorVMwSQE
ze}-$@uxwEOd5!D3meA%;M*ps>8OFBtmps>sUjKQWUcibU+6P51XC8E3T=HmJQ~A4?
zpHVlysJc#yv3yd#uJ789+XXQX>b0ILaokjS@NL;K&nfzQOZ9g=n&c}tZ`SGat${C_
zU&pqXFZFtoyzJHIwRTqp55_#-@j9+sByis~WqGe#hPCIsgFRnVed{goySTgU(XNAP
zC;8sFWuIF6XqrK<bm4W;7iHT6JXWpYD?D3bzR7Z4{|WsBVST?TQF}HvtUvKLd%>rv
z;tEfa7C6i|n&{+fB6D%$3f;$(l$$Kq6btt5lBv4-<6fw};^SGq52bbINXgC?%8i-I
zlP?+j)PLa`OVv-QH<eO^uY_H$%z2!ywB{{OrR0jbrD_v-QVY0t%12$wT$|c)%>C@^
zIbk&uwtwLH9jfkde7Wtbb(eUpXMfaUIW$df&a+L=w<~Tw=U)@zZQ*(=r02`>;}s6a
zJpW|RE9$*)_5H@!G>$uRwXbg7i}~1HaQOOCcb$nFcrL#CRgn4cw4U%Mo3PB?voe>p
zoVDF(Sy0b+HBUM9u(JHIO};DBROG6!Muug4aGDczz3^te;f0MqH!b;Bs<o#jVb!eT
z+xMKfbxP|^$2ubwhR4??y-teCys=}stf2d24{za<e^y(naTxr_FOKpomS!+}d~bGP
zb=SM!F`EVRX0E;|dp6-@Nx<Ky$2UA%qx#0RGAJut>7CR!lY0txnzXh2w=g+P4!c%e
z^WjMFnbZAQYvltqW!6kL51c>y%j%Ol?~Lak+9v+y)4am@RmBI~3b%h)bH((U+nx)T
zeSOp_KREi?X31;0S=`wlbu)?KpsCAG>m7Nu#=#oLzU|OdT0h;WM`%fPNJOgT>bH6a
zZ~wfiwpahw(wm~?H>RfMM>W3l%&YtrRx<mBjQsSyq2ULWOOwyMe`0au&Z!N*kA#+|
z$V!_A*e`mvM&t23ZMS#Zg~RUDRLeIu`e*bjOg-whq4~n4y?al6?)j?`og;qTEg<1#
zZ;$`ArJl3x?KDs7G(0|S9~1m!`{&9#j>{%%Us?50TPX13*O!q&H-*acPX78BwLd9U
zW`g_LkoxJ3e_pAq-F4@p*{&&tI^LHSnL9AgIDc)u@id7OXI+AVmTPf*6P+A8TW<Q5
z<<F0~8UDOH!|n8h!e3X-o5F1LMFseU=Gk*)o_5^wOEj<M$%B-x<I^-%zOwB~+3D9V
z8s)Ti<B#B6!{vGHqPi<%-ie-x@d#}bDL=XH-YdsB<?E6>REiI*i<+39nw(*FYnSCo
zDNl}5g^@xx*Yvm*{s=GF=G(*@IPHS_$p>Z6cK(bH$v>OE^O@00-93-z*M$1NdB>6X
zE4)^xP3EnQ@Q*OwBd@AHWaWxpxjt`kwanC`oj1bedux6^%4Io~a;MqCg89<E<>f31
zJv}_(oNI0!Id!z%Vxg&ItZ~G-x9SUjIzL(~aO<vN=mE7olLA|9!tdTQy6CdziJJSR
zeU4X4RxX_SFSxJv^{WDl6<bf;e3qPPu5xMr!sknPJ_m+g@8>BFH4~im{eAI)DM9bD
z9k(||drKZTu`W@fJ$`Lf@6?SG10LI-+PqRPB-{C3ez6sI?E~iHqMg;89rLOS<F=JN
znArAZz5aFC(2loV$EJpBF3IokGDw$-cqg%L)itLsTi?QlKZjq(F6ue5r1YHj<!U*f
z(%l;;7nvKb`u67VQ`^;UA-T`5ZR|`b{%WGSz&z<pUwO$2M%CjY*9!_=9Jljbd8e^o
zIXSh|%1YjX`E3N7*$IjDK_9*@_}rj9Ip%75#^zOXqBFkrYF%h$_{8vNw}g25Q{T%A
zLIdZ`c<H~ZSfqjZ;OlsM&29IVFE5+gxh`T!<vOv)Au2OEU+`&f5mLFZDgXG_^%_^-
z&W-Kb@cwPEXkD9L;I`+pUR%vpnWXpb-=6T<SygSnQx!f(RUIi_)2#4lhxQ3oX36jC
zvsyK7#uuMo9h86J_~#ju&sR;ZU-)e0jGI-n7@yDj;urGf^t{aTrpzZSSIqffebs*E
z#xBu!A!}8lK5M&a8h4%KDhwAX(&}v9eCI__a`U{Yp>3SDD>vE)z7Dp$!)A5m#;xn3
zDu;{sv?Qh3`=$miIb0l^cgLP<v83m{BNsi27}kbNZt&Aq4B<buj(Jw<@9S=d1-n9~
z^n_(?eo!u&U2tOM#<lNLa*k`t`dauE)xK&n68&}MU}0lp<klxqVOHGM*W6@gedX45
z$c>RbzPFNhPi5klb-Rw&y_;(ob5&Vv&)LeQo9y;|=>4-Sr1m*8!(ZOo>5H<or*Iwk
zcz)yh^ZvX#2YSyoeqF!(i>{x?T@n6u+6RufpL@R1_w-ct-2UAr$0s~^^4B`Nh(l>l
zwBwb>8I8J4tktZm*K}DicRks@YmLu3k24`Mec6_q&*pCWkTo%Qe%7`%DQ^nD>)KU_
zc3t+LQylyBj7nqI)3mL5Mf?xLWxpFeb@QC$UlqS)gN4e~!<-Bgc+))Wy)K^4_39D4
z;9TJGde*KpyDQg77k^!w^jzlJbuCZzg>$uA&zriYNUvJAsPFZsNxUjt1&nL%-e0&R
zFPoFKXjjinmZV)qJ67puZIYRFXi4QH&$%VfPra+`=<+?%7$u<GCL{G_#+Dm}C(ioq
zs&V-EXO*&Zu3vks^_${v55Ij`yX1cK#>nGcd$w(yd~4TK>*(ONBHuZOot|!Dd>#Hc
zT=vAe&fH5=7Cm1Y)e^k3d*almldP`z=1+{Si;!J)B9!~`e}?s8OVZvH{bxu&p5-iX
z-0Q^*{iQ(@8jpsa-tBQ9<MyT1Thg}Q2#YzqHtpmyqtkES26D0$J3smMXw_8H+0Wda
z;?f!t`?fq(vkqmP7{pZQcl4%I^_4E4o}RG4I;)TsN3MMSvLWX3XX$J6Bp%OdNZ@(4
zde35!`LorIEy_KY^)uttqn(W!k7w<X*1opN=#8__%tOz+T2{^bDwuOc_kg;o@1m_2
zimmj+M5n9XQhaiK_Ul<UwkNk8<E?o5z9)6!skZmmcBsc$m+_^Rtf^JIwa4+>vt1o|
zQ?JN`pP41MC@)^8a(&gNY4*BxSt~4~zW<col^gl`Mecb^=H`g?C8s#gI#=6Weei5&
zrrzNMA&sIG3te7Kl}gTY{-zNM?}H9F^RLZZySs2=#IEpimPyqji!`jS&Xizz5Zahw
zsq(j0+v-_FVBxOK6(wJDE{9z^#<FQ;@z)jp)6O;>xF-7cLQvtY&2RO1`uP3V3NFtT
z+|^P&uUB-}rXH@zZ<a69)Op^aa5`ygTq$$c#fOXDmKBBc&h7HfT2=RrVQoipKf|+~
z={x4mZhf?EL0=4?fp%6!>7OOmk=4t-1(dHkmU8#_W5>>}tHqq6+c#xjm~B)xA!(J#
z8^g1<7r)I3<<~s<+&-#i{f70jUE$(<$Gf(tYkyz;@y2?VzO3^TR#mJjd0O%=<7cJk
zpT`Y`fr<0?8mwdWezs_Rl$U;4N-xLdjMc9kL|bJKCLfJHc|7Wt?l-AV=0+R`7iT@%
z!1J{Fs&U!#o@;aNzVY69>C{0t$8~m}T!UY~4cdBm;+<<gA5W@#O`ACPep35wgIcZn
zw@j-tS0>!`-&_2B+a))D``%<rPo=kNnX;bUg~8p+Y=5rvlQ@y}auS>J!lQ!CTi-=J
z-L`x3d-e5egA>eCO3yzJ>+xgvTBTI;IpEP`P174wLz;K*kITONWoA%xQv2_%&r)SH
z53HN-w&SK6Z*rL7cIQdEFFogd%xha_XR&@(&eH7aO-2P0*Kh4p+5TB6N!%v<xYg2)
zZIynOXDeR4%8hwEMPK@>UBg9vPsYao46iRfn%#SW@xq34+Pxo^OcD(^ykf1s&}K<N
z_W;8m;cV8kOy1sUH9uXq+;;ix&CSQ7UWNPitURZ+ZO$T#=}OyO9u&s)Norj3{AL@a
ztCj8R=jChRR`D|8y1_#aroDVIR$ta=uMp3CaBZz#+sf6em0R1C=T%+zm*>#dbO?L?
zVQrA#J$tXhtfRlz?v4~uo4UC%WSaAi&wsOB7p7URx}SclQodKcuC1u=No>^>)!LtH
z73B<%va&C)U#sWl_0+iOxy13khSMdVt=-1>q;IRVx!l&-ZbccVOU^&Ox8T!t)6zbE
z#}g|!585Pc&UV(T7BG5{EE7^8VJdTp_4T|vAs!F=>ixYAy?Pe&J$dHF9{!jsmDX8q
zEOjP#cf3DqshYgZAbP@o2CWtDKGh$?Psn@>nNi$)-n4hC=CL>Di#T3hxmL|kxBuLh
zyY9>VpN2%F$gfy-acW;$YRYu=S6X*crk<<+^|dPFFq7fyNJH5*u8C<&pQzpbDPDQr
zFH3oXZ`2+8s5NJd>a{Me7MtUxGRghg^7G7dim$EOc)0lM^8EApr*=+#cQEVpt8m#O
z<5@OOSo^mIvG$8BQnR`4R3$6e@qK=Q0#`wj$3c^??bj_=uM{}&GD_v<D$kfc)1<no
zYeiK0+Bz;YUbwa@A@@Olyw@dzDzPQI7b<VfN!t>3H>Bjztaj1#!sDOU^@X@Rd%M`^
z;eqLWJ0I=#;5=Y=^@OHedDg2%DjHu_wI@%SJ#|U$;^&`M8W~^P7?!Ye#jFPt|1(@)
z8~1zK%?m%f_+=g~$lR$Aratem&1IJ5>hqHW%P;g-{?WO8cjBBYs>fx*il!;A7ddo9
zF6-+%b4lBqxgVZ$U)!tgzuPQK{ppjH46`18@vgUeTV(ONZ-(ghN6{;;+3RvVNbU;C
z6S(;5m&~W;7w2vF@5o%1em;0&1dqGY;?I7*E=S(1tN8pT>CPM0KC7$YD`piLe|l0k
zRd7bRZPuMx#-%m~e~9{Qke_P1g#G$H>rkPhdtb$ki+tam?poTH?WIxJ+?ORGE@8U#
zcHdN<i;-(RX3JdjSz}OSFSS#-f&XQM(RQ{?*(dU{Y<X_pNmux`CjIrSOH-b|ei`ER
z*e0atr||irne5kQZkcy%t?1*+CT|yQ@n|jkZrgpt%5N{%X2;Jf-p-NwSsZkI>xy?r
zjFxoNN~D|qQcqnS5x3yhtMW3_xvMI|J@-4QY<H>_FmSE8#&5FVzRuO%i#b+_1_!n6
zKhuBuY<k?4B%94VU7u#p7l^maIdSLuy?y#WobsA&*X&T<T<`T$>OaH7^&M-UYvg(-
z?|2ga!oq5Y=33n%)#m1|f-KMc3!nZoY`yE*yyr@g&2gLSTVDQW;NALjO0(Gcb-q<;
zGd~nPn3_FvU)(FJ@U3q(9kW$>)_NK2u3FcAyvU}#fj2Be?}>!q#y`AuvtRD#wK2_X
zO5mxU|DPeYT(H93!O4&*c{|g_U;pI&>z-T9Rlj!p$)wEd^FJT`&!E-%W%qMsfqnd2
z>ki2Cy~wiI=2OeC!f)ckuL`p>+8<~{_G-U~x79cPWMt3%TL09o6Nj&8Dy{v`a7cXJ
z#L1Zo{}~!){Vg<jv7(~M{y>oZx5xv63ctGQZ)MhYx7&(dcm5P>qr6J<=h~F>%Xs7C
z`R*NW%Dq$md(ZV()zO(PMH44EzR|Ywwf9JD=BfM@7IbEEl-se3Yh9yG{JG#=-JQyw
z%@ZD(T$9RT@ci1oJ9|F7Yqy$kQQ!7sob9R#p_ANux6CfQQ2%xHyog=KVcE}0otA34
z-MN-N?Wn?uW7&(Ee4cIo&#>{`L*3n(M_s46DSSLyX}Vy^7QK+*{d>x%eV?K5{L-!;
zc~cLt%UW8jmv75+ExC4GZ|%WfT_3XopI&)1yC*#OLf=!%m`A&^wcj-H700OVy^(nG
z*R@LwZcmjztV_?Xk~tML+15;rXSpq(wpzA%=bzifZ88&Q9ol|HvS3Ncqg^+a^H{#@
zKi6%x)qKy?YtIWGz89I~5;Vtr;rd)p#oawJJ&*Q<?${b>UnzO(L8<KPl^1JVP56{&
zKULlzbA7f|(Q>_v)eGI`OnTP6e|qxG=i5r`4qWxUQ{bByl_d~+yr<87ZP>i4Q<@e`
zJX;#PQc^kEb?uu|4Ob_AuaYTWWvNxUTI0B+<hrf8JfWB6F0R%$J^Z>(X44hjn{oyR
z`ljB|)Sd6u6nop(eb21S8?TlJ9`d~N=g7zBhfa5gPs#|G^13Jdq_|Yc29JYNn)s{!
z-q?Bh(XP&^SIi#XpY`MZ@p|sZv(L=BWg|1EG2XlR%u=?+ma%fbR<|9wT)1Lq`lZ^x
z{^wR#C#xLHzNNUGb2(#Aaig!C?6gx!sXa~0mqtzUNvwVSGQFea!Oqz8QWaWLp0D?v
z`NE2I(owF@rzbYXH7XssBRK1!iKoOCFMq$Omrt6%x3~H+)Aiiiu&-A>taQKSx9t0l
z*C!Wl-!`$Sk9}#)_1s6%yKMvK7v75a82573iDl;sCtmJfTeGxg$Ba1zytQ)CZiaa;
zt-si=co?$ba&+bV;+NB-%JwEVg;&PZ`qq4Y<j)=Z^153{@D{U*w=sOp>+in&u65$R
zzNF;(O<!u=4##h}sdnkF<=6FYOC^IQ&nc^3e0p*84bQ-pYf`_>d~476Ppu=R>DbH9
z(>TvRo%Or<@%+}eU)QrNy<^yPk?9WK)gNE=ddnAN3&tGcJ6hmp&GT%3{vP&6-2B27
zYSxu1Vd>48?DJ~1pKmni_MaH(T_60)XpYMUiC@OuF?&uf{(0kS$x-i>$_b9_6SB`e
zy?niz-{<<B{|q8~xC@tMfA0|J-6Xs3@wI(X(>-?HD_Y+5#psQ5LEw}%*Nfj<%x34j
z9?|7#an;M~u3qKxn_cr*ORin$U2He?;#|W%qdnKwRQYtvIlPTKv)c8m9hXI>UeD8O
zwg(c@_WRbS|8BD?=$SY3Y>nu$m;V_o?`{2FelRT}Z!Y8Oc;$Jgj1GCKUzIDfYgx?U
zo$c|hzSpeRtU-crPP(l2Co6vbSK_~xPtMOfceLX{;g9QYkN1_FG_}=n>OMWeu4#h}
z>xXlPj)fLW&GbB}QnFrLvF_|S-^^Fl?`0*PW^vxjeNm}@sQ>1XJ5JlHR=@3aNNVoC
zwzvJ5xs+ae&b6o<jiqjP8ehgeejG2nt$VTU)}05rs>)4&e%Jkb_R4#e^^-tX`bCRs
zCS`rvtF)bGGvAk$fw5(V_78QgDP<ZQNx5!a`N%h@c-qYVIOEvvTP|-ZWUjfs>kwyY
zVih<Xv}{tK`y~rkORK8*g-^F{I$yvSGwbai)`wqr?&k}cJn`h3-MdBl%x-1BnBTfh
zeov6&^Zl=*Jd0vi>+;V%tEh2l*^>Kve$RJ4nzZf1v4swYx@IYfsTbc@+oIpe+VCq>
z);Y&2((>T#cy+$aM^Apa>@x7Z+;utmX}{FnnM+g875)nES-U%VX_eTzsO;@>KmKUV
z31jGM7yTNtXiC`ft?`p@ss351+!I~!##z7cXi-#qdrwcK`_s6ss>_bEgq~fn;_JHE
zKc{T<H7)tmCx7t0Y44@mr}z#XUhnnAH~+BMC;w+kef4Y8Y%-rQv0uKnm*0QxIt8w~
z4v%)O3e9}6uK2=IzgG9uiqp%J+8PrSwx)0&IDc8RR(J7ddF^|<q&55`>$dDqE0k$j
zClSuSWzX5^I%+>lu6%y$ne1t>_|ndR-SgRY$vXaLsHk1Fb??TBjtuE*OC05D(=Efo
zJ^%D{Ds<bjrurx5D)X^l+qHW(cLSTaO>smf%Zn#Q^N)llO%Ah-`0T2G_s*$UshhJK
zESK4}GR<kwUeOw1zBI?grSbK3(Y)HuEZ*G*p1jQ|V{mvGWwfXJyBmMii`++_?oT}G
zZ#!#;il9@!VOLA#+$}c!;WH#UZL`lO&sXXC@;BaR!m%5Yuj6b!dh#4s`1+qgsV`bE
zY|b3hzPV?Ar1ISMH@$Q;@3=(p*&>0bGX$)zufE|{GjZaa>W~#%?rpcLtI+WCpB5&W
zBW1DS(8i@x1N-<*Z+Qyaq_Emt7y6a@_)J}#mdw)PZ9S_J7w1*4J9PX0YBQ<b-cIWd
zR9&~Tu~rM5^5A-MVxo?bViL#8#%Sw|lGBo$k*C6R_C%;{Ry~o}kiB8YwjfX4gU>em
z?r~rJ{dLfDzQ+}3O!t`tYb{f#SZ(%`qtGL<g?}G!T<4pMl?k<-t3n^lKT>#F(tY})
zok5Y@F4<Q1%ys-NkJo+Os`AZxhi&G>dr>Q2S$tpeQRMy3=jY`;)sr?YX_>cGdHK6v
z_4BhPyb3$;*yQpGrvrZuZJb*1dga-_%UyGKp7#}Vd&FCO-RwK>p_R|KmhaErc2ZLE
z^@&GI#mi<$mdaLrSu-_++uZxjozL0PoZJ6goL8Ie_-HOOqnzW*x3L?qlzf~&mr-=4
z-sa^!4_DpI6>^%Et@fp}k#D};r5jA^oijD^szdT0d5651d3<f^=|{=ut}wq~SRIs`
zll*sK;NP}Vwi7#;=RDiF`mJj8kBt#U6_Z|`WJorht+u>aQMx})^Iq;B<%&Ha>reZ<
znW)sKyZiIs>{*j!FV{4DJ!{JI&h6RJNS@^Uy_5T{ZhciL%9$L0b0hD;Sv*39FMYRN
z+vc%!_Cm?E(yOQL2o00fZr#&laD;Em&!vm3^@FE}ysP59xZShnftyT9_{?mpMatrF
z{y(nGT|4#9#ch|$R=j^1^Y+@zXV#pYY`c<{zPmXqaL)QQy3Z=F-&Wl@XPRvl*H>we
z1n>Gi>~dRA*iE>2a;Ftn<AN*cGql`(uoU-cuk>`^wrr|MbkM%z?kWjv3E5naA`P!I
zEBDP@cTSf(yo511@m*Ee)BO#lk{{A$xLHrI{F^=Xk>;WBBJXF3S`!Ml$DMc__4?En
zYtM76MaA!TY1Ab*-oLhQay;A10<E8yB)NX~%-XKHZ@N%!*IoCA^Pk5|E$$MW)<5fR
zkA2yq^(r$z<=m6KlBe=BF?ZjN2Uo9taDB|UqxJDZnP>Z^>vJ&~uy0MZy~A}xjN$rx
zn`c}0x3d+WS`zyA%Edz!-iNM9m93QduA#zx<N5`wyU(T?uXg6rP~LE~a^jBGDRU3^
zTxVbTW7egcGs{!DPDQLav?u4$*W1oqrddZ%1zs#oU)%jORMDM%Yf$!|^a<LB-tGy1
ze!BI`y84jo?_656FSSMYtyGyeZ<*$)@~WHi?)BLk^7UWWl?Qwb2|M}OGcI9!kn7S;
z)%uxj*~e2W-|I!>Tc~_Bed(<9_fgR7+Ot#T3q7~4cfKEdEbZa9h3EI`UhjC;WqVff
zo9MHTkw=%`dTyzbZvQYYvv%dlLSvpee737^v<0`_GPp6-Q@?Uvr`YZlaj(3@oVUzt
z+M9f2y4r2`&hnZwb8F95sJA*sf1U7wJ?hJPf%~<qTzYDc9<B1`_L?J-EYj*e{njae
zf2FCtD<<8IJ^3Uh+$85-_DNAki`QS)zE+#$DP?M-@ke{>C7nsCyC#0{l+E7gdhE<C
z<F4GO?>6TH(mFV%_Xh_?-mp6KS@=TQir3~B_g>cOD^J>GefmhVzsu{rl}js4>vt?a
zd1mq-e%-6<c;=UUFpiWez0rS0r>ZCTU7z4>+w9g!ZVV5uhluqW&s(xJX5I7D9G2^P
z#Rn|c{bx9De45AemG+4(-ThzYF8|S{ebdG|k8MelgW*ZZMS)SVGq!!rx^64=+JEw!
ztOfzY$#J2zOOK16Io=$%@sVt9;%%OYbC#yhqptLPyVz8zWgqqE`pladRVK4Gbx-Rr
zZi(&?Y+Ci?`?^h^p65<-pOX?k+s!Au-ZU%De~;#Q(W|N@J(W|kGT!YHY^Zr+>y~x)
zYWGfS_r1Z}^XGcn@@B`rvgSOn+RN+c-K<}dndu_ck>@<#Was8x5E9*ZJnO;oJri$C
zv-gUQl=5_Hs{Om#UF^HXolE&sWw-8KG0AOer-D>$U}LX?40GVwf(Zvi{nZvukQ5QB
z>N<PuKZ9~a=Ds&aCO>IrXgvNrGVIKu1b@@@CN58^!jc+#qtrSxzp3w>dFOZE)malx
zJnc8lt;=+O9h(xC;O5j9HSf69<}zcGzjl%Q53*PH-P6w7adO3i3DHiTuUL!2%a4_-
zE!=jm<5f?t*u1@c=hVZee2z5tacNiY%bGX0NOZQ{9I34uLUtj|lRcN8aY^03vh04p
zzO9z`m3)(gONUy_I3I+ytXlremP2H6%!ymye4a;$%6(<K^VM|O0jb`p>{+i|iZeHQ
zEM)F#FVEVfV!bh7icVG1tT?xt^N#xx-dL^@_MY6e^J&7o;z*&@dEXYDda7wHs*>j~
z>f3I*aPzvX)$48kiEK*~ukCVmHMh;Wwa#C8DWjnOR@0Swf7^~rB%ge=Rlu#~S6KOs
zhL651^S+iTuUvF)`BuvmhLo`Kyk*Ny#8ih^uUovarl)zwRW;>VEoaVDEN^2rRXZiL
zF~P;(;&tHPxtq_kE&c6xfz8z=PxAA*Y?pUE-%?&oTq&xuNmD}9=N<EUwb>Ia&uUCP
z_nULeoaEQxi(9t&zjo1xXX(?9bkdq5Rir-U@YHw<hDMKx=?Y(0zq|ACtm8Jn1<7k&
z&kB`QacyjHUut+<eXq+ocgb(7KO8!Hn%Ui0Cb{;casWHi7SVvR<su;ra(A^-T~jSr
z?ugW#t>LW^dSK1n)}3c_W@j8%zqhEYw~~3O)TG<7UKeloJ({c78}i_4rdslOrIoC&
zJeMb`FWzxjo6X{7c#^_{tEr5e7*-x}UtqDiceilaX>E&h3}>@l&UmndMrWtSd4M*n
z{*+8+U!J9!7%7^!lv!D{W6i>y%g&oUQ@K`oey>lSxapq{=da&dIxBuULr+z>{T#lj
z++GegS52RJ{7iYaV)OSEvL|z%t#g*l+jBYadZAi~;>mBTyL!Zz=5k!o=bnFP!KWqX
zO}^~(l}uu{d9?MC3?Hjc^SrIAj+w?3WR>aZELeHq@vOSz$}(3T^!eFpxz93Tzc$_Y
zU9d-wg1m9v)P9rSoD4iyE#Ir8S=dyC1onKYTsZ0J*6xY#k~r5*x+WAl`$D)`@8kyU
z^7ADQ?2-#VM~M8M@-BtzNpXbGW`ot+d7f_ac(y66_~o^^>!vMKo4rfx?cvh3tjwov
z!m5P)O%s>ebX_>pvhk#7>as(RZ>?ORZgPyhVCh1y+)};OGICbe?)A$34Z7*?Z;<{n
z!u!)o(OVTkih8T&-RXL=R%N02O+oVv^IHFl{rs65-6o3WaW(&ExVE0<$Ho$#Gpqlo
zOPsAf-nJxltIgl5XKSiIatCH^m2^;^l>Ny^*Ye6)@%XCeJ6mV<@%i1_{Jgqd=j!af
zs<4)ZJew;Paa(_V37up!W$wEWg{$tC5^LFCU)z-SI;?9>iPlu<Ub7jV=c5YFX$Q}H
zQFdll8HY`PRZ-@G&(|iEYkLc?JTJ1;%_^wzSjMw%>kikLN9$N@GgmOIJSnj<_s-It
z(fM1Mn}fC)cJ=f-`>MrGTp}A%_|kor=Sfp{l}F1wPG+5*G~23LQ_P*~?(gd>Z$w%d
zBox_OJ@|6gHfA;R<XPXiIYK3PzC9N`8I-Bk_bQ-l_r`0tj<F=9e^|M+|LKFPD?W&K
zHARXnW8ZJFUh;0tH%0Z7gfkAW+`SIZ(>>62X@Xt7Tvl_+=UJC@ziS0eJh{hb$?s4}
zZ`O6YQY2oUUz=#v#BsLV^+oZ^<QY@1&w2iF&9!6NQ4xI}YaU8hNxkem8<-Q6k`?Mx
zd~b^+1N*fVn>NUV&5~&QWEFfV_*`bIAII^mq}63n9GmsUS9D+Pc%;(vePv6+oRaS=
zpSmiE6jXg%%_ewq#Ww+8AD;Hcv)&zQ!6^rA_iEXB9A6qyI@#W6R_kr<AD>+!{f;Ca
z`nozk^On`e$mnvpEo+wWWk++|iC)tewIb#)OP8n2=TMR5k}INu_}5xXnrF{>a&l|0
z%i69hI|3@#sGYE_SQRy6_v~x~cG0zxT#I&=B+e_2^7!{<j?d4VOI3abY0sLv;p&Pf
z*J@VI2~pv_`&BU2;&s%uOENvzG+6ki==AVrCzVyrUBJ-jBe?Q?L}p20c-ZqhVL|(y
zHyQUA9htb!>T0Uv>#hx|&RwfDB`g+cJIz%2u=-em<vJr5jT@$y*BqBv6Wy@p$+d2`
z;*-^DYWy3t$|iT6>-AXK@pajmE3<Tdc6U{+s9L<`>J5n|<G>X^*XMe#WIXSuRp!8&
z>2|`wa@D0|wW%{NtUtYT(h+9=&wPgSs)Ib`EnkP6T;@7&*F*ttxvbRpT`gZ9Eq9lj
z>T@pKS1i<Xb+!N6;IP#%jL-Tld*yYaMS*>-=N#t16PCxXZNBAv*@W3+{+VY>?=XB{
z^YvWC%F~5@CyvhwPcbU0x)S+lnS#`&2~DorOT1doJmOrwVD)GB%{^h6yt6Ww>AB6!
z*>G0+Sk?klqojuK>oVPpif3)zZBraFan-34T2Y^^E*c(?)ij<M`0nIO$GWVb4R4EX
zP3)U;>9DA<M}g+ds@c|^8IkuG{%FmaBphVG>TcibaQeja1<Nkn3~A!`+QXq`7*Ltx
zAGKk1<E536-BY$q;6Jv0g`}vj1VdKA@wG1V8m4yM{Wxo#rR7^+m7T|v!>7sgFkf4$
zvem>~r{v~4Nv=N5C;u6GtBw@-=W?wod#tp{Mn7MPjrV>-_D!WNsj+v$RkOBTxHTvA
zn`O79oW^MZ#$Tl???>)DC%E%%RPl`YjFaV-?aWMWP0`UlF=cl3yh%-g?%A2ux<@Le
zH^<5daU3&_sqMMAr(Wy9b)StJWi8e`+Y%)!GRgFCy0YoTquaBZ7H>D5oSC(F@|DM;
zyC%;4({)n)%Db{?sTB(tTw^_+PJU4pHn+89^Mk_vxQ4pY8@2PKQx4Da)68Gs`qd)-
z%{Ra0{g<Y=OEBA9ceY!dwkn+AL)A5oS>`7LCsZ-sT0T3Q_g?gippu?1_LtTi6c%E%
zSUy$fuf?y>AIVzB`)X}9WA7(j^2~Ubt9;w3VS^0Ujn=ixdbVURSM@)QN!e&}M%;pF
z_gt+jE(~}0w`NLYCEAL<yFbxH?7Cb+nga9Xp2Db0mfR<7EmoDs=Lps8FDZ@;z8BNj
zyYulZ->6qdR`1SCTC!<F5}US?r(`GVY7gZTb?=OL4I&j2%H`K4T<P0k;hJ^Hc+x#L
zW!_`e<tuM-GRm8la;9xue(JzAo=q#}vu>yg-fT2yWo%YY<n{c*<B0*Q{T^sFUv9`=
zwX>v=(UAFg)D!h9jkZ&m!*=U>1~=c#iu10#_%m^SV$?HD4<0uM(V5vRBMlGMuDvnq
zRZHse6R!?Sz7Cu8%4?<A*KKWzkq+7$8myl8Y2C3_KACuVslU<PBTJ_L^v~OR?C!l&
zeU8j>GZw|_^s4Hb?Yw-tV*P|@=2=fwGdp$Ul}(y{-OfM5V4Jo1?(GL}kLp);`l_Ve
zySsmyL;Q@AbzG6_=63uGy>YfM@5aw#wYJ(e7U!kitS@g{^lbT!r(xwSj~x6o*H@{?
z7QPKz*Q2Y+bJ*_c`IrNSpXPnBz19|<yIbVRJg2)S&&Kp|a<$o1hq`uNsD0;a|5jd8
zdUeL~1ygq|4%2StW?Fx?if{VL&2M=szpvNrlKszM{xqsU_56$lRb98Iy?CBmw)4y0
zt*>-yi|0q3pY{Ii^v0fW{bg*1i9a6qTx&Wd*j*=j)WUS<zCO+SPs+_Ey?NPq)bDcs
z455mz>&moOd=s+n`|5Hpb;pCW4Mk-armnW-eV?4i?q79!+S8lg+?Gr}nz;6iJG*_{
zl^@TJyzY^icXw6T+L$uWuh!Km*`+T}uAX$qnl<M8v&Ei^xwz-u)w+;zs)zAx)>m<(
z>V-bp8#aD9TjXPIY-aI&U0>jiT=v(Yyff1RZ?9b8U7WErH}Kfr^|Ssn7-$(E&9w;R
z6L{Qs{?e}d8{MC7vwHk#U0rmVtIGHD!M+)>SJ&P++a54UPNMnix@Gsm(!+j*&wC{}
zrPqIL$u8d~zCz4bvqRpU%XHNBPu?_fNA2;R!q_wAI%SV-uFt(KC(gEeu4Si!;Dvvs
zH`XuOdDvWh<=vOxjo29GPw&&--Ty3A;Xze6FOOEG+}8Wit4tK0Z!KA|Wlds9S%62)
zhULrm$6R^CQ2OA(^I0diCH!XyjQ$zGcwV+{>T+lGoeg=jEDJ&!XT1>0t_*3a{J!dY
z*v3<{H_mz%@-yh|dC|$2UOioHQo_b|&rA46=#F<2%q0FC{<>zq>GcVBcVA7gId-m6
za!t%6?wFTHW+oln#dUUKnD3?3&GQdUGrzTGj?_ZqxzBC+4EwGMP0B91QhI03ovASr
z-}MW9m~I|0oEGOEcjd>PqsLOh*jG(F>#EUU=FWU+<BRSKn<5(6imXzKeHr(+Ov++-
z6!?jExomAF-<Lz%ieE>XtTWkjmSbL#U7plBO+K?}mfu&cSh~T(dT&<ZmeRa=dqQ<}
zSL#MM@)=)RTwQtR&m=x}znv?V&PaH`wP07jMeJ6+0!>Y`-i}N5KQj#63;mPx+{}~j
zTde6^mo_CqG02|hn%d8P7WtJ+o?Z9l4w(GO>e-I%y>&GcUkB7~JLSW0guhOkMQ4e?
z*@Lp0kB&yO)@JKvo=)1Sd*!}?C3EtVfKH`)K~p~oHSQ)O+ujUUPKhUv?`;jtJ63dI
z#+_|-8UGoiiu?<rpT?|TR~$IKL3ryyyOwJ<o9-?aYHYV<cMf@)w_V8di<Q~b7}*zD
z3nRo?zWjO3oB!Up&3E~g@5>}-&StshSJms5aeb0^Oo5lw@wuw6Bn02yTeHS+;%E6|
zOQY?IRC)GI<+T)><zIi`OwTq;(*&bso=#UwZpl26X$*VZWx)30^N-8DmgUlOe4b1)
zd%2@p&@V}%z%Q%P#rd7!{k>^FC$D@i->@oE&FkvRAJhDv%JTY557Kx&b<MH8Zw@Q1
z`gw8xUEME7oilU7b-%m&nOd~D-OKWLuQ*|XAD{M=Pd0}vmG7-z;w{HnP(L>$-R{+q
z9d5TbFG*!7HElLsHL0NRZ4mc@y`0Oe*(GJOJuOa3u1mSt5z(fw{*kMPcU9=(Z_|E1
z?>n}jWUAvq`MJeWw_cT~9TRf;vZgX`O6}uj|0$>Lq|}wVuATFFLbloMv@Y${3Yp33
zikoLGOP=t&`RnROJc1KnhqH+<JZjB<*G+t~a)IZg8P`6!w=wNXaQt$9yQs9$W7gvE
zO?ULSwR4(0F*EDSTGAmey}`9?J&W$STgP^^XcxGf&g#Cta#P`D=jquR{2$g|+VI}w
zbXjmu^UGMB3vX4r7I@bSsO@~3TD|D;nR)HAPc!zvu%BAA>qt_zL->mIA$wXSJ<e&j
zR}@4VPN>}+vn!{>?fcHp*H$lIGOdWos4!k9YnNi8LW)9hbJy?Y;LW*b7!I7R3_UjE
z+$Xo-{=(?snDxb#PDVHWe7w5Fb5YX4igl6?v~P=kpSSX1SjCLDD&bA9>cl_Y+_2>N
za?vjlHOXN?KaJ0?Z}AUb`1xk%na;+0``RzO-JG{r;=$K-b;l21vOS<^CAal${LS9%
zthGG};kj8CCxuyP9x}Ndb9>I#cQ@8X$nbFeoE|y9_H^;F!me-ng0B=b4}LqAec*Yq
zN^Aex{Fdh3lPwH`{Z1No>^v^3y=GhS_WZ{Y*Df|yynY|8wVQE$oNrFSVVCf^C#Flj
zkDR_h`-*wdv)~(7%ynV~z8?(<o!E1Kk6`K?{iu5p1qZ%~PEVA`3^%=H!)hUWG+lGa
zxfLsJY|j-a>)m)=^lhB{)<CN{McJpe?D$tW@zUP+F57M$+-tdBZOfbQ)|#$%&zBwA
zZSiegaisM0lKd0LvIFi|S=c1+Exa}7?epztkJ(Lqw&KpE)n)gN>8{(PIOVwFxy)Tl
zuL!9<DLC+bz4<leLc`Lj4z}9!d_5oCS-QRISNKw{aF5UHpJl!hcD*p+{-qt<PvZA(
zk=ne%FF9Djl6`5?(YncpH}2<p*AsO!$2+`g_fMI<msTb>zK`%ZercEWl2?w8ZL?=i
zwmz4=%9iDgQ+#pA$0pBXT1-1%1~oTFNq&}Eq*QqMb&!Olzs0JFC(lRixm2^|%-kDi
z5<WWZynm_nq{ynp>$iHRUCcZ3$w`83nU(;n*OE6jQUZ-WC-40h&N=nv;8C^5J>_3k
zb8$Z3s?0xonZ?qTo37@#?`RBv99B^Ae6Lb;b7NH5$2aP~uIyBaN!{rfIb}}QuF2{B
zS$$8#3y(*w6z4y<%I`()viHeV*OKHf?G^T$v077>Q*ynj)6Qqx7tT*(x1XCBXxBDz
z`kwwJTV}UKI_qCa+xy*fPok2Lz1ENa4Bl7di+ZoVpCz{}EH#MpoMD`v(wzRFxjQF4
zbH6JmzvDy@pPzBOQ>O7V!(-Y{`gvl#r{=M*5dA7P<?NPp(<i07th02>Y`M>f@KvX+
zI<|*r;y=@cTq|r>T`sqHGBfaEgj}}f#74_?YbPr_Ub!YRN#Xn2;Bvz|2d2M_2s(D;
zYt+lMu=DjxQ}<Y^%Y=1q&&~_FuvjEQMk+GMM<%Sx#r<CVk&rf(#5-Yowui}nwdhP`
z>@XGB@onwy(-j9yPfu!?IP3V$y*qm^ySy#A^Jr=0ZKeedb2kPzH9Xq%E$=^r;HtuR
z8SchOTZ5dplswy{q#1sgC#>7W^<vK59Ep`;@2{J7DwiKMwOqRT6_??q=gBM&=55{B
z;2!lbT;bW)MLY9Yb7pS}H=Yw@7JI;UwNYe;sL=^|Q<jY@WiwY73!Z)!DDFS`Y*g4C
z#x+GVOfzK~LrX#zCkITG?{&J^zRK6&e3YYM;GB!4pH$VN%v8RK&broG)wN%4!NLuN
zQEJb`-e21^UHet$nRP`+MVOC<E0i2hj1sqYPPdU-&@Wf1w8?k*&Y0`3<RUCBmL;>y
zzqDn$bKh1kcjt>MSE^*qo6B{{OWShJ#7j#jnckgyRsM9}*4gD8drMuiZX`zW8n~Xz
z7IHs$R4(|$l47U5Uvzg&_FjEt=5zJe5#?2<CHn4PT6KE4z;X4ii`y?J-R=q1IQd@L
zR&Vd)Xa0hB?wmN|HAgtEGCkSk6aSQdrr%QUx4nI;{yq8As(^~DTf&DL&o3=rV;z+9
zV!2dd?&sGpD%$3!mgYFhM}3Kob$a8my6fu+6YX@rX45Qt-Xm)#EdHatGV#fp<5m;*
zzAx^|lsSHWxv8r%-;HD1d-q&skZ&z`7iMO=T2k9PIl_y7<&CJQBjRdHW|hV?xE6o=
zu6Md?)3$eS=daCNef^8&bCsvrqVL`<6`W+bUU$#Fq~|*Brmu~o=Pr?(`b=u+8fJ9`
zsmJq;CY4)fYE?;`x|jH~Uq0%(zn+0%|Dhcj<y#Lm+}F##o@=sYnu4DZTXyJ~%ZcWv
z?(VF0I>%PVZWF%1F<T<8Fk<4ZO6}u`{*}w(wr<HX+2XFUymnH$^HY}{4?=!VNxl%q
zVr1PoIg0gEUscuhprTFb#zkg~L0fh(uUON%Gw|MKeN$1#ldFSjeeQm>D$6)<Hg$GK
zvz%+;{#%LXm}^->O6GZb24pV#rQOs$=|z>nuAah)Ay0QZ#w-cj&bm`=%fB<f3o30w
z%nnbgbFJ>auJBlG^^r@SJ(I(yv7S7!)}+r=X_@w!nw6zjCf)VAcI+K%>dzI%=YRY&
zd9qV_$C4-FE|(OO=cKLbh&EmNtcOo)wf)l6+ET3-Rg3r*%{VJpe`3`ou{V{g7HmA1
zHP>G$I`vxNJZ-awVvc9M-if5ISRodAKI-iGrL8NcOmmC~_h(uVH|54HGuf4I8}Ed5
zZke_?Jb4NCt&J(%lf&f#s;{c0KA$*$t@Ztd;geN5*p6jBY%yN=)wJV!;JQlFZr#Tl
z*=_kn&juB2UAtl_d-}q6;#%rkPQ1~6a$YEMQ=FUuhw0aClMZDo_W9lVATNE}q%vVI
zZ>6xWr@isnqOeKHd(^XKrg^a63%s_e^qSI7$F~R7rXTq3p3*RnEn7ci_W7$S-?N?{
zU#g!n>F#2YpNqGLL<$MnAKH?r+cR&=hNwAw%eL^YV=ceDRAu5@*C?&W!aB99(qh&t
zuZ?IkT5zRZ?&^(&sjJw&UU;gy$@(PsQBT>Gva1)X-&;M&uX4>?li6a=Bs;j)9jLQd
z8_qKM{Myir^Gp3Y&IfCr_q*!(`(xCbIlsDAU3_jbJ4`)T;{D5>=d)HgzMpkV!#!%v
z>GO|c&UP+I`{~*t_n*NhB-P@%=%O13&IV3b<a~KFT|08ZL*edyWk!NG!g^O6VvhOp
zDR0NoQbQ(@l64$+Pj2Qaf1bZFv5(Kd;@PUn%||1P*t1sO|G4(<xhL;T<`;(E5kBVY
zQ*lz^L8w_N%bx=wao5>5MsBjTKeTFt?76DTOQu$`tuQ@RWc>P=mYz%K#l%fJUY|{f
z(U45wjja4Bq23sI=|r^UvrWaZT~C~jE8ISL)O5+IiMLJXaNen1l{{(j>wxE_iB@H=
zEO*+z3YEL6Q~0DXJV<ZKgU)u{n?j1pw@u3|emqHE>$kEe<aV^OOt@F$wP%y6MW-5e
zZCQO{`P;bT+pF?8)}1(XQfAJtcac&1*6eThI_DpArD0BA_0^2#S>mSKd(uBG7h?F&
zptRzhy8KcP&sC{A6=&Z#`9AvNnX<+U*G=5dUfUY*`&Xc}dQqZY^sQUpO^x^}pUvWY
zHe<p3sEZyE6EdbWZn<|f&*RDWgDa=<S;%U8=C(2BuZ@nll5o{k+I^x@OX2fBTKO7g
zY}(Gu{~6YYuU*V@n4!>ZyNlHZziXyz0-}z^FFY>#eAbf9F+RTK=GUb|^eT?Oj<IR)
z+wx@RtvAJ|!pkf-=KVaM?Dy$}{M?+B`gvNCW|OZZi~4CwoOVqq-lX_STP@_TRoIi`
zle^9o6!$ILl=b3q!L;u_CsS<7S6H&|kGk>crrW#rYb$oQ$^E%f^y0+UUHpCTnI%>~
zDyS-sxzq6N>#9dZJD+XbI^*)jeeaB~ZA?|4IBU&yb@{nrnfx}FUT-v>CFA$F=c8|`
z<jED~wHldh?6y0XS)4R1zWtwJz3)kjZ!5eTsy+t(T=2N-^0X6|UM~#eetnzMV6#B@
z<)zhXogdj;ZcYAVd}Y?pw%38e9-Q@S(`&bAr=M9bE<7c8?ydVLC69$X6<f+}_u{YO
z=4)ThIw^=AP+yuYYh><riiyAY{>%9JW>Hh0u3EENnW5srobVkl>;;x}XL;R}`}+B6
zX7Y#G)feL{o1aCk4Yq5U?s;qZX^G=mpYOWFM(3$=FzuE1`sg;hsv)0Y-u|dJD%-cs
z5p2!*XSz(@EauvZSzq-;UWDwuI`fn0xn0U-VJcFGCLfJ9ZnwMoC2jMAT)PiuS8h~&
z1Pyu5_~ZTIcl6fq>{1~;f9AEdYVyJ@E51zIx444C%YRz-^Mzji;@0we{Iq6%bWZs^
z>*wb1`C%I-PKz$@-ThAV(Ah`UN6){E_jl%5HrdmD=GkDq)%;z0=U0A{u9%TNUGmoz
z-bW=8ryJu%JReDae}8SI+1i@((~{@S&EEei=#xQ(Z%NMYxOnk3^`EZPM;)4e+;D;V
zxnIw_e)?nyB{Zuh``7Q7P`PA-)vJF`N)EG&N}qaujs5tFyDFwU^DH|`>*|l~i`Y8<
z*^`gAw#`$YB4B-a9@D(*X%iOu#>YF~)ccd2Q@kbRy1_j)?@k8I#<<LHY)(a5CQj?G
zO(}?|cys$}dQPU<7N74DdZCv!&sAT06ZG*1|G7PR=U!DTkvBXZ6TaYfj86B|$6wdm
z3p(A_<t+IgmcAtVY>$C$_UdiBgZr{iKH8DkWEJk2Utm1vao5jZQ>1pD)Yvg^)lwBn
z_F4P$OD@XDO+DyX;%1P&viEVRtZ`h))5ZSIQ%|n`Ij=jvV3L~SmzB#KRhc)+FxgKn
z5V#`|-8c1m^gZpybG(VGE^dw}b~^X0w{3Ot@-sqCWzU<c!Y|B9+st|-dm6j)wS6@c
zg<NhOR=8HW_UXC#=IkZu*S8j(o3rjt?3OFVzNcqdf3sV=V_TT?<WFmI*H|cvHZHE{
z(!A*Q&YdN^P$$!<EpErlV6WAFXE*d*xxDXLMq=~Hm2T2Kg|pT?Xl^oe+GaQP<;u(*
zvo|i>klb~C)-_9JwioqLn<V&*{c>h4nf7eL)HOAKAI)cuj$6IOgL%%E^*yHX+;?xr
zwN5lJFFj_l{>n<_J2UL29(XM$w|QUdc7^lFUGEonO);_Uu`_#ldF7h;xZ{VTVkfQX
zzmOB;R(-AHoZSU?+w7}b?fGLfFZ+Iy-EqL~>f=pq#-I43zGN)9zS`npd#`!m(voi(
z%U7*7@nLu!Ctkhej<p<bt#4-P^VLFo4WmB&D6>>N;g@}Lap2|2n`~=z?Xx}IzJ=SF
zb-Pa~`>TCrkJa>PMyr*!-P;qszMtRqSnz_?8(w}~EUJB3cJ-!;lcw3C(OS*Eo@)I8
zo2zTXPONFx-8|27z0U`>t;G-jx+dzm=p1IYSTDP&^=)Mw`_i&Zt@Bb1`wjl`R$TVo
zo-6poM&*UmeUadc-|W`?nEvp`*14Ld5*LiM{`~!9_2l~VqsJ!m6i?Oc^R1gyV|OiK
z|D`9Jb{u=V+r!@L=jmhrB>$bivNU$Twpn=BL*GN;`<}n3Os!v=u+;I?<+hFc^Nycd
z?A#W1ApS(K-j?2p0_<5|SFG7kRl4ZW(b@94WuHCQ_Sv~h{(j|mw|{<ObIM`uOZ%4m
zh>$dOa<Eu)mjBSjyZ2U3WOS&MSikJcU31?{mjxCC{|MKuDtYb{IQ#y>2WiI3%^pnu
z!+dkyyJ^}<Z+rS0K2MHi>n;BlEjG*f^L}O9)o0hPP1~8MbE)oaWnkZyUGrAT1a7+~
zuVBBlvP5Cw=CEkxvx}W{kLKU`<S+kPx40x(|H7Q>=f9h4@}%^6$VV-Iq#KvH?wNJ}
znIp44i|^byVJgeKt8aq(7k-QRxYSQDFt<vo{=>AN;f@hsY_4D4mMyk=NxSp3W7&_i
z*NRn^+gtt$-|~a|$lHXv)5Z^yWv=^NdUDZv@yWSfUkU|Qd|iGudm-DZ&F<DNj~70+
z3BPflcdc3E>WMx2U)Imx<0(4#&c?H1M#s0-hCcXlCdwt{t9DQI^{G*dLuP+6JUiEF
zMwgz@uB>nOj)&{N*9*R|-SkYwwvWkMQrJ~=OFtaCbmGn4fRyWv6|Vy(2rVdb6n*$$
z(S4IyKW5%+UVb*v`lU$4mG+Y3JI~vFUCGQ}^<+V&%P9|w^Ior_j3>U2516`Wi>+pn
zSD62^V?J&k2cNBQmGk_vZl=!6D`9h@Dtnk*^|EJ~SKRtF=U0T7CDZn|5336&Msuvb
z5f*x6c8ao0n9+@0g-!d-mIp4mqwP7#jq$nY&FpT5E%#ay`m)cKe94_8H&boJ-S|6|
zzLF|^RoCZT4oaV?HSgTwsq5Aid{-|yK5IA2F&?=+RYA9I?z!C4w`|)xlWoV?e9N2y
z0<X?7SSuMeWvR-<yxW0IeiA`<ZS?lCi}v!(R+`rm`hMfdIjw&)EieDe?K}V0)bI5z
zwVoLdf1V55`nV&3Z||!IjXzF2-y4>(&fkyy((2bDZ#Ucg+PTKu>uDn!`@%<!8ww}B
zei?D>-h1_Drt&w{b3WC+Ht(44QW<>qRY{Y6jC<ZIXLE@^t2^eqU5@Qckp5!dTCTZR
zOktYx%P_WnDH)mhYm-)Ajo!?eR&mnp`X-xayxQKKn}ioW+NI&;w!^WZo=<yItl5ns
zhSm0I+v5tfEyMEP8lRu0wE12-%Vp1tiS}_*WA@&jr)>H{_nSk-!EdhvOs_6tyxes*
zB>e82%~PJPx3;L)4^$}p@@<*vx+Qn=Y<`6YtF2|a%69GYzsl$9O&871PfK|BWzWoW
zW;0iAuwJ5mZ|2{LRqRF+&&OQ*cr|ZE&4lgOR(Skcv$#cRmxz|vwaz^nq0_EBIdeHt
zE4`%s<0_-5`fU}@*XFn{do3(e#F}yZq4#rpla{cLhkb8G%JtgF>8>t{tej)0H7Czh
zeqNW=zdhGiIzIULjQ7dJJ73n8d|0|BuW0}Bs29JMEY9ANv+35^SC94!A6~M<V$DnS
z*^&WuTi=UEvF?abN)|nK=cbB6?}C3*w{P&?c%NsPY<ltWr#p6@vs@W;>zm`r9QmmC
z$L96SKJ{!-DHor`!9Opaw$z=Bzquv&wsWsk%o)r4wGQ8$j2M$+<7X;bt_qAa_V6|n
zo7F$@wv3saVA!&@sLYF-i|V;<Tjj3fyxG{*vguHJ=8M|Qk1-yv9N+t0tL06UaDTIS
znt;aCwtJeh!z<5OJlj>Nvn;Rd>mPfq<F!Vw=kOn!yw=ZpOUNAaeQhe=nQi2<mtK0)
zb6CfC;?Xq6g&rzwZoeMw)jJg(9V)Ny82LA=%Rl(cG^JT(Q8T_<WgQhZyX0>v`uzN|
zcz;Dr>EtUtJmI^%S03L!g;{Cmu`5aC%C=SECL4?L?>49HkLvDS?E7nGRNTzcywiKz
z_?Q{bi>|DGctd5vzBkV|te79sB-~zj%s|`j`H>B#ySMOoIyYJWo7%j(d&PaNjVCoj
z_Fda~@#Q}m?@aS8m2R)+dtI4z-=}3#=j6B7Kdxi<`*{1On&yFHe3xUwRz6nUzSAx6
zSlv#!ug_0&&-7dRRBiDqpO~G|SMBcp<xiX**`|1?<yW||-nMw%=R)od+7osdWN&-q
z?djy%KhyZn>JwX6?{)WemTr<LJX;=oDpfZ<_({6NZ}*bh@2cz;KKflTr|tFYdD*Rd
zKCTFyVpGL@a=k#NUcS1@q~fz__Z*G>?0ixczSUXvu<N?il|~CCGiIkRJo|X|@-or$
zryp6Ld>%iie|gn|9zFiA>sGsN{k;5Xk@gGC2L)5E@Al0ovJ#4lz45;Oq2ffvPY0iT
zH9ZomKI`adA-}9?tJcasJ1Ud5E8=0xfth&)#%Hr$9@Ji%yfQdo)7{EV)27YPaX5H1
z=eDEp-KHn9%WbZO9=#LxfJM^&`P%f`F-AU@roBF!op!C~*;?(4NmuTCWPLNqpx3zn
zd1TnlZT*Gv_Oe-*?zkI^y|I$p>h|f8a09=IUTNyHnA8flzue*Cm%Lgw%gy~2&brg)
z(ACRvcaDCGU1fRP^l-bDzijrZS>-o6w=Ak=Z|`xl^e?FQ+FWfG@u0x^*LBf{zb`Ze
z&U&kN&vdhH1E;8{@H3^!yRPpncgvjPz2&RLdKYuHTbEq(9z1^?87HtI<npX?nT;pT
z+Q-&7Jh%5cwPt5>wscVIv%6Q<RTL|Gmc8HJ;JGSl?vb9u^X7y{Co(6c*>cU>+FO|B
zyJfP$V|9^*b`eKQ%qIoS*(Fz8UOa_+Ubcur!p$$MH)&RGe3f<ic4gt@xR#)eXRhQF
z8*Em2-Fzo}=gaa3R!`<0tT280O)PQwoyUEPc54UNd~#$6Id|sZG2Lxt=Izz(#qVFo
zT-&^YcVk0wPu*0ug)23Br&cw`6&4qKGV?T@qFD5Ixo%(AAGS|Vf{(FfOD@SXyu8<y
zeYVo$Nw(T+H(pB3nf{<`?Yn8uGM9aEOHu7fVLYZOWuD-<?qu#Fj~f~?Jb}C`%+^H|
zaUM<A{ATWT-}vmZ9v-QS8w?MvIa1vBH7MYilkKZLYeGF%``$QL@->$C<xI8IgU@zH
z>YO^%&i=0J({8s)wVsp@*|*-QxwV<TV>l}m);Zt!na7jfojPvT;o8+%ALmTGw)?f?
zv)GpN604*Rbl4eLtXW)|oc8y1ow|MQa<7NcJyq8uO(r_>8J`gCmwl%YD#OEdvaC{K
z&U2>q_wr+VLh{Q(cJ3)Z@pX-ZN6xj?x3}GSwE2mpyw{EO6&JeVy<WWOU{>4l!!3e8
z>ixr3C#^@bH%{(5yLsid?LtkjUtU@f(>$kSUDM5)4tAMYXLp3E%(GnQGTrRB+cu-*
z?xx~PQx5S5`}anqUs`s1-mzVsK~;AaCAyw84RW#yYuRypZ;GeZI!BRrhr_xq6>zSZ
z8NW8BT=&)r^OeiCB$j52@U$<#HuHSdmP4yN=Lqqty$iaS6C+)D@NMKJ`Ps6oc3bBi
z%i4XyVRhifGxv5a3f?{|vnEvOt>4{whJN7+o6;;ET)yVyu;#;(tx=)3_GaFC;jycQ
z$uG;_%IZY!&(}dZF5g$&Ub$<wcSzi+jo;43_D<nrSe3<Qv6S~1YuKw}ywl?H4A@P!
zecUrCv^%@t&%CLdXFQTgT6R`kWVQ-plJA0^P)Ui<%JjPv{4XsCzu$M|-LKgt8;wpj
z*~MI%^rqrL$j4QETQhRsu=)C~I}sZgXVN1xZ|kDQPMN}xJ(Ku6*J{kScr;&IcGk`Q
zicW^B1?L!<w%nP!=bFysmPdU7TkZ#@Ox$=r>r5qk%oTsjoX??qHXNDrPbBijwE0CR
zCYKfZg}v>$vRclHt6bSaHuFel=Eh8hm;!^Wb07GbudP(CJ+`#$IP>zgyh_1ITdy5`
z@NA>X&S_4yycsh#Ut7#6X29mFvVP~Ps;pBVm-%_V(6W@&a_8APDa^^&_QX4<r!(eA
zt>3u$<XVLpG4r-;Z15`#O~12boj_DmrHs@q!DI>99jhK5b7PI`S6{h&!`4{NDZD#v
zS6fxKuN69185m+S{hVL6-eS*<Jbw~OS96@Jy3D#$_rO|tl?Odx{YjTRmjz5q?g?dn
z=20be>C@+1YnDjJ&AGDTh0oo4&os6q_gwwR#~Q0Mlig(LcRsDsofCcDIv$U?T5sC@
zS2MNr>$6R_0yw{~l{=(5D`x)EbbDLPqm6c7BX6^GowJ@^J!x|5F|BRKm{qQx2-#*F
zJS9w_Y;C8s)P$)aJ+?VHhnR0|yfgPdLx0q<H(5to{iD9;xBsdz^3>*=!yM<zBK@t2
zw^sPU9^O;7t(7xgM)Mnb=^p#bzuM%3(xoN&t_jv<ujA+c)0w&C$`i@2>o0gu*jP~)
ze%{*sb^JW38~XK{$Lf;fIVU^rDS4iJqt$Ff_`c`!cii!3S~YRI-Pi3Z6>lRxDXhON
z`1ID%;#({ITGH0D9kAQVz3pMx)C-sQJ9F+>5>QYTy4`Wt;zw(voz1pN_pxe36|i^J
z8D%aMTGbPLs^?O=!q??}%_awo-0G$3_^i5uFHLk%zPD-LnoGL8Oj8)7mInA|O%<NM
z)>L2N(jyhuU3^-<7?xCBW|{3M(ot^eeC=u0{6EZfSD%Idy=l4L|B~;$ub+*7T%Qs3
z#Ngoiyo<MW8hYm0b3Ivesr$m4rmMym9yRu4o~w8t;L*jdRcjc1di&|8`=(A*Zt^QU
z|2R%&-e3MIX<fdsoF|Vzu9>FtTy%edNXoZ0?#gPbIA@-_^&(tDqWJjhh)qX|vMXcC
zR$bP%u=#jvFNa!R^zIu^ZwjQFdOmumz38`IJy+`@na|NN%O!5Fzf+tT+;eG5=B@QM
z@rITw1;ZPP&qi%8o}6hcuxQScz>V5P5$%cp8LqF{Eb--N(1f4)cSXxvSIjCrc-&-@
zo2TiV6aQw4F1m4ad6|#;lg|g&SAVeE_~5tU+#q@5dG0mgXZs?Hk9y5MdDLg|S+S0C
zzhCoRe>{7B@VZdtE@y$|bJreb{wMnROOJ=mg$pOdE!RB1w|v&IDI$97>w`W0mb`iL
z&MPHVooz{G#Co+&XPQlwJ@|iw2fLMb7DmW?^qo-rGBnI<!=+S@MF-VpDP(lMkNE85
zXg71+R27ylZv%Y!9?r^~m@C^?BEb1*i}I6SVKrTWeZ^sqia12hdD|sNnw78Gq%`^9
zYky_im!}$fs)F3Z^=?V_OEOFh;re)O+mql(qm>L-R|*DM<%EYFT-~W)cVo>Vj-yeb
zHpRZHSI_x)SGs%t+K5*it1j#~nytXYFWP<Ki|CqU3BRnKhPG$BHVYh3+mx5^;L((n
z8OvrHZ0Ea@e=f6+?+xFh#a|yU%_=x){l-UXjq-!5vd6bZ_w*V2-rle_E&teq-%`~n
z8`tc(!TdJ-%wdtfzGev?;aLk#X+}BlNA;Ytc<*&A&+iBi$Fhcs?<>tU&qlaO`-;ni
z9$PKPnt5D-q4{jGwVXzz^tG8%E2YldJhA56^R*G|7HW$Vv~tdExvaI}pv>h>p64_p
zc%(WE&j#!iOi?@^RWP-gc~;uHdajP&Av>0N=jsYtpNRMz+IVvLDlu8jvd1D*C+wWb
zciBIna=~_+OP}X$`6a$QDTHlJxkyJi)2#O=j(U17i(}_<ShcX%G-b7-<8zbK7lji9
zIG1<Yw=F&vzW$*v=X+<RCoSpyQBz!xM<uOSUK{zd!E()3)wo|1wVtjD+QHs)MfJql
zDA)Ua^-|t$c~7<&_eagJ&$+ym!PITX`MtS|-E_0!+b5qb6T6_9s=i>IVflKCwYxc&
zPbzgi`E27P&Ak3aTOyPMpIh1_zl=S6cB_Zn)FT;T`7DV`)YW#C7o6WNBlU6B>9DGj
zmpj&0O;pgk({p9hO?Rz_;p{KNbKgduKXrJ$*Bh~Wg7W9*^c2UubXDGE@^slQ8P%;T
z+PT=D$A)gni<bL(<ECSVxT>Svvh`a6B^g~MzDcZ^bM2aWOGx?j2kFsK=O>v7RlK~n
z+rwn#202$Qb_ZV1zl(Y2IIQ~IV7V%LrEggQAA8o>v)Ylyi-J6(j&0m0pm*a}e_Xbh
z_s!=?+zD6SC+h3C)xK&_<j;AwX>w3`b*H1X^;D^|r=M(p81?b^#)7T0zqQ`~zGH2~
zdtrtNtlBqT?a6Vu=*Ov0`d4e}-hE5br6nHQe7?1=c4<nDc44gS);9$T%xhIui#1Je
zT<{dSYpigmYJSx;*(kM%Wk>s$n%9U2_CC)4`P!2!;>d%_X1l+uOUti2PYdi@JNMF=
zNzo~D3g<6P>eTIX`+DN5>A8CyAI#1le52hwM`S{hll%2qG5bC?Rju}T^OZOJl(lgF
zwH=FB-rbmUqHtc*$}GVR?G@@P*4dxi;bz^(n(^}PSM#FxX=RhL{n~k+lpW2AxXZos
zsw2yj()Ch%_ob^Bp7^?AP3gqEoBB<b=d$BdQ=b)t&T`-K>Yj3heMzN4(w;xBx-}I_
z?62*49e$PN-8s;;3TO0IyzZG(eeJ{2Wh>5xX2vStth=&tf^X)s?Miw=PVCqAXyqpP
zE`NUF*R`CgBP;IA)B3k&W_(21el5FM-Es5Ne3o2M4*h)c<a)OLNY$#3Q36@3dN^&X
zuIY6y$#%Onuf4wNtYYW`KK8vqQfC5PH}>0IJ>|c`;e|(DcHgYG<rB|YhyK=9)LOY$
z+CAB9iR35wz46^)6T?|M<-R`Wcy-R8p!U_5OFGWaEzd7E<?3y>j9z(t>z7FN{V#);
zt(JJukbS!DQsl-tJ=gANEqNff<!4Z}$kv;4SKnQ-oY8K}c};)E$d!dM+S?@`t@^ty
z>3CPK-r1yE{>3ZW!UEU~`@ODr2W{`4<e0bf`?@S~Hk*wH*F}B&aIU;aE3fO~;+qSu
zck+~Tl|-GNsS#Acwy&%^py2uBYrC>*olhkkpS5N3ou@ydGv&jME6re&-tg;cz5#3U
zJcmbnR{LICGACi;7unUTDxWY<d)@VPCCh9*(Ue~iFRm_0d#n&%$na@lki$u)9o?1U
zNe`L|e}=8PYc1sNcuZT`T2}n_%Ik+!E_tv=y;+pBLR{J6*$!_`m*na>Y1?z(U%lEX
z@8umbq15_zMzZ$K{l;N?wpAJ|mMLBKa<&xj+n&<Z#dlq|aGa3&l<lo(c{^$Ckqx(x
z6~DZE<r+&s%$;q|Vwi8=T6a84Wx}bS#pf=*j8)xpT4<ZAUg-6A!n3#DJn(8)REKBI
z$6Gr+6h9@il$|%d^}4*bc&Z<JVNBKuv5PnR7}zFtho@~^{qEJ&nJ<31ewwiGoHf@s
zX-P4IHT5UfPbgV^Aul;tU2^?0liy2Idd>N!-u8Sk+h*6C?PXPR-;<OJBrABdSG1`K
zeyEb0`t;lMyxHslhFxE~rKgnIe5zb`R_?j&o2Ul4@as!6S5GM0XrVkY;$^|S44aSF
z)}K0hXyfa7+O~RYOtPa+-2PV2XR$(G(cds$rcZ0K*T>w+l21z3R*IY!`;fV}b+d6Y
z$ECN)2N$mO5tpgGeE!m=Jk^Se5`15`vtFOuT2ubyy7uN>8`s|YV)T4&&l=<J)mOh%
zJUwt;H0+(Q?0IIb$CfLuF-yO5JMlK6=;rQM8EY<WT&?uBu=&SjJ&`>M6E81ZGj;Fj
zsVNG~U3*j#isoDVd%5Io`i<2_v)(Zq?!Qv9`r;isgK+t{tmaCiNp+8_l2*=K(lg<}
z_J!-pQ=+_s7YJJmZ@vC`>DiMu^DKY1EA3?X&hw<>KZDlw)}?_H?p8fpJ~wkgk-c)R
zr@i*qZ>!qQ-7b4%_PaS`N#<?=yRE)!-_P8<yI^I}e#a%h=UUxalfe5tf8lCR(<L(>
z&wAYC$MIQQY2CjUk8>7Q{<{2pe*FY5&eGp~t*r}l<Y(Vn<*B5`l5y|Hv(?%P0X)ri
z%e(e%H_~{~WA)t9erd+6S8n%Gyj2e#3~>0Ov~|)Wvw-ynk1tK#`&*8sLgm*Lrb^lU
zm1?Y}8q2(|<|d~u?q1<y|F(Qp8qdBkhst+Zsrxo{w3e}3EcYyy_&H@I`-TVC`X^oA
zsk!mYij|+;C%@uNv&lG;%VTxrWWnstyW7_X2TSj`@@MVt+oHNh*Ph<(>aQ8iY+<)o
zGt6>v{?udaSsSh!c=mjJ9bnSKc<ZLjHUDW()$achdep8kp(sn<s??_U@U_ii0sb-a
zK35uVmw7xE**QJ&lWv)*=)wt)8Kh?1`rTyRlx=^8*@oxBb|L1Tl(3DHQlh+*E^chz
z_0Kfs_6Ca(hLC$1vJxr3FQm@kX`EH}V)D$`wM&i%XbV2lx^MjC^S$j+p0j177JN)e
z-+yV-q`hBEyK8-(PTbs+61GV6oP_+^l!;1{&-&>-{c`fV=$w?vsV8IC@-7QG9%pZL
zZo&~hBhBQUWeO7QU)LHO=t~a%DtfVEOX@1iP7&b)XTwx4v+!xJsgAh4XvX=M0lJ&l
zxjFNn+xVnh*H^+@>(qXucdLq5X{e~#u8ymi$;@EYzcg{CiX@LY|9Y=!(}OO*nm8@b
zKcV7n@S1mbCeGTV8t=7U*{(1$bLFP;XvyhJu}k_-t?ZPY&bMrfWLxH`jq|Q@-h7dn
z_u_1IY2t+XwE-0c+EqRb{>rn?<+*XowavaVd-t5M#Y}I`y+5_1Q%cAn`s2D!U#~x7
z+?0LheX{jQ$#qh*Z24y8?#@a-$vMH|4*%zMY}IMM-9K#j^1kc6n383J=hrpWvkg2G
zD$j<bZ`^k2ug~M9E-$|uN!ygKm%9GPV9g{WzM1RuJyUwW?L4OSakKY~Wh%u@*)C7+
zUf#HC<*7BdGUrQX&I&2msJCy~itO(fId0kBIIw={vI~#QHl3OqGN<du^<!e?a>Wn*
z%)=LQZr8Xw&rNCSgF7Wxey)#6%bdYfI620{fBw?)=^y7lk>gEOUH0sF)^Dw_kZa4&
zp3?i(y2XO4);D60T+}3f(VS&Re}!i9IRsyrm3g;&>bzRzN%wnm8f+G1RnN6K_Sfp_
z(=B!$=e=I+$=x}9v**lj>y+n4U)ptT5C7RBUp|?HI#aXfEZ<fX^vpf@qH6BcBU#OM
z$6v>-UGmznA!K5o_A`$6GD60ew(FLv$9#^ts!_~p<1%@Z`<2OYYq}@=XINV(wQNC~
z9be(=xP)1!OLVfWUj1D5Pyf))#ci33tETGB+-Q46kK<h3-qn+L?+D@yKL0dS_QtQS
z1rK&7e_VHzt=KWU?(v^bA2)4Rmerm(yC(nBJgaNBwO0$?TH&?(xL>x%U4zNtnp<w~
z`o8A4r485qr+WThR;`=u|2URodcM(wB#FW>?<T{5?do0gR8OZ|FqQ7_^?MVxiTSu!
zO-8fm5+<o|)4)v{EDCeFF7=)9aA24Fnkwiix$<ypPKo52JKHyUM(io^RO+vvvBvPm
zvyJMF?pb%MzeaR5)oRNwW1r|EvulQZ*PB%>Ny`-GX+Cu;GW1J5VY>9}?AXqQ2@JBY
zp0o%ak2)FmcUA5Yxji8_R@~p1qM11Hti#7m36DQ6vNWidx-_wk-BRRI74NNM1?4Pr
z!lnehQ+T$bjb+w;k%T_Y-O+)rk@H%Y2}Ks3T)(WwP-x2vuaqX%n)6GK{d8hv+t>Z!
z>yvJs<UEe!XXDJ2tc<TOx>Q(Z_xZ!Nc?-iW)UWO9-f*b#cGu6ths>8g_W4kF^6UDg
zB_Fu@9A&~=Rns@#4ZJ%y#my}6nC+`i$Jm`i0vPz%ABJ81@pYl`)U~IbO|HjWkXKfk
zcZtcc`Pw#*=UI1o+B;0sy>r|ZvllBVzv2y_=y!*C)~lAVmSUO7><nMmd{5F|F`@9n
zHJ`5b=BOQ;c1}DMV~|jwJ!RG{-<!-`Uz|mfO?@9Z8E)HLXxbC{-C{*@Lgnf<{iwTQ
zk4@tuHeT9X=o@p}B~9bN%EJ?V&N{q5n{Zh-;zF8q)zykSPm)%(S*~pE=@OYVNqFNP
zgOI}i4A+-!P+EDsAnQS$yXopFIcZz(Y?N7&ZkrW8U*y2aEzd<Ko%5DDdve|4r?K46
zLTy*AEc>#e-7%;=rmiGUFS=CQGNIUqk3aZt#;nj|+WKb>2fcn0<a${;y=wwn+!yzP
zIsZf^`S2^vnH9~s#I@KWL}h!{r(W+P6K+p35BFWEdgZ~Y^!=vKg?^Yldiv@8{m<*_
z)58{DyeXKOv+(oIb9X9!PW-Ub<aWJG+=(Bb&f9madv*We*J%%TX7Aqmp|r;#x2G<2
z)1ljyMsqpi-mQx3c(B$q*Qtz!x%o}@p6%v*`wcADUAyhRwSys~`r4EUw--IlUKrF<
zwf$B2u6>u&O+}cQ3)V7jC}3FFp)RWA!YT7?-HG<PW5q5Jvv#w1%yrF}vBCJ-W|gTS
zpE7Q^Eie>tJeD>4c3YjcLJY&rmEr*mPxz*01zvix<@a10vEK||);iq|pBz&YHPd$g
zQeV^8Mi1&t*Q|27B@r9H;q}Yrl`m&~=I&0@DU2;yt1KLFoLl(BI?1TqjM774-rh5=
zmEHDN+7+5{C1GNuc=7SPt<S@M{aWVtCaLq3V3%9(-MML7SLq0BWGPucWox~Vug=r*
z?<>FlXAt(*d*ZfUI^x~ZIdkN;o|IVW^*%{eRol&cf3)1|#c``GbUaMog^54VxOI5J
z`l%+5O)4HdNwx`J|8lcWsK3p%>6<-s^6u|Ged>Hw^n@GFx5jAh;q%{GB*v}$$?>@8
z{o4xyj9jx;YTBL)msD$Wmk6*}v)A>G8v9Sv%Z4#wITzoH?peHaT}br1%7wE^ZJsT$
zOL@TjGWKxPa&^&A1=qyJd-IhtW3GL$+#RdV6K&VFJ41nMvC?`K?=2~1%jYiMo4x4L
z5wo?6HeBtf)qK~Wt3GS--pHgjh2lU<_bKPJ{8ygd$9Oc%$b4<c&YhtXKK~3>&V8(W
zZO?Pni*pT^-FuOINAOtI-#Mq}&-fT}>&CoA8@4j*7z*u_Sfd(wH12pv!S|c%oiCle
zx<kHd^X-7<a`sQ_XRBXXf6u4p#`krv&R4r|3!nJ9$W+TScD2ZgbMHQGe5G40X>z$>
z9iM&Flf?<_c2{$RwASnL%r&n)Ynf`xx#qA1OL3@LrSb8oW0~<bv+@o<-8N^r-}T#$
zrVLlzog-8`nJriFM6TR3`(pbh|6JakrA$?!Y<uhWx+-)({l0wd&No`?wbz~u@U9fO
z6gKfg)=%d-jQ7?YOjXPi+vSnt`J`{hs&7Hni((ea@;yH+B)>Ufe%9HKX_NHc-p+Wo
zt;9soFz~qP<+}>0mU3H<2U(e%=i0nwZvXTzckN>BEInlsuA3&=y#A&>M>y{Gdbf$U
zJ=|HE<7^kZ`5xY8<oM+J+@MQGgJL^9&AIiKFImE|`oO{qDg7_QmE9~JZ;cXUs{Hf%
z#kz?v@3~uqwy(=<mCjtZ{>|(2RgDXM<h0Fo%cMSACJR2^>K0J^I(prV^RlZoZ}-%R
zPM-88x=hQ6=abg%1pQ0P^bfB2KK)LeX!E3<np0C`K4>+|Ef&qaZ)x#I+sf0(jWyMD
z*^?K)CT#awbEHmUWy%TmS%)Sia3?&t#`X8ildl^W@8Bstn)u3SmBXFM^RhJarp()`
zJ^4z0Gf(=~^vGM*@0{}tt7m*XA(b;f>rGIC2v6V4^(I|0_UtdCv<v=P{<>~bcHva-
zwY}%=t_vw&^D=LTg5b5C_boTsYVv)OmVEmo<X+B~WVyVy$#=FV{|GCNG4oej^yz-V
zi9f~elZwwXEj*T#tJte8_&VUp^W{<7pEgu|TXI7qAW`yQPS-+-{+!EK`ImaJvG296
zYVNv!^VqGKeoMM8xiCH9KeV!1{@T`)cMK!f_CDJ<CFsVpso}3;I%F8K9(-H#wTNLg
z*H2lysk@>S-F)_Ntd^8~w31DMKdNfubJIOx9owy^m-8Q+T&|E(6&k>wH8bFg-PENw
zCzo$DIQZU+U%lt@B&EXRS-UoJU5z@r<f2sGiN|Z>`Xu?6n;I<$yu3G4F?Nr><-(gc
z_C|WYaaXrk{V!+{ADjE@Fz&+1k#C-CXSs02<>F!i$+KB`$GwjCOkh}TmvF~&t<Z%P
zZ*tfyWd51#-mzw(#_hn)wyF!QWw~t6wk8%z2^GdX-7TJYHfrb0z`}Vm&kE&l_<C0$
zHio^Zc;40t$5x$GIR8~NwBvmI@~zy?>Z(QQlh>QhxK!N}w5Msa#FJUG?>(Bd<5|u&
ztxvA!l~yX8l;P8kEPMRt>$11Wq9tE7@2bB$`E8w6n6ky|*sWI@j^9_mytUxd%6o+e
zpKS`y>HK{u%+*=*yxM{!&X+$!7jp|=e(iSf)1Rrn0*|I{F}lm=9+h@%?SY2U$7`KV
zRUY`OX;CclSZtd?#0Is+X?9bWy?lGUYthGRK})VDTO8wAm2zT*^Cc^TqoL}v`erS7
zntnE__RI9}Oo6;;i(l8eZrz`KU-u+~x!Rs-*D@2Pri3Z1JX@asXs5Jl!=37`U$>?#
z*~hW`lg+P^SD#IFXWn@ob=x^j_u>Y}w=tp1JKihh<e&JyPU>~Au}5s5=bEcKS$aa8
zIXPWFA2j=J{dZ1G&b^Lbi#<NByEK1~#$j3BTFZy$JB5xpl;6?*Y;|W}k@l`F^FA4I
zB*&ZgKfI%xu`l%0nY$*puIKjOj8#7-mHMjZgvj@Gj|KdU3=VYt>A$qcy_)ZyKTG-g
zr8V{+g`UYSa{pOXy8c|Dq@6X#ZQoNGOW%gQdhu&@#D}o%l}Ey&OLCfTr0sM5=zk!)
zexA4bvHF(J@!>D-nO@cxEjI{${m=B}N1JfYDJg|-iv8K=Bx#(V_SW>`ytz8D9&Q&i
zmw$`=QM$gy_S%+}{4?`zJN`b95<dMrvs*z(U-tLMffu&?zLGkP#qwNT)X(Ij^{gh<
z_l>+u1$TaVdA6>-<^0RDs=;nmh4c7Ud1c@9-WBfir)R>~*P&A*`z6<}|C-+%wROt5
zNN#m|1DP=1{fB3YIh^4$jt}LjlRX;cJI8c`>AIg$v#L$bD_r_==)}^-vsJ#!W^^_M
zU)q}`&*RMWSVH+q*oTXcT<#t-ytZf6kClE=*2??Z_yW52h@R)UV)9YNo%;k!PxzFx
z(#O><@w4q)zau*0=ERLB9$(s1AG>|)B!`O+CR85Pv8~ip`Rel}*5Z`S`l%*`1<s0+
z439-`y}W3Uz*bZpmbzOfHRJ<t&d)`f%zTEiq3N}JqOD;QZ`w^S5iXxr*mG6&uH>KB
zH%#VMo&EAPQhXa9TlTrFk-BHv)BQZ&#<@nE`lZWneB;6#>Efr8UbwQJE?c+k)_aAN
z&v99s5+2BBUEjXrXTy2Xry+~BUii4w@9bCGJkIT3O)F%Vh$hF_E<O38s_MF{==syl
zuj5J{T<o3O_vzdZ8FrgrvtBkSE5>nTeNH|3dr#ry=x<S-Zihcvg{!PPdRo_1Z^pYd
z>7SL=^Qx-Dx4n>4>?>i|#_>w~?9|6oYL>_+WwS+R>Mj*_@GCym^=u_yddZuMF%vVl
zYTKXrbv?yg@QGZuQpPOfzu9L>^o7_MBOW$Bk<-4ZG);O%n?!NMp(RshO^iA1a<PNo
z-tVi1rOlV6(>Rs$=7gwhcpJCZQf=at=}9+~8A9^9`>d{L9XHi`clC0S$gFh36)!*d
zwZ>W;TtEGf<3r_q!$|^O-@mQjFjutk#M_v+M;CcWh_VFw?e!|!b>;oS&MB&YukT7f
zWo0&3!|gH4JnaRO?md#<*TQ^nZ&a+MV(zKEmPex|u6e#G<EGmK?K{i6zx7AUJGaec
z`;ui|{mn+|fyVi$=!gYVKNP-?UAk^I&*WY93s+5#lb&g;!Z7RA^Sx`T-WhEU%=|g4
z=^i6{p4Oy8g5TE`3*PgU)K<^idNpd7r^NI1c3;*m{jPNClyOt|yK+0Zt8%9UyHYJ!
z8*-|`ugV!*T6oQbWlslNNsLUX(mqR1<sQCc`{w*8e56>&vQ2o~!zOXNsfQzDW7U%<
zs<$0Ew#LfVf5xo~$JPDjW;sg<xLK<0{?8!wvVUn-pV{0#&)_$e>+Ls9IA7Ah)8M!^
z<BFfy=3RE};$d7`tExO><t8sVvTa*p*MkiwOjjo+mae+D=(*tPnj__FvS*$Qas4Lx
zu1a)CSyYxx%{e3gYn$hUY@K%Eht}pvdv<M$y0WB?yHH3*tEcMA`ng-BXV%woTIN5E
z+q=@s`-JC%x~&htZ?d^;Cf?^-dF4)Qw62iV3SYNVuVc@1UwL!G@A&3ox0%b2Ju&8A
zTNV3muE~yD?2iL)W_;&xdmdnXYj4F#^?k>;M@zT$C{5X_;lJeAM8i;7>+3DqQq_kG
zpF3H9?z{T+!Uk5ZEpw{Ft?o&0E}o{?er;`7)9>sHN1x583@j`ww=277%6(IR?V}>E
z>GG|0vtDX#%q)9QdW*MaDPQB#=u?}tG*T^3uCKfBmD$9#yr3)l=$X}*df6^r`Dvf)
zXEA%Fwe4iv>O-eCXMJ)z&J+;-dA-Ju=7-ao{<+?sGr9Tg`^af>D!<Lv%Beg*!)*CB
zZu8^Q%O-KGi)`fEdA9h$E7jKS>&`EY-Z)3h)Rmfa<7bksV8x-Ptiu_T88{S@Wv-?C
z`VzR4vCTa(Wd2dFy~jVVk4##(rT4tG;Or}{o{nx>=Qmzc-L#}4?N9a94HqXc$p5YS
zELr2jX>r`IZT0%DLtg_tzKC|OjC=cOUe4#NOJPA7-y=+3sP-4F<B<70Yu&BbZI2?0
zYJDqB*Y_^zJQ@0MSJ%9Fu@mR#AM4MKT;KAvFR`<H%WPX;U1g`xs;ba!my{~HlYd?B
z-QFX~`E%cnW&art)vRjuwD&2FSf6$8jNRs_@I5nM=!=NGpH%i};iPZ3ugI^h*n7WI
zeP>dTnZiHQ$=~+6#qVZLzjD>ebjcPsJ<}zBZ)~fc{K_o*>$g?=Z*6-#!L{Pl&DTM4
z$~LnuO6hHI*KxO4^KWVF-jr+^F{|oeTf?o@Mb=3(|8CD?Tqmc`7r)Qk@=tc1J;zS}
z8QZs;UYFsGd-n0PVeZYF_GWRDW4GCGEi+x=S9onp(uZ9dCxeeaj`iK%p4(L{pLH`~
z$@iJ}WtOeKwPxSr^V0D)4g68k!Fwi41X+k)c(qUZ(}5D_#=zUFl36*FMRY_g*W6C`
zI;AXa9(vMP(Ql>JlVs46c#msR-Hki@Z3|<sFsx+GE&UL^lDRQzjjYNy^MB_Lt>1M2
z%%|J+{O1)|XMA6~|A(8yD^Jr`fl5ql8q-2!`n0zuzEs)bcICsC#4UnP+YfIn)zA`L
z<Y37;FZ)uIYu@8orzFB&zCIeS5_aNUk7BOS@1E#tjb!B~68}Ok9N2c|s8`=qL++l&
zE2Zn~$|rGl-aWV|Xj7PJ*S#}ec1K5;7c2-}w!OdLfW$hc+hI8j*^9aZJ`2=p1n+mA
z<yBsm9%1ryLSfgT-CI6wvU<MMS8PRM;=FlVS>G*ZnbY<<a@Vx7D}`lMi~D!w&TTCS
z-*(7d<%50H+jY<H&tbgY_4wV5$x(Ve_s^DESl*o=z`iz>f#J?^$*=3yd8a(>e;A|s
z*>W<&$G4F?vp4oU7Ta28{BFI&1g!$Yv;Hib{R-Iqz8uV%dFRn?TfKYonmgV{9WB4|
zu>4uvXUpSTZ9P?HUD?`Yk>akbAT#U5au3ns29DQfi;C|qei~93d2)G4U%Tk(onLsY
z)-~Hs;FoG+-tcHodf=XxI~!UGC&#S1D|Fi}%ks{OyK&*)YSjZzZcCW5=E2>|W+4wb
zi<=|V9;(iN|3SOuifQzuvXsZ`eS*I{o3b*Ax9l*#Yt%)Hzf(25POAMm_c(ALH=n>i
z(*q}0?0Pcoz`CxFDq=sst>b%j%XcPob8Od~;ES@~z6)QJ{9f#Dd3SRETE}Iv$3<Tq
zd;WCFTjhIe_7rhA+^UdW-PL#P>$;137Ju4ct6dfNuJBqx$=z8+*1UPbxn&zy9$=aC
zJDhuU@2P0Z<9n<2tz3RLF4|Qic&8ix-paf8x>tHF;g~(|(3W=HTlr~DD=UtDyO>op
z%WZ9W#_h#LwhrrE=N}2%HFZPZOSg{~`%Qb(7sN&#i}K(+@v`R{>$RyRNAI6j;G23?
zKP6#>Q&3UQoVqmOyN7c%d)=#68*lksa`L#B<C2)u8c7AlajnZ<ihcA`Nz?7)%lf;O
zL%-|IxvV9oMPW9ZN=hxbD%L$eT;LJq(`2N*f0C`8n#!>y^RupOnRjzK$Bg4u1xHp|
zYy3Iq8P>CQv3q~kHukqXcb=ObiQV$y@vN`4Mb8)&Zxj{3jB~Cp@|o?M?-i>5BtO#4
z%c?}%xyW1g`R7&J&5I1RmONTzeay{DYTBhMllSiD`l6gYXRUkoT(?f6?#ij>)tCAx
zI;*S5%sPJKRPn9#2R0eE9$a0s_TIAz-}5FbU0D>u71AR(>$x0z0f*>|)k}PfEgY<_
zh;NfmPIW$iX=#Y(jiBY0x@MNTDoHtVQ}6gadX@1oe&NwX<6{%1aTys$&C=a_*dy)s
zIc?9#_e=Y<O}?b>y!r3hJq^+RQw&Nw?FIc_H6$yucip(eS?QU6QhsUN^~Cl!n~al}
zR&JgB)mFzOdgZ$I?#NeMEX@)R8l$XQ8cil1_}S)v<vQORX2bZXSEVy2e%X;6JV~(L
z>P1g-#%`IfB3HxTXH-twli2y#G}C{Ek;l=*sRu1rsLpLNxcei#Y?_<*{23RspG0!R
z-3hsPPhf5P>llgR$zRvbxZU_NY{8mj)k>qwTlzfJ*XBlK_8W`kiC@3A>gJM4ov#~y
zEn2}b*Vyyky_Zp$D=*%Tz7?JKKx%E_Dwexjk~ge5E+o7BO3A9X>1v0fmnN_Mns#Sx
zPFCjRE$bCjKA$bQl$bkT?(6wTg$|zYM|1CP6k8u?wuQrW?KwWt@HtEtX9KSURPJ~i
zH7)u3fr*XH5mnvhx1zSivYy{*H=|2mDgIk)Rm(-uX?q?!IsNK!zi@rYeeZuWlx0u8
z47T1a=ox#mcWXeu@|?oB{M9kyyXvy{?Mvq2?fSHm@2AACYX#wTt>>=gD*LMZy&-q!
z+TKo|ebv{Pv>8vB@@(EzqP8uqAUA*G)l(<iq7L7fskX>-yIWDE2~(j<{*}DiUT*G!
z>&o*O*Sl};s9fBCZU?tya%ca_zuFhqI#k#k40+>{GVjHOX+DejTDYDI{`-(utJ!bU
zA{@&2pCNnJ*~}|1{C=zDRBqIG8M1V~R@vu}?deLhb~_x)n#kv!H2cJH%N2ZvldLW;
zKXJ}-jb&<);k>Df(xjHX>7I0EPT$s^PkDJ-4okLQTV{}ZR@`Z~*1N=6y|bHNhDj{=
zv)XcrEyJRhi!<(B-*8g8Z|a-}lWetqoD|v3cwXeun`HI6w!(AvUY18QDq})c%T%m&
z=}IWDT<IcYRv3OYS<+(Vo(tm3v@9p6u5`@3Z8K};gp#vilZq$%1;y|656RSyUYQt>
z-j|)k9TLXcE*hn<qS7?Ydz!^9t(~4;w%(ttmYMZwtKQkTB;Z|L-qaGM#y(cxwL5-J
z+a>8^P<6HAx(ye{dC{d@TI>ATX8Rq>+@jR#IN6`i$TcK&;{DdMu@RD0eOaNWpQkn4
zZ2YpS*GyV@sY++-gKOFQWkTb9k32bDboZghbNi^nm6EsSB$b^ot-5!G=gOTGr%NXG
zt$NyF!*zRmPeSOj*6M$vjHPi}KlgO?RL_boGVEHZ)3soIeN_I8vJaX~dY)NR3;n0G
zI!{%%cs3_`YlONiTjq+{eNj_ya_KHRr7QEvoS`v#L$sE<h050zy$5;=*hQy&50aVa
zoaC9|S+0_CgF!gr)R`v}ELH~|xMb#EbuBt*uVL4U8@WFv9+_J_+ot=*`*+wHLp4iL
zlj{?Y9(esW?3UBjh(+HnE|A+g>$&8r&3CQ0tFH~tl(x+hzH;@X=_0*lhbkr4DkQ&*
z%<7%<;L6)M^RC>fmRucQEj8`8w~*G>Kf8^)E;O{XtAw$h3G&se4q2X%E5dp>{oZ<w
z@>f}^t-{LerkO?!LKdr@IZT_b`02xa!<Bb(`}@9zF1xGmr#1ITOW%J6ujnq_nDevW
zm#%V^mV6t<G1GpnZHK7UqFG@V&T*c9=&`~)ZGFd$^?qC4?vT|AzA8EK@lz4?<!ikT
ztT?Bok|UpW*SgnQT+i*qahs$K%B)L7cNRQ6?$@;Pc8_Jg*U@*DCU0^!|IA`ITFd&t
zgMXUzm1p~MCOJGQTfg=XbC#3Sj^_-&uD8$Jow#(}Gf}n2vgfNmYIoR}l}$Wh`E~ty
zUZ)S;JNfrV{l5H2XDwg9&~wSCKTmhpoK`$ve6+$+M&D|Z?Q!eG%(bTK^Bz~ejAY$)
z+40W4ul&yO1(jzP{$%;`XmQGMuYjzRPqWr1bh|M>SO2)`VDZ_QDRNoUK6hO-Psn<F
zwPB_4tmgSyb^NAox?-Ul@69>VJj+Ga)i1njx=N7mgp_BqJVn*+d|#gPeMNr2({i~b
z-&bC3SmAKg_gI!!?>l|VUso>j7%WK8H_2PIuWiL^-L-jq9HK90Y28(3a{O|(Kq_v<
z#)mP5xAq=)n|CWLu333$L3q*jL**BzN^H5)H#fd$eauzMh~hrh(qq?bcdkpTpYk}j
z=Fii${R_Lh``Rt_9#6dSZB1E!G0*%1;lU~i>;1Mmzu9lj5*}(9@pNt8G5<*pk7unq
z(0IA)b<q93tSQrOh+bQAKX|%pT4Kwcz15+T3NoM1=Ca(XN}83VuF|#a=AsqzPCUIQ
z++P^^CbBx**M|2-($1F)XUJuHn572sUB9s8+@GuZ25IXhQtYp-o>4aIZp8D#UAKdF
zpWt}3_`q?c89yWrtZH*tzqNH&THF_}%`2XZoH)p~=CR#Wzo3xNXlG0BpxYL=9M{~m
zE6QTlE3yt!WcaddQTmxT!IKn>1K1=@H(n{Sx)yS}DRbSj+<UhK-`QL_RkVE8!pUL5
zJ52o!2kkZy_`dq2T7hARsN0>(mld9b#7f;Lz2m%sX=8}MUF}76;S(d)Ian^g;;Vb|
zaqzsYOT=%jyuInywZ`MgKZ4TgE(c2KbRF8+(N`Vru_SrUmo={&=Ug(2T0AMiakb!A
zQI(Bzt_0S;KelD(QH>Q_lM^l8UfPy>r}%ZmM}Z34AEK2;T9IpH)?`iM&-?0EU?$aH
zc=Flei9c3)#@wHE;(409;n5I@vvG5Gn);-4U3fBOLKk0E=mf*F4jk-j?M(#cEuG+Y
z%ZXPh*)*HsU&z^AlFwg<{{H+U^d!TdRr42|cMcWnn4;r-A>>p6zs!~BHqDUF*A~7z
zbM=VI<S)yg1bdvz{9&;qW1`ZA^CruDnnPciomkzm)n|U0dsM<%$364DYMfQyxh7_&
zUa?=`SuKXFV;5h0PMNl}!9iAQNsn=pmYapBXTPm+&>G7K=dJ?vS>5xrTwhcN=gi)%
z__RaP<mvIK-gcSbgGW`Q)-8F?aAo0!<+Ijss9ZjA-pj-|bK6$kBL}WEF@9My<H|eH
z&Ehe$s*F<?xpXbD_;uyevdh=Ent6tlthg0>LW_4zm-Wu0J}S4Ct={<DVpXr2zgOYb
zj_PT00iItLMoe4vAZ@vWvA>gaxw|ie8-rln-G_7S4%%0QIw!AOuXs6UY0=s(Z`Y?^
zRxIt2k<)J58?ByJa)>V|{PMQ;W!|<M7?{{)SG5FiMk{{MW^xOtTpO+VI7u{G?&@RD
zyYr5eZoPRYT4}-Wn@U@!{b+7#+-n?jr0o5E%SXGkJ!E>`o?lw*_5IG<9^p;<+9q64
zbydzdzD)B%y!W1j(DQG0ckWb9<1I0ZV&2R%&-kqBnd~=7+fy0Km>RWG<m2k+=0vY?
zv%T2Ec(%lMp;GHf-hZ{Pz2ArlIJp%Z2n)`Rb(M;~6(tigJ-oV4rti>d3DudN@8_Re
zd#2#X^2=Ramdo59vs6iSoIdfYr%L9`M1PqXiN{y04LGk;9a<^zCws|n!|Bgfc(vxu
zI9@j=Y?bFGnV>2~le2b;la=58`WQPavn+3RTeRr&_XVep2zWf6b?M(7v2RCsnyiwx
zY~FTU=asK#ep2>zEiax2;lk>()_(7oeZ8<ftgAGwZfkFCZ2~)Q!1~&xQ$>sQ)|{F5
z&EpFDWXrE>I!oD7RaJg*9lw&F+o2e3QyAm^ZBFL**?m*5`^GPJm$_@PSMt8+YM;Zb
zKfb(<xcutXDaZ8|d#)UNKXtX>`kDQ4*%x}u$}F_}mTj}{e1CCz{<^}Lmg_p^sXNy=
z7a84=`Sxt{tuWommv#lk_Lbb;l{R6grKQRD($W)a!b<bzW_BI*&DhJmagBF#$UGmp
zjOsazA(7vU1Kt<-YG?F{?qEo^|C==-M!=DG))D0kmpc`BE-uW=wC$UkcV6bI<+@Il
zCn;f!Q$C&zH+p(PeJP(gU-nniYrkTTuZ=Zdb9nNsgFg$eEzs}z9C~VvdT5!ui{80+
zg|V#5mIyrDml#)c_TaPSLNcXmmU<b9WSe}s@U?%NyUnTa%S%hc-iuwH!}VcDo=VRo
zKJB9GfyEl9Wzw&0DABDp&R<ixd)~@QBM!fF2d)bo%dCsbc8a_^LBmGs`0O(+PYll%
ze%gBBrmsoQ&)idU9?jZxN<yp2Khf)Z(Z}7hrXBm4JhNQ=(ykB_<0+T#ZoX`?>7&**
zjy&zlxlbw!cgRP5u8w>xZ=lXDdcm>ccjKMHe<psjGLCwxRkbeGx3tw>y6tfN?w4`p
z`DP)HMX%nxD;o9rxxeqZtNLZngOvrAt1xKIit*n4^q}dS%i`zl*XG`GTP;zvQ+;W%
z#nK&D-d#H$Fukaw?Yq6-RHxe71erM#FQn~!eb(!i>fa}e7e3xw^K;FQMHWla`0Q`8
zEi-wlzNkzzYn8UQyzla^cXQrNbL}&zn)M?1n3P3_*lx+=b=secgFl|VvtQ3$ZZ7+!
z9hx?QHJ*p(=Vf1N6U(ii`P9bc_Qm;&f6edL;hrdXs^t9I;!71h@y?rU8ft%CKfr#(
zd=iiGtUDV&vi|Wg)D&HGXzP{bQ8~Z;uKjVe^M0ILoi_DR;kVZ|GR>`z@9nn{kKa8*
zgJq7?m-*a3x-!-;(mOKsNpaLFt0mrZW`~E_M@$dv5NP<e?z7v~lM};jf606OFwz&7
zeev{|Ie-4Cz1tl=>h9k6-dMG*sD5qQW&he<si??1zZLFiojh*&GFFD?5-UsL%Q(U1
zS#dcle;;zs`ns{ARfM_Osm%8ut6Hg1$?Y(O+?8AAZ9RXuY~2#M9p|rYeWW_Y@ThZ6
z(p@(mJ;U2w3zrK?>ljaPTsz}wxN1at6aTf<x|?0RzMS<By8J?CM)I}I&nJ1f%ls2v
zDfI8l$~Y~}i^2*`j%!rKi(N0Q&AJ#f$KbHwy=Akmh05#aS3SFCzIDcqnw2)`TT3>_
z7$1@J^Oyg(%2UsM$KA`9(~9)xn{KG9`NSVp9DibmC&TgN;FtvyR_8Ldddn`{*|VCJ
zZAZ@SbeG&*ul?D#?=;>P)d}Z&Q)~O$=4g4|6DAMYz1d0TT@IF9_omt`{vP_9`&%3P
zoUkj7vW_bKO9N)HN1T4c8@gt_#Ku0?V^*OWuUG1w56RoQc-NoaiFc$<hy}SF>G<65
z94q3jktdPxg>8zEwEe$T`&<`l`Bu)*yDa*jA#g|e*A+%9I9wF2{XO{Ur$*hX`nidw
z4;9|{Onjv!wK@6OCwb}Hn-f-R&ksIo=PXqk#=h*`qD9_c6Uq-r^!xF8OmFOCn!umz
zJ(a2G%}Ftj{T+JMQd1vvIZjlwo9dOVI$wp!ZmMhU(w>Lu=YPKU)z0hMo+-}5vtV9C
z@IxWt11!~7;<L2Bw?91_p`#X%{P@NksoAl;cT0ZGV!L^VfBO8uz}jh#Y^Jh=8ONRE
zJa+BZ)f1-L%YJW?sVZHlai{xaNtl-3=ltJmIR9qd(fe`OaOIL+)AOR4C7*B|ob*Me
zHD`X+*<)vCExUE&Wu23SZC1|`jg#enw2h=+GUsX){_NUt{SxzGDbZc6OLhslTO1RO
zw|^V<q}+(X;{4WP`;5$Jl{t;~mKYfcc-MvOoK?lHwQa>)mV*t}nX(hs`PFSbqk1E7
z;+*PPJElMAsjOVrYRgkudLdHIOodJIUuj_I)P1QIUsp|6uY4d-t2OUsdvSzWiOQRj
zE{8W+&u?*QDx@zh+IX_4g3IHZY2wx6Ivn3t1!cyZ3f!N(<aeg>)W?5*h2%>lNZ3Eg
zp7GhuaQFOEYgLx;OjG`K@vV4ZQN*<Dt-)<76W`8Sa9z-I{*>D4tJ^(NPUfV)4!w1Z
zCpGo>wat01OXZ%%9Ai|tZ1ZE=+`~N=Hn6C4npY<+*OcZFVgGd{a^JE!t9LrSeWW7F
z{&Ce?Y0c+MTTZ)6yl~UneP&XV@!R))r+4OV&6RAnJ(E$uueK>Iwd7pk`@nk+r;f`v
znjVTfUACvV|7pymDU0sSl6Et{ac>sKd4(tc68?oAh<E#!$gtx0KCM~tcaJJ^9eBLa
zbZNn+dkd6o*Rb(fvTe%s&6t(CRO4jaar?c~+os6OkGV2waZXTyqfFV7Zr>RvKO0J{
zJG$lV1&!mPS(>hMjd~~5ocJu6m~MH)p6kxW+>Iv~o)ocf&5$)&{bZkQ$65`YGd|Ci
zCuDTjwb*&foNeJW30KhnDAOPHQC{>%lDW>Q1u1fKU%xnO#VCCGp!BZ3E8A~5`&2MA
zpDj7Q`0mV|s@f&#Px?D*><f7|%~yFKd}+^iR+aw@VcB2xkJJh9^xb&SR5$hG@s2(6
zwH)PLHhq7J<IeI#U($KHwzX%yYWkCkuoFv<g|nNgd@DF6@Ye3wYSCG0ij6G7KD+iN
zGqC^2zSX@eY96b{xw(IDi|Ti2GBi$%xK|~5aLw-7o0a8!L*m>&uRB#(7H%OMcCYnk
zq`%S%aTdW@8&>yx7oGBe?e+boB{$^Frt7?Yk<sTPHOJ_!%-2<uR`4EJ$am_y$(+f}
zw_1vpEe`vcRX;t$<eik!w>rPNseuJCSK`tGv}AUe99dkxOLdw-UDjz0<7ny64OvSj
zKA2N-)^Ay#wzGYjhqB1YoEe{cp0Cq-c1YTECClQa-aE82in<f-%#rFj68Ll7$4JZb
zON+}3)_JEd^~(FT(91gF`28(idu1M!D1Tg289h1V@SIQCvCOls?YzF`p@-$_NuoJ|
zF-wBFu6VlpT)MoW*zV}wJM%O`R6f{it+~W|V{L@2*><06HP_hI8Mxgkj^dh=EZ-Y!
zwBBp>*>}9!r=Cr8o@d1IXypk$4;!xQ=79nhYkp6=Q)GQr?fnMt6K&=U#s3*zEu9v2
zkl~-`oP`~a)~(^W`*W>c=VnQ6W4WzYBHHfRZJjK-@1FL;t&EX=*^;N-a%I2T_ItH@
zIN#r~zUD%X;F5l2?j6GMcA3R<7&snZ+c)vUo3|6&4xSKwaxKi?`O>26)qnbT>@i(_
z^jpTa<Yn3S)=cMG&=Y><pX8O>9E``4<K13<m%dt*eJpogt6%n;GVY#`RUtCZR%$cY
zZFyQaCoIfz=IR}S2bblonwPL#%tq#O)Uj~Gj15P(JqeRNa&G67zuK|$mG`FjN*2a$
z3^&-cvnhX$5Wi_y_S(B_94pnfq^kFXxlG(<IBTV)lvega`CFWMTUYe#F5b1t#e+R+
zUHQrfA0s|{9ebtrlVSeSkg1lYTqh3j%v!B_fL(IU?JChzr!MjB39Bv+m))doI-70c
zs*NTI?_NgjbNaeQ=|RaF?!C3SpEzy8^t|)~F2^m8dY&9wTo&@!^y%k{b?iB5Yn@ju
znel9?*So)5{mQSZ)NkFGeAe?@tHjCmw)2B;?bp-hUH>k{Uc)wP-Rz6P)~+|cy6rh#
zka_IEqn+9;y9&%#vhCWkb+XL0Q^s!+(oR<#-!3}2uvEi_>*cw5)?MY_vSd=y7G7R)
zcJb+@=bW@p8lPA<$@0^_JE4=8Dakxqn%ZZ#WwE5T+S&c(xm+g=bT4fYircZKY$mhZ
zl*3gEu7?D@EB0L1^Ww<wtmogR1g=-x;hC2@p};y!XPWt>dcmWanR_SpF1a>qUZdGg
zu?o|kUsKjuoYS7&?_H`~XnN6=A%Ims)$Hm`uX&v(*H5gwl~!kc-JhXoZ?+nTs9)i=
zt<!w?mu8>19=K&^WZb(KM_PnqM85A#{v7shiJbGnbzBL|2I{jO&01L&Yq31nZ;@EI
z<o#KfnG`IQ_Iy;GWO%qvWNon~!=y~DRc5=aYkTHhOJCUDYALaHc2Xa|=(CG4VhodG
zUDw`leI0$sbNBXz$1P6UmRRR+Rut_mcxF&w75r!)yUf+;h9``VX57m5<q4TzeAsm5
zy1BPA)L+KMn@wI3bGmnJ^ZTQ<DJCb<a;AtZ_vmFS<I`4kGta&AYS~NOcQ-#R-QOtZ
z#GPz<_3(ok7Z{)ZGyTGKKzwV~aiL#9PrIX}s<R6Hr*X<#EpH8sp7Ec->cyH8N6BNi
zzGdbvR`?jvFW~IybUxWWxAelf?OP*`3Ux9*xYl)2;#Jm?>4uu;GPjFdJgr`|OOl!A
z+6?6#Yuxtv$Al`E?|ERFD>ZTZ&q>p>=L#DYcP(%7T*MGjd^XPTL1Ae5ldMI*CUPEX
z;C~%CUEGm9YH_uObc0RT!#q;~qa~kXu4>t?%jej=`c?1FuR$$;j(=FwcKzv7#{Uej
z!*%DI_HnL!ye;U@<d|ub;{|W6I9z1i{c`TEf1&qZ>@0cmx$9ZjMGj?|#+R|8EgKJ6
zHTF%t$Z=FzYSPob_T<g;Tobai*0iK=^(<WNw)&vtI?MO-BKcg4uROgOIWu_0ooQ>%
zXN%nPh}z~qt)*mb#9hy0T89s)oH$y%Tz%n-Q+l^{%j~*m_C_%3Lrn9@KQD4sHnODe
zjqug|m2f>J^Q7|Beeqk1&E5xenJSbXO>ivu?0?~U&@ag}mFGXN&D}R;!l%_?FP5)P
z^IN-p(oYegt6l#Y=3Hxvl<9vR)mZjzrC132ikDGZ0dD+)dL0pK+ANv2CT;2Ao9dY_
z>S`0eervw8UdN%}*{^bz?&6zj$6&*CvhR)Xwe_4@D&LJZ=O<^Ka@bsWUG#<>SDond
zj~-&Fmd}@#ecYEU^KHG}>TnA~t}~z3i);|<pY>>uW!5saoFYH}y`}Sv5}&U4sx*61
z)X%b&2cLwWzc{&Kr^z=SlUXbF@^vOL@M$h}P+KFms>rj+w^qvM+w7c<k6%~yRb5Cq
zSGlTJUES0yEpzo$)w(^`Ox8AE+VV6-!iH~aYhg84bDQLsHMd*JGo)ir`JJ(A+uSMN
zT72DVlV)B$*VAWLpPWt9+7KPt>6ZIqU0KmNk$J`aUTvDpGLIX7T%T+DWu3p}pX@U3
zrCoQP^d1RUS+%`ZCu`;IWmmhu&uUt!SXCTjbA7$<j`?RMJboEcv+nuFbt%uTt-0wO
z@3+LiP+70)pXu3HFNp`=)=fC#pe_@xtmo5GcGhKbRebTR-A|)R<(X1S*6vtf`}@(_
z$lFPF4rg<8ES}5$3U^6NagpnGwoHuo`>}k+#cH{ITbBg<XDIKfy3AEz@t@)KwUtV<
zKO0B0$VYX2Fb?<0J?r{(;;s2wS5BV#8|bn9r^vCot+|W8y$@hfHl6G-ZI+ho@$Is!
zlp;!HwLbcMdwFZI#?Hq!zpmUly3>d?zxd1dRd1HFZ3(kq@Os{tzk6-9WM>BY9m`ss
zJn@*;1)r-6CC<kmnw)0*I_fC*>_7&VK3@M#t?ZYUpE&u#H>z)Skks~|(9oA*S4#fu
z3U$az@E5J>GJY2mr}^)PXk^5rWxOZ8ukxI0I7@GJb!fv4<_)VDr_b}#jB;!~mvv`C
z@lWw3)3;TAS?V8r{_~m^)jr-#<uAug1GhbxopXVQak;UK)RLIwwZ`>P7q@s%@=y9~
zE^{Ti(YA6GuhR3TdZ}fXCb(yXD~4Qot2i+!!1MUmH7A$f^Zc7Fx^6~;acIq*S)O;c
zo2F%L?wLIKvZ$N8%;Tkw&v-)9a{e=Tl^aFfdSw0e<TCxJj-HK@&qXyP-`<+n+9mOP
z-c<b=2a@f*diwbPGpuT|_|L!}HCs?+z7v~D^ZE6n&Zp1Wug&;;egEgBx7>{HUz+8-
zWw&IT&ISfPEw%nxS5q0Pzpvmh)qUmNRHngVA@9|5%<^yTtDBE)dmU~vugkhRKPc{+
zTTExq$1mSj=~-H?)nrhZbvAF#ysu_1$NiQSuTcN+GQ{i8o!{3ce=(i&eBRWa>4|3V
zw%OaN>^SFO8eXZkX78MpR|`YG8N7|JS)0p~D(PNw;X|LR!C|Ed#Zd+6ja#n$y1iQC
zadW`agr~ks&T#0<sY||$y}NEVheYCK(R2Hz#1^f}n*S|k;m${s=c=u_Wim}_-ACJH
zm%}zs;B#2-wq=%B{KUrR+oOK2x^~W`fN_2Fg)<xd7XA`4{BeDH++1_<^zW0iK3u#x
z?{RKnDgT`$?JHaQWnPI%uzv0-ytKn0>9^IF^IMC<i_|_a9<6cH);S!SKa11u`9`NX
zs(INtwY!(qxc5C}I>A<3IP2?Kqfgqa)#hw^V5a@KiMvy|vuu);oc6VZkLPc0xw6e&
zd3X7<eOb!_t&070Z*SI%h|tYjQ`_}E*+M}<dAa?y9c$eWiEU@tq!3iAeX!)d%)*)F
zhLT^`*IlmhW;qzKLAh_<)bno*B{JWg*G*RT+paaaJC=WLjpu{6NjI$BTH9B=j&oyu
zwbD~$rR?f2YxPThUf`ep>`isJ;;J9cZdXL+u9B7!eLU-%M%rC1r+ex9y=6I<tWtk9
z^XKGs8Q+7I_M}g|5<ctfqF2g=%63<Ov9JDPx4*gA$$9-kn}1WEwIAN@y)#N_`Gu}u
zYs`%1EPm%{uU1xcVa0k$d0F43aWkA*EZ>JexRjsXUbK+4fVVbxX+`nd@;2Ruu5Z8X
z+qQjJ_h><#=&e__XJV8!KdIezKXNN~vO5!-6QAL%S^pVard}@6T)#2jMmwP=Aos+}
zOFMV3<+$w<^I(PT>)z|l`N5kcBwg1A*Uo!>+;hoY#%9U)p(#xfRV!Jl!>{DBu=+D?
zcwbVTJ>vw&f_aQDgEiGJJYL<nRPEhQf3BvN4b00|uA9f*P<_qx-%QgjJ!W&lLW(wh
ze`UFjYs+=#=Y|%VK~oo3$}P>eJRbaI?b4jbqR+#wvooZ3y;Ry2r+s{mys^#B>h1g5
zGqX!R8a(+Nd&Hd6h>63dNc)UXYUv-_Y$whoZ4QU8?TlTQcv{kWS?T9nHUDywd2Fq(
zCoZgLd{ij1r1|pXn7Lb@6c-fmii<5g=FVd!U-e|Z_OxrMPMO=qcYaM>`$YJdQ4z<g
z^0GC1)+_%EKmW^bx9(=0qU{^jmt5XjGGmqSgz9T0OD#^Foy%FY+9ZU>x%yY=Q-*7;
z=jI&|bDa1#BDrWI`_`%p^G(+zt=zsUN=m}w&&yWE6MwTrYM#&Anz3Ep>xI{$y))0<
ziEb+Fe;s4DbXh^9U68Hzl_f#N$D>Y9Vt739Y*e1E>CTH@YaW*E7k)1Je8=`V(}J{@
zU)ox%e&Vpg_0rm<j>@SMgkxO)Y`no#vxf17#rm+h6{jDCrEmUv@}&FSt7WOa-d;i*
zQ{wjSz7+ZLvR32v1<&oK9=-eHisk`!o35u%KQ29}o-gm*_3C-=7N@ndd~aHXXRmxG
zl)28sdgIr%v8uOy_jf(;U^{%`oW=SXsvm1VZ)1CZAS}D0KRCH(pY5-(yr8N`<+jS+
z%w;=E?8EkWCZ|5)=W{Qcp(D=QclFbaEt@V~nN&DGI9i_5CSUnwc$m4uB*&Zcir>a1
zKCUoLzjEzva^lV%a>p<2RC_A9u6=duTAMJwkh$-9gKVo0Uv{i7GwWG3XL8(K-GhBf
zehkdam%Bc%XZ}(D+uFxj^XGY$t9Ppd8LU<(Fh+*Vj?enf(D)!YG-mefI*-${zOGw0
zP4!*n(aQB5dTukVne44z+3-DkA3FC&3X{Y6tfe2lJ=3&aSv6k>Z+#oRHeGM|()Q-H
zVF9&UY~tc2wFDSmUfOv7*x5<-zpfssPg%jTQTg($)v8OozCV8*@3zp*@O!`1I<dlB
z^XohB&6o5!Ed4QHzNqit&)0U?Z@isc5cAJ;d-~Ef-MbT&7S_i8F_+b0^;~^Cer8p?
zP>kWj{-|HC4{@v1Nlbg>w`TcQ(NE9jCNDo(qL{*XP~vRuR4w<^hbI>OlU>|@Y0sRq
zju%^k!gC4_o|9N{EY?b1AtuYbclC-eOQTZJxARm!x-I-WTXvs!?_#;FC!!;6?|oS?
zXQkQ}wMlp1F-+*G*Lt(m{mxRqZx>@;O?8#=o-|!6DppSE<jNDbI}#`VygKF5Rw28$
zwVXU*?$TZpV|~KH)+}y}cjU1O3%BJ+{IIpORAlz+g`aKrbyod2FM8$h!|o==oX>Gz
zbQJw(%P&ngxv2bLp0>Li_sU%dA1++&IWJbe<;ijX>!!IiTK+6DwZ(DAW#4X}-Z&|v
z>-iarn_Wx&q@>;YL~~gxS@sES6WDAXclCKurrDz~)+(9si&2}cj#M12STi$w;&GMh
zJa<>Abgf#j^7n@DFV=JU-L?p78a7|}b-h4mEpws7x22bKXGHfe&8?mD?%Cdqmm<0C
zVas}^wX(a)gq_LinQ_Z*%C}at=lNNEmP{pbJ6ByVUV8GyX~A3kj_<UcEJXOGGM$-I
z9Jc3y{js$s-c#1u*0fsWaBcDl{A3srY@j<KbM}0;rKW|J=DEHvU5s5$6?Q%Dn<_A|
zgL&3=nYBCH3d4^X&bgeK@uvB9(OpYzQL$437V=TsCW<`Yni>;3<397OX}S)g2ajJ~
zoAT=LtTVQ2RkluYEG#<lM{aAt?h}XaE#5g%=J}4*AN+F!-YH1cT-bf(RKzOIKOQXy
zLfe=6KI!S(s<Zvu!KyxOE#EN4b9GZ~zFd3rY?@WmJ-3T3f?cciX34Mran17DBbkJt
z{|x!7`kIzrU3%yFze|VL&Me5}GVIIx6!|mxWz6r2hUA{Gm|ee<8NRRCyVbOo{qK5L
z-F0Peg{HoZS@J>PkJNMNnEbk}b8c<ksBZiF%5RTNs&g)8U2MErnLcsW@p%l6k9Iy@
zC6iv7zHe3Z!o{~TcUjKMy`|c{<!1=<h3m??3v)h4`PNy_I%j_I^LelHw^q-YYMi<6
z#MxPApGe&8y0A5vhiB&BtljbMef~1vSLv@fW?^AEXZ7ijZ5F9LYju5v9;EM&I(ca2
z+mowutCl=ARhaAV#BMs>=FGmWvG0vOaZFd?%Q~H-Qg}Ad&95#eSniRkq)N!=)4SDQ
zm(Gs+EUntQq`k1G`s#|exr-&Z8(fq2t<2l`DqAYIlv##9{?IOwSEfr3-?~<xxp`N{
z;*^7;^S({Hagb?8@*}n5?DMA1`E}+JpK+s?-PP@@-9G#}9qaEUcyrO?q@>Mp-Y&(h
z63k!MYt%-i740;Qdi3t4lJ2bAH^ZwvXS+$v^tv_g$gLyHJ&c$8rcSi)P+<AfQ0wpY
z^OdjH_qveDXS3r^olRS3are*B5_j&PlcyZNX8rlIcI#(bz1K&@*7VrLgwMGDqlwM!
z<_XiM;qh7b3g>0#9Xc5%bh-FV_N535mD%%8+?#7PA<sN@{@Xr__^AEq)#ksB+v_jO
zo<1u=bqA-!0m;?xBpG}U@Mpc~<??<r>y-J_o$pG&W$G<8e9pCe{?amIiN(P@EP2P(
zcCcP~uwko`@igsQJA2KeX68#iQF*7f{fTFk){%RK;eoz$W8Zci%scmXy2`w*PsGF4
zs<dvez8<?eJ1+I)N$cX{TZ@YCEq*>PJ1St(ixRKQrHl3lPP1~EF5G&a;ZxSVh0+dB
z#eY<+TkW;8?cQ~jPsi6L#oRq;dho!j%5|$xy;PnU(zgA={KL0$u793*?kdBi>`T-A
zwtKf7c-i=M?O8R!#HEtk9&CEPJZkfz+gtxMJYJphXv37*Wn0(8q)Hrmxx98=-pgA>
z2iDxK`)>JVz3xY?<KL!BGGE%e{>ZQ1Wph&mIrPNYU&l*j?V57=+>?#=z3F~>!JlIN
zo(2Xl-<A8t`mUL@+XS8YW*(2W=)d20j?2w}t+3BP`|K9ayLsFje=m6aI(k>nBUcr<
zt+y@IRo9-kn{)Nat&Okd@t05WSC(lgoOSSH*tR2kvTiafTzlSrBkD)ye9JVQ`lU7h
z8CKo#RlPmuN&3=6jks0eVa`k5N}dj{-C`wc7#5+<F8NAp@6ks`PVxC?tz2sTb3s`i
zZ_2BaoANwOuV#E!o@aB`XzrU+(of&VoSF1w&eh#Bi&zsr`J3+Q)Qfw!J}8xCd)(LU
za)yx?`KK?<R*=rF&M10)V{(BF*UscDxrdH6X`8)slV66fO|3WeP$`Zyx#)Gx*6Ocf
z>*CwTnO2=vI<bOr&0NQs7leGh6IynCetB)@wc|-u`p$tL%oyxDLiaj0G`jm-e!gw;
znfU1oSBX2$bJ)wUMsAzdtvk;<1sjTEwthdasc_x3s%-rZi*;!^8_t%v&N!thtKJ^+
zcd7L6WxF}!|EYByU*=m_CtthSXx@WsS2oSxBK$toysTsSx9Jnt*TqG;Bz$GRw<G(s
z+4jlLAMO5an%x;XrD*xAXL|w_KetuQYF#>URm|C+O4HaU@Jk*oysq+des8ww;Ta8I
zB-T6&I^Upm>3h#p?IY8S%H%ICiS)Bv_NJ7z&^Ng2#TK6_DKUL+cjtt!dRZR-!j(Vj
zbHug=i`TLL=8K<NGDp|t%_58CXS$ymKAqejbz(x#wRH=NWfZg?PmC#<&TPYX^(1TU
zx#iXw@tI9M{9a3+PpVj@^RRudsh{<A&ohtiExq(y(r)T(ZJsZ$qoODDO?7f=kO>I7
zku)W4-&B!F(=0?Iwp)ta>D$8jP55+@pRdCK#aCMHGd{5fCcizu*F0Owb#;WZzD<zi
z$6JfFJdasjU9vs-tTJcRlelEF;@3fn_N|)z_eIu(=vl0N=cTT<pla4?<w<^8Z1z*N
zJeKcGc^94SWZQD}$G<?2_N6|@6?#Hl=HB?quC6v^n_<Yl;;_fD2U7lt+^+47_Kesn
zbABFcW|7se5RO$_6>=JntF_iGaTQPQG@QkgI{VhVC9RLv@K3G!t9kMTZ}vtjiHn7A
zzpi*Pr)-tZk5$JDCD(Wdg>UUFIx^osilc||__dik9`yVZ`O;%tEw$~Nu-`BK5Y@(`
zaXDqL1MS!tWVL*I!k1evSzM^{zG$_%X@K(NIZ4~5-RSc-jq-VNDeLe=0S=MEds8&k
zF9b~%U{-l98vZsh<XY!y$(ReDu7++r`6{cYeZ{K%*?C!uz1~=rFS(qmX~H8hCuohz
zqsB>9p+By(O^(Xp3*TtOF!S-&i16o=LnAxi`{W+Bur#@(vR(Ip%b|I`i5yENetsRb
zF>?2Wh_ba24?T`qUo2m@)VySif!(PC>9U#^qnZwE_j=XgyLEcOE30ItN!uPwO7)CY
zX5m`SQsndGb7ScD{2Dp8>}Az0ZL+I-9&OpBcj}3;fotH6u$bwR5)5H6+k?EG2p_lA
zYMGo+cx|EE@0Lk7rOs+GUt8r{vAiLhyQJrj)K=Nen@g6T>UsCgMD&C4th@uyZLZBa
z!0>F=MTX_Gre;rB^CnePd8wPYj`5F>Nt*0kIf<L+6oy@Rvp(sx=rQ8}246*Wb*8n)
zW>=cdovjwOQ>3%i($vXj`pd9)sn3~KIaJNMr0r<7#_Z*`ZLCISj9HSM$+s4z9lD&d
zY+Z)>d6R_n$?*jhnog$sDo(8LG+D~OBD(o*Ywh&~E-V)wluN9ibWUZbvar^wZ#sX%
zcLy@LS!q3Za{c+$!ztVMNB!o1wDx4?64`c%^}WwuzxGyLHdWK~>b$9LKNY3lbgg<K
z^K4y$%>1a+Jmyk+r9Uv5e$BEy=N<XVBV6*)Jma4s?JPlRjL#NMdvs~%bj#q#2<g>s
z1?Hj5;lk#H2SOS`Y+oH}o^y4ZQfTg;kcS6XE#%8`U|{b$d+V|9qBN$NSCVE$%(J@O
zH2G4u-or9$TdjaB+pVbq0$ObI7L}egEe>jZ((g6R;#1{<Yrn*G59;jU`o(`(?C7CM
z?w9s(sU0p^pKu{BlxxzDqeY>+o2@jr%)0O^A$nRUL)X*1w`G=VtE0~xF(|$)8uoPN
zd7JRFwaXWNF?lY|no_iejj#UK*O*F$305D&)|Gv-zHa*`_Se^SC#<_-&b$b7wfl4B
ztkBjpmmhC`URyX<gt>3;>V>Xz-u+EV@n;CWY&t7ux$Iu;+NXCcWwm-bq#M|*uWgJL
zzP@qVXZJfH+B`urDLnI*Z*{k7$&p%c>CKbcte-iW>dTgP-)8G6Jip^fxVDX+cCM)!
zOPi&vVfd`mZ<7t?)oNY6_N@H+mCuz7lJ7&f^{m2Os}qZbCmi^AZRdAs$H%vJh3if{
ztCv5K?<>Q{$W8kmWnL0fwtO2>p1w7*+ckkBN$Y_OgR8+d>tOHSS9edE6w5htV@S$D
z+1kvA`7u}A)w`z5Tc{mzPH}VakvsnxtS0mscQv{zT-~g3<Hk96QKK(wz7*fulFTl*
z|Jp|Hu-vj=!a`i~OOsDaS{_*I<YBQgMDum{igUGrt(n@hriC#4mRj0;<LbMVEBPDO
zb2IU;Rq60}w)#+kYbJY8R^+OU-74~$>YvucB+Pof>|o6AaD9cJy+M}G)}6e#>XDf4
zwT)Ld9*yn%6>73w(`0I|li~TT!4p1STbFnK>zbdRvUp3flTAOLb<r|YFEmw14oN&Q
zlk-<V@jR_#jLVGb*qU+|d`S#D%y)H~@vOPES##HDoS5Xad}-);$>keu9)##l(h4-1
zw&Ycokx}i+Isc|weY`fC<AzW5tO*{O%P&oI_?xvT>+OZQB3Gv)&*mMzx8TVY&b8r=
z4>T=BEkxtz@M)FWYR)pxco!K^d}*z*hN#rsLksKvGkCcbOj|tX>&aDfi~SS?T%}z-
zH*anGzVguLz!eH#RwpmZj1D%{Jt5IJG2pAon#$$Nqf+A@Pp$sGmgS(R_uiPEM$cL9
z7dC(Dnq7GFsMC{)UL3d2DipYu=Na&N%ilGP?2pr`IC*l_hMcw&zCmd@j9phMPQDF$
zxFxyCU3OK8i^le?r@}s1?|2=%bXku#?~&vSA>YC>7TX>z<yg~W@h5xQQnz{SsaBk8
z%gwjEj@McB_Q1L`r;>YG<7TdzYr{Wv&V%q(k#^HHxQ?sv?O3l=l)L#tmzS2A&B|$&
z{+4Xp*DUOn^k$y-^L^ZmU#h!>0t*cIqpolJaCgh<&yx)Agxj0#YfsTs*?#9><KhFa
zyDqh+RXTLJoxip_+m`E;9kX$5b@-y2nPmlf?{)oO25aXRSG>=jbGCKqB`4;c=WL5-
zz0G|xH#~{2N@}*@o`d51SgU&1_HGfoJwLDZ$GXaW+e~{hx9_s~^Y4+-r4Kh=WS?DE
zDmJOO_4S4DMXz`!pE_XXuwv2HOOIow9F{+|^U>UQH!uARidoKfaeItRRni)j41d4u
zg}YN6$`bm$o^Z#R%vU(SH}ljk?pr3kHmBA%EMdNWY2DWK?@sD0?ztitdTD`?+?_Dp
zGuIg&Z(K5Y$DEy8JtenKKGfro@Snl&zSpDmdX9yC7V9QH>h!R%?k&8vm^FFcqTLF!
zx1QrPd0#Z;(l)-!{l|7{ch9s-$htDCD<{FV$S7`(nOo($AC7l3iad{R)IO<@Q>xw=
zbN1L%J&uE~!&3GpJa|ymb!1lg)RQ*Pb_;#7ymR%;PHutBC40Txp1lm3BDdA=oAeiB
z3A5@e`THkE@k*%g)pkAjD_}`$u9?w=zW)q!<Bq*!4f}NRLFiNG?FylHdS}j6N|?3c
zuu9UFC3lSYiYixxnW}$S<#TlTnYkw>SV}AkI#7ITiwG;TX`GWvR;=5jxi=>sJg_Py
zu{Z0@K~uj3?!qwDv^6>@+Z8UH`gy|S>8W*wzARNA-Ii#pow|8a*))B_QI}-PbD7R5
zk7g|SD*80|m@lWDgg{kjSSm}``SR0+9%q-8Ux=F`$vg37@ZQ@VmFpN)732!LwoTXB
z^L0gm^YiSLw>uvPnR8uo+h!}i;+6KfKhKNLmQ2&xaacxbI&0$2_~Z+Tb3@jjVGzCM
zyy6yvv4VQnXW5Ia3LDgIszX=I^?Z=>JIs4}LY}YkU0wZz$(igQZNig<j}<nbtuXC9
zbMyE#_oY?K`qX%2PaNNy8YH;&;ue`V>&nXck~-uM?fK6T`LShNz?<+VAERb{TXEsg
zQFjZqeJ<BcJ)iAJI#c;qdz#75r+G)OOb+<`E<a1oV9(6+=c>Q2H`#q<otk>_tTUOG
zUsm<}Zr`VUdpU<|M!!+uZvR5gw6o^ST^Y~TJSptDbn596!6Rp*PRdOD<hW$J7RTT0
z^0KF*Q?{qg`l7ydFNfj$kL#x0kLcss)IV=WBEQ;7pC$Tin+qLwUfXUv?fNl4gH2`M
z*C&72-*a+jj7O2j`u162ZkFpVyIr+At>ig>S8><+WZCE)mbU%3^Z8#ZzFCy>=f?4<
zZ+nftJ_$X!{`C6xfA-NQFNx*uwhq7hOKqpd?Utk^=_*Nkc5S&6eeuT2C3p6@Uz~U^
zaZ38qvTxffeFVR(=h}Kj$kUQV_;uXooYzm?9N$K`-nEU~y{$bqZ{d<V91os!U7Y4u
z`0KiMrulSBmJfHe7aFB@m~08-)$`vwAw{loRd%gRvk-%Wg=tnOudrUhji0`SUD4G%
za-3&VHD66_o4CI^YpsCxiL4`)J_2u2lPpA+s+`a*SG-evVp+V?cd?ICEo?$geM{@k
zHVfH0&-{SG<15$QUP`fQRDL<1_4I+imct|gi}&GrHV36z5)Q~2MyzdLRXvwy;%2R>
zudIGwD?K~ygKYS7*<EQ<WtT@xKg0EJ-d4Z&XSeU_7fLQ)c~&TU759E+udC(E(i_8$
zGkgqLzESa9;r#gcwP~^5Hk*16PM;^i$D0)ubI?q=(reepSG=mH-Y&SD9i0)~b7#SU
zgUsuzwoLa{W(bye9lC^9ra}JPBA34pRd;n+y;D!i&bxa^e)fgy`h`|(IlX-r3ZXj}
zmE?Y$Gx5FGA<ik1BKcpJ9NDsMSxI=#*-6>KDM9574<0;PWxA^QnBAfk_Oqq=3Tz7_
zZ+YClu-f$K9lir6IAjfvru(ir(U8|&@Kxs7u88HI{Z2Mj3x?|DEDlp(xG5=W6qNb<
zsJis4t%h&E=APb}tbRpsVzB2*<2jWM^}7nPRVQVnoH}y4KX76!i=b<P-KXX|C2KBK
zN8VX3n)2q~XYsch(yS-GnHJqyKSP4&ck`cDXOB(PyW|iqzc%&u?HH$<n*BMKuG)5a
z8t*vdDQDn*X_M3~Bad6gw>F-Adq#I^%$4Vnb9ZF43eCyC60_Ax`_I{k#VIv8>>t+#
zY<sTQ#-Ahg{Bgy*s;61zTR9jbJME^fx@qRU`*m_uwGpG?j`RCPr+m08*EjRmmFoHO
zuPxVPKA9jqP5HvJDRXqIBUbD*zi>;lu&?m=)~H4`-tP^+!i{CV8z$>c44?MS?TG;Y
zR;M|6(LtZAomAA-<)^wnU0136VO^~1Y<puN>##Y&$M}P1mHP*q&3aYRq;Xt9e#L9Q
ziiyYdJid!g+up;WkhG}!z}ac)cE`3p>z&qC_x0qHEf3yW{wwXe_Kx$MYl*>m;pX0(
z-xuEJJ@stkq}DHHLA5;^4=tb0nwO|oxZ^Kx35Q_6PpziPspkyxHEC0)wwD&GS%(Eq
z^7Xo?aq{HKKiBOKpLNzKbH4KHif)<nZtd+;`)5n8TE9K>z?$fVdYnN8wwoi9UT%9}
zZuiA9x`a!A$L(V>c?!k%HZ1QEIl=I|FEj6bYCqR24!ir;x}#@E^e`>?7uwc)JGo@;
z^od8kmmk#GZ>arc?d@#Sjt>X=vtBH1vgEX>?+x_MF|b@Sr!sZ>ncMSxqaM$@>1Xj*
z>ypC`W|^>E>))L`<{LW6vY=o|-;YNtzi*T|pRDJtP+oW}+u#=CJkGVAOZp{L8(+RW
zn_}~w`&f~6@vOL)cAsUoU6}K+Ib8S8f~S#f+Oy0jYj4_k!fwln=Sl^ZHkW%t)+Snb
z-g&Y9%ZZeZd6K>r%ho^4Q0Z-u_B_X@eTVntIsQ6rvlp5Y%F4HPP3|{J(>!MuZg0EC
z`NOBX+r2jyEqT(|_4D$PeS#4=e~z+NH5E?C{>mPA>9kv%>fLz@uAiIrZmP%yBco)?
z6W`aJDt#)cw|e33?v>K9#-CojJ96OobCxI1R<7=w`8M96qWf^+L1oz%2LDTYv|brX
zPcXc;Z&90~pIye!Q#VRE?LTQ5PrSF#+B<|-^BBj9Fdw<CH_sH=JNu_gybln``5eeu
zRCTrK@8(&Tesg=5@bq6=l<A$qRV;g;YlRVi)Yg^F)1BV<xD{o`%0{~H&pMoTLc-?C
zgw0G=pEQNO>Ym_xzcflQQf&36Idvi{j>s*z9P2B3rBrkG)Z_q3gPZK~UfZ?W&u1N}
zJ$2{HqGRQ|Zd~=eUwAa*!|S%FXUa8(-`CENR$pH=>B^FcQ%keAOtKW6r1bh|75AYv
zGuNnZ)%YpXq%|p=)$Dyq@xMUsOS2?fOJ2)`PdvX&i#c1;Hlxg>>&nqP$6rSoh`r%l
zzD8?F^R;!nE8JL9-n6I9lvYk(xTN;}(l}wJf?BQ33oMVDTr9t`Ot$f5)Wt~$n5+x^
z`$TPB<9b6h8A_IFMl4raAh#g&#;@lh&-|bIbAReOdUDF-sznzM+Jw&7sooqa$RS%P
zx{~9#?JJ4Be!IP=Zf~5wEc?ZK{#e=7=Ny&x6>o?+we`#OR+D2>kKOZ^5Iq^X+W5-h
zy`l5A*<Jq75|@%ucwF?$)44l1%z9G78!P-ImA7_SB{PeDX<hL5g3=z&yC)a#3a)jN
zj50o9v65x=LD4LiJ6f9#6<^x;`wVAL@T?1AC)OO`+8#B-Q1*3(iA#6S-HJcG4l0TB
ziflD!pQ{R)TP5|bwI?#F%(^OEvQXjq$8~)#mxWjyw7YuX?rGzu-M&7zUu1Kuh5rt>
z2|YSR@Y2qwjoZ_<B?q}j%~*Nk=F2BW)sq%8n@&*Gx$hi(HZ3Mdb=ATLp+&FK&%EC$
zWN_RxE+kBCtCz+qJ+=zdve>5gJ7W%hl94~OWA$6X=gAWfuKOC<@Mz7Fb_=CVPkdi>
z2ic_jFjKQspMPze?iYTI<Z{v1501GzMwUyv8OHLusxH#Jy6Z>yo#F{E!yfSTuPwO{
z5vj)+7<&1cOwu}~s#%`<It9-LFYTS`?aIthn^DkG*tK9o^SL+A*00i#&AM(J%X4S>
z)u}UG4J%)U%}}?wl6?An)Vz3STc4NP1taov&d$qTG9~@pwVX*T?1gLQ?z(X`dezR3
zoGHTd^RDuQU6{_Cm(_c3!GQ^uuS4JJ&3*Eu-b>NqesWy2_S`E{RS7a-of{cS*6hyS
zF7d^5gL-mo%=H(==Gt!ps~tmn7=*h@kG^ENmVUciCdBe!sqF0+5tG7t3bGdNnDAxI
z$#+&yu32Yobf0rwX4SFZ(@)-cal7(WcJIE}b$;1epO17f9()-WysBbS+KHI&>mtKq
z`8tBP&hnjmX4VvE?H%c}4or^jm6rZ-&gyzo{OfQgpXc))o1XDqbLzN?K=m~tzpx8e
zL+4u7n7QAHsy(7FkZ{+v<fIbcj6ZzY4|}bTUOu=rV(z}JZ*S>$Da@DOCo`w?W$eVT
zt_!kNp{i+@>^eJ7DvMr@-f&!P&%0ay%z6?J{tDUnD!u&P(OkdG5~a1ev#wwGCLzPW
zG*j;yi%im<Wws%W-}hVXnYDXzLvgfK*X!UmFYh;-cTN*wTcFpqeBRWfCs*$)IR15A
z)#LCY50)#tCcaQv^2_*w)GxVb8{g?Y&TId;-sa3D!vy~?tAg&F6ujlRM&@~KZ?a$3
z_l;L#<Bv-`xh`tAog?`(pSIoCc_kL-3bIe@t<h_q+}xjas^<EQ7d^7mwRXPNUhVXR
z;qc@OrE5iJt1Ha<RBP_P^D|>Y_Vowb0v2vQn=9paYjefASI3U-Tkx{s_@{MK;#aSa
zD~y?^Y`f};chAS4SGVWtxhxjnywUGlfcKp1Gw(E|S=hebzAtAZ!{=Gg;@DJXJ;^jX
zyKs?*cj$3-(aQO}uV<Z!EGX=Hshc}1_1xvJtGn`Dvg?f+=K0i#a?I>pcgj|EV^4k5
zRbL_91&_A|EqiiCX5qT!iuoCr^@_3=_IupfYx#BEDsGF%FW7%vcNfV%=2~*Bb^FG1
zuaDZ7o%sA?OC>Xt_NuLyHeLyjT4d;NylB?tn}@8Hr0O{5ho#9{I(@LZ>YQMFX_sKx
zk}oT5UYvaXWy!rGpVe1eCTDKnF6tE#p1-tI_(c2u{|xIksIttOw$5itmCTiC&()bW
zKHWY+NPEYpb6Sg!6<^v^RL(N-h?T&;uYI3c?OV&Po1M9-wCB^Wdl@(8$b|VVev!5I
z!qu)fjT5S_9T8vBc#gGl$7H#yOY_SX^v?*(y!+}@p3ax0Gxr>^e5ZYBZOn}0rjG>g
zuSk8qx7uv3LWbjihLmvKilySGZaztxyvt_&(W1)fhR5eEUs`%C@a@*nZ=y$D-JBjB
z`o;8>fD4P4;jMl7+~Q}0;?jB5HLj#v>+A+C^xo5=ow_?LzH^;Qv!c7&9=+_>&(3ik
zxBL3mU39U>FA1k5mo~mGw>rBg`F)@E{Ca^yo<Cooj@3)GnLH=tV&>)YzuDqpt6%QC
zvSF=#mB;J#rPC%WMqC%RJ#)_gjK{A>+gMu~cxI*F2v;|4ZuQJ7U6J@Wcedr`XJ($y
z7JoV|H#d8Q*@^`Z<Z81P+%SHV`CDw)LaUAbE(s^)r&<1aJ$Kh`%UjxOuNXdgBDeMF
zr=5D9wwYdH*}>D6x_q;`Ek7rvKkG%9Df7?k*2~Rq?3DR<;o8dCEdQpio#gS%-}lt_
z6dm7V{HBK)cO}k0wyXN5|CGYFF;|zLHGdv+KC0uvs`sWp<r-NsH@eq^O^9Q!vs`6p
zz{Q>udQsugt|@b`J<lm~zR8xQ)Wu-;RdE8}veh;VN^DncF`6T=)P8BGV)5l`i!(Rz
z?+yNZ-eU3WGbb}Iik*=7tF@2aw)p22C+F*5&MHoLyw-Vp!QSIjV<yk5k6ORAda|GX
zk8i7<Ilqp0S!m?L?=`va&sAf6=2^_o*Je#pd%ZJds@(FmY86jDUt5*0@@0A3<3C?k
z?VOw|=EyAh=as|Nc`CA2vwXJMdMqz^mMi7BQ&MiL-5;q_pE>^c`mD2_Rn@fj>cz#o
zdp_QqCog&8Xqu$O>tmUc=YNW>$~tySYG1;0*}|{O#819FE;@V9uglYXCjYvYYs_wb
zQR>8j&-1hnPH(CX^QhsO+{5McC+yU5pOiNldybp3&+#@_+q~V3U$$0r_m0;;u4Xvj
z4|YFm@%p{5j&G0<&zI%zRAl7;GsLRQ=5~8J_qalO-<QT8UspYOEHkTUa>(PPEv^ke
zMTDx#kDHv4t5{iiaOp~$yKSo;bZrn{YZ<IOxhG_X?eVOQn)ZqdYu$f@%(i`1c>lw~
zZ4C8uO;0(OYZ>()-fGw&X;U5YQ{qX_=TJ{(W%aJhce5Q=ngypFPyG621$W_j|KK3|
z6_Ts+4lm2Li}l|8&hXruU;j!a6Z>|qh<I!oa>9+R`d3(SZf4@A=oOPq(+q9qA6jc&
zx{9SaXtKJuk?{MktBM}4jZA(Y^2Fk3y2@qMrMdf=SAXO`=xg;*%G=XslcTl2(!Sy=
zc4ArA_<SbhJ5*?&tv#LmsHBGJ@80YkeZNi>wrLgLxZdt;dn7o^sN7B9jMiQ)M_;|)
zf1f{N|D$wLKH|jj?Oqq#ow_ABe|G(q-235LZ`GV54f7uD+4lS4pNVY-X77HykNc~0
zYp$=%t=gHd1CJ!8rk<Mo+5Oaq3@?V4-h~gZls;gpn{$0l?2GB&THbeVeBHHH$n1<9
z|1#|h-`1C|e6c#-H+<rww-0BEJYU9Fw^g9YV}s?XS>IlY_atvkIGNV>#^ZIM*5tHJ
z3pw3A*7{gS@AP6g@<B^;nd(8){ofRpGhF3-J4Nt#{G|<<C*LH?m}o9v{wRL?j<l{t
z*^yGQ2fnWT9c%wx%fZ6*%B>sBbFZ$O<~E`E>23E54{lw~YCFl^_2SFjv|kt7uB-4@
zy*@XSr(ykyw-J|KJY&1FQ~C3HyM1DFbFV*0j%IY)6yCM}QB~X2$0{|P(%C%K;p?Ja
z3!QB9+^+G(=K5J>&#n+2HvaWXJ^8=Qov3CMQ5AkZ$!OJv@aAXkGj;YA{Lm_nUVQnZ
z-H|QV0{dkCm1e!Vbn1;zKuX`DeHj}*+SDa2d9a#q$=CG}TdyjYu&SJzci?lJ>Z{=C
z5nDf5F1B>b)7|0mqGT_Zw)A78365{?ZM6wp=gB%}Uep8!`}Pehb@kVNTG+>15*&Fu
z_JFg7;_mB9WezRLS@Q4mwrOewE6dlH)kNn%^6sAfcTGX@z3p4?3pR6fud@nY^y)tY
z-`ZQrrYmp!{PX&RX*|~}!_(~@bIN6Tt3_5{Se<@0`R3AC%Tr!?@Ao^;>57yyI501J
z(H5t`^3vl^1EV5+r5-L$U|;b*Dl%}MVcgNHTfDB_dC_ljZ_UE;<&IVp+=}Du*Holc
z$DWr^^|x=W7WQ*#bbRn-t(xygQ3U}vjjm_DvZW$HPp55nKY1vqw=bl*-|JS>3z?M9
zvHLbY?5xY2=yz|&(aKCug*rFB>g%F0R?*99>hu{d6?NsxHM5>$k9zrVZcNSnrIkIx
z-|Xj>OgQE6I!@H9X1iVSw8F_3-d>$4T{P>}+ERhTIrAIW@o}Daa?O<aDthd3HQ&qI
z-p1Q^Z0`%P+uO19@>cI|%_){DRlmZmvsXy`$a5{x+i+f<q4;HFbl9v5TdiNJezu!>
zaqElcy>&HB+6#AVYkOFJ?6A!|?Z@5Ow^wuSNDAIs{j7QYv4?(tzPyh3eP!wXT_I@?
zzJ~7)UZ8bxr^L(GVPOuA=h(AeEa}poa%TzK>zE@OPf99$U3Vj_d*kA+X)E)5jOT6H
zU8FVZ<axEVmCZI%@4Ca>c(+zh+{4g!^L0$^zqz7^47BGw+dbj1DEF#~7wSY;`DSHu
zO|tX7ZlnBEY?A5YbsX!ZCNcCm`nhGlUp?C)<ejAGBdPxktwFVyoEY+U9FNLd>$c_2
zm*gPhE?<@3^UYQn=CNrn-*jo(gB3;(CRrR!iMx?i_DOc*<Z~9HH!7kI2bs&2yxyw(
zoNZUZe};%>zK3)xH=j6S=@w>t{$Sa!x~VH}aYnzlU{}Ak@7YK5wvz77HSdpIa$@4s
z{&ep@!*Bn9tCvsSvn$+wA>rA+&r(OPROxOBw$z!}c=CO$soIs4yL);Kw%*mcl`-o|
zcf{4j+gdMroX`5%9s1G4+j{k+?B&<C3TyA<t1gVw*KIv}=jW%rji#sFgx6k9-k0Z}
zy6{W<Va`jH&nJqo==fI2AK4NA+rVS73jd`&`3C~-yu8)Xxq0iyc)uS_SM|1Bl1LGZ
zH}7dzQ#<uK=!0I#N4a0G>Jsj#ewno6xTML3jPM{c50&tnhChOida8zB+op8k&4ogV
zKdawrJb3bQ`Pp68s~_CWnpAUA?fjI)i#&x5uaB=^T6QaDSB=50eV5$owtlg^_;!{~
zF1y{;$90Myf*USJZR9bY`gQF!)^)3nFKjzhv}AF3=%)0UFE%<>KAMt}yK0T)-|Tnw
zVv#Q&AIerKVw<9G_hbF}yGEB@U61H5nyR`l-|Lrl%$2;PK8sIYk6EgIU+?Tbd?~oA
zynf-6u=PQb{iYFjSJxhwT;N=wo40I2nPTz#7?xReOEt^G6w>yd(l~kf)OyB)j}~s&
zHc3t4i%p&Aiw7%jZGG}?(uG?g8$#2A$~H~j+s`MIZPsS+`qSjY#a&<LDn0s>drw-X
zxa)n&hAs1M9DB9bVs+VsLlaq4YWDCS+She5?!EK5mF)*L)w%lY!i}F!dw88`<E&#&
zH`8pc7sTByJn=F_WtQ-qq@C$+t_OQuIqVn}Dzhef+ve_5!Pl2%S6Ms?oM0WUD|^GS
z!98lH?1R_0mwK)CyS>=8f5DdCFGgEmnlF@_6F%*B)JfG-la>_Ed9=5!QlW0CZ{nV7
z9rtV9A79!ryKDAz!}IZSPp0oq*>mpN5!OaWg|uav$}FEO-p3W)y1S@HvR(Fbq|uM2
z6BGYUX#Ti%-<Gu>?mVhoJ9W*z&)1}$*(7XO^KFt+-S__taeHR`XghBI@zd78J<jR7
z|K?TvlPe6B@tM7;bJE#WUoyTP-`P<wu&V8^ZT8v6R}v;L$*oT><FJvxwk&jhNcP|5
zv5VK&`noeMwA%c5`Qw;nO#d0g{kAg49I@K&7!!2F>-U^ZN3Z5bZYj}UY3E(Os(+o=
zzOAQE*0QIG&ia0Bfn4Sq?`=KLrdFDN+*WcaTkpve;Yi=rUYy6B-^bk9wRBP6eXr+F
zuD$J-wJv?_8S-pj&x|WY)w}1uy!u>uslt_a{2xpIGgz!QnjX_qk{D@J(P(hPVtKuy
z>AFqn8>GL>#uQ%(4X(ZZe7(TzBQ8Df)>xMQ^nAGa$F(j~)h(V+$}h%zUuhZ|^XG=r
zrX|;|y5Cp7w?}uY_pul2{A_t6nr!`^@NPI!{Pv$|(BZIJ$qO64rhVyr&AYz%`)b=i
zPR6}AA8mN>;onNFIY&-^UH+fpko0OHK5dVO@gXH^b_=|Db9(LizPh@po_n00+nc`*
zpL`&ykL{Vwx1+Ig4AUizX1(qc{pPx7-<Hs)BGXr%nJ?hs`Q&QawP(-SKd*P*`oVU^
z<eW){ay!>OyM5qR)rOx&w*IC;hjdHLmrvKsKC|!h^T(_Fj{G@(Z_f5`-xECUTWibt
zo4+jWkymwJt20l2qic@B3kOqfev!T(Pfh0Tef%VU%N@b*zNX7(_i5jHw`IlRGHL61
zS9?|Ga2yahztw$HQ~AbApZ3^PZ9dI1-N)f}kYJf%bJv&tO=^BeAI(&q7SO=3YD=}E
z&VH`%&+3hvLUyLAE<MJU&G+iz<bP4cFQdO-u*nIxe|~AtFQ>YTZBJ6JMrJOOKK;`5
zCHJ3mZ8uDIo;)r(wKQMP@7~pbSE*?n3#z29PfOa^t~@Dwsgu}`GQGJLj;~oln{IP>
z&+|_Xp1V?Ber?F-n+M+*M!YZER}gdc)9TfVCvWaM@@<3h9iBeRwY`ol1rHeeKdz1F
z-Me>(x}^5mLaDhoix$W*xxbE;)>d)fxw?A7s&)(RD<NSImrl4nZ;4E8cACkjWWCB0
z?6b~qzIA=$*?-r3y{;|^St_4)>!-wVUqRoQ?hMxr*WY*P+{*E|Py2#RcDbO(pUGE>
z`>uXod$9c6o9nJpHJ576zBuIPB{<3Jt-$TL8Bg!IWhdpjK2>P^&v0#>R#3o$s_XID
zGWF^1$M4BpUwvBmWbVpu!f%BHJQvEarr8vJSv}$Q&)Hp{#Mc&Hf9JB)(LzMqEK}v`
zy(dMd&hL1>*I&j@z&;>bh&647`byDPnVAy3!WW98&)!s?X1r%@^2AvWk2pFiP4;{C
zu$+%`t*r0biDgYj+H;ydh6S*16)2D9TBDfz-EP9(D~_9+I8Hoa$i8Z0_3c_!NXz`W
z4a%?MRhIr#;Q4%OZ^1oJ-YKs08y0+Bqc$b!-FBtPd4aKl=YGt3SD7+#X20d@IGxwO
z@A;PQI<{%LaO0f*tm9mpL~?l2XN64eshYcaC8u>{jP7Z5E<WFwNKb3OY%h&4%g;SM
zVPy+WEfIMe%U`;%`AO#Q+j3`1XOw7&Mz0E=XxlQW=}1a=RNlQ@yPL&_7Kl!+u9y)0
zmVI)}MPJX`(VM+|HT0`LN+xwm%_(k-aocQYBqKNV*2~+zbNY(UWuJfVSjqX-bXWJY
z9di~vdUHlyGHS`H!nnzHvxRQDD*RJ@d~Zjmc!o{#td~8D?yf1)h>b}qIhuWtrLSPI
z-PL}fxi{CxU&>wN?J=j%JJc^`<;<67lh41)dD3s)W*qd=;OBO(9p_E&{b&ttFgz*h
zf4FS^OMYcOk;1QQ7Mfkol@(PM6-~>`7ChD@akcP*V32F>rikM{NsF#XpWEl}d-&(|
z;FS&=VjcT>*gvhye)(B5>(adwFMK?5V((T4$HkZGacaN3wpZ%aGvj2Hteda0&-O(2
z?!L$}J9VX=cWzlh_+(>4l`ku1^lSQMdk1V2)HLl{{`6>xtFlzz*{qn&lXFjPusgQv
zbjP7h+v-04S>4?8a1+1fx@(aK+w^L+-DL&4rtd8-_unNpJz?_U5A{-qKKiN5j3`m>
z3G;n>QHAmL!d3Z}^F(<nqs~u`{%R7clm0m4fbFU`8s%(nBR9*>2-_00qJyV+)}oRN
z8<pOve_b_kfsT>YtQ`_^SFMk3VKR2i`pX;05yHUWb?uU$7!Tjo#=Ij7)$Q8m9pPJW
zDeI|a^uq2!lS`hHJeT$utH)eAbz;fKpH~Du98K2*ZS9fX{ld;ARc+Dfve!{XvM2k#
z&f8m6>~-tLi_A}JIVbkrFTS-f!SiMK#^X%0l#*D3GnD0?DroI)if)Wfy8F|9t?LuR
z^J|^5HwwkMY4{a-Buj{HNnj{l<+q?u%Pa8Wi@=|5TFL6my;hz6oU}CJBztq$YKc$F
zzNH8WPYyY0dp2W>?tyPBqKw$IU9*+qdRB$o{#+>}R~5P?!0>FwqGg#kX1@vwQ7Bni
zW@dc<(v}&=vTPcg=S^9YHOoJ#>ByhLC;>Od@6Q%zGUl+Y4($23yDM|D+PtGnLi4^R
zI4uymQ^mDbut)fOVAzt})7NiJy|~o+W*_fvhTuC4TB3>}k7k{pc&+UVYuVjXI!9+O
z_1yaV%M#^`b8cB4o8F%HIuZ9O<)m0u*S=M&Z+ESeV5(ikp5$j7nx<a9_2j(7-5IMV
zmav=77jgJJ@9UaXRiVW>s%P&^oY^mTb*_c>_v&l2Jp_2J@qAwSF7x(@ec3NAPF8zA
zdtTO}#hZ(?zM0SAo0@-$yC-;;n{QU?j02__>VBF3A`YHhSh#z=$UFX`(jHb3aft_|
z%WYQn2M4V4w^&%J;CgrR#HbC&r^$Vt5y5;krtN`(rKwS}*P9pXmh@@3*=o;@?wOQr
zR(Z?)=_akfMtSwFz%a9H*Og_S9zo8@zrsyEO|#j!+}E(C!D7uG*{i-1yBBB5@HI_5
z(>pKA;)8hKR{JxIrc7?plO>c^YI(dpa5heR`pK737flMAdqTgY=7ewC9{Nf<{i)*|
zzNvvBy9=Xq7-VL3|Lj;0t!}w$lYPyzWfRtCov&o~+MUBWVasCWuANeK@9$hS4cs9d
zbh@a^z*cj5ZHYS9f^^fc>V|r~sjlmGh<fZS$kMsUGs`KO-PFo}v#XIk`PyWQbDpN<
zjBTqPUt6=?<k}0(=H9;fhYKrrEm6MkpW*B3_wjsg%bwZ$$NPjIu@ed?O?lkFxqg?4
zj>aVacZ=mO?K8HVzE`Ap<?>LMpZg!#o|yK}LEdK8&q>LRaStDBH+-Kg^PfS?ZtFvH
zmbAS->*j8_c)8Z!X|tc#ZEcYc#k1ztZRKikkDBOa*!4ZHuXN{%7MbE;Q3m0A3wlC+
zuDN~XuBW6pLseKh%h$Chr^tk9_eibyHRIiJCgU(R{;D-rB`ZTr&1?g+H~uPJzT(76
z!HU&f4EC)l*0C{bpFXw;S;!%(nc(g<C9Sb&lR(?t^Y&4jw>+AhrX`$qr}?T?`d*ur
zqAGqfp0D-txMT5X<>rv7U8fJqT#rn&yDoFx#Nki2-%0*i%QvhjOTM}IrLEMr@>aHs
z{ZTLH`Scyzd7oFyTf(8p@tED#t8uqxbTVJtSGCG3-*5R^=g@t}O$$QiX`3cUs@u0l
zl_++8Tg9t)`OndGv3FHMzB$n<JpEo%JXYDgH=QZ7*iyM`#)%z|O<yi8EuI&)wR2X`
zkzZVmr*$e1o;9<$Ipgc=V85EJrt6k-=i2g>-d9_7dc(p4&z7YHRfk5VI8V@8V?VP|
zgW=2SY2S;S4y+dJ_iF8GJL?c@9je#jIrqX9#of~B%=Y)zXunkx?VV>H9%Ovnes0kv
z&*Lo5W^BK#@Zh6U^NVv8r@Sw3Y%S%x<fg6gu$t?op1LQSpZ4_Wl1f`WC*9iVdbiWQ
z*JZ)v#w%C)jAx}7&3NK=te`kba@)G>xpr^dcN{7E^=Q*fj>r45FC6dc+-9(aBYgXc
zbwZh;H@m*CY@U1fal(AnsdI07tdDaI*E}1=`%3GEi*0Y#%{i%0(ij}q-cB;Sv|>X*
zR>Vz4n+p@Z?)_q#5_+zxYu!1+18;*WI~;$7@EEXazsj2RNpnk&Bika0<z5VDgYVp2
z)|nj~WWQW(-jR=&Rv*<oaW?vZ&7;X~RbLg$er9v|yfeLEk}SiMv{6;&s^sh1u9{yV
zuQILrrb?brYsz_-bL2sPRo|0>%2gB1IMkNUb13c#v&vsMx#zN<<BHRBJ_a|fv3)h!
zO+2%~RR7-FfJe*X=J)bs`ED&TYByORwRz%skq4~Go~n1+^V~%lgN(!3E*@20FS+2*
zi*s6Km%BqA%WCazoaJz7+u^H?zb^g0lEoi))$XFtlFQ0G94k&R&EJyNlWcQIZgIQG
zhefR`w>=466jXbZ$JKpariaPGOrynOGkB^(_G`*&De*6Lon-8>U2R>IVxbS8VOK`-
zM32HC50U3<S(0Z}JX@6HmSKKT(VI`J;>ns%H*K|UJufxZOS@TOX}c=vrl^$S<E|Zw
z>I+unDyJ5)#vY!vMKMq7P1!ob<58DAIv*_x`YbzJ`}XZTg?U#mwY*@EDO>TVV*yK8
z*UEF*la~BB?=@95H*kM4?`~Eh-g#f|M@K}twQOm;@}NI3F2$UIPrFcc`YDOG*LJ)z
zyY8GW9d+EZBq65bw$idqy9GBU{|MLIzfgI7)~2O1{q9{o^0U`6IO@*V88s1I`=a$6
z-rot&U7q#H=WxpGy{$Drd3!FI)n?zZvCY}`u*iJgo}j?)s*T5to_W1HzB9smZ@A%u
z?-uJOg}N~8p1bv#|H{+3@}~^Hu1nnGSgicWuf1>Ul*_wrTrEEOcHvv~H#){5Hx$0U
z?3%hRFGbp?^}zS_Mr~iYn)f`ovOK8I<b=B2)XC{iU9Yw09ZXg2`un+mz0I|r3ok!0
z1wBb$A0zeiX=!w4%8``Mu_pQ&$6gx#xa9R+Xv(86>51hzm3C<kFW*P#S1D+5te945
z-e;tlrx@<D;jRCa7s1c&C|`LnVea|kOG73HZocD|-Mdp$WWLtCuZQoRJ9_e@#M{__
zC0oiZR_%+vId7@m>cs652hYb`pP9AY<D7?0($4F<RAjba+WB(b9J$JMM?H1tp0_-g
zU)Iai5!&&J&9|s{r{&2fWuhY6bvO^&{=Sxc%HtQ;%fK=hFW<dgMV|AXO^kjfxnj<o
zo~kPiJWW>r8MJP_-jR1&Zn@l6ol1poB41+WZLK~f&A!&T-0hc2su^ElSc}Vw^I39+
zVS#>k(zm7s%{QB79A$X&n3hYBQQ@rZ+b2)Fv_$K+o2})t8KxzZ++?0?PM6ipeZcbT
z+42d+m)1o6XIS%SYtQ93?m9iYmoPlxVf+>5puR49$*!RC;@2_%8GL>Po~@pF`tGGi
zGTSOvH1T}Cx2BEZbJz5Q1dq38gVMbI_I&SoEXv@!N9qdK&6mEZ=L18Qq+Q<ER@0LE
zAe8Bb>9S-S<^XT0#z|U_u3qqclf3c%iT@003lq1`DUNc^vygbU`T6UY(bdcC_ndln
zhp+H;fbt|w>1BpaAFP6Mh124NRvf>yR`-OgHp}EK-&b@$-j}5_OKy3*?9JD^U&qdy
zS;}QlZu%tfgge8vw+m)$t8c%z^x%!H>YMHQH}Bd$wP<O@djCtOjWu4_P5pdqQlRpg
zNv&TjU&bw67I*j=!*uDLU)M!u*ZL}(ieC>-KbkCH_(eARac-FZ{f*z(uifKqG3kze
z0DII=^+*QG1CQ0_vh18W*K_;EQzrAif@*}&iJf`YAqm^u)%My2PYTMqB~>`__0c>B
z!FI=(Gqt|?j`|X&LQ&F(Ja4>u*d%0lZ+>C^lLp6C+b+8`R9)NB|C}f9!FB5kFWS~G
zJiYg%Btx-ZgY`0h)1vB-SNx_~EZh>J-qX%>YQ_go*xmD<X}j{q$!``msCTu6giR>C
zx7Y5J@;3pqC&{9DF&kYzO|0Mw-F|K2%x^t?{KfI>=E?4ieDf&bz(a?}bFM$uQC<60
z#ghAT`P=wq@_b)USA5y(sTO;tE^uDOyX@(LYlO9W)|%Jv`Sn!w)64=}?F-jl_HLSR
zL!oTF&gE}@Gw)99db6lV`BriN>o}RoSH9$mUwQpD|H(a(IrF35EAC}sIFi1#@@f;C
z^p5jh_a<`mr0$!NwRlC*vhUW>vzLZAtes?aS()3IJ@7_zjK^t#o8Ml?n$B6vd2`OZ
zs*vhUxl^;1T8{)DIJ0v8?1}HA$|j%cSoN1R>#$0>(3I4l?ap7<=sHOrd)s4SanyU)
z^=R?MX?x!;*m3LO2KU#2>=7RB>axXM2R7}W@bB$;<-H~4fs+|*5B@poRK2A=ZHw;K
zU4E-o(s`E1bTx+x-f`M#Vc5gNR~!*GeR8yy{jTh7_wx%{=I?R$@_Q?Eb=JP)f?0WC
z%sX$izMa!GDVy2EE+=Jm-;8zbZz}i}I=abEwK^LmmT^+z%W~Q7J*69+{rCQMsdM?`
zu_tZ*C!N-si}Rg>&!$S<tz2c`m$l_uMs%SY`xPnQN>0^_??QIvYj(3+ylxEFeWx^&
zAx!<gXlCxBnPzt3&7bRg3%83+4-=lW_IQp=b6{rv#XiHmzvqUuUikZ=c4L_G#IA=M
z+!xAf^WA$8%VU4)-psYG+h!Ra&igK#vAKN1+FZFO=4J(F_9*hdytLX$)lVhPI<0Nb
zEVILnKd$W0-Z~|r&)0c-n0@8DEqXuqEA#G@pQp9NS6~7Y!&$*4TKAQcl_$<>dL<Ti
zcf$nhuBEEET$i(3o+cH4p7^5pvdNF7Mg>3ezqQ97+q`V1-V}x#Io}_fIz}9OAQ1B1
zZp++tr@UUgijq!?+xeF_T}N!r)F~<ToT4UnF})3L^>ZD|m!GIBXqLO1m7CYFe!FS=
zaidA14tH!>19q5eEB>@F72;G@)}HwKWo(Szq!mH}^>b718~VLI^H`SA@)&R6tkA&r
zZkzB-ySc(o+K<^*m^OU-(A+lp^HP;JL76i(izQ-mRz7xk-lz5Gc64d@`3(zIxAcD8
z^4DYK_VR^`pS~<Gyrc0mdcle#mm5DTJl-3hJ)_9JtS~@&L2+Z?qF3pk6rwlz88C{j
zl<;Jakvb{ZmQ)xWAaSKfE~9(uS7}eNt3C-bp$87OFZ{B)aK@7ZJiJ!X7Qfn*U!Kib
zaN@bsA`51%9p5Y$v#W2@wq2BbeCChmqD-Do&CeSdd_R|Q!T0AZb!8K6*XHR=3$i<;
z-<{y!n(AqzuCPqY!|(4|%b=TX&i_Qu-Cf!y*?98HF)hhuniqtYEtCsxGOEjY64tr5
zOt-jl##`P!4SXE7)>l1C7I95^duw@hq*ChP0{*(M7hK9UM33Ex&OCPJb$9m4UeVnQ
z%zSe~mMO4%y{MV4JgYY`cuv>8Sk^OVL?za8Tr!t8uy0%`XK_K!a!sb5m-$lfnnja#
zrakuUa#4+#d_FK{vZItC&uot`HsMj*6V^rB2S$jmmwZxuZ&}>ABbr{{cJ|w@(b;)i
z`O>DNJMI|p8DA+~e%7Y<P)hQpX_oxc`0Jm?oC_?nnr`IMnQu{h;7R(dy9Ug19>1<;
z=!x_QMmrv3KYJxS*JSOh;w#g3%cLHiX{qJR^*J}%y(ytwjnDqP*Z0YCmIn^L?#rHV
zWz7@rsVr-AuFss4x~}i|(Ob`3xZBS-w(;><tZ%M~f4F{QtR+|3^W{tH4xZ0>FEcZ)
z;rhvcmLD#~C<{x-78FJYty_6E(pord`j*(4KihRTKY6>RJS<G1>sQ|IL*WAU=ksoJ
zK5RFA^6T0}+dXS))~tBn^=p<z$GKZ_zA-in)|XV?OyXbakS8HEt0c$pxYucw>x=pg
zmlu1csXSZ8$MHJypsiL&@Vu>y%EZ-{9#rGabXL&4w&_&!`KsO&?E}khl_~DFmKF1N
z4%TYO*0MY<dHmXzeSs48YgHF47Q3yI8uMk<q}y#Qttwp`CN)*AHC1R1-MMv&pW<VM
zd3>(kJTnT<mXuFu>zQD=&ZB9q>()D`XPPgzcHQCB)LwAG;J|+duII{AczC|8-rX6u
zM=HqMarFzePix$={wQlztVtF&7O-4f;wf1DXz6V2DN8$gKAx{yyUFo&^i7tYt7)3S
ziDqZc_V&%W(lDWJ>!ORR^|BVbpICJGjfJ1P+?6Lg?#_|RJS(Bx)tmeA*4&B9o^?!_
zxA(+qHRq!NtzI6Smdp}swI}~R<Z!^|iplzoUS$_{3N!Jq%{pfHj^FgG<8ISyQPGmJ
z4i;-tQ_d!>yLj=Yrm$P3%yZMP?k)O@`#et82xOo9($9CcfYEXHa@mvXi!a$2YpE28
z*a+E6eab#*t5@|!bML$U&3~-xHn}#rXMLCEZgP0u^>g{*Yi}mHc|33M(|+M==x3XK
zV(!i@rYl8ehg)wsT)y(u<Mq!YSAKf%`*XO<g65!EJJ05}XheLxwrYd2LQm*HrRMKh
zM`p{U@E-~5x_+m9VP83)tJmg)Pxe}6*Vy~ATF$JTXP{kL;?}&bpi)+w%_DHi#4A@P
zml+g?^ei^Lur=j#R*DJlj*tEx9M87a96jd$GV;=$<mFLURc7h#Uh8@DTa)qMtcj&3
zpRGKtZ1Lcl_L`se=Au2bc7|O}PRk4}j%0F6d+qnhlUdjA(__CWTXoe=KWGe)v|O?8
z!`n-XQnHp^pO|ZR^zWadY`y9QdxQ@z+vXqaaqZ&?%V(Ra-kkWu^LQoC)ZlYkg~cUD
zWS6r9D_>q1Y0h;g+=Zbqy2yQMT+~nArB|o;9(lD>;abeDrI*S~cbgtc=;6!eoU!w1
zR!q3}rjX40E19yc>r^s}E-}?@p0!GMdvSxN-LVCKZm!v>esj@J<%^qcy$afYSL8o~
z*0Tq4{-!E|N0uaTz0SQUw9cTbYWL)f<yU{oSiR_-KV#0dRgo&$?_bBx`|&Yyvg-~R
znXtaV-<k@~^R8VuCZzOD<m6VCkOMYXv%4z|DqluCyV{^`I%iJX-lZoZpU;^Sx+0;J
zVWMACi63u<<b~!4m3?Vvzq~5`9<Y<;I(K=-8^2oZi_3PzE?-)C_u8^~$$FM&3w>3U
zBSN;l{$R0stwm4$oN(2`<;Df<rmsB?#UBaVQ{^yOrgW{M>*=-Ut_DUYKl^E8bFS`P
z7V|@$58)ryuatIWme*Jr>=QU4d;QG}`&_vbKb7*?8Csi)d#;tv>-c!~(?)jFZ>m>&
zl*A;~i_iC)X1(^5h1!Nmfs?}bp89*&<B#?`z07G*lUNzg8NR-?+c~rR)8uPgOip+m
zn<>|{>pFv;Z%K7$PVtrHjx`3`7h8mSH&m)^TQv2$gzZbcr49y$F>kKx?X_GN>1Q2r
z{^s!|k(bWvE32)lS-R`lj-T&iWQ2cSxpqBaUi4avv+*IO(z=2#JWaACe{PIveY0?W
z|L3=kbLO?11}GbUo*cFE?o2OpmDawhs<0bfb{1>CbT-I@m0rH1ETg&bly`8%zR<1b
zW>k8fWA)jtc|rcvP7TGq^ObqemXuYQK1?XcTD02h7FY0XXD`_^6>H;lHy*IL_H@~V
z6KvJt4%@Vk%U@bOaqYcjeoLz5A`4TVdb6%Fylpb`z}utMnwKy1O%2V-eQd*EH&sun
z`?j3gEYtHd3YJTrtt#zZ(Pet#ZS>ox%$FAG&YQZ`DmU)9$?MfG7YOZ;2{sO$@%gMz
z@4T%SPbbfN`&DOw<>~_yL#}jfo^|%*rYiv-RZZuc3MVbp)5<&bv`c52tgAz+<?8@8
zm5^24_qGIuU75C<Cq4Of(7M92_DoCJZ%xkLFe&9!v&^GKrOYO+9dTN#H=Y#j4wt>3
zw5O;0%5~$ijXRXDZI2SmIz8Ke=FY&FPs?>nO`2*iJ~jWKG^a7f_Q+f5l=PMBD{`44
z_kD8>t!H)nTd#G}X=(43eBDbnTDE?<hkHK9hrO8Ia8uE??DMS0xqk$+maAXy3D0Gl
zGGQ5`{al}yzQ@k5JRLXp+pKi%rqZ<HIpGU+Kd~N=e6%o|<CCA|*A=(!Fviswba5^@
zXWHKT-EwXq>+`^v=!^@^C)RsU(E9f4x@u{`s^eX^3|hoaJzwn=)RQysSk%jDk2fx>
z?P9T1nv?H%J}!&d?(tFe^b0F3ci)|PU95Y@RQuNCt(*1tmh?PZWbGgSpCL5u?TvHh
zHuqj>FL=`P;JHE=&xbR|6=be2KXvNn<DF|(DhC;{KaH?Be#UoRX3?ZI?B(ooTb~)*
zsl1MRTASr%VEJ=*`1E_3eVmFO$K$l;zI)>{Z@R~YjY${Q@ms9r6lpyEG^FIkDUG0d
zJM9H2uU~duyt#gYbLh%L@g6sCzYL7vG4-uupLtYwQUX(LRk%#@`@Mc@lUJ5scq{66
z=dr!tvI&!{eo3{eFcgLvEh&8+E0!Ldy;ys<OtSjYP}SYvUWUmu*=pO)=BX+UNqKVP
z^V}V)j>rd3_KNv@Y2lrW@ZCnQE-Le7GJaiV_@tpa#Cm^J(4ClRue_oq9z0uZ{Pn2y
zna4{5%WWQQzH#=fnDL*LzgyEgIUg;*8!C3@=gpiA$Lp*vZ~mO}w?J#zSGKvkWshcL
ztvPwpLMGU}sCMP<P5dU8&$4*xwLJ6TySc<j@W-rmMeK23#3Ut5m&7~I-E{8VPFdTR
zPk+_ysoUxzSCxKiIS>02&B$45w=V45z0^jqNo&(K|A#?UwOZ2+3w<`vW4Eo<Y;AaP
z^UGOdoBpco4aZ}?Jlhh>RcdmvEnMQ{(t94SL#M3sm+$r7>CUv;?^xaMyTWY8vt}#E
z@nvmL7gZ2>BQ?4Cys3drf8vkOQ1(w}{q{@@y&UZF^u~_1wdqTP*(Fzo{3`pp(4@r8
zFy-}}<~h}un2H^XC;z(ae(yop^f2S>BBv)({>ESbYWDa1{uNTw<X*Ss(gmGqk54L_
zhMp^ae{H#rLFKBRikF^h&dqm?*jP3^-k!DUjOD*Ak8axj`m*ZXeY4`DaobGemIxV2
zs)UN2TzTVp-&WuG>|2xG96WU`+3cHX=%MCgS_dcFYO$-#njKNKw@hnJy6tPL^wsA)
z<c@88YPlx5Hgd`=tL%FI?B*q@^-(VbO<x<H;W=eB_1V6OyXKve_+Gin<7|ProXVDS
z=9)(<Lp2{fU%a&5`25tDPG6N~y(#=wr&+2PF~L3N`oh~4ZIU4=U7ur}UVH3%@`hb@
z$9nx)X^l6ItGQJ?+q3e4*t#jRKBe2JIxRnNr)HMjp7JfbV+?p~Ur*if;cCyCND)Q5
zsSmc*X-qQ<cyfJtM8ztz<L9hP*Hv6QdZFsGtkycES(ozexy`OHGJCMi@|D*7KZ;_%
zcTV`1wwLdE)b@$)XBgLRon=}5Y_C=1o=1CMEZ$^s#wGdV-{&*snQjSA)Hr`_^OFy1
z^Ba8b$CRyi+`nz-1Yw!owR^KqZPh5f!7V&ZcH@7BYwO+SS%sQy++sLmXKrSttcaD^
z%zU{EPa7Uj4ytYU?wMCmKeuAauB|_cB+P1kga2K)qN2`qq*i;I-sZaHJg=VV`A;?d
zWcxyG+WaF6`rQ0q`eklelbkg_M(Ts>{GhZ0;pdk}y?XOSH|tG$-NnAG>-WuDD|7$D
zvL)-5mOrWL*nK(BV6Ux##p2)YezI4p!x`1v-Y3f29=DrwRsB*^?K8Cvx!d!Kmj)i+
zzUG#duiIy@8D?cn#utj?N^Y&b?fH9U(ax8%4qmyU8Lzv0Vt>}wr7teUOgnktSeBfq
zul4R(S`t%L#qF}^EnHNwqkBj1p}Zc0JDhLheNR4`D{@qDQ}SoV9ftoxKjldIXtes<
zUs_zPxuEu=CHsZ&*&U~!p87U@<!fi%wfvR7+yAW1sGXa-M&)etm0#fwC-Vz-q)M*u
zE155HC-MZ#sv}ju!}q=1r+InZp@&WK`TzFT#3|o;_+-8B(%N&DURy11Ej5?7&M5i*
zizUd(Nk8V}^-t@K^4WzI?|HCac(iw!^utdNzjNKW%hJG9&m7mvb8SuT+UqlK%lO7c
zJ4Kb-1YJKQRpMeOX}9Fru8c2p4L#%nUY-}da_{A;2UBw7vp&U!@h0664~Pig>2EaE
zcaqPu$wz&+zm=|Ao@df4KH;J!`^z}#$M%dbzY9v{HiSKA2ot^E{q8}I(FWxere{xo
zWIX2f_^<Xh(~Z2@S04Ymrq6G3Yx1XB|9S6o*5#^|Oe}CbYIN^Ci%^mF`s-V}v%je`
z7{1Cr<5w<Z{3g5H)5~h@(Ws?T|Go$}zuF}?QRczt=xf(inmE@Rw>{2koPTW>$MQRj
z!Ere+ita8xHzjH2i`^6YwC?V`vSGVVzw`T;xm!=l2+w-qtTX4?4potROOGD?DLZSA
z@p{J-YwjDpIu@vuvaC|Hk>|3@&oG5A>vr9HX1QSvgL-pBNcX1b*=CFPOqm{h)kI#T
z@?O+T%g0^cemre@CFh{hr~O#^u2r^W%LXCClgvx2)Y>04d9B_iQTQ_E@=}eW9c!(n
zcI9b$>2Ccgx4Say!^t^?vzGO_S*)9P>7Voshn$q}tIVTHCjL2LVS3eX-HPeHzHz^%
zgznWkk>r}nrZB-x>(<HlKf^amt_vyrwB?)HL~hM>S=9x_?_=%WG#LA4Ty6J?zV9^o
zdh*#>$AlGC+4sw4PBNXl<JbYlx3_lPUNO~5Zf`c@mxo0U3$IPLdAz8MbKALo$BkPG
zzxC@Bo>+BH@yd@|dsm0O3)!%t&*GfHp6l&#cTKOJ@I5}+Q!`{z^n(7K(py*Fih3c{
zxhd8uqO<jv{Kr-Q8E#!OWNZ!W&-xvF!0g(t^^H$AC`Nf)`PZ~B>LY*Kn%wl%6fS4M
zp70Hmn_@O?dR1+r;kHdExMxnfY*cJt*7=z2wNCf*dE#ZluL@~S_tLRu$bPhJ+vaUE
zQ(5$mv#+h)z9{LrR{)=*-@dP(B4=f7D&KqY*@fcL=_c#e)%>nsf0$>tH$$zq(EVcq
zjuv+wto*n2bj7Jd_pE=G+ufP-;CkDgtzG{aP8S$t-#eXkWv;}%I`^&Jt3G^=`n|T)
z?s)$Zvm$|-gOh&-7Osw-*x>%-`qBDZ+gA2}X)?S#C+y_M*5#ABpFQcb`no=U){?5b
za=JA~cNba9JD!xCd-RQq*1LOFVgJ^P#OH)+AD8$S`dE(l+JY-vZz#o8o;>(R`$mo9
z-WuOrexK&~#qrvGM|NE6+S?};`aG<-XzDG^_*2tb!<WlyPn#Um>woWPah>JPE3DT}
z2+Zl*yE#s4S9(WY)rpW=?F$F1JzY<p_I|(Nqu%1Dp6|BWHQFh57@k?Yer;&Ih{N)k
z?$6^G{)t`v`JchFz&1<uL+fRklSR+%zP>WQxBOM*zEi7S|CsmXp8n<I_h)dO-1%|a
zjPCiy>aXL%<(t;-GC6bKsp?mFa{7b23@$Z?JipsNp7nfgl-9k^^~xDRbMDSr{8=NW
z#;cM2#L`U_M~goH@!VhYGvH+Za?yM8d@l-RTKaFBrskGZ?BEnQUZ8nwo8;<GW+yAM
zZL?~Rx8M2k`-smSR|WeH(ev9oYJyAr1P@rgo*3`wSCTk+qw)M>8|VFJ@b7L7Y>fI{
zr5PJ!R<hz#w%N_cg^rJAeu#4qd~yHMR`>SOOFPY7YPEMyj_53Gu-iISZ;$7pzZR=P
zUwJ=lo!FA-sjGR%B$v(O$=zaOi}xpG!WW5NPKx7LZzz8K((@F*<2R(@mBXiQd}5(~
zC8^VC&%CqB+vZBm`gCdgi7&-#9R+^cN3FZ3mh<82>7x&G^9ua#?tI~!AN_+pILZ8s
zNPYaFEqz=?_r8DDOwc}GvHwI{zVOML9d9FqeoS+||8>1j|HEzd*F5}R#;Wc=yjPd$
zeaz(8fYWPtd%Wrk4);ykmwv8)z29?r!{=MW|6SQ%{Auw&_pV>(_*q{HZn!OBVe=$B
zTE6|uiz`W@_U&FTBcil!$xb|F8gn^b`B5O-c1zX7oLXLg`Sz_RJx@(N|1iE#w{=&t
z;EF%matSLHxfZ0~+Vah0aW21?WSW%i&Ck5k8%-_0y`R#*Jb!KZg&N})hLou%e_h{s
zd*_MA{ioKQG`wf2P_OmkyHHq{Nra6}{nJ}@%O|;hc<tTm=JfpKtZUmpv`v|LCgH)a
z!nm$WmhXRDnD``*{o3kn({$Y?-I^1A;@RU5^Cs;`?JWMX_J>Kf#qrZp&tC@X?3QNv
zJm)vpHBUwvnM>~eTVl6LZ7ZAYA=vn3)%kpJ-^H(k^Pm3;xv#n8&6%f`G0&F-%qd$_
z`CM-5=BkH|lJZfH)obR}TkYP<Kj--MsaNuXCWU=2;$YgV?>@nw;pCI>p7R<kpU;*>
zv0iE9U^fjbyYcK$$fT9B<+g4?VMeZr@5^H3vMSY*7TbOfmEE>nZfeUUyF+i+&ODJ-
z=)(9X`)q2D@nc!*{|sJVqnEmcsXTujS8L*4Z6K4rw&;}RFX_A0wp~ls1pZ?-o%fxy
zO|i{a+;MK3b-1;W)i#S?QYTd}JohwR*uBzYUCaD)dp4EoDjrzxyo1Mi{odlNRT58%
zLmsEKR=V0sTXwt+KEvncv98PGR%zhnTu+sWi%J--&b2wIJkP@PqPW<aVo%$f=kKiO
zGcr7J-t>UG(a#5y5176v|1rrupeiMNR_yI9m3jBJJbWeAyQa)MJX@)W|J0%#m3l{}
zYpg16j=6GcO2ZVM!n2{RGvg~?-`dL&IPHCMU#POkqp9~7zWRQv|6M4XaZhcw9(U8W
zl;`t~?U-ERo$@(kovH1HDd$BVyPADB=$X|Ow6(A0)OE(g+aA8Wx6`}B?UP}H*0ITU
zZ=cL#O@Af6Vv_;;>u8Olb0?*bEq+q<qF6jYP}ekNhD)%0tJihM+e<Sly>1uY+bw#|
z(o3gw>SI^t^~E7U3<sa&&AGfTDfB?_^}RX%oL#4186RcIu9h(<nA~=}>ixTSN5Wnz
z*oN&mv3BY~m20_g4{8Wo9v5BYxuody?3tUUo_Vj+Q=YbRvC&p1f77M8xhlIio?|W1
zxS3JBH-6=X%+|PP2FH63?G-+<tH(QQ#momudv@_0*W-NYyMI@uALj|tDUZ)wTXyBi
z%TwQ8CX0F-vzhLg&Kl0}F+xG6C-iIJ(d>nCpUbU}&h6chH$(KKZ%JgwpH=l+b9)wk
zSyv-GXMWVV>p9zYCY67@KjZDx+SP2&%4YOet++JJHSo(?#f+CiJCDmeny(W$CAeBP
zC--UQ#q~v&XN${yC0ia#F5SIH?QTe!%ynIrBTuS6dry1&Dr3G@?D>cT)19`L+OpmI
zd1AfAj_zmAukDp~NVID&6qJ8;zkDBW;@K3r`xUP^SMJxjxz^;V?@!~t*wyp2FPglb
zkaH#d-JI)ly?Qv;u2r4!bCrMA-5qBoy?C=qZ%y_r2=192E4o>C?abiA1}9ftD_HF`
zNv?Tqaa7yFeUG!|S%sU&1xKuQwLO(xbh1Qd9&=N@)z|xit!L+S|GjEcF8XkDleb*<
z<+=-bI=MGbS_kl--Wu!Q$~F7%)3-Zk%U;Z!WmI*oW|EQD;|(h!uUR+!Exfhbrp+x)
z<kBYNxj%1hoLTq#`qE-$g-O{f<{oq~ytJVw;mcZuFE@gAZx6PV<|~Y9a#PV*u{P()
zw6wr0JlD2_otJ*lH`Vv&#M635x$h~<?O3U!`{zr+@~M)`vm#a9w|Xu-k+jF*aGQm_
zv)6SW-^j&A5gj&PMY)7O^;f+!l~z*K?P01|=dfz={H&HQW^+n(RhFv6T#uF#Z?|~7
z-t_S1mCyHOU*7V?dHD{T4U!^XHqMa_@>rV7l6JSRlI7VdgU(~dXMNM|@0?r9Tg(;~
zZt{5Nn%RFmm$nGiWld9wUHo*-Ny*J~uC7kc*<RSS?PBw8vx(saC*JxcEZoJ_>TMyx
zZo2x(<n6NAoTrX$d{({9X`<#EEl=gg3?*x;tCJ_rx%#Y0@!n3^(&D^m)0Jo6sDzcw
zl>53}n^mRk*~TT4>>N!m`ravulI-8v=D5mDlhZ=JH~VL2-&H@)18m!j!ehM-iN<ZU
zdm0!Tdw2TMaIM0VtF9c~UgW7N!x+etwsM-N&6SqNqD#tz!c(k6LaKk-Tu#mNO*wJy
zNbd6T8@lU`wM<ux+I;r1a997yiEUXP4>&4KRFmQt=1T7F%X+n&Cqz<qztm<KpJ#0o
zx;ONBs%@De#Ifp-O+xAFi!1G0)0dv^J+`W0=TSGt<O6HNTyGU*El?>Axn<V9-*F}X
z8As8SRtCn9TW<FXgV=Qp114+U_GQsO`F+LC^P-ln2cE4_iLiWO`*PVun_p1}nXYY6
zC|R|jgn6x1P^j_C@Y2HS-AYqWs@sJ5Pw_mS9HufwDC<bXarwFahVzvL6>b>2OInEL
z&Q=zUm>PESSFOeld#Bke6DL`$=~S^kwPNke?V=VhBfVOqP0dyBOwum5nRqnQTJHkG
zyDYUStY02&ych3$<<f4!#G4`Wd{a(Z3pp&E<Ph;GizQ~e*OprwuAU5;_vO(!|2VA|
z?On;NvRYTxnaoy>_m4`}IL|z5Lb|PH*@Lv%Wr8N&C(e2*KM_1HDsjh(D|-&Vb8z*h
zoskaf*fP5~6NCD){s{Ko)#|)*v2mNeO>pWSAHjfFgMb~+c7EP7`M7A?_JqiJk5yV%
zHTDPJnz{9)<;wH2S?dnnb78%+(emZ3%}exr<L^$YmrCfFd^Bqv*HZ?Gu1(6vlcPEr
z0#7WT!qD%<blz#k<5??pn$<<K+|K(~tx`I#*0?`Naq?L`%V%pvx%-#8Dzb0S3eS8a
zHE;5RBl;^-N|@JQ+jn_$qG;>s;!^_JPwuyW`#JN@_ecBI?M&qB)XaPEw_<(c+2>WS
z{n~95<|aSp7m3Z=Rd{FCCr@eJ*m=9{Uhgz0J|Fd{@WlGH2UaIO*uSgq=Ixp54mF;Q
z4xFbY*dH}RNPCyBv9$Q&0A9aSm8PNmdn0s09xb?NTP2bjd&)0c@Yl7^&*y|?ABdhK
zwPH8dxu-E#mmU`tI_CHy>wp5|SxXb|ofgS%Z^~C3meLab#Bxh5sQ7KT@N&~RYl<(e
zVOJN)i%EHZ=X#9XmXi#RC0B?qkDBXo@~m^zT+L<SalF2hw-g5%H3vK>cD=CZtDN+#
zd)s#~mR+~qtS)LKB$0B-=i;mC`R%0{Yo6RGDn2jzraiFjgSLjfY0c(jn=Ge!Ti;ok
z9(xkXed4j{(?^=Rzvj-!w0`l=J?w??h4OVpukKn}H=NIU6=$BnUwkFpv{q)}&KKFI
zeOKmG&$?YaTSsJ0=+Ze~Zr)nr?eod~VR+M;iuHb?dJ~_Y^xP}S5^VIVr|aC_qPKG<
zAI;jp!!P-KY51)f3eV?Vy)0SB=4-m!VrAst!mdTJ9Z#-17tBm<yxetQqHpw_LqV}8
zxHVs8Hi;_CY4lAHc`h3J<Y#us7Nfi;&n%94nl=}`*m+AUQjOg<Tc~DY<5|Hpy{GIG
zJKqOPzP{Hd@SJ9Mu401mwJp08kABw_%G#ZGJaE>Ri3=1q8*O=2V99)KhvXv06K9>K
zL}%Le*3MbXa<@y~RB5}?(z>nDJ-@?_@%=p=J#DS_$7`EAUj{WFRrAifrekRHIn;UL
ztT2U-v$FNr+2$T!6(x4f$u)B^6Z@qN7v!TZ_Do=v5}LekMdSg6kC!$vCwxDeGtW6~
z!;;`x;ilE%6OXUWbh*>>Nt@AsZ|0E$52`|iOOrD@ZdI(wyf87`IkkPMSqX!%=cbVS
zD~AJ{G7Y3=Io=Ikrn%NNy@avw-ke~qte9qh3#OUj8HY;_nj9!_ji2cDYTYS@quLVN
z(<~--r4`&<(Wr2xsc~Cpd0K0dmXXD4Kbauo-D>Bfs-DY7iKj31azB04<jDGxQ%?)B
zcBgIm_OvRr%%M2sO^KV$T`vWhD-S;UbN6kT@jCL(QeVBrMwv_crhHo5)$x6qTC052
zzBOFGuO--8tY-KXaKdxCx1QF{EWhUEQOU`(boA0@sasgA;J17<qdKW)&SlMQzxZ{x
ze_SSWsr7W|LW!elZ(NeTURb~5lCf!wp&Vak7@OsaXK`+?tnvavo^46)S6>>{#h)|l
zeitj3<#E&5GuLEJJentJ`MPU{fPrC{>;|o_3CEY4_8YF(T-R6jWo5EX1dmjSms#)C
zTBdg|1D<3o&d$m@F3oXpc~81%ok2=>gT)HhEi-MBO%JQDwtnz#;=()*i(}b!rhEl%
z>@Nc&q8r%Ud`pwg@Dx@4)$Yr^^P;t{EZayTS5o$4RG8Vtw_2;uS&FXHjkNkaYi_az
z--T?w)c*_&ul;@3KT|O<$>EgMUg+z7Dt^kuFY7X&6)Z7aV{EhJiu!8dmhG8xo5dEI
zTzopa{MrJG^2hRC&vR1m3b4$%_Qp>+u_0>96Tf4ID;C{r`DA*<_q*S%nK5S@&sA8g
zeWAQ}N57h!ZEg07O_!!trZRktJSA40QBr*L=BFFJa<?QV%&eM!Zg<$0?H1aTC*CPp
z^SavN#&%oQkbTph8E&;oX1Vl*({pdh_KBBWbcIzKXRWQduq8R+*`6)0$~7lcu1MUy
zH!PFU;`x5jiz2ry@7$etboR+m73;~L*XjLp(ejA8bj6f?hrOkw?CbM+?^2#H6`n0U
zq-j!kZtIqNPb0%8M+Pxon&f@_N!`}I%Nz6TrCwclxMltFAj|sWOVbQ2EY_N3oPJVZ
zt2H~>Qq=dw#4M?I0oLttQxw=O?B_<7p7-iaPH^A9*7a<N>BU)sALc&{l5`T%>{=(Z
zc$!V)_3aNMcUI2jn!VlWPu7~O)1sjkqHb4qO|W&-%9LU5zqIP5?x}!D7gC&!q;`4S
zDLgLfXTVncC+5-GmL~!gYoha4ZfXkOIa`Itu;-Jux6ih}Z`M@l<kU-Dir5$Pc-ECR
z*=d(OD$dJCWxMX|nYZrvbf0&rHs4=HUgBS0^(ya(<|H=%&uhXIRy_#!v6Aqb6TPe4
z(0E?frOkysT%O4Z#Q{f(>gQ&jNx3?4-BPE|fxbP3U6Xv0yH*@{yftO3kgtiu5uUV_
zn^O|5o@9`pnrxifTcR*&zvG+5`Bi6X<gTXPdAFj-ZfhE+#on%e;R;>BLJxjjY5k#4
z81PQHZ;SY;`OdbB51M+m@6Fyd$@tbLS-(otC4T9Pbq>up_@e%4-NYw`510(Qo;{ve
z80GYQfvwi89g}^wnVPZigcmNldnU!n*0u80k##?1!WX?TG@m8SEIMaO(Cxt0YyA`U
zN2+YLv|ar?HtXbcl?`8y*2)&C{5E5FwnsdcYn_|_-b7i|<$<4;&9<53Ao4k+yZC6t
zPK)Fp*8*&wi@tE(Hu11|TCNl4(cHs=7NV_!NmgNRii{qVEV;NOWlhG66YsK~6l-ao
ze74zpQq^U{{ns{TmYVy%OisAVe9T^I!}{Y7Bbf{s{%D73%vj8KW5tEt`<7`N8b3&1
zTirIP^#S+Wdwa4}Tqp1?nYZ<|S$QUpgK*ci+@gg?)$Xl0JKyKC{+x}BjIXM%FUvH)
zbX($(ok4Z!dXe3GCV3y;xWRZ%xNmyBR<ecqw(4;0m&Mj*x3-`8>+s=tSIKK#y_=CY
z=lRD~eqWz^`D^H&9;12fv;K5#yZ(M*O2YBR*Oy<$7yq&T=u<u`X=TlZ<jL={n^x_;
zWxl-RQqHe$)}I+A-beS=K6hCgS1M4}%K7Bcu5OPLowch^*IeIhD{)l$!rLg*=4Tcs
z*|s<y4C41Ij@jb7Pl)sR0@20k*6g3=FL!+F8&kGFcpVP|pY-HVJ*l#Dj%U+ncBS(B
ze2faa%(;Z?_?*I7zOlC+=9XDL**q~lOs4ADt{GcBHa<N)@ffR7;?t8&{85o_lV{l;
z;G3(Z^Jt6i%_V-{ULEwB;P^7^F_Vq(1)k)k>Cu}xn!ddKvRtP)@9E~i^@%s`viYsL
zao%f}pEBRw+UjdH{JV^-*GsI8E(`DZ#BZzZy5324x?@P?#d+oCIiaPMk5sIh*psxF
z^A#r71m!Axd3jX-wwk9y#iyOiS1aBAYND`v!z|zB8jqIk+19&QVTE1W=6oH69W|?2
zZJqh9xadEWR*}9guhTrIHuH0dYRTrGGBwxcTgpW*UhjP4+TN9ANqj~2=SAzv=P;GM
zQ~oG=ZrS2p0lOKL*ICUv_14<BIyNWMZ^N0w3*XP@R~?*p%C%;>((a6hT~Eyy9A-T6
zbxnDpOoP31u*Lla4~=K_xyP(lWZNp{9>A~sBJ0k#g9mT?sN3^piNP7Ad*P~8kN0XU
z$$E1x>g%RM4$GUbtvm8kOCxd4_jlS$`ZQGgCm#HhE#+%-$nW@1f3K6v%eVq>{hCla
zFGHfp>-l;o)|lU+N1T<M+-p9EFPM4Dw#U^|cZG&y;Drb4zb=l>aNa$6m-fL@p0`_8
zoO~Z%GsE$i$CvdsQ`4G)-_DV`*c>qN!}|Hjk*g*~nXX*i?d`lREhl;X*EQC&ql@^Q
znX0OSmb}~Zyz6S$w`)GyJ)vu>Cav2g;}m^j5})Dws3JG6#~Ht_N2(YYutuBC{}vWJ
z=i@8QqT4Rvw&zlcn9P^6lrPs^$8lU~>%6nYJL8wHIO=px`ISMvv*+b)YsJsJU8r@a
z&%iM%aoZ%js{Z6ztI~gNQaNDT>nVNWNKX^LkCe{bFUp}$GMB__O|`kU%8$J+d-kVy
z4}VUd`hN1IIX1_n5B|Cw_xgsf`HhP^rxu?VJ@1!TU~t$z>Q1QfI?i*oKi6Ab`Lg;(
zs!q!$`Kp=4kz3k1?%w*Aw&;{%U2B_d*1@Z5I~m*kqn<48dZNiPEB%I^f7a9D`7R~D
zwcq_`5WXPx?&>j?Jrgf<En3s5sM1v1TaceyDD%4K+xu9yXD_bSUGmM%7J6Cqb?><+
zvnwC77=CB}dHG?JsRa+m+gm$lt8x7i?mx9#HRDwCoXb6zqb6OB^$hHqq`67-b=Pib
zm&5&jU&B29oasFh*1K$r@vdD4={G_q-Znk$^CHFa1#j8@l*D;E))oD_Ca~o5(X_|v
za&0G9uk|Z>_g2V$%5|g99(+YvSDuFM%d31eqhFG_FZ<l2+*jvTtXR7BOv%Jfn>k^J
z)SmM8a8-87TRgaWRBPg!)lJ^zg_f$DG+QRfw645)hw<8)#XNl3LH2t7Q`>5_E0%nD
zwsFpq{ZmeP&g8foraDbMeywL=R)7%u=|8Kd?U<b6(j$|;v_#X3>#WQs&%NAla~V$_
zkN5g~w)pU&XSZA#J>R~L)?Bf{?%vnhd@;xE^6RoaK6&Q2n@qm)V{*{td7No&4h}CE
zMIZcny2$B`YEMq#oWHi(U%aC)KHPaP(x~#_i|nWIk}rC$NsHMfv&$4!Uys$A)O_DD
zq-l=yAO7a8dxh@Fo|j~mRuTN0ee7v>^2AwR@1{NTkX&r}*d~06-|ahFYeU)9Mc&oC
znZM`iHpQ@8S)~(_HutOdd-crW+j_4@?dFC{JW^-*UsbH=7SdvhVDx!jJ$oiQyX<Pm
zl%MXV=bhCp){2~~U19Pp>zYZk%wy9s%~SKT`dFPD?^G_hc=FR+n_``=x~Y>*xcBZ{
z`Phe{IB1@~$z{Xt%{QLU^qP~j{+My&>#$`mN&YogxQ@sOJEwb1n=PLF@MsCwikC6J
zH1BA;#xwMMS(%i%TU52TF(;H^$s~KL>t&K(Rxv!>w?!c^x2s|0T2Ao-nPMN;Amgy<
zD`YOcDOs^P$7!S8y_urs)7-R+SbBPdk6L*r?(QoLy5%#ym^b0E$)hz@^Ri2mm}NpE
z1DI#^WpC4tocgHad4JUVFEb)e&3I+_KBh<TIkV~A7pLxL#T6bcKDpNKl+8MiU(tt8
zyg5DfxZI3C*{^)Xu5@e)R@^x2qdlj`CZ)xX8;{Fozsi+TVRd}8uWrkA+x~@qhP~%K
zH(n0Sz0xZ2_TKKlb_&hQY*+O*t54oC>u#^p=ks6Ig>Bt=;%P~~j>qZCb3*-fG;Iq#
zW!_j9hBvb@cV!&<_9AK5#1qTf6Z`79u2!54HI(<$_UL-q%lq<2S6gfkpKDBno7S8c
zr;6BI%iOLRmAxxAauK~PYaQlUpk4JSR5p9s>}jS|UliTm9TARA_;_!{&z`@%5gN<a
zx~*dO%F?<uTQ$k{tgq@`tw)X5_iD2q)r&3Bo*8q-NI+}KTE(?ai<fEH?s>p9)6srQ
zrdZ2nH~XqxjCn0wiv@1q+QKqdOXx;Ws{59p3Q>vel8=_}oVqyXZ}#+mSNkiaS3F-{
zZERk>c$uK)+n{cTLo1z&T9{{DF?V3>_qzD$OY-%N^G&CTTRhr%GFI8vs%+gZ??We>
zU&i!&dwTNVnz>ik#IDcIa8SQf@#j_IGlQ4jBGy(tAH(++WL>$tyML<gsne2S=S_3Y
zoxXA<U3qPqx5YX3s@_1Wc<02t`<IqgUkf~2{6b>R=d*F2w)eRP1#Ot=7aPLI@3pLy
zwZLiOyv)y;$ts_+&8#CHtJ{R^UVBzqymV!lr-YpGKM~HSZ#aHkd;jj^3DMc++x@IU
zqRgT;FD?2x=j)yIJ?WEUVm>_cy}coO{hmn*m7rsmXJ^Yv?RmMra<0kMx7*JgoE}u2
z8IZ2Dd$nvW2lLv>t9NHiDSZ+Y5q(lRS84lFO?U5EeocEXdtdk#yl%OqXr`&bAN{Jw
ziH&BwhnJR2E4w%^dzsPXS4CDayH9MnWc+o_OI-)WjT2u+t2&s@E-vX<!aPfAQ@Ngz
z*ER9Cf^IX;`(1VNb=md!>l)oR?`mH=>V`aczP9*Q{>r7dU!|Q@HZI^d<)3i2srb^a
zE89BwrabR0>q)+~@|f*b6JOPxPkya2$~_>{_4#(M-?Ixn>*e-c{h~6f*rzJg{6p4V
z0k5*9Z=T%in5k71FFN13;nG&OIcjXhU0;7|t50BJ&CIOhZo0vv@n~<>d7nN5wtI%L
zU7S(RmGiVCi;X+BUGh9GbM04#z<yQso$G!o^pr5I%X6?enk%VWVo+*sQDL$|`J4d%
z(wyVDQe|r`RRXjX-!<4IO`V-?yyE?8{mSf@A#+v<PY${Ddu_6R(HTvPSMH`~CH1Z_
zu@-;!c~i0Gq*}tUbw`!nvRwP<y>j0A6)eR8C(g0PWllGZb6R7uc-Emn@0E_r6iSxs
z9A}yr>K_=eN$cG=$)hg2r$xHwJ@3D^uJVm*BKwmsEB`#u%CBq4l=Szx8uTWMQP0;S
zrKg-}bJ?r2LOxYKjw|afS%-1ob(84nTC+(!f7<5Y-m_O?w_6Dp6#x9b`rGGeN}H0l
zr@f68-MW)UyW-fh;H}-u%#<60k7pd0-kZIsO<;$GXbtOeNB?PuHf?OsoqQqq&(tq#
zljZ!gGCP=$dix#nU2K_jtBPyN%41mvk6L#fT#!5S%wo}iS=SS^?LsBgHc!r8sTp&+
zoNeVkzRdTbGd(O<Y?jwsZeOx|){}R-hs)Rf3*p&uJnQ*7-5n3E33XX1tIM_Xd}~R+
zwMcN{>#i3nVUjHMR%dgr>78Df6<)R2@^JClG_T__AEQ2**=h?FzkD6@F6-IuH(hJ)
zO^uw<|8be8nx*Y(%XJ3+c2`@LK1<a7u2Q(e;Qi~DkwOkjivO%io8D(VtLM~Wo4?v>
zCR2N+HJLtJlDpgU@lqpC2g&yllka@Eb4_<+W^w=i{QL5LSGT7uaN}p&@p1{9+w;Ap
zVv~~$EFNuKt{Zt)<=q$4xf>^Gt(@`sZ0Iz{K2OsrsV5a?-JT!f73({Fc7IK%uyNk&
z$fG}wy6%`|dDtcU=e)0i6B4@4smz(DdGMgR!p9q-%X-$$HZkwLTd|_2K{!O>%j-a4
zzn9IM!gV)4p7Z7Vvb@Jj!_;McWv<Ry=efzJ=jzm){-uHED%k%stPft9#LK5?Bx#Xw
zw@oV`+*WIcdQaJEuRBSzHfrT^PwXm-mTh%EdHl<=oi=GJId}J+{Q7K><%tvLY%@J=
zvy8t!TV)mFyYa#2^P<+m*MDANY3{44Dp{VcHuvi3?ycQkceP?ZpTD+B)AF_d$>%SR
zhCRD;`-@zB<55j@xv6~NvM--2%Y@ty)>hLia9?WAzP&K;`LmUU?=P*C()iiW&Tw_=
zztTvysC9a;)}^n^^j@&I+;&wc%N)V8dY9O}EMy+<ugW~JWbW0AcC}irk_XQ^NTjcS
zdTIW|ORd?n@8%{wNT}|q`nuS@*QG~8ck;_9=FGfK<9CH!t3C<1%dYHI6Q86t@6j8E
z{|pwZd>79>X*S8V;lamya}3X$N-cQuY&ipSl-k|1Q@>~$eLiPfx$615=Mt+wO=W%=
znX8_2Rb$<wR5$y7t4_`4Vwd<8)?9j0`QFB*)72UNW^3ymy%{mJg860OMvJA-`?9vQ
zvwv7QCA3Gq^h)Rb=7_gFli%N4W0`!X&eXM2_BFdKUuJQ1u~fbI-4i>E<j-xCkDo9v
z;`+>*AJ1(<x+V$F5z@M%D7wjpGj#H{=QXzu8$5hvywbz}p1ShdqL(sD<nL~)HJi0b
zcX{4K^QV#fRRq>tziAb*Zu^M^v%czTdu3iN^KU9VrhVkvvEMyTSFdG$dL8y|Y3K*5
z-(lswv!(<a%~KbaRF^2$JHD;9J7P;x$j=%7UasA(FYGIv<f_mU<~DoXeUt2G2j|^X
z+TFfs`<@PCC!@pj<1g*dN;J5t^kuVcRm7@Nq2MKtYj0kP`q3w8__^%4>D8l^xn_oa
z?rSST{z>lXd3G<z{-({fBL6j!_V1OG*bC!KeORk9cX<8ldGpP8_rbeWuWDHf7f0OX
z+2T1rCfx3yWG7#;<+pWKhmWkCBWB;9^+h_iNS#?FS?1fitcW+h>ZjHIr5@U+)cbBp
zSKy0}E=#u58+={vy~;hWHKauJ=J8UN!z=8rPAp#>dFMX^hx2*uxIM)hey76Y(ii*7
zO8yD|YIE&%#LUAopzYO7yZ27ZSz-G-eCgeaq|&>ad{4)`ycEU6z4G<TxTBJR`FAt_
zoOd!h9PN2`-*eUFFWwd_wb_WRyQ>>@*DlWNKZ91UzT&nCGQwY0<Zb=IVbL-Fu>9Oo
z%cHgzTeKc3Mw$oKK7DcL<jeQr^Z2JsZmJ5O=f3LPrG7oT<)W{uN|#<)!87BQdt%q}
zj>QtYw-&F8?315&amqe-D@7*`W&5?o!MA;djh(z6U)sI;=cBE`pV};J9&fFj^6O3a
z)K5R&$C)YZ$vSpQbG=h`Qp&@3yO-}f9-8=Qt=q}zg-MIQ{CRzQ%Y6BpcNo+k%qhON
z&u`ktWkK1jK@au?#{6Zi+3T}OROL=^_b0oon$B(O#a}P{6`Z=t(cbVJ#}{?B?Xw=;
z{TCLuZ%@~sx0|kR?KWD%&c!bIKJM(2A8+Sq`S@SBJ~x=VYteg+ZPP<?z1H0OxPMmq
zw%7CcFMc(#>`3`8`}*14?1!#ra?Ug8ST&xlRb850HeIuI22-`vYpGWcg{Sbovs~}Y
z+m{(V|H*mJ@MrznS>Bu7pC?tYhfaHZ`je!;&pgAp)5#wedvDvEslQBh+av~C-dgqQ
zCtIqgG9=G=Q2gV1Pxgl_aR!yVyH@ExuU`pV8&r64$+<3*4;yFAUY>g6r}7aigDpGq
zRXKZvPpos3JT)i$!uEobd@s@%o^Ox(G}qs8M}NtRnZf5pUs>_r{GRjt$d%=BtK$wj
zZ=LouVjZ{9r^2q6N^@4qT%V<UQaWK?_R=l8?r^Bj`nc*s^w#7<Yh5o-_S2Q?n(X#i
z@{d-j&Jw}fON$Ingiri&JuuhG>fy#1qo^B)PTg}47F!UJJ8{48S=ZtW>F*O|%-OpR
zPqaMsD|CjwlyZ}&+}GJruk!u;%s2m(>wNgPc9Kh1SgOKT)337A7UwG+ThhkD^<!12
z=kzK8&L@IzW8He!$3&eF3bT;aZd;Seb|<NM^(6lbzsdtIv-wQyvt=#Rx#V`^xaf@+
zzwQJtVBN(3b#1P*Pgjaw^Ze)j{GCBRwrpGzqorH^uAuPbpH+uXZ!^kjxp<QMLD%#5
zdMd|^e}r#XGN&Zn<e`Rn$?1<Cn|;q^Z|J*c5n?Hmw8J|0)Z#wRwRfHVGvqGn`P`SW
zE3iD=aCzlfwLaz}QT-~+XDg;&iCR;*<s;MW%A@5)@AvFE@O;)6iM7fRPPwnN*YmP1
ztiJW^Qo*-Avt6$H8|npBw|x}3wmqj%-JxFV&ff(oyEa_$`Sx&{<&+J_eXdXW&ycuu
z-g42uJ8pg4pe~cPxA@qvGg05$-#(t{m~o8Jw&875_@0H?^IfNeEo?a&=RIr6WM6yZ
z&p8#V1G2A#CAoc^m;Lqd!>b>5URZnXomWrSpP&C3TGG9oJYCO6{my<^a<N-qzszYn
z^Q}ESr%dKr<=TclZw-9-Z?9!gS@+~kJ0I_t_%i!)nVdjfLUFtpKTkzdQL$p+yqPN3
zU+ecjXk8R3>1Or$);{~4SJo=&f9|W*Dw=g?&c&@?FMKx+KijhCXV|Q`<L9s4=U+F6
zS?BHib=s@8{isaq;r8%<9J}V8;x^}l?9A6T${%_1L`(Q>*DufT_1}_eoS*Lha6aot
z@x#^HwpHRCj9W@<KF6J`&t}>6+nB+Nxj*aE`POjZxU67nriH>bzpk&)>ASUT!N0B>
zwyPg}mb@}eGrs=B*MbRt#x>i1%2}_AJD@MGQuy||=%IZ}IsWMsPrkLmwA(iB-M`$K
z%!Nmj_<6E*_#*xqWWO%3uv*s=T|L+IgGJ|-2eZSzSb6t`v7U>!e12`GcW<q;z@Fkr
z&n2GU8YZVCJh;9x@`v3q*YkmWhPPkG?J<~`9huc<k&tz2^>X#o`o<^aj~J!&9+|c1
z*0zPpvK`NtC&!1~sIc~Ok)BXs&G&W7KAB4oleej^O>SOTn|D4)()OR${l<@%mhHDL
z6n?a3UH2nN{=2Di`=)-=*tEU3O<8`b*M<XrWsR|ghcCsaJ6~)IZ|iz>ep=!OzqJai
zODt_ao-Glmv7Yg`dgs@Z>zDaYW4CyD)c#yYiLG|2SN|tjZsxYIzqf4s_}i=M7;EMy
z$JWU4T~cEH?tOW`>Fuotl8*<6-BJpuIXp4?sGIpFw=R+7B}vmyJbQ3)%hbY-!e1fN
zubBnTh)kBRo@X7>WG3|7;(g?;HR}{vs=AIX&NI(WUdEN@sn&POI^&2lmp#`~rN#?9
z*HY)+{yRq~+rwfyi`>>NGEr_ZyLPW_@$@_{s;v1+>qrKFOz2UM<3aXTFP`oaHwh1x
zWxN}9x@K#IyM(Q~*V%a<2W+z{gPfl2zEfc%_&VZ~)51P?5$WmY@0v`?Pqq6x+jF7T
zTB9>w%a>U!GfA*}^EpK6bLh^qp2l<Ux+^V>Eino5&Cx!^Xu0y?6b26axd|R;jxVor
zHDZi*Tl}W@oK!}M@s>Pu&7Z4HVr?AeJSmPm^R9bBRaofJU%PUTTfUyv_O&WPSu(S9
z;T6@F#XqiXoO-DF#`QUlg-Qm$y59O8GD)6zc~;GtLrcBmZb^PON>?{McgB%@Ylg2{
zam?8x2NaJ7X}iqc_^CAYtntkKJ309Gmd+E|6R*4Z{;ZF8quz9uJ-10-TV>XsZ(^{{
zk+H3I=gK`>cV2gzvpkARKlh7mRjreb0LO_njWusP-oB31&R102u~uWD)}8)y8=g*n
zRolK-IxnQ&WM12fEqo`>uUxlrLRH|?KReDQJ-Rk~F6ZGXj}~o;d2(HM1&3JBf<Em_
zdS0s@`b#|9Gw+x2Goj<N&IKy&R!`~6e)DlAr|Fp(2eBZ-*pl|Vg34z*ch3|te6F_M
zdGgG=caECPJS}*9Dd&plBVJAH$=;=fib3pIpQMl1+aAc;@qXd#@6$S8lm?&ZHQr#k
z&g$2br_(pCRG8Q-<Y5yM7qDYzV4wCv_vBf@Uf=IL?VT21D4TVE;y&9QPYPqr7Ih1T
zvTs<^vAM50ZI{T?`^l>8CBI)Kp3VwnXX$$Ml}AIl>sz-<SH$vgSvJ>-cPr)eqA#m$
zUuu3f*)sB&=er*7>XV92>^0YHF6~Zvwl%GX<K&;!GEdfBuw3t$S8(c;^@L+*ukDJC
zZgN+*3Aekj@6O}NN6j?3YO{SMTcY2T6bX4)z7Kz2%90)1d?Bnz;6nPW!#ixG`oeNc
zv#0jn);M6wa<OUQ=4-PqY<w;ny2RpGRoF?DBD43~S~>+)s;@7)9kq6EXOd-tZ{e<@
znR?1`ce8g~(_`q-5@2MITBu!|Q?Q9m$3xz0;eOq-Wn~xsGc4LX@z#z?|1*A8v!*63
zUA422W39D!*)%7H@2jSLY+CSj-E_Y~nMv~Bd^L67Se#Eyp1mt*lF_eFKC`Q@S9+g0
z5}L2OXV0T4!LBFo-q@JiHqr8Ztm|QeAkIfSW|wJe$vtfUyzY0%p=A$`IV`uno0TrB
zaxN%odDp3$^tE0ocb3n&>SigrB<bYj?wfKOA96l&+u@$WDJ=i|)7r3E8fPX7UhLC8
zm6M(kVKjNx%V`ha=`o(a_bOY{bz9eR?U>!AGP%OrET8R^*7Wi#$iDEE<4BoH^X;{j
zt;=fuS*~8T-E^hOqph}j+<&*}%2l4UpIiB5lCYuWi;C5sjWv&^@bB@<_I7)wd&+RT
z^Tto}yo(NSUEH=y>C6#-uhltT2kt%oyefdroMX;|4QrmR42+78<vo~nKmFcKhMuc0
z-g;#&{m-y>*6Xd&g}h5NEG<O)S6VqPQ%e3(`6pX0_uN$WjD68}KHZdfcTC&s()}|h
z&ntxGJt**4x9W(J8=sqR-ufF4^WN7j%Ft>K)wp|g*Y(KNjy!>z6Y?zA`JGu)b;{u7
z<qxJyA9ZgqSnw~j<=s!e9oFXQOZ)U*g(g|Z1h({OYkptj`;%>1Wc&2ySk0Vb>(dKg
ze73)pBNlk_0K47Q=f!QhbN*&;xbQ?M>O6npXRc=|(y>=}r!9YLlIy!%-r4G&S*A$!
z_2q0DtD75K3#V-ms5y9PSK5RbO??YOy>3aaIQ4yFzsyoSRiAmT>Bh{8@u$`u>G^Km
zZt*(cZuEvJqAQ<yF0?p#C$sSe57*5t8;Uq>!b6utOutchz3c6=%R$0D;k+?UeI3{4
z+NBhWO`EtXIbUt+!VsH}QR~7CyH4zwA)*q_H09ZM)2D^`NwfVz<_Kw-&Fr^aGwC_|
zWmBI!W^a;qzr1KEbKmsjIyFh9ohQ9hu1$X0SGi(l*zRPJHR0B^JUJUzd(1tbwIS5-
zN8s_~sJ)G=U->p}VOYG>;gqFp=I#x~v$`uSzbsv!to?eUv>oFrwK!g1rOC4vDm`BA
zwPc(A^Z=uDlZK>K4>yN7ZCrhk_sk3rhewN2RX(1N+OVPT%hD^nTQ%>_++HSl%*b5o
zc4OZgey@|gjmoobw`a|n?0ZK#wl}0lYu>X41HS63@mo_q_5`ZDZfriAHf`5*=^I-t
z|LJLQE)9tZ^|yYyszuy3b4Q=i=46(mw;Q9JwdMCZi)ghgq~BX7xO;2Ri?D5ZM+})F
zo?P2($bE2?mR;6`6Iu?(3`4VLye?EIJnL%nsz}>%S;XnEjM>E@-W#J9{RlmAa&=ru
zV%hI&agTh>Stif>%Ic<HblJb{(Ihi{bz3dd#!Xr$VrQ(i4Agz)Y5e85sDI|`t}QFh
z_}j=_@|YpPJga4^)Q_B$bNBWAz0QA%R-U(Y+r}ctl}EgLCWl=LGmbKz7oDE=ZLLUq
zUe>Dy3(2FJ`7>&@V$aU*-KKoZO-q^GrgY`u;_af_d1O-hES8r|TbA`q>vrK;!$k~5
zuGwckGWUFb8?kxcGlmfJf@ifJ<tx~~tV)@FVkLi6nZL!el~rOp=R0<a-P>ASv|<I{
zn@}Oie)j#Qez#+4&X#b>?EJQBtzvNFy)9gc{64c*ZP5ETIcVB4t8H#Sk9)0gmeXEb
zU3$Ccs?M?YX16mpZ)u7=ZYc0v?V@pxt=J*x@p{RX|3X$pO;~nvs&Ix*b;+8S5oPav
zC&f%M4Dnu}a%uC9om($dyZ5Ag4A^L4u_7+`^?!!zOJioOev@`PB~s<{tYjI}sKO0t
zn@*mt&Ad^5;aC5|H}Wr@ZoK{{`)-Y=`t$`xA19x!tZ&pkm3dLXB0+om$2;@FCUn{F
z(Ei+0zrSbuETh9-U-NIy=gG>Gd-|GPbYX%2jOX_@&zRWtm#HTt^Jt~=qP$Nz1v33r
zTNo9t3KUd@Ud`jbw570|V^iu0rS(5^l~?txjeKPs{&>n_W&Vc>|3WA4ond`<et3oX
zL+h-v)i#$HkNf*vU+VuM>L};mXZHFp<1KF1_+DMBz$rYHfv<h7m4DZ+%Q7=L|71Tk
z6fy3+l4tB?YijEyaVuoeloiExZ}va-Z$IqebXsfTZPCv<Evx0TzQ!gW+ts(IH8rPy
zZDq)O!`E^5m?Ty>U0t%|%*TjXp*t%zHOe=19J%u6(PGz^M`Htct0sAT4wO<{=`=BX
zqQl!;OFlKOFl*PHd+L?M_h(CQpN;l7aDFY1;iW~-oxBcPb9EQo(NJx#o3fCT-Q<n7
zN_5COjRZD6%N2*^4=vT76XYHEIZ`UB#^sE(EpM&hlCyaobN(D&Tk|>XRQuZUYv#*~
zKF3^rxzpud&)2B=uE!NpPBmWJn0I7(b5Gi;oA<R9j@fFb9C&A*XZm?lP@MZ-zkvFz
z=Spu1Uv{nN-@WorcGNeexvS^ti7zb=48Kwu5_Dn9y9SxCoK3|C|75A99Xw}sHO=np
zix-u~xiL96k7duAG3iKp*NcdMZ)P1ayBy;qWDv3O0Mjb#)pO>0B{C<^>dNpl?D|!F
zxSpf5dUc`gX^w!NR^?~*a|1rIH_bXC(#xq(dNkGQ%VX_Wxw$gZbMnva<)3z{@k(ft
zK-ZgfUv4HRNfuOoTbKFpcJ$F>-p<pON;+=2Y!qpDp=-gX+&`~l7Kd5}y36;5lw01)
zIQu(fsaLzjmo?wQ)z!8{T1tpY{t8=ScBahn#Huwj*3Q?tqASdoaV1K!(XY~Ew;z92
zI1ewI&(%Apd<B}aP6=gg%*%Y_#P1caBz!e1W9o_3g^k-qoh%vOhfV$YXzI+}nTu{R
zTdWcn>`52Re`d;ZyJPw3Vs*Wa<KIM6V_idRvjP}b8T&4Km*sR*U2WYNw|lnQvRS9i
zPY0de+q2T&MykW|#IxC&svCXcb}SS=Tb7~SQ|x@oI@ITLPjHHpqlKxfrCHm|+LyCG
zY0YGtXY97j{GH!jqfC*M(iNZQeR;Z|>4wOmW7Fp(E!LjwaX&hyXyf^)OT9mirnjy<
zV7V-1ebKj1%ND0ep3{7N!sb$;*R$){N$fFK(oOU8+%kJu(`N0Ax#yZ3I@9mf?(LS#
z-YA=v>z!RBuy|hPiKgi+T$`ol1e<xCNV~+Q#pWE|V5w}Xb|5oW!pl4@OMj`K@a?6M
z5e+$^{~5IB%{=Qo>xIU#-!os!`8gbo<ovVh)6t`9hoUy-J$LHlT5&caMDp>q<pvC#
zNBuf`o|LTI8MA()l6&9Q3Z{tSQ0E4B(^M7djeTEvZsv6RbCsAJ%wx1z-LFz>71D8X
z`{c;jWoNG>y<O2{cJp#$*uumMUze@!`FQ!~)hRuBL9EUbtnz+Ii}iKykmD^em|DEO
z+_Wp<iNWjpx3;WJiFnG|{y65W>$Z2nEm!BR%i&ns6q=K^dxl=pR5v&NrRlRf=BcJC
zwpB_TT$s`@v4weJ%%@bh@M@ED+pJAX?%2Mzi>z68FitaNS80z{RpHshztjGeA3SI4
zpY^=#*_$eZqD<{gUoN>TSTk6BTf^S4y7rRgmvxh56_c%Ro>cgFYun>4GwYaiQQlV>
zkF{_8lF6y=Gg$s%-Lh+z$*MC?ep`EAiLrMTgK6kh1GmTFXD-YY&Fwt4Tx;^yb5$Yi
z(fjU*&iPllX79%5`?4OnawmNGde*6Dey}Rbyj^qOPFrepe7DWxwf=U?OAb6)$^Q9l
z;lDg_N%oh)I;+HOo_}6z$t$mz!^xo++|~3bTyS3Dyu)27)88Z?>IpO4eTQSh=hw6D
zae2zTpZ3?s^Q6kJ>xLy>^BmuwEzNs9>%hLlZWZTEudMqu$LQ&^8;3qUPT+IPHmle+
z!QFC|koD?<tOF{aJl9@d8R%*IpMhxu>x?JGzNS?c|B4U3oV8GCg9=|p)U2Y|pF*n(
zEJUjW+L`;l&gpV`zSpa9<HXnDr#FUex^s!kc+SVS(So;?k44+JCMat0WtZIw<7_;a
zJu9<}W&PEeliWg&SsZm$+Atxd^kvkU13e$#X=z>%4?D@~mKFRW=kD5-;przlpNnSk
zg<Cw{8qu3*_~*#yd#m5yy6t$>OkMkUt*6WGh{kJ6_wQA@D!`YmdE&E3&lPc=bDXB!
zZarJKJyX2%WPVkHB9E)Dw9p;CzuMjm!V|CUvYdL9HGOT*VzJ<bYu+og%dah2Qx{X`
zwE08v<ypI19&Gnntt84Ub2UvvM5uDLkdXAO<=UwhvRaG28NCUedhi@;x=u{J*M<d?
z=cKLENl`T2sGCt7T(dURc=DWUZ!V<ITK;6+$K#?~qTGdpb{ozycy6MZP(176)Zlqm
zVV)-~)YiK>?~>M8(o=OUdQv^tCC%ou1`7_VUs`(X$cr;alPp%c?0D-_Ahx<qZEftk
z^pf5a%O#liR&8&8*HFs7|M{2oB0Y2FFD<PK{n?gy+{xam)47^|)?IVE9j)IFxZNx4
zUs|c&QPRm^WM4Dui#^}D>4I&#^K-83`l7G2G4wIpj;AH>N)AO;eYdl`vesb=>zWyF
zH_qw$vew&ghOyb<zGr*>eqSy1B~g1x@s*bCoAqzKaSIBOPmU_GDDq%*e8pOPuYmjD
zs`(iO?xsu6RVyzyEIs&rt#$6gpOP|RvWqv`%+szYVJH!uGVOVY*je#;syP#Xaur$L
zI^7(mdx%waujVq3?uXekZOhCj-40fhIJr|k>UFfm>&TSW2}X@wmp(IV$Zfsw?p)oo
zAh$(DH`aBkF#o77T{F{6n~8C)#O#U(VZzS-v3$L%Zh<$#*H@@VS6kn%P-4&a;12Iy
zqv#;L>z~tXy`{FZ8U?w|{)u=JuI2UZU9Q^Oy5(=pCf4T{GKnh8;d$_Em&-0rqsBRW
zzBQa5wjT{X$|9dN`&mxm*Y(@huABCpXYq>HuVX}C-h5YbY0grXcU3vAMJnt)U6&^G
zOh0FRT`^TVCvn~%exGo+{uzGny&g_ZciQzTck%m<IiGv3YDXW~^zakcJU%Uph#6&%
zc`Vs)?To%TH}9PBjq5hAif+zw4!e3jC3;1AKhI5zN9%9z61n~U+MZ3^+cGvSpLlKS
z!@YA7N*TVa6^(A!nfQY3PG<y9vW?8;TlWGg4z39-ky1M4!BAqm>g%+{(h0(ogTDN1
zy*Eq9Q{<ws*1YPj#n0~K-`nwB?(0qVEjt>gY~y@W^=#v`+ovVYIXqXI-F)vCr<d-V
zF!5&&=1d%~qxhfrGid$!*c_Q;`nl;r;;zu8TQlMn%QfG6nqSD()p_I2eaBgAPMcrb
zt{^GPi;Z^Ce6`y1rpYWen#3(<95u~6%c0Npn1$%7OV{t53cq)3b;mc^#Y#I)<|K(r
zH$9kh?WB>)8s>!bPirj~@k&@c`F_?`{zPHftD<S|3v&&W-+liTc5HQ;dXLw<IbAl}
z4L-3wJ$|8Up7oMD$=W^N{xfjRo_0T^OYB~x$6+1=i|3cN#a-O9Ddf5G#Frs?3jZ0x
zULVi8xOvZ$#UES+UoX^)^$Utl7L-VAJ{~tE&E;omO!I|)uUF|!`ZLUx*JW#Y9CQ%<
z9PqgO#=exRXWF*Ju=RYX3fsEoV)G`S{|sMWcFf<c-6MEuwWjsHglzrRX-jT#-_`Nr
zyT&rlQS|WEH6QFG3iwT5<oqru%4)sM$)QrVvaq>a%c%T%@Vv-yW$oL`vc6AbIs7!n
zerww4oS8wr&G%NG{nqg$#>1^j>io{d;WwxIY&!6t!O%i(-qh`)CvHi<*F0M6Z`0E7
zyzpIi+)XAK<_T5(UZU?8n&nr^3P-PL$hCEITr;!eC!1qT*LE#`mdc(<%T}vi_LR6k
zr|;j?&HIyVpKe?6OfToa({kqfrm;aOKc{Z~tGzdOjmYM<;LF>z)HZf}l9u;6Ju&M)
zgK}I+(56|L%BhJvx@HMVOla7*lWk6-!H%4-@55_0R7RzhyQxgO<Zh_tcjrmcwnbCy
zg_imI%*%QtKP4qN;+V{nP*sW71-q(Bjq*%>JN*pqPY%6zHK6#!+vuClC%-Q8Se$yS
zZYqEDjV#~j@Z{cU_spK~Wph1cu;f0zwft<xsU=;jHmEFEt;g|o%}%|(sj7D#B!=_9
zjWrUxrJ1&g!{1_si;%u^q{fQ-ZW*^S_L%eiSo!aQ(-U*s*Os$l_hu<@9#EGlSu5-o
zv-I1{89Y4yY_;t|gw(j}N~0oK5*o6ae9lw_p4ld@9X03bwRulxTPWKWHwQ#VF3g|t
z_`-jN-qK5lF3EAo9oxjCW_x_r(Sw>XH$%SX78})?J=l<;%6tB<Y^L4mlGC5vD*n8B
zKks0X#lMpIx#<t)`PWCSznkUy^i^tQYVkBvg}E1t7#_{l-Lv+_XI}w<x`b@G=)GNe
zFK%z!!^4qN{5s~^LLuSZd6sW4t%!A3(cc;I_RA{uKwZgjNrt-6?KV53GEO?)dl~ci
z-PMPa3r>m#SufR*R;_r&Te4}FM|*>t#TwVGEpj(ZOP;)6Wws^u-OTwbvJSGVJeRFM
zwx>H{9`}x$k>4gQN!xuk>WoN<R`rAH=WosSWY9S9ApLdpXI0%ERhFq&|MGYLsa@*N
z`=v*`=#z20y{9ze+1l;vR^8dYYSu?t@53KA%gFAV`o+S>b&}7=*TG%8pShoZ<5p>_
zrQ|4jHLJ?^=$a)aDSSKMWKT*xW*_xkS>?Qyx07o?)tr!H#(h(THazayvm|Y+<t<;O
z2~HeqU6mQG97sqO4ZQNaYxR_A-NC*Q$!nc@Kc`$3&EW~|d-L2>ddl3sK266HE4pQm
z&$AAT$#LWLiz#w7mQ*jQeXf$WIOg4>mF<>~*05W*S{tX_-DWPjZPD{tu65DZC099q
z;<rg!5N`Q(iT{@SPLF*;K4s267;`mKTt&c7D`Ka5m)nQbt2;xP)*iQNzP52m_m?%F
zwKb1rY+O6@h2fnQ@52}EV%(d3F6?ES)|YS|%O&4b_bXpyS^Xm<@4&pNXAhRXyl~x7
z@LpBvI`>-dp5W9YF#^SxcJH-Pztd9{rZ+!LUi$NPoA8}4t-O9_EO>rfa-G!VuD$18
znar;B5B@NN#f4k&{My>t3mpnt`+bu3<$PGy<`~Dv##`ICDB=x6x-zrmW78+0<>^}<
zpJpw-xHj2Y;_;lYBee!uy?fk6mp=U%@jAJ6i@xnD*D1~CvRIRNqfTuP4A_3B>B0=b
zYs<rev~?QiX=Qxk&6Sm$tp8YcZ`PEX2ao%E%`xBWYP9W6U-s6>B`KG79*^yL-Xrx?
zEqBTDu6L=)=fZYM?<jxHv~}NXPP18tQE{0elQb7yZI9Y9k@4%&Oyxz_U#MBE`gCSv
z|BOcq_v~)FWtN_kP_lmZ9{<O`J)BkYPn>ui;kU_Gb@iKMb3c2LHPt__DBNv0@XvH@
z-l-p^ANpoKI=y=K0q03OU&aS#+&UNN`A+lm>9@*@rtg(ry4?A?8>>TFsLge|SzQ|*
zd|&u1_*_=>^juyUziGLfj=5DFTrYVwH|k#O!9LD)yJAD!%AReW>-uO;*ON)RKb!Vc
znZ5|VoPQ!NYIk;Z!|Q|VHD?KDDn9RXEu9s!aQgbhs6)Xw*Y?)VD!g7&`qs>N-d!z?
zXFi{ghV1Nf?=E`Y_3Y0{2g|on#U~|;BHl$s9C&h7Y@R|@*QeK~fA{`ydwFa1LEGEg
z6+Yive(OI&Nzih;Gw<J<iu6{Po?W)+topTyxstPWs{U;?zIm*Bs)Vgp^sL>x%vx2i
z7yIfzejwZ&_3@szKKnB5^Rw=`S&F(opC#P;#%}7Q^}*iFi}y}^qx3-Zb;R``w`SGW
z!VRy|^Ni0|o!PxhcaBijQ_Zb+)~BbG<gYk*xx8w%>aVGa9P8~fRLakmlucWpai=hH
zsd@EoWmnPMGb_a&Ra(k~&8e!CEsl-)={4s;(xOSP1a`87eO%76-8eX~E`Mjot*YdS
zp}czxC!bfioPH%@@|Np@)uq<LTjteE9lhF>tCF`=ZQK5Z*U#2We9Ufg;%iZ}^3uvT
z0dZc{k9KjG{GOA0tLmb-W{Jtu$x$y~l`alXmtmgwb*AcJOS!K_=UsOuU)mjEV{wCZ
zbJU8EeP^C#asB&j$sG~VP`CAxGfV%0;Mk+<dS#LuU&e}<6)xku^)6(~XTzz{5ubmQ
zoNjx3YnR5B4GnoRk9MoLepzkj^?m7^`_Am)vFEC|B{mr>+GV<}m))y%dcMEclFN2h
zSJvgu)JuC8z^C!~x{ch_v$ae5I9HrKR(-i}Qd-UXomVAyypH^I=c}Z}8nGFV6|ThP
z`73wT^!xfm>z*ugt6cMZj^MS$Gbc{(I#$#6;98fNa`c<{%*xl-76~<J8_sC-?@8%e
zmvZV!-jO54v+~}QFBf8U-tuhu?BHmwc=feDYuMEmlxUw#+w<FBg)!*KUPf1GU5oRg
zaqfD2?3Z?0Zsl0a{_Jf;a7E+!Q_bqPHcib~dS|KMZ{r<h%+1XqPj<J8JUza(^5V{`
zdeMx2)=AqEF6b}Izb72CZf&G~k-S;?VXmul=JvW@bFdD1w$k?Mo97%$>Lk{!x_r3s
z_?8X-mhF~Uljy*}{JLwZ)8e>4`#i4swUm|Hd^_*Evo2-5`=-l}T^YKjum(41{jy_t
zytd@ntgwwotuE%BjJV(-!nI!_pi*>_x=Fuv(v~gvgXJ<_m8>o4+M8{<-tXPkb2DSU
zn#?rqx$AnRY?n31yLQnW?|EB~9(%*_X#1kc7AIE(O?EuBd$wZOtOHlP93{?bvYW=7
zJK?F=J3ngCgU45{J_8+dY+JW=ws!K|jB|xujZ+@&;tX^+|9OqOZI=Es?M2NATxX`b
z@n!v<S6dvSlAz7$sokq~uByN;KkE4t<v(37^rYwfD?N4RRKq0gt{|(&BGaC^ylL#W
zwLDsU`A&mjK$iHN$rr-sonNstP44S~C%12?>aHo-bm!~Auckgeenr}|qxUpV{IX){
zF76)r536rVTCUDrx#Kf`)ROP=n$LE2zE@SZT%~K%@^z)(ljRGymX<N`$geFH@_S=7
zdDey(=Pcj<`h7(%j^FE0=6>h7x8t6fU5eYbNN07=@8Ft^lN+=S1XMp-=w8elT-9-|
z@^RO)!|Iktql$_g4*uK9X>-{#rqlOEM`M3hu1)jxb((yZ@53H1oHei6w%#kRo~x|V
z<P6`O&%vVW*0il%du*D`mD*Qf$NkUEKAv^$o|~VKpP{>a`&0i%eGOrI1^HeCe_1K;
zWm)<>ciEMvY+p_;zcNGcsI9xK^<@T`vXw<zlZ2;F)N^?M<@*XhOLbE-OZm%tU7qBf
z|M@Fad!eOZkyYt}`B^?)9UB+k5zd*d`_@lFB}DSql^K%%8SLls{cZa7?sW4?iDe08
zD%F=AOy>00Rj%|e&h=*e7q{ozQWl{ie*dWMy&7MSsvUL;?0IbRm3jYK2R6>fYa`g#
zdo8)SD0lB^4_3c5RUsLNWs;V$Z@aa6OX+$wjr{4BD>)?|FLkk!)4cQfq^0PhonG$?
z4}AU+GP_a!xyi-*UzcspmHeZz+dr}Yo}=89o&%*TY|ij)l`J?_lwB+3mV5t<o86X_
z##s&y2OcDg21OPW&&zh1w9(Al+2IVs%Xxc3;>zj|Z9H<r=4!u5{lu`zLU(mJmrU3i
zSmfroyi=V0>zeOLp2rH`x@&8NZ;UHf2=kghdwtckhX)^UHQ6K-My~!WvnlLd{2k-a
zC2CW)i^jPhIR3ax?P~9pciXfDUte2wioxb{*M{S!k^dRy7Dv8tS$pH#kAKn`A16+-
zs?AQ5XU;geB{!zlDqP*ZPx<`4^Lx|x_bq1me1D~>e8g(q1vQ7)i~Zx4n{ki-;*}3O
z<sKCJf!0oV1Q`naXRzD)RQ>qG#_#*rW$ynl&n0Be<3IIMo&EyX&g5-<`|cn623}?#
zS;e?{Qw=Vb9R0_7ex3F8&i#GYGY|fGZTP3`Zh24Xn#t?e?+V{C`Q;CJXKr3wH#6M~
zcitsg47b=nub(D;?32vg8-KEdA6uS0QT+1y&%l$BQ>)g$F@EiP?c^Wlt<Eabcq(rk
z{<MDbe};z!I}*Qd{_$m%@1vEo|3!ta2;sl4JK1i+{>vtnS0*itp8V<h%-CrEv?oUm
zQ)PQAcYgG_^XK{J71LvP&TWX<_(kS&MSSLxOZCdzBzj^(cfQ+geEDsSvx!Q(y4=<m
z+vL=HH%NZ|x=#P_eEu5$b)tni7mpNv-Y-94{leo1tGT`9jdESD1sH#Ch`Bzo^Hj3f
zo%FP-h#Fh3&%KLJ)~!#L(hcJ*{LGj2Ga}Wm>*njD6?`jY&&{-Sonp08S>f5rs2{65
zZnO5*d}__`cDuV<)?$rlj?LRr^C#zvCwp$zox9`tj@N-Fmq%)S<eD6#yT5y3Dr5iS
z=(Ufum6p6e`E9+MY4$0z+}F=nK0UfsH*x*K=AtCeKHXo!&HYb9=f~^{)!foxuXQ2T
z>)yk29P5_d_G$a*^p;t9YgI)KtES1br}cp=cbd(5`q}1IY|<?kt>@dXgtJ!VrW9}7
zpndIYecSYx(!PSJ{+CT3=RS;0d~)c)w+C{*wZey-U6bQiK2qAbIM7S~%;n9~PMIEj
ze{WZG^>5SP3k+ZOl&_v;eyCpX{)xufr<||$Wxw|4`(yIqTdUORqDPqw=c4CLS?V>{
zzAJ3wtb<8erc0+6pETj;d^PK!bnYp)!byiEe}%7$`J?pVN|=z%JC_4O961TsORFFK
zc+hb)U8=!|jm=&s{Cw24g^#RXZhmGEzfN1yTw^OoZ2815H+1%1nlyRxE*tfbos&KH
zm$W6FS}vQt;bNV_p1h{u`N@~|WFKLCG|Tr)<aYU@Y^K8=SJ!=dq$Gaj`su4DuV$J}
z-+MPBeWq{7k)v8MlP-r|Kl7Ji!}Tw7o$O~eZL<!0aOv?U)e^;Xm$%DYKk(|-z8Q}d
zH}Dn5EnoP@d7ka6cZGARt~Xmrw((WPd6pPXl?mlo_UNft`LFtxrB~iRoAi=PL7m}a
z?A_xnYp%)b20uAwm9*<VZ^gXBK^51ZoIF;1ZQru?!&a$J7#6pxFtOIkNgJ;1ST-r9
z&sMT<{dtwOr~Wf2f6_l@$1?BctcZu!RZqgt|CW<9aFqFC6aMzz<_Bh<<`}gFztVpE
zpF!l0_SV^zy*1l@g~xmh+q7!dXIszUo|peVe$L!wr`+`7yQSy_cLgnu)mHnPzUG>R
z{k<$Idn|iW>yzNEjVCM=K4e?E3B_D2cRv?$`Z@Pm>jUo}>|t(O9h`VTX~)$Bzv8Hk
zF{1Ayi<X?X$~tMWB-h<$!~7{9UsSH`H?y4H+;%jXS*H2vGLakRY?dphs@y%wy=|BA
zu1jBMcUv|jdG&q$vaf&rl8-Cy&iS^!FL`(P!yPtZf7@2u&RG@m)bnMWZH>;(or|`b
zZAnyn|H<y!&TUQ4>>A9I;|wcPZOT)O=A=B@R#Gpp<m39Y=Ov$;zNib``^4F{&`UID
z&Aq#P+pUV1r&aE1SULFsv;E)VxcD`%QkQ5g+iM)RZO7Ke56hQFedtK4?%uQAq5Av!
zbpFhf*$ba}P0b1{3f%RsN~|@<iBqEH$n~5X$Gr}0ubtRn&vi+taB|$!MO&g}N|r9$
zwe8rH6Q<|los|!qGO})rbx`@M#i^_^r|a3|3$J_bUj1g5yL-#ko;53GZ;TK7qq6bJ
zHFI6Tyeht{M`w7Qp1aueOZZ{lJZtY~EvtIp9x$EiRg!hk&Ffyqo26dOlP0yTUg`YE
zD{kMcWG+XU&+$C#+tw}FaeC)Lwf%8_GM7fa3On*)&EXX<<3+Nhlrr0SPTiT4w98<M
z!Ivl3_0P^<P?Y#OL0MXRdA0GewR^-9H;6HAd>vg-k?t4VuTwWCyjto3la)-^D@UG*
z^Nw$=)oKZ;6X_Sy6TIl8{Uq;)xzDz3zk}V(KK7ql#u%nO{hyjjo#=&%A~CUY-WUAO
zWBxwWT>hNhdPa5lvxt?&X}p;qWx{e#-po30?Hw^G=%{;;Z+6FHiw7lZ-ag%Uyz1)q
zAb-25zfwj1&IzAnwRi2Be%tF?M0bWw6JY5+XLxPLT=~F~IfpfGH}}<M-&+^>D8b=D
z-`A(RwzXV3`TXeN=1I2MR#V>UrS1q{w(8J3&yfB@{~4UObe@#tJ-*ayv+yy?RlicI
z7q}@)G6=qp@|oCtwoLoen~vq0ThrG3>N}CTX47)}Ua!jug^_EGC;zzg%<c3n>sPT!
zKIya09hCk2-oyLBlWSWHmDM~CE>sDgz3r$=j$rt-^8XA<o9}3yd>c0P@$IkgeWQHN
z1(xkE`WDjjF`{bTeU*grm2+paODb<oxwq3`*@GhA#Mo0NPm`DP%{S6J=CMs(CU?z?
zJr|0Wd|fMXv+m&e*u`C&vzjy3WNuaGcPQ$5=D%9s@p);^#BiRx!segXOs22q)IPp7
z+WYP4iE-<9yj^)%L*x6E`_W;y_+BmexFFBhU-Y!)>sy=D-E`+%x4AOip{YCV(($~T
zq9P~6EktK9Yt=rU6_M|lwDx$`jAHY(y|;V9w&`dsd}SCap>e)y)4SC>KAsJURLuL&
z(3ZXGUW(PMob){(8{D)Q4HSBk*ZSKO_WZggG1ob{T(tXp+_Q<zlP(&Eh8Ng<J$pY=
z;%)@<*<9T_8UL<qHxKlcJYMK|N<VO=h1aDh<4$qE%~}(WRjxZ=7LY8f%_W^u##4B_
z>Z1PUK8r=Nzvr9JxaRxm=!=k<v&%(K-?NZB_`)je$))YVbHe#ocojqxMys7?n`8Ur
zyv3DI*S!w^KJaK?_l6zaZwz>zbR2&iZy4vl?fJUw3tvwEj1(=ZDh$;y=l^7zW&CvA
zy#30ze4pJjYz_<hXH?*Ew(^n5l9cCN6FhD=u1ob@x8|2>=-zczp8L8#9!))6$7pYU
zX~*}u6VkUjsh+dy`MR<;@A$cMt?$lNf4;PHuA5n@j^*kTA=?U%+3mS9$^4X?)wN=;
zqguO`+<bgJE@|V*e^bvJCacF~U(A2Aq)c73YnFG4aKwreujV9N+U%}w^mcpN%WHe)
zy^}OL-&7p;v6?GKu%}#opLXw++|b~xbrzzTChtOYMYEU9e4OOwrtm~2S#)#WLvi)n
zBEG37Emxa;)7P-}czkcyV(lBBS6^;@*D+Vhjpx7w>shCEaLf2_-<Q39lEJovw)Rn<
zPrsh9ao6*CS65vN6AB90{i0ZVg|G02yFI@`jB+O#y*+8aG)4C8XZfg^O9R==OV3ta
zjMC*73w}2D?e(2A9-M5EJR7&^a)^gdOQ^T~*PUw@sakK~jeUD1%6y~RLfKu1KQ&I!
zK9h1HDSP`4y~5+yHmLPj9+1s?`LbYkZf<s&`sMp2d2?S*I^t%|b3J(Z%a=Sk?<$qM
zp6V|>y+PJE^vs+shAk!Km!5L36wzdU8FS<5rmQoY#MG5m>9brrIoW#g_RGp17fw`t
zTXp%I+Kf3@6%9T)us22q?)+?Zad(={tJ`vOEjX9zSv}fwbo1ocyJwcJnZP$=o#BD=
zQRleB@+KF!-Yz@z^~>6lQ~|N~F)tHDiv2S^V$!y5JrP)VCD~kk-p+N4Btl*uJ^6gr
z(<?k_+k>8PyLSX!Pd0mZ*?>X%<ax`r-KV!r6Jhxx+P7SPR(Q_EG`@3Bw2bFmn-Z|v
z$<O*~MB}a6S6}j&HvPJka@<oSv~d2~sO>vaN-bZwX$c>93~l)Na!GhtmFSVpo_R(^
zyoK8y==@Y)TJ|feb4_gVq^(EJEYggqz7!Sjv{?G+G_@&`R#$ZPJioS@X?JT$;H{G?
zmfXiOs+4qoPTF|w_MydoVYdEWcQ<YDH?s72J8MPax#?n;UujpwEU7B-KK8)U^vvzu
zSKbD->*Va|J^j1bByd|1<9fa8&yoU-FYVp#u4y*MyEORE>*u{iHLvt`J`mDYS$b~k
zom-|#FHfI#W?)*t@3s5eH13{jl?lfsSKMBq@LMqU`Mk%nXFcBC@L4<0UDP{xxA6}3
ztwA+yYj)n;d~H^EM*E_R?=lo}7koSFt}fHHHCJm(g>BZ71x>C|BB{yA9(z9JO_|r;
z{AI1I&+=QIacw((Y?5y7y7rlyaq?uBUE=JkUt~p{d9j4AHrx4o@1(sie}%4`^)OtL
z<v)Yf*TWAFG6cCtJy{zj7`1W9oL%!Gmq(r3+@|o@=CAhZS!X1T*dND!v8v&UR$p+o
zXnW9`3F|CGpY3s;y~*8m!J_ZhvP^evc6z>AY^t`hM8$c_oR!bJ(k4!63se5#RyXzd
z-B$&whgUw4>0euP%4o{<AkF&|UpT5XK0cV|n%efT&0Ti2-lxaOO#DB>Os?y3XjNTb
z?={K$%JXMg{?W58r3jx5Qh&BoCnX?jrPI#yHrJD)mGeti-<bJ?d8@<CEH`D_>Y$kp
zfnisB)(bH)EIzGL7+}-#J7AJo?J86AXs%${%+}-fQ(blD6lB{MKA&?n_IB|+ue-cV
zjut16S}qFOo2_6i93JrQ^{rLElrB45<SF(^=Q3bbK4X=%V&l@X<EnB&*S;w&{B*PP
z(OS2?mTOJ9thtnTHr*8!(%oV4HfUo4Z-m8pby03nb<w34p62QV3t5~u)t?htIBV+@
zZS}oQ+dk#J46bN5mfO9-Vy$&Wqs-UU8*i^#@b&x3LyYc*tGY6Ic?62G*3X~dAm8iu
z>S$k<OONJR=e(zOho^o#`QGExyuF$?o=ZGhIMMKR^Vy)>FUr%7IX^wWFYAifO`Bg=
z8|F2OR#}`#JR93lb8F&^MLy4#c{EQvo;CZ_=_en<uE;bj+PH7Y-HBVOLz30IvTm<4
zH_LkL-o&{|=;VHdvenZa)mO$vidzI;nz8?F@D;`@X^ZP;i&{y=*>=eEe7rVK>E3di
z>JWz1z1a?e_a@~;WjH?l%8<6&!|-U9aqi2PkwxZqUo$)RE1lhwWvOmz^Sv=RYw~f?
zc@d3Y*SzEw?pnU;!qg)3q$8hw;@2wAD}3v4%%J+p)(u%Ro;Z1)Tx)-KRgYY@cx7-y
zmMh<#Nv?wKL9?Ekc*e0+UEX$F>i1RMB^H*8d?ub;_0(PUrpP4bIkj1f3_dfet)C*>
z8<G-YsW#n6GiK(~v~R2A;uU7iy**D$_qd2j@YHKd+X@yWT(L`!tGdGbK0r+JTy^kG
z!Ng03=Ujs=pREx%@;f-T!0NJ-lE<;4s?Z<Xnj@c{e;5{8=ae~Rjcch|#N(yuhjvb_
zIB)V?MrwBg^W7tcSKB|YNmXlkyYjnui-Klyp6#ws`OaXY+gj<ptGnLpu@s0{aLkJ9
zlYVEp{Y$>xI~c;BZ+<q<PW$(<3Xh|fwpX{=h0f`jbvkcu)}Q6i)Ha_pug(7AQKNBp
z$2V5FuL&Vs{H6w$ul@XvM81m(y1VM$<t-lr54GN`cpqgh!SXTkyRLa{Pg0TA>H?0{
zzIUE&UXnbkEM?n#$Jv|j%~?Kc?YykS`B7VDaj(va^(hWdj#@61l5VT@YbDdN=;;#o
zjy}D`c--XQ4AbDtvo40D1-K?$YxnBfc7VU;N@`zW*XAvc*%qfh3HH39o3!mx)(xMJ
zfvpPjFRjro^eKz=uy|6wL_5gfbkO8u?pYFxCciLdmkIq{c{if?(#j@V%P(s=9!tKy
z)^g*zR>n79zK0Pj?o_Ak&G9`L7;l@oSw|)1bKFX{6_F0d1CLfp%!>Q^%lOh_3)jkT
zx^c~IDqq*->|!YN-!sqsfaSMmn;Pn)&Q0=m$+fy3rc%Bl@{`q<CCPo3D-4eGe9+!M
z<x!dR&OZ0#aGmwbH_q`EW9Dn=d9>2ww>$IFWScd`zS@hVy6?*SR}??eTd8td_Q;wC
za?g9}Ourn7df)v1A$M)j#wM%h6S6;xS;`b~{^8ByUiqQu`SP`uKYG-+l>43K5}Ko4
zadz>`{jx9PL?e23<$jpCsc89%@88!?ixbsxTwb}{l6_Xor0Q#1GIkYiH$68qNz40D
zxuz$-y69vR-U;raJI>W+HJ{)uceI{y%5%<Zy?b9nr+ODgU2^y|aZ6$3GIsZakG31K
zJBY3PcJTY!7|j6VU!m!(+rB(nc1`q8kLQ%IN>`a*VUwS$D=qwVP&VsYi)pcSp69YD
z3E92^Z2z{rOqO`qYCZGQ&nd|dKKmObbanKUuQZ#)xIlMdVv1?z?Se;}+}?b?wC>oF
z=H`&~X##=!mhj4XnsR*%ixCWw?8tK4{8WD#r)YNm>9e8T^S+ieh0mKZ^W4`ci6RA-
zM+;ce)}EZ;vF6cX+rp3@y^979o~=#SjC{Ju>T>f(*O`G;6YW_(2F$aU+IVGFMZax^
zPt>M~rdktc&0M&wqr)cDtZlZhuy#R)e&D9JvY8K~*QRCJ2o?JApVMHN*fqiFSfiKL
z?a7Lks}=ezR$Sy?YH{U-#%Cj+j~=J5EfQ5L&=%|KSj`)%@O8DDO`p~_w`@1&u4VI!
zE^Ey2UmM{n?VI7T_vOX~%FC;!s&(x){+4p(6}#8A3m+%gbM?3#U-8oO)WbCA?YhSU
z!v)NrdTf|fAzB%*J}=vPwwuO=jT7ctT{R11Uz&OB>;yio({7G7A$RX=oBSfUW!~eh
zQD#47xJm+K4`13A#kAn_wM}!@<g%VAT+huW$+pI2N7n69S;MnV8=vk9SiZn2@9ETS
zJiGUME&90OoOYQ=L2+}~Jn_Oq!e2xuuUxrD^KMr0hZEIY?{Xe_hBL2Unsz(0=Zv3$
z;koSfn>R#s*mRvLRl1%QlCkC8{70s_D!pxww9Hy1ccsgHy}CmFn2~nft!rm5t6KhN
zu+5&jQ~SonxW9c$SKb^5s9bkTx^!ak_F2;+)?8+E5UslA7CeDbw((`;&3()EZ1lC}
z6SS8UEfMc^bJM!jsh0Su{B5kj<^HMDpOl}EdRlnrbxVG(iN*Fk#m57*Om}M>nWw!b
z*XYLl2|d?bewp5Wo+VRtCFks%puICD#@^n~Q+U)*_sCocnSZ6{d&NFkiWfae+g<Hz
zdi%$Lm+zxin+TQ)Z4MW^bcprm%%a-YN`H=}9MWU0s*y6*dN<j+ZtMA1W?`olZ&)t8
zl9}PNu=-Wyu9Y@jQ`fnu<gMHI_E8_xk^ZHXZ*Ll(xb0@xbxUaK#gkTr+mGa|{h~kh
zfK1t%lTQN<XUJ;vI=U%bxcpel<J)>yx7W4jt!hsFns{$F6W6R~sq=yk2+u#ZOESeR
zj$dhGUUHy7g5B0NC70_bJQTUM;@H%>f{NAI!V(9M2Oc#MsA|02buXf!QF`I=hprPI
zbC=wB9&)PX!GmWD%71S1jhIk#Y_;D~hx3JQ?apN{bW%MO=4~y}S}EH9Y26*Uso9lJ
zp7+#+hNs(GJ&WxwYKUIO8oyQh!k427d-~5m4PQ_YJWsnTeCL&=V!bYspDj<k4!QNf
zT=H$tRo96P3I2J8k(mm7hgYtSme~3}r{rEGqqxM^?~7u@SgXRA?g-uavNmLjjop_w
znHsBe;(2#(m-xEu)P_nI=1Ik~7VJD9pSAH*?}6f@QC*or(~hYW=1x}Lnl0N>YaOD)
zZ<Ex*6OlG$P0SQ)BjIBe&!%&4dA>Fxr_JK)vU6N3Eo^#%{0^0GdQ-I7TwUGf(dH>n
z9@~T+naCs9_tig*kKx(&AU8eU`%bDV48|9(HXZ1*Sh=*FgG1)gsszUVQ(ME*Rc3X+
zGS8ZSZoyQxd)AjWC!6#*dR^t7X;K{gj`#TU$dsbuSe*@%PkdRU-qCaQZoIQP`%2gQ
z3l=>1U7+>IMdC@9B*%HttT;ED?S{)Feue7p`Mx&Xuh1`|!X`9U;Bop!R|k>*3^Phh
z*0rSYTqy3-nqa!{{XdR5?{4m%H}xx1=Cn_4=E5i5#w%1vOfK#De6)7%(x=yX?l-Kf
z+8BMKWXa|2$%k#immTHt5p{Tbv}SgtoJ#(B(eLNG*UX$cHGIYUc$wEx)rZb-JbAWZ
zv3}*^MQfJo&6ac3WVX4Ixnsklt?zVaBzLu+y1`bfePQR}liF`Go%Jp;d|kKd`m=-T
zT@RJ*4Guio<&k=*FZ0$5kvV?Lk~nTH_$L~sU1`8?>czR?fbg|lztej^a2IILUA8W7
zm8NO2O`@B0pXPxT&(_~LDsNr6t}gbV1^c~aMro70u6yj)Ud^|4VVc`J&u{A@Jx{Fl
zNM%T=3hT3b*>vZn%G^eK(-faGH?!8IoX^YRe5PnPCv9Wkjm<kg99v)d?M3^X!`V!1
z1=?RXA1wdRkh!sEGt(J1hiCf**FK%9#?#Is^K8H0KA~6Ng%4-7ZZ~9}|2nv{-NeM*
zRpiQ+D&x1W-L;F#<v5NnEn$0-cR(gw`!gr|2Fq`&Kh8aW;O+HG`|@J@-A+4i=u3Q>
zC%0n__wGpU_Sf^WGE%gqneSYCSaFNV&xkcyWtK_v)AEg-DMy`|tgi0VyD3{Xr^wj1
z&vr-R36s~WHC60VYB^rMk9j|Py7yh_8vl^8Lce`}Z&D1NgvF!=J+OM7`8M+7mWwXC
zr*BtU-yq4X^;Pme!|Sl=MO)9@%6eY9#be>(nyTm5*52|~;OReS-)(yKxT4wHn;Vb+
zxWcWnRzl%(UqSV?Pt)3XjhFqN+<dh-O7P)M_Y-G}t!hv2)HqYvWVu#Jj<3Ld;hKlJ
z$1`PZZ!a;kOO#~XUAiWEVZM#vsg@?T%129#JKvn~DV+1?Zfi=^k&`p#{;**az4Wwp
zqNd%`9qT^qEZnWUHvjfrXQe6UIFH%Bp8DH(O2zqgj-s|(f?C+6J1ms<CYKlcg<N}{
zCOTu{ejfI!)`iFQ8142=ja_#_aa+p7v(djpToM}({?+zg%zkDU=f+5`=N6(9Rf>-t
z?pd4T$q{k5^c}~lB3}(j=Iu^a7vA4ka^JBjS>o2)9fI?!Lo0J1-I9=z+assJ%k%1l
z2m6Izzk`*N1qCNgJubOs=_}hRp#!(AHfGHV>)^d{{?ba(!$NGVF%8GggnTH-3NG95
zHa9QT=0sJU+sZp$-E#bLU)QQ`deZnO^qjrw;yMS@?wzYP-<<H^LCt|@bFJF@WeU%R
z3n)!KseEbc;x=)|D+Vv$2TeBJIhl3Wi5bc)q5E|f=**dTrRv%g5A)pfXaBtV*<@t2
zx4P?Uv}>YeW#5*WY3)zX@0z!0l_!tG1U~+Sj~4E5YqdGRp}bBjLx1rs13rmg@-Kb2
zZk)H`_%umnmgb{ox1Ma&uzKEgtul1Ur}J!^XI%{oI#szQ_Fcx-Xz9kDi4*(WqZZ3N
zH8MWFaM^7SXS2E~XB(HPo6O$Ywm5xd?$b2C1+~^!0-6r9Jm`-K>(6A7(`<~dNT~R-
zZ1%nt%O-BwxM}^_`+ME~B(rUKsQ8%STIms=1s@7$ZJWEr*gx9vqwHO+dQHyLJinw)
zx6Tb$NEa<R;r0Bp+?2^-S2^$f63JV1;)KFKn`<6Hj*llst&=S}EcYkWM|q#aK~tga
z$r0O=R>{wvf2}iDa9_s1?@MDVI9_qsFAXeWXWUTBxiah(@3(aGa_NO9PpnJ0w@ZHZ
z=XJM&o|t|A`uhCq7}K|_3{|YI+j>OCdOykLT%K}Dzvh$ui65(d&YWyh+ZZO&yPZw$
z@5@J@pFI{mvHbLI^QW=A9&1lp-0^?ypY7Irl5HmMwRp*6*-_y&#gpg#Tzk2@_hil8
z?NXB)EENPjm6tRme_5ASQgoB$S<9qUd!xtqugy{UwaK#N&Mmj@vg<EjWbM7%I-4n+
z{YAFY)1`@1nLn<nT>qrgQOo_pqwU`&M9;jH`QnXGRMav4clYNPWKXPdS7d%S`DhNW
zmu5wp@}1()<(t!3`W!`VKIFZ86Z*6^^5p$yr44b9S;D7hMODQdS2E|Z3SV%~X2Sfv
zZL+*7Mvg^w1?E+KUlv>Je3$W$H}J##PLtWQJtfu^&U3B2^IN6mse${_+QX0H`8yZu
zHn>$NufMb}WdFrw+h+MsnR4DIe6?R(y3C8aF&}&V7|rG!*q~Y=xqe<=g0>>d=Xjs2
zSIO=%35N1>E7(?wot~yJFZ+eTRN<YEuP&Kvu}RW%b>K$Z{|vvrCWXc>Hg#m<t$H~x
z=kY32(R04Be74qMSv#K333_j0(7mx{*}JP&hYGKohN{Z#)w)uw_ioFnAG;Rbi{sOL
zE6Ln{Y<YRyf^Vyy#c3|qTph8D@&5G>tD|eJFIU)V9hBG8C^G9?owP8?c%s)Nxnt99
zvo^EI{J!KXVRHGV)Wa*yLCU=M+q8{Llj^o+r_8jQA}io?LC<iGkhW2XTTTyu);8wk
z=B~7J9@@dhZcpYN^Nca$_qyD}c3ebayBxdM{f!%@empLETJzSg8<#jwc}6T15~x`B
z+uyB(o&9y#;}1t)I=q&9_%^P4Nk!EI4OR}N9k0Ur^?JT4woj@${-n%K=3-ny%kil>
zb)sLFx9u^OvIy(gRv5XD@#0(FUE0h$l3&ILM?@_#S`hj(`{>H>*z=L5eqx??wlDcn
zC*g4Do9yb#y17>kk6)UfrOc4LV{HI~-PN<2X4l$nR_(O)TzqToE3I!u%S9a)yz!M#
zmif2kavI;6`Q<B?Yc~cmzV>Y3j}p*$k*#;hI>@MR@rqTPdRDXMoZxuUbx-H$GA|X`
zS7LcPEMA9l%Y+td+>H$^kJ_xZ{>t(~brr!M*KI!WOq{j9R6)}6(GKgoP8tG}vLpR8
zh2|HRF6}9`?=7sF->H*xb-M@S_eXoShkq<?P3?`gxqg28=`~qFb8jC|@ArB*)oW5&
zTldcGrtYa6mi7l;|A~L>ndhvdS5R@n^mD;w{d_f@-yJs3_TKmZQ1ixdg8Z?)L8lLO
z%=oFTv0T#Z-rjRJ5`-sBO<T9kz2(I$kqfyBQs23mbrRj{v%YlOa;XHEeO+yoaZz7^
zv1_H--E-eoW=!6?OH%B+L(-NdJ7!+UIseeN@0vgr|HpM*svV3C8pZp1XKa<*W^rWu
z)FnUrv}+?=W{9p<TJDqFb*!lP_1UDmv!ynkiaV=v#=WZBcVBh7wz}l%NejhgEmq{e
zWtq?}BY0M0TgIbVpKbM|uU35Gt5}!z=!K-m(c-AEMQfHBRf=A+S}btm*{-k^&z|mE
zIiuJ`@_X3RMaAcro2FSb#w4xL;3%j#U!|M6b5pKzk#=e7OMf$m=M(+5?P@8UBj{=S
z$HT&M>3Om3mUEWOob_!1bA)k(_MG`qJ9U2>=7c53dR_^Wx%lkDi<a9jlDE!qQ&zq<
z<+kRpkWE|GJm_1t#$9@w-PAqN@hKNS?^j8C<MDY;+6vEtQ#V8}oK9AmxA<ki(M3Lf
zm9M|9)mOhT<$73;nDGfdKUPD<DId>PnOJE*NGXmL-Pg}F!T<A7*CpS}T)c07vsqZO
zJ;}hTk2SXYaMA9Pqty&e8b2hIwmdTIySgUX^XF#usM|88{cVapyobN8JH{(_mj6!N
z+`_Y2d9o|Q<+k3G)m?Z}>#GEJb%~6|@&{#1Q>Xe@r9BnR`d&4suP8q#Q2f%2Q*4^Y
zLXWepJgMh-a`lC_8_%YwJBLbrc)m8I%yQK+fy$Lxhhn{rV&y7Vxuw~@^x>%vb`fHe
z2@2CX>~DGU`7EZ5%1rCIi;rcU)aab=CDX8c>&7cr%MUg2hE4nGEx;PCdf(=nSNM&K
zZjWck6l59fDOoLe=s<DMWA>#%LGQA&OEgRz`ev-U7t9<T@mS=d*fUezEZ!Gs9CIG;
zjf(KI3Vkfh_INFe;4$k9S7)iu6pdm_j9L0_VxfYyU+wA(%D33#rfThaJ};x7`;Mr0
z?d*B3{OvQ(zc=o>+wZX1aRU3-^&Wq3zV!KYc^<2ND*sc{UuUMBRGz<e!}i{y74}+J
zB+fG}S736}JS;bL-$`Z8t8?b9ov@{-Zpzyw<!8O0J)6O)dschhG0%-+2L9@MV?Jdr
zbgNj+I$L7NH*V2y<tyee2N%Egy*>HQYjf3PkAwG~GT9~j1-Gpg7HXUmRw!?pn0Bsv
z(J{8-Fy{@AO&Q{+D=kuK?zxsH6fXMbtjqkqt%-RKud*3Vh_4M%+1&4SI%rFJ?DLhf
zRhKGPzm9NhkO`2teI+g0{n^jq^{gWkkH=qHK4FqJQzp}M^`+_B<$NLTDi4IuCZ4Zi
zkGr?k@7*ua7xhw)^zub#Jl&h!yX|IS@2s?~-xjyzls?<@%h%=IlMh*QuN>K_y1{Pi
z37^kf4kRnD-&^eI^=#9m?a5i+>J9x4zy5JuEGcK=*R_x0EspUoO+U%AdxywQzOws8
zO~?DbdU@=$l>PN=OP80`ym?c7zb6z&TD;ycXYDGVqf;0!T+MyHtZwdWHy8B<a$o0N
z*yif&?=7+O^v*&K+o;)^k5)FlJ}*C)*TA+`E44Z=>E7;!iB-w3vYeF~j|S?Vb&Fn`
zHn-*J!qmBb_9vI<RHa|I8hiZO-0gjHxaQ^hxvQ@|x%sF;Usc(P&DW-@d|$Tg*!+ch
zl}GiNe})!aSylV8*evDt-fq?%O0&1$TX^@xqowRB*DeOBUnyX|HYMfTvXq36-n;K@
z4c9L5@UOpqZH`sR5*FsOHpwz2CRb0s@Y-?Cc6Z1r12?wfU%>$>1(s($k1wly9i>~<
z`NpF8tkYeOl_wvIa`Sxld-vShwRrdXt?tb)e_Wj=^Jr${j?X`Xbj>EleEs(IKZDdn
zPxgDW-0Qwv{JJt{$6jtr3uT+&<NjIe4DVc7(B*bAX1>B>lLuAB2Sw#iAK&@fpIxTO
zjn_MQLj&Wv%!9w0YG2Mhsq#-$&iLNih_KK4tJB%nzYJ&Y(^fHhFY`~-YJ)=A^I6N6
z9h*3J-m@Kv_u3TX_^;pE?ELt?sQJv}wy!Q<l#O|Hds_LE(qq+^jC)ESZHfx8IC;Km
zwd!?=Z?D6OKX1RYU-{{dKQEbO<Q9Ylc^!EoHNh~aIAs39Jt^CEE{M0~d>hK0QheKF
zCYN89_~f3nEj_be#Z2Dzq*x#%;gi;?^T(^gEZH_qJ)v%~_EJ?w!kT%%X4fTJJezfi
zfj2Z}0&m!SM$c7~H(BYY7A;x7vrm)#=h^TWncpFEQo=NM$L~CT=60>8cj2YgmM0&C
zoN-?+v8sA=z}3^2ZZix2tG=RpY0mL`t2h2!x#jJ~mZdA7#ML}0@H`&Xx@`JRd#_)5
z*AM#WS^63GB<<3)lXLmgaom3X%V@`!ALa&~*0QvVmRFUYX??}*Wdpm~zUg~@#1@1X
zec<=|`YdYx;lD|@r}k`+xz_dl#?hxgw#zrYKJi((r0Us>{CL}}H@8&(q_lPZdi>|n
z=G0BQB>&#73$c#*l<u`gHJxq#g0_zbRc00LD?DN9a-{gem22O`#f4V6^qjfNAh}k^
zf1&uKS10SP>seo$y8PC=bWS0go(ir7ljA*qSU-sGFb$e?uYdEw>+>wuZ{BjA^9T3A
z4T~Sjxk{?`2gh7pb!pk$C$r!5JM%Xk37fR7d$*nOhwTUV3%^<~eQw!3HRbg&;rFcA
z5BoF!h`XA)Gi6!=qt0`if2L3Dw0_)8WyzPF8NlYCv`_t`_)*^Upfb7Yw{~Bju5r`b
zHsxXJoo}^${5;c5elERT{AK=;c!@8uT4G&i^cfmLxPBZzA}_gqeM(M@+2tGI$G*>+
zd*)5e$;ke_i8gDu$Xxq)`nk2$RO#A&yLE}7cb&AjKiVzsK5BT+fL~wb`?@akO;eJe
zs_irFdgWqY@gzJvb$zV+CFicUzm_X~51ZRRf2xm9+S7CQ&-^O6DNtXk_^T>Z+4Ssg
z*$0oWd|7Y2`D3&OV_)|6ZP#_*?F-@-vMOEYpD3=qD^KV4Z$HnaR^^{nV%;1bv>)@A
zSif?Q{OZLHjeXH_TOUQGAC?!$wwQL+X6Y;Ql}Dp?UN-IL^M7*gafQs(mwt<;<i1}m
zAMDKDaV+@Tl*b=d-+Xa?z1l~!7qgiAy`JW-3zD8X)!{_W-|T0mA4UFU>J)!nx9R$k
zt{Xfa>o^}}-H*PRQ?WHYZ1$F^>-Y9=l0P0)J6BMN>u^us{MO>>v!+~UvG(vQytgOo
ze%Q8B_Hy=}>)uH!7%uZ?zi`dq*k#|(NB0|V=IvRvX7YtQ(OaF|EY?*AUz;Q`gGcPR
z#Oo;G==$?!=Vf1a)v8s#E7nM0PrkIfZl~YU#hiK7*}_3*Kg--*)-Zj$UCjdlf3L5r
ztF=9nxh6I?2IOpQQs8DiutxLiUn>UBDdDRnS7oYPU-9T^UHa-;-`#74ZoMrNjhQ#~
z;XdULw%4Ye)o>D-^Se&;>fMTW3@<h$?5jAxHX}=X*0Eg^Rn|F8JSp@1&Nbndta#t*
zxj$---@Fnqbt(I<^z+-~RCix`KlQPC-_~#UoB!#vcNr>AP3-x_^>bQ01IujHZl2F)
zOTXC(Z*S1!v#kzi*}!>p_mV$7uP*ky{_Lh@SR43DU;aq8=i8=}8V8vtzl@7s{iEyB
zyC**t4BmJB)DOCpuh9KHT!MLl+Mc5}!Iev67~am2+j+LKbVKP}Ys-w-Dx;-Ne!SkN
zp5OY+Exj~#YH0h8^|IINWL|!sy`&|l_=RE2yUCAUY-Qs6u%`CM`rvKXRGnDn^puKz
zDxO*;YJ2T!|K#PpHD}}Qxu3kXzUiwslc&=u>&A&Omc3Ud9B9)1lBb!g7tY&!x%ofC
z^>xA#AJpbnNj?e<`zm_f+c2o^Pt<4Yp9NRTW7eNeeiZRE<AnXvJa;3H9X4sZb<+=4
z^>)iBrhb!MeP*7ea*lzr=)2%qQ}VVNu5Dh+ao6qj;;30h2OL>KPY1pIG{Jvq*!G<)
z3|B9@ZCr6qJ9OofQ$c%|tP$JQvn^Q9Ds5l?hi|(!u`0Gdj@OM{nOFQe+~llVv}aq)
z+x6C>jm7;YC6h#QW~INd?7JMWP3wS6*U#(mAKrWu-ZODo_>FM)hwp`yR~){+a?7{t
z8>iN_?U^MpYs$09VHw|6oV763P5SPBTHxM>9O19)c5z<(!4mXi{^9JbsEqjLlcLY3
zm7f-7xLf=){PJPZx5{<Lr*|FHDw`ww_{P^1mD1IF1TXF6D3!SL;c?&9J(D#Vp1*Y8
zYV+e9udeGPRm;bp*VXw3z4qDN_mJ_>yuw)hne(*ms!L~bZCAJ)WWC~A!KCVWGt(b?
z_XdizTYg_7o4aJ<m5t}JPrMcU^7{j$wZzA_aW6jV9$jF0GW5i%-ssTIC52!A?wvDV
z`%Te=6Z-<>u4Y-!-NUt3rf{{v+n}kve%WtCE-$Y&vwiwr_k6~OpUPgv{rj@>V=qXW
z+<0>Q)L~O+uRytuHSP@HsO&#tr?GjqQ<uQ$DH4zN+b({yyl2JJT~$&K7iJ#&ZNBpJ
z#NNOeRZ<bl1-EYvob*d<!i4Hy*K)3Nojq0+{!--asl9xwwmf)cZLPdz$F9aJg?(Dh
zXNB}0WS?KYV@87h^M4{IRA>3DHdNcXd*3m!r}sljUzT#5c)@u#bW&-~vlYj=)>lpa
z*3;ZI{p^*k8u1HLOmq*Lc2`?DUkFLDP@fZ`rf<M|MQ@kLvdQIFQZ8F=*IBkX_p9di
zR+X-o6O*~OJicr?w>+2cPLDR<j1_aLmSsyit}fNQv*t}m^YyiP2bnphOgmq7Cc5?0
zfp=P0%Dv|>yTk;ZH@S6HR(__`^2>XRc5OX0!!Gz$b`i(5f(LTV_EC>bT~ejpE!O4u
zroOpTHP<3~=aPACy>p8FB|;xJ9xdTeX=(U+;zqoQkZa@ZS#R?6AIxDgSbl3yR_Ibr
zT@$NUf%{G0q})H2qR@YBZpNfsd%e1?Yd+szqS(3WKSTaDW`&P&yVkv5Wb;!qQZwq{
zw`ReE51wsTN%*jud7iy;jOx=nMIL5fzOFXg9^oUlZfaOj-*THtzL8SvO_~`d_mmz@
z-MnH#@*gcry$xrKj|aYt`7>SX{q?2Ro|`PK<{F<lJnKZI3VT!4*A>18Qsm7Fv^vWk
z%)hq9Q}?WJ>sHr8pK?#;Rezr4v2pUeFHcJjNQw$KS;}U9I_{njob^&H#qY<nmG6{%
zgntB8K53pj`JL63iyCDoEx#|kz43I=YR_%i$C%b{P4(59W_NX|@<eGlt8k-pMPD;@
z1wVZ?El-)wTC>Sf()3x?md8BepVz+rdDB7R(VpjlJEWsko^5TqlDRrkTc+CB=Er*P
zOW*Y_IsD1)+R$CH^L2CFWWEbacuF2^&x}sKv`~8YjW@yX`n1wCo14$aNFD8a@b;KB
zPslQ#Yrb;JjlxW3=-m-KW^c7r@i_N^72VI~o~|q9Q!Q3HqZiqr{%LKRhPXOA%Qef6
zMbAZNT-RCKcW>&chm}I_FG?Ak6-R#FARxbRsc_n+bun)&OuWQ=c6fzvc9&LJDy_b>
zxZHS6;{m(>3|`mwB|bHjtz5_Ftd;VdS>_tob@RN;mseIQyDdoh94or|sO)Mv<G!f}
zPpwtn@Y>Vlk`}8>o#~#qHHQkXTL0;Ix87so%|18(OM7PhdtiH5z|S~#>0|Rrr@KCH
z>zV#C_KMK6{lW8=TX$by;jM7HG3L&iCm(!Ej|l|K39F83JZI1KCD`UW>zz~ECmwtm
z*OJz$z>qvK=5y3Br68*-IbIF?wwk+51Y_2Hce&WCZS?D!wM+7xC)W#ed7{mew-!qE
zG<e;#<rOTO+OGO;XWY}(vzOm6+s0aCd~WTmeKJM~^Y&`1MDG?pF1jbkLe=cnC+*7U
zE3=j>3C8;NL@!Zn7oAwO!0VJ%+Ll*Yk4w&6_z{(~k^SQ`o>^OzEZDbZOna^~`C`PI
zCG(7zFOV%Tj>)#XdufYu@`klR6FJUmESYVZ7qe@V&`(jx3C~5QJPn-Znw407=fdNJ
zB^^!2W}Izhns#6Mr|9Io2W@kjvLX&xt~Oq@@|$V+gq_QlWS`7iI@N+DXikIeE9+9d
zt4o!RvD?j`ny#7U<oB=DV)7a5@U>wxeTo{~t6rE)SoCC46?3H2<hHpdY+uHQWU^Mj
z%D5RT5!oT@8o0aY%yHSQC6U^*CdJGN+rC@P+-J44?1ALH)lbB-#bz<eyg8SBAiO<z
z-lKiJdv`@_xzQmh%~~A3U2X2US(;vJzg&2-MqN#M#*M$1KYhNp(f7B|>3J>THu;jO
zlX(vpWxE|>HahY1rJp_5&M9wRS*x$M&G)@3Cao@eVm<qnr=RubZk{;nmFoV83CDN~
z-Z0B_6^2heo+`1m_PAp5r3r?T>etpeZl7lz8ZNJy_2R;@znnLlHSFfDmU>vZGVte$
zrzg+ynQ6MuUMag<z&Fk^fj8|4N8Qw`H*a`r*IxELsk+*@ygMx<>&#*9YrDB+l_I^`
zB;>Z<yqU4#xcC{Ps_RZX0U!9iK58fHE-7W19RAGpt-WU($HeQ~<D<T;Ub%R(k2||c
zg84?#r}}j@n-({QZCUG)<{`VIZtByeQMudRWlMFLU98+J_3EGR-@=|RYkrh_D;8zT
z2N!KmExf-q*ZD{m<F8p?UR?SfoDnMebm_T8&jZE2?Y!I56W)C9mGraZd0($)i%Yj%
zsH!SkZ#c6qsW`4zEAZaY?HWf_7p}{XJ;r%XJ4x+~_pB!Y3)UUG>U>L#dEv8NZzj%3
zeJ`#wh0i?r$yAR=I}aPMTzR--P4ASiTf0-5>ZK-3oEUoL%jym`kGIY_)BR&l?0D@F
z!H^Z!w`zm(y_IT5eomdF<+<ZYh?0@jwF&-H(pH_SJf=}4Z1$#2$MWs%uDOSlW(jt9
zoiA0Hml@;vdx=i*{A2S4PBP32ZC{ra7E`inmy6nE@e02wPbYS#&0=4<dbS9k=CZEc
zS>IgKCeHY_d|i=$Vc<i~qw#&lx7PNWT=?;Q@}=z$twknTuKCe#U-E1#*Cbnu6&Fhs
zO$&66Jl|k)J%>Lk^mbQ)c0*yncioeF+g6@<Zn5md>Fp9Pv@}%}Iha<j`@~l9b>V7p
z>05uhd47k4M9;iE%Tj&b-IuS{`ODAEnmSRh{N+ZYx3}MEePTW?Ds;s9@{@@o0#;q^
z3Vy1a4!;fySd(sBu_oj8{>NVL${w3MYJa!Mx_f##LxJI?g?{XNZ4=LNnr3tDo4GPO
zST)yUo4KT@NTb8a<=%?VXPunb`E}J((UYOqW#pEvS)sr)-)kk42Fsl1+p;`U6`JR1
zF3oP**Svf}n?hZwr?aWoifFYtHv%|bX>ObFtIOfQ*HtN>y*Sn9d=A|BD=fQorRS0@
zQWw8ku26CADn3yanrIrG6V$V|;6bUZ)~)@rS<{Stj2L)1C-f#OeOvYB$ad2ysw!8P
zT0Z&D&>EPlEu~&~HlWD*!li8%Hdll0OrH03?pBrQ3UWIa_Y{V<J*p~S?K|;k#yb|3
zPsRb0mR!D3d~MDO>yT(S&Krv&KOgmCE8wr%6Hvv~yK&C*r81{|+0$<{COvNq+9{zl
zVTY{MRkgd5ibK|UYuOohz1SjQbJmaX#i5<woIEVo`+Z2^R$DFS@E}Yysz>ES-o@P4
z3%`ADf5hNo_}$I_VZ81i_g&$8COSSh{km;lr;Of>my+u{_7rMP51P;)9M9d7RdMC(
zy{8Xz9$L%kygg?e*ue2ROxAKmLB;wD$(y9ggv;%{W_(@NqO7(gZsx+>Vz;*)>)pup
z*i`5IZk4bqA^vMi${sDfyWwfs&dAM;M}up3u2$_0nym0Q+u2CxbJ*3Y!lNNv#h2DA
znOQEFZN2DLO3CU|hZeeuW+q!6O}_VRd&WfJ!q-u&6?z1;WEbemT@~!@nl(A&-tG5K
zESKm`(mGK3Sbf&=&CJU*Z~H&d&@9gKImc+R>ftJ*C9@_f*Ua*1SKoSU+V_>hOzl3+
zp?0a~GIf34tDI%xt6!VxaD0E%Vd>RXw<IOoMc$Mgdw1q;%P0P-_c>22n0DUIW_>WJ
zIJU$<@ba9lC#$ZmDG%=U`z3Dib=9VGjb07*S~HGSPdu7_R-RpX|I?Tao~33}qK)R>
zn78Hce+JDHXTv85&RTG3$Aj>osyUy!V|{%ec0Ssi;yC%w%H6k3?)IF$w(8f6yGyvN
zKKiLVxVm8hpKsvw<+7UAO>QZZ4b+#q#W^3V4q3z$y*6h_poUEFvyDNUwk>mN=bn6T
zm6-Lvrd^z#%8Uit^D{R1SzUEq_Dy-Z)19K?OPkl-$XlJ|AbT|J&YX#Fqa#{NX3ksR
zlX7iF;fCf2?ZZz#cirjr?wgzG9pVzbbF!h&9IjOb?xM?WSF@h8%~qVULPh@2B%iB&
zT9&JVKHgi?cFx%4<4T{dGQ-KWJZ9?G)+}jX8k(vwtEOhwlH{_R8Q)e;?O?bP@iN?{
zk|AlPuk~6lBg3O<^CZHKOxWg|y6JPc2;bk+g$8S7?{FP<a$J4t$>UjP7cDN>;e1`R
z<uLowQr0O=+DZ{uq%Lu0rCrWB!!El^YO>Oj#6PQ+Wp1tQyxFIJ)=w?xNvNI2%V4dK
z0scV`=J(9n)EXfZR^cPHX$jvHYu>${HyPwx!$OlPOx4dEUaPP0^<_}+*Galc4=Yz|
z%`|oJK5$|+r=E3)$?s{CHs&`J&YHOJ?unyrk{)L*Q=UBUIvx_#C4Rzo6?^N!m*Fn$
z^Rg1&UX}^=UHIw9iHO_mU3=I>Lhn5Pk-0<Wqvy%Z3tgiNm6GR#UJ2MUv8&Bgx{-N(
z)YX!tz1Csns;+lJZxwqf$1N8PU|Q|RbL5(@amHG23ucLxOnn*w3}>y|9)!fs+Ob+}
zQ8#bYsZ|G>w75g98*I2<`fhmrI#~18t?7Q&GnjPD**~n+U30k6Ps8|p)TN#V!=7tG
zQ_ntTnO{7=x^Ui{YpqK+WHOkp`^fib?aK+qcN6-wrxj=E?DSOmdpS$jVB^Dz6;qS9
z&1jGN+gjDTbiYDExc0i6T62Hcgtz+(tA?HXX0yZ6Z|R)1^+sp6RMnpP;E;c6Yq(Fx
z1oPij*Js>5b6U+p^iI?(0Vg&`d*`@EQ{<hmJe?z6@4PIZ&uGEqIaR-|)tph3ZCKaD
zFR;*ut){?o%~^-T7C*x$2WncsIIF0xE4A_1Nd==kOUreK&Uwh0G8WXnmb<6K$uBSW
zXuDFMszU3*HFNsTs!W@<@kWH|i2_E6?=NEu8+H{QTyG{d<->%)BG;0ry3Ivz82!%#
zZLU3XXX=)nD${x;RXgREX>_hzq<ngE(c^{BnRaQKS~e)ZsY{o9{OjtDuNp$S=To2d
ze0k})nk%?Gyl;NxjO1Mt-A{SgUA^_<SB>ZAQ#+YuLc*-(2n%m9>UWNs?02v(@cPOX
zQP#5#72Z^9-FG$T^o*`KC69ZqbC-RK?z~rgLuzfo5wFU##g`9V@|;t6uKMD8v!Lg@
zul_v})w0n*(JFas<>%J$9QpIJ-luGJu*h31@he=iG`Gz{(sYg9{E1WjgOwhZGZmgK
znv^oh^2C>QTV2`}TOBSO+c=GTa@-o(OExP#?=GGYp0K3U;#cV2dnwM`7g8>BHS7Bn
zN1J`Sl(K?(d7XClx+Awv2hR(A&Qdt*^%0H_$$c|LPo3ePz5U+q-=%>}3B`SmqEqHx
zYkQfSw|st#`-VB6vZccAEGS*K?;HQz&GWW)ely-O=Zop2X(u<A?K$W3_f6=L<Sm7b
z{*!F%O;r*Z55A1L?>*DvvuJ11^GnMmm?sAtX-LZL2{GE$leF{Bx^V5V&FT^dP0#;a
z;8)AJwpdYFv|lH+!*0r@@+(_8ZEx#snskIY>|qgO%(HcwAM(|03y*r`+*C>I^IS7$
zQm(Arsn=z(O>7#RGSAk!<{b*2c+4t1I8o}Sf>F<Nxvd2^d5^P%F8gxj<l%)UZCB^1
z@N{jLU4ODCZP!fQmV%Y%18iS;S4^JMXSX%xdQ#vgceV>F)Rkqfxg0Ofl{G$EW?rB^
zr+`03@O9|CYbpt4Pr3rL18?aU&+qn0Q+eKC9P#P!rkL<Tn*|C7kFPDdZn#>YxJ!TC
zLy^fh&Sl*EA-^^$=E%vD`Tw?-cuFcaPmT~b+*x+6V(rV5@x^_6#D2+KnPis1ck@_w
z`kR@S%CpYTQspTyJX*R^`^M8JWiP)Ai80!0%cZKVUp4Ku%f^~Lp)U)!=e7AHGcC2y
za?^D2^K)1ocqn3GROX$dr(<VM+Q{}k&{L47@O9L>d66rOU;F)MFt)VUmiTSpm!+mG
z6FR&3oa3rfJ1x&=HS6+SKP+@&`YFZ(>g&CJuXoG{7481qcznV7^JkS}r+0Y1kI#59
zslCs5&Ifz0Qu$q5v^4MD_!1lEu`c9o@S#~hqhl}M@_drJM=$$z#>G%(!SnmQKKVuo
zJPTMkXY!ozX-}q1yv(j$V&}MH^XZMsjjv<2o?ZF8>-+7y2J0d;PM#Ni7Jh9V<AF!J
z7Y9aWrJI+hu6+8YOvozu+7rfWOLuHn*nVxp41vPf4dpgBk9oc;F}U+|^~!C#Z&}*>
z3ZJb#Av;Pl;;U&<l<1jBpKVq3IVZX&M+dw03LcLMpS1MyY9`Kgmu`o&C-P1xjPR0*
z73aM7t9i9vaX_bp+*XzA8jqVS*Es9(%ADW0INaTpXJ+E$fIIV|XC3d$c|L1P&w=M_
z{nk#E?d>(w{VZ^AhUhQj4|O7K)y~Jc*t8$`+8y&u=}veu!EWmJ{f9k#=iV{gsIFtV
zX4UznXCF%DKdXJNo#Z_4*}8X}a_&(J3YAvM-kunx;hd7RuWU)m>=#v>8S%a44*o?J
zYb~bP>#$oq+VuAR0@K<9^^-rXiCvSmzUb+`n!U@nWqYw|JuN=?GGd}(U&fVr{GvBi
zB8zrDDY00yc4N@Rsk01T8CeHMDf6A-S-Cd*#h=|3PaKS*d1tNa-DS7mYri(vtD~N3
z+ME`rp3BcoKJ;$7hFh6&ar8NnL#HZFo>g6?&vig>&f1i#H@&Bw*~qN1<My1C?_bxg
ztJ%BF@bccm?Pi};Us>1~zKoq>&Zx@ae(FEN(ws%NYB?uu-8FODC9O>h<MvNAi;Pq^
z+*WvN>$7bRr%qJx{tC-m$ahhC<sDATWml&?idoz1Jv~fWa@o(zI;{s@p5Lb>8WJfo
z$>{J>zl*z0A1<i=@@Q%Pj<;#0az&d~=ExpuKeYaopY7{eb5pX@9PWH&DO)SeedDf6
z(N~$Y)n(pcS6=Ea>&xhpleV>Gbvk%3!OvkuOW|rWBjaCJCEa8M{@PYw>vu_;w6CYw
zZIWOghkb9vJh6=a?LMU|uW+)*-Q6v<e&*vEbGxr%n`*s$Cq~`j-|?p^Y|h2p(9+)r
zzI+v(XyX)P^t^nl`YjcKKX*1wY<?TL(mMN-w7*+#m~zzw3+0I~vc;ZVGgi#`C%T$v
zwb5$k<~f1Y%!(?Lo6qV+ukJGUInZ`L=e9J9;PI_y4}G_s-syMwm}@r2F_DdrP18z*
z7KA-#?wYN#&9vyop{ZBAmT&y4bud!2W#T;R&zCmkDNp9Qd%f8+Uwdla9=WMn&QHsB
zUSH8y5$o|>^zfZ%)9u>FZL<s2Lv2!oEJbS{3m-Urtg3%$^weKjDzoa`cvSVw>Z_MO
z4oh*nSNUv1Ywyvm*FMgX+j>R8GeG9g;q`ly)|VHDtzA{_<SbFxQ*&%{lTA2tPuGSN
zjRFf($(fQ3i6_1vb>5(9x=VMr+MS6#-<M70IPm<^GMmQciC$;rF5bVj>S3{$spNyJ
zoyj^g&iN*)^htW0zqIxHv?p?|At`Il+`1|fDQ8f?DEoI+4)1~oSC=F_`NDo_HD~**
zkdMbNP1>;jNl4{YN0z$KX)ci`a%!`KTw5FOa3tQ}S{&@E7CFst&ZEt9FRrnByiBsf
z;at7c({*bl55AswZ_TZkZ3c%Y-d|dhtx|Dvxm@@K>B4F`U;A6Z%IY5<i-s)eoAYRI
z+B0sqI5*>$w>Dh6cb1Q(VZKlCk4MWwz9xq%-}vluSv5_vaQi&YqpoH%Whzw<emNfX
zHZL)C!UN6M{ZUW!wm*3ye`x1(jwOFDmj?O1xHzL`g29sJ`<JHX&2%%|{W?TSJnS5w
z77uIA#9KR+&DPDblF4hIy-4CK+nSk&^#j~rX<L4q{MPr=h1z?ztx=O-oOl}RkvetC
zrmu4QukE~<c6VxC-P8-4`jaCjxk*f%V7Fz~&Q*by#W^2OL`G}Jrp>KtGg^C4G{PaI
z&+>~cZ-C*RVln2vinR~LxidtCrsU{tOnk1rrS^AK_ynbs`PvB^j#Xb@<6iQg!60$o
z&UJRbBvtNI+Ey}ciP^qW<maPVnI>txj*?s(p6$s$a$;Yia#QuM>(x3w5h;SNzpSf|
z+MMp#Jb|5Ebl2=KrNFZEQ&D?opNiPP!hdaF{q;8tIjslZX}{@yYqQ4Z#^b#eY0H;M
znv2PVuWn!W*k1YcO8?m|+wBtfbgb$+c+1aYef+*l-0v(Or0scCT{OwyXsxQ%ol`I8
z*+vO>UpdO!_-!@!q&-(=SA7iDGbp|;dTmLO7vE9CiSsgFosp1|DE3)pc`0pAPGsf-
zxvxR$x5IdvnpbH?%qd`v;_+COu<qWLuESfs)#nFYe1FtH&tZjmk>zT`o^94wc1GNu
zYE+%7xVp&XPQ^-vE%$r$O|Ra_G%|j^@Qdy1d8LmgUwPBYdDA*0soTurr*Cdlrm&Bj
zvP!M?^)G8hmpSc=^LQP1e$kJt(2AML5|6ikUawWLGW*@UtvaS=SI<wMeyDhZboj6E
z;-wY2mqH>JKloK2^*iqJA%T4=hAg%pW34OPL{jV=l;viwWADt(Uim`HWO7*Vp7U}S
z_LwUz`k7i}c$nw<=G#A9_1L6DgsK{2kIi3l>sWYF^6g7|&8}VLyThP8D^zAz%c`QE
z^D-B{@K3s3_N1!o>+Ni}1Gd_}xedx!!nSZ<5x%!MY~M1Y6;D^1FlRNmZ{M5AP;v0Y
zikSuMqG?90g*~Bq%heuDS6aKe$vW7_db;du-6Inx8TzLw*G3lJY7+UjM&6+HSJjo5
z#zLB(g>IY74C&LB3M;Ycx@aVLePV$1N*2M1XEWxW*sZZ<iD0wG8;(bF65S-@_^<8k
z?$lGNF;Lq6BPb=3Z<i%Yag6KLh6ysw=c8WS`e!`%`TQtn6Zai!rCX*gb+ek6Q)ADW
z7a(5~x?+ol$cN_Zmv+5WbI6(<cWlXX(e7EEugcwuyiWT&No@HMP{OoSt2<I$YEJcz
z#DMNAHGl4WT^AmtpO!6gHS4)c&w`NPbx&-ro8|k|+8<lxxk{j=$*yffY4V1mklYNb
zh}o3~R~PD?nR8w4*XF!q?AKPGuCz{Pe;G3Cvh(7}%k`EoHt7i8XxeGAVr}2QtA|wo
z9CF}JpCk2BvFFsm&c9i;&jj06N^M;B?VRP>;Pib){Dpx_E;={Ps+rZqQ291wR#eQp
zERK)6Z^#`EI#;2--0REiAk_{7%a^l0*9%CdO|W2p`n>DHhj+^l9r^ouRnOE}^~&dG
z2d*rYR=@E!&onzbf6tHCF<<VfZ+`b^ZPqWTyP63e=RA&9e){3&Uc_N4zc+Wautvz<
zN00N3Yxg+j`31!<Sj$~~GS7g~V%4^JEVTz7?k>o_^5s3(Nr?lCOyXm?LhgN<QY(1&
zIP(YFRhMp^JHvLVp6l!CTqe`sS1+i|&lO;K{4#2l_l`M_b}64syp)nEBNZWJI&;bg
zcb4kwE6)~Z3e8E{BOh{QL2T-V2PtXm@-BHAx0UMcQ@-qCP<UYVh9!v`7}f<{sy7Uu
zXK(c~(M{&MOX9PnXP3A32JMjHdagF9z(aJ$r6)-%_nRzb)jd({Uv|#_?WNVS2d?!*
zwd7eGu$x-?z>QsL<CBf-7A(ObKh184Oqseqxx(v6LFTE5S)ZeqU)A+L#jWw$Z~OIk
z9EXo(Ro>qFuIH(=>EgQdMSE`svAw^x?6<Q3$NRWUneD-Mm>7>`@9+83tZY-ab^ew~
zccoT^U%Bjbd{*)Ed0$S<;nRAN`fPis=)@@tS5BSwWvxZ9#fjD2Pk)8%p1^mt?$UR0
zCATJr*;OI_T#c7DOMOvLR$8(3@xID6cb43^tmoy_bt2{NtU1$i(v}MtNUl}79hOwS
z_f6We`SMY_w*C3Cn&GX?<!MP-m%79)IXa$;{Abv_;+59%8MRvMbvwSVHRI1r+~*aN
zp7BDfbLy&%J0xwcd|ExR(m3_o*RN}KrdYlWl>EeNTJCvHYmL|5Q%`3taXOMdPwW09
z_oxZ#TY1Gy`MoapORnnJVzSU*bavU@NoRfBXL0FoO)z;okJn@JHcL~l%-cb0&bqmr
z4-Ac*Ah*@YGoq*YXIORR^0~_vo@CwATQ)ya=E~}7`L&7CnNMU3wC--3I*HqJR?Cz7
z6BjMJx%7Eck(Q&y`)JN|uJwLXr5)yb`Px1G^mEFQn<AGu-v+;7S`x-p75wDVccthX
z$IB=Bh70GdmHcp*HThJK5@&+l*4bINI<;SA>hL_Cd~a#Sx1LamtsDoQbRD{C`XiyY
zkFS=sz;BVyYj2la<6M=rm3!Y9rWYq%@3z}pZSq`3SLgCcttYci&)o7$Jmb5q(EB5T
zN^_V0$v&5U?fDD=e$f*#Vk(W3=lxu%8+w&NdDc12z3;r6-Db|1`s9;q@phjlJYh%L
z+1Zz-S?l@PdlhYMnLBIeWEGtgoa!$_KQ`H~&$?5hw}3gccb`GTmvv<m{d0NJ@Ay0Z
zd9^aHnty5B&QRAA_HEe)BDUFLSHBx<{ne~r6P7c((r(|@Wk;*H&P|=3d1B3NqwC3X
z;c*tft_nR`W5{lIHSmDMfi<ZDWv-P159Snycv#vzT0c!?@~mZ#=j{nIy7PR}<SNnV
ziPvUuu9ms%buDpKEXVOE?%?R<aaneCTXpT86-VWG&zZL+g{$G~5|z)vD^IGO{5<)n
zO>xh!@2hTayxldqe0$UquSwC1@@%aypL-baeEU)#%j2eNpG;!&;1^kJBcBzpC;0k4
ztt;!&)7Lfi{I1n<6=|$|KWhf_oF`pZJq5PQ?X@)y;%Ts4pl_RbhCgau^Q1C~n`d25
z+Vn^5Y`ktNEIj7{f8LcVTa+{!=GX09@p;a?DWBXpnHD`>pH-f=&g(YU&hty%Dr_^7
z7#=*EJ<0QB*X&-~&W88rG>wXnng~xk%i3nQwR^JZO)=q~V!ykghwHX{Jj#`NOm~`r
zdmgXp^jou{x7sU<T)BH}k`GJeG2@??KC$Y{T>drjY)S0w$dVmr{?@KYd;g!|+A`yw
z{|s7dV*Z6j-+GdLW2v#=9QmjPYl;}ZtPZw#zD--k-lp%%k-2NKRyY0=&G7Cia<i8@
z##cP~eK6ajRr(7rOV4uiX}-5=OOGFa);hUGWh!!ox3*03I#hh^nohf|R^##6^X_d~
z^{3e5xJtsciL*Qf&DO50Fp!k|&+z(M$)zTTb5$Y7-=%GK`g8N->b<{aT6!+oC1%)j
zdHdro-{+RAdJ25aQ?_$Q%(wZ^(Cc*btbu%0m`zyKq$h8-?i3d6uj*{yYj~sT^V@)Q
zwf5?~RQ2Nb9uFJjLaP5W^m?@!Jgq7y44oTexPl|$ZsqZ)FS54$n}Vul6<Cxit&F?z
zbJgKIPf_0#!zayAoyJDbP3KPA&R6FdYu2x_<HHlbr#;E9T;)G>MfmNGlG*sU|9RZH
zdvTYJ^nboJ+5gJhx6jp2-6?GRx=u4m^O*PgNye+Y{7cLF<o$mb=T~do=btKHX8J{J
z`U8KKA8A*%6uPS%o^*Wjtmi2oRiCVKn!9+J!_msvv+q{q9s3!vt}4_#tlCxOI7jfT
z=Y`?1I#ux<HtwrVGrMOn@ipJuXZBI8`_bx?-nNG)6wmp#e$_(N3Bm`D`W%!H2rqx_
zCy^D9x#RBlv{!{wEMs)$pZIfc_Xoe7JN_(e{Pk?d?fE>f3OBNeJ-)rRZlUg+oI5Ta
zcFnUk%Qwq?n6xeZ`t7glJuNg|ys7+r`a|*Vnv?S<UCQ{?@S6EwXuodjp}#L~)QSEM
z%=|ESdEmaQ;n$Td)-L=YbSgDjF>dAorj;S#KPDd4S=W6rB;$`kw&d=We>S>^mGf$?
zQZ|-jV3-`g-7KD|#_X;Bt=ubbY=jC7J#1tj_$nnnxq1AV;wuLAuIDTJm$STI$*s0$
z*0<IE%AeOCtY@tWT~}G;DY&g+;^!St`m_FWeAs?)J#U7=ntuLUssWbDHrLm^{B?F?
zr+`I><l_bFUfGLeY}@#7+s5@;73Z_R?F>(@vaqq$%oa79_vYi-;GmB@0TL#A6*peC
zU<f~FHT`gXht=Ervn@RS?OeZE-%jPlN8y&h^D*K4l^=t2{ykIr&+xAQ<2sAqdey%_
zXP@}?G_t7Z_Efub*KM5rf3U8$v%6fh?*Z4Vr$1OzCO*}lD?i_9>oxw)@J&5aHTL~y
zxGs9&^?gyB6>|eS^NO2eg^w)T-}-&dl$DNNuekr+yIQAyexLdU{Tkb%z-N4H1@48R
zCH<lriYb<|+NWxwA6wsba@X;E@@P**ws_XzId!6^K5SYwJJ93tSvfv0y*VOj+Y7^d
z{>oo2Jt47@_xkoY?F)-`ZJT{rZNFK`eBrxp2gK~|%~)T4$tLC0>7A>eeT=XPwT!dn
zpSiSS#gZxgOTXI6S?~C^@>p@a)oVMZtIdXeMX##mvTvCDXAn7PAaAhl+r5AHLM0Q=
z76qR%G}$tHSFGf_;3L~+?aJQle(aka=T+828;f`P6;z16{q`YSz=iSTfdj|0zNu|#
zbK+qBup)}RCs`)^LgME+)`5M;K7RA_+_C+|d70@kR~|~o8C88-r}zG7c*kLeexHwV
zA9W0^YhLg_oONQp)8%)@yF|}l+BZp0RB2AyU%qWGw_M5cQ$HUbr+6h#<WWre+Df;j
z`76)--aK*6uUWs613r{6h;=r7eGop+f6*%g;ZJ$;=az*$7hSdU>9s?TQr4e8D|+))
zWpBg&t+x&s91o6ncrj1!)S6&EiznA-p0v5JAyU!eSMY^f7N^!-jx$r{mYTkI;^S+}
zS+1L;ir-!Q@}Tvm%4wIG-_E*!d5?Rsw8#tr_q8=AQ&--J+!o}szUrH=b;RXT6>deY
zC&_kSKbdBDO?|g+_u{CaZF6qvE#L20npw@kx5|D0m-V(E#hXihKGc_LwXoIh-0$ml
z%HYGslH-9PIX3Bq(kzoD&Rf0@Z!4X%o_*t+ODp5JKGs}(RatURZki+~JA>Sp3w;bM
z)rIjM?UzbT<&72#o)kSFU*Wq=te>T*h)w%`Z_2%0##|rU6kleXKJ!6SL}qeNxOLI*
zkclrZ?bZA4KTB0%xzD%trc+W+B=+%^A6rrqZgae4t?%!XTc7wY%9^fSDU+>c<gk97
z$>No3vd*;2-xK|4eN@S7lbc6Ek>T6;m>T<!i@i>>o_xOWyyZF{H#wp1>3VxFUT>Qs
z^5$C4%dcsBcWzG!NvcW~eLVR`bV#L<vgW+X=ceDLUfCw;8J>5^@@VD1<*N=Vx5gB{
z(3X+YzWLeppy|Ei7s8hNne3dBx9iT&q-yEEc8<?9e?9KHyJ`Qqt7?09J<_&5vCX5Q
z`RDbCS@R@!Y?^SAEz)>Sb#Q6Iv%70{%PR*-RIR(%uN_xCS0>1ic^<#%(s}&OF|u<%
zH!(L)yuG(n>64Mgqb)(*buUj%*WMhazGr**w)6vc_H@1eV_Bxwo?I%qPH-JJPnpu{
zm*Kvdb>bFoPwHD!V?9-_UI-~Hyj)UNb%#G&+lYV4=bzV2S<laTG4r`{*Vo@CSnoC}
zq`W;_k$T2I-|oxr6UBXVEms|S^lHiDvdcH+wn-ID5#O8q-r83&^~0f`6}&ykAJ(6{
zFa9cgR@`zOV`H6^Ib6T^9eymVI+6Ql^MU80PvXp)WQ(5OSswT^^ul59*MTcfCcpXg
z>PITqlvO5oruA>O`R#XAaZ2x|U*XArR|*M8UtU}BMvC|9n&o+A&zW|+Y?%2t;K1{r
zUBB}SRntFN#9AH;3flbU;uYUjH>aLds55QZr?92VCogzj`_45dw`iuuEx#@5Tcfqq
z?OD#Xk1H3wNYpBwRW_+^%@>WYt0T?+Jm~o<x?=ma_uoC<$K{IkJ}oeAejR>B$X%}T
zk9COE>Wxzhc62Yh<L?j|(o}qFg~?6j*KrlI7T-Q$Byrt8w?ds^LZ!^#Os(lJlRfp^
z)4rO`Je@pi-6Nkl-_LsNJb12RrIdrCti`Ha-gsvfhbLcG&N2&CnKfl+@PW5pe1D!V
zO)o8WFV9|>`%bmv9m~h#Q7M-tIaP}MG7nlD4V$=a8^=+*2-`DrFYnrAJlFDs`pawU
zBaiP&4Jw@69Qi5ci1hlX39&1l78&~AynNk7XwIGRJ^67_R@Q12Uth+QY}{p>xH`|*
zXP)#1nR(f4)eV=@H!c^MbmROiqp<4UusX-LVPRz_4|6T}w9a4V(I!3hl7a(rd#>%(
zPgWNx%P(Pia4k@I*4fWjo929dw(OqGCP$gFvtIj)F3+9BK67!r<2=o8-|Z5VmF?#i
zudLQNvRF^ctzqH4^)DyR+P!7ljw|8eD=+K3TD~?z_l--@o$G>~2EK;fB9AQ>T7S7A
zU8_@iyYCH8b+~J`WQg5Q)8|qJJF_RqtE7al%)2$0(biV$&eVQk@gUz%TR$7CPW&Z&
zX~R3&g2I>gwk(^VY4iB@rJcK1Iy#?^Ki8Tq=Q}&wdHT-TDo?J@y??T^?D^Uf^GO@Z
z6h7X#KF7O8?jxh5!nKo2vrA1{RAygzr*mZ?4}a9lqqnrK@#yRpXSWIVj1l6^xVL-W
zTXXrewL7<&3hq`3dAXA5_^iis+bTsGa#w8H_jKjCzkL50-oEm%P<|bK?K}78LIwG{
zuTLI5NC=yL`>El_FDs{Y-VRjxxix+H-Z$wzJc1!h3@zFAJkoqt^LYEiFy1pSEN!(_
zPi@_7B{c2DtEW?w&nqNtOxbgPV%O7k>s6-z=v0~}IlE{6T1|_SlJ{axzRGm#R=@Xh
z^3kGSJNok&7}B=aT;M!f{QZHMZ8p1TZr@VttfGnP(~5tl?YzeGc~0N*t>v6K=c*rz
z##KAYpWnV;<lUqw;WJCC^NJ4p8|^$-)*Lf$Z9Y#V*W&(jd#xThDXA15t(04+)ANQu
z>elSM>}a9Ii+33(C_bFrC${lv@t)t|u1Sr$OV3w5k6|lfv%0=v_ReRKYVYsl^!#9`
zO4}qCbiVJ=wi^%3{j`~kJGTqoTXQaE)$iHfH5XR0&$GU+T3(P+<ncN-Y-OI=>Xna0
zk5{VR?#p_#F6GMG>=&oHekz;Z%504BD*U6i<FjNWgH3U)=#*Y&^ZlYrwi$)I`Q7%l
z`^@uMPoEbYnfG;hmH!MsZN^WW&sJG0%+C5Iu~>a#tWRM3W{Wu2#KU6mwqAGC2{;yf
zC9HR^k20s(+&4w3d$t|36!|A3d~fm2gA+GiHhG<7E*M-b<$Le<%rhLxM}1n7<`<Oh
zT%}Qz9rCVd>&@vW?zmcptbFOUoV8+QUaX_U%CcQ1UMD0b?X=rJ)hAiiVuf<zhOVMB
zmF!DBG;=)DdQuchpDo;>CoN%{o$Q)%JGe7iBDpW?++Hr{BBw9U7VfXqdp5Cay5YoZ
zOP|R<uZ12Kn=q$*dA>qIi0|3V?8q6fW}B>4O1F@G`T5w#IR-1gymXjr%O17AF3gjU
zRqd;JS5Wu6qNg2&U)Lw?)K}}}PG6Gzr|aYMn1bvpy6c%UR!hr;2)bN)dg;iai!0Wh
zH%wER^<}R5_p0iRFRHH3IobOrdwW~KuEdzH&lavP$z50S-QxAhVr{|Kp%07vw}wqg
z{dHwSikWuC(xjNlJBvKIo&+}}we))}wK!?>Io5ZJ*R_T|f0MhDcFx`E^;}C}a!>hc
zZSI{1WUhPj&3kw6>aD2Aqk`w|)n-pxre^5BT0fUB-seK>%qYiC&-Qv*M^`l5nqeAn
zPTV4D-F5ZrJ>loCtd3f;^<tUc#qiyC_L?3DY$%L*vpr@~)WTi6dL7j-?WkV;W_#S$
z%TCSJi`CYAzw>6^lN^hzCvHoPVpcO>xa9KW@SJOM1)g?WUtL}-v1xY9>ac3Th?EY$
z!f8<_X4Pw%ojmw9CZ}rgo142EFND>;Tadz#woBB!Of_)HB=g%PA2$Cg$Zpt?yrbXi
z)t1>0_9fZhP5gC@_X1P;chgm2)fqCECS9GWy<<*s?7eOcgR_#4_ZH5SU0v=!N74Q*
z*EVgF;}(bKuZ`=xULd>LDpSPc&Q*Vd=lxM(VcIiZ-sb*tUewC+!L^v8R0p*+`Ns?|
zZQiyhsP=TP_OGDTeE+73J?yz!Z|d>ns(I?dO}*cBY!+_~N@L&Z6q6EM&R2M8Qn=x^
zMaF`m-wTf_r<+PuRfXyb=1&!WT&L;w$k$gUi(&amC5>CG-hR)*!*BFV<v#Ij;XQxJ
zr2(8Qlf#Z3wJBe?IwDGNP3-F|7K?+Tj`1?drj>c3RZ<srtXp=Am3vM|&zj@g3}ZgW
zdbr1FJ-WNYhw*IMqf=QgU&WifJ+8FGKw!%RFOHL|d-d5(W@W^j%?L7BsXS}uq5}+4
z1*H-etIjK@Uz&U3YJWud{HhJBL<FyI%UbsF+M4`32a?v>GQC-<ZRT+{h+BDk)m^ct
zzh-Tka8%y*WvuQS)z!w=#BQ)xWp1~8a;^E!v3AQ<xkdaY+PkH5-sZCYWMtkOGO^v#
z<h)_=wF$?Tq?@c=Y4jp6P4_}br+i$dWXSfIptk=EjA65ky}rvu=hdz@ys^28YuiuD
zm5SRZ`A-elXm`at@y7Z+Z<$taPT!k(C-eG-WpQSKuiUh`vqM~uMN4_j^|<vhV~bIi
zq_oK0GmF;-PdvG7&GD2;NkX2h&T!af=w5&6%VPNCs^rdXomb|RF7NP^{JL@x2j|Lr
zethgAC$!cia5<gQ;*?*<8+PmLy{5?-8zQ8pr)4#q+8WPSl{ERQ(6mK8D_#aplld6r
zv35)8ud95;o-sGi>E_r>oHfIM{nje2cW;Ao^X9%Z+h(X*Y4tlaSULTA*T&7VSz;xU
z3_*cTJLQuD#g?kfYM4B~YKyIoO$yhy^X(smD=sB3ST7j!dDgG!hgUaR-@Y#KY)9dy
zz{6*M%6#3&AN(pMVVdy92RTanWIw7Tc|SkQ_T>7lU%MqrB4^9G)^M-7V}9%D^Sw1~
zk$hR7CRNMs$SAs)cYE`+c}fxw!m9POV`AnxeqUw8v#l_`SbCz`%n+Vg0eh}ABot_+
z`25Xw3VR~oYrQrqMdqrS0^b&uj5}+0O2!BW8u4W%++CH!c23jG!qs}Sr6=2(#l>fR
zk|dWiut%Ny^~U?+w1>U@c3-!1EwGswk*#LfRqTCl?w&RAW<B@S4E$=d$}<X&FD+&Y
zs=o4CQR2%A;k?_k7Vh{Jvfx<Vjy2mRBzL(yYx;S0yUsqw<vL4buBaASuKFFlEQ8y1
zbL^6^s70rW0~JM+D@8;L85D%?ZCU$H)#Biq@Clofw&XtJbX?@Qbm5C>lk8c0OE@cT
z9(Wm7F8fmXWvuO#o_7YzcDy?Dz09;b^Y+xaI(5l&=3L!8CwYGH>+m2W#<y?%4?X^{
z-gMi{*O#+S-!)Y2R=93&l<;NUxxi0fjur(M`J3*M&Yc)^O;cI#eN@h6;qR_a$1@fE
zG*>P8zHYZ%_SQqTPd=YmIlH+(s~|P-<f>jp^&Y9!b_a`2@ny#;?VEE=Xv>_iIq6NF
z&)Q|p71x&Op6GH^XZX)xb#RjKj#-zA`<G{}t9))cYv-DzS$7UiFj(`w^j1jU-|WQ(
z;_6H*&Za&1vNoinFzQv&LyzRH+uMSBo-Lf9^=z%v?eN9}XLHsRZ%yl5dNN3R%3Mj$
zU)NnyE!Vu9URSZ;^1{=bCwQ!O$O~|P?6U2N+*BK94mYi7$Bpy!ohG|pTP<>MEgO5G
zD9fB+k<`84Rea=@t;s){&hu^gJImJ|*Yv*Y3-8QUJ?6hPT8Jk^sQ8?Q&)H?`f{xl0
zo^^<4nmbRkDbuL5=KIUgCnop4#&#&LjjBtUe7(qQ!oN~(v%;emUsw25OO;=hcy%L%
z=VMUY%Ycb*o#x18Mcv7b*ty^K)sgh($lYyODOIx#rA{s0$}e4dRM0?S-lHYP1|l=B
z%Z9EC=bm>}p`-DvN9A+T+z^8UOUq2TMGx5YT)twKb+BDN(61-qb7Zm7+lA4*vo7@Z
zGmEa8c;plxTb92{Se|o_?03!P1CN@&to$=~`TO7x#gVgD3%M9x3ETBHu{m;;pJC8y
zfvb~q?iuE0*f}ts4Pg+T_jUQ!6qZo=%^v*hT~ltF)wV11JT`e_V7c@YhwYEGEzL#0
zuf$3pd%X6x%%kl>FL#_boh_u3dp5hWV8f|-^>b4-mGject0&8@y|!w`bLR=XQGK?{
z=f_-om6Lk#@udyB!!?(@321xgYHz{*>w4(2JK}SAk~UpCv*Y{Qqxmnd-HUlW>)D(|
zm&3FQ<IcW1AF)C5xM=ITThmx3cfDG3!gs&l)>9Sp3N}pQ_dm3+aM|jY>y|fjnueC!
z^i?}F+ocspzIxaDz1Laypt8!B6{6ecZT(X4Y}3v!o~LX3gD*$jif~9{+`qPDU!>2+
z9eh)tN#*#+$R6%Lx0g$La#QPOm$|!@E?s*UZpL~<g`q-e?X!C>%nI^(U(cEt8a`K;
zb$Q$6XzS)4p7M2Nx2=@sdnzy3zS&rQvgy^RjL%Gd59fWIoo*EEcGzZC<+Zf12iLlC
zmF642>YHb9tzF&n>)I86X0JGWVoy3t`8vj}nRykQeU(S;tbaa!b%3EN@XXETP~kV_
zOBFi(rx{p>l}s;Zez)OQSXB13rDZ4OA8Co~+%jRle!+9Q8*5^3Yx?djRTVs4toOLF
zZ||zg#St5pv#oWtDeReK*!BGV`$kLVrCDp2wavSH<*M1oEh*CivU_)Lm|$%9b&YrT
z%f>sL#}}BIR4w+JUAb;o=KbVJrBYR!_H1a2X}+{mZDP}|<`ZX2Ul%qvS*$C1$Uehs
zz0CE6EL*QU-fz5J^MKbUw&#7m<x<5aUCS+hW-Gm7vQ*mTt7W()xhHAP+LdcEb@k5q
z2Q)>zw<@)%zMh=1wxO_Z##&paE9X8=u#CU9ZS9+5hj*`h8<SV|qI6aE%*;g=-dF6B
zt3p+_`8Lm~_j;B8*6-un&_`RQx!&sXe;AP$JKuQYb7O}l=i`!gS0@(qREGX>t>sR9
zFni|DDGfW%X>V*kP*tg5aeiBN+9i*B5?Rx)uJxa=FNd)!vu8rZgX_0>AJ{7Jf3^6x
zb#~!{URB2ct|!TjM^l~(FHC$ecjtcw=Ew8ZpW0pNXxV1KTPwPv#%c%WE+L63Io`^t
z$J^JhO}nk*v#(ub@1j@HhrP}&n|UsBx4VXF)vUMga>G1?Tx70_Y`hba%zpjaZfR2m
zmc&_SPg)zd$5or99hCeeGO;<T(eILN_S$}*Oyv^{$;+~B*Un8z)o$+TuM+k3>rdG|
zr}xkq28naF)>q1&ys=4^U42=1%a7+B?<5qYo~K`W+7%|d(Ru3ql|s$Y+H+Joyz}hu
zoy+?AB}w9R>CfV5?)=}I3g^{o_5MjY+9Nl$=4^&n>%A49)pp!_`_@_S3ESd%OnpvQ
z7c5Wnc<Z}umxQ0L=kM#WJV#lLii&Errd@m{l<gOBqp{h?J5yrgarw0|DIJBAubh}5
zb1nD~r`@t$nU8*Y%FOpVkakdA=DM$Cp0{Vjf(yypv{o&=Qyw<ic;b)Cfkt<}nO;0|
zMrHC&zkme|7OM>>>^#0Se8;o+yeo(9gmu2?GxxfmIWyeHXXctp<9Wqr^Svd@C1h7I
z=6TEX%?W$CTGBJGc#__mq{;G{%xg0}_C?y1uj#z=xIc<7c3srgQ)lLF{U+YB?$IX!
zp&~cS_1#JH`Ig_?*Zbk#icX<*#leAgVIk=v_m*GvG?==rP32el%GApoPO)WuRbNdf
zKioO_oX+V<?vgLGFFy&LB9=U1@!pEdz1yvoPhI`G@$=MkeV47xES^iQ7rp-GkWFLw
zr}f*`y<H?IKb`sK_4B`$&DwP8ff`#@((SFgWH}G!obS(Hv&7Hi>pHDRdVbc|FU<Pd
zc~f0h``A0(c=oPu86kdl84p(a-uLZ`vM3j-c(m-GENfPGO~^~;GSRDNcF$Qi_e}l_
zzNwjv`7734yY5!W_GnM&{x|JuKLZ}$2&wic*A1LfB{NCvX4jerlfSHYveJIsP#hZX
zJbNAgUjMDj@7xWXedF<B7M|bN)3f>CP1ip8Y}v*OPbZZIEcqO_Gj~Dag=F=YF`L(l
zZd<l-p?R6>!`+rb8QuCUP1^7KIWkWxJ3Xvq+hgx=@%ot_oA_5B3NQCZ{pLUPagoFo
z1(}}0NX?be&T9`(Rew@Fb?^Rn6Bw$v_I|6$lQd1ck$R|a>oO;u7Wrd4vX1?hbaGQE
z`|-0sZ|dr&3lFlhgsz<aw5Rc)q^VP;%~pkv^QIowSi1AV><vGaEO^}gre4$*l(MVk
zTxIq~WvfliNpF@Vz00p{y!op?Y%kx&CtZ)OP7vUaKef|XS$XC0Yn$@k&C+fN`Q)1y
zQ~TmS!!72|OP-#6)h?@B`0ht(LfzJ-3Wm2kg?~h(REN226zPze?=}6cywdR-jdLzP
z%barCWSySG$-Gm?x4mELsQXy$@@@;Y1$%oRhfcKO31j&rESO){w0X|0{e>%bsxEwK
zwtZ2;8g}(2TkW`#u<gh1v2R#!ep${{>%d>fb*~ClCLa4Zx#!P~wTWsEw=J3?m335d
z;qSi14c1>pZY<%8^*nj}=g|n^&DM(Sc~;l;3pTmx&y=)eTX@%Czu&TH$J?*7Z&lsk
zo<Ft2@?~WA>X;|*98TXUmt43mSt7-0Szm5oSXq^9{;eK9M(d3~uC?^22E4q#Va*C3
ztJVd_#6tgOY4h7jADHz0b*Q@9+lw=oN>?rpyH%<DnNg;1@vSwpzZ9@^_dD6I4VgO4
zdV#;Pih#wViH|z{I4x}YzS@1d(Cxa#TV!@hlC&~QNXOBWhyEP?x+Yx6>9LLG->fS^
zVwUH4-BuU9$yxARA>p~j+W7`2TBYY{^I3kJd&agmE<9|a*9H~2shcu&tvYX%xH3&u
zm^lAbdk3fJ)jsRzYb_S?`L8#ftG(@kqlN5>T-7w~yYG~Y#Y+;8hD|#=;hht2tT5Bf
zz#ZkHi8EVL`driArY}FU<(9$Rasvy=7n%Qxox=OR*0HiVPy8X3^KqrEQMPU9+_RR`
z4oojRajI|eyq2qO@oH`dADhlBSf)Mo!~wP~bMopBB+bs<@02rrF{fl~=zjjC$#+^0
z+C1C($hG8zdf%e?x@+?G$nex{owMlPvd$%mj-?wbEk&2_G<(OcRV8(7+S!H^Z-b+c
zxun<`o@d+KH95@W((PFn?9VvbU)$!ilC?eV#=5Gz%It~<B_EWpm5f{*(>!ZyNk{gX
zUF)~Dy|deL@~-#u>wCkx9;(I&7@rMKp0hS6>zHTEq|iGC{*Ui%K2yQApnR&u-HGqR
z7EJD4d*RE<UA3lWVQ-Q*9GNK-HnEOT_LcSwwR43NUs<kFoS`VWWZk;h*)Eekj`z$u
zmGZOm<m%L#gFQWu*M=He70%1jFRyOjy)r6tiLwN{<iYnbNBZ^N2vuEsy_@GjUFe(-
zl2g92l&x8IGthgJQCf2I^}d^Hrls1t##Ki?s@Ycf^45lRQ_t*fuz26~aQ3wQ6R)yt
z(Opxx(RLMQ(loomiLbOK`EK3$m~GqQo$f61r#iBqgiKldqHwym!2~P$^;?4{z1-i;
zet&K0r&UEa)>~g?Y@IpPG03_;>Za2XO-+;DFMC?AE8g^Yd)rj`j($M#yq)W{X9rDE
zh^%1$vSiz}$Q$e`&v&dUwKAG3DSPH#WYXd5Ta(UM*zMi>%H!!hj=MV&9`Nm4vE(Gn
z#N+i@yVr7G)s}gzS;T++)0*xnHMJMQZM7FoOm?1cP<&fr#hI+bZ4#Ex?``j{J@ZuK
zO~uhCf@WWjORm?t@}=YA{3gfs3rwXM&Ul=A{PNz8le&S&t|irWy!7>5nGqBgC2#1z
z?D(|57vvV(W}hhaRZn?4;~2m5Khtlj?^@M$W|%$~-xYL1HYLWu^hMB-Q%2!7uO?iN
z&Z?=cPWZU}uEm;ojh>J39<QPd1ZCFS_F1e~*>!oIS&rtjeQj-O!m<5YOU1s%^4n+p
zunF}^_+om^GvkI$`HD-|3y-muYc6iR{K;~Ihtm9W#a;I&`%VyWSam;jg52EI{+Z%e
z&K}EN*cZ_wmw9k@pVniC;_ul(+TtlEL@XEEr`<NbSh4nYcI^|H&>3sIo+~_l8P~Y@
zrO_F-3mkUyww|@>RC`xtvcl}zG`-9)>6?6q51y^QH*-m}hg&fFa?yB~3x9SdKVJ3c
z(BAvL7X!Tb4zVX$9IcqDy*95p<fW&+Qapc#L3dM#9J}4ux7T(lEew`8@K|Zl#W#|v
z4Byz<my5oda66&@(4JXSrK^nBKit+4t!*0eGU_F#6T^Ro*I_+{D*`M;CBu0ycRj7y
zS8n`l-}DVCf*Vi9$OlGU`*ytWaJuX&j*n3pKP=ZKJzm)JzSz<6z?&@R9SL2_pUHe#
zJ<)6Dv#oi$Ghbyno4xo@b(vH7*OgV>R|^V*#n@TCn8vKV9Td8L#|w33(^V>NuZ$yD
z9V}M|K4xf+a(ZGNb15T9`RSt-HWe~bQ|FYP&+0GKsywlJQ_d6<nU%|1!(~cWJ*f)z
z7PVBCT-{TqxN&#WB#tj@Zl7f4Nf3-$I`JU;+G2AbfeBUNUcP!Sjz=%<+}DvX!8V&s
zd*dFSYkkXWh1eL|t3J)%>&Vj1(tK;f)X5j#F1!6==BvJsoBsZKQp(xJC%5P8R_#w7
zPFWF;cg$&4mS4C=<<72*a_5<~^Y>hG_-r1vZ(ES!i6n;ik&j$k_=;R(ysuRq4Q~B*
z=WVO|jSGRzCs$oJFzlIn&MHKr=5y51uG=zwQ#UUc6)(wJs{KbbI$Gkyom%T))eh!Q
zeP4d$3p4Q9u1dAHO?|gz(uMgMldoCLIdW}s-W~R;ow8Rx>S?cg%=~H1PTgj?sf)Y4
zcg|iZeec!`Zj()RkB;qfWqizV#qi}Pu>-Q%tF~O!lXyI9#l@m($(`%AS$NM5I(2}l
zc;3{rk(uU;o`|{~tJQuPoy#b~bZ_gvS*2Sl6dBe{b-EOuCcM_~n&n($zqCe|rd=~i
zc9$qj4C9%2{7z{3UWwPSVwo@c?IPN~UAPjjWO#vVwc0`<=03w&&(e0On@&0>)$Ql|
zI+;Dle`RsNN5z&zNBh>w)fLMFXBCO5AK$U=>Vw{6TwNhs8%laY{>GY@tNAW^Tj}xe
z-Fp3JK}-{8eU|)Ey;HAz^PJ}EYilKv9QaRZ%Xtebf3SG`VP(mrtFnRx{@K4~SV`MB
zC>z>*T_4e7t#JF^&e^f1p_>Y0m-x$MHfU!o&uuqbUn}V2@^4D+v$b0<ePCD<-Q8xZ
zxqDr^cILEhH{%m4&aAQu6I#;quygfUxsZl}%vZab`j)H-a&Tk(HS4rgNzU`9@>7-W
zRQk3*mVK3x|Je8~+vd{bTEC7<ld^-0F8jOulPNh{!gP>7F(i3M?1H|jIk64)zrIe{
zIq$f0)~~)?TL<-pYnF2@`Rwwm`SaQ0OFn1k)n>DDel?ux5qHgW)<bva$WO7R$y;`?
zTfPoYV*MTNl3XqG>&~j!Sq|D&7TbERD2n<st(j@CH+z+~Q)*JG(z=<`(~M*O^i_u%
zyzw<H*0%LMDY3mu@Q}>pki{n%gu{H2SDM()^inyik=!*o<5<?D2T~Vwb{w<kI_bH&
z;*x*dF`v1<fuBBI-J=wCF7pv9OG3EQCgI+hj=Dws7HcIQM;u(8r0g@b!0L*nUGs%C
zM<!$mg_JE5JL=+>WqD(#zz6P7&!hs2^J-fb9aP$Cu%u*VZe_3Pji*YD`#Y{Kl#<iV
zT`ckPXILJC<+@7Cm=`gt7qrQgEje+^O~W{OtJa3B*0ayV+mmFE$nj}iDUv@lJ!#fl
zL8}YP-l?;lJn~#redd9)CLFElcg~B{`ewXZGGS-#mCL{HJX?L@)$+-gc6x4Iam666
z_VvtKzw*21MdxqJPqB+To?E=aWx?mOm3*6Pi&b8@-;LU-vSiNWSqpXI5}sSESz7j8
z({V}azLgp=d6sXqR@+=>$dj$jy8UurGL!hylE53eJwg>PJ)NFi+)|ZQ<e9qpncA{a
ziK8W(9CjQymo55s*=M_l=d+47z2Gx9+_UBGWs^G$?CZ47tO(wk{_cF-)#i!kZeNIG
znrip8O<?s0>uWDdx#wM-t8#JT@tCThe21#FouVPhl518s72J3`t9PAhn$5S@At^<k
z?CUqKi?p69x^B6(P2ZW?)#jCQcdk2bNtwfcYO}h7$K$QVrmL@<@;cKQUsick*yXmn
zeQ#LmlPgVS%=yW|xvYz}wF$3IdGKY`n)aS+JxfwPURwE1;&{}_ug1CYE<v{ns;(AU
zhh9(Yn|IY?@~>+=bKfsGmH$&DPv&yfCBs|41RksJHD@VbS@ECY^_3h8`*WMC=Df?E
zU1aBYu6C8poGUw?^$6b<)s*nNbyKkMdf!&9^~zliOXTKi#T03s5p4}9JR1=zVbV}w
zufNn|aZgbByPz^Tc3G_iR)h4*uY;Jomdf%xIm&F4JSXHq@mZ7FSJN3jhptLlX?LQW
z{k5Cb?_ldvk-v8fzaGsjPtI#TSKyzdC3eiX=Th6_S?eO(C06z9<=o=&x#w?|@rk$o
z>P_`t>nC3pU8x!SqE#W7(dIvc*JKNsE2%qQMtG%7+wkVg5?f>6M{}Y-Kiagf^>eJY
z(EG<9mY#PEm{jp(^1S_*rc8eAE3FwZWrNxj!~YD7p_}Zr%!`j{yDYwAd;Q8LBhHmJ
zcjhE-O`m4MW_NW{HB;V`H^!IOhLs&$lJ<Q?N?z7GVZRrv-f-H!YFTCVd~4kMx1me9
z&x@GZPMoK9@X3`&bqi*lnOab>%C0b`t1nwh^G!)z)pL<~nJU*6K5r;I`RnQrb#+<K
z^Ac+pmTgVzs=c|#({87!vd{wlr=bCJo?M>Wxi%)gcvkVgLy~-k^S)X&_U*Zr_Hak&
zhtrKmb7ec0{hlQHe%4aG;xGS7v&+2}E1vfXn%gz|dSS?4tKjVnc5`2C`^4~QR`mM4
z>eX@2cvmx<M|E@sES{%Xaa8byzmeU)#LtYkmI^l6y^ngUa8X}Pde0=o*OB2DmM*+?
zeBza~-LI1r{q$#r*&Xy=mCk9xBfXw!=KhQWEc37J)jRIJeRuzvX}+tkGkjfn&7VKY
zGFWPw+}4MCTvq4nMf}q_s(H0aSMW*GwRh$A+A`Pf*hyZMX3ahS_-IvA#b%G~LCFpJ
z7t()Ti~M+cn@eHg?XG*K8?G$QIJ*7La<{18>)#o_-6Owp%Fhk+j$E7dLvv>1qyoDc
zrpy)nK{E|@2Hsnkeb)2BzYot=zs`L#{a!9tsm_+V<?-yTUuJB4cE*3jIqig~A6a)j
ztvSE1mz!8>{@_gg)F7+W+h3=AK4u(oYHy@{ukym66}N2H|E_lGNK|(2o2xbPW0$-6
zyF~%^HrM5s{BV1eCc!StY5FSg#V@f*v!AD=Gk^G-^;5d{Y2ZJ1lcyS|r)FhEzW#Of
ziR&bN-GTyt(cb?IoJXeh9V$P~bKQ95k5l)vRT#7$Z#e!qj(v4@*e8!8+x*v8eO_gK
zw#YJn@7ZJti+$y3{odDV>P@eln^?dv-7dLacG|~#!HPu@8^5p9^WOCCx7HJbGmk9}
zoWHc|<)OQJ_rr>7lNQ%(*ljhjR?k4DuR8S0?lNW_|Fza07xdSw$VJKR&AzW=qn*0^
z;PaRX5q#}SOUzkjm-)<#>i5p7xmmpIju$sef$^M)SHe`*injR9^V7ax<GAM7g-wo(
zHVFy*FXMGzO{-dZ^q5a>!%d}~3tpWIYr4F*KWVO3VAoW)rz+cwX1#j%Ehg{Q(jCl8
zV``<Cnk!G*7FAuIrMXaxOVqZoCv>vT8H3`t{~4~W_p&Ij?+!k;HmqoNo>;8lIsb=q
zO+JOMPmEc5z4<MtUDQ9(d$F;nlydkSmR@=?D^#^nZTDiY)3JVfaj9#>_PI}7-||uK
z0@J+eD~6eElHZ=Qgzr9^_G#DKpZ;3|rXN1@c2edplV{sD+6VW}own`5W97^1lLB7(
z@ma2GyB)TF+c9VPr6r%DeML7dE^a*PC}OnhKf@}E*K<nOEA5MJUvc+gv1@bItY=oW
z*2k0;3>AJ!eYN%%jJm_X&A+zhap@B4ow-YxBjZ!9DA?~VzTWlI>yNF<ot3Ab_!NBZ
zu37ub__bJerG%(${dtqa90?xGrk`{7?OqWz$9qS8)E8U(qZ>BHUP_ip+OynWzV)T9
z&6)JKkKSwL-Mx7CtV{=AxYFjwpS~NE$b5OU<#Ncj8O(c%!(0ls@r%Am{Cw-fra5IM
zeTpS_p5$%mw){Nfxb5nOJs+G5bvbX}@A~E`D6S%xHQDD?`_3;f<DH!i4~PHQvh&79
zp;=y8uh0Cf`|WgPt+|l7#yhL)wxVaQy^~;CQuQ(3JLbe^rZt5<*Mc*xa!xoeIA`^E
zZE47%i>u~t`+ahnFt5r^rANPRC-XaftY#2O-dQ1YJ->R<%Uz2qr=1b<NtfIDtlUm~
zo9e&wiY#TKoyjZjWKOr1Jb$V-`|-!f+#KstO<QZ3^W0sF?kqI9bm#7btSFxyQzLjj
zWM4G#msmAn%^$fV*Z$32muWS3W7AvFP8sup>@#2gGccd$%hQps5}vzw#X2pEuHsEA
z?xbY$r^ar%ukxRPt$NkHj9p!ivlb_>Ut2J1edFStJRg(QEe<@}SKJ(aMQ5p|LaOcW
z@YOHkEG9}id$|8TwpX=%PPmEse+HJTYeL1-*6sUJVAbCKJ}0JAWP){LWY~HgBW*XY
z4PV~J`^UYS7PUmxBlbx7zo}2e<7DQaO_q3kX>XRO+Jm2OU-(Rw+W5@Vt#(bgoyisD
z7Ui7^_4BlswI3CePwjJ5xKq`XeOkZdq<9<q`lW^2t8z|Di#+)H>)NZSnk!XPZuX{k
zJ_!igWH)E)N0wm0t&PvuWnawMYC6&B<cWWwA9DK^7U!x-OmNToo-2Js>!D*_?dyZ<
z+oxLJlvfWDU1)v!Y4W{Neg3G}m6OCc{`y&kPd%GonW?O^s_^f-t1qm|R_^FAt%}&P
z`HJqT6Ac@mTddOxjkS!u^Yz2$rI8v}djDK^KB#-=#O@uByP6*Q-;0y<b1k`bynUU?
zb6o*l$>)7n58Iw#=@0xFzEbMKs#&h#2fe0k{J!Yd;`@87S4ghC8a;X2CL71ZryFYb
zm@9WZ`6FA~J*{KT=U?F$t@>tdpB2-RtYsV*JbmNp>^JF6UBOTDi=VCK<7nG3hjGs*
z+wA=ChFf<%KRppXerZLffJvO<b|>S{jc?=bKGqd|taY1>Lst84=#s^fM_-gV&3V{8
zCD^Vg^O1fJ*Ph)L2abmB+K_nSG5e(jK^IrBFIZpKre^FN>z^cgdFtAgt0%boeEhP^
zq@kx=b`^7>RNtPYMZaCt3)yFV3HG_~W_z>vua=st_J#6CEAE_GF7f(>mdOt7zUuN-
zd1i)1vu<|Xs@*L!@$1S5TRlE*o0T4uZWCs*eG_xf$4Qx*OH-4s-m?1BS3KuxWR!uY
z<$>34V~&)!+xo|8D+lhIB0qU===DSm^J~X5zqQ={amBk}$sDOiy6<Hl|C~O5ZA^6A
z9qT~pGUI2ns%D#;8)-A~`+GfqXUd-T;L%#2-&5u--&-WqJh3Zi<3-Npxo0b$++lmS
z^K8z_pw-PWYYO*2e;u~4Jm&LjUy1Xx-Yza_oYk?+@@<HmyA5;5l34);{y#337X;=?
z6=~Q!-)s11)6$3@!M<$CIHxD?-Ub>?SDE%J?4-)I#pT{bcaE{NG~86)TJ-U}O;Nf^
z^Q;#w%=tl{Usv@kNJ;**Hh-0I@ZE?m^CUOx-yxTLUK#kNwTI^a+Z#G5_Uv2NcYJ0q
z%B*tQ%0HbC;<H<{^4@V9JvZ&?eUBpYk|y#yY2VhpcRpl$nEY$@z`m_h)}L8ZY<WmL
zcv^q9NQnpk6mGuS*9+!u+s@qVC1xR>S9sj(*p8hilwXIdmu<DHD|z<hYu;1s&g;c8
zAGFV{fA9D0R&DmWc}5o})M_`(x)k(eLWRkkOQvm7tG!M<%Uk~UruzE5MbpCSGj{0D
zTekb=n!bk<e_o2d%~E>Hy3Z=O=i)18)}UK2e6~Fm;L2#2XB;cYFpYhkmg=nq|EAoz
z``ubZB&_4vt-G7tMctmtsh*bOE%kFWom|Fz#PR#m>h5W_p?yW-{5>*V_xm$st}AA8
zAJpdgvvb|bh~%{vThps223<^Ds33XF@TE_=-VU`D(<C3Q_Exi!+IDq|esspsiVdFU
zjQyNLZY3S~98&Y~wdaza*xNT=1bQ1DD|~xv!7Q6EZzDg%u~?|9d=5V|`@nab&w(Oy
zzlzN23fGBV#%{{{rTXzL{;CTxtj{k^aNR#SP(!!7dy~b<#M@#O$F$Gr<w`!yDZaP&
z+AmSTIZ1o=6?L6q__|2%@`a1ucXQ_@mMeC0_3gQCox5kJ-PUXOqs5a7k3S7n+N!a0
zebk((eOxEwljrZeV^kPv*p_z8a$VQ&{Am@>Mb8{ITKsI+gTix9ch3B{Ws<|PTW>xe
zvwXDB_&xuRYc57sCp=6y?VMD5GVjE1N6VK{n+-H2;~i%`d#bY2a;-+X!wi$3C24uy
zbF);>%lx{g)5W<~@(CXwZ^}l6LKhRa;F)VBLW3hOopAoT)M%d8!h@D)qwaY5Pn{*S
zf<t<vsH5tQM_U!-ayRo7X)9%XxLW4-#MRdA)XhJyIR1V0JSn-{#qCY<TGbN&qANWP
z5-Vm*Zpx~hus$bL>9NJK$qBd9rU*{I+ZgiX&XTS-Hg+4mOI}njJbrECR|}VNJ=<5o
z-+LE|Jo<X&%$Dh==b5ulIJC<*?BUYVB<pak1u5atE21Xy<k;`xwbZ_GR{hM|#g=6<
zA?}tU$5f;WY@Tfm+vs=Kd)o8Fvl$)_<}^33hW9fF_idH5lsKyw;+3abR^XQ%WqE#r
zxM|bt&r-9Dk7+!0xgU7$c;U14?)vYxJ$bY_CgtmD!JaEBN{jpaO-;PY3&XEn@|0(g
zdYiMww#8)5#9JFyMu}Wov$VLc?O5h~2Kkli-8NpnByniF-PUc1eRd6eT2m&oo?I`t
zPA@ntN;%}x{ooLlM9%|jcB&o}ov!+kd7bv0UHczQa5NQJ=@q^Ej$h#3bA8?icAn;X
zu6m_h$avP%wB6~!A&(}!U+*_hQuix+&|lt_@8tX+t+{qm^84COg+rXyQm3Z;SrVR;
zH0{L6SFwF%f^XOS><{+oZM&o?KXrB1nOH7|xmP?qCEvRlx%wO^mt3o-;>s<W*c_Is
z*dKE><h5VUyGJeW3>SL54ojZECU-UB%j;|NWm11G3;lDpGwGgr+9E;5`=W~uaI~+}
zR@nI5)O^F*jU@)mYa@l$GlW$!Rb5>u=fBtW>M4(kvKN|s?pr-XJ_mDj{?W9S4J*@T
zp1)SZ?`w^Nt)_}k(9TnrcLp4v;9oUWIq*tt=I#Tl&Ya1*d}VvKcw7J*<Eqq;*B0MA
z8*#&^I7(75@6i-7nJbMBD^DwmitP_nT&<zJ)~luT_57#?t@O1~kGFd*$(TELrh@)4
z_xej)E~PLpP5X1)VsUbzgUP*P7kA|~l&|>nGji{$H6HH4VSS7eYo4x_x_4$%ip9Us
zkh2F*KI;+En#ho@wjfH)W3yRR*q)-sbJ}Y5x@`Ury`OKi;0~M2sjpnPK7zUHc=b-1
zzmNStEzzDgHRjOid&^x;c-|2Ge9%5B>}eZs__MW2-`84h(cC?uWx{sRB?}wgRlW{l
zvS6CCu)iw&f>4TM`D3-k6*t|ltrJ?M`BHMi@9K*p?Ir7z(+~ernYH!Rq24ApPuteo
z(+}VBAN(h|^|Rj8^c~Er8N%(Zez@CvW>(FkjA%YaQQQ9v9r^1{epXfgvX1M^t1Fpq
zVX=O*L?3!?dwAworQFoVf6M)^=y|p>^~{?Se(v03Ti2*bkusmM79E~c`Dm9$K*-{h
z+xy;54%-`bY0uMb_uO*&3TG{dm}mHP?aKtYtq!Z2V{J|xymicyH;5%`t1{2WfOp@Q
z7YTe-pYu=TyfOQ0AC(aH>92#f?ljlkn73nTs7+|?mxTvqvqCR=FU;58y;izm&8H*t
zG+)n;)B19wX0@;PTFnD&tMW`z%9keX`8P#1(K>s@kMn!IV$!!?ThaE~BO~k4#zp5i
zY_6HiuQt`FTH|q+Goq|amEGiHlfS69snIsAj(tmeinL$PZx8F!x$@v?zw^s@m1X6H
z_x64NprgcVb|<0sVw_sqtp&f0xwhqL&fVVaQ&3So=iN#9rFF$w!TCFjFHerIt8v*a
z__Aa6j@$DWn*RJ*u(Rmq`?$D3)=KL#Tfg)-%F-{=SL-kJ-ys-!KxyXIe$%hp+!ZSr
z8;@G6t<F=L`;5u<mF%glQ;+A%JX>ubn!vh3Ze@=4rX9zsLYF3Xt(=wiu5gxa;YyR(
z`^QaYvV;m8zrNSnq-av)-QdlsuIW_|E+1*(^0VSQdf<k|%I&3V{yyxFs<4??9TaG?
zZ`LfX!>_|8^q<=-=Gc7HM}E1jrp2a`GJQ{Fo>{%|*B0EL;AqP6XrWs7)HhMQZ~af$
zYRxOE5Upg>oGz(d+1T@Jo=8f_@3vdZ4)k1k6>grqY@<U&%E!3nNf#0lc)C8aOg&!p
z>dm?*0Y>#wht{ZEd-i43DgEokw^XK<J>dVi%zejmrJcX|jof%DWghKj@zFea{PNaH
zqagoixvN^8YrBj!Z&j>|s^GVIv}^U^joA}t)!wxHwyrCqRLVOg(OZJOxoc5m<L|3W
zl?w{5ZR*-=er@-o-}6%4)-O_XyF2H)e|qwsJX_<Vskd%eD$HYFTXL>u;}*Foeu10a
z!pd))*%@)=ft*%XlYi8#nvG|J^iKC#UDLSh8kv!~i)nAR4lD1;)n1VuXTzsA)lao}
z=UlVuxO2)xv6rExoosKItb%pAll#36Uy;0(JlXf)wv_n~l58q1&-x2G?68}%%Ie7#
zJ_g(Dk~JOo9;fz9J}Rgldv#&{#vP_CJ6Jo8i)KAhUma$=+*NI3*Th>}<9t3xelk>U
z43Sb_={uuz)!LJ$W}K^j^Hp8&eo`%@^wy+j=L@Zvgkry#s(_j2S5=Ap+0{AY^U;h=
zJ(Dl3+{E|gtYvEY%85#IX7&2ZW<6=19LmA)JK*k#!ep5%(Z?!RdYpW6waC&$Td>Sx
zVqndV<qU<d9VAUN^&am|QTbK2SaLOMVZh^i^X4Acexb&f<=|jab;0(P-ieJ1rBe#S
zTdJr0x)vlqBW&0C#s=23_ZM#Q9pX4)cQw;l-|x!R+T$!e{~4^dPCLe*b#!M=$?~Ev
zi767wBK>)8h5^T?9z2`pa=YQY#hQC<D_2W$%FK9dS{dfow$*9DlaR*t!e1fVGUiS)
z-ZrN;Q$*;7(pI*!KMt;C?c{$NxjkvpmGd4)J)fk^(@NU&SXQevuIh8w!8>odJw>kB
z&iQ?9(!;&>T5Fpp&)O~2^L@?j)IS}EO5a8aDjqoRb*YQv#9fz(>;2|j3m1J{J9Dav
z^iQ^lNhPwc0~L>PybfcU_h{kC*~?2N%I^NcQysRdvbxc99>c%4UK@4`He^*!5BTPr
zRi(SNC0}UQ$sb9pJdRmTN#Cb+cG{Pg(sPz8=O-sCtE=r?o}HmKcb2uRU0Bgf%T@oB
zw|q`GG^gZGR<1E)n^nlJm)dzAZ~weLay2w=dDErP>nlIsJ-bYzzb;F=y7ugK(alQd
zK5cU=zHGW(bWsm`fK|fv3rByiobNPmo8DoTLMI6`-vIAtLVcEJqbF$^Ht@^$hDO&I
z<P=AG74EFrCD)xbF_!UjuEig1r|8Iq64D#21kV<iP2b4M74T2=R^)536=o;=Y_ryK
z#+?=B)YxBXA3QJe={-i?v*j0VIVpyvKI!`!sJ3mI&pHnEwsk!Rwe=n<CCl<hot}1k
zcCqu!$T?>wb$n8m_Dz)bemT32-}cvaXDhXLsX<x#TefJ`*BJi2bJ?>i&+O`*bH8P;
zxw(sO=6xczajMPMWbZY%S@Vjr=Ty(si|o>WWU*AV?4Ym3+vJ6_em%VL)^t|hI+>?^
z+0!HSgW@6{ZMo#hU2|7E<DlLXy=>z;$<P^WK5I)>FFpFSa-u-R%a|uZQ37lQ_v5tF
z?uGX>t)2SiY^kf{r@QaJ&$zt*`(z$ItFXGO>dP(H{e09^s?s?5=VfvKLlZ*et1d>C
z@+Y79r@!N&p02a=oWd}Z*X0K!Y`9*#crnKAN!!(Hb<KuF%eJ`7FU;@R$F@~}c`S52
zk|!P%S>uwvwEUlwhP}RH%<Cwz9Xbx$^QIp9Zfz+#ZCQ?#&-C0$JN%>Gy)oIb_5_E$
z*DT%>49D0nZC}Xn;Op6J(UdhI!LcT0fdva>(&t@S-SFUXSJj-p_FMB>((i9g`);zg
zmvKwuQHN_Q9#1f^{IW!dr=i|zi@8}<h%MW?o3o8XeVEwTD&Iz4zP0p-Yig@>Pr9V(
z#lsR4I}WbC>@@L6f#sT?>q?7mUAN1=Qllr7bi%;$@rGxc-fn47`OdcY(ATMtQV*=N
zlbB-n$oOorRoAZtQ%$~kq=*T73XA?;Wf-!2Yj;jc|D1w~*Kxhe4Fs)NB~&J5=6$&k
zA-m&!=($OLN483v-gqE%g?E9T@#Raa@7@sa-L#iYd;K)t^9K&bO_k|8wP3^7$9u!K
zxLfc3Y_m>VUo*1s`quFMmp^BftzU1Oy<&&E@e@Ad@KE7oO_{P~vv;Wdj`+DMns?pN
zHikdivf+%4l4q-2KdrwtC-=~`#BJNlA5W<I9bOXqcH!~R$i04!594*@pGWw~h)F)U
zzAQG%VRM7wcA0R?QkLqOApy74{=Iw7uNJ_=e`x1V2A!(w;VOl1i+4{w$6B<s?cYw(
zkeg?&zF+X;;*#LTOUovyx_<w4<)e%;;{jVOOGXQ}ZADj}Kb?A}y}LMF)UBlU3FGBH
z?b@kRinI;8@+?jFq|ETN&Ix$xZpt~iZ%*ie)^pY&<r6C%3#__cg}o}+vA5K+y8X1&
zp*aG4_FA`RH(%bGZpZO5YU#$=-qX*Va{Sc%BKx|Hne(pCJ>k<hKF{IX`eGJm#-RtF
zd@YweDq6bon_jn)mV$22zo~D;mRPO3lfZbk=HSvep^sY4=UJ{___pcaGgFzuIGbzF
zYt`OfxVB5lU2uiOyX<qO-boRw^siiBcI)^K`|T>fLi^u*op|t8f#u7XwVq$Cf_Clv
z#NTPMS#}3wrTYA;57IBD)&;QE?tK(%e||@u*>a1sHM>`57Op)qyC_8J_2F~Z_udrp
zebKM#!F-~4))!l4CvzcvdA&-Db(5VxT)Dn^(UO$rE5EpY%R789a+hlBDX<RrSv4zg
z(e^4i-pq$(6(<BI>`AzGb$jzoM^(f5Pvg@gf8<Gg{Jp@>`rC@UEsLMC2r~A2J(=@c
zd7YN|#!upZlrp7jHa@r2_IiBq(%;_wWp;V<wtl@5C+%-qG}HF=+FZ3e4&n)F8=vP{
zHwW}>b3d}nzR~dMM*o`M*BA41bf>W#J^3=;H~PgZgR%zW#-k-cnSoPcR;W~mW~VM|
zd>a&9bDsTTjj{TziMN;CUuGQdkZBcCFjb+*`daJU4nFqhU9XZmmgi|b{4O&!YiCY(
zfV|GT_fdt5ckOAv|9MT?&ly!=cg(elT0LZcoHx}qul38g^*YvFXJ(tj{X=`gbYBX&
zt+DF6s`C5lZT7a4e^}F$-|_i7#t2Wn+jru9@q!IW8~L5X?&Q=oH~1zU)Sk-d@NN0u
z1uTmFHrIS#bZ=X7T`?-*=ZibnU1H@dX78_$da`H=tGdGDt}EMSc-&?<&hjsGPSo#%
z%Tr1XwKh$-_vgCtie-m))a+RMBBC`_`F*nJ`K)5L&c>XHvvzJhxo@fKUf$c*H<oSZ
zR(#U;=gYdX!i_hLC-`N}n{)7?f}AU_&iss9kCo?DUlS_#+`s3NVa=JBTfXT|dB<pa
zG4h^g8}o`+{8dlhPH#H(Z_l-<Q=aR1Jhz!2b9LF5%`%h9O_%PvYj&shQ9aj^N&My#
z=Vi4j6P*p8v#&R8R@#=5P+(POviJ2nuci%~&kLPnXD(c_J5nJep-6h+n(7^L-Z{^C
z<}|;Ky0$D*N7P@X>cXzRYulFIR#$SJWM<dHTK?MNWEn$a|Dioi=Ste1tav@^i^Nkl
zBkzL4qFdDF_@qt!ruRzXv+@-Az1QY*iW|O_udJ%Rma^$xk6tD7=ap;9mEX%BKAQY(
zE6bWTUrm>r2DU%HEZJVWT<c~`>Dtq++pZ{D*M&QuIGT7n$|hIOnkV^XXtv#pi(a~A
zwY`_OpJ1u)O`mkIk^R$(lAou2ReXxLzQ2uHwM@y)$Wp0&-8P|3I~V3!y;GRecxlDd
z2{tV<{my~Mx}Qz5{`@w4PVzI^tdw^uQ{Sa`FrARdWBB@IZJIj6H<K?DBRLe(MXfk)
zGR?btl(U3gU$-mq0K3GC!jL?cMT|P>&v-9i7fpS1<Lr5nAM*uw$@@H7zS_qsR%yxU
zZ!1DiDE7y%So34)VNu)FMdD!{J-IobL)Ik*ORB%;lG4&&I9Fz^OmE|Lo8UdqWp~Y+
z+NCFDewe2}>UNl$<axHuS9eR@K2aESqH1#Fnp9?Hi*<7q@3C?GdfpuTcc#aAd9SVP
zxg5_tKIhw~Jf5Vzy6s^~{~Y<`h^VCt!*o_Ru~n?I;=ZXgU3z1G;6Kyzb>7SG+@3x&
zw#1e#V$ZTW%NZ`YomKOzXN=&kQ|-^NH?Y+@y7b<4Ws7ew!{$VP6`ddSQ(Z-Vty4?B
zgx%C-XL&ke{Vhz-%O2cS{@QnSgvjK5?eQ|pGkEq?T~j$PwUOnqdROyXA>p3SFJFhQ
zlbpfi_-(mn#v7mfBBwRW3liLyW^l}MdHwUM22U%)W63|+QIbw6xyr9kEaLW_s>@fD
zZGQhsz1Crd!`7(>MPC%Nq*!Pb{|aZVPB*Y_II&`i+{+w+`NkWS@4DUB&b|FI=Ihlh
z3e)^tQ~V~isoR8hs3<yZe6~~8T|KS$r>bblneL8|ZGLuJrzA|C+g@fJ?pZ64@j;$l
zM)1Ts*`rr<n{IEu6Q*bAACfES<#m5%*t^IH8?4)9`PUYFx@%pt?)dts_v@Y-IdAE!
zDvsfOyQFL8G546hD@zw&oPD_`e@)JxE_1P0Ax%aS>9X3qIoswmRIKZ|7Mi&6KLc~r
zzo_ODuf4-pxx4<%>q|as_@MvzwJnqW2)^%{SFN7Y;KuPfLO1J0@pk3C8S6SGwJd(7
zdiaTq{D-A&K8h^WzaHOfYFwn<r#-Jcqx0a2;QN=h`<;0FB<jZQlIMBs3jgX`i#~On
z|M1|~wK<zsuY1?FQ*#|h9p~~h7Xx?i%$zRyI>u~a*1F@&3)OaKERW>Rv(0Lmc3N3>
zIm?qrYkgm&JWgL_)As6s)g0!2=eWxHg-<&I*s8AYyAySy$1bSyZOqv_S}F>C*>$yR
zj!G3?jm@e#T)IR=weVNC)vaRXl$GmOq;2T)nY4Im@ue3h+?ij;UO0M6Gj>L8?6UW=
z{F2)@c`7OI^VQB&mt+WE_MahnYI0+9-&LbX!3n3EUq{vEZr?f8%kbsG$Ddv-z3`_+
z@YmJVvWm^3sWy#0T;D577M;G)e{E~RrBJq-{cGc|JwKh@XAwK|*|%B3CzkruvM&#e
zUDmwFM0i7DgTMU4xW%c<-V_vGDOvA$dCQBAf`HOTJ5}Ste)OHVxa-HQx|XWEDVy8{
z1Dq9J-rDQzyG8MU_VJ~5r%teNxf%8d)F0ZdT^-ijZoBKc$gB9BYu7G)mvQUBY6az`
z<r9~MB$Ta-V?FSs_|NN=TWxqQ_e^%T^`5k@pgQFD=B}yJ7c=^D@$t)h6?MJnxqMMf
zl=FqwrFHD~|917M-N?E;->X%Y<9eVu&zF_kd75vF25#=kd-Fg}D>`ZOyAs1w1_pIo
zOJxMI=LWbx4HqjrZ+ex}Iyzac_Yc$DEQ`jI@=+_L-<{))h~(O?v`gICc3o7)&Bn(I
zR+#OYBWhu~RJxBZ>lvfn*7e$DYA;Uul-tksR7uW!w0?`=#5q@Uj7p!BnO>CG{U+`0
zou}&}7V`-4Cfz^#%=t6poYJ+izC}y;EKHwY^3__&bMtkuX5`jnYwOi=*{fP3CGt<a
zjggtQY0JzfjrVr_O_P-TuD>?P(MZp{be(@@_UDYMEo)^{)|g4e@J-F#bKfsJH%@4$
z=;^pD)rf{gJMSsYeY<kWE8WXwpLDkFD4dj);@Zz{dUW5Gn+kpQ%2Ct8)gCJ=-<rRD
ziO5HRT<zVninC5jDzDR4+~d`|%g(AU)b!m{%R7Y=<8s9&7vxv6x>aAPPF2soaVt0=
zbEhoxtD;WM;8?lYt9?}#MwGsfRh#^<Lz?I9yzFbbCAN09OB7CgS@)`B^7WY!TA|JH
za?5h3&Y7%mV%<Dm5uUuYKbYJY0>f^(9T&ZMTJHFKt53NvoOyc$>zLM6eq1g$b;7?)
zrNtbc&sHi=o|RwpW!5x)rj@3@x3Bfk4c=>W+kN}5&|8{9i<J$RPHc}_-^rKtdLesb
z;JfE9ozmu=E!C2c`MR2$Q`R-M&+)8JSyxtAw4|qs<G1>0tAFyo4(C0=EXqHR<3Xq;
zXNk5ogQY05p9ud;pSg{RFYhf-F!~s2yIsrYg7<{O>rEAsU&rj3cv4b*!K(OMs?n1J
z&pe9B+*Y3Ds%=wu_1MzS9ybCiO>36i^$vcX8+T@Z+I8m@5zT$PDX+u>qtrZKXid5+
zUHsX!GQY<(_S%_KH?$ajU6=Jb>v+4^<KVVwZ9V@~x9&<7cs(a2Oxm|XUs-#?-q%M<
zB-Li+8>?sLX}|cLU96MP=cmo#78G-7=gVUP0a2TGZr!gYc&=jk-jBAg^^W^Y;F(l6
zb%zeaF~@a3insI|Es8mR@4~9hPoA$;=~XU~37gO<zE#srx$$V$<(qR}PmdN+?hyPO
z`c-SLM&I3&FQZ=P?Dc;g<$6QPF!IJXlU05Ge%b{}%$Mez+f&$e)i<IqXws3wON|V+
zt3K49xH2z6CQL6Vb?KA9Pk{x#riZ?nE_z_FO3iSd=91q+w?1jDt`1$mC|h-<+F`}b
zL!Yv8({d$mN-5TA7H`|c`+OnWLZi*4YTLuMJG0$RyB%95v1;kf{-{N4nNNQ*NQHN?
ziupJB83w7i%$r)J(Z+Z-KFl$~b4jVn+l})Sk80#d&B|^Gyb^A&d(5AGZOW6T6Swt4
zJXB_#6}OO?m!-DX;(*NaIajvb653e0Smo<cpXLnHlc%c-QXX#f6&K#euKs1sq}jO<
zmrhE5HxJaBAU*4u-)ak$<m<CGDe#}Jx;imkQn}~LvKM~eb1ctA`ML*9id`W+Z{Adv
zPw_qZC)L-MXUh~$JpN_5wcGKjvX-m91zyNnVn5|`Cd($C<T*hH^R1pY&k3*ib|JkW
zZr)ez(>VeRGZLeUw52qUZ#?Rr=4X6w{al;I>!xcqX+4=&xk}vpQu@=lsX|`YHufwv
z`*NXmk-!R@P-e?XzN>6kUOIP<?Ny&yPr8iU&NW|M*SE)>7UFH6|DPc=#pg-Y@AR$S
zrYG39dmWvW@Rv93R#N!3H7g6AJny-tdN_GbpT>?#hS#&sTI4M^ZSKt6%eCIxocT^@
zO`?(KA78K2CoNyzTe;83^3jH(jCQemPd%e0k5`@3JJ|7MEz^Q8&sJ@a^_Oo=c=wg<
zQtb)z`CcoI7N3pC-NW;J%}=Y+^HFE_E1RocdMvLXQ2Xmz@iw;Fmpn)2$Zffnc>U9w
z{NibO&r;gUi?4rJ^+dj=Yr8U^f7PN(6TdFJDOv2PVt#4$_J?1W>S-w*o*eT@{g$G}
zagzl-mpfRJcD{R;@Z^ab!}piI$5oP+a5sAUy*YbS%|(30;*3YjpUg6-T(*_ddM`(T
z=kf>1BD>wJE~U-wk$8Om`B5+9`?E5bO*Nie*`^&+A#1laLE&71<qB8NIn{L{mup#1
z*R?G9CwEmnpg53k(URa}R#%tb33K+;zA*30!Iwe82cCa66;Qv`mk=&6PfO{zeN?gB
zR>s$}c36B(*>a%#@lx4e^<HUip67gxmj=%%HE9xg@O-c9IaZdQXN%RpthpU#QkHz+
zKZDYAg^<);k4-KeSC_TT)~%j-Q+x89Z%VU@*y9RAx7XHf+4*{wZgR!)8*`FBulOFK
z+P~Itw#d<|cQ)=`zSdxZ5o@SkHJ9(#Eh%S}mV8T@z4z7b{b#$fEp8uNwY$^SHaqF(
z9PjE^lE%%m8vA(Nj&E~~D&yYf_Sm*J>C~LU=$U6jCTH4KU&?yFaPF*XncK~GLT^mB
zcpD@l`7-QrC`;OwzTOO<t$J-o64K{f=2SP8b9M2L%U<<z#_#L0>X+8AOB@%SbEo;%
ztp0Ph8sR%PUAX+2@tu}f&g1~*^VgaRtO6d*?a4AN^ea60pW$n8;Zbv$$-xa(k5*kX
zbT+88T=saG=FjKLpZmS45Xs88z4KRd=IU3R@>2vhmz@7`&GuYtajE`H?dr#-Z#G9o
zM7-y5dwA#i#MgE@o3<vEuQ<Nm>u1-LSC-YEin3E`ze*W|O2>0wJ2N5ENQaSmg5B2s
zzrAvvD)Y8Jn?7GSH(<k^CG~q_bdMipQEf6<m(I2QlFsWsZEoMK6?aQKzHh&r>*n}3
zYca2#+!{9Rr_uizI<~t^TL0@hPfhsRxQzm<&HS^j2CUb;yDxe5%!dm_e#Y+Q-;#Fy
z%Z{RbNguLx_hcsY_CA)ooBh<nWN*@A{zAL^3r#B=MO+%Z1@CQb)wus?_a_^zook<F
zT)Mp2Zq3%~>-3+6v@%FC7s@2<Ez^#Uwk|e3^H?FJDs7+r#jUwc5;t^G3Xg?t)qhud
z*3saTomKLc@YOsvvwU6epIKuX^;No5U*f0S`;~tJnm8hL3nB_9-r85Y`(xVjm2o1K
z=lHW8t@|>&+oIc0*|yhp!I9KGPd>5BO}+R=-pDUJJvS?;N7_?k@7(hVTc(Ky?)|rO
z`Mt=9b1lbv?_Hg!+84c!H7DcSq3A~OnSI6cvtE2N=v(LUyeqJ)%I>?t+AWJVt#Cc(
zpLk%sN3&zG)a0q>Ssv~6I{sVe)cx#5GsSnVx4ZtwC(To-$%x_ot(~<??#$|mjy-p)
zaJl~G)6dFhm90!)93|q!`Q7$)%l?nCPoLb5Z1DQ{eAk}I)-&c6pDntz_vjO|-xmx`
z_Y`c*wOsaRUCM%YSH#x*a?M+C%ed$9JZ+8BdFwoxukA5+zxFOqA>Q1&&Hd7@D|?yS
z*hOEiII3SNSF|$nuJ!7?zUCkSe<OkUQ&UeTGd-#P7+F63m?=;5voC8Jb^l)JC@;KI
zwpQuw<={-Oz`#7+yRwRx9!{RXYH(wX4pZaTqZ!dY$%ibMWzx2+W3oxVzBRWludU1X
z@9dc4y&;C`ENNRGcgFNxohy<!+u}*G>8j|&2lJ0DpB}9Fa^w1M8it=4ZoUp@y1gXT
zN#py`gr$$uXRR%)-dfK!(`<f9ti`FYFcUo&-eYWbQzxp<-RQ%0Dte`4CHtJq3+Kh&
zuw~_1`%C(iP}dj3QeB=iGeg&L|7J=}a!y{K_1$gm2D<=bAG1#<j2M{hz0NJQ3i`3Q
z(Dmr?kbZ9Uz)gkiI<~9JP9H5k_P~Q<y-TfT%I{Z3+LnJzGhP)fw)gt*IyEAycVD#3
z=0gvcyg!}qlu>#kPld%pd&BmMRLAy{>lJr=*gwtN<!Dvmt<9oaqk}&y3s^VD+s11j
z3BERaPhj_<EBkj`j-A)@OEGutvFMDu5#?cW#oI3Td|j{8d^Bjmt>@dT-hP=|#a=)2
zxUKdii9NBRYriN3t@iwVG2`hw-F%&AY0?`n2xuQI<+t-*8QFL;IX=bLbjr(<?6zl%
z%;jV^>}2O+kE_+*Wx05z-{r8+@;2H|Uhj10>l|KjI^)4g(|7x%Kb9T{<(;&b!&Y1A
zKf{64`x+JNx{kZHUAuiM<3!>y-{SN9%}3(C3f1!KzcLC{`nznN&-?rmTjBWrs#ed9
zxA#_<ZGEtNx2ETf@C$uyyK67sI3Z_#;?Kso#mjz7I`v60zhq&f#K~9MXF>}rG;i+9
zs+D|yC^Tcq&M6P`cl`LL>-F#0<Lva0rf;PDyB_5(a=bm~KZDl0J&q45mIfDQv26T$
z%u@98y@ktsWp;FO2_ECEmF4l}`miTu{q2?YVGF}-zC2m?-Tm@5!xy`ndmr1)e6;+^
z9>#o~)CaP=_@;h7H+99Gn+&S5{P)%`D#@2Ttdh~X<7nlL`T3mcoc4Q;x(j-p3oHD6
ze%{u6c29wtV~)=ksO?!6k@rSLUc2;l{MvcqwNigXC#j^_o{w7pXnkvx-*Vv@ix?(e
z;reBx`|5&Uu34;R>euHQq0Ozo*7l#1l|Evmtx^7G_w`G+#CE8<+;TU4YNzxgdPT;k
zjS)Ae$Z?!ac(GkvthiA@%Sz_@#GXS(-F&S#_wDnJ=dYTwWL5CH{++pT*WT$)VsLyL
zC;M2Q!;>MqyX5ht!q~p%qD!sXlP~Q}u?aqK(SwmC{M6<38ot?^tqiuN`rcjg=%2>s
zhq-Jo7hioC<Z<#=_IqA~{|t+!=Dq&&`e|+XA#t&NiraQ<k2!XUr>`Mx-`R^M&jno4
zViz;*t-QBgXR&-xVT4z}ddbV#)4aaD>Yw^v=UMkLv4!GIKOgOz`7xx)SIPDOTPU;L
z)$FLtYi0*Fc|2lRUlXqTxN@E>n-lvP@vgj3MgQra%)f~|?^vqwQah{WdcmoPp6_cc
z1tSEz9#0OKzgkG^;T4DH*YEAS&)cw4tDrW@=jWdst;<J!v(|jq_s%%T8GJOs;?s>u
z9xt?=tWU~r;E#{$`oy^;uHpJ>DdT0ArY+mD(Nkr~yY$*kcF#X9^DJz&DSRDfvT*51
z{pm$rd=+_DUv)0c5IpA9l6!CQ*Jqud+)vcUHqG)aT71&xP(a^I(R0Q=Du?;ly}nz#
zDcLqT@96QT(W@6{L>Ii6Kf!eJTwUpjH$Il=u37)0=1+^k%kxn?RX1?0@8dY}KJKD!
ze|w^WV*J8YMb3*Ddtd%2Tk-A6FY7t|@}Bmcf1h`+(#&HJnWWNlBf#@l_$p7kPCmot
zf2MPOJ)3)KO~Nm!_AuF=r8COh`E>MIqPq&;$1Is&pDFXX>&wiqVbjb4cKj<new2CU
zY4f;D%k7&kyjmQ!)MMM@MBPI|j4R(Mc5*0xT0TSNoYVY6vo3n}g*@Jt?egV*@hUDq
z5BD8gT_lgyzMivtkEh|bEzd9AJQv#VruwqNMU_kgPnBN*OILmG`@ZaSGKb&Yl`dEB
z9)9?M|Lm*_cCxKI51g;Me#<exxG(0@wBxh657={coQjd*%f95-%*Dp&DDreupU%1i
z_FU_;eknb4-J4gjW#YN_z02=ySGc4X>3+JYDs8Xf+K2WBjNfPlEpS`HHz#D*q-&>+
zhi~luG4nvLQ0<&Y+e>b1cY8XonagjxV_kdU!MC9`A1B#bU5mT6_(ic-tESqV{FOyz
znU(35Yt&PM+j6c6-?{tq&B6`Kmsc(ORxF+ruWUcn=~-GgKgYZI6K~3EtiLCD)I~__
zb<cHamEwgKHq{|a&r%YjRrMZs7v9pGbv?`G;GF8P%<aLGtgA0=JuP_NKFT#G^o_Z?
z-ZZT(={8rL3Mct9ZM!d_wn;VQ<a5iVrFYJqSQeAC+T&=OmStMR27j+JwN65J<hCwJ
zU)l3mr2V7>%lze81uCJMd5PL{uQKlGm#qqS-_rX_W}RNx)|-{bmlkjKakRJhD!K01
z&bC2KWm56apj@*xy~*5p-NCVMzROMJI@e?OJ<m9@Nb&gE5QlK}S^1$WW^WENd9q8Z
z;`rXY$XA+M@?L2-edabi@jh_PF|(6v71k7o`DLG#d!An~>HE@IPeU7m<1$lM$-dgR
zH+y-Lzu^tJJF|+SZyL{=vSdrj_v<=$jeEl9oqCv}+P=3+XQSps|G25AvcB~cZYY1Y
zxp)04>nXwh(K4o2RzzI2-!qf>(iZg%(<P6yUs|~&P1W*m_Da)b%SA44kKb`*-<Df@
z=50M<yIK3ogX_!hZl5nS@k+RMwdBu&y{k9PzVN(i@ywgsoA0e$wIX@ePD6za$L*$e
zd@{)6Ep>aYGRw1XhKA2op(AQpoGK?@`x*5%gq?W$%t?Ej|5CTN*H*oMzJ6_V#LUTM
znm5iDZLCS}%E-CWYE|g$-lv^1wY&GLm8|B)bj4kQU8`5J3U9kOYb{^Zm*b{>m7YcZ
zQOE9mTr_pE)Q%gO+iv@;usv!ygX7;;7KYAX*%@IQ_ieX)c6q<^<*lzhE=infY+7s|
z^*JVO@8sCfY>DW72jd(LOFrAwvo-CS-<-&-V{g~46Fr_B^=r<dO!MX|%rPr|A9%LK
zdk$l?dR<%Q%}pJ5C&x~?9{uKV@bx_HX%Qz`CSRIj$e>qsY0_u8wRcvUl^0}weDZzC
zbjJ3o5S!mYFE{Fa*Vp$6-W6JK<7i}P8gtj`+!bAy>bBf4o*3<P%$<9yZ^^bOi4&Rp
z4<pWPwOC#jx@G4X-8q})iOhQa<*#`DS@ox}O|CrNhx)YCr|?{F4VScxb@w+Y+q7BC
z;z3IS<NT<J>aho^ud#erNbLNRt?+8%`ubx#ll_*umzT-BKk;@eo5oI?@OiPXxY*fE
z*RG5?@$J;j6Uvs~)*H+`dA3T#VB7tLn}3M4osQX@uC_V$q|B9o4Yx97isSYqO?OsV
ze`TGe`lSgnbtR9lEmBtb9LwPw@#4{LHKvwYt;G|H@0-qQ?+IP-hp{VcvqEE$@mUM`
zsu}BpLn0phGj+Y~<UIGVsQHJ99&;wns(u*p)r8mWyOx>b$_ix@0~V=9Pqs$Wq_78}
zJ5sb~tvzZ|IM3Z{rjc)>M(VLFId0*QkO#9SpF40gamBkVp69pLs>g&mOt)A)@q~NU
zYJ=UTqSAI(7j9;d`L^bxo}<#z&nF*r=|oM|7g~@amu(iNB6!qxwnA`ON>IkFUzIc0
z@Ol_;m(4oaGtcnHCC2S*O)nfh((&!<VoS9(GJ=gSL-#B{n<E&WaQdiQ$j7r8OOmh6
zI@R2B&EL)Xs9Ac$&DC9OwXYmpeP&mFT^-~S^>(sb0dG`jQH97x_jv`CYg>ZnO_}X_
z@aB!Pp?P1GzC0;kyO3#n+?W3hn|O*U7QJ>3n?A8~<NXHSu;1G06JrBzG)ppft*BXi
z<%`Me>&~)z$!m8UJR9v2c+7I;oZh=x3^&d{cFM6_*C}0IH#IIab`JBLVCiDvvpzGA
z%Iu!BK3OqXX8YqX(M<)cu^HaQvzF_hywtLlFZ{+uhpqYC+bz~)q#RIPVQznJ?ds`g
z*2I(^w^(uZq=SLhX0Mc^VW|qmmnKI=%wDZ{zUYm|*VTp#bJF*wynFs}t>}Darb(S<
zpLDHQzN|SugNfDM_{8(I=^ZIHSMSu^b6xc2?kjdb&4*>P!jIKvNpBV^Ggdk9cAnPE
z<ayeT$4xl`c!SEhw}mMyq%AyV6}n9&gso+bTJXtpS|?7}guE7eeAX+J;i%fxW3ycg
z{Fj<+lw8Tjmc`^~a&`NLEb~H>WQDX@4$Lpz{H!j^eo;MUecAJMm*LbWS8L>44g9Y2
z%yTtf>tSK5<v%4TjMwY7uYJB(VVza*RR5@yS=$QV%~Q4IW{h8GC)crdiA7w;)(>J+
zmcCzm{qM&3#dY!>e`guqXDE(0pKTrNuJW|1%j!*~{*l`Yw<p?)x{H2XvTn)8*YN>0
zfjiV5?n>I{Q~o+C)%&}?-}2>VKb3ZiHL}}XSs1qY%7m(`o9=7aU466r?u>|JgI}RJ
zALm!Ko;+`|>c-os)i?Yv%&)V4HgU!TEjCN_ttRs{8}@z-><Os`ogXfC;AXl_f#%<=
zWxf$kwVAy}LL8>a`Fs60+ww+w{0>ky&lI_P_T|~!+9~s<9L_(nVA;F$o{wSdrg~?%
zYBGvXEXi1#q&RD8;mcd=Diex*4L@)!IX3H^<Dbw4YvyhBXtKJZb7Re#C~x=V1dW5s
zl5cIkR(ve$!xX_EArXEalVxUI**djc!`3)b@t6j0-=D4}>o{-xvUiU-!{yBLvFqL}
z*T9KgpLDtYerq`YpW)Sdmsw69KgOvk=^5MB80SiCH#Rnu6m9!?G~>+fs?TRryp8&r
zUxs@xEEV=&={kq!<E&XKcZz%Xy%v3X@+<VjX{ooHH=fK(U%3C<(q4z-UMHr#T#`36
z&dJTsS0%aJL}RtBYr5RhBNGkJDr)&TtO}ZZPIF`PoH<uNtrnU6E;FU^^45^D^OC<V
zL~ic6B9su88QJPPu~MD$nBmd%Q#O}p)g4xlI4_#Y5K|pCOV>wv>6t~dYd2`?)lBfq
zE_=?ta82=PsjJpE`!{PTzdasb<vzX8VrlA=FRPY%ZH=6qTIS>-t5Kr0^SIyFCCbOE
zil=J!1nq43YWZ>dEHS%1!P};q8a`H=G4)iAq0_8sF>;F*-Z3(CoP8%d*t}}ie92Wo
zic!9Ev;M3|S;6r#a#Bjz#0iX%n=Di=be3&fT9CO%_{ZggXB{W{9K6|ol5O$(OEY(y
zyjpGIwb9hg!K8Vu=EBv+i_ErdW8k+5YJE0u&(^q*m`gk7?=E5u4&!>jwaI2r$ZgT~
zduwib9^dKe!M2|B^YNu26<0zOlIHc8nO*Xk7(FrNy27M{N!eAr4(cpnM$P6e*Ml=2
zl&|(QO55b~$Z?{_Vs_K+&gE9=ksT*q8M|HLP`D=L@pzwWuCtNcpKCGO%)2{NymnYm
zpL}o836%$zZ?HWVxh(kPT5iP4man3o=S|o1r1rU+wr|}o6ZV8Pnc?}Y=VewZ@3WP2
z*k8D5IfaY*=6Tx8YT0<F^7W++<vZN|hTn<K^s^9+%)8qmA(~_qx-W4;c4+QG9ZuPd
zvR6^tljc-TUNq;rYnIJ~C|C7)S`|^Oht|g@`t6=DL0ta%wVhA1rB}aP*E)4?kl(fA
zTTRua8*O=$jx$OY92Rw}-YMF^Eb%__(~Zt8>lUwk^DA5L%dfC&>t%|fKUF?nzO^7q
z_sAxeKdZN04RhV9B3E_2-?Hv!Y|i-^lZ#eAFFrf%45vkMU$*PoCFlGqUWV!D-x1oR
zH1T!UU1N8x9zDzTdG{WE`SRq=&fSt1j>#Drp7%Plb93%r1KaF1-AVedBQJZsyAgNS
z`dV4p^_7>;imuvhX(-ZAkooMMJNq;Hs2dgcC64hLS<EjuZ)+8LOvSuz(aUS)P5yV^
zoxisG<)ojvQw$WI&+0olS77Svi0#v_7YQvrA^G)vbZpU$j-%F_gpL__%hj(f3g7N`
zuF}4><mJ<ok~}}{wt7`8>foPTnwnZG+vyu~piN{3o9^ptyQDR)#{A;>XWF#;ZeMuP
zx3{seYYLC;(D9d%x;4|(a^2R;8=h;$e4G>fXI={*f7H2|rzZD&eQ>30`)8FU!bfvO
zZcMH{^*wM;?$ot!tv+ZnwmHgA4W8wwkapar&_&Q=$((eXFKdG?z6h?%dH*0|W?k^v
zl5eRq9`r5RbIT}Teb!fQN#%Kr&7T{zr{x!CRo#f5Z5p#d^8CwyXg`Gsc{1O=ty{1m
z!}9mx<}d5=qT>y_864ln{JCzWnm0?<<kN!wa)$%*OVbYg?%$evM_f8&-qnS9Olt)%
zuXu2K+jCE0Ejj*c+k`@2&&!?`_T02g-Fow#uszpal|;^MDU!YSeEU+%lgyT)-8?rR
zeEqt7&jT6eOB<&iR4q<2TKhiA@YI6GON%F*Vtg!fb>=b&mE^8-L6?h{iCj*P6}io*
zyf<LiJ~wu?onreZDE`^Rn-UZM)a};OIdglZHZC+dp!lS4-qxUdib^R$*|Vla^2cfI
zsoFBpSV_+E<d-#<%CF?btS;WaY06Q(OM94ObGBzHNJ=OqT<^J^y)-?4itsz*$Xop#
z?|2R{9&__pTl;03Won>#w(;#yrIW>%MbF1SXmDr0v>~T7Wzzkg$#dk_W?6nV{FOXw
z#qp3eX}80Tl^YAni~O>BPV9M5SGw}Xvz4c0Cp<`(yLx58m(8l@V*{W4T08&rv&SnQ
zzl`B2Ot3f}d~NU4M@9>s&&#CkkX)1U+5c35k=DA)Uz9RUFFaWPv_N=H@}-TcbEaF^
zW^doO!ItCEj+F{2lUWLHd|i2Uv+C)seNJyB3>6AI*C@-~TYa|5W&^tqf6TR%X^su&
zJlBToba|})r09^^Ed$>S(cjB&i*A_qij8BLJJV)4ev!YcFNoyU)-$uc<XUjN_-xTz
zan*jWFS}QlrAUV_e;D)XrtEKzvn9c^{EIb@-h5GfVn+gd-Bh+^eJTfEvF5GH*%{Nn
z%kj@@^^oaj=icDsJX^(;InUYexv-w)*)&n!=zdB4IoG)7&unv#deyhOxUbwl@CBoC
z*Xx`JHfGz`6Jr{W=0$jSire>E>X#R^>wdNU>^_}Wsy}enFQZEjW*pKk?(?lVyX@5d
z-G#UImR%3HDaL7iwo>TY^Po*tx{`0hgjOcZd{sB~rM{4Bj;FoXr}<n*W=B0Me`v*g
z=la5vHPd|-`b$2Ur!BcI^wP7BllJzTUweD{kbm)o@V1y2!FSF~WU<+Prgrtq+e`aA
z5A`{H&|Y?FkJYk(PYmq)gJ+%V+I{CmfZw@q7WKRpsk(=>)NS%C)-TdYj3`*>Xz{q`
z(NeLC(MMR4pDDA;t}gfAFfqKE`5bSl?fsxs)eD!}&NiHURUPV_JoD#4^;s{<<w6~G
zs>1e&-3~97D?ID7E2CKb%5xsB#S)S)|1(@)q@DDMRlYZOllJLDAEOGKL?$<AORHa*
zu9_D7+v+_RJM)*NbF>~aZRzxRP?XiParz07X}>tlPCSflws>-F)~CH$?Pn+KySh;B
z;;k+Iv4^LmJ6XJ+b<MrM;vA#RoY3f2M$y%xdG0e#@tf-T#)?h7EMKm@=MBSSd#_oy
z?w1smz4VwkZDPdZ6~DqxX)V#Knot!kuk5>h<)$)M38sZ{mglsMJ{BD5Yq@sV?c7fZ
zhW=|CQ>L_Q+_lZtRR6PV<Gm*Z3qvjcX}!`(a{kQIByufgRg=o`rAFKvw*7qJdDN*Z
z=tanqQo-H)hc@aZ21PtxS08n8^A0|d+;df-*)QWX4Gurad9*ChJIun`c-FSC#@p;G
z*X~_<vor3FRGUZh?P;?69iu*I?OoN^!<Q}Ra&z^hyKB9q;vVX(IKKYw+8q*$tsYNP
zmiV@=;M~R7RgX=tyt(ttxpCs_voYa$O_N^VxtDRtL#3eZ)pe#xr#O4&nWxYCl56Td
zxnM!_#95ENYD^J6c0X*n$t9nb_a#|NCr-P&p>oM4XO>>+;)83lt9QDtu-+L|uXU+A
zpueh<>GOr}%a*d|>gWd5`Wd~ulyYUsM0d%zu_nSBTT%r7YE@77eX{a#|FMRK<9mu0
zuT5E)_U3GU#agaRo0V#xirDj`-kH1<o$&a_e+I9oOI<P~uQ%Tbx#fE6#G3u36L*Ck
z_l$aCy7b&R?quF?#h*6XNEN#)-Ra@!tNeB8L`saz^L&NB*>3E5t^M^cqfO>c>`voy
zSY71j=3%<x(zKqB7m6d>0`$wC@AoR%wCdCk`=iY-yV~At(fY0*xz1U>I4rreT+7c^
z+e&k>=eM>4O7mAZKiv|fRxR8$``D?2XV%}?6X0@O<-tXf2I0PEvyP_qdf4v#dN%F2
zW~5K<!55mPJIi*}p1!^=An&}yS&d2Nf*$*3m^K#|>-qQ;?O&U6+g~NeA?Nd@%|+J}
zS6It#wql;Z=6G;fmW~UP%kzmLigQzPZ!+7icJ)X&dE;_^Vb0ZaMbV`d|Kj+grrj^}
zUEbUrwCl9Y9KJbMSIpC#u2{C=b-<dNo2RwK&$Q7qsEhez9d@O>S3zao)Y(QG?oPb4
zY2ogW;!lrlv!+hI(<`;}VyqX3<nz}tqHiQ~4_3U$_72|XqqXw5^7^W!nJe<rJVSC{
z@FqQ5sx8XBw4~=nlJq8Rr;x-eDe_)7CoXb0lDwQ<HfzH?BdgLst15*qy}3TuHs{o|
zOM7%|ZGT_wT-G7;oU2w#Q`F<cfyc|E7H(AS{7@-!_tLh9?>3#7r=~1awj%DEjexw}
z)zgbT_cR}W8T0h?N!k0(Tjp(TS+!;I#!XAhv**ptuHjVZk-GNVQN8)=dfng2t7RI0
zd|kUEukS**vTbjs)Y^<QscgGs7suwr)JLtCTRO?{7;k~NvB$dFpCY%bH;KG6HCmgg
zTJ+fa?%uvl&#W_dCCJBJJsNW?F>%KP<AX<Y#ZNU^m#)+cv(#m)Tvg!rX3Cw|t(G^Q
zd)md`{1v9QR!ljj)^Wu$N0yuHU2BVLcNw4aPkbNw`S`T6S$PY!@2S<T=G5rfTfljI
zo%ZxdPYGpZ(Hl0eO}8&jetEQj?@Zr;ImJK1O|CAP^{T`vDspXLztw_t?TL37gO66K
zovBKnWE_=t&$5l5ZNs{RjG|LVuHL+{<gwb<8+W$t5mLLud#8V`?zKx@hFku%?bOJd
zY;TsmvGr1g-zEMPrfWj4Jvkfs)zZ^o$@3=dc{}*dU$(g(U6^(1xWpg7>?w0){gpo~
zPg`QT?#$|^liF?4mF>2kijDGMXK#KP8}@+z%bJ(!P8<g;&;NWhXLiz_$refdlJCP@
z4}>#ZThq11>VtK-eNk&f;rX?$r}mpYyZ2DxLHdoa>*BuMes(_pX;@+z`=xc(?LJk-
zUDsY6vpYX6N_oPk29=Pe>&i=We`-&hpmodjt&`c+FP0ORH{CocoEgg@zqG9I=sDxp
zXR}loe+TcBnKkEVZ<mpV=J`vzW^6gibt=3$+8}y`jQ-tq6UE=nDfXYce&VH_QeO<;
zuHkU~Y4JCE)wZo1clx#_n!RNRd%8ujt?)w6mCvy=w@f=->~_m0xlenss{)@^Q!AI@
z^{(470t~BmZ9Hyiy_S(ryNu1r@bY@mX{$IMFk~I6-p*IKB1&?%U3;wL&qAMLylK&=
zP92bX(c#3LY`P`2B<ameU;njH{R>3{K4g_lU^24!x+40W_sgVPdXJkjRT@^8s4Ysn
z<;b>f>7{MVb){>P#b0^llz4H-Ut4bylhW1lfst+Pn&;_0jj@_aDxv*aH(zN7SM4fW
z6JF=XrZr*i)Lj>rOrJT~_f1J%`st>^zOO3beaqQro%rm{x98ESnS2jpIrr-LYu<M)
z>9gf^v`*!-SZBHJfaLKnYbEp_PJgN!Yp~+>W~1yA$9B*CdA9QHkGqrhw^pgXQ7=@u
zu34Otax#eh@wG)+c~2eRCLhncRdB@6=Go3L=gAX)hOa-n)L%JqN_DXCVV8-!zlfgv
znx1xh|H>D^PyF8A`8413+XJrE-#nk4J8{x-{ercBtaIkftLJ+0@Um|3lB8XU?X6qW
z-YqrRW*66e$h=(l#L+6Z$q)WBY)&pbxjx^!B=FGXKij^noodCM@%mZuu8l86>z=Eb
zRG1~_Cip*GU39eR!S!Vvx8^CRZ_Bm}TK4ahaZ$corO}Ja$12q2t}d3{d#GOg`PnM>
zsjswcAO74SDtAshMb*#zN8ovPozCw&*H%0WVzpdzns4e%(>bS4$xU56=h2pMrGQ%A
znw2ku7B%16kz8NMo#guU?NRT{N7ChUj-6o?6<9B6ZOij+Te*8#(t}4ERVN;o)lPmZ
zxG6>Ex^Zc#n4cfNZMIjR=DS>uZQpb%8{4d}y0h)Pc14lD_t0wZ)rV%DJf_XR#xd&6
zi>Z=JH(MRaUHoxLS#nHDo#Iy8{|s8M)~<Urv1m_tNY=`zGfxWNb^7>JT@H9_bM-;d
zUc*3%a<jtddp<{R3U1Pt^V3p2w4G_&rIR;OLOmA>&YJ#A%<Guw$ubG%wdw2TON;7g
zXRcEUy#8TLWZKlHjCSw0>X+I*Jr=aD=aRr-sV97MzN~rOef=b}#MgCgx6aNeJ{!98
zQtXVX^sQDCr*`kXx8{Stcy@W%Ax)7lHh;BGZ<P)F%3UDxVAq%LU)E=SJU5#uv-fU;
z&GnN~u8&=7h3uUU?WvV@m!7vy*6HQy`JNe39?gE;{j=9UjJvzg{n;^wHwD=<wuSs=
z5n}wKY<e-{`^KZn>kKE)Keji+({;(2?CqIy>o&Sd^=F-*=6Z4!+tb-HUzZ6Kcs|?i
zYp;AfFV>U8DXSnf+hoT%#?^u@@9y2(^7nd)%2&4~MV}k*t&TaX5XUIGP>MxX^UcM1
z9HLWxD~D}$b8)=uXg5{UO>~8v!VcN2**nfh1^PS9?$S)TvZ^-o-0S8Lp2f>WGgXW2
zQsPzSO*vE;Q7#@Az;nE(=g}I~D?T&tSOvbdWluTzYz|{w>6&bA8QrZ1^L?(^sa&0=
zT^@1c-PiT=ZmydZbmq-X+t=q;N1h6c)?0SvrRV8v<y$4|1+-Th%@Le+eR_<~JGaMQ
zMW5Iw?3l#+dg4T%ZQJ)~1@z5*Wx4E4*&3_3^xe_f8$5P<K3l8%j;(lJ#d@R5TXvq~
zRNE`3?b~4-tHpO~v!t6~%IQa(;moPtf7cfq{;c@A>Z}Z7$8l3BQ68tREY0YZx~^}F
zBbTN9K5jQPOVrvgYl{ab%eS?uC4mPXt^Kq}%1FI0=m2xjqKV&IBaI5@NKN%JSk<#Q
zw<l$m(HToi(HsqikN+92ulzRW>LT%c(~BY#*6o^E&1sq|E|b30LR5W{mV<-Zrpdca
zE;Ko@o6fX768P1$E@=7E;^}2KEp1=V3z`+>@@lcG=aQ#M{~2ywyfC5OYSm}$<gRD`
z87c*tO${c_>FLu-4&1u&qLm(h@xlWM>|ST5Jdi)OMyF-Lqm?Gj`}gwIxvOuQT>c^;
zUBYyt&dw8}D>Wq^_b*L2am4WP-r{q)FM?X<7n^xXJSksQeTrw+3xzJ*CmT#vrfuBL
zE<d+8Yl5BkYU9pn&&zjMu5vP0w)wtp(xYoCd0ML<hOf`l*v;vsosz2Kx_MUXL&ja9
zN2gCd@h9`SrKRj@*>~1kuN;}oysVbPcC}f|=WAP^NwWV8Gg)z@fYbicrre3;wP%)x
zNv?Whc)M%Q;Xc>k2~V#1Dof_2daQD{slKXqUgC|m?+3=O&o-$f6<MrVQgkXz%fs>6
z=KJeStv8%}zBIV_Y|+U(2baCwDJgNjD#*aV>Jo#0Rb27>rSZ;F*OrQyn_4`%l2U!;
zh+tR$#LO}Vzd|oYi3dfR4&PTAUhA%GnJwMGaJ(u}CZwGqh|k?L>zZLszxt)w=Vh+U
zc`(aAs_oh`zrTlNEnfP|{#dNcHb;7XOo(omXVjA|A14Mp`E_|G`%<@qXZ$1zy$XL+
zhp5c=31X^v{h#6b($C84o$BniO4@C?d&BO_q2gIl(|24;_DSyhvZSkVljbsAR+aR%
zCbRO2Uj}Zsbq%PpX3K1u=<xE|?Bf<9KijuGO5ut>H^XkqC116pw+>C7^Sfk;+G3Sp
z?&J@q^9>gjIiLKt!qeoCzs;5CU7tPowrVP#xzc*#sN=k<D>^rAxbE@qTsvP&rIPLO
z@wIMiudNdMxzb#~>e}_Itlcv$Ok?{^V>YL6c(h2*KWoc6vu}EAe|STSJYM_gxLN)R
zFrMf6D{NX>^rSahPp(e0sk-9T=vMgSlJLm`tAf&mrY+pv_czO+((bBY&gJSkRo6aF
zEWA>jcVbzCC;Po6fphqa{Z2gjn;myhJ<*L-t=M1I|MFV*#@BO#_nyhyEi~Eh#DOIY
zpZyrBuJuOfO=kXiDfjq)hINx!`adpxd4JYY(FIF&`7fLoS+}!r@zIrs6*J}*-LTbu
za9%j;*X$Fgn1y`nru?yQd*si*Zhpb;N2Q0J6rWg^m)~@&_Uz}=DmQ$Ota{A;c^y|p
zR^haNYkr^M&9RM<c^rLr#Xj*nf0jq{=Dpm(zW$@s7hUa#_x9F{&tMZNwblNz_@C&1
zhUP7$dN(o|9?!Y1Te~V^NxtYNt-hI}w_aTc@9N5VTA^V!YqIxx=O?n}55Ml+()`x=
z=h}JU3q)UEt5V&fy-j1Hn>E+;)4lIHE7{D`c2EB1!PJ`5WViLOjP;z`bEfW6p0-qD
z<t?kFcjqk5<TxOf!|&+lt8`%dUHRUem{_;)r!qaCV=m51OFmk4N+ffw!o)4f(y>d{
zl!<-2w(*#|Oz~O8J==nh@fN%<x%j;L^PB9>y;ttBtBSA7Zd+!kU9|d_<mYvH5xe)D
z_|lsdvU9W6f`pRw_M3YZCKuRT7c1>P`84F5xlHowxUK2SS9BPcD(_A8za2LB)>Dsb
zp@v3Vb*H_1T3lMGacB;I+|JczVd5`~Hg$F!SD#h0v$sHme`(CNSq@A3zP?x$kRR*u
zjZf<C_E%-E94yQ3)NS=R&iA-6(nBTrr26aV!lMUHh+aP}vSyOooljvGPEJhnnSW`8
z$p%r4lT&S1FWIpz-0{XW=O{e`x8j&j7dLP8+;P`e!B_9XF)5bY$GuL>yW1_Adfe;9
zf<p27L(6AXq{K9ySfu-6{X)*IdnSLj?9>r`_`2`8sf@;jFEL+5FLEBcWO!@!YBTrK
zcgh}Z$#?whbuHUj`;5-(miL#ooc0KRS6905soZYEd0J&{ezsakPiF5uSLtgVX)I^0
zJ^3?3LDqkU8>u<M6ThxIb*Pj<TVv^N?cGl$M0Xcvm!(RYeNWfWDfl!0&^o)h%*iTJ
zn=i;*k<aQcV0eCiYjWMQms?zP6+$fnd#Xa@oO&i$tX`{c>nIw3_U_eHmtv2<<%r}f
zU^wfsc}kqSXvEIv3s-ojuXr7({oSZ)uc^tS(xUo9>t=j1oFBh7!Cg!7T!rO|`5|0S
z%ftA}{C9@!zPY(}?IwQHUelHwe%Wlb+}O>HJyn;31Cl4*)o59AZMT%>ty4$6_cC27
zoW!)va7W>v)#vlRNY8e7E7G3veErg@hAZw>&$d>7{VmhABrm~@)i<joRs5{Tk=I3k
zyk4LA$nw$V+vllzMST3GucX3zuDs>B`oMfw+4HoMl51{Dyz@Qbsy;bh*GAT=?_$(_
zmzsM@Yf=MuWUQ;*pZcgfJ#lxx^R3+?^Nu~?NqGKw{WRrGdz%cL%TAtLds;UryFBQo
z{E6$m9jCP&ce}r{^(x6OIu@99eCOR46HYA8e0^)rzsC-H+k8*Xvs@ePFVtiZQ&)QZ
z@M?z#c{x?#{aRlY<sz5oot0~~+SJ!)UuCq#Um!NpW2I&izs!Gzs4vy;`Cm$X-9I;f
zn{|V6;~%%3*0ZZMFDtBjA9ZB&?wyyHpE~)e`PQDB#m8#CEIoDIIo)q|&6lO8_3oZG
z`Y1QEc)4cZtK0LAFvpc=g?40Dmdz<STi0~!US`zO>66R4jx;yl2|pk8{xJ8_d66Xt
z_lB$VJN^j2ntF3eA@`&uwNDq`_6m7*eB$Xzb@kk4`=nn@H+;q7@m#sjKk6^nrBaI}
zt}M+*>nv|)UEk%ltW(o))7<5@+OOC1{&;21!E;z$_VvqTbw9mRuby}J9yr%qUnR5l
z?alc)ucJb@evuS>_f>A|NA|uwtQvP!_ox|9D$ss;*7&I5X*rgu+f}b_J%3u^Ty|c@
zm8f@R4>oSy@a}xXSNB780$0<w>gF3wIDO2j<k$6Gkv^YK?5@7{ZvTV5dY(r<&ey%Y
zW5wGwebWW_mQ4N=>spg$&2Die*ZlO(o5B3;E8kz7x^sK?%NJ$kVPYR&-b>kWXNln3
z*l!b8+>XC}R8YC9vFpR{)i3puQ_>#vwQbmP{;jt6dIPVr$1+vnX?&adCi>m2Id2!x
zyR+_!f9;h=av9t=t~dSo9gyuIn(}i>&%}9C=dY`Hm~*&UQNM5Q>nG<0ejNH7RJ6%b
z`}VDU{k%<cD`VYGeP<86R5)eQ7rkt$d9yYAHy>M7dAG6a@w6hpBCBv)zGr!sXRDUA
zKJ?6A>UOVe-YWL5>vuOVZ(I7_Kl%7-tsARmxjnaKim~HbEx+JwX+UPw-2+V4nbN<m
z-<Gm#UJ{YHQu;_k;mOxAe0x{a&P?(4IKDt3yffUSc<Ms0=WCty7M}inHtO>xyXc)C
z;`UUU9TC2*w5Z$TBkxW@Z{b{9&gb&I<@LAzsTntgG|s=Y_p{d(mRU(Z57wM1T4Q{2
zsn(CKiCH0!`eNL#BwSJTjNX-gV!C_CCU&g@{K+wU<|*#C*H9@l{Z_VAZ)!o4d2{xJ
zsxPLGfAzQIEK!}(sy@N++8)hEikwkd$0rB#JKAL|&wGBxeEapbfSPCQmrc9%R+jOZ
zZ<G&?JG|<L+8etkxu<F?k9sbzuu^cGBlGKet=5Feer6jF>zG<iirE%!bL>ux&w^=L
zZ*l^(8MjP~cgXxFb>W(T#9Q0V0sf1l7H{a!WZHe_<*RkoKWca_j#gjXKl53(<oQ$c
zmqwOO_4sMQd};T=#rHj!k4wFMk|KX;qh9n$iwOze&!+5@+W6XS*3;YX3<PC*J_nmf
zALCg4uS6w9@Y3qt?}AUf3|qNy#iEH@bKB?5Exa{5XSY1tT9ZcQ)U*SpOedv1PuJCI
zTC84ZGWW8_U7;`ERvzBQFO#<NxJsl%&a8_G(hJU233}f4mZ-j^*BY$#CI91^^uv>*
zdD%j~uhP$1(eiw$uJ2>fi?4#R({J(FORd-`86UO(+vF|HFC%*`Y)aN%TaowcPR`=Y
z_ZPw~KJuIH%U_za?|G2%kE?3!&F8(QUDEaTmRvJ&#kr!a?eof$_hnsKQP@yjd^Evh
zbN(@luScV*lr@!W=bC+TXWF=qC;fFu&B~ekyYH>%_GEf)TYb5(?9M5{!22sFy<(7G
zzE$f)OG4L$iVj)#$B}7jIt6YS*N*k7U)i}&cX|I|)3Y%<^_;egu1Qvq`FJ+%G~<)!
zUGrvhPdZ&Zdsk6F-@dO+8^q3wUiIX#b+2kzq`x(jTO#Cg^1SNsAj?OaQaYOpD%NfC
zUif6w$Ls5~ryD)}DL*%BPM*r%+xLTv#Vl2><~*41cU5~Q`=!MPwRaRp#VT_ao9>X<
zwBSEO)S?5qmaor7-#PsHWk`Aw!>{0?C>G7rYj4iiV~`M?@MKcfkxi@lpGO{ZwG_R~
zQg~(CUhWAV7x%||y<NQfwpejf_L=SpRpo0n^Q0`=YK@~U?#kG#`)*tBzvJ@(xv6E}
z^X`<Y?b+{g)rpO#_+@O(_l48d?H|WnTAG&6wQ{f5WX+q~^Zl>wh@QB!!}QY0k~1F6
zUC-Ak7f$Z#i1m89FVa*tu&-dbXh6*w|E#LxCjG6!vo6=#JyTJ=(DnZLrmKtf6YbI_
zrO&*-*yNpSv1+vG%lD}TPbNy*w<d3Et<|18Vdo#K@DweT?QX$~)vI;=jV9LRl&`oU
zIP1%^5A#->sV_M2SL;%Rdhmo4*I!}lwyJ)cc>b%5`zPa*OhSitPi+nN55Bl_-K*;d
zwl8@)eficL^X7MlL=#+#uN)1!JvSq!AoTI-uHWZb58nOqH_Owg@Mtyn53`)l*H-Rt
zc^2eo^0;epekb><t@%spg-<1)yZrvzrl-NXE!L;x^I3uRB<4;&n$30P-kDPoQL8KF
z<$f+-smv1*o~qZYaGY(E)Y--My(OzUzq*@j_$v0|RjIA>na#cKsm!0&G0v&_x^`!!
zgY9bJM3svo>tFdSR+;)uX|=M&GOf_2oiAsVXB_FVlw5H>h;y}__w$9Ob+%@&oH(4%
z*92-FRV`1N`b$E8*Yc2>KJ7j2hu__}SNJwIbzgt3c<6b*tp|f8-L$K3Z;aXWs&ehV
z`8H>m7Or>Ndf}33yz%^}u}Uh1>qJWaYEJSwy#LysRWojFzGS5|#l2&pD}#o_mzSY;
zoBCLj&#!P5b9^1M_t@qg0@_j~S!eGD&Gw9P4>i5CYF^#e)7~q4kAy4QKAB{A(qfg*
z^RnW&y*e_%S7%t4nCI!;oYLT%Aa1?;$~iv^QFqgqT7`XwZ1v2AGyZ(_v*&t{8hCPb
zL7Yv-$@x=vhdPxDzxQ;#J6p55S5&m=O5^S;K|I3eMO5=98OpetUz=B9x5e;R(E9~E
z+)c*8lh`blO)}8z|GMff<DxYN6>GjTn<gpmsMR{{I`wX(Y0{+FGY5|PYNpv{_U$--
zX;zQ%*`TW&(+ebjg_fzW%gSV2^>ekLhDv|cWQG2v;V-@TqY@%{JeU?IU%6o9puA$`
zRnE7;DJ&kxm1kYJAJAPqZ|ah1YuG%NneMo9(l+bYdzNBf4}Z3Gi+XRYdGb|L-|^K<
zrlksvjkngc9<S3}u5MFu)~{9N!kM00t;t2c{y)AiTfx#LWa5)kIPcKfIggh=4qoWW
zd*VL>SCc2Zh0N7$yB5YSw*B!!tK0ZH+d8p>%b&>kx}J&7of;T1vFk<?Tawk+g<J_W
zTNh0deJtudB}(d|i)it@sTw)vj$IADQtQ=UhpO%CslC-4s*<^7LAl)28Q;|lrT23k
zniQ5Z=liPa8S}n|eKra5`z3w!<}R6krol#R=dv{Bo;(`$bLWH4p~7lUEX(DVt=||L
zAN=Rlq~iuQJ;5_XW#(mi7g<JHP4e?Rs&ztIX;tqT23gIEN1pbvs@-OpU-U3}OXHkt
z#qU<1@i?09^W^(WU$r%7MZ7*4-ahzcnbIWJF#Rx=-R?|lZ5a>U<xbqjwN&+dR<X9h
zlgGAM^QS~Sw$&_-?K*X2k?ZQkd5+&!eY`F6If_YkLGf9$H+){VMQ3(MGELX*+wo}5
z8HOiU)h0Z+mR;NPe!=l`R?k-b+;jPpe^o%sV`a<LWl8cq&lYQjn<bPibXPaES9+V0
z-r;#%Hp5^}$=ae<7OT!2TX|x#YBLk7Ly^DNwRFecE5}^kRG4HONzIdeWp>aeY;p9*
zd0Qinu~j~6>CTN<;L6>6Ypv+xy(YQL63f=#X=2I}x@ydP)^WpQlLN6=F8OJmYGFRh
zkaFc_Pp^M*Souf)Pd}Cj%4toAc=ty$|9Q6AV_6BQzj7BBC3IN4eH+hKW3&D4>Ne$f
z>$1NH``=;`2CXaVKc}i!vG!_TXnyw2kKspt@_*}YysZ8w`<dG@|HtvJf81uq2Thmw
zeQaOxY=!H~r@5}Nsgj!;8S5U`Vw?5odA`@W6%~&^u68cEzN>hpN$}*Rtd$m~rERWZ
z$E+@NRjuyT%QCw6HAUfNfW*0s9aEweZJy0qywp$NV^|BjsLidJTURnQSsoWnVf=ad
zn%V=Y9n+q7ZJe;qVf6}5Nv1}L^OmbUn#<#^@Gf%Py<w%-JmYWyt*d8e9+zZmFf?0j
z>b-fJ*5%uqCKcZAD$+dob-|Kbnvd672BdBEQFt`(+F@p!pbh3_J)Mf|rn5dI$Z0Rg
zIAQboWw1&@<EIO!c5kvMi;<cbE&JN(nT~PUvyH#Pe9Csab(9`;ea0MeWB#$_&c`&5
zO71<k-FMEK*Kxm7k}LKlRB`>>ck!FY@_Tzfd(PS8c|Pj%$ADe7Hl{91c1xKXF1y^i
zPA)~dpJ}gHK?D!abJOFVLQNIF!smJ}x%t-j=)s%>jwzoiR!bcB%L)sgHz!2m;Op0M
zlcu##*ELfr^86L-oKSdg4P)cW(A)1z7M%NjXG_=4ldr=Vm{z&9%xl}yC1+&+>#EMp
z$S>M6jt7UtG7Fyfx;n97x$J6bd3&{4mQU_}x7uyFCaGifLY4LLRnPNNT_;RA$N3=i
zNKf*_$Z#+753Jd{T~_Z~W;tVWm&j_NBCXwShv&@7N-tb{VYXNRyVu0zdyFQZX2$#q
zQfVmAoT+`M_3?4%kSBE<qAOl`sL1<V74P`|Y}wI_V8M3`UrnA#2EL9`VP$_Ad1krE
z+m%9_qD7X(d|7qdk6re4fg5kwGy^vGEXg@ZGd+ryt=O}-IN0zw(`GewQ?cE;)}nWJ
zuJWBVXL5k>>-Sxk4i|;pXqz^r`KT_t-gJdy#$D{DhBB8DLgP=Yezm6I+5CA^H3NN=
z?=AZ-yy48O$;E=#<}D~WFY;+YP)?R=&AhBom46~{w=lkUJ^9K<w!Lcp8FouihqPt4
z3f~8v4tMz-JZti4RX6Lfdeb_kOp~+1<r~wOUe!yzN=gU`H{iUZT_q_lVOtdzlpboa
zdiFoRDk05B2DZj7EJ<7btoS(Ry3O3abrFl^RBt{T6I1vym^JR$vQLi3_^)luHCptW
zC*qjav4c0RmIdue-!GaNxyfQp>V<1I-_=52z78vUHm}{{ynNIq!+BdzUEX<XrjGCS
zwwJHNPd9MJIf_oZZTNoHve?F-*|vG!e*V6^C)V{8HD4)TyE9JmUy1sia?z7VSvCoX
zq|AEx=F96A%Uk|ygP*3l&y+OwIs7y}Dq(w?!mM`-E=om)ZhH{!aLa1)f#)wHPTh`q
z74l{8DJkCFdiVIFzG|N~tIlH=W$Rp)P;>a*uj_?%$=+cnkIQNwSvP4;?wy~%wkWK&
zv@Er8vo#EIv;3p&{U*1;xNA>(o26x*ad_JP4)>}3_G_y)K6~oEUd~f><FsvSB~PA|
z{T<4--O$4`_`KJ>E&C&HvnlbG*p>JcTwvO<+E=et_wA|5kV%$x{12nV3O&x)1;^$d
zo1gYGV>0`GQCG!^W8yvER`;&oxpqs~ACGzN{aUO==DpfGpEHF0J&<r`l5gPc9kQp-
zZ&eq&ePdqQEXzXSN%rTo4msMSyi0OVj21jD_D0WmR%91*r!>Q_5I4KFzLHxvjoEY0
z^luH>T2}TgxVvV9ti9Hv?FLTscPra1+jKi{KKpZ<YpbVLZWcFrn-Os>qR}FG)<P?{
z{$p0x1b0m_zjyp`_~Wj~fJw#8u~+U?%lz3Ye08<7K<?|G*Hc*+Oj6A_sn9p~_34_I
zN(qeb&z4K&El7M)Rkmu?yRLSlNw4y^NIDpv5Z$}fc%ed1`I`K<7EiSN+2^l~Zu%?c
zWWbSlEc?vl^7MM6Y>&nJ9CtKX|Gv7(E~sLi9QR|<6G1n43Y(+X*NIHvXWAHZG^Xu=
z<#da;M>&3boDKUOe~U5i(aN8HzW)m?m&wY`_3KrS+5R%j<<GqRbBh)Qcs#$ge$AZH
z_dl;_f3sFTQ>tyi!C}*Np@UQ0?#^{nVPm-&?=P+SdCA2tsGxF1?(3C%65batY5ra$
ze<tL+@$u#zkDFtfUl|p6FsrTEJgvvhc;3|J$sRXfCN*1YoHjpwY0aU76HiJ?{PbM&
z^MZw~drpw%EQ^o*)2}VHUT>r}`{qn>P3052=X_o3v1UO?@@|!$;z++Usoz$gF1z@F
zLE(4UgwIA(A5Cm7&if#<;rZ6$=ZQ6&!xL+jV-y)u_Zr4j9klzj)IaK)?&qwcv!|D}
zJ0})xJljwg{OkJq%$}ou?m7QNA5QybZkKW5mdKOmUEihc??f+@J^nIQXiLszM^SCN
zC7+KtZ+!4<o!Sz&dD~V?yq=c#<k}oI%k4sjlP^mgSeUR?Sa$U!_NWzC0)Ni%nr`+z
zu3asMXPuwndDEarmu{wT?_T-(mEF`=N)mrII51nj4mi2kwP4{c0juvTi@G<?$y>U*
z%qBT@OM_Fl6!WLg@3If8ZJRjb&y44n_HCJe_;dRS>x~x#j}~6H6W*0@?m$tMzNz<n
zt0~H=b=mVIWm`15B0g2Vj40<6I3eF!we?^3Q^B2`HvdFh<vLXA_PQ^%{#+@!qxx1(
z<&15*5~>yFmq*RAW@C~0eSO`@Wycb^7_6;k9jXrMx)F7JYH8X#-Mu=6`ME7g{-UQg
zxYRz|{d39|o&AT;7Kl3*u@z`%#P2+9RkUrzlXV=QBez#w*Ddh3Us@_Y_v7VzJ2f3u
zCRANt?j2GwRdh+Bwd~cYI?k2HMYn5BJ$W=)T*u?vdN+1eU$3CN0Nbpi>mEFq+%-At
zL7r*E{P|s%d=6$*>4-lSb;z6gsw(tI&%%@H%PiN=UwmHj+xmoyX<UL44|)>9Sv^!P
zd%Os~9NWL-%j}<LvX<2BU$EYFQ_-ojyC>f_eKPHGWm#g#r{ktCcLlIXTuHV`nb)-E
zRcEpBx=EXSV}H%-T^_Aa@X3tfZQRtfLvFqc9?W`>b9MPFi^~%XCwG01)%Wl8NMr76
zzO=O|%zUz^_4K!EjShC4cvT!L<+@wuLCAdV0yc(~;nNPh4Y{@R$nE^1GlfSbUjDcu
zWRcvrX!#CB0liAwtT}<k$+p^(W?wv(R=<jDjBK>{6*|Wt$oQ<y=`E~*eU>H<93Ss>
zs=9U5V%;s43<lei@BLeu+Ei+_UN~-b_){F<abgu)ZL#lCxka8+zAbqEVL5w1RZ-Tq
zau4>b0<KHXHa_!R9I1MBQp_Eep1!RokL=u?x7g;{_Phq&h>NRdb~3yb71}-RsH@8Q
z<Q3Z{a%=rcUu*wXLv=DsvaGh4d1zYl{HHNjuDe+-v3$@N>9=^p&dS-=t5+Y*j$M6F
zeZ`t3lO!izn7kut$I~f2Py4ues<~2^^lX3r>_Lju^U{=CyG(mEb@QrNCTnzQoDbkw
zGrjQ1rg^O$YhHKG@G|~mGwb|SH9Hqq|BuW^eU@y!oRTdO`)k&=>z5q0^!_<Mkb0{+
zA@<<qXTe{OR_wj<^k#%y+2^izCbKsw1kZE)^D6Uo^_xtqvMm#DYBE1LXJF(S(YWu!
z@y8M2ll072K4}bn`+la#zIT3(f3$st({%5Oub<l(ChH#cB3CUk_pltF_9XL8qe=Es
z7yEo%7FvfHPMv-2>F!TUvt@f*Pjm-|B!4<FV^!57Lr+1^^G{>$o@qa~eP$KY&UNR$
zg_NADJZ|@O>&^uyH+TDd{%xrucEsv)-`AN6GyUE?|Gj8;A;;8BhUZz5Mf)q7EN2LQ
z>TBDXDy>>p>bfj@&1>CFPfB7!=UVKas*-zu;*T&Dy-iMm{C*Xyz0D_`-tleilx^jT
z$BUk<VPmk_sL(a(mTXV-LYvThjXiCS7ecwCPfDdbzxFL!8T(Z^I^(=wQ{a<L+v5zs
zERVV)`;?!19&hrYmntgS#V2gOuXNtzB-vgg9A5UMM`~wqWM9h6^x$(@`P(!dce*R2
zT)U8=x9FC~Nzo(TGMzi?clr8U4zHf&sJ4Bx%cp&kv7U!|lCSN`_{wj@IM21v<4|@T
zBMaZxWN+Q4Hn~?)u4x7BUs=@kyKjlti4&m**|y|0P352GT)NJ6;vvi6iSrC^ZA+S8
zI_v#|KEK-RklmBh7i-_Q_$(~T@#I>Np-{T)$8gnY=3E69M|GN1g53QqY*(8t`Za6W
zBuyW6_fzwyudCIry7uy>GxK@L@9R?EO?))b@m1lhjmzzBvblvkkUClu=d*0Rtl!_f
zN2S)&C0<9qNoIIs>!0;peg5g0jTS5)+$B~_eZo8EL#=k&#jf_WQa_i8Q`hNzSY^pm
zP<(uEiKfCGNssTVezoo?K4KRmHEl~(pPA2tyyd-9ia&Fm>GL!foPTJu{xy%(gyMsb
zX6KelufKP=WWDLB%hr!Y7FXYuP1rlj^a*p{u~lZPmik>iX3e$ejZfNUA*R!6{K?0(
z-7UW)b+z7WJ7T`#9p5M3GBYJ{N%qOt_E^pf_)}0E`)qRA(E}=9o&+rpzrSUY-cs}I
zWhK9ssHv&&-3b>u6Rp_CSN&zZ!_FO%fr}F-_g~r>y*p8AA$#+cc~|$kuDv+bGTKv_
z?`inypdvo2tE<^#TZ^PcjUD7{WcsVtO?xkR$CCZh&gtf+Z!g?;+s@tT=Py%Lw&ulr
zl_v?mr0$k{7H_alYuV%@yY_sHRNI^x?<T!*7g;XBKJVCi%e2PnwwputojQGo`Te~m
z+B*v`?Ru=9Z9FN<{LWMTz^?gG&#v(vZ$7`YY&zrPr)>`>S%n2V%e`56`%c%%!@=uJ
zh5DYUY}mzii{EzFb@gJ-)YDvFwwH!W+9a=d8FTkXTKyE}V_B)}3k_%IFMKM_U&vjv
zWa`qkk4qnRKHge7>E`6ApEmesJx$;GDgK>c-wab-ld|92Za;Ij;Z~a4%zk@ol54T;
zo;d<;m7<%L7I^JszkK=DX1xG0Nfkp`_bR=+om;<q>@Hp-a`0TZ{6y2h{Ka$Rmll;5
zo)Vd4#9nwdX-VI@9WSGPZ4%Y^k{)dmdAHB_vf9qKGt{qy{W?3bO?I_WiSo)5EAoS`
z<b6%mv;EJYbuOda@K3gT<@5d5)+=eo^jR$1ZWieAY|kS8rxSyJCNM{*-C?MbYB*rr
zP+_rZ=bXv=oyAY7e0j9?xZwG!>mG)a`!ruA-#uZnbGx+vj+G1w6D-$SEIP_%<al0U
zZN(x9mdCS%Qp~I*`ivW+G-kZ^>$A%aJ|*!&Bi~8b`^;LYFQyl7>~u@GYj1TrqOU4!
zikIWdE|29ZXTMrnoR7NF=U^D&@uz3j?o%6V0`B&xiru{8<{x-(tq0q^rcDVGnoq9l
zEwhrkX0^C4y!*=8jyYe?X)kNbS@C>nqJ(5+P+^$BCO$W<#hQvHGcRo5W3%ewVp=Tm
zXw&1_JeF&}GF}mUc{X?Pm817mg)g%$4zX=qdBaGE|EXV)?aEKu3yLx>w|rncn!&M&
zkIgmBLpsm#ZBX<%uZj0|iA=p@G;Oh(lHHQhRX)rswa;dp%@#TSOnp{KRE>emvcmh%
zPOQCZs<*7>^v+qUepg-gRKB$<Udf1GCM;#zQR!=2pJYtep4qOFEGZh|aN<ed)J-d@
zlGavM%3SUd7MqnJ@OC2G=b)`yoVPk|&V01Yh-uHfsaLkR*eltq*?iDqcbq4-M&+YD
zL(ku=12H{U<9$#0?pvzTvW=~<YuAQ^rplEKM=drUl)JL#UFMnJVnQa5XU#b>Z|cOI
zjgRK!onSZBd!J&lU+MR%^)VrGSxwne(R-iG+obqU>tt;2iHmpmEmo*-Fsf}<-`^y7
zx}k3C+4HN8JpY^U=jA=^wP)`78!t0A?6X+2a$Tjx%b1<J?$ia(dY)HWv^>vp<y;T9
z>uDQXo<1r4Tv@Ei!aVEa-@IcMeqVCeSW3K&+I;8kj#I)vxX%1Lw|CdMH-EFwtyZ_z
zICd|6q1$x5O`F|Bw|C`>u;@;*em1jkeXN(qt;+LB*=hXTtIqChv~SbS$qdYwh-;gZ
zadyd^+17V9oLn|-`TU#CEBp(VtLT<(deN3(E>yAZ8@I<}h8Cu+(**pzzAS8ADl$9V
zLMz!kFuwBHhZkZm7`W$DU9U_|-{`>H80NZ~J#WU^9d?0d%Uqqe_FI*z9dQ45Hv6!Y
z;2f?tBZ*5fUdnE7j|SDb>weeWddO`FbBy1@DvkuJYoXT`9Q>QD#X2jKGkMND?RkDd
zd)qm-?>m^!bJ>GCJXdtqiWged)-Ih!$0k*8mE^v)a>r`DW!s-dOBss#ZDslHeSvT4
znZ4H{m~Nbn3=NBU_vB)&?9A?GwfxE-dzYR$F!8gd%<u41+r{Ku|5VBzt$kRkyY5<~
zMDo7uC;1|K_f&PYCb)U9g!e{jT=C6b`94AGkmmCJ&UZ_mWtN;cHP68Q#JaxQe$(9f
zmhCJ4@NCP+^D1n9><Uu9+zyAgDzMvpJX+>fm}|+m_3O=7Wgp$2E^4X{j(T8ti+^je
zQ{{Vp8UCzSYjY22oL32t%Df$Xy5!!QOIx<FPZQm~HTm0`hej)8S1q~D&Ne%CUD}<{
zwL5E{v0M#PkXy8g<%wL@8-|_gmpa~WoU-#~`n6fSR!$-%rt@OH96Vc+m9#EOi*wbd
z25qg{pnLaRJo&gw)^^-fk!0^Wct5z})8^)DCp{wOiLZYeXIc8Fw6WoHRrU4F6^A(I
zdrVD|dA#7?)DI@R_;!}o6-ns5k@}n}d8%yh+AFV@dlgOElDBK~byItRrPtlgKMvXQ
z`sJScJ7P-KE%*44Dafex_4vb|*Vkv>li$3px6W~5v{TpX)wZ5abHw-j^EkM%?_Dax
zx~q@Zi(Yq3<w?ksx$dGn)ty<?r0n4)-<-t~o0~!>=iO44Qr!4MCiMH14aY?@Zm+9Y
z8N_np{OjoBQ|D}o%}eDdzHxPFZ{rKgwGA65w=y+}M$MjL=CaagK~vaqi`B0MInVk_
zs_<E^tXZBM>8W>Y<=chlye_dH&)UiLPC_=j=H~h!#+5A@4G*|xyvVu}_1UmyyTqf}
zMsJywwnQ$uQ|D)!xx~0fKx^I1sf%x%>oZM!ALg_|z3*$5#R1ctBQw<Z8e6|Aek*x$
zl{uH$*R_^1Z4daq`i1gYJ(_R0e(%Eb&0IZ?mzy@5tU2e^xApqzTyDnxW1H2sg*@Tu
znyPnF<aYIDKC`KumglNNmjvBZTf;l|V~C!rmR+E8@0uG{le~_VUgo_K=dp^HXUDnX
zSqVBREL~SDZ*i`9D!qCtySCAc1I*V}Z9Tx_D6v|dz1-gG@U)Vc=iA&|3p|%x*qL|Z
z<P#R*dpobEC!Y7Zkz_V+dDrnuPDO{uOH(zL&D4BlTKqPs)1Y$64L6IIk&`ywt9%*p
zVxsRh-4jn{9sA5-aW-ovx0~ai-`9kDqz=AHd!xKx{bj@^OSbhV`|cD*URrPWl~3Jf
z-AvE<3O(hbvyM+bzc#)m_sg2?=WI7e&Uw51%9_)&)`e8bX`Pq(tGU>8zQWw!q9=}3
zE^#~|yXx90ry0-Xd&Rt;6npVkH~4K;2n=#7{28*`@}>XX7lM<ntnag*Ys1IB)#h{G
zl_lvb|7cqaS_-~>d};B4l{Xke&pKZ_Zos=!CZzVPz5J<JbyF8NJ=NX4uu^ilT=gaS
zOS9+s77Lap1zujheXVWP6_&n2?+FZV0}hILGJjZ*Z1a5u|E1~bN>jI}YHagxWVTqb
zJ=x~Mk>`zpGE%((w>>iy69XpsRhk;I|7TbqdZRC+`-*3&aN*0NPIX&kl1&BeTeFL%
zy{LPWyw+^?y+yiR<!+OvPgFRt?78H!X>#+|ns$C!bNkB4jN_A!I@Nn6+Pb=V$X{D<
z*W}=ivtjCzOLU4111F#5KGUh&wsD2GK;^PYm8&Kh{;8I_YTK)HX?sxE<mRI;=ih1e
z_{Zm5;c=_F_UhY>+?d(*UzZE;`xV)3W%E$(GFq-a>ylBznzbwSYFDM^Oun_4ZSEvS
z%eBENzQ;Ez+bb<rDLwgUHQULR%_aXCxUL!OTgG>AVz8dYgQ}}_#Yg?DtHLh&{hBV@
zE}!^Ulbxkj<K%Hsb&0iWcg(ul+4K9-1gk4EkLNvVJMcRCsIH0erWY<d&lxxR>uCDN
zO$q(9pj@)aI(XxWM{}Dp4^++C%Nh06K6q_S`oh^9r(`GT8894w7%f%at#D;pM3nE6
z{weR)w<O1=xVhh0$MBz_;PS&OTfHNl*KRrGUbI~F!R63o^RioZhe}@U$_!reZr8kz
zk8bO_S<bvWce0IupZ2kPPbW-Ztu=heFM9h`nJ()aXYGUc?2pY~@gx6Gv5!Z-zRlCZ
zSi|+6nJF{h2CV1Wur<O<xPMyD&%|q$3|jmTW78%tzw2>8jIs9hg?oqHx*jHW<v#vu
zI(_A<s@lFli9GqanO|po+7~SoF)!qo%2uPVqT9DSb$Q$Wd>ymVduEXcEBmi7pIuis
zpE`4X&ittTfA^;!<9Hj>wMOkfL#6t1mkNK`_UGHys#%sCKdE<IZQ*R+mZ>Kme8`NC
z-}YF~;)|(UY}J*`HIF}9uKsmTO3F2-R3}c>`e?+n^)*%-V&C<CZj#!aohhFosd8Ok
zZF~A|)y@BEUkN|bHmI<vtz0|JYU(yopBmM)$7Q?TRJmlyug!Fu*xbOzTJiCt>JIt(
zuPgYw9>ldgf9-tyvUl>Vh#z)6zZjETnV&ItO)=_!EE9fy{)g%7+)W-nw%C>Tr`NPE
z_?B9HOxX`<yN0wl&aCuzo3Dg7%$IP9ZYq8mVBdY6ecs&v497NCyz2bVz}s}>O10zP
z;}_Vp<DOK9m2A50cA%gzj#<C^_T06{*A>RR`KL2ulJVu2eiA27`+3U>uJ5e>^!|h0
zbfH^M8V-M0nY^>T;E7E5$^Q%=CdF)5oc-b1TGvO_^S?D54?Ze%B<!W2)s5}{8T4*`
zEt&q2uchj;{no|YO%`Ws4*qB0R6Y5|KW-}fx2G4?pVptaZhvi~{pUB+ZG89fANbYr
zY9r6Yz>{nE-!sP>{%6RIn`gHDk=E+h=F2zp=g3^y<7fDv;q<nYr(MxU*H8Si`n3le
zr|7KG8H_3he_lV=-+ph-1o`=aU7hRRZ>S6Vvr=ov{ijLY$4uVL{33h5OR34|cKe3c
zaRv7@cJ1CJc<8xKf%a*=-Zz~MYbU?b7I*c&vDM)G#O)I&_Dy~N;CaRVj5U8w7alvs
zcXILjTx0)f+76db@9gSZwozaG(-I4Hxvh_<%c)&y>hW+m#=bRGzw`MqiMDlBKW1v$
zMZ8E@-o0G9+N|pJ-6kV;`%61d@4U0^f#IxY!bb!I?Bd*u|7tsAP4lz+{yaus^oih^
zRl%8lyfxiwA8#bfU)u8ao|}S9W5l6Hw`~k0*P6t>{xtFDwTnlNu8q91*~Vt>)_CP0
z6TRclUPhV+<fWZgkV*N^V6{7!<)ofp*4<AW56W%imf!2zy6EA%Q;$}6^*p+C<>T+K
z0dK5%uD%ub%2W}0`yfP{XZ!SM<)9<qMBj*+^=31K1@X&f^Vq~6xp=&Fx#kt`X)kih
z);(dePBtxj@7KAuouSM$kGpx#2R7>~MJMWVmn;97_2sg!eAw)6@05Ps-5cgv@`-%D
zEE;5f<#CRlA8XYiH?_na>Fnz=CY>|5yYtJs$Oj+3mQ3*q?)~=ryrsY39j60!j%Rb#
zJ1#jkdCJd?+qY@kM6W5q@B6aF&L2EmBym*V@}a-v`uXc8U+$URvM)^3)p@F2UZh<2
z!We(;{nOP9+&3Jpo@1xd?Y4R1J89L)^3P2_{eEfntVi^e)yns`cIMW+-u~@?xXups
zzDGMUQ#XcIZuOO$YUSyqm+NV}wD{5=-`qt%CSCG;cuVcc13BNCqoVhgFO8j|_-(z+
z)n2<?r$Y%+P8_yY;g_ZvW!$<tA$rE;Gq>2@wSQb+RH~WyQhVE<{`p59r>wFF%L~}Q
z>$gOm_{TF(r*eO)O51zNU-s`bi(_v#+8Q@yKfUXJs5`OnnWKTl6UMmwby?;wRq{L^
z_h*$X<k~i=%;&{Yr@TLtg1e*2?L*&|X4g8q3jb_w@GHLXb<KIcAJ>k3O4~YR^;>Jd
zTHDI?=hiAeQhmFv({x+a{O2*pCa=nV_T_B4%(^3A<L1w;D*Yh5Vsh)2_{zg>YhJEA
zw5aC#cmHd>{_Yzx!#q+XY#D5|8$Rl-m=!nexV^dK>v-Ll@&cx(GhL#(Hl;7~P5JTo
zSZ8hCib*Mj@!B$K>aV@@=1%>Z@$IVXY5B~{D-UK%-PvAlWSPGwyYF-4lLNNd+-J*`
zxhh}2k9+-4pXt^1%g2q6c6{QyeC7H}`P~cMV|DtumMo83`*?lwi}MVB%(i87yic27
z_LO%^597S-n=S?ij_NKvD1U^_FxIa>=UP>klVgAgPszIA;47?i=EYQGs#-7<U)$$@
z%U?V)_7?X?+p0W^EZ&pr^4fV<-Fjs{os-4LrtfYoYju2EoviikynSiO#~D6oulVq6
zW@>8QbfL#*>O5_;_w2sDxJ@jfxbbzor&picq>HihEu$r)*1gZ|6At`QyVNyTd9gr9
z`n>EXwsFoZ?<P(%n;h>Q|KpYTmU%XFpWB3=HGiR}R?a;6Y{8>d&b~ngrI(kh+WwL`
zGwaBig(;H9o$sww+x6C<waq{6KZDdp-DQrC*4~V|A@RiX`h=qXJK?PshnDYF+cWdD
z)0*T`wV&}1TuNixvzfz`cQxfy&5wGn|F}20dE%@C<`a(;Sap4rnj#%IIV|N-rp8ID
z;$5~zu_k`YlOOyJGtP`!6SMf8-PGR9HM_p#FSA&;>-G@^0qOZM*GmkihSWYS=1A5)
zT$^KdJK)ON1u2u1*ln)Qi9h$*>x`Rm+-te*=~@#UY>FoySR*~#*Xp@?#&etNp)!Z2
ze(jz4KH#k8ipcx1=edLg3Vfr&e@4%G^UlVcF)3+c`}V+y$(iB?AGepW=WTs^SlBBw
z%HvC7_u;dvLp{Hx^OvL~)g>SIdUobI<GD)}ruV&td)j*XSFBjH@%|;H;<vF;CgpXn
zYo)(hEV=T8f0DnfYuSZ(<6|<0e}08ZujNad{IqfJkJa0L*)395OelWa{8vjPdF{kf
zP5aW9$vIg<4XmNrD<$TiTjjd=)sqL&C+Z)l)LZS@<+f(|>`1m+_fKmr<CAhOZ|!Q`
zwB*-SiTzbSlv$)+DqS-5YrFdKb=cyIrbd3cvp@c4cpb7X|7oiElf)U@3fNyp_Ve`4
z502~SYhLB~>F?Y|S@yNId#qO~3qF~9|5UqVeA1LjvHY4Dv9ZOs7H52_6n&NdaBp1T
ze+Ic{E4H_6olv>m;?JuqY40;O?JwVZ^}OXI6Au38k;{@d^i_OaA3Xg~)JBO2-s1iT
zZ!2Ra^0`|sKW%HW(NFWZ|C!G-!^<sfwR&8SXMMf;p>E5m<!^q<N9F&~{#!q3WB>9v
zji>XIMMbYJeRW=;H2v}9*P%UrY@Clp-|#;0E%g7@<iB0!TFgGqkDPhAy-_{8IaiuZ
z%DT6F!bv&n&k^UAOyZX~Z~C_AhkjJ(vm4h`_HkeL_b%=~*XLQLcya3Y_{zt{PE|~W
z^R{-Y_^dr2_3fsO>^jB&4E;rQO`BCe^lkdj@aff^kKrfYZr&-hIO?=(e(<rI=9=$Z
zJ@YPV<a}QrX2)~QirY=T)k>ZrTj#LZ)9PQBzfbxRsn;4R+b=gi<K;=w?n03@^GiO*
z`}4P%pD{N`uy`yZb*=f~lkQJ@^aD$)Z@dUu6?NyDo!)Pq+528vuDExoz({Q0-)%q2
z1p<!UURK|(w!}_oV@Jb<f6|3fwP|;Gu5r)Yex|=Mca5Ip^(QKY(ZUt!fjbgd(r5kd
zwb4zSd+`9{m!<#CY;SB!l9bid3E3sB!z)^wcYe}ZJGm?+19x`Gb<_U|y#BCyue8Lm
z!uTMah6biDtF=y?5uM)CJnK~GEAO|Gd+eli>z?NwKUY@A6Z<eGS%vAwx>fni(e6_w
zq{uwz`qkpN+;)ayc!A`f)m?Ls^sw2z7d@>tIq$kvrc>|jfVlpJpYP3oXf2`lDIh`W
z3-^4Em)`}Z9gzLi6TZN6nbXU8jBC`pJPsbN7Iax|zVj+Of8{al;8Veezisg2pTcp@
zQ*P?3ZDv*q+nG-WPrQ@-X{ifetH<j=>9GEWsz>W*ZryG3Gte*Qw7=8Td$W@ql~hlB
zk=34Kwqe!OPY30_UX}0s=^vNvnDgg=#d66lU3szo(tEZV9686%v}f1*FuuCLIaT48
zcdc#A;Hi-5+xq$G_qM0oCf?p2b@H=i{=&IF_FKHC-khVdYsw52{ix&9gC_Ka$j514
zc(AGQJ6m8-eNu$yoBFxA9OfGzg&g)X`lmYcS=#3c$tdv?>JzW8ullli;Z2PPa$1cS
z6Yg+`E)MRyZcvfcUv>JurTm*0X_A7IYzrgB<D|PBr#jEMzR5|5gD1L3d-lY0pZn%q
zE<WPA+H<N@MBAEK8y`)s$X<V{>RS09<wB;S!njA*6WJt-10=Wnbk_)ZytYKgO>?bk
z^0bnrVm}}KbMN@iaL6*xYSxBXs;kP*RtvwBD@wcPn%p<@*`8;AVs8t{DH*=@^q17N
zoO$Zy&ij+@wVG_%9{)fl^zDk(hx(t!sN9-!%Hx<eQ*PLU=RB^tU%ftWeU`BDl=Zx2
zmk%v}&lnk;Rd)K=t522dpC_J{I`=tp*Q_^fG1HGKb9&yLH`Qz#Us>PRb1_+)JuEEN
zC7D@Tnmo9<-pwK_@RpkL@*NX9Pp*<aS9N8Q;H6bxUdFD{y2Y`BA+I_}h~2BtD5N&?
zPWra2OPPk#&T)NRb$q|5#mh?zEf22w)fn>JHtW)V2CWtTCQs^iuCBSoYxu6%>G3+v
zmd`;o3rbh<vK#aJZMkQ7d8_$aj|CGl!~+cqgJg17e7bo)YerF3kk{c?#}pH)Lf;$o
z{E}Moy7}u$=hU+AE1&ImT(SK^S6uC@*?d{&Z9WGYnfYZ+J8;?MrfTJ?rv_Pvl;s+(
z%yXW1Y?*)PN>wwFFM)Tyu2#B~{73!M%4w$(&s}!C{#pFA{?qz`2dj@p1|HRlK2dQy
zsCHIj|AZ?mBet^Vb{=>lwPjQC!WEC&oC;ihpXQpHhgVHnsCT4ca+s({`Kq4dvRVx9
zXYnSp<!<R<(-NE5e`)ifjh4^Ws^rg#H(as%U2~qheN-aDmzCcp82a8}HTiQokWo<b
z<kFu7nLLX{eV52Q3Er&~wo_60(xMY*onrfweQ*73T;d#+lhJvBCu!z$J3m&J4U>GM
zv<!?LwdPIV8M0^Y%d(xy_m<q-@olx>v1p04LOwMs)@*!iny56fpDWwT!sGnusD&39
z9>4Z`D|%|u#R<{3r&#82UFMY!u)fMZ*TZ7Xvnh|)I!{jIUT<8u?VZ}@SjiiYUuA9b
zoP0WMoAOjQL(gR)OP{#%L>!mR`Y91N<w)X={|r_ar6oc(+e+Pd_T)~)#}M9~mX_;I
z9F$<0d?hS;#!peN%*8H`wp+F}=w+!o@SARVz;|`hJIl3VizoZ9l#_UVY3(tAqGPL!
zCw@5^R#{%?cef|T_r8_E4%t^*di?9AdMO-d7G1P)yQNI&it>HWbZ;*VSde&q*1F`R
z0+DN*Zf}$+()O};Q@;E<Dz;oRD^YdfT9YoDlC}OSk0%HIw03nj+IdkrV(k;f_g&|w
znZ`8UT6gNki8VXL+-&5wTHP;FEo%NaCnTq0rJOl`voqsawWO3?MOqmLS^BdkPAPsJ
zkn;7*>b)1s%5-+*2xv9lS#ovil$0mM0e%m@d|4P<qOvA_y(!xx|E+FovJ%f}ecjO#
z=kK*coOz<J;G7hxV)OM`lHMhz)7Lr)&)T)8%ZSfbEBH!omdk>FqUrfQAu0mZpTnjI
z|GYZs{K9?GHy(vg?{|!k*ZlM-=txiDydCT3?30S>-zZ;ZzqI<_s(-PIcp7(pjAx(e
zKU+B8xXZBS?a%q*72nv!KglgtX^!L9O1XYX&Pw_G1i|}X*3VVdzO`>U;~$YKqZi+H
z8UG57{Auwr*gS6T%0Q7>U(a01X<#azHT$&Wi_GZ#qE+I|Yne0FO?%QewIE9KZPdqA
z6F5Ydh(<HpTnO6rs@UnIU*WZ7zeO57lwV{QxSir-cfJz(WKIHea0=(@*DDX$6e$Zg
z2i7h;_%im*w$mC9uG{NQyHsR1<z2?h<r`ho!d_|JIwt*YR?F?=Il&iaN_VBzOuKWT
zr_6NW2^smSmC~!5Z%vuBZ0gnHr{<lx?iR)%x0U<o_IX!*Id$)C3;m(+E7*9mLeQGM
zl`B*;*^0CxIsI-fU-PhCsbRCR<mYQ^91e)By2K!TYoQRw$zK7Pr&@Nq<lcCdJwN3^
z*WF5Hxw~3RHa6^(eVNgEHkYrk<Gf#nQ}Lyx6FF2$muVa~xyXCx#y0i})3>u+CU#s_
z-==*;At!0Cy7!!#1+$*6l`na<xO%nn%~Qexw~S-vUddU$%rLfe?G^iUnd_D%<(8I@
z_LarGIlpLmx$MOA^QO+c|Iu`-0>kfXHgoH(-Y?glb9t$HEeCfHpTEfkK6|bUU1Bzm
zCD*>|v28iqo$-isl4i`4j{!YzMHK>@ii0|)#7J_tGCW(Y<h=Wt{nW?;hc(yEy<cj#
z#C7$n>=Vk$+Bd=t70%UW{hToM{OgFbnn7;-rdxz%ZfAYlINR>cJbsaFuhw4q+&48T
zaq22Tv*WKX?c(!(mA$84@o2gzL&>u(XZD2U^v<hFYBTxM&Dmu5I>>0%%JWNud$zAw
zxm3rEmvd@Tr`GZ2#-E?VCnjrOpLIS&-EL|ElO_97voFTpagQY(Y|2+G4LE&$<I0mK
zR%~*xxe{~n)@_+NJDrNMRZpg^-M#jvrD&6*Xu9o;GxM^{WFF0Job2|{Lsw`XFSDho
zn&uM$tItvK$zpqseeTNon|XV8*|J|DQ%^th*?B&y?9Qxii<MU!k9w}^PElu?!>Kl}
z@VLk)%d<=utp(=%zI;XQ%R9rM2M+=h)kVH3nI>`^6pcM+9elx1M9S>mi8{8d3wBo)
z*|p7{BRs1)Vo5}dOt>Qp*XbRz4!W=uWZjErUT3Q<sr}Wg<;^$KS!K=**?!jT32fOj
zZ=CJ9wshBqHM7F>XKpJEwE8%0U7NB*kmEW(iQ`pQKNlR}n|kJYa>Vkzr;8NJR)07a
zEw{Mqh+N($N0o5b46lhhN}p|>l%?*Iy6VzHm7JX?9xb?arefXmHy^FinN4GL9M4^R
z9kV?>sqkI#>P+n?@0P2!+&*S}aNWsVGmX3ct~p=M6-I7XiHWIVojPZQg@oyKrOL!|
zIsd8?eV$4x8=tM!y_j}T=HHabpG4+Qy!G<;&4%-AyJ8ona5v76da~uGm=U*}cBTHq
z^dxrX{cF=zugrG4{>-XUZ=R~eu_EK6&NYW#-8@!s<K_E^NnR<+m$q_QY=10yEc^Jn
zTeIrYd*eM<E1#-6cPMugbI<jtX)jh8yq>={?Ve5R?7r;Tyajv?rY{fv-laWnj^&)t
ziLbUz+r-4l{Z-_2yGQJv1H}<hzF#IXKQn(AzExTENaKXmh`OztyY-BBXDll%z59FN
zoT@IDdCxM9%2pn;N(g<w`L-k5lfd08&#x_<UVfeD2fMsuSI4%wYqD2`S8d*6_IOPL
ze|^-EU0a0o1UL3g4dZUw`0%9q>r2bBr!q{aTpQ(EBDLbr))&dVb{_GCmdBSCi>JAz
zz3!RyGJVg)#>3BL_iE3t?mf<9U^nNA+BT8kXTC1yTP3!ut=Dnk5uTOE!^W0*aihw-
zN3-IhWsP&+Cwb~xoa*_j^>^u=f`=+EU%&V7db#hVWAp1{T1&rhI2?Z*`{k0&OUrH7
zUW)1EPV6kPWLva-isCJQ)2Z1y6DPGy;!nP{Y-)s%$Di!Tqa~u2o~O>-Gg@~}p52t`
z-sappbuZVY&I_?T$ZVP$t&rYd7*{jNRxV`fEnBweWs^*E<}^>p`p<AH%Hztr7utO1
zpZBw`&$|8Z?EJ(Vcalxdd`asP$~1YCc`LT2zxhh2`Hq4c=OtHexgE(fJ0hXn^orSR
z!Qi(+_qv1EiA<ZGW}+COdH43qSdqMr5Qf6zrcE36+a24L9g$qZa)O)rz?z*CFRa<J
zbI<K>y?b|G@hLKLJaE=@>Jvssd*@3_1$M^n$UC%AGd_9d%!7%?v{zhCca`5GDe~>|
zbV+r!b+-@L>=U=JnHVZtveQ&{QaJa<yt-5tu2ZvYFRs&GkijYOc+R}7k&0<2Sb{gX
z+Z(?t-t5N3u=ttHJZ-gzo|Ia*>`k+7pN@I9GVY-KG{Y+lzEPgNes3N#%Wu)UI6vxT
zQj=!d-3$Mwif(XJNMe5))tq?eK;z%6%1OGPthKp5w3e~IoONOQlm=l*+5J){a}qQP
zd|l2zJ+(XfW$@XeO8w2YGWih&es`)uRSG7xsXY03HlcP^YT)#jw^n(sPz*g?zPv1|
zJ9_TQsrTad6zuzYB|2ue8s{<XrtNz-mjtvwJ8-sSg6zwQpPuhrzO&`0+%)rKVV#~M
z@6J_yTYYI^2LIloPcdGbR)pPQkFR>6xaST->e{5aef6!YCB&^<l9)X1_^+*OJt7w@
zwBY(hp_u57oiQJK!l%4i&p08u$v-i2SEux$OFN&>_KZoE`J^rNRQyyyRk+XRThk6s
zV6rY*7xpXXX$bG~g^S)hP1>9;Shz(qz~bQRxXg0?XTDXF54b%#ym4L1tv0=g0^?ZD
z8;6#g&6*cl&wjFR|I)%s&T1FWZ@;!z>6yN9!8*H;TOME5`}J)3YIExJ+8)l_V;t(Q
zBY6cR56FZ&YIB`WJ(0wo^(9&PeCFPqqT*vm_i8FTS*NYv#8i3KcY6j)*S4b)Q*ODr
zORjtDy^krS%<|xR>-joAUq+j4>iER@Wo4#GvTf?ej9UHWuU0EQnZLB^UvI6=(&T^w
zkCVquKb6fiHdZ`mmlz*cVR7KH_T<TZ4DYhfKKZ`&MLx?Vum22%U-tF?-tv2i<<aWU
zE|!k`SJmNDGCB7Zy}yvqbAA0ml{`lkLC;N3*RL|=7TR$_^2_S7vobZ)UPg$UpKMxD
z@n_W<#*;k9d(tOIe2(1ADrtV>WnAhcpQ@`5l@^ssF#Iz;<E*r$M|^$N)v1S$H&h-?
zf2+E3@4V~Md+#N%U)!b>Jcn`4S5w)wlc#*<Jh1xJ%Q;L8=Zx<y54oJyyJSt~PA<dy
z5^K7f*w}xX^qq;{9~?RP-K58oht_GSn;n~WbZe@^ol?;$XI|AU+kVqnGKW9w*;0AK
z<535<&2n8bf91vvqUS1)rmR+&+HSG-NBDP_$v3{POW3Ek<AtAg<mqYG+`P+I%HCNm
zDf9Qu#|R<TOyT89%dR$yop__IBow(Q?&ms9vwJJvwZyJ7dmAb7O-3+ig|XvacJ=jF
z!j>%-3rWAUIj6I?D_!ByrozpiOrL!(zp>@IrQzb*H%YTiRE}<&rR%x#?(TgK>!vR5
z?OG{wDQa2lqe<IW9_ucg%2H|}T6QV4q4$1?nRexZFl)!BmA}$9NExcGPWiOX|7mc#
zQ0<~=J;DLjb5rvE1loRb7f!gYb~B;)bwgI=rwa`Hj{UDAEKe?9dGXET(&S~A@|wNw
zHm953a8_({GM<{JeQL{2NoTnhneal^!(M&H^DI{OOnSLuxwP@N%|)-3<~dDpbuTq;
z3%tzU^<eG0XHDtSt5=ybWk)=DaoBS0-$jL&-4Y(At=nR)?dcfcc{C-fCo-n`V@TrM
zKYJecq>C;WJtMq=XYu^FteBsRCMPUfblE6p@kE1He4Nj=l(MRdJZCpm-Q5}<lRT-O
ztN*-E&6>I?)*2Dp)t(l8oqJfzX!6wpZN3L4#%+FcCi^6+&tjUyR=HBu>GU*P`>2?A
zw{u+gzW#2eFkw?uyX3Pi`|deOEV11+>%pQu6?vkT2mgg`EN#DaxNpjxyIaaQoz4g6
zo%?vPn|bbXnd@%)xv60+MXr@s^iI9wE2#XFRXY82(9Z`+v*t{X<t(`J+R0@_*~G|e
zlUsMyd{Jl)IIQ<AMn395<czbHc0c}TlnP}mWxH*4C{|`eo~7NECwq*dPq=??XWChz
zH+NA%<=a`&MkhA4os(()vT~}+y}4db>I-)Ydqgz&pS=+B>|wK!!M9Z%T$?u7{#df3
zOz#L^p|9EE)!bPrOdEI4c~ELMrMuEf_Ts!R$J#uVQ{OrM(H7LrQ#gO_cD>beuW-|+
z_e07)XKC85`}UxRf2r=&UwKcjUb)VzyrT8W#?yRX&pPT{eA;Mt#cy#?)Iu#i&w2kD
zzWpu;5j<#{_1d59PGxgn<-gEJhFK|7?|*kVTe`ZO=fe{-+tn4Je!pejP4+vxMQ`I%
zkDEL@6|T?p%(N*^O$qSLk8${9R~}}4uyFqDi7}x%cYn+Ea@?%({L|fcy<6zPlkd-F
zvOc-E^B#x#*6btACqfg7G!I=pnX@4EO;&E%thC-^Z!H#^sktXly*p<PA8(mifb(9D
zQ**-kRisr;J(rvLGCcRaO5~xP=WV1e8EuY=ITtu}zP7FJ+fB~=K4Hm5(<)|EwVut3
z_J0<&dfwv3AK}KeYA2h&*k<p&seQY+(aZPdB7x--?u3@|$u`RFIGVR6KC{PYUUk>A
z`RBIJc=v)g>Ct5WXz8POrrGtd$6WE-#Kw~T+Oxpn=OfAUS?ks-Gu`%@c-wTc_l*3N
zJ2uS}VEbb6cyG~m^L*~9O6%7x*m%Nxj(pYe{Tb_|wW>;)S1b>@v&+_JN^r)C>na;h
zp34^cV9c}n!QaB*J4`*c>`^YA>WS@ttgjjRr=6R&SftN%{nMtvJ(H|I2ku)gy`TN1
z-*rVE@xK$Y&o#eEeCxYYd$nx9vL%x*$}O9|%8i5f>k4&&laeQnKaMEdeC$DyRp=+X
z962Lxzx?t<ixnpx>PIS1X?z_hFnOWm?Z)Fv?cUv)89njfqm@b$A5ImYS2mqg7bSJl
zTr{ota^<v7rN^otH;4L^z4Md^s(idO|DH=~5Sx(|&vlX8Q#-Vq?9XLgS?3g1rMw_5
z<3|3Is;>3gP3^n~&&O@KQl9a{KA=ke+`>=y3s22o>K!#(wR~M`?UKghYomMneXcH)
zU~m3;=?P=+f{!n|qNFogGC5eDFAXy`s}QxwxbgRpR=z5`(yC{APqYs1D#$8iu65;D
z#qntUvO7Ij)_O#5blPyt;m>O?ro*BFK6Cm{ZAtE!z^~l3aJ#g$K=J*hdB=<!-^P5=
zI?S|dM_|{JZ!6uZ%2Y$ov3hPuo9Zbks(7q0Ea~=+j+PAv)*9`INuRY^n5S`KRPIU1
zFDoXq-P)+*zD#@R_MH0GV!;#x_G{Ztzg6hECARfk=BvE6mtmJIZdN5<7M;q>$!=O@
z<ajK5ndauH%hsp)D9En*lfPN{W#rRS+X{m>y^B3?HR`sar`O48PYdpDj{MzWTdP%Z
zL+s$U70X(hygr9qzH{Pc>!%s#GXKS0o{&AWsc3C;tk5Zr^D);Zc>ZZzZItmmRW%|t
z+h>B)gD;{Tk8K*8gKvA)y?l9Xm%`VKgRk=4p37Q=>@heR?4~e3YJSyMn_t&U%nT-6
zmS9_)*j2c*on5!<<g{;w^D;kcG(FSb7z0{)X@23zQEvv0Ro7=7$(F7;yl}nb-o3NR
zla}{oHw$)DsjMr#*jyBqm$Poyhb$J&Q({M}Q@1UY*~oUTV*TW|=I<x$uzVZ0c4?OT
zoBs?Y4+^raL{;{wm7i+zc3t`Abn&biJC5I5Z|)msbi2Ix<-IL-SI+EY+ncd3b=mT%
zswy{c%~U?F5~h3iO2*#odBz5>e2X`EeY(@i@@UiKY^TLyH?OJueAc!j!QV7ayOM)h
zw6f%7ylktv*u|(jkMy7Dcs|=a)qqjb^p&$q<Hp^e)>@QQyC}RBowVroUFG^rU)_n%
z%)Wg-u|!L*`l5X6@=3X$jFT;uFYTS+D3Y#a80cHjSm0Y?74l`@n&};}f+vnHi##xA
zz1MU7uN=7tZ|t=W_b)doJn|-@#HQ-{xnJ`;7W92={$Tt1%=+M|OBb0o7gwG5QXT95
zmjAn9*UKpiKQ|a<pUkoGT*@=wgn#*ehPYk3bIVRWa^+Syn(I~&pY_yFKjqvflkcKA
z3bL;SOSuyapXt?YHQ3v&z$SY4t#a-;wKezJW+qr&jnunp`)cXYOO=&pE1#ZQa@Mkw
z?{Va=?j4WTo%i*AaD+wSueR2^?6%1~e3q+zC2%#K56GM~_46l&Cs!<QYTxnVo^@;H
zhTE0X8J_R=dK;#(_ImS=S)Z$`7jv`g-WIifwJgp!V0C2X!p%K>s~-K>sI~lcNb|Zg
zlVg(aNyL{q%1xP+b>amdgJ{p{qkGFWgX)d#V|LEZn$dY`YtZ&<?}AM4EVtz?nze1;
z2J74>zrttRcfMafK_{T}i%gxVz}(wj@1D&&n{jLRCtKy1D`_P<GJU&OAI$%Aa;Z<A
z&F8mqyR(<Y#c9oCJYIM8uH!=wn+;_=mrL&6J+~@k(b_X>YA%bme!i#eK5-IT_A6dy
zhkb%8r+z+OHR-xbmv!qY{wdE*UvE3NQsTfLZC4K4Y0E=i9~0cvRky6QcSV!!5}tph
zJ6n~NHZGoTvD(S;+U{h3mx@wt&y)QV{n=J-u({f7Rvlt}rR$>CsbijM?~4}lti7}~
zadO75YbleDS)_@^+;_b_YhFrkl-rd}d9OomWn5k<+Nko$m^tR@W4}v`b9$~7&w0D-
zaI2(cMta4hYu>v%;^fNa{4?E}Sz0QRkns3I+3LU}?}Z+(7hNqoxm+P7+-S<w?^oWJ
zJQiK$rXBzDW>EWmlN)aqoqN#zGi=GU!1l+@U7MvIBvb`TuiI{P(=N7ak(~htv#i!F
zb^k1u93#KXS3hh%#!f5@vwX5tNxLIGmC3k2>iOLC*0z{QzU7=IwHB*BM@4)6Jb9jN
z%97b(8y2Q~y>q^EenJwz%_X07&Z(^XrmnfDAX~BY*wvqvUzh4`(Vk^~<B8zA$ej<a
zJ@Gm`&4w#~&Y8zbi+4_b${@FO{@w*o)3aS=WsKG*S*%sGVtw78_29w8sg?GR!<Fg{
zkLLXB49NO5chS^Rb{nn@awe~14&7nk5S?3CY!Jj&eI@qh7w%W(yrq1GeZHx?w`V<0
zn3eP+IojuQ?&C|X+EX>QY}FTMNZGzN>~~GVW7A0+Po49gbNNh$^kkQvTQ7K7i!GgS
zqKN%@;N&UKW~-cNUij-ObETlV!m~-4qI#L7N;z%ks;^`kG2C1=U0lnJJ??6w?A~*K
zk8b|*WzAFD5)LQ-;zb-io-ZTIjU0AZo{!U7Gs#0@-8;h&uAV;QS<|CW<njHUY^)jc
z_}+?GAFs*t?5Fx`y2`f}8+*Ltkku9s+_yMz>b1pjK_Ws`mmR_b3U95nIF#^pMZ*OC
ze|w9pKbN!3x*hC#m0?Y#1lwa##T+>g(do*6ZYoXAd(m3`D)P63j+?e#+Q~;#raj+p
z%AHbXI%neg1!wQfn=0MYJi#hi<U!?=e^V7D*=L=1Nz`6@wXgKxm*b*=n=03q#nf4f
zhB@{$Xr(0D26n2{x~7`cR);-)GB2w!^vjxAmOG=2_bmQ#rO|e^&k;X{;}87=9z0ui
z?l<3=vx3EQE<R0LZ}g!5^vl4U2bVHVg>N?g*!H?>!eiOYOY4>UjKh;#l9e_`WfZ@f
z=%HR!#<1FFLHWzj*?m*X-O5}eIS)v#XnIn*RAICH+DMn5m21L!&fVIyPje67vNZzy
z^--<u54&==Sqsh!zjCEQa(RhK>;CggQyyFowzhS(;d9liD)c??#qn%ohLTtDyeo39
z&XYKo=du6ERzG`ZHJfy~+>~P~7yS3SPd;w)b+bT^hi#Tp@s;A&L1Isy?+r`R5^D;o
z;_iPP@cmy&%ACTZ#&gn3xxU|7wpHM{ZI+U|P0%DQqpZst=FWKJzSdxyzgKe7qWjlH
z^`4m6Ey(+G`Lvvy*2cW5k4{?GJTi~fFLgTm-osy1FhTRS8|TI~Src;#>h-1?*6lP6
zuXx^9?5EcC?M8u0U&X4QmQOzLKlgf5mHu%>k@5Rj&+lrw+q~8oSyx?It?>GI)%o|Y
z&)QqsO<m-+X_uZh&)2s>X2uieFAbHj@6VbUk^AM@*8G&j#KV^Mb1j5l-<w!H@2ghx
z*?h^Yc&(>${1Sh5EWLXrB)!4i^4T2rs#m@1ia$r*m|wX3iBu0?<w}t!;qF@8yB7ss
z?)M75yp$nr-s0OYeYJ(ps9Ahl{&<1N?gC5uzghK5LvQ-N=-B;bG0Ut8f2)Fb_gP)=
zUDv-SzsBq1u@|~O^X|50IIcc&L4Rh3ft#ny<JWOfrtK4N*KU-VwA}vEl&o^aXaTc}
zZx5_j%e%DSWZ&brKd;1VwM^aX%Ud1LrCmPhrq{NIb9hSE8~6Qsl=k=S;fepg|7TdW
z*L2C2YKKU_XWtI2v&%I)V?Xoh1pa;5e4*8^-ao13<?1TAdfC_ZRD7m)%r3+8ar@U+
zsBK;ocQ@WcxY$sAxy|(zcQ{h`1<pMvu+0uXJj=94D9v%_>C&|sm!3`E`{8Sty0la_
z-|d+5$;aQ+*gops5aAM7e{0>b+Xtk+wB*mvx6OXdZ4tnu!H|4u$;`PjbvE<nw^sdU
z2tOQsxAD`I4OgP~Z+1WP^26((<g<_E6SVw)gd0D3x4ZCdylbP`-6J1gdn+|9dC&fF
z%`~~*{|xQI7eXFv33>co-ip87eL`O6_jA1F|3u#;uUX^%`)>9N6^#Rb9(SFb_DN(i
z%lFq^`_p}Er(~WMt-pKpPrqDz`!tE9OJ<L(e*Mk1`JwFZc9`v$#dFbjYhIm-km*`o
znsKhn@%Lf%TPqLor?hiie$Dascn3fG%O`U__t#vVozI?`$N#QF;nChq-6Iw63~E<)
zT|DMJ_1EJrQPYw)6IVSA{~mr)u3Wrn%S1gXou2f|vv%2NFHzZDre}D6;@L8_U)L>@
z>aCvUmu5^ZJGi6y7=PC7yPg@HMYWfH3hZy&k}7kA^ZA9(k;NHRLG~x}B`wbTP4)jB
z_VA`>>&8oawT@j<=TwxxwmCCD|G-(laL;W8-AiBo2!688KSAr&OEFs~ZGNAU)mB%Q
z-TKIPf8uQU*8HP|EDMr9uFQ|MSI#^e{B-x7b5gRM4rO|E%_6Q#ZZ1$bwnS#)*R_&2
zr%U7+-&);y(edYg`6zvrWKGYnGA64Hc7D1(>)?({i+KEw9^YERS<7coe0{|lU$4hy
z_jTs+i!NHRTk@FEl(ofzYjY?1CC6P2oOWXp6Hl4MGV2qkKhOI*vEZ43gxu7%U)VYI
z*4%X29{63{lx13=$H7B9{nvK3U1`Wk{<zj-tCNFbapTK~?dzUw*SI-tzF+4Pd4=a&
zL*{!n_b|TGdVgD`Ml`VTa!*K*&6?uA<=2+3*t~3RY>)WG$Lb7^=KpQ^ZTu`*RQsfn
z=j|1?*$HR0-6tJ+v}vlA|C?o^ihlkPYyC{$=sivnZTyq%Bz|S#G3%0p>t>yFxs<r`
zY+lRu&e;_#Tu<gnHAhE0T-$O;<^CqWBeyJfWu#2Y`SL*O$=B-D%ffi>@Xfh)X4b9E
zyh~VP8rVfUHGU_5uvinSannux^r1PbW|QvDv{GBAljpKT$h9_kQN`)Qx28B*?|978
zBX*2q{q$hR#`7w_i@Vm`Vszf6In(2XW^LT2-|oBJ_2<~WID2&QJI@;NMfcoNHtpe_
z*X5Ue@~b^h)-;`R#nd;47p@oGu=^ux_sYJvKV&%{?Tz>O_;1ywW7`co*`IseXjyap
ztlW~Ur0|al%jN$1<($;fakNn0xFYIXjLZbL?Dbbot#w_jrIRI<SH#p!ZD0DM=yIU*
zrk{%^$mA$DWm#?%eEt1}Xu-v&!NCQw^Y%|Xe!42~r%&_y6D!x&c<H7G3AXVo?dlCb
zD0Ow!G*wAX6|?H_$#E~Y3mAMB`Rnf0-Zkr<z4i33TvruKEj%lYU;VC^ej(L1Ct)YE
zYQ^IT+0Xt)2YP3>3u=D)dGOo1e#c8XPdm0192Y(PW7g$rlR!R)wTUXvdN=IIT;V74
ze)_66mAc;+O!7N^eSX#6<@dMnMW!flJ$|?4_Y8Bk=Pz&V+`r{aOB09aRxhsdz5CLe
zJC{5R4zEA*UF@UIzbf9FEDhQBa=z&5M{f3MSm$ug_TSczd;7I|swN+;ZkxRJWX8wU
zmdwf$rcWNttty$mdF#ax+f}m)XNSGmW?TA?{f^%Cj`wbsFVAUT|B|cied*Ax*{PAC
zmg+J|J5_#cG+lLjQNjen*HO8TJWQiEoo#rt^UJfTHl_J#JC|I3Rm-)~Z@K=quKk~N
zB|qyQ;ePQ>@7Y8*GsE~3k4-<@Y%iW^ncR1Ceay!z;(~D=Gb~Q3-=Fnqud&apUtbl^
znU~vYzcCPMSy^memN;w46wBOGmp0p;K6p*PwlME4W8!g(#~;>TI?o&7E#kSCNkQWL
z`fK~DKe)}zTo!p~t<+P8XM4-zKele0zjR0Mhcg_^wy&QU%lNDc+mfGsyEtb%^J)Lk
zHCuPgGym9=X;U`seS1uv^7f}O>22#-&#jlfWA}Ek&GmDJS-qy0PrcoFXOic-b=)_F
z9A4b8yL!8|aIwgfcQ-#*UemI>e$(;y#y^qY=WVQ(tPn60VLV`ZF3alc5`j%mWO~9+
z7ry>}{;=o7m;Xdl^OjC%Iy>L%{mTBXxc9-&Y&T_=yGNJm6#MS1m(yC*Gx>Pcd8dlw
zfl(Xhd~&V%>$R>ZccazxJLQuk!b;E1P)PV3%fx3Xs;xEe%K8#hl`l4J|4!uy7$3_%
zt@rPu^wa4}YmE!DIM!(gURpduX1&tJYU{-rC%2wD&+EOn-Ih0F?eD_hheJ!XB^OL+
zYH6G|^>o|8ch(O+{&}^yI%}r!qW6n-zPRuzwfa}slc?2Y`PcST_-oDEx|sDh^SP|K
zT18Q-ji-gg#NM*C+}ge4iNq7R8EaQ;omRuf^6R=}c4@wr-n*?kH_4<3Mw}7|dwOw^
z?a7>3+k-a?IV!L$nqN~KYr6cVSL+R<?9<a;CQF?6+F;7|YERcKi#a|*n}44Q%?h5h
z)%n)iwQu5*cks<g`51f0_{QzyEiNbixYk@0+fc-)erwkX)0z){uH}Jeva~;I+dZ!-
z{QTQ@OZA3pxqkf9mi#pgPu;y`M`QbhoyyHG<E-;brIYm-zOVar?$y<#lMKJZS9^;+
zt-mLG<zq;C`q})M7jMNxRYsIb$`lxeF59<__q({{mo;U3H|u_P;}5*HbjGcYt5^6I
zE8p5awQBykelO!?_m6y4txaHK6iL1j5_E5~hrHa4RpEw5IwaJLyN-N*lBO&=f6MgG
z#!G|z&YCALliJL@J>zIj)T@gVM5ljzmEGA{zRly{*^+7Bbkun4UM@1#QvYaddAaM=
zxfOBI6X(ufYWhz1^S^Zyrv_F;o!+yrXVt3Z>dkMXc3s}QXHD8d)m+c0mm!J4%r8Af
z4;%bv2&>mxzh$b(_ZiEKBY&6Q?VtAa+Kw={*g20st*hcbJ$1@z*W(svv($~)BwxBr
z=N9fgv@*0R&R1mNVy`!yGoRQTu-lt;%Bk>7^8Bn@TlZ|$JR$ks<@$$)vc_3guXg=*
z^E6+!TvvC(`CnU~U+ehtW9p_;JHCjVp6lv)(&A`}?}|xtWI}4wr?0k3mfSM+=B2G`
zr`0|BH|I**wTo^}`cLCZ|E_rOb!B{TPQh`xsq)ct)`ct#vd^45WphNs0fqBb&sDGJ
z1k|sN`8Df6_M`(7WA@%o5%NzCdhK~r>X3O^QF>tUBMt>g2Kl@@wc6*`Z|$zWc1Wr1
z+q$qnJKdiDXILL$6>?&G_6|P&=b`LsAy-!3T)C}0khAka((0H9Pvw+Zuaq(>65JnT
zJ1*^<%+Pb~{l&QgYjtJM>ttIB_FIU?&dxY!Yq{=R{MYvK=aJJV9N+Ts-eiC0wO(^(
z?fTur@$^+ut!9sGUub0ihS&Z9`|_-Mt~*Wch>UbAyb|zejb+jDcV7*b?4B9SE6sda
z;&rgohf~Xo9{0Kb2wgpUqtcF>{a%L|80S0|opk+4_L-d}VQF&;m*lLyJ<I##1Xiw!
zZ=#b`Zw6kNQyqLQQ0uwuuE4yOUvu`}J>10A!1224%)fiPJ60T*+q&I`VdDwYfXr#1
zT^=61W65s1C1>LKAoCZ&|8DNs`O5O;(ZCs=hSpPfeubUgQ{Xnctf4mZ;6vW?IoJB9
z9pk>U_sPv?<x<L=kyAU)?=9N&QoOP6ruL<;(ff78{2bPs_aE7I^qXg^-ImF3+C%Tj
zoYP$Q+*a$pt3p_Ef7FY$j}n+uKEIAuI9e`wyLr}<3#Yk@?BcF^zP|E#XVR@gvC>n?
zqG$K6HnjNuZQUFuf3L#ky?M7b7Un&l8*_W&LHUO<Yc5z=ygXYq_v@S<W{tO(c2w_p
z7N&Tm=gV0QvzWzawi>=Y^Fj92@qXu6lc*)Z&7xNnr|$k0YN0T3`nzYF*R6fhxk=!k
z>1D~2#$6E=uO6-Wz4nyV^p=NnqoSSU`*+_7Z+aCK^X-#CigwSp^_AW`lX5Rkjtcir
zTy=DtE2o*=_vE-%t8L*HtGv7}uGsP~JF8~G#d%qKtCp>P_;c;t4KrgtxSJmK&3gUE
z^yRTdWmlfAbn-OcRqJ!X&|Tuu+C`t6eKS5(h5hB%Js!St#{Id5?xtB0AFP6ugj}Pl
zB$t@<*&bDzleD(d_vFFVf>9@aF#77HCg-`AF4h(@46yi_y{-T7tjWhD6IH4nEtQkL
z65AlK-R`Q~ty#Z4ZYFLN+Wzk8ce(O=^S9sI8>P?uYTXS(!S{XI8@Bw&u6wn#&#w7T
zwt2^*?UT&=n1%H>)covu&=@x9mivJawS5~l|A;d(Pnq>a*8V`)gdJ*j^X_I(iumQ7
za`QINs>MH+O#JZk(z*jI#|mm!2kFW^ZB*o~eQ(~p=2ZG=*@|yVw|_X>5^<*TkM`Wh
zw|}dre~XolpZlUl#KykH|JUa5g&)o>il}?JalY4Ij&A2oiH%$jsv2W;?Bq6P6hHa=
zWlfw_oWrL-M&ZxO?QNfah<(x`>KwM{gXr^udad8TfAihtb4tFv)m3ex;4y)`FDoKW
z%{}~TOVEWMlla>w?Ua;Qd-O-u{3C1*U)Ha^?#Fq1ebvQii9W}`Ie|JUzk36ls^#VS
znGdwTtD9P8&wglcNa5Rfr`SUqy~3~0I-hbp>-_DIse2zS^>w@VDqi{M(hpbHWY696
zXw$h~HvV@<t8+dmH*lQamd&~5T!l=a)}+gUYlZ(aD4%R==Qyc(;B8mWOM{IE{Ik9u
zWV_fCGU3LtvzKSpT#k)wt~q;mp0axTjqThAzpb(E<-PJn{nozu*{q>YEe@`${c^Ra
zswgWoYx<pgCYf8-_0OE|kvOsIOg7VA*IG@rwxj#rxu)EGanNeL=v5i-zDE@iwo4{H
zk&186e}6|uaPoP(tM9h&=hj>M<>-zle-=!989V>*6~io_MF!5vwjbjID<*w2xunKs
zlOh<e+kY<m@{wbLeQh^nbhW0cEM41w%KEfglbaL2Xv4+pt6p12eak5@mwKot%4o5E
z^P#I#UOJvGTUYtxl*!AhlbSC)mozX8m~q=yJDIEcir${WTYFh5g}O49G-s|pz0o)D
zb>Qa0>q~=`mpdJq%=4h?GBfi*oBs@2r&QjpEV}u4t#yX~o~#v);i4OCwFSL}j4IX|
zo+~`6F|pDtQ|ET=%Sk@_7H#It302qeP?|k)b@$UdyFO2xm$h+<%#*)aJA<lbmEF^l
z6x^kETtjJ_Sc3KEm<wSs#X-fBCuROQt6Ng4ZC2PEe6m70z)|wqPP5|eU5(DW%a<g+
zS3CPt|LOFe30gDK<Gh6f7EQdhtn{q5V&uk6F>DXYRvikJk6Ny^J*y^QXP)Dul?qSu
zZcUq))06yRwb-{sZZeO%_Oed<JVAST*Y!l1l6ToDS6ddVeOK(e8^Fgdv3%Dj1J*2$
ziz^PS+PM0pnyBaV1#9lkHpw#gb~<9Hwb11HgC{bz*;_VWc=v?igw4jjzggP9b?xri
zNo;O@9rJ0$<V}2TTmSlSYjdw&revb~zK{Ldwq+mweALX8b>AA$eq?R7WW?h&v+tH=
zPyB3V+xQ^l-r}1PA<w41n{AYTNu%?)>AB8*Nv>hD%E}Mgg!=7dxbBnm(<!LvX2fQb
z*88S2mE|f|#>Fn+TIFH8_eJ@Q9ZQ!U<n!}bwv*XZ+Ke?YlaqaI)<of|hRO4+FU=8*
zT>7Cfe3A9$S!paT#cm$9nV-}}BQ_poHoJKJ^tr6g3Db^gi4^U*e0p7x)g`8Qljk==
zmndAzp5X9o)|%6ox)s7rCHKBM<39D*HT4;uYiA3j>}sui+VJPB_eDe7{@s6=v!7;e
zXyQ0=es5`<#-51YDK4Kb@l9R$utUt6<AAJ4_`Dydl779LEAb+|Z@<mj_m8DM8?{}x
z>3$@VGf9ra=K7g6Yv=LSPW_m4#Z|ewu>W<uY{K)dUw61;)|RE$dVe~6VPf*#gUi=A
zNX;{o;VBNzk(8VIW~Rob<<mHidTo2Qo>k(!Xci9_>#FKbt~V@F^I5B}zTG(S@+{xx
ziT_;LCS^xYP(2vK6SUdMFUwirR@U~LoyxKr2HTdNnA1}n#b|S|iM9BYlqG|*#n*Lx
zwo4h=*_zg;mn5I&<f?cXnSS~l$GWvUA6#?U_TV`)TeJ7hywo*Wdzz2N@vOc6VMWcd
zJk4Igm@xlZ?x&e~aXjXX(S@s~K6tiM_Kfs?(cQWFepxaz!}e~`^Ue8NP#9sPz0yW*
z>zk_T+kS%liT!KcS5_4KOmmSbU-`VhxZ)6R-nvSY!k=@>*W8{lBZcQ<tdWb-l%C(k
z;ZH8B%~CpL{60!^wR%yEx%*rVTg^$+*gvdw^VgkWa8Q)7|BOxfqpe|g9v9YJOJkOq
zwSLF7C)Xw^O+L7$Oya25q}}o=>pX>1k3T$G{;Qbf;Iln1Bbs<ircKw8^t9pX>fDm;
z=f@v>D>r5XyG>QeTK8KAzOC~+^-fvp;p#O(9B<=fBW`(oTXF8ycejw$*ZcmynzTS=
z{@RQ?bNJV$->zRPX_LOxB7VxNIn%?xi?3bFGl_v+-s{zMza)0iSF^<1A5Ri^z*pED
z>-{2{<EL@g!?~5}8(&{K>=trmU4`dHu03muH@Euq6vw?@af_w5?Ve%0eU`A6*MaM<
zTzB4GvoH+#DXcx`adYH3<9q8hCC;x{b2EOD@zE-ob<fW)+tcA-`Q)nPm8#;PHS<l=
z?s&P(I9uZOU43>?(!nV`C2RgO=(MSCjbxv<Rb<VnJ91mso_RAr$-%hG-6zEG<o5NZ
z3uNpAv|>*_jqM8j;JI|h-21Ij8jB_DqgEO`{;<mRuF|G?63><h>r1Xm+{Cd$X2O*-
zcP5s(AG6i!7M|SvGPoh8-#PFsx7HK+<JXoQzH?%3b4nP?9H~na=4Gp%kJ?%=XU!Jv
z&0klXv{>Fap<-G3a?wngIcM7?UI(Q=UB=+~+E4p@RNleLn0AwYhiCQnZ#D0-bh+&^
z)#9Ait`AkA6X)$*S!UYn*TWvyww&E2gtgUU|EVQ0+pC0I4lYe&n=TnQ<-neKS9VR;
z6%^z3ncetkDI+UmgRMrY+cmZOj)^})bbdaY5pBE5dfNL7yQLe7!&zp&k5sl?8!8>V
zH08pjlqXZ3O|w49RvoIWDXKKVU8yg+>(kCF2aC=&&%3&x)BQklQ+D6x-qU;*N6RKS
zF^ZlynRwgRbFS~)UG66>A8o5I(drSLw6|94aJ1#g^EKhK&C9-8P1+umSpNG=GWXkP
zZ=Gfqq3jubmx2z@`+BJ|NGH8e-s|j<b=&^>rta;Rw|E(HKeSi=d*;vUwu*HgiCybv
zmor2ypK?)Kt+YMTO`?Ql-lMfg%ldm)Ps$dPu1;6)neTOF%a&P^+?DDwkGpm&$=<p<
z_lVXZJBMFYfd*Rbncvq4mKzJ13BGreoss5KH^0?+>)G6Q^E#KEdUn@k&bRYbZ;#0D
zxMMu0WSzQCbxMG05^FhcB~x@0r!qTe{&0^>?3JtiT3gm?ys4~PQnS;~HC5;1gt{2H
z+SOj)gEme)_x1VLb*b;yFiI4^JX;k}@>A^iYIbhz-BN+dm5rMU<2qATDJu4}6j*nC
zHnwqf>`Uz0$@+S=cIB#5Rz27ARxg~h{o*XEo=ZCI85V0oDvG3n`)ad;19o|L{AVaR
zV866-=JuVLexENq`Fv~Xz1Pke#TNI=%H7`Gm}H*5HpTl{WqUSHndnKq_Xds8(=Keb
zI4l!pRFrqkN@<qw_T-QSF+zM<mm-fVJ!h%DdfYB1rO!k3{P7jmh78HKChbbyebeOJ
zK5YpHts8b<BflKz@#^VX%z8{h=*aiAE4LbMX3Spc_EOR->(-G&U3d2U$Xh&Xqe-f?
zty@*-jyU7b^Z0Ep=p`R!(q3ecedege%{f~>>b*VOwN-dc2ct~iSJ~5UHxB-~tQf}Q
z)u-+4Ib+%6FQ%>wCYecR&ovauk#jJ8@hjhw<@3Es?+&`Op87aXdzNSXg)a+kM{TxZ
zEfjiC9DVK9#GbcxwZ<Xt%(q3)#!WJAKDmzb;GI{`E-GJouqSZx?v?MOPS;QTEZ|mM
z`YXKIwY*50b@k@$Q&0NUTOGaiO?%#5et)x1UP}}nTs7&-&fNK{I_z#^cY<BI3ZGSY
z#IBrTp6O4nn5LbZ6&f5h@s`J=McWMAqqbcZ&6}Ea>0pw@t+OW|+h$$a_Uif6<BtRG
zwFhUM>w2cSVJ_4BYikeP-=|n$eYLXWr|4#(26j{1#nv9o$)>)mm8D&meN8Ua=@GEi
zp85Is<5{mu8IEqK)oz>{;n@?G`HqWwdUEPIW`Q+T-)&c$Raz>GGBYdo%eI>=bU3l<
zSyh%(Pu1UJ(XkR2dWvK2OrP{Fd6MnwZPRX+$rWW!y`o#@e&ETKeY<8I65L&8*n6j$
zch6r|EA4B^4fQhDgx53(cFnu$_RsOC$rJCbU))1wpZsoncGg=iWkz~qWanm^k5St$
zX>DX?zqUnq_l<oUAGRI-T(<7r;eaW6*Da5W9<Dt7jA22_wG(%`C)92EVp#ae)>U8k
zQLA`C+LOumKQ4ZIdgI-~qm@T|qAgWEU)!>H#)Ia|%SB?B?vy+G>a2Bd<>KHSGV>VT
zMsRH3E;L=?ZQio=YxjurFqgfs)xP>hSF!H~@7@(X!n=1CcI|!t$>x=;&?%q%p6A!s
ze_kzA5$rdyE?lGD>ix17eaH8KT2G{|Pj_BFbLnCm^WYD2zhs>iuIzrJeOi6nB%u?J
zS>_eTN1u2rVKc8feERFM_$)pqy^nJQG*{1=+;8^r`YyZZovk*H7#`27E{qX<x--&9
zoca3Fs%4AQRg@eKygOUCJ^OcGebmdAH&gqy0;-l(Zh6u0`AS&G6NLjd6JvSLpNa1C
zEjH(Fs`z%aYRc1%2Q79-Z}hU`^Hn|nYjd;vwC6Ixw`A5wy)3)%EHKk}_JoO(?=5vx
zxz-)cWE{EaLAp%nTE9%Snb$M7GcI-IZJs#mcl@F9z{n^zpDjJ^>f0~vW4x@ASS@k9
zFh1r-UixR_$qft+Rv{r_@k$Hcd=20Eoo!;JPD9?wJWku*D)n18G)}58UXc2*S32OP
z+~q5Mi?^0di1RmjwSw>9Y2i4NrRBSA`9ijCwiSp;U~*Kyv^A(Q;@FN?#xaL}t_#ty
z`BfEmc1>OM`*I1<xu>>Xci!5al2u^%sx~V^{@f1kzB#iVsa@%rUvBO0U-i0VrIY(J
zGjmg~&E-Z}fp=w}UcD0N5^mbI*;t^0Y15Ml-Wu#%J@%Yonr9g4mAh%t%ypB*YA#PR
z+%IXVw&qw@NBk?cthsAi?lk$;<!KhZ+N!%d=H8w{*&P842VTeYa5<*sE&my|_Q_f8
zUmB+Km9|~F+b<KSURlK(dE2qO<c7lU2jMooot)}>eFA6xl4ExaS>hJP@ZI$M`|RRU
zrnl!VOD13V81u>f_krUJ61(otk>7Ouc-X3dqr3ba_RN~TGhkQum06DxUN^t*Uz@zR
zrRav_%U~;Od-<t4-_9(wU|^n<ZT3`sxzl5j?XPlNrG?hMs9e6evGDo^wsrm{g$EcI
z<hC}SKEZL0kJr*<i;(ZE!j1gJlP`<56*2Q2`OjdrChx;%y~<<uQfIc#?Rg^SR?qc#
z%KOw}SI^a(qNi}R_bpnqiKU6-1)tW}lkSX#eLF4Jr0t5h8EPqOq-~z^Yp!8c)U8>I
zuJqoJIP1>Rrg>_k#q(RcI@)ebnD;=g);3%0AM3;GAJ;tPHhCA7x!drLx#ic@8+{Hi
z&a=A8CY@{Ee9ltT#&G5&rR5t=t_*+nj?XH8;Wc+dg9%n)HsU_Jk5$Ax__E6AuGOXm
z5BRohJ~87#L1C!+y1AU*sk!Io|8`iqqxj|V#}Sj_t^9@g9OVsGo!gz@s;)3kYe&Pb
z2c<{-t@AJP278y3Px~I|@#M?<uC{PpYre7xg)w)Rv}sD1vx_c#Za!m%t>gKv8Bb<K
zy>i!`_c$$P)ArH_L8dR=wW{i)u1{0VD6;$TFZ8^}%Bkl+nrUuNiR#J@UTD;>$X7MX
zds3r7dXr(qBr(CaFPmp=X5M_r{^n6t?cI_^w&za!cNe$XFxhJ*NAz2sXW-M^Ha%17
zSZxvGTDN*5rvulcT4DlwpPniD&yZGX!OS3YZT7!cqUt+dMy-1F;{?MTuJ+I^b9?Hd
zQXP(ORrmK^xH9(Dne*0v<t=5>w&=bSY+Bv({KKkm-_%b|wslY!?UmU%aY~P1z`9vG
zeci8I&EPWG?HAhqbk_5$5njTRjH8v@D!jfZ6ox20GE0;BB0A+(+186*QIU&<-cEd^
zF7u=(EX1Si&*=t!ua`bbLH=H$+qevOEA3qBd-ASq$erBmIcHYxl+ZX{wW3!iYdO2<
z{o6N|tEA7WeK$kw{<6xywky8rS8s{mx@7LW<(ApT9*+MRUSGQvy;-LJ^tBC&!8{%A
z>+Szmz0O_kX2T<R``Vn4s+p(mr)GHT?nyH!d(eMqsq@o?Dh1ijWgm*z*z>)P%se%B
zhv|i%$*T<Z-dz)vky!MnRHin2`aGef-oi)A4Af$HLU+H_*pjkB<%yiOp1Xd<RbS^a
z$LvCdZ4!TMHL52((dN=wkhoJ?`NFRd^RVKhYHv!`_17M>Ytu6<s*(yT=jLga)%yEu
z$?6@2_jaD1lCtIV1>xqiuGuR%lNtV*%-Qm^woF|2Yb=+V!;-c~^Css#c+kJzwCs@v
z*Cea*qs76Vd2B*X{3};H&3xB*N`L3#VlJOOAGa@Dr}V^=<<#v>j?Z64m5Udv-Cbhv
z&2o))_mzotiOsKXTnpY_ZR}ybJaJd+;artcn@2leyj#}iaQNMvusuiP44drQRw#tA
zFUt~J`>OQ#r1OrcJA{NJD`o#}eYUHK(NLjey^q=Ns|}L2ZdTX1E!-!pmiw_{a=B@D
zPg%XP+%0FB=6R2HRlaAmJ3ec<?WAK}jwfti&z=<9KJ7)e%iJ}`ZcRUNclvWn=2<7E
zt4k<t(Y+g!TyWmvxu}cJs;7~zW*4SRy|*|rX1UivGnb7z#$B(Z9_b!mX1jl_+nN3M
znQwF{saxl4w>X)U@`6+3jD_Tru&YO&@GeOSi}s5&JgR;@xWaSG-ixcw_;D^z*l6)s
zw)WLF_k`kE8(N+>drzJAQ16<==?(uGzP|F<@Syij+O*I+hxhslt+0Ig=jCa?mL*$N
zLKOO%w%SYx5vU5OW|Xw8&FGwyBDe3VRutEnopKMX=C94Uy<K}!{jaOj8;|E{{YjsH
zsO9dNr=n>kfk(F<U$}0mc*g7NqK)~V8#tefUQ|3&?{!b(;OC;Bd<S25tv8x*pzrIl
z=0>kT+1jI_(~IX?8*4^<JX<1AbISNeUFi9QCJV{0Yco`(i!c0Vm^YPk^(@a9IXN*U
z%TuNve6;!6^XJT_%NE!bMlDIWvL<?Kl0;S7_970ojSHA1-)Va~eP!F$ohj+L=+m22
z%LKbEch4+n_R(^B$K3BFvU=fjwyhV}p3B}_dSPy*<yo&!k0oD5Zrm9BxkxM0=%&rZ
zT0ygL9V52G<;(l0tvs%%eO=;hkfEyWYu63)7cNt`;kmkKNl#<UpS<#h?4=zKm@L<I
zRZT41m(0el{xjt1Ipedolk1gM{mikxzEHw=o~K<q=OgaU#oN<-nryX?L?6}P*fP1u
zs_OdIimtG}vnM3aOMG45w$<aEo_e8>d7Ty4gS9MAQ*Nb)igGVKT~>8vo<Vo!o!gtQ
zZObw3PL_I7^t|imx6_Aq%{|jxkdwZ(`q<<Le;rJ!I}SbCc}*^C=WDId(Ak;Ft1GVl
zF7BG{YkbgJjWgU<d;iu88y44Fh+aOr^!94a8=RtBGEJ^6@ygD=^V#~g_I^9dMZvd~
zcJH>ID<a@{w2Yf8`Q6o)R_EGVZ@U9;ZY%U%e&PA8gL94h|82Fp?$@QJQ*}M@q^x0}
ziNo)}^XpC=wT?T&b#eJ!=8r3D9`{W-uP{lgv|UDOtES!lM%{8*>GTz=7xV}E_Az*@
zR+HT+b5;AB<*jguq`Swm&9WK%3bOrKs)O?D{xh6g^=RW6-(|<OrY7FnV|-*j@3fEG
zj~Y7v?D~~p^n9r`SM{}^7TI-^%~~Vfm*1-^&Dzgv<DbXb@LulfQOCs<&kngIW@{c_
zaJFv#X$eV-e_Q*KJN`59s`^b&PPfvpFnw|U+-*slWYrr+jz&G7%;sg^Oqw5R(0}KI
zysX)*UmK!s{bx9DI6rFon`wuCus`*`8I=7nVO8SeEvf5gehj_xPy1e3)Cu>?rp>wa
z>u=tz+;r3H_`Fr_QNJJRCY=AZ(RbRZYknJ7uJ|T0?Yg+F-lgB?C$6<gUa|A=%S-G3
zu>5E6dMWhp*L#Mj9p_i9UohKiGkeGMPe&vA&fPR_jX$;Zo5`K3zYmss+ATl7azR$`
zMjfxNYyF2d^Q0x!ZGHPY{IbZ|#kQJ72XjR-Uajl+bmEV>_(vhvSbx4-ja$@3UmRt#
z3KnHwnyi)epMgs^Y*Lud$5`isVL=IRj$i)Iur?s7!tIvYiH_RBxHl{Kx0*g+C|PqQ
zYG2!FVYRizXM_Fw3>)TZo;xX&@@3tsvQP=TuSZ|;Ei#^be6REVTGqERvwY5Xg-lAb
zk-8n`Q;>be=FsGtwLikPB)x4+t=d%_=5^m-PV}qtdl~GOD_w5p?R`C=DYL*_z~6sq
z{=^>nxUUz_-8-(XI&;?=Bg@yJT^nsHzO2epxjpCetu0EuGm5g-*50_}y~=X->d2Wt
z>e}YBZeAgKwj}s~xbCi1oeLyR*NNJ_%DG;;NuGDJ5Vus$M}@>5A#JVNB9&7sEaj$7
zms`E}SdsB-?^(ZdT$k1cUQ+vbS@~sH_nBiW50-Pv8$Q3cJo^N@lh*8>aEDB@^+mUi
zAA9yXT)`#vyv2FBuamY<*r2dOw90zMHG>7$ttag})*C6dPNFh}@z%~qYaGv2U7I<(
z;QJcO$Ug_qv6`;lr8nzY%1TMMbM;mioDQ~WZDFuHXu3vHystQH!m>4Qb3JD4<EskE
zkT<nsD~Ohl+H^3KQ|8)Bm7b{Bu4M{*72nUM#hh3<e}YWd@-wdtti!Sw>NZt}c!fnN
z9=jXaX?l9Y0r^(nOzn41J?xgP>#k_GeJOrA?0i+n$-J|*SF5wKbALL1UH-<;)70UV
zBm>)K)#*KXe>6{SuU4|1x6A0tZD&2!>@}-4@O(X5Y~bO4=J9f`(j!lLRvvY#GTi;5
zJLul2<+rb`mR|IHZL!gvQ+I+Tm&7?7Tytm1{Nha_`LcZ{KOI*2wx+!!@1(ugk;rEc
zgsK8{&g@X^^DVK=EEe}Wv+t<Q8L11Ajz0We&nNQCnfyN7=4(Iqm4Br&E7wL&&S-mF
zR+KGOslsYt^)YN+9_R6wk-7HTF_Xe_gmy)Dyn4f#_W05&jYAWRio>3!7ybz4@Vwi%
zXwueicb0EtcHi0O8?vK-O@vSD?3JFL!?LTVCLQznd~K2UM#HN=#cpiKVsyOz`n*YN
zcXGZcGn3=_hh4|6ZSagcx_9N<&?UEbJQwA=#<no&vE`$MC(9J?DzVv={|c=)U<~Us
zs=nqkdvjNiQSQd`>g>$3&J<6)-L>h(f%G1!RS#O#Hf2t@dNFkR>r2xUj{97e3cSp2
z@iu66YSooLebo`^HII6JU;5zi@>*}R!ef!GN?HEtN$hbyR=7rJc^>0+IdMb2WAT%O
zpKG6mPW6=AYGluBvTnZSiVKW=g{~9Ns%pQo`D8z>I;^Dk)|NRBi?40+<T<XkaklqD
zag|W(eS23vxBK$-z@JrSFMobnHffV?)DfQ>{~0V+^slp6KJO~0(&n-&=N`#C`90^d
zUp1Fo0;dU^=(%^!lix637Fo>l*>g_X;`3gIqV9CZ^5smv-j%rItP_7+^{)_BZBg;X
zDldIi9(47q+h!ycy6ru3k<ZoOqR->&TfP0B++1exZ05YXnvwhVN44xQiT!4_E0cR-
z|5Dd^zKSQ67V1<=KAOqz<a}S0@9|m1{8Ni`EFUd<s#<vF=Bk?~pH127;&DDIG3CHk
z7tdvzlNQ{)Z!+~%SB8WcpY>I-G@0}{b)klKdmemUmD*P1aNcxFz~%BAiAjE0wl~x-
z^aS%6)g}Ar6&d+yuhi|eRL(uE_%}o1d|a*83VXBSFQNvP@8`!|T~lH_`@$SCl}QyV
zFI$+#F!#;<d~GRv57%8uwQgtITCH;x=dvbkJnkHJ@bRUsJ*LjNcgjumAKqHTta5cJ
z3*Xioi=4fFb2nb;KedFZRr0v0#yR8Y7knBqDO?5L7F#UP_sV4U{371-w>mJWbqUjI
zZ()rW=6g-jFMnMAc)iHn7oKIt-CoacXD@SddRX~&h5GhB`zbx|RvX4H2yp)R-XnE;
z5x3V)lUcrHcK<{}k1r|sJGZ!}@wljy!zM?i$1lT{Ok<W~{Ihelfzxhg;cKg>nce%Q
zd#y0a_MDcisGP$=_q@fk-spajNGf>aRygta(rldzE@lnJuS3?oi*w+xVD8hl-hSce
z^_7;9+gC0*#4*8W`|F7CSzRqBVkSoFtMr&PM@}!AU0tS<x}os?tf+NMFZaw@vnamn
z+q-9Mp{nlot)T`ndX{WEf5&>owm)T7w&4kzm8J8aLDS~3QfuDrS*wrkHQAY6+1sGb
z@>Mi0H0Z(O>*|+Q=4Gm~%f4Pz(&KWpkIi1|qUpM}Js<b}o|(A8!uHqSti(dKH+k<P
z&YF0fVXjkK6#Zj6^PMohIu}pRFMoKS@19Vz+wre9*R$-CA+7Dqw(e0|Zq0G|H1FP2
z!7Iu)Dvq&>#=Jf=V_$4kec>~yRi`%bd7O_rw`r2=6mjWkyQP<H+adG7+_YJB%fw@m
zY!2r|VoOrD`z;EK`Z=#NN5QapbMx&#*?E?;M05BUY{DnKtU7jPbx-m6rKQGMA9vg^
z;FY<Qb#|iYX>CvQB-^Z?`O3_a3fEFQXJ<$rIO_9ZHBX<hZ|ApU=F454CSNCB3_KR#
zb?SJ?1djus{M<jS`QE#+&EmM%S*wjgkC`oAXjOM_xbV(`U3A&|+&+_Anbu-X$1luU
zSN6rUTlS)YOxp6_PIIp8w&wPJ6F*6DL(|sA!i=?3<G$|G6TF;xd}+dI1^49n$5uv`
zns`S0o~w(sVSm1~)F9eHiDzTu(X^8qMbe@+!MpU?yK-l)@U)(EDnN#@>-emvjLN36
zZ_Z9^yuQvlj4?8{jjeW-PTz{7nPt6)PTVd&skD}(BZhA(i<nU1(UQVr6){yoWg<Iw
zsa>2VIJr<#CS0|$vf!qqP54Itq@-;+RT~b79zMEQa>l!takY_mS1dktB($ijMQl@<
zrLEnqSMN%@MD(67>iTkHkNvtE^7n5VvArnb%X&9EZJW5Dw@gkfpKH~YSzq5R-Kw&U
zdrRrpbzL<ZyZ6MKm)Mx`m1wD(mi(4Wnl@RdQp3Ua)tRW+hl!u&$Q9q(eNr)par?f)
zuxpwvSq5xYVJCgpE#H0Cx8__z#tz2LlgE|jZHQL03!JroMeKPNl?KkEm4BD5yI$^O
zud`bCXxc;T=8`MH+0V+%d3wdn=2=y7o!A`KSNkGTLT>Til9QZ|l`U8Hu6nH8U)9R#
z_5J#l%X2Mu+<N)lEWh;i@6{fU|GoJ0F-G^!%OWO!KKHFzVp@C`C%?#C_444vg4)+z
z%Y^1E`MQ1Kq%8`Mrtalk&!1_<K6#g;lEM2u{g<{c`4Bd-Ky_E&pE=B}55BC|-nqZC
z=E8Cb_Wr0(oPYdRx+<#_Tf}@}={i)B<yyUYZ>wLZ#^otf!`|<`dfs>EhgtXUnP@r5
zIc=1YdSK)H;c)QfN1s*vr*CGS7`ElS<oSH9nfC1qO>e)77o7D^v@7&f-`A6zk8-X&
zEWbF<)#~yzrO!*|*z(WJEs;%J_qfkOr9gVay5=KMajSDh(od8s%epVEHGS}(LG(pI
z?6fIN3>NEaH%~uorzZTfQ}R~DiRZ7Q+=bRGwy^!Rcs+kGr_`tC%}=W`>SF7&V-Bo-
zcFeiV^y15T`aAm`7=}G~tUT*i_HlVWll@wrx}A6SwEkz{`tdbat?B7v&F}tIH*IV~
z-ipk8@u=ul*7U85?MnZw_m;i3`H@B5x<#30y?3O(&gaOCDwvvHV~~2{xI^|M-Mm+>
zyOiZiKE922uaJ+Lm2Dv+BlF<d?sUJB4cq%VzuK&{wAvE#Eqd|W6K@08-b%V1z<h6C
z*hjHV-_4C$i$V+^+wc^|J$;m$CoRvbA;f!T@7~vsmhbr-v#ogYtPceuJ6CPj&AsyL
zPHw5U{^Y*i7k%IEJy~5)|Lf`tvFUrQzPyaHOjl%{^=55eft$bR>!k3MI_=o)*4wJi
z1f{HG+f`lZz^t_A(!D3lKg-vhx|eW7=JUNhX>Usku6&QYbL>F*T8rllwc7oC#q%m;
z>P%Ou+V`ff?QY+*K6$z4ryFOp*34uGSLJEgZu2?%;?8H=mVMord2{-WNmilij^|vX
z@1E0)EV6x_>GtCGoJaXOLe6s+%sN>s?>o<S)A7&6Cm!vUKJ|nrSoQKF?P)Bv8q1>s
zsx$glg=!VM-?J;YX5w9OM~9)WYF^f?3a_6RBMc6HeYDp<YNHmn`<%Y3&-qtm6-*Ei
zGLG9)+Z$S4*M8;JRIlv2zTYfYZpn4K`*F*IDz0Upvjm#=Mrgc`U2^O0ml?r=2koO?
zJruhhcKB=ubDzVS=dH_r&DnJD(&br`<J$Z6);(VT<JuajD-nnJkL`N);q07AbNBwP
z|Fvq*J!U;)X~DPGHvihP^=an3+L&#+`yy3erOpjwKK12ou<NR+$2{L(+HrD^@oHB?
z$7u{7-$$B@No`%7xTwzX#&zq%r=u62nHJr-c}wM9$=4@WZ?h<lDyZmtXM9@tU+wEd
zihE~Du(8|y2~W&j6}72nj=a~SsUlmW=jCkpy5R4xJhM->w=N%13ox==_vn16`-6!;
zuAhD!&>8VI|7G-qY~2Rt#}X@oR*RP^9xLvd94f!?>x-S+cLtt#G{wZjitA_B{kWYy
zPt2>naO(@VNvBBKPpvBX7<75I^Nqzbd^1&-7vE0uC_Y~IbvMHS)2GvB-Q7I(bkbhE
zTi?W)pUG<P4e8ms%a*lsx!T?@XQxUZWZRUooneyu-fZm^vaVrsH_uYd&M)3I*R@`m
z;Y>N>`%Ci;PaZWm#{AsWI#;1O#C5N4%Hz^xKZe}~+3ErPb=8GY7yjNla>Zq)wDq%H
zrW;M7LrrW>u3wj{mYOs5eAMOG;4^{Ex3<pri#-0G;ZJp#%`U_4DNm}yRaWlno!9-X
zxOT?VqK`Y(H?Ap5`*iaB);PfvT@LR!OrsRK)~vnoY?bzoOOw*AYHo5SUN*Jkh+Fb#
zyJD}PH1oP_vrnNBA2e4S-*DT{SAa7@i1BU6JBI|m$6sW%y1YEkz0b<oWWmtyb=CUb
zb)zh=D4DgNCPWBc+j&Asu3X}5{yobw+jG20$M<+Gt$Gr6aq@+GVVTNHKY1naaek4_
z%D8ak!1JCfawRt`S-!7yG4k8<q;Bd}O|_{Py|}c!rB)UT3-0JYws6OeEzGP}zP^lk
zvSE*qz<-9hA&H-PWPXKwF7Y~4@@!W5<tuNLwl`ILZ|vLiE39POr`4kDmTOFQ&13#F
z$u@h@wku*`v8P}D3jHFI<)<HdrtQ|t*-w6+WVm)I<Km$M+kKwPZhRT~<jUHl#Ochk
z#eZJu|L{<>F)s8vb>NlRw~V!giFvXe56ad!vPnN>XTP=O-PYMc?M50F7DtQ4<uoom
z2;yn@-5gk2d*s#OHGK`YWM^twg{f@YU7p@|^}PRM4Ih@{pEbWc+w&=2EY2hPiGti$
z&n*9~{nfwZdW$nT0?LbjhFQA{Sg6ktjLSFMU36IWKLgit)u&HR{@%B5Ygp|?et}<y
zKUnPzvX~~sDAV<`JF0=R?{c5N-__R+ahr1|%)6Vl_FmVTeTkM|SNF`?Y}zurtlF+!
z`Qcr!3J<rZ^=qr&cx;MhPw=pPeR|7ZH34V-)1t3tg&rw<zkNo{nhLwAMOj|2S58@Z
ztK93P?Zjj8lO=MS7uae~Zx5Yd#_#X-rPkR`+nD#T?B1gV-=#9rPJLY&<{y$7By#V>
zC0|ee05*p;xq;I%eyqH7^h(WP_G@d_uKHQ2thDu6V^`R==g|*--<4C%c&`xt>*Jr*
zx9m=S`1kQ&MN3MbgxuH9sq?x^i{2^5e4O<%w<LNRqnk4yf0oSCrL#GL*8H5SX_|X(
z`O!MQ54R%rd^37?Jiy~@&HUnwF#ib&>z8k>oxS{r(XWW;V!3L0uiiSblggGlZp9bE
zvVwwt>~l}aytdkN)jGSq{uAH4Gn>2lm@LP^6EC!tejom3?&IUTy{zK6*KaZZw#g25
z&;BzU+G?`Dt?bS3dA2(&*WE}`Exqu3THMNISH8cz@I&MWbI4@5km}DpNlWB;{y4?t
zZ7sEXv_B;0k6~_l@8XFsV?{nrz2)L{Z+Dw-u1?OhGtZZ|EV%uwsjlz%)4kIV{!J>f
zIk-h8ygu`TQwa0fqPnL2&dI$IJjcZMdtHu}h)DS=+I>7M^=~w%czyE5kG1m;{*`|7
zLW=($-*Ve*H~ZFIxx3i}G>@-1TU-BkF6TLU(fK-ZagLH-OiyZkm0P=c+3aQ8mdfw=
z5M9r8(`^BVt5rPrtu-kfRnNCpCpqq@y>sP!?m<?5=UGSnd|vjcY5via<7aCZc0H4<
zyo}wnwqy<~BcJh|@U=?>kNv#Gv9?obQw6vFeddWSOI5Qs%cVSBbmx=Bm!>%l)|Wh&
zJy!2O67H{i?%FW}_pH|2XZqI$mB+fSnzrJR?@F1J(ELsM1@=-e@^qirtT2tU4o^HC
zyl;0`__j_-ZlRSdJoQmK|1RpBP}O%e^<l_~<n!B2n^g>-)LhL}EAn4@u`Je0Eq1rV
zd7n^2y@xL}yIGti*l#V(*w&xu_u}B~#m4VcwEGN0h2A9`wrTb*ReGzuV_ll}w7?4=
z{ccUVwC&bhnQb3^%1u-5ME%*XRJV1`uGu_1GUe-*NnY|e$MN!Y)TdL|jh;=aT6Ru%
z?F_Tafm;}}R~JP8sJ`mmaYfT^YG7{f?k^ippX4%F#jR3c@O@>T+QitV>n5kQJtRMO
z-L!jiaR0kkWw{k=CBLk>mat%h#EDf*DIpBs9?kf!u>8{+`6IdFi*_y)y;4-Ocx&4I
zbuUh?@t7|(?fdFWv0euR=Khp8n`+<s%IwnAU2<PP%s*@tAA91d1>4@}M|IQx&P_;G
zU!k_Q`oXsD?cR}I3EORcg-`i+AzUu<hP(y)(mG$8l-19A-BY#YgQr~X+I{Qg=1==W
z^S`t)U%Ae&kQBjlJ-e*jBl>mB=a%zce=l=O2Q__iKani|KJCxB!ifh(+GV<4+!8pv
zG`NBxZtIKXdCU73o_)~sv8!9=+Ggj^Nh?fh9;9vA*}63~V24d;qrBvTrbTO4<;Ndd
z_bk`0`-9dThOCUgFL@$!($*<4a6GsawBbtZR^g_?uI%H-MKjHkC4U9qSZ8%1-q|=^
z=1Lx0#Zh0CW{YL37utQflauyjl5;4h+S;Y7h5Wy)o~Xbe6Y{ojOG3!3V};w6CT2}d
zOz6M-GSp}3-WB1=_hwGsoO)i>@Yd>|F?|+G?pXbsTBYE5^6{6|o4t$TX7jb(GIFat
zntMEF{#}VxT)+L;?6&5rCRJU&_*Khzl735o$9tbjzOuC%_0vrQ*o|ZtT=BfAEtOxq
zWZT854VBS-hqfJkI(O1kS4p|K+5Oqwy*uvtKaQ*{%gZ)f=d`CvdC~ss?^PtiZdv}i
z&Z>Lm-OY5h?QsU~4<pm=$e&xOvdwY%$|)&HhUYZ<zplO3qBZ}+y1Yum1FL*Di><w~
zSi7ohNtndBtjVXZqy!80hCXRMbMj{6$=88D+ZQaGWE`aLRkm+UxYjm5-+&~`FKf+T
zxdv*^@-E}umOe3DSwiHq<atw*!a1R>Gwis2Uv)k16SmojsX3&K;mQ$rCEh(@Vb3Jj
zwg*P~t(_dSCBek<>uSLb??VolCL|cFVk+W1Te?rOciA=F>HlW&U)u3`&h-s{Y`1*=
zy2Rr54%72tVJ-6~PIZ5`@A-?euI4uro9x?vhM%+3$o$XnP<vzY-2K`8UoF-z{@$Hy
z=KgYPh3Kc!<DCy{i|$#9$lqVa`OWmhjEYkgD^1t#V%79Axo@;<<BR>0%4gnquwNJb
z@K}SVa{UGVu89Xr%(Z!pnmB)j9}%~*y(Q$7QXPIdVOGq`@3v}}TWn1XLiE?0=7tCq
zWo_)7FsH9=4HLuJ>aZxmv)fwkMJ`Whd$hz;<k?z1R+BGkp0Tzk#Dd&3^p!sGM*lRj
zSjsE!>^)QH>P3}s#s;>n$u=KPm`>SveBRcLTpG;tG>f&3Z3Diw%6!r~bX$|1eW}fg
zud63|F)F_d$Ua$G%jL$reQDUI>%Di9cD;x*%aJKv`Q9X5xvI9%d#-x+Y^T}jJb?@<
zTnoJ9q}ONNo_EP5W@1mcp-Mx#!gJ9@nUhT}%4~F<6mmH^?2h447q)lKVJ#m1UT1Fv
z?l#MLI!iO4@9Gz|=~j1dv(_ysp4YaA?`FzRN7?MFUp}g6N*;W+BimPX=ccypuZpFf
zb(}0X(^cSCv34zM=+#B}2TIrHZMq!v>vk*4zpV%3Uu??!UOgfC*&prm5mVWw%<Fmg
z&2Wz8<eC$o^o3sR3ws%AYsK~P$Nl8K8|!!Jtr7a|o4i5J^4Im_Ro`ZO3+FR?JnKtF
z*wuBvCC=$Bv7Gk0mT%RmThcoWk9&R2jrYsWoRQpjb^pS6lb{E4_@>@@b>Vn%+D&;g
z`>DB_TW!BsCOlc!KkpoCT$cmK+0Y$5OL}a1!+2`5mu40Fy`9&XS}tW^`A2(y)0Z96
zRmn>$mPohpmR~ED>C5Jtus_)=Xi}MV`PA9lqoM<6cN~z72xXnDytazJ`OD@N*@6l&
zpA2lziym57p4%Th>tguEZ}%HaJX0=Dy=ymfz02+kO!LAsnD<uiZ{1@sP0FS&jq#T8
z&+vIa4u@>r>=|7kakk>ea*6Gm?IyE_S}Z;LpMl}0@G;HYOrCbToo8zT%S+UEB{#5T
zU*1#w=yG+jlJa+3?So3iJBsgZJrFqc=e_AS<<jhhCB3KVeS1}wedtqRq|n(W2UC_!
zbJEq9CU0qJ(!RUdzxYVuCcV|u?0bWD*juhxoV;7)(VBDG3zd}Xmah1f*173GLg-{M
z;dNOX+1Z*bV^1Up)NNfU$uK`Al;i5=OKT?Fe37X=eWkTP)}9toxg9IRS3c?#H7g8}
zDm7qpmI`;VY5ux8&3?w!^x#=Me{c6X-T1y*h+V6$ZS7I+1R-tb6I{!?&iO75x%li;
z8&8q-wcrQy*Otxd-66ALo$2+JM}wxd6s?|^E2*?NLCd*8bHQ^<Q_q=x*KQ>Blr7bs
zSADtR+cGhxws(SAw*>`kwG6guBxDvhhs^0&GWA%}QZA2WAzc;UmQ7YO+qZz>v1uy1
zX|%n;x77&`3WF|NO%C6f^FTMya{08A_Fg?Hvs^r50%y(OVi4KOxiZyJe}}`8=d-3O
z%W4*|I|t@HT4<7eCbs)MpH*0M;xX2AW#(Jk6H0<C&bmxns+Oj^W!(+#Xu+488u+wJ
z;tnisdFvA!*l7`ecy0Pw)s2CL`&L}N{6^MMB|K)@M5QO&A4ZBz*SVN_j5qau%qf4C
zx9dDLy<+=rFIm^O=8oH3X;a^=;XD>B;qyA5os`};b+uHC=Z$CmsVwhqPPeY*dy(}*
z<k5VY@4?%7JS^75X&dpMyL$C@oTE&lK*FypC!G%Ltekpw$>sTZksmLw&2h}m5^tP*
zKI&QBMU$3K9xKJq>M^K1+mX8L_>y&3r=5B8xYyyqs$X2a>+apj`)pgJEyptbN9Uic
zD<9c|3XCspF51NBc6X-5^`73gj^yjt7W=x%o5;v*oiNR4w*VXa%kb&G365XBuDRv&
zBILpJBj<KWzc-4h3SV_(;Tq4^$Fz^;ytx^#@_ByT)wg1mV(hlBj~r7!U2lBo=%Gtt
zH$MIi;=NQeZ}0AKdEF)F%HG;XeX%|kI=7!${?tnD8Ha1n{MEj=;QHpiz5H=grf>G1
z_DkmJ+STh%Pi{VLtGz&~rqPIFT_1OZs`O8}tJQDLSqAu7C+)s6J!p!**|cMCm-0w7
zX>Z)Jr84o>4?cJGYun0Y7!r@~)8foy$+G5}m$EK@*`IA0&n|lyo+_$XIx))3y5fa#
zbW>VU@%g>hZ&s=?=9I6geZK5)Q214e+bN~YSBf%MF7e{~nqVB8*`)Eo!1LwNG_$of
ztkWzkUQRw6dWmzluE32qYBHiKLe^o;nbOJkCpU&p558h1w6yqk-&D`Mui{Cuo!{O@
zAN*peuQqp)_fy9|?mb^b!%Er<Z}{2%x~Nk0Tt({C&PW5Z{<T#CRWhqg<>L<=&vYr~
zGcrC~C1SR5kKwN3iI;X5=DewU`Q&5lvAN0)CyzT`__oONw)0ADi@Ro-94TEc)`e%w
zd-GDZF?>GeSNmE{OnCDC>!!Dkv@ZU3jJM$Q?3H&}^QKu|y%e07{JHSur9HO;w<i2x
zUU~dsyi4?L#W0rAm~i8jFIJ@lvFC)V%=ezV%5c)156sK`C$~Pnw)XbV1FgsX5A8jq
ztLWnJcuvWR`R?7PPdM<~T+5$+VymB3#G{<ljQi8phiuqwJ$2^4sLv;Lx=w!TGrqK|
zLn(iA<AuhvE|ap0<5RA#shWN7h~b9*daqX1ydn$R)yHlJeu`<cwF=u*F-c$jeUZhw
za<)H5o}ONuzQOdQhC_gn;e4+%TSJ95i#<1ea`sVZQE0^c<7>+TV*WEMUU_%U=in3X
zH#`i|cV4tFHOa$nr|C(b-;NUOHqVw+rk0le`*>dd)cR#}ZC3Fez7Tp$@3*w-y60x0
zr{>O)DP8$?L23WQ`)f-IZ=9A)NVe%Ij+&of7jewp=ShL)DcusbNiX+D&)LA+JV)@?
zwVDZQcAQ`Cb$M56XP?JA<1cHBEAt|He;jzyd~eduo+XQ~9NoW(Vco@f&vtBQja+@{
z!7S^R;(2qzSbh~`ax(YbySixKkwcz$?>tj1IL=dBZ*^zugNc3qlJB%`z0BfJU0tgq
z$oJIds_D+<R<6|r<q3@Mqv{fVZep)el8c`6c=GwRD(mGWes`VKb)Kd>eeIzh`J8!~
zeU>V6T8n&Y7WVMfD+ZkUp`KlpwAJHu$gQ1wGYcj@SHCR!%FO&;isaodXKVg5$h2(Z
zd~W~bdU|%vMOLO&Poh3uF21s4m!+iSU#*NKyqDM8Pc0I>r!(X2@#j$+JulDCx;&@o
z)^$^L*TnwQw|1_45PGiCbjzg#F?E?RpGocKYo0Cg-?&C@Ui*aCze>UdH-`RfH~n0<
zW~tx(;`lUQu6#+E^7Y&w=QRnN3-TFMEaJZB7Me8oZvWgRjRu~t*s^=)7$(2sE!!SF
zrNQ08^o&R0zpCq-y^9a7UNWsMUZF_KjD3C9tRy$9Pg--<w!DtbG@j=7pCRo?^nZq^
z!*l%}W%~$;ZGI=g`s>=th_<QSRXHwx%PnmS<NY$WyIBZ^@H|%eF8b-|)JslBI}bhy
zUy!-$W*ArhNt<h>mh(<L+7%w_ztcqe#uT9^lMh&!e&L&IyDPd~L(t#C*3UNkNk7Mi
z?1WEp4<3BVzTf+3PhxQopKGP5uK2U6fXRg$U!Gp!uNP*@wYTAQ)OjsO&d+@Oud+|&
ztWOE@sc!gce`@QWpUbCMsytp`tKAoT=Veb?nc%4yhLt_P!WZ7umbhZ@gzMp#8OwX}
zCvNap+Px$1k;lp88_%Y`S$FS=@7-xpE<GFV9&OFx+J5%d4zZc*)ETS77aVEQ2r|6R
zw9NMCsjFM>?5?!t*kJu-RlvJW<M}h1&qf<oPSR9=8u;^SX49m~N6W(ZJMApf?rzO(
z`0E=#@%S`tCX17E=EziEy{U5Us^oK1EuZD=3m39vPdffOQd}iZx9?Br+2`+`H~uS*
zEZQ+Cj-Ns5+>&onc~A1K3~tYJSh6|jlIQ!Q33~5sp6^^Y>uzL<`nJoFhr+97@3>_z
z=(?fze9W9H{RK-cUs;u}+J10K6Pu@Ll*Wt=DxWg%el}@8Su*#u@aj!HbGRm#9Szu9
zed$$EZUs}x0rpFa0?fC|2zacy?YY;xtISfINAJ$Oa^a}332)MLEYG=TrCdyU$e;f_
z?D+|1=H?jBo7+k)wN-Y_+|IHmzxm$Ax08Ym><`E4PDy;6^YzQhOBWUku``<#?Toy$
z!&l|vZsy93tTy#gyApd2Zjrfe@wu|v<8juvuS>h0es`-9s=ju1b;QAy=GBv8ox)@n
zl%5s4B+?tuBlmT6q0$s)S?w8p4^@gKg6Di)7isNvY+~;E7VopKo;UYr-Q4bQUTVLS
z=5@1Ai~Hu6q~Dso{M;ntm696E+3#)Mx-|XDzWj36jSCBm9=hi+dfnH_-ty<>^Ophb
zPg0)zzA`Dd&)~?{*HKYg-(2qbth<?c@QILN7*C>F0DsQpz{&=m4KFY64UL{UWfC99
zicPA^`VPu#IoeEY?0U8=_*swer~OekxAo4mz45;5=)4E2H)F~kzYf=(deLxq-kFW%
zN+&fOs_I0S=gesBunFh-mp<bY^U;#3+zW|Hc?X#lsvdQ0xf#?Qc<03|gFv%wT=Q7t
z&DqR9^ZPK=o-Jl_w>MW-o*1h4o@b*;<=ZdMwiS6wEV=FR?s>%-$AeFLx~^{7AE~?e
zbV?C#WoyeNi9433TK}x}5))V~dxU}i@~lguW!1`-LDliWmz-H=bes#%JX_hfSbOQg
z$NSkPdtH@%o|<Np{&D5|fSCO<VWwHdPA{c`TOM0`3PhiJBD8jX@~vG=#!Meiik>>2
zucNr1Z_f2(_On78A6yf;ee-4UA}{T@wis_chwmrtt}aRlvI`E>dpn8m$;W=L^*lwB
z+={zy9(P?i_xn}lyqgjN#<6Rr9g6nh+hMU@cgNHwZMVBWMen}2p7(0i^9}1}1$FQ7
z%jydAd9Y6RmU=>wLFKX|4G-Is<N8<MZ2Enr;BI!uG<}VJpX;Jtc}7)pO`ezZdZ($Z
z{JMJA)S0J@`V5;R7q{~4+j`?xjI&LOJqu5Gh_a;H*@<eGcOJjJAv~~e>XjvXQn(i7
z9G`LHjh~jVW{b?9!=_8Z^_~@NX(>H&@ZiCJrD<VzCC@+7YMFE-xbneonQPT|WqM?~
z$~`l$%zYE~JIiQ`<YU{{bLYu;PPJHdYl6V3l;8<&g`TV@Dke<6QatO~ev>t4AD67#
zraUdo{gyxP3A;r*wQr<#<vHGRbNqGPw=DF8MpXg(k5KE*mJNyR3JF{?L0?URvV*(k
zg?kj<nf3U|q~QJQ*Z*gT+AVqEXXHtRFebH61^0HE9yHZUDR*>TJ?(9(+Lh)jQZ>2?
zL4N#uW18-8#E8lJO`ZPyu+%2O<JXsFY~8kKOWvE_73)NV=ljiEb2ydvL|RPybGfgR
z(mOP*`%RP1Jy>(`ttHEswZUJ+cHdZEutp)(CgJ-!>7eeE>M76d=KL$Y6(6S@v#Wva
z-Tj9#Do>A`nfc&(vzO=Ys;S)Di)Tmg3~1mNU2(bcpnu_Y*;krtHtlY+n|m~2<~^l)
zWpCG{x$|e68-*UXxpq@wS@olx@mmBpZqTmOZ<+CO)@)txY}a>F@}d<AibItZcRXJI
zI9jLc`JE@B@~Vq-<aWLe-DJ|cjZ;8_ZKh=G)vda_CAzte3VQMT|7VExy_K?bb>^&n
zQ3>f2{XaS99*?;eIVr^2<Ik&-x!d`&-JULMDx6>JDbgzW!Yb^H!IBQ&G<OZ<36^U)
zQaKzX4!#adwy*k^^2s5DhbzZs<H<+cs*caQw>5BIB)g=@PpNXL`EF-_CpetVars#o
z8NmGXNy^pM33=!1qb_GldfxjrH{zJqHc6>PkyjgzMund^DErzyTjpBE$tg9@=B#lL
zU1=j3aQeqp(~ij}9_^f?GBa?aNtSo|inYHp&E{?Gnb;~*b@j%l!lNZ_ua2CKTXyjP
z!zZnX^i+#1fv0S4nQeAPyt(N+&z{|76`>l&lC~(j@U(7f^tNly6~g`m@wI<2U8D2e
za#q&6X94Q=e)qQKX)-=uzE$VdOp8?wf=zDqUY9hB^U`i^N>CB9{J!d;;RIJ-mNgv5
z<Et*q#WXxfxbCm|YvS2t9vA1dt<D>sExctZt95FjcF(h|Es^Fsi|&=`zKqu1((@pU
z$-#(oU7O)nchmc#%bxklgsolLz2cVb9^q>{tn1lsAA8!9@cCujy*CW2bpA7#8UDCd
z+#`KeDtOMc<BDwU+46UL_*bl5veo4nn|5sI`K)ad87xKTKE84D%AD;vXCi7>J6VYD
zjeIbxjKhL$iRacUliy4%TV~==_VUNojvGB`%aiAO`Mp`LudL$c`7&6e-Quxn$vngU
zs70sDOV%p0IZgc~l`T{lBpqrRrD>q;nwA{C*|;cY)rPmW88yXW{<g<It$M$G<LVu2
zx_o;+hn}-s&DYSkSKDw#ldbjTa@7|$E8m9RFj!u>Y{sSLH<@O-ZqsuFd;@csCwr^3
zZw)_~P_ZKCqT7?($Eq&3G|byN;b7zPo=L3YQ@aC9n?oP=@GnhUaXf0<CjGThQ!nyH
z9V`90!*IUlhU%(t{%>cCjN5t)zMicrJgl3(eVVPd+L{}#uJ6_rX|9S%e%3xeIb>bw
zxAtk<bIOmKUfUz~#`C~B=YTES(;j^NV%jqM{f}81uKQL$i*7zrRkGvE!r~hrvKRF|
z<75jxDEjGrca34KLFU_3tq|eHIPGOWmLK^xJ&8>yrNB3BmG8djtlY0z^V2T5zc@cz
zsDF>P(f5!xi<9Rq)=ON>E1f;#;<E(C<JWd;cZbZVIs9R5Wme9cmX|x;T{3=lrDcuB
zxms<@Yn9g}9(+}s`lwAOq38MXs%x>g8RLwjj`8n39rSeT)SHvpCX4ua+RU0ep-3bl
zbh6dTgHNu`C_hoS{pHbkrERwbo|?V8)@Bm0!s5K$)ZKi~EE2<N7D_z7Hg64^=gVtr
z&88hH_Ftr==g01!cr>QFFwWnUsp01FxSg-VuI_xkHR1NYW4;R|#D03L(cWF*=D@Cg
zX=~I|pBqR0lKIbOEM9*2vw7Fnxi=5W8kl*WSmm3nkkfdy%5$4_Wmb_(gWwjaPS?zZ
z*QNG;wK?HfvX^nqPu^>lY<sO9g|cY)R9$}Drzy<p{xni!`NG}n#il-7_*~%bBL4Z!
z;m4K>z9{Z`seU>4_M|!0;pS?S=1gV3G+nvdBzUQ6O6Jj(i@7#TmrH*f@gZ|l-Z6`{
zC*DZ16`xrB#DBHrQVG|)-eK{^$EDU)UC^7mv2kL^o&|4DJzBromBWVlXr{!zHBTpR
z`!${WIkU{8C7%lnZ*4ex?b)f7N8@{T_tjQ~om4xs=d^d}=j5fPGh`lw<Vrnx-u&9<
z-YTo-FTDz5B`$a0SgkTUu)l8VG!>PvZ^M^QE=gg$w#h}v@Ks@quh%cxjowo(^sA(A
z|FmZ1{p94ena6g-)X8S^dEAwmck|KuX;pk?&o=7#c|88S`tZaH7ll^(e4MpQ#pQsy
z+}8EFySf%<Cz~8=VeET0{mqlVS+8S`@Hw2nv^e{S#m}mb&H>xjoIO>Qmv%aH|9=0P
z5T#rCk8B!`rr)`1Kf~+GvfHQ5{LNPRx~Ze?)6<p7iQgTMd#y>FKDq1GXNSk~?O6*=
zFTSy@SaQ9@e&WP$nX-NLTC2aQomAicII8K9-{HMx;Yo+*?Oc<ZJxkLh&1-R<@%gQ(
zc@gI=*|wk3w6vSrTh_4N@2lSRJEy$f9Gw+bZu#=M+UlucIls$Rb2k}Otokk_8n}J^
z)|4kb|Ad5A8EHAJoR>9e^9IS69+wgx@O+N+UKpOUzm?%*<onYle^#BJePIH7R`0%-
zFC%tXPu4fqa*fO4(R>>vq&2aL{YNO<Eq2+A>(1;V*PfdF^t4!Y&W%H*<j<?yGEXLl
zJmEerb2+or*z2y(BFp~_HW&M>zAxyX@yS;yrLX?brVGaoi*~4#y{Wo-C#7`N?}FkR
zR~sH*o3(9;diqL*n3QCdl2u399u?1;u~A{pv(?5AE^RiNvuNJocxnGjD;3zkth^z_
zX~T2HaNUK<_qUcVO_rK9@k|JV@%62Ny+w6%Uw)nxFPdb)lq_j_Zfjk;_}(J-1Im`q
z_lD-#A6h##iT&E@{i41%rBu#*H@R@{=D#f-Rlh={cYj$k+kb)e0`*&y_lrm+ZMR%=
z_l@(`)^oL)mgkJSGHpt2zAl@5JnE2VcZ&W`Q*Pn@D)S=adBuS#pO5-B=Gn;nXZZRe
z`L-#i#gdZ;Ru*aA<x>}pnK-BV>w?K=L(}s8GQ!GDzNc(eNvgHFqSAc*%d&i%D>_G>
z%Y<z4ov3Zjwm_xoifdctif$?WWVt1~H)t8%`_C}fyx_5E%y#uJ3+@?QnApF6ty4t$
z`mDw|>65b93U8aJ+?ai(*vz_aYlOjLb=%CyO-mX>ziT{NtHQZ_lUkX?w^codueD8R
z4!z~19dU40^o24vKmV-;!t<`in9Ei!XFGAURO80kcfRwg`17M?2(WuC*`aKj=wbPN
z_0uG;rw1zjGuT|Y%V4?c<T=|_w@TM_6{ci#y4N|bR`~j82GirUKI~radQa~7a?tW<
zWK93Dg#lW}mu9Cg)cbq9$>PMy<9_qDvM=?rTx+8DOX!os@(2GJ=3V8mNjFvdwKjLb
zWS=>~4#!Oz=ErH?w2-@c{(X$qJCpS$EydU7Sfy`O&p)>%Zi&hC;8&UJg|2_kJvArc
zSLlqqx7@7f*y<MToZT@i`Ey~{TDc34O|^92oxd>GTBUrGuaM%6!_2dqZU^&AFD}TQ
zUi8@JuhtfuPyUYsPhGB>;nh`m|5-_9Wt;M(;!9h7&OI$+V7SI(sPWYO!mQdeNA%TY
zSG`-4o;J(#?{hDeE;D((H{aP!+gB=k%{<1&Z+gbH=7fPnLRfQr%%-=`MO1fgv0S*e
zbB)fXQ_}Cgs1zPtTY5REb$i|eIc+^oHHF6GTP@Y6HiqX^&yuzL?kM(D{q{zkw-WOO
zzu4BU`g0=gX0uFT%&8N+&mQ?%yua}K+L5Ds_I!VrrMqs;)g8wQy^b5{Mm))re;6X~
zpYT(UeVz8oiHBBLTl~$IioDOx^5x5_XJOWlo|@h)Wz3nA`1!c$^vb*i44em7_AQ%T
zHt}<^q=;uxuedGy`l@5^ekldbi9cLCAy+NQQ|N>L<5=CT8@q&-Jb66X$^W8z)}@#^
z0+lb_&6e9NG}qn{@l;RQ#q!hfecJPPO*5Hf=1^31J+%C@v8HVH+%Aq;NxjDx9*z2>
zmY4Zz%NNtP?_y6#TC5dIy|-`fYb)zW;pO?)b}6!-;$&7^dwZ4T<BvH7RZW}DaC}?a
zvTg1|9%*IK3$`tjcqDe%zRr_Xdwn7_fJ630-mSTlmOVZF-re_IaoM&+k(94*J#9Fe
z6~g^?g&x|jZtrz&9&4E5=Sa(qd#pY8o(YL4K3w{B`QO<!jULD9rC#Tnm`pM_*eS_A
z@zQRKFE1uDthcWEx^_zJv}K&Grth`oGG=8kXRUuZt0U8R@^?P%n{VGFe0gD1|Lf{v
zm9pD)FW6rOO`W&Nv^23~?egN2i5GNlx_z9KU0b5fkr>2o@AcAV#o_|*2ZoO}FWJTR
z=Fk$++p{vaZ#J9M_P0yz)QzT^4Ysc~MIC>p$=NvTZPIo&o9p_keV-l^<qtlWJ!#8N
z;oSb)uECSt{5Gp31_o}g)sFVv)O^alz^L9o>uJuzNts3UaoNk&B03l=<fis=pWJye
zucAabXwA<{QN~%1q-)zbj9-U{1?^<un&-JwQr0zilEa+062HP1SI0eHeO^2A)oJYt
z=MvG}_tP_icAWSXDzsliAuRWdxv-nlRCZDEsbA7`-GX9yU+O6C^h-G|+W)s%cK7OK
z=FD@tmgeWKaF?z*zFc&1e({PGXZEN+40)civv=~UMVB@^FWEWOLiy{8*0Xoow;2>4
zb+!G&bzI(jS;fl4=+2}&OCHQgUh2N(*~P5Xw0*kLQaf5_&S`!d5!HKSyE@kniP!h0
zc-_x1+@YL#@VseQ^wQp$1?;xj`swP`n`@Q6-np{jV(z^=GdXnM$Fv@AdlU6yBm4U0
z66<#A#h(ajm^{zneN@(}Q=IRts;{l$j5s%EPR!Q5XDs%pF7cQ6d*Q^o_=pd-TMRZI
z*0=b*=lXKaJsS@<WTbuGaORG|>P(X_YDSZ$t$V$-zhCw8`$tpOUAy~6d+8<9x#>QI
zTUBmV{b%_4`o;Fm%{E$3(&q#pUAy^1QcPXw?1g@To9i2%zlq+j9dCR#^<(XujZbfU
zdD-<bULgKw>eHJ|ezk`2fhU*UsQl0HDp+=P<45~eovm!lDjKpo)>%AwaV*Mw=Zj0L
zy*+k%ot5XxDla&%m|&NDa((iLV9Q2PBg?<p)^Q(rw%y;;7<r{s_EkO4dDVuL)F&nE
zYpbSS5tE;$K3_{HRAllq&v(`C-Ro6yl|+*#8QE+7e0A-obMb}n+DG26yXTsIvMPQV
z$C_X8d)K2qcf@49=e;{Nb8UQPOV`z#^B(6`t+A3x+x0{Jr+e1N)7Ep6=X-sTww&2u
z`PMZm*Y^CGTQ%oC{gj)ZYwvjb((VX#i4!^UYb#C66&SP^dv8@?sOI{h6})?Augm&X
z7rvg*a~9n3Xj{$kucprmV)-o3mIlTOEi8_>`BOOK%Z;}RvzMD*a<u=n-n{pYf#tec
z+zobHweRM>OJ6)~x^>6|`Lz+e$Fyg9w=%yE+Y_{o-Ro7W$9K8ycdqleX<j-N5t?wy
z)#lN5Ki-@YwQFZiP7|$pKI^I8maj1n3aYNx1qcV87Mgl+x!9xkVr4<=HFkfNF`K_U
z%4TuF0lTf2{1-bph6J8X-=k)xvv{eQ_e~FZ!`E?BtyV>^^<RGQv8ra|Ny$Tpp55|!
z_w{x7+pT<F8(#35MLtWYRPTD`a$=KM>6;?$=;f-l{R`(wnJ$_;^-r(&%<E^)8PCgh
zGTk~e{EVx8T=u#3rR-di>?~KNnV(fz#Vzwq)VKPW=!RD!U-n)PUbpw6$;*I$FN?1)
zEtoFHy}7`rUh~iDOMfnJ2@RXs@G?|o*0tkZcW!N-dOfXT>G|gM%KsU{)#{e*-1+5f
z*p)vg>bZVNoH_7C{bkJCzn3hJvpk;sGQ!H_x3YQL;gJ2NDi!75TF)f3xyi0Pxz203
zrA_$4(;`C3`3|+UubcN>e!%6mQsx>zFK15WR-;`(W!)Lqw|~@R5%O5?aJeStF=Of<
z&h>MiY%e&XVOtf-T&xqsc*3-2!zzuBuTrNjy03e;fA^X_ITbvQU(b5~)+R7to#*k#
z_2()~vpde;v%7lv;3La#54PJaxGvqMXuW*lY5BE>OTO4U&JSumsC9UL)hzAS0*<U7
zlMWyK>^7s4^V#m(`cj$+Hs_D6P0Dh8&HYQZ{+6h6s)l^h?TOphxoO5MtVy5sVXgJi
zjT$El+^_ALvBx)CWyO)6wB5-)OBa><e0lju>FTYl=ZhqE&G%Za#`R^H`>I<$%X7Nw
zrOr)z!Qe0Zx-^XUrS{w}&z5{Q%Da-A!#8j0>68D~{F)q9e5YNvIl@w>(sXv!yd`;S
zd{P8&Ke;6BXp=bQiPTydU!A4wUN09jacsOTQyuoPDkdoZ&AZAi*VanUNn5?!eCn32
z`!f%F{b!hKne*qw$rb+h-ejIl+d1>ucjpXs+3eZX57S&)3ga4AMows#e{y}=YmJpz
zM`x6uEjgN9y*Qlv)0Qt*yY+=`#xR*{&G~Ei^V*VKOE;+Jbbmct6Is8KBSlS3<#*_A
zegTiinYy#?-HJOVDjHS1x!mX1w12<EgK91w|M_g^#C1219DeqsDtwa2m31dReHV<K
zJH74dgS%$Vm-bBEVzp?M7pKObHznb6T9>ajBwznv@?%eM!p~d&a#K%uFN!#Mcv9ho
z%WF%zJtDU?HrZ|UJ$7Gs=cdEg!uCAQclHjxnwOXO_msH|bJs(q?jzzn_bZD36~-N0
z=FPf8D_HqL&()cF7vmdjR|WZ9-z}~^^|8u-2IW(V7ruH<ZJA^==ezyV+*>~sHW^mV
zd3?X??YYG}KR3R}j=S}ua!&c%@I|-OikACn*1b<Yx7LJp%ghN+7u&i<PIqhMR4rP*
zVBMov9vA=RExG1;W=&D^gesZ9vTtsyICrnOv8={4>Dn?^pM=u0iEH;5$WN>|Zxi;)
zzidYAa<=VllT|LPX8EhNbLn*#zPY}0{4J+(%-s9ZcTbvGa8u=@y=?Y;cde7tSo8VW
zy)HhV^NUMwm*Q_tYh8YRZ-oZYm$N2CNGmox+k5T$VJ;b+t_sta0zZuXE8GN_`;W|0
zy5QH<z2*I@{>h2kcF%1;asOes^x^L*&-1ijci0%GvQ<3)vf6v`?RPI2&RW_EW?59I
z=laijQ=|5I)z6vVAMF*oePCPX_9v>fN2^uBHXd=1IG#1}hNjGy<;yiEuV2=w+_U||
z-K{%Wl>=N2_t-O?-s5IG=VR=mcn68}pP@JP);@7=y#D9We5>un({G0a<-HH)<2a-s
z?XX(lp7S%KCn=>OvmYHZDvs&BHfMeDGwlhryRU`snbzub?)$`hvpYUiNuB$hx?Z`c
zNqe@H&zjj&=l6NaUt6_yir$YT&&RL*f@)8BuG?R@QS}eET6y!^P^oW5j-iic{+%!O
z&iKcb=RPy^T)m!|<e5cf={--Ju>5uC#T#aly%BA)zD72i!mo?`+%kLSl&LvVm#5A-
zTb?P{8B%`M<jhP<lWn)WkMTV}x$?<|_&UwiH!eEX8yUC0N&LY6Fih;V`oz%Gjoc?p
zHoEQQO}icER<vCDWzm<j!uo#qrXJpP*In5tUGjZwK|jmqAHh#rV-h}I+dO66cJpOB
zOY)shy_@&sgojh@(Wq@{=Oknv?T+8PYVxON{hJlfGt_D=KARlr#akuwpJ9eo(wdX9
z8=5QB%L_eqH?pfQ4V>tAZfkj+i)+>_O|NP17;X1kJ$tsbV-6433$FD(*9u*Oid@C2
zZ@m1L<@w5CqO!WJ!=n}Fc^>*D<?eWWYs<|me2YaF%v#kEr513?{b|^|U7M$sJlc2m
zyx!amb&1EcxiYSPZoIVn<RUj6jx~}=x0cKN=DKAR+mr65nKA#&<1qf&%cCy$Yb{Bi
zHO*ra=d+C}Q;r>&=diZ&{UUds#fxuTt8R}eKkD**_LZJ+YtvsT4aM`bmhV09d~j{h
zyEO${*R@{PoP4~h#Yo6Pf+duFM&rqEE5u&#{I2S{?474=yyS}Rn|r1ieted4UyoPj
z-{H^NGFjk1gI+;)VqNLW$kn>hLeH~q&DrH<KIi&|AI68vrKT+uTH<<f2HUT22Bm;X
zS?#aN56;b8%4?>1Rb*p;|Hk$6&wgCZ+fwB9_C-kOYDdp^RmU0^oL&4fOVmo;@!Ed9
zeI~EWgI{gde!?@cIezPRae<B-0#+sKPu}nQwk^Br(vphvf$@``{J14*c>3p@{(T1>
zca<t#-rc>~-bmd^a^u-llZsc_TXr<-_*tyWirC;U`j_8r{Z3i`mLtL6Z)Ke1@pEH!
zdi`nQysayg&f9HyzCB>i_3$nJE03(SJFfBS=808p#&hPi?Mmw{zO^VN{?K;cn^~zE
z+AsR*lS-Z~I-SlCw!86VPuj}H^P*ewljnH{P4jzHcxy)Fhr*~fvDaN;9SOzneeXM)
zZAnv5k=rWmahElF#wNpNzi2m$vzfxv@4YF$QB?Rk{LyyhttFb-LK?a~*Gew+2(W5*
z$1O?OXTZ2b>$#+;iOYs3p}lM8Wlp=gb|I7Vysvsk<9@DY^;EcWFRVIXmw3g?1vhdJ
zf2v%|<|@fFi)&Ho(I8=_!t16>Z{IlOo1GS+FRyHKdBWsNGi4Vf@9d2ajX21_6?^o3
z#z}?;DWNxRZ}{_S!JVup$)dW(i_Ej0<X9dv(A@1Fb6G9zxyS}>L&=w29><Exd3Tz0
zOQ@TgoawOoy5`!P=gm>tCa$-(9gV)GkPt3vHSg}~<vZrv?!KnHQ2+8;PLt!OZl&o@
zog6MC)9-b|J9n||%gD-?p(`ggoIJnPBb<3@cBMMY<7+F7CeG8m@4Dd4sRaEXt4oy$
zvo<B$&AHrE+!%PJW=(_Z#94Ebxvwn`aQqdl@}l;&)08d7%j#!bEm*!zD_QdVmCMo!
ze>F>0w>dZWgqHi&bM1H{%HFli-=^onWg#UFt4805O;uq%hHc+gdkct6J6LSt8Xr)j
zaoJ<;)3-Z{<1LSiJ!jteGQRSU<z*JBl$3Sm48D~TKR+cteO44!t(|x7Kf}@OOxK+!
zUv2!e`tzjfrqYZ%GLJ%!KabD<<Fi{kX=B@Qrv3KmX^}IY&v~||XVv_p%KQAkduqR`
zJ^fKGShaP_>H`L@{lA}tpEBF^=EJ0Q=K6bUtsk}hc5f}Y>3AYL;@{5oJ<la3Hhf*5
zHYI$^tn8IbW|t^#YtOCK?LCz5xOK1ggf!*8uOfa1>{VNj)n;Gn$?-|K^+hSndf(O@
zOP0b}PK#HFTsS4p-t4=V%VSeYQiZ63tk#+ox#jb&CPp{UyK276#q45c%I)C4YaZ}D
zp0#Y<nyNyVcBZy9J+pVN(2JeY6WSqpxTq>jr>IEl*QDc<gD>n@{;Xufxt}Lq$F5zs
zT+^Y)IIcYZpt9-Bn;bJf9~3<v?3+`rwl;a)WMA`bN2e6oY9Cvld&X!>-VD2~U(BYZ
zw0tmHdnGKqvqWuY$Ek@4Ur&ghmAdxjRY`EW$<Ex>c4<?~ge+Gk?zrXZU(I~zjYRpn
z!josqwY{V7JYFk#d9uG-wcY$olZ~tO9k1=(b?s)H#5vo}_0zxX7dW3SKK<5SX_t@L
z+h<8U&$lprer;*!_O0E^Bh}Wg{$#i9LXv?8d)BKx?hAi@YjTZwk`g}SNBEIz=C4-n
z=d-Q~zg*_E`KH9pN``--pRYa+^bV=oq8&VE%g_17FZDOh6MGwH|B>C>CqMMj-u+SA
z&7{^9e%iQZZr0g+9Tkfc+_PRUjrzDhq-0m&@}OHwl|R3fT{PvZ%=L{gKI>lH;bv+2
z^w!zUj#ZB(o~?QD{XEO6;ydBnKOQtWFSI9>bHDn=?T>gF7oX|UKIJ8vH{)n+>+jXC
znR`;2e_lURwRds!U8{+Au3lL4b7!>aq?VPM8aKZhB`J5kNSGShZu4!OhuOWawW{_}
zUnHNstmSuWE2w_7_w&Ph3uTwBQAuK85h}hc`swbPW4p7X*DiiqWMug^W~$PgH>JVh
zKjxml(d+$aZR@^itMUXU%s60k{eYa&kJjRqzFNoCPZgibJ}mbwEq3XRo^qQolegFQ
zL_D~>@~mb2spE^5p5~4^ad`KXJv~Pzd9F~9v^;9tkQ|m2AilKPa7&%L=(-bXNqk0G
zDm*t<&SvRfTl($LiD-eke->xM%_l_fJacSDLSa;(3(s7wbl2dc-om*xUrkq)yX^j^
zdtPdRykkUBb?EPxH#^>GOD?%%I8RGyR?@DNLyq&aip|_yQ<WJt)^&fcwu|?=aVRWW
z<mBUf3w6#EcD2=>KJn5!Um@}5m5q0ouK4Eu;LC~|Oo#iv+Vo#26Ag3zlzwm3!_?%B
z+ape`SNIsZex~rk^HEQfcP3aQM}~(Ni`knNZ@IHwD)8d8cgtm%&lU$It1ZqvY4dfN
zag%ncc#_Q53+o<~z7I7#DgPwo=&nmbhEY+6w!O*sxtgxFW}|f0=HfY5W?05_q}yf%
z_(yg0Txl$fx*IX^seepR`cm%;mr`U3?=AYi(UXrw?oRM0EvAa2`Vy}_s*O%4HNFiw
zU45nN&e!E>;ik9rndg0J`5f54lqFqsw!Cqa*Z~W5lLd<MUL8zXR|<c1ou7VY#ogOZ
zUp(h~Z3<6#v_)rOq;;{&gb7E=o-Oiu<*O3V8#$x6>&4o&fqW6dM?;!KbsH+zF8_3u
z>Dj_*Q&064{NBszF**Oizfx}w{-_QCe)cY%uCi^<ohIIHzA<lWMy&iUak;Nuvm?Gf
zDPKFIjECo1koUT!E7c|(t7K=nnA5)}<@;Lp-e`%};mRHE&D&?4o@I8UX2t6@xicOY
zie5hP;m{lgBMZ}GktV$w2Q1!4n{!WY%I;kI)hgl1o^Ho(q2h2s4okJwQMb$-)z+TZ
zS}nj^Y_WRooHtkcA|~4Mrrn7#knr2T)>$H{sQT&)MWc;BGc8_j__<4L%Y`=&wwu1)
zRa5=e&pLcw=B?t%-~F_&efi<#y8W|#)Q64hlV@!S4&V5!{FnPoP3_m=CFgmToK(&`
zc5w2&U7ibe8tn{nI9p;>|I2J{x#BAWt-GOKEm7|IHi>R#9-nUV6j*Zc%U@c#ZM9O9
zADh*+(zkznjSJ6ZbxadiFt7TO=@s1L6TQpn^m@ZQ<3O{eCJlML{&81jZq*d@KA!h;
zUGBY)_c;n|*+KK~A!b*?vlpjl=2quUlH`)lb1m6$YsmtUg4)%Mm%qH8Ip0XQr_Vp?
z%Z`Nt8eAO9uCCwUxV<dnc&<tU)4ZE&PVe?TE*B~J+|+X3^FoGgw%Q9e%xLgg+<bdo
zw&-f}^2=@sFL!yQsmxhdeLd(`is4GG#j-`&330bler9gJ(G!+?aq4%0vX7UxgzwV&
zwE5*H%ikSW^tt<^9;ElWtl9bUoc6LEI|`?s7wx*puDF}|Y}sMAbwy|Q@?4SiyEpY}
zRCHz6n#FeeuFlAv({ynjzr<Q=wMjP2N3*R(+1~XnyLN-^XXARO%a3IG=9GN>woXW0
zW#RXAzplB2vV5@#XL(m;m|3RZsq8u7xy<A1OYMG6oosPFIOgf&pFvF=3RlZ^sM$%|
zT|IR5{mM&Awxr#%NZ7IV#g>=PSQ-y}UFUbH;<3W^;B(qna<+;dVOYu7?v*8YWqDZO
zEpx-<4|`@8Z`b{@N?c0WSz3tSuQ2YNzHZRX*##`?8LrQ$=zF?o+t2u?sn7p2tc^4k
zEn0bf%91bMSAH@d@l%}HHIKpOdf(|an^y8v&HB<Wd`FX~_`K=okk8X*Jo%!wTO+t<
z=GmyC+?(^xE{T&=edYdXeZ{4vnF35dxGdLC-tu~((DQoR?7Jm%gVb9c^JjKETDR6@
zo14fhlQ%cNlukXnkL~Ko$8*A0MSDv2iubwJ+{`UeI(YZ;<g-<xZL40q`qaeCKY_pM
z*;U!ovA1@<-JjwX_^C1G@7HbKJm1!>I^}4(qOM(5`+TYO^Dg(G3g-T-bF0JLW38=U
z)qH=%eOTsP>yGtGJFlpOB*;&*ne%1!Kiw-4_pH<3P0~J`c2&O2_{x)OQ!;nDyB42X
zuUTxpSFhH4!F{F3Np~jSne|n>LV1ph=kEi8Kdv7M+x2^4=$*1>dw(CUQ%Ik8TgRiw
z@Vw)XFKh3r*CzQ|oqDOh@~e%UNMA~j#eugm&(=QNJ;U5c{?Ok0j&9R#dOl{5sg}yy
z-Wq&hsfC-t-u}RlYiEAEdR4i|+N;PoQn#k%&pY<5Rqh>Y0~b_=@EM<2Kh@OxW>JWc
zfyasWF`CQ%GdNpq+<tiBD}%V7lcu_#_{*jpu)}D@-T86Z&u^GoE>sMdGym9Lec!n=
zLuY)dy0)j^t>{?rGg|?-1J=yf_i|TnY4AL8V)X=P<zt-e(iO*FMg&KBwAc9+pS4y^
zzOY<vUD>qD517BKyTsjaK-A)BMZu1l94g;m#@24zz~W%ZxL>Qx#dlryjW0jdeilxC
z9m;6ypBVGUYLZ}^@&xNEYm1EBvQ$$9H{TRb%RRR7{nXS=)65upgnxAHls*>0^VL+b
zSEXo80l#SP&D^_D$B#-a(u(t(@<2Ey^h{!hLfYQqqhb|TV)PySAI2pYggP?qjS{*Y
zd~of%voDIm6DHUzXlq_sXB=hDw|HMRS7mI+aj$O+H$Dzo@pGHZyH(moK4zJ!dA7b`
zK}A_-cHZ=hxFK_G-xQCXC*-zzxyK0lZqffX<@W24$yc6F_W8a3kZ@j;fWPS%A%`NP
z!ugl>m45K-lMsuPk>Tn0`c_feY&>@{cbsg>&bb#~2NphwjeI$+;E0!=oBiDKLhh6U
zvg}cxIP@aJ%YFK^^Q><=a5*O3SjYWtP5Dx5TYsNzQ%-8yZa(lu^pZ|p;%VW=mod*~
z=URr|*}*>RjYGr%k)`Z+PTkAco6MrAR(QYb#nS=~mdA4@ztA=kTD5T7uQ{`J3*|eV
zJ-;-4RrKV#$9Z~pHr#Ru4BqZI`AW()?{(5Dp)FIAb^n?68|PPxyj|LTv~21Dn=1}0
zr~EEC8yda$$;ZZUWyjAOUv}-b&Ny`D#J;&xa@m<yJAYFAdeo@K^f2GyS#zgs4D3ml
z3D@6u`{rDk)l&sr#R`vkTCAJ@yLo&4Qir5l&0iO$+!eHxo4Gb=PPy^qH$kVYJtt0D
zthDm@=k1n13;efw99T6?_MF{Tr!X##xMkhb79G2H!ocvH^|czi<Xt@f<gTvT_RLA3
zzv^<dYGnDG1~%=f2Y24N_EMScpU`?ixy4J}OT3O>UR!c`(P_yfOZKj_73FT6UmgTa
ziQA@U6c!#W8I{DWz`l@OZP$bDC$;|ZON$?=#ja{zn-}$;Vb#G0d{-VW+P2X4@=b}L
zTgLX=GN#?&4Bh<Q-Rp%~?ndFh%#FvSS-u=M)s4M%t7*kA$pyx3Dqq=FM&IIi^4ak6
z&+B0q5|}T~oAPsUkITN}YKtemkG&Z4{=MPtl8xKmajuyyF-<ep{iE>Y=*jO2y!cqt
zT_RSSyB&3z6y&OQ$z;j4gXe55MNZH7bL8f2hHE`MDLr{_!}d&JxBT<!ilCNn{)Ol7
z7Ty=u>T~Kpx8d5&MV-d){P$&FNba<GXTWB;rq<VehKT%>1g@ek?^(CrM6KGU>#DWD
zRo3ik_Gy!}NZVCCK0fX0J+;|k`6fr@&bd`Cxm9@M{Hlz@JG#H~ZeL(&Q+l-Mg387d
z95%Dw|Ji%`!~wgnC*qZltDiXh;n|L7PtWXDUN`5vyDM|e()j(Rb9BF-`1!_S)#cS|
zSM9Vn|GeVOy5>{6e;jAqR<zse(35Fvr8*`1j20ACuFzYO+M`zWDLd<?&C!Ydc~j54
zs!Q^gy#48|>6F`EkGgh83*J(Qlx(Yzx$dBvGRcgm!2NZk*vf4}RnwG3cXOpS9F0k_
zyt~)CFLs%~^R-<Ci<7>oZ%y^&cHi>#NqDe~Mxstt>pAU3hPiwFvU;_%ir?Mlw2`?|
zXkD4R`^OH^72l30&5!a_4&2Co{o~?k;VI^_d~qffcN<?+KHHv?u30eWW5C_p;)&av
z7Jo23?<&(2ZquX{Trlav?Qr3{k}gYl{w&{HSk<GLmZGd|yHeqrtWuBM;^tX5>eb#E
z+&sAM=B;e!R&(+6jr}YMiq1c(Lp$E4^{Y$Du2wwr!TWPc<Av+Nvd3ObZLi}^mpHy{
z#jT)C_lu;f*S-^M<M+8{di~e2$2Qm2zjOJs;hfd1wltSI2ZisVyFHIes7udT^HfSL
z&QWRQkxfbobFRCZ1a7#)ZtBbtz07Va$Mty{OLDJO%rJWXD_q%jiKpNV54)L9!i#<{
z3i@&2eb<xsPue_Y9%T63zcx8Y>t3o;)cb|U4(ha?(4BYXcKeO{779|&Qub&nC^S_6
zzP9D_;mRDwhwV!X<38SbS9sMrBmK;!cZ&Y(+r5q@CFMM3TRr>bf(a`Ra=#Atu9j&q
zko>mhws+XsvUuLJx4oMlHrHA{?>e$~GsDI>#+7SRrEjw&%do9I&g3Cca^mscxV4$N
z>}OBCoA~TyzS1^+h48@TH|K0Nc(Gh`qQXR(-rcJgbrtD~=m%c6Ep!Q7>bY!M`;4sC
z#WVYA3nPQhqzG<&@_2IWvDLYfp=Gk}c}+VuXP-D|@#NyVU9(ihCcCV);NV}ert^WP
zxDE5Xt);<+6R*!ob_pnAH`NQjJ8fZF0!wPq+8@;y+k&k5rq(&k{B~BSW2po4oVrr)
z#GNXUTjw@D`FL-aLGt8$xveMMmWF&NjMZHpYU(Nc?%lc)uY(3lm<&T^C(U`xthR8@
zWVMjz^6jEt4!5g5dcHWZ>D^iG-ldKQ@~pr83b!$wdy0K;-p$+z6OL4cnOwW%Y|LPB
zerf0-y>mwwUP*rKcjwh%g<qF6UpJm#er=6bo4j+R*v(6~&g~BMd~o$<QtX4izuNr{
z4?o^Fy>i^RaL)5TUspxTTx!mH_H;HAhsiVda8uPS**hZ(`yTC*Toe}k<#p8R8>e0x
zPxF-V;!nJ`OJstfgw3N3K7LYL)|RuK{Li4&dbViZiWh?OPpNNMm1*^zMQRft1G9wf
zswLAN`nk*f+gg-&`ouHO*!#{NDLpGsd|O?xPnvyivda+}`S@d7I~a?9{kkZZYm!zJ
zR%RC6V)K_byprodlkLk5+fO!!uIuEUH}%3dgKbMc>lwIL?dSR3&%?j9Xv6lIk_?};
zUU7;%-<NH_r9D^5>R5ui`b0l>pM<Ls%kGGmt6$&itr2`eKI&E9Gofv_r5Xzu*}FDM
z^B&%A+RL+wPokhUJIHR|p6fNL8_!)m+nJ=}ol+dE@#ocwB-R)Q1MO1PT0yZ*8{V#+
zXR(rHl73*gFiYUX$z98<*XDTL<qe3QHTm@W{<S7Tyiwsy%QtTFWe7X&HPx-^%4?;^
zqGqCftbE#wxu@=#c-~Z_H>+T7u@_h0mNnX&3|7DNI?l92{@j98Q?HZnwD0uS%W4@n
zX+{|bPN@mCjPcU(V_X?}ziW-i_tgr8o@U2aN}oHdv|_QP%A~9#%jZowdSGqXi@7Hw
z`?6Mxo>!XpX;B}?n(#T(O_m167hN&iXtN~c(dL`|Ykl4nhBotM1^Zld?UJ~9<I0BD
zp+@{!GdU$pb#KmEvCJ<y_)4gyfaarRnc>$~?P*$i?$yEc5`z<WZC7oW@NC2Tud}Uv
zB;^^tuT%PcbXLXow5|jX*?!aRS<xjTJFDf^KTim=`JT0W`g-xpHEGv_Bo6&K@Yrta
zmC7K0y-&|&U%Q@FnXlXP*v~(FkyWkJv#`yRPg^8#%6)xqm9wjH>YisRayMVbmOOhZ
z!s2^a^xWY>rMokp^ygKcO?$ai<(64j^wN@DvscMH5mPsva;tXYgzZyyf4(kyVM{VQ
zJKKs?3_sH>zO5DVay#Ys?#M?EWqGat3|_O`ch$UAmz%pXLc=of=l9iRFCx;*{jL^$
zHOjP&vOJioy+J2CHE^l}%d>6&8A_}s@Y>kaI;?)?8TVw#oh_Yb*J#P>Fs^mfTFt;#
zeBnwt`)SMLY_s=zoU@yH{%vX2vv*VG1ZO){O6wS9ZudH7!1y-u=frr^C6}5Ol&|ht
zdgFP?t*xCVPqp|yX{YX4w^L$W!X!6_<toO>lYd>ibM}kVlj^(5D<dxM;yN?WrOzjK
z#lyK%63Uj%?YTYU^K0j6w_1|5ziv!ayR+k^Z<+GKRhL$3luhCd{#>&~dbY~PfTwq-
zJT7|AJNe);Jx7KhmxG&J_1|-zu(f@;RhKa`X5-eqn#*(#Fc`Qy`(!sCV4fefo!dN2
zCUn`Y8z=AYoRu_J<>d2wYfSbCZlCwHa>)UkkFO((o_5@BKAW~^@}0eJg7qgAXv<Xg
zJXhPr(p9S7$Ezu*_*~|z>8`2Moo>hWT+HG)SMf$Gb^7TV4U@-3yPH-@d|fhyaS~g$
zxym>BJ@-~SZTW7L{~&mFwSslwWs7Alq4#I)Rhb>kEV1TiSHadT8~asmSFGSY%=)0t
zR9f_ouWi9iS*<CP&AP(md1kU)p3!C_$GIkZdd79;E7wxY9p^Ltly%j#4ccL?Uc60O
z%!tkU(Z;1l+r0V@Ts`qFvfb8hYMrLyd5a~Fw=K@S^~}f6<G`Q&y<t1MT%5}0*+*U2
zvtQ7Vi%~RI-=(u@f5RHp(|5f5Zp)Z#SHCQ2nszD2-skG+9|@MnPlvqu(~{hNHdFGb
z?pNby*Mk$+8MwKNd^x<~@yn2<H_jOL*=o%`cX5u`n)mfvVz2gocl9_ecxh*49%s(g
zmL0}S-2X(4qK~;%e_NAU-TE%wWKH$wP}MZqS4U0=evB*<SDtrQo73}~xZd`SA}!`#
zEeAZ=C086-ysY|p*QV>K4ky-J-Z<r{`Zur3PA3*KGi~B?<9HpOwnycQ#hULECLZ|n
zV`cSb)6#t{amkub<~^JIR{mjE<9y2#FV8xKJb5(T*mP6%rbyYY-z96_9^d&#+jWU_
zfxGF9qvh$M<u?xAw2qMMyQ)0Ta+S`JuM(!2oBNkP42g1l9ceA;DY|hQ+f>Krb1oU4
zv~Rz(*yv$(=!zGKXIG})VSS~=k|ZIuC~`*Eg-(Z8#SuGZp7s{noKpHSaMPc~^KPy*
zn;(@SQz8;86I@;;%I7c2ZP5Goci4=;iD#4Vy*>3<@?Ey2LX~@w=+7I^uWc1s@m%8D
zniFkyTN5l!K3nLzB$e&gwAjnC><|BDHCx>M72<mEylKdD*^G>>YHd3oFAchTaCMPj
z|I5hdk}I}$R4x4Z+~m%u%+}49l_uL(9@CbTc(q;T?2pTwKUdD~G-+u*Z@GrOdWocj
zt*gNV`(IaDo-Il~rWNV!y5n2wx!RSp_gl3jJl<<Euj(3a{=!(@m5MfBSDn2QeDYUl
zQRPwBH?DV&86K}%<1g<ub0^!Xjo+6oEwsMDAAHs+=E>(@LB`cr%_mPj&NRy>(D%EJ
zG2hnMC6*^Gm{v`*HM}<C45R7N-oH;5CTv$)y}Ku2p7FIs=_lTXM$8d#HECH}>$&~&
zl^(8!$rI22XNX(K!(P|4TFl}}xJz=;z1d2q4PMS#SCwr0iubtMtmwwGCCAJ*sTTzu
zmr(CAp7&R4q0KzaQ^#el`|GvXb|*PmuFg8;R~Rzg+I?@FL*eCZbz4_?Dh2BvS#0yK
zw2<MLr``P4ForpGlB=}}Z><yDG51}xtZ~;&2j#Ucc5_#qc>e2p(54sZMGnTVgZloY
z&9FbYk~M(OHp}(P!6he;dhO|(QXF;kwj-+tuex(j;89bxH!1HoysC9GeCdBD<BIUs
zb;loE_WXX7W&ZJ>mp#=@G&b&<l~c=Tb6v=LvfTLqOZl}Kt|E#1^7npSYgx11f<<`#
zwM|dkJkGg01}x26{^C;4(roL0Y>gd8qFVJ6SLt+fO}w=I?*5C@Tnn4_T0gnw(wZvs
zv2hO9boG0WyFH`Ajd}k}JaW{*;>()pyEB_t%N5SAdg&6dCMEYy@j2`3nuQrZlNe-5
zmMvX$;g(_RmsE|wYQyt!zWImi#5>uy7GK+TSmnv&TU(`MHlDC=UmNt*D0io+YVi_Z
zH`6D4{$9tkmrpNydhq<uqu%*xXB)TtGrgiVQKlj9)C6mp^w&}GNitRL{>D=`pZg=X
z^+u(*4MS_AXc@1O#BBwk>TvJpJPADs!CUf*Kb`arEf&)julVq~&-&Y{<BnZE|31rI
zy~-}J>S=6jqs8|xOI1aB9|o1bDfE2UEpM<n<v)YgCKGK&HNL{H>&_-g{Om9-RM?)P
zoS%Ge*{frdR^7jq@mS@;m#>oCM~f%FoX}Y)ewl6e>e<r0Yqz#tyezv~R`ghTao>+c
z-oA|?a}sXNH|()7c-vMvq2#T9KHmX}bjkB9d|GdQE!IC({B_OF(wW<GBVy(UXq#x9
z+n+t>cjQ^o(>#B+UObpLX+dnmhLaMaBEGeSN`i9I>un2vTrbXNpTKM=Y4UE}y53li
z%y&0uG<viwpWegV9DLJPOUBHwr$FoNk)@B78H#UhoLTqcZ*f#c+T%0pt7TO-MfZ80
zT&GsreC8y>v#qyyU%9<0Jh+B4S@EZ(@}<oe_x5!ae~)^Wo}9^<anP}+&UB|l&xa#y
z>#WZGIMA}fQd#2sTDGT867D?T>RnbXQ?qva@-wgI`F44IS#xZEpU;EOq1PVv-;1;E
zI+nCAllxD6uXz8=RSRxi?X1vSCt0@ruDa}w<u`BVPOm)oz#!YT=4kAJ^>Tl%$zFZs
z&|Y|Ob=|AIy&|gmr7C3??tI+7W1VoIzUfKX#-*3n?|EAOhW~Yxp#E%4)r#{`pI65%
z?)t14*fQ1SX?C7}-bbfZj4$6F&GfGnpE`F>L$>p8JK34X^R(woSfMlb^+uINQ;)h$
zHO&iq)ARnVgoMy>i8ooBUl~{`N=%$*v0CYtS>s6w1>vs8(<~HccuwLkytS<E)hFX4
zpWWsxXWw3YNhma<;$>G!kiyUIgyg-&%wgRLeH!0|v~6?s^<>0rG~ZOLxpU|GZsF<t
z9ZRk1K5yAAyE|*Yrblq$*T<qEH}CoFEI(HHWwn@?8mEKuidS0C78f{hESLA1aq0H#
zu+n3T{Vv`<^Sth$)ET4V#`Ct>LD@gvPGxHT5w2ORv-_a#<g+S<-o{N;eDz#!zLiCB
zp7dO<8@N@o&*7Z-obq+<5n2g)tLnC1kBdFXqg6J~!sfcM>6PN!GCYivy<NVfr|L!A
z-15eE!P3*WC4H(F%Lws%-OF{7H_p4m6VAG<qRk>MyTo2wu5N4bxt^WRw~OY5zbJYe
z6lJfxc*m3pXZG%%_4t0o&PXOE!^;dMtB?ItoY;JA?d_Y6#R@8dKk9$2){WjebG^~l
zSvwX7&oY(QbF)~ncI)hR9j`C8**p7=T@=o{cX)E>(=82$PD`b3sNxCT<@+XWs`=t{
zYt!53nDyfwZ@-Q%I4XT)X`gR_*{{6KdFNYB?N6#)x9qz2l^7;RQNfnk?miC|Or5p8
zIO3+x+RY4461tw3>a#?im$u1Tt?>M^>HV8gC%IEU&k6e&o_t`fRQc15U8_}9(-(f&
zw>Qyri}8V~Z=#<SlSR(7l&I}@+LQTk_u}7AS)L?ZKOFUKx{bK%Ho3j4WvokHZMoL-
zbz_8oe(N5g+;6q+QFr*XFXrS0th16|TPZrFXj<TwXS;7G?F=wlF7NeXy@d6vy8LMU
z)tvT)KVMX7o&NJW&a$5CLE_xKRbf|(pUYhD4B}Njw%T*~v#QdqHyDcNSG{_$lYQQw
zv^{N{C-SylIau6akbP>dd2OGzXa2_5fid&gv+ni9teTL0W^KO21kST17yRdaJ+GB_
ztb3~Vvht6o_$8lhOPbTzP<@@BXHMzb7fW7FynJnENN%mqubi@rKE`vdHQ4-Th<Y3p
zlRWEM*OL;{tDJVfL}p%ExwMR>FmkoVfoDrS854|SHG8djCg~oyX0z>eQ}!}uh5rm%
zosZ=HT;08P=2gzEt1Lc6a-3MPr0ec&)dG)a+n+Uhyo`DCF`@C=?u<urUH-u@3nF`_
zO`1CKe9Y}zizckvd7f!!(Z<7yIRfs^eOq5}r>(j9ujX^qrI#PJxNA;wUt0CCCsq2h
ze5AjmpJ(i6wZdstOZ+7Lqc(kC-N#xaF4lDFVZW=|*0&C`CF~p4nDz(rxCwE7KDsX~
zPv_L>2E(JppKonc>3W&GX@=mZIiWLkqkDRSo?Q>A{8(1z@t}8g|DjE)+fE#<+J2)^
z;@gscr{Z?I>ZLx*UhLi{tF1C&=DOsdi!z%g%s5-C&Nt6dLgeR{trKca7-{9pJvshp
zbD8^T!xw%Ir)sk-Yiu=M?D!Ra<@8dQHFklwwoG?#?Ks7^CuG|!PABe?nryY+a>;Yj
zETR5NpX>u%Yqu9ZyqzqeXmwq>@?pyzvjxv@ZG5u)M*pgZT1(%(s=3em^iAf$$1lT!
zBlq%7c&@Z}+xJ83zc~e3zCBtPwoke&?N0mJbSuH~3+)YybFD<T{AUo2JN8O;$Jh69
z8#5oZlrWsUzu)wk(T~dJ5AA!CPbb>MG~U}`w>C55P4Rz*bT9LQTzMzg+C7t`E#F6R
z8;00^j?-QibJwjUZExT4@7oS+IH(Z5oGZxt(eI;vqKW#ocdMqa-O62EcIQsI=<aVn
z)MNfLd|f?blEjl&R#KBsGc)>&t_r%jHF@pj-pk?2GZ`mLsJeD^g5k<@ys0dTecE2P
zQa_!rcpo-xb<(V7-rh5%HpDKMx!#@iL1m-I@(Yh`t}pn}9^7@6Q#a1j_RV$yj~7;a
zc2hHVZz**$YVuucCC6L3{Ptl(zMYoqe!E^ac`jeV9I<PPk)P;PKX(?c$v&69ZdPjD
zULzl;ol$JM$SURME?fS{ZSzhYO5tkg_qx4*VqSm*KTBw~JZJogz@;oDk9Oa#=kS;Q
z&#*=zdB2xT%DXis)$Y=^d-|oVa!<?oKc1JJcHMuL;b*=_``Y~Z4y<B4o-=PN_lpl|
z?qANDI$cZKc=Yq}2ku>-%Xan`Ewr0=wQJj_Ee#U!^Rs@<JMFhM!tPx?SJKOC=heg%
z`21X>%3h_t(#@*~_^|c%f{6?aeP1^(`;qlhh3A2c{Gq)MqSs`J=re8PKE-)^;@Qlz
z$+Kq#h243i{^7%n-WRrxqDDWW?o2SNQ`^1OyUFoE-<~Vytrtr7I!#@_;L5W#6Z>-?
zW}AcxCG^*6S7gqr-N$fyyJ*av<tnq9oS%I$HJiG{`T6X!oU3=2X?<XI-Dc$JIH6Ws
z<tCdn=UVHEKa<>w8}D4+vt^f2&FQ$rV<v%fw`!d@eQ8VAv5)iIs;)`0*SVXhrJmJ{
zd;8~P<eYh#EoN2UR(BZBX$)0ijW#h~$))wg?4j?WHOrscq+i;yE_b1Pk?*0Mzjyji
z-TiynN_Ukvdkl|@ykFs)U48q+C9{r7o8Pl`tk_+6)G?p;aP!U|tHkG}Xcbh2T3W2W
zG2>p*rmSaECL9y_@<*G;LS5$3+{6`b$FsklH@$Q+RY3aSgPu!4MVnoVcAUE8bL8`q
z&;uuBUt7B5Ja{bgdDhOtS{5G>b@l6e13yRZ`;>dWD$8@@r>&c^&)jvEc&_{>D|F{+
z!D}0OcPJ}4Rs7L9yXxVms-XPP6z3@G-LvOaa207K>Ytv+?x$5Lb;G^SI6`=Z_SCGa
zF=yS3-hWowxi4b&<XNXD2l=+kPc7PhUa`=(%izbm!hoH#FWd_3(OvhqciJ8yeeO`n
zJB{b-vi^j%G!!;Q3Eo_8^ZBf8*qh8FN4o-ycXpUOn<CS2e8KX)v!^Gpi}LKMz0tGb
zZNRNJS&LU)$lTTI$WxHf_Ugv=UswO|7Kp#qpV`SM^X+}WDke+z1#bi9p4AHQtekuI
z>=g!qvvd0PO>LDiI_Gw>z*gJHnWOvJd8U<7_m&hfEtk2PHNTiQSypcKiR*hV>nT4k
zufMi)XU@9tohsKC*q+?kTX0~`x96rO?#0h8OP$EUyuZ+MTgm0=CUVzbCFsuid2;2R
zNsCo0zpi}rQE%qcUB(UmKG)Uj*Byy|QrMsDcg(Bga^_m!nKMIDW*wULN~wj($hX+H
z>eCbEgJ%OKS#JAK``Y9F6}5G}<;pBgc2m#9OjHZEpQ_yHAo)J>lG}kNa)sBncRo9H
zYc;p*43?B9kCqj5A2SZ=nZ&o;?(2NjlkcjpeVo!4HuY?vOv<d}11%+Mc05h8un~@T
z_+$G)_IXGC1UnbYCw*IkS93U?@;mW(#glorXUyaL@O0VQx{dx~PfoDQu720u-zeqt
zt7`8;t=q-NzpgL;aQ~35xPPmc8}ozWdwYX;^?v(3<oofLw?@p~aJA;WIkUQKZR~B$
zmP)GqHvYKz=skw3TRdlYa*N7Jvx_eM@cP*IU#jn?9Qo<I!glpH=CBJ}?uOl*^oTX#
z@SL9O2j*G)&@Sb<bSHC%!gI}k66^JU2Z_GiWzn%*{K~IXXZGGD)23vto$pqgzWDVu
ztFyCC@+_ES$#A{nkIM%Zsi&(S+a<8eef_wub?uM!hop9VUO2@?f-Q_);;ZN{|A%ku
z4#!@e^hk_l!_VnEOh4>+vu>H#lI+AMYpa*dG|5Uf2%VyJ==759K7af^>bI;jncXSm
zaYEtCdXe2d+7I;Qn)lY-uW|YyyKa5XyNQh&aXVhePr0Y_VeYe;rAm9;oBJ5oUn=7H
zCoyAHsqAuDshqdR6EYuZ?z%E*|E>O?a@<dgTx}n!R$4yVTGP3G;)ec1%PVB`?>@e^
z-y<}6X@6(Q9oboy>f4W|pX5BhEqhhQQpppKUv~Abz4FyQ>h1EtImNy2Q;PV79yi`w
zRmpoJ++XY1Oo^9~zWQ<6JN=zc7nEzNq+8^lTW3<RLh{+Fhco77uGwopReZNwo-Ws$
zISDCg3z8gcK3`iS!ety_^t|hZ&-22XyIy`rf2ggNIB<MzoS|9O<$Y%gPo6a~n|1A2
z!MWPiZWcE_X|`xJSzmo!$-p8d%`1JgD>&oH=g@g|2d+$JI*@GYoBUihQ@3iO=@SO)
z?NM7Mv>bDI)-j#k!v0}YrbGh&(u~<I8rDL`jI>TPOfo*P@^RpCo6vXc{$4eQCzZJ{
z$rRsOD){m1TaQm=D?a&IuH50eiJg0Xu)n>=fn~;@4?J6>-ji<9tFvy`jO%&+b*@Qb
zMcE58PMd#T=CMjx%W}2fU7l68KC(;ZB+uF}!@yMiEA%2$|D3PO)_I#|X?)hrb8lGu
z^Q!N@w5)H3BKXg(li0@GQ=7>=DNR{Vm?bojG4D>;C+Gbu)=E6!+VR@Q>)X!b5`Mms
z0z6&!44zzBncJ$;9}~nLIOop>tz#BziW=smZGWEgg!$6qrV9<R`>m4vUe37Zb<Omc
zk!xOzm&gSEoN$vPn=gsJYcf%1T4TG9VP!%`o2A^;4Gs^2r98hFgjq74)B5mO@=vz^
zX_o5HiA)y9t2i^+W@l}Rb6UK+Fn-ZJnQa1@AM}6QByZDxc%L(Kt=f9I@D_!x-$$%&
zy<B(X(~81(*-t-b?sii*&I;Z-^RxO9Ux)KWFV8Rdqy6;u>YPcgRqH#ys?Gbk^ObMq
zYrBV+c7G6gDkXU7?A)$zPxoH3o4ToN&yU*7c{NKjPX1>o-&!-ZR$Ao}&*#bU5fy@e
z{xfjC5_`TTXd3g))z99h8EoJ5*EhR5EMtepZ?)aVlXwm{X<ahp4KQlTJZ$+g_T_4(
zE#>CP6D#gmhqSm9cb$>BvX?z-?m?4CL#||t;7c=9@=r~flB6{$bHd#loSZhvqD#!C
zKHGSJVNUSr{aLv&S@+x)hRX6<rZSkDcBxFZ^|e>|oAEUE*t2gJu4Ye*Ywroz)$_`c
zeQBy?Le&#Nr&W{OvQ#BHi{q}_&UX4}ljQMu%Hug{`|ezrbUENMQ}5d2wrA_2Jz6Cu
zWWU_sHqRtGddAvkb;b>zuiwVyR&gG`>+X^rvgFDx$@_veX4lI3URkJIKeJX@TOj+(
z>*Kp>_kNp@7Wl{VeAJ&yR}u~HdhBbtZpOD{=Ti0yUkbHEHI6OH{O+o6S$Jvftvf%B
z)3+vVJXW!c{dL^cbrn_1%D&kt%sTc_t+nIelk}~1Q)^5=wn%N=l)B+|fm`+UC!3|d
z&2PJ>Hrwmkqu3vw5={I)zpjfZ^GZ#*wQY4$%#$Tc=B+ONqW#Eq!EgCFd&B3S+H>3W
zO7hMPx2hhqgm3yWuVQ_T&832(1@n*XW7zW1<FcMw=j`6&{a!zJnMAL&xbZ7%>iYKO
z*01`ij|;Aen*1Pna$J1ge+Gl2`9Eey#X1!|mbpHE$(bGw(=Risf<h)`e0+WF`O1=7
z!H0hxFT6P~@iOLn*CLkp%<E0(E{@4hIPg0>ab5K4TTHgvv*O;Soa>0Zob`M0ffLWy
zM*0Y!T%jH$&k&+8Cw#MP_{wKn9v3fnXWlQmndOJFY<9O(5u@pPnO2WAPi8L3y1Dp5
zQca(~$<KnK?AhCQ+VW;|wlnRN$vO9`RM<hJ_?>HX1ZQxF_uH(uUskjpX0=%JTraeE
znarM((Z#*l#q*|`Fn^zOeXZxBMoGoWqeZ^UH=U?h7x5^$c;7O~ttI;&8-@7mO}lhA
zVp{U8wRa8$8J`V{oT{Y0PkWQ_t~;MzyB^*-xx%4{HC1Rg=VRMdp0O!KMRikSrz`C?
zcbA&BTcoh<{N7xrCw#8yKhs4m_{4t&J5AbImLThJH2qj>^lPWnVT)ou&x&=q*3sou
zJcp~}vz%?_c0EVs*OB@Kq3$LpqVi6idtxZ+<<4%hUM=2~W#(H)q5Vc$52RY2&zdeF
z@jhVQo`9@tb2&U7FLk}}Sk&08o@<S7*fL$a<{4L#@68WNC|Q1?+wMq&$j*~TSyE;h
zxO!;o9+5nzaaLDCL~6PGOAgN^k0#4znq9urD|>u`R=`$?;KrbbE0>+@DpwQLTB)|A
zPfcxIL+6|;CYh(!@3_0W__c>h?#&Y`&K#Ikv`RiXFnOhEa+2l^hT^D~3N!fX5|3Zo
zD5me1?RHH}sJU;>6^n&c(jSi{y6IT1>0EZ_xY9QDU6G7D1`bElbr&1he2iG~Yc7Ab
zdNJp+<D%^I?rqKT;F@GOFZ1F7|Inkx)-1sm>)Omzo!Nd}lWb>6wvW2jDd{1%Wp3NL
zT$M>o%hkKyzj?cKM`y%i(KAQc9xRvL9UipZO(Rs~L*c9kE3SUAx;p7qDVO55?yL!Z
zR@aJ7YFnH*S9mrcWD4(*uisyLocVd^x^&UbD{C%Ycx&^3?amb@{@G>jrj6+`YxU1w
z{(0SJ+B%8JcRqeuSv_mnny(&LwhK3zY0csK^499U24`#0U5jUXUfnd??)4=*;%P*4
z^U0TI)pglfer_?pWY#UO$G_a`Mb7M^$$i<Aw@oT5ka_+(_UfMO2C+RlQM)V){lXNo
z!-_v`kUPFMcJJnhlF8CC;+Ceqf=l=IndX(3t>qWFcbH8n^*r<1imlI{2K8Eey>s?z
zzlvVX<&~K?X0*P)H#2wHiN(c5)!{{njdKiV7G9T|GU?8NC9DchuHOju($u!T@itWH
z`mQ6F-_{&rSvmFly2Zccj<ZfPu-odyY4c!r;k>W5clx*JD^y)udqQ~XcP+7PJyU}?
z<ff_wxvTlzd3<f<@#M<M9iRBC-hFwi6=|@BiNVNIHgn0`vwOd+I};jc$h}?RvD}We
zTQ4&;cv?K#^<LY53;R>)*YoDRym_8oc2&6kO1<m_Kh`D&6)+3`{2UQAMUU~|p|2;N
zt#34Gn8WyfUe?lM2bMoO`Q_{Cpd0JbQ&&FO-mN86)%Y?}@RgQ?npM}!ygO}mGb|tN
zxcT7t8Qbh_wxT`iC+@wu+xKFn`t_|Dx+jbHDn*aXlx8SCR=Jw#@oD+$=4dag9D%av
zxgYjFC_bBYxb7!&{raj;mn&L?c$Ko0>vd1Q(4KYj&gEMgZ)U!kd|t6b=x5ZaroSO`
zkGy?TtKBd?LYwpO6UIwBGfmImO_5)k@NnHxt(R*}Hoggbb^6=%qyv2na#t7Iccu96
zRJ*X4d0*{*sh<~3g(PSHKD4TK=X~Yzwd%forcdtemUoG&xE(k@i@EpgcJ(>oi{npP
zXFlz@-JcjQ=UA$`fBNM6wpHPqqJONqn%ia5Y_aC4pP6}R)YXWO_l54;&sWI1d0;);
zq{lor-&I}TaVPRl_O3T#)3SGYw{taL+g0CjpUw0<`^|&8kB=R5;r;ZS*>>lb^-et@
zisj#DcvgqKHQBR%<>xcvEPcFHelu58>a}dYEBa`~QK@Z@ch-E4En2pu-!!an*PUNn
z{-V2%6u9xf%3gS3>s`0Z$J5+%gv|Q0eojAs&hmZS?T2%nR2poSFwEe7A7iSqV)d<O
z7gjyBxN9Brm+QmTxlg~uc%5Q+JtzHj%=fO`Sw~gEr&w?2ay<FvZCp5eU;4Ifj)DnX
zJuF|=nf+%tTE4xU^V#aJ=RA&9=DMC$SyL;Lb<NvjUA*eb=XFXOcg~y{%9-=I>*u>~
zx1uXg?NI2C`n&#z?!&ou&u&$pzMV4lS<<T5;@0)&_4{Y}E^Y79a}n&gV#w%lTsC``
zajVwE)_-c1pVxX7PRjD~-ubDgNao{l(=Yywi!$|<r|uM-!0@X$-q=}LNQCd}xAenX
zH+Cvkw)53ialKzN$z4=3D%|Vk7rSR4?yW3H)|L`WZtVZh5S#s)vrJ)vuVj#0Roa$4
z<|{Hb-MbYXwf@ZU`7z<!fBg2|-0aEMK6mEH_g~i=75ee+oVVy`aH!H;v-NlW+`hg(
zRyVfz)93kXYx*lKCq3PGS>>_mm*d@Ybb{XgUTpjNxvbv1L$V&W$L=<IT7G>Sb0uMR
zPQ)D7dDAzxO;Ymz%ztQa{^5;lwhL;1T6c#r-tLw7O0z|8<?q~`_)hztjp6h5E}w+Q
z{Y$I(<X&BPwm5iR;imLEWz(#RTqd@}9$`GbH0#a}uXEK!VFr5&`=(BOu)1QYzgZ?@
z+V2H(62do~*PV4N#LM{QJd1UbtIKSkcLZeF`ghoPE{?hB`Q6UvtNgh=Yu7D_<gk43
zb^SUU|H|A`mh64LHJz({S;B*+CN@+s-`|_ew&cv}D{Z~`H?Fk(bDXpB+qzl0Arp-J
zvX7oyWM2AcE%!~%*d?E1?at2mu<qNYjqf*RWi6~K4EoQI^|amez{{s)Z4(=9S9@hD
z$r`X0pVHMm`(FIpcAMKrg`a(Lo*(t`^v!Zj+oL7_l=te_D)1i5KA$?dz&88hVb@Q~
zDk@s#%H9=!+Qxa_)bn#w?d!y*0?$=>tIvzRK0425(fXZ}d*)3sxMk$(J4fc<)Tqqu
zJZUTD7fN1Q@y2q|-BV{~d==?CoVh$|-S3W_@3cKOPb$0e>#?&=Zi00CUD0<^DXG)7
z3K*VTKR-+Kh|Wu)4QUKqzp@UAdQ1&%e60I6PPAIn`0_&S#jCeXICE;DWlYlEa<5AU
zr)>|MX8g3aGIi<iV+D<MJD%;$_pDyY=3(>Q*0=Cj;B~k1&wkfzl`b(E9C`3fcH{f7
znjIof_Mh?hDbSj_Ym-~#uEuLCxHo;O%(8e_b;awxvHIEa^><1FWAb-KT;TVspPL(V
zMzMpBQ#PAPwCn!&p2rqzqWAi$P0m`s-t@fYQn7i@CiWY@%2>STGLs)$*4@MFr?<-8
z?=Aj#UulJlr0v<5gip!O4!nQ;WleC*TIr(Q>rS{#7Hr@T^50wfdDGfit;`lD*V|=^
zn9J>8+MU_yT^i(>#2TW1TH7egRa0-7?Vjp=Nfqy-lf)(kt698YSXFrJ0E6ZEth?nA
zNdcBQ!CfAfcaNX&I&ye#@srjbjdzucs?V-Eyk9iRl38Zn4Aa?}r*~YM_GaG+yK{?e
zp3LgHCmLj4bmVe5vt&}0OxUrxQhWM5)HD8-dYMnUP`*i2*(LVw$Ftr=EgdHwKmBu7
zWes;@pC$9XNe?CpRr4^u_C2QcWZAlz)AirIt@TL!b#=ypQt37}t<{<WOvlyjTea;1
z*?pvrNB?WvWgnEr#r<pI(eQ0usp`s2#m*a9Hm*I*v}xVri&Yn%tjqXj{4Q{l_@75x
zm{?=xv1Ogs$TUyh8@{8)Ao$*L-$>pU6Qds0Pf4g_+IaWL^rtM3_hxKjILB7RuC{Zg
zo~#PT;wA(Cb=lK$wPWAqa;(+KTyy641Ud2bmsYfw>vdTu^jw>|b%Te4@_V_j#yWwr
ztM5(T?e*sBC+!!yE2ny`E;;@@T<<hbu5A`aW96Y=jDKD&TV5@@dxeAwvvbYHoz0mi
zwZ-2(4|P~omtd4Veby@{M$2cLp6;3z9v(brUfooaC(|U3`?(hH+`hK=F?ZC9JDapV
zRrC4gdc0ZRP;uVt$(ySa1m~2m<yaqH$5ybn)^n}M7q6#9Uhi%#c6(pQxn0>doBL$4
zy5-s}v&&UVUxr;iJ+Z-F-zLOl_WfXwd)f~TN+mu@X+6KT>1~2t+WTv}ZaylHNnYxn
zFLhjyC1uW}OgEvT{Ru%{IxoKb5L{q)e_htvZ}Vggd*)?(`^-|f?ay-U)}lQJl6$V_
zZ|d$Z?!B_v=73w!EypGf3z4&CA3YC$vp8G&ecEiFE=!hYd!DdtpYTrkeaV`Xohs|{
zX3eUax5Xi04gb>UOeddJ9tUOXwjMiP6eW7RhC%D;vG3a36;{YEEx8+c<4Iw;Rij4Y
zapp2ZmyMI2?h3bO`R&wZbM4{Gjsp)u-Mr5I?oQ+T_^H<FV`Q+_<D$oNK6dFzaLnOf
ze{Eyy$%q)?h6>T1=Xb@{o$0>)P>w(Gy6E!sm8*~K_LN-5A2M-?s>7p2n|63Sl00F#
z&Qw!#-?4Xd9~NJp9z0cMP49%N;;7eE%WU+o?OF6JU-v-z&%%SR!`H4m!7%y4H`B{+
z({|4|HLv3x?~D5<pWB28#Z6aU@oimII3Ht>@wEk?i?5Wt_dWYH>1kiv&HW)ZmU0WO
zmhI0J*`V;C<ZO|-rMkj@hNx3*;qEejA62Zm8g_5R-GH8HbNOEC$7Rgq)T-qzo_@F_
z$@G9i>G`TvmqaArxwGxGb$gdm^X|m)s^V$Wt^_W8uPw4pH%+H}>iN%Weq8f-oP1I=
zBc8ow+QZF1q%x)(eyE$;f9A`BSz#GZ^73bR)Wtcza;vxMi0w1jy0x6iDs@7h<g=Y$
znr-CkYO_r)m+jm--8oJCjzn|+%h=dGFO;PFv!3Waa$#p*o4Y8<{50SExu&JMoU?o*
zjWQ?ePQ36dR4h}Zz+-iRx0D6Thk7mjDgPN5-@gp4+uIWp*7f4h-WhumBZ^-~a;#fr
zR6M8a;$)txk|kYA(d-sq7Z)vFw6WphmW1MCZyNn}rWT3sc(hwMt*^Pk>$-7a&e7R<
zR#&#{5?MBTdq{$B#_Mwyk5;j1gb2pQ?rB+f?QQ70HCNjTEY3SeuXtg0`@)HdY)7^D
z6$0}Mw>;ecH*_u6@@e8b9&LR8c3aacBg3B|TUVPl_0CFrl=#7M<+9lM73ueO%+Br<
zZ8%@|_w`cqhNFG1VwaO8kKT7L@`!M?t9_mHvduC6KSOBIs)x5FpRdh17I|H6s`tj(
z;h8tqDzoOl_U(JY*knBK%gyWd8Zw_FSf<pZFHQUDn_E&ov7z8V*vz{p&)Zx#Ox9$r
zeDKZm`V`ip#eFkG^p*urZP~c@me;)b4`UC-rWv>^i$1-qw0aUF^Q^m<_4=;&_REyM
zk2)4!mUAf6Hm7v<zrv^_)r^C|5&r^jMRF=!>){DgKA&|t`-OV7Hh=iru$lvI2HA7X
zna?t-v#-rQQouFm^QFzNk{-RgsTXF(Qx$f{N3El8$2s2OPY)-o)2dd#v84Fx+Jvun
zW_~s;db)a(U%>aj*<J-Tn~$$e7C&>U@?3VDr)bKj^F`Sek&C6@)}CRRa_moGZ0ll`
z&L83G#cW0gK8A03*=47B?~-S8xzF30MGQ)<wM$mlv4l>YV8r}7<XP}B_s6lBSz9dD
z&DP6hVd7X_AUyHb#z#roNj%Lbp6yz6t;OWB`9X=JQH}>zoeEiTHpXEAk6^6l>N%hH
zp5}@O-6E6zWz_=VTWeMxD-J(3Kk(S!mYnp<U2D91u5NOCXKz&@w`}v1*s~$mljhHG
zjf&)a!Ry(w^6{s?`=-XMcJy3#q+6Ts%iZ5QR!X0KE-Degzm-pOa+!zZ^qs4EEzcQ-
zeb|3*MU;wCJ4@(nmyZ@n?7`vRnD|Z4t?szJHhb+2<rPcjxGgqZH@o_(+7!KFpIHwk
zpH22uJkPeNIQ(KpzJytPrC-*R&1Qz7-G<A|eP+dcdlkRgHBF~_Qsx4Is-QI+o3E{t
zT*T$6{5rV8uzI8B^INNh+a#Av`gD8#+=_Kc&x4xF%zOT3Ywvz>;j#9cz5_;$ld8hR
z7Op;;D{1XrYjs`IZ282)*ENfaQY_T_t7dvdi!8LX7V>^9(R<)V|CggB%#o8G*-tI|
zn>{T$J833E%H_2!6E{jcTE}(j=&rC>&%8DB-iS^t=X&1Xrpw|o<%I3V*wgoo+z)-y
zvdCX{T*GXB*0qn`E-|7mTl(7hm%lXo7%QNt<^GYe=lTjpA%%kn-$n}gt>HMvpLMh{
z<>a%;D{kFRm}2>Tm$m$MkDV+%wU+CW!*ehEJbl>B@xbH0uM=&LoR%v-pL1POZ*j>)
z?>#93j_+fNR;vA)?bf?X?jW~z^qQr|IM_v=Oz>blFKPPe>$bhMD$6vU{0v`k@@&<#
z`76B?Sr0Q=JYQ>ZDroaf>ED*O{&XE*J87|H&R?xLfg+PN71`~!o^fA&^Bv<7g};VT
zFIPku^PIB$wsy<qdqPne`<W};H78HJwv{Jm!=wtEYbjN&E6&|yE{xnRHIt$F@>-uK
zQ=)bn_PU#<gwONdeDLM%SzVFKdmWF)bO&smX<*g2bAi?VQwIe5wEJ$w=?C9v*X~`;
z&A)ATWH8I;mr*fHu1SBVhJIQucXg$pYT@o#Zx)+fos)CkTF`6Owb_?9>#lGz@c4CY
zOQDz_Z?Z<{tE?l%j~6HRwe7AHFFuj`dZqG_hn{O@@+|1{l%Jcu=Uuo8S58FXi@K>c
zEn0p0v0jDKQxxR39=sQ4<k?^KMNHn3Y18w|$rGmCKEJjoN%QQX4|y-%9S&KxYF+7K
z%k12kjUf-}Om7@Cn#5LowBWi`*~y|Uj7rNyH@G{;mD<Ec{N5C9x2!TvZja?kU+sC5
zxSDs({nqfLan`4YtM4mvYNgayl&p8W{It(iclWHX595rt&Oh-p$Bk<%+t2HZ&69dg
za40<Z81v<2d9Goo%CZW}N4wni^qD>=`I}{-{@cx&Pdl<wx8JmKEl<a~_>4Pup3SzZ
z>^>f~+ICH+A;Z(+f4-TET{lcBaQGGCdcSaY#>IZ#oqjuxMr2-Kld1k4R<m7)lX<VH
zGS5!+$+xy&)I07~?!7Sol<p+{=ONFg9=O5kFVpB5cjaZx!pZZGZJxT_ZCd!%nGYTE
zSD0EEu<-DEouB11kJtU#x;y1-LhgQ(4l~P3>Yb3n_&SF5@0voxibnPe;TaQmyLqa&
znm(PJHOX}aga5nNTx++j$#jkLwe{O}D!OTAs)h3Ur8#aF4IcUY<u|pCJ*c|=#Ddi9
z1ErPuZ=a|4&fxjNwrr`}+IM$uI&S+J_)f3u__{3p%?*6KmD?t+@%gCt_%omO2BSOn
z{^w;gde%*As=0XSxcO@L(n(c~FJqeaoZ-8s@crP?szTu+=?hmi-YnqpyExfbW7&~Q
z)1H~l{5IiC%pAFyYqQ&o7!1$m*v`B0o!?JeQ%`W_V`Y}0psutcFRgDEPHF{DY^V;K
zQe?sK&ZhcW?IAwjfapDTmyEPz)@vKj_pFqawwgR=e$@0VqdwO(uLBCl>$dvrW+<F<
zF(v16;GJ0+S5r>B(3-Qjz-ChIaj$iG65IH+7M}>+{W;QXx1_rEJIlqPvc(bG`$Br;
ztgmfIxcBGTY^`QV7XH_f+wKRY%--3}b9(;ld77U*I4#bq6r_ARzHs$CuU4Bnlez16
z&RsHbj$e7*))4+FSC45dnR|b3Kz0KM^PkLZTMUaf%PN@}&bzTHO(pK;$|Fm6d|eT-
z(Y7#XmQk_dp~eeeUWP~-&&&4DF1L8=qhZ*5Ypu+$xTmoT<Q(L#Dtq?Lt<5r*>ES63
z_5R=>Gr8x&)n5X)^;fDC-<x8dcSYf6#j|;S#*xv%Q(ZqBN^aOQvGLx{l`40B+HKuf
z^q*n3&2=Mp%QZ{BdW4#L9ecF$SXF4G^fUYE*A||ZkIQ^gIQjb4jF!cEN8;xyD(`sj
zJkLTtFtodC+JxxBcQ@ZgzExx?zPGeYZfoQW;je2XyL~F3FLjH)G%JGdtDIZaHNRs~
zhEKl!3Q3;#=Tb`fS@Qymw-KH{d0n$t2wz*Ae4KrrhD!6nx1o3Y+_JgfF}*YCIj;Qk
zO5~qaN<~&z%(}u=)Fthogjly4JejxeE4Ng)TE@Z@Wqb8m>pV}M)qELxbLX$FEt8Zk
zDW^$Fnud1E*+*p;eq9lvZ~HoAo9LW~M@3q?e=Xi<wtQXTJ+E%g)uP$OX39Gco^_IW
zyneaJ^}NEKt~G}5qgJd|)Y!eK==9`!tHmrWzb-R=o0HzvIeTe|oAT@pf1jI*g`~^A
zI5lm>dG%YngrX$2sTFzJehg!fsh@MTu;FT=Nc#Gi(zS<Yie2HezWU<VgHOD{lFFt<
z2L3i5qlEsxTl(eLyW+6x>Yr8>K9OIW!Sh6>u<MdF*EN-Z0<8nDuPr#f*N30E?`yeR
z?l-xe=S?&HpN8%@>$SY!YvGE0OD8r5$vj@`u;ct=zjK+9WhODZg#Ve`U$AJp^7@Bi
z+qAB!uuZ;xd8>jl`(E<`SuM{T`$J9jQ`zSgURrFrD(l44%sao5QdNs3pOmf2SG~2a
zF0V@J#p10Tm3Qp6thL~2bSgY>-sTz~Z+`MuzO30%x_Zk^))xGTD}3p<!@Yq`<-wfV
z?6oQzB$?GOgjHvL_VM!I402q4;!k(a<NQ{^o3~HA+$|&5w(jIopPvW0e|?NTn=iX}
z!>t1o_WToVGPRwdJC&(z%{QZ<m1&PA%5H0YI(c6G(mdTB4QIhf-gQnEk^FXxmUewj
zd#%Q2AsXh<ee&*J-lq{CZ@&&aacTXBdDV}bW7b|<`mHiqft{i0@Rjg&>U||Ym3o!8
z`7COvi*xm!I&I~|pf5l3*;VzHo9AcNy^21S#xC)A{<W#|EN*A_)$*^+y;HF*QgEA|
z#oPZ3*VgOoyZW@NSX-_9>toZv6>~xto$g81-}qgwS!DMeLCFI)mrfgPnQ2qi^;!9m
zxJKDx#`Ef3IpN#IS+-j~-k0gQ*Y;9~?Yra4B{@$%mRRnp@I;v>ZO00sN^#a-vu<@6
z3do+Xuc|fUPcOf4eNtw)!imCwqau2h@3dAMizxJ5(dOAHvE=8x$4|QagUjEPt*YqE
za`#SPKfzWVYBo9Hv{bLhL}%fH??cxYRi>ug7JA^;u&J+>HTkx`%9&ROdP?5Lc5#%o
zDqF5vWU+bT!E+4D9#<QCSeU%8{%&|ivv0?$OKvljB`sfRFVN|#Jbr1x#H7Tj3qRd1
zEY^Fb=$3ly6aVwGfmSg)RAl<TE>}LZ<K#iPuaRFf7XS2SjMQ|E4^EjC?(Oe*?Bvyg
zjUW5h20E?yGx2Edam$_lcX!RRx+=WPSGo4j{JgEar`@*6T3yIou3DtIJTj?vNr}4X
z>6e#|oO^YA;(X9p-<{0QPESLg_s4xbZ`WIOdG&JkhMTroQ_rn*waUL2=U%Z&(CSIj
z%CpOEWldn5w1kOK{@V7|Df=QM7~aZA9qK#u$&&9TSAW*^d;4a~1WtKdvD;IoblObQ
z&Ax1Z4@{`ndavH(oh_0osaPDd^zPPQeq|fKe_uE0>^s+WCubMUGo154>dDq6U#ym%
zSt@pE^Sxtwt?Q&G8(9AIl<)U?rME_DLgk4Yrcd53zxy((<*Z2K#B+~q9oH?A4J-d?
z*!(iuQBzwcRAgb8pFH!eW1A0}-K!G3d~JuUpTHzF&I7MwozEMb)Ng!$BV4k!c%Kt<
zo9*gZYoacMF6X!~xte$Tt~O2MdG1l~*Op3G3e+6*U%$5Id);?IArJegBipaOQ=U+B
zoZ;HW?OM_DvqDz}h7`5L?vjspEx35hd&4*7S&x?Op5@8M@h5xwrP7Us61|<KH$8Lt
zj%YdB_OFdun6}k!z5ek_tK}kBd#umTx^!}y#q*78cRuK2`RV!m<C>K1IZZ0ZABU-K
zD=3nj-FR>7)f>M=^HSce2`}jXwBf{;HJv##g?wi+JYT-I<dCvdUa7LI7TX+;-2q~D
zhr4{Eo`-Mo&0l0!neBP$;|7kOyRI*eKKiNYjdA0g>tXZ6uIO$0UH19q<X_?5nGbHV
z)m&Hk{p;#6qm80km$P0xQ`)v&b7yd&%p5+uW$Tw7DV)O~@Sj2J<?~DWi?^n9Gc>r1
zK0f*IZsK~$r4v5Y?af+q?YK?mxg{xIE}!|bW#_g#`wi3Veu};lv#RoCI^n@C%dp;L
z(}(9%M0U&cJ=<%=TEf8G`u^53<NLwqr>yyYV?)mTP3ttD8OsMB%{~=yBs50so9Wr5
zo8PPKE;T8Z(mWQp-{^~}+D3l9w>RDgM$Kr-d4J>Tv(G*jELCA5f-{!>Jg>f2C^{=7
z_R*i-^sQY1VSbLUW6G94xU2O}Xl-7*EvMXmuQ%7rDqg;h7W=rRk3I26+S=TOYpuR!
zZn?5%;)7ZFhkKR%XPi)E`Fyp=KB{iz18?o4$wFG&e`{a4esO!8i{Y1(FRz=P*V)MA
z!F*kmH_mM5i{o-n)y;SQyuZG}>$mU3Za1grYYPr;{1YGbSMh32ZvLXwsgAGX)qc!B
zu-PGHmZ-Jm%b3ZFw(mS1&)I(T?$H$?UoOsbWI50rU3jK|@BP}MoJmf<BMtv%eKBWN
z{&k&a;gcFYW!9)EPbH6Cv*qHRqc0=%@~ysmaa^*<;_I{SH`Q=`e$K7F@R`@VS#mq`
z%O^1WXHeQTBb|k3PWAN(QFmm%t~++`xkAtNxf<_td49&<vK6zmDxUv5N~0=m$L`FZ
z(*1e7C7zZxeN!hr-F2lfGya3sS6i#AKYmw->&xs=o;P)~OuKBwm$i>|y)MoblKH;e
zIN{Oez>}sWlN=@2hW%csxW<T2+xG1yj`v}odwM>;_T1A`cr>o_&b4c=5=@L-?nhnk
zytw%LT1BoCR&#!b*?c?GGAF!NYjXITsvSP=%GW<iRxdqTo_DZ8`DgX@8D_H!m!IG1
z_vD|`-nLsW)})yQzR6zI?cVoDf2QM!b^G$NWB#(U_VjvK?49r2e)(O}Bomu-QQOl;
z&Ka;q@42A9Dc?xJt9cT`8g{MY3T4k`Pu|)Z&i3HvqW5C)H+IU@ndSy^eOVsW@QO7y
zW2T3wZtluwU&}8}Ikk%C<ChiN+b1wotQKN&v%YfS&|=<un=<b^o87wh)VwPsapF;b
zX}gcd3uC31g-d5`I>60mkR9i{#;)Y?wq<KJKC?I>yJ}{`B;FEEflt%t&7Yd+b!Lrg
z#-)ud`fF!Su35A3p~#%RY`e>TLCwk^)}0fHWMm00SaGLTD{7Pcmdn%5J(v3xlWr5P
zS-#j!<VpJEuCK+DuJ#s7Bzc<Zs;w_xH|O5*39if5{mFg#GWLof$KwF@tfN;-E#5TE
z-F>{y@~nI2dX)$Np0@iGUYhk{>RDB{#aX`ALicnJ$zEKjY||KcxMG3qV-~K}W-H5|
z$?M%c@#T2b=d%vk+l8KKNLIcpoV7pg+BWNCS5K9zd(IbMzL=+^!*TG0eALN(eHj=3
z?6|G`@%go#wQ90q(y2kW>-X3n+8v=fXG56o@%pH(e&5P0gXW~XO`G`n-OdHC!(Dc>
zX<uI&b79NX43{EpO&OVw^Ox3^%kI(7;8sw-xAUdRZKner?N7U|*^58xo1f{n*1k&D
z^r~EZ;zMobX&hGlRbR5Bxg!i)C7IW;mR|c-$nkMY`n64ZNrop+KH4Rn8S^OEcdMjm
z9#7WnZC^xZiXJ+_8T=#cNO;-X8K;@7uO1bXc*s_}nq7PMwwyVYxf;8_TkiNOxZ}v_
zusDysl}9scCkbmP88Diz{U%-S_~XLPCEIUoTd8ew%VOrTNv1!m%2$hp&zK<8es8z%
z@?+wKfnD8iCJ1o&gu3Z{f5sj(UpwsQ1kYMV2QIU^sXjKACwm@$T7B%UaS!uZi%Eu`
z^yRMZ-gt7+&CT}bRT9+Yww^!D`ewRo$4~#P_lgn>Z@)cTo;fihmHq3QoyoOcp_S2_
z_Mdq+=~7J5R0XFwq6dG4XKYetY|@kxDQxb#Kg;%v?dE+e9$yrlKQa88#Em&!SIrzN
zPpq2c7Ob-2xqYwe1k1atJ>oY<GfsVdUv6sT8G&QRrgB;`e2yqD+dS=Vb92zs+=*)x
zo@!f)KH78F%)ruO-P$$g>zu<)SvLkqth3e5e7DSFU!2E3saBO~tDgE91$i3xTzM>b
z?DhS73pP9DesGlK%d)<`_IdF!_Z3UG?st@wU%9Gp(~D4-pQ4Y~7cXgTa_zlyg{SLO
zdC9X4aqnzu9|q~HIX%ITH|J;743){dwEfe$3{xd6PdwY2e5HMgvO4>6(-|+`aGbxi
zQT5`wX9?vKtgiXmZ|a-={!h@2x5-;uPpB3ZhpBCM3);ba`PPO>+%poHD^G}4sqIKu
zu+{fcSmxwR-O5wic}Yp!DN;9jMb^h{@!891>SiXrFF5MxlAg48+f`?YX?fUOGtzmo
z-9q#-LwsM$uaBX5Yt|(d&ME$NWoP7qW!KIf3wn8BBkOFHc~h_aXGlIQqd3*w=gS(2
zhq(_neqVPahB^P0!z$m%mx-RYJXMN<SOe}<hjE=^*?IS9nfKEjDt&Wio%o#7ouHb0
zwr<%jkxL(|a!;;)^T{NoF^qBZE!)~xtUJO~-CqX0{d4T3+PdQVNk$v_#R`gNt+boZ
zlI7iCcp==gvQBp~!`Jo7S4+89J~@!Q{qk1dU&{HlYquDiiuFFxmUq0ivvm6%37Nmy
zRT8t=%Y&oJK5Cs>p6C8)?fYd%k1m;e@$_M~<@|R}Fgyu+x14cLW8|()J>Q@0*6s{A
z=G3Rnbw@Ix#3tdn-J+$@!IM4)KM&ve==wa#p!PXmj}~=4{N1V`^LS~ksEOgC;`4r6
z&zwEUpf7V(Yno};imja|qh74!sW*PEY_W3IO$OWS)m?0flPr#=#wqf)z6@DfJF#Ei
z^}^$)Tkc+4!E4!9xwg{$IopcOXZxr2W|tLv>HSvj+UqQtXB_jPcgfpZyJ{VG<Xkt|
zo+R949qN=l>sav8io5ww<f4!LQ1}?{`p5o9w|To-K(JQy(waY}*3PddSzk>o*d*L!
zH#Kx+@LJzv;hFPF9-iI%ZrA+n|73q`U;avLrA9%;&-SI&W^*6iHTqJsS<^o15Bp^s
z#}zMqZmT6oBuhTpHP`x)-p0fVm9FwzejevVKm1rTZPVnERq-b$^Jj{Fu&iAC{f)Ow
zgJ4exZ(ffT^RMgA!<+V5xf?Ah*WL1gQ(bA_^^1Svm)}3uGg)8x+CFDtr+}%eE*DNO
zzOXbdcK(cPJN}DXHEyPDbDn3(aJ}920rz_Tdy-$S+XY%?Z2t65^lQ_3p5|tc7aXR~
zy^Nn``a9ohGxD?Py{Es}ro>~qKvQ_O+^XzDd(t0h+a?*E72rL8M*DU4TBCabbpgw-
zgbNntnr>9KzJ70CUdgHpD^?vU3W_bWwXsv4_`Cnf`IG&EHJW?3q!}KGEb?=$sJ-9z
zZjp+J_E*v0nZ>!;7K)2sznvJDx$+0Q=e~1EF>@X~p7q;?UF>@6;y9a=wM$B_wMp&T
z^YFCZi$BRbFUuJf*;_qT+iLSb>aWd5{)69xqV7*HJ}CORZT$o9-9h(qck}<?t()0=
z{zK@crz<AE`C=2bGdlB=_smLp>62+^iqD(6u4U?Tt^Rtgqx0CM9qYtC`y0NqbzfT>
zV_1-xwe_=I);hkxs-w&H^c!bPN$<;=>BjOgHfG|)Tbm^%H~CfxtSs)mWV!jB^%ZYn
z!^hXQ_bxbp{a)`v)>5~0ot1AwJ~0GDZCW;^h&Ai1VS&TTNNwrT#Ax+rMb@v<L{)d1
zR*4>uDi-h;6}ZDGx>DS=Eq|$D-PbUMzgbU`CwiP;cVa^`JNweOAXZbw^QNWA$1R_m
ztn1pG(lGhUQLhMw>PPcB%H~yHjxt+$+1G2+jSkj>=c8KZ_A{+XetNE|bj2a&cf3(f
zPd!!{&&w?Elo09Jv4DBbRYh}=tH%wP_nQhGVDo&Jd0_5i+n;O2elPF4TJ9-nT0LVs
zJ2OLwfXmI3q6?pjtrlFy>u)TRvu>T6?zuO!Qo83)2|LHY@@&)R&nbar76<K`_blyY
z_$qStNZL9J9+BT+Ima3LelB{G$62D)bo)QU+)SJ9r}JhW4dS}LG-zsk=IgFY*P~{5
z-4b~edyes|>EcTLsd)}Ek41SLG|#V1i+eIhZpz#*9BQ{M{UYYC^_8(V&2VIUaAS3n
zp5~pJX?GTGoId~3x(4YR*P0cWZ9??rs>+s@7g{f3b+Vhfm_zbh)~c1Vum0}ISLtdf
zwOEy_a#O5o^Gkll%u`2BZl8Srvgk`W(<|4G9dO^hf~CLe;)kj2H%)GQPmo<aC%mKL
zc|i2ax#9AfM{8WuK1%G1>zwE%_q$3?aHYJJvx04Lgoop!?M$f!*#=7QpEqCIcWPE(
zm-oWW7maV($-iRKKE1l^fUuLpufFWQk7?6{-rmq>`52HXTs!aAy~O^B2mkO^E$?_+
z{wVOXqU7;wJ6EZmo6TdhWT{?g^_TQh{eqIq6rMcWtM%H)?PTb&s_W{uixm%wUYe6r
z;-~vAxmEJfbP3z6=MxT3oHhM~YEhQQtW7tT&adK{WU;b~apGAwufF29VQYTPxt6`)
z(w>loepY46RXVD=CfAhAy-=!f)agX=oUf~QPoA~n{E4GtIrq5q7qUhAo9Hwc+G>4v
zI5Tt2;@#?fUuAAhd-QIW+2qp`in~^@Z19nlXyS8}yDD^C!}oyvsfE>T3e7%JW#Lis
zp|@(>yJ8ulW8~+C%SZjJ4xFX=Zb|C9Y|*Ed%3DKJp6yh0GF<Uwd&=iqHmm&ZcFqV5
z<DRGKZFVQLcw+2FquhvzQ<85j?sMyMO?}0ebv<utkn1^Lm9NHj%bOqd^e*g9KlgUF
z=U3CuX^SiJ^kV<|Wt)o33AyKKX?m8+WaX79ldjIv^j)&<?TsasqMYnqx1)nRUPm$e
zOz3*~ZK7__<gF9UT8o0727FNozhGYIt~=58+x5o7i8@Bw$$P7|SS{*~?Ws-{eflWe
zWOC<KH&Lap-5wujAH8kOcXbZab=OL1Ph$gF-;^zUdskmvc3o??@tnLbT5Zqoty^7q
zH00*npk>BqL)IiFN0}?{&2v_``!n1~h2iV#uuD1RYi8{XoH}=1>F>ilg>j7!JG|qL
z?R?$!$wNKP)86a*d&X$nvmX>I9?yC*r=;9k)HgY;R+g{vS@g>1EK;BThP(f^Sy%Rb
z{pOsK3)31leUY`*e)e8wN|W1h+w5mqr|)l{`R$ACEB(FwGrz{`F!wD;+ViP$j;74@
z>WZG57VDf|@hB>UZ+G%^Reo-0P&D;iiP$;cEEmS$d0S^KnA~+EPFW_o>#MM5R%Nc}
zF=nnkFUsa=+ZNBuj$zZ%c;>QW^Q?n>*-ml>#i2{(4VO*7wb!~hWUE`)_lZH@T<>1n
z7`dHqs?K8_-@qqa0!u}XwMjmkcii%*$+|3ci%0X5Dsv3?)@!YQ?U$xD`^Qzu?H5`%
z|GeVrcz$h^tyM_&@hGm0EPb!p`B6SSUlx~(7@M5vkhzkOHf7$H1IO7`+O=xOOjuWa
zB_-s+e+I37Wy>W8Kix54(+b)d)xNLZYfjqophb@tF&Q>!z1<>xUY)7qs<g_yDJDmF
zxCD9il7rlO8M!0gDhpLCGuiXmFD)k6WJ}ZwgW@2ba#O~{IcbaU&eKrzpZ4OW=S_#h
z;iXG_BvntGt!$cCkiGXJ=clE1SB1QeO_=<~-=KHKgu=6?X(<QJCf+gpEHAfpM%r{+
zU)RZ2vnN??o4H-4>sr^R`#&asT<0X+ru=NRhqIaCt<6(dmYiGbx~Ip$>f5?LZH<$`
zH^NnO56Tq3jy>D=%|dNQR&36>j#H;gqID${LqbpF+`O-27Z__dcj4xLAKOn~Ted&7
zTci2bj+9$gi@9&UNV;PY@xj7mnulcLljg`?-Xp!e%l7j7UwZo6s4d9iT;`Is)wAyT
z-cV>?ryZ)hUZ#0-)~|X08N4=bao8a<t8@9DBqn{)xtEPH?}rvI-P&aLc!Je+m+40Q
zQy7m+u30Vdjw!G7y!_m3MnSo$=WWlOD)-)Gs$A+k$zAl)&9f5<o?qJYDd_fw<^5~R
zeue0W&--(|zxR8l+0Ek}+0%<xT~gGoOHG`wQ;^;Hk#*_SzgK$JHr_UUWi(^UTgxZ!
zp8U-|zU-sS?`<92devPYiaK@Nl$N@$>g#yCP``3tT)uKoKHn?nciY^5epw{T9%8KL
z{yMhk)pnuzQ*!Km!UOYF&als@d^|C}eCrlli&MW3D(l_$oyEp@d|CE|x4JqtTkkO1
zeLcSQR;S@^yDdNS8vQsWzOQ<ocI~n+f9keujmHcw3+n2pre=w6(0c3g%Bt(rj#5jO
zmY*#R)>jv<{5gmD`qD&A^JG;?+o#{f?sjiX)5&}mYF|>^?{zqGz3c{YnXhYI`6hlU
zmwPtp*^V{$PQTYWDSLREKlj_n?@T7WZT^1CwmjLD8a(gn*_hblYR){>*E+2iuGT%r
z^eIUCneBfDt7q@hTiZ`%ue!GOaYVUF!zBKF+DG+LGd53K?<KXiW9p=$XI4A8SF+n?
zYdw3i>bgj2CR@?5)!u8^ojBIMxpm`UnA_y6<tofwi%Qk_`24T!c&W$s$nkyP%x<au
z>FnuA>Xz~0CFQ*<gzr2SopN0=fzkBb@sbX+Su^K)*DRkC{3KjxO76DjA$b!NC9FG^
zNBMN!p7GUIyZ`gKe|vdtcBfmfk~LkobmfvS^_4f{<GwI_4%@QY^1U<5WZw5@D{oGG
z@+$kbjj&kWahsI%OFN(Y8TLKT<t+AGo_w#4>qpVE+mBSId};_&Rgoz<FZ%WUTdSbQ
zhqv`#Sv8?P>UoWj&YSmQ$vuz1tTTQ*Z`1W%R!7!O=<@S_9%owPGOH(l>DjErIa&8p
z&Y!rhem3!j)Q<JXqt4G(O8;^;;@*<vTl==nKPc~fXvNi=%Nb7dd|4m3WoJ*cO2q@_
zpVucls@<v0-qhqIAoF!iw$qDULeq`ze4Q)ybJ~-<r-cXBum56ebUA24WJm0QiA`HS
z+P8oB+~hB@exr^43Xa@lp9g&Vdn-iam2dpoCHO2;_pkrnJ!}daE-vg>V4Qz$zt%qc
z*zSJeSegEP+3!xr3rOVb`^F&pv;3oWX!hT_rzcOnvsh>47iwtoeN(!aT6fcm-}AJy
z8cytdY_Y!T@>k(}uAFlYk3}B}D1K(<YudZqYwPE?qRj=;?6>yy?LSnIxKu7>e(>A>
z3=MBhukE=Ww9%T8LF%{uqq;SG9S@^hV+!xvu6~l=UT*eH>{ODpH~**XZ6EjTkawHN
z-BkGc+P-Yzpx0C7wrtp3s;vF;S&i)@-PmWI%I6v8P5t!u%eqvH_m}p@hwc@e`JKsI
z`24j!T~2F`_8Dm3Ja~Ca@F$xyt|3da?@o$T%${-O%ZamfyZ(s(2w$FU#WH>S!(+uy
z8E(kbTm6}FG01yv)HR8pMqaDGoO~UBQNJmv-|Iu~mROq|4CnW0Z`!g`xmu8Ga+jZ#
z-SdY1tvO$QuUzb=8rs2pYftwv<C6(}ANR3;5#9PoUnV9pKBjjuucCGTr}cCH1g|$+
znDa*Ejo-yMmXud-cFj9<BrIMk@5N`?@T10lKg-WwzP2arb!evKcj3t)U%3x$I$>lr
zZ|X5`i@fS*d!;H$Qx_f#+hVybJzn-6gTklm4VP}5oLA&#7-z9*?t}2X6~+G3Tw+&v
zzCN03QFL^w<EbTYCU3ld`_PLnBP+fyw`UeCpEq?$&bt7ah0J%t)mM8yJ#yIc#FOh&
z-WT7R5|eOV{K}lYw`I~NM{Ls8YN~p)UF8;E^h*1=fm1#d8K14%^5kdWgR8B#FV5N1
z71<k>syyq)1dX?6Q%)W4de^hA@|~?-%0_ilFTc4}Tz5693L~y7OFr7Nvt@D0SEJh#
zTz#{S_{|Rtc&xrW>%w-%GzUwS#wgV%#kZbcy2rgq`c_)b#9Mp!=FLg6IH+@6LiDMf
zc<1Bh$ybC}tG4#s^KP^KJULFa;<M-GTP+JEZk_nHpFi{LF4M$)ZpYpgu~y&RdbDpo
z<B{3(cYa?#P3Mop!ARxY#tzoqf3<g2sv0cNse7;RZJngGwrhk}&~#tE!(ktJCV6gC
zK49xwGD~N2rBY<H`j4<ZtF9TGS!`P+_4NeX>68Nx-PLydj5jv#33~Zi|L(a@GU>{n
z)=Uj<3=$VAkVq&$8Z@tznfv6s;s{^af{V&tVr3JQ=2XqPKg&n$>bkN+ktwQ5G4-|Q
z6Qg~Vj`2lXz7JZwe8p1L(xsgyKcu{;s+2r`9edjCQt9iMebbTxKBZ5-^KsVY-Ft5=
z7v1G0aOe5#$<x}_Y<A=fkVq*tJ$)~WC#7KVx`OOk*)vrpJhu5Fdec2^c7UZM7k60M
z^X_XWZW;FEJSo0ba9&%isI0H>vgsA4l`=W!3aqQH_<d{&GyK$0{61n+<tEQ*CnO$(
zsGnXEdRBVM{FLnIJ0{odqI#H&yWT9c3)=MM@vNsMtuDJ*zM8H!-nrA>Onm#!wMk$6
zS6e>0ROWK#x#hP<3n#huGM==XxoT0N%0rPJzGW+8@3^ZRbbRQ>nywjrCOfQc?@5ii
zJs|<7jvn~(Y^~aXB{CraF1HUVGq3;8uxiuhU03eCR9-mMW!lT0^p(G^J)4`il3#s&
z)bVZGE8Q3#Tdr00<SV=o)@hf!F75s4T&{9)2j8uQ-#3OmbLCiLnPl}V%;e(6>6Q$o
ztJfCnHsEvWKeseKdbRNBY$oNFqBE9{Uq-xT@jCF;Zp+dqla!8pe-LWgRkXD8`1Y!2
zS#L8++`d)K+H~jm)PRbpqdRu9mFDi(nmF;bXMVo%ozzAS{^!2C-DZC1Zm^J$kXSis
zva9>FZ>h7h7hT%N$6db8Kd{ejx1`PQ>z=vHs~OxZ*J}3~_-al(&;EJ&>59ljmwQx-
z3vaCqJyy<mey`WY$>%N^9=8d1+n>^E_DQ0A%}W)x2|~3+j%%L!-ge{Ll#{($N4xp<
ztTv8m&aLu>uOo|MEGINPm{i#Jb@P%tjYZ~s;*(r04!zZmSeL0<J!@V-XWQ2Y<;zVv
z+(L@OmY-Sk!?s>($;JsW&)@YV-&-4;`Qq5}(w%<Zi&`D?eynA6cyn(3?d4gYWg||@
z9Q2miZn1jXt@V>xnpGwlp3ge#9bS@s(ps(GaZB0fK0mI$>@e$ReQz|?H~z^!@#gC^
zp$Yyw*Pbl3Sh}aPnQ@ZE*}OTk!qR0Ud~K62yf4-MwE4NcHqYm4JF1^_9w^f>s_Lp+
zZ0%jZR>W|??y6Vy3?ZXUb87bT`aE6jv#aKm=AC<&-ibbmxY4(#);4={&&oMZp7+^p
zeK76T8t%g1i|TwHd|fy1dgRpm>oR&>t{n|ouJ&%X?A4P$FV86sP2V+B<-x~Ur(#`<
z6Z((M`n>MVyuYtCZT0JxXs=cmUexzi`aSbxpDPdU=1)Drytmlw^RuFskFi~ww(ee5
z9X4^x;<A?8{>f+N<ep6K`4{R|G%w)O`Msf6^f}U<EP@Inr>%Xy?NZtN;7dE@e#xHt
z=AWGVuKWPwK`s9O46Am&j`dP0T5fOn*j76%;*h1A%!8EciY8pkm6ugr>wVQL5^Sq?
z@0assnb6LBD+LQ%|7$z8?EJK6lHmp6V4F3L1^#MN?#+^{*52E9@M-G@qvFPp_YaDn
zZjfQTBL6%>K9g?-OOvg((Yt4<2kswSvi9^!!Iqy}tjZ>wlwfaKEZ>?IA0^)2=OGhr
zFLF-BXWs*lbxn^Rc`QAk&=@vp+p=wi=@P3>NF-0N3N<VWUvac#QE2tN;A!t8q82SW
zzoq<1n67eNrtQ^r@muGqv6x%8n`TApe%RH+$EV%bt=Px8?%AnN<{F!1lJ`elGTdlX
z)V6)+^8kOX6Cuz0v{yu4Q9OC#eTb=c#Nr(~?Fy5!c$crsjE$W(YtpXN=ZRBNZK|p-
zA3eO|SmoFEA&-3@Gj6Kx%Dm6r(`PNU<k~FO^-I5M?LElO^5pTX+Z#(K=e?14j{Gcf
ze+9$5uOgA1ZB^-AW##u?v~Brpy&~!F_pOO{qc^pszMOw*nfG*g`}MDbx8CvL+Hk;b
zYn4Q`x2<1dV9eyk9bu;Do~rQ8KeuaUvWuncakb4$LMBwrNjAB6%Q!UXt@VrIZRt9W
z&sYA*UeYMo$kN1dQ1l$D!5RPjsB3M$o7mWu<y)O*?wP&qsb|TAO|mWJM~nTXRaykH
zx9!*!P@a-5I^E`@jmvz$EoT-7MaAj|&)!}p)aUqYmud0j<5kZtGdZ5GdR4RR*aIV8
z-#xv;(n_LSg$LI}cWf7OI9rl1w}<2W(s0AZEgzfDid_-u5>wAv7+E~)ZOyg5Qpr;j
zv{_shyknO5vUU=4!-4esOXE+pr|-1A6Dz^o6BfE#;@N+Os&%ucac_9i*HYgasIexb
z@%o3QyDyxM4Le?#UeaLZ_wcyrWsR_w2~}O66L*=a7yJr4I`{SRQ=SLchR-~&v32cf
zeqo))jmN$2h1>bZO^tKv6)-u$A2{dPoRB>4sn?DjdvLK$*>>fc&YqPk)^2{f>)p$F
zzHXb>&p6@dW*oI;%V*<V;qub&RO$sx7nYT8vUo7@-iF!SdS9PNU7p#|>0x`+V#)fI
zM!7d<O-?@@+_z|@3qyg!!S~*>$CKws?U=akgX8f}tG(VDYyXsG-O^BEyKm;&E7FbU
zSc^CEX)kVgTG%)BF3YbulcFYdG{#p=73pI5@@#2O>AF^VWn1@24i6r!;(W?`(6nB8
zuS-(!<S1*!CCA-Y{p6jVz#dl>y6vOftml7ol0U9j{>V48SpCeT2jSA04_Bx@eWtwL
zy0_?erlrZ6=`%0Nn9O?i+*97cY-7UB+XXYfnRM3fs9DGH&2l~e^uxDAT+3q&lrMIy
z{;+L&%I?K`65m8@4as(oKFJj_Y4bDxCsl9vty7tCj9=lCcJ9;ZlJZk4p3PqQ@=&s}
zUt`DDbvyrfE_c87$fh>)x5w>B$$c)R|7!N0T)iRI@WHIlmNn4}HGZypEO&EFq)qvP
z<2$-16#fi~=uo{=bLHE{cl*ljwXgNq?p3jVrtqV%ncuedE@O@OkbP}!>1xf#_hn8U
zmfP}o?bi+3%DW~u7ilf1k>NV<yCmZG-5sm`Gu#TSuaKHoJzH(<&da+WlrGcOe6HMg
z_0Y*xW}i6L>?|#k=m{#y*?Q($`<nb#H&5n!J8IKowr+3opOY>VE~vNRP1!rs6R!$S
zT79vweXUt+nwlcm>z5lCcRT9JJC&lAmbbAMyZ3);OHseIGn%78!jgHxy4BfAe;;?<
zGf7&s?p(L_&4Z#XoAZtbhxRT#Smeo2`tsyjmy?B!(Ur-48a+W(+Ot)27fn2OJSDP9
z=J{5WgEB?EukKB~dh9q$(t>#|D)~{XV<$YjoT8|E=xK2Ct1Kbq0~YeFUYl?CnWguA
zZM!ttkjsxh>+;m?E6-P&?_4Uh&aWzcuT{XFzNUqxDS^9{Z8=w+TH|Nzx$fA+yk8S{
zEnv29^_bA?KZ&V;*QcRx>$H_q{`8zaEok&mI*<Q(MAW=__iq;K-JhL!d~bQAv~Pm1
zvOvhcEq~{mzP;jA^t*qqjpou*`Ohmwns+Z;zfkC|Q{(p6k*8T4PisB+9kzF4!JjYd
zRvexrmhtl2sxr?_dv4_jX)5F@UusNRwYp8^@yFFs?K3vK?^od4v1T{-W|ajNM=ML!
zcCO7mH!E=Nx~0pLS8u=UXA}}z-R;}octB}aM}E@HV-;Ul1#d_{r?u2~$BQ+mLZ2*O
zQ(|eM`{Bvd<JY@hJm{9RlvuHRTkV48&_q6qbM;YA16C~Ec<0rj!hQ4Fj$N~jwp%ps
z+q;fPe$zP{|9zg6b@fiKP;a0A*7Bh4@Mktvm;E2U3U*W$)AJYE>@C5}W9-)#HnA?}
z`QG%H8`cv}9TAMpJsI)nsqgEBSE8q-FkD%`(@~jO=DMZyX$h`7@?P5}c@;@qF5SAd
zbE>V}s$(ba-B=lU?2LTWS>d0V7oKn_O^p$Xo^^lbjmOu%zi7=!R-aIOYv=0O<>$h;
zRjix2#OLdp?9~%IG_=pG<?zkeYP&|vtYnpYc;0bo^%?7mcK*@My7j2!U~f6!qiyXs
z&v8!-SI)3+ZTGvet|IZNq}r0ncJ0D56SEFa3wd`^_g(0Z#B;XVewx?kE|%Nc|J-@M
zLZ4P)u^>D9^1ampJ+rRP7mai@&%V9k=CcW@-2&Qb*8Qd@m_IJvu|vp=>4WA5H{m(S
zc3a%1y_H;@VU#idhi^!|DbqA{(Tfr%6drf2R}!;4=Bk!4cbnz(*+p}gJX;fa>`h(q
z&#UcC21gq2%~a`NV|=zTH>WrB<U57a8iBW3TSJQWT&-A_!pHeCmdm6_uQ=#&a`u*~
z7dv(ORySC6eUkny*>mLa`ueq1XJ6-*emSRgcimjxOP)>K>iJnu3UjBI%zaa-y7$Pn
ziM<E=End%hxOMl-&ict(zE$UT=P7hdm1(~GGKR-oteo?(roxlvTN`rY&M(|lIC*o~
z{<K0V)+_glm75roT&t%}J#3V0X?o<&t;lt9LJQ_UWM8<h-DjeU){!TlXWcS;an$0Z
zu4?Ixm-otIgcg5Zb5kX6p?{oK`5a3NiAQT)Za2ISJzYH4y2MDV((`GD{JDvfl%72P
z_%i(66b7!Y=PFaLJT8=6`8{~U(^?(jdrnK%-RVi%<j~uxef{1#j;oVdm>gbrMJR+S
zOsX)M6Z?)U{+^o4jK+C}0e6_6KEJpAwBCywJl74Mc}ZuUGY+`#BK@Xo_J$*KKE4fe
zxwz5tk9F|66z(2|Y+aSuJ73TGYkyVUv2>OG+=fY7vQM6ud+iWzKEKuA*zU^XqSLk2
zzAJrZ2yT70Y1!Nk3%QwRGxW6BTg+|JZM7<cGuox+yxE!e=dyC=!IQ^|v{Q~Okh44+
zo^)zSGV@;F$(D11%C!r4&3m5BcynC#m4dsa+Df%u5__xo%PdSomnkI3Wt|pa%a&bo
z&MvP0*w(H)2VX>lKW(#J`Ow{K&5humd7P`cLU=A$&zU^aGAAW{tBLnH<7+G5vwW!d
zSISVpt1heObnClxsl`EtYo5o>{AZYRd8xuiQ@ICh+A}pi=Ok;Ieb-qsU*m08;uM*W
zAy<$4ZDqC(j*c`5NjshT>uS=0l`G7@tT3N-@aWnLUg2tKE4Zby&3CNme8P3iT{~*h
zwC78WRX+RJx|<5-6h`d6ad~RQ)Y%OG8MMrkw>m{F(m$82wtMm?RUJMzEv6e1B8LhC
zr#<*}P4AFQfv?lq_rHS8>r6TGw$AOXtT{g2ZY#IoWDk$?a#NY*c0TIPid%5p^4Y?)
z^L1^r&c434P-$+rXQ{xKRX4s{uC%;+r7^%-z;d<g%BqNDnI7TL8#0$~G+1@5IzE4G
zuE?=Bx2_}$PwZ-Go_yA{U*fFEHrKq#s;do`w*O~{TRngMrK$aXmd_?M)qc=kq;=+4
z_`W47k7d3u?@3>I)MUlEVlU&Kf0paI`!r3w`?EGRe|`L6#Z~{cQ2~p$25m1|vs+AD
zZccyHp1rmov=#~2YTddpInB6rW})%Cy|$|!9Lt&{cHsHi$e60IQ!gcMe%EcjHjm#_
zXyU91f|q4qz1t!bu9G4kHPORVK>7N$`E!IlH@gbe%*%Y;ztnlotcr7*YdihUP7-_l
z-tXks72gA*RxG=^MdiE+bI%ux6~~M+&iO}$UpZ^{V#4S9T|E=$T;62ttK79TY0I11
zRFz_@X`c-Y&lVfqGM^)3d0xK%X?R}Vx|v>D0{r!B?Ksp^V&=`;Q?jD`#$QFpgVkrH
zue~~_too_=(k^*(!N*IB3{NWUh~3klb+fNbS;rvTSIAvv&64SQ&Cgjc^uI3*jrQ(~
zD6?j8d>?l3u5Z0T@&4smF)wFpo;r0)vUh<Kf4ooFlqjWRhriDZvf`Shsb*W3VC(O7
zxi5dlyH%Ugist$~OW9?*F!$)@c~`z(dK+3SANXgrUuIHH?wVzn)Ac8uF@90_XVsj%
zpeeI9Prnx_zbi)M!1tJR(V0ev)rxkSoP4uh)bn29t4dSTIk}QQJCpmiteJf2*~U4O
z{xc|TsdC!l6UlbZ*N!`5;m=?R<v(55ragY5nAOA?@$31=HP6>|PCakFuWgB{)Al5O
z|EjGlcF7-J-e0-S?%A>Ow5R<qWA<DR7jrK-&o1|M_MAyS{FXWu_dc}Pe&eh4Y)|3U
zj4%76Hs^BbFfN&se%bV4`9JMlvzQhbC=~chthb(h<kxJ2(BSj3oJ&@D?iKBkQ9qff
zZSq?_AS>v0$1yd@^FGhJp2>$aDX{(N_xhlAt@K#WpCxso=VqTxe9k(t<6U;jlD8{Q
znwzt&Ilp%8){3VV4D)QYemRy~r}zXft(?|avts2l{k*@cuO{q?Tjj92FuS~XlF?0*
z>yuSye-~^kJ1J8a+BW^c!t<gFZJLUT&lZMn*exWIEcs}|tXEYbKUFU$T*+S;;mKos
z-t_qCHMf2y7i%WIjJ@=-s`T9Cof|f<ux_imKKag%s@U6`M5La#EY`G@YhUWMB+KdK
zmTNB;uf4q0;?KctzB`Xsy-oRdY2uy}8&1FCEsk<;c`!-AS-|Vp_4S!ni5vTqcchwL
zSWua}G;n|E_b>}@@9rnN&P<%dpYI$uF}svmcw+OdC0CB_DQpX1x2<(8{A_n~>eNjV
zg?$=VR&8wA+I#sA-`VAklcZmUChzXOG3U$cn3Qw>JejXsz7M%n&LM62b=jleb9UVh
zshZGsDfDDs_SvsXD>w}8LMB-yZCU&Nq=k)))bsaG^zQU%n)06d=Ndd`%GMjtl;?TQ
zes=zG)FPv3tv!!+o?iK6v+jk3mh3yuug!b8o$qK`_<8#_?a))buVS@tyKnRl`0dc}
zKyK<|Z)?sQ(`<cf`4xqPCm0m}y59VHR?dZ3q3#Kl5^`G)$NGJoQdMG6XkxohE-+}z
zv~BOAXT8!)J{a}9e#4VpX&Dik$2?3ICog?v#JEc=pz?Xw*KA%fSLQ^O35-lz`;DU(
zKQq`-<C2=`_Ig!%n~UC?wA;<QFO;wMxSYR!+oQmqFK4Txez@Io2`?zJ%`$xW)^=IM
zhvJDRZNj~JcHjA>|K^Q!mZ!znjnAG3%uEgC;H#STrJLzq)MmbYS1;@JFO6QoWZ<8C
zZIj+I50P)o4XinjrcJj}<=Cy^Icw96<AqXB{)L(@UAje`gPmzd%f7v{?IIHP^dH(<
z@}I#-$n&J`t#$WWJbm4#{VKDSvOdyV*k`Y`s#N8it@iwsna3W79^|U(`=Vi;=e1w+
z#=#;z)f9V;mlLA}GZLQ#?=fn!+xpxvcE-WP>!vTOYOe&ltl7ly<N2+Pv!+BoOUk;o
zY)hHXE0v3hnmtK7Y?J-xaokyM@AdBS&RubKAHKi#pE@n&FyG!RldNl-ZFW`6bp3tm
z`BAHB%U4C+vAlDGZT-uAR&xs`_0?AYGks@uy!BGi5xuG}qK~%!<12ZhDSG_Poam~>
z7qg~DTkJNzlDo$>+o*SwzQqakiP35qcPD-?{CWM1QKt9>`KkW0ua{ls+pf*h#hGfu
zKhe8hE3Y{4#;c|N60@FmPqJIslpT|9zt*af&9mP=>g0##O?yIDc<p|(q=zSE=k54}
zm-1X|gH(;1qI;TdM(qggSG~RQ(w)q6mw)$9nDr>KzFfv%`8QM5mB5!($KK4=bohF-
zuH)tpd5>m!wZa=Ui@&T}WvlJIJx<BN)-dw4sGqHG-DcNZ?)fu=BJL}knXv1xoBiBW
zUnXDqY2lV%*KhulcWph-N}0g*@)bqdPqJ61J4B>>eHrSteM{cy57xCOk6Qd*_dDii
z^wED@p}Zz8>GN1?uA1(d_GxOVvfS2R%tiVsMa$Sy&j)Cqw{d(ZU47cEv^i&i@Yl7e
z;wrynw`v~RYU;P>`!3HCJI}7biRT|i7o796T(kSF-K$e+kphjkRvp(AeR@jv{P~YF
zw6>^S4v*C--w-o_wdC7%_7&gO8}=plZM_(MXX<g&!&X(shYK^`+<f&hW^&hyx9>I-
z-uS*=z3cTtp5j>FwHFjp`n?`Z(Oo%RXU>*rx#c1^*Jk9gRhmBkaHsI((Go!~>HSI@
zHaq1m&kNqu7nAU8%by1YMTRjsMZddtsJ}cLdizDR|HiBD!`@{%aN2u4pA@#XV~PCp
zy(Ny@Om1eDFHTomFB#@~P`)=<cmAcN930PfDXR*HoDw>Ep5;Nf=d!GO&a9J{uT3_P
zdH!L|O96u~CR)2*+`Q{795iKeknKI|)s>Ill=Fm7dc95X)@F}Any<9kq+hR&>+x7^
zzWq|X(+dAMzRGpCN=1IX>c3$0=bZ8P)a!-U#07V)WS`fz{heixsKWL6yn4TGUVWT!
z%3s;^wyVtAyy9!S9!qAe@l%?k9P}}B+3B!TvXwHI+<H_P`WTnrYHFV!b#ID`;elsc
zdeYu5Jh*DMe_CAk=>w1EK3R}+&0%i%LX)3r6Bb(UmwNG}wx@Q^?aOKLvobC^waGt>
z*mSP3lY4U45*5};n`i6!RU2|X{|s5>x%XVFsK~k*zoVN^9+0~#b0qIvmT=Sa^mxCo
z-0p^t)?N<V_H>2&tS6WD%cS4l>h#oU&ODD*XEr6IPYyj(<W;<N$I=s%F3N6bUGq)z
zZyTG=jr;c}MhP6}>fIMK=ld~jCyvG3%||m@d>1nW_cj&py*NkNslsvIoshNJf)X0W
zm%BD^-Fw!f;oUI<ZTHVCZ`K!^aeE{ue|m0OUAn@;kip$Kcu$Tc^U^d=Nn4Kxr7r^|
zyce4HY|XjmJ>$Z}8<%fYoKWBJKITK8@gMhzx7HpN+UKCQOIdvF&GV|_S7%RqFPtvK
ze{QX3)*7QbA7lQ6z33}2JpVYlUuU%#yGp&5uf*20ouyxm-KOX6n8SN)tK#Nuj%QQ0
z-ejKGwetC9IsUk*Vq3T9#a)X&b=+0kjU!ZYnF-fnm1|aaSP~~xho0m<u{=9z_UCZr
z@11MC#Qh7p0;BtVuJJ^znXvDg^lH72%NkF9<}^L!U#U?0B&E7+UD?}B8(+Fjp0qi9
z=bJ)npW+)`6Bfp-wD@&>cIL0WXI5`@_iHJPWidXr+{nB>YN^_}ayM`HrM*{l);HYy
zT3IH%bG04k!q1|c=NTT&@mV$VmK(oG@v&ohyjw4yJ1TkO*zyd!MN78qns~9iAnQ;|
zD%YV!8B78WD}&3!*hTZgv%i~dRD5;hTJD{c2FBGJ&lRv&ExR;lTe#@jKRwD~^N!Vc
zDv4S?33s@zk*vDGkFPl5t>wW7g`vKuj6}ITcib+nPuDbgqyMdS#pAxObE{Y0?%1#(
zecs%xE!PCj%u$p0qO{q5L%PD`N$hJAuIw`2X0kHl&fJUVw*F_B!L`p`%k`#mYXEE3
z`G?OYOy1FdY|X(X-U95lno(ZI{ol>MwSB_*O>V0s*40gEdUw6-sLhw78FuqaUOD72
z$ISo6dSZvrbQ`&;b-%Z@%d9*WzGvdgGC_xeh_I`-TohFqM9)UKD(41yU0d=jM4Bxk
z?0S~jmCuz?^M03DtXwv8i9!$0)s8&n(1SMfkFD{}+qCWRwN<CHg^qdseG_Kby*qvR
zSuaoBuFpPi9C$ch1{`}U=XbBt^px5Hp*OCI$D(_#S9Mv~2vmPt`)IOTaZ`7cWOBgN
zb7g`(*WFX=)PrS~vu`v7T`R!TT0Hqm(ni<s1<U&$&EK`_ReG3VwrldXY2rbZ=d?8P
zl*4WvZw^^g>bgVDyT^==e{IpNo@JI@Z=Zw-O}@*@vb0oJzWBmjr?xN3E7n;)6gcJg
zpm<ho@00bC_a`?VHG7{dd*H(K;0*IKmwz9P40w0v#^1^{%dRRm&M-JAd$hPH#^;h5
z|LMr^l$_IbcFPuS&z0?4aY+1%-q-SZ$&<>i`WqJT6(2R@u9#We*ciTNMZ2^ct4rQ?
zlR1mtOlvj0cSI&_mvx2Nx<`AncKvjCnDzcvW9*WTQJR%9lc%jZ^`up#FKbQVs*OK4
z&eO7fS<^A~<1yp;SqCna?)IL2ZTrk^PimH5xL7uKqR}OpYZrDGa#yzGJ)V`Yy`}NO
z<*)4adqQp2`&T`^_9%9Tsn^q^+qsX{ob6sI=*YZ%Y2ozAcAU&>vpf~GPyS&|^;q(;
zdDh*CliOxlR8N~SZ_4Woy{9Zn)6OTxbtf<MtyX%<A-DB)*e%nwQ<59}Y_%7vX7A<m
zbo=zW_<8$>wnYy-HE+x~@0Wdc>sb+}-^odZS7!aTcv<yqS=m7bLFVtfrE=`KpUum;
z<I{c4&-iTmS&=Wj(~Cn-eJS$zA!*Xx#K?V4>+8Pum3tao^Pc>A{PX&YH}d=?tNpl`
z-xbE1$jM($Jf<9HmB1LiYJ*Y9%DlTbKiEz`{5J2yy8jH5W%vIreG^rFC`F?wdGh-M
z>sN_MXY@;m%4|QyCO+%zS-ZB6vwDI&V?NHVZwm`3GBCV-{nNTrr@i)G<}my2T6jZF
zdrSDdxazXi@~KI7IbYXteMt;8)mZ+jD|E^Bz<T9;kB`gN=A7Ep^q_Fo_r3bZrfqIm
z=e2!r&7Ex%*IT{}o+!u1$FY9;`iU2(-jVKpd*SRc;p@|<{8q9Jx);EaP^4}4Fes?<
z!S&<9*;Z@2-uKSDeqq*R{~tRu)+o=JlGk2Z6K1b<^q8(y&B;>tRI5;>^|C>Bi>4jl
zv5HOI?dv*i|Buh6mMu<sRWBI3#cJuAA4i(!SN(YTP?a-&>hha&xz=7=5>#X<n>}~W
z#Wm|h_nc@vSH!XII>((Rt*ckERT3Kew3IoEPK6g{FVYRkJa*=%cKna{CHL4e9&;SG
zF9|<w_5F~oo9r?Dd;C60`@Nqv{^c#cd~0)Q%=M+M=QsXHo3!HYF5}DJHciR3Sh?Q#
z<KnOncB}Ju%np0Jw$k@re<`=@2{+r--?=_}ZkZvd!tiX*<-i}s3*%O&-DR{r^f|t=
z@v(Zzs)OsDCoPj^SNVHg{QLagwIW^opVw7AJm(<#t8{G*Z|~LK%?a~vte^SyeRI{*
zg-H{p%br+&al;<>>7ia<g}&N&&2;trBdYXUw|}z7?fF@a&(b8;d++<uw=(Z`9Owkz
zQ`;t*q(67kez`K~MQG-+%s=Oa_QiHCFV&cH&A5wezW=dpzO(r}R-KnrmN>B9)3<!*
zL$4`|?zQPOI(%Pkc9{3PsbO>B3*Sulyj43DuDx6>^JnsoYm?_6+p<9W-e#{nTdflk
z&lb<pl*-PXxa5<Dy~azQOyggn!uq*el?*K&EmdjFHws#A6CC|iLexHMeb2nAusJ8X
zv#X~T+}`}wUE%8VJS(pA(|qP!y(_HZxA@ul?N5W6d|jpU9&JtTb?Uj+`Eujb`9&<f
zewwd2b#LEWX0KQID<rXV(d&)Nb(`FdpAMPA#BXZ&+$O}cDWbskRaM{jjb;z~qt0tY
zOk$0^wcxqs%5Mq6^X_WAvi&ustmjuKciREcA}5dk3^vzl7TbhsZ|hkS#DC1!-H^Y@
zcIBmGqI^}~RwPL>ByBYc%9zCBYPnjUFIwSBrX&x;`>2g8ZZ~OLN=2;cFl-LJrDPn<
zXV!S!Yq7!|BW>e~qY+0Y_PJJ-H*LA8_f=H2F7&zS;icPWyxQ@ze`#&(!)T6@y*Azo
z(p^uU?f6()J6HVfn?!5-QrTl$YeoC!B=azf9<8aYSGnY?EHh_vtbezSx9Zi~8V|H(
zs;{%MEi*GnU9ZgAJ|}o~)V{WwJ)1tc^0t_(ZA`Vde0*)|x_rSlhocFbjm@%OB&z3z
zc9rG3WF5NO`DkC$hCSYAg^UhA>&aDqdExr`4{C+;uD;kMdU(ltNsDm#hILV&_SB_q
z==QbFu?pCIBUxtF@tvFb%vt|xuh_kLZi;%oXx%k_Lob7M9^qZ#`;HecSG%0~s^ZCw
z-kqY8K5N=YeVglkxaXr7v)!RRUZ4FZi7B(~&b;1oce2UKw#?#a|DeT>)mENxd_2qD
zNMC-fsh?}9jL?d08!ieSXaBfV<KEtt-aK=pHVUWod|9=#UHATqi`=5GszU0b(-)pC
zmnz&|6y(@n6Yf<KagwLGtT3+DC#d<V@vXxNe^-4^nf&G)%aZOqM%k?1ty3oZh%jZ}
zetIEgrgA|0#Pg!pUi=dg@Z8x}+-Li``}M@lnOW8R+J#T|pZTQy)^_b$w<pJ$MV|;C
zdf3U_^*cP~azb`NL=kU=?a`$hl0Wq@xu!ddzPG+}U9z!VCFf1Qn7|2trY*vLb3Zs;
zuitjYP$p~<i(<{zKibzy*R4NQbN_1M+3Y)?lb85ebuIhG!gGC%H22L-Oj4mAjy~Qe
z>8GvQ(Y5zUubfbM*s}9-pZF?7^K8xB72ZC$zI}OHPx6%26EiA~pT0NwsAH)~gmu=J
zPd0VDvKvpVO})(3IQ8*<(KmrFEzX~QA8nX9aZiNu{H4XGMXPTVE|?r8r!6*Xro3v2
z!OJx_4uvl}zPO0(*5$T?4=2pmw+S~sV!ZyQ%GG`Yspy1e*|1zDPfmt<uWuVAcrSl=
z9hMTxtZ3kx_%^lnZ0(h8J0Gro@cNy>)`=@C${un2OF1qh^-In+NMeRI*W%T&w><M4
zkK1ZTJj#mAN<HZveNf-|iTUL_G6|2bZC2TOd*a#Zm}%aI*4lE9-6rrn+H3JhJh-bO
z!?s^KRcV50nR%4U>2roLXQmY?9@E}r+_QG&^N_=*Y;{~F8Cb||{l)zu?A)zD$;mPd
z1=ZJ|-znUnFfnfK!ixQYm;B$wORQWqXTc?}XN5~uRnA|F7tX#mD|dFoV+-5Y4_E*G
z`E{=22fsTX3Ma-n)<3Qd4^D|pdGPhwzAYc*CT3le%Wm+ycz)&j>GQ-2_B>C%yR;{7
ziNf4z({nzZ{Gz*2==g#!>m{#ox$kwe`k?*ty-e1%X&EP_HB|%*<3;YhVykZQd>!>r
zF{t?2i@rCxSza<5H|K9ONthgc;gDC6W=_fKPG$ZrJzv%y`?Rp9O{Q<_>vNgbr8XHs
zxoX$iwG|k5h!#4AoEM#3sP!&+9$!}1osAEqUbK|B2~FR-VY2X!-?Nr|l5>r>cpZ7^
z>-n`gUyQSZWLtW!hKI7PdCu_QTJ<!W3+eg_Y0QnGGEd~Pj$Jz+82ILZ$<>ZMYd5-d
z1?-fWwIzI=uVEWo<~Eb5U1wawWv;wEx#H(n5oNoSdxsqkJeu;H*<|6$9}g}o9uEso
zoaMk9!PF(Vs4F#jPH=JX1jB&uZ$qY@c`BxH+~m=npmj!>g)f~qavILQH*?RwEo+vq
zb?+)P&3X}ZTx}kw@=`^nB`gWGnP%%!WiPzpN#ARpXSrPLm1e_}3zN+<#ilg5WpBTD
zgX5{>W6>iI3Zu4dmblthVQQ5XYW8#5EUBUu<u>0}e~ff`-Bh_|O3^#RSRJuHO>g_N
z4!$`1<mrv9mo^{6#r;Cmbzg?>-(oXQ)Hp1mFM8SUrP*drKgq;T+t=#qwEU^)izvRC
zCY#t2w-)i6RvmWR-l8*UNAeY}m*GJ@hFpe?T@U9x`m%3d+e*Dv|J*}M%QiS{RAgq_
zx#-hw<}C@&XPq(Lv;MN_rK1y><`nnUuI^lR_qMg7^v}we-8|PWxbD1?E}Ip0ZK0v;
zs;bg;axc@So{N4eyXuZ$ql9#Ysiu0ZSILv5i|UsCXL!r0lECmf_UarzQErXnpV#a)
z_W7(DyxHdY(yH`tIcw}fmRwORySb@lOVq^LMT&CPj4^+{U!33|^K8qr%j>3Ya6G2f
z{>`SxxH)Fe$K0FqdTmUj^OCri-EFYCzV%0#+WZwS&)Z!+;Ji#!S;K#CwR?N+pV^f%
znsJ8lhI6kK9`cTjn<ZCg%qbUgtNg3wdhvTkJ6hQsBu$@wuvzdpKW^$vtL5iQ-aKFV
zWz7_i4|RT1D{V#HIb}<$HZNvxYe}q*IUsQ25|jV_rDb93I;DDdo{zaEdo9`Fw#A>7
z)3)<HXYL8V@H;xAYSQ6l>refAyy14H(xi<!_UCp=@6<~=kzKsyOWxJ}+j93-e0wy(
z$82grq0`)3hTk}~Bj@~`vTc%b{^L3Izg9;oZVH@uq4ebQ539YG-#R~yIsZba<r@xZ
z*Vsp?Zzk<sa#nC<6vrXPFSf51PBA#ue710UfQib~Cw*7_bdy30mKNTcd-+xIuF$Bm
zaO(r-4zqAQ*(%m2<jF8=({y1&-8p=PU5~eB-twvXvbtx@MZKQ4t2Um>3f~zN@~i6;
zuhR>=2aasJvoAL}s601)ZoYBb<KvIxrmD?ZS9xcu=+~Vme2w!gEZ>I6Id5A!zfEb=
z%-QR#!<S5-d0Mk%qqNUqn@6pCEg8P8xf${K%c`6^)t9}4*=}B}eDHOp>%p(<$}Bx>
zy7slm&CL$mB71hrjCtBg{PS(D%c&j?`@5!j!RrW%O^@}KE!N|Bws-Nt>#DIKa-PQ@
z#z{QgFLT|0$vv;0140%yecJPu<g*uFSn~D8@9TcoPwjBcnNzRzslMZ$qI0g&spmS&
zWv)-ltU5F8Q_6{Y;W+QdzS(c5&$v6mVm+HgUDd^Y@4NHPeB=zAZuafM=jXGlC)s8l
zNi04cZv5==a#1bM<59mwCV5}@aWB36RXIoU`MB%_LMa;Tq6crE@VET)dWoCGx#}?C
zyV3`5o%wRt?4#20?Nwi6jgJ_a>=xbFH}$hfuvtZ3_Ok7JQVz2n6nz%HRIGZ6cJA^s
zzh?bDE_^%EN|N!>KF_PBVY}u&$$N6O*E_`Mm}7!%{jaOfjAIRKO3q67m?W!fXB9uz
z-kvh^&TUV%0|&wvXH;$3wll~=-NM#5PBOn*kLlgIZMQzoke@xFDtu|EUiiX;PX05a
zuG_u%@VqOz?G95xg-mF?*pEZXj9d>U?N~p*q<X7i&G{_}-`8<R?V0#YL)zwJyvd4V
zrEhl0yIXx-=(>B-{VZ?22gZ}KC(jBH7oDqmFzogD&ueDtMY-8L+SeK!7$tA1xzg*c
zynBuAw$?rFx!MgbDKg=2yecODQ&nU<7A~>=#QauIshBPO*OevLZ~e+!sl1J=_d@vD
z$II3AqUZa!E#y38?knSer1O!h&iYAi{#Sm5pE?|wWcKd)tXF$d*X_Ca^H*`#2eo~P
zldP^jSm}9m#^ZS9uJF`c&-3%1+x`kS+&i;VZGEiQC7F5qwoYM>3BTZG<|!vUXU<lu
zUa?EncikiwJDqta>hLc6+x5ft%(*7}*$&s1D|7x?aI~7a=lWs!&FM{Ss~<(Y&r?1V
z_IB!t2V3j*)cAf>DXTImE8KoBfaC4a#Ez95!MEPLZH?NpRFqeLw;l7&Cd<%ApN=sq
zD}<ku)43SO^xQ&X{gU-tS4%V(F~0JAv?u*Y)YP?CS3li+v_da1*L>%fqDkMZw#|N5
zv*X)MON9hEt@ur=87Cf%+Bvn%%;IReXGJ%M<jJFDuBUFrd=~cmzVTGNh^L3F<+}Pr
zl{wG0Jj;DQE9;Hi)R)2gwJfp@su!~bohrVxNj3Sxb@y_K<Q?HEPf}N}(|XS99kC|j
zlh)U1JRc{YKVv^PP4Jv=Y?JT0<ucE<<(+tX+4<F5u@65PHXc`~6TQCX(s`}pf{ex2
z_9z|ucui;WZPR-%r6xb;xN$!C&h=gk>&+{zZ3Ex$vYS7%apD2x3HEEN)?U5ju~78D
z0ZF@M`)W7t7hEi^QhZQ-{oWF>e~OzsCnmGGCo!CSkhXD(e9|<<xZ84{moAAG^Gs0;
zDY5k}JM=4i#Wd;CbC3HIv=3bR_Bo)WOYNj?^OodU-+p^OxU{Bb@6V}?EMM129=-d;
zmc!R%tEt|)pleqb`G`F(lv}jP<i^vTQzVU6`7bTHUbS})hiqq=O#>f;{k56PE1D|r
zTW?eN&tSW{|7})p(z`F+c8#rTm0O;$a#-<k%SSy;-`Q7LmwNjJd)AX<D^+eP?h7#3
z_wU*Is7SAdv&NI&o{(#r?fa^2&gAk7?_7Q-bFI=^ed=uQ^R>mBv+6>s#ox;<-<uqB
z&-~`+IddNE)Ux%R{K-1nQ*a$a;N?k$vEFyY?{F$SnH-nB<XzvL-E#5EFYP+5o@QkE
z++O3?)#DzwzVGzae!J4<yDHlinR(0B+;nm&vfilD({m;1c3$K;{-2N5ncuv|<f)Q8
z@j^)C^0MGbUUzHSqGAjtYw<m(`nGc2JJs`&Ctn8~uH@*vnH&;ee9|<?`uHS=Hx*yL
zt(v-KtKyQUb-{5Q&-%oRk3IYqbWm!;xyt8itM2$*(ukYaG&AQ%dcgg|kuR1s>dHI2
zx;;H%dGNXD^}{@YQHxL2CEwncJ!6aDftKw$Rs3GlZauggGu2i^c-AdF&6m3kCzW4L
zz4Bgn-4yNI7zSQfl^fettAr!?^@O=9)K+=x9A#>I@Nw3qpzLDN>`5^mo+lE|@6E7@
zXmwDY`s8o6++D@bZ11{Ht`?vEana)@f5!;7Yvpe5yj|K|Bxh*EPw&e*dt~DRhT_SM
z5#OU`9cJ1*hlhtJT&r|PyybzFo3^g=x4pOGz2vur*6m(vrYjbH`k;OGed%kFuu0yn
z5-%37EiA4H`0$5!yXx(IeuiB;4({by8r2iL`^qmN>#5UxwCYSw&u$d7Oq}oYLHnuq
z``)S&gPolQ)lxt6kIWa}YCY+g<hJK_SJxD5RaKc1w_IhT*S$CX7i{B?h?zb9zFFb1
zebt_Kw~x)rncikPx1fUE^k;kZW8R<-^NrF}eqW2R+WKO8#nfYl_q)Eld^*`XQdxh^
z)#{t_>&@P4&Rj0U7W`?Ml~Dbm-5fE88P(g4`PTX0{^NB`_iA!<+pQgsP47q7#9z4@
zAa;*^z5QIx1l4Sn?61Ew9?V~C?_+X$r}VjreM}7uU)SyM*yM7wYM%eY_&LAwk8_5+
zskol`%J68F+5C^ou6bTBxUtvbW!IC6sEd~;=PmyA*X;VPi(ljx7cy_-Jkv07^4Ve|
zcD_|c<;9WnKTNGCdO0a{a<)w2tu6B5+qr5MEj=}-IEJq~eDBTImyZS)Ufg!l%V{~g
zr0wTWuGSr)x_1(;*{;58dLxtJ_W4u1WxBcY(>9%|d;M%v$(Ox-TSFsbF7DZ#;Wfol
zfiXl+CdQ3f&SRa>^MGm9kK8$TOTLZ%eCCO!^Nz<oWuo1_+cL$s-I}@a$OfOPjql%O
zCvh(eZuO~}b^6wkNv9{@ejR1T_-)sQ=Ue@CCYkOxU4P-_gB|G>FZ;5%Z@*MlFlG%r
zr*(F-(vc<W&)&bZlV9M-n?nJfEVZuQ7b_>fvs5WHh<pF(Zk5!$*D;!QqCZ|_9}Nzk
zrEw;EPW3gFUn_;xo}E0gv@)l&M0)zfciYPa&Q&t^KaZIbY!aMqleQ^wr_pWW)x}pn
zhfEGUoR>Ih|5|5HU*mOiOfr@4#@+A}i#=@ZR(Nk`<=dH?_}SN{zpPqqvr{EmzNB93
zMU>O~iPtY}ty!OY#`edlyZm<L_L-XJ+5a=FjorJWbM3~1sj}KV`&uWtPpF=?c3JGH
zO>>X0P1uqv?PYUuPuz-E0?cacyyw}Ms%(3&H1)AUVep+r9`lmqXYe^JI`y-7o8N-3
zOBQR-)XR?Fcw&`}(SvzyyM(RISt^(2zY3dpQrM#*UFP}>lNqxmUq-2F?6&RNJ#Y2G
zi>D@Oo?w@)Sd+ct$<8?TGge%;e`i!&ExwWR>*|WNeIFbplxHm$x!17#t}efQ>kK=-
zqI#du({tt+$<6z^b;a#BGbSwlurA@a)|_uk-d9T%$6a%NyKYvbi_7Or+f-ZLX;`kS
zQ0)39$$r=7`MvEyAEn-U%g7b_I-k*7^d(9(S;$?_@kQnFs2A(xG!ssjKAv^-%CTdr
z#*-LVOp;XDcv3+=zG}zul618vlP`*<^||`|4l(fiR5SP5)&=)f8+lKs%m1x9*rwj)
zR>bkz^PpO1&*ZYQuX?kub!*+}>hXTYbo$TBO)NVZ7|+|!4cXux-PU_Pra@EnS#ZGh
zoz}75y*vMHRXV-p$ui#H9X)G$o3C$8t$ZWH?DcJLS3vho=}Bj$za0(r{CIqS)#@wq
zpO3nENV1fz@>u7~e#fw=?90*QcZE>~+uw^ke`TAs_t4ZSfA;MO&gBoi(40I+@O5nI
z+KY_ga|(|p-u9F$+wOIx;?znlPv%*s#`(KURs3FA&(nM?bhzi!f;qLC*L+fX+x#4!
zzl@mdb;AE?$gCYp<#l^IWK5iGq&D@1%=dcEb7skdk9~Dpm$lcV?)rFp;j*ua)+J_<
z%^Jt5xYo<7F#a=@Iw7XIa`N<`J>?2lR!n;Gn`P3b)jYMg=ACkxFt2XP?Yjp#Z*jcK
zp4TG#>Xf@^%(iMS-ETf$+@?;+u{Gdzl|Afo?`mkC=+$x_nIhi^k0b5*lFVJ#H}bA6
zv8s?i)8_Vm%XO<ax10H$=dW1Tc0wZLoqR>o#&uUzmdjc_ejR1H$RJ+$jr+1VPL+z=
zD_+iets0uawDL*Xp7q7fb|37!_R2}NOkBOb@NByD{s~K3V;+<|+M+afYQx)*8Qb1m
zzEX2z-HO$7-kr=TH+ZYT|9R~U`OGI@&lVeaa53K7;$Tx8dooga;+>Zj`MV1Lth$m>
zcx&fv&rNTZZ(M7?MWWC6Xx`4;oo1P{5)v+dle_9?z2ff1Sv%f^ddmFf^7A@2EnV=D
zVc|E<nmzAAlMLe-vhNG7f3u{bd(*@@jc?-@gwHy=YnqU&g2WTiNBbCmY+RBVo|Cq@
zqto)d#FOjuErN@EXStp|KJ9Il_B`A2kL&?E6YggwzC0WDpP}W@kLF!ZKVM%T^>O*d
zyh{$82mZWXzv<$HT)ihB@6Wmxq7m&@vLZ5Dezx`2k9@0@^2PNQUnyPl(#CnkoM(SG
zS-d`*<jp;CqvP?KVEc#SyXG>sX>yyd_X=5g^nP?r-;cz_s!Qz;q}*Ei+Vbq5<#uh0
zyQ(`+GQA6`EtmWHvMT+s^y#VomXgNTMZf5Ee%N>Hn9i20Gxd9~?b@j{ZQAc%yVV?j
zJoTq7KmOeNy4$gqQ_nY^T%Yja>iNE8CgYvqS7!ZMcm0s7`^f_mFAQVPu5S-$oTAdT
zWa`%5lZA`_toXQBFJItihsw_S0{dTI-%R5!2@#6;>zh}fp!B(M;@Pm)r>%F*<}X<D
zRxVetWv=$`PH~=ab(#KCE2JYM|D~Nby|8@F>%OV^Z<g>(`xP{GPhVYiiJMXM?PW#{
zvx)`IG5Bd+{#p3<&GS2#jutF=oFU()5%q@4_rBYi?^|PU9*>%-lv7=Ot?#K(W3=G0
z887Etyq+B2rWO>%8uP5dKXKO0>2eWKXPUW=uQx5*y2bM6?7cU;iwnPHa-`TAzm4QC
zyJXJg{&3dIuMBF5$9z+r`7SrLRA0HPsq5FV<m#J1vF$<$jn}Vt-P?BQn`pYi#4Euy
zZ`-wR-&^l!?DaQ$?Xs&Eo2TrK_!KW4e`m3y2(!$bi4jt9i&r0dwOufk-<@f%d3>AD
zsoO?3U-z-*XKwp&HiMCwC0QkWZuY6DS5+daUIu$s-aq$DDLz`{X~TK{^-I(4#Cvo^
zdMK2w$orD<DDCG5&X;ckU6(&eC|Pqm-}_a}RPMXhKSkGmy&;#cyJ`8CUtGIQudqC>
zS6gv*=`nfj-UB732Vcc!a)pNcZ1}*Mws(nCxmo|!v^9&<st!4|q*grIvY_X|e+H|^
zHm21DA6K0*+ioMLeR<|o_tQOG@4xjP52^gR_|4N?o4%lLk&2yD*7NYDyu8@2^Q3sz
z+myh99SIySV{UH$q;lZgo$Jy~!G6cKygKT-?9JKK8E)-QPRea@U$MB!W)uHjkNxS#
z?*$otS#{}dW+9JBgWT7P=lP#mKDGXC`f!Jk{@%zC$%6`V_EMiun(o;Cc3aT%jc-Hl
z|BfmPo8}~vywE1}<W04y7x{0gR!7P$e!5b9S(cc*okU^G)1FtW94AkxdTzQSPpQZw
z=W?sdb*IY7H}Bktco=#z@kiG}-6xzEnrdyeru1D(^t3q6ZWF4>qOs%7(p67`V)v!h
zovk;PF4mm6$>LXNixF$=orbEb5$*38kF#x2N$y=xkgXScbJ3O{mp4g?J(rW4Y(5-*
z8B_b^ywJOoC;o+=bAPltt+w0fo$T(evq`3zFG5zH(zJeY-fvguR7W1eu0yR-X$mQV
zp1CU|-Bkpmu3b{vnK$!wY+&Z<?F-E^W6tl`e7nJOm3{go!wFY!dVM&x<Nd9bwi^<!
zFVk9dZI|F%o1WJtos(I<F0)CLf2uC>S!h|M%+(o>cpP3vea>90<Z1oNlk0<B@Q<%+
zBMv=avRwJtcR`buxkTO$Q(jvW!^_G3r`#Nm@oDn~1Wd3FI$6AVQWk6Klu217s%pDt
zPM*`pnqW1_Eqm3ZYr)^E!isOp$Z6Y!lpfU9HkzV4p}41RYhsE<;XLC|B}UnH(M8W}
zXUe`dyW1P2FwJ~|{DsS3eyVPob8g9mkTy|~Vvz&7M_qL;PIAcG-<y19{)+dD{X-J&
z`{}17EN*@qZ}r-$^l9(+nQ{eZFJIfYvhAXn!>c_>JI@PdzO-Td*!((JtITuluj#(d
zn|{u>ceyOeUdGSPwm03K*M_U`#Ifwt&y~~}lI^{|?B|QSwJu~IcafX6#q#R8t0yj-
zwDG2ij<uj~qe|Gh3fol=X3Cy;Qx(><YEimOc+#Ye&(D3#aTjRdX6&1KHs-LfVNOE&
zhZXDA-Py@}eQW5>9e0HqDi543I{Ev$N5{##8HyR~Rc9-eY<RA47!^-GpS5k<pJ~Ts
z3xoCY)@(nuHAPdY$h!EbN6i}H#vh+U-z6V-kgT@(s?0pCl9ZLpH%VJB>At*tYiReI
z*H?P3yqB5t!PegDM1~q~la}7~!n%){wY--L#V+@R<y_wQW#!^dr|MrpB2SvTq<7BF
zG`27nurRIldaLrm{nPSIO3f$Erk{E6edPtesLYi-?-(r9Km6O;cP`@5nr#IYzplE;
zzE*#cSoXd|T~hwJsT!-B)4b|SACD`|dL}kaaD$t5Sn;tr55hXn2IuZ+sOP#UvuSIW
zw7aRMMgOfSR(Y=sw9PX43Maphj*OIxxm2{_?GN_Xp-(2SJnyw4HK^*U+vIuod(E@O
zRWn{#&X^o%GDpb%*H=#U%+~>vZ?8>QEV@2;7H`bt!t-&N5mIX+n$LRfW|}f@o9TDA
zIsKn!t?_&|b;ifgZn;d8H>qmvGx@7B%WPjMRhr7ZdN}o~!RGv;gLXew6rZokD>A;d
zSogqD*RyX^cbZ%N(d3kPzP_r%KveGWtYhW13{(3>`5yN1dvQKmpyw{PXy>7Oi4!LW
zPTCWa<N0TI>5}}l-sVql2XgaV;ko&ItHJykg@Kjr%NMTNdb)6yx0BOh<u5B{{<K(T
zJgNBprNwD)zbro$l6PsRwBgAoj}|1KE)Eht_(p5C%;#9c&gHucXC_r$VPESxdCr{r
zsK(CoTXQDzzRzu&Gx5ONfQ?#O!6zPz3fh~Su5!1|HQeza=<$6~$sEC1#p!!PXUzSw
zOHqZ1-S*{Sg)dJo)mu#wY-}i=b+hEcMQvTqaGB5r{trWUe|ff?VNUV;Xzh%ocX2_|
z%d@t$_hofG?$M12a*#K_*0&%gPV3ee3)`$o4`hUoXKi8Rb;^4b>p9tO`J7oB-?(2|
z+2>dNWwmsNY0QzYI_oS%9=L|b@FZVbdg}Sopo~s6AO5YLlV1n0uVj>z30<c0r<2j*
zPv)Ip-%SqopPOzI^0|_E*S6-y=a*(x@qHDjb3Ci(ueQ?Yvd@&sZ+&g9<Q%Arx#IG{
zVtH}OCA%vLDv}5PWXnB}IC+po?&^iy2W5{|$2bcHR5$(#d-u)m)ttwrXO-2&6*sw6
z99ZpZ=Eqhq)ub9)*nE6xj?M+`yxbk8?K*2t&sjA4!ZGhjGfzIhw1{7&ZI}KQhvF^#
zdDd4WoHoyC;Q#bzg`d{3nhROKrsoKD|G7W4q+HNhGG@UO;j_gnZcBIF%yf1uPgdTW
zaob?CueG&-$6|E_t`|w&XI>xpxApkVbBwufEYv@({kXzu$Ik;2%S$dAP43y|wr1Mt
z?UD~l*K|JU(B!iGzVdQl>p3aMvsRV~X}Onp%4{`uv+5hq{4JfMqR(*ciovmozof46
zOEEDwPpAsxd0tj|d~49QZ<>C-wyviZ7oRxmTAH11!MIrRO#y3$ilGsMAD`6~&rFHQ
zs{7Axb^Cth-jp}*mRxq@xLEQ%$!2N%q1FBmXS<%{*teHq-N}i{6O4XUUCn%_QhFm?
z;y;7snxA3IgI0&nuKvFB(7yhBiG#g%TW8(M-S>v|#0x&d*d;9j>~@d0x<rPoIQXyB
z%Py^Wb@q$G*NYFOJg@30I~wCH?v}uvywUU?tG|xW;@5#IeIGNMob&Xb89(Jf*Nx_r
z51ws$zqC#Lc9SR5?%PwlPfEM1?YJyb<oS7-hiz80YtYoGZ;B5I_r6-gr*)+4;jcdH
zU*Tb9tOuAUMh5S4mb831EAExs#Z^z29o>?@`G|xJ<D3xf)!vGdw%QXWy^3^X?7Q!E
zwz{{aZ|bVvOLw-5Ok4GS=k3^6YK2dmyPn?q<*}qkes<=Gv%%YE`Ti8#_?>C4iq0jr
zk_66Uwc6_b=Zi!h&Gyr~d){^H-fg=T1h?C|uT6|opKiS--r#uN)zePV=QS2jD5$<3
z$^Y&t%d=(Ide;@HJi5EI^hVdcdtph>l{S`gES;jk-#DlG`U2bA0`Aic`@SBz`}1C5
zpyaP>6N5HgxHV<n>`gn}Y?;sW^BY<|W}kI3*33IxYqKcR_Jy(jXEc^GOfafET2@%$
zyM!rnY4YorKd${d_v)8^pu51;$GW@ayrxfQ%Uvb;^Nq#2ceZwqz9t6?u*>(B7v7Az
zy&|-iQ|@ZgB{gB==j*d#w(QDE45|%l`6i{h$DsFN5u4>&u|AIQq6UwZu`&M{#4MIQ
zyUQVD&iv_Y?4yb2CGSe;7MCk3`dwWT5y|$b^7yq~A!a|U9iFY&)G0Y-o846N?u-|{
z-z{#gUnrD&koR?{-ddGi+E2e&oGmf8Qepkh{@iBHb<gFM0xMaV-v^(Xzr0$OtFXyW
z@0r`wWi7Fr`1XVs^G(iLT)=D}bIs**;-<9?+4gTgeF<AOtNYe-lXq7ydp-MmMsU%@
zuFtoZc1rG)_j(!iD$IGFAD?!=!D*c(36rXmXDv715!jr$)~_tOA!bE#EZ@v(ksyWp
z=OtHXe)!LDRQxml=7@dvd+uwj&-(D6;lSKHH}}2!JdU$x71bNZY}F3lwrNB7;<K`8
zlm2)|l^!v6TdZt)xjxNg$BmumeYn2I@;@x=UEUD6Wa^Hmz16JiCMGjTCj|CqeO}tL
zZ0h8_{j7<}Vt-%HSBm-(95kOX(c-JE_J;0<)&9-KTF=+9)|y=x+wiqCK2MwP@e!*M
z%QFqL9#!0$<g1b|;l}q;E-?MW{KEwkQaZe9e~P{;laso*W(r4ca!i$m=*gHLkIwQ5
zv-~SP5m#~T<<%zUuV<ZFt7hG~714R?&Y5r4-QCuf7rV9EBp!rH?-$Dydl9*gooS!%
zHPcwXmmWqkr83u9X2o7x;MAyW_`2uW<ipqYy|`p|D%0%#%r9(vKlXcXW(}BB72X+B
z6F=>n@5B?~>ib2L?mrB@dy>taV_*9-)5X;vrhB&ObV}@yc~}@(E#VZtGSFW6La&Wo
zm+|!r2Pa4F-W3$NdEWA^$>J_gPe?x7ocG6eWkhO1dg=FdMs9mQmz`R(XzwoJWsi0W
z3M~%P4_`j<#r*uu%n~fWyH4-iy}4AG`(;eshrZ%D3D>QQWe?o>dEk82n`hbO#Z`gR
zJq>>yZ~1c9%S<BR?B&<-3O{BaGXLdsh9`GJiS6pQy_#xeVJh>p-j(|EA6yw}<ki^6
ze<j4raMF!?qSwt;Q<jRoeNh*t(j&b*@9TD+J?ULv;-xB--h1sR@AW$~iQ`Flm&)7u
zh1d4n46a%&Czm>XSN=R+tNgU`59g0Z-EMpGwDOO3L)(KtJ4|<qJSm>_`MG~sP0h-<
zU-Oo;UQ|f8k9zg?ormQ4t(7|BER2)S%f4Q;ZRf%BU)PzlrzK483b!re+@7qyHIqH(
zcli9My8>2UkCqzx?Kqa*yW4PO#=E{vnts_yniVf&vQAWo%_$bxs~vH2LCrSzWSPUV
z*`5*;ukF-`pYv?Hke~bB;N2UPBd3@KrdqxXKK9`GwWX<NwIgmx=cH{o@my9j_sh@j
z_W@PUwj?)LH}=)ft-3aQnPzACL-+lncfD-$s(yIfiaGnHa!F^Y)F%szWv<UQC@(a9
zQ@%~$r;bSTJF9S3-KK`(YkO}Q^<MpIw{Najanse90}_r+m2zKJc~5Tpvue+@W#;GV
zrFOGqH#XTV+BNyQONp1@(>oWt?t1+>dp>L5#iLI}&xQx{F_g)-M|GU=7HC#TmwdGH
z<eevB`;VN`U4DFr?15(sC*4_jGS4b(!lZ}Qj6c$*rKCIgM=cdkPszHS8y{@x88cOK
zWwN=X<vISUdDnE0ORSr#`&jwegGa4wZ&Ec^+<Wm@wd2^Uv#-OaR<P(5-&=3P6QM2B
z^D&IeMOb=w*q#-Bn>K~-<cd<e;9s@%>9N%f+Wc=Pv1u&pT>ockke~6rsgGJSw{6|I
z;MA)lZ!K2&tE;WpGWpB{O?A7eiraSdvtD?#dCJn#g?p0LuMU3`mvq~c{XfI{5Gkd<
zp1-QD6rBr64EdX-b4RY$*IYHX{nYh|brzFljWQ?QSz~#AshR1NgpYq-Tm8G2dHsD|
zXm|0puA@$ZMd4LK?klu6NXlj}6c^BOdC%VUd56hP@zrws=ave%tTH%bFIDg?@Osg!
zpw=&`nd=s770&sqEfPC5e@Fe&(!6P}Y(KvYZJ%(4?NX)es&Mm2sl$`be%jWT<h}Z)
zYOqv){nC<e%U<5eS7Cl1ef^qtuGFrccakq7HlDTP41KoMOY_~$o;#`1$F%M(o3bk=
z|8#LkU$=MwyI)J_jdyx2)!X`4u6f;kdK*h#{^73e8vhwI&r41Hw(nT7BacyftKEXa
zUtu!W>-Q@3^c7s)Hf_B{&UVx0;w5)oB%WKojPN{N(zn9%^xLdFx5KAd{rsOtOD`2%
znRt#-^zq46agnjSFQ=Th3151$?7P9Sk9~`me_1nmSGm(lsVz@MuJxzIXCG7HDUQ1K
zX=jd{dwkU6M>{4;3mx-cxb}DS+V`z-uAz3(uXj$3xT$MudMkHL=AxI53Xc}dyZ5y7
z;NuJ5)>ZwSb<w5A_;uH<pzThIeA%k2&2JvCynS%h?+5A@$LzVD_;;?Yd)eEb+!&U8
zWkI=g<*(+LbD3YP_D=P9H|yuzs+eQTwXz=HYgd;2n=N<GL~&-v(XgFU_`=ptcjhnM
zd-wG8sD_3-TUN7szqDI*jQ^~j|8t2%;>1|ise8Ny4;&ZKu)g=JOs%l1f97hD6IGX=
zO%h|ykNZ0N>B@f!mS5Lc&))G+CEeo7+Sp5b&m@YgFSbfr>gKp=Z3)NAvqc5j3bJb_
z?E9LzUU%a}1(PX@eocFM>esXrwMTwkE?V;7s>+qz*lq76-%bvF_ikY)Cy#N+ot&@y
z>3Z1_&uyHS9n{@fsu)|zzR$IAn$^`KtCZ6ema~+vo4P!@(~*zkowj=L)@`0F6M2{a
z*m(bSME2hEPP|?=lftvpve=E7BA#5H<|?~$mDnVmF8<{b-&dzJt?{#1XtGu5&Z_G=
zi_AWRud6t|Hsg*j?;)ngLK?@a(l$?e>DAbH{O7Y(C-$_x40=+$yEuDis(SnmKI<!+
z*K~7!U*`I>@VNcC)vvbeiJCpB+sftc^>ShJ#;cpV&hN6mvQj4K@6L{cuiqK^Ok8+-
z(qpB*^xD?5nK@@>yK5XNGp)UoYufj4dx}&}uCh#B$=8j!cV|z$cWm|dO1Z7mz6Y7i
z?)R#8xPRBS`s(g#&NPb<-M*_@-@T5_nYitI;Ph}I&kTV{PG3w9xi6i+rLy5c^E~Z4
zZ~vH=YXsa^mz$}!UE#x)KtnxyJMD7uy=%N?^+auQpLqMQwcw}8u}(kg9tBSE<6p7v
z>)OX#lD8=p-U(lvnWo<98N+1Uwd0Gs%<|K#qKuE_)`%Az{@#)-?;Lgb;g=`vLaA<^
zqVKyx_@}a_cvfogwyMv|dM>s$#V6Z*OW?7aFMSy}P8s$T7-StiHgV4bsoS3;r)-FN
zu6|9#%<}xx;MHNN+Mi=pe$TebDHmIuVZ(K=dJfOzn5ry)1qu1TSsOQbva78P_Ees>
zbgA}^o0DVXHcFhow5je+f!J2xZpLZyy{X<pZina0x;{-aOYlk32BVeI{nu6=&bfGw
zS!SiE-r?PrChIMEo3>otEjDHSvgL^^icT|bSbTY>v197hkIjFxJHz(yaBW=I5))&@
zT5_lG$~9fT_s*J5h2<9~oL64QQ5+)VraP(n+Lo}TC+}arwB<j;rVGnYU+W9{yCkgl
zRoWAQ@*=+M!+#<lzQ|+Vlf7l)t-WiP^zo^@y>9AOnVTBKAUbC;r?&C3Htn1KE?@0!
z-o3MNUUElRWSyvg))#yJKQUJyl=Ow`_N1G>wo|{9Ffn!_TlMwhxAyg_l&fAyo^ySE
zFk{=wB@5=C_>y(GHDc${9h<)-JN;O+S!>$ldB)8bu5XR{@$c$^yGrwOu0JuGTU^Y^
zT={rg_6?o)@B9wQJW1MP<Ib1xyqwd^+-AnPMbr0gvJZOuCve&MKM68b*G}ENdHQ>-
zZ(Uhr{9TcAj}NTdb@)j6NBL>Vjkoq?3m+;?*?Uqw?|F%q*V$#~ck{0CzrZ}J^~+V8
z#(1shKTf;0r-prdA2&Pmquh-K)d%yweikjtDP?)@y1VSki*J)JuYA>ZuzhXHoy=Ev
zOcM8V^<6&tE9J+}>z~(cv%W3ae(LedSr2=;E`>cU{KHwgVAigUPt5m;Uea?Ex~=%f
zV!iY=JH8j<EmL|!<~<0%;hQi0MQN37yG+TtU!ohoEZLd%<+Ew%?~t-L=g;&OKZrTO
zxvl2w0p%~EpSP|2u>45anjhPBY*&BV7i)Ro(T4O(-5)M8SyhE!OZ?Gouw2_anz>}j
z-d};!ADllF-OrO{R{uItp+D=1YE!@wQHx*U@8-U5-m-gB&FxUjZ_oC$hy5^r_`2b!
z@-07qneb}?kEVWmx%u=wc2>)6v)iY=_*1bXw}CNowPM<n>o1mV{=gx0mSxG;2cNq>
z%ng5Vyd#%Wlkedhj`d3p7xFQ!-aKFXv*q$hpR>6xWWP&4oA~K4+m^>Mj7Q7N<M^-Y
zocyeNC;8TfsB0w;jvd<9X0c1yds^n7^K#pwJD0q9bbn#eu|v_v3MEc!-0gc37JGEh
zMh|BuZNEd$vb9e<^W&Q5zG8jRl`q+~>0aj761^FJ-#8vnTQ{|6#U$Uzb;~EcJn26z
z?savnyy2PClNN1OVVQU~FXpxlYfE?Yti$&w&#!v7Tw}{DnMDs5yKUkA^ocF&vxf-J
zRS)AWf3^0sb{9wQRA!md%cz)B82tUwsv|wDF}M5by)u{iY>`T`c(i&=s$a2RX65mR
ze$O+`*H@*u>Kzs+Js<OI>ilPRQ$v?Z|9I<LJXQVHs#~1ac1z3DP1)=#-}~@>E?J#%
zy5|>{@OFpHo9|NY@M*2du==uk^5n@~b$6B(hRQ7~jLtaDAlY0M`i|p^Y5xh)oIK{`
zqCD5{y*WMmY8zj1<R(jYxv5J<=bl-&P&vte!FrcX9}e8wbcZK-?$+bs!fx|Eg}(_&
zw!6jsFjl>!yV&4RUx?h-OBLNmv_uZe-+fUSb8qRI8IKGOeqylde;Jpmd)dS9@sI2C
z7HWMJdAjIL%H#B{H@)6}pCtBdW8}6z?ZWHYhq;cFKDfSame&c(xVGvi&*yEmQQaXb
zW#%cdvRuzStJCvUOi6k;6YuKz$9CVfvo4X;ThM&xdbjD3RTiec>+>9rJw99H*RyP&
zwyf56wUxPde*MUjs@cdC>t~^~xb3;mInnFt_xAa0*}t>TFXF-1bxmROJC%!j%1n=Z
z2)mc#Ef|)2Q$FUXWXVqtg@2|`_o-fpSiEb!ZFa{co8bDa6VlHd53=p+-gHIhtF&F+
z$GEBIwMsRu@8>NqwY-0KPTcY%;bEVSot==?rKvvamwE7q)T?JNSJr5LUF&QAu=lWr
z(VSZAt}iPeE1oR-YF?SM)V@$J?(KZj;~d3Z_qSh;nR-Y#J~5)kd}BB3bah!i%XR<c
z*)t#T-|asT7JTgZ!rT7ZU3Fi*qc_=UZoRm!=3vKp+t;_Z$ns^}tT{N3as7haKc=bD
zy%!&Fy%zW168f;JWWCkea=YVOo%!1rmzSMa{VjL&kyYYM#ghu@pVx;^;@I{$-|JD{
z7niC1XMadN$$e3JE-SFiM*4`=gc3~&mC47nPyJ`u^!^?Dug%T(C63lc-4k#0w06xr
zxYUh-(an9uTFukb-tT;NYI0`mdgrIR?U~QLS*un!F>W$@+nco^3=I?G4j1Q4Y-~KI
zJ$2%_$Dbxg+qlgAs+br&^)dg<^GBDvrONMSsMX#aYo*v<b*gur>;cZ^+cMW3nNF=?
zer|eZ$?fDhF>=RJkIfgmrplVct+9ctLHn9yZkm(D%dY2gN3AsNu6l00@~kvbZIaEe
z=)lRJ{+R|iZur1k#U1f$-q(nm&$s_)h+92(--4BDNzraIq&L`}Em6Ct&iqtXvp2u-
zz@v4}N_vi>=E;Rmqhrp@_V4CxJn=H-v&(WDfvWJ5bRVfBJ9=X~gM*Sw)mPa}4r)zK
zZk%8D_1Il6S*|DZk1ws7wszV1tzCcadwsH8yEI&3CHu>+TXWWZ<-C-4ZR@U{?L9pS
z&qePX7RhN=wvT%B`0q^#TkY8Oc8*&f?UHqy_uP8XWz)PZuPX%`f+t_vbMCq8tv6-Y
z<95xioRNGqa>ra*Ms{Y=Eo#@c8_b?`*ZlR$$J2Ke^vLi?Jx*zz@@0Mfq<fm}3i8)>
zM4z>A^Op%<>bI=xxyj38p0?r>pJ^-l$UV5eD)YWTX|;B~s>-2c(dXu6Pa{5F+YlL1
zDth6uq;BYWtAMB%Wm5C@SJo>US*kqSm{=g|9TwEYFY@<Jf7XsehGAaEwTk?`=lf>v
zIyd|89FYxt;<G--`aQ9pw7fa4Y?6WGNzvM8b`b~G)hCMDB`*wFooySK6nXH=nyV9f
zW-U7x@o0Xm)3e&%Epy%;T;;Dk`P%9wjfH+m_Eyt4cTZySlzTL9!N*x`_IsoB9OIpR
zjh$vNNM%1@Z1lf>T-48#-)nl=iQF8An9%S%UZ3Kw)}t9I?~@d-P5FFlj&M)V8<Q_r
z&fj}uz`*Ols(1KhP-T8|tGbC)k$J787+dBKiPaNs#+>X?{IlxkWxa5F%{6l#&3o!L
zH~wk5)$w^*JVk|3YqK@ZpQ>2FyJeN}mTRlLZt-58{4%M{V`a$4Fdvt`DF<507QLMO
z=E=m^ow6Dccly{0gK~2w_i6jxa+qmxUZglfV|lf)$g$!}a~mwyN^+?8eGSj^5LqX)
z?w3HxQO2y3&bu4EH}2KC@+Mw&+L~E{li!BhY^W+eFB&M?U=!MUhrjCV>DbdP(N^Bt
zp4`os@9jF;bwwcdr0s#1F|9jy)`=Ld+wXhnz3LocZiAPXcBY4_yn9pT%-yl#x{kE|
zmJJHhiSp;x9=g1#{g~yWy@&liSo;g@I&yfwa@T9!I=R?WkNc-oaeaz2lY04m^9#jE
z*9!gTR^`-O^F66DsW|$Y<9zO>?AI(m3Klwiiuib5a^1G$4_~<~Si4#Hb=SjrR`Ww9
zUYA+Kb$!*AH#NsImrQP0b!1L$_O^bP-4SJPb7uY8b^f4h*|heIW5uyi6=4edO(w2?
z9Fs3J_wVCf7BxENnezqRA9}YXL>NAQ8GCknTS{nv5<~LdT9<#)KE2xon}2pKx+S&p
zaGd)ah9}qLqncjb%)hC-rozX{=i2*2{fG9>KNKY#Z*$&gYM+U^#Vc3;zf*Ii|9$$9
zzTtM<RN1Rbqyqen(;l{EJzL+mT;j#n+Vl2;Q3A2EZ{GMh>5u$d$v{WNXohO8tI<iy
zcb`6&yZS=yw6o6HZx1|A9+0qK8y%f37Q4F4xZi74>EaXXci!Z>@-yjc{<`)_$L&<O
zl-OTsUzFi^%e3N{+Z+C;;nMC~+=Muf%=mUpJF}#?pkeJ5FI&!of3hDISAAL=C-Ugs
zqIc(&<)h|27ZsaceB$VqV2^)^2j$n=+>l)p=r8;F!jccYmkpI3DOK8-hP5BAdZXBr
zwf6dt)vpaE#~st0*Cto;@^Z}9gg-N%hKo(|S{f5-zwx9<0!ROK_Fv(vL_W&yw9A_n
zTm5I}+SAdqBP(`XPU&WzyP)yc^`(;9naY<cmMmTq9Ov_)u~H>xrHZ=b8|^aF?K2vL
zWjWTz?7U<$`*4SRqU;js?5_PE&i;|iX#2yrs>m>wD{$jMwdLAJckDZJtc^X)I$-`%
zqeqf%o^iIC%DeY$3sUKx_=^A1&e?xU@4V&yvQ}i;G?B%j+B-znnQ?Bat-7k+v1Z9(
zqn^G;OT#LUYZX;rE!#Fli0fl>XuYz=%IJ;Kvr9Te>yC?_w8=Pgb6um3?Cc9=t3O99
zDKNBkRk=TL%3{0cQ{pl&Zu4rK^{`Y{&!uCd48OnE*PR<UZ5h{S?^sfju-HaUdzo<N
z;&W54?2^~K*D5qmo2T)0?7yvvI>9pQ_^TeOHa4hS-|to4b>*}6<t;sy1)OUR9k#i4
zWa@OK-m5o7`mKDIZxqNsw<I#A#CFx{-%=gsaoMpPHP>EbDQ^~>b*(G5ZRe9b)-3Hd
zX4@<&8MQpgZmzAF6&Ed4u3M!tFTb?fWX_y0o3)GA-;TN^TY7D^!Z~Tt=iAMNJT+CW
zd^+K|rtJ0mP`^2en_SMVo)UZ0YFpNm9OGGM;<hf9n&h51>*a;ddbh1ScoMp<Py8$|
z6RvStDW!DT?CVOKvYvZQo%Zb2sgSSF)=Dqv@+&@CwEMg8S%*u>rqeh3uUwLClId%0
zoU$!jW!vKb>+)4k|K;)KO5Aup*X`z(9>=x2v-@>EWl!cQ?%FfyljTy4JC`PB-gmyN
zc(v?!gCA?c*^*~YcV7#p9$0SEoaebN<8t_ocPqn!JY#Q6JiYTI+v47$JI&V?Mjzs1
zH(khcB6`+~tP{_B*VT$Y)Z8=M;q*a<wB5emakEc8@~ghy{xYgTAUF8Z;(hz1BP1<t
zE7#9k**@i!^;*4Jl|q5#z9zTJ-np;LV#?%u_MhSPb(1`HyQ{s*?^K>!nmlYfAm3Yc
zVJU~JN=5Nn&6ArxpIP4bHSHX8vC)xcog<82P0ycuV8FEZ@WZ+Z*Q1UU?`oPj|61o+
zC*D~XmTPSd2|x3<@rU`MgA0D-F*xuASI-a1KKD=Q$C7)mg_JC`C5~^+{?Bm8N#{$O
z?~R`ZmFqkAxIZfScX49#2mh>}R+CCsRmnZSdMDoOZuhOHpN;kxH^(WPt$Uc#v#;{F
z>DDzrrdbL<@u}Hi`e^#}c)K@$A7o!#=(#;@i)fDP%Uh>j9d|6OmY?49DVxc==?-(u
zYv0dbAB&j$HT-#ft(2#nzs-Dase2U+pCi^<Pwx3@()#(Nsq2)!?3A?^4i!(kuCu3i
zyQFF7Gp4LBeTMy6r&ZD=)-JyCc=t1zGd;F1l~p$NSFJnn+;U0yt-F@XOE>zimRl}*
z#Yyx|ftA$tZ6Eokl|>(8tJ)}O-&!g2JzlBn;-wp#yG~E~J#*LQi*n0uO}%r*=A>`g
zE#HU6E~_lgD@&^FnSAa{k9q&ns_=GokEcRHM$J9fO&&|U%3G>d+rQZK?AD$f5w{4j
zJ8l+sTm6Htx?T0R*l1fAr~h~Rin!BlGu}Q{C}9Yj?R%ZscJ=9%<z*8u`vr%+OkOeV
z%L(@2+q3R(+L7Bam*L6pS&tt!JzR8eh5zzvd-)Il;tM~&b29S^pHJE63nuNo`SRHN
zwf#<)*QG?1vpo6oSRp)`<+8-4H=d>^O|KO8Xgs%IC=tCDt<#ymv(Nf-z>|6HL4}u3
z@9ZtuKKrD{3HG_iR@KhY@V7ko?4LlE<hmv0*8a|o=S^-qOL?SDepdhRykpFtjrqk(
zW7qckY-)XyAn_)Khi~gEvxx_D*&g@s&0Mc|Nx$W@hsRH4ne9csvAeE5ov`imCIbWZ
z;;5T$>Z&fcH(7a~b<<QizTYw8x;Vd@U{(68CyV!OzsL8;uc~Y{dywN6mCEGTXA3{a
z?w;jl<e5<#Z~Tz`uB6JZS$DT?nq2mh?W(P9Yq8mNqmH7pJ3k&{V=!IGd!#*cn$PnM
zuVeYFVik8<=S((zw=Pg*O~iSp`a?@DEvz@N=Cgg(Q5|qIZ*P0m^{w?r4tE-?16h7f
zy<~Xpd~ncrZi!HP<KWzy?u^rhPkIV{cHi7HsldAG(ax9eu5J)X&$qi%b#=Ge@1Fwm
zjkcbBS;~6HK_TdHfvUPXmsQe^j%%JOI>)&@Pae<OtNW*5;S;UK#`gicw%M0z$K2kr
zze)V|j_J0W53DlaH>x+QWLh+5{-Hg$V$&|lK4F+VZ~4;7{T(%>EQVGy4I2;06#H=n
zUAz9Kukvb-aIJs#)jf_Wmn`{qJ17WcKkKbO8hGT*p~Nle3y;=ZUR&{~a!G+a_vD_E
z^&0!GFWaFaX7l@F+)^FksY{j5&Qrbbx<B~R*Yi@Z#C2Xxni^DZ_37HRca91>pReCr
zWaK~X>1wmcw#VnR?=Np(F1pBa&Vuhzb9;|1S34(dddBwj2|wTTPUljkIeZ4$s|<R|
z+<fn+L>ZMHUoN^_=7`JT9kSUBbDms19X##%LW|WK4XR#6A5;(yOP;dekCtSolf%nf
zn<Q_~EA(9S_1cO1zn%YT2Wc-p7PWKA9r0O{pD8mfp2{0{Yw`B2A7$TeS)8(*`-0rm
z7r)Yv%s#P9`p$&f*U#tnPM&-=MC0Kmf6?<+0+X&X`Fee~_uixX*qi&%n$HvdHky73
z|JG9;mHgzL{o(%C@!ivIt+{r@Bqy}J=K6(sVn62Ba&f3nc&pqTXY0fFXSeLdqo>SX
z)s`Ba$-8D&w0O1f1+IJBul?EnX|cVA#q)LA&opbo^i}QmDKvgLn||<-^o(Z-Yv+`|
zjtf4#b#c7$E{mD_rp5N})p?e^sQu~DlG}+5e~#qIhLo+J|Ht%E$V3I}hC`pb-ag--
zdn`<4+WVNvUB0X5^;%8xzH)Q#)$=pA`Z2tXn0{-@YX%D){;a1edyQk6j~Soeux`)K
zxF|{Sg2et~J7Ue|t$DXxDtFoC-{-VE>r0Ny8?wLBK9ini&SLmvp7yQ0+=M!tv+edV
z*QdRjRWtGYoD|{fTUF*8-WKO;J2$^lNlcPOu>aUDjm4R>mFGu2(wTVSNe|ciH8+za
zlPaH72d|i%qE~Tp%h}T$cO&{Lp6!l~oT<X{pP@IwStnoY>FYaTTRh%N=bkNAxpw`+
zPIJ|b+gBc&9QmhtlB4PKk1ij#dAxiddvud^^ogFrml2H-yVqHLU3Ty6JApmHPDjhP
z$jq4&I$`(8ggMn=9-Yo|^;~as1vrd-&3v}!J^ph0h544est>LOx6aK=oO#!u_q^!x
z%8ZTYQewK!PkVURBklaPwYygvTP#~%x;<IzP^pDeLDjQe9_bTKZjfoS`1)*zc88q#
zz5Nr`MoS<3)^WJ1uU2c}YDbH&R;wpYW8SgmGFv!%*QMPjrwHD@yf@{v@uE3hMPWIL
z+Q*$%b$pgGD_G9Xv`O7zx{rHOJ=cpVZXe&XKNCH9&*S6HoOIiaZr!cPi+Ah@<WcE)
z7w4LJ%ceN$1jBLL*Yn)NwzwxAl&Q_iX1}d?>-ch|Ics;$>d7tkQ;ql+RD9lR)-#g;
z4;%TY(|f~MBSN-)U#Z11LFTdK!q`o!_l}#Y><gL6yx(hQZl}8Y%S%i4Z#s5~<Dg7X
z#6kxnM$6Z}?mN9=1LJ;7v`(J&G$oAp(k|-_&vG7%&I(sys@FOf>({Yc#XDPT>OonH
zXIoX;)VilWU*?+Vwora~)cyAF7eysc&CAsOW;|uL(UP*Rh7Gn_v!|A-Zk+dTYf^f}
z48Fb9VL3}ZbPQ})N5`+QJay}pkqOJZg6gm%!B!jote(ezK5nkIA5;0)^Rh2*-Sr5{
zFW$6O!9x4OKT*GLr**u3eP6Ze3G?~A@!}IVG0&?CHCdCauD#aJ^832*c~<>i(=NR@
zRyKdfU59mBC#taY2uDuNT)kbxQr7)PnC7c<Yo#vC><eD!p1(A@=^-0i<+{Xf1upj$
z-&Y4TJ(0P#J?DAmtJ&7d1wAc=5eGDK5AfH7&R8qmw02I{*|HnQ?UsZZ^lq~X{q)p-
z%I9NsTbCwrojfU<-PY$U({*s?dbe$wCO(fD+hfXCd%Z0;n3Y*IH@L+xweZjDxw{;m
z`dP~QT3JRYvRjJ!Wp3M$_M+Z6$~&a^ReDVHW6PH}x^7<n7je~dW$e_el_yqxTy{<3
zeYoh8jHe|f2i@4}xi%zAoGT7ho?MjsFZ4iGahBjTt|NVmMK3L0c=mnVb=x9N5jhXh
z1=lCAsxFZ!s$4&PdeC)8i_Sj&wW0g=UVqy2h?DW_ana>_a~m(LdYdixzWNb&hJ2Nm
z#Vf5paypmQJH#f>k7<k-kGc6{)q_bBh3vM@7n}KL#f@jo{p+;NRz+{JR%}^uDR=SP
zm4AYl9#}ff=b!z<7}?`TwM%qXSxP=v+E?4{bamOmN~ez}PA=W?A@ufJ!;{Syo}`=3
zYMH%z{z+MG&SjhW?^Vey{U}#?^_#xvqwraG|1G*5B=qxKz0_A;=>wa4mpPxSTpzRb
z!@arLJ#NNd)=t&Xj`N-V=7nR{zsFA`_DHX~w<D>6=Tr8cEg!fiEu8W3I`i6EJJwYU
zE9ENRXnX1y%FnnN`0LuVr%}4Rd-qrd1;j1yeQ}THa>8UGrAd|t-^caM%A22WQWv5i
zAE15OG&ZZ+x5%hvOU;w&u&>{H7TlJM`1s|~hHsaq`z?4L7nW&VDR+3APE)ev*RRWG
z#&|4sI4HY%{$<nE*}EN1H!++vE%Ls~>Spmv>Z-;1nTJ(1ZSzV#+<R-mJUPl!=Z#%V
z^P6nFBeyr)tLOO`o%GD&Jad26)l=85Je?By?Mj08a$A47zgah01@cnf2B}`OnK)}@
z;fiBBSp>a;!|t4QE5Br4p!4BLsc6)z&rcY$#WHKoh{z<b4RvANnScD=hCTD0^V7cM
zJ)YUqXXJ7Iadg<XO@^Xz)}^of<)`MUtd@}WczNU6mp9v8cNV>QmvuNfk1gWC)$G|F
z3)vGbk4LTebgH2EsQHO>nXZ+^wsU(zme<B!oT~cuGT;0@t&Vw4#pge*+h%dm?-Hxq
zwTshEHG0QC+uM6(<^6{SiRDQ}Rb5vb7vDJ8VSjEbkKrP7hH$o@zr8<SnANIs@2LCC
z?YV+WRol;<lX)<2?uy@D(T`>3P4&yZC?piUJnL|4>W=AW{|RK>nRQXdG|Ts-(wliD
zZ@l@mzFfL{^G4lsmHzw>YkZR<+KyR#XWD67zqDi)-`f0IW+BG78SB(jmhAd&o2Bov
zl>5l%-Ld`wJ7=tU-8}hR_Lgn~4e1l?b7nm=J+Zv0=mO944U+2>u6)f+5#lz8KeuSk
zt>#N_?(Ip|uC`Fw>%TxMLS;s7LB(^novU96+&Olj=hv6@^WU1*I&q#BSO55R?a4i^
z#tF|S6d%o(T%Nu7%&e7cd$0ZFubw1wL%!#CsCI5#YEjSbb_d_WUv=y9a!w0Wh+cS^
zs;5+TTq`^B)cNE^b5sMXPyT0^_+r{+r4>m<{8^g~x9{woz$7gr7#FR3XT!9^snuQE
zm)-4Lsu=OFRABb(&BoJYS8pwvGHv^ZlL}?F-yUDuSy7^yx9+gNcJ4dI^`SeHB$z*^
zlrG!4$I0k%lkMwpPuJo|Yk^fK<L_>?G5ZzUy5k1ho1*%qmCv?6O1YKX^Dp%H>s?nm
z&PpU7O?pw4di2Y`oQ9tX*BiqH!}i8`#Gn0Q!?iUlZ0$)&d-EG#-!j-t_}TZLp=$RP
zv(EYV(mxzcyy?v2A)GJqXnujn<i?}5yjn3EJnh=IO-U3L`DW#+QMhI0aj%DYZ`Vx^
zO5^d#?JK@;-F^AOfU~<5`2Kx)>92jR@O7w#uBoQA$;m5Qyf|%lUtO%m?zd>;I+ckV
z7A<IV3%9<lecN`mw)KmgOLI!Mp1!n3f5PLg&%NP?x4k!*#Cn){p7o=>!Zk*Q3{U3W
z)mlH{#9{WXePNf>^a5}G>B~D5$d#LT^3Us4omUpx)=iy}EBNH(>##*Bt*17aE(zBv
zPdU9>Pm*h;_PjlXAy2Pvo3MLB;iWC}JT4kH_kBHaCwl4Syx^YVK&@U|!IGCNZ~bSO
zc+s&~W~R#Tk5Ni5R^D2?HRWK^s)nW_!ylLPf*u(}y1B}nyKXR7+iYFd?A!AyAFZlg
z<$F^<#`{%KI`hVZtFL{(xZ!8JY01;G7Y?0_cU~~_o|EO5wGrz?MVNc<glo#a$@4fV
z^DFd=lV9y-udtvuc{_7TPp^1v!TdV%@||htZk<l=b$Alusa1OLbzu4BU{j9eB`vee
zlx;0mrJl*2R8_Zi)1}245^H8EJ7rtOZ(NgKEaW{?^5hd;u}kd<=3!5!Nk3A)5^hrR
zt+DUgiGQJjo2nKsJ@{$+57|e%W*lmhpPL%9v*Mnb<(iCynkO6oRIY7lnZ|BuQ@VQ2
zmWy*Ty=T3hXSymvCAi2@Me6vLeBB+k{FipmO<*kj%pchA9J499S^e6MDO+thRDR7}
zyZ5vwhr;K1*^Apedz=f`TX(rNp1Pj2X|t2ryv56_Uid~m3k~vi+VfLL?yK+5eE+o(
zCzzjQtvfp>B<5L9q~!Dj1v&S%>3RzbpC$BJGF<gcv#aA&30ZTr@xY&qZ9UUp`Kr8E
z=9%1oY3=%xeXgMn7Uy%G-`kiz<^6#Z2Ul#mQI)Z#Bq+vRLWehb@3TJ-O4ocZPd#QG
z%C5&|d~NE?DO27rTybemLFS<vzN%+CgLQ5mw~xDOby8D%&U1;gsVeEK(@vi-h?uqb
zdE3{s&Rf2!GcCAbbmz;mNv~WUr|-<z^yF&T^Gl1=WjATQZgQ7No*a2%%e!q%{4!lW
zJr6==yu3cEaf9{Oud8BNuJuUFIyYrn;PJK5VeI|>UQ^y2kE)vCsj}Vj;tnByQQzAu
z&)Z*G7jL!BFy_hR=6P4%z3W$ft)@BEU6k8%a)@N-i_C*No~`qDo>z0~=%yd%tCHqz
zjhOTJKf_hOV+`+SwI^HL-T0&-lapQEYu)?fUP&7j<fEp{+POMR=I6m@E2phgsd*CW
zba>XG;_1%XufB-e%&%fjcswiJZp+rW7v8QC*=Vv;CZuwSj&bDHn_^Rs=RIHQ7X9pX
zPjzs#h0PVq_Yu2UXQdo%^L02oC;9U-A-Bq9LT=g8inso{Bp;7zIXStf^wHF|!ucOo
zd^~9RW${$Q<tmo5+2x;v7KLB`vLxqmSK_Y=Q`h9ZS1~U<e<sV^Mt-TXT-{d2yt+AQ
z+ny@MeUtNiQ8n>skV-<oUzXF6^m{Y>KdqhCl)1LejPt>_6`oHDuPsqqq*5HEDKh1f
zbYt_xw}DR{{0^Sce`rDeu`PE_-jU#WZu>$(=J}@;o6noH{JAN*%HP-PX_Zjk3H#?F
z3;yi;a)Hk;%fZbxYQx;l>-Ux)XXsk9eBM_J_UpgGwmH|D=<`fqP=6gRBGaTb>D_^6
zYkHb$Z8ak&yuGn&PeEZY^W@tfS2=u~H#ODctZBAg%j$1>>3vt8=EyHxb$joB2Cuo%
zS3)9|Y`-ws@`UnUdv)82@1g=ZPyR7AUcVE1RN(fT=rBo9qwUMRRxDp`^7gRB@nqMz
z#}=<rSDS3gX|JEB*}VT@*Oti|8=}`L=2;bnde@mMoR|4{mVd!clO5j@L+}20`DH2Z
z;p(f&yCs&N&1)=vtLgK`xyY?vYrint!}gj2t1GJxIfX7^m^h~|^CX9l?2*6O)i-mK
z-_Bn0Ei5}}?-drtKDKNwkI434XOcy4&Q#J?d-LUS-`4{=J#kKswgv2>v(sbEp6ul{
zc%;~PUN)=R^VuY~`*Vu7i_T`U&c8qLh1P|#R!;``<Flr(cNSZ)Zc6Ccn`#_;jjBRL
zKldCkX5#qzGG@y3?ZPnvo=?ISITvoROma}_jk@w;%aqVB);~&KEVUF$s1lsj_UU5s
zF@XowAz|TOT}$?>ZCBlO%FM9YIq*%<vfJOMUTo%mce~~Be$mUfqYrQRx%ynin$wkh
zR*(Ca2JD`ddz_D5Qg+qS%TvxC`;?hcdM-EkM+N)#tTVgzZ|M23e0hD;@vS>Eb(fYY
zb6yFPKFz)H@yl5SyTgh$X7PT#ac9!U<p&!Q($`u=F70Tz^YQkauo!bk!6}9R8Lq#}
zTCjKGGlj`_N>)|zTB@hZiU%)fd(LCTAGQ5k$7wnKjcYnMEOZ;H!j2e7avqS7^~);R
z#jaa5`6x^N<Q@M)OK$cqd2Zk8lN>S8Bmdm;&qn(-|1*5Ouyk*abh)t@({lFa$jf)!
z^VL;q4ut+*KJh|wPq<y~f+_#L%;S%$xi#DAeE9Z>LAg-|M|dW_JsUi$a_K>jj<eb3
zHw6nsJ=iaQUET9)<3l(0nDQl;5-aXT{bw*sjC9odmiE|o<@B(RLVkaG9(-TTmTBDc
z;99oBSw-t#lfC_p-n{qr#{838BQ83!%k7);wBO%}`xyUPJ8spm({^u~555gN%T<}P
z<N4O8y43ArYtNiay;^d@K)Iv%)+W^}%&SFPCb&y{f1{ar!RJ6~Kl{?suxoDj650$Z
zj+^YAdh3esF~f_o>y6KU`E7mJ?z3co|Kr#{VLB4VW`4!zO)qO5F}{$zH6d&A)RtY}
z{$@wIX~ukBY<=>!_w4x8FrPVTJ9p+S=)EEOq<qb5+Y~>S1lb#FIUk2NId9kf)ivEb
zb!~6v_OhkouYz-nuIbEq{4#pO>&qSs10BPTS)Q%5ezEzEM+6hwn^|9N&92;bT5))S
zg~iL@^L0zE_XI~9C#ak=au1xJm6PN$;o15%4J*E_c+#=E`SQnA(W{k2Cixosc*@=R
zYI^>z&LpEbZv)>(Z;Y@mo_}oXd|x94mayI&3s3chXI;8pxV=dzTlu(gQIO~B3$xzn
z?lCVo{5|XV4X#&f_pq<NrxDc3pf3BLVQO;F8s*&{FJj*P`{eOa`}W*bO!GY7Mi%b9
z)Ns^~|8aa$=6w#OQ(KR$x$&mr{L{GW%YN{?Z*}Z0{r(`FW#bp2vhpw5vwEU-Kl{Uf
zezmWD<P|r?jZ=Q5<jSwDnm6&o;UnS}#+zJh8SZ4ivv_M#?fT@{jy1E-i@hjIczW>o
zh49%r$BK4^{q=bor~7+?O~2<4|3opKH<#po_scJ>7Hw}f@%9nj)+2a7W4*?eecCq;
z@lX8~KJ8vjz*Rj?!zS^K>OZgBUo#ZSjf%JBxqnS%{fG5Cep~!!NRQ^<(=6Iv{-{^#
zs;AM)<9lm#OCQbkdmwaqg8xF(Hot|1S9bqn7tyhKx_Vk$;8IQ7lv>Bte-bXOy*WuN
z=<vOL)gSeb-AyyGb86x%C@+i)v~Sp|eR{J_;mK+CUhlu$Z!wNx{q65x|8HxlJFlnq
z&O2X1d2B4BGk+SN`?9}dpUyS8z@6RwyH;_Yzqa?h>(-CHZ!)e6{EYnf@%bmwS5^G2
zHTDaSFdbR&U72~-7qROlC&Ib6e-b_S`r%6R)5}+$3=N)LwtTr;<=XA7?>?FD{KHyi
z@T1I>xj^Od%Mg8=;#9V}#J}22JAcf~p1k$IAMLitDbbn!?_7>^R!8xC%dTZQ8?B=L
z_^daJ*f#SwJ0%h)RE3}8{iyl9rgh`%TN_IArM;Dw%)YI>{71N|Psx{<snWmuT3e>R
zc{C~gcH2MQ{n`xLe6>zS59I2m{`^;`W4c*Xb(7VDaL3G#Nw*$e5W4v*yt{jC$4d4r
zWB+~6E*{zy6m#17jr5IN)!q%W{nu9PTfZb~r)B6Lt)ts}-p*saW081oW2tNur^p+%
z^;&CtdtGKt*I)2zhZnE<dgn9iP0nw&C@@-Vx!&S>=pDA+Hg=Wpg)v*7Uf!e^ZTDkc
zTrShwMxGYtE6->B)r?(Rvh$?lIZ<)raLbO;kGVXR1%}t{w#pvwSMHc|`utMw;)hNT
zR{Y66x7D7><6+mQ+Tu&wdQ#Wkd{xaQd@C%cKkVb&c?<ewW>~TmpRHNDHcF@1WFwEB
z=YcQlJ@$W?`iJFBn(2|am%ru+3cT>k`l)asY;i}gxx}r&w^tr1?K)=f^-^Kyd7J9%
zvtl`urZjOpTX*Xo&trS9XY-_V&1QbIm}9f({*H^UH=OZ&-Sy(_v+wWYvU7_kPLAaX
zw_jUnyzH`#=i%ZjYxUa8)~%DCc-(Tma?_J_+N+vgFf6~f=hl=rw>S39*_Xb`)sD?^
zZNxJ6IsZft94@gqTu>eMq+D5<rEFbnw6On`cS*Bn-Rdf;SZAf#DED<E&z_GVb0$oE
z|4TN?r$9SNTz&Gq8S4UNcxvukcjoEt%MMMuw)A!Fx&I6vTOy+i<K}dI=<lc()YD1-
zt-A4Ga8vPR(J$Age2jYeUb~Ma<=@nw^B-$Z-FsaxRsP6xd9PdF3VXNPJD=F_<vHi6
zCDDQ5amz2pvH$2V)_Iv<sph<a>-e_pSKNonv>7K<N&VS-`Ok^F`~?S^Y+dUn{jmCy
zRVUx(W|<me@Llw#=dCb<^{xSHmhBV!rhQV{W5=q;KGU0b%lGE_>lB_iz&z)#)}hTt
z&lR|SS$z7mdhWT^o{<qJx(>SE%evadaqyL9-|5W?Ld5|JlO?}ATR&4fQqnFnyISf@
zm%GnD(a^`%70k05m$2~ce;wHA=W#A8HvLAHk$166=A|`Ci3(coiI+B+Z>v=K{jC43
z<szq+KP_M0Mwwj~kT`gI{^4I&R^Gc6QI=&sX@9cp(iwAj{*`jO`Ej1Gd$#_(O<Xz)
zV}I1~ox8T*KAh5bX!)%F44HifeqJZe&npX4QkCA7wsU9lygZqIq8l#rJPn>4zF>Qr
z;uD#)Nn5|$YV1$Dx@d3JG@TUhis|YTw92nvDidI``sg#q&5>)bqv#puB_g|onom4i
z=DTg`8QWG%bIn-0_DmsT3zej`d$@{sHmvg0JRqyJX5HDjN3NX<?27fXi~Ou~bCSfA
zhMTfl6Lxj(U{=32MMrD#)90cgB02_J_3{^)d*1!MX5TXh4u<lBYglLAdZ7IAeAFvJ
zpUwj>Be$2`o*>r}7UX+#uECV3&6$<mmfIVr&YoxaY=zqTbOo)&6W@02+?djz&3ohP
zs>PoDWg*F?)A!sDEDj3H3Mzk>Yquf2Q>0IP`NQzVQzHr(&Ib4UhaNXAaNfRP-Hc<$
zxxa;9NICP6Uv!Fcy66R#Qy(gpFUeXiao~;Cq-)>#GL|GB<W_$E(KPRo+k}K~tIP9+
zTng-R%GNnuE!9+gVfMRp%~EZzljg;X<|u3IjMXle)$IwIKhynj)V2bLiBpeRJ!by0
zGN!U{Th;e9KhonI?R`RbMlSK$`BeJ#!Y#?Ii!I}7v-wm#mg`uoYn&T(M~i2Ea74M#
z5eJ@v1M<ff?)a=c&nVY)<?e5bf-NOYXIp%puv$amI=|`FGeL>b&9B3h_U`)kz258E
zpVP?^L91m$_j(uJy4CdR#Ln|oy=!v=w`*{@?@c=s<!Sd%%d%vptdWX+%(bX8t9-Su
zbJu0tzG}U_+mv&UP0f<Wmp18cStgV?XTMGPx+%9;@p1f;+iG6hvomSw-cv7EM7>p>
zbKSOf&8~GvBvwxkTYb9xZQs??CXw<6mS^qiQnO_Pmy4~hpIF3wdi%l8{Ews0-M*6Y
zyf3@m(03B!<L#n(f*SJG61KK=Q@y@z?Me4Czc}l%#K9L<RoDD)oLS>^!tLGNtfgnn
zc{t<zvgKr*Qi_aEES|VBcjuPOlkO#FZ_nqs+wuLlCQCZ=tjB-$I+nYewDeqGf8*6N
z4=4M?gRf(zt(KVN5Kwsk-lqAw-~RY2s#>pfJDYQ6we5s*WmDCQcPB}AsrGR2=Y&~y
zh4&U@-cY&{UB<GbqRrJ?^|j!<!danPtl6?!4<|-9|1;H9cA0YXqPs!F_x`oYuNYST
zx~|QBi@WqEf7D*pJ^c+F%O;0es`_dgFKsJ5sPa$tmFK$9%T0yvBVR7P%U%0i+TrW5
ztd_FNXVz?7Eo5D0vL$DR?%gxHkNY&STdw)EljX@j(HGO|g!k;az31)o`B7hX+p|Te
zar4jM`?@CK-V(opf5ivhEZkWsqLTCA@q)8eSC_Xend@wSdX7x_`tU6qw`@PuapiZo
z(`2^=$)bx|@>lOX9<)1JnT?<Irs*n^b?Y2n_9Si1-D1sQ5X!zavbv4A&D8&Gesi>~
z?jnP4S8x58+x4rdQqd=ae{1n4>s?JrdF*~$_gpe*N$Jz}W_aA_b@E-%iZ|<}=M{Wk
zHB-)0{p-5J-p(qnU2k9dPxtG+F^@H>_lV$I8Lq-j)vcZfj~3l~`t~-b#M$5}J#y?O
zZ6(PE-~PI4K5?&cboFwpXS=qw)%0%NvHJDWh}dH_H?B;w>eEu#xIubvwxdd?coUm-
z7@yX&bAD!-Th25ta?h(Txx;sSR`!XH8-o^qS{*Lc<i^MGE8Jf7&H5Alwv~&{yy#hK
zx@zY|ok?dFr1w4Aq*pT~FCu-`5|v#c=e(X@+L4=dD0|JOQ>Prhu9-7;OL*FpmFn7Y
zC*BFYx?#r5Jm2d!XV%F{^;SPu@fwGEI_tErf2MtL;<`NxxaF%>oQrF@e)wwlo|Jv=
zCEvGA+-7k;Ys0R_)JJywMcU_`68C+LHxE*3W#PK^=1JhJJ7094PPSZCe=Ep+>i2b~
z={xeA3$ob6BUL_So1eY0)ywEr-l=7;a>QQyO!qNpC@*~(bN<%zj!(QkzmBZiVLJEP
zcAu-kQ?JbuS(odxbjm#KQ(O1)GFb*l_k3CJn|;mlLE6sMw;L{QtFZj5S#;{f*UWvs
zIyI-wW}Q?#^q=AD>SdR=YaCA7b$W$Tfyc|3hZ6-GMEB(Md3_AeHNK!5Q<+$JZI^}a
z<{j&!9<NmkT97=ablpD94%f%*xgoRO6*w*SyVdn=nV)sn@oDE`1lIq&*12=S#J(*L
zo;?4!F8$hzFAIZQvm@87b<oyipSS0Fdg`NGFE&XX_pB#e!t<&_x>^`+o>-?fBgfR`
z=gQ;n)I9h4*IoKk^1Erb;8)W(zv?^fF6`HCdl}E)IaT_0e^pYJRO{mRZEi82<3w}%
zdZzDO*zNaAeqrY7<BdCtqckh?p41%LZ<qT|>D9Kgzc21#K9{|5!;j6&jHk}z`rUkK
zU(z=B?&j~Ie>qDZ%6I8j&d<$hJ$cM3B!Bs_zpD>z*)RLTT#GACYra$V72U5}5~QrB
z6x8x%pIX^^%<1LP7lP}Z;(4y0*>5&sNnwQ1i=QeYCrmH?XUH~uwKdmNBcjN1y<Etu
z&p8)wpL?_4`PlnEnyD6wZ!gaeJzL4P^22JUUF?5lG!LHBe&aUno?nsO)Tz2#+-<I1
zJeIU#>&YPRXW3j^Mc1nJpS>IZphR8mp6}v$ceT&G*(YDI+F`doUuw_%8D+{Z<5vbp
zF#ar@^*qny?UA_)u5WhkEWENb)9dw_(1lzlS6=Sf^DX@ue^;Gs%zcNvwQp}m{C)B9
zg#E*K?Ryo;LEENu>fUvD=P3GnUdfk$!wCmvt_!aG5$v(Acba#Ccj=>j^VyGn4EnzK
zyUe^p-CZp!cbC-mAFbbfQfNZRwMh1Q<-K+Dvi>u$o2>Ny>7Hn7@o0~I;1Bf`$08S{
z7GB%;n)}EMuhoyXp0`^T?zz7x`}x98G3mEfpLoKjeOv#Z{Od4>_uKLhgwKe1@%_aO
z0|Vt-``Y>v+vgt+tbIN+Tz{qin>)`h8vXpbTIh-9`KbNhDg$ax_V9b1pBmA4@Y!CE
zYt7sD^xIyXQXXb_<H-}bt;q_<&o4DxRP$jg^R&ReuglHTk{-=iTEH8zZOe`wC%Vjv
z-x&LMNHPRiX8o>zxWDP5NwUfcpWe^K?_(_Xq}teuTb8^i+BI!fn4N9&!Cz<oGkiMO
zer-3e^}~P5PPg4+uiLBr`t<irn~U1B9$c3%el(k-_%q*({|sNl4|?05(c1pz#mkFJ
zi`UhiGkdo8ymbG=g({Vkw%NKF{<@x@{-9UyVzJ`g`_EoRZog;Qp)6u~;Dz?_ul5qJ
zgg4%L>TVx(ZBFqS@9(QD^mnvIyJu|wA$M}cofp#t<u!v9%GR@7wec?0-n8=8zNVea
z_RULEeWL#QY`_jzi^ppFrgKg`Hg{=|-;$o%rS4Dc&t?`CpADVH_veb{R7;t#TMs9s
zq%W<0t1`7WVdm-90*}9$mlV|{p6z~X?Yw8-43$9P$=7AVFNDc+t4tEjY~#PQb5)YE
zZ&trso6y?yW!<~&EV|C6PYg{~nS5OIwOKt+jbky_>2F1=+#GGSU+=bO$-K5N@)O(F
zV|-SR_U^kEDW=jJ=+wY2`t<7Y?H`WaH@>lanwxO<il2*bX4EB}|L{HBDg0#e7g3&i
z{?g`#B;^~|Us*-D&kOXhyJ9vu&&_GQ?dr*|uTDEFx22%6c<SECzi<9Loc&>U@Z=xW
zrKVSJ)|l^g3i3(#BKm#qz9}NxiWpx8&*sj!tuz1H<fCELn-?a02>g+G<i~ISAHFgz
zlJY&@Mej%dkh8U6=$yb?%M~ROqjAhuTdBGsaPRABrOS11n|1|Wo)~@Mb9SupoLpx1
zm2YFYqTbjWoL?@gb#gib-&f_+S_@-@_zJrYF8j67eBDH?lVX=5t3p;+axh>2vaa@>
z3PT$U-_~h)g=!qXf&;e)Zsl~l6t?l+nhzdszM(sJ^x3dVuF-hXvaY<i|JuB~MHVMz
zt<ttwMD;{(&bc6O9(ZuodTHj{w^q;I`cJ4hXzc;z32s@JQa+t8X`gy(*6Jry+54Af
zEpgoZIr!*mKF;$mqf}bYOnYvvyKAHR`Y#J}7O1Pb+q&jU#~2=u37zpk;<?P_%%7ZB
z$}YLvYzt(bz_2Fz#HRlYn$KswPw5qyI4_&cHQwApa@D4EnN_iQMTSvl*3Oyr>h0SO
zc8l|()(m@BemrM=dAqmF*?pZ=eUtt4>?f|7sbltyZM)r_#XZ+lzAMbzTe;#@?Csc|
z%E$Jt#n-vQC1ieGdo%f~Or7cZb5A>&<|i*+WPGN_HzM4^QrXn=@qC-UzZpLdy!4IV
zIA`I;MJg-;m20Hmn%zsah>^O`@s)k8wntUk7Qfd?qKn=apIUDc+Qa8te12Jd>Cg4y
zd((2(Y0om4^Pj;=$Yg51^VwMk-b?rKMu?qRz*iXiu#wNIKI+QW%a3Qu-zZrtJn^{N
zl51-|{YhRf@i$xP$+Xxd;h8IMNSr(_^JwS%&HD=~zpZ_!zHrJzSrZHC?mz`gnd^$h
zNhgY`c&=|TU7%2S-t=VrZNn2xyBCK2^~;*_=-TlqRtZ;QCdTq!;al?Snqb`47jEI+
z!KbFk9*mzHwZi-mhpo0?z~oro2KFLz(fp*Ksb5{0c08I9Eh)O#Bt`gbh?tST>8wd<
zuk<&vNiB1XI(A=!gKa@X%F8X!CQsDjwe4Ecm6<c~Y@YklI3K<nC;w=B$@AVn!KP$7
zeM{FpPual3p;OngoeO6FxJ=^q<gTyP@oZT<Y)_A0+r2uTdAIr*_8%eMqF%OsD;{Xu
zUft_Io5kliqi<ex#^p1G8~S~&Uoo4<)1-WgIadCg?Veg?=1V)%d;6Uu5^CR9-uYRk
z&vj?#JA1Ad2_K3RrkQ?W*mA4x{nOwMBfIxr&ns4bNzcEUas18Vqr!&-_0=VgW-V`f
z8|tWK7}u9PwW#carf|yYp2xGEPOaR(<y1gR{Gol18~R;(Y7bZ!hxv6+vk6}jb@LeG
z$^Q&?SL?hZzC8)~?HOIPRO9u+N1K0?+HAUAX?o`L!U+tw;~r|A+?{u)t2Jl)e(mem
zX05v(B$WSV9?LJG@~9;yrayQ5(SBLDRJm|-SJ4lrcQHQ$cBkLkQgLkiM7h)VwrgGA
z`I)(*&d64qt5(7Ffay1>8uO1l%e&K<@9mO~Zz;C;&)~7M*Uu_lZThz!u}^vt9JY7D
z&-~#0@{{vt$Sl{(dhQ=&s;<9G?LVZen)>(6nFDeSg>mz<KU_a7m>}(N;~3}j&r5Z#
zab}7gniuK0d*{ht%AYb#x~EA9OrGx;E85>wdV4#Qwx&e6wV!>|->&9^|75lWKD}|s
z*3R*4X+Y++K=<D}0_&RDc08RGTK=@@=e(xV1-GJ%^3Tqn5v6}HH}8$w>!g{-%EQ-3
z{X2K=c**8fRb9W+-##*`IA$EZZF->Ja&@^q{~3A<PK$QWzO=}Fp@f!aRIADKspn^u
z_%~U}F7CH-E$-W~K5NsD+K1Yq$0zRYPtabqf3A{@(eH%o8n>=!Jg_uvHw}C9ynbf*
z`oQW<o8D}(jxgCPbko5*<(QRRp}%g<PEMx&LmL-g%~fsJy7PG9+sMy%y(SnpzvK08
zwO+mL%ww<3`C)$}cbfjzYUQx{Dt~Pz?~ygjpB>BY-MTyTuCw{WxK@_J35?A1vtETP
zc)Rd$7?;tTGdJfp{9JPWacG?QBs;!}HFu-^C$4jh^kClZwLL}Ei8J|f*HX{yl<qK3
zyVUQJ8*iPMdFRHjkVBVM?26cJuFXBt<G(hoyIE@PtAebl8rm=PbMsoZD>AKn(QbQS
zO|RF*^vx09A243Fxpsc8v>qed&fnhxmb5AE-F>|~QZp%8R(6++(B!!pk*{{inXY{C
z`SzrcZM?-3?%X}7aMJQ|^QFC&?_{s@8CkBe-?;SfDpm>gOMAJdCi+dD9Hmmr>i^Kv
zOVeb#d*t#HcBhuPF>E-S7U#d^-`oBNS<AM`Ds-tlW|pZAS529&b6n-0>Bou+t%<86
zk3XuC*X1%QoEvGH7FB(Fy-mNB<2eKAr5U&5UTG`bE>wS%<$mcMGy9wB%dK1HB|Y3w
z@k;x3!Is5ul70r>_YMA*c~h=4e`UP81lyD5zCT^7|1)s*EzNlt8G7KW<l~QP+&rx(
z6tH_OR$aB@<+1AP)yt)G^PQ_oR-S$oCHtvjyWi};rA<BG124ah`gT3a=k1L2ioU9{
z^-_~06>`$GDn(5)4)gzbw5cTd;>M80e)c@`?-#$!e^a`vgFQk$_`=8e=XO+|Z<i|R
ziL?DEe8u3@HTG|F-!5HHk&<fKFW$e$um51UT#q)p-<H&OyXSnIr>FVpRrmBbu07j>
zw;3E@K4JQNdsr{?Bagq1Y<uhOKT33Bz1pw7GBEmi+=sX|`}c;r+24D#<=fTJoeSQ?
z6!u2n3d}yM{B-xqhaFAE2cJCJ^zPj>502*(<9*_OaQp0WR-Jmt!+!VfKiQ{D?K$s6
zG4Ep!u<g^%2wV2o@5qPG*Npd1zVP#$$Fm6!xLS^zXrDM+Ep#*b=o~jk<x4w!-GsPh
zmxM2ri`M1Kyf}IH#z(t$aXJg_x!!tT(=GLQ)vvx+2U7!kCf~U}IeVVmM8+u}<EDx&
z)(w0Xw)EZGjSn_Wo;P*Q^QP<tyIK@Y&z<03TOF9W_~5L~sY2{gEe6N5&Ruf%>NsXR
z-|NzIopmQpOKniKSk+VYH{(@tSo*2UCM^v;S9l&=)jg87P_HO6Vy54lO_z8=ohp~*
z*-cey%6gl7DkyBT1Ha{Jx#HyYqKv;nBA>PN-17Q0`Can8ITBYClIC!V%wm~Y;KBYd
zaQaD8PL^QK$BkZxGgRtN&010}8n5zoWqbUg)yocTYi;mYIkns1UuX=I`?Yxz>%Asz
z&35*&GoBo9Qd4b(q0ME+lPfn|z1KTUbidVJ>Bp98oBlIMZL@f`>X*o@UG9ObpWP)x
zZL6>F8lRjqzv^@tyUf+2DJN7uMn=ZG*k2r_nxv7=!NI;XWYSv)#;Q=$q~n&$E@&z{
z-80sCwfDyL`}g_2bXP}*sw7NhUtSz9Qc-sK{J!2k!(IEHU(OG@bcXRd)4p<fvsqnr
z%de(R>`B%%-FdxYeptlX6v-F-rXRk3{p?%uyj;@e`idXNk4Qf@T%EE#>Vv?MN$zo;
z>vBXntxx{x>&ep-^U}KeCTh>l)bsX#tDZdFp;z^>>&7fimHq<B<H0cpC6Z@-e=O2J
zXU@+h-*r-V&C7~;lDs$U?!3L$!N(nnqa;876c2g8mwCyIf#Hg3Lwwb`^YfQl8_x^c
zotkOHx$3IPb6c&xS3B08$O(JhmCeAh;``^b$|s|i$efV*81-#Z?)$DoC)ZY|p0Jc$
zxRz(ue&^6~v9y!x-uqT6`%F7ln>{H+Su%!+J?oXOYyp3OZT6(XTv>yu{aF{Dw<Z{Q
zIi<JCZN07O<Y>e=uX%69)g=q2o-42CSnq%7%{=o+wFLhFcK>60UQNuMEATA$#+Tb}
zH##RVtzYX|yym>(O-TzG{-|fFmC|$mnJ!KFuu$iW#d@=n+d1!pqtt)MbuakY=304Q
zLFUo!xzUlCjxG<28~eRJyjXwBv%#tC`Iq(XTO-soT6eyj?{)O@<&8^po|Z3qq2p`q
z-tsD1{%_Uw**O-y(JHmi-p;yj7=7D;A#U#O`Bl%BRLpJEDtoSeZRaho<4b*y-Jbn+
z<(ja0A@X`v8y~A}NS>C-aq^_v$~z}HYgi9FX1Lb7N%67ljx}@gzH42Ku2XB$GccSy
z>t$||r>wZOn_b$=m^brcvM0D--s}9#BiZ7M<g%%|xIR@WUzRw~Aey7q!#FS7D*D2L
z<drXD_89JLFSj_yzBeN>>gQ&4cFE^zbLU=bv50?^?YyW_(sN>`%9nTA>o*oH*lhWD
z`L$J^0uhH6oRCRdza?YaE90KV`NgqX+9!^c3j2!8dpgU>>ba%L)fZejCwmg)mhVkp
zK51tDnd|IpDwbWk8D*BlaNcj(q?Vx1Z;E%Sil>yB|6052z2t!at8&xN+x9-%D6(``
z%!+@4an+CFWn7=`I&{<K`K+Jef!Eimr`=UNRu#5o!=@EqFCCw)b$-$1o$r1fKT?^Z
zD9Fb6`he-@Z#y5U?VP#Y^7yjsDU<&2d|zkwtmsX&?CblBoeZ{4JQ}+4`{kWmO@9<O
zWGlYwe;zqgrDWBl-Nm=|Y8;i=uC2=}zGH<{;&s!ub8cBHi;AN)HnXc2*Pl};U7cyn
z6Rx-J=eo8locv4qbh&hw<vuuJ#2V2dVE8`Jy@hRy2*b|zK_x0%OwwataENvsXuh;%
z&*RPOK^sfeBo7?bp0@VR`OK7;T`tpn=6hY5CdxbK%iGXxeVH|FQEsQ6-&;7h?c!}w
z6EA~`mywgVMO>BiDs$zXz58m%Bp2(=mnD{lGczw-aProq4X$dvU#>h0vP(Xuy=mLE
z!zZ}SI3><jDsPsXY7!)PG&yKW%B+kX{*$8b{7yeu)f1o1<jHo<usPl-HY-eP-7)tk
z1%^lK3Nx&ZOq)J&WAb)orG1w-@7{9d%bPU~0*vRfpBqL*M>}6z7+X5oJ#l&5LDNqw
zf=@Ce?cMk6?gXugt(wQL?W_E-wR_)M@luwQU*Y?*s;18@yRhPS3)jcxp3yts1+QAO
zYep~+|Lg@Tq#oV#@OmTp@@$TG*1HzbKiLy^ZHp)}Pq*D1lV`T`?s>7@MpMMtyeI74
zJbC`p=<<iThnhG}oMb4lo7%D6S3*AK*>3CE@!M}7S1P^z^{mU|MXzFHpY0Mg>F&7O
zHA(x@+vEvsTAcBL@8kHHJb6B)2sSu~zPTr}$H?W?bKW^zUS=j!?nFn=&C+Liz{B<I
z&_wO+60+G|k6uokQ7)UU6!!P9#h=xh+H?NAwcV~#u~;MK`G>W)1#FtEdgfOh*i!WE
zjNy5U)m0(4)3lCvDa&@}-h7pDJ|otT-|^C(d(X`Kf+t?udp5~grq7D?`K$-)mAeA`
z7!IsW<-XBX8a#Q|g(p)3AFE&5kiI?RZc5zLWgmB)aM~`adHP7m<9UBys|#=4T_wu;
zc(a<H#j`bco~1k}jM)F`nc~LdpVrMg`8eam%Kgsfr==sFKQ5XfX|ZbhBC`Z;KG(d{
zV)7OeFJtyC;4}X9>)J(6)uNO|SKmc-JiDWwdQRKymiuqF;vRFaCEHz-V~UFJ?J{YV
zbk?_Ip0z#ADO0=LBz=ArlgAoy9;5KB@f!Ej(q4s3a80^(;`}}%ws(s*Z{F8<I_0Zr
z+WuszCG)**wuYZ}+`Zy#v9^%M0rS8pKCVp<=1&)S_iKi#^oy+1B6&A#dlT<OZQA#)
z>e-fCPEX46<D)KZt6Ax3_4{H<zNEEka{ErVAU^A~wKwkMgvq2_cU%>fq>@m?9}_-*
zOPl(W@>QF&lP)#;J1?CqEKq#?!<y^cQp0RpW13=CBvl;CUf3IO%s;?YrDwiwzn)%s
z$ZMO<=G`CH+WPw&?o18d((^Iq2+xC7<&~?p%#_Y~S6ZK8<T~+eiu82JsA*=mBI~72
z%-5<o8#=G`u60J4+4myF#}>yg?Us&pQ{$fh^wOS3l8l|6zk)hBEO{)JZNITEV#mDM
z)yt3CzfVpuvXc9HUUjpgvVCj#=KZtur_AGxoAhFz^omuNpA|0E*!SJU?($PTuK8K*
zH9`w5pIqIc()W&u<D~rD;!Dvdg*Qkle_pjYV`=*4&1#y{9z35n^?K%}B>ky7&lzMl
zh9%s!{JM5^=G`i}FH@rQ0w+h$n<z9>=GT?-Kw-fkt1#xcpVcxc>5}Va>Mxkft}v(M
zyy->hhzC=4M(u2rHd<#K^<k&QNw$@HGIwhgzR9X6TY0={%hU^V)=l2IRl3#I<NI1>
znIOg;Jc8FRZJ1Re%Nw5kp+)cgq3u0u()Uc=ZuVqjm#SVso#=Gcual0wI+DDtVrAUN
zB`quR7VUUhvVCr6PJ^$^xnIhmoG<RQ|7Xa#wfK>Rxp4H1NhR{T8KicmE^-!X?wMaW
z=h~%o>rglCIPZ7wN-R~gW1c^}+>qy99LrOdE%iKCbL+0O6BgfIM`?;Q792MzQu*TY
z+3WU{DN`TRvSqq%S>v61{?qDXD$0K&&ad~{FF4ViY1KWamm8zsEOC=qa6-0CODsI&
zrav=Ft+wy8$=OWCA<-%|H`(_(cmEWcvu=yK$Un)A={g5eK1W`c6Wf%k{gjRU_N@0e
zla>FbD{V2(NIF@wT_*JK<P$HZdQJ4cm);fi!^*?+(~?y74SDx_%RWWMy5@8(*?7#r
zx8zl1<E@rQtG&{Staz%rik@t{rW!J5-b%rn)-wuDIH$9%Jt1qUK1)$3L56S3CPQOZ
z?N8s87M?PT_0?6^6>a;wI?pc4_12Tka(vmIIv4h<<bIdA<g>xafw3TSDf@2qS(>-r
zJt>g5@?c_Lmh1|d30l9EHt{Z7wJAsPb>CJ$qqx@32iI*^o|N3Myw6tK?HaqX`qC7)
zW$w>y<m?aa>d+Gn(O(`FSas*@ryF<LRJi*z*Etp6+RS_X-EG;zqXC{vYntbT-u-6t
zUDEu@?xJO`clx)s1_+&5#b}zkDD7Zyv*(uN$>%>Wl~8-1?3b-=7BF$XeZ}+FfhTip
zCjDz(8=Vrw$H)IXMsE8Gn?Q*xbLM;u44)=g#k^j_-7V2y`QE*b=?m=5w6CpQyRhwU
zzyyo+Y8Re_N}o8Lw%7MYjLUKrsdGKieY-bv6-?VS>FS(mJC{Y>yEUbth+pR7!c5Qf
z+>Vn^zOF51Ir7PIEyw;+f#B=vv#wt5x|>&}wdS$3T2H6Ly;nDEO4l1)%RMQys^>S?
z*N2Qcp6?^qF1x*Z(((D1cHU+ACX>#+dbhl$cfQj6nI1307H({vZF%tVinsBuu`kWE
z`xw;Mi#FG$W=uO1qULb^Kf|iUlLEqbSx>F8NxBo9e`fij8@HFly751$n|fo>VUC0y
zlI%+hZfSF_jqXY9koS6@`^N3?jtTBQvn~bf@_TM#C^TiOh4yQ+i7Hxm{!N{`j5GK7
ziR32Bb<Kg*9jXe;LicLjo1M3AzR|CV5i6E_vwCWJ>UX)db!p=S<D%+Wk8A?h-inSE
z>D`x~b^coEj5iOp)}F1{J9p``jWv>;H+QeCywT&bTtD46cJIwk6{n`An)=PXU0cn6
z`K{U&z2*~qcfPM*xK`}eErp5e9gL5LG&@H}IB9)(Rhu1mPg0rv>C4z3IqIAG`s0=_
zb!xRTnG*DU-us<}0fO@?MV9CpZ>cJFzcoYjPIFhvcE(+5+E@Dx7guLQcKlhs{n7%h
zgS$S4ils4UO1zAEb-_eIT=J;qt;4?elchXW!fbgXJt8j`DvL%=FBElpF{S67y6Ew@
zmb`aOwN-a!Oo`-(TX5|Wn?_M}xMa=;kK2nU7=ByVeNNH#b*Sc+8FS5L^$XYhmUuGH
zHcR4(kkA?H%gn+G=hs(ldC#<tQF5)wy0)KTb0d`}{AW<Bu-m#aJ!4{1wfw1_UrUtN
zI+w0?&S6VEsLr&Z=*qt8sPn;_6IL8&Z^~MHE@b``!Si{Q>&mpR)rhIz+B(lI<%Hb7
zt^QY@Pu{&dYDRcinBSQjT(zrbXek#?@ZXzzN9atY>8zwAzso;DRz{!5TzB9oyMom1
zt-IZSy0gz)yftCY#Ls14R<Km7+}rv6`|2WJ=H6d(jor>q%B(rDn7uSzrSIR?{-WRh
zb*!mpRZ=svN|U}Z{xh{HFPLP`7?Z*xqC0QSm$geWdg9AxZTr1R+-T?i!kQIk%PiOM
zTXr+uwZ5vByyfxMwC*KkH|N!DJ*&EY<#kT;?70i4+H7+7`*P#mV<)?uFK;i+<jLB=
zdwl)gVsYlvlW&{sd|Eb({q))F$*-=Rt#Dq*(ERiIoVzpMF7-XbR<9h_t@8Hi+_{DE
z_7#)feY;h&(VFvp#Qx68rpeyPm)>4or+Us}?HA^{yLZ+HhLmW(_S~{{Vg&QwtR>;B
zc{6`MmiQI!ckXa;+_F6<UMooc^jK8+(8KeN@#W^o@8ZUOWh>qoXtfkfwMcw<G<EHt
z?w-8$iOXD*=cM1?8r{oxx%o%PYpy1CS<cm`1x~7h7S-=I&a!$H7%^l0zO0rFYjSs<
zc(x^VXQCz-!^@a;D@~Rec^9958fhD4oOfMT_e|xX;*gdFU)ONhd}C)`{x~YZt8jwh
zmt_x?XYSm-S#1KVEdRC5-#w)FORinad4tbL+v0)Ty{)rdY>zknc)DuII(NUTh7*gg
zEzoJK4rvP4;FK_58gb`NQB|mA#qS-<-HHq{BfkrWrG1gmVSL$V7^-eDVO{l=Z|_zd
zw)a|C*{oK4RD1Wr;(f6_CsS^Cr@vwi{~bKJ=gXSzmy&+jT9!9EzpULE_e(}}$=i(^
zt=}b|P4c+8B$Mx5)|yK^g+H#Su05x^^<<*vsX5ibDb~e5uO;ogANF}?<(j9u{&q{|
z8{H9jy7_(BjK2A6(|gt`3(w=ttrff|c1f*FZp+>Kx{l|Io#m{8@*TIWGwe8OymM(z
z@>2I>@3QBroXG4ud19%KZS|$(+b@0X*9vv9<~=y_+2{S&6{lt9RR!<rI`|@X%kHF&
z%Xog(nMxk_k=qkwm}hzZ$8~F$<!jgQ`1y+*s(8Lv^1R9=Gycb3x1^40cleuf%l+;3
zykL0V?`mx0@nTQamA5&T%xmWSx!<d~;AId`!pE-Gj)O<-LK4+i3fdN5{_{C-<1x34
zJda-?IebRhAu4Tr%e#^V&+%tD&-t=qwk?OuRb7|I*B&;xJN^h!dGh7Y%d->zGrV45
z$@1}R{;7`5<#K0O-LLTcXZX5`$@BH4#w}czr=3`F==a7a^W%?A=(9C;e0hDXVO#ab
zP>DB|Dr?g`3^EVMd|k1tZ~4cSBJ;9##-8l`J!!Sv*Axp2_3fri>shWGE_fR?S>Nf?
z#J;RjEjO+C7BA1QjSQ-8&?>#svL^DyUaP7rudjSr;V$`Xp0wnW?Q-AM!%n{T=RN9T
z_1NS?fo-<CEMt{eNKdlNtf0GmuHnJ|YBld3zqag}^Tbk)+h^T(-+md|c+_*Z3|IH2
z(91hM9ho;{fu-cCpC{jGa{p)e^=kIc)t=Lw<!&tDu{`)Xw7JN5&gD(UmsY;<SC-$w
zP@5&>9`n4*r@^Y~Z`Mv_hAV4Jv?o2kyX{xXg>BC#@RY5UUE0;CaIEtD)?%So#X>h;
zzKr}=d-EjIuJ`5_<;&mHT>Z;;@7v)sh1=pR&RJj5o65UKclv3$?B=HI<x@23{%V&l
z+!@X=c}qj(v!$A^7YVma-TQR8-{T%0Pewm~pYqjaWkze->wT^q3-4$6`o=e8=Z@Wd
zIx8Q{ss0?aJx%vies)ah(=7>49pt@MOiJdyTDN0`vU^6vMw@3VXC`?%&D*-F>`mU&
zv(ov=E4U>by!e{ddTSiu{<K~uTwnF2idIv_8)JXRV$C4Gixc?QKMi>DOJH)~?kZV{
zov!VcFK_Qns=VZ@=W*!S8c+6{A0oFiUt7_A!AhUu+nS%dr&sLAyuNZf+q3YH#4k3%
zXXj+Fy`O!1YvRFO?sxcQUoTKuzk_M&t~q}$_N=X*+O{?~&#N+dzJJxTnKR!>9ym1T
z@%*SO(~fv?KVY1Eu6}Nm!OuV*!OL6Y))z1Inmb?jt1(OO1n!b`({x>v0~mij+Vtr1
znFX8Wwt8Mz+;Y4oU{b#Gyn=nJgO}!d&L}W`>tcRA&AC<DH^E8OldnSZWi->1=TGFP
z+Ibs`%-*$epB~4FRGW`Si#Esc8(!(-b1fI!nBO70^W^heJN~+9v|eLiR`}?-y!O;m
zmD%A}p1*x2S7$uu+17dQGmjP3P3c^2JmJL5?<;4W3s2zq^V<7nMyAGRua{G7u9eFO
zMlHLo-uxoFj#t-7F)>{1s&nD26}MMTH{QSS*xEh+GHz9z%{JW@UuL)O>lS6jA5j+-
zcz76(hAUXU+G4qF&XMK$QBPC%?4Fh*+`qKS{YG+8#Ke%g<6`gF8LphHd=*@<?U>Yk
zXBPXt1st-kr|i16cIgR~S#RFG$?bkRrQ~RF?xLHUg$x+KudKOyve#m5e$v|BuPYKx
zEi}CIecda|2Q!N-MNb`F>@;WL<9mDMy*~U~Ua&A>)5OhxToN;jR%fg9+>w2^?EcKD
za?FfdlD4r}9@D<|<$UX`J5Qt1J{^x?oc}!T@zOsA8=BeDKJ(XHmsuUSe9uMUfavq@
z?5wwMo#%e&Sj6w}>g0#ENl&MAC)u7jTDv{>;a{<{Zb`1k%M?O)md+JATlcH*@5R5_
zlOlUf_FgS3{(N{z{;Qhb%WAClEBdS{ypt^YN-U0fV^7lqL%Ex)zW-+sG`Z0!_*SKA
z&aBVf`#XhCc=YyLep}}mdMva`ZTcN9-&|>Vr{l{q!xB;hYO|#K1v0L6|JzXb^1%Au
z{6C2+{5*sv)H<%W+_87pJcpF2vp=rvW7@Lh&Z~&aQ@^I)H2=>aY;r?lP0o^kX?x~}
z{8(A9naDM#YSzcHZE8YghRU-RZCLkymP`M2n^_kV3qt-`ZRa?qyZ7eR*oyTryV+}&
z@Mk@Fr!*~pmZzWpYN>sbB9EUIuc>32__e$AM3>-y1|~`Swf1WtWM*>JoIfdhWo5{&
zr@ehv?|rU#{5?@7zg%?X@|$rvw{<%9Et$2n^pW+q+!d|v>;E%EZMyaLRQs$4{g-yW
zO4=w|$Cagh=8L-Pj;OHxCDqTm`FeAl&nsCn@Bhybw<~(S_=`f>6)QZxh<<9gy5KX1
zFxy&78^`4uTo+U3{rJzob=FzbG(FO_Qu$mP@3HclOYRrkk8jZa_fEm%+nS&IRPG6#
zXwIunxIX39YpDQc3%NsECq4I=xMBCE+QR;0yD}eWZrQo|<Ui(bGg5AqEPZw2y-oBA
zPtAMhjPEa4JuCOj^h<9)-w=Ks`F-0*zp@p~FV7~Q%=*TBPN(Agx)V=tRH*$7{(9w=
zub-ytQoW9^+VgqtwcOu0w>Es4HuG;Kjh`8P)lECr`TPG^cWu*8J-@48UdC--^2hVT
z(=W5tJK6j#-$%Nwl`7i4@$xR`r$^m%LzZjnZM4jIn|tWNF?PAB$}gu)c5ia4pIU9P
z;lsKG#UlG6^A3Fc6{7#(q@!-Wk;k5ov%ao8*K%#z&p8)YyY4UB-2GOi=AnL@j_Q=v
zt0q-HS`yEexx!Jf>r1V>`;}ZZo(~(C_Zdeni`?}_ZBkEgm0GFqwM{kG{Wo^ZDmt`)
zsleW=cqPN90;|yPd#pEv+g<g4J8^>Bsnw1p-cO3-JYNgV^55FXwr;Lpn6moUl`IA3
zXSal`&1ID2K5H(0J1G54wC~Z0N7d&XsQMW7b~#&Iv)bzD=p{AZ-$vKf8SrP_R7*WC
za$Vcz-+O2OnR_;5pZMC#W+}SA^!3qNlS{|`dc2I;dvuMF@Cm!EQy%9AzPNZK@>N}R
zMf;)E?MEWc`DH)bz1FHaljBy|v;7gK_B?A(3Cbk=4nJq7_`zhAyg}n}zb#XqtzFi>
zRI8%K)!HlT`LS!;s~uRb7v@%Qtt;*cQ``LT=bI%uMvm&rqUR15D#=y#X@)H2Jf7>{
zaXfYMQtjg*)h5O(pU5?BPn^H-{MYpc+x7;D&w0T0DsiUAgJ*jzFJ7H*t`YU!R!Y11
zir~@w=({}pG1q517dBtp{&0un3DfghWiJ<=G~M{>LrkjU*%Cp&9naNgeY%k+>F{h<
zgkGPUpZnUv-K%dLyLS7dt(10~#Is%5k&P4CS2FE+C+S@NGL~<?;_n=VdE9G#a_$|~
zyj^>K`PY<)J=#Tg&!jNfP5oJ2`8m$u_(!R~b{|`M`CC+&SL+%72!D3@=KeX)Wj|lq
zy7J?(yZzTUY1AL84g0ml=n~^jcS)J+H|x3czUh2>duY3s?b({`smaO-53XOlC*;2=
z&f!ka$G2y_R!n(Zp6m0mWamro6JNETXKW2xv!J2ktX+2RbB4z+!%VkC=9O!``@XK?
z_6c|1E!EerT+BW0UQ%?qMb(e@rgcuvngi=Z(q*&QcNI!H%$eYp#aPP2<sd!dUucNw
zkxvD?-PLwQ<wkgMhv)K0C|#MBe)mku+&$NR&7K<5D&LwhL6Lca`;OHc&aJ(^)F)|L
z%awI+KPYpbH2VAIU&Y$j6=yO;=CONCi`Oj*;aX<O9dVAk{AE;ick!&CDQg#hQJn1?
zIcH-`SmgFjMwTMZwdvO`TZBH|xUT5c4^Oqi#(Nv4T)!D^_2Ss-t?zbA3AUWio0^i)
z#9H~~`=%ug>i%BuOJ<+2J9Q}ZaFOGR-lsdShI(<@9%1M!4A@=#pW*tN-E$)a=lc0C
zeA~5~^-Pdn?d}V=c8811x#WA?E$UvyQA_9aXQCxG6)eeJg?xWjm@e|(IcbuA{*22a
zskOErLvN|Z6&_z37jZ}N?zPn?PWGgfzmEF!B4z3Os5h<p$~_y-rrnJ@@%U++ZDGXu
zbe-vvVb;a5N^TQZgjrgwkx9MsB5z96wlzn3d{%MVTx*JpDeO48`e;bizsR!&o?Fj}
z_ieRVYoe)f*4ky)cb|=a?rR=RbYH16Y3jY=p!+*!TG+a#L}$JhX1_nDY;Ee9o987C
zy54syyEZ#?U-CiOm(wdg9}p7YSXcM&l}oqa-!}!>&EnU89$DidYaNzX<iEC^E9hGI
z@AIj>xsUy4Hd?&Aw&HBXoSe8??Q>%P(qbM=vgTU1Yx8E78;<Jxqh^M5$F9rfv6=fl
zed%saao&R#k2c@Co)h`SzBg>MxX!6~3tR1??@wD2{$|On+or4Obkde5BX6ce>L#rt
z6PK)tE;#vULxfn7_^k6gvzPX~l`wfX^@~#Ao-G$=JwL6#aZ38e*D<nxubwfQ`b0PP
z_BsDkf8-XM<~Z_xnh=pMYkSn+Z1?PgJMPcTC>GegDP>+(WM29Wr=6mUawZvtR0Z-b
zx9R!MFz@T7Ny){nza+wLwO$cwyLa=vSIw{1*FGu?tt(AEczoKG`?Hp+{#v_Hv}Nkt
z_S2q`E8dj~-Zfbv+5a#!@7=>t7M_X6v|IXq-pJJ{ytQ8Ior2)3EI0qDcH2zsuEk95
zk@wo5_t^D??Q7k~A<1Wh(t~cCXInkn@zdwG3-|46+Ov?QW^4NWm%#}qR?d48YSvMi
zvO014RJ*AcGv(C#9@NgO_;zLwllAXekJblm@}9nMt5z1@uPxiJ9N4(SB|yTgmg8k?
zNV(aWf~sHP5w}u`7bHuZd~UnC@yeQYNkxa07~Z>T-8mcY{;YSd#o5!7!aj+;e0clQ
zgxb}DPrFRd6^G?0RxYi$^FYAf>dNj5OFTZUS^wwt*3-@`Tc73!PnT-i&glQhFwjwC
z)BZC?R)4jZZMvZMbYl4F1CJ-i^=3Yd6l_S7sS2&unzlQN`$2y2iKQJpjB~20Lg!kY
zdsJEB+<$8C&l>Z5$rBF8Enh}$$P8SZ;@*^bY})ETOV`z3EvjSn{8cA8aZR4TG~?C{
z$GkrprZ2gZ3{Nb6W5~Dj&+3)IQL*!Cp51+SMtDwQIP<OLJqAI%@skYtSdC9kUYGSV
z@Z`Jinzj>*{2m$mM63F(KO4{H`pRNe(5WL6mMvU*BlG0mFG}THR$tZ?{bvZ@+GOM@
zy*jBZv~kA#sGrxvcV<4buo23Zj9+Za74lfM{KBiGkKD5tovHKNdjH@f>rByt$Dg0=
ziTA%a?<@bAJB6`(=eLMfG1<@6IF>1@5jgeh*1ku+Ri-CChor6i&ycmG$07Il?OBaA
z`Vvnk$geFiyOm>5f10Uos()GPo0m)9oqB3f^V6_Z`M&9^T|Q-(k3aQW=w~2Py3TT)
z*#d4pj@4$HVjgTRe0fYeV{7Tkqd`L1*%8;Sd@0O(p8Za?!*ZQp1s|j6rL)xs`09B+
zM_jt++@oRYdp!Dv=aow@p5J6RXqq7NSi&ZtSi2}oQ{WgIU)8njwG&t0%wEa7(Nb1x
zCl{l-d@t*dJGI)KSM<`09P%{pYD;UFZ7DNT-L>6Fc1fMw*14*8{Ej-T(~WaftM$!%
z$MB@Cv}V<Hy^tkqSFTppd-Lu|$(o;$PZXWg=O0>Jp)w(l;i|-uZZ-S4X?HtHo@d|9
zC<(kBcZ8Y!)W6b=GHXIUpN-#oZ(F;~lW>DPGcO0WO`#!kw;Fdni<VAwd}VypS0-%t
zhZ6?X*9><iH(6b4i6}i^b<uQZ*mU>gCI3!ry0K2w&#fw)d&Nt$b#ELF*cL{A$}+sI
z@N@I^t|#xdu6S}XFkp7kcIT?1)v|Zb$-Q>#HP20MzP0DjbDx=!9naZ6u20^vkCpSl
zx}=BQ{D$GpM?=@@o>jU0W8!nO@4+q){R3mql=mDczP2-a$HCdARR#xmG?rYplu<rg
z(znR+&d0vJyRW`@s(7y6{^J^nl*hAfNE`UoTM31m?44M9b)MOQ<IA+&Zm@3Sx^d3`
zY4{$SiE+yAbIc0Q#$C;cx_MP1S-tD*j^)YojHkL?{q~}Gt;EUa6EF8^{)-D|mpJ%n
z)t=i9GDY@UQ|+rSZ(o{Ot-So6XUtRmgnr(M_x4N<*mBcYl%0KPEqih1o&>()OFO;K
zO5U}S)5_hp^p;TAzBNCKzU4aIJ$=}E8Rv_NRbl&u_IM}Vh@PfU_9T4q>nd%HoRYH@
zsn6y)n~BfMt~fUL)|_CU&sq;OPu^Wyy_UcH(muP_-<DJ^o#`I;^N;qOE$43;o$}qE
z(Hm}i;`pcaXHR#V#auU6Nd3w-XVaX0oBqk}<yR_M9XR>vO4ZLhe@8B_$^3BjQd1iD
ze7E%hn?644EDFzk_4$=+y}fp^g)(1--PX%dKl+2VAD>?E_=Ru9){0<W?H#9|CarwD
zabnr7>Fe6RXtQnP*<pC9f4<w<*xwnp?xsJAm(_TFWZk4Gyz$q@KdWzS+22?7gr~`8
zyUlme&!#`@GWUg-lwUr(N<H&Zz4F)PXByiro?l!1Y3=O|q94{x{dntIz@mx+k1w<B
zo$vi)`NPv|(wutVpIAR@?cs`B<y*`?*{aS=yu1Fa^mq3?W^<)ennU@fJ+_d1w)3~W
z@Jn-r%J9zf`?NPTy|7?S;p6v_`mlWZ<IH;(v+nl&xO(`ker3%$qt~uN!ut$rE7lpk
zKWLTnplzEIf6UtI4f8kazx23tTc)`&&~KUDwC$6&-Q_N9e*IluA<LfgOXk&$0`ZA)
z-Yfq|_Bu=SvtJ2+k=S?h_^HD$FRk7;r^l)<`^Lig&kQcl{BuU#{rCOGpN6#`mWMTL
z?6ZAryZU%(J!`gsz1cadFQUI=&AOIb^m?pw`+RtU_k;`2Um0n?Hn<ZWC-%Je;z1je
z*uOXa^dHl<HG6jLnR$hu=s|_9zjhzie7p40?2~JQq;=S~r4M}V67Ih^#reK#>5?B+
zz8XeuoIYRP*iF6Nd*0y3DNW0wlQ}i-wDqSOO%YkQ-Tkb+Xvyvs%gTHGjBj7sXSbtr
zf48mnSLUPBg5sQ;B@zlJWIz6!f8e@e_mMfmlNescE%WVLE@5%%_B)M$XWlcbPw)J^
zcL|#(UlrH6ecj)eFdkUH^vijcJ32g(MfEzNC-zCl#@K6#2p_GTb<A=1edlX^TwiAA
zsh?yrlWE9~x_9o;6O9l{(eGw+KQ!IW)Nel?mwlz=JY%L=W+T(&c{|Q&o;Fx6n!2*&
z)2&=}%|8=={>^_-8&=V*<32y@>wCT$)176(1#{9DuHU2cr8?tsMn~b>DEZ{jmvRj2
zG?SlQJ$K`w!NjeLSG}w3>wWOo>X0g@R8R4NqoqA7c1jnY&)d2q&Y-a8ulBl47o-aM
zA{gA4*4)iG&;QmkH8B3l+peZh9-q})<z?#TTzQ$-=y9|v_TOX?NrsfhE8&JJg2&|^
zWp6X?_FSoL9G9AFYOyV{d7kyJuq}p@PugnB<!>|j>HO(C`|@ksl0EyX%fBsK`YdFz
zuFk{^{@LuGSEReDRHrpOF$i0lyZD*?xh;7w&c^1YZe280B`o-+;mOytUjF&v=ay}A
zXN8KsDYtiC#wwY|FAw?^hlYvVZBu6Gx>qu>GtDCEOrqGEHukNt_Zn_(d%SGh76pa{
zzn;%}Y|72yZf#)kGOkmE>rU&6uhJ&-1a=<HTzOtH&eQBo<({gHiJn3B!jb&Tlbm;7
zwp_O$I_7{!sJg77-zT-n1sNwS-XD!OyC&T2yFI(a@Y*$*U-Q?xmRxX}vy6Xj*74=u
z!uh(#W75{fyJy=(9Jlz-V7XlV8RuGkwTb7W@3=NjKmKKHu+qd&C#2UaT$k6Iuj08=
z-tKNz>xLO#(#y97dEK6KRb+OV^-akWlIOPuJF8iieG~cdE~3fsnBnWl-qN<;J6SG0
zyB?CVSUYk_e5RlE)z}9c|1;Qxu6=Ri&~w|BELr}t*)C^NC4L!Ma@rb)+!kGRVOrGr
zNt`0{=AT=0>}-kU&%p0OT0NIeu*a{>u`yzM9eg}fT2p7wrCnB*Z>C;6wsB&+S4QJ^
zp6l^Cf-DMr?ta=6GH<FVi(J=MJUM-xV!gJOJF~6!{KyYS4A!>oWyw9C^=$bam9?Qg
zsp?N+r(Wr4j3^i9<+$6^_jT2N3+8L{b@x;|6i$5U74%frs%XW$cgH!^)=ZK~W}74D
zWG?vg>dTTFHV+OY&$>M8jznEdpyd73jkA}Z_-ZgUa8vPl(@QVvBIl*5|BL)!`+AN5
z<D5C+g%6`e=T&<Cd(3?2Ny)OODJL?mBfnbM#yM=-aNJLOny^y;jPUTaZmf3}^f^mC
ziqCiM&pI{d@0FOhbxSUp#7s3k<tJSEd|h@>M2da6#j52#JL}3e{+oK8Q}_0r`3d*V
zf3T4C6IE_qr*Nz3xK{T4@Wa=Gm~8e`KbkM!^e)Awe`%@P9;NNN53;;hx$!kWxUIcn
zlBe1M+gATIKa#FpZNItc@aOf3mu<9FG!~q?A>00S-HIP&W>216=Xrg#c-Q3Z$-DZ*
z3|p6qoSzWyvMcTUw5rmzJN6hFAD=t*YtW02YK+}WOT(f<cQZ*E9=|mI+G@KK`&U1F
zeBo!k?}r)o^<UR5(&vb-Y<T-J?yFtH+<*ziuLGi9es)(^R#w}o8nn3T<XkP0MO(J^
z$?*zZQu#gS*VQGP`i$%x<K}#u$nnYHZ1H-T#Ek)W<_F7{=A606RO!$v`9Ab<*k^`Y
zg|jxK2{swekGXmxFZopCmER$sjYB0pGj8i_v4|7jYPj}l!-H^_3A@*yTDIihk!$Pt
zl(tUnlu7jex^TzRH52R3E#2DNm;Pqjk(6ttN6a?LNw0U%zPje0Tt(k=xy%Un+T*ic
zEB}aRVl}s#RrQel$90pBBG+%Z#jGw5vYYEaS4^a^KX2aD&@bldS}o~+KE{V1efXaJ
zM#AnbJyuV5{R^$Eaew%N?}V=M`J8qBuOoE4s@;5qm(05~`IDV@^Wj}bE-~`(-F&=U
z^hH=b|JLs@yR_=}-B@2b|HyPz&NkUSDGY|Q9xu7__4c%bWisDH_AXPZ=gEDQtz}e}
z)fJbnF5j@Y_4qCQ3vv&5uKjuuC${bO4wHS0?H`7-wN~47eTuQPEqonoa!)p4;gQP6
zlfxcIul3&{E454A;`X*<s%vgZZHTTGk$Y0#Tgv9$lFGG;ow@Jo$+f%P{_rj-44;<y
zd*i=QyF>5Zy}xobaZ=UpKj+#{%nSbP;qlG3*T>|GgOO3Tmi8o%lghuY`#75<GfeE;
zT6b1EO5>JcbVg7347Y;Sp~sdy+Qt9o$HpBy*}tqz-nKR5WNPx9IhQw8zbLsk%jcMH
zo^NZUC-c0_#Os~vN$;4qW_gQFIkF;D-tTIduG%%*+cKYTUs`(EcjmE>s%<j^UcLIs
zD`))H$9q}LnjE*P#%SM#?++f0^A_ED>?zaw8+%L4iWV$hy!%a}Y0Emc=YK0#1-}er
z(TgsW+nb&DKCsn5<e$>!mbW@7&DSr_Qf6JX@vNk$^_xOpox<G-kL925&Ak;n^MLR1
zd4_)N4%sLD{O%vxtk!qmd*5N1md9(=eb+`_S}wV5{rcp+TQ41RX1MEG#Wh1IfL|qf
zZ-sZo^qhl_bC_?fTej`I-lvMc+8*alU9;KsC2M>6#(S?4?>U5gKWk=U&A7bR?Vg9D
zZ2RK~p{$SjivE6k!o3P#eYeoH&b;tK#qiM1G@0whdW)IQD1Q~ry>jP(B>#Vgs6F43
zHooHGt9bA?OKZ38>E+_uci)tIOT=tV-@0>GpVN+0DUWZh^)Hn%JJ|m^X3yt)9Dh!T
zEA$n{iOGJxwo<!Nu2j?e_IByGzkW66wPJpz@>jinqkANE$+24Fm@h`tOZn#fwF=LQ
zvYqY8ti0Uo)8@>Rr{;?8xwo&qPHXq3?z=NS&sdr~!Cvb5Jkvg(6%S_J+{vMGAZxve
zmtkD1m)1O9*PMyLWeZR5Ybo%yoWgsYeQVgRtvl{<s82qcd;9R-Hh!<y$$hqa8fSgk
zplM~e?^wyKkn6kp?4&E_8OVHMc(z93RL%1BpVz(=X*+j_wRqN%&Bp~QCKof$`m$8w
z=FPc=bGCUG1?O$zpTVbP%o4a>rQYhuragOh`+v3e%PuULy)$H5?*3k{p4^>r=T`gf
zxP2w%`m_~YYY!Z=Sd+eYW6ax9^~*BX9%lp@a6aR!7xs<k={Of5WO)BS!&;~AT6c-)
z%B`Plo;`cuRS;5Y$|B`6$;>$+eC4*@BnMUoyX9-OBUKVu;@Fplh|VvV+&ank{+VaF
zLGO+<%Y5P~V#~g)@Nw=L!`ykMQ~lWs&K8(w8XmiKGGkd`o9$kUMI|r2->5$8iwx}9
z9$)yHdsT&Xu(eF3(XYPwYm20=H$9p%ZTrkL=X30AJ6Jb$so%Y~ZSl2txgIx;D=#;d
z51X~Q<)6>9XKQ`!qIQ*~&yIglE;jr4q{DKH_H;)!df9zdNuKpvN?+FPRr21Ak>PXZ
z6#u*$X=D2^UZ5#yreYEQ$qPN#=G|K(^{o4=aYa|rk4KN6@3Pl0y}@+isB7iz=2?G@
zKe`|EzVSG{v*wDV!rGeHNBnH@5gxY}rZRkvTP82-debs1F_=|r<*6xCrcZp7GVw~S
z)@JjlyF0dNRGv-PHStRLPD!`0jgL>YJg#1}yY#hRfX9Onn|Dt_PI*Y4%_;u$&gsyq
zP0!YC4QEK3<#GJx>y@%L!6%p&tFN`5tg*yo-i~ESO>VxP2UqRhWGEt6xxBfn<5H8M
z-z~Guv+tHBzNvj>w`gutRd7#Asi?T}dnIPsl}Ae729?Wwm43E<_K9`w*?sI+E^jgn
z{ruJ;IXKO4#pHWEB_>ne83x&<Nu1OAX0dAZmC$L&MP@vjdr|I<;M-vK6H2S*q&(lM
z&rrI|(kzlUEbzdZ3*qy!PHjBT*3i7!HrioV-yO~O^RzGL)dVUzIaoekmi;`ta;Agm
zwjR%uHpzP{OA9{CS$957VpbQI#@%_JygN^ORH&Oed48N=u}bI!laM{v*~l65eDft#
z)=cYoI%Ub-_tmrPb7z^Rp69)`satqf<NZRl#Vpq@cA9T2kt+-fpZ8eQz1~(M=|Jgf
zt?zm#CpI}g2+?{zhwo~H$B~3tb55|b`7SvnWcef{%VNnCLzO08_et!go|1cAQ!Gv6
z_xkTi2`zi=6V#=9NZj6hYu?r`hW!(@X9U$-b>5y8zT<M)U0MHcb1sWYteeN(u!4=#
zZtC*_k7UcErD5AAP2x~UUdyX3&hqBwYpMJ>N38#>ei=9Ad!KM0qr~g86&6=LV%{(F
zTzf|*Cpkt`W2bHJVzX@<-+Swxxh?AbPxOjPf}5E8gVOKo6))v&<y^$(8K3b&d++wC
zr(_RI&^|XOCOUlQUGA-=B7L{4XO|XC+<s}Vu-`1}ipKQQa@nVIg>LLP@g(7QxUb1a
z_wR0Q7H13m{zhK+%eyzvebKrdE-mcpcfPNj^*3_kysb|Rect`4n)PDhQa^{2U)F`Q
z+<Ts)a^8V4;$3miwNqZbhvxlfm|MAa?~$2mVG6&(y6*Z;5_wP;D$^Tr@oaoqmCohc
z?LRm8*}X6gRG;K&I8mzl`?{!8cb`q}6iHugp7q}3b*+`Av!~{am4CDz%WYQ*^3R;t
z%DZZh;O7R0lQzLBrT)`|oBL<>7Jr|0@^J2<W7gM=^k?Pu6!`kSI}_^psz0EqTx+3x
z;R(q%T5rF!sh&(e@auDg8Q;VM?f3U4X3d(i<_AmebJ0uFrfpl6m%Y(B@LJkI#%-&b
ze_THwb@#{2rIwZl*DVjfGRJ0id&~o_53<oAESsABOzxY$t)JPPzc_t%Rvxo~OmSSj
zwSj%-x_$pb6AG_<U1xhZC2e0*Pp;^~lh$khGYAVVDn5D6>S}s_W314sS#me|v)*5L
zSas*=^}ef4p?8Y6-`cIV-EYU5$j8qcLmJ&q7f-3!`7(6Rv@h$n=6){@W8L&CbY;Z(
z$yc5TiK#EmyLBvBbcKR+yQoFK<fC@&2@kJ5k<9rWx^+6U+|}qzwzVCel1o|^{o*|>
z_Gq1(nW2eCtMG@{AwI_?Ub`Mo>r|UM<MJhs1JBo{T2CrGv5cYky~CW;Wy_9Cm##RP
z;;nGb;dQX*<PiV3%oxj(JE3`7F8rQ7?@HfcN!hG<kN8c_DzhfXpFUli?Qm;@!;J^Q
zxfiAeM_<w~yp$`pP+0nu#)2m8ogcn;EZaD7>Jq!ix3eDIn9yu<+3uY5gu7K;hYGu+
zW@(q%yY7)(f8(S`(c%YFPpa>;4&N4eHr3>Q28-Ncx%O-OE%&GvngklP*_1r*`t|+L
z_Is(Tj~$p6m;G#`$)Y81`qOz<eOkR+?&#|KyR>s3mVJC1S1NjGPh~kvf85vob+2^f
z&*r)NR8@udIhRV`S>?uYl6n5xiao1-y{pnxRju`Rnd@^wnUCLAd-I1sZ<e@KB`;i4
zeY(tJ;uVHf4TY~mOa8jL9>`&AJ|T0(BHDTFj!%oXUCR}ntif<nU1{fEtMu(VI;L5^
zDtsB+66{{FP*^h0@O_NhM#e3>Z%I$k7MpeH*@l|iUu;9XMK4d{<NUfJT<fVsO36BH
zzdbBW{<hky(o+>@d?-Ah)f>Okc)CmeLAC==YA^8_MhNo6lpavq@;1Ix-13!cs$2Q~
zU6;45c8V^uww9iLUnS*Z&vo-!mAXpikE^pDh$}0!uBn{j;Vrjg)s%T%hnm9o9nEao
zyfUyyF3VnFntJ20!k|?il67&s`QBnb?oPju{$b_Q*t4_4?tIRCRIK>ZQ&cA}k@?<i
z%hDP1=6qRZ`fzI52FaI~*E)6WFi+jMVRKu@&X;GCg;@`6D&kLIjh|<`%cJnH*uiyt
zl4r^pCSSPL9~~>HUVXD~-aU^c%Ccum%ydqQS@mrV`xjcY#;Wl6QfJot(+Unhwar|*
ze&Uwc$6L?7j$T^y(LlMbY<|__)X$1@dXgpoWN(;s^IAq)|GOs6<4eth8a!IB7FDh)
z*tVVJ>utA$+cEix^A>Hplrr%b<2l>c=UCQlw_v#*$e>tMaq?_X|3ov->9?M2X_sM~
ze`%)b?dNN)?kVqba4YXWwbDkXPvo1#@>9QNzPq_n^|y46;n`wwpGn7enEN~zx$EV-
zagxQG>Tt_U#Q?__RY8H*3t~<hFZ8_0^rVbg^u~cFx8>Z6yB;m;X^pF}>AJdguf|aW
z1NSOFt4;dp)w2p>)+|r{%l;!QXIqNlPe=KwNuGv%kCm_OO4-9JVfotcnyb0Wmd@Gb
zY?sz7`Lw6M>XfqSr4xrd&Zn($njQUN<<7v_*`aBHNvGzdTP|a-neXrQs_u+xui-J)
zpq;HshyHC{uf6qb-rALGmpOc9Dtmrw%DX-%gQ~|Onc>TBR~~Z|wb`WImSFihrqlaY
zrKq}G=td=vq}<aNzO4;5I%EFsBs2TH9ar`Sf123*HrkA5tugOS9_>wL8xL#Su3uPI
zFq0)=@~s)GC(nNxE_b)D;$?txa!<+Gcr7ihux(3MrnNXZH{82_ZD;Dmubc-bX-10Q
zxb~#1+}PsOoU-#v%cflmUUxO@(3eNsTO#fVMeVINKC|X_M4wy0nHx6Kp6z}e?d#`y
z@7$5=iK0^q?VcSxzv9{U#Tkcsl4Y}38RVB}U-JHu@$}lUKrxQzYh89pd;Pw9;@i5*
z=TFP-&8)e+o8`;vU|m+uty^*uyXEy4yo@TmEo8~GJ>d8jIeVKcMqWk?mX9xWEc+#S
zuKdz5oo<D57bngMYu%)^@{Xm+@ohUK6iQ!*Cv2PWV0%vCwOzJzr!A}MnH046+MMZz
z1_vzvYFB0Zd~i>Ue0Ea#-~+j>XH~wIn>Mw)nZ42dymZGcE#s1qx5q_I8e~3RTH!5!
zdV*iAVT|5dmrLcg9S=1uR$KQ@D^q8-x#DEG<fI<^=T+T%`$h9YcRh46lv@y9l6fxc
zd%Dh@q)VQnW*#c9zpQK0$i2z-q2e8H%Gy0odU~p*uC_FA<ZZp|H@mA^B4obdT7gza
z&i6gnM2>|Ox7z&T+R<^$k2ii+N=E~~Y2NI~;TBKz!fVg`2wmKhC+g&I$Y+JktgC4{
zmbTeZ5{p9bSlWHD$}Ca7eKIR~iIBu5&){2|QZ|*n^S8}jv}4DK0}^sqJtH^YXJ6{Q
zZ2h{n32SxVWZgQnNP*+LY*kq8m4hmp+wHwB@EtO4Jg3cOXnn?Kro~s&IZMm4r;AFS
z+<y7YMrr0g&9`!wC*PZM@nh?Xr#woB<rcMXcT>AnB__D(@Y3A;PKTH0*H%6<Ic=cc
zBOi0^^f}2XU0bf}P1`BdeCf@LWjkGi&-o^})~L?U_bUvNxY<@X=jw|brO^95a$5zT
z<-Jb{N%mAPGY&}I);P1zK>Ng&r`f;1O>>?Se84pQs8!FVSlu1PJw3l3Z86y)W^qO1
zXz{9fmzEz|)2A}k^WHDz?b+NB#~w6)FzGK4;-4=0Z1sufr|#a~TT~qH{=DUOtntdz
z%i6P=CtbaF+-Z7?x%#Ii)5>+X7s^K+VU2U(I3T(urR8g0ZRW~lQ@^TDJNK;1S84g(
z^RlmPpUo~*Nw#l|?t8#;fZ_Mm%qL-%HVFZja-$tTYyVN@JUNA_nkT&H$NaZq7bmG$
z`!j@ZRyiP(AQ;E|Si1dpPC@g*#G{oJt6#2rqiz>bqw}hSQ_ebqkAJ0n)Yld79?h~{
zY`yuyb@e4TT~$|!DAX+Oy5DvxwBS^BMNnb?k+NdviPhW6Wa}83pUE1Y(?0jUv?4db
zI$E7=*L#61LC1{pKWn#7ob_{i>bb=QPE6spyTkjtj+~x-^YYcrXV!Pznj`yEuX%e+
z*7n!(7HR93mGr7{dn7YD6j&F==uLfinSI)Un!m4a=_zsMN%YTHvEH52`NqZE)u&e*
zg~UnCo?Jfp?$lck1l*qnzJJizJpa<Bw{veRPI)%7uwX)w|HIg>&D+*HSC~ASz2k0Q
z%aiJBDcjF2Y2dG$TABBFM%l0OWwH&zo3Hg%ua&l*v}?b%;n@$CtRBC*PJdof8KEup
z>XOBhCkr26TVoTJ<?hoJ_Bl0H_hPT;%@{UiQ{E%{vU&P6w=43@*LeJ8MJi*m{Bu#`
z<!9O@mzrFh%+r}${Hejw^!iMLg&QNBu1Sg*N+h0G{lrLv{llUu=^~fQtydR$oz45M
z?QPO`hif}ayk5kmm{^yI3=HSDCaIo_VES8q)za2aWy$*#-};reZap!y)qWZ;{-e$5
z>{HJknZE4XrKgK7$^ESgKW1l;nY3G7CZ+51?K#V)zFqm^;fte7Za@2Cd-#x?b>^w)
zJEuSMFiwt-zZJhYTF>%N_9w4HVZUQ^*0<f^-yii?<3r27+9}qvH=H+p;i_Ghw6@vr
zQ{VB>>hh->EnZ*S9F{(rXL(-sn%&#CbNR=6J(hbY-ukA1zp7|c*_}@@mEnb(^6y{y
zE%SBx+bJ5#7R%>I{5fXvF0<*cY+X!!tIsOO45wLPzOQdwZgLO2JZovG2FnM&%(qse
zkJqM3c24GD&)X`ld(wR4Vy0;f5B@V~-R(Kh-F*FZ#B^~_F5bl||3c5{OgBD#tm>ks
zZp-DWh~|hZ>5ZL!^Oq*REN`kbI?g-i(O#iyj(azzz3xA@XVYV^X_n@TC!Swt9N~J)
zH~(3v$<A5PzvdlhIXZpiG0p8p8a<PYj~1DUFID1ttWsyXyinP%MPK4c*rcbmrJSmg
zS?<||dju{{Z2lGMTXgEwrxV8>ddpm!;-;_sOfjaQp6~0C*v+*|H-4|J&DPkxTXEI2
z+=wS%q@_=L-V*Yk7V-Ai^;OayS2q>$*M#c}d+q7t%S_#~<1Xlk)=&F`)~BXSynAHj
zgad^qWQrrVv*f9*jPh6Mus9yIS-JGrztSlSer<I3H|S|v%(hPan4?X?yd7%-wcO_}
zk@=UjVA6+%yFZqetZ`XfzDnzkpYz=1@_t{>ows{->)0A&F}pv{HtBtk5U7-0c~pCb
z*Yyi`wol`k!0~9^o(+#B<?g<o(4>ARdYNzj!Mt^^jI!QbHlDL&>bt(a7ss|e5PkCC
z*^Zxnjz9gZWv)A~G6>`BV|X8P?BjNpq)oG~J=ZmRziz3p2K(ge*A{&?o>ThPZ(`+R
zQOA8j{{I<PZMyQ>@2>BR$GpuhUCO_HT{r*sQ+&C^+iNTLEmpKt|Ie^KD)MEr<~i%R
zBGb97Wv+#Muh)+{H0_u1*EQ`k?>x3xnfY?#QL9tGrG)&>9k=PfG|Peez^ad$Hu6yy
zr?I)*J;t!q<n7MWnwF(*=~u3DMkI7iowf4BoiAs_H{E$Q_39CyIag2INS9m{w_N0_
zY0Kqo=eEpEmnY6z6Y=1qw|3#I^%si$=FD9alXi8YS;dn_)9c){%xo?fN2#tmoF9E7
zctY{586GDd?|e3Q#}l4l+lsRpfA2Lv+aGv9Zsu8&d4=!&SPHbv0_QKwR=@UaVpOlT
zyA97r|MN1z#wXV3gx<YTbNK$RkorS@R>3DFY|rmCmy|fa)vN2elkVaxc@|5KS$tX9
zeyX7AKSNY@LfXdiovW%v&snZGnP4e*H#7SB{HktcS*@MEl{*6^ZL31lVyds4?eler
zmR#sM<FnZ}#RtjPZL`djRjMwZ_*pzBxoe%L?a_G6Eor}b5(5onk}rQ=Szv4b>&rEn
zbX(0Ozh}kPYo)mGq;z$jD?A@HVV=c*hOZ$u!nd{srkq@BvXNVz`Lz$1d2!HGi6@r?
zo1@+*7F#R)EYNr`Z|=^;?8}$3$b=RxF?-k6RJr^y(`5F3uR8X1+0M4&jxQ?grdk|4
zeqEG}&1%k-Rff%fR^GbnnsPnq(!0ASUWbX_77dZwu)HUEepI+nlTI@8`uM5>g+~jS
z*LzJ6JnH+WW777Z6X!UNY9_G9X)XIBR5+_5Z_m}NW9xQ_3G_T?|FB%_fVyamp^en!
zqDdAnJ?|>Vg_fM`b2#T}AbkF@$B~5M{|v8I9B1h|nd6-?zg)H|DDQzl@#}!q1r>kn
z56#~3*kXCE`@-bH^DAvv@EB#SRJS!eD!1pk>C#De$|tN>=RRK5v0d`K$fZ|Yzh<rT
z&x%s^*qV3z_J!y@Gc@*AKA#-BCM=VU=k&qgE1@krHf{)>u#@@v&oIwDR&9^&8dR*k
zvvckwyM0E_%k%x7D}5Jmt=`F@Aa_@LXLGQ7Pj0AfRnMb6i-WdgM@F`575)e>TyDCf
z&79BRK!N>Q&dA7FNtTrher|bjuKkRs+chr!fXrhjybsIpRfUB-HxgRDQ1p`1C!@ZC
z`nfXOlxLlcI&O4f>5fvB3H*|#rzULjD^Ex$jGJ7W$5P!N{O7Osc^8)x6|$LIe#vTi
z9^ATr;-!}Xj<&BH_3tWtc|2=!)P;9C&k|ZzF;A%a7@1HRFmuX8m6~<_QD0}v`pG68
z(tW@wlJNZ6j#YjEllHBgd2ywNcgUQ$zQ6pcou0vaXH2mE9DeC!+A%gh?X+iy3Uy|7
zGgN>45mp_ybk;^?bs4UA{o1`3O_NXE*T3U*EBTnCCBv7q&fkpt_Y{6zSN1(-{>h{#
zt?bG#BPZPPE)<w5Gu2c)_lxDMvTMhe+~!#9v~<^;3E8o&TORW~s7l+jEOnxY#e|73
z?=AFR$@N&>H1OIpPcN;P^ES#)mU{b{@p;#?t)}@V0+nAyXQqqKs?1~myjGc|=ZH?q
z1HNWcGq*2WbMIe!vh4zA$V>){@2k0=xKH2>_Re+YSuHO2wyXKKePEE;4w)~3=bvR=
ziJRv9t;qLP_q5CRG$%GE78Oqp(NmgM*{FYBmM`1Mmh0sbwzRxj|EPCwOMX`u9ys}R
zZKd37$tzh#d#C>CnpN$$kz<;X#qVQVl{Y8qy=1WIKek5li4%h#$D@Ul9{HpQ{|sGm
zv~s4KQN7WT_gfw_ZB9%JPi#Kxbm`QO2Oq=VKA70myWHlA#&+eUM^z?;i%j0V)a@^)
zP59Exed1U1nx<?ne&@#iI<A%d(C**M*eb(Rk2{`R8hDIzyUD(E+n3ANT(Zmcyq?Kb
z{B~AK;9ajm5naXeu9EgkYiBR3QTcFmcHZ=ovvcMid2ITsAR@!6Dp9G;z<$@FJ-cT7
z61W$h=C{>id-nMcc5K@|h<9yO;=0`tZkzJBe`!_U)DM1XxAOI4`d-b~_|G8q%j@?s
zE7=+Ob5g1%c759YpP}3A#L>iq{~5~mteQDBa(8f}zhLNUt<0Lf-yS~-AHFpd|IX#{
zy!can)Y~(+M4L)`k}rfG-L?NnY*v|)ih|se>of1Xj=Fj=S@j_E>wltW9`~&J`|{Iz
zv$TgnQK#JRNwpu*mAY;n>1XR(skZcEob%Mih_5dUw4eUy-DH@V=Pd6ydDf)Zc;D`K
z$D-Gk9A<Z{DV}nFqL#_!t#kUl_I$jywWPp^{dLUh^J`-NocSbpeI09I{fEh{{~5yb
z_7)h2Jh}eWvhTuC_XX=-tT=RPp7gWhwK<DZpH&$}d#s)*>3-#^XP(YuiOk~{%GcWo
z-aS+Fd7FRU)v#yM-WA(Dp4-Pwy{M5Kf4fKgUM5HJsZ+VXl-Jj$`?P*qI3KhMJZkgp
zBRxL_T^5wQJpVe*zPMhpNI<48WZJIIdj*_<aVa0Zrq*R`n!c=k&4!IVwNJm#TdcNr
z#rdiC99|w=lihtX_pZ;T!s~Wdr|B)yG23Qals)aE>XmgXlx@nttXbIFA6ot_+s`CF
zTXo?J`wtVNXPh{HVb)3CSZ6UI0pmEw%%X;ti5uT#{XKd|aFTLO|JrgL8=<Xzb#;*z
z_x+wPJ-$A=cES6f?b~Cn<z8F#$@qE8xq>RLPnzn^>M_MPzOFrX?ZI!0o>tu^wyeb*
z3s<c(iVeJd>y;Ug(?*}ZWxEz9E{}Eo<omfy;nBXhc@d|d#xT!%QF2nRK_$jQKK|qC
zt=l$Ejk+rAC$#ZhU`3o+?y*Nswv5L=t$XZ!N%!rEgXb+yKL2^WE&8?86!yP)A>qq2
z?`d{9?Mr0tD-L_Ao#TE@%hN7p{=#>Lw_Ul|B8~1%?Or+Ko$f93psHs(Z`Y>XbN;mB
zxU%Hh1+TRxalD^ZxN_Zp2Bk!mWplsA`g2|>;kEISWMsG7xt3Soqt7z%SI_m((kzxE
zb0*HZxYb~#<o8Egn)}U`?+q5Ty!>PKh0C)llbKKIESEnVmQz!@{)X>{IjygEEjD&=
zKUEy@edGJij(+tkVUt6i*Oz?Une=Wc_q^Nx8Mw{gim~Q}Bz!Qwwrj0$)CIi<@umjH
zf9$Ha`f=#ip_fbVDoxnA-gAqCN`N%8+}2r39$oI4_4Uf5)vVITj0(TlZJh3UX`Nf*
zEW2u{hwJ}n7WH@?<M<kveg46`N9Koo4qs-sKex-fUNk<c_GfwW=XIT-v%Eg~6s+v%
z3Y#?Pv!UMFr+r4dJ(O>Yo?rWA;}cQc*KucaAJ>XK=Ps0~%;T$?e`<@{%!l2dqBL1j
zet(So?cwLS{M2t*Zo&4=p_!+2K1pYvSsxR&W3v5Q<{RPu^$$6dgDzNY`dz**&6@kf
z?34`#qSw!SxoT)tvTVIy=Fd{i?JV<L-8O6wD4w;oI9DZmj!anKqy!85rRJgP*<vfs
zD&14t_V;<z=e_xX;zCB7dL}kxU%KQO$@h4kRnnf%0T<6aJ(0B7a$Qyb?1#VmW(h94
z{ruvWjGxEjFHZ8fx$R@TPIi^{k)spjo_GCa*l|hknpx1o9~P#MqRzD!y}Q}Nzc!gK
z<!k!3ovOaeHFj6dmpE9e5>%?ZwM=aL@5!>S<ON?$KCW2U_wVZS53!!y55CHTS1pz5
z_C4Qv=7UkL#YvUw7V$_++trJjo|hTM`DWI5^?zJ<iSq}GOl|h*)qZDJ%PXHet+uYp
zrChfs@0|9crnl4A`DLF~oHMzhxH0;}sUqzYQ*C1}xtmP6z4O(#?dpA1;enZDs|$sh
z|2Y4=KKWLRXx`RK2TLq053+YXeHwF6WY+bt+TD-L%;QAcWslaZ+NEu?lX>Uk*YSaw
zpLCzM<sOe=jQJB~8Fq&~Dl}E)>TdaEPrklwF7$m@d3IULs>KTZm-aH<JKD5N<f(_!
z?rdGtIS(gvy-&O(oWW3J7{fg)C_KOT%G{J`D`iUGuIbEMf2aS{&VxDUimuC4g|GN=
zN?zH^&2KkbJ=c$0kE3=8%ilA2-k1G4^J<`%W{JC<Ja^buOD{7|<ClS=tDL_V)%vEN
zReEb(z`wQVSLo+Ek&1PER)4d-_eZ^cJ~`W4#!IMY$&#-wHamarT>WvyqfL>gEROqJ
zI}^lbuyd`*pN`d%s?}mD4io3d`Bu(-=F%hGV_H?5{(Dco*3mryr=m~E)X&RWTAuXb
z)3vjCm9x)o$YXyURrY<NQOf5ZY0FZd+eMss-Dk0SqmU)X!rGO^s#m_KTngL&DE;`h
za4qGWzZ`3yZr;V=cBka{rL{-v+!;d{&uL|>pS$cygYku6-^{XeUQ@N=A6z~==i;R$
z6VLrgTKe1C(MZEybKSa^{sBKN&SkgGd^auU-HGq-1FnRfxMwuw(YoskZ@V)bSlhqF
zt%Kc%@9Wdt`f}!;(-R8&Y%?$2wOLa4p}FU(rrUFyl{;l~@4o5Xp&y_1T=@JX|9Q^W
zm)c#+nYiQ0lj7ImDt$Ja)8)SUy^VX^H!I?0&Nfj+50$h@9{n@FZ>qJ`p0;uJ*%_@l
z43=we&)%J}t)blfY1i}*n@z=*FMpDIY{UBd$Nk!N{PhmqzHL6Eg-xNCUb6nqC2tR$
zEvj0xZBriWhw8$ZcX_wxnk-mqUj3&j*YU{&iN*t8SJ~grlUdDFP*8Z~n(x-XyXsyD
z&i8sJcIk>+Z-eKGZohk<&8B1?y?Ok?GW{h*JDeQXHQe?|=D9d0dB=(n6?=mo8Rp|z
z8|}N-s%$c-Oz_y-UUezB%iDQccu?<xTRZ*T8+||U9%`OE&&}BTk;^vm3!Z`u%%79H
z9z+Mv-S<$TZ^nvL?~{*JHYQcidRkbt?ZuZw-(xYS!Y=&syQW%gag)!@_{TNhC%Rjj
z-^a+eea(LD!4jmI%D%V6{8wLH;>F!nVZHl~Pg)#isxoi&Vx?^cN1iTuF00M;JEC#v
zk>us_QELnJXY>?zJ>{t`mwUG5<<3pLcfamTdKQ|-W1)L%W%SWf*#i@c`<BbHKX>da
zf1J;}P;{m2v7=i4fjvpBaw{%gDa(A-xlSsrXOI81W0mV7vaX+sF6v)j^=i%IN^a2?
z)<Jh8qfa$XJdpUk)nu7VD({?<ca=5YuYWhrEmyU*)vi=@PTtyn&iMR_C9_UBPCI7!
z@}<xA$t-<$wSsnDJ}tUR<CbgR)_n{5^Ot5u-<nyxwf4ta=fnc>vP1q$#j+R7NmZ}T
zD{_-e$&Z;gWpk8K;g-p_wn$m8{cGrFRr~gE<NkbG|E0-g_d2c_7DnAVwr={8$_MXX
z_WTMD%zwDo%(7*%bo=u7W1A*B?bsH$>&=}0hmU_=cU*R4McGE1a<wf*nW`zptNO#1
z&8ii$5}PUhG%##Ib|t5$GK;};rCG<$dRWR|o2~kGQ}5vwf3wwnw^uKkvN$zkOYwIp
z5doh|ipsVOj}~lqF*5x1G1zRg%%wNy*?XjJczfJ5XJTA8WBb-EE+H$WRn6YtJ2Gw7
z-qw|NIm!K17q@?uZN0O^RY5@}eEz+Py6BVNO_qw^2=o7=tedI!BTZr6mnW~xcYl%5
z2%Zuhs&jrp*wa`y)~Lt=qYBZdV$;i~&1Pw?IPiRL$@&#%O;p2#Pdu1)O)o0e`1F)4
zx3HJ@p2zK)x?6~mrK`)cyh!`xTIDMWyNXT}_{%)omB_Z@?F9c%t4iZP?VheB^z4%7
zdb83UEa|oy*}o&EKP%v~k~$F0>v|>i<Lj=Kg-aK$wzfQ*v0U$(_=fJXqIjjV$F?#z
zZ7jas7!ja*eD>bi%zdmy;?o0f?MS?RZ<dX}V2?}><E_npy1Tc%DLK`%(&=Sv>CTJU
z+fTE0yIH24t%$ppep2$}+PThQ(JQMy-rBNdwy^CX86Lijp2<_U8ip#Ks9N6sW*WDt
z#m|1VU8%|YyHfX93lw*)*I6%letp%e+<8^ciZW%F?&&z3UAk6i!snxvcg(w=u_YCU
zr(Th1-h6Ar)a@SE3}(IFdD(sfC%e3J%-nZNd01M%KU(Fga*65a4tBPkwZYR4oZp*z
z;%V|a-MBO7_gqPx+IIMU*URLtuvX5v!Wb5=M=6i@Rw>8M*Uxy&{5r}_OS5aq+)EzK
zM$BiUEmB^eO%X49dp7iU+TorDzrr@o3416NJnh7+xBHw{U)!|k^3Cfy?Eas-wwQ8+
zwtc*|cJG%wgB|CyL>Ao6ob@Rr?7RHRNhLQNPf8xOIGnftkk-9t${$wzS(ddfdwH^7
zX6-U}nF(#T3?sh>DD8LPb3D27)`jNXwpweBJV;;hbzNPh?j_Z=`r@xjCTa-sRfp-G
zDcJn>0Q*|qtsjESOI}7<Crt}Y*x#G>cva?&C+)lLzDqlv;P2?~U8$tbRgk@?&0&4>
zkI<RlCS)&+I`H&;^v-A3e<jBl6x>)7|0X^D(b=kyZV8{~FVChpmP*WFQ<j^`xi+Un
zYtqx(`O0n6y=P9H8vNyT%<QPR=uVL%Uh}SgX)yR%-5`0iaQo)f>5cD?rkbbk+-fzk
z`q=YxZ_|r+zsvomyfxQ7Uuof~>!me~6AWaoYn|<1>on)wy9lpq-EPu5!VVsDbxBnb
z;CQ~b_?|-aj?E^u>;bmgX6HlNG8oTEl#1>(FZ*h^)_;;#EPvpKuP?V<5tzrAIIsHp
z6{)ig`!BPc?0r1HCj4O8_f54c>vD>(?fdwlZrSvzENz244*OFZ*K+G+%Ug!6Zc{Sy
z__^+FO7DgWn~woUm3fl(${($&ax8oDMg8aXIn8ng5_P2k<-O;Nf?5{Mie9|1%{4A|
zzt#Hc3WmoreeFN5nLOCL@9YibW!k+0F?k88Hg#JU<vf4t9lhRZ+VZ?l><Mm$arX7e
zbC2-3RtI`sGmE{+u6}PvcfY>QI_uKoRTsUJQq3-3`MK-gJqM0g+UNBW6*e5L<t<(A
zZL?;jw9Mq@uH5~H-+H}07NB82w@T!dY4WUq;IgX9%}>kPeCE`NR^2*PDZ#MhpXB;I
zU)DEYJK7wR@~ij8+3I~0KfHI^di(d3$G3LJX=%#r4_SV;F6A%(xz+p}ufw(G#codc
zZWF#WQ=Y5TvdL!gJ_D=kFIcy=FF&xyZHL^}%~A&?4?Re}v~!-)cPnKn!R))c-A{ar
z=SYZM`l-6exa-aIhieR1-10bH81Hi0?o9HWudDc1Z2BO!u{7<n+0=-8|IXPLJ~q3@
zyJMR&-vO>K-7I^za=E;{k!-r^yYLC)K-NlemIv2mw$^<~N_#44-&lJ*kZ*sfl;CdD
z6R+)zcelv66<I%8D7KxeNMhDjwQ17>SyP{UHGO{d;KQeT#FkAA%Xa@{bI-o>XuOc7
z+=J_hsUPjm1+mZW|Grx2`NOAk&UyNL_UV5(Z;rge9R5RlR?XC7s`?Z;uP0&qx82{}
z*G2ufclX5KPqSVpe>B}Px1i$ddi5<I!sZJcIAOQ*ee}wQGnC^vCB8q~vuY+wY2a+V
zE9=*~esW)`w>(|p?WLY*FS{7|tj~`Zd$6B+do=Yd-^!e$)1S-!c>ZBM*M9zR@4J&P
z#B3<va^Cmf`E5_8#MQ3u-v8lE(aDKY6DnWEysDV_z+#F~^>)$Aw=33NJaKsC`uV@+
zWww`hPdu+<RK50`*6YJd8E;A+zqBc*WOn<mhzkjm<1X!bJ3GCn|IjX9;on-Xeo7=5
zeOtF8-LludbnUOr^OlLaneTR26mQSZ5wMhQj4QIu?%(lQD2eIuuj|)uou76=BlHD(
z*3ZWw+mzCBXCC;nMl<cki%0L(e#QqqY*}j+_xQ@AMY}Xl>$=)4TDR1lZSz-7Rj#sQ
z$6sjowC0^TUNph@e%CLrpKW?uL=tZ8yxnx#Flh2r&x~EN@8+g__TjJk>Y==svsHF?
zVO(my&IJ8a51xd*UEXm^{O39C^GjQgI4zp;qWI_BsSE#XyKr~cmVK7eMYXTncW&IH
z<LvgJ>YM4yi9e>Qc1+maTD&~)bL^%aPp-e%k*XOS-n-?-r^jK1`FCzSh+}4Y(6`k}
z`NSTn*HRkK^5+zWKis^fUxNL^y04xuYkA|8G;>!T>D9c?^7-qUw_f^c2K-fDH#9Ie
z9!<I*dAMlC0ky49WBDqQ!mXY~$(wtY@f<bo^UXM@5;$jaY|1UsO?S2_#aXh8?7vaC
zCnvn^b>NAwwwC9bx6bV<ym#b*9_PQ1?P3OdswXrY`4x04b9%uJp53jvMlSyuv{R&n
zH+{BP<+}Xc?w?b1n}1d?FV)#7S3Kw2Dyycut~qZ76&i2tsj3%`bvYU%(`WfAb9s68
z?im_a%O~}o&p6P_z3GFt>C$aeH%aiXEf)B(?B1(0Ogq$9{k|w<bNGAZ(af}^E89($
zFUqw$b9L`TuD5qAzdYN?oU8Y!IGXKNLS2Dh)?vj@AGE_aUbwSZWVX*Uj#s=<eHx#?
zyKjxo5Ueb6vwF13yP)&X#N%G!u_vn5nxvV&F?Kk3d7){Lc<aU;pYN@Six=zB=Hqvc
zU=p)=@@Sn^Z?VPe#a5w{RBh{~mNHma{#o4_T6<i*@o1LmwG$sWPs&t>b=n=*nKET-
z+SH@39B$mPc<t-i@=8Lc>%qDQGuq0|o7zoQb~``$;Hsz5caH8fdsEiZdv_JTjT=A1
z<Pg;zfxEX`ep}_Kbn15FqveiKzOR!#&T%Ae`5cpaUi!A&)*CAs{j&AadapEXHNTn>
zlC1qx&T+-vQ+?~^_A709vyS)P1<RyDx21W>cc(s{_4v!lrCWD}I}}7O^+`W<_pG|(
zmRa5VpVbPBwJC4CQ}<KytZ(Yl**n9`{A#nqj)!E=2rg=HvknhTv{L;vfvr;3KI*~R
zu&CYhW1Cwlg}#NQ3qOkGyY0V)v3N(%<XImsYDzNhxB4Z0l-Kskj{py4(TCS}`F_!}
zFR485cYm&pZP=pQ6WgqLUY*hmzH&BTo%F0P`AkmtvvvhuXP56-Z`191Wogdygg<Ai
zw;#T%_;AnkGdWKS{I9L6Sn;ZIwdN6xyEpY?{nf5*Im!EG-tPX#F^(IyM;1J1xqhYU
zSj(qZe6zo8JbCivkL&8C57-1}%02WvRu}c8&)8+{m2V5DUMvhM_S{l=wy!^>tY`h>
z*q*A;U5%}h-`3@RiF_N;s&nI?Vw9l&3im$l!VA|^3Js^<%=o<OK~~W2p2hmki=!pj
ztsRbLxM#D=Yy4TYcI}Z#4@3|C3ina$G5ERjabMG}kjHmEuhriD&Y_b-zC>!%v=?rn
zY_?iKE7(NR*1G+6<9K;#@`SmbYXwf%+NMnSvuLi3;engCw2r7fF3k8;*R*ZnMbloF
zhG}Pxe1H4vTHYd$Yjd=0EBVYUg`5hkibI}x&S+?uRJ;0BKK~!(eN(h!HuO}LtuNgE
zVR_q@ii1-Y3tnFy^>}6HvV9kW=1Ro9d%ww!VZ(=atE(HfU6T1N`19HB+4(K|6n6jK
z@a8{5&7*zm_I*6pn9?&rr&4}y#krLql|#yv?isP?e6sg?`s=P|CWl$7jLW<!FZAav
zx6S_Gd3fdCeZ97!mG<khSH!o+aa{Julw77fFPho(S@4g=N5vhcB{g3uT_t#ORjeWJ
z-knco1@-AwS!(<_ca`Um=W7XlUH;Vh(I3vu7SmnxC}0mC<9dsIKN>ZXk{a|kFoe!E
zKXl%@=I`(D6dS>m#X5_&wQ*)VH9ME*m3eEa+j-%9p=|LKiBI-R1#kao`s5eSZ0q>1
z^mXQ<!}$g`FUZu1zL;i}6YXc%RBIS(u-Nb2#hq&wx3`q-vMZT=SooCNqlgBhs<d6c
z#)qbTT#@ED@y^%v3sNqX^>i&aZM?O+!sc^qmY!O+Agi>yb5p<TwqxEUZ(oP2_-e7r
zD?Q=&dA4ie(i0yaoQ#=!zCDkpIWMAm){^y4l9oNKzOs?&JhRM7dB>=_<UJA0mdln+
zy0GHjZvU-z?iCH%&D(EH*NX0Zoozky;){<PRj<qbTqQ2$BQ$xd!_kb>kAzR{e;qpM
zXNruOre$X8#*6Y9-@`05zjOx3E=eg_U9e}P>(<5>mFu3V_C08*`);~ctxZb#&P1<Q
zx2L_*o%g&aE`Ha-n2%l0>~5T%;9G9h*IX_4JcZGHZ^8U@33ZvUu$>nrj!*YgI-{>_
z7T#a=jaTkql))v7C*eK1$EVJ-n!|T>WA6I%LQ`!uU+s!{vSR6(ol!a87HvGLCKgb5
z-gI`Q`t05(3C}IotK`N-Mr+UcTXj8r`5m#2pAEm$=2XsilI7I)JQ?Fza=QE^?~kyr
zJyxY#Qp9f6o{#^qMlyG4nwt3I^`?D~d=FT@ynbtTu3pE*m8PlopRG@R)d*4xQ7$u_
z7;pEg@Q&?a<0tc@zJz;B(Bz%(6CS$YrP;3|o1Ay(bnVxxz816gWLBo{p=oRH@3za1
zD6_Ow+me(#Ki}(HZv27Iw|$Bau<iJIahkZw4!gTrm+mL;@|&}`u6p`{8B3HCU*Foc
z*jtj}vxMf?moYiljSe61vn{-|bLV=!*dOZaO~W%D^@#;nW%NgN{gN(JT0E&iF8f^a
zjF`B*lRuxlf9bbb=T+eDkFk97mrU8yyQ#p|web3ssg|DKjMlmaEf3t8o%C<Lu%}4C
za~3)OoRC>LLQygvMf2`l*MB6sZ_=Ni3XP3FuLmwVxsv10?inYUC2~sFTeHl`+-W=a
z?l~PZvAlNME%lY_3v)BxtZOKH86keLO>vii#kwhOxA&LJJ)GCPwM_6ud{#$(jGS>?
zo}{;6@7(Y$CGIi_&*R>E9A9mdC-EdL=vCG8*U?7q(t<~;ZdF81HDH(Rjp;uuDEOJd
zw^lc*Xijdf<XhGD?R%|%$)#s!b~px}PTQJO()ncPJ?Dgfp?A$%5||TCd|9{ZuFa0k
zPyacsn<AsMWozRu!|o@Z>y0~iTwG%Dv!3T#$t`C6GhUA`?LPTzW*<}Tm$ONyuIFC)
z__OQc$!|I5_;NE(6}BCcIDd-OZ^G`m3tE})o6ap>Q7LY%_CWrT(j5KEZ?yuatd_sD
z>C$i6pi+}vFBe;RtgYGSXZ$)u;?Efl+t*wAJf3vO&D%QZpMwsU*vUt`LZ)lE&p&@w
zz2u+!lvm-?E_hB;;a~nT(0N7lu0Kmk*6vMqZu=<f7H)rT&o*AQPgidlJn4CCI%~?s
zTQ4q62@WoQbMETWj(H67UWfP1(PUn~)#-!L#A$XvRu@L($!xTbx*Geg*o#Z!x%&ML
z0&M(oR^fIRO<I0kU+S6q=>gAm<??J5mJRDVJl9H|)i}DAuPi&#Y|gwpX*;!B_p}~%
zxgAk{wsd`kt)<1|KiX5SEStEwiD9ku=bgt-rhH5LI=}bpZq~m~j=6rxn&dC}!#mV2
zY+=?a|FGj#A74*+!*9F$`rMdXZj7ow*DP&WZoYLdznSl$%!8k*<PNU?WAWkHO3CTI
zGd=Ulo-eJrz2=YJHJyof*WPHT>dSn;I{xM7ytcBKA_kkf(5pv3#s~dO+Qa1WOYr{J
zwTaH+ewvr3UQau#+CMvNHEW>WUjM1@O;#=}lH_>ub&aG_>YMC$!PO7mX0qSyJs&gc
zq3Qhg3nz?IPCdSHJ;j*Q_0!enxU{(Q++n(xCwKpglvmwS@l}*jVtv$=8pV~j{=Vq5
zEj(KJ_Grt;Ns_!(S2mg~-!j=^Y1_K#=Gsr+Z8f~vx#DxMk?32G6NR&0?>rnNr0`%?
zy;tIiCH&{TE`4|NRNbj&d~Jrmspbij8IMgS$2NJ|_APdqbX5K91yx(EW9ti-pS1jK
zl;e0o>ap`wQ^h*ll||aiS1h`>>xNTNW>4lC|Exr{mFh+DE85vjrZjK$5ec<kxOc(~
zi`PL9f)Az5@#?#CWqCpG7Nz9AFCXqC+gwTA#JQ}v|IqA?+qcflkmEHM<@5DezE(RU
zQ*2hstLl(PtJj+<6b7W-on^B4#Oh<guOq6@dle*QNtyTDHdUE1^{C6Hs!*rHvKl-V
z%M*gi)%DNXE3Iz4K5N%fkCkR&0z#USe_uWcH9wbOymz+FlPB}8#(DCuwe<@Zb#pu)
zby3Cn`U0Kad0HP!G*7H~$|5yg*~F-n?LkmVNUi@?AK`hKF;Y1VJI`P0Tk_H0aFV}h
zowW6I<(!;)F255OgQiUKj9I>A)`iX`51p=;CO=#ol;^_2XQ{L|+~-5c^UO&)^QyWI
zmA*XwR;~Q<p|HYhx^glbtQ(jnWnb8`R!<_t)6P73`O@mE+glX47(1F@N3VPsAyU8k
z`IY|+Utgb}XC(Ei{PKa5*=K*qmFBjGe!B8_d(HL8{FENHPsOoL8T;b73>#lwTcbAL
z%q_e>>a%*N?aa$kqDrSeMynkV_*<Lpnwz8|R^-1l_vo@!8j72$uby}_yMMa<+G4Nl
z)n*0Pj%nTI<7!~fn(%X`w0qT^xoR$4VjH*JU0t+w>Seuazg2QnWEsA%F#q$P!SIh(
zrOFg0!|PwxtawnVBKNn~Ij6jBmUOmF4+DF@L-wXkMzu4<9^3w#dh&3}%ck&;>ke2%
zG#vN$3cpa+6s=^vGV)@`91UBoe{<XOU1h7ob&Iu`@2y^X=d^Tj|I%!)>z3-e=d;{+
z>?)lWNHANhlMlP5lhAo$f|%&j@H&OL$timFQXhB!4U4?H=_b=&iOW-NU5u2=dA0wg
zY}xwNKi@o&+xPYH_n_3ylS?N(a#Mfy`qrvVUO%;V{>|QHGQ~4!_SVVu%5tvHmt}1}
z)UI;vwxh=R6YdWqiyZCzPu%?-9uiY><;6FPnfI<N`RC^CE@8nm=V(=R=+lk6lFU}F
z&RlwD8q2X8=ZvF@o&GZja_b-c&v1UF{lt^j&+VU^oZmc6@@Uz~hqrgC{7g==n{(a$
zKLf|vSL=UGJD<m!`8Hwg$~8rA;{W{4zVhkD+e7_pRThd?m8^SI%lDV_OpZNIxV74R
z4fdk>$6AB*e$BXcFe&p-$jy`D_SYtO_?Ec)=giA8xxB&AcD1X<cMIDo*FJ8XF5|d)
z&ef|^l^?H-pBl(0clE4Cw(~sCb*(qwO>Or&p|fb&0aNJ}zd{ynEnUf(d*j!Y!&!f`
zgxspqwoDQ_Y@$73@`V-0dwz%IEZJNb9dxY7gXL<;*0Sep(~jL)7v?FMEo`Rcm{VRH
z8@g|{$<nfgYP(oJ{QWJXqvL;R!_*A*H52dpGe<7DB6;QzgM+PB`Q1MDrBze6H|uX>
zOI233>ALWrp(RD>;jimDA4|f6*IAb4?UK{E=y9MhYTK`p7M?j=-z;qOHJ=76n{L=A
zJHP+VtmCgkZe4nI;ec<}e+K0_7nHp#8yL0~7{`0OxU_W6n|BqZGU1Yof5bT}?bbY?
zaDB;K`!hQjcbquzXwR&zmUG{(d=+%~)1~sAqSv;op3n$+d~MaOo5!Ye8a!uTW_{hA
zukGQc1+x40^j!V%c8O=mJcd{7qK8%1S7&8%8T$R6<yozJcFDxnmy_d?ri+JNU#?a5
zT=H$))^w$%Cs}xQDD)@C-2J07*+6^h$=5NzJzjqE3j7{=_OH~><az`1xcN~BuIlNj
z?bACl&(~$b+=UZ8n778w<$inO*u&eOmOWTs(5u$tVXE2{ATfve(%ypj<JHM>*Cbg=
z)=OX6GQIoRE9o6;*YjHc-Dc76Bb2Smy**iKV(qo|MS6>M{F{6CFrSU=3iIBk@@IF|
z^=Vn#ee@!jFZPROZoQ=Aw37AEC-+ZFChy%X^DVph+O;PSZ+J-eH9TAFy-B2J{;WO5
z9@nMc`mFJ|$MJ35EZ@S!U0r5RJ(;!^l=&U`?Xtx-@7^1o#%P%<=2e|r?^P{i+h})@
z_i$V9ro)S#&9BY7Zgz<^eg@xMZFBamy}~_jik`jkHa6OL@UPa@8JT(v%GY-A+P>30
z^IFg0{OQ=NnQqea+%i8cnYifI^(g6GYrn)rZg)P<{-0rOoM&yhlIOvrdH3%K+P(X+
zPVCvk^f-T|#ZzCeoRp<|_g(3>s0n3U&wIjtJ`u92;`*#z@!ddmm(1kYTX)tJ^vp91
z`Rn^wWzA*lT%)&By*@TxHobMbW7+m8Oy-Pp!q0cF^iX5<6ZyK{dBYVKujsNOgRDur
z?wnfkWZsK|SKju7Gx_cj4ikDO#t?S&&1>5o_Lp{gyzMr#U}5%*jSs5bT^8mZopt!k
z9nJ?S#o;QYMez)R_jYDiM%g@H_;szzOi_vS^)_G5YQM@{_sz1qO~_c$^1T1r;slY|
zndcbSE<GLlKzLFW*Twn1Q-pOE=egB-uG%^&r|s76YQa4_`|OuGHO`7%P#l?a+2f!<
z?d7ATW>%>Ot!LX@H+iK}sN-w$#pUCR>6_(5<Yrnv+Sb=tDO7Vr@OszlHEZ9SH3+XQ
zb@tow>9FU^Sx-u}Zg1`VxAX7S<YRhk<5=z-@7wS7eC|PuvsG@JRXi4QzCK#H+kx|h
z?dnzC#dltWT3*_8=XUcM4u<EVvNun!w>TRvv?togI^5}6aZL0x6LnkdtA%-*3SQyS
zbMEAX2u`y7yV_5H&&~g7Y~9p{yLWmTYXtthzVhaeeE)3+6VJzdTP`KEY3Jfi_uS8|
zUv&4R*^9^O>gye2Yqz(4RovRith`|Tf`8|8#GkYmd=q7`u(;iI{pL~0HBRw7`L7Dh
zs`9QJS-do3YwNBJS~LG>Z<r+-!n=KP$io!gIq6Gd64&;q2Kl|uSL)an%53;}X;hC(
z%LjX{8*@Lg6~7H|W_vu(@Um=nx?HsJ{9Ecfg)}AzFsv%Rtx`C7p2xcWHxKxvMdub~
zE3c38Jw4rN@u^$aj>XP)<3D@yWmLJr%9xK|*4S^1ar^x}U3Rs3;MJ$?P0gaGUS+;l
ztLkdmQc$j^P+Gh5@&2VHtDiLRJ>0#wa_ze1HoLbSpH#7~?}*>~HYfgttDC30_(la)
z-!;AQ<;eUJ#WGEa*P%xmK5i*I8+Z8{Yv=ao7LRwVi+cB6Xo7fu)Wzks-)&y(jq-Z-
z>F#3T+p=0y7Cw1WvM%Suy9&_@QFl}VCq0)Dj?%DLc6Wxw&89^U+C=^SGo%zSS@mr_
zclVV!zoFqWhjm5SuU9&TNxK&A%ltce(;ThcQBh?(FCGe<Zuvy;-tGvt7uVH4o~@Ko
zS-s-9&Gk^x!*3Z3A9uZLwOqRR&ao|X-{$&V*pv0+!Mv*zt(1J0TS)%VoM0B|`8Mo~
zT(Y5h&&ROI{$WMMk?ZpJ>}wUR3*vaZHL$wixP|50v(fHt49;@(R@+$`Ke;iOF1=oC
zt(W#Sd*_6WH3tNb#!dXTFjRC=BJ1an6xT3?{$ni{{k;D%&eNUR_bmUV@6-bp3<6f6
z+qP8-Buwn%P2am&{o@n)GhxBLZ@!rJuA4pm#B!B4&Dx%<r_an`;NKcK?Szh-lN)<L
zwvhIUx!x`u$D<yV?0tJ~sa4tSxaUs(Qy5jAEuIvb=dTdP9OJFcsxp6VeC$E4?S)_0
z=IX6j>b*M2_)xU+#Gj!7oRgove3jLrGy6k0yY1_x6;qBJC_Emu`flZ<N0aYd+#bnQ
z_D8$#x@q?84Cw{3tNt!Mb8&9Z&EtD3uPwNgHETg9{|TubtNg+}jVEnM<$b&E(2H9+
z*EdObx;e{yj_YLI<X)ouPcW8s?xd*Ot9lajFYT;MHN0cY#y-#R))wzc*W9K|NtV`*
zd9AXM&G=<p@X82p(F+yV3*vUJ_w5d1WqaqRt$H(d_VTLbtZFm2TAecw+IT+dlsfm$
zvVT+8t7NP)C=PqN$s?J6-u~89@#8v$q3P8MMa{caJ}+uXnZTRQJ>SY{$9vx$+S<H3
zSDS5olp^iV61Hb^^-Nc_ce!gDJ~byimo)wCvT^PEE-tgOg}<&}-PLn4ciCCJ!fnRC
zuAi0T-|{<bX=%~@d#2CBzQ1<UUbaklPHNbk`0BZ5pU!<ZZ{gZ7Hy@scB45wkM^CzL
zbUxO4P%j?y`+9wSd2W7&PfLLT<NC>4XMe1%Np7v0w`fP9#dP0K?qOdxY@D$}<CANY
z?@gYMV!OU?n#S^mZTEea_)JF!h5Ua?S+VwqzD>N<Siq=beB#+A`9p=S1u0u6E`ERT
z-;{(6la`xXX5C0M5Nv&JHGTH0TD8fynx`h7cd`ogKD{JKyyE!NINN16?l0LrugJlc
zUG(Z*x5yB&TeY>?H&#78x$BFiVNu;BgP?tP{f^4rnZJio?(6gE>%NDt5olVKt@lyR
zV!O_hjgJ|w?VZ}Q(M`rI;<4qLkm$QPRbKOrx^``HZQpKav_XB|UBj?jFJzcs&N{zi
zx8Z+=HO@bHuB8NZPgd$#8CUr}DpGmXH&648HxHKPDJx8z@1J$<MoN<7`K?LE*{5H5
ze&6QW#7qGptu=4lt*ZDZU3sj!!QSiaq<^PW4=PN2AF^KmdBsiU0^8STR5$FH_Cnxz
z=9)Xpw>vMJE9sdx@s;mNH;0VBFE7SR{)@fyD{aGr%d<>ayf4dyEsA!Zcu+*Y`_azJ
zCl>8fxn(j_In}yDCd_2ps|%B)Su5qfuGY#6*m+!3q06*;avy)))}p5d&)o&Jg(p3q
zQ~00Z`ubTmq01^i+p!1F3BN4fwRY~F{|r{2rB9cYspt7tT1<PKHuK9(J1NmDPtQO7
zlO{Xu5@%TF##bDl|3gT7$J^w4f7Y|@`Ez4Q=I(TRuW$3Y{!Cj{cszbtZT52h&?{ln
z@0C6?QFb&HDJw6Vyl3{53H*s6*Zs6C)#rJxTM~OrM1$o?LU4DIk;mHgX>V$BRz)we
z`SdZJE3}Glr)~E9%YCY;d5gD}hL<x;GCa6WajC)m)g|oB?_;j&mnxrG_g3TFEw!=-
znk;X>h)z{$Fe?n7^-R^x`k-xVqUj^fW)XS6McaeIqULr_eU;}b6{GRW@OAWxZQow;
zX?J#g+~ibXYpY$x@nk~!<at+pmu)lIw5_#!_Q#V9k3X*C`}eGp!|=;_zpGd8ofHXV
zI6SA$^z7{2w!Jq#A5DHY<6f`zPHW-YCng@<`9mf2b>+=&qXy$!dyZwF%u|oJFeiP%
zdao^EJ&MW;R(0iWzi@1BeXgdd*rHwg7OVGV%KG_V-fD5HxzF-nXqK<5TV32-t)A`E
zd3H}yJRZQ7?Y-n$+uf4>GuPTKhBJI_jGP{zIJxVDo#I64!~p4r>I>iVm6?0wlaFSX
z=L*is`&K2j!J=nE_0`U&tRCkq)>V1VEIN`d>l<8s-lBK$_Nue1m*rgEd}YQ7i8+Sn
zeA9i)cHTa}W6e&rPp36r2e{sue{FM*?#{DTy(;U@noc}vabltHv!6T9rte!QlCo0d
z=#{YGt-<ph!{&s(O`d(r`sL~`R%I!HTf*I!xwUZeS;&;H6HT6bBSC&?dE>tG39I<+
zANy%)Z#!4Dc~al%V6MNLjcco~TPhbeUS9a?>g($kD!)F*9FFC$`>V~at?Xg4So%fO
zwA9dpN*nJbxY@5w^)GmLw?foeuXe@OOQz2|s~j8WT=Skh`KZ@9cS(~wPd=YmzR4o(
za=B*5jpu61L!?*5JYLH9x#zm@l*#GJD|G`Cgcw$PmZWq}?5lWeI@P2>HGRo^gZ~UR
z!QHv9ie6XuPi}I{nvf&&Y`sri&Q%`1%0C)Ywo1?5sFt~)EAyy9db!^g^M#Z4cKcNv
zb+9U3&GMhYYJLBV$u2rAYu;H+UwBrjae}c=Vb8U98C!h!6uu9f_H2<XXj4IO=kt%N
zGflV-Z?LtxTx7{KclSQ)OM-1SVPO*&Nf=ce7n#An)o-!M8^OShoU7ltZWlRI`mZ!y
zrYa=0_Qw*FuZl{uio51#Fcb$qNL#o#<<y!zU*G#!yXRfaY<Rph%+m6}nrkb(0(XWy
zHVtQ1XIh*4<UfO>?*qYkyjkna_dONjSGeLXH??p|dgJ@hjvP5QWAEr$+ImYOq}y#*
zw)#n5TB>FFwkt!n>e*Vw7dL$yk9)Oml-;ZKS#D3MXiV{ChHx+6MX9%gb}}n4|7W<q
zT%i8fSGzM+Qi&3_t0rl>MrIi+T;|W3@cZ$4zbP##ax+bC348Ap%d|MZROVNR>uhGF
z^;5qaKlgkSDI+-l+_LAkS^FG=GM{X)JidId@9fmPIJU{<k}DYPd;O1bh>C4Ae6~O6
zhP^Jk@=~|Ojc>0l)@{7JR`<po(eFBW>>rl5ony1Uno!p?MR@Xg({(3ii#6KK-JAKU
z!1H}*ar3;XM%(ypK1O)GHOQH){`#*bo7w!BpmYn1XS0eYY51S;tn8KPDy#juY*OXp
zugl&uTbf4CcC|Y^v(5cK!@9+~^B)~mHhAlE@_>ZI;stlM-VR8M`TBgTyZ6bruj;nU
zdH!K(amCT1ceR_Jo{HvueYRYx#PHbO)&0MtOlDdz+h(o*Hd81;xS=+CZ)D_rXN#Sx
zYbUt}*RzC+^UOco;9KZ)bfF5Tg`~wXd#*RRvCn#!FyCGp;4Qg)y6%pIIXstk@BMDt
z^W^2Nmq&Rw@626Z#N=Le)BC0K^65R#_lvTWJ>+xv88YGCRo<(+WOmKnd(?ZkahLC_
zHPO>veTr$`(qA0&W$D6+{lNzxPxSGgxyh;L@rSh<Yi~Im@>{;aRPXeeyL#bk*A(ln
z*u6vI@z1NLeZ8I?dKkg9>dvpgLfN&O%*3BPzjMv?;iOl5qCd`Y2H#o~(A{k%qV#0{
z)cNi=UJ2a4^(0}ErNy&7>mv*_xg77#+wnRsb-|CeT)Xclrk)6@I9t`XnL93O&4)P?
zPcrRzsLpBPqARs-&brw@BA?t^x@WV?1L3aomsmDNacqC0X>qjl+qUVKpNOW)JU6}l
za+d5G&NfMv>kAgWoAK)K-NM4#YkPRjtfxOdo%Zsi=mpn@zfb0Miyr#+Xs^<>3vMD>
zec7wK?lv42uy`94sn&1mJ=s<Eyv>%2i?;>O5vqE&>vVSBs)-xFDugFz7B4?wmlAYu
zNuJvB$r0!8_P=cG(~9+2zV)`!`}mTja+586kKJjop4fGAqH=GaNV@68gXOhFWh#3A
z8612|uKnY^x^9MHhl2e*)8*El<|*BtOW$wVmp<i$^JBHehMJNmMZe6Qez;;2?~ya^
zi#}*yT(d`Y;jP@;d28Iue)hkP*;;rb<GuASf!9INX6Gm7e5t;@M<?u({SKMBt#_kp
zEU&2@oamzPpP_or^{Z~LeYZG%R!Y9i{4?CV@-eTKsER<vdZWns9!^iRE?2u9=Ux8C
z=&~~7@`+FEX5P}iqEo`lbtF~yvBW!f)5lirN7RE{oafzKZ@KGZ+UA0a8m>oEV-BtU
zo^a`R$CRwok0yS7dv5Ep+j@*L)k!;~|1-!(I#1Z7@hAJqU8h*Liqn#}@6UQT>sHzC
zbJ3SgXP@49wS1PNl*yaf<)7>(Ua?aVS5f)T;9$94`$|n>q2Aj|mglO%b@P|!9V`49
zy85nmj`RfH!|Jzot$fO-^{zbK)s!z~>ck^wi&ZvFyX9BE=ccIA*4I3&%$K=CHWp24
zd^-Qw?i(o+4xg8h_j<j&ae1}bm(SK($2|2?i>GI2p5xiH{rR=oIvTqxWxkv|tNLWJ
z_%T1mHRW^L_m;bJ`dPcbzjD+)Tk0)~s-wDy?i6KqN%ni29(i|0u>Ib-ZswW7MH<hU
zMX&5kzF2!q@0DkKv6#2VgeMwDb#n8J=cH}a*H543EHrm-#hQ2{?SLpJiN`BnzmD|V
z<n3C#{nfd^@Ja5erpK<b*3DcO^-fShU;9H*_L)+C@pac-6#Z?pg>=g*gV}t4iXPWI
zRjZS+)US2z{$lr#UD}!vzYC9gFF99mu#NMD_N?j#PSvVkSGjlZbZT0jXR8(T)Fou4
z<nDdR(MP0aA1svUJ)lzZ_ITC--@K<kY98-+lRYz2taAH_ClfE5F8VHZgkdpDapb96
zn^azISu;!LuBXZB-%GV;t<4wt-I!@9yCQRjdn>zX*{ySBx1R2rb=EW9?Sx-Y@61Kt
zgp5}5H`MY5|2q>S{4AmQb!<|!_eS@u(>pg#E^`(R)Xd6R@MiC0L6a1{2#?~gYfZP#
z6DYX3^3CIdBgQgPd&{j{4Cl<7dgj@?Hz$2pMy~!TSs3eKAib<A?8iJ&pXV&s^_X_2
z@3o7VG0#@(YWS+OpsszhDrI$|rfl5yV(Gze>rS1H+voUsr_!Dhm6JVBLiT6QkpJ4w
zyftUmokQ8bmtVN{Po?+A6z2E$w)jjqFD)@^UqSRtPnkK_Q<uM*ZgxQC9s7FGO;e(_
z_H~38#=XB&CA#(K8F72FM~v(9BNy%LjjVXU94E_qrMz&OjDY<)Z8zRD?@-M)yDf|D
z!c%h9-{w3nRo!Jf_fh+4?qj~mCvz_TIpr@pF@2TJZ-0dcDdBM`;T;pWc}hgz94nY&
za_7l(t4Y4u&x$wQ<!Oj`KIgiw>7P^5HSG-ZwB6no^7ODPtL?e>=*5=i%X=&5T`KZ-
zz7Vh_*xT7vC{oYn?346Md!v1)l^naS{383z+Q`0h1$(tGT=H1Z>tShgU3>30%V$5I
zruD~fxw=(iG0W+ReJ$71(;vN<o#oB<pP_E+r>}p{?JQy`dvQSS>+K(L=ibTGE}47h
zx#<>>os+}ej1C`ldUyR(`riBgi{o9GCQ6sS?m8ID6z+TC;Pq|1#n;15ZkgbhJta0f
zeAA8)PopJ|Mc2O4j9tAr;?Q=jZ^e6e8L!*9b<z!ikAm-;vgb}c%)|IP)@7g4j#<2$
z-FNpDWS>*NlFV1OGVpz%O;FF8%khfE-sQf__N7KIO>z6VN&A$k$I^-Yr*C|Yn{Ku+
zC#mRe?dmDhJkotnUuuo(nLGK;t$AwVTPBCUIzP4atx~0@#S6dM*Ux*Con}hT(5-8V
z$vhN$U$^4i_Qj3+zo+zNUt0DyJFnd9Qg`&SnpmFCPB-!lV{4awd?07JTI$;j<(!5h
z&hw%NmK+nek$V3$RC(L-W64GD!tMm`w%vB`u|o0Lk_|E2*echHZ@FS2Z!SN#{M+{I
ztq#iSGS?g9`8BqeF8q9MuFIvWh%Y<RPQH%iijgT@Z_`v?7=7X7iRY$Ic4TjCS)87?
z{DuGFn@7*JN~MF^Ug6tsXD+rcnV<D@@k8EQdlw&_|7iX0oHbWgNN0LYk-8mHD;67i
zXm;;8lb27Gc~+lan*Z{faAm>?!^vOQ{o)oVoci*0ba&QFnQ*J6@AcZZy}B#M{`j<-
zRUG?*^<DE_J5G7a{eAt#{`f}GO}E(U0^=p`L~g9<o4LMfs<o%-y7rAN>s8w`y{@N9
zM~F!@#5II9l$|r2m$g!>IaA$Yk!j{k2boC*+FN&jxpF8}=l-*p`KK8SEx(F5+C@Ko
z8NS}+_H6HbqY_1r$97X^F59~0a7l_>ebn>3tgxL~-Zw3+x87fP!BeG4!Qs68)Z*Yf
z=lkzYsuqkj=~1>f6m3_%!nvQ>-fQ>kH9eX;-k+|XvvS)N&O1)?eyrRx`*Dw(*W)?G
zVN0$?If&K;Mj4!2$Zq*dYF^0ixkAt4Q#mFWyYU_3-<z^_&g&v+_OyDg{iU`CEbsRF
zeD>cy?*-4Cy3jJ;s>%t^wQcuuuDf`*V5jNnm}t)p&lP@OyZiRcNx|ekTkVsk^M$>V
z4HrH5a^ijDPSp$7rleikWMwe%)PlSxa+Rw!+0X2`es)v#^=+5l-Km?oZr=T)X|=1)
zZh5@Y_J#l2si$YHm5e<0;(Mi9*WIco-;Sn5-?z5ZV_@EwJ$368uZEuoKcBy}D`VD4
zhI^;{_hvjV-P;rMIDPT{g;x(&3h^xJuR5@IPs^vZ)4r^JpJn)abA!X*Y$aR$$vgLR
zoim(VwU?`D`F^uyB}tJ>B$L0a_Fw90dCT#b_R8%WLwW?m!(4iv&Xx(g*7UO2<6O-3
ze&^@aclEwqdaqTm_}*T7?|ZoyyM?NHF29$!cj{F4tnJDAHx_FuoU?VSx~}^*H>d3C
z^esKL_bc<FcFudTGBoD-r43;RJ9X~<x*oQD!-=}k*JoWzEmM>ieqA#6yHU@ZDIq$k
z$FuXg`*y6&-{L6Mz%H?7M#zZ=LIw46jh->>WjwITx9|GY*%>brce>T?czs!v=i*Mw
zlge9*%Yu`_SbCDz=KS4mug89E>AGh^%QH91te@g|!fxKyX~8<|QTH2z;y50y+S<~V
zqx2!GGWtfhd)=|}86W2`{>`?kNKL!5{DbJrX;C8mr*+HAs(4p1?yUVOb3I1m?9$r4
z^q^Vk(=)`(`*%oukn}jYw!5DFPVLgUOI75qzTFt@EFc|{{4z*qM;^zzrG9g#t$Fh8
zThY_7osXsZ+odeLc|P!qJ_x_%w_5hbZSG|IxwSW<j0|qPzP9<@;>#V<Q@x9CZJ4TY
z|B=;;$0ET&%g<CC>&{c$<on^_0ZF?pw^#2-P_B3||I}W+r;QF1j~Twvo*ye_8L?%)
z!S{uiC*N$zJ{<OLdUF3ZvGdBC)hbSWSzz<&RL$<9#VmY=KhyR)adT&cFf7_q$na(1
z#i;C8={iBVFK)f4<hZmoavAH6z*pHDwq1O3yX|q`)*CvV$N0S_oIk!cTgt#qXuW#2
zO22ik)Pw!^Z2cw9M#r*789!sS`M&OAYEZV^lRMf%bJl-aRnYY!XJb%VSEkIXifX^`
za~G^WSgh;PHM^&<+yByz(`&sRX&!rG@hg~bZ<B%l(_oRMpJY8A$<8i!Up7N@x=g5M
zZqh9WhKVspq%IduD9B#qy+d7kx<cPwSL>t3eP4sGy;xe9HOakqFT32%by=2Cx15%I
zc^hRlZBarPvwdr2v~Q`&gN8fvW*qf5iM}X1ajE6;@P)6J2lly~W3>A!Bei*P%HKPJ
zF;$Ls7h4V<FAjTjIc>6Cn)`(-J5IhyTX{J?<JJ8m*FMhCX?VUh<?gGKCNBCc&)0uh
zqiIqx`I)jxxNWJCleBHS*ZIj)@A=#^NxD^7p02nq`p(%&YYJb+RBYPeU9&-<KI&!4
zRhKhPqTkszzkj-8lE6%h=gUnl_pQ@-{cTdNQ{nBE$8@hrth0O@H+yN^{YWkIX^|1>
z>Y|U$HHAFe@9?>AH+}odY-zIU8jV<gnWn0cC716U7W5PF_Fh(1+PD2%N2RpK%BRyj
z85q8<xv^%gY_W8>dwLe5vc1=vWtT5}$`!fY8K$iiuG&`}cEGpu#0$-LixjU<jCp(X
z%i2$k$GwU+?d=V>nRTW3u9h`x;`NCU(}muvFY|vKd3}P2Qtl1Asd3UPzV|-c*uCv}
z=%sM0(-}!zobsme8kQ%HY0nYXX@6>Yer?HyngcwaL$0lPQnY#R#qgwe$9O|$9ZWf%
z^L^dc+$mod&XPE<dujP3-K<ilJ&V@$DQ-zRIgiic$(L1+{RHRjsg`;p6?^k}bIjK>
zOSWCLyE<Q`O4+r4)#Y$K-DOYCSp^%3Jeajz_DO;B)_#k1Rk@!|?&KG}uxL`0%)M*D
zyE3*Hd|dVE#=1P`X*zqZh#!11L22^Q?3)o@E2ljPdg}Y8#PyS7oomK}$<|#Tqdz7j
zt!1@%dEnbBV=D!fWTnlsI?p^muN~3$nfo)7<Fk#zffN2Lxmw-5Y`Sg5y3Cu03-2wT
zsk}`jc5Ax3?&*1RwdYN9zf-w(hVYrddD?PMa#ccZzRNx<vP(>NYk0%dG8L&wp4a?m
zl&?#AE^T;VO=6+aN`@;I@hi_gT7RZ*TN$h2tS9$ec^plHysrlo6~`R8p0dsOzU7Li
zpUp$nCEgZqEN1Bn-QaHb^@-H<_UE4Wq6-hc(cavYX?$hA*UM|1&jYt|p5JO07NQ+8
z^|Igjg%6BPuV{Z>#?|Lr%l+Z~5j|Bwu`j<uf_`K@du6m%&QU`0ZFq@2b8O_fP5H<8
zT(c%miAv{FXXl!@CpB%C@y(h<@mo26p1xtLKen&5Npoh0<fDCSy%Tje^!|Lzw({u1
z*`_ru&wpOi67IVuDt^*?QrP8{pKoVgPoBW}i|1O*uG-%_ZnfKYtX~`M+3Ut2%KdWU
z;{|_KFTcu_C470|rzKUs51t<PxvX;O?YVNbdahqZwYCh$E@(47_G)ZYb>A*>+tq0<
z%Rb@5Yq#u9Ie3GAoA!nlN2wl#2VqZcW&D%Bw3&C$T(eo>6N8$vU1Gc+a4^(OnG_o{
z`O_T!tZUmYEh*Tqc{Km%0?%VrVH>ko8HG$;SGe(H(HhR==3BcmwlnUKyUSV{kfGfB
zxbNy#x!F7k3|7HYCd!>G&Q$K;dfUev<ITx&Qby{vOQ5E5y5E;|o-&%pELQY<z4vV2
zNqu8RU9-ML%lgh5pFF?RZ_`wD?aQ<BXZ(C1wY=;byL3)>w$wTY=C18LET6RcZt`)6
zu4sFh{PNb~yteYxi;`SMVJr8z7h1fi4h{Y`_v%KO1~sX9{R?)^s*?Qec-~^=6r-MZ
z56YKLia2Lv_(djEeM+vf#lncKXMTxKayY}5^-*wgA76HF<z2h?QM2EETJ&UH@#~-`
zyQTKn`brs>uGPEr_^I;zsGpxBKHPn}?4`ogT_4!xPwl;xxoncd;l`IiTa+SB?P{KX
zT=aCx?V!GS?X{+1oNDiO%S)bp^fu~{@1%ta<)&}$v3`8pvt994>>7T{M~gn%w+2Pr
z+_TT{WxU#}S+ZxFcRRdUerwOGopnNse+2y$kLEw?drDO2Kf~1d>o3$eUR=U8uSmE*
z>XOyB$reu(*B{|1?M=ED^Yi@t;)!ve7gU`4>D4x|^X19)bJtGvJoj<M+831{R%&?`
z>+hVu=2vNd`}-Sgy&?0y?yh~Ht8w70l%~bovo-M#<0WfO?(&hdJg5DhpZ7JV?Ivq4
zj<qW<u5|M<?)~#7@1t?|o-ETRH$Tl={;*SVPLBw~tfxyZHZw`Dv+Dc$^?l#c%S+nK
zT6&KZ_ecHQmnq49_x!be>!u_<Xns9u>a3r0de=_e#;)?<n`z+$zA2lnx2x2DUAa>6
zMeW|z6|Rd?!)Lv@5ZT}(`dl{iqsQBce^v`V)B3|_`#SAh#LadKyRSEwwTrx&T(fLe
z<CX`ry16A!%kf4}6m?W+KAPmKTrXCT72VnNeWJ<gY|WqbQ421-d6L3^YDRji`zgN6
zmt{*Mge=)M<-K>BoO$cqkwU*7X?3>E%LR?onN83AJhN%yyst|Xr)*H%?Ap6l<=xCM
zk5q+^pFUsPb35R}+PPoaHJIfp*C+R$TKRm|u_Bk-jqkl(F7CCu++9|d-fG|aWTP^B
z&&QW>)0aw!-AQNMeXVV^$fgyyo7`VVZ2Pt^#%1!^@aP+}`sZEBJF|1esh$>%=UWS3
znk?OPa=YlxZylQ|S+3;jRGxe`?R}BnwzMn1a@YRt`=}5pQfm5O^Un|GPPjYOYkm1#
zu5oA8jWy97LgDv3&RL#Km&!BRZ?y4+)`yUvQE^c+GEe7*E3Lh~Q_Ib6>Q)oMHii|e
zQnVO*_^w_So3?w7(C(Xk5gaGf*PHrP7wk7$SAF&P4A-W+7WQ+!RJvSrmhTOox^-jk
z);rJVoK%{s+#IO7u(!fCyW}m)e+IAXo3=*Jyy$trQgZqE(yiSk)8?KNi<r}VaLKkU
zGgH{vMX%p+eG(%g(;qd@Lb6XJ{bhvJ#CLfcww8R4zmw!KgL(bub>|P+$!)v3{?w`4
z0X!Q`IWMhS!cdv=`_Zns+TME`XJ;JDNuM=8W4DxzYS@;V<@%5A^F=t?OmK15xA}d2
z+O3Mvi``n!FN9xlb};sm3-UZ)9Gg<by5ohm$Z}2V%{Laui7Z&GdggkxyxGfJvX3o)
zdK}-Ty(w1gl_qolY~|1EYq~xA6fBm@+UwcH^gL>J^mgMmY)QH0@$;0l^tC-n;e9id
zmzJ<QrAwxqzY@M@+iaG4!{h%M;#S452tEzB`x<vl>(r}b!e=U%m#n$@`S*`1hYCOK
zV%H4@vHgW-t0ujfq$7GX_11xvHT(M?MxGM%UO4OMxtQxa&;022pK+pJ>XU=o&ZFCQ
zeq#H4erfgDxBGslT1YbOSss{~%sSQa;Ik>p9P8TZE-hKKwz&J>Ss^x7hgD~nI!QF`
z)!utqCZ;F(**oo}zI^2cUJrz$wu?+_6I^YoHhbga)r(U%vA+zP?XctZvHN-2FSPx6
z&V}SS@vjuU5nbUYdN^i(++Efpe^HLzG19)Twdbq4F1~kK?Z!f#;-3E3aa)(vm|xMG
zDfReCoQ3S`mn>3pbHz_eO)~tl&N}ep%=?>^7>?&Ltdo4Ks;%MLCv*L~;^(x#?ah1a
zm%HuDJJTQMn|1aPFW-UOCe=F@k6Es_-F>yb;K`OF^M0s{MrrC6Pjb^*=(W|q%jMi$
z&zj;g>$lFwX0_amXcM33Td{AMY4y*}>|=p1=h;WSOq+K^^Jvo6JGT9zmo{vxa(i}V
zp_|mw`dGg*d9IT?Hcl@5W^=XwP4x-?ley25ukCvAe#7GD?7u>Pm<I0=+PQ8;(9>zF
zj-D2lSe`2W$uMWj>75@`TGVZN!WSQ0q>^E_-uC0sXy2$i3#=V1o`gMJwos(~>ADlg
zxKk>Nj$AFjbmDpInh9o3Qu}hB&GdLu7+o%Gy#8cQ-?7!|w>-}?%(Jiwni9xWzWLH~
zj*lHntncp+j`|RDtU+ss%B&YhCwZKGwnA;0l<vAa$2d#_7Okz`=(i?yw?^&859VCE
zMLNy>_RX7`rL8-Y&-i87o*7dF7BGjcJZXC-X60?CH4|%gvd>?e&SVs_fqmXq^&5J!
z`@XrR`}9oL=>61RcyG(K*G?wyGEEFm%3V|V-SsT}ve`U-w!Lik&X^e;7B%_yK}#T_
zI9&CGOV-Vo%7?!4n%(ZJe1Ej?ZSGSK1{<kw-e>KuObY!eyE#U0;nF)+lZECy+Nm->
z`R3x#y_Wkv_3l0@z3^`HgyMPGJNqM~o1Qb@+vj*a{D@hwILCvO-(8n3)FkSBI?l5q
z^dy&YAouR+@$8Yu=dM1!%Wn3y^*q~tyy9PO`ry0IhHdOVPx`*TJ#^^dBPW9j_Lnhb
zs~2tQlWmYVZn|!Dv}91LU9@JM`uykxQziu~n@l%bxuao+=*=Z%A6VHN=hbSbJ$b2}
zzoYi;zAba6?UHi!^nSR@rZZ9SG4tMB*OgOx)FswL|2&+hVHlGfYhgO|yz>perRyfS
zuXbN;^nqVg`ku>^l%9E4pZ1n&JzoFZW4r(N4Yj+k?B1Ne^46Iz-*_s|KMV^Gkt(@(
zo|(0P{bgK<sr20T<{z_8mF?bDyK2c_R%`DCe_QX)T~oVwdBt&$kGu=E?<nnh!jotF
z`ml}j(pR%;?{SMc-H}@?dL+|M@@ib_MA0if0)_EzFJIdp(ax;l<~#E7XTU<$%kj>g
zm;2;=S8BSxmpeWqb6Zf%F{74`=S43bf9Q0l(&GHq>Z|?j3%B)DW^ufYTBar;&9H8&
z*qU>kNo($_-CN!jQK5J(;GA8|m$j$QT3M)u#O?U9K26}n#pldRD<8S!nHI4t)}PaE
zmOXn?V%?h0uanemZ_b%zyYa>`!(+TzS>L7=X1+NnVxAM$w$eJXXTyVkQ=f}ZKlaU~
z*Z-8q*~%Zg?w#g)ux8E{=b%|j_C8Pg*1gQj?a>~&><bIFYk1luuUH*b<E9ZBF2TUn
z_RVtJyqhm$CA_$LIo3sQdZ?P6xiWL9?~;_zLX*m)MRsnhmb^Lm{bew>Z03Q#Z>u&2
zZ(Fh4Q~l%d_f|ii`gw<$Enao|Ks&1+yVtX47fWw)o;|62AtW&4nep#$$**^<JbLT8
zYH;+<WxJI$zE0nfs>x?iX?m%5x4D3ARz%Xqke?2JSR+(9eum6H)SoW0eYfg4TcxXg
z>46)z@9tUC!R8(l-ZPi&)us1OYCk@icwA{;!<=nK0gPYQ1-%aJW4f=AQzdown0EML
ztC!&`{vMS}y|Fk~qfbG4$ICF6*V~t`E#CHP$KIVcgjvdtmbLpAE!=#4d)A62Uth#L
zdi3|jr)>$=Gv&E#U+cZnxKVp|jg{1Uu?uc3Z=dk(+j_=3?+jn<D^*^f$GhHCZocU^
zo%J@)o(El13iz~lo2}i>zWin6r^p6Q?(?QzI@dz2WK1?q;qiRITV!soZ!E)Lv2J_t
zhWRX?_^OL%eab$zr(gMu^7_Yq=V!a6U8?Q*z2n>?|Ccd#i;MH6YClf=5o{`0uKDop
zzPZ{H{vF;w%OSe#eqDCPr>_>VQrmY`Nt8#ewotTu@;Rn>$tA<bqHl~czFk;&ht0L<
z`l5Swcgnu6o3T3QO!}#5w-%qtGx^V8$Zyj(^~tZf%cuEe-^g1&d+rX&_4a!@?>y<5
z_2tFRb-Uzzz0bY*v~60(Y^@`L?_<-ZKIV=0Pu!H;^NHWotJcoxOyRW+db&1SB}MOC
zQJYoh^XO^q`Q;|(JIgk&h`ur9@ebMSi-{XQwC$EZ^-+0V<<IN~X*_IMccfbH?rxS@
zv!qJulU8cU>^z~uv@IV^Gfv-~T<3oC*ZPCkGj4f1ZQ`ltSNNy2ukPv|?$tMq*|!xo
zUzZ7Yez?9{PT^8&P|9cV3;!7!*RM6n@0llY<uT`qC^yL+DvUp8Jt#O+@ZS51`*NN-
zsrqAw*MD?({#^FhZ=Ufq=g4{9d{=*+v~RAH|Iun56{AvQ?!fW>P4=NZ&L7PFsg`Xi
zo$2O(`r59{v<rJzxgKr#aKq}>#Z~(cD?d17P`T{++N!?Q57wp~bBolSTli|(j?SF)
z{`ZO!Uq#<JZPi?IWwM3p^y|&nW^XTD^@m4DL-y6}BaR2zR!?v(Ss9;vW~J}Zi9(tD
zOiQ25a<9AUIdjD}w>`n1n|+n{YMj&d?!9+w;lqx%-V?7au$fn}oF`<9Tl0C7_gQJK
z)-MAtZ{jw*aaJR4##>*ewd*)uo>jReaKPfVoBvw-r%H=in8PM+D%f^t5?ki)Hq92E
zV288b8?Cb@s(Bt{n`b=HL;UBJ_O3~jb1Jen?kQU}RqM&OM^pP|9CN)kA!(KH+u#<J
z+FScsTRxkg>hb*YZ0aT5i>s|Qj&9awnbq0mr+qc2Mtsd(1MZwZzk0%#Mf_2``fOtP
zil}GPl;%{;{qpJ6`$ci<j-TNaHh2&=Co1*K@~1tse&6@_VVK7>vs}n_*YzDQ=kspy
zPT<_`d)LT8ZKqc9qisI#BTG&G{``CVnP_`UY4+ll?e*)lFK>C@8g=EzeYp#@u5}A<
z{mAxe;N8$?H}%50*?IgY1zx_4E7|xt-+67~hKb(OX4kFx!S40LRP3s8%EXs(n^QkL
z_TLu&HS*V^eXD*m#NGI|vbDi>bz8;E-Jd<)^~B%o@;)iY%-^Qa!k{SeE9^;>72~G`
z%rE1P{+;puW$6A*SIlF=rB{|;dD*MC?)cQXiVn|31HY_yoS*eA^|J9rf71oKoLHr&
zG-MW^-nhCemVaK~jQ<RGzb^TA`aeV3-b>LEArr(+&)zv8@K{vlTJ;Ry_@(^@QfVAN
zJx%kh3nfp+Wv_dXQu026Ur(kXJ9^)7W#8;#t&Hm{<MuC2+`B)BHP2tA_rl|s5vQwF
zasn?D-<uWns_2x@v1*5iJeiBKi?maie_T5=T~K&VO4(9=Vd1W;s&@{a%*^ibDd5dM
zDU#}T&ti$kTdu#4cmMhw8W|Z<v-X(X7S)wYFImcZa&3Db^+<oKLiZNI%d@^nPw#VM
zUa{VM|HXBA@5L+>b&kxN`+C`&a3kYy#Vg*5C!b#btWw(Y@jUH$w{_Z|1{L23zx2!f
zP`<#u^PS3u%c?dUH2oUhZpZU7%x6*zqcV?7+4?N4lQDM_H7;LU>+)yf&(q6)c!%vR
z{j_%O<`>$p@3Ys)&x)A3?veKH>pkIjzEz3M%xZAWTTrXLe4FDAh8-eH?Q+>ZhGee4
zdwKJ_uXZ8r5As@4R8JRayZ;kOZ`-u<{`(%TUl$W3)h0elJnQ7W(f*dj>CDijFKUjm
zA3V=_q;l&W+w)QP{M-JCxGF>(|8lf?P3NS#sncE<6jg;58&9fO<FdAD)9>@<-3O~g
zxPR}KXy13Cer{y@p<Tr%n{#G-;bQ-^?w+OjjsVwEu?vl7?JK`;oPJH~KZEuDl~2C!
z=PS`Z!BOq<B)M_Rzp0<jckN?VX}ovb@=d$wFS9OwQDq0tKiX<@zguZOUVZenUh2(P
z{fBkaABOEucw)P_|FH7s^@{s1>b<R~h)8ZeUiGg<ujEDwdr3n7neZvu@%($NS858~
za-YQKA?^RTYpJDcUYSi8-|~+dxBe#8G2Xqkqj;*V_WVh*Gf!BqznNS9K(4n?@V8>d
zZP{b4H7D29ov->6b6m=U^G#tax4@T6|5|kTxHi?D7g+S$-}&<$4@-&VE$Q|pvwpAl
z`#ay%e1_yd$9WBDdsiKQU^iJnE@|4=w^4gsf^NUJyce`{@2d}Wv*u4X$lQFQVB^L=
z+B-LV*tXU(VA~nS_g#OJHvR~H_}WEcyJO$;$#Jde4`r2@%nnN&IL|D(-mc<x+%@Zk
z4F{dBKb!coI{Cx&$Q_|NvmL)3|GYl#k{z#B^0}Cv^7VV(O;FHe-G5=$lWC`eCo6?1
z$iMrx-l}3(?~8ILk)+GL7OQh>&kJt;QMmA?`y`R%{-`_chr;~o3$x;7e~0gMT<Wy2
zeBJx?rnhd}?lBaY*zc1pdSd63`zABjd<@&S{ZIew{$@QXHB}Lw0_*E@w>PhOI(N^}
z!<xr!d21)?^eW~&p7U3`ckd;i_NUJ0mxk-^;<A|iKBXdcf7{#K#Rs^1$}Csh_H5b5
zQgeNsELZS_n*Cl^x_$Z-_Ul`&^7_w^aV)fSzwLRgX6Ly{r<O6Um4D+}Bsu+=#5s%g
zF%cJfl2)C}KIgb*soZsrM|xjv)~-2{(qtHUHpM)JIc~?bi-K(jO}kasIPMFu3NxGf
z-72)g+og}Or0G)oF|!HTS<ij9R~)>3zBsxqwVzq;D$BX^(uDzcCkqwl`wE`$Tz+K3
zgjL3o+$rKZkDsnPDmkTR#j=<KDg6pE)nQ(~bHl<uTP%<1-D6>DI&Zd!kj<&e8xFGB
zo=W{J$@X5mWpq~0`S?CsSMZ?r>b3oHS9F(Do|ca~J&DQl_|mFp%X#t+zr4J+SU9rw
zqQsr*M^mDOZeKs~@uluP%W~$P&}U(D*wPL&U)w#i#<o;1ayIj2QP(f?HHxDwRkj<I
z)ND<+UG_>`?E7Ipj}zzjKaaa|Yja*Z%M;eSx7Svhlxb{cKk#VRMID93zaAuYnq1`O
zd-T5iMTz*djVE~485E!28`4*EyTIUtpY4H{-fQoe9x*iH-NW;EZ}GHZgQT_ho99iP
ze0TCmz5B{`f6q)b>9Q(4TDfK7MjqFy+B5l?a~@9YUmkOvw`9djWw(m+{$7F6Qy#5d
zb>ZCRnTHwtnY->)w{iD0ANP8)_~GYk+i%${`rXqd9&D<yG&lD}OhMQk3(>M;&pd;(
zo)@gSG5<TOgxr#Ads{O4WMm4@hED8W$@b=6+um)<E>80l5sdYpG3l5r#~-UOqsYT`
zPOIJ8?W+seKbgLX5^vj*?ZWmru(!=p@<E7KLEp2u+q{17=jtn;pLD9SaHC}BamU!D
z{VjUSI&9uP)&H{Y-}@u?L@p&93DTZmV0hW|VbuL2+^?S*-qs9#+c)*ZYRgj>n(J!$
zJf9Wp*HOCt#p<r_mbs!Fp{(Z_H_y3NJ0<9Tq_@d}b&fY|vwME4{F<_@TT#d3XaCpr
z3*@e8B=rdxZgn`CdE!!@-}{YQmYVv{$~(K3-{kTar<j_#{~4^lt~Gb=Vcc2Ibz#Hy
zR(6%b^OtsqPBQJ+-tt$Q&t11)_0(^XY4<MOHF}`IwCD5@JB2>$vWQA`g`{0~z3#pG
zl5=-styWK+^p-{u`8mI4U7N<W<o>=leWy&4OP=db{Jg~M*0M!!4jH-cmsq#&^r7pw
z+dlR$H~k{Iwsnmchhx<3M{!JD-xK|&1bIixomwmLQX=l|d5x_f`W`GjVDUPxF@MSJ
z!yEw%lDAo`J!t%d!GM1$Z?V+eW!rleUzGX0I?TUVQ}^4vJ^X%ObrwwQNq+4cnpWp{
zaBaSt9$P)n=P1)^33KgNr#>FJ7pd@U*2mm{inWI}9&65g9ceDz^iFoQdESBb^+7!|
z>lVyfwUPI5(c|?wA@{Ru?-zew%Uv1Rct>OUZsBDnPku$LxllRd!52}h+g@yjmv*sC
z6W|wVdRzH;tJCBRsh0S%1e0*-^2+*-*Fmn*hBkGj>(q?w82_x244gip>e}?D(SjxS
zUEDsT%=_AIH)*rssjf?zkurQ+S4?^vGq3o))6;pc6F;AlS}8Nf$|mgn+~#@NE?YFT
z{le~Wz9@`&7_L*a{8#Xnxak|LwyM3mopwg(&?$q$h+AEXH5z|1Pl@OmvAMd+<SgyX
z`51I}TGQ(*DFTP~S9}gjkGPW%merPfyVp~uazg3xYjg6hEt(V_UNysyC8z8w+sZwb
zl1HoLr}I@h9^abenKLsj^ueXV-By`lO;z`=e2y$%vvBj}OS`x=Cu~sLs(R^irtRL>
zI>%NNZh5}VDmZ9Xm|jrN`qbhT(H)HszMa$B{;j*XPg~PvVTZzFxv7lX$`p5Tsj{o?
z>}tvn$v&?3?aujYyMBlA>=B&!GRCu=%b++ssk$ZgSmDc{#YuC7{ev%DN#2`wzOAU5
zKkA8e;5^F$X`8Z@)4V%pv%EbUR34=~|K{#5R>I{n9!{S_U61H2ol`weOFBEFd0N`b
zD_48Hyp!{ucp0(#N2z?-Ts7fm*z7si)~`I2`^~NL*`|^eg}LhN>MH!fF@7wUn)n>m
z_R1YHi}-P#X<Lud%Da0bw@3vhMICw;xFh%A`{<sJ?8=sQ$2O-#FMA+U%j$HJhfB)&
z`~sV6HP>E=?|XOn-84_}r;Z2yWGhBJSB&$spIWxf$k`;O#C~bftfgx%v?m={$N6Z(
zr10ITnvu5QXP$iRZe&T$nQ!<;YhKGrp_w!OoIiizx`uh|J>HwQ_$;68WypM^%v!+^
zE|R(O?CxKZ!CiCaEO~$9o&A=Hi?mOkc>OX)_TJOUb?=O$1m!osJ@NX-B`fx@6TiZP
zyY>e!bX7YSo43rlXXEj&>y}*$R^r<!@om+Io6j6yMio0<)VQ_h7gy%i&oWbV7hTz{
z(&NDQr|fLvT?1=}JZ+`-5#4FmBoZ&k@fNv9?40>ccPF!r-109=R;en_zj^Y$^M$py
zb7t7LmU|?5eE&E}`^?(K6TfYI{Q7n5EWxLr&*o}PbDOhgqs@PYW3w)+O;=iJk<<83
zZDWl>@}^5Q&mZi!xi0v4^?R$Qig8`m;ksrU?QcBZ?$fY}{n|dKZDt0mt!wgKYSzYt
zZ$9dEa(lM&nvd)qs(Ys{>Q+gYkGl2YT<6A?$vnmhJy+{_U+5%#ei}3R#MvqltxtDY
z0vq;b*XW65#a&vqslM^m!-B8M`q^RTvu~DJ&0cGIrn>PYGxMy2W|ta@_WN8<e^x2j
z@Z7#HTkqY!J9-}L7xj7^wcdPV%6;v<JsHVbM%nxU+jpd=xgAhmmYsGlxNwL2S@%lm
zTSv|uDOp!}wdmUM_V%UcgF@v_XU{7X>G{4<yQkw<&-ZozYQqdd1O04Yw_koVDQ!~h
ze!a)%v=?Wz2cAt^u3dWN+X{=wZ5?U*Re#2;jqIzKky<Zj7&6Nw@%;5mYbNqfKX~xV
z+S(<#i>^FhY4SW{+N{JmjdMc7_a_-J9Q^aDVPd%QwKab_d;0cmZ7zCO7QAfIo~>WB
zTv>Yc{W#x8n~OCjo#LxJn`-(d@kIRIua7n_yS}`)?M8F8+|}Uyx_zfgl_lfO9PNAb
zR<FaljgNnCxnK;#d=vKx{`b}eykbj=PP<fTDS1{Y-mY+aSAefde$bkfEz#3?pWc|U
z!m&SU$L=SmtxHxUPmJtT?vXmXduPGZ@CK_#Ti+CB%$q&om61+z*1YIn*R56Dljd2n
zZ}l!Xe8$PIZtGg1$^{9f>tuXv@4l;*3k^NAEBED<BOA5}YislT3a?*wd+U~pw>@bK
zHf%E7EhhQ8@9MTxmV}R8hj}Gcsw(%X&AH_<{Vc~T&l3{g*3Nv-e6%6EZ=T1&V{iVM
zvOS;NQ1yM?bF(iSKL&a3YwOu<c|PvI_jTOC<*6qen7*%D<?XM}I^T3^O~j$cHpw<2
zp_8XbrORgg_OQ5fZcBfS<IK$mUV2-wd||#&vgWStlL<eaSFHD%?9r(hmbZ9?+9F;p
zuXo37wZ15OX`YPV*qWWv>MVR~*NJrr+kJMvjCp$JRR`0=d2_16)s;7I*S&s!*6o>F
zc9+|VhJDzTbv$y#UDvYz3<^IB3JSYEz71{@Tvj~m^*a4ax71{W+`XQC`6BFdY3KRi
zi0GMHw%P3392(UU_IuO0sYxHVJyW*7w3lH|lHoL!@6UFsPY}2rKPNa*$ZFE@{|xJ6
z4XdIzz6e?@;pl1|ao0$}(%!FfncW73>FHDWs{5KYr_EE5+3<%qO?r0t(;4Yo`F>?(
zZz`MUSD7g8tK4TbYx?iFi{ei$*KnVFT+>v1Hnn3>?7n4NeIq5SHSM=1FScsg{IQQU
zE81w$r^<C@n!B~W$gXm<duJgkw0DcEereQq^&O=~@6Hx~FMsMM()U+$`gL~ckjW9>
zE?8R{@fXGv&AGj4<Kxgd%k?74uYNPp&3(E<arV3K-`5@Eu2?*=Y+l%gBStF8nGZgH
zS(W=dpV{Wxg=Jr^2k)Aa?3r7B=j-W&)=m6g-ltDA9G+*ZE$n}vcL!fV_Ke;0OO`)-
zY#J)OcU{Hjm0COIesSGBd(xW&a@JMXwTpg7|GL)o$@BcB4eRcD%V#~yzqc_j=Bm)W
zgOWTBk5{Za^z7Ev+@huB338TyUN^WaTwQ2wa8Pa6;#9GaIqRPoB^h6zwQ_z{wc*KC
zXZ%eM29@uf`Rwd=ZQ*xMKKuJ;E#a$J{Xk$Ux9g6}+n(hfe(*PI(g{uV36m=SGrYbQ
zY%P3HVr|eaP1WSur)>7GL#O1O&p$R(F4FK_<_W{eKf?TrIW=Cdcy`dzCb*H|>+7yn
zXQv(CYwK?FY(<uNxXz?{FDE~Ck$X=rJ)XD!Z<c4JWNhYwuQHc5oIGpt@j~fxo~ujN
zCw4HL^$4G*Irps9R?l@y*2X7jUt27BT-45}@a?rZ3yP0s<R<COczkKOZQ-nf0LMoY
zzCQl6=BMb%GG%R_TgAZ%U7U}9Ue(|fn82^J$YQ0x-<Gybg;ldxS5EC;m!-7B)^OIQ
z;(2?u%+4o%Ra<mhSUYo}<Mg#I0iR!nN7{ZqerZ;S=1Wg0wYN9U-tIp(<78jcx&)rd
zuLI3EO|viP=ic;}N$5Y;cw#lH`|_+F&1YM-wW^EXSrfjzZrSP?$JN$Pd>d#qF-ql>
zm;Orc56fg2FRjaYykG_B=8TQOPq$9i+{bI8sUSBu%PpqyZQ#8B4F6VbnQVDmNnxJW
zPWH=tBW^K#XPe=9a&@><S+(Nod&{{PB>!YCNd9&C<ME~G>MI_rZ`9(S@z*N&oaKRM
zizV4jzA;SVFZ4S1Y-N0sgIlGAsWQ*U`Tw?>OMH2}USv*D@z1L-FLc^6<jd~*b!F%A
zooAiDx3kR?nZ|CiE_F?3b@@_;2Tv}0B;67AKk)UqNJdaua<fdc_ov?D^A|3AzMpMM
z`kZS)9;?;fZ;&Yt5S(~orRTZIFDtr(+=HehCmgVNyz}wvz<HdH_h}yaP!*CgZ|}=j
zK~qxhJ#LU(TyXxm<7?krR?jV#i_Bb{J>|FSgM=L_#V?A_`sgZ3b52R$u`Vi7FXD-e
zd{&F!!M3W#b6NUv_l4|QkLAAlVteY4cgEWf94DW3EEm#lx3I8SZ@+Ex6&FuK38$)O
z%XaLrjFFpL7`fw-@P5ml%#h86S7ndHMcv*t?dj%O$0o{7XSi;W7ZrJRd-8JG)oVKD
zn|dnqPPHjt6}a}#<2{qFJ(rVwG_kMntkt{kI;}B08s{`kGnV{zR*-z&Uv;k8W7h;Z
z%kQh7%>JDzwaYly(^kINDq`u}i!C#6IsUr7KyT?z5t)e%{G#V?z7XFirgP-^r*(%e
zyUeiHKE86rw^I3Azx(=E?bZAC=DgK4oiClUEDc`$^|LU&o_TBT+O?Y&s7u&Zn%?Z^
za=WCxf!*}Z%^#L?9l9=_-zg!wC(|_h<ob|UuYfK2fxF9Xrtv1-RuQt>YaGk|ZSRDG
zr}};>T;FlC#&A{=PowY+-m5Qn)gM|bX2f%Gy4`c8O)G=uluWJl%k*m6`^x-9&B6S2
z%DdL2O3Z5v*=YJA%*t$kjmX;F8n!ob<=57xraqi2b+W!VUyAWM7yIj|_m#_|`@eQh
zyipui@^Q<*Q&aXcx8Dv94`}|H^YhW+hsPExhV9tHJ#SU>uUTJvjSouMuH$w~NxXZz
zRQEqaPtMze2T#f^|D%1})V?d2J*89nACqCsyM1~^-!*qkKHafmTiK@zzdChua<8|9
zNWA@YRrBjwJBGT#i7(@YPCowYRB4yTXnR)s^?8NUp7XPAN$B{-Kk{9Y{AS6lAiK#|
zYKn8koRa%mKF8&jKc2m^Nc8s03*nPZFBIOMe{I#yAU@uzFPrw5gzegIyv$@lnR(RR
ztB0O0QQ&#D!S|Q^qw{Nvi;U-qe4G>P!cw9z|J+`QfaRi#Jhrp!dXdj5Fz4}qhV{;O
z7ct*k!K$_Y(&qc`<+4jfS2k^)_DkwfWvYyvR%r0gFyAe$MppkBqIPY!^%p(&T=dHA
zo4#+><=$R+%wPW0N^hG>9;g3UuK9MAiB0bAY9m=M^9i4{*+XM>&n|9XeY%`^W#2iO
z^p)>J^@N*P9eE#_JBQEaJ(qQ5>a}+3;-D*!Q+v0IzW16{t)Q<|ki9Zuied7#Nzp6r
zNwODMd|w-#n-hBX;u%Xuz6%VJD;9P7uDP`F*oA`Z(_3R}TnmCL8O%7?R=)aYw58ui
zYyA~DZFY;Sd<`$7zS)za?ilWvmTC8{-s*F2e6VqxKzqSChA->w=O4@05!Nc;P>`>B
zRx&p#W$KeD>9Q8@Bi>DST9u@>bIrPM8|Awqj%zg(9G_(S>R+$=q)ufskGHpW#3p_7
zbq>~Xt9-!q?#pfW(AYaXC2L;!PqXgZ>V0YX(s^$q?#~Xm_cL^r<2!Zh!p5keH3>Bf
z3g1SoFV@<4fN9UmkjbxnGS6jw+<)ecj){gE?=JrtWlMKlT9Z46$*u6(jvepUO-gW{
zwY|{v?2+9wcQXduy|(7Xa=$GlHM?fBJv(P=dt%M<YcT~4k5;Kp`+m@7@`bPomkxam
zo^{Ts_f5`9C%wxV8|Aha8ZwyYKaD!MQn;t@YST1p`6o`ijwa=T8(53@>%K1Do-A2y
z^7nG>`@Z+n7Je?@e)ihVr&HQw<f|@z7ML@+`PQbVz7x;Q>$wujJ$YW%qkI-2Z4u9Q
zcFT3GX?+3OmTEKCF1oh*ndU?liNv1%Q!7p`pXW7eTEw@{^AD|yzQgn9YN6k;ESZ&`
zcK?**Skt$A+O8=x%O)_qjJgyRb(*d4v*5vXxk`qo*euRJk2T2qmTt71{eAqC=*?GD
zyB<pyEcqO_Sld;H>xH9gQTDWE->#JN&Rs9I>`?4HC1j8tt*;!aE~)A6=AK+^<lDQ1
zZ|d8qfQfC=JJ#`J-rsv?#_O|HeDip+cCOoHwDt56?|GL3ze-o9-8?8GkbU%zbN;u`
zdkv3o?fvy)PrJn1n77v^e``(ElJ09;6j->jVy=mnwqDwrn)!0;Yk3c8&AqAI^(|uS
z6tk1h7rK3Y9Z|Ksby?FxS*3&L{SK}1T~_(f?n11C#83aK++}yqY?KIjvYdV4>s#jC
zI?1eFa?QMbhOw`*r<JFc?Y#T4>*HH-H{YJU!7@Tc?oZ?TlNa4`dv)rj@`oi)(^Jly
z1~uh=-aT(+?xu{&yuzMv`SKi_#}m&d#@YnV_?IeEzQ+6beLMF{yQb_iDG7escWLjr
z%Ct$A1&4N@So7w2uV=64@v5h(y=B6EcVE@>-`hU##F0{)u>7f~&fV%;JZ0fo@$9^S
zt9$IT74q*s{(EogW8S=L<vcC2OE>V=`kSl#tqRw!UG8Y&(<_nWcwDAA=Bh#G?&EH|
zCA6+Qmy2BX=eJxKkFLNi%j0%ekG{Ir@$t)>?0q{gE#2nyXM%NDPCn16kclUrZC`Th
zl7HaESxeq(#@XKd<hOZ=Q~CDkuYZJ}m)bU=bH|D&!pF3~2nSubI>|lG@ww>db4wR4
zK5?+ks`1wDWKFd-=MxY0M%?xL=YB%xnELUT(ci-FJej~R6CSww1*c>Jr%L&H(@A2j
z{c+lx^h|~Qi=S?s!74U)_GjC&YajiLDowB5y7PQeJ=cfR(c2!BnBKc}_XFGGuj|$J
zNv@v9>Q%Eo`Q7{GU9*-g_?W(uh3jwHr7PZCb4r=^^Z%2$Uum_;N2c(YZT7drhr%-p
zmmfNOY0vxgT&tN6SDBi>s$wyi7=G=}&#u~6cdY#^MHe))$b@Ne&y{yPzwp6+fmFM|
zZ|i%eeK5JCEMQQ5{Yt&SyXNV!H(tj}o;L8FRCsmurDi{$Us47C8PdGY?_BYn^Z6W}
zChbclD@#^ai|!~`+FZn2nes``&2aLyRf&D#>awjaOCG%|xVpUJ=x38!*7dLCZ{4aX
zT*R-lo~2|xgH-iPH#av6+mO#c!x#Rj`f@y9g@5vuwXQ1OHj`8ucz*r9dedZn+|$JD
zQ-*UbYt*?}isL5SOHSUvE_y?6lGxoDp9&+w#ZIRc3(w=vnpzquCqLir%k52Z@0Pnv
z^_3~JY5UI*>}`JQb^naM><epB8y|+LZ&080dA@Xn^og1q)1|}bSAEXaj+%WU;`D@5
zPV+ymQF?kdd)}UxCol9o`p<A=x4ie=tT64~v)`+(+5A)Mmgr==UwF1s+wGEf@00n@
zqh4nmG`e?VUE9(>$F-L8TFyOtdu~?s)EmWJ51$96oU?oxyL3+3sv9a|rmJ=L6sZX^
z+U<BYfAi~FzZF-P`+oW~FI=yi^^S|+=c@3@uc~bCPM)(kLAdQW+rEX-nn?-AKZ^2g
z&HUD_v}Sjk72l#oft&8US{lc-$nTuaPq*8V^CTIB1e;&S&0qSuz*DJmQc>;ev!=Ct
zuQ<6`RBH=k;%A%W)g@1iS><QG^LjkrD(%BAweOc_1)N~GXHX%xHNB=Se|m#$_QTup
z0{3tKz3CtIMO(h3_^2fR$+eHezS)&6liO<jd%OGfmpn%q^&4aUe!Zj78ZpV^xaec4
z{Jx{_0yYHCDayW@`&N09p>oa5=kuR?uJm5ovD9SNGhbt|qj|0;Ev&1qeZ73TAizLU
zLWU>olCMl=!`8OX8c7~smn@q2QnT3lcF>=)Mfa3$K4<^BO6@-b<H3&N1Ev}0&T~HB
z&b0ZAu7b4V^QD^V%Dj5-w!SNF`uA4-gaXg6urt?#So6H|<a=}67u@l0?A^b%O0~U3
zkz>u<`D?TN=FFQvV|mb=sN8wl*&?4j$`+T{x@qsa{6%|ZJRgVXn~xdW3K^VuYPA<N
zI5FH}{G+}2W_0nailu26kKX!GX7QMzuQt2L)=0%tdDg3<+dEcB%JxUyp8R|HY^`&#
zK394)EkskM$GjCSRb=@3Y#zf}p=rmhr!6;DdZky9*zXwXx^97`{_&+{w+%y6imb2x
zR$ZO3;!6CfzI0)>ryH{79x@hid>JdU<G9y4g%dAB7Rnu)^KD~KTkM|tU#n6p-5Axj
zUAwu%CZxzke8sA#UI*Wbf0}tjXm8~zZgmymd+Sag_gbc8y~+4>pmwF$oSd_*j#~sh
zma+#~${Gi{742AcUXb1L+47ZQx^w6DuXX8RE-DUnD?I9UrpRK6SM;>}T*VzNg(qHQ
zZQa_sso(^s=|bsA`>xs~2x&&f?iPHjo*jE5czM*knvKmaWgFd3t<(C?aH@T+?M%av
zMY|@Sx1Fv1cN%A<f}GZxY10(_lqJvF*Kr;VntCp4mVb(==6?pm$vQ=O582qgJifD8
zx0`NhFR%$q>0*}4ymeA+?suu0J+q#zH;JyEa9|SWm$hFR1Zu5A)-1ffjyG9t=9Vlk
zAwS(aKmRiXf6!U5W!kv|^X~RmZvDD!Wfn)y)7tDeX46lfP=6Wo_HFOpS94z&zp}n&
z)H<zwtH0>k)G*F<fBif4-b)39xgIWMxu&r{<Bo_*^0j?4uKwX`-PHWybzGu(OQgBB
z`}wU2TVJodZdFmKdQ#UqX6cfORT-)AhUf0D7yVM#{phV(x<iWej`OCUH9u^g7c%va
ztyap1qhEs9+#fejj5_LRQYmU+IH_#v%x_1wi(NXtGp6{?HEtV+S)X%d^@Xme^!Qmn
zH@zYzyX$w@ah1$-R^}V)0!4PRe0&+R_G{m_pLKz6qZglLC=A|{eEQDurD_+i&7BlI
z=Z%2J#s~A}+P?PVp1HX2oU6lRZA<1^yQLPWD@~r|@obKCzH`*$D7*NRy*FOQ1y-+*
zn|VUExa;-0GM<U=V}5MhKJ)aPyz{T)N@f*(v0fR_lDz89{SEtfRJeWqy4qj;>~7my
zZKGQ{o?GTky`s9uW2f!UXS<XGo==rnzR*b`Wy15VB`Y=@+g)T8=08uFJzxIRg3~8{
z%6traW&TP1=8f#zMwWF)uH6x4^%1-+(zAP!yw|bJnmr#w&uUBBmcNLZRmm*Fe|l+Z
zOn%|}sDO79i>kw7HZwf+Sh1;kmfP*MXJ$;+ZQ{SQGWMAA&yGjCrnIc)>EnOyyYF(I
zdhCihRkOTL=9DbE93DN#=-vW$_LmXi<_~A^BwSx`v%>6Iq~nx_6)$5aRS2CfxO4N@
ztiADpp26|Cax&#!i#hyiHKpBm&wl4tuM>XFtWIcilfh{L<<Fu^u7!Q9y>b16sK4J5
zttoF8@BH|uPT=YiOU<sETYeN8o4-%7u-z4YjZ2yPyTgjuDIc`W?dB~0b;$GgijRBk
z4{S4N+*vLdd&Y`&i8HrU|AKWp3%lH=1{4)XWlTJ-<LX<QruE|EbFQrwFMqS2G3?qh
z$=E>a#<N{Qo2+_12TiV4)S6Vix!vs4-c^ATU!QGVH_729m&c!#6K?w|$m?mY@ZYQ!
zwA0s9MsA8tLQmh-HNQ$4dNxR`I-eDiaKfr&t!3(!Dc6fz_fF7myloofG0%r#`RiDl
zUnTkH9#t$m&?1wz)bZ}!*(z&ho>%KvUgsYie%UotQp3nLdqvL%i4#jhW<FuraC|B6
z(oI+V)||QV=7jS11je^VbN^16da8kaZ^?#3yIFI(GiKQ?DSI0mxOJ-=-@4TcpK))l
zyYu<wtgYY5Y)aNOmWYVUW$jc+Uz@onw&SI{R`pcPwYqAB+-Y4mRpv--tJ!vHf_CNF
z>o(8tZGPU&Fm**>*WQWdMcbAsXMX!(!EADMv)>Gn8_K(QyqSBhw$EX3E2w=nrS09W
zJComBY&`0|gSokH>YVR>Rr06i3qO}USDO`k-#KK<m0d?Y<aGl|d*+B8&2typcyPtD
zEuH=Gr>1Ksp7nXUOnU+|^Ve1WlFEHscbd*hc`&(a=|%^eFH1E{FTCtod~rsT(t=4^
zGpD5I8Ap9GU}sw?UGRpFw>T=?YRcrhlUy2BvIM8J9*kWsx>>~e^ef|_pFEBSpRJ$d
zb27}!KX}egw^>GOU%tM!ukIsXyIj0sUva$io*>1OqRsWm-<GP&^an<Idj49xsn=!R
zt1~~?Lq7awKM{3&%cf~!GKGIuzqSo_Q@7WY%|5gA@*(S#6uGH_`Ps6;%YEMpTYF4B
z+_>ZVl_>R&Qt#;0-ZYhjq<vZ2wiup}kgxh`Yxgra$#YKnTH&sG!AD_Brp&%N-}A+<
zmhDB)9yz)1EiHFC+s5>5J@@u2q7oeEqrT)?#aq^uA2hwptuo1dy2_RHwOmoH`y_Hz
zm~Soax?8g#awqfBoY+l${EjgnW)@XGS{?F!=dRg>yOcgn?9O9fF0tl=WXj`Z*{fVS
zH%>n5_F+Z+6rQTDXM-lEO<c3)-M&xVeuu2i?#PTX$j+Qvp3JuSY3&~Q-H~3}I|~Xg
z-Z<uVy5zCw)QYEefxp5-nv6JOq|Q!aNU;<Z^jY%Yd38-++6{ga@sn$p&3W8>d}+w^
zguJU>zR&HZJbjY!Gy2Aj%**-rWcspu_w1f1A!7T=<Fv8hysc@`Cd|44TVJK0ntbK?
z{w*oWvXv{B?!3wN_`=5^Z`K|5x=Ef2ImZqpZ_PZL6x4d{X}x}#Oz{gX=}GQ2p)Fk=
zPaZr;UmCryqtd(ar0l9*%lSrOcMkW)^zGGL%lwW-&Q|l<?Vbg4*5Ogtgjl76RUS>=
zt?TA{+qq#!clP6Tyn)l~4K2<U$9~zR`epsUHJ`8TT5ElH!%DfDO3UXPmpo0nD(QXd
zc#|iym(AjXC)RRox!n@OH*@{c`;M2z0>TV?s-BB(GRdxFV@dufGB++)a7*ST-`L%y
z7k;j~?Y3i@gZ<Jfv$+rN>o%&(zP|eK;t>@yHtkh?$7Guu=SQ8MmKWz<y|%sSa`3U^
zZMkuQJ5s(r+of`8&Dtps-Q{kqcNM#+-JjL==o+W-jye&m{9QZGf8F+E>fJu6d)^ZF
z6&>vw(zaht*{LlM^Q$lG*3Bq4zbi7oleXz52Nd=%&E?oO_2${AC3PCx{zgv7dE&TZ
z;+GY57bebItbA+tOyx7K1(xg5f7^+w7oJyJ>!{XeaV==SVehvsMHQB-Us=t0yl~Za
zLzfv^23Z;@_Ybmd-MshAvqxLKoqC`CdHgi+SD5wP9e!cEX3r32W}fBo<;5ILb(O0-
zf;ZiJ-1G8wTA|r@p_A$y)mQq<W!Jv()i_|2w%1HnG5Iiq+4r*rae5ni-*`BFF8ijm
z=T{e}wQR^!$+K?X{8zr*z@fKx>SUHOQ>Xt7hqG08+uh+Q@-4O#+cQa5O=YUzQwimz
zCD)_g9=^Rr%YeW5WuWT2m*Qm!Q=>|C%Pyr)dvPo2@Y+?vTjQImu3r&YH!)j4f6MlD
z*@xb~P1ljPH_r+EnXn`Iv*#>PsX5b%Ox7(9T9g%b;ft>Gk%=stc{^<Tqdu>m8}+Sz
z%I5m03tP6hD3`A-l}>Oy;cDM1aPUIZ-uRhZ1<l^m-h5hl>F2?_^N(%1?y+m)zK75D
z&aU0_r?Nt6jaG}iR@a-5m%7s*WNi%U>oT+H_)+zF{j~d0t8U5OFU>!-ca5*c>;C0l
zp}Sh=Fxl<7y5jIgesSB{D-|}gcy9z9x8Yy@Jf`H@ro|KLt$zKB)<|oADqAo0>8!Uy
zs!CtBUvy5ajZf<0G8^~rGng%pmi)?eJ#BE#x+<*W;_Nbxb+<0NZizTPgTdk`*R}GE
zp|L7kUlp2*Pkd)xr1f^%@+Uh~WWsA^#Wp=xm>9#ioN4iduEN`0$GoSVd(^Yy{9Vsq
z^V-u(CiC8I&9Yf|kfG~i$E^3Q9r8;{f2D*kN=R{HU->drw774rq;p)!r5EKFPq?#x
zUc2KdW7Re8JmvK!6L$Ac-EVd4+l@!t&6dZc^iC)~n?C91quE>vInPZu)$HNAnYHf3
zuDCRn+`>I`YBeL%X8il=W^c9KWOsxp^T%atZeRI$Yw3=k)3$C7bYW21z}U*mZO!;P
zGN-<BUe?xos}z)(=SQ9N;(EJa%k2v<>o*k?6^72$x!ktK_z`E6j>g#p?LC*o(rkWT
z+g6l4HA8H5ZHZZ_b~M}enqzC{2hRG$|HFC9@j3n?T1)*Z9u&sy?w>4Evf`2%!}I-1
zy_@!}c(b%)CC8R!|31&@iVR>;ZeUnfANKi{^7eVW<@`A<GW^#zF6}K7xNF=KmcOp`
zP~o#(?q{bL-QzR}nU}d*<a6(yC)Y0*{3!OB!#=U${EoAsxzgTki5s`qvih#sYP+gp
zmTu0wJ^gd?N_KZBo?dzIZ`PJL*&P$Z0_?&hk7>X7{Z@C~OeP1Xo+958v0pA17cC3V
zkWiLinzm3~ed)v{8#lCst$Kdu{)gV_w+!mFUg*{cTTf-O>A8N%Fyq^+Q)i6N=2u?3
zu&YO7RmkJ&?a7lOCwt!wPe0%JAVea}xqoSu+T;g!t(XkD{AFFMT(%4Dly*29=6fu#
z?RB)<#c3U%Up*6jF19tUttHBLiNZti4=eJvWaI^MxjD+Ty^QtU6R&Z{b6uZV1B1od
zck`Z4eVbZ+@6DqxueD#CJDzY#J1M$i@snlQtM76pG--?dJbWy&fMdn9ZpW3&uC=Qc
zS4%~Eewuh(cJ+i0n|@9=K6QG|c6qPOYvY^KPK30p?V8VZt0TuT_1L?%J?Z+HU0%Oj
zC9ZBax+_`rcIG7UG#?H2wUzrim$+N+nb-1YulCVh4SoEY(a(y+Kd*SB(0A&T*@J0E
zi_gu;P7eLrBYJ=3s&zj@0$fvVDi0ob85MYlU3XH}gFT<$O;TZQoE%%QEy$`k-c!Qq
zR=ks{daa*pQc&Idmw_=0`;1QQxn8wxv8-m?SxFD=S*mGUWTJNMe5_epc=2(9@wKf%
z9`hxG>b72v&0Jv4P^-<C9kiECTT-*=#o6hbi(c*J+7x}n&#5tR|3r~W3)w7tn|1Dm
z0e>gHtFS!yY-88FWp}3B58HE&?caZfvuPnR)!}v~Kjl^W7F=J(&)*TTAx^9H21on6
z8*83=Mtw?O=vB}h)7~9%%f@QwL`N+*i?8boxAR==JuDM0oV4xZz3CGgtUh1bZE2bv
zyTi|ayV91$r(XU!EEzm2@Z$C)_h#jlYch2o#XR{ZYJO{JL4k#7x9ysBMG;?L&bq4h
zOD?PE)tmH~yV0(bqAgyqn;wd*=u=g3XBK|FU1|66E!&xS_RKmy@7UdT4$Y#yd1u2_
zuf97kv3vJby@)@v8P9tit>p_UxBmL%$@Lw*7BV$kS&vOgah_-RBFk*&_46Ei&r9|l
zyJWv7{NozwYuk0V2^s#Bdihn?E@DZ7iu&YBJDzW!Vdi16V#@m5Kt7?Ve;>E(+c<T`
zcDt`fV_v>ie$sP&i^QF;%%W%FZ!Z!$-1Aj*OWGyNN|C%J>ne^On=f~XC;7&8?ZV}5
zN3<Hht`D21Z{&4+wtry{-_-S6>eBo)OQPh&SG?RU@%YO+yK0tHh5n`0sefnB`J3Ib
zYfFych3lnSXH{lCKQ|{j=VSKl0E^>Z&sDbP-qpSp?^o00nsn!ei^SZmFWvU!?mVhv
zz4hjkv(n6632DIxm3GZu;WUq3wCiK(x*aDT6kI#DZ~i0Mu%lBB7rgE}aQ$MO)Q{_H
zZ+I+9&lKNb^Pj=$r|V*sD=r2{6T|u4R(*dkQ%~&nd;5?r{oVV7ukJ5jaqGzK9VaFJ
zmA+Db@V#kIX!f^Wvj=YH&s`{v?|G@5k}&7`x*yq(>^rtdiodz;x61HXVVr8rX1ABV
zN58n&NgEu!kUc5)yMOR&f6=;gatfR8UHe#himfj2oZZw<a+@F6ru$EA*>*{fzjXZt
zdA5I7E+t8ns@$<)?fAF#>)z=-b&?g^1U4UMC_h)8-1GbTjMdL9%HKO~*_Xa=a}00E
z;?Bb={~2aU8UOsxFx_vSn)QU9>ab*&2lKSQcOQ}8e7<#S#JpI$RHr+A<@zt<g(^0G
zEB|OVOU`AR(Sq}5B~Gk&>&y4^)zmg#WLd_x>pw%<QSJSkZ6$v`-|%RGb;J6ID}Ury
z-aK*eL1A;Bn|9;8Lm4;T1!>=1+Ogc);-nm#zRt0L{CShNS7#)C_Wh%E)9raz+U1F{
zbDp=K)H_=DWnsrzuVC3sv#Vw^<IXNIF?_Z(Oyoer#4tgt4_VQ^TqaNMt})mgcs^>=
z29GM;oP$eaPq^JUd16J;rhCU-3brn}uOt0a!ot+5Z|W<tI?ij$L$$LN&;M58`WmbK
zP;O&!)64BQQs!UUI8A9*^t`D$n}xO2xvMrmOO&)-bt&?^GK0Xpt-n~8*6<{(xU|yp
zD@*w1%=zqJUX)GddQx`$(>l(_NpmOJc2)YSthegEC_m$xozT^H8<Mvt@mYtj&)m<s
zwQ@s>v}@hG$O?7;Z4NBSjj>C&_2=!l)hzF)-L}jsKiAGZq~J${t#IA)=g+2o2r}bJ
zJ$d|L+|#8s`j>Rg>RwiSJ6jtoHmCan<J&NmOMc8khA~D*PQF(w(dx_;nZC%T>9)h=
z2LUVzVQ<P3Hr|%2eBJdm!z8<$p~?8?wL4K>$LiiE#=I-sdpl?Dy>-v0sLpB8X9zv<
zWvlKqmS5p3XLB5s*R$uE{@b$Z@rN}_18sZtxwHCh!~`1;9JPpUa9H>D&E$KVRJJqA
z)^3h4`_C{#Ij!iJj@-<ZosNHOS9=^O4&36~Jkd*Y)9p#Gx|Ah;UHNwH!`V_HV+M%_
zlh0`xbK19OCA2JF&Gy_<?&_9gWp<03zkkgS$dqHftk&v(D`ZZY{Nr%-4>^K&bocBp
z-S_&@<bwsT6qTlSY81x1Zwd5iE^6-j`NmCeNw&p{i)Y_z9lCRQSAF9r*6)YAr|x1h
zIW_O==l<>z%`LB&cOGD=oBC_PMh%A2qcwpa{hfB^`ab9KGWsT3QfNNO=k?OKrI8vL
zU+e^T3UhKzs{eI$&c!)%=J}Rw->@^Gt6jNgR-3Ml{LEjE_O)8vF1B<EoE&uF!MwX4
z%H~zBk$ha5yn`|B*tHGEtV`CpeY<7G+t_>~BsON|QPYJ_i#|4)GtaxalxK0if}B?6
z+H;@Sqn2#jeC)X`$K%)0$F8|6wY*Q+Dv^IcC27stBbRCx&-tLatFC!<mUxmyqDuO-
zH>|a5AIi6Hn^wR!m-$3Nk^86hPIK8Vm2WbiYU-;V{AAaBn~Lg#QmtQ)6#2|nW|6B{
zzoO(lN9MFi>>lCe>$ERF-q0q%q-XdxoNJwh=yi!h`Ywf6j&9qTEEke;G=tA0K-<qc
z$j>*b&HTLA-tT^{k%x<#qndjP!xp!h$bI=#aV|^g=KHfI+l_NK)xKblN}O1bZRd8Z
zas^96*}@y)`jafzL{B{C_}tXk$BL_GS*7}ig~r|<=e9Lx=e>^&F>ZMsaeE41#S$Sl
zn^3D+5th+gCth88N%&>>wP*HmSD!z<8@=+V*Q7aLSA^BNJXGm>{MK-@;QP?1+m-)9
zo26x%XWfr(<1lviXv%nN*r%1L8`yY?tH{TXuQ*J~r^|DL?+l{|2ggG^f3=l-H9b`d
ze}zXB*$aC-Ua@kLe@VtF)8y0dzEqaito;#|u_>cbXaCZwjSg(?qLT~Qtc!nKw?2IE
zP2Y{jS}SflpPhOAw7tgpwF%w|Cr_+*sZgwW>RUWH(_qi+O?6Z44l=D4*UjroF*Y-d
z=HyUFZ;pyj`P3%r?(dbsE}^t2@TpVrb!XEg>DM8woK4!iTfIG=Y21-t8zWwL$}V`;
z(;{Ev{K}<^RV$`TGK5JVlI%BK!d?6_V8(d~5w$gK>+hU4RGP<b>g7;WX}5K!R_^oH
zk&`woc^73QAv{mZFe7?x=5qC=aiu>iMCbN(cu&1`T<e=5ldJiOQ1(97lE8HlUsv*I
zII{O&+O+k%)zoa`hDldtKkP}H^hi>n#q7`lx$ON?CGwS3kL`Pl&6%FgTparN%B83M
z_qbL~*?!~mOCioBcNS;9zqLs(&!tEu@{X;0)_avpsyBDcsd}_hN9^LnsnYwV+H{&^
zYpPva`%@y>x9_2&&a1)`rrgo0n`QT#v+XLMukcp1<HD(*|F*WeubU+<8@225nbV$f
z>BksMd+V2--LgSaZqfE>w_H`4&o9;XG?4jcu}1amop)WHFD5>nba=~`{|rj2rmERg
zm59EabeOw&3d8U6HJ&-_tObs5tp1sLEe>;cZc$m6>?rM>5%SgfCs*^E$Lv>1pRX+`
zyYSZ5LVecRD?S0nLI?N?!>v|Ehg6zYCVib0X0%-Kt(5t5S=-g;9`&faTl<|q>dNkG
ziY%@6o$EZ`FPV5!e#V-;yW-OOZE{u5EM9TFKV|tctE)5DFA!WI8@5?Cee!x!@84Ew
z%G=i_zg2nvtYT`RX>`qQPO}XTTC01mTdQp>T6<XTulDj>F}EjALRaiDI`{bL`K=kV
zFFfs0x8CVFuV&Y=WzkQIZ22tLwcYz1JD=gsK3l8s<u`s<-f22{{L)^t^M^hhTOe|f
zr8@MU`HlUFoVjwzC*GJ;?{4B*bKK&|^^KYL<Xe+u68e6uJ9pnhvq$6n^Vpm+odBi-
z=@-IXDxWU8DEr0Wtf#qLNRinyX@)hYIAtx)W~uDzeKUJ;&!Tx>Urdv--F#~HfdcLA
z-q95fjPCMF%P${3y1sJW*>I<mrf06-sXW^@yIeSL;wF#xXG<@La39U{T5-5dzP0$a
zXzGn6ll+->Std&tEh)U|pECW#W}XA54t#tce*D~x*Y6|er_Av1e2~63d!xa!N5;q3
z#y(wovF>bS_KL&8n(XXMD^4os{R}S8o2&IFXt(?BeA(4HCi{}j_@kapH=4L5Q8#qr
z#w?fa>2XzpKGQU|r%NoA6r9E|@nyu1d1(sG{p++dPHJcPZ&-2n{lW{%$6sl#xzKiZ
zhkSA98eI`Xo#%3Y9<9IQo_9lWzt&FQy*)dnrmjo&EQ<2cIR9n!1mB%b8(ES?Ew{8D
zW3c?nE*hI78@>Li*QKai&rSw!`?fLh&6No^moEuyee!RsCJ#eU#nIq{?9w~dD(#+O
zHT#vvdztjt0TU#PB&udrAC_LAk}ev5GR!BT|JdXv|H5L|S3bJ~N}umHP4M1ZP+hXh
zn>k@p-IT999Tn`hXLC6YzDm{9-fcZmaAxJp*HKxwH!OI<_cf63%faO9AC~JSzjMv|
z;uchu<z1?z$-G14#q<7C%6Xomb5-}x_^In}*s)k;yWiE>o1>X_MR~Njyu7ruvuH`U
zapszXrDaJ0MN6LTn$vK6Yq7@OU(%kZr^ZU;Esfl8eC6s4{>hUMO0HSGP+|VlbDV3p
zd)93EzV?c|?oIPt#l-0aT#j~Mo`*}mKkrrI;@-I3(lqJ8BA$1T7Ow56o;lg;ZG*$n
zu&GHE2M(Mo(k!05L%=orpiB^hRnq1_(;!dfIkyf^*x%~6aHeGA+n?9{O#)ZR2u_Un
zS0qrt@cyV>>ekcGePu46eJbRk^4wHn-)9Hz#y*SHpB1Obl>94o)2?`&^L9l~-qy)i
zZqG8iUgR2M_NVygwWfO>A|EWiEqA-!`O`Hv+Tzrc?_bs`E$Ga(J!cmil{!QC!nd~(
z(|t{5YR{2dwA*^Oc3MvZ`?_oqZ`mD;lP%s=U$@?Fdv@inJbT`o?q1urJCz&U?JJJG
zBB-Ize6(`u+4nOQH3fs`9op?JZ0umfo2}{Dvgr1kzNUZgBy?|1pLRU!lf<)m@1AH|
z9yEQqS?Onb!JpS1cSV9WH})?rc3QG``JOFOi+#0U-Mn+d;ad0U^w%-=9a}9edn5kb
z-5eZ~Ez$k{i|Dh$bKlJmc^YpJKA&}L&wG{0cRpvGymve1i>|$&hwjxGDI3^d#zv-!
z{byLF&6SYS>XY8b=k8UxvqQuAyxi83OYbJ$=g{-Gb>zXCsYw>+K3Ipj6s_9$)AQul
zwJJMu5}vy6&Ds7cdY9?8MUxw}Z6``@&(B{PIO&@it26JBs*CA7XNnH@N3C?-By{b&
zalXmx${1@s!(W#inY0s=0@y5%mIhU(sRg-9u37OU;zCcl%C#unuX=B1T%WW{?B=|w
zD&niQJvrg;d^WPALo?~{oPVW{t)6WXjWV@3F8b`z$1N*@a&Ns)K7TYxRLXbnIrZ2%
zzIAUbPaaq|{qQf7>S@_i51cq)e`!OFHB0&RHSdZ9zL>uK{#xq5LI<un{eId<4?g^P
zf7`V8A^paTZ9PxlK3|>p`o#9?)sE?DWe*s%J2zf=cOuh4VY}n49j8}c-@o6xR5`Ek
z>-tEsh%F%!CzzL3>jll3_sxB`<FU16_by&&EbUZDn8Z`IVr%AO!v$_9*Kr3`KFDj=
z@(ta#XHp%%O8J^+vo3w#S=k$LXzJoz|Ktz9IVN~i&&%AWzTd5NU*d^XVc}fUj`z71
z?0S3JzHaN~Q-7x)O+K4>`Oy3HWP7hG>f7!x%PyJI99wnY=8Rv(dfQFCPbNC7_wGAq
z$j?3}D1WBgc^5a~SxZf}Zh943*=XzkFrb}f5~up5l^%stl|R1p>tdENo=|CX-76q4
zYTi*RKC|*W*O=GaB(F`oXDQHN<mX@2nLg3+<m1b?Z!K+D(lGh*Yp*k}_U@LsyUY7q
z&$XHJOn2O>cvG?Zl7vv~#>W1r$EDUcl=k~<V>aVos_C7YwCMWG`$|rEOagYPCl0*7
zHRIc3n|0Q8rl-#2EuLi_c0xkoces0@%FcUxxtbimugqMx+}6|2RCHU$b`gbig~!`X
z`-@Fy<*`<kt8I?^<vfA&%c_0JI}fi&sBY{MS$gLZ=jp;W@5)%W?4=GHkJu$nytL!>
zZjt0&N+FMzXEkx?i!vCQ%dbt;uY6S&Jmt}sGFyqbpY05fuLPVEQsR6)CtNgtr{s2X
z6W?N+7OhWOk4w@6Px)8RinQ*H3Qsx4r#-jL@`GpcKU2jS&6D^tio!RZKk<H*)lB_^
zPF7Efs;}8hI`N?KT((-6#LtLN*~>5LJeiiNKEZO?;@UIM7E7G`VkOJ&rsZ=aVSe1#
zovULPxrGQst$VerDKd&x*5jD=k!5?QMS4%399OeSYpP|~MZ35jMXR^VKbhRG7M_1#
z*6J<VDZj2}>Nf;_dhmE@vAFo<+#I>=rJhkIzP~>!t+M4sde)>)J+IXT{OhBxZr&ZR
z)U2s6=8xH?Q{Mcaw7wLGOt-CEy==>^qXEm)*G+%nTxdU0QDvTA_EPUTM<lC1$MCJ!
zOLy%1v2GT-HW%-mK&gqlV||phAE`<#PrWlOw9@m$(Xd$CjwH?p>6f;3%Eh_y?@f=1
z-PDt8vNY(#S1s?Gm-45^9BEY&7Ok%dndBn7<4u;nf=QdtW7$=f?~EIoC6-IxEw_0Z
zSH3xX=aPepzQ-?ZP@S<`CM9k4X_MZ$XX>VI&RrhkA^7djlG3%8(?V6n?%wTT6{>7_
zY<l6y;(|NcN!Hw{&peIX11#2@?tYzG+hG-EG%0Fn@jTOvLw|Nn&C~xT)DRTu@m<{e
z;A56qC+1FaPkXGkYp$WPhxe0|Yg_IlOK)A->b3bv-Z%5FoHaWl_zdsu`QUSV=lfW;
zg_h;Y1ur8u9^tgPQfxN&%!;GO_<XhZEo-*$;Cz2;XC|}QTJM!RZ_i^*%~Mu4JumX^
zMqpo`fAvJx=a=_d?_4&o{@2ym`&s`P=3EQaGEbQ~H)^BT-AHB6K33P=eN$)U88|BM
zH|edL`SRM9fS7&hvNIR0{mj4`wX?Rn!ToXQ+ie@}eqHnWck9o#y2O}C`ws4Ql~l9d
z7$UhZF;vRQHzV3D<!!8%Zi&^ROJOF;6GIK(2N}!lc(kyDqy5@K{;9_wN1if&k*vD6
z+mLzBcbTtiB^eGJ`d8|wz{e?THS6MoZ!4d996h-@D<r^ux#Y_E4252+j4w5R-<zo^
z;k$9coXZ=QuQgYn?=_Y2Rd(rxzzH8L|1;QJ?qa?ZvLNA~$j(PwcboVs87x<tx2jyu
zK57QDU*JFAjBT#V@Ah!Nz5m*K`|VjXdJ6CLq<mSHvF6m7eOHbJo{cQ9)e_>rG<VOj
zi)<I)Hu~D#{S|VA(dW2hpO&P#w$!@tud8<`Z*@t2zEoSZddjE5*Kd7NV;<jL8lz?S
z{?cN_ZS#Jv^o&oMZW!2j`&Wpo@%g9W1zum52_AejbGi1mrE2VR{%W?$2%eAIv3ico
zXGfX8T5E!~?vgyS+)~-5bVbv137gPQbH4u3VvFIMA-d>|dbY?7bJK`cWy{qm$uj>;
z1&<XT)9MJivg*!r_T{FrQ|6@n)w*1jY$}{SPs_|SAU|nioK<n)V~MY4W8VJ=(b*$&
zt#etzmC08pPM0`m`P^i6AA5aNz;c_9J}>9{6d$!#=zd#tF7rP_dsMs1Ut6u3dA6(7
zdMD3L-elEx<zS!Za+z5Yx$jRd(wS-f;@G?jrX>;#!66^2u5{0-Gcoh>d!)&}JZs~Y
z{|vugZ8&aeni;*!eZAK)-!EF8nLFmRJr`+T`1k|c)NS))zAkG#E+PA$fh+39B{StG
z=_YgfFE91%+bR*Cm$|kp$n%YB^X~Ok&fl~0*wtovu$#tq2YWAQC{vyv6~<Nl{jERq
z{P--k%2h!dr<+gw+M~L0%g3`WxkW|wc2mFb^?s;7QXVb$EoH0UgPODPu9^1yHquL1
zR3`rR>HZTmr>8%w?$y?tU-d#>?oB`Q+dcTvjr6@{tGV2w>;pLE8`tbyyQJfjRnOzg
zpV#j<jeae%RXabgV=hAo)4q&d7t{C6naFJyz2Tg;US8UjVCxU3dKTQ?BlOuuQTO@1
zr2_M+!<R)woqgJG+_xlrW9B@@eHF(NZoa$vs;r*R=7P<)#~14Ye_f8*xZmVL$l9jM
zYj-VvD!sZQb%wx#d4@-;*m@WHoGLpIt?=!AeE7?MOc&pB9Pz5>y?<`E$=1uc8|*@v
zulHXFSNT|?@N0A1HmliQ2F;sZou9hqkML^0aIF=__b12AOn$)XBN?%M``z`ilOr!J
z4E}xK#v2Z%9jE^@NZ&lL<oITrFF#kyuYHtNBd~quv5%(DQ$?;Xyc|)H?6*DiCf9SB
z2|Mj)u6-WOQM}Jp;_aMSKl^?^lD*Q>xLfYI=<z$RuYYHeH|?<9+;uVW<JG8VQzwgW
zT>WkC`a8eQy*?5Zx@(SM{)KSf(#J<61y{WOqx@^u&rinBR_Yy@z|V4JH{1O~yB1D8
z^m<nKSJmKU^VWQkJ}(yMJxRKMU3T~UkUg{4^!7Vs8=p*K<9Ho*C^ygJ;QFw6LOo&=
z+}7W8&zAUn=IvpbS%;@xuwV)M`-tBp_hna`o#XkeR|Wk^b0Z@o=a}58Gf!@gY?8e4
zAmy+2#U(BF%76Z5O}Vya;uF3pS1s;6U0EC*zvrRdT?<vuCskip3&whdx7j=U%)9?g
zN8Hk8R<wuev_zS}Y00;j*}goPA#<`s$M&(S<j<W)b$hQ|Qb<#mf8Le0_2J#%BCUq?
z_hqgvo4ep{<f6)VH!V(GXL?qA-=*AdPOQX9)AH}L9?o6NzI>~x$j%qpEBiRkB*-xO
zrf>J@-I?{K$TRNu9Gi(zDz^=jw@>sdd-6N<@^ZtV!Yd(0uRJB0*Z;U$dTmLWcJG34
z<AA(xJ1<IJTehWhYT<&ryPwywUz#b_sPyrf%x|uDi>IFrZ2Oz-D{^dSPI0uG$oD{#
zidSp1Q=b%k$jIsa?0Kv<JLcf#hC9qroB!T<!gVrTMW$?dYVoAf<*KXW3*$V_`J0~A
zUHW8K6N|il)eG+JmZH}(r>$a`vaRCn`{=s&JC9p!YKh)t=kU?Lxis_r(uo{gXZ);^
z_N@E<@ZC<G6tM)uW3F}W=NUhr{F|97cw&ZzRr$I|C$8rkon`K5t_<o~d*#o~tv||F
z+`fI{lbOSlhuPD9D;U{SR~7yYe<}N}U*y^+HxB88l5Bfk`L|#5%=2Q3X`W|1e`&#$
z>)U6(`1COA?*20WY<XVCrLMB)o=HA#jIEG3a7=s4RTIuP?`9ayN!wI+TKo7^zj<4q
zgigNle4bFiq<yP*&VAauw{y9BlB%tC*v(MM@}jD1D|c)=$++>p=<(`BB0HnKo}21T
zm^1f4RoZ;HIc|){<-QiZdN}`S;CWLg?OM+}O&sjYvQ6$6Em^g7!;c4T)=QHPFgU)x
zw(gbH*#&7_=2c~DUViDEBJ_@bz3KdK8V)B9+I^YovHaR|<5usL=HEr<2hGpW7JnIW
zIV)V}z^=mAv4I*)>)Az>y2H*rytXxT>5Y?@o9|lB*}LcWjCXO_fs1;2nolm-v8_Ys
z6l?0#nemn<R`0H5S-Is)x!Im3Wr^peY|r`^uKM=<cFNCPg;Af*vUJ^e{bg0SyGwN6
zr2aE2F733fkGjx$bywFhF6RV!uU+K|EPcGWVspP3Ka06N*XzzniNJHLKA&w?ey@~$
zJwJL0SLIv(?Yp)79!{J!?ObJatf}>G+rY~lH)J<QUk~4K+ilZgu_U8<sn43xWn3E`
z@6C(87rn;8yKU{2*>`3vFV)Mnj`;Fd{z%~|rxOPE1LNlNJZwmCcc{94CQpe+rQ^Xb
zuGcwRpL2=N`My@T%q{n9$gaBAcgyUWx9@SE!u2ZfaaX|ch3mO5moi*tx)YwN`q}8~
zuW+Z8(pg{Ki?X8hj&I_wwm$lEO36C;*bmQMmwlQpAtM;`#_D%;g5d$%&qqspADxi8
z!f@Zr>e{|*LeXyorYZGYo8J4+U46-M(_Ip$=6t@iZOz$JcTTLG!1(w-!`jd<d;N~y
zeKK*wk@+>(LvBr*b!Rot71z~#YrSGV{k`}5M#=Zf9Ot;J!(!(ine5rl@^!`XD>}tZ
z59&;Hw|?zlSTpmi>)*F0|K4i;UT&u6eu_c#?BTo%F`c0uYOAt-o$=TmxXIr+^5Sd7
zsgAGvzNjrVnzA!->*c$0$9bN496WED&*5&HeM+bFN#{3fzS``aZND_d3oPZfzF4_r
zn@wd<mj9xiD+{@Nr8Q+;Yu>N9?U`B>Y4@(U>ld$D@cdaja<h(EKF+gzE_$$|-{@KI
zyRNN|HRi>OEtGk}WO!U@hi}>;<DJt#%1y0$b@#!9o{0flPgZy&{`k+(o9wr)>wR!L
zfA>_WwZ2<+$y>g<)_lfZU-WU+x*5Muv%WoB>%QtZAHV#iJ>@~SPTe<u9M@`Tnl|(6
zq?MA+vrEo%aBhm37%QT2wzplStL<lq;elllF-BhOd#g5nf4uS2kJV;dY_kvDnzL<I
zi=|4D@om%J@gGh{>ZVQH`D(Gu^I3laHf<By5~OkPg#FaI?h5fEr?YvN{WRRdP<-6<
z!Q;ux9=%=srt;EZl`D(pEq|4}Ah<{B{w$ZiyPdYZHCyHT-zINmOkwSi<t+)!E;qjU
z^r=nHgLzlaii@p(k}s}y^}N)_x6fx9^L*a%FZA=_h_>1z+plk}a_=_PnDuniP0OQ|
z<=^IsEP8P5%Ffb^UoSqd3fQC*H?>PN)u#Du;MOZjb@E*&rg^45UT^9b?X+&TFMs&j
z?v<X^+VQdHy*FJ+>Z?6{Qr0l0zr!ZR^<&_i1b(kc+~o|Szh)ht@7eU~v5s9*M%l%<
z<7Q%0EblDcWWM&j*fZXP+e=nEZd&RzdEQplzP4*`YPS89mXW&Ecjd^BW4<}pZpr2?
z5&i0OZo2=}H>b+A+^nAM3yn@*_PR$kc*8bZcGGVr-!HoCw`6{m{cOLKL|UOq#j&dX
ztWJ|z+n(o1tx;LZnX9_kS}>I@%wx{O28A-YtCyo9JT)a{!YBQx4yt_n@B9un$%D45
zFF(lMu~@;skKb#l$@_&*cKXi>*tIAAUU_C_LKm|eBlF5t-^IfMG*#+iwGX{B)pdLJ
zu<2C6k|zKE3{l&r<}GVsQ~73-5c1jl(y=|8!gl3fc)5Jvv}aCAake|w1^sxnpjCR?
z=Q(9-e@jMPSeba>UFNO!&Mg&;`dS~)roI)rxGA=(<o=$i6Pt4HRTr$6RC(N!wzG1N
z=;G7UC!Q*O8F6cQf6KvXcNqic2p+90y|;hGu8n#Qww4S1{J!<yOWL?~+hX<AiXZu=
zCZ<U^tNSsUK2CFrUTYt<Z~xQ{5sytz)h<yFjyg1D?%jXxi)H*&Ro^C6skW@?<J!m~
zP#hmuk$vRF2PH4hw_n${BwQ7-I9oPNPUW}Bi-Ub4&)PZHzAJpR_i4rH&<lULw$DvJ
z8F8a3C23c-FPHcHnI{A1Rji*~@}HsWmivu~5qeK$=10BH-DmRBNi;yb&q&+jsP1ix
zX+~MIw!~ii!c~!XPxR27=htW5+;%DV0-tenobj?hUR(Fx5@JhJ|B-#aWchC&ZN)H#
z#^Z&t7q+MLsCKOT9u)pM*~?;KOm2W-@JxrlS>LA%ef#rjw@Jd|uDw0)Yu}w&KF`g9
zt1xQX$|g>AxvBCq<!w@~WSrxdeYJLD-nBRR#tgM9_f~~!d^e3e+@E#1n0ragagj#0
z;#n>#ALnHqI^<uM@$|Zj@70^3cix)1Y%tw0u~l7dwa3JF4=yY^y~k&R!*SVF4zC;^
zFO54Cki<U0Zfn+&V)vbM(iD<KStg}~eJQ)JL$TxhwN2}j`$Sce7cRMzzteNs7sH!I
zT3h0)MTKK}+eIf$ua5bAHd$r1yG!)uFsmj5#`9~#tv5$ZiZSM&A{>_Z+gs1$-&C6w
zWo0{;B$-_1w7GJB&+P-2?*o5cQV(6ZS+Urzp-Z%&Vs&QE73t=l#;&6MpO>$k>^mzi
z!1m=?`O~ihDv!GRTxm)=+~{ZI5R}oWd~3$3hR<QA=lc~#iYxXzUz>aT#)_Mp_Dp)C
z&cmDFU(sxH$*;iUeb<xc6DCi*wQ=&yyHZ-$&9D7lAi8L~<m=0O6K^Z!hAC~kq4i0t
zGWP1tDRbwpadXaly`%c-e%(+{<_4q8{W)7Z1m3VFd#-Xi*pT;k)th$lAiopab^p2D
zVZ5!hNltZYo72D0PSaD93Xhv6-Fq{!=SkQ3nd%$wEj+zy@0spyS5LmHk5(-boxIHA
zx#;!QOv~e@b4};8PcV%9Y<Ba~D#z94E2A{8GBRe}*xypmabiv8+cOH2uU}eRq9l7X
z(=K_MXSw;4D~EX(W(&Qmlv3EKyf#JobJx;UuRJsJB4<yskX%vj*=nn{rsL_=wQrPl
zp5(1L9WQXYS}(xt{@RL{=CjT%?CYF3>wC1U6}L%9=o7}XX^U>{E_3@F_-$@po|d@e
z-P=pkViqqdxM6o}Mcn;8!VJnu9A6%PTxxJ9_K4rLI9sh4<>XDA%eGv2bU$vE^aS&F
z&p)pZ*mUjjJkyhwrcdKP^m$yDo?|Gt<7gG@v>9$!;_S9O_H~UdePOjFxh{K4nd3Dl
z51X*9J8l(+uG!)}hj~xJ<G!yi&9((BU|4T@(NEaM^Gesg?UoZZ%}L}pIdVxaEzjZC
z^`*x}5(@UWW@;-j9xYK#-+21%r7Gpw8!uk6DBJL)N$W_R#Fmq3aqX|ep6{tW!sxO6
z^4nvaqN|#=zH#5Wa_tuFm?%eSRt^K(RW1Px2aaEwtuyItbJskLJ3JfzGrYcT^TqGP
z<ypSk6J$@{2o2YXwtXGbbtW}u4u906-TPL&>Z!fF=<@q%CR$&sB2B(as<Z8Q@%CBS
z7q)eCZ8x3{Tlek4^KaU-Jxx?5M@>6)V%Z8`tz(|*%#vqQ?%r~plg@r?^EAnAR&R8c
z2pC`gutr&Pd$#l%o7-_8j(-%L7wP<@|J07!=%_1-`KG}|{9bkQA9imn)t|v8F?YF4
z*Bjx38t*@!IAhECXj{lC&+L-&YAu1PE!XcA&lCNa^vb-=?8NPOuY;9YA}Pgjwab14
z`)p2lDb)7PJvcU}Q;3hZ^cbJvozL2bnpfP>&pWnf`bB|)=1*%>_j7niNPZQa_5ENG
z``Y5`XHt*dX+A6SDcV@oOMmf|H-8>0s%(|>@hk8xn%4JfzTvYiVPz5r)`t9EJ>jv+
zn_be2I0WR}t5#i%`h3=<<5T1HSrcCNRPw&Qw>9^RlV5B~vZvJh2Ul`+P8iu{*T2~p
z@g!-HV)6HE`Sh!^)z+r343h3{?w_^mboKPxpSS0I?NW{@ytn$KOnYP4eXSeEN-p1c
zGp$6Ou{CJYgUXhKq@5F=DM*@J+o8~w{5Eo@ZRtkC_A~nni%%X+H@)1d+&A~d1f4l+
zO%rm8Bkt9{D_P32)mZ9X+KKNkBaPg3+HJaCi?Q&|30ttOaq-KLN!6QOgQk>qKFgNr
zI#BlOT03Lqqg|Z30*00^V@hv(U4G*{ukdwv+B$Vp^M&iS=l1Yi2|RE1&o|38L%G3N
z-(p2_hP1^it7q%<L#t<OWv`XYI3hox>esA;J3E*dp5F-TKK=CH*0$};=T1Jqyf@_8
zmW?5g?OMMyay3-_zEX5-!Y3_9tDUl|Zo8~Axc@j{XT<GERhws5Pb%IL(jJhsAbDc=
zEr|(pxK<YCPvD3@wyE6bn%=xtwOteM)GThkwtdm=_Jq%Yo?l;N%fI==eCSHh%W~am
z?Ax6q_SNRDtl2R6-f{bNGo)MC+4gM8HI;eVF0npvn(Q8nmyw%qb0!_Lst)7aTD))e
zChuAQ(kGZMa{F;C>q^*%%|+EEZ=<)Dxyn4Ad|%Wx_xAgQw~waYPWM@vS-tVwcV6a+
zeeL~A%fe>0?6|w5CyYlxrMdBJUbKsd(LCeprk9p%u~2p6ebqZV*3Wx-s`_%aH3mO_
zUDM)tds6$_%9uFs-Shtb&0PMZcvo26yW?@w86%2g>mF_}m+AT}d$ZT$b^obt53Vf!
z^ljS9@UtsVTlq!H%1m<Kt@8DK<aA->2YlHxracRv^42Ew1oQJ}E8iEp`gv(wa1vg)
z>T@iUAH$a~tF8xgoM7CywdZoW1+)6zbnSTOjNsR&&a$@neil0(XPfPF`{+}~E8o`@
z&U)#f=w~<eQgq~fpM_KT_}7a}nw&f<b6v+X)h>ypCsqe7oMgvudQ+b3&RM0+hRnBi
zOZ+huTJXN{-qvr%?~^U9GS}Dqtoo+;sE*O{yyL9H+xp%`@+qma_i4YG^5JSvt9P>U
zM$uKb<mR)utZ}yYx_onWwr*hFI$71lJ3p)L>n&H1?CD>dzq~EY!pQRW8_V@|-W5%M
z&o3=5UzGd&w1w<Zf1Ny+Z0AKbr|h|JDxPG28C$z-uGH}@3JP*to*NlhNGSJ5rLMhm
zQti;5YbW&%&GqWF7Js@mV|v-Wsi$N8jfGfpYPB!4gy)^Imb<a8&sLQsGDSWrXt~%n
zrMY!sbEf`FZ@qoI{Q0|-pN03gmYelG_{8vi-PyOf7pr)}RZSOldJ4&utqBp@+Ba+J
z!(i`-J!d>uG?v=>X**e$XB@w@;oX86+ZZjDYt{O!ytzBJ=5)=wv(YT(5^KCm=0?0v
z?z_6iJGtxhl;Vr;qRl=UGY8(aI?&i|^GPH2XvLaJ=Xa`~`@Jr@emA)L>WkU5mrpy4
zzS^#~3YnAI>z!vI?HV^__k-jv(KTPS3^(6+epvDMgV0DO^}7;hOWb`j4IJ#YE*G1y
zg!jq(taDdozgqogD42Ttr;PiQbF;e(qs__#8bWvszMU<VziIGXV)bILR)MK9e+_*D
zXV(iGO<8ff_6)z7yTvi~YYVeQiYK3c7}a#}^BnnOTNbt`K3CfoGRgAiPr06_=jL-T
zh^}~Y+3dk8{<UR38>c@Bz1r*Vb$xQtzOBiVwroz3H<bCdWY@O4y^D4!%M~{UA6apL
z$<=?8@9m&{8=v$sM0-Wc^pvlSc<ZIEe{$V5kH?`W;<6<l>)p7;Dzs$U>^sk=rmJu5
zt5f+j<MXvOdv3EC9$cO7uehD<*A=5xUyk{5&37zbc0EYYAn$&!TQ1}CQlAYc{Fz0o
z-&{_9rq2Flbzu1y*{>I88N_ld4xID&`mFVZ=JT&j)HS~UdG(`%ANX9ub>EkzJ(m7C
zNB2p!o5Q+-=&Yb^ffcgnCD$iR_H~o_wkp#m;HkqgEqSF(S-J1}hl?j{^K3~>b>NWO
z;xTdOL5FOwzfl2Rf|pI78`bVPyRmq(->sR)_`)-9yhzyIWZm#s^5nW%l>rMBE01SA
zO}dn~BU5Vo!jOY3lbf$Ccdcul5?yubx#fyiZD$r1IBk4z_2*WNu)C=T4+azmR<xbc
z?$s)AS4gQ7{hT-b(TX$SX5vQ43~!R(#$2AZd#=HfrQGXgFMi2u9=m1d<eWSs+t(K#
zBs`w==fsAOI=}LEYp<E<P<Y(yH}_#X>y1}L!z;p%`&?cg8mYeXd{lE#-nrxZJvMgD
zyPI^3PrEPs!hu}NRsR`o@lP;5v2MHS=?l-pyxmH|cNaOl;w_pk_VL7$4J=*rJX110
z?@5{Wb<RY;=aRp!W!>%Tu+=X%OljoPI&^x+pXSdirG3;Ko3C8`&#>`agN9F^?W!ru
z%Wqts#2=TvX-}@Avf5e?)pP7ocQ<aV`SYOo$Ms;@ty^N=%J)}om0rD5!h4c__PlD=
z*4s}e{+Ks)x!4pxm-+FZXT4rJSJXqkO?%!X?@6Aawpw$Pb4}If{Z{D+ciqb4_b99U
za&DmGq2^ar*OH|#p5)PTZF}bD{n+m2n$Z6YQ`X<he=FMVS(`7wB{F}})!_Pq$AXUY
zi;w0loy7XH&oA3o>YCvn`>3mGZ+Ge$Y}$MCWJf7y1CLjK)|GDWj!%BR5wku&v#ttF
zF4kaKVR<}juJDc3yEC$uwm8UHep}uh;>IF3wQaljatoi3*QO_OPGn74_wB~{@3UU@
zO@Aw-^!P$>((DR#%T-z@9?W^%<?z&sYpcDoxLB@s&0}@uk89a(DjqOBw)bV&laTI}
zqCxI5Azs;2U->SXcIJtV_m;aVSw=;i&vvu!o)NL=nBkV>mvN=fq}PT#UuGQZ`euL1
z*7EZbrk^+LD$TkZ5$?Nst)I&A;uTp7%TpAe+kB3lw%poXq;PWY)blTdTiPOLOFzkJ
z_TQ5}FY7vMe%jO8ly~{8mD_XsJ|7A=^IhnU0gGT`+=aE0HXpyP*SNIKb?XAh28X}d
zQoqBmHXNz;w|C0EH)So$)SEq1maFITmr7e4T%LD4=h2>auj_eJ4U5GNzsq`iy>p_Y
z{Mv$DUDhw07KeS?`j_8zTC}IYyHgY2#$~RIb-R?)A>8-1YuDn~og8=My<X<#Fc-O&
zTnd_%_s#9!*~9fa4sYL-W~sDmg>D(+#3*eJ=F6g!S7eo4o3Jrcd}+4kG0m<Z`EnCO
zr}B9Q*@sJW{UlRv&G@4|=_7ydv}evN?1k!cLhi|5zWG^ar^=k`+;dj#3wg6^^QDDu
zf&DgLVtY?#3%%TVJnrijod*&>wOyA6Fg#ke%_GWxzQs3-bz4u0ObPmGure$tKb9-v
zfK6fKx#BBd)(6<hdamt0sP=$ed7<d@a<hHWMw3rG7G1LB%;fGUW7Wr<2UMPmy153_
z1s;#ubz#Fvmd8J@><dsx35(h^*?a9dyUeG&pVn8MpHz8Yp>Ofha{avKb=vcHe46s0
zbWKcrai~>(>B@uWlh*mUoA%mGYhR|le)m*C@AMC6E6bLzF-}iT;5zy3!i(-Hvo>F7
zd+ztCv1m@odW$Q99C>cG+GW0R<^H;Tj%%K`rn2zuSR_>S%A7a$UFAj>mbvZgFD>3v
zd%9t<-PN12X0c}{6c}aC*wH%C+u*z0)K&9mHaFS4deFO0p5b%M?1R!m9+INB@85N~
zDeYGH<2rAlPS(=qT31v3>gt&*E=Q?;He7ck*&={py~UnX)rNJmK7BrWAf_>b?arL}
zRbMjiYR}oKaQn{VC(V{;lkY?)zw7#9smNs*A#}X?^4{`8n{9qx>dJW3ySOSeGk4>y
zy;9m~1rAZmt5YtnziWD7b=K62LW_1vyU#z&@wwq$=JkT96MDk#gq_O^?t8SYbhe?~
zJ$tF5RZ||V-+5k2XsYF@b0<Duaemo#ck|V+-0Hl%M>-tYoBO85axgDgbzZLcWvqVa
z%HtAx$FKYo{qgkCU)2lT(@P~}4F7HY#s6UbEhAmeAnDTuXM1G+EP1wHEca%>bJ5!`
z|0zy8Gg*pfp7!A*Prqp0T@e*~t!?FwSCfCr?`xB9o2S(;9#){!-{<u<|I(iPBl|b~
zYhU5^>1DaH`h?}nU&c?Z%0FUTbt^UF>4cKU<)Yt@AO6qKEvM_DJgw-EPE}F%!IjPH
zUDcNUnD0A1d2{%?;AfLw&0Fz-xBOe}HIwe`-ZKs@U}=+iQt$QCKjy>Ir*qGADOra+
zwpf2#R{K#>)~p@B{pLj$_8v)*Ustg{{)&z0hxbRqj-1cfc;fJny5LzWk_$`To>|vl
zRD5{*>CQtt%y&20&lbPDoL!nXcIyTG<pnFbg=$xSuic*(&uwxnV$P|ZCt?r(3Xe?w
zFxlm@N8s{fhW`%yD}8tQjOF5s#!VG5Ypsv1dHyt8zO%~zP`%K7!ESYi$CHoNaxeOK
ze%9m_=6vE;7|+&ic73?of=x(N;$>shp`+mp3i6JT{-U9)V?;h|_@SZwy=wlvU-k!d
zRT+#Fi>$8iczK_*#5*;1TVYE1G2dES*%@Efa=iUGF=o;c&%2f}%i~txRDHSd;e`sl
zLkc2Ji$AQJb^GwOjQXqn2f|lw-BRzB;p$|uF5EgR<!R*K#l5jwrZKD*%h%0W@I1Gy
zL7R`&XG8i{f1BACyo|lx&S}3P(35*qD>H-h(e8}5eeYc3#1`LLKXvO$xr=(s`Tx#7
zpvCKVD`!oshlTRX*i{N)Pq;4Ll{+_c#kYdjEA{sLQa<zLu26<*@-v|&UrcYQu8BDL
zY>Q~4OlYRW%9r68OV)H0&)J%@+{BCVz@tr`#{;AFHB$eDw(4A5`18Ezl$ATPZU(Md
zyldx7n^V&BrurLhn#3EhcTcyyzUlEhF}~-n9pA9B*Yw8vOwHUyX3wT+JbAiWE;mX<
zo!NF*$+|F)rxTub9)B7jBr>PzzSmv%GkKi1KIPo_ccnZ>sqo9v$fY{Wg^?G!7deF9
zemU#*Z%GZF{`1%WXuC~{Qpy#%)_!xI@YO}zFY7+G_CIBOzUu3VuN<-Fn({u^50q6M
zxpr}p<_Ve7^}d&F0<|7`3(vo{-};Qfj~VBRwqBojU8-PG>~Hz#TlY9QB^L)>dRxj}
zG)co!M(RU1zbL<rc8~DAz32V+c}|h(n|gA3(%yHGYpW;5wLHu`8u26jn4H+ZbGs%i
zu}S&d_49Lps^`JuYwI>=N6Btmnse$DcXHRC_aEb1pKsYW(M*8R)}3wNr`bWC(wA3D
zee~R4oByol%bWGPjRYf&a$oNG7kb@)nbyYBNy{(SSeibbyQ1v*y6kNxceaJI^M2iA
z^EJ1nxkaZsp*U{tf**3venrfBXtw-&_H7e=wy4{=<pCbAXMOFMrs2S47`IkSpzGF~
z&#xXOa<7Qp_uO(xMc!$D2O$IgOS^R&szU3xG-S0*o|L_|IHNLX&XcdXvx<10i^d8x
zpEc5yXfW)lGtHUArn%#GkxoS1+^Ue&)^MSOuxy`GRaf|(gA2c`@;k2bXl3^#t<C4&
z6=-go9{6eBk@X5JpF<;zh272+`LZ6rv}yNl(|)aOXZz(f&SkO9oH1d~<%qtbt9dsU
zu`kQKckIrlX-oaJoY;!P9|rIl2gLYPGOc!;^L%gdR`t5}5M`0*`DK5S=E}IQkGdc*
zjp0&ye%6#(uhds7-3iSKnKP?Dp+3<^F!w=tsPVid%4s=A3&dBhPWone|MR+n=APiH
z2W4w>iZteG><hEu|F_rayULtr8>b|ES$TuOV(CIJ?VXwHB>RK^teUf6vd>xNIhsf1
zjiv-T9u$>3lo>JY^^cI#b4nLI-u%YxgxR&s_Ia+^LYfjxnV*inOS$dd`}&^jq_X?M
ziJM;rzxZ}J>hQ+f>eu!LPFH5zuza(1w{D>~-=f<dZ<lwieDhN^ThvkV`!bW3vZG!b
zKVP3!yzu3=opQaiU3E=&&Is6Oxgv`7#QD9s?)l1cZme1EnF6oRCcVin>GRdOxgjKU
z>n7#q*!Fi*D<oD4Sv5!ARSMoYY1@RJk7v{Ug;v_6ZAqW}^k=rkiQ9fzGJATj#BSG^
z6#nw1v(W@T_O;4vre2-}OPFuXH$72Ueo^qO(&OfyaOL8>O~Q>ouHN)4vbxsL!XgtE
zl)v2h!cs|<b!&>Ub3)r(Judbw2)pvKFMIZm87n0$MB7c@m2B!>pI?{7EFihMuyXSD
z6UMKqxn4Zp)Fpafo9CAtYqI4r&2491C23yneR57G^R2$)(a>2Ox(AIcUS5#PdbfVP
zilJzyTjeqBgZk_B*WLN|d41m01Fx>k&eHaKem3-M)=rCqk>xqBw#t^V1g&7Jb*&7&
zd-dq)Nm08ZOf;W7-Q0C4R+yckIMPkf?_GHM<e<>B_m-A5=k=>OXErizeQVO`a56aV
zXzGHU7Rp;o4Kr5l5&TiI+CMn8K0Pm5&YEw^@kPb4uG>2Nxb?KJul=&s@zB4SEBBpm
zvv&8oW%FAjW>-a}=aPQgc8`9U1>e@rDA^!e&~UwU*~?FU{~0W9F}{yoA|`gx!%}@-
zkzwqV4_jkrm$~O(y&@H4IoIAx&+zHnZ>AS-zqokZ{Jn@k_Ws^v&IX26Y~E=n%8#4A
zIn3*4t9Pnr!Q4fCm0M0Q|7m8p+&gtk=43Vh1?#p+=$>E^aD0Cy<ey7QI&;srwLf`l
z*L?Av6Jqqnes|-^=aUbtPAz4BvL^fWIp17C8HYLiS<}pg+@ckNzYD!O^(^|+{VNB<
zk|#DFFN~VDE$qa@kDsgOO>wnan7Ac<o91L+1BO*!o-g%@30s)CS8Te;x=62yeRs2`
z&n|pEPwU67bO|lT_p>&v-6tfH((kp>SK4XLf~{9h^xQRSU<j4Fb7dK)xP|(xd)se`
z&wm;`z1u?K{L+|^9Dke17bOifWgc(kSCH3Wo^}1x{9TVt6}J2IT-mYAG&nZ@`<x|{
zjW$YHu4QfH(iXF{-5q-K%hNR0_{?=x4^!G4miBu+FM3j)SLRxL{BCB|>^Hp<4?VxX
z4w!kzV}`}oMc2|55<Y%iy~*Lsf#$QNM_+8Q`I+%nb>(zxOS?sz`{%^Zy<P8hUvL9U
z-IP8?1}VAM!6uLPozj#vlwh75pnc+Lo4s&U&uS_D>9dxtZIdZHo3nLecbr?+om20^
z*%cnm)jDyCX-@k5rEwY4ZS9X-mh?Jy@9N^RXkP8e8w&;JMrX1&{(0q=DcNRSx*|bO
z<)q}g)})?4cVC-YM#fo5`A^h0Oh`>`d%VHqt=kpvbR|7+fx`YMr;95e|7W-wHua#*
zhP83GWWvLJ<<b{s+)ti+^YSy5IrFP7UwJlB&y4SfZT9XA5!u5#9__jJ%k1B+Ue8y{
zzpThyveoL!Q_Cvlyla;7tgq`FfA71)wLmtoiMea%vy_I6DeF>IwSP+F$yhwLxvJ}{
zRuR%Taq=9#skQ4v{I};BhRt$KJ82<X9PpRd)H9>_kkLjB$(Og5xJ``^oM#wxvXW~X
z^EAsZ%Qf}2=FR*UI(hb+T#+@!QpeUXemebD{lg07iD#7OA2&T-aZhs6BTc3W>?&Qa
zwkV};Y2Djsxh`W}rrEh0m%V1Ch+jUPpYe`cri^`7+WeI^7ut00{oWOJZRPfIi`!if
z-o2Z+_Rort)l7V@san%=C67A!owJ(PoNu$@@s7V*Z)P>8XuQhqyY&8G?4<3=vf0Zf
zpS(LE<nrFHoNn_?xBTRKbL7L}S>10Io<Dmwt*P!ti}|UFqh%fwTThy9iJRT`N;Beg
z(>dE4H>1|`bS%y*Jij%4?;mF+!yi{mcgzcC*!kM;&WVF3SE@x$+_p08{f}!V)3SaZ
zSbID~`!t`u)PcSGqFr>GvL*Fmqs+d&)V?_{b=@O1!8Yrik9MwjHdUFc`=rgIZK*qr
zV{8xeaXvOxo1LqC=F{_?$3-8VT5jvDe0ZvR)cT2+BVP#}&Qi{+%~n$@-^IgutnhU-
zr$qkV2%%^99)A0-(Dg;RH2I}waM-37{jTnvAt}s()+>WpgB!b#n3o>Qwo2V`Qlr53
zul7c-*q&7OvwIs8wH`cPcrJT=tfOK}&*z>w;Ub$R9rR>d>t(hsdSchP(q&(E&ez`e
zpP_J~-m27nTx$x7DqqL$5sF^Hb0k^*`P$0bV;9wDbbqh9Zdko`W5<dI{ZWtBcJ@l;
zZd-rh`O$03oy7Ofyz*mmbpO<r-{I$eZP`43#&h<a?_-y)5f|Uw<an%V-q-1mQrTWf
zmr9rQB)`75FDyhmNo7^YtzXJdUL9ImdOj#uZ=(8#=d;sQYFkcJeK&nkb#9?b*h9vj
zGfIA4lRcwqa$C)RujK6?Az>TNu87mNR1N7r5x(cXiipxKx#?R9dNSRj7w%G<ckFBI
z@&61_dtX@>B?qwkdwpJAk?Og`P*Fkf^48L@S!*Wrco@z*w(G@GiL9y{DK9R+U$>n3
z(Fqlg?Gq~Py`Gw=@GCW+cprUF@7m*COsX*g^<2+N(zI?$p05d)S^oRBd#oROX!!9%
zVrA}IZmrKdtp0Jm-nG=T7ef_V)hE7>&AGLq?QUD8(w>(w=k3+sOTC&JcB}th_N>sS
zPnWEjZFN@fk;L7QzO64gl8!O5+gzW1Jn7(JzB^yn{;q!7(|d+NM&|0LqpI2Sj!8{d
z<ygDrMTxMdNV>J7?IvxZ=nWBtFA6mEzH+CrhReqt+c=rcagyeW*H>QqyYAFIZFZ+s
zX|;>0_5|J%ALR)Qe(Y;QcI?^OChl_3cE`);&yk$o_u^hoxwNQnzQOAlv*k(Cg;%qG
zmstC4$M!Uxzt!Q^#ib(V3~j9b`Cd<hYHr<kzS6&W^W|vS+;tE01UrAa=EmCPJib-r
z&hqQg4(9qDE8HG*y?UdnpKkVuGcG%;cke74uZx>~OHz}CRI2;`Gpt)2y~1$2X|L^p
zX>I{WszU^C9g1#K|FUAwEccj{w>z&ZYxnSQrEJ#mKKV!6_^e0ymoMwevM-#go7&~~
z<hS?ol}o;_^3<N^FS%A)(=j3X`m8656W-ai?OJWYeP%~uUv{+JbK}5Vz5JQ0b?)Dl
z&E`>AI%D$0Sdmqo3IUeNpVswRTTDA$z1~87)?DSa=Wbknd3)vamjaanJlD6p^c0;t
z&(A7tC$H5hv&m<a8!v4!&2_SPY}of`QK`Ik?0IJK=vgtH^9mpN#x9>ZU43nF*(RCN
zCHo9d__1XhN!~L%X0a~A)ir<L^Ei1<zd4p`-d$Vz*U3#tlYPaiNxM3ZRefJ``sCcF
zC)Zq`I3t;DW6xW&qJy{A{AXakkTma(%YJjk?D?~PPCYLZF174&oww}PMd$c<%U4>f
z7vFB3bz|X*JNdhM<{jI0;)$B#(aN)@<+o^@vt-+y5naT?ceT~L^2FzYJNs@e{_7oh
z;`gqP^D0*^e|zU+Wb4NH$N$XQ%_4l}0pHxSIWN7uPOq$Zb)i?=d^gW-9zM^N4>s=5
zF;8?~X?k(}jWx%fY451BT&Ev=T`o<Lf!Tg;_EL!@Q*Ya7Cht_3Y8(CP+&t@Sjwg2>
zSH3=<98uM_=c4D+BL&O*w57zR9Ete;SDW#=?um2RX_vR&R+^%2Ssaq*w)hp_lP9y*
z>{OX^&HHJZpT(coSvIU|R85O_t>4^J5~h3mNNRy$tnTGX4UsZYe_tQ*;sbBrM{b|a
z=4SIj(<{t7_Wb;{fx9Ml?PR{2^5EarvU~nhwq;LEJJXPC-<#`o$fBOB^VF&9<>@|4
z-b}q2l*#RpCI4ZK`qb{puir*>-PiM6^7ORuy5c8I@BGeh<y616;ptB1g<n=pFL&4|
z`DkNL`@C$eg6b{B$GRsy%MLC}KM^MH9I3VDY=3ZAa#}_~#qq4osaa<&PP~lzY;tqn
z$z>%5E8F;LwP)<iJv%v8ZozM5Wt&GkH6l(cI{ygMJeRwfRXe-bka=^1anJR|QPC|e
z8zt11Zn)HvV4U!1>HaBtBFW6AH#IempP4mv%G7CXF3$@e-&?uHcar;7)?-!t=hhrM
zzH`0(EWfCkhw`URUd6znE}FB=;oB-+1@)e*8|-4_z0}rTIeRMVm2DMYX8X1IjrSJW
z%~+(J&629*8es8?*Ka}JRi=gNFDh3r^s_3AU8Qy6dhP|$m1du8Iae|@{tQ0EXJEH=
zX_t413D*pUOs8b|sERmOwTr%jQ!SV0$~UZLsS2@Jr6(ou=D~N-m=$MZZ0(mSDoY$y
zyIGXEsqfysE9dTJT@*PZ^VsgHXGY4rr7^{BjPak(Msih%oL$zkE^69tQLg^eru?Ec
zeZ{j91FwsES<T9u=`HhR*^VcLVSJe_h4)RvWMZcsO=Ir4;>>QlSL<X{&+6o^%=ne&
z<=PF5Hf5`h6jZ(pmy}4J)q1%ntgQBI$l_$1=H`h3QyH#)+OPTYtW!w;TD#fZ-m67C
zm{#YWvwXJR;9b^CW}62eoq8`@32*J_v-e-?+O@;sjp1#P1}3Y(?3|uwKfCsP^b(Pp
zvCep&CKFSw?aRpT#xWaHQXSalg-<-kmz8AL_ovwRfg$^?Meld|t*KH{l8|}6l(ERF
z`pVHwhQ5-=<>t4t<?elBQvY?u@&62~S`W(di~M6)sb|&xQBIRTM?S0Wg6E@I>^_%v
zY0o-P7yNbUG55F`kCxnEx0IW*W-)V5RY2351dGRWf=^g1e{6AHRPT^+<f#*G)eQXc
z=jNQA_;t0;j)P1yw=d0@dr8sOjrDj|*}bg7o-dY55+@&g8+3b@dGBxeT_3k?UNNB{
zIqs&!+1!4fJ3cciCHFhV&3qQ+us6`*%NpysWtU7XRQvZ9)}}>i1pk~jee2XWQ~Szp
zAKJERM_r|?r|GqWOI}`E{cmmf>&CeJ>PIh|Hni~c9qxLdx5u$k&3hwD^MNOqLpE;J
z|K^(;<#*k#b9(UQ++#LZ<sJW-p1k{G*ExeSeZS|kerCB{U6-zYuAt@G`)@U!5~_XG
zPp)k#db#_zXH2O^k?H&8FREhi_dK5>>eGL0&+XuA?+>IInO_JiZ0WoIx9aNFCd*~6
z(-)q2wznc-!-d|T!P}!_0t?#K#!5`Qv*#mQk*E586A$GB=l5pCIm!gR?J4X!Jf~st
zGv;f%UmoMK(w16jy)NuhTJf#JyWf2d;+Vn5nsM9hl6=&4!37f9QPIJXp_8j#UF^*3
zpXZvhBBqG*7uSBS<J(OmPp5n+j9#*K<Dn-{)h`{ZnIU)8Q%}T;d7kC!x7?>Cm3C&&
zSQhr=TJhzTH~r?MY**cBoNw)^d}&3r^*fE@^KP!)ZS%Oe`1<7Fli9l*)$W94c^#Tk
zx^-Vlbtr?vKU4d;%&YTcvzA<xJ=^55X2GVEhOOO`Uu1LfzE`?aHgTs-LfKjWEZv85
zj5O}>ORNZ0IUvg#(WlTd`F+sj$>C{#rtQ6X^|Ymi{LVkwT0x%~=bxE#g(=lK<oQy~
z!W|48Z_jE5ccm46uM$z=<Kw@4X|w$M0^ZVh8w`HV5VCzWPw9@qf=d@}hV|$ArRMmo
z@z!{@Ww!TL&c6MA+9l4)Jo=(GRmJaE?|)dUwB@42skQfy<}34=2&_|fV9&bN#l15m
zrSM;E_VTtXObk)4Sqxhq@I2ltbIqVsxxVEy`<9y4M6aBwZe?G-zKq>{RC2=PlPgqj
z&Pnb%dDVO6cCE5Y$9cC#Oi+Hlj5UT^N2_^W#nJr3`JLR1M??0{6r8TUwAd@!?7X_P
z#=)Ysd0DXz^V7nPt7i8VJT5$VG|#mzB__Es{IKixsiMKNH`T0pbwJZ?R?w@WY2QAb
zR#1@<jt$(_p~m?_>rT1AFaA?I-}<@nl+D}PZZhx0cbz3yw`@G}T1s!Gq0S4Lc~?)w
zWJKlP{I<l|;?L?m87dPCit4s5O<wL){LK8h_l;BjAthFudPJYy?e8&NtM=`lL$~0Q
zuV2|Vgu9h6K2;Guv3}cETcc}E9tRa_UwxDfciT~Mr&T6hCY(3MUiZzqa;K$IUAn5`
zSLb<byuFyAVENW;f5p}h28G95i|bS7zjd+Co4W7XCYg7CRv(?cxymT((rT$y@9%Ex
zSDf_lWB;KQ-pjrG1;3mv4LmB9zVWNc%O|q-QP2CH6=u)&HmQ8GZ7IL<oU8nr#j#5-
z#4vB)D0*tj#3hHCV>f!f3Av-YZRzH$wK?JP=Ihr6wcQkW*r>kY+uALj)7xX@t1g8G
zSgzW(kc;z6)z3LokIj`{cxy+J_KfQA#$!)yUte=t_u!Pa)TbM#*w{^{>|9@*?q;*r
zJh_qQgy+GP*WOG$D0k=Do>?VF68K!hfAciRPoEg2`KDrB)3dU0!yf<B?-a_8a%zSh
z{Lk?9>QO!!Z9e1Z^00z8td%GJtX^i+?WmRY(pE1la?z&`b{}5*1$Z+zxrTTf@Hsv<
zy?$6|O9J1HwU%$vUhb&f%k$$}++pT@T2G9B>d#veIzxGq%##llFJA|lPEj%G)O+)7
zRnUc}JxaItzR6TutzmgkV!iW)_xBz)O!yr>_h!_Z2DY5SpVz%}MYerb^yItX%Bg;3
zx#-24i?6QR;<mr%u=Im@Q;(f~z?-LWTJ><P{jab0U(Q;ka?#8^aMmxsyAO9ZSbf}4
z9O`u{H>2dZtW{ahqFJ@)&#iu|epIZb;mB{M?B2<dA61vkIj;Ei%leCFy**n$IW-kz
zpLlO#(Jhb^_WIWDDGFb0SDfb#lDZhT^2Sdgec@Nzo#$Dl_hql#xa&%sE8}fR$>;K?
z_G*1UY|!9!OyoCD`fLA7Uv`vFIDKN_TDkU_Q3A{E>%M({q3Fhmi*5Ic_!Z_{HQO;u
zd#T@?g#Qd*H;34`uKv%EenwDwX<Fv2J>k>2QtS;CKHnF8cx<Uh*p_M2?{tQSyj)jt
z*KT>PXzQ8jhL(BEJb$(C-81ByFBo{$uh#$Cp5Okd^C|)oQd_IcyQAM+`}Xlj*#m~`
z7eao#D`f&#a(!JW@uE=e@8UX%znW)P?$$qJ^=*~e1&538)1Gv#FG_N;H&Ef~Exqz)
ztGL?QRfg-|w!DZbeckmS)?kSo|K6(9RmMe(re|M8)pROb$m>>4?(SLl&CcK8@K&`)
zm2S(I|Gc;}CT)+`Z~xM?Q@_5hU&{5k$zq*<*yYEwlwRymDAJB94XSfz6PC9s4wzlD
z{A5(?x`?@3yYo4O`fRl?Z?#b2Ih-%I|8Y!7+2M*4&uy;nc3V4rvRzlr=GKcZW`*qE
z&Ai_9&9zCVpEODI86RK&IL>g{icsbc>r*aE`c&k#{|vq26~6PVr|N|_CUeVP-FsSd
zJYDkft$k}Ze=O-;{%6(An~m{WF4tb2;7Um;k$kk5(KKW2<G`mA_-n#v2K7kYJ6_ys
z>7{r69ruo{*{|EnRUMPEEZ)9TWLGd`evuXOQFXt<Vwrgc+Er|kQ?^-{ELtqFq(9A6
zI;>!mD|g6@ZO>wuZ%wN=m_OCykM?@kE(5y&i?s&R4i<U!udiw^zj8@$)};L4N!xbL
zWDGpNHGG=o&y-`YUg+uTD86va_elt6uYSa^yGi3;<&tT;UWGn*f0{W?);TKdklfv0
zq0@Hk+sS^mM)3Na@Ol3k^6v`%XSlv<<%+u}jaS+_J_&vGWwYf{|L9LgE9Xu9W;)OK
znZ@y)=d#)UGx%RVx@7g0$6d#}-#RaruUcO=sbhwKU-5<D&D$0)d!@Pb?81lJwx`_=
zxjlEmHpaJIUytoK(pqGxzEF9d_VKUXoR6k>oCpyroVWG%kE%Di`;;4(%)UMA)VXV0
zPaXR`xi?fc^3^Zby<4(;PA$GNYx(+${mz%y_FeNmd~fIO^?X0}2it21D86x2|FT-D
z{!oRS!}raSw|AIsS{mdXermt)xml}jO<pmn`sUsFHre|HzH)!Rnb&i-js4TnB7qD!
zy{k*)UtB8gi*AfxJgdH8i?;($SO$lTOw#Vvu^Mjobu{+Pkkzg#S>YI~c7H~-RZ!+<
z%c}W2FYMX3-sIZzU7As*RdRjd)*tB$qxEig`n2>pypDI(-Fw_pUDi1C+zjs2&b52j
zXDnVNbMoHDu21d<_Gy1G-7vFtOU^0drt0wXpKGkHJ)7KdgYQn-{^;4>n@--@`LE>Q
z@(BGuo8^0bLf(CI-}v=b%u3H<<4=>WKg`<^lgL;5bKRl)57jnm9(F5yrTyiV#+u1o
zitz{Pdu`VyB~O^Tbk*LQXFh&Wdb2`*=Fhv!|A_9atV>T_pL1~^$IFdITb7vFzJB$!
zv^ONB@bcb_qec^t@kVuB`edo~_<hMjkv$U+Wy*11TEq0Vwc^YA(3UkGq5%oj;ih^E
z1UCljt>l!jk=n}gYhKJ#&B$#xFB-Qin_ODOxJLAf^4HbbrIU|x8na#S5MipH>eRnu
zp5^LOqU}-nlchfKW}cbW>gIJuX@}OG$D)_rHA>fMIrcm#U8tYZYZ!IR&A9c=#oNym
zibIy{_c-}PzUuSt*}s<-_Z7bk;h(L|6fx&3`_|NRce+ASuD+{Mys{v#_^k0c9wXl3
zl_G}A^^8MO_O;ou6}v2(cJ7&%)XU=4nZCj1+ZjHdSf}#(fSFnUv2AZlIn*rfb{)MM
zwS9r7=^npMy_CYqbFM7)SuA-j+ve0py&?(0YYV$Rxu`TA&ySjM&d7JIcaPL&mq{;m
z?w34T)b7_OGpSrYYKv)uXYfJ!sg|jk#V1zpeVZI^`C?v6-b8)JJ}rJrH?8z-Gn&7w
z(bscSSDO4RmOJoS^qaDecU>;#-kx?m>cGyVy;UI}8dgvJ^6P4)SY%@m`=>=`j_IAd
z%QLZVVTb4fy&X@pWnNx#SJ1ssvX)bQ8+T9tq0Qf?2bW8%j(T(P^OOaDGFL0Ji5~Z@
zS#jI(c+Rz!a-QT{evYzLNv-Qo6tzscnsN5z`o(eVQP0)(PV!%#H8=Oz1Am3j;ZpZZ
zt$R(2lorjKHAS&=X^_XW8Q-+pCtllj>CrvIYtynj=JMCCjW^oXy7J2I%g)oM@y@t?
zX)3qD@w~4kr;a>W@G{`-A8lU0scBO$p1OadJ*hmD<84#nocY1Av1fe5P0z%5D+D(%
z%59xpmh(FJd)U$R?K;sSzopY7x10NWwOtEK|2ebr`?^ycLa7I5e_C2S^UC_v^rT3Y
zmXhNSefjtpMDujDZkUxDs!x77>rKvsMz2P`iud={M*Z#6^yADdtL(Y<bji;t|CDz4
z#s|92KN0vN{AzqM&vFjdLia=4-WQ}47|+{sC-3UaHCmT4Kj-zcby=$VtTI%-wR81*
zw(MJzr-!Ik^JTy7wRYUxQ+wum!nO%&hH~2ZsqA|XS=@6k6*+%S+MhpLD)j=}%?*V+
zzKXug6wYPcVedEfTg^AK$>}v-epc7#+^tADxm0HryWQ6AMPIMH=+kR?TJAsf>$c?$
zOXuGzSn4etdv;p8jRJ$gj+b$Lvr@#K7A)?Yy07f<yT0bFX)6z!*G4Swo*c6=EcU#8
zw`=Q^cLDxu{r@)R7?kx~PfLC_Pw{Ma>7V7=D}#T|zgPU>rdvZ;v!nRZxC#TSD-6OR
zvn^A1T<K-^+HlIc*_W$stJ2qJvnK2eoUOWRqfD@n!rIH9*QUi)UG)sV)fspAleU>i
zy2z@d{azd8IG=>{3cg}Z*?H4beR)u7lTNy6P-&>VR@q7hWtFRydEryfnoF-;lgpR7
zZ)tVW?@zT_zxSq9-gdP3tJ(HbT)N#pDzM38xn)VGVVBL5M!&ze*12i1?G{=g!!^k|
z>F(=@_ls4}eof1Mr5K-g>T=h^`4X#)Z#nOt94>Tq@xkMwi|+5N-<=uxDmzbI(tfR#
z$MxidN!6hN_Z5GI7*1nfxop<HV`kT#nWEF~c|M-(<W}AFT1ruAp617!O_nPPug?1X
za_5<KAN)^Fu<qI`^yG<Kc4<<_+y!Y{ghb-5T-w=PXmmJ7@>XWp+Xj2x%<~dj7He`B
zdP<zlOsrm~x?<)tl}!^g&oix137zr8+A!4I&?Ix=q{;gy1{zM@-8FNrb!cRA(!Z-A
zyA%%QWkqifx*c|B+nMEiLuNY0&ldGQbGq<Hi0kbM*_y7K7Tn}W=yRy44twMk!N6L)
z$!)<q_U)!z@glbFKf>z1REcZs%<6aW2<X`!)p|W$dHLSrZ@;=d4urkGC9r;NrljNF
z*~areb#FG-yD_8h;yK=gm*0M;=)L~g^?vQ8n^W3luGOA$+j+A|+p<`<#I$GODz}`^
ziW28V8&wP@?=WP)wEWYCCzF2!r*8Y)=H_lHxMudo<%hms-Z}5%=I?KNeq9bbAv`f^
zqe9@;m9HKYEH}M)YKGTxy)#F%H62+>7WS-gt2ml{A|>?HHOC!4ySB$|ndEUQc*?Xz
z0{kC82e}*YH#r`wShMp6>*H%n8$Aw}n?^;pgzv7NtD^r*hLvf4rM0u*`=g<K1?$)@
zS^Vl+UUydE@#mH07iO%ll&dY(>3Px<x<kr{?c?#P<rN1bc#`j}J*na?A9vsDkazK=
zpen`9(UB886y|&}?Mm#F=sSLWZ_1uGo8ARa{HuBCuB-M6mA-jbTi2}Lcu{LoRB_B4
zox<&>?AK<T%zMhr+-G&wrOk-(j`8)i8LL@+jGx>6xpK36*0-ADqB;vaPR|QB6+RKe
z;O-yzXLacsW#e|<t}D?NUWKs+oBGxVdKKhGy*aaeZh^>z!T<@5DHG?&-M_ZpGw(!Q
zsLJ!Lna<1Zp6pr3v_5QJi-qaBlar%YJt#aIV|K~oh=#@2wYPa?{~U<;7}w0YL~su4
zv!zG3B&~AOkM$R-<@y!&K=@tuhRZfaPW>idzO4^1a+dlc`71PR*OY}fSgi^JYHtP~
zJ$vk8m&f^7xf{7ZT{Bs47_2g|c<I|#X;$~S*=O1V4Ml&I@Ni>`xp&vS%XKwVX1MaO
z;n|L-nZ}dnZB;&NW_9JW-LbsZyO*t|hH6Ean?}xZ@|qmeFt6x1%kxX?-A(SE)5tB8
zUUu!x3*MEMc2j3+xa;h0wEG&B-TlNV@Sx0dr9H=To!&_wR!ltjB;3|(Vwcs6#O0w|
zrDNr$&5G#UE;sMW^^Lvr%VR>l>jk6tBv@;xW~=1}Xis<lTd}I=a=5?4RI62f#?8L6
zdpA$Iah_@W*#n$S6~{#%3;t;6^tY|Lw&~Trk_t(iQqxPTR2RRh+`L>b_1)(6dlZ_t
z&$(`;_;Yg~d)B;5MUOLWE}yJ7UoOf&<wZ;CDxEb)5}3cPh-{p~yYp;pc0#4BZ=yd>
zw?Uqx$ac-3`@vBajgm)=INI)?o3izAYrvAO-A~R5OUSO$xvZ-;waa0u{iRvS!Pi9#
zb)WrH{26jTS$$5hmoIPBtEUy0^cr0w6GZy7O18y)@exV>^JuNx>3}J3uXao}D~xh3
zJerhS;Fg^`r$yE(U~3xZt5^rl*WrGQfj7FI*<4y|`Pyr{{+#)RN8?Q!4}Q0rroH`g
z*Rz`)MFp8%pQoMUyLGoi?aqditG$AZo<7}srl99Y&2oFMi+!5xHCz`Xm0x$Q*4dHM
z9I880{F9DoZ@B5qC(33|4?LT1{e(y6@}jW7lS>-av+wK^(p_9AdAw@XYXKX<z>_xK
zb2j{0)qPjtWmK_yLbzMUr;njhH;kVaet8|Dy5r7XZTq)xg?{}rv3Oay;?(n?q(i?$
zQaNQxR)u{RI>D&Certy3?tIxSk*VvGeFe_W4qt0z{jFnz_5`iPI!6R2{wVeo-O{Ym
zw^b<jw$mlwteEJJ`dWq&v!<kZhu=KhGci`{))6+R&mlM5I3@mVJ*!b}m6&?x!)<%v
zE#_^v-YG4&;Jxwt`r3oK3qwl-icgp}u6<D!zIyHgk3DU&#gWr^5{?v2@cKCMURPD#
z@hFqDDT_;fE#5bC&yfQ%;o4d%JP}(}&n<Dv4L!cMSm$4w_r}-Zi_=UVyuB%6YU`Dm
zoUvHOXyUu#c(xzw&OJKy%k7+z|2FL}3=$!Q*YBk5tNYRW@c6u|?~)~DCU-qsEt<VH
z^8JHVfjv88x4x=zwmm!{T3v1J%c!GIr(W_E-p)ROKkDdCX_b`omNwzrf3W*sGL`n8
zp~tmm&Q$fSMVGpZzE~UT%}LyP^{ZX;1)H?*VHe(>wmfkA-ri5gq;KyyEOL9+pSQdB
z)bqS{Se)l@c=^)W#}C%a-N>4j`SdMs1OK(X5?Xn0_xevd;(qh2h1<)owqBPHe`@01
zELS)6s<eedoZ;nb8|}At^T`BvONy(mUTG0^Qs!K#>dsoJ+h=UJJl`qCJape$Ty)o+
zx#n!7&?`gh0#5ejY|GBR3CTPcwkdsqW8p621IxTkoZs8aeLd{<eG`MS6Z@rYm%Vn+
z&YyACcljmdZ@IRyz0Ku$#-L+7a^v+mw5=W;@(4&sDL3_X)_QDPxon~O6<@ts)8ZaI
zazA!YJB#7QK?%|6GC|3OFJn#jPdkuuZDZfB=Bd*Tb$G^YmA}DO<goVs^o%EhzV~)m
zzI4~xsg-7R^N^8;Om$f8q1LBt4r|qt?rN<|W_ePVwk+!}`<dSox#gRs7v-PZ@^+ea
z8+*Rovo-!Y700Jpyze@e{ZMGWKJ(h7pUJyYSDdSkm3<ZMyj|k0@1#>UC2TvntGiE%
z2t1y5^~x<zwM!}qzS)xM7f!C4SUu<OA8Q6JyRBzV9ZZ<8on7?hr%0W{mPad}ZOz(n
zy!YpM(Pxjtbv3<bFWj|ar_Rj-H&3gC^Zko^YVrKil51N<c10|RpR(~F%eS>F*2Zb8
zDegF^v?uD5=h@4mtX=b(_L=R;a%)jozUJNv%_57pYtNnfsJ2CL)pmxyxkpQ<z4KxG
zd@@e^!28l%S5YY^k1&}key{KMdG6oJGH~H)&Efg=&-DGn*{zH7I=-trt`f|XH!0m!
zB6O1PTaxXnHzy4k7BVl7x;XKg;Kst^O9Ov9@w_+vBJ)f6U}1S}pLNKUyl6q4dc(&G
zVNaL!KfA3zd+w3qSlcyaZ<{xy{JQR;z$~%GQuKD!+`u`>qNf+XD~?K=%)3*4&h@-W
z9oHq+)m3*qe0Ag7*Y$=U)q8T^yp^f!;^SbD`{K1;#il3qtohx|3qG3nmb}#yKeKxG
z{PVZ=Iqkc?^}Nu%8Ecz4z9-C&`W$_FrRiLkJ)aGODwy_7{BZZ!^reS-8z=0W`uted
zlJ%OACGJH_r38J~WtMF`_hME~*sLvr8%{DmXP;E~I^OZ`%#`1tQ*WPbpBHIbzB8!6
z^Z2E`?>%={DzQvHpY=s^$E!8Toy9eq_WSz!Z(Jo~{@SxZIjAut^z|H@#Kwc7r{+4D
zoG9Xy`|@*A^_+=4OE=zfToH3nj`4tP<+{9A&y*E)9;<K5o-{owv)rwD&J_W-Cx6~H
zRfp`Fep9M8E^v3&vAf5XvJ{HR%z7++gmJ#slCopkE3-ACSE}1jP4-OaC=j2&ls9vA
z>ajUed*2m*k2?A~`E<wM;;w_)vtLHM3$ojK*F#kK7{iw}m-;Gi6?)IR6?024{^Vy1
z@lEsGlHL?lbDhrTcRAz9{&~HB>T}k*twCS6Ie+3Sd>NTh;%1t+_xLCG=2vCgzJ2DH
zJh}0F)lSh_Kdry_7e-At)AROt%+B&T=I)$zmpnfgSchf3oy#Zu>}rJPd!>%4+_z^v
z)LU#MCS7rI-K3vEMiG;*?fmQYOPOm)%r>n_{%&Vh1!a7U&Aa1t#_@^N=VsQUhm+Uu
ztrpHKit&gG^532qZTRxqg+qrM3a>BC6g|1J>H3?c$<I5#T;^o?zUq;VkoJbF(WQs^
zc9?b~a~XHt4V&yfKh*4t<?N15TjK~LCpO>G$zN@_j%A!YTOKs?+(Wf(N*iat`OMtY
zd~2_mbgkK6hXm2R#c>6R#|kXhc5_GXRAChCeA}gUe0Hd|VerDpZBrz#$+Mb$xVWwI
zLAd=Re!hE^36&|2FYP_<ba{_YN{CpI!Q&OCU*hII&<*=3vUi71pW`}K8LwH@H@+@(
zTh-m`v1I<-{!`N~F7Msh^G|90x^A15t<G~k8OE>Qwx2EcY2tGYy9GSq%QEZP_ZVh9
z>|JH}c*XkEur-&Sc}moV>o<R2s{W+^sI2{gs=H4bleSLW{6hO)iG0I7rM(9y+AMr=
zH~U-M=|fVctN8WqieF$Az3jT&ttHXTici};^6S*ImLCG*cOSlgE^7X)DDgK>^Mx1R
z^-59b=}D;n`udHm{=<J0vvXyV?iMWIn_C#~vUH03oY1Qq9juaerU&tT-*8V`;8Nh0
z@YID*#D4L%aEV!`#20K`VREMS>g_M<{lrf2-(5b%cc(&K=yCIU<GEhBzc1xKD-dw4
zXJoUCNxru$V(aRohx``#ug#d&!MA7DLKTONirHNu`I|P(YBm>sW88S`P<7gZ*{(Zs
zwp1h@P2A(;ddzZNk@wkT|JsWiQ@+S%OaAt%wqAHlIREY+zc%majvpB(j;~lVJ)Otm
zXvwYoUZDh`N2>WTJyP$IrC6V9x#YgcJhZ0nQik7>MYrZieX&_8+8=ebPvn@#dZ+1*
zHd}nw?cEiov#Vxe|BQs+U3YhQ-I{(@e$)G6S%sdSWKpFfo%2{d0+xF<O!`|Kr7oS(
zvt;?zo5Jjp$Fw+QJ~141oFXf2YVdr=SuUgOV(WvZS2~#QO_;;C*Y*|XJK=>j;nudl
z6cmawKP~fFcJIXf=&9_obyG#I7igR|(>}j+?+$hD;|~LmvurX;$@z8Z>C`U{ldE?t
zo&C2#Sjlj{*ORzMkDjkk{<3aaw#APJ^Rir88GbKX>K+@ps-SyU@6A)kbCo6^e74Fr
z>)`gXbte|uFovYJ#j&ww)=v1j<mrv4ES`O?hBui$EdF#fzqa+puh65HZp*Bz_u49U
z?bs~s*gFrrJ)X42$Y;&d$di7*@n~7Q*N*U0?muSD$tW+{ar!}3=x<H?O&PBo*GjpY
z%I?W-v#os{sCwMNQ&xNJ_6v(TYJQq7m{zd5_MVn%+q1B;&4!`M>-QGV*&=?)Lb32%
z_T3U)uSdMyitD_tDmm?7mRK7;GvtHziS?5oKAYWB89#CPb-9UIFMg%_Ul9tC>A7zG
zsGmFf)wXj77}cz<&(4%ueB`n2(du*aYbLwdWj$Pc-fj8jdDCvr@cWpx)UN&coBs@a
zOT4ccTMI~hs1Ut#>*cp^fvq7jT)*yzUwpi?XIJB{eWh34%#)NXC_b0{`org#mAXvZ
z)Yew4EqhV4$*(+tC)ldz_a&2xCzmgJzP_~E^i`$qjmFPG?h-bW!=((^eA7*qFIaYM
zanPI0woqAC%?VORb?#g)7d`4-mvr^3p3l>eM;m7qMK8^K_nF<4f4YF|s&Mn*kVSh=
zF`l&P+AMIa^4FEsTjotIKFPv0oh4t=amtwvt64{P%r!6kdF}D70#DPXZ}$xpf;L5O
zcH0&vu`$NOJh^Mn3dhH5V>&i4x_ez~61_Y5tkbmh&LxvJ`e{c>Ptv*_wZVq#Rr04p
zMOsVF&3U`#c7D>&H9aRD<?jDm)w;-f*O!$&%O=+=gzZ^(YtFk>I|U#2Z8>9B6*~XW
z@?PWjQSQ#xch24LT+VUe%j%=;OGEFTkGfnGrFrV`<yl#VD<g~NX$tzP+&h+Q6u>E(
zoX)PcAc$4l%dqFdtv4~Lr<7f0o((RZ!x;43CT)gtLROIK>A;SrdBKvuu5^XS?f;uK
zb7MnsXkpZw^O|!m8{X)D89cdp&eh5}xo5@q9@U5xdD_A}@zPYLd6_I{4y;&}W;tP!
zRrxxtE$>&kO?j$2b8-Kn8Pd&>`--b(wVzS=y592s#+#?2=6>trO%Y4F`(l#M^R;Qy
zEKSzlxh3GbvQNB6YC+0_XES0ZU*2nRM0(b-uovf+igXqE9%p_XvF=TL*X>EBY@3#Z
zN-Ay2Ei>!adch%593>=r`_=}V3zcUbKF<-He{NQ}Pv_2<^`*u#{XSQ<YxTUh@f>M=
zA7HZT^OAJQG^V{(-2Q5+4pxk_o~*i~SgTi@WXLzC<nEl8P518IQPMc^ZN2@KsG{S=
zLbk6jn5t@j&p!M9DaZXi78WnEkMCJ!>py$WQcLaKcOI#4@9ez8e&yR5^;w6+PA1ef
z?RuD#7tL<*E3EW-+u}PCY|666adR}z9?iI9otdC&w(e)J=FL}On|HW0p0_PBjNQ6+
zi|W6WgKN%Oy9O+sAP|0Qw?)b69{%a}=XNDGFJD|WuchdR<DYWlr=O<0_1kwf+N1BC
zcl&37R`!)&);+rI5@GJ+_sCsYbbH3(bD<vlh2vUvbgf_XE`76DY|=B$wL3m_9DI2t
zWZEyEK+W>3*FBLcQY*h17MaPs{bsT5$Hk|)OZqa--CE0ZHP>lM(9-_pQGL;wLIpl4
z{W1R;thUU`*fK?gU4s4E)+75;_FAWHop$n0yT<4EVh)!#9(P|KFrD#D@cr*O&vsQN
zg-s~#U+ONTwa>zIy3toH!>IiSR%fO3KM69>x@{OU>DZc0tL8lZw4x>JNq<z(yjco?
z-Dxb}H!!$WE{}dxU3B8{`mASLy~94wIDUPCtLIXk4NfA>Uqnw!p55E`pJDa!o1ZoR
zJ`c~&Fc(vw7$u~^c}{EXp5N0g>`%?N@i(c6<FGuxHGg$<9lO=!y|cA+qGww^S}^Ul
zPQjbK$Fv=jCkDS`j@ay2^qFr#ZN<t-+wS@*pVf@?RLOM}X|zyjvbuJ+#c;Jyf&bos
z?QJ1F=}Y|<PMAE0>vfBi=bdLO^}_R#vtDzVuU}exzEb<c#Nt<4*XKm^J>H+S_0#iK
z(b>z@j&fe!wsE(y%cTkCJawYSvbL`lc~SQ6B*Q<`mug0bC&v6eH~pFS?z}?3l6=v$
zOs|6A-4`oG-zFZr#w^{Io#D~_eY3X=YqI29UyUV28G&V6&#dyYIUmb;XQ5AH1kZye
z>u2jEMU@i&thT$CF(ak$Y*3fa^L^i(PMRFE5j+}FsjAG#R~VJ%d!(mqY2?BfHfGcE
zPr8+hmhL`z?1R>mOK!q;`=_d2>^Z_Ew|r^h#-yblk7aFNUAm%QJ5hO4d(d9(;AFw?
zA6w6+H*Iu2Z+hlVoUu7OL)tpOU&@whzodgb8VY{cP1&&X{z==_XST*~pV2;H$-Eou
zF8g}+&N5m2?7#`rljpT>{gxG2GDTlorCcp;#`)(leXBzA-#)cC5qvh|xRv{EWx1)(
zZ}on*eHZa()s6>YHLqu?&78F4%HAtwA7Wh<b==QrZGC#=b-zxE@U5NEnFpt@Ef1J+
zCZ;JnY<h8AbkxT*7lnz>4D9{B=D&5ecKX<VYThSpCI*{&ttF9M4R+s^m+B?W*S>T#
z=-S8K#b1t_suZVuJifPha^~fqGx<EuRfYcckT~IKYv@~jYp+gF@ATsIurBWIfOU(P
zFD;TPy|}rUGiKrAzN@QO#)=dyUsiRM$K@`cZ*kn`GSlYyy7SJQ`e^z~b=^}7^=mt3
zOLxv})b9EIb*;Yemb6<6?q?#BO^@GwmByXBAaMi3fuj|lr>;7=dG;+g;pxVg4$FN%
zbB(L*z~lK#%L89Yl*it@RT$^Xx@DrDO7f)owPj{yMKhfzAGG;>?MG(p>)mN4iI!fz
zFK^0CO;nse-|HopwHlkN*|}RRtz{pN=5Qu?e7GZbY_IF-Rn{_#x1RIi?Qs;<+WqcW
zRoI-4O>_FsEyxaHRQymKmV4@+>*~^klpDKuePS(&Q{L0Lz~f57oOIKR;)bj9kFi^x
z7kzxI_vW-W6Yn=@pFWx-l6Y!+`rMw?r@7tBH{4TUGO&=Db$jb9k8f{ZXg>D+ZKLs1
z-hScRuty!q&GRbPY`9{3FEg*?!3wuIdY5wFl@uEL><RXr_tV_qKf~**tE;;s6j>$|
zUpJjyx#o!SnTn%TzVoI$-PO6U(!{`RPh;29b?eh-vQOiXwF)cTUEQV=UhwVN_P4Qt
zmNM0!U3cAi+F!OlsoL7CkN4fd+4p~jnQY!|8S@}*`;xNcEpmo2eoJd*cWwH(`__i_
zVRMx3%nCDF-O-|Sd((EOW6M`K=I5L+h`2u4S!DWjiGad+z5zRTP0B2sR8+BUzpKCI
z&sV-RM@@r8<7dS)RmofW`in=;^1A4sys1sQ+Pn64!wn<XiiQdIv*Xe{xt>hEwpaT|
zp~#kW-JU+}vnDJhLT3t`3$(Ay{`(|6;kcW?df#~0wSC8frnt@5mXRx*)A(iG`h%Yi
zeET%1;An^F@xx4aPX+GZRdroExz=><k&SE*?A){~_SeSVdv5$Jw03coZGUl><g`c;
zL-s<usZsybIhM|!=V<xbx9j6Nok^)r8-6zYD?Re+)|6v<{&m``vI3iJXN1f;e9CjJ
z>6Is@?BRQIWEu)*c~|e(>|lAc>h`fq``!qj^IVzt*yDuKo>kU6ZO_SwdaW|mI{E6G
z`ksB0d>9X`E@PP%<X@*folm7;>rItvMU~{nm*Htk>y3}B)Vf-zRW!M3Uh{MJr&D<&
zpPA<IEBv}{vR<LZkZo)3GtJM!2iCh8UCpR#_FA&{_R9sH4E+}J?Mnm1*Y!3nzkO-j
z_L=1g#Xi|#1q*uq$!h!ln!EdJs{R&FLj}Wcze2BU55DrGKPsi{UbOu5YxBMb9@%-$
zuWsw&jk7MkE0Q|9WnoeKN70iadJX1L@86|lH{90~XP@<0J+-sIAR=7ni`0?h*{_^)
ze{XUv-{pJk*+dU{qYuV$acVV_Z{OQ>SL>xvh|0HP#sRw~N9o_(zAz~@->~zmt!;+)
zih~MQ%C{?cD>dGq_3SX8Z}8ML>q4civg6vOp1qmL!LGbDsB`LhQ@1ddo{)>18a&lS
zr!2XA=jlq_oSFO9N)>1)@j9PYXr6bcY@LLcad?=IUhS)-dwtJN&FTuuz4P_0lBK?$
z$i!ogS+7d32)+rmo6DPA5%tb6gI{`={8GDL^;Tb+DwzK>T#pr<5~^`~<ubKReUi7!
zdOhB;h|P5?Ysx;g)%&qZ&&{uAv$LZnaz0)7HqO=Nlkn-ndpm;i<Brd4IGk&ledAvA
zj);kS((f(hnU`>oC48>erj$+drk0)h7JI<dTy5GmyGdIfy|jzYD4D*$rl{iCN;fyl
zmp-%djoD`<3pN?YnB0Fa`Du&%`>(H@Z5|lB(OeW~6_$IEfw`+sd*d9zFYCViIluU6
zS9dCBgz0gg@IaAshJRL1P1V<9w=}(fGpg0$lAL?8Uw3%!d~2?WOP(vcojMeGyZFO?
zuiKMe3K>mkoS<#_exqdQgOW8*W+wYSU#V_$_1vm_Um=?qU(fKVPu@&-p0a0J*_0>$
zwg!plJnoyC6~ry~XO>4@fS-Zq*L9)hmcJwqPkpn+?aZduPWSDmJx6376nEwHd0N_P
zSuEvM47{~_(fi^T1^3Q6uUIMO2O4#oWBBB;Oz<(ujgxz>{!aP(^0>vCOS|`evsrc4
zYEsQD<)n0hTMUMitgefE`feX}{feHsXG4XkN7SAT`7x9Dl{RLcTE6h9Q{dF>?TcQe
zDy{aMQ@&!|J9gy{q6?BfO?ZC)b<CUtC*C$0&yTyB`TO>ptR-{Z*L6%%h<Ng^<ma>F
z%qv7iHt7idIW7}!_N%43&p&Ea;Z)D<X_rj8i`Q1#iXB}Z6kV3J@u#Qc`;hp+0~SZq
z_CB<<JzK67WNV+bb=&czbu1}gza1@|6~!o-AN9Fo<~@_Ry5viH*ZXY9-?XT~^O&~Q
z2CrN5d_8sZ3ZgnERrhx6wAEg9X^U=yr+VCub&t-w^{L(Yp;P^B&EELXwtGfhhwZLj
z^u4@X*1Yx{d!)ve4!w7Q!dZ_^pNWeH+4LA0&eLkVqFQ-l`r}#KUd|Dy>iYERbG7&B
zyq1G!&6aFu3Cs7o_|&a_ZdkiQwbYj9mP<>M7rkVu?z5hC`{1Y7W-1aga(A_JG&pRt
zEj@Q<6vuuxnt4vspuqTbnAwW&%Ns1#YTkQx(Ywer$TybrxR+~i*aqX+XSaJfk46Ui
z1sGmh7WhhI!<8sy?elSlZoIzNCTB3r%kXy0I?-`H@5>{0Q?q-`CaoN+_8sdq2~Aa=
zl_>i$tm}E-m!rX#=1vTAHDX_Cur^NHbHjgzudlvrPzkt|x%}6obrZWf8zujh&W}C)
zw6-gKdH!1GEg{br{L$pJv|V*eQ}xcON|A$Io9}$m(%~}>S?BCxcVk)ZuUT8SJYUPR
z!}5GoRm8S6U2B#zFc{ujm|!=xSX45mY-Jg%Nb1zUV_7@ncr!&GJifNtY68FM?2Ns7
zX#&<?R=pMYvQ~HI`|GwVmsWlJy3p^)>DfEy2siq1INE(pS^v5xDEFXEQKA3rTCZoW
zPVIT_Q9Ubd-A!{FUmmpEa(9pLuS?HdvQGW3Fqt9wHn@NNUh_1EC-aH}7ZmM&<#_-8
zEQ{m!R(d?{k23I=KeeD}>x6T29(UzATE3pOfsx^P<E4gui@Ug*FSG_UUuPEC!^FSc
zG&i)?V)<Limw~krUVlBzKK4h|SswM?K5xEPg>zG3PiXv^c}FVZ=I##JU3lU0wkusN
z^4B&OUM|?BZPf48oW3sGVa3~DSNPg5%X=wS8{V=KXly*I=#$>3bwNV@Qq%nQtywak
z+~1r%x3tpCvxe(H<x_U)nVsLymiRJgPS6%O{dAI~_1B{%PV2;HUCfmCS!oycQ?k3{
z^U<dpEbdg5ua3{|Jix+K9ojiF?cmXn3}q*eFYCi*^*y(qBD*znq15xlpH3em&({_!
zPn^g8GRSJuPUfB~+b;J0JZc&IOtaclyf$(rkDJHA)MM7OE<`XSI38T-_><w$<ch${
z_Pv6=6OW&py|w4{?6d^F%5|YzW~xjsd-wJF&Z+y}?=!r$(o^R`Q$+FmdrMDohm~Fa
zHtl<kX>O0;BzFI}uV?qI<+}6Jk0JTOystXn!}%xiGwobGSIhcjn0p#a^1`FVr}nJ!
zx)`?cwv3HP^h#~>&F+g_%i8RkZ(NQ|(Y^5dTIeEY9v;!_%|GTRMsGYRCvL>VzdY-;
z@7nWfr-aJOKO5b8;o>EDd%IVjkmKB~WzVENjVkrnWv<njYfEZ8mUvfrR&D9oZ9Ola
zwXT=Gze;A}MvDM;xw)-bOSF50BmXnxZohwA{YF@e@aoUoMa#B3$vj=w<JKk`Gxbll
z>O7f0tNXI99z7H6y}^L}(t4e+i*GHzd|xATIc?87?U27bA9IygD%StH8vTZK^W?wU
zrRyHcmwb%4d{5@@rP||6?HanSTw7;fXnr%B%|T+#%cSYnyXs8S-}c?t>Jff@)<;)0
zE%vzOpVjk1g>Su`yYbufyfDjS6CLf%{MW{9&78Y0)Z**g*ez0_+t@<VuWgxiPemg5
z=fzCj6Q!EgtFuD3_N?lem+h0R+!%S^;O&2gYfJB)@etJuG79MZZf^5LLh`w&O*p&V
zoohyJfkhrG|9lYdI(Y4AS;osg>6y!V!#QrAP1~(tBam(Se8xP(u2A+#+2ZEvH?D0-
zcAGu9{FBMt*(XmNEeNlil)L)cwsq^itqiCN*UmM}{5~PmdUtg2lZTpN>#Iv|yiwY6
zQ$qLPQMZ3dDc@GU(>v|Pz#vm9b6sEePqV`O537P!&0W9nyU2^9m%_WuTN-y9<KOD{
zT6n?TlQPLmi>G~$o)dO{%5nBG?QI5^o{M@$-ufo@ae)tG<R@*V?`s*iq!&u83W`0t
zJL|FXrM9o{icS@8n>Dj$LV37(t?&-5t-Gt9E9k!rNjUd#;@Qj-^L_bREsIvFf3n&4
z`p~Bn-k&_zS$+1{)7g-!QuW33tJ#HMi+@wk-HAG?T*9_z*NrSaz1wrAY@9T2Qk1-&
zmAfS4uE#ICCU`S+HU{qAxIX=giL~W>-h=<XFD($4lbo*mbne4itLqIPKKU*=?<DeK
zx2a~#=hZEr6Cc}0ozYt5zJl5G#pdW4Z;v=B?<ke_%br%N_GMwc>J+{wLCZZ|UwpM*
z>}GY!`*N_V-&YmBwk?wkULOsQF6yxS&+zqfP?)=7AN$&pxrSX`7p5nRDwImD%C+=i
zvekC=dv?NP`UGVShT_Jqnu!@&QC?>yn+p7j`?IDl@163X=Fo<D*AnM^TVbd)u`$MY
zp~(02{;;Nau9TqYZ4nbM&&%q#v!^I~IhR_TyXj;rkq2G3%y;cPTds0BETePE<Hp86
zE9)vgZv8wz?rM<dT|eG%qg_uXPROq1x5`zUY+Z5x%vPT0rOC&<J-6G0Tj(v7HEzDO
z^}%F?gyMT!s@Ag0m)e@72b#QQJL>jEd&!nPMGXRWTMy=@%WB7+Tq4Qx?d7Z;+ZP$E
ztiASp!9nFEtBMc4jCcQ09;PkyE~m~``)S2Gr<$|pv@evL4NY-lU~HWDHqv*?``nf*
zDO0a4zrNbWXn{iW#E4Bdk1J0wV6FJqyLMwy&&_9hW$sTocz%a%z17{2T(y$mo=0zM
z{p5pPdQVNfw<Ee~<FwKTk9PBB1)D{>*G$kpu9tVBjCEJl^<1?jGj9gXnG>?_bJO+5
z<}I6xx9v!Y*U;8H#;>&7^4$f$*N2&7a?Y@<Z7Q6VH}&$)Q?Hh1+<RGKd-$N$A=$Vy
zzUn7;uzmZ!KIG%~&bR;WKRxEmv{>f)af6e(TTUy@Ut3ipbabUcxn+U&nNoGvPg~z@
z-+5x?sj2x{+v*$dzMLK|%&K$S(N=rUZ`+-LlPq6lpSk4TDOy&*@MpDW{>`QbUqxR#
z6&Ctx-(R`7RC@3BSN&ma7LWTGnnU!aSWSH_dhBqe#zFPHIoyXT?AN+R6dzsNvnqJX
zqRX!ezJGfv@$qOeYvDWXE6aQHloG10&+_MX)#G@yCt{`Rr_B!yXH*8~&dXkx@$j+H
zv7NR@D{?lR>MPp%_5JCK8=J4&YPVlC@mO~HShM|I`Ad7FOmkCiUT-{hG)lOx=Toee
zWyJEB<fYYZvorPuebVmQx~1Z_O0wwXqb3(8Fg)7p8M13@|I#Mk)y9{TyY8u;w6r*D
zad)w1(AE>mryi?J%KGH2=Kk|+@s9gtRfS!JZkMc>=kDDdwqoz(j8GQFh>N#Rc`y|J
z3Ojx?GFejM#Pb_hcDR<B7H{8mOUHfHxtYP|ZPFI(yP~(Ghc&0(YK86`xtY(l*qthz
z{4(^ka45&JxqW5oQ}_KAGfiBxy>Sx97tw2xFDAu!tm3%kAGh@d|HF(&94oB)elB_Q
zjX#ssTJy%o(9Mnqk4N2ax@N$3<D}iy*Vq1ubhni~+jTlu?-=8`JN<E*D@?X4m9BjK
z-uy+S>AZfG7O^1XE8!Wlc(-IuOZ@YChtll@2cE6&ULC+SjiuRpn)#i_-`2jVc-~cG
zoL{<hx3i?)oG<HV)>xOT&0h1irs3>%xv$^utz3PSg-?`IMgI7$eY#h^oOQ}gI4z^Y
zIJv;WCaCOL*!A7EtNcO>LN!mx>WkIhTpo40JYQP)(^T2lTen_P3VrhVWsH2=vN<m=
za5Azeh`zk&e?0E$okg>+{8ZJNxT}^k?3{@DQ>ImCWs<jLRjLQx300dVl$~)ow%780
zT3`WN;jFWz2P|JkP4X6q+Y@eY`y}GH{WQ%_2W=y_R6g0_;wO^cb4}*Qc|Y6NIlgl4
zHs4qB7@oWk8f)9_dvx`(;uRd0A}^!LBp8}wr4BVO`e(XWcHTe3kXzo#njwDCawQv1
zpL?d%GS8#)py{pHh((2c^;5(8y?c-QpKEz^?b!6*sc+sDT=IQ(sx~va@o1G$Mqv6>
z`KYyp3pc1w{<`AXwqsp^yTX6UtX+{7=P$Zp(~NV*^Vh~S9cetCwe_3v#EJL!W-gt2
zW69&P5bv4pUi&Va-OD<D^Fm2n)|T#L?0XY#?VmX5$-ZONem@?B6u6qaGqPBHQH_x`
z>yg>D2cgT>E@scoiTy3aV9q!{>g?`q97|T5&G59Iaeiy@rTdScD$IH|dG0%lQ?Y`x
zbe|PT&Sofk>pS}t?`_e_ylak^MQ0c09cQ=ub9Hq_iS{Y4UouyZ?$GhN8eO4&_gKZ+
zzo+HOLwBU`Em`$JbG!J`iED0qXZQD?i#U+voBi|P6b37<H4|qtob~zOE;K3P3ICzV
zUEb~~g}Xi1^`AI7Rld$)ZMJ2K8?*X-(-TM6^&2eKD=3_GGd4>0K+Cgb#$lJ9yR1At
z?HvD=uO3SR<<DeI>FV)h?t0?4PVLjNYb-K_(VOlxHM7qN+37iFVt4=4lTAE@ValnJ
z=d%uM*fA~ONOQxHI@7$!$@W!Cz5Nw^vlH`Gjpi=ydir!j!IO7uCu<m`)c4x1<Eu28
z9De7PUZB^B17;dWQkbIxqgf?vSD8;|czkV=z3r6;2~}5%Bfpy!P3~K^?M1`Ovq@)_
zOU|bID|$*lQ|a5v;&-X+{951JFI2s!$DS?iGHWrg`4t?>@94LE`(ztF?PX0T`)oA=
z(~M^C`);Thym7kB<!RS~>K?AUCvCvz^=P}$J)7dQxf1THjYEZYKJ#7fb9Z&m6&vjp
z=jw|U;$wQQU-%bOlc@QpulduGhumNF=9Y^u`h9**ZVhi~<1^p$byn9yQy*I9KI2hI
zK7Va*Wm|-B*pcS^t)Yvi9}4+sJZ)C(ab3P?qKua6*Jl2mu9<r?r?xOwI97Dk>Jm@u
zj-yFG^$Jb3--PwuoV>bjYl%`%`LaC+`xuwakYFg%-07N=DOEJ_iu03IO&sSJtVr1t
z^Fe!h=FEz_K1TXMSN&p63ch*s)rwi!;_=#$QpHW#27V&XZ9*4T^k~HFbx+$CuI1O#
z{PwKf?aTwoe#VMn2UivBVl$l`@H|Y{GCCyhbZ+B>1I;hb2LE0z8oORvy1Hz|rz1~h
z?T+nL&-G4O8IuxbbNR5~)1#Rp60c*<{+o7Pp=aWk)l*6w+1bC%Qi*kA`p=-O%~NKY
z{Pv>U@z=8+F1mDfVP3XTY#PU$h3p0IUq_msPG0`%?ft1cYx;x5EnjxcRf)MiE#gPt
zosB_<O>f-3=d5^V4d+5nyX7_uEq0q+ysGty<7}Lh)3-mX?QT6%aC;{4W%b!&2Agn~
zsDDZF=dXlq*F7myePzOpBmPQrrbkct+_gb(F|*{VEqOsxdQR`=xbQ&Ex9GXI(azJ!
zvf8UM1GYysxyLSN+f?Z1_Hm`fSHrsFPZ_L!1s|Tm@;58IJki&858J|ZM|Q?X%82ah
z@m<NH@}I#l_SM~m4u&U0&!1izz2)|CcGJZ&g2&h;e|-+*UVZ1%swGz{qocC;&MO|U
z5P5MuyVPWf+_6QveS5Qh&AfZ-y7}AZJu*^TO<vv6P};epUGi+CF;AaySKi6Iq^nDJ
zE|yf>RCV>(6ya-|A0)gzDO21vcQND1moL4&MN4kVOrCq=<k9fYjp}L(Y8F~bKHHRH
znRM0W*g39y%Rc*VXEznT^L)Ycy-7=EK3b^SoVQl*i&4RL=d4$50z!P!lIv}nvZwF*
zdGc8Hl1w?bS9MdCX&iXM|1{uo-fyWx7yUl&J$Uh8=-q#!iHQ?<gl8=ku>O2)OUeYL
z=O&l$`0kEab#1LOgXZ~V0y~x2mNq>tf40WI;*0^qzf#@1<%%J*GR}7@cYIw^eIUB;
z>U_lq&zB}_mN#f9(B|B}$lYnVWL}wkP7i~3Xyy7-MSGfG#)KX{z*SJWW<}nUa0!*q
z_cqqNP77Kz{ip1!`;wd|RvX6dczxkt=}gumd^41JU*DSMp{m@I@O?#KT>m@89Vc&H
z)8EK<lQ(L`DshWvJ0lhsR9*WN^B{4*)jgxay*H;kzL2u!wukKJ2u8NQ$JdtV>^>Lr
zF~D~HjQg50X<NJf&xq?zcb+lFP@!>Nwv+Olu>KoQ4jyXC==Ptp!}9pn?03`OndTo^
ztIW{+D^%EICU^Mzq>MRiYo;q#+{%jW>M66#4RUJRIek}J;4$s>*QUy;KAw30-j2%T
zGs=0{^ZY!wlxvlDZAuNF_?>C7Lf82in+3n5UY5KydlYnEli|yWf1wv|{|I^&t}gpK
zWW~;maFx(^Z<A+-Y8mlootzQp<#b$HMsCOY>Wv>ZEsQthlzX<j!z8-m_^IZXUH5O;
z>Tzw=SetyNB5wYoc)!(qBkQBSaM$xcD4zA@#M{D8tw-ZCToMX6O)o6it=v@6c5i~m
zr-Mth1pK2eesXd@$66-Dd*tJ+g(_U(%T4_>mG#QLPdpdBI`5Tjw#(|g1E%>WUE}yI
zR*0-WJNazFMa^~DcNW`yO(++hcW9dBoRZFc%eyjf@0fIl>w<VdLIMA^R#{(FjhpH#
zCLOd+*l>H+kt>fg7KaBF*=8@E_5F+kI|HA#(#x>uqMfh30u%kRUN6YJtg|t7wyklr
zN_5}y`CcDWcFp(Ok?_XL@UiG!=W3Y??<D_ZCEN9vWLp(=?}?k|?xxh>73m*$bJZnH
zNrjIwk^AaRcpii`$9P>h!Jyi4;%M;o1v}GA%Xivb|D<JLtKBi{TJ$y@KDMl@`=+jp
z*?xAXy_~&Z?9*)%u3c=^;WX`De*UAo^R}tsPT@U^i_b=TcWL~TnSX5ink_qK-4Wm}
zJ7~G?!^?}?Rkefe-BdpHc>mH|zn;)vib;l(S8dIE&MM!&c*=i<Rm`@lm$f^7nxM6i
zX}3j_n{kwUZV#XFoUl6+ZH`B+{kF>@W6QJNg9`tYwz;mUEz*wiZd97w6ISIh_f@Wl
z_narc1u9t#WwR2q6_u5i+;Nmxd%Nh|o<8je(=_Lz%g&|=pN@G*tY&;<aZohrk+AwH
z<E~zlt$oIA@4v2!ej{c3MQfUy#qp=XQ-AU?uAUI>vi5W6@#+$Gmf*rLVNa8F=X_R_
z*?bPLI<$Op*t=)V1-DPG(|h+Nar)l0TQ_ap%~RH#y1r}L>l+VyzI<8N8I{CfH}&zg
zKEADTkFU)7-mJ7H;XyL<tY^NeYBvq;W)`tDmNogNo&0_@%k&iMIb(-O>H$v4x3+{$
zy71yz=I+G{wh8Xt^zk!e&o$jMZDtBre|vsod%QF)&ROS-2fOH1O}o%!jk~9x1)JLx
zWPW@<;nQ)ssczP;{gyJ<9rN=zPMV%wxx2}`B%;Y+iOlm^H)bZ^JetB9al6TGs@bRF
z8)56dZL)kb`CU@1(<R33D^`8G_DQ?<hw{s4-YM!bm&<ogjMTXG_iTP?YSP}fbMhJ&
z-)Y~$uCyWQme7JpM%oK@Pf$@;+aaMo;auf=-)&p=JvnCdbniFo*PJzL<gPjgUTIO8
zQ@*U{LBO@An<Cvbt}Yf?e6}q8_Uo`s2Jr^zU)LSYOJ*#78CP7qEGqxAJCEg~9k%&L
zHb%6nB_0ppO?zdb_w1ZtJ#+eg(+kJhcAoz0#vxv8T644VqncW~zyygZnOPs|g@3$`
z*x7l_SXtiZ%b(Snenl5`eHEp8mn?o&TU+|5(d3|lq%HqX(X}~Yu6I81e7v+z^26I}
zyH%>c?JRq|x0ZiVef9&+MwyatD}$c?n0s^2i!0vV`e(jH@64TK^L)XR{|vna)2*He
z)}OZdtIZ#>Yx2pGlkD<q3knX_{V~+3_4Qg^URro*(UYmSf6ldA`$*m3*vEBd^XjJh
z2YuYyv&&}M(_p<FcdtC#^z8DxZw8<4Zn8?+^Yf4HYMb^P36_uZ|7~@iw>z(FjY!J$
zJyZ9bpS!N)!uLsrvA1W;x_5cY$_Mk$Hk@dewMyI9*M8{G4R@7~?=7Fmu~wOX3*FiL
zJ?xd8^X;YLO?}U^rzA}(uQk8$qdo9K>E58v9d|$8+q?Kc9mhx6)?1U7iuTuBzaS^L
zx$Tsv@1>r}$Fsg`<gG35opC%tdsn}@*1k8-jwDwKH!YgA?ai5u7gYk*obi0LJO0gs
z5V5tl17w&R`_FB)+4V)J>88A?)~3mOCs~wj-14}n`F!E5TV1Daxa|&KzcuIYG&4)3
ziA@TRWvZ@xzMYbO=J!UWCXMSI$Lgngykq)$oNdNtp6XEVnUhZ|+su;AjS=?!s`>nk
zZLz=EDTx&RrHML|lncZEUDbOydE&iI-MeqLF0VDS;$8W)aoeUDEH)*}POfm3W0a}Q
zVyu?T+gla(J(|}ocIIkn%i~KUZ%?SMGnw!%<w4z4w>PKu^n_a6R0zzyopecqrO)=|
zna;kZjmmQ#n|9kRv`CsQy?&|FB-h`T_nm{DJu;AVO}(j-E-5qlc-7MOq~iP6)~Ku$
zPF|<Y)gRZk@mZAGxhqZ$X-gfJ?#Ms2<3Gb&&ZQ4Su6(<6Pm<w;OcDFi&_{0<PJXs;
z&6gK9of76<{q(-KbmjDjK90H^IS12s<w9G+p3dCZcyC|s<>Y@CKKk_CS(WlP``Kr$
zK0lFbbI!**OM1EoFPiu5&rQwx={Af#VQ2eVdQ&z%ey%Y2tI6HKY1KE@UPxgw(!TOG
z$fPl#u<_D{LxHU^F|&8~2zg&waV7KkRMjgVvhVZHc@}y?ZMQGG-}c7i({}s6%HEry
zJo!D>x!+bgGlQGsoxfHb^IUv;npN?V2RD~imb32BIpe4hKI7=OwQgSwSd-X4uY2{}
zS6p3>&;I<<+~}JshU?fYR?RN@DG}JCTlVhsw~ZW!xV9EoIZX}zaedb7c?#ZqOCH~z
z^<dqf`sMDqJ=2oxwVsA1mls}bc`LTyR&D!_#j(3PXD0C+zdh?`epGDSe}=NBiRT~2
zo_*i1b1TTH^mW(sw2#(zo+kBtzRtchT~#_(wxYsfYnATL&2u+g)O+N7PWrOV^?=SY
zFHSe7$FsJls{G`6{8V|?p=&jcJVqRsStd6X#`G?|@NLN|FZ)Bbo34BB$_~_8DENEU
z%SH2^SzJuc;hKJUp8BTA-hJ!`PW3b&T%jD@-ThuqBBH56q0nz`#>&X$D<4~#rkA|9
zb@$vXwW-&iPngqne(%QZpJLl}zpi)M@?qa{C7y*b*ImUM_2%@Rt7}Nx%Xw~A)QzV-
zs+{q2-HxB1<u+Gwes!5m*tYfQB^Q5An7eLy<Lh{zTR+q!u0K0l8t|jovxE0wz0~J<
zT3vqT8!uX2oN{HU_KlzHp1yt&pH+9Wy>C2PqU?G#z2>KG^V!-Ew|<5Lp}($`%sSSa
zw`B7Q=6gF<r<q*3ykN1GUwE%t&2Rpu_e%~Iv0vMju}A1=!P(;*j+Un%4HHUn-MVki
zWw!N|YBf6~{)s-f$<wOmk=y5<^!%l?#I}3v8-uuc?*~VpeQ;OuGOIxPUYF+BIXx~R
zRr9n{OJbu!e=a#LyV~UArt-<#S1ft9|LG(5GxH2Tyj?nJ(=o^3IpL?@E?rY(t(N_T
zKlX#&;$q1&GhbDTe&X*kS>3C7GtTZf+g=}A&(+JmT4^3V8yON*+dr?={+>w(8-se|
zt(_~@@Yf&P{iVgn+iKoU({ryT+xY~zcvtmh-{_jU*X!y2-RUJo+b<pFP$(+=89p!W
zt~C>L9n)T?%ZH?{en0!vfPLrVpVw;>KTP|VCVfY*`myP%g;BmTp_=uk9><^6<m%{n
zTBuBRsmeX_Q>(ZCY5ZcddbX0K3}+(GUuL+zJo7%kiFGKW?)Cn>>`fNoi;8~tnd^wi
zZ7!;Fe;T{J*|d85k+M(8cM`%^X3l5(y1Rw-faCRL*<W7S^F(R!I2lH7tIBL{W#IP-
z&sr?;bEZwK$$y4&|Mzx67x%H;GP^c+#=OT8lIs_m__sxg&E5W2%E-OQa{WTz&2m>$
zqLLXNZJpc|t&(Vyrc`B~Qe^f^Z%*^mPRC#2?y|F3B?7}+H0EkO@#~&{Zs*Ur>-y@_
z?(aFZGLK*4xalgL%d)->-wQO}&N}z+V$KKaYkZ+|znH{ypLrQ{lYOi58t)6AV{Y!6
zy1DtRq05<@I<>DX)33P}uRHFcCz=&pvfGU{MX68g(y6_Mo`=le>1Wn*);w2Vsw|eE
z`MXgjp!l_a_D!yrQ+<+cX5~FFG7Q?5#VYIhH_KGp#b;^7(u}J=UTJMCje9in+t$^A
zNkz5i%KkIB1@Lqj)J<*Aw?3%GY03UN_Tf$*OUrfM0bK^=dd6=9EmSY`XT42ddGpq5
zqa$6X71y1+eKgQx#yr#f1qc6TKTqA2P@oa(_{s5Yz{|^%V)@d!_x3N&)BEDN?@gOg
zZDH5h`M#9`Gg90o&a<=a5pyq-o-*;r)z!XU|BTFbT6|a9@MNv{VqYnZQ};#x`mOq8
zeL~_-k3scyOWnKoedhel-n9Lr>ZKLJ8ig+oo37fN5k6<vPv2KoA=P2)OD@Jey>4Rn
z`1H}!rD-PD=W<H?&AymtW69GMcP};Hab9-+Z2wt0tJMnc6o*Qxf9rkky;wt`%c;2Q
zT8qnK>(+$*ynRzO!yTe_UA=eAw{rGoPwoYFUtL5BTScM{Tw*@>Y}e{&5yv^Dt9vCq
zUoV*LnV0CAu4xlC>E)BZuU;)`m^>$Gi;u$fq@^syUaNN=JDM&eGj*+)>v5*-b*Bt`
z111_Cja}nB_e}F<<;E|oy8@CnOIx2@areZxHMc(}=5l}bXf2$V)e(4I_H%$v&T-4N
zCjFdULb>naI`gblRC)@dtQn4m_A~~@#2)Luw%xNd&1mJ$l2a=$?Ow|td0WBh>gTin
zHmq=Jd-B0BdROR?MS_azw#9K}>bzVZvRB=l6}0N{>YMWmZpNvsuv}Ljdog)u>s*mM
z(WkrkcGQKYJ==Tl(py!>bJ+(EKT7pmzIooHXuD^d`?a69-3|O?`*qER-T5rZHep<+
zn%CAkKJw?+y`uU^-h64z&J_`-^OaY!2+sQTN>tfo>y={#!7&%_uTq%wVw+pViok>K
zW8U->Wkm8>U5|DbD!cHq`>$r}WoGqR&(2<aVI1fZJKJ*2PRZ<dR{h33TnRt>O=IIH
zp3l12Y24g3W$TS4Gm9(&8pBUD>~(c%;R&6`@paXOC0}oxofg|J`)YyHm6watCSO~p
zlfv_8L#Elga<w;Gq$bSUx=`-owFRFU7=k_37cMgSbD~stVdip%&>+v}rm>R?mvTA2
zj#im`bH=IMuR5(F=UT4#E6M~jKDIwMTRG_5=ioJK*!`}CRxY-==5tSH6UR|Ek8>8Q
z&i#12*LA;2@vlp}O<tUSSamseYOUppBMpVu7ERp!ZB>wAQS9M4X{+|fO)ZT{p0(ob
zS>yRLw`mD1TR!a}6W58k-+HbxYUF)glXO3zXxp2scMRu8t@~{CeN|hT#Ir@L%ksUZ
zO?t%@e&d30O4Vh)__Z!w0`rP}%>~(xWzXEU<V~sT%hkFpaR%DC%1kzb*ETLnIH#St
zG=_0jR`@I4GRxcDNz5`~UdJ4s|7W-wdt|nkK&|$yX@=*tXDzkfdv>wev|}u%n-9JY
z@tT+Q<_8a3)@~!_YkO`k+ckIMq>Oc^KTYmhl&a-_X{~3;>NyG5SiW<A7OGt5S#xg2
zO4GG({8d`pqfSnkP&R9=>O1$-2iH`VibRG+e5w%bS@N#rsMyUIxy9^j-OhfRb-_pU
z*H!bLCm%20+S0d@*>_%PeT{CZwWY+|eOb>xTC89HsKc9MLP_F;TGyKRN2e`Qx1LFu
z&fZ{k{n|YKE3^FBBRKb8*Gk-R@Nw6<t(JaPYHundP6cg=-E!lJ>FN_Y6K^>&zKz#>
zRW<e7;<DFVGRy~$*6OaxnDi=q_mboda_q@b-{whQUi0B8Th@jj(ow-v_w=l|bol5>
z|9hX@B_IB^E5H2q%*F|?7MRs$@A5S;jD5xM@@PrpgTU56FWv33rwZS`j{Caurrz<8
z)z#;xnYrnItKFj_cyMjRv2b~P=Ub~{H}?N<V|5gqxUu>8vP{R-o5XD<=T4s?Gja0y
ztVt41LJrR+Xp1U5w!2y-nzYwATD!#XNm(^dz?tK=S`o}HDeB9!GI)11223fix@!3|
z%PTHpgC0-IlaeLcTiQg9_%4{>uKa1)=Jb`Kv!A`;x-NC!+;Z8G_A>|Hhn)y@a*#b6
z$TEqmInw0v*51dtIVB&~IQqRw3Dpc0ihaCHTQYt2*;~O3<!7@d?{0p5l+*l^Vdk>r
zler@6-Y`AC5}dNpw;|8Iacx;|_`J52CmuG&6??8&*1K5KcDC_jCY8s__iDw76ctWj
z^_08(Y15PRy>Z1nwc=fO-TwNdd@T<b)k~>=aA?*AkH;43YeU(&k9(cXzQWs77<9>H
z+1ID;Zf`^yZ>>13A^EbaQ^uolbEJ6do`cQDv@^WVoILjXU6i<?riHB5uRH4wI6j}J
zJ>NU$``R6WA`Px3tGTDf7ySvJy}__+_j8^C-t>;^>%Dr@TRcQ8Y`&QqPx9#Bnp8f?
z?Zi<hWl7UjXLi^WhlcEX!1Z;FWqi@EH_4}k)BC0dJ`8b7?qkh8_fTA?`l_SQE@3CP
zX}k7LZ2h+7X76(4>q`S}ow=#D>NK~>QA?H-{zF@G7fdrKm$Q8}<?h>LzmTc#R~A@l
z{i^0#vB^5$ckzwOstN{Y%{-mlCth3R<sWj=>(;B=N|DYdl5Kaaj!)YD%6)Iqx7+)!
zJekK~bKO~H-O=_0t1Bi~clUmd-zZ(__(7a$^RnG%c8er%?N!mf{c&BLTWC?`xs0}V
z-!zx1bYJILWBAHqO@t2Lv$W^7M#j<7+&mKxh~}S(XwZ$QHa~OUxjyqWx3c1v^hooz
zW45nDRbp7v{=C>RD=gsjWzn;oH%|5xM{ny1d9Jo=dY<}3*(nJ<Uqwayx=-3%GO(T^
z$GPI^=9%&n{pLj9x%ugPxNh6b`2{LH*S=(|Xzh4?<<Y9>oQS@64DxeR?q;buK3z1Y
z>Z)Hr*VC{oPo~^AQrHu*Y`Top;aTS%vFY^obY1`CQ*ZIyWb&On*Dwi%>nw}2UzNM=
z3%x35{m3$fKS#yl=jP^Hdw!;Q?|!hZF0iM1*6W(|0-p&hUdMdh*YTerRY?EW0rT3z
zICh=qah^+4DmJvNN?x1onpY+JbnBkNgFVmpW<?*?Z09<8^2BL|dcl~rd)^y4$)q+O
zWZNZ~bBQ74j)=TttjVQNdFL0&Ydzym-E;R8eY{FRl823d=jxX_mke|#Y0mO7IG=G`
zVZ-z0SvNY|IDEbztuA>ix8_t~^KOr#yDEhbYTw<vAJts@_~dkZ%`fY^vZG4_Uw0k9
zk}lvRQhLl)tJBpi@txcI&z8P<p<Oo`{(N~ISDBuv@-BvdiX7*^lGm%-cJ1Pv(@^jA
zC0gTgpJ>RfJH`F4<1MA?Zf%|%9#|z;YvHywuk1_Tkqx(2yBJ?6Tef#6S6N@>(YUaL
z!Yz&W7R-C4(tG8JOhNXIizT+D3(s}COWwQrI>zVtnaV}MO*<vlyR>~0lt?OKc%|LF
z%W&`M6V31CvZ6Qp%)IJp>$&BT(zXzF-8ntq&z5M(Ma=G-+QkyM%J6lc?W(C?k0qtC
z=dn9fu9zF)HhW6HnW>1f+P_b|_qJT?2`_wkv@&nuYMV1>{DY4=uR5z}-FdG1x|q4I
zP4>JcCF{FZ-P79a<#+wUkF2kEYn=PddSCQAT*_HG_3*?`&-<>vGb<BhTDyh$MsSI)
zlIdpOyKaWDCZCQnJt&ON^y;-TQ5M-2J%3T+N~b<K!|s<WAK97B^I79n%@Z!25N914
zH}iGWtv%;UYmUrmeHnb~wj|TOJBudpTdda-e7@rLjUT^0Oj8!SH0_qGZtu!2-JefB
z*-d@6{loTetLN@6D!zPeZ<)|CgPk&EqGz&K3jBS+tiV?lUUDaCFMqkHm*64Q<-2qH
zCcA43{mgmHx8wP}9qR?%HhL)^JRg^Jw)M1?cHUdxj{-tV#JMMN98|v&yx#0(ta7)Y
z`PY;O*H$M@?PA@gyfDu%TRXIKlEC5XT{kz^8;M9t$b{BLUU6I5SA1<}rrM*~RvKG2
zY@eRn7w+G2QX{GEy?t*L510R`s#%{;$WClvUuPA*I_l_7r6j}GU)E-s+zPXi3t7tj
zwQ9<`4-<`=9Bfxj-Q;VecSmmO_7yXZRGfIUS;tg5g8f`UcE)Z``Dnkjra`>AI#qh}
zQ>Bh@mma^i=__}K?rFhu{C+>yWxYRAD7Z;^^6QtOZxbiEe_ocuw?FE|v|aa(r&fLJ
z3akFvDYxvpk<p^UJKt7oX6H-lJQ02wT|ViyYnn=<@P3ByN%vnJ4ViW>o73~&>Gu|y
z=a#ykF3(%GZ}SQ_@tm0COMA{$x83o3Gx>Go=B%~alU85vI+wAm?7YRApSf4Qzf5?v
zXioCyw3oXq6v|hNi6`obmdp89rIbC-_~~g=w%j@K={Xf;nJbo&v%(kr?U|nvbM^h7
z)tv^`U%#)j{km?h_UbEZZQe|<x-MX{DO%!Xz_P9Pj<ZSeUVK)iQhIIk&+Z+6YqJjS
z-F{D5ee(N|Fk{|*w%TXc%Q<T170)`wd#-%vX}3AALW}%eH@-bB_4b6){H;^urark<
zwpPjW^CWi}sjt%6jW(5`2W+($d7X~sPg}m5+oUAQ_s)lRTovkjOXYJ?dza+xu<tFt
zcHvC`e_dwYlS2=ro)_gVskqd>byk<<@6PA5oNk_6vu#`1llj-SOy~Y_Y3I4Zs5kSL
zUvg?mWa-N0YAAjmGV8ABcjmWI>FeXJ8o6<8uX;9TadyPRm7<vvOFkZa5bV>nc-Cb>
zy?U-D4`(LZ>^9z5lS+fd8t3%SoGR+Ecy7vdaOaQsoU30q)qE)Iy5A(oHRtQwxXDvQ
z{L8j1<f@LnoosjOlto>c%;T<E-fek|FGJFHq)qr7@?9W%s>jci^=eOrGa5F2@;B{O
zIXb6HWn#zUd#hFnR0YqyW%KGv=<Gk78&ACTt7CY))mFIpW9Yhy{7btuj%sW>m+E^|
zEzRrwBumS)(VH3{pEi7bYuVP0Jl6K-VR@>|%b9j9-Q+npXx-aWTR!Wt%dYz4r`*|T
zGjD3!`cGZco~7MjI9q)3l;+Pl#(C#sYtGzUsxW_T&dcw4I}bkS30Hfv@q`W6l`RQN
z{*|`GOxk(!WX7B5Yf`Q~a&FlZokGjER+W4gh>2V^@v~~hv&98I`=Xw&_qyx$R<*XO
zd+x2%-ZO8_x!p9O^7zx3;N1d#zNJxn^o5R3{yyFG>|1Guuj|YCb|&<#@V*;0^SwIT
zd~WdstIysl^5&wKUfhbg>@UosT70&AY3ah?xl=EDyx(GL<~@7GhUMHp!!J!Z$h(X2
zh1IOpOEb59+qSxe;X%rE=|{CG(JOoTE&gVoUiDz<sj2siPpl5gUl|;CeQ|4Kz+deH
zrMzz5ot)~k)>c;Qd`g)!FN?dnGDWNGx!u&jC2wZC`$`4geHFVoX2ZHeraFerO<LBu
zMvt446&R!9(<Yhy(LS@j`p&JwT7mxz`dP_cqIC(pzHPTGj{0rvJ+xE5c%qwce{bbE
z?F8n{rePK*l(rm@wv=2Iv)su~J0$J#{NrmqRuyH%2nH!V`Lb?>+cguHQ&v@178Yc=
zGGAKr*8bWqA=x9L$Ere3HGf&&*!XohW7lq`T8>kF^;6aEJ^s3y(bqcjrR&USlTfY9
zvX7H5t(jolXD^lbxGPn?`c=4frQ~~Gg)3|4?O64+eZ|r=(=%<w=d&E#Z8M+m7iIG|
ziG2~N&Bv#;TJd$5Xunr*lcw&eAh*b%+Ep?MU)Czk35}h%Y}>V?D?~S*mG;X@(%jSc
zpP|=eop<+V<%7!vn=BtKKX`trYtLlQwH{l#ZanXDT0T!J$okug&&My+YN>oP3CdVj
zv4SIKVmSX+b7osDq2$d~Qw}|T9k4;dMrxPgkFJKkTCJ#Xwu>QsbAl@#TwNqla@2KW
zho$VQl6^-${hW}z)+t=Ja&=?DmP1R*A77d}ukGX3H9@zV-}rh3%xj)C+lK#K-@myl
zP2RXXR=L(1uk)W_epF&y<?6FnLSl+)vqF!p&GmX9SGVO8=XsgZm1R9at@bNVtWx%V
zaf~JBcj(lZudlx>SCBaHed(>Llz*blcb4n6HSp*C)d~`kd2S-Nhi}I69F<v_!e=_Z
zZ8wqQeDHO(qOZjQ)66d$C&p+VEA-W>JR8aKe5rlrt%|p^<oc6#&h$}_ny{?i&Nz6g
z$mRK7XFtb?EUJ6lE!t-zQy4S%OW5l^hv$1kc7BvPbtCxN#-|bQ0yc}O@3%Nwmp?u6
z<E6Edn%3&8(_enoTvhP>%g*S2gU2kzmsZ9ov#Q&-27CP3X}0q5K5d`g!_Q>3zexqn
zNtk?p=V#MoQSEy#&a_53u`kVDx>(^(#D4~5pPt;4f&Uq<tv;``g5g2ht}Cx(f(rJv
z#eCYJ(0A2!-O{?lpH_b|sd@0c>ueb7-_?F$7t}@9>z}#U_9?{D;+XAf_JAwX+>~t|
zzm5t%wpN;<^58n#wW&dVcYa?A3A%G@&b@V3MpLHy754nqIwNHLp?KDA*4>5&{c5#?
zq-{6p%gqT7>NVLCH8Cjo+MCs~o0^R7gmrGU_B%6A>&^rB15S7TYQ0^vhT+7qtY|mS
zD^K@5mrJ-(F5~9#b%ot|&Eg%Csz1l|9I-rTDaw3MXrb25qlubZH(r)p|I~9%PuQ9T
zQqvMuQn}{w7e@!WomY7KM(gO&)e;}XcCHG^t(-gMr{&du=~M2WRVm7oJeTRW)R<w(
z+w*l>uh%Df8mHc7NM8P*A#NArqMOGhZtZ!zUv0-@sp<QUuMDb)FO3hq@%gm;R<_gD
z8`N!Py=usmUZ$O?Go^rWt;yB{2biWTn>O9@u7+2*(Zfxy(i@DwtiH|E^YzPGmF)}+
z{-PO<9L$C1cdVS6v1o74>^mnut0aHwyYjTFsQPoPNw$Ct<E<ryjWL&w{1p9KmBw^?
z?hVu8q~qtbZVNE1I`_Km{A<sU*~w3rbWPg#uz^pjYuC!-UfZXhzfk^Yvzkkhhv~Hi
zw|y6dJX$wVXOd8b!heRSl`037Ep29H{e572H1Y1fM{X6Oz16NN6Cb3B-q+WhTdbJV
zP<7?n#E&PR6lEJ1suV{DY702L_M0Lz@#wUdc4=Eo&P<%DZ1ZT7luD6z=)#-_DOVIG
z6#i$pzV@+P^qpTXulQDP5=;tF=-QJf^H^4EW&&GbK<5F=zuGI+uCA#(yX|YZ{?DKj
zM*K0~mmOVR^E3IZO8IV22~qRgoOxQcv!hnbR(rc~rQDpJ!zy#GUca0a`trakgZr%t
z6SCc6T~&HkeV%vKXv(hDk`}vHtDP%)*_5KWX6mPdl6n4F7j}DcoHL$v=(kC`rHDmr
zMw!O%y-glL?kaPdkFzc5cdIx!TV<iBNudB=ZT967Mv-ruqfhtEWVx=gQg6kfiq1>k
zW$RZy4mNEviw)Us^L?F~%Fe5C8CL`ZJ{TUe&Aw#XYo)TYV1~`aqlvff>P|hyyIAtM
z>EkO)F73V6zL{%fa8UQNvRyl$%(~z9UN=EqUBYJ8$Nvm-EP1lO_y=y;cJ<4o28M@4
z+E1+iGjJN6*3|70vUm`#k}me$wn}1`=?lATw~Ws>=5qa6zC3EnB-z)q5;py|S!euJ
zbbWTt<&6w7rN6@doLua(v*z+E=R)>dh8yaXR;$fbNQmS!zH&W%-=&k5mde+5&fXiE
z$}XEdDbMH0>LA05OH%GQ$~c#QT2nSL<<#TJ_eD0vY?kvE?b2)V@I1dYT|95syqHzT
z7pd&JJhR;F0f&6~wM`+Z4mM#+zOVTC<jcCeNUnr;Yai?SW$w#(Gy99`G~Jeomw#Se
zoq4Ev;-$^gp2nH8%(<fV{NApqYm28(3%e@2Bv^Yr^Q&qu(UTJrKF)f!XyUdB7HhlB
zejeXzdg_eXzMgk640DPPm~LHY$#>x6F^8jtoBd8UWG~-3#huH;;pE$Bi*554?zPyh
z{if>d8b{Sghu5(`cE@W=oUL3oy(mxl!22K93pQ?A@v7o^*RusnW`|p)o-TR6vcJ0E
zaJfx*|Eu}0BbwtjmJ18q44%KVa_ieAXC#}<FN@w~Pb*!qGPr7<vG(>`{To;4aeS_q
zkGa-*w{1b1b?y^;SBn*H-D`#TZ!A5|ZtYuTI3+&zywXy$rHj3<&iZ)6<Ab<H&Au~L
zX{(~RXM1jz1T`E2ZoPWDTzBV|$xZyqKZ6c0e&x{oE!^(LztX7@muD4b8ofNFX{r}~
z>H5w)FU7BIFI*CoT+TFm%}=S41s$C+O#C_5^?sSH<Y~&ty&>-y*PhOL_U*#9cWmq#
z4D)ub=hVD7z2eK2vq1$lr?PMEn|@Vh>ax}O2I^HkrIOFK*4<`M(9Szw6V|)FIjLh?
zfbcxyYrCXtIW+AREWWP~GhL{$)@^5S+3GWWW!BeDK4$LQleTbgmu0}N2^DLzPjlXQ
zWD>jAsv(=r);jq90pGp+XJe)cO}*F7r_JlO*6gv#)7*7MPdOgTJX>X$l2diPUa#Mr
z_tTU9n5&#6o)PI){Ks}q?%jUnht`hBqr2rQiv@Bf*k+mV1UdxN&CT8~rTl!R*cRQA
zV3D1w{u`ccUm88#UHR(4M_R#~=FYP0jyTCB>+wf>qj%sI**#qEbZzWXe%_tJzqagK
zROqU0ca*F9vaj@}>Mg(YH`Pn?V8o{m*FDMe_D$(K_)A&tFQ4{ZahI)`oS$0btZbAS
zll{+ap08Z@xm-(d>6tl8Zrg~O{NCN*v?Auqx9`t(TkG@bPh&Z<edmkXAM2yGUz%D_
z7ua7DHalwJ<D$#ot}Nbds~+t#*|XecT3El2ma<Rt%UjFr6jjpYuUt>BT()>+K*#Yr
z{~2_`mBriiR3=Xg;9pvFuDm=r%t~oPpXMp=**hKocpUVX{3`#q>QUaatNN0A+Hci+
zedDl^QK&th%(p|`^y2YFZ;!vbSl85XwJCen(my?am&x(p-E0%>*B;iVv|U1d+a=%J
zTQ5J^?4B{PId0i6$s&G>Z>t}BMO?@Yp7lCt$=!GRKC_3(>Z~iA`10G*g7Eou8Iygs
z>Pxi*pI@fE!OW!~cyf61rm2;mYOSuPr2DQ_nRx!(<+{(m&v>l8X27J!@HWh@uIlQ~
z#XHzL&Ohy%CtbaWQ==d|)uP^z@AtdHqBE~<D9p=z^=`R^&GlfjnVQlK&tFC^l00#+
zr}@j;kcWQ`T*{1;Jbosjz;flo&HATTd_S?8Q8k9C_h;ydn?Fy@KQ(KP{)J;+i*778
z>t=fp{^ilq=n$XcvzgW>j%PJrUaGpc=gjefV;RN$ZtYd;?7nO>Rymo#?ses*#L<|^
zK2t>|hT3e4<Ij3NWzWf8vu~PvqC52Ngw2uj>R~XB{G_~}L8j`$#9hfYAuH|L`sTbT
z;hL#3?`qhiryK_)&-%(NZH!$kyRwbN?cC)bUse@W*Qv#9t9qBZ#CiUdE0?r1MAy}9
z?$Z|g!5U{Aem*tjwAcGw7sDqdZ$nzVXI*an?mj21<egFBt?n1^#3q+%of6EpS6-*J
zWxBlKvlX-3Ws1A>7j9Y{xVAG-&!upZAG@;YVbiZ$rpE;o?r12Cbz7YOZMD&gf@6Db
zdwlR)QyRMS@8jI_adWO4ulRXAdDC3hH&1@<Oxb0(JSRy(Mrzgepp{z14cXWGTi2&J
z9AQ=AdA7igckWNU{SAvsU#Ndvzh_rLZuMEYh!33ym{)#T``aRUd*}8~1r_UEHh)Nz
zluJ&(nVs{)$-urM;^UQ%Kd*U<x`&@>)o{<N<)2@_{cTX5N8p?w-!+aFH+n4Xd&_ri
zZ_3$og_SYPcE@^+>sxNi>P~Pe+g{+C_EGkmSw)oZa;d(5&3SJUdn&uC{xeuL9aJ%D
z(<*zm;<luoY|)*n@Fh2$x|~`i<fdMg)Q(X<FLGsR(d{ErHjS4TzKr>}YvwZT9S>xZ
zcAY-EL0$6swLPDnuH)J1c)F_Uil6Uy%N2)b+S=+>v9`V``*@<|!=K4F1Y=HI3CfJm
zSCD!l{oD2Qsv}PxbY1`Otha`F=JZUJYc*T-`dS@bJ-1D~y7x-v*_4=9%aqKS!f$Ua
z-GAf2-)C&gVwLU`6x4HFyYz12d^1_ycg10owj2>y(tK}sM40ak?)ht@yRJ!0=32BR
zDMm1A>DF^vQx)#D>#9xKWNj?OzchaHrAIxJTuUAqoISZZI<PwIWZA~qYt1I@-Z*cg
zla<Emj=~FE{aH^gZ(?_LY);)cN$ZWO!?R5+i@P?cO1uo2w3AQomn_ps`Q;BCGj7{$
zJ-y|(f7IpeGvi-}{dBtIJok#+Ri6_E6-TW?64k0hE4^C3tx?S_HSx^6vf>h(ZEum)
zzJ<Dz-rtZcjJ_13ptgBg#!{y>Mz-2hmtLG}IK^`6)$1XZ-{wB{uHN})laoO8^<~Fb
zY3s4f{3UaJ#@UB+ZJ+8WhgzO{U>GYpb(RxT*NV%z+H-?jMSiY4<-IH2|J#J)dt<_b
z57=DI$eqFvae2v4<MX1sdUwt7H9N_!(&wsoh=0YJ_4kYuqqaSk@bi_53ELjDn$zOo
zQJ*e{*FUcw4RW)zyDC5J&d2Z*IZLJUd}R`Po-Hh!m{ri%{dI+$+pUbPyJqav^)}r1
zc5k)=gVpDV5AP&I3um@@zKnA7)a|*t&dMVw_=No9h;S>`mL(fqPrmNjm$#omYjd2v
z3eR87V!dM*r$+2mO`c#Uu*oQoIa6-_->jJ>i}MQBUnp7Exjs$ufYQc!ufo-rrrfcX
z<y%`><M&cBNcTa_>c_9643^$toOw8XeU_uj(RQ!x8ar<72#h?cy_e_C&n=tW-5HA(
zq)m(D;$t_Rn|JxKbmh0T6%W&%wu`Rq(Yd_uDFf%>(4L1L2Uf3Z(7a{%Hu8kTyAv;c
zbpvAeEn0az(7$M_(p#DBUMp=nVg!n8t%7q^zNnpdGTt+%A**@Kn&Qc`UOX&GJ*Ktw
z-laXIEB#(4UD<l$@V%Ekll-5DhdT4Qrf$xWRGPJ2=Rbo6TetSYPuq+B^a&&cCnP+-
zE}Ny>7_fQ%xw-i!DSxI$F$Zp&zUx)C%Ni9HuDvQZUa^a8_@piO^Tdf|m!IA_nyuui
zmzY0YS$%0##3IAKsb}1o*39mf+Ve^D_}Q+*_uMv>ZJm2EFHrgSjwP+(iE5kHMb0&n
zmMJwo6XRRpceJYJ($0&1dfC;o!FO*TJHnHawo>x@ydSpOMz?Mj&*by74m)-uSUMyy
zz1GQZPW3iUZ3YLK-<K>^3+@(%s7_hP!uRE&;>1SFRk=5w`3F91$-ONTWcx?Er_Qvy
zx;C3j;Ed-wL)BgLYIJh9U*DRjc}nkeaGuBMu$%Y2>sjXTJoy!_Y9b!wRkOKqp6A)@
zrArDL-gsoq%nM$0;dZWB@5=2WKTE%AIWODQkXmq@eVdl0?&7<j3Zr<-yc0f$-t#?f
zcU5=Y(PP2+VYUGU3`a`@J(3-aC*CPrms_+z$o;wZw>cAxUEW+fa>}UOI^$0#hjR1r
zsHL_oYZbX}Nd9>}FZ0LiD6y*ZlMYw1RF$studI^%6cTlO;kDz-w-|`&PwtyKPd4<Y
z#mTi|yS*3i<Q_aOxoY~gp4$e6N1d;lizkIV)?S(aBL6_w=}!;l)Mj=2C{MOEj40fC
zghl3GsKP|`;)yQVyO*k_IW1P1z4!XW{?+%F{0N+T*Eq85nt0BEH#XmG!dEyhyV)AN
zHQTj^V@H6+m-Su-eSeM~+mf_q^3OTUKWg&?v?u=vJ37Dhjbi+)Z9!=|1@=;FZO`mv
zko#JgY4C08tWDF}&hBf^Xb@%Fa!N(JHGa8hnDjLl$>&|0()%1I)oa~*9X$V*->+9L
zn<g=+tyywHC7{SCTg_9sUuC<fm!?mT*PO2NcYU*0uD+Ua-YN6#Rd=7RL-Q(@*lV1W
zea$*$Uggr(sop79i*r}DYrpf=KErtX-pW6}i;8FMJGbL?$PxwqtSIxHVa9&tX|oQm
z(+XJTe&ErTKTF~scNK11S{!v-BEV%~pS$Gy5Pe~xxpTTU7M9G+kx5qCy!OfGn5KJs
zGd52)@w`7{S=t2Qd8}c5nGp}d)*i9$WS%vP+bn=jBjeJ=Nf%!ge7_)cWW)KY#i`{b
z-Yy&G?lq2^b1P%!LEZB^UdM`VYv-D9y6b64s@C)<<%+94is>t#3BEi!$GCLeqjRD`
zoPS=goOe(lr8v@W!SYjvv4u+>U!C)L^_guZp^LdcHHIa3oGQBU$0{s!i&65te_QuV
zYLWZ<a(7m7+`XLEBhJh{SEu$Vbd^0f^>`HNsKf9pJX&@OuYmOas3~t(EY(<g<>@@N
zI+29p0Nw7qZ|fcU?y))*Xsy;spEqyI&qWslS1+Apk=eCS`_im!ZypF(U3V{(N&Zok
z#W6#rX1&+Ckf6!lPP3w?9xslXaBAb%7uiDD8_xH+KMaucm$Y0iYvyM3>{Y3L!Q7Bg
z^}PpPX{(&rp`Ib{_jS_KzIVkg>l0TTy&b&xchW{tFPGjMlkV;HE&6!0@LBDf+N>`V
zPFSjK+%xOS?TP9iCwnEjT39~XQyjEgJ~MaU)H`vfLWFEzpGcp4X6B9G&o-8&tL%N5
z_omCcBsieWsmkE|h3mUK3sSa9N6+EQe%3i>d0p|fy+(%vGlfL&a9YSnJ)6C2<3&Ha
zPvtkh_3GVnZ;)j3)4F^tbc6V{H8*^>smfj5I7OMIuPS`0$P^*zm6hhXJc`P0d-}AU
zc)jdI9<AA8X!KS^>Tq?&)pHDMg){H+YIv{h)qLDD_u;|k3zlokByEVXIG-4~zUE#+
zzzycT$y(j<B^O<9UEg`5GRH47MYS-}v+7^Oal5ZGYggy?KUb*LwA$butS+8C`(D=k
zN6!|R3of%<FLY&3dUnnY_R`|`4|5L}D)k;Ms<m7rr!_w*nR9FD#xG)v6{^b=`exc(
zpJ#f-U`kHk4x8&!?p4goZc_GSJigz)H`Q^K8#j0F^507)&p)(NJ${zwTE1T)sV7(e
zlv}^<$3dMvOBy649yb`rs?A>$cRzZyl?eORO4FWg{(6rkY%SM^ZSL}9xN&Or9j+HG
z_rB--<?}k#lQZf1Zj*PRy}MhL3uWZ1e%8l+n6|!FTlOZ)bJ1_6%cgKWy)mm~n}O>E
zp3rmVSNHa6B<<}k%ly;d{pCMH`}7J)S;Gn0+qe8EmHXiJpl<7z2E#s!qZ!AHEJROh
zP2W0m&Bm+IWu8@X!MP8)GXhwh4DXw++9i|FcjNndzratIqZqIBSDkx%KdjKk<=$tT
zw|nf<p6e`_wXNj0M@Vkq&+tgSt8uIee(O%pd3<Sk=w{`4LHGQQ1UhE;d39YCo0ih!
zwts5Cw(TlUu3BvMF4<Qx^JkF7TFbnvx2~M}<nL*g<-g#zck|Pa*H)ZglvvQrd~3I3
znFQ}1o>0yF1s$^Ij9<oPO{uJw(sB8H?=GL_9=l1&+VfvWO?bg%w6ubGYw5P_0jI1Q
zYzu==*5<7f5Gal{Sj?JUcv?_xO~$QN$GU7+W$KCWY0a6e)Oc&NT*bi$Pp%gg?%HiR
zZP}qyd{);&KJiT4wahJ(;R)l*ON*i{oW*qN?KE;roITan3GBOi@QK`%^*NV%KCy3&
zJ-fr!HH+Q1frsbHw%|$o+8Iss<?pD>U+O63;eN)i`q^H_WFO(iS<g~>-sMl0eU+=X
z^xn%mE4F$4NE6-2I(3D;c~qNC17B6}lLSV^UEyAySt-xe-puWt8KDxdn)GIxL%G58
zwN8^YUKK}PFJBt))^6E`DVL;z_RlX~C=k7>!Q=beQ1xt+1CMQgU++I#zt&q>;J(Jo
znA@++?`62_PX2YBd(Hcem!(9XR(pJ%o)Pz;RlVQqf`H?ksdhisar?HKw;Rb!ysWm@
z>IR$N)T_MZ4v#hRmFMl6rClQ$9P@P9wzDfl-3}Z$ZhGa_t(r;w(|4>Fn(uT)=()xd
znNRMbE$h#3+>?2zuxj<~m9Oq8?kT-Iw_E0|?d!8PVqz9~@8nk|H)YEo5sGt6>r`o(
z_ImQH+Z%drXKYxmxWv*vI9|19)jciWR||ztu0AX2rmOy}@3KqFo%`N;#gpS!i`0C6
z`L8%8zRk;Fp-gelukghls~m6HOZ|%3)|1%QogJBV&~y1l*Czo{JHF4o_eLYmIJR4X
zt8VKY#XH`uFJr&1yEd2a7jLol>gj<EKEf}fbdE$%?%VsH;n3!X+opvb<9`}mlquDH
zY{d-bZQ19Vr|r39E48t&OIP{%ec>0^%d?KM6<MsGrT0g2?cQVeb$b4p{wmIVm^qhy
zMp5C*f2NnCDvXXw7$4*OzD8ZkD}3i=cZrqS{!^FKB}Dwu+B1RQ(DVG(s(;fz?D8n=
zm@%jHW&DD*sf%xGum&XG+n~3{aluWVnaUEfR@X&+LM86KyKn6IY}2#}%W8JBADX=~
zq(G!<-qxzi56mV%|2cW?+xbyn?)pDE)|n%ry;9lYpy;FP^CePtOjx=^@A(C$?8&dE
z%#PVuq$jcFlJ}kF@HhQsn|_o&yv@6Rw_~5B((Z`GAKrHLf6eYcw9l;l$UcLsOSENt
zCB7<LkIa1VpFuRfxUl4bd`?hlp-}!bExR?RN(v`k+nX03Rx4ioSXYcs^ve9at>^Cl
zxVosnpr7H(+lX2Ahpj7QRpy0FY&>uJ^7)~tlAfiDdAB5_t)J#=SJn4^k;PJfUP=Ah
z(`P>Xv`JhYYj-2D_{-Ux<NO_Y4mzzx+V^t**eA1dOGI5VD?GMGW2rx{o8F)4bvd#z
z_BZ?Q)%=uiTmQ8Fo}a_IRre2w2|YOFGe0=4RcA%>d&aLTgd^Gv>PkhPOWeED`KO~|
zrs})hReYECs4tD|QBkO6Ej^i@Gl%175&xrXm*BHS+vW8AoUYxO`c!1G@0>|TeD|i^
ze0{Ui&4AVIvddoIn!oy8da^rI!g6Nqz5Sm-p8ek1)EhJ3rzE}B{%-s3aqz}aOND=?
zpYM0CDOu|ybNqAh<yq&lyW7?E3coJnc$z#f`^v(pD@>khcZRPNuh=$!;*$?Ql>Nd^
z_V(3Qi0-n{UA~U#w!$CnOOItro~>b)km<|58`yP|t76rsd%1IDtW*O3UJ>0b+q9~&
z|J3$B7p%DaBC5mY+?rwO`R=A;PC4WG=V8j5xTCma1l-qVuKKg*<N2ynp-NqWxo?uE
zy2ee7u26Xp_GF^lfvcfyrj`fR$VS|i<(m3yYN%CVXxgc5w%REY2Ok7kxm7hfuUYd&
z`)2gY(>tbqZtR+-ZO%R^yL2kkb5YNe>V03ESKK>M({V1_g=Mn8z%dJMzk=8P;g4^1
zoZX(LZP&tNcAmLwgGfTi(<@vn(tIA9`f0TN-gN6{^194}i@&VV%qyIDTy$3cd56pu
zSE_O}wys+qaA}3jEV~;G;VNmmUzg_=?Ogum*4^f!otI3XRKEVtaBbDv67EvdHpQY!
zQ)9Ok#q)hWdwFqq+O4_ypl@qyiI=&k@?AHpFq7}nCyy)b{CTTNIYPTR#`ATc_{8>@
zk0HCiu4HN9)4aR)*kh66@6i|L6^1TWn3o-uam#P3V<J~o*IC`jRfQS1n^JBuidK}I
zSi_Jk!E$Z(ox?mX8y|~?huu$#ow&hl%Fz(R#uG_)Q;(i}#Bn;wROM><RXy`Xr;ojB
z+PQa$YIRoD%8;#ZQ_4M8oaL7BC=5HcU3sPN-|X}GXEq%X6O;aYl5J~_$?cs=(w(}m
zvR*!1ul6>fpgZbC2~V+x-PXM<`dWQjPuu!_vi>}#y{pe+qC=?Yt7G$Z*PXXpvS?em
zQEtvRJ&(0V1K7P1j@7O@5Hs;;*2U9hH<PnkAMaH^dm}j7LM9~M-X=(1_gBA8ww&wK
z&b7H~dnSh5D9W^+r82QsM>X8y`K+_t)1HKVJ$R@&GIyFx$%=s7cXlPac!JoOCZ9R5
zYUfdx^Jhzz^p$IOs~oqfzAnF_`?>S>zO9$pe(nmLESONM=_PZbFw^?h^S)b=J9pgI
z)G5BSm&a3~pKE_>Hn&CNIc-nH*af*FZi3!L%L6^v>gKiau049oW9=l4^^0t5*G><R
z_+)r(PtLIgB`>|ROFo>EkO`mKdoXx4_i@j)!B(1&bQj<FZFTEms^cB0&-;acl<FyE
zCdbc~X^fPT+p<aP;m#MXRg3PsoNRj^$0jZN=IQCcPp9lVm#p+N3Tj(9pC>EKpW8sY
ziMLp5lN{6aD{>ka9?eQN$v*fx&golM%b&f*@v&`3owk%1uk<r}wtbaF#af4xHnTPf
zXgu1bsT3OgI#RkgZd%WS>WNAlZMa_K9+a=R%HejQNZZj-y=!{P+%AuOM+^?EW?+<$
z3E?t(tTyZIoa?G{`ev*+!r)MKdFJ*4t579rg=h0+8jB}KtvGh8_lnHL2Xn4$Y@B%3
z_>9~6Pb<1L68j!?FJ@n9GlSi7)$DI`o-IFD9pYN?a+aRS{3NlWjJF;qimy#cXIl1j
zt(CCC@v82#v3I_$GQN|nY&vby+~fBahkY~2_dOf=?BJu78fBKUStooSty#qyleEn<
zqqx|5qrk+btV<171>%fv&63bOmQm>2QQdsma)qzY8N)f(jSI`0Dwix;zhW<Ux$yG4
zrmcl~hs-`t3_Y0{eIewvB=5<$v2yQqTTidrnWk{Y=-4`T&N-oMlQUjNPL6Htxu$ow
zb@h#%x~KCFtWZv^G>T^1u<y#!U7_i_ZWaHy_R1<VwP<Vf=KY_y33j>f)^48le63!~
z3FGUR*6eyRM{s`C=cnA}#mj_tUUoD-^LTRCPCMmQVV~agOV@jy+CR7BmiDypoELSe
z)}4t7McHh*OZ}u@2InR?s$aHTb28xP&!ED48>X5+In}b}yT*xgt18!(g{9?ty?Ms<
zx+lFk=49{9ZLR8dH`iN*Jgw~yn=)rjV4slZf%Rq|Bc|QUj+{~;%`W<G+OOEt?vo5-
zo-JSEY0PnxxlUB>TzI&9PFApgq<T`@eEXS9hI!FjOFu+yIr6;g%*G4Pdi_#DZyB&@
zFW=_g>RD7|eLZMldUZ{o*VV<}qAo;ysn&gbMtX0>vFwFP8p^l27-U!X?A#j>G55*U
z2-Dq}Y!|MsdV1y2l&o`Sw_UuZ`u$AS-lG>Mu%0}ceB31WgzaC$@F~X}PBUdi*IvvL
zdGyt1-ZiJq8V3|U#%i4^PYem?EnN|PYsQ&5sT(-IuRC}5;uQ<a_t#AWeb;_d%hNjR
z`YL#Ta_<^<n``{@1nWLXtlN~vbE@$2ZPS^>vU^V4ZurBhE?X{Zc{I|*J6FkLC-1C#
zLaP=^iXOXpd_(SepMRliRZgwk{^ecvQj<ki6R$?Ti;Z3yRNVhz+04T-T_@Tq$|ueV
zeXQeBv)p9LqVE$=Yux;r@-I>4N$E1~(&9;OnJUL8aVYN>?UX%x*lXv@sO?WImapAn
zep+C6@x85!;`MAABR8h(<FNetb*=mK{L_6`3w^U(o~9<P*4lW-<6P!zolHlM+Y|1$
zrrdSgd4T2jwRM8`o@p&Ai<*7OK+99^v8jx~u>y}1zpg6UtY>g?T>jorjlb&Y9Nkss
zJ#!l$Hp=uKU;jMVpgBG3NRjtDwUs9g&j<hDDwys3H2-bPz050mtm&JMo&C&p_VeuW
zy9$qAMs3?DR(s@Qv}$=-(>XhrZ9iSL>bdU3_OvUji_X{9YQD5-->p!OyuHPN=cZn?
z+B-2V@-bt_V^Ps9XN{SA7$XJkXGyPkwsm1@cYoHZ($KA(L4kfxPtUmJq9BtH7Q1(g
z;lu5{Uzf`KzR`Gpt*h#!;|9}h%4J)%S8q=Wj@h=eQf0=(X@6e5_L7#gcpIS<rhC0F
zYsp$=GjY@PMr9X{8BVU6RsM6LQ}gvpi>n*C+;*tUnx^s3!Q<qr&j)0$Zte*=m3Pgg
zu<KQF%u&q=8|0@(_oi7F{ghZ6c`?kC$KQ6fUgR_pma0qszSA0BX{(;<D)$wzE<T%T
zlCqv{%9h+6ldt@`DEjFb$KS$PPv?egFSE*AxpmRbFxvwg?7rGCIXsvAqqRC_l9A=>
zA0ekLA8TbUyF1_U?CsK|k23?0IjYaOZYzE4(~0K`Y;9jBm$;r+ktr8F;ZS}z*3H_(
zN<Pc??$VTE+iTCguIuVu4Lo2vdBypI!MDGzYr31zd#vj5tmo^m`t(#N&)OP1ec`3W
zVkh3Ne{Ob2xp%+UmQ_1ts;`RlcJ)usSQ}li^k2T0-t3$#Eps)l8K)WNN7Zcqu*6~G
zN%^V8QjK#?f9himsQ7c@SiJg$aFbPgt9TFTm-$z(dKa{ctNH%5Nta?4*uI{)(>k4V
z-qedn)|5R6=QVpCxclC5qn?=i(Xw8#E_1B;qn>RQ+RnozlWcJ`JwED`hjst+i16vz
z$;pak(i;k6O{JdZ&W$<6x$T=xci`N2rZXOw-x1tkZ}rvZr}u<CtS|enJ`Q8pw^U^9
z{F$HsX1{o#{OJ?JG3_&l@5P**7sj+?Y1o=ASLalD=Ib8enQQ!+>(%=sd@ng|Eac}F
zi3_YL?roN>Soe)1H{D}aa9aS!H`6tVW$(_%@mgKl`}RpuLDb!s;YZwlx<BYUw7X=-
z#60DR)0IspuDo}9xjT<r<@Ysj<pV44c|5UvBB~M|lluPl#yhvBl=L0naDu0A{T~&c
zZ|k)_+P-R9v0QyQ`?X!%e|@5(C+^-_kyEs7;Yu-`0{(|F61(0NeG9z%uI8TBl9<I_
z)+cX#vDNl(R4_WVV4J1g)y<;M=8L^u+kF1g2Gi-2xLvhw{&XvhE88x3!g$Z~y`=%I
z)3vJQj#_02bnWZj`1*QO%RILy2T#6^xmnqH`pNT;>&keYVpq#OaI3x^%G2>;=Y!wZ
z!&SFC+<N1mn=R71sq9JF`<SUm?u9%vljSpxT{UAu(T`t+akVRp6)n$MNqzp9>olv(
zrY6_V<F4ea-Y*k<C7v|@)n@zmcPR@`*V@8@h=w~8FRc(f_W1sS^^;ddRdg0DyAt;N
zyx*GDzqgmYO7vIM3OrY<rOS8!%++KG73N#rD{iV<x5vzSZDY>qxpYE7;c>}zdw7J7
znBI7BC?GyI@Y;#*t23|NZ4#FdoxLtgU_);EiZAcq$D|%TdSHUko#ch9g3j>N%*%eA
za;tln-ECnz5A$l7o4wt_cP3?TXp@~b<K?~0Yfg1Gi=H@IdMWPslM|v0thL&m?r!IJ
z_DxZgygF%jwS<}B^tAH~p}JKHy3$=+S(b?1K3>)KQ+3DoiG`Cy=C3Whl0UJv>fAD^
zs=T{>%$|GuPZUH?ob__8s`)J6S7w|&?_$0l_xfbv?W(e}iBoN_`k^4>*gFR*?+YG{
zliD<Q!Ebp}u6JGr+YcR!I;fMi++NRk^7|0|=XV~Y6ljP2OLI+q*_7QTy<|qu$Jio2
zt&?(pGfkZYV|`brxtB^vufBBaW5PC>f2EJbCMO4kp0D~6eaUyliFfu=&z|KjxwhS=
z<b9CgzB3CeZ6-C9=gF^4?N;AeuzFtAwYgJw&YbF@P;Q#*e>1&y@2>EeSz$ZhCae2#
zP1l)vSw$*#@7#TljP4X=%hme1IW!1ZUwytOGa^s&*EO3DPjB?iyYkpBZ@T&6<MYa=
zpL(9V$a3DTM>o%vGabIs_1V|$X6%jRg-W~j+I`Jk-q3s^asIKD*=H2?O!aD<JpbI(
z*qpZ;-v&Ni9`^T~7`KK}QpF$F_}qnU+N|qhmmGNETPhZId#?9$(aC*heyMl2D3<3d
zFW!9l$b@%!R>}9eU$l5JJf9e@x}S@IC4nbgwYVtexqaiB?2wpVjd^LxqM?^&mu-#`
z@>CP(2}^Q6sS<jIY35nW<g^3p)b1<Ao)?}~AKtfZ=WGMrsq5;hJ-$89UzdHc?j%1~
zc(&ZnHNSUDY%>VsJ-*&_Nzx^|X2x)Si51)5%f+(IQ`r&1yf6Fao41SFOc;`xKd<vT
zc5~58PubTO9JnRbuUoE-dFvlm^7!?ofXnetmdiq;o~2B^yKigWvw-7Fo4zMpE4cOd
z%!Vo9O4GJiO)5U-e`!r0zw-L5rO(nQ2Bl2=x@uR>SDDzY$v5=e?6sy@nl*=1p7UQC
z5hEB^8hv-3o?>)T;>ndR>2>y6bCWFCWwU<7E>_|B7;z~xKKOih)~%L87KZO@cHT&7
zzP&Z~_MJn_KbyCUPBgojV(}zxci778;;X(pwtc<ud?ueC|Fv1CquxrbP4&4`pjCJA
z(XN`yS5__9{8n!3O5G(F=g;)_TAa6B;XlK~xPALv?@jBe`&F}Cwr=aCM{`VU{uFKU
zvgJ4NFms9MyV|ND-D!IBu7=>$FOPO`UrQ+9x7Av=W|B?WQ*G^OLXLC#4sBRAW6SO8
zw6&-1#n{aWl~|i{d`9)G7cF9M-(;pt+%kiq>}dGRbBBukUo1%5P|Dpbm2P2wZpYKg
z5U=O+&6b*MHF-0=YNvdA)jWq2hehLE3NAcf{^RQJ>9=>xyYfoYEoPfikhiz7+tG`u
z0e3kMuA0?1HD|k<PwCU_c})-6?#`Qf<!t$Lhla0AyOQoCK66=`JM&4@o!!ql_Oi3g
zdM+copnTn=cQ>EzP7s+Kb<Iv{&yF2E5+8OxzqWT5_xHk=S6(jLd*$}_AYOKtS-%{(
zWcL)mj(3iFac$baAXesl^}eqcGtI=V6=-ScJ+Qhu)5pzCwXL=<TkA)+w(IRP&(~_d
zxvY8j%x|XUPSxSlUs>6FFM2xT%X;@&pKh5XF`kfb%RawukJ~AZ;2!47U7r_R%Dng7
z*3!LNEiJkt?4CN$gURn>Ir|RXR%ZSnddzk8oioo>e#>0beR_EFHvi|*UTgi9tt(Yo
zyXliHQ?8p%Zm6ubkf(R^Jnh+ACT?##_+{<SjoX!%7VY>P_oi%nco9dVI{U240a`5z
zPv%@(q0D?m>hQ!nEAo8iFO88k>}qBA+G8O<H<v@%(|XHHk3K8DsadLjG7WdDgl=)N
z4v%u{RFyscuvY6zf`FER)}8F*rZp?h`o1wxb7xu>abo4h>mOD+GqH=hs;%G1!E9^n
zW1IQDq4LqpCO2d6xM#gb+?ZCI+3j5IE_1~)_^nTwN6W-(tLCIHjeH<Ce{NXvdATje
zW*iPon4eR(<=wLxbzA2iKU>yuuE2Qy$E9HmkLF(B_X$y#T>D$PXtmO#?IKn^p&_Oz
z8<yO*daSZ|wWjF76(`<?eekde;jw%Y<U8YY_G0aMQ-zt2`Z*kRI=(mHox|~URv|1O
z-}~oPhd30!4o*o{GtW@pYQj^td``NF;N^K+R3>_^<~{!NsB{19IZ10}(nT&U{?D*B
z(lbkKdeJrme#>RK2hLT8Hd+3<l*_uwHTCq`Q?3rnEtIcKoxEN&(~UjuOYen{?JM4O
z*+t9LO*tmp|DR#qnvIt7r)E_DY7BANrp2l<tFR}1Sytk_J;h#yeN%aNua<nhFh;we
z@Y4J($<iMGrYgRxzI?zYw5n-WxfHvtR=^I6v)0+AC;nuHTR!PJcl}Mw++(d=6)PL;
z=3KTs>$AA$YSG)3vpt;l)>dC&mnmD$P-)9wHA9Yl$6Apb=Uv*l%D1NI*?Vp5a$@{7
ztE!Au`-^r;+4-oRPgx)1tQZ5Qo_Kv}(W|E_{g)#`Lq6aB8TKkx{jO-s&b;{#!vZ<q
z$MwpXBut&;@!M<boV(A}GAdt+c^CgPb$OLNccG`;&ZDjcT_SmZURwoAIDh)w@AW26
z@X|4v2~*duJvTK!>E^Mbs$ZdMa}0l9J?~ifjE6;Ht!a0qY&}=Ux$hUwUM$Reajj?Z
ztjpdm$yct0C}|u}-T7_xe}-Hx1MU2ri6>tAp7!4Cnfu7^=)Ntzd7jeY@=F7aPn<IH
zv;H0O!S2@dIN!A;rXgyR6Ru^boR+J8aBYs8$b)42wdpZG`xwKH8eQZ3KKJbTz3E#2
zK6$^l5|b-xy{+Rfljr$o<;FvNtkKhi7V!PKoY)q0m)AV#d{HRp)+-aD)z@jQ>69xd
zs+Zxqk?qMLe`)j6tqIn%`pSMSUL~R`d-sr_)CY$1TO)FB9J9AN<8bOQ^PjBJsV6P}
zyyo-|_P7*&V}`QfN*8N?9bY$_J5S^?C1=d@(^fajTXEF-CdVZW%M<4>&3<NhLS+B$
zAPdQ_D{iH}jCrTIx34vbd!ew9-ADVm>C$U^DouXgFF0V@sWfqZ+|)&j7sf~QyOe&L
z)KnDBd}(XS4#zFbvpyFVJxHhuosqZn;7RpY+4GjNOfJ+DnsRU3#+zsL#4V3+O`hFf
z^EaC>QuS44g6GoTtNg4kFSNF{mI^<-KK;!6GcOK{F+5sfeqY%%&*;>S$4gVrMJ_q<
z_|o3!ql=&4St>oP>|yb*>y{;z2i8qlU74)BwfOQn*2-evD|SwMGyN97N?DV#;pM?~
zi|*(#+FbM9qgScCUTLeKSI@*R>;2|L^&Q{a))exkdX|uNj_Cxa^=G0@E4DeFUm7^k
zQMPi;^OF9cp3?1(eJ4T$j|SDQxvw=RIOpxn<+;b7zP`50Q7U1A#fs&zix-7FmdrSp
z;Z&6M#c<OO3zd*lJ0~z+zO-Fp)zJe-%a1L7m1=o1b7!+nj_2d9g_4FRINoG0PD^Lt
zI&b#mb5r)bB@5n_1kRb1b>z*P12Rv7CQ14;cWupQmfPFvm%wn{diKj=x5qb52k!3*
znCz}_>j;0=mJpTZOB3H&<V`&sRII1PU$^(nwVo!=oJmE+arNtCqZRoI46k>+dbhO5
zjX&zKsjX$6X!FDqFJ~PKpQP(#xH<2{r4Q%3bC*rIU3tS+T;{s#su%rb-rN(KEtPWv
zF0Lu*=8nI6``Dza#*-^juc%MiqcCw^%baU^y%y2YcOJLQTJzN3^;v<@kIK}Y6WZ>c
ze12W@`L3QxH$6`Dt#W)m>x=j4ztR5cc`<T7Ud9{$nDp#h<~-lu<-!xY4o}`*>%V-d
z)u-K4lCv|;?DY?s=Gl4A-_&&K!PJ1m?4Q>KUE}1Bnf$8ydUR^KVVws<aZl)}*?TA1
z?6eG-{3^#&P>WAnsG{*ayXpPoX<U4c?DytOyD*)5^B;{qx!S<lPh)HSZ8mMrjF$FX
zn`vS`;mfhAI?=l#Aq@HwE1TXr`Cng~`$lQciSF{fYbyJ{NrtcaeY&JWz;NPq(c7`v
zWiQSwNbgD8DY-s(iOR;;5$9xQUe}sZSsHbt-%r3~#za569qYcGy6^k>v7A@R9461#
z@8ev)A51wUXL+_PPPQ`r%0ih3MHOc?j)mX(`Rnb`xZm>@SA7#S;1zM{+bQ`nl09V0
z9kU}1RgeE<+x-j3=iYGQoL~Lg;_s7G`fN7#q%UXM9{ky)M`lXi)9k$Jw$?}48Barh
z7GG|C8MjiuBj)%7i{mfj<uV^dJY!kO%(VBSs{V5Q&+lU<cL(pie=l3c{Jl-@?DIm~
zikrWzv-;0)Oh{|)!d=y2x+hudzS~?EEo1&*Te+@VS6}`6T;rv_uJ`Me&fGKKE0mCb
zd|4J}O>UK7=bgg$afQ_z)flTLMtqu<*nHv9uEnR`R0u8gp80!!<%^9!e!YFdWuE>z
zcJKDicQ=Hp{xj^I^{H3gtt-;)@vXgV+$`Oe>`GgwZ@zVF=CK}`+5XOp<3;W*S@mxD
z=_hiY%kKZ^dj2;@CV9pAPiwhLwq<Oaz%Q%SoVo3##?2FTt16Ecof4Roxp?7uzNt^v
z=5?>!yQt#gvU<I=pSy))-IlM&((c!uaM<)&x<^Y4d&t4_Szq)G)^IIfAbOlfCG*^$
zTV-kdqV3(^l}m5VEc+h5WYV3gPrkXw3w}Jg7BS28q)O6`zu_@WCQ8O9zn?8VslLT8
zJg!vbisp@1`lUOR^~}Gp&w8r+$6Nc9+dEs{ifId1?cSYo-Ck}@vQ6phNGtPbu60sH
z&0FsN<zHRDRaO0c=x^VkeAA-CYb(XNSGiX6nI|3(d>yMXahgN@udAmeTutWqchBG2
za;vD^Klzoff$A+bBL?g1`Oj}g9zAAMA@OKm?&bVj8jU9(uV7oc<D>lf%jH|kgJ=1^
z=-+YRN~q>hvu!uNFI?@Ba<V}DLg>+tvRnL{9@~7Vx_&08qA5HkS9#u5x9n>b+l@X)
zRbT(%U;gU4x3_#)Y{ldf_vF4gj4`eIc3nJmtX$%&ZoFp9>+K(USNv!2_xiLq_=wfx
zok7uZhg#iddG6*7n$_*8R{OF3@oei<Mah^6g<S_Xeti3Qp<Te^OZyn-{SK^cFFf%!
z-XSCEjlm1`3c2Ex<PR&SN^JQxr|@adrMcFN@5Mh7y?y3XMC0vQ3+4;1yOgx1oa^Ti
z*UFN|r-RP;XTA9Hmg`rhq1ME%V-{Ba71?*b*|u`Jeu~cR-?(MJ_?io=x9niQwrut>
z?j5Z)k9WR|x7*iQF>Qg{apnc<^n9(OIy)Kr_m&;%5ea%~vAAjW<eHa1<zt*5U7mZi
zUG!S?k1c0=Qs&2mAKT_0;FA|-^Z97ivAHXbiru|a7<=JxVCI~u8s~WL$rpa<k$Td9
zC29NgkOKCzT^~+-on5$H;%xrmm1|yw@MTStnpMwvVzw>U^CL!z2YzmjJh|?)qP@D(
zo?n@gD#4RazKrWn&u5Naojyt9SFd>W{r9GmTa;!;ZF=;|Xx_#q!<SJXV%Z-o_`{ms
zETkFLeD>DOz@H&|L|L}%zvsWzH>cFos^`z*{aG8fYuyzo`E}i%dvmG8Sznb$CXYpD
zAG&<+{d=K#*R7mOC-yGd^n98r`xCa!5BE6VN#E;ewm4_!Ig6FQwwmoT%UTtku{lih
z@vZtYd#%YOJa-m-S*Mp<#@D@l-n^|Mv$}Oy@AvU(*{v7-c8fpj_K(PWKfeVsMQHrd
zIubrDScYShy-fHy^Qb+SEMt$$-F<!SkL;S41&6zP@}9q!dOTOhY2M^4+wUfGLK4qv
zY=2SZbmQj4`I_#_quejAjjX@AHfz4%i;4&O53&|~bZg<1o^Jm>X+zfLUEkKf6VZ0M
z{xsEM%j;4Wj-!f~b&cn%)@$ACkGnKqx{UwOnr*w6E1cx^pDz5L!G8Xo@M{Y9&OANV
zpH}%v{L}LKl*m5UUH=*Go9?-%a+&Fa*vfw4mq+F#e13hFZ=UkMI{O_<<9}~5IyaR)
zL!|ydVRTuU79UHk?M6R;p_gwj8HQaxV&*)zskMF0_bF@CJ1##+y_q|EOa0p5-zLi?
zLgl`^wDHb8#?*gkRlk6fzr>oS4SUvSa#_sQE}DJu<~auI9e-9yDz_N&9lk&3y8Ox?
zeGeC=^vugXePsH&pOrTz6<^yPp*1TqvT{RcwC`Qz3x6Co9O(*{EwY{ye%#J<!|pwE
z(^@6>B~Q?Psq}R5tur2LGKFrLo@VT?`l{IKr9I2-N?}p+-gOs0pPRfWo9E+1v7_&I
z@2&2g-<~&>*;r%kjVK$o0PQ@>`Jyk}rfTag6D{=1_fRR?^dkCZ`34J#qb4st>KV$_
zbG_5u^eKU7@{O=9(~ff7*<x{gWBayg*KMxmO!XJ+xw7c)ln*=3mb<Cgu2Kt?U9qW5
zcxAOr<hIG{O&(_5lnD<zJx9=&d+VwznSH+`oUU$gv)5X3!D!ypTbzn7DjuymwXwKI
zzRK5qq2}vVmODO&G0pp`*ga26eFv9Y)ivMSCoWyTDbu#RT1V)uthS)3<o9%T_O-Fs
z_16B-IZ*ZFb4=s4H;K#>FYmWp$FB11@8fHM%U-%&`TDA=b?%iQ#?J-Wabd18Pr^@I
zE$?2it^Uru=!q{Qogc~E_E4X7^6I=*XBW?X_{ueY@rznZ)g!UqeOp7arxnV7?J|6o
z{Zx9t<avby_Ho%pKlNhE7jL`9@chPA%`k757>(emQ<f*c34SD<X%{-Rs_L@c9qHbm
z66?F(s_s1Z-f+kJS*jo77UsO^deUmQb-B%@-JmOACVx*aeiME&e){~S-aN6KXKQ9I
zulV=HOma%U*B9x0`2#6OX1mqC2%Wt3qF!&t-J-w8FY@QCo7eu@x9x`8P2I`&_RP9}
zBrwKv#xn-FBiD;XKOXA6dH!{@*7Rzb$<MpC{&SC2v&}a0h;utvvHX1!qij|vU-qKw
zmQ!Y3dvr8+%ZI}+qY95VpUc*-yJWfAQ#-w@>YM84(<?6@YwqEipysc%>Fv7|+tuD@
ziY%CRg=`6T(>3`j^<lH7^43I8VeKNVt(Wg~GI)ADUT3-5(EmS!EvG4;_s0GErn_|q
zYJ6S3;pEGsX(x>)mGu;ROnz*+WV!rPp?y!z=bk@(Htf?(E6ueQ>mDgQ`6nu~dEraX
z8y9_F%(A?>Or_>-RhXgr9G+`iuT0dMJi#|T+HdWSWTu_7!f(8I)~~msQKC(9-8wcQ
z4HmAmw>d3U(q)p?@GRFd(u{J~S+sM@g)42Zw4<l$?PTv?T2?N6LxTC({npAUlQ^yV
zYOO=KpDzFS_)6NWDHp7~tGAq6a!12daEhJ7<1cHrCY(OVZW_YQKOyVq+=-s9v;E~5
zO{c7StG;2aoX2Zl4z1n%w@i!nTwde8Ht}@D^FoFPzrwa&-7uwORoa1$+f9Y<ov*J9
zEZFF$prT;ru~v7Z%YKcQfd@H4-_8nWdA^pD%m3b{8&C7zrA_>^ui;l%>k6}1Mn%<^
z^^|=k_f@QV6*DJYdDc={z1*|!mQ1qF&OZ0|<)@uBldtX64$C(wJetp*;Fl#_wRqxP
z!?V(iCoNVS=+D$)-?-YYYD-G3Yr4dJ_IXxUzH;B0owaFV%$*B5u^+OQUR$&6bFK|T
z<(if2=RKUV;{0CcNzcBRcF(cO_%-d%Aqkm}=d!~0_p+<cJG5A=+=b78*YwNV72b9A
zmlg$0{bKq(K3VK_@XUQr5`JG5TzSusVNPM6#kvkxraz5!`E^@ctEG;V^RcEpwR?JO
zPV^<K-rojkd^eM?&&%GlajH}Df-mb>;ysQqzK!L|3w`bDx!!1w>Snin%U*o!-J9K`
zccSX*V+A9*qD&_jH_vBltzQ>MxKE96DJ`(DT%FUhJnGoAjK?oHk1x+!_;=Oq10gxj
z|2$e2wBLK`Y3&!ip2}0?_Z|)2(pPUU?J0Wk#tq+c1wF1ld#*1UTW%yNGf%L();0Co
zF7dZPG3(CGDgRb`c|zF(!Lxqz<jZO{3x9dEH_9ZoX_;d9f@KeOORTyUrP612-=pG+
zXmV80W;cc@d~>rs-z_~SWHbMHq<POLwHU5;SJP$BjAl>1s#srgdcuLO)7cIYo38Wg
z-hEQe;(B>+$u+4fiB0<$-_LrIr+s%$U8>jI47b-IXYIG16}a`HFiLFmu~U_jwzaD&
z*XJ(lmyoskwoa;0C1|taqovE)E36mKGir6sj-0zPsHdRnTCtb;r^9QLWFyNM{s`Z>
z8v66xgPYHGWh5o)N?lpbw%xj9PUB_Uz1ef-ht04IjY-<RrtRy`2KnB=eO-4`Sdwjj
zu6JB==Fy^gtDZ^UkMWruk!-p;e}zPN<}u!YX&#3@Sn*ArIW2ENSk3fu_n45V?Ya}M
znypZgU>BJXV=ct_`qEC7_Gjl!_oy|ANS3ZqyL9)4W#-Yy*ttpP1)O)UkhvOIvi`!y
zn5KI!XO7NSw$)mCZ+Di!n%csysd2Mj>8Go`S#b9CTwi6Cs`534>sDJzZ|?ehS@i9l
z`xULf(z{-*-Lktnc*mTL@8@Y+O%LC2mn-nc()AN`uJbBS*soVLYl-QKw@(#kls>uE
zdTN4n@>`Xv>z%J=`M#OFdr8Y*KP}re?<U>2XRtWfdr2+Nu4gm1dd&6ATavchT6?#=
zj<FYC?dwNBw(tgQ$UAH+aar%Z>FQJqK8E9_^$~MQp9-D+xo&Z+{DQFUw=xr08s=Zx
zt?}>t76CWjy5t)b{h__hGcDN{u1~)FC$YYW;f}lGwXG4${+(NH>a$r;daKFx;<u7L
zEXi7xXN#xHd3_Uo7Pk40uhe91K5MC45larRp8QiB*P^QF_HE;{9bWp6ch<dnTqGzh
zP_NY{tai`OSKCe0;gzday3LmrneWan`l5R0z<-8`(cjJ;t+WZZy41&}?RRIh3|C=!
z)~~kqT#<%#cdpD{BscY>!OW1)p*GKMpH5rlsn>Dt>{n~cKhwIkukEZ<QF*|%YCHd&
z;x2<TH<^~2g)Zs3>|%8-b9&;>sr$8F`Xu)}o8zKpWV_nC=&R_vt?tI(=FH(^-<#>y
z!h7VJ?a|$xjn0iPqnLs>=Wk8B*Z0I?<HWOqlUZBc>x(6N7EPS>^xfi$yB*4t=U1K8
zRXmyGzc=BP=d!Ljy3(Ho<IetGWV`xIPnX2={iZkXoj9cS{8#w=SiL*RJKo0J^{dF<
zZFzg+&fDx)u1#<Is_|%c^5-p2(pDM#Iajep!;tky&Bx30rq12_q||xZw~b$Yr0(u!
zJ(&77$|zgxl!H<7>o}G7B@0A*3=SNWTyb(*>d&c-?0>$j>+{^VJSF4UtLq!TFlBK$
zDE^vL7`<Yq@14(a?90z9ot4o2w31!)-Nq~d6OD3xugtBx4OjEIFTSJRt{D@0cK@^|
zD^=!vTlaANLhUVbdtXo4JvY4YT-BvalNhZnYww(D`V?_xv4DYf*U$e9$L1-|uxvAa
zJxTl0R@<yw7U$fg+4t65UU&CkVd;blr9HDw-gi4Ut7gyj!tE1}`mXTYtmA3-b)xFU
zW1$@;u{TbA5@>iV`TA&a(VC6h6`Hgb?df~*$?MOu6<75ZOfV?&Ut7hxyhq7!)wzZ_
zMTO^|#~EGPnG})yO55m><2*jwOi#69Kl4e^@`1OqzJ=@5tn5iCx7EH};xBAE<)G>m
zqbEh$54p2vKD3_Nn|FL|>~q$06)Sy@r}?aO3(Va7mG@72#zg&T<z`lVS#zT1etrC8
zG2{Dqo)>Zk*_Gkve>Qwwzp+O1(Os#p6Mbge_NHpRU%m0^sjj7K=k)tFYb~~1%Wuv6
zbglLE%hPl}`mE8O<-NO1{W-fR=j$aC+fCw*?J;MWBX~Y*TF?{Wo%`*y`)mEKS-PLo
zUb1a(TgV-Wgszu8>#v*&@?5O{R;Bq|;k7-#kH{(aoxAh4aK{JM%pdK+pOjMj-zVGu
z+x3$>Zr8j_x92u8*G<>kcf9Sj{<L@Eo8!l}*LiXr{<<!3tL8d2BT38GFXKf2E-jUQ
zJc;q^+S9r5I_3+RubW;?yZgJ`db+N8DeKCwcC#NDZD@QZRM@xkXlmRm^P*G7%S9h#
zuhy~)>^Q$Sv$rVm+@EhxuAK_X4-pIqdiK=o@A>r2*Yy=x@>HrqckJ=jzr`MVcT@H;
z#jE#x_~v|FA8_f-+b1{PG|aDh-Mx3~_A}Cp%PaD#>*m*1mNZObzHPckxANYnlJ7^0
z%+{?GxZ$7>7JF~~NoP&=d0$u0@w1CQ`RPT~9>*&76Thyl*miG0+u4eJlXXw~I852}
zH~YrgWf2pLs=lo|;k$Kf&nmaT-(FAWZ=U!gwBd;0+n~K?tR3!N+jQ&k?>%4FPF+`Q
za&yO}BOTszq@JnoWf9o7H>+pzPM(-KT+4a73;Yhg4S09k+d1Os?GsCjRo2Si&v~{b
zq4Uqe>3?38Za$nc@9Prfpxcg;UzV->x#>M?vgi^8fxXq?*3a%fX=}G@zqR}7w%9wL
z!{TnK_VzKD+!ftD(QA$9mz^h~AE%$$^L@?k*AjV!Tg@ik7v1q&<lFM|I)w`ko;01b
zT<kAb&)m!Irl~1`AGHPhrrtVS$|57gzb|_l<5OEV+swCFtBj%>!`^M%@a*=zc;z+o
zUaB5DJWpG2vZckd9jCjWan+r3EGP^*xsF4({u0;f$JchKhq`^L<qUa#dh!10!Ke55
zYfcaBG``UDeeKJ<#hDBG%TLUZpIYg*y1dZzwMWC8?THt{>k}W^i)Oj0Z|z`J5ITP0
z`ZH}&tsgJlv@2h~=()-nGArhk+53fWwrw}dRodk_?SO>b)t6>!k>L`i(TDHzzhBVH
zdu6dQJ45)E+b^qXSNuG|Qm!ugOZez9PVF}(=Xy1C)0XBPXPV`*IeC3tLwI8L!!sJZ
z2fnY&+Y`Jff_Y|mzfaPh+2KFdW_7v9o7HNcUD-Ez@4CNSEm`MI3FJSi{$gdjB#Se_
z;rmhDb1N6$IOgpsaXjbx(V`#wk8Xd`p*T5Pj*nwq(R<(POLw$czuqiAs{(Wv_VeN+
z{%>yDJr6z@cJa!J#ZRyN%8&T5dhyN0xdk5Qy*^s*Gsv1XrA^oFT%^?}k;k9c-mYh;
zs8VQp_EaT_(YnuZeQ?w3LsF^>K25V}e4#Dw7QW}zei!SfSFUZG>sfo^L+Yj<lh^F9
zFjy^DR2BB>kM5P_$8Wt?Evjlfu<o6I*Q}&{C+0Gqmsl6~{ZZKU%CO{5Um2e5%DlAn
zlKAJuufMt<Eap(%I&tUnKVldE9Qbr}&wqw3p6d%P{b65pL*vuiiGEhC&-P_^KX!Z3
z5PRhJystt2J=+xon1x^PRtfYdZRzdP+VSVmvfkbDiF4Kc8$CZwN#5^u;@_1GT|rB)
zBouc2nE6ld?wyV9L5t^zS*$Y-`naTAJ<I3d$%6;iEcNq`zH!uT&pxw@zr<=Bmsh5A
zve$i`b5DCy;EnlfYdDwR&svZYn`+Bjej(Ohf#rActanS>TGmz?YfYH++vC@~e2Eq3
z?$jH{Jo%?JFTf!ud{XqjaNRj!4J9naacc}_l&)R>syMTF&E%kYaci>8GE;7UKX2-q
zB6&hxG{49^aNg9LQYF(ax)d90=k!%g4wQI$p5c1HrbBxYxVk*Am!D$gUAl=oe&uZ0
zEiF7fVQ=@%o?ukJG+pw^Kf&W$GY%FSu-l|xo4%#C>#1ICulUl?i5};&J@eevCr5s=
z-f5fp+16C**}miUHj|h?_5a&yB&mAx#M`JxHs&_hdIH#F4Or7Hk7gIIGr7F2EhJM@
zotbINBuT5sUDtX=%2swW?BPGO<7r$h?^OxKjY=PnTJE}}cs?h1&N|D-vz`|fWqsG4
zs<haQ-K%X<y5H0ppXSWEW|+T_FVps{SYVgW3g%hQm+hEPVmdERVxH&OoCUu+&(1BJ
zrjy*Y;5f6wb<1a#wwY(OA5U8yusx`9$!VjzZ`Dm_TyNiaG;m6u&E-il55l@^J2Sr~
zc~<-|jZL5MDeKGz4cV;SEUwS@>guJw>$p98);x)FzOAn7uJELPS`qZ0A+JDd{VRW+
z-BLxoYuvMDS?{=7I5FnQb>TBb3&JwG3hsPaIl1=Of?u0AP7myKkIU}dcb(~U@1dP*
zlfyP|>wi9desa9o>v<~r`tO!J;5)V_YirchY0Gn^H23D!dX&!CmaoU~)%5(GibJOi
zii+G99IeS$?^r)CpzArychj&(&&rb`JAciZ9#&=7o>S20f8y6go6?MU7WuqPy_)h=
zsnqCS*N^PW{@K9(KKPEukJp}|dEX}LbF+L+ziIf#`LZBqUA@%PynpJEia9*}McR*b
zogRhuJUo|uZpn_Rw^ypo33b=+oU~zMzNdW2_9Lg$cLqi9Ri$^mKi^yO`zz-hCTpo5
z+>Rf<tzUg-)lrt#;_IT{?VIfcefCA)JylTniOIG6(&4k)Yv&g)i^y=YxvG9Tx9_oM
zr^;?#Zo?Qp!?-K6ykn>6%X442?!LUD*l$B?m?^W|)QjxBRb20SC7fQpIzBU8;P&^@
zZD(hQ&EhfKnEW$5k)_bZY{jaLozfEOFQX?!7ja8%dAsStgDK0^-y7-vSSey$9K|aW
z?eDdE-hsl<v*H(&CBCV+$a=1x$xv&3E$tIqb@_^;hkjk!KjWvb(BoSRKf5mto|J0K
z8<?IS?6&aqvrOMwk?ix9Yi8<A_<K2W^VGcJkVYHEkjbyksHVP(GZqewOJZa7*tj`)
zYpj5J)%Arl``gq_^{4J$uvV#imXm=2dsbA}QAVNlahX0%lU#Eit+G($^}QLE@>W6i
z<^0@Uw&IvSZ+=*;D|#58nB=EzSF&rWR8YO~wp>56^EQ98rE(p3{#<=_Db{Pr+w<2&
znPNP5>(2@KyzIMs{MA|Ew(aiM)Z1Q0$WOQF`t{y(@Af_0!dQg+rvCiSw^Zu!g7tA9
zj(7F0IXTlVsQUW(XBMJ?#fKk7Pv=@&z25nC=YkX3eY}-<>z7J=I%Q${>RWihz3A18
znJ-OxbT=hvjq$9Xcg)n5axUAK@uF<n^ON5N4U%UqQF^vFKjLDSVX91VT%n52`X0gf
zg^3>pR*P!vpLpC#OYh~2K#v(8qqxEh3bYCqXdVqu?s~oVW_Q-nup(ctMT@k(mh^31
z^djN-KEud2)ghNW8;b9(5{r*AQH|-HFZrycW>%ZKtgDe4cVtFR?~jjtTRas)O{e9t
z8HP&5JX^Sz`$FscnVfg*t<Ka2JhtIKwn={(!`B1r<eq(4_pf5*l*Ngz=9{e-uR3<*
z$>*q#em!g)>t~z#`aW>hcr3d9;d_xKm))gh3?Hv8I=1N9#w9C#-M-n)=-d~@vqo#}
zoJ9_XcS2Xj3JAECsY@^Bb9r3kT(D!6aqJR@PZpvxKCQPmE#5AdGWTrWtQRSZZmzr4
zY|mA><|)g`X_ia66juKTcJr3He)pAk*@a8#T<lvFCYPJKr7^m>h6wjvwKBMNY|Da8
zU)Gduo_gZJbx$_4C*MWZ7fkHguJUbV(e|VV_m<D`<=MEA{n|pK#XNOWukDERX>AWY
zT6p=k#8ZnuXS2B`W}S`Lt!W#WckRic2amg6EuL_~neXete7>rZwGw)%!Hqw{Oq1@d
zxFwjq@Ri^xn+?|2s#lymR~+#nUc)J(r$5-kRO3nBo>`xsE>2y&En-57U}&JD&EwZ$
zQ63*EMSV^&tSdDwt~mCWWfBilQRT`vK7~)V*|u_cuiu+~kGI)w?@>+jT^C+8XWunX
zy`rMKH6Z!gYD*nQ+xlZ0)~=HaW8UyS*085VQnvbvlUCH7od@-%=_;fJF#gf9e8{oi
z+;Y_+r#)Prsp&G`zOUOhtFPT?+0Q+Fa<5LG-<@EdxL51;k2DUaUE5XqwqA7-5IFvI
z<+7<M0UUp`XGZ32O;1@J60=I{WM1)NzZ8b69d8TxMb|$!Gwj+ZnY(BG>*ylKWzH+@
zR?0c9f3dw>(0$ANsfUx-`(<yxEEn<cXZu~|^_O<Jv+s4>WWfKQVb#u1yRbLkO~3uQ
z@U+m)$7-?4+8qVO;ZhEdizc7d-0IHT%5HbncI}dmN}1|w8<ySsEotX_>55`_*tuJi
z9tkQ2u-O)9FZE8SE)Ew{VP9@~;bCgBUP-}!hE$J(2idP*TkFoj(pOM;ZTph#zCV>V
zzw--VmAPiqDY8oKyU~(Fnc1E;WvdGoB_yw0b6@kcc-_^yOV5Pum`mP<^S(JTYt!Xt
zS)RL$_^d9NpFCImKK!1mvP^KmvJ0-ID=J?Uobvplsgh#xWY*fECmwtjFQam`cs`#^
zIc@h`;;q}XJ1flpEZJym+!N}(^R(H;3&F>VPpU06Y&ybsZ0=;Y?xKiC<vtJoW?sC#
zXwLj=>l`B4FRi+JUh+ldw>42+Rs6F&Z;H;(IyuRWU*79dV_CW^=h+0e@<|d^p<j2%
ztdQwis&Dk<%j=@2$L_YPTsQl0s(|6~wXH{ve1HBksIwzzuU|%H-i^i9VhL>~fnP*U
zZ)h?;9yfK?r<3!HLv9%Jq)e(#+mva(Xv2H8cQ=a;ZaZa^y`Xx7pW(foD~xuiR?5%S
z-ShU_b{?Z0XXA~$4hGqrdv^U6bIe;;8NI6DJ1q%rmajuj_W15Cuufa2aPNWO{Yz6)
zYx&Bnb$!z&hS?toSF{N?vS)0MUz&gJ#pHF58~f&Mom#%4_i%dR&#-G3Gt0bIT)y?#
zcg+KhG8z7utKOfPqUWA5FYa0{`ew5id+@COfXjM$(go~tUxg-nFWu8S>Di=b-~IA5
zyH^HZ`LcT1%?5>a2FB-2CtdIqdFc5vwscRoi4TY5E%*NnaT^P|yI+-P&6&1sIdfsf
z#hR|-@V6;bkJbMTm3sMe$LaagP4~UcXR%@Y5w<O`>B7#_>)v*XT}_-|R2?R|l09xu
zNL)i<c<vKjqiK1zuREI}?H?-axpCyz<Gq!WR+@)te0r*RYE@K5mF_K%8(L+L*DnnW
z@2&fBC-X<q-mKNP%^n>2ecg5Y&X+4zN6+we`=_Bh;{yk~=+xBueFpx)G437fC*BP8
zS8n#byiAha@@Ubayik>0%JXLX6-DiqYb`HV4865@9e>ry84`;tIghawzK@!4$LWUU
z<9j>jmVJykE@kFj_B!HG%0s#D7eZ4OicNi2%#l)V^!CL0wIyNK*Go-0ki0fDlv`;1
z>3McrlO&q+c>FvbbqN%7eZF&VO7e;Ii(h5Cm!&&v9%HST-kDZC`^BO#dqYdPhVV@`
z{Ia_hWXw$;m3@0#zS3XMQ_##})#^aA#mTewYiEi7=)P`t@nCW0_6CMOudghc8fE(U
zLdnsJuU975Ze$j!6n%Ly&Q-?ny-oW1y+w&nrbaHdQAy^S8g%LC&BU-hJ!QAQo?NS$
zTglR7cr<w9o^6u@{0$poQsnOUmX$XtEY6cCj@69aZT+g`Lcz1ix$ieV7vH88^5;K;
zd0bZ8yn`wyPuN{uzhc5Cjh8*)mbLnmIUL;l>JlTuR;)a@Z_T?SVJ#Z>SKr?09l2-P
z)0vJIG9kM}n~yD-cy-4*>%Xdf4C?C3w^oU^p1riHc}qfx^4@~P%<6OgWfc`(MpM%*
z-QK)b+mM-bSg`BalMi1v_h>)(wt9Nh)?3HIpPrO;SmTjrYGys<<IA`!xyASQx?YU9
z*6a`{8D@FBs_JE$*uy@pi1+zr|GrMq&nc*vuUho0?NNy5ygl+C*Q$oP<`tb=eLczh
zM`Xf@Jol*2w|B2epZqeqJlr^?_sKf#^Y7KmiWnY9{a90Hcx}y!%lB8?1xt6#_0(`J
zy|Pk+C$ir$MCZxp^@7Epx^h0Xh4iwkuiu-sw>kR2q`t-Lw0HA5I*D(6yW41~v-i<h
z_ptQW3f$Y77p&dOd8m!$bI<kpcVcWN3;CALsx~^cry%@VkJ^q^eZOR8cz#Y+SKVaG
zdBgJiansf!Cq>gzMwSV#MZdPZ-kHq4J}~Z_(z1<R`Db1oOR`+$#+~-nG<Ti<G!MI<
zE7W&SS$S9{eXDJfBR}`##+a=~dgL=LzAZQB2)_F2o9$0Gkqz6P?Q5@Jesrf#-wj!Y
z_hEWVZml~}+>k9MJz?9c`ERZWpZU*_#%{a1E&qG=#>dy1dnLB(TFa%Ka6LT9zGK$Q
zKZX`kk2DXkB(E*LUL?{xf2aMqRTWha+qUKu*?l;<PDc7aL&m3_pR?A4dh6b{6+UwQ
z$(>z|C+(LOnVpqdJgJ~My!O#)-&+e47<v2VpW30R8^e73VceBfQND8D<nqFcvR#*+
zxohcs|M`8>*LfW;%;gwfWS`%%+pRD6Na?!i!Fn4%6!;dsJ}Y{4UaHF7T-mv2Pb_Ol
z4Q*%MT3CL);f{c{+|{`WpBjzR7pyDsJ8!9On|USE>-x?Y;ax4)&HnN&@G72F^~&&A
zgvB}6<jUQSIu+~k!ZVjWcu>BsEAK9UJ=>jI@e8-w-qiDwn{z$<k;a+sTn&}!t@U!+
zMyLHc7Uax%yticf^nk5fJnkk-$bG%2dDQVu-<z0)uI~5t%y%i+7RFF>#zKB+=IN4C
zWqpQ64cA@Y?iguwZo!;cpR$vcH^nQTDW2=O?9S{L6YC3;Jk?g7@O#+oHs7G~U`|4r
zt#;U7rF%;q4woEHj@cAc_^iJ0Wyn%huTT3I@>F-o%=db+<wxV3bPJjJRfn6^nRfk1
zFg$R^h;xzA-t`-gYu&jJxUJ*(KAq3I^?x2MK3*hr=6-8QutkW4&8)|2nNq&XP4|7e
zIQNIyQ*F0<xpV#I9Evplqr5gZX8Vc43s<ALi)Ead*ZP}T@y)rkvV7si=zA*`P1<Cc
zRQb}GDeLk&>3*+uewSZ+db_Ut5)$>aui5GHPl*-WeC!L)YU*xZs(oYUwOP55LWWQ3
zLcWMHJ^3oSlBcHUy2-5~o0BJFx8)vN;AVW{o2=HFwexCUM@|;IAvd*Q!L);G)Jv`{
z*PVKMW9X-I3~NO@+*-c>S#_Y({fx)s?Q2udTPF8>jQae0MbOG1@2R>rJuhcWw=kXe
zyF0ASLU&e|$;k)BucI9AiY-1Z>%zU&^SSA@jPN9rxheMAJb!tMF3UVfpY@{TwA-wZ
z-r~uzQ{ERJSuJ)u?^)d9qJ`(IuS=djJ^9k^xyAlwpJlop$u?;Vura8Mtj)AFwW-wh
ze36`0?&#6Cec^wGpqXFR+e~scy)>uD<I!Fz!;a&Zc0Ku-srTks=8E-3TXvj$-t}-R
z^E3bLU)H^IRrO=HSaYMKbIA;AeVH(c>d%&@8&7ht+@4(Rvpr;6d<@r_Jx!jfw-)>p
zz3VEqXjSXCb+;tG{74F$z)(16-p*BBK`S-Q>y^bdymGglXWM?^E2nCVI`j3VRjKpa
zKQ=4($CRw=dLF-_)1%k%`#PuCtjOc151h}sdZlUm?$3ImdTSPxetfa3NcNzk-Tucx
zXKi~p3fO8_&uV*>&_208>XB*oGxm&^u3no9x1N*gT3tQceAnyLsnN`@L$<s=`Q*-<
zJ5rz1XZF`|u6Me8W$CQvdy77up7wSkSK-yYk!i1L4*j(G92Zz=n09D;oMG&=6>k)B
z%;T@^&`3_3uf8<1J!*Tc;2NR5Qzu@EVCazOyI~siu(QbUTy}8TjXrVtYYVq`>`s>y
z-90Psc~RH)L<Qefmd|z-wH&jXb1h?gO%LDKi&|y}k7s4Q`z7f;wbXb~5QpeG#yeW8
z6nO8i&19U|BX#;-eu!Xqt>;wtxUUJ%B@c>pv3u?4;E%eesg|uW$!DdIP<CLz<F(nh
zBi;qEM=e##Nm{-wJAKhtExnf+Zf0La-c>ao)nG3x{<7G@bdgcnzQYIA_dg8co5{TV
zrO&~YI}e`xbwO;xwZNWlf3pPpvdUh*?`rHg$+UFaF0nUTH%bdxUr~{nHMu;=-K)Q1
z;oUw{6UD5Cd0J`8rm_7dm#mU5J9CO$zP?uRxg@*Do@P&l4TtRihH^^E`g%{EbFt@I
z@0*NiODZJ3EiPkc-)k*D*TwPMDz8VociOpGr8R|o3_a$!xZt3vo|w<Y7}>1ZDf4Eo
z_HnbiqGOj=yGrlPkws5}^L~nQo-j@Cxl*%LFU`_5!?n-qQiFf;%OKI8uIv)b_PxO=
zFBi;qUuxX9)BfBNhEkJOw~F^c+LZ$7+Lu2slleF?%;SBa;PI%l?^^4Xg!n3!DzEiC
z=Ief|ZF*4XiK-``zpgk{bNv3&$b;u<SG<2?v1ZBJD|;gue99MRy=CFA3HhCA)^jDx
z;{XG5*W^6@tqRJogZk#$A6x0VQCm>dWI^?n!)q<Ho?LsW!o;8zJ8#O@I4!^X=a#Np
zHqA4ugXziF<FYRgW<CgM;NiJiVw4hLxkR}!=t17ICibk9KOL5$lD|HN8Dv;jKAPkq
zWbgg3hxx*juuaZt#(lO`*BuhJKYl8DCDL^At<%yU98?RmukKy5e&Ls*!lK=N$7ju8
zHqbHdYI<b)Nk&6bSynsisY8;8-14<SVxM=OD}4LU)br%pz9l=OGGAVJrm#6<5d-r{
zwY3sY4@lUAN2~~!T<N7LU%tKS^vxx?Z==hzo=bnryz!}G^~dNP$6QO53>K8wxAL8y
zd{ob4UC)c2+i`B5oyRO6ZF&3lV4Q#6RfY+|J)u+QXdZkSandvH*u^LLXEv-B>f5`@
zb)M=0=H*clS5;pgwOlLcX?pm~*PT~S%`BBu|0jQFo#w5IsN-E86L(#EvBT}S*ZH!q
zqL1Y}5_X1J*d(p=dg$lO)%1#a(&_tuo^6sp!#wNta^L9c8Ge~6kEV8}O|X~vlWp;{
zVe<8@`YTs-m&&@9xlKIt+Ot1$$qVbCjT8ITw}y61`fK?zYLWQ)nDRAhSK^Mxh^Xu~
zVhLlO)mO?q=h`Y629LAh)07@7i@24)Fy;81S1jal;GcceT1Az-S6OeqJvIJuRW$7O
zKU1sw#p!NldoO8-eOoruY{SYX!y3MyE8}iYwcZtS>eqBumeX~KpFV^w@VsT<v`tHV
zMl1L6$L^=<&uLp6;yZV%WtGXSZ0Dj|ufNxu2miPz)i&L9(oTuv&#!IM4VfOF6Yljr
z@IkUnvRD3z>nSImU)q@W;Ae&1)Qgjkd!3%lQ#k9amu-LR;gw$7u3tIZ>Mpx6>=e^-
zr8xooF`-8sg0F4wc{J_$?aRycTrO|)RIvE|uXJu9^Ey7OuvZOB9$fv<t@N-%zTHbz
zRV822!uoV@W6;gleO1?9ooLeCc~W^+>DBhLQ*F{#K5)Ns-FTDr&t#K1sr8C0de-<x
z^Q<ZGbvq|p`0I+c)RV;C?6;yl>P|7YUYwoc`nsoUgYwUQ`G!SGtJp0ct#>=&p7nIQ
z@!q3nHQdg0wBByKw4}=<&p0%#z)z#M!}Q{*>nG07dtEJ>pLFA~=;;#@=2frXl^Z<U
zAZfJx%Zh+~+e~`CU3tE|L~xtc_x0Ah_i<Y49CWjqb3IU@d}im%n0+f0Z&?XPe%g0D
zcFNp!UoEW93wWeGO1nMzxYyV7Y;lqIE$$t*U$LJ5--+tZ8Q;!jFY~osyZCO-Q~C9>
zuP1HQG_CI1YhkjOvuN|{+wa*slRqc9&h(nIa(&aE;03WaUj<cmZpeEe|8H-t<HPvQ
z_h~CxUmn&I?R=3{-(hxb)*XYpw>L<zTfCnbGhxM}s~4|MPZQM)Ein|h<aNsZ$jS8S
zCu9nvp12F;r7_EWT~M;rh(RUE^SIpBXK_lsi={=j$E5A$&lX=h@xlx5TPNLOf5{eJ
zUFh>B=h4R7M-mKQ9<4k&b?-^l;`v@Lb8GBtbxv=)JKxrg*K2a^o1#6ok)BI;nW}sY
zd(*&Z?{#3uN8USK;qz*>Z=1Ytx0-r`_glqdnX+f=<Nw&~+3I}mPr9PJ*R@mHVFHIe
zUp!lXbMw>Bx@VUBp0{<;w%!e&vNuh4*&{qjK&$y|hA-3M{O@js*LFU6cyZ2FjTPsv
zU3sXq^=G5$m;Q#53cIt_r3(KU!rJ9~E9|ZwEB+CFMNa039Dmu1)a0Mx*3)`7cMEg;
z-u1eqQf}4jZ_{N9{Jl<gnwy0P`LB)N*>AKlkMZQ|_rW*rMMvLZQ`UY_n>}yxE^Do=
zr{BF!>36-f$5i_8zDIfc53w2kxE_&{)FmF0)4(4*Ij*>R%}K3(-4o0kOnK)mtoy;W
z=1!k)a$s0~?8LpQ?=;Qx)ly&SoYdxd%>H4$)!w~RC8v5kpY`qJmiD=atr<9;_sqHC
z`LJ3v$%CiXKkDVOFX0C3yAK|%iJEV-wDsv>aW4P;RTpBVUUv1i6vsQ)r{6wgwyLq;
z>)6yqy)$H(`=efl3fTp%v-I+H(s=siwqs7qoIIPbo=H8=ZL^i$hi>oP)+YHjA}BV_
z<A91zbq~+w-T4o54$YOx&Aeq$HP>;+?Gt%hu3i<Dw(hHS6{}KPTeBlVme0N;Y3tj6
z@~`#vQW94Gyq=@!`L6H8)2-53OD1J6J-6HU%G)I^Gd)hcoVWGRt6ksHtvPP&Wvz;d
zW1X^SwY5>dpLRfvReSU1*OPaxe|75j+$jb#vT~Pe&o}U2eb;)9<uTvlO}h<soP}ro
z4z1zMm-x>R+W3MsV8;g^o)(U_x~c0od3;$c#d)*Tj(gV>nK{fc8;j0G=+<5@eIT(o
zc$?z<tcUMw<R&)NY@GNuFfY(+a{1<+pT5nnFHSAqBYbV&#EYfXzFq=V7XL~Qys}ce
zbojK~op9^K{k}Vdv=h=N#)wWy+qT&*-00wE_nBUozu0x8Pg6SZglpD)qZ1p~=qqnL
zz<p9}vj5&~`?vD$$g|Df{^8ka-LzX_Ps<bjnVxprBC=Ljr=p^2-R%8&J$w@@g`Q;x
zi?KTy#-uGev0&Yu@RzeQZ~1LZYMfAW`bz29nzfJRTeeTgpT%^v(&F2C&n<T!)y<zC
zdMGJ#>04RLz3aZDpWarLu`?&3FlOD-bgA75wU=D0;^yZTFXNu5_2=e+6YI72UQy2O
zG+Ms$toP(yS6<GQ+M;fkaq{-cQzx1gG(;EjJ#hNAA}Z8~iB0S7o>!CJD<lZiW*)DN
ze16Jz*_+zv2lf1oIjX7W-W64cFS;LfFzt>&#5d7TC2^Mf`%?;qRvEBWg-89<6^J^i
zdgk|&lt;UC)_nOnXT!=UqnGIyzV57XWns={Sn_<5)m72!YxW%F6K9v*r2VA%(N9yR
z*LQ@Q9ro}0w88WCmEuTM^J~XG6;A$M{;KwSa%Q@nB-fl@fz=NWglt;o`DOiN8}-NB
ztF@PS&e!m>oBFM9;v;YCtBkRp$4#%YtXX&7EMnG`ER)+ApHF<T?&zyzzPIho;z^uE
zjt{PH$!VQ1hbL+0%$&z*k9+1_UF2&kd1ckHRr__<6>mPLa?tYp+U#4e_!@XVhOX1`
zh_n2YZT;r6zN^Y#t(|Xon?&SQ+*ICXzH#cgjJCfl&9>Ipt&<nLp8hFGqC@s{O8Dx`
z`+V<P5|_``eZj_B9D3w(+uFYezlw`y`sypS{93!A{pstjPruh@IXtPFH}(Ck`OWng
zFQ-+=8;G7%Z+x?~#QM&J;wFprR?9LyUAL?&y>#%Rr={nXlt@>FOG|c4n0n#_+n%`R
z0XybBy=1e^|CDju>&MpG=Qq2jXY~~9cn~i7ke}gI;l0XFPae;as~3)$V$A917j#ME
zb)R7HLan~Q>nSHoYWX}C|Moprp8Pc4Yh#J}PDQ5={7m~g;`w|v7^gSh{*zsF`Ow6+
zCyej3-TPaXRd%}lxpe1el&)N)bpDij{ioq7A6A~)uidxj`qkct6{qEA{|fc|W7cT6
zzpLo@<=ZoEdTGAYKk%ddh`^nwKO2P@WZl<Rrr+AC`$V*C{f@2w8Ms|G8aG7uWj~+2
zI#MyIW|Bemm%rJI`n2Xe-IeoY(aLJ=703MFS-zF4O>goHe3yMSX~)m{N{w^2*<IZM
zQ<F5dJ#Hw-KKrCUe#ai0H$LCjhtE89XT#U@RxQ1vX<cHUZQsP)YCk`N&z9F~dfCEG
znc{gB>#Z+u**!&Z$z;>Z{z;o!C7+wtOqGsOp1N%A&i60MHr#bN-X=dci#<6ecj}@;
z4x*Pk%^J_<o>tjzSnmI5XXYlyXRF(lf2`uS5S%mFCnt1i$yTwY)245G6>lv2s^b{H
zslxHKV*S;fy57~B@2!f7UbA>|SknZ}{|q0b!g|k|MvEo}G&;zH^?hQ$v^ma4Zpy|x
z(=3#h-rne^U)K9t`*D7O%CXvwfmu~kKHp)FX}l9GCRV^3{ad)cBB)?;tj8ApVu7rn
zmG6IsRll}QvE;G*74D@QlHRrES4!^WEyZtxUY`7F61cp!N&7#82?M`r>9U+~o7|Mv
zliZEJ!djBtUPo4+d>6ktR<b&I=ZUjnGiF@bEW`Ce=a$LS>!wfkSzT54;JUqBy?<#@
z=v0@v+h3Ff^qXAq*s3pfGjesBt4es!t9U`9p5SLPU)Hfle7Lu=H2axK>zz*_pzFY+
z%BHTo<;8PRcIk$Y{--fTp>=oWFMPX3RFz%Bu57!@t?6A~xjRp?Zku=Yoc|;7+QpT;
zaX(CajUtLf9gmxSKDKs|gx)=eqCH>MYM#;y+uFPG+?0ij3bPk$d9ToJOV4wf!}XZ=
z$?TckGPT*_0n=(f@d!wFEolpuW2@$Rof|8cTORnPe416a_YUKPvh)8L;`Zj9j_S#b
z^EOatV5(nQbF?5eeropmHfPx>deQ2VN3*6#ReiCT?){?LZDHMnsG}n8&t4td(;Re_
zLvO*Ss{ahVAshBpu2W5~Gn<pPc<aXM)f*(3xWkNYW>pEUPP;tWN|x_h=GA2kZ{s*u
zO%L{bzL}|FeeR~&zL!nBSM)K@Yu~YcuG}NfbteK3s?R!=t6gfkyyLrSdV2kyJF!{+
z#Mmr3j#qu@m43u}CrD%FdAU9RLZ9a5Ye;Ij@6(>UrzxFXCgEDvch&V-Tf6LjZTiul
zX{EuE&fN7yI$!MOjN|98U%39vwPjLNYPV4KrVSrimN}>-_w*EB+V$8{WzA)q{j0V-
zxp%k!V#oTHbFzLRv)&51emcf)v3}YX-AtaqKYx<1?R9u<7a@^n7<-{RUF6l;Y3-|A
zt=V25&0Blw@xrr}qRVy*Pn>qPEHK{TcjfCSFX4V?`;6IFWs_N76-J6%Cbq7gFr_?j
zcbE6pko+kjC1yR7%X|*%z1Y*$xwNL_^_<Y>6QdcLG>@4mHwK)wTzlb2*ksiXi<Lb$
z0*deL+U>DGduw~t>D?Q9Q%?Nel6~R&Jl&fw3b)7A9Lat8_Gna_*nxuwkLJDaGgV;x
z8J0ey__*l2xu<=%rgR4`U}5{49l4ZS@^*8?#C_i+Y_k_`-S|&Ud3n{vtVCV8WzyxQ
z%~~fSKL2O9zV2Ri!p?(#wM}kmKA9tbZs}U@VDFWuw%*yOpuBvoH{Y_S9h!5#ul=&M
zTS9yOdebaziG$}Z24~wI+*MW{H6hB=_$%A?CV`!2gEDRx++r8m%*oU|>-ww{2ag9y
z>N!{(%UoM>l!JjQ$L#lwNmaqAp~06XSR55G_c(64aI@z1wc&SmSF99lRF<D=n$5fW
zi>4=^@vcqMSv|~`XT3^wO+9!vMOtxAv-iv|dVG%`P7Skt!t*;!XL^xItGm~Qj5~T4
z=dX2{cF4$6)GT-UY1#ahmC@f5<o0HjRI0EVHop$(ep;0*${fdWv&i9mmFlVDPy3Fg
zzH3NPIdS~Dt#)_UvwN3*pH#Q5eZAt!*G!dDns2Y|SyUa_dTD=<zt@v`v1y-eqr8Ha
zUD*<5JL7eYM%*2){<lSb%awLYNAz91b3IzH%T&7GZtA9`<<)bFTP<?Bgc^l^u0O{9
zGA?svR$Fz$in{oySEYx`i)vQvd-2Y4l~q}Tpks;Un@q3SzAsbCFJ-!VtWFhXkhu2v
ze2d-Vt``XxRrBVqUfzB9!P^th_tyjm?9wYun78hE_pP<3ef;>0=S{uto~m*)u4!*T
zM!^D$$9>s)sZBRMU%0;xmCCYym8|t4|8CTrm@1<quXlD=%QbCZcu99Vn;_5cODg>)
zs~moXr*oZrYVf}6YSDiNEz9Rt)AycO{Apnf<2kJhJHwc{T$6qp@9sUm@^!38*h7YQ
znWyfabN`rC5@vSlMeJ<W>Z)tJcXp?7Se|EE+ugLFXX0_k7`~0ADu!DYeA=lz>-kFa
z(~E9g6D*qlq@>8>;s(|RyQvckKHGUnMm_p+*U#6n+3*;j_HK{9OV(i}sg}o+%QI|)
zb{Qo{Z2R*deP7nnt8=#;e!?L5(tmHquWKp7TXKremh95<j`eGKa`myYm13pH1DUt0
z%Z+7kyVXtIX}zU;5^I>I*xes2kM~xZ=KJoBJ61F$dUx-d0;wxIGQRx^)>*F_z>(Z|
zZRM-=)77^cd#2nweazPO^^v0D*;f}=d|GjLEq}n~t5ZKnJeYNLmPsk^ewDA!c38f-
zz<X2S>+7zyY)d}Y^b~2Yny0o`ZPC*bbGJEDAAXm;k}1ft;iM?*+rMkq@Z1iOk9ue-
zFB~0p{CnlU&?j<=AGyynaFxCLzP>a(&noX?`=%`KnI?Pv4!u7nxOs!8_57@JzA1Oq
zY7X&b9}X=jpQdiQJHOyYY`gl_qN42|V>fRS?!VFay69EWAp=j#_Yv~96+DdGYPF}#
zdiL<K^uYt~Bl1fu4?TIja_MQ2n7v!qUA8rg7l}#Gsbs(YpW$kx?jzaM4^jCG-p18U
z7mp3~f9T}8_S}z7iRPDovpo)OUwS6lDe9i~v-7UL>A^|dJC84ooqnWP<9D;&-t3uM
zE}NDfpV2$1;@i5u_lM2hI8JR;-D&YkJKSs8EcQ)H?#}i&E2p>Lv4PEQYh{gFx<o?p
z@u<WLdJEg_f(_q)x~6<{+r=4?{u>tGyjd!I_}lM`TRtB(unyr#w-DW!s1q<pfUR)W
zlZ5R%;zZ_L+fo>B%=l#5@d8T|4YRA=byuCPU%vAFt$GN1R-456wdJepx(?*C%s;j-
z(`{G7${XP_U)E-rW;ZIN%Xf%gT4l24UBA&<&Xad_&#y?Ds*?D*Omtnhpu#)(xi!!E
zcHCh&{xf_*=J!dPo@{)!du5dOBb%Ma*6374uZgrt|GNCBLY(88>ar8(vI4)K-<oYQ
zZOPG-U(Mn?B|U5neK+@+|Gx9}(LzsVzVM~mPF1T#MbB;D_iVNMui3mj%I~_W-ZDRp
zKeh9#P<_49cF~JU?Dm0Sv#vYM{XKPg9$&rI!AU`^(er916-MMm%(-HzbS1^-I)j{V
zcy@z4^IpTZ-H&a;L_Xee)i`)!&2#09qtV4)Po^E?SKF+T%D@wREqF(s&HSj237+qp
z1K-_^`K*2FR>ae-tQLPP*GZ+b^l9(D!q2wn_llqW3fF=%_x7xex}H|DMEsog++F=b
z%zaA=vX@U%x~WyU&hF<O0siEmYiGV_p0YVP-~HvZS2>H5m{Y34rd)8_ICnvjcFzU9
zcPX1Y7(Y!Fz2~0syD@prw{=$oPnmhV^WC@1b>579iAj~Fm%CkLLQc0TcReqy&674&
zFL<=`ws*Beu~(47m8~2)n<v#~A6xe)e3v`daY@so75ztYE8aexRLz%t>ed@~NgluI
z>*Ch=e(fb8N>d+~l~i5ZbjhQxKI(I0(W3-Ub@i^(JNHT`+kT$4lJ{V`bKlhNq8&>^
zBbQV!k+MB?Q|FcOj`aMhN6+1a9$uFCwm#~@)+v)X9@Pl<F!&bRsms4)&`Bt4jy(Bl
zO}gLG%Q4$(&l_Etb}zz>jeo<@f=Q9aLfJcK@lTjIKk8`gpO2xZiY>4DzAAQ7k2@|Z
zca44Ge}-%8c8DsoX01LbU7MvU-DR<CX<CoNVfHzNQDW0KA38WGEy(i0qt%{ydwWwV
z^(Ws6lj-@U7^bKB;(YmKo8mRM8<stsQ9b|C?(Tef*`<-+rad<ObjVXBLPFg(i*wzf
z4JuMzW>tc3K77i*>-D#PmEInAm4;`*&3B}BFRi$jF~v<qx9{i6c-8+5*%tPCg|Wx_
z>l5B?b64!Ix~KX2!m)@dz3=W9e$DTEGRdgsfak&2ae>A4dp8}~=5Lz2MSAC=&x#Yg
z_P_c1Cwtbe4ZAxYtYm)~oNYb((&1&ZdY5Ffw;qsS`1W<Re6pU~<vHKhsadKC&o_`^
zj1IVWW)d4uUEHx*(}Sg^XdQjA?{m;||Eb~)j>oIcBwFQudE9e7ptR#1*L(KH{(pNt
zw{eC)Rd_DC-B{6N?U}yxw}1L)^c2P(o4WSip$A)9r}r(}5xrN-_h)cp=+)=FPSYL)
z_k7>Q?j3z}S^rAmBd>C=FrWOgPVV2MN0}~*{A`Wm)YQwutbc{o?(f*MlF2xQ`Oa1K
zb%){}`@Q(J`|z*Vhf6xnIH+%}Qa#?;F^BiQ#@l#x_jNj}_62>awGLnKvP`@@NZG8w
zLuGPo`L0cO=h~f`GT%Bo_*JxRoMhA7<Fnp9+S$|i=k>Fle_nf7ybX@dj=Inp8UEB(
zyQ);iWaG(bZcUX3SNoSpMVFmWk?C_>HSOa;?zuChdn>-Stz5Cs=i-COM@yG^Zx7tg
z{BiB$Apd9?zd4T=Py3g?;IvAtHxJi=Sx;GJPoGnEHZ6Mf#7^E^#jTE4xPm6<7rMG;
z?ldVcuZv8LUz*^*`b^4AeaWwD!>=mFwEFzjp1<qJ4<$9V$@5PAXHfRI^sN4H-m}Rk
z+Sn3`j|axY-hFzeW~EAX*B4!Fw|zSU#Key8Ej6l;`u2qNKyPi;HRIWVm!8K;7541?
zsj}z%EdQQMH@BVOtNj)3p1f|ZCr2Nr%sd8$iSe$HHR=}xI`xtx<5%h#{tRCc{qmpm
zr9?&{mE+%C3vGO-?^Ry6=F^V#WyW)Mzv-W`W{=|fyDM(<Pg*Wt-G6CU_Wsrl%VwJ%
zeR{B1YT9wfxZSmn|4LmDbz0J2bN#%X_K)d>mDxIinp}>O$Fz?hOHSr8F1vJG$58am
z-?^%y_ioJ#U+$PLJN2?f{MQ+AU%%X&{n(b<^<qNLgvfw&wS8e1OlrM@gJm2h99MrG
z_k7tOsYy>($DW8N7yVf2k{wdKGFyG=8!HjTD8JCGPj3GijM*c8Jl(S?(k*ru!{R^M
z=aaA6DP?aG>$>GJasM9P+WCwAXngqE$eJ5ozT<3l=(Nt%yag&=4BytTU*6We-So-t
zJ71oLYc7;8n!V!p$^Q%!Kh(A#IxiUi*1TND_)5yG?|Zo)>h-4yE{#1}P?tCLOHF@v
zPV0<S4Yt`&{xfvk7t{H2Lr%Jqv54R6i)FH(m2S0Ms?W78dv9er+MT%bF>UX|{|x+@
z?~)DM;w+f<+x!XtC{^q9R?b92aFevn{Hl-pMJvt+UCoQwbLOym&&RU`Y2O0&8<j5g
z>z@2<_D^9}vvu#)&gV})_G|Zsv^|N9U5~cLOT?Zs{5DhmwoSNtws1_kO3&x;gbzQA
z-W3(TkM$GicgdEqp7yJzJvuw@T;vXmS60`3wx0{GzZKK`D!X-mqZ0qt!mj7alOFW(
zpAJ1UiM?&Q>BQTyuf^^1gq-`mcBVg)RH)hYe4}aSvdqi(&a7%ySGIT?*SPXW{+kJU
zAJ|^a&stYf8x-cb^mVn-kzbR}F$OpG@o6T`GP&V@?|n>iW_VWPVwH7TN7wE>5VTHe
zrS+X-5m^)CMX#Pu?~Y07(31Im-GA|qMJ{u+=TE;s>%)r2)8wkU*4kd_dc9@he6MSB
z{UX(~XI?pc&sx6z<*y!bgC2uFym8a+B`wcXe|>GA|A%i|Z8(-L`J?@^Ry?}znV!F0
z+un>TL7Q)UyrV9DS9+qSN)~fLRoJhSzqhJi+O+i3oswr8pYGb(S${Pz@Iv3#yfSuC
z-AO(#jg|MaZB6Rjcw&vN(c^QmM?Ib|Tz4@g-s_s4m4s*H8)vSG6T5b95y(8fnfcGN
zH5yUN^NzZmU&*xolwEL`i%;Qk(acDuFQSPORo8e=Z`@S)CLr4J%ABiPdNfw=?Ek!?
zGdO0d;6=#^xvv8^Xj#6D;#yI7HtBxMB7rXLsiup}iZ><S3hdkJ<k`n>6J~r);zO2D
z#P>hiyR^)rWbT~Zdve|bna?4&UX=W2P+Mg*!Ph#$LT!s*tU!_TYNblfr2)PXp)ps^
zeN_4wGQT|0T=ZFpvgFbP!_aw;n;Rp7VopvzFX|oJ`rbNH%I9G8y!mt8z9;u^oz_+E
zo3dJFil%8nR&3<rZ*x8!NZXjVG~Gh9`1DtiZZS`ZrKL~Orp~?Cr!?WgqqRDMPtvxi
zHBNOFV$X_D=sbQ_jaRSYyI$~Q?`Zz8HU$T!9e?XXv%SqHhFi!a?PZ8Ky4^0VZii^|
zipa=4s&THztgqXK&AM}rZ@yJgxxMYyUcY~zUY?%D<$1Jdv%Av5^TF`}KW4jLUg$oN
ziTQ2U&-DQlBTuc*`mD1)rGM4Zpzh`GY<pC#WvZ?|n|XWtdfBtZlh+=5+<a+Qu270_
zzhx2oW8cfqGR<-&)wb<^lel*3>r;`*_7m5NTwecF`H4dL+1k#B*45I7RzLZ8dE(LX
z@N2(x=j@9qoA}Q5W31j>i|Cc-K9-pJO<R5DM;kxGtExt6<q1zpxsSh&JNj^bBjY-;
z=xZu`W!HDQuKU{>>cYKU@<Hg<A1xDw_X#cN+pE1yRP*?oR|R|Wv^0Nfd8%K{I`4Dw
zkK*E&8(F#pc8K0RGEv>9Fpiu5NVMj`8=eZE!|op!V=R)Mzc&AC$Nq^AuS`=4+B0SA
zyK0_Kc}eC{5f@Sf=O5dXb^hqL&t8lQ%=b-SO#8KUb;*RflD%u>R%G5TO}?<OwxK$7
z+KwE#?3sP<)Q-v2l~&LB9eQk0@^`s2v(Fb_nYYzqMysW*=28*8>RIawFTW03TWB|{
zIcAb!<gwr#{8if+?jH40ib?O<7hbe;!FDN`kG?7sy$`HTbbNkmo4d}^veY%I=c~5p
zI!z4oetVqxW%%M!3zK(#$0~c<^DnIwt9i65U9)F$gwU?CXG>3Jcyui3xjb{Dk9&fF
zmJ(Z$uhANlIU7y=0t`>CSiZN<pz`F~u7gJY_O`5vYPYxcb!EnVyWrh9u`Zw}TX*f#
z`Rl!23Z3;lDRXVXb_T|-=OuA#=Wd*mzwxlFDZ?@2NO7yAw~zL^zgaA4>K0L8*r!!#
z;#?YgZF$q(n<rWxNFDaxshB)D?z3%6&T@;FagnPs);5KISutf!mGm)#dEa*1E<O-v
zEpS#wX#c6Il<T)PoR|5iz4C;z>5uRFw{)J~F`jC9;?cenKT<z3SvO4EE|l2LZ2GC<
zkM;g7t$WU@w$BRp&ON_Iy)h*$OxCqx+V<spjD*-l-*=r<Nt`|*TkO+W^`4dTUQZ7u
zt2$-APM&t><b3^|sp@OpWaO5F$FF`FbWr=xo^Xj*A=h7A$vU<~S>?OUuL+atT-v{^
zn&jDF=y7S*qG(IWweR|>;};yCTyQkddh@mU8n&x;ZB@GvF?Dudb%?K;xGB%t^K6SO
zwGXcJdc3#u&oyO}V>4JSO@qtqwnnf|+#$E+>E4#vb?xe_&Z@MuzP+?D@$&K+GR^(Z
z<F@im6rMAoIQn!ZPx8{@Q~Jf5gj>XppW3H*DNm(G$?dr4>6dY0S8jb$GyIw8VfXdx
z(=!FdpZZVD&zGs*_d--~sl>jtz8#OQZfW}2yN!vZe<v5C$*h)^ro%E<HjC&UHCRz{
zD?8fkeRA)~*q?K%b=IEG_u91nz~iOSIh8F;77x1CopAp0Xt&ZA%e(82f4==?)jAH#
z)!a%8U!V7Cat~AQT5|V9;FTqxc_z-=^4ep{ZlQ`boio~GtFE2#e|mh*=cu!{>=yi)
z_T;<xy}%n=r!4a{_*B5Y*0lZ1yQ@=851wc5_j(XeRBpb>>vY|k>(xIFGuTh{Rk?Pw
z@O6yO+uc)588WRtN9`)i%wF+OY<_XsBh?<U^KnzpoUIYIc;4K#xzJ>jLR`hyby=lP
z3caWKya@{1uD7Hp%V^pOb-9+SEAnHz=3G_X&i?M}T8TH`CV0v}4pjHg&I+B?`!;#&
zmR+Aim>V1)?Me_%_sj0t*c;itV%;|9PmDjW>w0DTcC^fjnil2~!}E28p5sK{kRF-O
zVUCaGww~3fUUSXp+T$-r9iBQ$KHHTRZ{Fm8`i4xHZj*|*wxWH^mvt+B@)Zl*)t43q
zKkN2<lOK4@*J#pBvm#!fYZ(hBWhc%&@E~dPvnh-x*JoPX%qZ|H+Se9-Gh(6A!Y($S
z=|25g+rKq8H~R6Uh)!83zDd)stXv@@^!Vwc9!^>b^Rgl(ll`>k78`r+R+r7THeFcw
zY<etjvr6R89m~!Naokw>I&!+emWwGeQqRS*mz>&Y@xnOR;$)TdA^o3|w!4)^<pgzh
z>VA6Mm%W)+s%LxL*P{;4?wX59uB^Ls>Bw{S##uA2JneET)wir(9`rq9fB9M!qkNUg
zF+Ac%f^Fxr7xtW4JyogI+^ln|y6D<<Ilf9i8~C;cXsw>)>nyaf_SmNNDl`2om6w*R
zjt`!>eCe*KTe;V0FZyDe&2>#(=(*gUZ>!^c`aF+i2QZlR&5*ge+vTpgXzshrH9Z#@
zvd%pZIWF<_edOxTGF;WWH4d8UmAmmh-P03N?H+SgV$R0I%gm<sGr1PZ{@eRnJ7%eN
z<`uWe^Q=N9oDh)tJlUU>$E8(rO~c`=C!Z?qu9kay&${*6IqKEprxLHS=VVqro4U@i
zG;YURUp>yliqG1`zM6Dxy0J|qU_tZQaE>=W@3^K|rsWy2d+o@R4VP}K=KC^f!>li+
zOj{T>&*}O8I#lkNd(p`TZOfidD_NeDeqC)a<yLU(`;hHg2Co;U&I&vB?BKVRq0*B)
z)w|rMu?Fxl{<_Lo65F-n^|4G#N5d~=ohu~N%H=;UKXFjFLbf{GxX_@b=Io^Epj-EK
z9yUs>S<3b;t!#F*)ajxp9}It8TNJ-h;{J(mYtrW3v$!!QZG(Jh>~Suwpv}(Tvb@tu
zFLUaZ%buNJWcyl;gK5r*n=JEwt_yng@8OeR35y3ZVQ0>q%;2<CDOo!u?6>5qqOMO?
ziYsqA+=w_<w{vB5(5%Q%Q3L6{#bRMfNo%a;Ex2B$+vK*Bxlik@Z(gc7>)zXz+$+>S
z7jOTxx~#0|$!6Kbm#=N#cU545Mu5NLo!~!@KkMCd%PfBJM&s<K{Ut~D3ApEZ8QihA
zdb-3}CGzAk<Fgs(PJU}+{lHgsReSy<g@sd|U)uR|>fD<(XLWDR+3mvPX=!=1a^K8?
z(`#a$?o<e0bmz~u8#cLdUmx$Py`=m1GN0#qTl;(3c}2(moQ{pQU2{i7(x~xe<oR-I
zx106TZOYbkXIH)xFqCyG3^DDLyLPtSIo4G5r0=$J&rgnf`Pgc&o3B|sdEULLFRqyh
zx(n!49#|Ld)XQXY?#{+_^Ij!9tl4(L^kn;_!2My#ZIhnvn{&zZ{z-v3k7ZY%e|vS=
zE*1Hy{-Uc_oJ!ghdj6j2>?EH;=6O3zj|Y7<Gz`CFJ=J38wcfjztX#KP|2g!R-zRwO
zJ0b52JCCnT-}`2^$F0JztG-Q~sF?HEHv5Wi?eWF(Wxq1AD*8U3-d-BNC*1VuF4;XB
z+sdAptKZsU`g)r1n$%6kUtb2bo>2_=#@;ve`O15%_nr8>P|{oA)>W0%R~IK%?DkM+
zmiwBzc+Vt3Y5V;v*VX+C7gjG?v^jC_zDa?fWvaq;C6-4mYct9J+I36m>aRG)j+@Q=
z&iD5G+!MX-W%<U+gFT5GieJXfV?9`!=czs?tZef#)u;Pz3eS4ezGJpkW^h-_Qnh`*
zWw-9zom<I1r_Yj^Y4({TyLtMyKKbDOcYc;~9B--N>lT;p`+0oYXNtaUF4}sf%*H*a
zRI6C!sl;Brax<Q$NNLI24Xnjc`&Jh7^t|A6&+;|<&yZLYGQlr9=+U!V5hp(#e|)xT
z%GF7^^6ri+9KCMsYYT1fO5SbQ8Jw;0yl?B`^7V6AI}*x{iypjvgSqSs1H;A#VOPF=
zT%1s^b$5qr+>`6;pMEk)+_z`$hKSF<uFY1Ab3B@K^QoW5>gnR_t+KVQHSes2HKXR*
zcg{DA+w1l-d2w3o(bM8u{99AvV%%j|{qHHS&9Gf}{4=Mz&75%2nyBdB#UIwIO_RQH
zGCuNjS>@Esb8{{Qe_xWFvB6#S*mqm&@WeHD9c3r;^i{~W7ERdXEYu^|=ef>1e2@NS
z_NL19tHPH%-O8!H?9Ja?e#tj0=<d!P?_>AQ6N|`hZ%AkOzV4fL(Y#>6V-BK^AIk4H
ze^#@M%d<Lid-CRq(=2B8J7}NFJwLbX({n}tsN2`pGju5AAKI~7yDj3peZ?nj*TB;P
z*Ap*fRm|SH=-Ttewd?ftm1V83^XeSRo_gHpimow>^0gJN8lKKFA0tB7pA9m6^VM4G
z`drVW>Wk9X?GaoedEC`<om2LUo`}Hnw%KZrV`i0c7_nKdtH}H8x!zk?T`KFON!erl
zH;Yd%yRNp+;oI|h^S1UbYKslKeMRP<=<f2#5`p(ty*w=vK2hxT1nqv_jH~^#cYZeR
z*Y(&v@9CqWwMN_H+V)(^{u(*a<ICH)*7ZvYZyi>aTWp(sL{G0}^E!6txGg_pwxzF>
z>I|-WU3Yxxtzvby)vxtL8UB@IE?2j^S{!W9u=~Kbb?K+yF1mKm?X|$%nWr<`|8l+T
zcvZ13jpJnAoV4BIGwY7(T|IE(Wt7=0x02GG3jH%K&z*Cx`N)+itL>GiWP7A`v`uW!
z;rr?maagK%?)l(9FTb;NdIUO6+8aH~c8juX=*(A%AB~p!{Q-@q_$2r6d^;LlQU0>q
ze(}^l*>mURJYjqp`*c<R5BGDAET=Dj7}K?WYmxWHxfbX4rk1a+o|mb!+t1>}y1aK~
z48I=jI=!WnpP}kn(2~3(6Bw5JO;P%`+umVu%ThPad+&E1kBX03(yY?pTNT4|X0h(9
zr|*=*ECOs-uint}fcZvvY&yHQOYvjjkh`-tUbwwn;rEs6-;Xi`R4irBy2f+h#DiH6
zm(1;F<`lKu{YKmCa9;JS{XATsHD7lf-gVsHF;;BWl2y+yFD;4Go_A~6V!4zzWd+Ch
z1COz3Z9Nn1FE@4BWLKdFU)N;MUNYI@yyTkMzA-Nst($q)%QN|S)lwzl`=3^yGdCA`
zC~@BF*t_3yhr+rHT_Thxhuy3T?Amtm^Vip5ELq_bgG(+O%`Wr%uIV&y>#8+{Z?rbP
zJ{s{hX7gl=<(XeL8vE)=&$HFql5=}=*H%HvXH!2c`1Y)I)y`R)aw9xvY<eIQrme`f
zZsUpXUspX=nHVzJv?pj^i%`LWw5cJhp3OU~V^kIJ<jcB_y>e~7D`Q2D#lF5!V>kb0
z!s7+&f;22nir##&MCbXutC#)4vM+pkee2tm@-8Ko=Y36kghTRm`S`bKzm$z-J#uR2
zgU9PF*65}m6qF8~n#wZ2u3qb!_>^^TCZ)Ga)qR<ryQJpw^4l}jSoD<_uJ;s_>%F!8
z%@@^eVJg*=Bg);sw~Jnk^Hkk<G;X=^rZB5sqf__7ezuG5F5BQLCct?8-kyKjCzboT
z?`=6UX;<oAZTsBcyY-H%?7X!(P4~`IX@$q42k*Vw9z1v9#@k){SDrg_wDxS^<u{!P
zN940k^~BDu+Sl=-)nw5Y*BJ{ZHr&hJczNyB1CkF)*LK@VK55t)!(jX~+)(v)^zK#P
zPprOXDsCRvuJcrPwpHh|)}(~?30BwV+@J9J`n<0NJ|||XJnc>Q3z(DMd~fqg?JXBi
zn`g{f;Xdi5py!k8YlXKmJ>Ia+*ni92>fJVc^-IfnW=<&5SgrP0WTIDKVU*0eRWn1G
z*T;mpZk@B_otD)n-?DN~ftm+GT9ew&pW;~i@~E4gt1gG#Y01|=x-NAl^yG#<T4`}m
z<*LhU6~=j5dsjs(`;~mR5}oPBE_yHX+s88tHZbu0SZ~^9^og<W>ubfMTf0^$>+oNj
zwd$wr*_TIc{leZR2^lbyS{zu#v0(e-Ft2HrYKwm_@0ziD?cuk1@m!17Ms%#m^M4rm
z@V4@D+f^SV*ln}R=FRG!78|+x+qB-!;I4B;M^CEHxtjMiwYFA!p^|P<>MP^3_A+vr
znTMG-vaKi#6Ij1Li}B#Ic~v1kY{rpyE?x4-EZn_NX|<5&@=xsl8KQb*KK>KUI-<Sz
zSo${mzontQQI=|pG-^8*z1W}rBs{Nh@?XvNd0!KbW!eQ)Jz912sOp84Tlc=WRq<?@
z-s0ugubbRA|MO+Zmsj~`b_+~BYF;2>Ec0~*=U=V$i@8r7S<+<tN_b8|mXQBiNz?hp
znrhP?rBCikRQ~#Pscmt<oMhYAe&xBodcST|B+trow5bY~W~sjP!8ow`E8p&putnO<
z*Ox{G21yjpYIgVg9kZx-mUDx{v8*t^%-Pjfb<g~aDVJhjxp?7gf7#5nue74CocouO
zZgTjnjls+QQxnon+NQn9v;SMNW2M>0m!3QLzDn&DI3^l+Z`GWtD?e?1U$H;Jur#G@
z@)gH-?$_pTH`TMcY;jgqw@mblaL+$eb(xEPvLB<gv(i(fiwwW43@xaiEBm=?vW30Z
zr870xR3w${zU0dKKlQLJyteebY_{30jjQHFiRbTSbyYZdey<m!>6{tXWzvl=G!Fd=
z+07__X)^Qc(A93W9ukaQ9qE_%Mk^#-Va=L$@Xp^L9)HJc>kjlpFgO0Va%zUeTaOs^
z!hfPKR_Z;!wqxzY728g@SseBMRvO@6b=13Od(@6RiDdPr+N{}S#&>T{>(QRau%d^1
z{_~*Pb#l)?E#*72U+c^FH9KdUdf9eJ3KpM_Iz5xEcD2LdqB|3RhAL<I>t45g9ib_e
zGjCazM1#fapO<!5w*1+#)^tngxr>p(8~e9A$BIpM^NRa6yTA8IPhW*hXxkojTi=xK
zR?Cxrve@VH`z^k==hu`)=U$brd-Lez$x4~Gk7w<am}GqN&uTI4X?#{;_is6#I99R3
z^KIhUll!LWclKGHbya3#7xjE@A@OJldxLM>>V>nLGqV>)ESYops?2lK%sELb_w=4)
z7xfDNWYUwI-zx0Rca23Z>)!`<watqrG>5)ZJ1B8}ZSh(4wWoWcr_S;H`^w?@^{(#1
zqsfON+vBueOlIrw<O`fsWjM)o=c<X#%o1xI$~PQ*ef!e(+rD!S?oXFLwWX-5mM=cr
z<W1$n9`>aPg>R#ZSMr4Pgw-9&TsC!X@7|}oHqO=YzQVO&gU2NvIqj5X{3bVMXTH30
zO;qK+w`|DOsrQy{6k4?Y=h>X7qgNhx9ZiV6QX;u-o9)I!#$I#ewpYp9&kk=|H0k1|
zB~Jr6-*-I?i%gx^Ap1HhvgYNXK8M#qKb4HU{wV|(<Yt`HS=J+*7rnPj;}esk{oG6^
z18H^BxytMO)lI|Cr@p9{IydKS_2O5rE|l#l(f3t!s@wA7-4B^-(WfL*=6x*;5M`0N
z?Y`OKseEa%>s<CZJv+`O-#IQ}x#oDe<H6<A)${zH2W;^*5$M<U(>uD5(^5gI`E>2o
z-Q4TW@O@1`6;plfV@uAOo_lKH<%UUaJoRfMdOX(gU2@Ajb87jly{t#n8Rl(Wx@b*u
z(B^HcUN*b#^i<xOH1nokt#PbRONrdn^Y?DC_bYD5+-b{~Ve-97MC}UW<E~?wrwt_^
zT#IgKX}2{FRQ7nz5OQ+G&AAtrO*{Wyd4KJGB?kW$FJsmoZJ)uYKHuw0#Fo>YMm{Qk
zt3r2t3A<BsQ;>aGQMO#gt9N}*Eu74rUEle5nOJX!(yVQpg$yTgzJ49Iy)t{z?Id@_
zQ+;dyGhAD*d~J`X)SnF+2W%1&!cDzazF8NN_U!MCKX0OUeh9kblq!_^aZWl*o#^i6
zhl}|p>rR=eWB2lX=pTXW+dpqUGl`Ym<~iHme~;a_O+47kG^cc(yV&=#beq-Y_US?5
zh2?(7j|aZI+`YkR?!lk3tC#KkQT1z5n_;W^eCM;Z!P$#4F9<z#d-re4S@-Y_o7;7q
z8myYnMuj|<O<j3WC)G7bPq6%5&Cew@x*N8Z8vS{`{_HvJJC82a*e`dGJhYDe(w_Rj
zA5)h`8?zjqS71DO)~C7AM~YqtPWoh%P{Q!2^ZM-G#mi^5dQDyB_f_rDzQ-?o{g3TZ
z-J`c5Vd63N;4eoDeIIL=ZcjMq_pm4V`n^5rejB&%nyLJGThE*aDc5(nKk(Ihq!L_p
zs^W#!b>S(q!{;qm36Xj8{M7E7o1gy;dzyOh1k-bM(Z}LNcSQ52eEqV1=YNKWoR{9F
z1?crO?{hes%g>Z4+$ZXPC2V@w*82<J6h9ORDlYnLZ}lKt&s_6KV|*gV;{L<i0{IN(
z{I6V3FaB`bU1+6D@kMvZb*pmu?isAu_>PO=XJ1vQ#%JxQ=d6*5J0Dzi*S1|#6JMUX
zBIb_KVeTF0EM)3R*Dn8I^s_HdKH>G2qU_g#i#9$CR=yC{V<$byxh=Rq>vc$0q$+pi
z#ExUu|K4iMV@-d!Tf0=k_w1|6vw5m*hMSD9_Zk0LeP8_W#1-=DkE1k~bR6ew{<5+{
zYwhlNI(MGkH@Ua`{Mu9vW@Xt8Y`(#h4t;5UdV5mwpY+^XMzsl%J7xcBC*AfAIe5cf
zFzV6)zt=M-t+)_%>eJ8p>f2ju9Lvm}2HQ1!blraF^|hSyHoadS?Yq!-XVtf5l`6Bo
zDz`2duM4d=UM8C9c+X_f-q7<ibLvDhnL;a-cn<$QGVAMUe~y<I7Ogt8fX|BS-M&!v
ziC>qRbFo|6d)>PhJyj<(GGod0iSyZ7vn8aH<4<k5?YZ@F>#E``)w(GYvnEa`5AJz<
z?YPL&(A}>xc<t`+F|6oale}S#u5<V_)w?p4=l#8&KfbcnGUU&KIuWbRy@E>;BUiu7
zH!J<@D8^S{u||?dbI#O9J1bSLq^O7=v~6eFs<@e3{C#Zk*OkvdZCu>*IQ#TF&6vAU
zW)7@<mPaekEfu*eq`du=)vT}bn{FjPRhYjvs>$NOfqwNnVS0jjZ|91<w#Y4ia(=>A
zeg62}mN(e4Pn7a=-Icw4ka^x+?JrHS+UI=U$o>wWm$gfzn$O|=(Sj?>7T5BfxVk(r
z@^ZMH@a3AjW(kbe*>~6I2R$-X==u69+;;7YQ++?;W*)7)JN3^ta~I)H&-Q3td9Qur
z=bF<Dm!B_}59!}&WBlm#Y^II7r^Veg{n|JCk+t+~o9Rv*FS0+k9s8&Gm_@GeZ0WUI
zy-y@KwUaM|39PlSEwhQSjrPq>+a>Q)(SArOZ_#8=sZ~4KB}9Kdf3%<5d)Zwp55uN{
z+U&Qs#>b3~=5IZaWbu4$h5C{1m0QDlA9v?n@O&TFH05@8*H`<1Q=d7n_)U$k;?1mU
zKPhzV^Z}c1D?-&`^3+zw`4;m0wU9rzb-~Wa0AuD^Uqtd|=X7nDYPt2q+gi!lh04of
z(tE<^zbfBeG%qE8dDhoVQ3(da&^I>vX3JNq2)+$^Qk3;jFScCqm~PJXxqZfmCm))&
znN#F>fwJAymuA=JRS34)eC&_<Eq(a@X6N&Hec!Xp6aFli_5CdOx1x)=sm{eZn^_g!
zo(TN$XyZJy$y3*r1RYMWtX$fAeN9N@&$syxxo3A=oo@OjO0Ktd*`^KQk5@454_vc{
z_2F%gi9+WTL>TO%uJs?b(lS)KYJ7cZ@zpaLM>EXBnN?4{^oq+neo9JX*Y3`;BY)YG
z<9hj9O*usjoX^&Zv$igYFEX&_x)R=7A+gRf?c}YCHdj`<?(>K&tC}aB{6H;7a{dR=
z7vJuQU0x74g`Iijx`XQ$Ii5~hW&20s>FQbQ($CD=<?t$W@|!(fjk>y1avXMiTOl0S
zdz+bEbbj^9Te%4yFS5_Z{nL1s#K)HXcw@!M;$_S0o-c1dd~8W{=ACcGm7Fm$b*7V_
z-d-){z?OaTethg5o<|G&!)HYrPSQRzEirJld#vv@KCfRlz9xUmy{WO}*R?skLOpLq
zpKpv`lVvXR&va(xqX=adZN3?6A9o#zUjHMoWu@BN)t_xw+;dtyZOzTCrz3uC`1AU?
z=hvSqCxryB_gq&kT<Pbj+FKQo74gPr?dcP{H*;QC%yN7FiC;<iBDWb2b3M`9lVIdD
z>*trdUVmS)P5pd*Yi+DeZ{}NV`-z9o``Rj1efg)7DcY#=q*l9O*E~s&6DQVHpG~SX
zO)_QO^=w}^Z`0w6QP#g^T$!@hmXl+fZ2QxYB^Cb}+C?iDIT<$kh+TZVO#6CQe_8P@
z{jxI`p4*<kw&kJryg65zSY%m!1o*C8nY6d{)V!ldwD_auv#wged}-}s-mNyr>du{a
zIl=Y#-s%lG4?>R>Mt+K6$(ujbIpePD?u?kw<at^tca|>~jgmf+_I)k;OvA6MylhWA
zEx)GnC~;z#v)kjz5v`pvx<U8t9x+|oGv8@vU6}bTiQ9WaK3!A(Y8s?IMR>=TmtiV1
zET3FeRZBnfJ}uk5s`I{R_1n7!hj#L78c+Q5>eAceQQI{YE!?8!TI_T_YyS4*$`=;v
z@^hM(d-WXDSGgv%Qu|#=@WQj#j=O#LcvaZ7ZaVjzk~JzxhT)>2yRRNxc5TTyneA^%
z7>?a|Ht}u3l$rzPSJF1jY~qVr=U6W1pte0zW_xy;$F1DulC2!a6T6<3%Br36IJHG-
z_p(W{Gw;S+eR{_(@ZitZqN~g0Rz15gXWA;C53m0-u-!A-xQ)k%-*4*k_Jgy|T->6Y
zKY8-`wY5{1#Z*oZ>q%WKnf0_(HdR@5qQlqqW`)}it*MU4NqI6S)z^FTtD3+yHKtdl
zv%fieTWL>u$i-QQ3sMwYYfIPv*jMST<yP^0p7zuK41%x3#aXwnSGi_by!V&fra7~=
ztXLm>{MiJ9-%I9vTdpy2a^^XPwW(XDa*M_7Yg)7DNkiE7{41ZHve!4x{OBsA&A{ec
z5>@h+yTKr<`M}1nvMY72Y_>ch@iM~fm%zjHvhD9m!WTvNJpEx?xh(32L-(Agn~!Pc
z-g3*=`EDO|CsyvopA(!ipCfnfmWuN;^HrR-tLA%=N!DY96uzD7{DZcCnmeIK@Zh?A
z*Rs2#=PZ0uDw}N|*%Up~d&NPU30fj^FFaa$Hf_tsBZpJU^2=DNeuWer<+RsizPIjd
zez_EDPDAAqG3Nx8&wW!bZVy_2=hkJ@%D3P2LuI(W&F0O`b6UMq;%EhvTgPJc#@Mpi
z=Am(IyH;L(a@Ba!QVaXd`NprRD+Ctpva1S@%&%BvV=nPB&V9kX(|Id*ObcKwS@!#F
zuo*kcw{<rj?OZd<=4Qa=ThEu>c-1Mh|25-R(QC31hQDvDmv7RTE^n^1>syA4Y+atc
z)~;UDl8c5*MU^*Iuh_HqNYA&k&bhj$H!Ae*U42I7nsUd6B8#_|cE@rDi5nU+GlT_9
zD&M(f(L>pFrD~a%)~`A9pv~rQw&gP28^MctXKl@UR<qsPn`dTnK&9lGCysY!T{D=p
z+*IoJ#*=5&#b0GDnRInR^zjYTnAV@SIan7QddAO6$|c84S~TmJpYQIiMH_cdw@_QI
z_tZ7{Zi45;(8oKIj(WVlx9D5d?3)&MmDjZSY~zoQ+Hq+^-kva@gf)r1>hqR#1!X)b
z+qqw4hNZ3Lnw{&XoZS9pO=hXbL9Hc)A;HhAKTnKU>Gn%j%Sv|XPWI(hO)nj@&NaQ@
z_+hd%t$s$ze6O4PcbpP0+Ir$Hf7Ub|CO-dbQ)i!wIknqOTh05#4WS<XOB+iS<~?`U
zu8Mdi%BV8=+G-z%12N%pvktZ0dV4mm>-ibgW*+{ixQn(k=c_E%4O}DZEi-Sb$aDei
zgbk0^R`@M{bRy^JoM}I&%;EYlH~Nv<(r4lhKfc-og~q!UFHFqxd~yBk{H(b6+ip8~
zEMCw0s4rU4XJU3*W`^o958KsGPWOwy-X3Y)$^NP^LX*AARPuU?-eKEn=E##_vtK6f
z=5L!deQ&PSo!{4vMJ#PHySroF&()W1oHd!asZZSUZA^T#iEWld;5vWn0@hmI?B&+$
z+2yv@^x8HRh1~u=Su?XtV`IaCl&)PRv7htRnJ;fG*>K~h`?_q`V*=M}%4}A8t~8tb
zuGrw^w~PDl%KQ#{u*s)H;#WwPdkk|pOLL;cQQeb8(~BG?y3Jj+`CRw?t}~O|?l$;3
zs`$7S2K?M5n7y@9$}J#d?$7gkQ#|u!y2@p)RdhYDbN5<VTxw)?c8BcisXNtI-dL%!
z_hw9ZZ&LnbwQY$zl6Ej}wYqdMwZAfNvBl~|ceJa+Lt@`9oU%%N=~q|R36n2eS@!gR
z&6BQ46%h>qJ-<RW++uf%>G>Uc({^IZoN^<%NY9ft*UeWSSH9&rZ^pV+i9#n^P5W0q
zxZ(ZA_&>w7HOu~<%)B`3a`rsC<ufa?>)(eIfByV7?y5+vk)MIZdbtlR4R>RB>cz5e
zC-Yq5t2n+kxph*>v{`p{z5l++P4(*fv!8mJudQ}p?ye{)YpcC_rhp9dkE=71edH?F
z?F}~icGgvU&eWspPMiq55H73oFgYRn(mJN5s_);{i(gr)lpY^cv0hzb$)jA(Vzo8J
z+bfdXET3)CnQ_!W<v)XH?8JYGSDr2SBr~~H<=MW{qc0|I$~#+PD;AX2%J=T-vHN$N
zv!x9a=Y%_Rrd<BE;b+I=TYKhxcDuShtwwnJ{iWrBhy8-0Z2RWe2=BeSrm}A1+RkTO
zMs8JQYpgr+-t{DzS}^TBcKx8&nzd@2j}@3_ebKh(>b<YS`=jgoV#i||JF8XRSKs)#
z>$cPW8LK#cKDK=OKHecij=4>O<+{2`!sknS)BP_l>F7DM?@oBE?PO2+Y0}KMw#>CO
zP1%=X6R!0=Bz)$>T~p`IR(6{(`TBwbYwpS)+~6m(tK{X&xR-nrvu565mamVx?eVyW
zcNP1kElXQGWAD8=v@GFguGo1&JFXD7n+>(cvi{9|IP>uYP6^RB?4qw%J()M<nF81Q
zR*7}(b9GW9wT&mvK3q1*z^13{ZY=NK)<qgT?99zQS2N#noH)5A-|oSj^sc+^8&A9n
z{g=x(sbo`N4|B|uZNExd`c)0TJX=)pEN}U*OK%x7zIm@=4O+TSE#W^yV&s<AX$F>m
zd}IEd@6z+?+ATT3&~#D62?N)Rm5#X!ytaC;-pu`GqUTjNt?n0QpVOZ*{JNh0t&D*|
zJ54)G`_F5xDVO(k&J|d%x@Ap;>a|wWjXHJ-#{K{H`lqg{Oiz|c-lly|>Xv%!Qg^RM
zrT%=*Iw`9julM?VM<(`B*|DuwvqF9!k9g&&_~5$tx2v+R4=&lfZ$m+-Y+F_Mf(V~a
zF5H^ucf5?!yk{+O<*=94vRN;aFVtOIl2~<ZiaF28?WRXu|LtDSaNTJE<F&=l(ocNZ
zxy+oo=cC`w9jSqDv^wtIn!2%h$CWQt6SkyGIMr8OtM#(CsyXJ;7Ox}gpZjFL^I+Tf
zyvr<bc9ksm3B%)2hh_!NG1E4ybqwS@Zy)tJ*Ey`<NK^64$j|q@S6)~VviZXMCz>h`
z(zibiGP^2i`n<|-!RNcBe_pTOQ55TzwdBuvwY`>~Z|?1>zOLivS}3$$r#gJWU8T1c
zHuYW)*Y9(+n=&hU&dOzzJTiTv@{gN7ubS0l#BO@?=9$YbFRDZA6O4VO626K&y6x}F
z_ri5qf8>V}O}V+!rw<%>eQoV4JB7w|J%Q$aJJzKi&8}UZA=q82xb52;?MFLod{;Zy
zoH|wHuX0^`&dxXUx{I$ZZ=b#Fm2P<Qd&#dExo;z9InJrNerDIVeb<dAKI7ebBL4OD
zV1@7^Bdc)6;xe-d?vDclKWE+RP<kj@omDbj++ZQ=jN-WZ^0L$!4<3}QdAU53^XIP6
zBOWsuR|L5kuT{-u5m;cE<gw~f497W<;CJjN55A1t!0@JsSN*%h;ro;G^LK0)+gO=v
z<<as$Zt6S#N7=eghm0O@7BHTzSbuZM{H*mVX$lf@ZJRw~ZXRBB>G+x>qMgsz#!1zv
z&naDRb9w6ubJjY3pX+O*R-KpHWFB~HUC~7u<C=Bv+~>vL++@jRul1axR9$Ir-Mb6l
z&)a6to9t_O&faQ=#izF`&!*gcS9yPm|IgRKI@JvCV{N8cBp=f@^N=nx40$x`O^Id5
z_K7_wdi>mfgt;D_lYhcu?McN6a#QC#oo>0VT)e1qm22ELOUpN0Ju6>Ec0OCO;PWx<
zt$D?vXS^!4{VsW2>obZu>m6L~@zHPL@?8^-OG?UWznE)&^p@CKf#?|*RbK8WsF(T~
z=MgT`bx!bS<@0%q*=L>fKJis3*z@kubt`_GeLuKTC$4m(r||ky^>ZtqK5H)IGE2(&
zd~45lr;qnmF11QLtzq-|oZZx~)8;<z=gr=>@u=03qKUl^O4YBeJzBI|SSB^9c&o?G
z<2yf9-}LLfaOK6NBL~~uv|s)8K3Mp7>eBX{6-Cba_H%1Ku6S9bskyb0ec@RjnQ710
z>|5R0|L#`)MwzHNKBr_#zpS$A@p>X^TODq8@ig<K1HXeG?wXV-T729#J7m$DLa&~c
z85f-@R0KD$^zn-xlu!vi^?cSh@dl6ES>l&Ia4IBCo@}^BK3b-1X1(s7RiX8V_U-zx
zZGFD&rn~})zNw!|E^2vh;rfy*^vJbcmZ?a4)tu{kb9wTvb?F_yVbmcfJc-k^N?J3u
zgX6Y@Owt}}&yVc$6<XU1o8zu#e9t-|8nIIH@zN5frT3P-o2NY8W9zFd_eHVxsvXCd
zmQHy2*=+`IY+iq2Z866Y-t#Nghi&?>W=GI-xvMXt=7g<zFl)v1{i#nXf?jTSZQwcn
z`e=^(!_zPMIsB?0?VGs$!kY&Q8zklSTweG7%j*DdE1vM#;et-u-ZPJ_QNHx%6E{DT
zjJA)%xAiWYKU|xi-@IA<%5~M175^FhxBpCj(l__@+5DRPHL*`~ALdkj5q)xAYF9?d
z`nA3{U6-6+`egTIon-5o;qqRec+(%%O;0--(9`qfb)40&y6r3G-;Xh1U$x%!>dSim
z<TUm-yZgV-pB%Gp%d<<ne=2X1ted{t)~3(z`y;m9D=mMk=sCXduvj(WrJe3o4s&t2
zD7nLy>sNib&*Ij#@EH37iS=&nhqp~U-Y{d`jNnQ2{P(h6C9HTU;kxgA@UvLqhqW7-
zJbNY?zN<J}U@x@CK6B|&mcj)*hi$@Nhy>_lu~{(f6aUezd38@>e#V}MQwrb4`Q`20
z@Ta@dWa7!Mr>3g?TGAi>BlzKw?U%$JK4v(<D7k*=G*g+RjV9GDTQ27=4D4ND9k$tf
zyQIZ>cV0J%DuLc@?vpJ~`D|?!J@(p8apUEM>61bw<o0See_Y?MQxeS?eOCJ0obada
z-TRbY-P-c@_aWgzhV-?WZ)NT-{@y2&svEuW{eK35eFkS$J{``~WB2LHe(*Lr=*m{>
zX-RJ?Uu9>m?LE@4(Nbx9!uBpvu5jyJQr83mt4_W7`ZBO-^V8inhqNP=RF{bAOm=y~
z8aMUAt4n{L8QA~2Iyp5fu-Wj0%;)I1-x053_Lf-5TAh2@_JD(FuhM1DU8O9O*o<RT
zqCPatxMsIla_x^l{x%*j*zdi49dXX*mhq&xH+JcUYoq%O))_Fqjd>ELVfQ-Sc6Cv9
zr}~7=%zX#0zIeNF>(q*`D~dLSTTS;~>${%+{_U6LzS^u$3%7h(Ya1MDwPl6qlod9N
zF(wzzt1MA^QYI?8b<ed=?B_V%#(dv>;l($7&-ma=YZn<VaARn&mbvhfukQV|oza@_
z()R^Ue*ZSM*zI74($;5_3`1^D-?R0NtCC{>y`7f14Js33t(Ua&T|N1{>-o)_oI*Uc
z6@OlPTuJNd-dtvU<Id4`8HI!EgD%<xXU*VodMxv0z2)3%8D^RXzPyfkomsDDJ}-M8
z?@c+~Dz4m@`Ofcb)sIZOo>*p3V10enK^-GE3znq)MsG}c)4h@eHuHR_x_&86^rL@A
zo}^fG@Mc>NTkT6dOH+T&^Y!7)h<vv<r#4k;QU8==yQzh>*?Kp7ChD)#`nB?G`N6p3
z^L4+P1UdIeZQG>BZ#r+ICBvhopCrB?vwfW%)7yQ>=lkl$A2QdpmYsj}sw$+bpz4ZA
zx7+y{46BYkW?vilbCX-vYDLqQg~b^!dVjo|zVq3h&qst$Y;KlN*)9|IqNnYwyNcos
zG08RaB)zUD2N%|!EB9}6bvoncv39}(0ggv&k`s<u1wG_gx6WfpXYTfmfj2!x<`psi
z6ZLZ{ms;X~HvH7wo^N+9rJr>;`Tp9(kVzab!<)EHg)F|96}3_{d$Eqz2hJ7qG(tXm
znyx!8lxIILYs*?;!D(wIO^SLEJu5eIn(`#w<18VUeC3zhpIYU1p@+{nOw2_0{L`3A
z^Sx(jEWbKsmfLye539<BBt%XeS@Ct<>Xb+st^*&V*e|Iu6m5Kxv@=z0a>gx_N4H|n
zt6#54P0VHd`&{|j9)mx@F6E(5g#3S=t+3nqccIOh<pqrWk3-k)vDVzCck}ri!I+cV
zKikfKv-6P6+1<u3)PHoA8l|QxR9~N(wO>&G?p>DSJzpN}c@ceg*%z(??f%)mJB18w
zKA%;W4J<t1db4P5?eiW}=~jiE$Lq3Z{JTD3{@%&gHpgA_ZGUQd=|}ycs%a~=r?mVm
zY>N2JcXf|Y*@c(Cw(CR%W=d71nEz_vnK)_Z(_P_vf7BliTPbXM>_Op`<gVQdJ(ovE
zt=+*TQ8=gMXsNhiK6@g&Tzmhe&2uA;-mHBtG;N)E;b-pbX_wbIZlAiXKW@(@&qtDK
zGrQH#&ii`ON5!eAs&ti4Yu5(bEX$|5XXZ+*j6L<{t=qD5hbtc2B+pt}Z;;3CQ@8c(
z!otZf!xMU+-kp4Dy7|mCi6U30cCKwYCOPG?t(&d3S;o_8`4hgHF0?fKuzX@<Qu=4(
z9{IXVH?QBbcKLmGIkmk|xb67D)h}1R;{4B`>o5DtEv$t7(uxU3CLYaOUUJ4VWcDui
z;^aqr!<e`|JS5)7U0wX+ZHm^qJs&Ua%W1oFA~Zy1-eS@B_oO}?c^Wv&V6Syi_PXg?
zCda+{YMGU|V(D33{@nhE=&3;s&vt1CoSQv+t?InlJc8>SPKa)j6ySdvw?;8_)s>Ix
z8f%r(jUHUl`I9VK6cG8zs@O+R@A50(you*a(vR=FQ$6d2C?CVBlTs_5uhl+(TqZc>
zPEK>*RE9jmm;QGmYO`#PwNDPZ^(wgBSxqOPDl|aLGf(OE_tiq4DH9%6$VW}Nd}GPd
z++N8%<(@h7YFE$QxpSV|p#rU2w>H{*j#|mpQ?q5KZ|Efdm96<{XHS=!?ibyq$EJ1Z
zSMUc5)37M!*%K};5Im-JilK5<>gHowM-m!?Rc@|{3e(Sxo9gFrW%5y<o3dxk3y*p=
zv)w)OQz7_h@%1vx;7`~6j{GY2N#ZaSUNYm#t&NYW=5@%KS-V!mUJ3u@`|3Qm=&j=8
zRlm(5nA4e+cF1}=^gWb*%KkdeH%s%rFMmFN=jJV2-M9ZS{n5y_JX0p<^zQ=(j;3EO
zGdL)GU4KHm+t>N<_m}0_J6Llzb^Yc3QTcdwY`%ZL5$^*AN1JE+)b^_TEsm93rq6v+
zKGQ#9@1OqAD>_1t)L4q+ZC*_aa?}jklk#Za!s)GN3x4gJEqjJ#)t|$rFB3LyUTiXZ
zPvnyt@7VrXstoC~PFtRr33sf|)G;#J^mx`Gg$CpJa=)xhldCgN2hG<z;yf|Hj@9BF
zuYZc<Nz)5!imWC3jI!8r1fvZP#LOvKVzzoe+qzpEXFa~pn|kr~Ev3)DE{ok2UmEFt
zyK$E1JI_S|T64nf>kT;%KHG9Hv2W}7GrJF-Ty*w^pU*Ru-4o2!)*LRKGv}YEQ-q&i
zZPqF`NBO8%PkSc@#+6%zs?MGqooX<1&Fu<5#<gw<Y`lq@naL4r^NKd-g{yFd)!+Rb
zHF?E>$7_@CXx={fXSMXpor|89UpVZ^S$sD34%6fv@>yplXr;_Qw!-Aq4Tfu7(ac?M
zVt-0@E>pd=+Q8<Tvi0-kAh)IG{IjkF`3j%-{UXCtGc~8=+0J7%!soIVJPcgjIPdZI
z-mkACoIK6CL+*ZY_skN#(foSWW~;^t?4swLi+f}qt>3cbir@FWXa7Di-E}p+<75MC
z$%PvpC-~Q9>CJ7j^-Vvwd#+$l=<M|QcBcc+t6b}`m}lfDS{}9`F8X%YgQ@G1rzBgv
z)3$hb^RlJYge_IFcY;_FR$tqts(0siI4`4?v*GhE>lSIw_@tG3=H9yJ@|!RH^$mJ%
zQ)lwx_A{1$X{(Pps^8(7`>3YyQrpDlvNE|##&(Rh*-JO8nAJx;zht9UeRai?Qj3$%
zcBV|-V$z)R{%M&O$ID1zmk6QC<5}y|jji71ZPl5)!c9Kv((KD&n%cJOl4l;8lY2H=
zI3a=SwAK=y$IX7`2Ks(=Q#Vcakn+3c_pB%J$>hmLqo#@$9yqwhBCp%;K;iYZ*>2_h
zGp>BjYRx=$JxoL(oN2S3?w$)b9yCtux>V61Taaa_v{KpT(UvLe)>xc6_j``Wr_*v`
z&Szsc?}^tvpge1HbxPh&)0z3nPf7y6tWlcWyJTN_zR|8fy)V>#59F?!el9e?Fyx^C
zN9YWmc~>s$L>FGSJZ2s0X4rP-(2~b$TT=IL-6*54v}w<0O~sDaKLfMQO|mQQyL#SV
zFK=e}omp*9OLw#SnQz*7or#H${o2N*r!BrbTI;B$sP(6|`q8FaZqM1at}GWx6}fV2
z=bGYUmqYc|{W-g!l$mWs=WUj>73~Fg+$X=vO4vQ^%KD9E%39kVamalw*k#hvcztc6
z<&G2V*L%v=c1M?|G0eJo_R9;dxnFaYQ+7mbyev8|jiI?~W3kxT#WtZVt@Gzx3)?9j
z8`CB6(b!V9xNDXx``o+6L7QEAx6YP*&GhP{acfd_+M-LlHmJ>ZYievNJn%lifTzOb
zh04+Wmg=`woVL=)<9m12c$byZx^EjVAKKa3a5Tx6r{T#qc2lo=-=2m{d;d0EHGPuK
z<g-q>H+hd9iZWfXKdo``ooIEry;*E~I}Ijkuv`nw?K*C2ea&{ys=UKt|DNQooV)Dl
z>YYW8%*xNq^?ZM8n_|~J1-{AyXN$w#!ggA)=f_;_-_jy)XjAq+@|52{_i)w6`%m26
zv%TvvPfU}o^|j<%M>$UBd|ff?lhVu=Radm_=Se4?Gn{iRbH(<>23gr@7ni7Z=P~>>
zJZs>yscGI+mVi@ljJvkWE-AR1uRFnAX>0JVopxX6el>lx%RA$+a9Dhhc;?|cTkZ3u
zo3*Xp<WHHmZ08HT)X0g<GNpgA#Z}%H_bm$ZU!Q#S>NSJnD>9dQQ<*kuPkvLmW-`wv
zx265pHZ9-qX|BiQ$+s<5@16Ek<9_(k6LDW+&Q;zzer>I>R*uT|br~<87?w?V$8Nbg
zS5vWEu9@Z6HRDW|oyTHUsu%TK4?3-S(DDYS=#dv;AGT~hb9VmB9rD+9MZYYI_U&6D
zQ+3^b(V^sqrlKX2`>P%XZw*cK@}9-%cJ6rGt(DFl$Nl}Z8?LQSo7*(`N4T?!uS7a?
zV~o<fc^~^K;`X<uch1VwI`?+YkL9VNyK`P#*;2M*^>OB<c~LbhBzLUwIQBD{eZlLf
z>w0E_m;0_7O!D1#?8;JUYyDQy{26!7tXh&QtNHGAj?rUT!_YM%`Fhm_#!*sRcb&}M
zEnm+5O3UD7v1NJMjM9=j^WGe{TKAm0PvTeDpXp2{VeE5C)@ywhRf+i$#G8FLW~TD}
z`49hvz6|wr-SSITRCK{jA4&aE_2*A{qbGYzbC~4u`0Ki2XP!Kn-;Z|lh8^)0`ealX
zXKU42a(8y>jH<1gA@gp%tIU|@nRZ%k`Ok0bu1TxA++j`hPybdKFz<;>c%<F3d45M_
zTdj(FvV1-&YFs`N?&rJhwAtbe)?YG@R>b-66*k_Qe5SlNM22tQRL8d}#Z7m9g<PHM
zxs+r3x@V!YSDy6KzjAWkK^dkqepO*S*A7`;sBVm2|LugEd0yaw^Gk~_d%gRq{Bhli
zqfVUK`75u-x=rP{9QbqI_Wa~L-R%#G?_b&!C8~9xfH(Qr=f{!?38l8H-Kz!rwys&N
zozYb~tI0EVYVJd=<2v?Qm$OTC_I&=jip~6dVEEJ+9@ablSsyl5taLI9E3Q^Py*8@g
z?&^I_u~vNy&o&9x<({!Ly|`?8wVL#4<;$jCpM9@vn=Dhec)jT|ZqC!cPi{SPyuDZT
zy;tDw&j#=LlvU)e9=+u$6~~rjI5Bp@<x<_<DV=TAPo%DI{II0B>Ac#pUumnS=?kBE
zn|kNjl+3?{o@XOVE!T$J-WKUE@%CuN)+4)@D#-n3i29`-`C;p?==mC*4D8F<KbbxV
zym801yi=fw^Oa$AQp$3<Y3^#Nf!DWW?n}KoJM8qSIms;H%VXaD7SS<0xK7HV?Qmmw
z>i*;`r8kSaK5QtRzi-d^*-Ng(OkJNWAGG7M+AV&y&5wdsx4jNgF4nzq^8KIHNnt@t
z%0*uUHTebaTk|E;v-+&I!1U9N?*mVLTr+15pSJDNTaQ-UnO-=-a$U&nl^@<;>9|@r
z>w9_iEJII;>DtZFTs6mZFC=Z$dE2F^S9>&T%fiG2t4DjaHa%UMzV_U#uc{ihxu1>m
z@+aA}KHGWX-IMGUCm%nLV-22OE%yG_vZiwnm$z<9VT*qrQ<5y7DgLZ~Zu6Yyd%xcJ
z<$ToMt}`cm-BtBDpSwQ1u5jMwpB(pht@D1D?J~6oFYW2O@3&Lqpm0H4h0Vu!_p|<U
zkNukWN0l#CT-$j2#R*1j4;p>0KDu8zsV*>d%d|-vJJ<9^2i|%jckk-cty#ZV(yoS|
zx|xxaG1L8F*O%AJe(SftefU+<?&@PJ-wPA}<+-^t?edKd;s2EPpun~@IVw-{&Y|_D
z_lqabI40RII$OE1hwJ>#>5|HJS6e1~TuLr2JTzz3?!AIHn->Nx{=VpEc<{nIhG(m^
zEdDdJr24(v#8Y*B%H0z#5$|8db(c#=S0tUZ{kcA_SCr%Ay1V_WntGJwqO-o(?E3Yr
z;I5Ij<h!TZTV#^9#E6|dX!kWv+fk*No!w&HiWM*4&5xKPYO&KjC1Pt=rAmBFaolDW
zHj{v=M_ab=$|`o8RA65ocmHoz>FE`^TT0FrC8djItgf7I+H+jfoHbkGdr%H*@vY5D
zDks0JnzZ@E@6K<cSu77e-rp{IT+-z@-(!hezb9DzoZQ&=pCRh)gHVs-3*JYBU3*?u
z^`9Z?WjrUR#B<qf%d=l>)m455<t)4WPJLFd_}awP6Movh&NEX<YnkQoKCmEq`rEgM
z&z?8=y`ya2)NKE-&z*0B?oZWy8LM}0mgbd}OJ|;W@b0yL8e_#u6`LzrMtrW7->$6B
zEM0rbYsm)7$Fr^mw!D6MZ53-^*!B5K6Lll~Ll+#p@_W`Km-EiIW+^G|UFB|Jb8Vyd
z^uVJ_lSKQuELN>DI?gnYTd4ln(q1;-pycVX9tP}LO{PCPk4vuJRQx)0u~XbOpNF$%
z`7Ziwz-4%E{mbu6MxL)DdHVdl=2@Kj-1DEot7>J;!xiu5E%)1eQsuDSp73~`Pg^X~
zEY?X~E;?bvn-_EP_dIFQ>m1v~Dktro`=5cCIbg?aNoHB?GfNVp)pkiADt~O7Iqlo4
zlha<$_c|3gXYQOWHp`|Pr&>qH{?NU=HEQ4Fl#1Y6>o+Ss;g34Fr=WV4?9_?fzT4Im
z`HTHDH!b;<y4b&<%kG8ptb-?We#>pWnHesh*0>}mJePItZ;{JSue>j{zLBfT;^kKM
z;Ci<&`<w&K=W7ZB?qwOp#_Y~Jaq?H_Y?qp8HhfcsuPxqr<o4b(yLX%uba-Jem9h1{
zoTp9M+MTnE_~lKDgJRFJo@%lSzP3)}a`r0Y=To+L+-c}wP$*j)T`A{o6MRV}qn&xa
z*M`|j>?|c~mMlK!H*wN#!L`-f*ITZb`Ix1ZX;Z$b`Q0srAxRUvQu|}Bo_~1hSnul2
zqI2ha1hh03Deg*M>&20LZ&$3<+2=DIWYU(+o%bzFSLN1)=|1hxd8&$IJ5nd!oZt9Q
zl;@=k*NPn{-$wFV{$6}(m7mc?*-bSYJvJ7dh<|eYVdRr1^S-h@4qqEw{hRCB95dtI
zUhaxUNmFfoyBVwXoYpa}YMAyu+G6*tyBUTdPkx1*zP!|&-R{cW8#dRve%&$AS!Z}z
zq-y@>AHl}6;`Y8eb0>AdBR{LlezhONM2fU>8_Gl?WKXe1Uz!u}c$wDiQw?%ggU_kI
z(o{Sam$-#zR{Pn&+oIejC!bv9|GnLIS5Rh|X0e&yr_YUZLY<z^U+Z%AyoiQvuWavQ
z(cFMld{sfV_7<zw&XTw~r$xu{rSEzBsJKOolHVVdij<Ykvsae8a^^$jij#I*?%qjX
z9+j#0=$S9yxmv?OL%A&}p93cuXhm%n-Olq{E_3PL7q*7yT#e^#4UZB`x@B;{=Gu`6
zi}x|VCeKOQqBNcN+R~r0Tb6EIsk+mq@pVMbj#vCuZ`R(8tyq!wR&;vN`s?>LKli-3
zIMT@|+~<kab5ZWn)jUi63@@*By20@E>#E#xo1ac+8s@n(e_R<_Td$S%yxj44)_fa&
zzb_dV&)t4wut9Rwk!KUO`I?w}wH-3L?PejjWlmM;(${Z&&nqq5+iNQFT>jJq`KNvo
z2j6<JW%NuvA-+IV<3*<J${&yS<}4TS_+b3!<((%%-<PMG%(;AX(slE|8OqB8{qCN%
zZ=UmY33K24Ud}rwk1l-BV0GoeHj5QabApe@M@hMDoU9VR{;~gYKdTF?Gz-}3rdTSi
zJEDAR@j+%$y*B};*uAEzw5Q(q8#XN>pjhMl@~9J;-YG2kE7#txH4|`qWc>O+!|SyZ
zvzfjr-@mq3-FJ7^#BUqdyP5mOf3W#D>G>oBd#;Tl{>pV9ieqawFurmP6V$6Jc319u
z6SR_DdTCm4L}*o5i?PJ7x~=Y2Z3k_x6j{Epm&&s35t+Ry-DCT~6D<Fx%B*W`vs~w{
zyL)ex_tH2HwOt~MMN%HTUu5=lg3=S7Fy2Fw;g`1TIjHop|Io_Q(i*l$!>y9K%A;=1
zxg9+vM@)WR7Qdpq^R4Z2s&xfgTQ=rO%4%D`E?#TCd{43Nvz7ls*yrq!x%P?S_|z45
z4gA=>4lQ|9dTDq0B%PMO7fxCpe;s&IrE7Na(a<(eZh`x)IUQjk>p0KV?Co1oq}A!2
zw05&$0LSy6m-D!fxmjOnsMJ0GyvuE#+Jj5W&uUe_vN}I)TlZa#8KUYva(`cX9jluE
zZ*SV!slR6)JR1}l!B^E4l%Ll7P~`HI$P3L|+gPJ-a6LC|mAQT3>+1O#)9ja59X;k5
zEAZy_yPPAE9xvY>t$x?7yZ7pfj<+Wz*3T1q8^Is-;>%mF40X34hZAQjZ!C=p^ffOj
z3|+QVdaaah_N~mWryKaA9{-uJ<I&#J0fP6UDi^Pix!&n_#Ln<+S;FgTkDJ>|FH8@f
zHS67$lr)Y04_&9VnB}zYoZnbHk3H&1%9UoXP|LS*EjzbdymQv`)85#=T{qGKJy*u%
z^k>-2DqVgu|Czxn>+7=RR(qCgd=Ofr9k=}WBm3Hpt?wpo%y^@$Q~iDQ>iWrBu5;Wv
z!~DeUY{qQ^{oSU`t7dOX-{~e8xGC?&>m>{g)z3|*78=Mfp3PF`sp?v8qIJ{u<;m#e
z>kC8gUCwu&pPt;OU3M)<M9=Wr!cSqV*{u7txw2wjF220lDrni&br~Mc&t)Cf_-{4Z
z%=SlXO|M3g@iC88XQwIjU460R-tnHD)4i3KZrx{n;JE3o>%J4uF}#keQ%yL1ZHvwG
zBF0~ZAyfD=4_eB$G<Yp$+kCh(k6q=;wlz@(?EX=AHa9Un%bd+Eao*H-N$S~CbHACD
z{5GHHGwIJNw#s$d!B>-dmvR{iO#B&cz5d6^CB^xfmzTMwMBYC2(XhzR&A0ILPW#g6
zGp9H;?^WAQcrs6VXS3m<>pru#PM!5<A>+&WAJ$vVi<o+Xg=@X++AGVI?%v+-$N$`A
z=hNM`H!ieX%6xh2`Qp>-*K{0_o8SIvomg#BSsJ&Rf5P7E^Q9|noTaBlb22?&Ad~z$
zY>g?er-9Jf=5mFS^E=nr&ffboIz45>q?X`*?byrizG@R!#_#&sm+W5`aXohV4}Y(%
zicb|g{;55=njLnP$6-d({GiG;+OKQ#9!&im;QI2w$)oz;I<2+JxR1KsyJq;smaksm
zrB#*D>QxWQR{pVl{8y{;mZfTdKeOp0&j+6C;=gY`tzh4<u8F_>Vzkv32PVVMLY`~w
zmIiLQ^Yu;T)oXHrnW59otL434aj3SO&o?+`<W|-7<Mz?{x5dl#g~V@O?)nvV=-emm
zc#RVt#|&?a8ojuXr#jhkxs1@W-Pz9bdAmy{2glr<`QeM4$o@12m%CN7UbMHGy2tSF
z*ZF^1zg7A2!vOYahF{jQZfx$K!hdKl$HPp0qj_fL`#1kSKYfco+x-Kl-kklj`ci+}
zdbJ6b^BjLnu=o15Wm5+qYh);QpLYG~i~n2-&r62Sys7%hX5IP2*9CXzD(0^@y?-$4
z!|~V>RS7=Bu+%QK0}_9-JuWW%GtDwiDX8w#?>-~#M3tR6ALnh=nf9^moc6}Pi{a|)
zmj=$VF5pOD)pQap_Y|!DYM?BbK0!N^tHChBcYFD%ie+1t6wW$(c6qhfV_8#EwTX_e
zBbPmxcXQ42nU1IBqdM0s$*`_`KKa_=C;hR$%-U&7J?}7>7e+3MH(na$oqTl@t9{0`
zr@vLcxi#!~Jnc_b&vwllvyShc<K$;~H0f5X<Pw#2tjTX@r_DRM;&YkVpPjM?nZK@P
zy1V<?g384Vx%TEu(_-#<t(+ja*Z6?Q&h;B-1x-6K?W>23dDOwiZoiH@Y_{1_&mM<N
ze<vFExM$Yl%;m4*Dk@WxmM=KQYVG+tdEv1O<(bAek}gG_IQ=f}*tTP{HtHEhn0@!>
zVm+_GH7Pd8sfEpSO=Z|~sc+M+9c%wqljm_@&F{5xLUVS$zHAz&>wA60S)<3nnaT$i
z-%VW}n$x*x<JR7~06trbl{P0PJZ9Q>sj@?Y{nLtAwKR(`%Wq4T``V^VC_3kV<+YG&
zVXN}Xi0j`@UEEf9);*W^Kth?|*R?x!o=+*_So1udZ{3{h_fk1RTfW;>Ufr@HzRW%9
z=liG+hf`-dKHB$gx}(mWi9f!s$+S`CnaTQ}f$`oRtsiT&{xeMPeo{SQuDY~exV`n4
z+p|||PwJn$^UvxRwkCV8Bu*?Bei`>>KhGET+RF?#Y|mEt&0UybW~k*Rz<7fv{Cw!q
z#M!%Mr}uUoNU&XQYw11n-P(np?=I`EImbVx@cq#$sfxh71Z{=K5--nI&6z$+b$@tZ
zf7IFOM}O(=Q1F=AYjg47Ey1FnF)tRo6=YAI{m!o9%0A(jlRdl+o$-9($66FrqcHKw
zq3DjEZ|aZjn>_pYucGHEssFko{2#yc{Cjux=gVE|*FRqVA!yeA@BWMW)Fl@cJp0ce
z_+-K#;VBJKr855+%0=JWN&ZM)`f}2mbGMgB{G3s*by&{e+A<3dj$gBun=OA-$)VjU
zcV|{s<d&;b)z=rS>^Sacvo4^iuH(1Z`JlFQrhys~60f69KRT@{k=a(a^}{do4i$Nm
zrUli!sXITn+cmXLeHL{6ZvWZMXTAl-i#)1bTl!en%D{hi%*G#$$@`^$o~@ZwayI1e
z%kzIf&)O{3UAen(;_t$MPdX)cpLTd(lwJ|&9U1fMQM~l+H`ei%Yxe)}O_sE|eqMV?
zjG^Sz>n{qUG#6+}WXe3hy1M?2)LXqA_Xnn0f}d^uem~+}qp)RC3-eB;9n$^XQl9GO
z%AeP{eLr|jT)SQ6^PTHfbuuq@{+{{gmFnSJ*`4);FD|W~zGUZ|^-ub)?o-b=cSBrZ
zzR$JX>qmN36zwwpXiM3*&(iwOa9Z)#<=Y3M?EicW?rZoQbN|&9tLqbQ%Y?D!YR-85
z(b_XiWzxOFUCYIf-c~GGwZh@+*^=%L-`#9;ugqT>5#K&bA;EQ5O1aYRl?Bh_#J)c{
zYU9V`AL(;w?~mm&?VLM4zC2p^sp8qg`-&33XMJ7&!^vdN1f}?OS|uOi<}ImvY0nsU
zRA$pu`8Lg;n>9mD-`e#2_j#S>qvDqYTXO2A-f&+VlOsLlbL@f-SC=G9GpxMswf)<d
zqj@iUZAJSeojJbwJXhL3@$;ugYyU1i@%n73W-<c{>+wsAsx^))g!?2$E?s%*al79)
zLy>KaXJbB36_L5}&x7IDzf$gK%{<4K*LE#-Tf0x0^W22<+j``(46Bas|IZLN{kM(5
z!`9GjV`;%T*Ig1-cdLET-MLou^7oT#L+76V&#-EP;vSFOCox6-vaeY7Csn?TQq?=I
zJZ;?tYf;Oi)&+52Pt9I<kiWlbz3De`>CLk&J)g(+&0X3d=O5L5W?K@wd~fA%pY!v4
zBRypVdoF(~G7G*Pyw~Fq|2)feZ5odf53X05^yy*rN{O|rtyj)xFZ`q7x!7vnrRzIi
z9uj3<>Z8=pGKsb5b)jO+^i}*NfByUl&Wm%)sxCKCn<HlJ?)+uV%sdgEN6VvEn6>Jj
zO^MmNtzgdNpJ85`e3!+mTVJ%_ajWg4SwdrA?KZ`E+0!zf%e*`AW#!@<#uJMB4o#jt
zc~{!UB@g#)w~nq}dqD2$-ftZ}mFG>L7v5v_-JuX%cjdqYeo;OBsjn<{u8ed$o~V4x
z@@<G*Dzo)#**xwZ#`B+7+~l4(t1I(Mm8@{PN$gqWx^*1yyVmCYp3hS^wa7YV;Q?7&
zt*%4P&+qMCzwx=(yuRZ;&N&Ri&5^|p1#VSW@7`cGdGlU!)wAvwF8RsJE=b+GcJ6ci
zy;OzjXM0v<FyEaqvo1`f`F-prLuQH9fiFJCFe@$hKesboT)pJmCt358YVWh>Ij{Ut
zByiKP^!d`t@Qxb&T+?-d45?3&_twT23eM!oWBVc@_hY^Kl}8n#&FV4_uFJYrhiHf7
z>Sb@Kxt_n+(MB$&`}6t&?P%W*Jmx;n3s1a!AA6_l!c3nIciYt$Oay`+Gkjg=HC1g=
z=3JvS4=tl!pZHN9b2;wZE01|LQ%z5}Zk4xqytnrJNA|-T>W`oBX_Hh5KeN56bVcmq
zJdZ!Cxk{sRZT-`hXoMd=lxgy7P6*F=wWOGd=S43cT^U<@_J-Zmv@6aT%hOf*vQ|$v
z>D|EdeAY_S8=rOx#q-_u&0x~}Y+x=tFY9HWs=^%EtH;mUTr|?|+wpAck|{RTjqE?W
zGIc$Qr$mKa{A!l3v~?OQqnrEE%9)#Ye*W=$%S+Xr*$bx~IB~X$`}RbkU5Ra4`KzzY
zJmz)l{gubdFJC_;^Kj$YtjupZ+txgEdr;MQZGQRAcIC{+T^{RIo9-OH8gcDoZfw(*
z<aKM-{#{)zsXh6)*Dv;i7j{RrO@41~^ZR<wv2BfkPZ&OF-~MA;%DvkwKF5R2p6lgO
z?Y(`TAxl?#omsl(_A9aAJxe#V&(n&v4wzP8aO8LR#2>dGF;4Sbt7zR|vHVAN(8M7A
z8J~Y~y~wq`DS2&jVeiBDB^$qVzqlCFnx-Q6AlxyLr)-s=o8fWMR=$-T;>$e#ysF>6
zYEzS?X;13=h(pG+dzXHfUFGrM%h|l!({esWhS|k*aRy$Hx+UCNCz34sBI?AWqVHSu
zc&_H#hW5IBcl67aeIz7w;Oog1&vMrJmZm#CJO1;U-K9@*Sssgm*rNYrs!o$Q_;csd
zSDZ_JPw?tmRURsFNpRYFosZ%@u9M#?%=!K{vP@2Q%Py{(3;YWoZ7emt@v>l2Q~t^~
zlkaTo{5Egu=XaYQOV73YIdQi3*Og!2i*zhd)2!$E@&3rJH{YkLtgtDy+d5^brtz|#
zgsFFecYdj{(>Au=F!{>Y^?ny?f<-3$Og)$**#BYudF$xkOD*pBZ>?J2y!HB)Yl+nz
zC%YA7{xf*Bdd0lBx7Bi&pV#C~Z|Y`L#CuQr&abE~@nrJ7-O_)<{Wsm^KRs~*Z}I+H
z-@g4yGBM`eq@gUk`}&mor&*quOq%!AG-T;=v*WYd`nTooUizf3IsEFRj2UeY(snS{
zt(3_5C#yYU-|vvTnn`7H$0x?PEnf9^nw-0Bwx#XF_lJ3Y#d&YtD*LE5>J@j#5+0`~
zC67%`zn9xPw@V{`X8YPo*Kf<sR$DpEWcgqmvu%5>35(7fZiVBrT93Uh<~<9p`P35=
zwB2#nyv?R}-aI{VK7Vb=uO!bEw>xez9FP%PFKyM5Wq3^ck`3ph)!Dq>r>6XwB$IyO
zdML-blzHuPN*`jb?d@N&MW5xS4s(r$f85l!v%=fnD!OWQS)6x_*}80drqG*6k<~ma
ze_c;r_Bw#WQ~%!fqO4dx{(MWfmoI+BybZH>+{3%y>+1Fcj(x^4s_WKlFU|=(zP9W^
zZk(-lXtHkHFQZR$3TLTK&`P$=wv>2(^4U70C98_xyPmboP1=((`E^)i$Ln9=I^XTn
ze|k!u<zBh?gTJX(cvbJgxn4gj&uMMhv}p2q(dOqK{Bhb!(Uab|=1Rvbb=^{Ows@<b
zRk(J|Tch5c=Q7`XdeA&4bj6~)CH--kCmmL}PY&2NtKu>D?(Irz_AT9N)$@33x+hEP
z-&MPA^&T&edN!r>Rpx2m-TRiE37_OGd2p@7(xSQ9bG95QGMXp0OJecQMiH&fjG~a9
zr2h;`oL73b=WRWnb!$p}@<frI`B`7K^}KnuC;mtozmT!!!_||8gO+cu*=A*Mp=a5;
zzkJ4r&MU{qOgJLgXMD8kjnwRw32)C|7yW#$x41BO#pV^?>|3i1woZFzdx}GS)}uq`
zJXLbzrc4d56}Ea<t(f5E@#nRht#f|V*~>Z0G+3Hh!ae^^>Zv^Wb^Vg&n$^zd3R`dG
z=PhO1#d9kA>{n~a<vY?`e|oMj?f2?g!L{e=*Ncz8tXUOMD%#x|RZx{x^HHqPxbZ@`
zD|`Ern3@IGcPyJNlTx7dStY|b=EH%@-B*Qe(!RM*QfpRb+)*cb@!%pQzL4;^%L`<+
zR{QyBU+L92zVPhVuKuJRs~E*bi?vJJG>)H|%46$kvgyvm%d@tM^vFE9x2DZ`Qo({+
zZLQF}tJ&wytJIZ<hnf70+r@5V`Hc6h(;0Ws?K%lp<2U8K4_TbI@Jvsl;%ooY2CuuW
ziZy1=3xDX=^wd8jX$wzrXpmT#y67dXzKWHPL++k<w0hRjtnF9MbcjDrtNqxuLFeGZ
zcF{{Z+g`CVtvFlDG|%wQ%in%&e%H%<R^2Mm+9~SdB)YLN^x4%LA69vMUv^yEfMs4*
zUi_YaC)Wu22m42IoRHO;_eQNMENA*cH|t;5_!h-VX3b8UIkBZ(y{mGk<E#3qMb9c_
zCi<$Zur!@+`zzw2tNNP0xxIV3KWnU7%OYLDv@`y##e}y{=G|CR`Cf0iYVwH{1ykou
zH}m}>zv5mc%hV@*S5Myf(e~(h;3q!^_Rprf#bz3B{OliJwNY*=kN<?lc3Y3F2o2g@
zuY6;9Q2(aP)w?s!{qU73e3$<C`qsi*ZCjaE^WHpLEOqIg4vUkY!^?l7pXFAr$`bSo
z3po5b@=DN^J$78dS)R-9%KP5TW^zl_EAaf2z3{W${-_`KZXfBF>ALwM`|{<Z4;MSn
z`S?0!)?Cv>tD;NN^UfAEWePt#Ae(LXR`<ZIO1rC1KUTDr7xpo(o25FhKqbv$t-`Hp
z3G=|M<tdpFCYe>DMaGx*>P1Xv?T`9w(HOm>;{o5+yDQ62S~6{&w(HG#WpVMh%IS;U
zN-u8=ZgODSsoC~bp+D-?yQ$m0{K@8VGN|~vx+mqj^Vuvz%Z$Uyvdxm~vp$?_*6IG%
zDZb$Rr43thReY^>Gxl8HnssaHw#iG4)-j777d4u%Q*QO(+T8P6AH`P7bn7^;@&3C0
zd~bHpc3-zJ?Q@<o;a5D%t_$DaXnC*q$MwT?iaD=@nQv~4iP^Q%e6?+c_2o%^M}L|I
zYYU$@W%-`<vU$$8bz%3^PbOZr30t*}e_6d%QI)N~`OM{OX6qhGW|^cJ`6Q^|##wKr
ze*M0^T3hNX(wFZoyt}A!-Mi>cm9*zJ*UkiLuy4(9Ni=x!!8JK1R)alN`~J$S;(Xt8
zc137fh;~<6rf6v`3Fm)i_8>dRUT6O7y)rM2tE0mgp7c&H++NgVecf?MMc;G(1c~Xv
zQR_k*WmgMTYnVNeng29;)%0lLz@SN9QS)9d|1s&(7lr~p?M<CRt`C~$AKT}<#WTpA
zVS;V;_U8Cq+X8G3H{P0j>CP@0q2;IkUN5PRJ=-*mrSQD6DD%sL2WfkL`+Q8g;}hg*
zAN6&{v!;q;$L~fRJ$34NNu`w6aqYsT`cwR@uPgnklH*vPY$zzfT6NvJFm34$nbL)p
z@x_vt?%kG)RhzTmgSK9D?Bb<W%~1*StV20-izhZl>6WMSUWq?cnLfeu`MnjM`3<#f
z+50D5-BcHKZoa=xk3mtbmW)#0ilqF-7e237*PR@EtY2i2i>k*v?FHHF{mmis%p@Oe
zoRXuiUcFMTe{qfTwUTS0ndR%;>ZX4A*ZxSJ=SL6gj*z~fJ?36NBp>E&wViwP=#trw
z(}L$29yNJ<Wmd@TxsPs5FR4Agw#K^5ZPNXmlP6EuTtEMPmgv<fKMV!?7K>i};s3~P
zdESdnsZ->N&(^M9dh2DJ`nIr7Q>^)BJU6|t;NI!D;}_hv8F6Y|ne*_^HG7N8=ReP!
zk-&F#H_J=)Q^(nt)*h|=;P&iM{#^k^o3y>shwn3N*<B_Sd+L(h62=CttGu?)CSKNf
z+NI^UcmJ-bH-BE3C%S9r#3+l%%`c4O4ln#;@KN{Hs^clA_=67T)-8T{kMF~~S*xGk
zK4y5QXV$G+ci(L+8Z3PW!t^S#ydz_t{`$-D(wqOxwR7&r>ZE>%Buq@(JtzJ5>iB?{
z`*<(u1lE`Bl)e3*VZGn(kE#bx9Ttc$K3cf>ZdSPZvl)$VV?>QP*0-taM*X;T{@$#v
zx7(jo)m+~dI;-}J#2fAQJs<NfZ@Z^db=^iM>A^|0=)dc--cJ_i7ID3OBYeJ&Z&tte
zjAK3etBcZYS7iNqd#JZZ*lz2=vx$Y4{~0`Xq`h;n5PfqoLu$&~Tc+P6O>ah2xZP5c
z3*7OaVQb{7&?R5X+;d{NvNQfIKU-GC^ZAt6z02jlBhG(bAAi|~(^@q1M10nFjRo6V
z7-j0G=DOV}Ia+pkp_|mrlRsyK9QV&~)i<8D>BG~hyBd^b!ed3ZXkIMzH44(6AN4YH
z(X34ypN7oMy!R=s!LZBx*~+!Pd$?};`Ik*R@%Xc5+}S6$z135LvLDZ9i|ma*wp~2W
zXrpoU=Xlp2_d}xX`S04j^O|6}Ug<~Hg<F|I=Z@shaw@*GN9$A1$1T@AUcD=IikY(H
z*IvP|9vX`!)`=gP^!D;P*=U|sg|FkPAIVGKdim|$zl6sh*Uwz~W3||VPi~u@TS}<y
zl?*M_n|$HetVxqHV}9B{vfI4!Zv2e9v!(moAII?=?3wua(8S|wYndNcE}r$^)ZS>*
zM}d)EFH&wFH@)h1p?Bt2v7nx)e!aGjvnyD5m#uX=D&ukX($1+#0?#d1Bt&=jwLfLw
zxq7yLT1e))#iqQMPn}sXtM6{S7GL4L-6h*M^<ACWCx78OyS1OhLyxF~UiZ>nH1FC4
z=RMMPnXbUo?{#T|hrXVeDzoj`l!)8X3yLgX#x9$@G$z6?l_MhI^UH`+RdYo?T-v;6
z?r+W&w{N>{6m?Me+%=0|_loP}qb?s~eM@zE1rJKRJbrDFcZ`8*hb7ad;;^c@-u$Y&
z^}S^ZH0%AZ?flPRxNNFJ?9JC*FHEgDz1%uH)h0V_op<fcw2lqRvPRlog}cLcE?JmS
zY#em%oOPv`t9s$<s7)tS=4iZfUtaYl{Sr@yWW~G8S!r|gwzJMw&yTrYY9(CkIj>~(
zrOlJdGxjfhA-!4U@l(ll`bVVlZ|N<GuILQ?BKoc@P5a;`n^qaAcW<^-dxSh>{B?cf
zR}U}Eoav7$<>RMhS$h5RdVXx19M{$52~JajuPg0!;&1;gC{?+uxWVdg_KWwMUF=>x
zTDNr9Hgi7hZ6=B$lR8g^8?H4knG!zniNFgfFOF|F+Y|5f)P-KZdDBz!)<iA7c|X?u
zvbHFmQ&(ExvRHy4>`(h_t4-71?w{#*k9YOCs?ZG%7RT3mzdq_ZabCUDjzh;)w(4^3
zICf7<SerSxg(cW#nmY4;hO1F3>ja-_OtXCLwdUT|mEYJEWDhN<cJE=TT=G~f+{A62
zf7TQ|h82woR>4OaKA+`MJm;=#R<X+GoWJDCSrwnJ&08<{((e|#`9zoWS!)%wqZfuV
zccn~QEP2#lOMkvE4@+3yRrQG{9?!bYB{p?iL6y|fg|m0Ra$2OoR`F=z#6`!#XPw(u
z(;)IUt96rC)$@;w!%k$MSzET*!z1iy@pI3e#gh%!d-Msgc`Uba-dcQa^3<=^npazb
zF2?UX<h*poiQFUei=$Tc$*b>w7%Svr_&(r`^lH_%u2+`f`3q%S&3P`pVzO+EJ5sXT
z$o+M5<R?DH^Iqqc%F0ey7;3g9eg63eYsJb>HWvA-i=L0EQ1@eL;A7AF(!MYB#ND$+
z;lEBf9WE|iZ&jst&DJBSFz=L6u3U2cq8DKSQz|CgcFJm>fBxayWQ{|swpA5I$tmoZ
z^zH4(xqDa1+NORMWSW-KV7Ij=_3YyGl^jWyAv>SGNYroqb9%<(Ho?z=CttAE>Z>&;
zKD^HnyCksR%46R*%d@$eV*eS^TTbevdabKmZ}l;4%XhO+$M{*KrUxD~a_6nO`pVNe
zT7Bim{#im#Z|t+Q)xKQ9y{+KMBxfGJug~LeY!AA#^Ol4Duka-=&3r{(OEVeROP#*E
zZTYGfny%K_N!2s%WjBfUwXHG9mI$bNv|GE|<I$}HPy3?|RLHrXJ6D@+y?nD`kl(eR
zGoL1FF-VxsNHNsTwOGrh8lT8w@XB^|p0>s<n~6bZ7xTrQ*&S_}-f;SR`}2s&4zJ!$
zJX*D`@7o8DkAk1}u|JOb)!w>Jz2wt{hdWPvU)@!d>87*g!ICSpycegpbhihH@I2pI
zE~VdAs{K>2X~L4PN_)RM{;15CyFSy|;Oh(RdpTczXNNF~OUP#5TiVnW_xt+BCrO4^
zG*7N@_55zL+u=j%)>WM<0q2ja?Tu6I5<S$|HP6lF@z%7RqA!nXESc8vbJo@@zuc3X
zUQU=Cm@qlC<;31r(|5J3nYBK-%0A|z(sq_-lefG(5IptcwfSZ%!pg5)j+FSi;z_F9
z{Kt`(?jBjpJo#<Rmr1cccM7yMeM@v5H<$T3sj%<URz5#3`9h;7@1*yvo&Oo6?j2HU
zu&xSN_qMoXirjS#=lnVEzOD^vVea8-_2iusdiGA}(q)J1GNzwmW|_6*Q-i;#wAXQk
zXRD1Sdp~ispL<?uiBNOoee=ChH}6g4%<@|x9QC?2>X=OEW(5ZRYjf|rWKCSbVbYxc
zIP$bsSG-A4b<odAxBQDvvmQ<N;LAENeZ{IGG4-zL8w35GbR8({n$dF0kKOA`lEcYm
zIyX<OkvsOS-12O&Pg}(e0e-eUa<{7AbH93B$Y|$Rm-<Hg#mmr6`%^o4<Gs3`-EEXS
zTT#)YzNP!ZH-j1H+)vvkeaW03_rv*USk$xG(o4F$`J>(}b?f=n96#Mo{`&eq>T5Mr
z_nmute!==nXZd3`Uo-hKQN~a~Cj97?<yyssiJgac1qJtQdAfaK<JwHaJ8rQd>7oy=
zhaFQ-P3)2Swe(X@$luFx>5pVN)8ulJ=lxh;tatpkWs&EL0x$Ehef=vxfB7skHU7NF
zM5p7EvXi{|RnLX3&VMeq_4~vXOV-VNc5c4j(-*f)C79=g=<LktYMCHWeRcD9*U-6r
zVWttRtNN;+EmcT(wAoqq&b5g*!qjS}u8<JmG+o4?Zt7KMH+8uY|HSs9@cp74es=_l
zjKlJ;Zu~Us6vxqur6pg@drI!S%~j_WGY@H*bmyAed_l?QTQj^48DHC(_U7JlpG3iQ
z6}`fkhch-OFU_-gIQh@41rzde9_^Ux{jS7SJEwR$=bnk@A4as@oj%{|UEGb;&sO>J
zy_oamfaztaiQC$OHcfp~`S;B2>c5$*tr<A%qn6wFohzz1xm-lUz*c+lo8Bdt(oV<l
zYdrX-wBu6OC#gL$Pgbh4@6WlsVEf^@H`gp)oa(CU_2IVVdC9fW85~m`*+nniu5>be
zkhbdlg|{-7io&m4EZV-=+M{e$Lzd(c?Mc?pcI?hvo+jOS;C$5!snU!OMZQJ8X5ZNt
zON5+RUhq1S?U>?@Is9vLbk8IfvD?or-X6|(^H1iIFPpC@o7Z-Ur<rPRdBFG8cFmI2
z3D@<tcjrnz+NQhAqk(;|U0&~8A>Sjfa}7c_-`<<kc|}q3Pxi#fZ4+#>!YA&KKh-G{
zwCuK3uvP2%eOe2rq|Eug=1T7Cp35rM3^v!LFYfi5Rk-QKy{3;XUF=Q;h0)io!^|wd
znm+${hgIS6-psupCulu*tZsT<)A~j3iP>%`zy5egN>&M<c(h>qp1vBBO3T%gUw-f?
z5=dv>9<?)>cZ;8SVqx4=jYzd8H}!97?^s@RMZhb?^0DcXMGwsG6j@(e?4P$lG}Yc~
z&1UhUQ0ssvi@vyN<(2KJ`*bE#Suf(>*7JASBHK70_if$&`&i+`uC-c<Ia`BvhpVnQ
z`fmP0@3V=G^FOR!B|OPDWzO^mSC=^NkomqU<aXAZ*^B;6V3TBLzO|%J<Kv{mw`X1I
zbf4Ux9GAZ`Mr6*hwJ)-=PT$<R^wjdR_NCq*tcz|-|Cx0vF=unWO4^S1N>6%bO7s+-
zJQ~?%bW`_6y2;g$s~7pEJi5OpFYc5|DTjsZE1^CSxvTRg_3>%@u2*7a>B(IYoue`<
z?9Qp*F&VYlVcIA79nThS+LWJTU~{Rbjd$0!@0MY^dbQsdZ^?8lDh^*T&ouYX7YSMI
zsh#B>JD$jtuWM8|?tJ5uHhW&H>9eR=pU)`wXSq!|E<EqYnwyQi+z(1ubDH=IsC<3v
zpL=prnESj~?}|^8r#-*CG;Oi}^P1!A%1f(Cnr>Ola%|eMPA+<e+T@~y>Y#5ct<^H6
zCV1W1Z@i@GV}k#T+QOK>M?anV$@18g?^57SiL-$M4HA>8A1%`Rw0Gvz$>lq*>Yh<D
zoc17eVX539#<ww=?#l1iU%oZL*zNvni!ZN(wau@*4!j&z`mQT!!n7}cv$-^Gc-h7D
zTwb;_esiL~ZN*w{?G@i1Zk$v8Y?apEFG7>T^|hYN`M&DXjbop_K4!Qk`)tWty(@3M
zMXx+PY+Ts)H&fH()SmAf*%pfwDoP%!4-PBwc;c!$z4>(n%jxnW?jqLG%l93#^B7qY
zlGe{Ud1t5TiS=b?pHCGidmr;;dR?N$$=8>5np~NAr)ToKsr$19Lhe+YEiNwIc<%DH
zC&4E!xh?3MdHz2`)Xo(Q;-~mmoGleEFMF{>$atQ`It|N7WtQu_F8}b?+a2EbYxCtL
z*K!xvHZ=dZE?d3gtm$)h2EKn&kKFUQ;KTX;-h%D>CV3t%llA{`DcH-?ywGpC&XwSt
zFZYcNKHaU=nt8KFH2KS#Efb7+_u5V6zT>f7LgfLUcDZTk!kc36)}4wv$<?)3VSC<I
z+itDs6<T+HhuJN*pIad6?zNF;a>8>9)6@R<R;u4PH>r5F*)D0Rsb{p4-1vM8XO(zw
za#x<@Z+~g=RlTL9g1<^uUyE+h*zv~l%dhK`qw+%E-uU$T%9M>V+itwfnaCE|uHJS2
z%G1z?Rr9v06pOO(&HWg$#`o-vxW#+311%02?pyP2ipt6r%UA2&oHViN=9|jZ=Hbgc
zW*V4Xy36WusLB4&CMlx>zx$)!FO>_K_$F}qNtT(%=9+n?=`4S$-Z+odx0XBV7VAls
z-`9N=Li;(2u0G$j^hmGXHCxR`TB^RU3Lj_Pn(XepIOeE`&+~P4GuO4ndU=ZE%B1ft
zuF9X5D^TEHb+vcG$t@EbuWec~U8ltA!_=odCdp?noZPDyS>!2Nc1d)S!t-luvNAbZ
zMAxY7nq;w!`BUH2Cy&%m28E>`O<rx<IlKAFi&>9McXoQEn)5Wi4F9U$ns!E=S>kof
z*EMRcdj6J=md;Vs;!fHtW4_n#?dr`}4_w?6@-#S1XR_9zqmAdZ1zmKR4G$z#N#))v
zXT3WyqBuWp=IgFgOXgd92iN#U-&L<SDcx}A$lskuGY^VPI{B%G@%;6dF?XkE1sJ}5
zd1=?<Vi`l8!g+tSXYErH(Y*UwZHxPKtBuS3zUMjLb(*yI^Uv#^so71k?Y67WUJmI^
zQ|)KCUZ1-9wja~#BHQdE3%%AXeVcXk?%O97S8I32eDXWL@ow~~(CK~JtK{6y-V2vF
zFM4?C69t}cUsu0g<-TDZoA$aTPxV`#g+7|K_eAQhuAqm(5-L^K6sJB`(fG6Kjjz<^
z4gZuUA9dIHDByM>TQ1X8d#%UZko!RvrG`7$p72L4UE{d)Ui9WoZZgbmG6MB$i)Zzo
z-MTBUuz%sv%Ce0sbyojgrrhUf>K8PrY}bXy-!}Ek>b}zPNU4&Ar+;nHCo|8LEl&=4
zzKzUyIAz|~lPy8rle2!!JU&-@ultdStKS{B`>J}HYpKYIb;aRw_9pXv!nX$nhHSm`
zeBI*HUhlnU1p3Q-vTA)=eeJTA#tY*B6~lvb_xeZq8wke~9|?ZyWq5n#$&MqJrzlJ8
z4a{ImU9-CBRN<_f4S5!#ldDejZ`&BU%D;5^!b8vP)7PDN?kU}<P`d8et$%mt3OcBF
zJx;Ya`RC=Ws<e+>Urwxd=WTC|JbLPv@uh=_53P!4?`yxZYvav@Zf+J1p1-blzr3|&
zU*YYEecHE7i|jWju@r7Bo}Z_EaJw_lUU$2FTVL)fc^Y{)cVqVCTh_<kd{LcjZ+>Og
zLy69H>28vD=Y$7xzw2nV4PRS)?c$sHx>qJgYPtzmt?m<QiCMqjNxH&y)g1Y?DR;b;
zeK?<_giSqJZ`+==(vIu+@nzYKpZ#(-OP|V*ow(bkEI)a|jtP8z6{ZJQYdx8GX_vj>
zo@H@MKF5T9{^?cwo9p%RGf$>|x9y5JF72rMrtRmlN3Trfj~qzad;h2)M~-e1`@3VD
z$5*Zw`ml9#%xgnE3whHj`=0l5-q(6k8Wz;Wgm1UXbu#oXzBOg>c~;q+qOgstZ&^sF
z%n7etoKbOGneRWtbJ5-fnK>e!>V<QpzLf3e;)vm2T6k^6f;Dq*E;BaRQ#&Vb?QWC2
zB_0nH3aaWt58T-o@;O@gj&YChkL&8zla7?F=gNB@R`Vt0soG6nce|;}TFV)%t{Ls%
ztJRLWpzULMjMYNr-tyI6Rcra?-8Flxwsd#>!((+*z8pB`?-;4O_h}Np?7peOKHoEK
zL(goz71LBVbuGsM?TEgz6LniJMmKn@YpqsIzEu>na&GCA6gNM1m207&d7sN|y>N7!
zMR?!L^Lq=v2fdrwS3EiDoR^`;v;MudlA%kU%<8XmbFb>?tB=YpykETWn3+!7$<-U@
zIi5{tJo)_cht<v&?`pGWE-ha%ZI+bl!EY;;a?jrzz<lDUx4Oj9uoq$BQ6k?yPJA7l
z(t6aGq4ZJX$zNSNULDtt4pNFXUCvUkZ~JP6*QWTS{-vdEx-y@q?@ozIjR}1n@krrG
zy4=?e72Q79{G*Z)Cl%xv9&PE@J+HK?EH%2jUv~!Mi8Y4{O_s0xv+BsJo<CddOr<Mc
zhnL-Z&XRjSm~)}dlX+JY)`@&MzBT(~)*-Rtt^;8zJ6>q5Pbt0@R$FQuyK(n@)3Y9L
z&Qyha7qw>|O<a<!Y^!a$-nr|=QmwZ=&*i?(Ev$($7JAaPv&y{5F!I_5g}RyYb4wkM
zs@+cc{8Q}B+9o~!;McddFVX7$5n6F&bAz$pPV3qE3)Xo}D%$NXns)of(>#eL57V`r
z(KE!WdQV@t^5~A7$4a9We71(MQ?!a!XC;fOZq{!zT=A<g=IPV-?7zZVE;WhY-kX{w
z7L@CD@SteSD&O5N)YfayT;;vZt^Ux~n<^X&^ek3|dDNU;t}c3~(qZCp$4JlUg%=jB
zEjw3qOD#<%d_|PTHs9x$HYjw4Hr{RwioY-J>UgR3)Gt|+#UeXr#y$IR($Mn#ui!&X
z3!ZH_ppv#FLHF{u>`j86d_~<ZI}RSrz4<`wS6%763;Sh4Z@68mo10xS%dqfG=aQu3
zYyAZtt(x;_P4lNK>UZ|JFH{z&SkW}8a;1axX1^0M*E;W9HEVw(w<US`bI;wnN1e{T
z4DsIY6jcA~%kh~FuS0GgtGc4PbJ^D`TcvNkskT&K>%4PQQEgR_Tqd8zw}pA#n_``H
zthu^XzAl#ga(DT)rL&H@_R9Ua)W$U99mDIRp*nt*D@?;&)>M97VLnID!{ha(#X7YW
zD~h%|tIao9y0Yb8NlVYXe_u`s@4U2BZ0dzK{~5lnoV{)S=WA0tzdc&DQF`SaKdvW7
zn(x03V4mfyU~#Va(qfgA!b{y7i*Dwewq9kI#nU%)Ih);A-F>a9B3sqYdhV9{&+s_p
z>aUO`Ppg8X`KQL*X)1F&SJ)Gt$$KP^{nDN*W`(cchcDQXaX#u$&FbjcPBpug7hF*Y
z{H$N~EJohz#jK~POzZwOc+0s*J<E-Ic1mki)#C005*90F{<?a)W0sMleAJQTlcI}e
zKKBxv?9$qqeAF;P`110X0bg_Gbj@`?+mu<Fmd7zixc}6I-$9K1QBH;P+-<epvooA8
z8oWK~vG3mgCs&*;UiuwZ?z+SsY_jJx<IdxCS*5SPt~#tVk2ks{GVHUCkcMn^u#xeJ
z#mlS;-F0%jcWqlb@8(Logo>jM`{Sb~Ru@LxykBs2iRW>jD+@kfTYQZFp?~a_cU-3z
z+Eq#{mb7_%Z{g91w~elE6L#`{U69f@<zI21=FEd@_nq{-_xx4s+rMi!34P8reO6R)
zrjyHU&GTi2(N$|#-SIGgF1!0mnN(;?h1LwaeP6FvzqmW`TWQ9{R+Fb?_g!*tzP?<U
z{aiuv%YTN~*PXVn)cTOE<n0}~aURDzUZv=kbMk$Kv+fp0-MMaa?d6i4(f*rNrz>v0
zerct13HO6}`?l6DdCYs_&uY!L`-)Eg2wh=T>J~U@^ToN0t`^7ZuFh19nb`AqR-5H)
z#(J)mDobOo>~zg5aT2Q1^{vR;u($G8=+@o6eVl(@_k517w0N{-k>bsI{zE&jhTNT4
ze0a&ao7WoU?s5FlmWy5xb4<MPXr61zPaX*Y*VOpPJw@6pzMc)=pZmq2CDZKh>u+Kf
zZ5L|Y{i~Li?MPsJdo;3K$#CABFp=vnGK~|zteg_BxkTp48)379J1*weaL<uCzWemD
zH;-1{n!7*h(Dkxw#}~i3l6m*kn|G1kp94<Hg)h(dD&2B8@AAEk%jT^4abC9GYNluK
z7mLbQ{%+rHTo?GWXWrtqDK=WYld5KIQJ1tgP0I@BP_Xtt+ch)H%Y4^`>pV}-r)#T)
z@4m8j?ezCd^;1LILp>*aj+0%v_x`Ng%?b02W6j!BBc|-I<&QcgJmu1EYeRvMwV5$r
zU9TvI{a*fg-M;GqjSC+${0g7G#bKTQ!$92^P9k!1f(y&jWxda79{n}%?Xv7iYYvJ1
zZh!jvb!h3)2vyxVe0##@xUOJu7BI3r8+6t5$P9t=M+=YhOO?i4nZHov(a-DYJ9}4V
zZ9ercB=V%iy6GO5zO9RYU#hm@%kFs7GhOq3n!eojDoAExbJy1?mwMk;&#`O`^_#o+
z`pTIr?p6joC=>mBZRc7$pN#5H*_XclKD$!g^t11srO%QlRX^KTF559DH+|>B!0uLa
zvyxxAhi5vfJpcSU?q;_6FRMv~|EjK^x5}Px=)Zq$)tey0mV^d|cbN~R3U<p03z~NC
z&O7s^JGv=)ZRUwHArr6d*<~9hu}Si8@i~q8M+J^_nKQqgbA9RCM~lAX%Evr3x62E@
zw0N>4@5{g)uVZTWZD#3^o!z%XRQ=l>-2-lRQyx9lwzzjZB+Dt#@7gDmyXQU`-~aP$
znTv$FY0G3^<w*j$U*Ct#iTM)sYR`0M&7!^f$xF6u-!iddn$wQ=*Sof6W@nmQ;x~U9
z{A1R$g_~wBO7IqP&)ag_np5}is^>hFC(mW4O6{`MDe}^u7B+XE`=TuIYh~A>l@8|T
zU43@hv%YGc|EyEJ-#1>l?zhdy;Xeb{PT6henzocYd0RY-OEB#2cZ=Qi{KvVQcG|~B
zy;p8i>6UJIEdN||x=C<Tfqm4ukex-262C%Lt7n_VdKs;loGVo(CMNb>SMk>IZEkPE
zlkyh4nSW{LjU0J~X~)-Ty^gX7a+bP!IV_g1y86Db>9QSt9^WP`NtUo>P2Ae!(!=;=
z)yGc8XIq8h8m>+3esTKy;>~Hr(N+3U^Q<|JaSLdtMi(3q)okr}5?ru7;8~TpZti1+
z(r;_cyA+HkMk-e^h;P+@&+&ZTRPo8xGrgiV{m}4@_TBL^@&e;A*Q~cO)z`hUG-KyX
zo|Kz)oMGq7@TTLNw`Da*taOxE{x)I#du2=WI~+>0_e|3CPIzvrS#eoXY5DET-jAG%
zE+<VstMJ0mDaOC?_0KEkZ7S9*F510;<Jr!6MqR&MR-2RvXZi9l7p^zke_hVAV9Dca
zTS_HaTKEkT!u51@PZulL)^k0nIK{hr_fOd?i+#0sPuBhOclNBRyLSy`3*Y)hEMV`M
zpk1fP;rK~Ndtq{Bw1-)`UdT7iHGGesnQBFuRnNNm+e>Nw1pc+os*l}_1ZuPAMclOi
zS$4>L^Y&*EU1E-Nl4fe3b7yDTm{+=!sps*hbxHn$`(5+gw-%ljHv6*d?8`&jT}mdo
z>Yx4e+*HQk<nF1*U&buFo?`j4uU1?2YxS{{EMFgOF8!$ga8cgNM^aVF*Tb%QO{zG*
zH>f&CezwHhIA^i-D@|H*YwAqxZ*LW|&?<bF`T6nP{bke7oD5tqea};FotTk<q^q9N
z3AMmDf8{KTpA~<KL-w6q<9lF6&-W)+O=q0V)L0Oby5Gunk~4$FXNE_cyKgZSJ+^DP
z&db+dJwYzbzR!MYR<EQb%kx*+`m56TqOQg(d{_SV{zcy*?Z0M5=2r7puJ&D*$$c(h
ze%8Zt{Twz-{(BWKMoerysy;1g>Bl6g{V80A^_g=UKB~>(KehAtZ<G5!ycRyu(f^@a
zoV{$S#L=j(vjQ@GzNS;Gt*=ei)GEKG`{zVnP0ovgZR_V>{<22x<GyuATgp-%UpBpd
zJHjdcnV<H`u4`AV+!k%_3vA!NS9AZ&OV8WF{+|6C`8YZ5WA5RaX^oZdvVP4M_quQB
za<-aHDY#*=$bSY?_NCb}^BJ};uMZPCa_HV$3H>9Vch_pi7w}B}=g=6vdeJ?jhfnj9
zcuRQey0XNsI>^>ry={wa?p^Czb>r#O%DYjVRm#)t#5!+GPqPp5jh7R;>>wFx-<m1w
zGx;+6twpt7K5~Vz7Z>_*otpK#{p%WM&*Cj^CEhGC9LMEb(>#~o=49Yt5KVlqQe<^S
z?LqPDsNeRET2tdb<v+9dJI{u9LA}?GO$QEdO*qANEU9j)lTxMH(%{^8YU}1LFX`ov
zJuE*pikE+DL6ZB4XX};Ci=$U~9rM%Qd2RdD+iT4;&n8FjIDaPV%cOM%yn4PI-=<wU
zdhwvWd6a|ai|jd{r<~nh=bO>-?A2cDurRleMQ<`TZC5v)bUno)CS<b7iaqnLc6r)-
zbY3pKI4<*R=ascr9Qh*BR;+!JbA%^M>ByVEbyJtK_FWEoEU$RbHosnZ$@V!_AG95t
z`l>@U5+#&H6P8un^?DhTC3MH(bimIU?}JQOt*<Htge-rSdE$4>%qKkTpI7mU+s#<n
zyg<1zip|48(xhm4t)o|9*k);&z})k}p-USj(&bxyE-ic@Rb=s`FzU$BZN=yF9?z+|
zD&FN#Rr)e^ftJUKmA<<~pUYh9jPX47YmU@L+002yf1ZSU+Rj>Gu`bQE;QpnhpN}tG
z<@u&(=E6{!XPcu>A3vp?<x^yQ@@?co_q9P&w(L^7blt6ZlF7q;0mpxZ$Y;zjU=f}l
zr@gb!MBS!<HTkZq+&gwtUF%tg0;`H<xIVQ|NH$H4dNPk+eSg&plh;O1*ckY(?zM8}
ze8rn}$uo8{rx)keTtDYG<vNQC*Jiw3((5LD<4S+o@&z*GEB@T<d~Dxpvgq28YR_AD
zRvq^CS<cx1dBu&p2^u+<4<y{Qk^8y2>y%sZe}?O8{!Xdtzjf>0qu)Id$vchy+!Wn$
zt;eAFN9fj{{g>9Y$xS`=;X~1@yp5B+J(i?vlqhWXUz>Z>b~g`m*U1Ta7H<O&w8{v(
zZwicxQ4Kt$xh4N>3fFUqHD%42&vu3G<k@jH;m#e6JU3rEzg)fJJl;_eeQFU;c;_U|
zy4<OvP&YOF$z+u|p&iK%#q+Y43G{?5xw5is?pJGT%WcPstdll92{C8f+@G}|Pa=V9
zv9>{h@%4KfCpS-PalhsEE3af-xU#583Qw3yabtsDVbp?o3j*`L8<gtT@|I+Luf6p`
z@#?L6YFrIZl4m_`emrk#nHg_WcC6IK?#*|aBGcx@8`g!hFJJ3l&SD<6MB>AP;&7Gi
z3h&~!&Nsa?;m=X);#r@cv(0{0>U!7hu9;o-wJ*1SSKc^KV0>w(tabGM=HMRBiRbKg
zu3x-Wcaui#g66kzk*i;R`=qpK1>bU|ovVVLwXUfyd3C5T=HmXDZ^R9IgWV>XzkWJ-
z)(`F@0;e<UUU(jwr2S?tbEKAXR~*0d`#ArP@`rc7ciGq{k+x?k=jCkYO9w)|f|u$l
z>-NuEu&1Yg)~@K({t7Ke$#qh`O7B$|>d&t&kxE_qW2)mxrrqY2t1hmV^jw*FrEaa@
z$pnjaYHo8KxcH3YR@YtJ(<veIapJ3Nsb?mgQ#>Uko_t&Kc*mmU8rrL6?(j`qry6&4
zf9i@&c2^&|XR+=H|76hJpLlKJmY2GnpM{w>uDQJ3Nhayhb>scX7xQ(${B=5FCF&WH
z(jWCHUn@`{re^nsS_6$qkqdQ-oPLK|_l9uzT`2CeT-TBL%<0>N-nFIAO0S1~)M3z0
z@A(+hab+u8c$=mH=fR_?+t&SONOM=8WRP{fJ!jwbLhYG`cX&R=YTk~HIC^Diw#oWh
zp6GslufRJS($CetzW2v)>9osNwx4>j_pkQ(CA-?LeQ|qdcwcQhf2VSzeYu*u<3F`+
zEwg>s_C<XaNtt@}m+XOkw~IHQc_PC&>&@Etk7h+&m}8I_ubfr&rnh{rf4tY%eBQg=
zb8PzitY)n^<a_V9YFuXIoBpk9o_A?9>R8HconE`<_L0YW3|~bbPdl%3@u6y3K-II2
z>o;5y(ebl=G3CDLx=eTOvfJg>ug{iMK8u}si_due%UIpLUyog7`S|+Yo^zKpnU0AF
z8OF6{SuiwTY89LNe&<CkPwl+EgUgMa8xNX3E8mcHaktT#2>Gb@O0hdEOe@=Gn6;i<
zb?sTeoW!M*<I>MYEnTvGUGf}_oU+$(zSYZpmv6K;yEE&zlt1rT(;L%UAItn_(7Lhn
zLuv05MRnf;e9c`KFHioo^TnDlIkTYh?z_sL&0f6@-nrB8_|A48uJ>E=+i%@la6lr0
zxo7gx+RsaWD7$Yd+;q#py~wCO>dTE>#qM{<_D?N!>NVL~o))@sM#}X~OYYCM^S@xn
z7ZuI$ooC6s1)t+q=YCj!c(T`mWgOoXq`qfN(%tiT)+PT<3wiiWx9imOn^pV?S)bKs
zH%q4BgW0@kFZLB4>YtiDfAS%z`WZz_`oHg3@3v!Cjf~V8zPmqHPKmBo*0{D_^y8eK
zeKK1kyjDEuN!pVi^`ktujE|dtdDX89fsn4&wNsBK>sU>l?d~g6Tb1`J@A>mT{~7r6
za`IRvGTrv8*ZQO{^kUbW%>uc1XMAChx&BJ_*j!0T73TLbyEnMqZngXER&VuWj@p)J
zxjBU&X772q(mq;#!mak!(j)!FQM>pHTniQ*`>67}MZk@>?#!!cndK5;+roGZD%KnB
z`BA;VS6F`Yj5*(Bn!P^9@&{SWVU4&Iaz}ph&X0UE*T*j@bk}K_%8<5K?e@_k1&$PD
znGaQ0?kRtmy0xKLQnlTOr!d|uOYM_&V?$QulBdrK_lTOjXIuNCuD!ziNP+1#e%&39
zWv*YiR-Tl~KL6N$;~Mt$5_&<FMQrX-fB7%zB~DY-xOrmT(oJ?%>!zyAn`XUas*$Ix
zw)xwY&vVZiRlE;YkhB!-EM3+aukmKTSJ}p;roQ*y9KGgP_TY2O(IwlxHTdNvA6$3&
zCLXX;@9C7{$+1(k^FFK#sbiWFlE3icTV+47Oi#Nd)21B@391qdPutk*_J*hb+LFja
zy{im;DpgYL=3I~0y?2~z#rwr&1{<Y?Y<XSMJB^HcLN~0kUz-veC1kFvdF-xl$mFt}
zTPCemt5Dl~*HfKs<DyBf7R$W0f3`CSsV-Spu6JUq-_kD`7n;0Frn5QDda<Z@Vq?tL
zb$zq98{Da1TV8NzA;Zy>mzK8|wz{oPdv{{l#94;h*CxhB>fT9=sSCZFbI>MOc530Q
zTPEVMK8w}GOTJo0^YceI{GO)Dex>W$Bu2rX>`%jw9;xkBELFMsn`7<Nu2Qw9m1cjv
z&0g(b`CYp9YDIg2_LNMgKHh-rWhxEXn>baIr)Bxx`SL<fA-Jb&_qP?+rj=Z0&D=Qu
z@Mh|KmPwiO``T}nqAk~F-aBb+S9p7G(tN}D)9mL4w1sP5+osg#E_qZgIlPuT;8v57
zzt^0j9I_58KAo8Bo9J<5o3ZQr4Y#HjN1j?Vcln1k6TGF0+Fv^z`~Bj=?8?cx(v>FX
zb)F=26&u9wowelpM$OkD-kGJk67e>(Hg&lNM+9X}e7@EoOZ(3&ncYpfb4@xWoQf}P
z2zzB-yF)ZGUs<c@(T<z%9(5HRJZ2p8X~nuVXBS=De&>sOh^<y<iIaD@Md|6(z~2Wi
zzmC{0b#^zCbMXr;S>M1lA@kizri&*$={ooMapFnSlX^>JKD2FKr>}PZ07J;RO&+gW
zIZxiYW<B4?W}bW1mBvSgPb}7JiF^6qQ+Y0P-I1kd2V=jf$ZN~Eqvv@wvhJUF{iISt
zVA0O*iz=*9&MzuVx67V8V)3wlY0_EdyJiwX+Dn6TS1+EWcYfn!xh=D|t$NZQ)#SNu
zUG(JsrFp$Z64zUw-wB!MWZn=iy12<hYWco5Ibwz_!99~-M|1PBS=VYE;9{3u72sX+
zHf)=l`Q)A9X{Tz^=T%>Mx4bWlEl7KwZ_F+0EWZmXdn-+!SN&&b(OGw0$$tLJxQV%+
z=1dOuFO;h=6>ciLv8(je#Yu&^@{F(V@y@#xp7A|ba-G+ew-!l`qTk;w&*wd(v&?Xk
zz17d==ntolYVTUcZn0kX(v;{6zfM^^?P%Az6clYdar^vtQ?tHCYtL?$VBK%^p=9dY
zC(7%r!`<07Dm;<h`|HA@!Yj*z-o1@p*1p@d$me43-Pc!?rn)c}zKu6~DIV;rFkxQX
z-c6_C&1^muXf4@tQBJig_jFj^DQAV_F~x5qzkQgw>;}8+tBl671FvH}`n0*j%H)mt
zv{lun_ElWGc5CK$tFDM$T8zhI!e>@2Kf+(B$Ed*g+V$;W^I2~v_!Y(_7I>=6d%QLz
z@qTcq@5=ZMzoq9+I^$`PlJ!$N-u|QUl*di}pVzO_d8}4oE#Uq<PWZ8}optqb)xyaU
z*EV_Xd%o6-ds^Ig=hK&*mh?O*Th4jA-s@Z>`<xE`Aa>CkMz<QA`U)q;Y^u`bw^e!a
zu5;my)03~Qb<dHRbmXeE;qQkNkCwa(Ip*<wUE2D8ZZ)&-8q0+yEa7>ydF|WSJ7Vmj
zsWB&>6i21`b}_u}I=jRtDweD0xJc!Lw1r~DCc5elR>9uZhP=^EU;j)Ncp%s%u5Ih#
z@4B#?>CCCaTcaYjZC9zc30-fnfI%v0vG~as+OFB_9#49fzp(E!YmsPC?P{Y(n)0h2
zn_l2(Iu*mW#Z&9~#IEZzH-(DqId44a+B-{bO=a0%;gL&!bbY(AYFZBev9)(tCo8%?
z4BR%Kv)|(2+K}6Kb6ggS?0x$AO;zslKINoUNBV=~rsl7T^65C_^L_mUdH=cbT)uwO
z%Rg)go!FXP@^)qSvuI!AH^GH0>px9Ao*1IiBYbUN+1BfM$(kp1?_5vXr!!YcE+xLd
z$}BtheCAH$3-=5pLM7d#6{J3!eN3#hkdXWp?##B6X8}_|)~zYieK|{1YiAZc_5Pc^
z;8KnDimduqYwv!lYK*uT6TPLuxWKn=eU0+Y3r{ZOUQ%^<=#bb@`QCYsvV5iV<-L|G
zt!hqhzVYWz_d~JWI$d_BD!;OXFMoNTVf{0Xv{Hw{IYrrDh1|CF6m?mAS!ed2A!frC
z$vf;X<7|C=gfHgQy4ut%W_|PFL-&{c&uYFu+}~Iyvza4La7p6dN7^s{Dj&XOHd7)(
z$%T0tYsIpKAJx6Ksh6CxTN@RX-}hzrj+*mZR><yr9jR0E=4Y_Y9oL*xmpf0j>)7|3
zJ~8}uHpPEcPon3^FY9ORasFuUxuLgXV#Me7vwps;GrS+4<tbvYTiMJ=T=d-PB(1%|
zUoBTW)DGF*D(Ufi)}yC${=D<6^)1>SHFfR2@)N897Za}JFLcj1!NPoA^o9Dt33pc*
z_t{#7N1wjk`ZVbLhATT|m%saNQ<X2|6w#4vWWLNeI;wVg$5u8L$0rNlW#27%&;8<>
zLr$lg?dokkw-+30u$$UqP*LIa&d;~xMaaew<qxi>&$&;@+$T_|P~B-h-}%yBJz1lB
z3I@%eR;)9v_AbBmj`7zu*=PGDTv9EA9(w+|o;BAxN>kstD|FS_7h67AeGBd7WC&F)
zR?7;Vd?r-lK||I9uGI~iURH5W+@iA9ojT~A80Pfx+T_9or@D-Mla}me&O5wkqo1O~
z>zJ$0wx{MSIjIp~>suk-X{Vndm1XvN$%%88=jyeNUSBSE-DuBjyD78YNlaI5SjQgx
zF}HWs#!Qjqd;9fk(trEhJpN2~cbjrg^Q<57NA}B_-t}{fc$&b^JSTX$w{)bPSFYZB
zr&JC1O8Hgw!gi{+Vs2Lo`fx~|VB4c6-?PkGWqU*agoMW1uj2)7W?e6O>94ZR+i3En
z>iKJnqZoHY#-CBwJ;z%7&_H-<)uffyTR&N9B&i3j_PW!(@LTNjj?%sLXHutbTQ$kS
zCR}>)k_$10>DGPjdsAQhQ)>3#I@OZ(nAXy{pHHq>vO|UKB>U3pQ&SR`g!V64@-@>@
zuD3S7<cT;B<5$^LJ0|gK9N`G6ST{fTYT~>j9Mhj4GmKNNnzclnv1v}a>A9)5-8Xai
z6-Gra-a7B3(u8A=x7Dr|5}J78RZBy4=}PC=Sc8MlWv#EfW-szNu|zX%)l|#1LRO3Y
z%D%tpx)zmvx>Rajxt#W8y*<h{9}|`2LuKo=+7JJey~4Jfr<KFursezi0KGYnj6{m6
zuU$BFb<&kn`;1Id<-*0zPkQsm)OO9>&o6tzqcc-iRvt|0m~!ID^$QnXR7e)jtLM7e
z@87NPRwg{8fbZ3FmCY&Zeg@}!?kLHKQ<&$mru;*Ru3Z7s^Gkbg=C;*^e0wz2<fY_k
z!5<~-PCWgxbA4{VUgX^DeUVYmd*|~;>Z?X}*hj^`sWeZrV31pqwD*~=sdLKXpI5(a
z>!{~g_v7JWxpwpGTJe#VRr6SCY-_aypCwc=Mn#pkOcFZUEp)di`*x_ZEW>I}3H7C=
zE1b+OOz&Emo~=?aElPFo4%HB@d(ky~+RFqLUa@5u9uG}!yt?n#oDJKpS36m3V3*sv
zY2$*`(oE|LL+h2*O)p9^8PB`Q-L%&?)4J!&svL83FR4%B##(PqK3cOz*)&tI@Z_?Y
zOcT%YOfQR)cKWi+;IYZPl8R$mt7GIE`13TgJpMCS9v4kq`u84hn&zFGOLLOeFSzA&
z;`OZ+`)aeCCC__xPH8@y787M0TTrp=*pHmcPfplP^?&xoG-KPvU6VCe^1O17Iwtvg
zmXC1A<Gf|Q`<~9sV|To^+3C#LNyp`;CMvVGX5?`9gjn+$O**tcYV#J22LW#wPp<iy
z_gMD$UU8=)lS@v19FNwTUB0(tW@$z8i^KMF19FqxWb~|4J_gq-YHweZUi4k?i>S|8
z@u2%t3z9sa)kQqE-LY=frTaG9?bo{P?S7iQQuOG-^QSl;d|6ety0FlqWA4oNu~|n2
zV-o624stEzu~4{TofY-e!t+aK(vI3E6K`*=ytaAisR^FyXO1K=eqFynUsX8a@toqA
z)(Zh_Ztk|(=cfekz1F_iTTrXW?|5^DRp!n~&IL1=msS2*eY?b;`=&{^w)+<4s>k<s
z+IqdZ#gV4SkSKYWkGHbF)h2P(i9E&J`wA*DA7g|vGbUcux-o0*j##}FzqF5TzYrO@
ze|pmmW!ZDt&p5a5(ASzjd)7<+t(|F8Y8S|)e_j`r>t>nn@i?g`e6C)m+0Co%Etjrl
zl}fo-#U61HVcdK^r&fFVo=r1L+e@61Puy;tH8;w{UcLCzy4$hd&(ky2=7c<%6!^Q}
z)zWou?Ap!jZSE7;B>ou2dT09R99d!f=VP?l2j5bOGZBBZ_ietM>cUki@iKP9!E3cT
z#pgvOO5@tk1V`?f&cBtf_+`|!Uuw&h8M^%HxqcPhKm4t5W3tqfIoCGbIx6{4d)GWh
z?PBX0A!il0WWIh@xozr0iD@R4)AcOvqrPcZS65sVXL!rNe`u<bLdoJpmEvoABZ6B(
z7mM_BZLQiG`{eYo0!HSphI7SVSG5_x3=~O>ig=Q-FOQ8k#pCJOn4e`=IaOTFc`P~+
zb~Ve=@vMbSr0TA);JcG2ESR-OX`Z|EuAuV$Nk8Rdd8=2iaQJDt=4p0k$4P~-DP<ZB
zg_qXw==*7OUA-S1v0}YhaMxXtPuc+n4;Z@^eM(;*)v1!hwKVUD*W20AM#dgo&)HT>
z&Q3E7Ef+f0E8CJgt%q-`=W@n=({L89H5b#>)}86gH~RNfeb#iDf^1oDwqsd0%GqyC
zcIfneYq6ZuuZrvZ#J;R6_6E<Euk>6!?dq|@uIdn;g>IQb4pmaAhCfzLbB$`)@qE@o
zwPL?toGLdrrTC=H_`D#FH<{h`m01%1x@@!Are4?eY?kg=b&4a&)zagusNy68BVWCc
zU6Ouz-vl?YWpx{+Ph*;CdV0gH#d2R~O|agnZXxs8b)DC<ZO<*&yflbA7NTzdd}+uB
zzs)Ou<Od3zdvn3?!LRV8N2U6Geq9Ow6%%}Wqe8mqgU1^JR<ivpeNkQE6C7Cbd`-Ob
z>)X+%vwufC>217YeAJ-9sQ1Fhc-0E~Bjr}1pKjeTG&DRk`PRNYys~!`r!?P5+9$Ns
z@>p1Qh}D$4meCb^XFl2WZSr=V#a$mWFHYPQer?UFSIHB~j#jd5T{z=uI`^mRSDse<
z4Ym9;^K8(3qwRMpO9Zy`*uF0EPIqPKDpKfe-&(rr!g(?4>o<13=r?paA5wW*oB6_3
zPZ7b`lb1h5m-}VUu4p=OSeDmoR=#t%YqYbPx>mu}sE3;`T$}TX;bqL5mbTa7WyL$T
zd{xY`xOHez)9vTBuWqrXF?a1zD6m-bRBhh#5TVT%mJ~8i?AscYe@|0=U6%BHgB=pf
zrr9vRjQN~*ednsa>&mwZ45PXZC>*mYS)r72=y~(K`NnE)mt%Za&sN!UA})Tqgy=+*
z9VgzndX{;#OeiRh$v&^VJ?fHRelGLP<ttSmtxD+6I%p)8#PK@TW`cN++|{$b9k=g<
zSCx61r993zYIb<KD{PA6Y?)82f;*Eq9<6s-Dl<8>sMPD4yp&y0w$FmpW#SH2!7iP*
zHqXvqp!R;{T<xDJtv0`dz2*1#n<l<JEv%+3U2L6fad4r^wO@0&%5UA0sy?VJztr-e
z_Q_@Lt$D@%J0#+)FW>0&yc;=(_4a&|279gLd++pBUAuZF(vqn=JN51)dn=j1Rjbyn
zzH)a{=iT7zGS`l5nAlTive9RejmGosqNQrF`wiEnYsYkK*Nk5nB%(QIepRH%rb{P{
zQXVZ1KVh*h_uO8tR<o7rJ)y!@O@0-t#U*cK&zZ`0=h@POyI<I4+g`kPSlOFt)8v;y
zf2aB6>CO+x?%aB1nnYxgAHPi4zv-)v7w-{&QrNYtILlMmdi9pRsk(^_GK|r$RW$bS
z-J5#mv|`}(u80&J=X8a#m$7qRW)z;%^DbVlceIE>^!({*#XEP^iJr}lQ);_t*0=oL
zikGt%?AfMwe4pJ`yQ{WyPlhbbzVYhM3GoRJ<~v^7^sdw_^hn_+e#uo$CHMR8d$q1p
z%vsShKdwU5=F;RhrV`6`uJfAJ`=-O$j6H|zxjv&XpI^o6Slu}lJ!O*WYt3FsR|-6>
zJRh~)_mtIKfz^I<rgqKGt$4sPkKw4WPaMzUujjAroVn-6;)w+XZpPPEzS!vZT_T~Z
zq3ZgqM?c?ge7(Z0<jxkW)dBAot9%Ud&w4P8ZCjwS6T_lM&lI;hoX`0cp0)Yn7n@9L
zuaE9(A3fat{${;)6Eju$ax6Q|VCi|EuJtySa#!YFN-d7roUbIxAeX(sT<|c5%ID^|
znwL818k(D8P8?w>JnE8Vee2K^>E5erO5<}guk;kYb-TDZ-!ZP<Y^mz<bCq)Kmv1fI
z{4vBRFRZieU5lQpUG}LXIa|6nZnl}^7FoPQPJ5c!CWd2nOD1>S*fQm=pU3Y7b7Ydc
zUQWBEl2Bf<=4b7b#I$?Y+<B$%xqpA0x7Tpii-i?SdY(7;ea#Qp5!)D2RF&NIY?7wx
z6ith>C5OVxZXKKSG+JBq+3wcV8-3g*$M-sKa+i5feB89XIOXCiEoYgwlh1ZPHr;e6
z;(>rx%-ZVJvsNB;-gzi`OW#u?Pd(St&u_MGt(iYtzPHdSxKnS*WJ`u^+AC)+&bVDy
zP!(1<_j<B~-^)8)2U!|td_GnjKKo3n7Q1L~wz4`y;k{iQPgD|k{xfJ@JR7mKbltyj
zjYHj1jT87R*JN+4e5S>DT;kyCSe6UBg>QE?Nr)y}GTSY`wNqx@#r0PAcb-|g>(JxL
z6Drotl`21=+;#M)^G2I%N4H)J?RXphHzF@8w`l6q#iA$wWKZ^7+<0?F;rrOwuctTI
zoBQ2ZuXyFX_k2xDo%*Oxg~n52g2HWNQbXmU<G#O9TfUNe=Eac0SK3=PY;AF2+F@&*
za7}OS;;HR5ohP50UW&NoEz|!w+2VlQ)V*9;-1DM0$LLxf`l|B&RlG--?Gc&BdyCA!
zx2D^qm_MKOW~;nuZqvfoZ)0R132)hF{PUX8+A~Yu1+ThqGE=u@V&&5%rZ-R8aL?DD
zleXh_h4|?^%XNywQtt|Fd=(MMwP(xiZA&kG&+rQ09?bQCGmrCy@vU7Rf>Yht14Gs*
zxXqBP2y$0nux@!!^P7P7&^ybQFRhrOvUkgpujMvtR35yx^m@PX+_~S(JaaDRG-;IS
zo_rb8K3}CTdS_19x|f@KO4fVng=&2+iIR8p3YzP#vL#A7_|68^8_hq`cCP%Y^rYp$
z*Q0jtVmBr{SKITBbN1T@>F?#TuUvPo+O%nRnN_CB>=S7$zpe{x_Eb4uX!<Iuar^ep
zDVrv_OPD?_oS>q<-1K1Qq>FaX+xsTfOe=Q}Hv181aO1>smA)A{*Mf}i*sCx13Eh73
zr^Cz0Lzypgxq6ld>UC_pUgX_+Uc@81PxFHlv$nzGuD8>!UHZn!WFVw*LT>BHuqo==
z^TgD+Z)K(x1idOc&=}C%byVDVTWnwT)y}uEsksOGvM#NfdN9u7X!+&9Z<)&Xmr9(P
z6?W-ZbgXr`sq&e3i<bA@nXbU|Y+K^x!lviU_jW#gx2$sOe}=Lpmp7VDn0QFY;?bfj
z>z=T<-`n*<-{f?3naZD2_EwLsRlHw!XT<^a^$XV9P2;_`R?<IYm*m4cTGl6DUNtHD
zl)lm?)b&b_yT);)?WM2Xwz+c85j|U}>=Rz`^<DOh7^N-y+BYrrD$Fw5WP9G}qy4Sr
zpVD$t8aThMPwTo~p!!7SSNNfeejiUrMzfbWu3uUbFLdCW_jAKL3;49Vwn}Acs;>MT
zaf^%Z)vb9qUS{X#o!#-lYI2<6e+Ewb_j3$SHAn2)-|2I4OW=0Nqm`+5)`&A(=0|-_
z&O9AbvGMuj%~5*GSH8YAM|^^la{bx@-+$|6&-<?p+7=e^!9Qzju9jylPwdTxb*~~S
zPP=Tk5|y4kA#?KHZJxIb?}X`3e!4TJ|J2^-$i3UQZxvW@IC=SU(PtlyluuLd+j=~1
zs#Q=H-!oHXk-vARJ@dNt^rZc%wR^f2ixxc!SmFLSX3BPNr5(YO&uMr1Udb%Ft30W=
zxG;Ek*NfQQdK1OIC@(cSrEF(mAGMiBIOf=bmB-k!*K~<C+3=LCd+9VqX_D9T*sO|*
z6-Ch(4(&R+O0M!~!K4_IO=;V<?tGGJ?WnxW-SqU$V^4~-{!R*sc~g8gZgQ^DlQpZ_
ze}=AAo;~%+lZi)@?|IzhVpN&+qNKV~=oQm}Pp;(;E{9BhcRrivs*Tz<zqs_vw{AT?
z{E@+5u<K{vD@oO<epLc~mg`rR&e=Cn;QR;1I7TCP>ExYDt?r%6y&c>=*D3eLj_FPk
z1-9B^+U=7buV?<UGPQS4d;W>Aym?DKE!NweD=JFSI2K-h=jGF$UAqMv`?fY$JPfsD
zD2$DqXm{ke&2!P`Q7ubWJYKkVF@LSzb9?2UwY6u%W^?~2T~`!cwtGjY<niFQ!S0F~
zA7_2xwL1OX_0Y7M!XMW|E!Jo3ig>wL)2)2t?uWXDxwD=<o!%0|#F{AKd-u;Kiw7HD
zX<vTQ|K^sL`=21b+RZVoXM~-zd<rMed$j9r#Li!GJ*&-4E|+hV*<S5+T;f4t*yEo&
zf0e9}_D(;b!}lnAaaqJ8TjQ9ZA9HWcTlKx%c&WPj{9`+JE>RKC+&;bN34?|D*3cef
zp2@fNoOJVx<=a(wF{aT&r}B8#i#5pwjOuo6I~Vj^TGjX`erowf1($$Y)||gLe$LyX
zeEL-M%u@%B$Q2&doyC~(=C8-&kE^EZ8L;PR?yJ-iw+ZU@dcN5A)b*&TM|a!YwOH45
zH^ig+eei7u7M;HzgI~U!IdiY^(I~$c-$KJ)?q0fZW65vb+p|7ztG)C4dTQMf*S^`C
zV`@A<n=jAl3e_!^iaGa-!*SVzEAOv=ToEq0&eEjs$eXRIeif_Ln|-;=K0B!QWlLK(
z<!(BXJn?wc#sap7p^t2uyQcn3$X@DL)H2IwjpzBQa<2-Xc~i|N9O=3wu(5ekenCUZ
zC(TQ)J9mYiSjc(hQ~lhi&kGrz6j^iKjP{;mG<WIJQ`fc~urRH9Im_b5`yi(i#eM(2
zvR;!&TIHFU+_mJnX5O2kHD}JBw0*sBV}G^Q^GloVXcf<!_jU2o*duDzeRf+7x9yTV
zsGqUTth7|nd4u5DLc!xr(#yA2MMceZa;mPkdh|XqBCUk|-MlSVe@>q{&&+D&-d&P<
zJMU-<r9@mQc^wsQlq209^=!uGjVj;Q?p$+ze&Mq!38`rx*euvhSr=Qx&)QYF_Rm$x
zH(E2c-l|xt8@fg>UF2%F*&U|LNgHCGbXBnMgyp={W<DNJ6|i!*?z!@^Q`wdKoY=Fj
z_t~EETvx{(xm{*$*)e0@*#eeFb2UD#-6d<#bmj5V9COLnu`Y@0)*fKDSQmS_Fn{{m
z(pemz?zFvp866NfDRb|cpsTOaZ{M2nM5pT7k)oan?p4=zy9mh?&N`IXRJmrA^VD14
z`73XqxG=3?q5#Lqb%mX2rYbFyFTV_O70zRqo4IJJ^_DW%7u{X$36C#reY^J5C-=B1
zE9IOX)R`8}&|0zX%bIt^Chs>I^G7W?W87dB(yQ*((Dx_!$}OW^>aG^&*G5Y)H-25k
z<iqH_<4MYM(>e2<)~cOW^K!a>Zo%El%=4bjC_Zi)sCn;n(6e`$OPaJ4?(~!_+kPSR
zjcIj`;V!9;WRoQiN*8>pu)nl2a?!gPYpOmUReX~EWhrxC(_-D`u5-704?FTZ1_~d1
zeQoLt2Hx=UC3m~KYB}yq{t;Sdad2r;@%>qy9Vb=<xyOXfYAif%%9vE>6<gTVU2eJL
z@KoLWB8Mxf{#D)T5=V`?U!+~G<?Q_SHuR)~OtMMOUCXb}79>xw+p=c+&g-Jmx<`48
z+_Tc2vRsZRWx4FtH}|Dw#PZal+QU8HpUu1RvgcRQ>gP-om(=Z$yRo8b!r~%_iWBnl
zKZz!*UtSs*mh=7BtW9f<6jfhLGntueo1xM-f34&0<`c(F6>gorQnKd$Y&E|VTSayx
z6kpo?TKmKeR`pq*lN{c5&D4vG5Im+Ww|mB+qV9`({XO<??n_ORE&O?X#vP{@PYl*O
zZQLuw_&H?ywx)*`$7*Y{RNnmM_n&0k_>^7Q^0{cLpXJxp;$pp$$~ISh9?OKCj+XQF
zDtqI{&+x4O!>XR5f~=Tz4yIdj`pP+@-R#SkRocy5&3)azH{`jxEdSmJpM>IQ-9WMI
zmB|wiEN5`blKJe%&b~e{;Adm@l^J<wy$ok{2=SX5{0j1&c<P-^LgUxfjGo_CG^}h;
zC|z>n?TUZRKQA9M^3yVK{G(ZMQ0~hb>&pJumzF$dNL&0*Ci&CylrPKP9Q@SybZ^D7
z=j%meLeiIiUG_Hd=9lzWQ=c%l8D0oiRyryDA$!Nf?ag16cFt7JeO_>UZ`J0lTikC4
z6-|k%n&Y;#ypqe<?RekS=j_MI1r5W4-%mbTJ^A)=v!~hzB~Gr_y;37GNlbI%{H*6s
zr}f6XTF#@g=&`l>ohA3I`aDkXurn`Q?|Au-%cNV&+#dIPePDi|`Do@0d-=81>Fr-Q
zg|1Z275}i@GBnI!b<^R?US4Z2-nexlJ-IPTH^;-$(qx0HNR1wA);2Sls<4e$vkG@^
zRXx4P@@pfvKw<DBjR@JBM^hs!H~FjiJKx)txNLFH$Lni3-EQgnt_msNJl)Z4Te70V
zS+7#|9TLh<*SvK)e0sYo`x(o#l{QviCdQf=)vP@)Dm;I4;qHqQrNWmy=eT!!-oc_m
z`JC!7hNJ@xmU2_WZoN(Oi#NS^^YGSA+t;O;Cch-L_PtJvJ8+6Iz;@MYrv(q{rd~cT
zp?hGBXXtiw*?O&Ii*MW$m5!b&<YRtmW!9$FfLFDw;(Qa<`LPxW-CuIk_qhD2Jvpvk
z`FHlMxoEO%?)xY9zkRpK)vi{v?tGH7S;*E_+wkh1w+m|ad%enibAI|H-inLMV?A$&
zSaoXZ#Vy(*_9?llrziAcrr5>JJ>jP6v(&Y$3omU^p7bzS+W+y<RQ2wb`8x9V(u4Wq
z{i{EkEbVh>b$=M4ovD%JSFg3<dN6a7#oCH@R~mOqt_uCwyZVyBv!lUbo+iaoJ(Jz@
zTh3*led~Mn*kUfvxvj^tU)XOvUbI|0#QveY^x;JhuKT<Sds_E+Z{MkiX$w^zr{A5o
zSa$D{04L>RTs^<KR@NIWVb87n^KzBT4#@}M=DO!r9BGQ%k=S))eV6*VYb~oz#(Ca8
z^Zbva&2EWb^Y%@BwD#KG^zi7mZXV9B>vd<D^V9`j+w;cP)6e^^Y=rmCrKgjQE}oj$
zr+q2+Nv7hl$}jKZGUa(J-e23x>@$Ha$gOg{Guzvp4=uffyFZ&LT$tx{F67szEXf+<
za%JAekXqxo)#(-g;%XNDdF^uduJ93uziftadse+n_1y3Lc16-hnXZ?$&*w$|sCyWk
zIpIIU0XO65X}?7GqzG}^Jy+V5Z2K`!@qp|L`&|1^r)RwgT^*^P^d|dl`nrj~PnUhW
zsMWyuXVq;dhKJQx6|O%>KK=M*@QN!l9;ey9`n$CL=eIL4ui}2yK3%ikr!KUVN$|UC
zii!Ax$N7)_K5b<^xa!-E*{W}5p1X5D;`Ouqrw&g-R?R%lwDY}ofJ*w$&?Rjj=Hy$f
z3N19-zFBIy{j<*6hj%CTX=yy<s!m&{HowT>wAALm)6Q7d$Y+%wjrLd){A}yq<qr%!
zm?znD$u2&w>-+EQt>QiZOl0kpzt8wrYX7#s(pBKW_Gf>%q93rouTz`<{MOey#xFzi
z)~*$K8@K$vsZXTLgOF;O?EehY=NGZ&KhL-w{W~;=C;iqktF1d8v#mO~<ekjb{Ttkc
z=B%)f%lfyxv#jWd{f@Jr>P_ah{JZ40kaNMSnEwo`Wv<p7l3JYB%V^EG>erl0m$u9l
z?2*3t_t~y{Cwty7gi6oNJ}EQ7K59+Ba@%nRp6kpj4i@X&*R)C7`6}_%+p}ta{e#+s
zdY-0Tvd;MWGEF)2z<1FF*EhXAIpg|#N1hWRj9=H9HD!vw7yO&CymjuHcYh<7Mu{kW
z$+};8S@pHG;4?W*$!B?e^;XYwlMU^+?>D{BRwl2pZpTB#&F<R07N^~dC8N@kr`gu}
zX1R0oMQ#rKDa0x>Z-1*_*O3G{t;g-l*1uD_vrzB!g<|!Sldd|MyPlW)Rkqfc&0Xcu
zvS^QkYeiX?E}DKqe6x4hEyJ+ld2=r9J@c>qk9PT+*OSUV`jp%;+}?HlX2k5v`wt}8
zo>?;^<ky@lC$97JNnG8|CDOY^t#ZY;ykA^jz6WeP>z}S|uHL^kyx+6iQfb%op2u5_
zPv(Sb>6V&*dv{;7hvo9y#@~x&3vaENk-*Ma9d_!_;@6>4VxMhSn(CTpdU{vd?^*ry
zh?Ra+hl6+e=|{U1R&U?FG`>&3VXbhq%%>^B>1Hby@Ue^58SokQY5TrCzEpi`U$bc7
z-fPSJ0yZ2C?wkL&YQx4S&*lldT@mH9XnRokRb{q`B}#o)&1bM#98H|PNppVYIX^>x
z_uZ;)vAt_gRR?YG-Cq*MQ@+ah(!A>nzAu+JzLWQ?ZFm0!H!XhC#@9We_1oMV3}<cU
zaSOh*dTM;q&bixCcnj`)jyzwkZgcI<whDI9ri&Af2>Rc3Rhb{OIM(t_<}2=^+PbOr
zr+sQ~RULjC{%%(BvD*=A_ayXO{!}F#7A83Pm~n82bFJ2u@L+R|JF7nluvM;D!o}vG
za&6b4t_r0FMw7K-+KYSVoH@t9!nJFq+PNjw;b9k#_wTY4ovo5St34%W*(^_OiHird
z&9oyTJ$6{G4m1gz;2X00>Vsa-I~Cv7d0s1YcS+WaI<jU}=cKHrSf(31{IBD9AK44X
zNPdgnn7>rN{oU4=d7^VY{GNQu=6Iy{PdI9Z*TjCKr`czIDe6X-&+K}YJ0q9j>(SzZ
z`>CQHmIuyDte%-uv-fqRulK^!a%GpZjyvlVp0Z?G&Fx+9bv(OsQILmeXsOsqi#0N-
z7hd{)wVKG{eS51#?)ghQ=f9Qd<KOC|*LP=f#E!FnCudx3340!3*7s#zPUO0fd(0E(
zWzCK;FOEFc^L{mZM|)UVZ?WWKQ{N{YzpBHfzb)EnI`8{^GuNDzr+!&)3JuqcR9;*7
zIo(uPsQS8*{*5`sQ5QUVEY)XSRljjAROqgFh~T|7YkG|PvyRMr8obwA_Sgr5>XKDY
zlb(m|4tMv_V`FoTHf{@We6-=wEaUIJarye`JlYY<^OkED?hkr1d0}A0rPiE}KduSi
zol?d;FYE4}cX#G#{Y<?o^5lW(nsa`R&sN&5>VG6!_voGB{25_RC!cL+Yvqi+F+HmK
zP4sOU=gAWzjcig6av!T)Th`KeHg&2)0lVGQ^3PIp%y%cx4*c{Z@V30yxmlj7vXv%}
z^CX@tOFmnxqaYI;80WI{@~%vY6>Invu5HmeE@@hu6!WBO-)gBZfnFE=HwvvREB^Gv
z-d5|5;IY$lW?h)1Iwc{2KP%$RJ)2q9)6cBkJ2Oe*Lb}@89o=k8BQ7jBr`7zxnBQw@
zwq$YkBF)W-y_)kGCTva7GJGF?O`_?`npwMY_GOy&2z@r!njfXSY3Gi@*U<~VH8<W{
z{5xc$-ct*EuY+pq&RQ<n=JnK5hwFpK`D+t(Qgj=8<eh_77|Wi?PUF#h{CSn{))jx3
zdh4!BHl1>Uub}FhV$+j-k*jyi@HyNZ>6>q9)A-|ZQ&)M$`s~2v)gli&HyIVinp7mP
z6<=DhL`Nj$W0cqtcAN09cA0rguQx^--dnY3OR{KQID=f}+n7I_Pxx{E3e(fgiJE%x
z^3fuZgbhpQhPi${Tj;pSFPbIXJ5xhh^5mMR+A_YBS;kR!j!#v7`ZC6CaaQM?^u1L*
z4{|O4X182fFoo6D@zKKL$?Jr_xX<f0>XBaf;9B3(LYZmRsgkMe?ANv*yDWD(X73-t
z9m;zPuk|}$SZelU-P`2z3SHOF9SBwV+@y6WN^{4Ajssj)T+b4{Tdpe~zr)-7W&Of8
zB`;=0GQJ8{{`hQ%?R=fQ(5yXMg^G5ipY#=b8`-VL<|*G=I8Sj$^;z%J9SJGv{fGAE
zAE{ou?rH9fTOKd3?c~+_>{@wb{il=jiZ3lQn`9fV%2hb~S=O!S;JHoLyfvq@G+#G;
zB~>@$*BRcE()At1v6&aveoYi?mzn4BPWwf5JZEk9;qy;4!a~=mYMZAP%V#@z>FM9w
zA5x>e?&ZbkX0f8MJ$*l&)`{PjSRZvQDu27LOv4-@zS`oLH`gX`cxs>1jxx$ss}jxJ
zp)z;fuX!FxnKEwCEX_Zz{hfU0R+F&hJ1q{A-`#(m1&n&zW#)wMzFA@R>VdvQ?w<Kk
z?~1(i-hBEyNBW-L@zcAO?)@@d*O28ugVxiyTt^k<V$t)WU(*&oyt#PhL(Mmw>$Kt-
zvVu4LOkVlL)a1_W%kRzRNm^&hZcpdVPWjJ}&iB}od0+PJKZ1Far}bXQJ#X)I^HQBu
zc3ecH!|nH1!gp5WABa!jaW=I4vOY3+c3f<~*;1{N$7?-K{*=8ob>U6-gr{r_qR*|C
z^%~0?v8ps*UY31dx8$?z&h9yKTbE7aK5+ZMnrm{OV)^Z+Ryr--{VcZM^n>0+k?+#^
z${HMxZCBrXw?~!9cbEOn+oJPjn-;Q$v+dTFT;9_&DSU_N{WpKFteJT}Y;CH!#i^5j
zCwKijq*YZ{T4t*%Jo#5)+@*x3h;sEuw%Su?IvKJs23<+cFF9no^PEA{vGxU~xobo8
z99H|CIPz%olCpEGSv#XHlzS&B%UK@3wBppgxmlHRK73l!>#{W+XKC6US~;;@a(QYS
zD|dlN@>WNauKOkZOQW{-+%DJSba<6@a+bn^zO844t|oe(4NAH7?7>WbyRH1U;%$Vq
z&C6x80^Hb5!&xRNPd-=tebt&WzO$3G!^|0vRfSF3XL;M}V$Qm<X|0T@#}z^~*GyUN
zb*D0NIz!UR{96TgLe3t1Ay{f|;~n?mOnGA4C9CVFcU^B}@q62Q*H8P4p1<b7b>blx
zF9mqK{}HaUQaAE#;>OFpi*@&$KgX@DoLk$OEbaKX>sR-os-D0drynFQEzf`OT6#LS
zQY(*Jw5<Q$%Kr=<e`ITyc!}NF%zT;IrcU&{s%i43tk%j;D_3m4bW83p-|}odrc*ms
zU-EHDoYH@8U&N)7d?D?3iU-cG%YIR-bU46}-+Z3-qB$wwJD*)W?A86_(WTF3p|et~
zSCz&t;Q6vv<L$Qu!Ke#SZApdUB}+3FtL?ph<0Ny|2hDle6WsW(?V8@C`dGG}YmM%e
zZ%1?An-!}qDtartQ8w$>frAFw3!(!oA1y6m;c1+|G;3v?b>~@=;tx0UW4Er;?Oc7Z
zA%H#0b^7PCrhXhpuTD6!^=803#ts#punEOKyUtG15z3ltdZ919*6Wj3*^_X4!-@S-
z*Olj#t#o1B#pN}7_wJopOM)-T+|rr({Mx#XyStdQmw5}Yc`nszZuC7m?bYfR#cHRV
zulC!0`Ir@uwu|lLG7VYH?44P@YkdNCF!xPWco`KJuFf<^x7YXijp-5s2P&C%ztz32
zD_t+{^>7yNqLqIaWh~)YGN*jS?5SJ$llGmq?!J<eq&@2x=c8R6d385)B>HFYNS)lt
z(S43JQPT8^r|zsP%Qii%{`fK^WluqcXk+dAo6(xmZFO58&FVkG5qLLnyTKc+ryX6}
z1FN;yDi>cdjdi^6=}DdGf%EG+HhKU4lzn{3^{sQm$^?!#zJ3|BytOoXC&Se4^hsK_
zTiw6qlw3NjYq?f<<L-}3cQt?J`F6DO?)|=Zq8+}+*L!`bj%SNHWS4TM_UDTDL*JO3
zT(W-#XN6teyi3I3<?eg#Q;$B@O$spMH1PMj)%Bkta^}=o%I8-et(rTpJ*|JDz@OEN
zbM1`w7ce_5TQhV0Z<FYl_PMvEkC&dWTTo;l_2%LB$vv~Kblq6^GJ3*+BI7Pg;mv8L
zT9>;vb!kUCdEBafEgZ0UN7<q6OuLhIXo;IH(4ErrJ8jEUt)eiC<gS9LmuzP7>ZK$c
z?fkZG+a=EJy@&gs#wK<aG5*bV(+HUQ_H3wC$;&sfF*&dFD`S?6&68&Ty7q)ppWW&o
zkG9=X@i-8-V^!PT8zpOZ-hNei`rfOAm_<9+EX+TtytZV0&Y#A!F3JT4?$<U}zc~BT
z#Leo6$FucrE7%>Kr@PvuzYf&Yy|qeIy6lhV6e*vXGp#~|-0D6oGn#xM^ow%7jnvhp
zS7#i1v1p=@zv=96?tDik)oQy%ZnJo_MR$4U>}Qha*Q)FC+CKT~7w0j<tzfz7=@_Nc
z!ff$@XR8GbjO-YW*-L%Cy;FDbl$FPAS5I0Rnl{_&p~}4O;HPh^5BuzX+TWiO-X|U1
zI^mtH71wX3M-|I<XH1{K9`(dDo?pA+ARGI`m<^tH?>paI+SM~%=jvX6#m#%CSvd7s
zu3uV`*ln78q3eTnul7mbyPLG{?y;H_qhi>{#+bh}c<UES!@$0m^JXv1{5|t|;ivUJ
z*R3B}o;jXVf2c5SZgnB=ws{+t2N`&*SC|!&mRB5eR$Z50%QW2ZdHKZ?8{U2uJ!bYS
zN3Ln_+_#G-Rtvw3%UrRb$?a#=yt%KvZ_W)|DVej?aB7plf#m-TYvWCR{0^A)JaB@5
z!+FuKK4ERK4W%~M&)N&FxpwcvyeH2#tiJT(_2I2**MpBJ^z7-fJioT=V^r(UPRn&n
zmXUsr&vsjLx0Pz$k9soomqbWV&$}FP2F)+aJ2%a_s@}8da&qqmPups#N98-us#m{?
z>|N|+c<1u0vh<gi_qyoLKFcnfy;3a6L{e_fqp7{gyunp7FD{y@(zj(^m{H-;Oo=9K
z0r$00+q%yO_aEE5@qXGRPs!H|T5^l-Z+R>ex>H5NscvfMr{`Q-mm9ep`#5!twnoj0
zRhw?VjoI*A^g{IQqXIhjE3WK_OtF;pca9a@Z2ef$JLRvRfy9(g2Gv2Gg8gih!?#WG
zs@ZYQb{E&I>mEA|*$zJ2TJrpIu;hc+=Tmn^E{d7N9~e0)df5ZdXS;9L^S+wA;5PSE
zTMxFq?4Cc8*TtUM+0y#eChW?GuhG5|_32moHqA+zURLuW_lBj`lKEM;wr|-vW5uUF
zyQ#kz7u85LFkNm_>AU(Ss{C*)-yOY#nBSjcKOXe`6J+$CA))=Ky4r5}SyA!Ldh70X
zY*(q(-n{vT|C+NFw|W-HJh}dgcVFX@+bcLF9$#RL7Ce|O?-GA%cVhc;?kw*!8pnT>
z>?^wRgWLOu{R-oLJ0G6E*>Bdj-xKj=ii_<~w$0u&>5-|uhD>#6@(QU-B`>}7%-m&t
zjtiQmP4Zt9X3HOPMQsjikJQK9Xy+Y!)Qcw>RhV9PEiP94duyIn>6R<&q^14UCuN_H
zh_TVT6Z}<c%17SnUGhe+?AV$-%eJ4Ld}({m9v0>Hl$?v}7npusH}~O-aGnR7e_uO$
zt<(7ERwh1v$GBLpE$e=U{&U~yEf_u3E$H|8No)S`MZ}$xdX(h8taAP0E%NRAL@y}?
zZM*o?;mM!lrft)zmY8dcNu+%2`_C}9$|Wjqk?`}Fk1>5q-Q|lk#bY1kOg{2^eahV4
z$gRFw=j12L>o2WLTl`V&qUc4gcd~{j*PIuNy!+EZX~Wm`b5$-bW7&7?yzT1VbIWf{
zZFkpQZ1LI4_s{vX{|v3u3zSk1s{ATjXIC%t+E?>a<MRb~yFPOmf9vg8lDxJ|=_Z?9
z;QXq$3)_2r%S5XzVvId6`#tr({kQI0Xr`WIZR2{kN#C+#Wi%(w=9hf(e0kMp@8>o-
zHvej_h3#Iw>7@bhk=;VlA6BhxD|vKlW7m4FF2lgC@SDnC)LpIwWqa_w^Wu6PR}y$q
z^keV(uH?%lw>6~_Kf76+GmJBTyuVL4>QM5QpLbSTvNy&Eulg3AzwwEUZKUs~W3Qgy
zoprsZWUifArh4G^d;9D^rXN3R#PL+@61(=iw*7j4d>`A3We4r{wO%FjXO)NOlZ)|p
zJDE=JSYK3q?aK$zEWNDBPyH8}R9M}zj^FwIpXra+kD|X93U5+8@7(p{bI8ZItyTUr
z%N5U6PmKFmxG3tC*aIiF_kq`To?hQR`DpI5Qk9bR>Adc&o_8<%u3H;(Gf_EA`qO^n
zXPQrD-kFx<>z~T^d&Y6w>?^u|)XQxjbSQqeSnqLhpWHpOg%W}?%;(&rerblso&B_K
zE}!Sq$=APk%)R*d@*)Sz1CQ2boGeOXQ9Q<1vA(|lpn}%S6vw{1zEye656`L;h*vjW
z;QIMXB6D4O?cL+8hk_Q1mpr-m&91E3b;qvVJqCxKU)np1pZ}*|)5_!9)%NZ>e<)jJ
zk)xo4_I2GFizd~d>~dGPUsb!eOYZtLjo_|LKjrma&Xe6eD{-n~?dyxz4+(ByylnbK
zcU?<|aZlK%mmk_>xZW*qUbg1e&S%%oWZAcS%iAA(7+s;vm>7SgeBHXkhc6yi^C^AH
zbV{aV`O;16CDvW_<GQ8X7IEv6-={l|7G1u|q3Ccl$DLbaUF(9l8LK9_HeOqI(PHQN
zyHgI_z49@9ahKrxkj0(f8RtCPs?whH+~%^#)M-!jRkAolmHdweM$GJu6ni`I;8C$x
zUK>lcxkoYH^-#7D)#}T9XKom#mvyZ0*3>DFmIO$A_Bzvc+c>pmdsM{TjsF?0t-c)H
zQ=qj#!a`}5O1weOME}n>dIW=7WaeqkNne(+f5JN#M_cx)iEP%T%iGy6&9g3F^hWPS
zt7ClCDZ>f1t0O-ZY3cMN{41IEo9kI{&GMx#GHL54NZW*}IcPOK{&Rr6%IU%Px1rK~
z%Qma-iug5a+L60`6J^q8l`QqJSSPwQW6GQj@_m}(vD+0I&!#<3R9E}rb9W}c#ENOI
zG6w77Vk2)nR8}{Yo_*5cyu4$`vs-U6Pn+-BcxBH<p1FrVuQ`4t_wl)iaEou^y1nOa
zyuY>BDvHU|^4F}n@qsIJ^_5+>-Yz(v=P5U*YsIZQpUh8kT7I=yrrM%q!2V_R#wfQv
zjXwe&z4@wpY<~Lpsj2h6rM?n>d1=M$%*e*{zu6@#*_rn<t(xHKbs;M(O2tlFyJ$}1
z&(Owffwz}ha=5k&p60o{+r?b%J4<6obM%5$eYV;*jq|2z?YEgVUHhwOFB50XvpEt8
zT??P3FMR3$nN3?fX;Mzg%TI;ZcEmcp4N_2*NGgo|_n+b1&b>hg^^%ljo?EWbT7BHP
zqGac@%Qv0NC&d`p_FJy@e0bOF&ijZ%yG!l%eLayam?c%gFZYOX^|ta|OW$~XY*Uyc
zc!4?2>v`^KTYfLYbyFYfmmK`4-e#&Pes25UM-5dnvp(m_yI#%HJ2YdagUyrhoB!l4
z=Oy-RdH$ZyJumCy<;CJ>pDs8a^H}t{JNNp%Yk$caoRPJ#D01DprC;^(9=_Yn9)HS3
zUtWuo*wpCAVf@N1dw;|f2E#y~g9WVB0?YlZRVqz4mcEL6@2_kmtzB|}%i`NwMyck;
zt|cleR~sJi%({Dj=h1a<r|nr#xtt^ET#>f*Tb*c8FVC2HTNU3+7oC-Q!gbzULTzJI
z2+Pyfw9{3Lij^kjb<N@V&Z~`kw{};qSmjnwxkga+%<>EA3sxRo)%>|QXm;u+&%9HM
zzGX_Vvd_BMcXRgptsV+7@3_xtdkQoZWxI-bSG`zcX0h1cYe!j+Oqln{lSeI6e`Y+*
z?R&e~b4eQWtW~dWt_+#R9sK6!ioy)NE=RV?)q$((%cdT9wkUYJ%w@GV+f5Q3lr~S7
z-gWhu>M?E0DQzdduH1dysq{^Bl6zHuwSdKvfFr?E_@jhxG`du(Tv=GL^bW)Oz;~;1
zck>6C#e7}9@>Z5>(6MEP2|=deiUl$JF9X-aMgDnpqG0Z;mdo!<XICvw%{Dl1o8=aJ
zbzc0OOMllgyfS|4J5w|AMdwVzuWN3qh009OGM|@eBwC;)vRR$A^H)$+#69iVMTXYf
z@5=W^_NnQ977hzj4gA!g`FcX}rRB3j6F;eLEEIIlKej~6_`tK(3so+Ac|LDDFL9KA
z_D-(bF|*l~w#?W+y+13VV@}8?{^_E+%jT`@4^8gbza=vHL6Mc<t-b08?bN4fvd%qe
zDWhq7G*QR1M~ZijN?Q!OOq131^T`|bT*%Xmm76Lxanh67yXqUirfghuvE8}P`0JWy
zt!W*r`>Mj{R-_+^z7c)Oq42ov(W=d!pTwemgr8Ynw?b9&;HRy1XFhfJvUJLG&hs~&
zn7=soxc=S8wm;5Rv(HjtUzXi@W!=(t)2}ydYF@cIdoSj!_T3rCczKC3@0L1K$1SR9
zCsUr^+qi$rvw{O<D=vL2C_4V1VQt)@*6O%#25}eTqlI5dF?C2b%J4Pq@q5a3!p-{n
zmVFDJmQB9?=leSGfURM*H(t+rxm>IJQMvNH@_oxW=6LWgEuDC#)#|$5#SO9sS)wzi
z_gpkv7ZdjMcYCm=Y_`;ksR~z&?<72tUmI*JX<_^FV6pDIrgKjt)01|xi$=uD8K2_~
z+QB0-AyYRgJV(wq>!qvOxsKbbZ@gNrm7uUaaMtsg$<DjwTQlx7B{46vSaX%-2;+It
zDU|_wOD6g4=IZ-;a*xiNBcHNY3W!;rmprF+WP?t0f09<JYW1?5If=XOJelfLBHL@L
z!dDo4BG~eM<hh4z4(n#z_vOpn@i`-}g|{zjvw@qk<f_6LAvQNH_vDjudtdv_p7Xt2
zuls_s=BzV)YCmVogqFnLYsyYAWY5n!yE|t)?`(~eT78V~FHP9?;y=UGz==)%Te=oq
zp5SNPbLH-qxLx8ZzRQ;?E$LaFxy<EX{`H?%zwr58(3&zm=u+zG5N=8Jt&RmxCiYFu
z6i+ys7L%6~ZZm7QNlU!xji(mxqq4P{Sd;r0p3hpUdyv2DSde>EceZoV)9I3D6L<Yw
z%*;@ACFiZ;lPf2dlvu3vJvuqJZ??~dZ4TvsZod9;eL{AjUH{6N6T6PRo!B?^#mBQ+
z6F5!JR?IsW>+F*fP`+L(o2&P8{Kie)+mG&R`!;*Md$p8X;ryzXPq{^OLcXxeNByYM
z&3o^c+q&UY;rXrAdA*Mf%kzX{*uFlW^`^OH(RsVTm44CN`kW(o@17j4sWget;e6J&
zT+yie{(TBopCjZGqfhQR(A>9d*XoF8eNNWNYkjrdUHV>aRn&0RxcSw}^+4|?tFHAK
zCnB2I>a8|QA9K8aZ}rk$$4^a;HQahTU3BuUoy&fn3_SU5wPv1_66f>1j*_QS`$bb;
zi9MLgu6}9d6_4{1Z|{uyrXseSAzk#ady&gS_j`X<FWEWw+eVwd8LP}b9D96*d1>Lv
zQ$c&zRF$ZnW}9_k<F|=V_n$i0?sLs#UfHKRkJpxNyP(acS|M|-<TLN@vYybR*7uH^
zy0a=ztyI4kA!IN0=HWcGZ9zwx`>*ZveBK$OFKN0^A!G}eg~iLL?a~siuJ;%2Q*F-U
z6g_d@bCXkOYvM_nv%P2gs?yd>?QyF(FRR@b<U7~op~m0UKLz4%+MZopbEly&rpI5z
zEL%{$?gQsn(c6btC_1%zNPK+|KK+DT_T4*g!~cbz*W7X`wrb9dS#vgSzVQ95{fXZ~
zYf{*l=U1KBHR&~%VCU(ioqw&~xN9loyp!8{-O_NX`gPOm;{Lw*$@8W>wzzA3qvfcQ
z8~41ziII7q#90a(=Um<E9MJq`lBG@S<9Wq#QS%h09643>m|@<Q+n!&|uZ3^%JLLKO
zgtvi?U+t?i3v6`HS*$nTR_j#hc<|;t-|~$PPNlDJEh`TDoVqGhsP2=S*(4E3w|70+
ziz}P^bsg0$&K7RVe=@u0TiKu2t1haC>AZ2@T6k%4uJR<|m_I9*Cs&>Kp12_;kMUjh
z`p`Cm#Z85`Htf4{M95!M>C|j*u{YJ%edbP`yz$B_yO)yNclA%UJ78(IwdcE#K|zJh
zJU9Efjw?O686LI;Jlpx7VY|tj)y)&MRl@{x&C4`HmZ#=M+HBr3ae{@?=C^TAz1R8i
zKaAzSIWt`L)!Z*1Zrz@AAbnQRnoGHhVk?g6J=a|QN?*j$@u2edtc44sR@=`uUza^!
zF8A#<f1j^!W9LjerzmZ4%iikK)VQkYHdR62eoU>McDz7eF{#Un-|y>Qp|&Rl+UHDu
z{J9n)X=~5*#e3(qbH~+J9uP@dm9c2n?$6d6^QT?#yKdndANJ|)^c5^U;UeFCts7rQ
zY`^Sjd;0k@|GnO6P9C;ZS1t6@MXwxNBcteNzB@m8+m_PaP0tyae_k;cR|-Gya$Yvy
zv-FBSi)U+IW}Gh+67ciO)^VL8^y-VgWT0D9S6JS$e`|Vqw|MZYI!o<co;7>ROWk+T
zg$K3#vtm;p+~asI`TE+9@Y#hDHe3e}87{be=V;(^8QZV>zN@rKpMQC@#Px9yqq6D7
z!lfdYly~){O#B?)>04Tq9>n?kasRPh8}ejkzbbz)N7?iD{b!|BYg#<#?$^^k|1Ysb
zTH@rRz1ooq&Qc9Vr+6!U&m2{A?7A1c*H^A1c=n3-7p20t>l|UTv}H|G5-RI?@@3Wa
zIlJau_g$h>pAmGI-O_gTq<ve3Y<lv|P3o2RT{01mc6$50<4IMxeYv3LsgL3Lr8}qj
zxVc$zJ)QN)bJ>$go+npKndD`7amLE4ExB7SUfj&;e`wX=vI{=zmfQ3n+wx@V%!OPH
zlaFTHdU0{$zPQSlH^ORmEmw1DDtne5TEEP(HdE%qLr-Sy_c6CJ4Ua58qkM0d$NEIy
zZ681PUkLZKoxAIX$J=uuPkz;vgsgigX|b1gYUUxMuA6f9x>vX4ZxyJjx^7=vt9I?+
zfuoLP_o64yYx&Rc>$T?1Wi07yD@s;fU9DQa^t|Y)qVnD4pDdq>n;Yk{G|tOjE##Uh
zcGNOI>Rj%&!U=XC*Oa7{B^~*?e#wu7Nx9{=FTB27@>JPwqMw&K*CEX!{&?5J^-8z=
zmp_j+S=*33aqo_kO52uO?k=@jcw*tZ#ion7yRL6Loh<pFxH;zViQ?C>byH^YWXrfL
zS#aAX$7S-qj-5hgpS(jG87Dd1d=Pq}A-(HXmq?%C@vP4;{NBCIsk~5@d*jUHCq18I
z?#<VXKCGxB7-p(@cYfA(S*^3Z6XmVbO<z>!h1_}-v^wRB6=#akGk5h@nIHXGHp(u4
zCKHynaIexW>tA7c{prOz^OYvQjVZ~jj>~&4l6imT{p7e;mOg$VVvjehQ})_E^||$w
zPuX`9T(`CPo6GbhNIg^B7Od>SF8M}Fs8{2ZX6)XRy&f7{rv9E4xTfsF<6Ao|*UxfG
zylt`K{Z^4ouBM7do0c31>^h|P>8gy-v*NOgigx#M_m#!0uU{G<>}+!G1Vd28k{vCl
zbCn*e=hbGl_V~)Ah}smMtty>WqFb96a`)w}Uw2*voznk$#)#oT*d3t*m)%ZZ?g@+S
zeP!e+a)UXa{odTHuJm4k@9U;YWr<u#U%Sov&UF>#GyN&^ew@u&Ij`aRge<LRPc2_|
zeU;RW;+V3{z~N}+-<M2Jo-eCdS9R~{`rI>1wPQR_{hhJW;%sX4!T^tB#^+7vuD&bU
zkZb!o>~`T6H{}hc0^J2gFK#Tl`)8)frbk!XswT&je76=6yte(_jkP=McCORQpJg~d
zZt51rvYBNuCpTA}ki1)9u|DO)FG;;0@>+eh+GoDZE)^_!^6UEM$W=EoC&@7zoGb2H
zX&0B*cCmM9$rr63?LnNo*;^l*9?7(7J$vlKan6vG-R3?YH=h4--8(U7!V$JRRo4o$
zr|#6=*LHe$)bz`oCm(-UqrH358;6%c_wTN-4%;m7)Kle)>1j=~Z5L*r`seCClgFCl
zXQR!P3u+;AO4gWL=>7`(yWsCN_N*PNci;H3a{JP=xmK4nZI0<MvTfP?`|#w~XN$|u
zy@+|zIBVOa&E|1`vs9(GR0+&}y~?D=@BAc-uPdi1NEBXM-@PD-%i)}1fLi2H*IDVc
zTD#sRFJd#@a=h4Y+o2=JMTL(=Xs~b3>b<k#z@O~pv&3xWGsQ*1cO^v2KM9Lw5GlO2
zZo{2JE6>h(v}2Xm_4J^rlQtWl<Ft<oWwv<j&*kf}iaqMN=hSm+-q|ppSh+2sbj9h$
zIf9`#Z+x6p8291PeP>@$_e;x4UogCW8JfhyXj)_`==rO3-O|)#%`4^aygL8vTt0K6
zyQu3sH$L9PJ<HYFE#|!R-MyDLQ}4X;-oVd%@3zk2&%2ssUv)O?$eV3e85S{3Rl(^~
zSWioJsvIhP88N*$eQD17<i7IjK`q~<PyTET_LPiQ?!UHbck!ipd%myk-g-{mY+lE=
zSmV$(?cnogyB_PWv$+}h*K-YrWIMy<<!Lcb!seVkX=`G+`dsk+6xHMB#fpD~{by+V
za&`CIsSO8YU(avQUKqc&WLL@g)V+<b45Ol>Z=7qHBVDVL7<WK%=7lnguWLA$NZNdk
z3g52!{7&_(=W01SZCC4+oVP0~%Dum?$z-?3^Uv#MojX<eNM~`^6G5KI4A$3oyqqYJ
zGez+BtS=w7yqh!Mc~OhV?4qc0n@{(|etY)rR9+jsJEe2aGFvUh0=9+5Jw4BM+;yr{
z*`+=wZ0d7S(QIR_2~jsQN~e7@IIkwWHfP_gq{L&|$_{0oqJMw>3%&K~`bCojP3eZ0
zF_-3q2wyDUc-e2RsrSsieqK-hedw7tb*jeWhRT&JOC}t@wq40}LV=dXj;p(Ny9Mov
zmQcF6aZboa<(Uk(ukS4vJT`|X#Mo6zrt##u+fHJhv-IMkSKnE=F)-W6k5l=>TC*UJ
zH794JTzYoBc<wR(@}g;v{q7WY^)Sy#TYm6A!|Pz5%hL`QPOx0f@Ob-$U=D@L=AX|R
zbsC@5t7TmA>z_!St)}Y6=tb8m&R03rX6YXIXL9Cpc4GF00EfkU-Kv6w3VS}z%A79y
zHD$TY6_y^U2^(Zrt=?`rJMUS4?TMRxS_=!$dPStK4arHEBXxFLrg#eLPMa$_eiaHK
zD$i}ctSE2t<z14sUh#G#yV_#jS6N2x%F1hvv+K6%-pwm<Gt)~~{;*8={iVfs-_Kv_
zboTnJsVd!1cgvl9dug$b@vq>5%7Zc?E_3Eo6-Ldvsp3-|EV+xT!_4EjsajR>+b_#z
z8Rws<Jk5C4u=AwE(gdr=Obbt*eEc%tT651NUCrkoRu(nZ+H)=A_qlR=bJz1yuEZV8
zlh0)xt4eMR@%-7o)JI~fvZ?01=e&_wtmg{+9|vrf-80#d;fuwpCr{GXtF^sJ71#Bx
z(Bm>VsI>dH_m_!g&*y2M65V(<^Pr`ZN7hv7)tkLa)z9xe@4ah#Ux`i4-PKJyw^c;E
zlkY7RD}Q)^<-xCOM=l&UdhlRg<+6FR<+kipXX#f>DzEzJ7xv_XcGkCJ9`P3EviVtf
z(q9!uEnoO7blJnt>gS^Wd<?&y$NryT)e1IAnb3_&J+)d_*7VtOZqPi?^E=e{z&u_r
ztMp6lfj5>+*5$eKQ>HpJvFFO`o|2V8s;h;cPkbLdCutSm)<i$+@+IrbPCoNqs1Wn`
z)-vv%D+;rw&&%4m{)%t^f{Cxsd-+^?5_BU>s(_8v&0TJ*InyfhD3Qr!;>P~PUyEcu
z`P)ZrN%Rz7a5PwGk>+9MYb*Zl75Tc}`L@b;_e-v);{wm;2=0)0zBS&EY2Md)`C<NE
z`*V&I9pPWO__bkeZ_M1ulfzy0H?js@(m0yrS+iEzT|PhSRbJk-P|b;7*TtG#klD07
z$n)9GrC~zTHha8Xs%6x(^S1xOC^gkx*Jhu3T3{UHoT^Y4w&m=U9zIrnQ77)G?)R$N
zXETe14hf~bKe^t?yEH`NZ?@X4gBK4c?Pl%lDtWdeb>_oG|5S2=`GbO^G77iPFBW}Z
zr+x8BK%VgX#@qX}U(9tAckt6bQJTHpV2Xt@OVZlM8Gcrqvw|x!)l>79&;8*a>OSST
z;z60>xS!vqcyzO#5dFmZ#rS5t<e~%5w^q5$f5f@GLtA*>mz7Bm`L`~7nrz#XReU(&
zbaa`mn!mtX6^`O}zG>&z_--g*{Bqp%w3y!gl9cZ+!v!?Yxj&DYF{j-8uu7kL$MVt)
znR9Db#`!Fll-;>T)+mgf=Xs(1+$xrfiaou1YK>!7T#8K9*^{<sRcYw$V&5sR)WxQ?
zhstbFyFXoRd(xhA_MC`yLDJ=6KO5IOZ<)l(kh8w5O|S2q+mu&DThCU?e80KwiTV>|
z%hlP7@9s15-&_8=P~aGw)~&m0R`Z|7&0gJ}8F}YR?e2XOEKdBfo?u>Yb)(yDi<42a
zy<;rrPA3b|$-0jkLskWEUDtfebC%!|!<AeXU)O4g%1^KgSI9f4z<h1jjCD#~%;zo6
zrdl4<@A<qjbZ279+?%skoax|a?#u4#d#N({8AIdS;H>G^Cl9W3U1I3;q;$RBqMr3@
zFFs9taA)1^D?4jTm+xuy5Iuf=dFEs}iK6Vry_NUUa_>C1DU6s`dTD#u_k$Me`_^0j
zPCu<{%lF48RcuP?<()6u4^NmTEs?Z+&6n`jD-$PPzP0Do^^o1YZJx>-)_Y$n^;|wf
zQ}nvqI^~(Vl27%@{=QhARu#I-T}p#Xdv#kzVITYDuBWpC8ib6)gfjT}9KNkzwzO}m
zb+O~TLrc|J-n=Qxd^*oTlzWBl1j{uX={Bu3S3l%&oYTIuw12Vb=6GdON%f5@*6n;+
zRGS^Dx;?;1dqU=tIIoFcMQ5vQ_HhU*(q8;pu-drP@Aq!yOS2+wq$K~zHht=(tt9a-
z)UdDc^;zRL+g;|*VEnpv@tGr2?B_;`*Su&C(n{I2P3H5@u&T_2PnZ5NwQqKnulSpF
zCHAY<m#^Q?^1tQyR8?1UZNKEBO-EPt%=;?rcs^>S(`~_u`^AatuJrkvp7X8Md%UIi
z)*6oR37!j-(wB?QUUu`c-%^V&InP3TF6G&Njy2)kTI3oL!oK}KL)5~lGG9chEwfiV
zHw|3vc5KF;63M_2)oJOL>T5$-w<m24^$^wEA1uxnzHx$5?v<|r23DUhZ4V6To3Ub^
z#C7$xxz)E0P2L$9@`WKtTIch&b#5VoN3$y1W!axbEtxpqWZHGhX`2t6(^@m3h2hyQ
zP039~%a=clxq9}vLQs*%ZojZQO%mRQYTJdmzpSgdcWeRA<!cXT6i%L%xjIkNE%$A5
z?vfyO`&K)Jo{Dv;H~ZX`P1okcBzJYX#p(pLTypn)B2yUn_EuHs?{XDBt;&lX53}Ve
z^_FdHnK`Scp{R1DeVM=4$&B>#43~bIi!Pd6>ot{A*ZaH-`w!P}LDw50iK@>Pu0*Sy
zJTyT|@2k*qyLCs-N^$jb_Ha#q^Eqf~ck?t8wT^(#nnpeIpSw@LJnO<VQ`ckKeLMH$
zn`eDlG3An3i@NrW7aMG=LRK5ZJ@0z<XzEdqJhw{I@NVO8MZ4WT$1zxn3hW8KxAT+a
z=dKOYHcjHwx>B<DRLJ5xx3Zh6uewiQs{FG`In(m%pG?**JD*(IUszN=;m0lIIsHDN
z?KhtaFuV-Cc6L+dTW(gRmD{qWgl@ImFypala=vW6)&}J>^Jc8h>9W4uJ0W!5Es=y<
zDlFIirWYPt&TRL!;Q-@-Wm-a3&(^yYTig#`Bz~~{p4?W?CBgH)&Ir#qUg+<?_pG(#
z?OI+}hHtBxTqPJ%E-T*-nriu|ZKmeh5~ayy7cWhXmMLAGD?Rbjf{44(DgkpR><o53
zlfLtHSdiFJ^%*-}Ms4tGWqgwnzVArvy0%CMtE-U)u6gHWD%4F|e%EGx)ipWArjTv*
z+AF$acHh?R6ZUF7F<Mutv~q>%DwAHXjhRQ^RHoSRx=uN9SpE9i($3^>CAXF{%Y0jR
zbh*mM##zaFPc7HEdurd5y&t*SWapb?Ek+58XWMcEG)@~FcpD*ZxZ~X6*D<Wm7Op;W
zJ3yv7j5oSOaH-bxCzJN4Rjb~axa)DE#X6=>HD*@>|B23Iefrp8>A#;}S7-7}+VOa8
z*&#0PVsXykvPn@QhwYQ2R&AbOpdBSGah-KW*d^&umAtsQtNmPWJri2X{kC{khv?*a
zwc3G;h4@%?t{W&P==lcbdM8>3gsAKmdapJo>5#W%L_%TYrHB(dS-56y_3U@BTxE3s
z{KVriX`83bPq`<wYTh<o-9CYBSxfXn`~1CLKAd3U#qr8=&FtN2cRy*a4AS+V_j0q^
zqi0GUUzZ*7)<0GCZE3Du!ji}PvLbZS6Z>3E)9&8Vo_6u#o7gVL9c-r8S7{$I&}O^s
zVLfHbOq=qfRX%1HoF!PEi*A~dyZXZ8mHL%Y;g%j>zNk#v^JrzvvNKvw(k<7$diIUA
zwW;)NT&&%qW6sA{oLur`-P*#VUf~xvOFa@;$C>9JHBU&Ocjt<w!3OL*&${vyDO$eu
zzn32zslB*xoopYUwq8PIp2b>~)*H{+=V@NLy=mnMnF}v}O1hm~tabH~$~%kKQU6k;
z_kAt)&2z5JdUW*DFZt)esdrW$GxwkIGWrzfg!`=mZ<30NV@`AK7W+3ffiu*7t#|K<
zfZB7@Tti+SST6Z5cwRP}^&GvJCe{+GlxxAKMCSYxnYwuQ)y}1&YyWy_T{ccA{1J3g
zx^dpucfaZyQ<a(<FV8x0^$Tm5k`lk{%H8``U$``TsdnU+^TLsm{I*%Q?tEfj9<{T4
zNz6ja;Qp9!P5s$?Z<d>Snw0o8S1n#A9q~kdZTNha0;}t~tY?0=$Am}cTM3?5+nnWT
z%wMH<HYe@anclW@+P-<eSr<KBTsLElTYA{fN>M4}l*jtYOQN?O_u4eMvi*-Xm)TD~
zH&3=Ly2&<Sr?ifnO#7DZv0{<&ysQ-gOOpR+9SnbbX|1c&#$REDn^V>s3#F>BP4eFH
zL3`Ei&=<DaJgjklt~+gV*=(8nG{N&|&dcP}I~e=f`?B_2VzBxcDdcfC<P%@Tw>3+a
z<}zImvz2=&uCw!3xMD?U-S>R2mv`DX^(EAOc>X$O?!~a)<25qj!ev$(Hy2OXyK6gF
z;XCc~dineEr+l3E)jfRD$Mgi{q<sqtV_LQwbIg9Ce5WtF^`7ru|1ycPHJA6FS-aw%
zNzs<>hHAMP>w_-aIHig8NlON-?a%tT?%k*KB8mA+OYTYRbS#=U$@m#h$ck-q@3ouh
z&0Sob)xX51a?uf;Yq2vw3z$DMj+Z$8@N!|T)Vh#qFXNZ|Q`#yXC)0S~BnPAD11t7+
zsaVgH(p#dNFYQ<^9kM0(%9jF*)~}LxS1-P?Pp%?z8poBMw@iC?9}O4CoMm&c<3Mm@
zv=qaZjaw7=)pv+KjkDc4J)BA4iF$$c6~A7$wGwwez6fbvvvcm$uj$9~Ozyg6rWn?o
z@&74$F1{k_g;27a<rBWGU;3s$SfO*`@xDr%e_LOAF1yWO7vR9Omn$MtW68ba8>0<d
z)ZfKrpZO_$AfEThzYEpfQy<J}UBBwVhhL7yQ+zZfUN&g2*#0T`&<chsuDkcjzN`-t
zS^4SaQENHVnApg(yQBW{tK@Uu{&~#J;mDlNXG_d(vF@5Um07N7_tY?Tixn|DSRU<8
zmRPY`TjuiWFwZ#u_tLVhs~8Nd>O$7aZu-J-P5ZQFPH_~cq?XaKmB)PF6<gnXJAIPG
z$2nzh{XN`@*q;ZkV`I<SEwdnC=dR{i-i17g)xnPsm}*<xK5<->;o!2%VaCsWb8_5k
zuAQ7CwD-W8=)Xa?96vE}zMi#rd(ne0Yp!qTXmXH`^36$^V!7^J+F`W^SwV|u^~^}J
zuNL)sRB$BMCR8u(*`Aeqx%D=dCq{nSQlTP{wV*9{)|P3$cRmK|`yaWgvhQN2nqOg{
zj_<rZ;W4=)eOKqJ?&NRKDiJrG_B3Vtw`E>lPaf^kc%0A>8u{3-I5bf+d*jJ1{gaPr
z?Vqh!7`>*0<EN{m661;YLEkRUULBp}QTglYLz@nc+ecH6Px52USW#4vm4EArn{M1+
zZ|x$3id9Ck&o8a*V0?RR?b-#$V}iaF<rnQ-)K{5Qbd%-k(=8K^t8Gti6!|r4;u8lC
z`G--f%I^nT`iCZKWL^~gzPdkYlg4MZH$0&?RCKa4G-RHwyzCM4FI`I~$&cyso(-#8
z<4<kBFI%x<pI=qLr7F>LeFeAjawbMiY-MIzr|sIem65sdz?z@Q!g1xQX=i?h<gs7g
zn`Y9xUv~A<?6QQymyvI?ij1_b1Wf9V+W76wv6(6z5>L8z_GmH`u@+Buc``YAU9|Gl
zwP!^${0dxyCLYM?%j)QDue#L7;I2Mvt!U4?i8jS4wYMfW&$;X*_%h5%zj#*W#9E(c
zp)8M<^<GKtQq$1tN}1&sedGEh-@Htd-q%N++<YA_ADhYY@z*t(T|JreXKmh7J$Y5_
z&CA*vwpj-!DPCvbdJrAnQ!g4+8)6>zHncSNLebg1Gw)YkY<ulz?vS=8>ve1w^Y{M@
zQO}lq3{F?*`+DB$%eCn{FUy!_YOn2Ipt8fs$YagU^|?xM(eu4NNY;ezG=4Vu?W|`h
z*Ywxj&~e;p>ssWs=Kf)^(#wZK?HcmMoYS5*Cl;U0kBygg_ca&TVH19K^~2S_*GS4V
zzPz?~@!@SnnHzrc99^7v|JqJf&Xd;LUs%nkIOw{n^JHHCtgkn|de7c|>=Wb53t={L
zlDj6qXM1w}+V!%s*_|P>)m<n1M1sG&U)r*4&7}0zQdjPX?@a4+K77mm#=~Q0<}b^>
zzGh8ZXvgs{Yi>O2GksxI6>=$CF+6Kdt@c{$oPNDEOD(H6-q~6$W4Q5r)bluw+Y2Pu
z{M3)~EIMvlWGV2V*=fr9jf<MQu1;IKR>Z>MkEZ_AfCoI`uIUmvlXz3I3{(3Ptgo#r
zbCW(@%&O+oYH>a}O8Rl&+^bKkmY(_G5pBUT>rvm{qR*?^l_yTn?hB2+ar@O&wJ&!4
zznzk`iZb`-Ocj`<-E&c|<>zyi(sjFh=l%-z3%m3Dn^;-KI#bul3=?O))Lo`p^=-Y>
z?yl!=b3S|!|FrJi^`MDOY!W#<^P`@HY8AgK2|aw&NjExpYvi*qcJ=jZOIDU06DT}e
zwC(Ml+UzooPY!3xtYxw|qn+I(_xg)&=*|hYe12)g?9|)Gir<DxtjTgVkdLa$UNPJE
z#i{KXOLwd}60m%&=eLg2auqKFQg%M5Gu2ugC2jJiTTxtXsbTAiQw5gGlj5H3ntIEy
z(D+#=f812}JPE;DTTa=%n{wPGz|U1$a`)mn`zMvU8U89cTj}~|I<K^Gih0iU&Fta4
z4HoNyLpHg0?2u5}@#>IKl<bYl6{jwF$1Oj1%lGKny<awY&x?3G@9LXv+dtenRM>NU
znz!`XvQRgxzie8UY^I%Ydy}+tu{q1se!qQkLRYN~|0%VnBs2GXTc7)3?fRQ0OXu$U
ztS`6qSyi_CD!&c$Jf8ec+Uxb`BhwNMw<{6{zO9;a?POkMXsTYE-;wg^{+cRtt{dF1
zcy776*Ld17t!}ZqpG#JCZQWwC<Cy2BgrjaAk9M35vNsDjP<1`jX2Al6U)Qaz#jM?z
zMn^}=UYWG@CToxSwB!Dl_C^0#P=2@1xIz0B+wKV67@l`$E9^UTCWr2t%AEMYfb(_C
z)YMut>kps$?GM!~=1DxkP-nVtx55*-tC##AzTR!gwM+2)(sa+IXHN?h*t!<n^LaZ>
z_T;@^cGKmv%b)R7N!@gQcJjFB%7qn0kABGOa(+J=zH8&GV-FT6Yt>tw@;W??Q{&z>
zS&1_Z!WX(;Y?VHdqMY<V<KU_?ea`I@cKtc>G0aDCaqj+qyUyM?7`VTdFa7L21Afuh
z|HLoJu3e|M)JZAyRmIt)AL)n6t)?xMN#wip=eX$CXZsgP+w*s8XMDE|uvpb=xi{xe
z->i};DLa?0uF{^*n8gzvFk#^X!<Vr#c@q!pkeOf|zVYRJ9#hXJcU}kxpQ|)|_sji|
zbn=!{lKW-2-Ysret>5jm%0|^{?YTvDv*rt|-Fo-P;v~cKK3reU3Lp4&_Dy%k%<wBc
z;V-65{_xptD_7ll3FTXR<z&@P-KpuYstRArBP;P<?UvEBY$vJU<!5g_KUP(LXve)P
zIw!nSio3p4^S4Q*IIy+UnSNPyY{7G;)n2D}BzL_DShhB$GSpbdXZDsi^IaD{pEghM
z^4bZko%M{dGG+meCtUxmUdk(Z+*F#y*819?d+sw{`4xR%a&y)tzQdnH=bSk*IqFTK
z^ErE|Gt+#JbL}*pvTWL;C)a&_p4mJ%^<8G6!1Y4ua$ef85XSch*KNA(&>52VY=>5|
z#=&gkRQK4($M0p&^dH)|uG{}YUW#R6|H}1o{T{7_jX%Q!S@#q+9@9R$a>nX?F6Ap6
zRn{bBM1_=X-1l(KudcV#I2<0jX)SxOmo<vVxAM}_E3>aoKea2vYlDll#adPl)?|-k
zCg&>7dP}D?&nles#%Iy3AKki{d6%@OvNk@r*8VW^UsV%Z*5NxxWm0c6Fs!v)F!{Rk
zyqaHe?>Ba?TDzcOX2WsY?87E+<*ZllR4LqMGq-uUX!oOfv7_Z{R9Br6Gbr%*7wR7V
zac%3;mV!0iQ)5#4>b;%?U){ZIy7R^6wSJn~_u?CmSDbhC)~vfI$DzKpvhmtO!^9cP
zb4piiJul&{yEEwNm7WJ(KOepN^yuA7pM+MH0_}CJl`A84<sVdSJnSv#TfDvEt6i&6
z<$i-FRoA&6dAIi6G`MeItG%@AiEGNf1!+4H6V;Yic-LN>!}ayG|M!}ev70Azw#G+<
zPhBj0qO><Wcz1}uX_q=<{nE7Ki|%AK8FXG2eN%o<+Cws8V$YwuJJ!2icyMWLa_nAz
zpX;;R7M~4VzVXY9T|cr+rYsh_@2z}P>4V9KBT=r>3@2r?PksF>?tSaPp;d=>JlgN5
zuOyWDsWL%k<<Xkk`VFPLK@YoYR{2&>T6AYp-|_PgKL)IO@;oEr=l8<_w{LpYIUTl1
z+biT<8yz}7M{Ei6vBIOZ-V6R{Z`j%^<*HNhboGt3CLFpIeFp4)Y}&glvZ{);XM`M0
ze5`)@z1{od$8VV*mcE$csm*G8K=fr{1^0<5n=H>4_i4X;v3A?XEnHi_mEJzFcCN*j
z-ag4R)1BMn3qS9XW9>cm(lepDWZiS$4|C_vWKBNsZN0mpIYT<rnokUm)@j|=mf30;
zy8PRhTEX*6G}bmWzwFvEU*mwN&WyX4TD9kYShe?@ZuQisJ2YCpuW{XH-EG|yw)F0X
zi4`hodp-wk+$kt9=j;2(Q{OJ^IAl~-wDIcMN7^ChWTg6RD^9tc(|)G?{;kHd+>e&e
zX4rTZXElG%{Ta@)DkN&ln=1L6UoFE`m)0A<`nclrw7RVLt!>QnY_lKD-Y*l!cFsd?
zYTfDMMJHRITQaZ9JT6!^ZM)^X_#XcV`OJeFcXuQ_T60pfJ~76w*QPgFdRw^x`{#A-
z=kmS2Y<*Qwbkc0TbCTM#t>p|;&$=7_$+~swXuI0ncivq&SMMIxcztQX{kMMMNmhYr
zVriFlFa$UH^hX_3dA?5b)f;}>RYB!<1TV}Hj4V24JZo8A<?G;?Q&v1{Uo4!-#htuh
z)tkH3Ax1GuJYUzWER_gJ*|2zqUe=nG^Rmh(Fc`+L+}h);BEP)q)W2)Hi=5n!zdmZ+
z>z12Sl{h2$J=apxCmC)Lg>gk^S9^J$h^yNwoq2uJ-=7heuk26P+vM?D&-Ap*`E$lG
zSN18t5-_gr)6)22(Oh%<*R@qIzn#1&w(w}VyspaE+<$E5-==<f<#a6M_pJ5BnblSc
z^!sDD-n@P2I7i>>f(FAmtsw86S%v-{OJ7yqswhbjORC$tn{Osd{2~6mr5*uSGdEa;
z#^f!|59$fqz<fY7weRw_RpJS5yc`GbJeyo@m~%N`@2fo@H6&NIq}yg$7CXO?l9YB_
zwn0ILYnQ`Ow}^y~K3tiS$(PpJaEW~M_Y8IARmkdOy`QY1cm2^8kt(jj{+_Efv)VU$
zPLJHM;Mq!>!&|l4Gzuz@iyqwi<lA-YRQ608spq-NViMJ>v(CG9%-#8Qb++W19jg2i
z2haOW-O$_m+BeH<>iUIBM>zj8a7~uCuz0885D~UU?2M(-wt&>wuZCaeirssfthJy`
zroXD&>%ziK9SzMa&qePZ3($}$^qCYm&(?D7V~JybkH1}h>TxaCQbv&r8yDDZ6+UAf
zYF6a=d~e)bp3>wcbNaqc_%zAWwBp#Y)e;4j3m4uLWtnqjUi!*an@-Er`X+l9EB`%s
zZQ;pYwY$B`=c%$xW7;J5^2UTN|GloFOZtlbGpsE!`*!j8`KY<Ey;nlY4U;#{ii@{c
zeLAJ9@MZLQ16fPa;0pWRpl8~1e=6G?VKn8|6kT$Jao$#E>)ErCayNGTc$0PRljBjv
zp3(ygm_t%7y$iaLmD(G&_5-`udhNoaK`A$lPVKV_oi^3$>zV+mHLYiZs=241nO$-6
z+5Dc%3~&3gQZ1G*co!YfA$c~uRB|=rY>BgOryH+rs^Sh>Y4OsR;rUt*50gU<qB5@+
zne^n%Yd$rr=;-;VRhNXSzAyi|SY}RG&H17$akIplSuD@mK09^YR`n9w>(E=zoDcOM
z`L_C*an0TCd=1`fo1g9o;JZKLYO%<qBLCM%BfIWsKA*MqRp_L9ZgDT4Jf0XWcCC4}
z)SMME3|en0<-Yu!Ke7BxJ4=X#$Wk}spbhW4TITHu%Z*uaa>|Vd^Rf=*rk<}__4?!@
zJL$FQtAxLA*}0tk-s&ZZyTc47^Kh7I&bC-}S5jMT%g#*^jG<96zoZ(Y)h8eII<<WH
zk8qL8J(H~$EY{dPb;*RsOzUs4B{$DnzOgu}@U%?w*X3$!Q_@q~?%X~p%=tLSN~Wj$
z+xp}W$2$`DHz&(@>|hD+^sey>DKR}7bMJ2E^vrTb3;EX~<)WWv{L$WS6S{Wi%ZpiS
zDy6S4w!5;cbF#j?*MYs;qE{5Z4E>}3$l5pRXoST{(M#tUd$;R5#~aL9sH(9yaPE>N
z5A{3coK-h;OmNc{D!V;T`|A5QE*Cei4~%oKl-amnd6{eNHE!9rD{sD3DZbL2YV?;c
zOLC?}f)v-&;>dTNmg{{_oj7Kgu3J~L&2Gk;8UIr5WG~y*n<8^9eZpd<rCY8&yXYD7
zY@M*;2F@?5!lrE&%{@Hvb?h!@slpqVW892;f_wdfzFc?in8$u1YMOMUk+l3e?Zu@h
zPBN{kY~<5gYUqAaB(*19Qq<uMOaHYs=Z^ND(q{5Bvp-X5({<3i_S}lgyRJJIdbp~u
zO}-b~=Ewgql=q?b7NKmu*KNQ4P2H2!7d4^WIVv=H&ZF7e3nfIkoEAU(y0&6wXklaQ
z%A3mbJmYsxs!+eRRJiByTH%#<{MV*<EA;SHUHKeSvoYO`;apMXdxZl>6OR^bVxAnu
zb=YF5O2<><_uhhg($^-e7R!%cTh_zq7Ih>$?Vv(Pq;kaVY=I~XH%r^>4PnxZabFLu
zzxOh>#GFe}ZgE%J<tQny)3K)~Za;H#&FPcVbrx?}dG*{g<$D`qKPx`kkP-9ti^h_k
z<11J5o;MA2{A?KBBy%muJw+yGtAM8bTK^py_NJPNPoH1zIylMg<nf2WWtpjZZ5wv|
z{Ka)+%Z^BO*W)#UG1Y~V$}1$-tjLQqzdP&lBwvA_p;!C)e=J_;nZ06m2m6WVDttHB
z+kLpVW7~AY&Rr?t*TW4RSGlVcGq$l$ejP879hDuG)yu5!e&A2G#b@>OD=(XuYZUE`
z{LVLh&CM;`TY3tLqkXH6t1_5=wr|%->rp@F^|3Ge{#tI0+kI2F+II(^Tg`2~GUi3@
zlT4L^wwq&}+}7=s{PUVkMS+LUH($qy!-IvnFT2uw<&>ngJEz*TR>UtY{?CvyV_)U#
zd%L=`lTv=}Kepwa(k;WT&sv)1)${JjE!E1p7L>p9gpKag3GP`dm)>*PXl2|G++_W1
zo1QB7!B^P_z8>4x98js4C%s`^SMbwGyLMS_<UOT7b;&PzN44crJ$!$&jk14d^hGwD
zcu=~2*7PIchcd1?xIJ#FKejt!>9lu&C%G@}UK(chJ;)~G;t|X0*Uw5ex6jHqH9mO$
zKf}6R(XP`fmZaM(SC^YQKV#Jrz1q#8@}Xki`^6r%`IP?AK0j^ctE%vxpfGL!x_$X9
z386Fdb9whOt6!0udUVFkS&sALkL{>_F;8Z`$#csG*OjLv%+8s4N}zl4)P3o-EB!Vq
zDDKF57$2y`;oLLtYP;&0%M7!-1uR74{Y#RyPVH$vT6uBG>#N_RJ>?Zm!$mtTKX6}=
z+2;GweCB7q>}y|Zy)3pInO-zK@q*md&rjrYbboJ6vSls*Hmml?M@CIWkN4O1{)<>~
z>zeH=iOfT0H)Xz*2j6Mp7Fu%c+3cL4v@>3Hi@&aS+;}1A{M-f4_ZbJD+Te0zPVwu2
zceD0vv1JcxQTSrCs9c4&f#(a;#HHHGJpW1;<iAx4zSH<JF0p*IaLL=twyXP=sZFW6
z^HDqbrPDXnJv&2;``-B5ZQZ!!#3EM7<91u0g^Nc&)$tDw*L^<soUrM`H6>Tw7K;6r
z<F!c*kKA#*_@<s|#>1@>gg*;7d|4O#JIzgjsi;Eq+}b^t>}2;_y?(H1O9!X4Okr%m
zue*_P-c#k~T0F|~`&1U!7Ho2UzwPU4e*qV6JKI%zR;3lNnf>be^j_rE`Q?XOY98*i
zeET+TPR1d=w|D1VwK4tryFYdJHKopo#(5U!O`m>_wf%d*=g(qw(WhlmU(Y^CS9#04
z)>rh;#B-6+5;C)%tPd>KSbX|O@LH`s8=~{7eKd2q81~40U9I}0&U-=PZqY}#%9iSU
zch>Q<kMh1f^WROS^(w*_F0x#9efZ(4XvMNO)%V-uF4@KTl?RvJKE87o$C8|QzqUPU
zlKEHqJl@~iD|Ygk=FWpE{~6|K$FEio_1)W_RUxvfc-O=_=RD;$0skV)^HFD9S;W-V
z#eeRZd~ZX~1GS5Ds;-<1U;U!ec)pqbDYZlAxjr1XySjAgsYMT$yjhif&il`kt`|D%
zSPD<R%04saZq(}&A76)*e)QCxc;&9xH1!0J<4?4w<eq4Mwl-q@_vq7-kIS^?6jol6
zchJsy6*MJb+pDTj(Qu2)w`~2(Km2L?ez-`{-bmka{rq<V?gf7sn-8qd_;B{pLDoBw
z3=$_LzluJ(&bVZ6LandNp2>A>+d_U$y6zlQl+vnFzhJ%L)tO--c@}TurmuLY>(tl$
z=h>b`@60R1=S{unyJVe~(BEr&Prdl$uhqNPitE)PA*CMXS@$k%Su)Mx`GR#*b0wcE
zX#AS!x2QYw&gYGx39F7g7LrWKVensCwkxgYUqU5&9&5?O+cyu)?&CbJw0hridDr91
zvghACXs$iy)5^1I-*x<T%uau<3q2Z}<yXX9Cvw;6aW!A@(V}3V1%~T1uasZuaGvG$
zyn4Y2-qRk>mlwy)mVLVS)@jC^^abD7&tJQ)r(go7<cft?mu=q_9`;YKZt8K(ogsnV
ze#<_W<wi`8-@0?#o{SEQw|;GgqC1N$k9&RbzPZ*^J0nFQKk)jc9lnl_LT}HTdfRWV
zRk^qGv|Lw>wKq?kGT&Kl?-(NIqR!?1FeGo?+}q5{P5oFCeyW@9S$pcMEl2RA=3Lut
z`gbjuRm#?}J&Qf(A$s#J&uX48^1TJ07w|c}kCn(&XA@Z!HT%W8V0PX2v%bU{)IId~
zxz5&o>Wj?vWf8}`7BzldQ`oyhW%s<;tm%2j{%&!3xa#h?_xcQBTQZa#3@?NTxvH#h
zSTgHrSU_O(oUZUNpNFioj@|Cfa(%utpkZG2nts=N2bbFL6^1{}&dxZ{%jW8{(pufJ
zrYB`m_5G8QtCt<`Irmt$Fx>U-9<4B&I;I`3U+?bhGf%#?N;84ov}dCq*Of2swvoQa
zL#|XyPZ!tKo-^xY|B-^oxHW!^Za?ET>piWwTwv>4>HF{5oQ;;x*On$EJU7?0<yb7S
zJ-0vP>Xsk>E~$2IcRQ>se{I9O620(Clf8CN^LFd)E1PE=qaC~dR<v#LSJB&6<|}^Y
zr?`4}y`S<`I!rEs;X}w})d0zU=E(ss-!SmhTAbDW{O{#$S@*05tF=$MJe#%G-gy3w
zJ-rs+U*FnwR?<Aq<-t?``n45%KA*V#`Le}&{||Ey-j$MnsI+&LMa5A~+p{kMJ=N~s
z{L;2(^*0fQQrG7@OdqlKG+z12zPDO$%fq*P_hyJb`o!jL^Xocmwb@_a=U1L?RaI3E
zo)<mq3wL>I$)V+Kk3}1FFNLvu<qgX-ShYZES82GqZfEc&kClZgX>7qSj}}ch{>+Zy
zkG50JoFadTm%*7CtOvfIe;gZff7ivulgezBT{b`Tl;QLBULW_wNYf(z(l&3^z3Utg
zD*wFB^>FEo$rt`vuB$w`b7`)??c9iS7ZsDvJl|jS=H0rQ84*_kln%;s_i6X;-(}==
zdQO+>`?GrOu~Qcp?Oih|=FUd-t{3n8jvlaGwQP3o(}hWv$w4s;XCsqT<x-|~Tnh5L
zcH#N+-v`1&Go(*ENhn*hQS51)_4QCW7K?9d7d<|?ZP}~rY3H69J#jzz&fT<%!R$%b
znjgA-Q;Q5jN+j1@vR2I2^<_~geY7?4oaf7!hspD{ZsUw-{G)BQ-Bzmb-RX}$_tF?m
zeo9+DnU^)i;p@uN>nu&r>k3|3TjDiC=GlsqO7Cn!E_wdm^LYKIHPbBBcB-yj*SF;M
z-AN`h&N@h|O;F6b+;-!EQ1&82U*&4iX+}p1vhGjms$8wBQ}}WB)@0A3=q{b9UxkaJ
z)MBP3UfO&sY=yayRq2Y(?{5QFtG(C|-?i?H<*#7Lo&Q3bb$<jbGB;03kyJ?9rW`8q
zHdNWCIBXM}U-lx6L%}<q7dM|+;~BmF(i*?}hLUSus)#Op7BctWNsq@S3mXou=uWw^
zqGkPK?`hBEE}z*f)6=_K)b`9X$2nyy{%lfKH|<uQP#EPJ8C^YRtMs(a+0!;@s9%2_
zwOzcjn`vitNLhlzT1$~fTW`u-4(gq}b8b<&K0DinnWy@ut~LI1<I9@LNDpQE*5YEl
z+`y*m-m+@V`OojJtK$3mcKha|yes`I;<i4Klik^MzcRu8*VW|kt2J*{C^Lj_m)i33
zqSx)YA66{%p7!FXP<y4}m09O^HlLo5BJ<dE?Sg34GfyTTP@B0X`Ryd0znAR2KCSi&
zdy^g{6!N}k>DC7wh1b@cElIIddA50y!VUX#>vY&nyS`28-6fMf_olR1*u8=zf2Q5i
z+7*v{`o6X<Z)#{@lU}j**e=0!hCi;?S`?|~p8IiD<L%0#w2*U#M^lWA4W6%cQ2Q)%
zSuQllaovpK$ZhL<C#e`c-kZMb&&{*J>8iV*Ty5O(v1?u4i?I8Fq7Exhe);oCOd)wz
zW}ac#oTv*^6pLT}xZ+-x<+P=R(L34oS%ZGngn3`ZmuVVRK3aNa^)l}X46kS9Ww2Z>
zKCANn!cvj;;tR9<+^doemYHR(PhGim+N_R$S0g)ZLVBtnUt4YXSaPAkCI$6dtA(tp
zt}f!Mx>_c?DrL5-%BkEhrkqYiwXbd-cfPiIH&43h`I2?{vQi>FrN_N8Q(3CJR$P*i
z>X`Fb<)0{Dlx%Ic?+aF!%I~Y*_*<wiH`!@<V$JMwjZGfU`>(GJo7l%!?00^{ikX{V
z&bsQE5w5-A=}EaSfA9R&+Q)Zm`Xq)wD_`AfIa;nG=UjD#<x|!n<=SGu6z$vVpB{~w
z_4H0qpbN9i^IOXq_`WjBO#buouiezsNy^%j-^#8MOJY=K-fL`mjPudzlN#JTA-97i
zUB3zJmyeHXR$rc#k>`GS-dE6yy1pmZ{%qek_0e|6Igiyhm>hZ{^L*v9X$M~(|Fq&D
z@5BSYu3fyiQQI~z)4AY<<N5l}v)+FB>t4)|eeR&;>#hxxL=v03+C^^8x0$jfeX~WM
z$B6_>(dXC8mYL-+vBw`;d*j~w1IY&;?b<YP(*%cg<&x?j<>pAu$-RE&bMgU`%M&NZ
zs-Eo(iVRma?KxFz+#Is>!h^Mb0r#xzmc||_myZd(sv>-TZ#t9Z`4?KZCePd7xN>rB
zUr6`tHh0U_k|$n<HXOHq5^~`COJD20@2-tkW^LH{KGb35_Nt3(Ph`v}JeKKcVaiwB
z|GBHKHoIi)g}ISxnGc?;E#fKk^1sw+5_?O=e{V?La#L;dg{#g~nx32GD`9c>&R>qn
zk&VLAyGqwgyXxG${qwqa_Pn=GRMnMk=5Jf`*m{F;ylSxJ;Wv}hUkV;vZC|;pNUHu;
z1iO}pt@hH=z0(<(v=?#aOE7OZn;U&PkK;7ggK4>z@sq^VETp|Yg<DG3>b=~!Tm9ay
z-L<-xCC}z}pEi+oRnEHB{A0&@t<sI5vOnjac-yPx{f58q0^inU6BJ~+9<3|=5x6fn
zBKJ|L>`D2lNiQCy|G8wf*jGDJ`Nk!U_L$Jgs#|J3)-z8(>cjZ6H)(%o?0LQHRrAEQ
zUf=P~(%J3KCHK|Yvs&V!8Jo19d*9sd;jnI9_SZSd<*#G5OlUkQe{J7$&gQP3%4_?U
zpGYnY2=6KVY;k&b=!D|9*vj(4<)?R622`#uoFt+?>skJm*VP?!Bl!OA&AwK$(qhZS
z$JMpE>LsVD!nRBo)I8^>z4~|h^|cjS*Dk#LZid*Q^sX-*&$>cb{qxW5*xSo1+`aRl
z#g&#VQy+ax_t4*P_r&+L8l@V$1Sh`kdUQbj+VapkHm!Nmyz6%->aWR6zR2=z5}&l(
zR+Zpmn`$3a7apyA^>Zf!^ZdN5KY=mR<+X!CG~BLjytHroMdMoww}(46-&$WgL%;sm
zCX;1zbq^$D=XQ&pWZS#TB;%CkryE~2Pi^XY=Jzz+_4f7cSx4rI@I3##u9@ZW#Gm1|
z)eQx_Wj3ZN>q^{$CTBgFCbr1a_-1z0GsE+b{kNvH-R@hqa`)zx$Fm-;b@aOCK36rW
zRBn1)x?-_R-gEW7t7o&AOgdWaqu$N-pSbyW%oX0nV!yAR{mS`iZ@I0NNzlEhc~aLV
zd3efNE>oLssqnGu+q27po(E*E^=_NAgJojZ!+$52m)-elrOK5Z_NHP>RdC~}yrU(v
za@R~eyJH!H?CWc1TX%)9Y3$ZmcdN40G<nvCm(p|ATz*(7c{IuPM*6Wcd{=LI=L*YB
z4P2x2X6ubjKdmG0%6b(9-t0^)7UC=Z86LB1562$8`lu(<&d>Xrs`K&M$_H86(avpk
zXZPln*x%ZADMi3uOYGHkOVP7iH?bY{nD*z-*0VaYDevYj@pQUnR%)Mf-hJh?M=@o8
zEZ2Cvy)iG_M{9+JvfUKbp0-;z4!WsL@_&`(^veC-+2ZyyEDc$AxPCsFkiAP{*Gj#t
zlv8u2t@1jy<D7+v#O?XlW=`7i{L=cPCb`$Qmbr^^M!mbYRC~$Xb!js^Ef}u0Zl2O7
z!Wi9cqP#rHZI7&B?8T|-Th;}y+&cYUvhHe4)_&6k(>}=W@pXA8J!@U;-mH7K7d)F@
z>~K79!2|x4Yi7pCiT}}3zf+{`bWcYAOw~2MTeFYumELXqIFheGE0H;U){8}g&6nmH
zusq;DwPDJda~;3WXUqI(c_MYK&w$O>`NEggUXSP1O`UIh^U{Jf;gf9dl&!1EH8WS4
zbKTFaHj_ida;ik+UE@|?G0~iBn{FOqGrY7*c5cO^&36*6<prDM?!9}8J6-P8?Y>(I
z3=ClvDpwCGGai2)xzm5g&Y(M&LS0uox!SJgIjO$ZA@<;_tZ>s4&-$I0$wjg^hNv8{
z;abYlI(u#ORC$JPYuDT|ZJC^s$hewGvFDn$&nxT8Vjue$O<U%=d~v(vnVGzZ%QlNM
z#f4pM)6FG`6C*Yqw^X0^pJA@ox9u((m&<o=T&^?GgF|h{?d}qz!XIHP!<d<7Y<%)b
zd!y^i;@NZEzNN8Gx%1@G@hnG{u2(^<cTYUpV$*Tp{L&JQW5=!6ynmH`Yt_ez(F-p+
zKH7P>nx$y!^1WZ&EslR(`7G$7%sb<~w=%9(R<8P&@J+Pkd$YySknBxWrOQwJ=8rob
zwWg&ywCLoeoi9|&&J|x;a__(=i?tzv=95xSGIe#ZK38g;AW*U7M&ZQJlR{U%Tzfh7
z>FwLMmUY@@DfRB2b)mVT*w@u8WNGRh77fmSq2@Oqzp48EWwivm$W!NeU;V7!IZe)f
zv{CBF;rYj=p9_7bRV*L3)$@Vw`JX0}uJl?>b3OjpD@ARQcg$DQWfQderUv!4Co}mQ
zq|KFCx1{v=r?uaDZMF2Z?5=1=tX{S@sr$6zyUMpd5fYQ<WjhAsJt=t^?yXd|;+f|g
zm1)N+w=-sSY%e&@@OACesZsOP9IAqzho@?<YpuwgefiQB-_^NqG{asRd)l7lFenT@
zyW+~cYlchOSw2TxJ}zL>IBUDklFz#~FR}ic=^1P5^(BSPqVr|{(umfA=ac88ZNB@c
ze_EcF*sj=?=B|TgTRB~KXB~_63q5f!%R7K8@9wN8%gf7bW?k7fWx)ZvsanOmue^EE
zwQS8-t7M^1z9AFT+(q50S9Ts!w0!BeW%J%yKAWb>$8Fs-d8f>zz`YkXX{|V$vgac6
zBu~@b<$1}hp3io&IqzK^z06-}k`>2R79PX-$98E~-!5m^aPa&()`CFSNp@Q+7}oY&
z@#0*|SMI4hJKR?DT|&mE9WNufYi6G~n%d^tA$)H$r|->^uY+FR@vL5Jy?IM?n@U1;
z*Uh%b2%Zg0dwwyMKQE1)_Q=7aZr&6Pl^&VWO&hPqXq@N0w&CgKcFXjm#cux!j_VY@
z4|%8m)aKpGTU$IM?oZnEbMCE!Su3xbPP?Qqp@%12TlCA4(iP8kO<1Qj?ODyHy?u8}
zB^Esh35w?w`Czwm9dA%t&bPH5ixvGm7oB_crtYYF^sD$x&R5!TcO<PIbgh=?&v?AI
z<boEfOu*Y>OVdBglBf3XO*>nd_v+51?4*zE)2Bu~WqRf#7<6auZ>fW^@v$6c>n;^v
zU%s_OENE3iW0O^3!0ZwZ!ylL49(cTdskYi~KL43=tCweAI=V%8>dUyJ%kM>bFbi?o
zy0h&I2%XN%a(!v0_#zYO*(~8UYo@*{^qL*DtUC4kjb}lN?2he855Jh4;30Z>+g8T+
zVb?z0ds524curf?(sbulzcmYU&-2CF99KM5ptWUPR{?8P+*;d~K*P_Bc2gg_JxrOi
zX`W#?r`oMQe#<jgzsh7ysyJ_&qi6MK$@U2rGHL6!<j%S7ZnUl4Y;VWf2|`BN3nDJa
zF`O;#ii~04&FSoV{xa~a`W-(b|D@mNLJPY()oZ>S4e1Kj=IQ&oNhzvulJ1IE2`7!G
zTbhPEUSE7^o9dRJ;#sRzI5y6YsyQE&v#xlvVam(Ui4roiF6&CD2zx(wIwidGW#rDt
zuL)P;ogVB;-TLX^&q~t?eG(7mW&OHkn6P+h-qEGXdKrPwZd}xG%`4m<b|OS}!9USc
zXO}u_CMe1L;+y*R^>XL!JjQ*Ms|{}+m@85j;@0(g>Dk1Nr#JWV_pIN;UTbr7vG0O;
zUso@vG2gNMicsaU-%Df{FJD{Rrn^{u;#nVs&g!s<OIhxRl={mD1r%<&eqyDBZkpol
zPYsMGzC4<A>5xf50sF(Kx}<dsqM<!=t3rzo+KMfoEAs8uv(r}VKh}F4-!<1wbD89g
zC-ZDyJDNOHzh^Sp?^nc9){@)qdY7l4IL@|GY{yAPBirmti!U#5?9+12=8$ELYDz5*
zj#fUiV9T5nYmV>FdUJ?}b!8d{JKIY3ysK*xCB7O@nO!B`p~V}d-Xk^R)Lq`t&&sj|
zS?gE!tzXF5f7vuXdArxP)F5BCOAJ<5<IL~O3%}9J_^vRFG1N9|`>Yw?S4jC!zqERu
z%8u77OYR--DPPfg;e1TE&7FCb&z5oVi_W)pEpp#^QTO3-_VsInckWLOVtjsSgKEK?
zv`s$ejxW_Kxp!16bDGN3JI~c;?U#G7^So%Nz#JK=oozOZA&(c8Y2CW1948qO_R1#J
z;cU?g`97^Lg<iF*l`S1-HyQZf6BVvZC@7A6q-mSwv}}v#>xEu-Pw-yuY1r!WbN#jT
zqH;}hIM|lo+^DHqt!(F=<Z<%Znl;>w6TLo{u5x=axhMFk$L@39E|%@n6(r7P9}!r&
zu6Bv~`n3^}epXkHDtdY@&YAJ~$JO!)eP8EJzLGYfEpO^BkCW;}$LAckunD#~_GoqD
z=Dw_iok|n^bT&+9t+xu>Ta!@zeU*{yp3)U8T~%DC{Ff&^_RNbl*YEQU&z^2m?DNxe
zxx|6zOM|X#Pw|!BaoqOxqTcBlN;_t%C%%908~t4-ty4XhM`pHd+WFH@HiwAM=GMDY
z99N+KjA6pD8QVAQW{CK8P496}YW1BrcaJ1Yj=6H_X{X#)=F`dyo@Z0N6=ipRSu?x*
z&b8CK^k)`^1r=4#;W`l%S$t_i%u)H^u;qGd=7p4MYbVSP^b1-(E$eA?h^uqs&+E$7
zYff$4oSq@~RcLMQy5k&{UZ+>SFfZTW!g<GD>XG{Osl{7=KJR+0`#gI?>=KJ}23fbG
z54nXY)f#D=hUGu2;^vq5<GX3?z0KB50#d89#TFNNS~Bmn|C_b-TlIvxkfU+Yx{lMi
zjxD=9-MRG5qP;hc+Px17+q`|d@1-*mztZ;X4!*`6Go@v6AA{`cee)f6O`oZfXZy-K
zm+5Y$^8BS~FG6<h-ac_jsOp;MXP@-TWaO`tw)Xh-b>(HJy>nXio2stw{Lhf)X4qgH
zHtlrgIqi&xU-zDs)0z{yXyUW5ePUgvr$4!`Ej61~;NTf?;E(pY3~zm<1)tnaub)gQ
zvI(C0bE}y3lVgTmv#byA;YpD?_uJrZ*c7e4`Mv%+!qIbr3hu`2EqkE%@ZQetJAU?Q
zoxOA5_!h2bHJ5iwtjpY?zVXGwmnRSIJ=;F<#B0AUgNXFKSvPJ<F65~Sl~m9+)=+0&
z%K0{L@w2v-wt=~88lRN^(W+SMB{yY**I~v+yQ%wD74GO;yfnLH>xHLNBTH{=%~$Z@
zxmta4@noe%H_lFAe0?<4qpy!swl~>aZJR+?_q6A8UkAKnExgaPvE)AA?I(sd*NdxV
zirAh%lhx|oSn_yp<>onytL3g*`nsLG@w()<g>K`^^IP>6+Gq;*9|((|cTlqPh4yrD
z{>mZ-7LCWRLss35d|5p4a^BM0Cb<$OEoJN4tOF<9<=+}Qi+^*}Op%nwmo|Pmo0?uM
zEhF!BP4Ajd@Uy}^Zr7bJ4DQ`NBx0S=e`t%_#tbWa(`V*-|I!)eTvM6OFI{uW;a8}o
z@;sB6so!nymTo;JBJ)?<u6);wrUN~{u5;%Wh$zo<WA}RdU|*zzBy-o2pVzjlIv$P-
zIwH1)&#y4bYreVMmWPGECoL#j+W(}z@K|<S=;eh%D+`Y#9?QyHmlW9ZPjtd(=98x9
zPo3K|P3GCG$+0|dZd<K4+40j&TP?-H(l+ZzP(#zo6XiRe?=7)3n`oZmC1%(d^8SK}
zy?)`@nCV@ojSN}+{htO+u(V4#FMLhGU|Pj-`)hmVzcmj&BWP}z+*6zVD)P(LnbF!4
zvX*r|)XsSS=aXHi<uU8)qF%nI-Y4H(+OuTgy0yB@hkq$tEaC3n>8Co8^ZUyf{kHsB
zzar=E-<S3L$l0>D56rgh(Q4w;KC@5u&Yrp~kLoAa1ZytmFM3fqqc!@b<<06dzif_m
z@rzEj;k)xMwD_&pnXEe<DUOYe_qO{zpYA8Lt32HxF;Kev@ynR68+etc$$NbfZ&<@S
z|J2SKx$>vWju&^`%-o-RC9vD?%wzrB$HJ`YjQhQwzANGAJw8)r!S>6uzHCmr>|<ob
zbtBjIVf&Mg&1DCk?O5%)chSwu?LAYrZ~T01)yCe9W|Es<MtsWDEfeE-{Io+>`{v^h
zdh6>~F1e(4;~@LIW&2t#)(GdbG~Q%Pyf;-xH!e1GT~+Yv_N8gh*6*G8P<OHG!~MM5
zgiAIl%J3CsKT}+sb*uG4{^p%Jl|Qq;#yvkgt=zTd07rb(h3yx%{3z_0QYU)Zn`P(h
z*<XzQU0o=#`%+Q<?hAizUfw5}9c*u~Y5m^nw#gqRXsw?WG4F@yw@J67kIzw9Dsh}y
z^wx$i%K2r_=Legv*Kg9&KJi(X`QWswl6obE><zVYVl^8?FZaBC>9z88^rz#CypB({
zx;$t0l&uDnPI1(?gl;SrVr<ZMeS7ufN&C5Jb1ga58-HDmeUYB>^_fY~2Qx#j?=s)l
zv^n(l)WrnXoS74{;YpWi&2jZ*S!R5dw*!wIxB2pDtJ1;O!5cDmNjk=qt-g4BcY{H;
ztIgWS&m`X8+huW)K|+3RrNx}2<%{mD_;lylbx$3)$FpuWd-WQWb-fTj{WdIUU*0;k
zz3zMaZfptbV+}CSy5SSL^q7_pPxxGo-S5s$nQ-FzoU7Y>x>_SbmL9KCPT3}1_0E_<
z&T-}U#;z5q&i6Luy(@G3^UY%UnXemVF22h>_3GoU=kxBj2DLq@to!;v`|*r5>*nf3
z_sj{O_c~sp<g~nna-QV_t{tb>y+5&R)%J{|r~dY@$~QG_f2Ong>$5%KN9*(^M9-M`
ztNCor)YQj+i;qZ64Cs|%_*A*>)I00$nfyV94chA@sy<y^HrY1DPAqUrY}oW@x!9Gj
z#9N<KM7%%w+~zvdcd6c!N7fzb`XwgIsmxx$GQZ~9nmUnfsrMYtR!!N^E7$6iCZ+$?
zE^lkwr&k}77`NprOrG`S%f+>8AGmUG9*_I_LjI=NwIfqxt*@25@=#~_xAnrx*U9D`
zLEh6{3bq&P6h6M*7|Y%gW+{4Gxj;o~dFA4}caD{*asJKP)|y?o%qz_2)6I3KOln`B
zPL{lV^Yk?DnP05e7JE;6W*YKFYw7Z~D^dJLZtRkBS6>8p%4}@1y0-r2^~CjV7FFfD
z?5ZkG{n^v|=8UY;9k({~+{4?lFRV>$Ww^!uH0JKwRV$hA?LMK<8&Yn1HCKG%^HV|j
zMW^Q7SW@I37(O+iHuJ53>9RIAw>O~^Ub&lQpNPu8`QwGAb&QGRUbAnj)@sRw2s^7i
zei@)+BsFd3qONyFF6X@#z1Avw{W4ahu<viyOOJC_AzQM~i(Yyz6Bd*3d{))XJm!M6
zFGGtjP4ze$Qp;7deraD)tkm6h&0pcV<qx|h8`)G(ep?@OFfl;lgu+DMn_q;cT)UM0
ztmbR+hxdLHCM6!Pvr5~XYbTre(ND(xgz1-P0qJ>D(riB7TYl5+<&BpSe}a6qdY&b1
z6*$(#&Sjt#b|B{Q(rnL@HrIU4EVeZDJMpOK+1~FGJ8Z6ADcEsxUG2KX{XbUQ#YPEO
z<UCsTMD1Ru@or%z*Z95=X7;X6C%!gCKMAVmn&-XyCi|(~#h#~Pg|!0bZnJ*A!@*x^
z#at)DgQmw+*S=}Vo4BvJG1}n8>m6cw^;S!sq@TX$GWnI@H0w%>w`Ysb*4CXXJ63q(
z`XarlISUe)e}rDy+~{zKt5vjmd(r-qwM)<I3%&|A;})=O&2wBR<XEn5Ta>*y<Iooo
zodwLZu4Z1S`F2w!d0l_r^48VfnL=fvt7JrNt~k&6zBthG<kUY~Zn0^}s9A-)t2};f
z^OFgD$NRSYOA&q2vdv?akTOI4)Es9uw`!>!kIZCOn=5{fc$%aqF|YpE*7AOxEBTFc
zxLl7{**VuN72{)bb&+zuww=eZ%`oJa!OkT|ZqD4jRcoE4XyE*8si`UtF73E_(fk(2
zW0Tbu>a$Kwko~z_{ocYG>mt6J70)_9QQB79Pj`1#TI#`<K{L%Wo^wseI;AWV<nvf<
zVdRXGRdUZJJeqi@ziPGgyVvJU)_CM+&EK*`%HOH>0N1(QTe==8NxFM&Td>_RDj;gN
zo#9a--<QcDOJ(zuPcIbTCcLWXqVP|yufH|qGMWVnTw{IBWS$<)S?w;Az}V<#a_N4d
z-=ge?*LRAPooHG!li|R5uTzsgl&zVzW5TR$mtLi28kas}m{%3*wnH~k`lQX|SvT5G
zOWb|w>1nrkN=Vp4DY@lKJx(!-%50x@Q9pRzp$$*=Oo|gpzPEn%iSx7kQ}Xwo30&vR
z_3ZhcX~7*ozAtx8I#cu}J2s)q$Ut+i+oZUh=hKeP=2cvMnoHq9Soh~kD<&Q^<quvY
zUzp<l=}E}z-es$F+9h84raxcHb>iZ}O9}N}D~$X_jo&67%RI4T`9d>~hJ{KKgW1;X
z?n&-i$9dLBZo6t;+ai|9K?W<?3>`F%KQqvKlzGo%<z%j`AlI<Ayr;a2FU`KcG&)IZ
zCJUF|pW|r^PcDBxuqvlki&>51*|hC<TDF>c%SSaXu{@e)d+y%yS!X9bbN{`6y{OpE
zx=%N*S8lvNYfYY8)w4}zK2Orts#v_rbTx?z+LSYK*@QWa$M+fwZIm=k5Pcio^wG<0
zL!DdIp=QaoEFs4jmKc5x(t3PvQ|{uh3)dXyaHU<cx7ubHIOnSNjiWoZCox{1waX($
zCN%88S;zUOW=-Z5+#zQsvEqh?+NPF<^3{pmbs@Ji6jw5*%yR9&wmdZHzSp!cCOd6&
zliZWZrW4*td|i@1<+50kzp2RD9eoxni)wpzdPX_V)BG4S;qkm|Yn7g~mF?2)*EUZs
zisp1XU%a-Qea_YJi4JO;YpxxTTyds3ljU=u#L|UD`&wIS-*$C<Qn+AX^F%Nt^xNcf
zwy(;kS3S1f7#uYxm2GChe4WWQ)7?M1UT-V?!rFiHX-+lstiRG1ORIC;&YAP@Jv|@w
z=ibM(Dci-K^evv)m40}C$MmYSg|fZ3=gw|gEq6caM~<JQlkf3&c9WKbsddc>-!J>;
z{AJ1HjM+D?%dUC3DB`<%OmWwnlHWJ<--b?Up6FYmaXWfxrB~2WQ`3b{+<aercRxGb
z<6??nWb`NP8>V+vj5aS=FFlbb<%!(ZZxt~i*};3iMlbX--|bfO=CDeb{=C~AYqvkC
z%~m<axZcZJVzv58<r7RP^ABzIJvAvyd(N*%J2UboMM{e9WSX3F(dl{GCbk%^vvcio
zCi}XFN}R9D+P!(F#hRb9&3mjxo=*(6_#%4ZzGR9*&&NNj*G^+_I3IN~)$y2n)RIe+
zuE!l)b#Gbf7KP+_S<yGR1se+AMt>`Nt+IFyU+wCJJGXaPOn-W|OsnhGoT5oVHcuZW
z%6n}Vk>7oCZT0dFb-Aw-a}B2}@O`bjc+ytTtb3>1Q|UwosYfZ{W!mSmFW=I6-gVy0
zV^bc}hEl1tiQmd!6qarKq$s_K^U?N4ooAYv`=f4F9G07E#p-xsRj7P&)TFRWN1E=i
zsP5ICwRaCgj_Z?;(ZN1vJWd?54zrn{;g-iKy7b-F3y-^MZY`dscUY!6Z0%}><?1SB
z>*{i!<^2#{oabyF{61j%#I0^`O1Ks8He_u%=zgvF(>$wMZLL=hm!4bv3ZA?@d8*ni
znd6x%Ush$;E!?2(%&qjFA?hhhbRLH-qs5wew`U(R%)jtrUQU13ky&AZjd!jd|K0xc
zijt{HO1h}nW^3iVmW%Jdyt2M-Un;z$z3YuYfyGPzNvfq!m_yH8J9wHedvn9~Y54}M
z{~5kspZ8<8*U?*d1h4R1-{_kE`_IICoA-q0tX=AH<7xGkka?Xqt{$JdY?jSu=gFsU
zgfy|)9<7d@t@kDQ!ei4<zH5K>Zdf1pcEPJR-)>Gw5n`H^c|WA`WA08{(-*ZIE9H52
z+oaE0@;%sSBeQHa)2)wB6a_cGjpbRrHC*!Lr4Fx}bH8Obw_04<_vVSs=`T}us7s#B
z<c$iRtZ>}cbM>2rlVw-W-r1csM~=1RR6wST*85l!g&h-@7L}J;o=uL6W_Ob4xjZfO
z<?G9)r45YUf&mM~s|7Vf{L>20E_FLv)G#5tAo@5bW5qenuWMu4Z1|ej7KNJ|?cQ)w
zA<TH{Hmj98w`?^@+by{7>hqT|v7dIwcN!lqjE-|@V0%+_-FWS*4NXEesqTTdc4UY4
zh~7NiarE+Hv8U-bR<DY$RM47Z@a4-o!FNk${!0#dGIhy>NjH~l)wo{BmZSGT`+3&Y
zQq^tk$3xc!3rA^gn_RZ><u1Evk5bEGo)pIZ$`JEa`z*ne?Qu7A+qH{tOYJpY7zan*
zcUJK^FsD><eL1hHpVVsQcb1unE0%1%92U3z^4erArpu;c5r;ZH*v;E=Y=7|gS}ohI
zkDINN*J)Rt3yynvXw|9exFhzrzN;zBJSlqm?&(6!JDxA2#C#-9{ySIbbtAK?e9hyw
zmFDH@Nvf?yQG5A97fo_wn0#q-o{pGFn#E(=U)L8&1eY^#J+^Tzn0Ro5KtvB$s76pr
zT-UQugDr`E{wF@~@Ov4<c;kBXLSHGHg?}y1uPweNxJc-@deN+IKfAPrTWep>GVBS7
z-TK9*%H+v%@zm9}J|=$hJ=a3d6bp!YGR&It){nO&s&@ZuiJ~II`CeZV7v=o=WwPMS
zY~|h?PThC7KK^GAkE}e!cIWx}$8q;9Tv!-;s;<w?;!v9`Q+RKudfB;CR~Ng9^@QGQ
zpAzxX&Uf3L2U1f@4y?FuR(xOd`WY^d<S(MW(`Bo|HY}O#yZCVTih2FT*4~>UmIv{x
zH^#kP@}us`{&^=jUlqqiFH@gcwSv8{>-+4Lty>p39-g}1Uer=^#ahWHSHDd@VtVGh
z!IgR9S7w>Uu;y@W-KqR4+vtf-(M%&F|7)vF7Vcd4LS4%1-TRea1iD&H)>kWAy~{Up
z?rXMKmzESN@qBIW{(7HTPnS=wo*3u7`qYx^!OznxR!!Qssm%F7urjNxZ|<gCo#j2D
zvifpmk1W2g-fqmctES}Zdb`P!=6<!A<rO&h>n;}Q`lY$iXSYf-&pIj*pfTy0#bulH
zYr9{D?u{+C)e615_Pu%WjxGB<=AO)RSm$yk>gf%^)52fYi0smxKWmM~1dk<syqOxO
zf^*)i<n-LO<-*;4)4wYSf3?kS*m38R+Qs`zOTW8pNl2TW&yppw;dy^n!G2AXr5u6f
zyVI)|@o$bWEWXY@EBRIC-X_M&qUU4$wGIfYvo}V#ZZMt`ZW?u|XzMl`&vlh|7Z-gF
zR@~s5eEaM(FaJDk!$p-H$JOoUmY99xXJGwt-gJ%biK+`N%Iz=9R8Pn+En;EbJvnyk
zx1%x5SHcC>ESSUf>6O=|bgA#*Gd>mUcp2)VuPjsSGE;%^b!_Y$M)5*+wPn1z7sGSK
zlRb0SPBEHzw0L{hr(+(kWAzqSK6B}Qd93*4iY-Un)9x(jbJJdBR=oFI_3^pZa;};;
zDqq=0r3g2x8J?}GTljEO%%<;8s>4No#caDY_t3888lN^_nVPXH=fobB!kE<#QBEHA
zt)-g}z58)ceQQaWl%tARR7u)m=Ci?1<J|ePm&f>=67^i4d)Xvug%N{F;g7J^r5(&1
zhL>l(SrpRA?NRtE>>O8FzDtpp_q^ZA^1sCkB=5e_imW@DEUv<5`E||f_X5Yop7x~6
zwa@x^H$HIZj>&WWGqfh`6j>|%Yi7|Y-=(R~%FL@?PCey*;N{V*%nvFbJ!0DmFYQ@&
zRJQ1BtV+1h6V|gXtB>)%ERvC_iv4c2GjW^rE}3wf4V<b6WQ4mW<QMlx?a!NZ-0IJA
z>vqwn=5Mv)uDMIK+`gW7Ol<kG6Wts5LO#dE)^#oCu?oNNt6Q+F$f$^ow<PL6Lqo!z
z%dThlDHlqpq<4MY@G0=#sWZ3cn*7{)d*i1~KHIj<ls{6jF6y4xq?i3U&vwiDd+zYp
zQZf*kJZqM<!^FoKFXP&`wFGD0J@NEe=IQ8JWuFxK^9n=1vL9jLd$f6e!BhuZ>$ENN
zu0`I_;`w-K&yApGYsHF=O)d(vd7BWl+}88aUgkp|<!v`vuy9>!J`_G#^ufBymuJhi
zNhw~w!&E$px0ZQMSns?enii{fs^ohbzsb09owsbi<-upWv%e}O)N^f>YudbM-y<XK
zvxR=XUo4;Q-fZ*kwspU(*4E2xdD<IxZ!r60RH}R-Tv;dgvt04ZfJHmk_1x-C^9*uV
z+iJ3+?9`e&JXZvdL@Qs~rLj;sgIT@nRrl@S2-T%$SN3ccSdhXsC0fU!fbnSVK_O>}
z<ZBz#cln;(we#tFuM;~p?wvThFaJv!_rYV@=X2lY`5Z2qlRoEqz3Qo{IgCErt@{e2
zj(&2Bk~MiUCH8T(Sg4tEgi7z7XWRAW=V?!!<-B{nb6ifsQ?+wdetx;PohyaxEFW#z
zEa4clb@Q|wF?+8&6DEH86`s0g(#ET6Pxeply|J>{#o=|N-f@PI2`lw1*XoNdyvecc
z+Hy}B!woWFOFG4_%C1(Gmv}T&<(1>Q%4P4WPK9mSxrrs!gZ<-*SvnI>tgC;k!*Ous
zw5LCxZ7ADVHtSY><IZno`3siSPM*MF`E5n+EVr6(Ya`bMS^Q_XwfJt-^z(r#=5J0*
zO^*B&Bj+F*xs~@$-BkIR(tOQp)iu16rYw1LD>YoDXI}BIu*&1fXLH{6^z8{PYgg_%
z>%Q^El2Z{;4wkERg&9LnZD$sF^X0-0>rFaoYZfreO<7pMuD({;%!=>o(n&H`x2fMf
zr<L<Dvhh>Zm3}pm2eam$lk}Y6_2*hl?~jmmPo7^|HQ8xjyUChgo#*PkZZxt_zqir6
zbnR+)X=$75r5Z=?y?8w7;-u5P?LWh99;7dqeeITMF66jIGevQe|3ly7u{=Vy%&wmz
zRe1X>C0AYVZYuk-=C3KU+ZpM3ZEMfmSCssl=^dKQ8ok5q%~L&zR^14vz~_2Z<?D83
zgxnT8UlT47m^4|X@Xu<CrB~%@7Ob0lZd%!=4<QAv=?$q#JCCYd_g0B^4`4TK7v3->
zVe*MTuO?j)+B2<vRpv#{w4NJ}*ZG^Cj@>vZOnv_BpVyb}y`#I7<G{~tU)S4-{l2wn
zrCxfrTyNRVM2X$smAA2%6~@{W2syr-mAiG?z2b1SsYx;AZ=+pTELp$uxcKP>oAytc
zBRK11WL(<ofX$n?*Jb?-X|$BNc5%|CT<I06tJK3e4wRcrp7S|UDQ1W1qW$KVcFpxK
zcj0???umxP=dNwh-2G8O43aD6d|wm#Yue<?Y0kTK--cBjTs6abbC^NdW7ADHXK8a;
zNp;TNr}@*C)kWm_Yp2~CZam05(%9u1JSS<1;P&NmUuzb73eG*&Q+70h;X+wjuejsg
zm{m6qtZ*y-^D3?M{H0aK36oz(-k%lS9~jejm0jj@z~(0t=V{p<Zk`-=x3Nk{Om3^|
z?X}9=jK8k=tZtLGx#+@8Gb?vi&s9$*?d5gzD{l6+Jm>K@oBhfy%{#_zmS2|Ko%rL+
zlC+%9fdY<}FJDKReZBI^WzGJzUJcCGR;NyRFsE>yrb80@Qn$TlgZvk23-0d!xRk4G
zo~xl7YYd0k^Ziw~%%uHKOtUDm{Lk?9>fDaz+ooLmL_P-^%P`O5&6%~e=Z^HNiTPSq
zWvkvf^X=(c@_tg~gW%AeGT&E(<u3SE*8NIb@J4N+&k2#|Nz#2+T{~6&GiV))o^exk
zquS&7S)DhVzATksUY|8%szR}ox8KrY*R>o<F;^Q5>gNjfe7+E3Y<H=0b>>|eQK{X|
z@%i#^L(@uwjM%c64Ij*_zFK>D);*IOi+&l0ro24<pCNAPojqT^uGw&;&SK@%AFqFe
zY?%;g+Z%DGX~(y9`!0R$)=1KB348wMbCketCO&>YdoDk7?OQ9hE__??Gp8Y?IA+??
z<!?_f_ga~}B3B~$+OGDQs)6Sv)~Kw#@~%`d$Sm*q4AGp=6aAknH^<7}UB;<lv4)2s
zOE}ig)6MXvSV)h|ufm{(5^KJ`zVd9XhIPN~&b2}w&kABspT3X~(oj{lLgewac@kgW
zdf)SV{48eM8{hday)qXzzQ}kk@?Mwc%|tUlEhGPj4u9IcdgdQn6t_Up?yI0e+6>P>
zwpupx>b<5W<<+ga6~FBPYpJT9YJh0f^~n*hCaQErgl~FT^|pa~cfRbd@Fya1a{AHh
zC;lp}DM{8oHua39js2>V-^16Y>$h*6IDcYmEpz50UV{~q@yA6kEnB&4hlF-~u-7u~
z$;(%EpUZmtMszQK*H&xaB<9a~@_yO<##vrg=8ufB-_M@0W%b0*InOWuXILMz_=Q#8
z<JP#ksV{<7H~V{APt`d$Wx?Ll#*emSFE3EJ!&>5S``CO#^?Unf&OSIR<+(D$@4}eB
z=MS&ATjzfK`mC=HZFJUVE1#P4Fs%I7nZ-|&pT@equ-<lW-qy2{DPa%yTm4FU|8VI&
zzr*tniypi4gE`2lP%isQOJ>QGQcLxg)z(Wpy1$m$^y)2PpSG^)eqdOF^o`J)e>7J*
zAMD(>W7Wz<_cWgw-`ciE@KMNV!|;6f_0_YVSy#H1C!6-$w(Obm{AHBj%j*eEMTULa
z%UjF%+@DA8e7&UHq)lv3oyJ|gX*O-I-DW-YKjC<Md2rB+d-4-ixs@l_YTsRK=)s_6
ze7`RvSKFpJ!f(#g?2NL@Js~kEYvz|0+wn4;S*LZXBJaM!#CuyGZk=Ud^)Z%9{N}ys
zSG8@Q1a<q~yi?oWUQ!yklYMV#=8}wye9D1ckC{(NH)UN*`@Zl&_Wo^?<hA!7JNF>^
zrI$fNSm@QIGh^DA`=g#ppZjVmo&WCYeRu9Sv+rMo{H%Q^*?3N3WLwp1XQnXESHbQ-
zL)08U_dM+zPs^f=DsSyudiC<+<2HO#EjF|y%b(gj>+1naTdnRaJ*(g+vu|Xcd{eSM
zUr0k~qiRR#+2G&B8(s(OIph9i<+q^SyJgZ<?iWll?770)@qj07(KL6?Il|{(hj^Q1
zFEd%38@4F-blCf(*V9cynkN;%4u8zjSFe@5+*Ui{(jAevMV*q*WiB^7pA$M!&N`&c
z$X@G~)*0W83p7pD?)(ZZ<=!n~a=Svbd}Hs@!v75Emfu&e&hNV#W!?C4*5+@^k}oe!
zyHqWj8K0E2Lo{^b>$BE{dBtIZZgyMs?3}}V*6cj7^6JKL2Z={3P75dh(Vpk++x^tH
zr!r)M<|2m$Nt<TM2vz>cVyk2@ow6c0J0yD9+vM!G&E=*EcU|21wCDFa^T>S4y!7(S
zDG!^k>o^~*(oHn$3VFF(?M;ct&HO#Qajcb(_S|)SyE$cY*Ne4ZEBa6Uk@|c!#zl7N
zidBiPF2|g{*Zrz*p~E>}qv)yqf4(kTb79km`)h-zU7bClIJR44(p6(o3-g^x+}qMc
zud+!O$M^)=q%Y0Ty=UYfUnLrG_Ql1Q2aoFVt`yDM_9gh*<|jLotUg8*pQ@JnB2u|{
z-=b36*UGzk7Be?#U7s9RpI@#dIQhWZ%WDrAa5rR6{p|Ytwya_8)N_+hOPJ18$+9kv
z=w0hlyydyAR>Zm}x95%5)|n<;?VL34+eSMFTLZ1q!zHUG`wJXcsl3xc^H{*{D-T!J
z8{JkEjq+i&32A$#=V{t%w>)EQv(oQp>w@}=MPD58ZkGOMdfBy1B``+*)|#dEI&*%9
zJEsX-@XmTxl>czzi_0rLqkc*AOW79p3x>bE{4?BtYhj>A)7I9n&&=jVm@eKKcK4V;
zJ=dfFvyXuy4A1wP&UBKQb?L?DsOg4hPZmp^Y|75!xOmKQz060O&j*cm6<B;<x8LK+
zsh2O_-I=<gRBG>8?Zl@NPM-Jv@*Q*BAUtpCtm`b>nEB7`?CuS?vsz0&>Uqxd9l{eH
z%wMmxFl4vetL`VeH)Supe&@Ef?7d|hpPUN!oRkz_m44%UUwzb@z;vq>_nzx)=kffj
z9mi6}Fl&d-wlAWVLF_*tZEsTYvlUD;=&(GNbxvST(#Binw#H!r7J+k~Z7ZndtDjl9
z!HR39rRXFTOPTVu5_8f`&B|3@M19&+l(}xl3u~!eYdDtW>dxW1sWJKNorRJLJzW<f
zuP;qMeNg6#;T&_dl}C-@i*r)GuVk9j)fyuzVd^?}JHOY_7vi}&CG$0+TIZCkc$9F;
za>4SNE4y#3@Y2mQR%V}-z;5zj$JyxqiSK9iwM|cEO5y7AIB4Rj7&kTkt&mW~x0jJ-
zzl|=XHi}&giB&n~@HRa3X0O-duB~NVL53H6=e1lq`Fz7M`>2b~&B4={R=Vz6R9t@J
zS>0K?S8X1tU)D`N?@*n#>deEPObd@4J(j=mgn!PF&!KV(d#dY7uX@;Pt<=c~zdz@a
zr}bk0?Cgx>+tE%(o-lu1o0!QpvB5C1^YFC^IVHB*E|V;uYZm97zHpQ)S<5);b+MEj
zYvtOrFNFl>%{-bBb-!I=`RTg0s-K(v-r1W>{+q4*#=9?kYkc+5n9l*rmhu-FNBX;!
zx-FR!HcQ0r47>VLn<Xh<M1JZmE@JxrwyR?otISu^NxR-<p06%95fe>e7Lk@X^`X*k
zYmoI3h6cm03)kJ>xVot7o1xdz8%MX#l=v0e$kKZ@M0}^RO?}jMz6E<ZSAU!6YHIo|
zz_#1qq$&Hi3|ZfpN%ekHId|sWZw*>0Y<(rxXQj?ena9i5TIPBtPvBp;u1V6|;Eu!j
zwOQ|4!<pAwFY{ihtJfnjMMH+GWWuq^{|v7~ulK7wxU3fX>HHasrJ8z=_ujfwyT)+i
z^Eu%zW{r(8D#DhNx$o`v4l)ypURrD!zrxSRKiI`-&75l~*A#jhjNb;CzS6wqFPf@;
zuRUM++Vri}oUzftQX$&nS&Iy!*FO!{V@y$)=T~*r;zIKB$KEq{%G#`+_Tpl%L}PQ~
zc~h^a%i~%e-`et6HCWzj(`~L#j;nHx8Ey7EIj`3A>LEGKqd6~swLW}Y9-no2o`tjw
z*BYjy7s7lq&du}^j^|q{y+Th_=gg75Ew`i9-&CAmnzi)Ury?!=?e3DwqFRN0kG{Xn
z3$D5=W_W4s$$}-xqSJZ0UQehn={aS1{%KUKNy56>7xqe}tBYy|Ul-YSGclT1>h03=
z`<CiPry0rUGp*5i-{;Gd<n!cO^1Va+Y&(~BESvqkqh|ZXn2VJv%4<_Sji0>B+v}Qk
zcEz+Dt$&uQnz(1qR$rR5`sDu7m@J{!?-qNhc*-Pvj`gW3sbFtBzBK*DO^)+%*(>@j
znb%dUkDEMQe{Yg>VC}KnhZxRjUDjz{u=d2lkT_Srjm&-Q!BIuabyZxJi{E%QGbMm?
z<t-l<56N{+9!bg)t8}yWP4$~U<8rgtb8Bv|Pvz^jX_zz5sVil25#1rGohKUD+j95b
zEMXJF!UK=@hD{9lB0A@i+2gYjy&dnPB5mL3Wo9mT^dly?^>E|0**%wgRQl|>&Rz6h
za5=MI=#=NPg;Sp@tvkrHy5>{zwQU=-R$r*~O?obJZ`rGY*DDWAdba-1`99ZtlWTjM
zCI|l9@T6qvTOpIYxzl&0nxr0Q+Vo^=>GQ26MzIcyCt0j3`W))pqOY|4HP>&J@{2qH
zt52@F>@{c3b#>J*pUhc$e(_xGxR%Dgmh)6K=h5Y5r`?{4?zDaNWHP&BbL8pt-RraV
z=w7Wj?sZS(NzbxHZvyWXcWr9<w$dfb-)lqH)=g2biuZ2Q=q^i_d>O@=DOVNpBq2B~
zaMtC!;Wy^juH|GYTwzn_C(XDb;>l$(vn<Q$$q|Rbc9&U6hzadHaei5rr%JEI`<F4R
zqxKa^%iUbHNP6mI9Y1@kr{CW%at_(QuOzp~@|OLttIQ|W*zBcNt#V)&EuXt+SMp}{
zX&UPmo)5}$Vvvt&yxDH~b%`;5l&5j@(GumvIaiVt?_B=g>@;Uv))mjvMe9?Jnb<Nc
z@8Ed0oUc5%=90fxnDMvW86F#-BrRoNJh5EU;;hrpvnKOq^?KA@aCOzx+LN@z$@=$Y
zm4lCFU(AS_5+2OtUS{&+!0Mh=>=vthZM5gPrlxF9D)si1JZZ}EdxKxas-RZ^Zk7}4
zt&Y!*-+bfd1eu_36WnCpZuuEmvcX0ugRyXOoPXt`-6iUo>}w0e>kN06{p1XcI4vkz
zt-MO2YO35Uc`uU>E1n*B9TEKM+Qt72r@elz-Q!;JQ{M1h)z#E1`RnXLc#2;vxo)#6
zWWMu-<qa$5@A+akBe$?-PxFs!jvsld_a!a<xL#)KrP80r?-uNjn|kTsgWJdL_e|W+
zSL`RUYG0#`sm5-v!uZbn+q>30j!9RaH?`xQ^5=-3g_D1zT>18oZ)-p6rz2H!uKTjh
z&gT3n!l%9ZhUcwM>B<oiZ|=-Iv1ZoPiwaGPzpVAH<vH1?ogy5&N+GUkYwlG}hHDd-
za%?t_yU(?Cx1`uCoy3N~qh;R94^5od=dkv7Mu3{*nx9v%_Is@?TE1|)&9bjE55_if
z=-lDCDqS0NX9u(8%UHeT3F+-SzOJ)7?B%i4y1nLFrmweK$%=rI+f%m2@||H#VV7NP
za(vq3y?OmQ8j=sfa!-axvTgk-SCevO*VLZq;<GMq7+;6fd{g;6Yg2>4S?~SH)vBwL
zY#O*0ou7DpZ?5giloK}BxDTD47;ss)XzOCuydUq+I=!E!w3O?n<bMXct8u9ZB}8Lp
zaam8;lJ$IEX4@@01J)S9eFp4HJtpjPw6*+`6&2en>bcf(O~%p#+nbqXt*#qwI;nH>
zxa5;?AEhA6l|k23C7CB#T?+7Bo)qe`zV_6{Wf5{;D^4m}7u0iwaPf<lMleTPEbGfl
znIH6Y(<*(_uwO0-q3)&?{05A#{hNJ5ll(3JWcP(UFJ2_nUM&}0nX0WUDq(ju?AWCc
z^)u^3cWn>Y!#DLj#{mo5*Ze8BtK{0Z@5w3rZYj7ad3{xF>!Ks8KYg`4TOz)V$>mh(
z(ZWq9>%|$3#8-Y>b64`{+oH#I6<e09e^$lwNI5Tj#h3Mp`#1Jo3oaBqC^Ip-d!1WI
z-;d|F_Nd2P&s(S0W0=nJxa(Y~_@}<9I!;q2T`aY|fB5^vIOWYU+g`o+%8^)dYq4&e
z;KQHKHg(Ruy+7)!uXsT8wX!GAy9(ys*X>#5v_yL9yNPqWA7|v<)t<WhdMUT@?$bGZ
z?Go~Hs}(OR7u7|bxw57ALrVznyq&A(ieH=+d?YykUig0J=^H+lOxNT;;a2r%Z;|%R
zyd)W!g!EY-vuh<4rn;SBs482Zv~`k6H&=z|UX^Jtj_t{CT`qELXX3S)&r;b6uP?Q{
zV_>)C#=|7-vWcflE<DvK$U0#o)#ki`v1`e?=gM2t&&oZ^GOlZzbz=8UwN1+>8BSu4
zN^D9hU_9z*H@C$76rXRZ)+*~QC2lQCH=F1#;|q0omAz&6?d%jmcO9c_edmko%rz@c
zFz=6g{gqeik*j*9T=Ukn*RC&?=qFrRTT)ZK?zXk3rn18G`N1*wT9<oG-qJNAsDQOL
z%Z9hObh5$$)5}pmcy%8z1}`n#)usEQy0F(iHPhE#`H-&86Ll4-HwoJ&_b~S_t@ixz
zB;e4R@cH#otF{?3pIGnK)biEmqt-djE!%8<WIjui*Js+g_`>zf*sb@SSqkSh-`b+;
zqU9lTy<WvnKUa5J$7hKz-Vrxyns)8Z=63E;5Y0H`T^u$s%&<pFSMI=5^>4FHggBCA
z6qZ-6*zYyTAX;>p&XrHTw(`N&W?v0_9;A1*#PVgAzD;`Bx7Fk23V+eCzFFN<MQtus
ziahwCv`lQF5wG>>{%f-`!upF!rWP1w{!5zIw((BR^VcCYANZq8e41DA9(=aa<grTH
zCcDcMkA~__JD0IZPji;>#sjN3{EE+No4K1bzjof_ocY~UsNzbp$;tdcclOU~zV#PM
zn$9;#NU09<JNGzd@0qges?l2mswQ6B8z;H$X|LZKo-)w~;+LF7X3y>^o^@l}$JRLl
z4{yw2KKCYRU%9BCSnj)=huId(&M$sz(7|nPx8&M^UELBV*7un5cm0apV3Bg-`^ojX
zdw#q);n8FMK>J|LwM)8x`ep<iIiHm~e<^pdfTVuNy3%e5k?AwpAIDFQ>OVGL=*|;|
z-jlDg&prFt-m{g{A#(;(fy3)yDT$dGi&O8s>f;u>x9Y^-(w!gY&6O)Vv*WAUj_UKB
zRw0phi}qAW{kb9dqj%%y{mLs(n)1vO`pA1*GrjDb<;&O!r&oLC<;(0V|GwHy<M*Zb
z9xE$5u@d{<;;Q9GPVYXQ7M&1bzToTnc_#jC#%=Di{3<MzE!HnAdCwi~w94!`^SrAs
zgHO%ZdN#A?<%5;>y=T|&_@Mo|HaR%W==r*Asq=?~O)t$1+2-%J^&9`U9Kk+;(6sFi
zRdr5#ITAFTS6-Gm=Vh~D*`$r9GOcviPSNf-V6pb3T9bjFYqZ(tore~_4CQMzeqLyE
z-F@S9=kvuylZ#g-tG``wiE-Y4hTf9XDs2YrRp+;V_^fjC{H5J5)=U+t=E|Bf?eY8#
zVNc7`HD;A;TCd(5wJ{@b71PzrN{tsnp4%G72KHL~ojm_mNUhJ3jU7C>5^Hk34}ZAh
z;_=|?`KotH%q+7uIUHR5Ju2(SO6zwOp<DM{E6S<6%fGfv;KZ7pYh&FG`0%mYJlb<F
z``A`%X{9MCi%YBd0!z!P=3Y80le=T$@x7UcSKmHS!0~u*&GkpJVed~QGRtKjTeHV;
zm8+(+;z?Uhi*=cgYM)F!*A<ytdGPeiD)~iBpUh-ruC7?eDHGoGBR{Ni&BeKGZ;J2j
z4Z2nIcx~zNnYUy4%}VB|T(&md@l`a%Z-!~ZoUSQ-w%XA@B~5z6rg|RLn)*gtMkamU
z)zowct1I^osZZpt4t3+(Dl=<}#+``~m$R>V@ue^=^-~V6*7a@pX*2KNmYb@sGV}Hn
z#^o12lCHh4skSlY+Pc&nm7L7ac4w{`uKIU$uYcn2B#l>EQ-1Yi?YyIXa*}VD+i?xs
zqnRg{-q|5NXa1$d_wL*bDi5FJ9;mjQ^U021VKKWFB|la9Cx2>Y_QFr*buuZ}UR+M<
zb#q*+T((_g#pU?S%~Q?4_tklPe3#kJ`)2X8np)QKY#y&Y8fQ%xpE%Am+vD^+ZNK2N
z_M1;{lbQT=^<l3T!TwXbDw7%ew}$raeCZK$?)F6Itcjl+!zVIY$e&u8#$$CQ;)|*7
z&zX0>n?CB#5LLEhDGq%wS&Px;Qp`4Y*;OswkBaAQ&GFzozqYs|TJCFw<?XY&ELUf)
zJ0ki=TPXMEYEO-0oPV^$^7utgdGyMDYm5%;pKf>cr0qG*l}h`Mi|YAIFU~6G$~Ft!
zA?!0PwQxe#oMNHh70;&LZCG>Ju7FRg;>mPowHb$bCmA~LYOwqjvU=I+3ztsVW;rb0
zTl}9P^LcaF(ZfN{oS&Nc?Dl6{SRT9lWyJ40^Rt|ei<a-=3th-^f<yh%=FqObTHg#y
zi`SuQiBG>g+pyb8X<_cMH4XE&s!OjH*vUR?%jVC=G*@p@71`#tGmUB9rIkME?AJD{
z%+8SfbxG}cV&k0Oq06@IC_1_H-Nc<af3w3l%=@&1?tAQ<(zDLE>)qNfJJwziv-}sT
zml+>)Cu!2|D-R!BR!e(O7_IJ6yJX|KGj|RP{H$1)_c%bcU*x*+wl=>-FM5`4j<^xJ
zQETDbf1)#05AQC>+8Lhrb?@8VPET`{-J&;DU#pziU)7;_)+I9JQ#NNv?75Chy^~XW
z?`9S;T~j^!>X=>N{N<(-Qg=-GJV9IR*}Yp*J631p`c|yCTl_NQ&&wwkGC_y4FKmxr
zntQB^-6!;z&Ay!3+HZ^Ptepxx?dRqlS=CVJ8^G$9z0}rhBd_b^%AV@Wp9%w+R%xkE
zwm53*vu6Dwo#(czgfw{Evtq9tdePJGwdO?STETOM_ZGkZvh49jFHezBKi7!oCXX93
zTYd*Fdg1!cWSyqd*A-`GEZ6Rj(qn05u+0oe`5iKw^Qbn%j$@j|{2|(UY+0K<tV4u+
zEG5^hR1Z9s8DGos%=FKhzOBrsR$trLeCj!uRv_~>&c7K~On2H$YT~<>%{#5A>Veel
zPv5T05e$AW^?Pqm=yvAyQTsNocw@QJtJwd*(IC~`y%xv4TH72~dQE$@B=DH^m7U5N
zi%l!4uJ@Z<THK!%a6@!<x$BChMaN#PdD48;aMog>-xsAb)OL#<X0Y3`pgDxw(Bz4Z
z5$D=92@iEo-sqbuGjZ;o;DFRkS*PWuPA+u473L}t(DS4)>ePZzf5T$0@9Z++vR?f=
zZ~JQNwRIP4ovp5Y)G#f%t9J(1@fq9JFP!r{^ZfFtHJ6|8$RtgB*mwDTq+^@*I$cj)
zzsP0tmLA)|kiZ;rFzKhs0i&xqZy5@2ZRtwanOQ2|SF5EyvB)=Ar@Ca-(+$1}-*;x7
zT=eYkk-u4on0%8~Km2%Ut5_WSf|bv^bzQ${yb{dsoziz)^izMwmg{X#PV5Zg4?J31
zao@sH^zl8dExdvXjB#vgVzV;k{;_RYs2yE=^`B6UV^U{&vHF=E4D-HzUy?6+g`s&)
z*B`qLv#PbfPBIE<dmF#hp6^fA^s<fa%Dp$<RbB7zJhWA=;?=wtr-j+iJ(=3SK-R-9
zy8m^Y@A?;SrNvzzJh{H(v`q0auCHr6l|4ll7oIbW^Od@^FfenmLCgB}_xh(SW%c7t
z_BRlHIZy49YUAl+OV;^&eT-~bb3`EfoxxXSi)F1r;+_kqn=`Dg)jsv5VqMs;C)*s-
zEY^ExoVz^V>-2pgdx_Vvx(7`x%!OWrzw(WA=bkff>O|WUGR!}&Tbthgd~&7dsc)`3
zcjx3~MNK*`&mZ%3?ZF*vJ|Aa2HI3w-aOC;ZXPdrge;0c*^MUZe@9Q#7>Ns`3sob>Y
zYRLS!<C`5TM0jKbLrZmYj!Qnb_j<DLig)3GHQLM5!dR{^eskGu`reJkS(kj(7~jXr
z&DV@PVSC>6*|gW{v+gAHeZ3v+yFEL3UfV89Wr-JROOy9jPAOaU)@Z8DRms_!^P^TR
zd6075{7A~9%X*y~?pmzcbmHibmtm8X4$PYQIJAA@xq7dqDe*?{Qkwg&^c`pUSE?v;
zWs|1igP@|?F5eP^r7oXlG@j2oxk)u$arJTm^J$)<$Nlcbob9vxvueSUU!rN>t!|#`
zIQeCrm+hojy@ykeKMb3d(_miqb(N3T>bfZw`}VT(%01b9ZlhO7vP{?Mu%DZ(uZHzS
zN~`b9TDnc3IxM_*`<2(<ysq!~#*<{4bhA9!ZmU&~Q#R+jt`nhkQ}x~i7KVGyjn-iP
z@@QF4Vc*uNBD)t!+CK?9;<uDF?Y6^`C2vkmQiwESO@5vE>}9xy<*B;R%T_B-tT~w+
z)_dXeRONXGuB+VXJFPA)&*Y~k6c#vt%Ex(+cI)%M`mSwsB>L%zbJ^~38zV|RLwJ%W
zelb0K;#0K$GffHQ`B4R{wHHqeUN-xpd|5?m%?tA$8JQHh>|Jv`6t16`C-!mI%L}cO
z-)(%h_esUHTi-+~R8+Pn#!Z_gab?BTH|vv^CjIVX7nPrIi7j}ZYw>ogBhy|tOQ_$Q
zpS@<!#K{}dwg<ItyYZwntLUz?OR6{5;euwB2cHA)SPO-3_2>S%+3V~%--H;Qd1WDg
zvnS77^7YQOss5R=dA;40*Gz3b6=`!NOPx65!B9M_sd~oSt9uUrXSlvz`>N@*i8GUJ
zc%E;qEZr#BQoZlEY)<&5U7p+WUs?U+xOmLpQgR*RpF;<BKKQ=Ot>=`AO;_Zz%tK0=
zkM<l}<sYf<Qo(1Mb?$T2-U$;Nzs;W7>tE-;v_v=~Xo8u!^YvTvm$GcreWu7$eLZ9P
zBMphi^D5VhD6-71`exfzve46gmife>%RVzz<BeiZZri#zjZd&{>SWp1)=d2DOXIgq
zSu^{@*VkcpmR+hZoa?n!>spWW>y3AB-n7!tDGrL;_D1R3xy*0Zjkhj)P<UQsg9gK?
zyF1nPuGlgu%&vLbHQ$WglDAS^EMrPcH&%)S?#yZOcww8(95^#1uj7+@)-$onX+rOg
zJYJUVaiv<(JG4|=?|9f{t>z|1_1AH_E4@v=r<ku?@BZ7VN#^g}t%t=TpA@nA`4)!l
zp5(vUW{p#?+k*Rd&YWmFY2a5~7^<6+Q5vFUq4H?S6q9mJX`Xb8x1ssU8S59?8h7n<
zjEr7vFh^NptMpyD)g?TQw#7$F%8Is_-8fd8J+CZ~C4J}n$YnndYQ;Cc^fUI;jaA;v
z-%+#s^|QSDaVvWouk8$F-7b4~wN~`?%#A(Gv-S&~uzB!kV|e+67r{l>yk1Ji{Cu!M
z?#|b>-m^<G7c<NBHEmqC)Fo84QRRzhzE5SIe)uzsfZ|yqbCT6_`Ld=yl-M@$a<r@H
z(l0JOZ>3i~y|*NN_vFb96~97l9oFBLNZ%URrpiBo-}JcC=h^wO{`TxyQ&ZK9JZ|3j
zmHayFU7}$0IycU>w=3L=s<@t&T5q`Yp-8+Z+)piL%50OPNg;ZRzPc;ds@?cF`E0T8
zf$uigt{(pRPSo8oB(Z1jsnsRt?XG^_bN1FRIpMYERjd2ACvk`_J8YbHR`*PxbCJ`W
zzGJf*=bmG=-m(1JbGKFRP6u(HZ0b5Rujt~FPnpyE{uKuQx|(EsEIX?#?B4Sj&7xDh
zw}ag-KNEeC{^mbJlJm2a#}cN`H_V+-VreQ8bm~&F4d2a|u@hHaH=8~8l2^>RZyRq2
zEqT7-ZP2auX%7pGj8CkIOk*_c%U*oBpeuH_Uba^5&iI8-cAAR4U#Pdh?JGk8Ynn-P
z1M{3K>y<qf71Cc`+EuH?`uqLmdD^04&u;r2^PW0w%UlJQ-E)d6pUqt9!Lmc*fT-T$
z)f^Mnr0>)2&u*Wr^3`(Xv^CRBzPOcMIdZJ1`mgq^pvVT%qOY9_#gl_>9TTa3ytd%h
z+5HDDYHBRI`z|B;!0s!8XG_aH5?eWCtFIgNl&4>sxgx9I`l!5mZt0<dr&+gpBT|;D
zTdr&N4em3H=}5lPryY0f%c2dUv%+ScKP|nbyypR*|KkX&DRC76S}r>)-F-@4ScOhD
zVlWQZ%t+R_y{^r5+r%9y>ubV&S*K($+Ono@+brYI#4dXJZuaIgw*ww#SL`^dcI@jW
zujlz{OIf%(ep;HIIa~3$DCWA(r42!zYbKW++;z=w&r;nrogqulX3B0|J9W$Th)e_9
z*US;yJN3S;;9-{(oj2)(=iv#pt8N6jMLg-cRI2a4a>;|WI~{i@7Di2L46ywAGIA2*
zoX4|vb0qE6J{z39@XY0{>q>X2F4(y@z)_30YRWB<?5Y&)Equ+tu5&&NdRgRW{5r0C
zUDihp&fRQ#Ew)Mp)@;vdKPgrHs?u%M!S$WY@&*UwuD<;Is_5{N-1E})b1VLQ;?!$A
z=l5pT^(*U(B|7<v4Eweo4ZhbOa`WJMl_k@Ir|*d0w#|N*)uWx7ErB{6m2b3ftu=X=
zzx1?X{LIFK>!o*uOgKCL-`<jAoEFE<em5wbQW^Gdxz@C&H_R>0R>!xS6c<XQFe~u+
ze_3x39l6cD!6UgpG2TBT>}7to*u@h8oUhMTeR$fGcidOvtjWD&TckvfUDY;vzRYlP
zT>hG4AMc7Jo|-tP>iVYRMIS%!URuew)?$9ZBtJ{_mofh?&-3<{4OLsVcIi2-Zw{fm
zp09rxyRW|}?x^SSQwG`R^()JmwwkPUaOc@Lr#jR#)_B(WSl@<ywI9?szKoGuHUDK0
zYusP$otx%~6rC%a{B@mLr0BaleMQHXnRmGrhWWi;IXhR7|7@1o*TTjqBP};JhL<s~
z<EGUx#tIbHE3Mmd>v*ut=1qw!FWxj+@pMX0$r`gg8Vd^lyjoK==ae6BjI65mi;~NE
z-#w+cvsji!Tl=#u`y`}h@$zSA##W|F#pn0>o1TxeUz-^g_;kBw@we@pZ_YILpJr({
zHFWJsry_pIRiAe1{<!kU$xVCK)ahped~=-HPd&EVy6woPY}xQ<zrwmLIKx%8yLE1C
zY07-9A;jF+)hUsil(o$5@z+NipG@|=^RnelzRpa`e_Ml`4)&XhJrMX88enb6v@G08
zImmaqk>}de-nC~ZUs~<Ra4aI^bL=V}%_n7Rma=Bg^;#Wv<=VVw8g2~FUtikknK$>w
zq^hfudfe&PRyG;G$nN}VYZbi9@7S`3{m0hk9}u0k_P}a}kJlEe^{V`wnSVxkuZLa)
zPx{{U_cC1xiRVpMO<Qt*aoU5ONjsF*>a56~AACMANL)cKJGIby?aWL3y3<#z`V^h6
zA{cXH=E2pS<w_rC-8D@u77y~g_4HuA(zdeaqG6$RMOuHN8s2|d-Bew6tnkORJzH+w
zITUR1P2%A96%h@*WoL6)+Iy<QQg)U5NG<i;+jBd}QuI#5^ABrNYghI#9*r^c+w<6B
z&CjXREoC)Voa5bHVle52o6N@VYoeDOu*kaN=e{=GTOjSEjMT}K+lscQb(Xx|?%-B+
z-Sb(x{l8UD7x!rMWv6)UI9C-K7d1I3urO-syOh!s>^*5a!|$DaWqsXS_l!&R)zlr$
zHo8t0TlaOG>|<A`y82>);xRYd+Se;KM=VwOcr<VAf=PZ1i>KcDZl$a$*RwFkTO&w&
zY1>(cyFGQXSsS(sq&%t3ntN=K%_h+XrRlpSXI)neo4jwj&Yio9v{_%rET47Be&wUh
zyobdsZGE#M*IV!S7s~0md#c3R=(I0^OENfLcP%V9=I8DheAYlg!$LGN{FCVR<cQP0
zZpY??_2ih>M|Fm)x@POHXSdZZT@*EIIs4j+UQV2=?ZQu=U!Ju|G1Ssxb;COTrTL|K
z3(w2-91(2D@|~M8DM6ZnPiyk|IhQsW?0ph*=<|tHzo++ENiDlHNz3SLl;-ZJ<4!Th
z8YeJcYF4YhR$x=IJny~pl!>c)XQu2t{%HlLsbunm43$|?Tk<CK-1{0k`@Tra6_ww`
z!4j*Rvp4kIyBagUYRUti;<F((!IOM5w0kE@J3Rleis$ZcKCSx}@2_84Enwv4=9+MS
z;+By7mEn@F>bY`ys*>0G9LTdtTIq4aereL%;)Pq@Oj1od)K^dy8t}$bCV2D2%l{d!
z2R0NL8D#BToR+hA*^!3NC*DR$Fr+iB)QmH*T<u;Mzu?cSq^W21-Y#+ufB)sle6Kw}
zj~RHp4S5tl|Jj?YH)j?UxaKeI2;aBVZOVi6`Tkk0OC(G=>-J3z*}#6?l#6%j+4Q8K
zCm*yz6`m{4T5%+~@$2#?j$fa{7HNiDJF(;V)32hTpBVl#a7_#_nzz;c*~#Z0*E|)w
zWtpz`P4!OM<;PE+a22`TR9>JwtGZ#a{i!XjeSYb+63-@v^2=%)obt4r`Tk|Vo|gG>
zS^M5R-<$VHeZk+;e_nd9vztadmkHwIx4Aa0Ol;}fsYWZ$8ECDGNZxQxD<sL^Zck95
zyjkm)ThjBcmY5YbS$~dPb!48_p&bmx5hf?HbhfBiw@LhdytTA!`|ohxAK^m&Hhk7e
zYjt`UWGmNYx}RCGQf*C@)tzInuUr#7rD@5$Hr?5nr}&um!tQLIiPtu4+SeZX>{8Ii
z)~6eCgzqgoW~-ePUH5qT^N4lp3=jUvnw@fG*_SID)>!<TyQ-##>#Uoif85sO%IEX0
zXzyEQr4n(+^1*Z2%mdrkhOh*0Dvm0eFe!E7oRGXL_YF$a7N<S`GwY=GqzA`@=gjwF
zl<ha=^N(trBR6-~wN8PF-wwsu|7VC>CjKeC-ExKfCVhU_gUe*q{%D?>e6;e@sm%KG
zn_s-VuwH!4^?UizuO}U=zb4c5D)&#+>;DY8oqr1Be13)Aci`2^*si)==G%Iuea>Fh
zv2sVPg2JAySX0ZM{pjV4{(E&>FCTu?d7klOymj=;%|{q5*DX6|8G6j|SNOTB4_|%U
zuj*F5t7PrPKmA4BN4|62^%uQ*`^TZj%qss(A2Bpo6^A8HX*a#-uXXg0{LxA2EGsTf
zzQlgvV#Nu=pPMSyPWfot{kS0h*uI?4(UNOkeq}q!<;%@K!_Dhz{wJYBfzwNBU2gSF
zHRfskll7q8bw+{MKCiZK3042LUUIH2DBR{`FZFJ2&Y`($#m;3uOqw?}@=MGvzR7w8
z%4<CT$fx~hDE@pd`_$sA>y??mw>;Xi_@nBR^k+H$O1aIC1(i<~|2az|Nont`m2-Dh
zgeITk__J!^#ihM{tSQTTR2lM~e_T7GCR}F5odv(IFLk$HuKxbmy=BIsZ+<SAzu^2v
ztFJK^wmtaRb=$Y>=#Lz(yW4kPR!MLU-?n*<biDYZ!rf~hTs-KRs5GH$epb&)8Ns*>
zhpxr-ZJn+*Teyg0-K)wrq3p*lw}jsH8%)o$Kei!F`@HFk@+g(_b9b&Yd+f3&=Ht)s
zjqbvZw=TPVJiJm@OW!R~GFkTLnw5Ie^{2yAFE8(TI^|#JoC_YyXMIsL`SnlnYq|8x
z!iP6^eP3-C^jKLmGIX`0$n#m-uAa%&*mty$@#N!vuewWylV@Elmg;$uv`J-`&xcI4
zj+jsHtip868Uu9l?*w%^uKILZ@xaS#-LE$;^1F6p(~jWpt4^QgkT<iJdhSv4^{o1o
zxA(S%e|F28cYWrv@7)tbq>^I|&oeFXE?7Kya!_SO)@r3k3rkGBO(Q<_%Un9PST?I{
zVnMyv?Bl`ZtHW-jWbHgw74o#|cbLP}Mw810cm8dedi71uQ?@0UOvT?fUR$ekgs;+c
zrc8H(f7I3qg<roeEG{*kzWMWoD_y~J{!LAN!cwy4fy4XrUQ;X2XPtcU)%c4_3XfIk
zn$LMf7DsazJ>k>3tu*zV=612}o~P@Ug@nCqo^^rMfoa9GgLYHro3vZ-o^_s-b+)PN
z*_FM;D$)jpah|J{Rc22%ec_~@d~#KI*ow!Zr?o<E?>D^bwk7G!?Tyd2S#5c#!E>Bx
zZ`t`EUa2R~msW1QHoZ-y@T_O1@}UF5N0U|N@4D7jy7KbmXYIi^roH4Bt+Gfgh}^N>
zD%L^2YHF#we$U64^Zfjq3P1UsUwD7-to?UwUv<Bn)MR<qk@c|XiM;GQ?sk<tQ_isN
zOhe7Hu`#FqovSHXCm(b<zAW4(ZEx&W4UxANrWRtwOcDB3D??XI3hKP>EUZ=JyR3qD
z?b1v3mdCH{=6E;H)aEhstS{%^%+6#B7d;>UA}@4X|L6BH!n6E7?y^1c=*87Z&&qZ_
zTORuN<LS`zZ}p6%nKm!GknU-`W#a3IU%fpm^9q*8pW3$QzIN{1QjLrA^>x;zy|z>O
zl$4-y^4t3P`8NK=D$l<!mo<#E`tm*L;gw01FJH!(WcVyLT~wYs+nZO);F{*0@6x<}
zA2jL>dLDefx3}E+qsd{#vo$|?kJJTe*jimrU*f@C`q)0|lGdjiKYy+Y-utLFJ$dbt
z1?gQc{1)c8-&-%V<@6EDb%!o!EmZkE>($<C&$*YgT;Bb~`l6MEglSOjY>DR|)?5iX
z-1heCvXjyRZWRx>rrq6U)~<Vf?+=-}%`C;YJsUjV#^olKYa|OdF+E|7d&;{c(IZDV
zbhh*6<hcvv_D7v{o_A~Boa_rdG3jNyjGMLuY!-XY{$;&G8^;YM@mU+irsv8pTpJoO
zfq_BZ>z=?<n_pKG)fcCR^fXz#jM7^2Ai1kCn!oFEM}OA4<_n)w?kDnSZ(CuzuDI*^
zlyy~I>(b(8ikRn4Sf7&KA!;~lxt?Lvy3_NvwrbCP&aAXGDEaD*jwAL~8zz3dw(wrr
zth9Ia{7XZxCp=ACBpUa{<ahDeG|?nWwWS=-ZPHCOENhO>5uTK_Q$hHw?V{<IHcOn4
zUif8g$V@MzoL%b5JC}1t_6J8+C<tY{v9lIm7u7Y>RGDmc$+!FbQv35o6{2%CF&&<#
zo#H99o_W@6SIIcdH<7(6sZWBvMb&Su`n&O10f*ey$aRe}S1eVoEnQdrQ~Wej<%&;?
zU)DTScs(aX=iQCtA|`X&ey+>#wCMTI@by*2yD-P^t7lBIl$f<_UP|tjYahK1dG1?Y
z!eRS6%;q|4@tg-C6FiO-2b>p3^1rsJy3cIivh-V)=d*U`2Rhy<jL31?uf8<p&c-Br
zsr5y7&#H27UAek=#dGV5HBa}HvxG8AYWMD&YNX&)^{DmKx{%QJ&Qu!>(<sk%;&bn}
zdtDTM`@&v0V)ALl>9)OkDff=v`+nh!>fMu%=U>{Ad+y-1$!(9;9nUDR^^KZzeS>;#
zl+xsy4!^3jonc08w%NNvxV-xPw5Cj3I=fYJ&FuY74};#`PwL%RWaQ7ZMP%`YpS!Pg
zFW)cuK<akCM`y^SJAbP$P4;A-61;2ToR4norw-p*t@+chAbXKi)+Em2{;YN1HZFYS
ze{Ipnw5~<(i<x_m-&=KRX@ua<u;w1~)3>kB+WaK7yv|f_R;u|b<42VeN%PKyOsLh;
zNI5KLb#42^XX`v=LQGQ^iJMfeNt2$&l5D%`&^<Fol}DRYb2lX@o`31bS@3|h=Tp_S
zJpX0Ox+dl4&s>+EVk<H0lA~hJlX+Q3+h+U=i{!s7xo&FC(*zOsAJ@uj&n(q&z3t2A
z8=%y*(>B|U)AK>vt|J%IN}q`S)egFUc!~L$1N>RLk9%)P)p6yvJ{$9ScXy=3leG0W
zcOTpBu|E9Y$?aT>h5e@%OQkk#^JYFDr)^i26)$ADym!IlwDVHCClzWQno~FB>7;-K
zZ`UVGy6&Ysfqz@pPAMmzME7eu?|Rjozpwt=ooB&xWt$ZyXE+ZoO`D=2VfykvL-wV`
zvO+UTZMFaQUs{@!xqeIWe};^}eN%28a^+dm{8Vj=*tszIl7FT*dDDGwA3L>EZgYY^
zL-4P=3cucdTXs(PO^}|U<f>%%nYXR^qrNV=vbJAA|7nofQU>`_*W%OS&g-_BMBM7n
zun#`>`0_1{111l%_RU-?{Wk8tx{mhz{+LZdMGrn-ka||xRppuyy;j@ovX#c#Iea2r
zC-+UNnDS71Z>IaBTx*Ftb3*t3@Gv=PwdwKef2QZ(&Y874E#T<Q-&bzCH^s-kHuCRy
zm}ECMd)uWgKbLlxbQHgEt!k-in{<4^AIr6DSH3(AZjA|#Rd+Mb)7@{pE8<nKr(1Kk
zMd_sgnYW@VWf#6+&0PBF^rY^iQJzjb6VFx&%$fB)^Y#<Hv|mPwOb2GqUca<(`u6Qj
zsTr3U{j=UanSAz@)fKm^Twfml43AoBsT=)8&+cT6*PEv*A6Xx;&JnOm+pc5dEV7F2
z%{9NxX)9CJ3Y#x&EO{;3r}}!5al{^5zm&z+@kM)k`MlTiJJ-gVr!9|-yVH2^<(=yW
z8`xfHm2K#p-k^0)TsZ%c;Av0Qoj0RjiLJkKt@&)$W9j3M<MRK`YhL*BeazFZFSkFj
zR4H3md03M5<K1sEnuq-FPPQ$%eW0kEZ|d1sQFEtGsmye%U43x=k*FhUUJJ>TnV!A(
zGV0#a?Pq4Juw6aZ-(cFDX**wCKJfeWt<awEN9Eh&1$7h4B2MIA+jRR8?~~<E-IZ@`
z)T!ZFwKKtgZx!qER^7+9ocOF{LT&W4>hq2lN7`!dP1iS`z3qDG?VENEr))jf`)rE7
z#6DBgzBfBM;<!+Q_{1o!?s=}|!H0@eE6x6#SKFr6GyCasiS<X;?`NsHa(k&Q<LVR1
zz14Ll*LV1o{MFuMGWFuoxBGV&OGT*HKROyNRra7<C_CrmJk6UjVgHUXl|D;8p4Pz|
z6LGbwuGDxv+mbfhGi+H?t#eW}%~vZil)d#$O*37W93opU)iFWqcAb--RbHrfou!G6
zy;*hWv<ZxtHmB~GtfH}IY1zb!BEO}C7PY*wSXZ$@l>4lq#quS5Unlk4zBx-}>haE>
z59*_KsAW|}Ol4P^e2Pmu)z7;uSyS!1s_+Vtd0B>Qb~@ZXxXR;+X;j~`+@;mB!rrn<
zKKu;V6xB^_vK-E7rzT6EoOD+GOqL3}`m8>m%a5P*dqruteY;R8u`;AyYkkR?g>`$g
zP3|6>dFKJwq0sQ8zmu}Qo5_Btm+J9bw4=IT@Wv4jBc8w6eY-!_ZmSE9`E=xHsYxs6
z?kJt_p|dS4MQ-XXih0^v^XQ(1t7`e@K8tmF?~jESu?bG{_p?|T(Rb>(OTpA9|D@&p
z?z|40IC-Xa%l?m7TiCg7TE309o;^40>$XX!=Q~Cf{P22Kz!x#U@TgwZ*%y<1z9cs^
zZQnA<y}tM(YmC5>{uS$t>P7FKy00u`yV^;g@%;Vr{Xb3bzMRL|u##uz%BhyySMI<1
zA>?6Q%6YNbu~*btG*sqUJegIxcG}J&OHYyXo$J@V`J=l0pwJ@){!3eD`)u!Z2xS)C
zqT%@NoM*DZg|OwG=6C1o9DQ)tEhgoG+z!#JM<1AIna}_H<N5`|LyNciyyAEe9<-G2
z#G{H|*UP-@IzDFSv)w#+(b4wv+0t*bOy^h};$N_C%krod0pBdw3VF(WK5}i|C)M6Z
zjy?QKO`k+9y5PA-DC_#P`%A5FuRQVo&T5sJGND2Sj%$s%8Nb&}6<#c07nk+Eu3=s9
z{W&2QcYHOKc6#z$l=;YmKFd{4FDGPuvs$75q+cSd=6mbwDgGv<tLGcCZ7$gF6cUxT
zVxM){ldHEY9@Y6r9r7qVr}ag(@wnH#koIM}rY&um+>kBxR)(iImPsh0HtTV8eq3f`
zMoenjy2=xsy>Y!Ba{s<w@=Sf&GcmGHM6bYN`I+9QV&5`m%5(ab1Zg$Q&AeBc*R=5T
z2``~Imxt_2jXW5cySB6ISgdP4;lx(4>|2=8Rqx`y&|B`OgK~qa!re_*@%(4_^;*K|
z;I2^hqB+Ugcb5FAtq#e3_L$jXZ6VX-vr(K<eXLT#?_MrEt8|KgZO&oI#7SA@TH#AW
zc}^J4;@UiM<vx>_*VgI23_Y+eVUk~_bG=sg{W9m}+S8xSoio8rTlGV6^I10MTl2-$
zCr0koPhRQz>6L*cM^V=FcQ*{QEFWCEtR(YgRgqJp=gQq>s;X=It#@6>y|dZPY4V(J
z>$u|iw&=wydskf?cO|SfZowDZ+SjIDy4x<^mI=*x_ioR5*<7P{6=v?jrLwEnd^k3>
zFlCLb$Ity<UqoE|cP*%!^7l#ooQqrnK|6(yo;-MbYUFH=Qw(o^1>Z7Ocs%QL@SLzC
z{;dzLdwWKFdiQ%u)F~mm6!u%2uibF-w~$?(mC3ZgQvPwwn(sbm`(~_}dDYi*bylXZ
zlw3h!SkOQD-Hq3FPS|XzARKfsQGXU6r{#*x)oaiGo!9r=Q)lCxlpt+2BayH(Rz8<<
zPtAIjTjIMUwPMAuwZArNuULD|=~fsE@64CCcFztLbIfp*DOuNK%^|?NA!x>xdS2&)
z2XDRIRJ-fiMYBh{w|N{>I4E~zyHtzr=I`mvle^AGG`tP^nebKQ-*TVhx0YX=Ya;b-
z&H`pRyDhKh3q<Outg5T6=X%N$SYI~5QPM}ia8_rc^4*DNrN90@qrEoi(X$5{KDseY
z;t8Cq=ecOy(e=2j^+oiu+Z4^?ccc1(cZG$ymTi-Ka=9aJs^G*KU;k*SxgU>uv-RTK
zc`ZlWUtgNACgr*1DplG29hcrrD4rFwYnJx96*pQM9&O!o$n$;79oEA<-`0js75S8H
z_Em1_vbwK+-e*@ISmte#Q@|TA&A^>)+BEUqSJvxZX<N<R<R6v%AVp4FW#LJM3)7Q+
zCgz%&EGsK;tGepiFsIn<ao0}a!Y?nQmiYeZI={`7WulK;@Ck+ASHufVj<3^_2wWtw
zJT*!Bv*|I*6+SN|)Foes&Wh6(dsg$%&2o*ZuG@5Dw?i>rf1Wd6T9TR`|J--GgzK-6
z^$N^uv(u(M&eMERV70ZgBr#5KWyYipMf@>6;a7}J@~qN!mTwKqn-e}enD5znfBuew
zy^m^IYNSp2{O)P}v18OJN`Cw@KGu2JYCeJFmr<PwA`iM|JX|ci^;xM|@5Ilt{SCQS
zfBK)>UG2{vsoZAB+>^Yu`iPmq<nXwo7PsuSURb#_TW0gItJ801e7+sa#b<WR@aMIU
zmjfBC-9>NQcHHWhsT%R~Y~JLp6Q7;R-QPK9Nnn$O4A-W%n8y;LyTzxmdrio(UG434
zEU55JpxBWn-)OOqOcqbLI4$1?xw%&<i<sTm7u9^=Pv#l^1uH+zV31n##=YvgQ~3r?
zQ9u8vYM<q%lP>YhnbnmU!q|0w-BFFDSFYb{-m&85U+t-xcjocNcs@D!Y|EzXz+#o0
z&I6C;rR7wI+r-abn|Yv|>+F%GcPDvkYF_y#`Yh`2Y+uRL-v`2%drH{)XFbbn>goAz
zdNxRN@v1qKuG;p`dmDH+Hbvgx#II{1`(z@ei<&28@4a?S+byz@(ewGG^)D~G7Yn2^
z%dYOy62Cg{N}*X-q1wfq<ZbP;KmKU%>&l%Wy(@giE34@@IC!j{ZFqeBy<UV);N*AO
z3q#8{xla$98+GZ~%R9g1Y+aommxj!b-QMZ<oZ)X(c;DK6Ta7+X{q?I(R3%P&_bi{&
z+JY~v!oICk-{r2d;e-FZRnsS3d879ySmO7B$+u;$MZdm&sqyKt<A1)b&GzTJ?dBG2
z@pav!+y2|R7H2%#`ouTu%>Ap6w?x;aPwDnedb!<Nz;5fRc~TP|E-AAQjywM3*y6^Y
zVI?zdq_!;D<{X-OQDx7>!_gVvUS4&pn|kSRBGV_a^(~U7%x9Dzn=YC-Wp-^|rs|rM
zFHBp+?#pJ+>-#?c!`dD1MOK`3-pKW0d&_ah00GWttIjHIckVhl=|!`rXxYWu$-Hj^
z3~zf)656S>+RQs_x=T?{MRUrvV%MIJQLksEbWgPjy1=8RE)&}N^7>l0Q|?)rN$gdp
zpILK0o07LR#b*tN?Q4l`5m#O;nR96ub10|iqE)iB_G?q!iVS??oPy^ao0Ktc$;X8}
z#bK%rjAsKsAFw<dHtD0+yvn6#rd~4f-PUCu*fS?glEq9r<gT`|+}4x66`m?QVOe><
zrB>{WdvU+-aX!nXC99t?&-(l_|NLIJ{5gsTpS7Cr?JUWw%DKGylhw6iKdy=Q_AGe)
z>A0H2$2-5TduOjWY?NYeYIoDjKG9_Tg?o{HpI=68JUb`cZqsrWgVh&z*gRkAJxMn*
z+IdxY?A*Gov2%ovCP|)nA9m?s0WX*D{UDi|UZW+~OrB2d&E#HkG}%{whM(rj>J!Rk
z-!!&)n4GxedzUvSI>KMOLHP4}uT2*h_pnW7zqK{*bnwy@OV_o_rY`d>U<>Fkj%!X{
ze2}Xxf%ARXtydCmqV5kPF2{SkJ$TezJMXo#x~)#%vPa)Ig1Oiw*E!`n-rt+%aqhTk
z=c<Pi-~VVlZF+UvIONXOa`nu)yDzOt`MRu?`S!=9*)5JIUxuv8$$s;w^Unn1K<i`8
zEL|t2{hh7IxJsMn^EOY5RoC1)h3~{OPFOJOyvI8=nQNzRYJ4?aFXQMS@n~gmU)%J{
zF2$#l7H>CA)b*=M+9l@0c+|~}HOf19?#Y`o<2*%E9gcf#?Xy3&Sebo!R*GKwMybB7
z+6Kq8gzf}09^Y%a!qz-#h02^+M&;GPt=2MEOO#$zNUmhM5@{iKrEzxOjzurpt6xO(
zu#0jg6n|YNbl5gaKfY?AibvtsRd0`HU2rj(bj)JqZe5EREi%uRx!&#yFLgZmY}1n+
zs`~<cm#5g3F5LTVs%%x)a?@86KlNp+CZ$_~Hj{7J$Z%K7Qu;3U%=n_6eeUPg=6@??
zo_}gxQ?2HXldEn@=~n6QNa|hOcr?m!{>N3%Eo_3=518t%=Dl3YDK9F=_HIv5k-N!G
zQO!jmQnHP&XRUeiylcjGlS|=pSNYstX*==Eni>6Ng~Wdbt&9R~UF%s(PO9ecZ4L08
zr^P94y>r!n2K~CNfnC|PK5Dnpj=fnM`q<R}+zTybwc0GR<b7=iQXkKn@%3zSJ9kr7
zy^Ya_Z2!u&XLg=eJ?HC|l05%;z-|Uk(>Zx;9<TqrHedF1*}XGY*d?FOkD9W<HhXq;
z``yN<z<uG9&lX?l%6cB6Y@HRKS$Jv1p0y3dk=KnySh}9i`sd{9qA>5wwM#EbCY|H6
zT=RVbW2Dz5ixVtYABqKAzK*(OSUtl#_5!>5gskH;vKIVglzeRJ`BZhss!}2G&HIiW
zKE+meZPTqZmC(}95|8h#l_)%Eb4_?<@iGzJU8+3%bz9eSNQic|@Dzt#E7%imy*urk
ztWM5Grk%2JH@vx1(zYGhDc$eyb!zXf{zRF7qEo(!#7vpmKXd)smSVGNIo@(Ri7QVw
z?{ITdXr6WA+T(oNjsF>5t=Vf@=CyCHapd8ME!WypJwCfy&tGoG^D!iRf|hm74H@CM
zy~SK77GC%qKX(?}V$&rjUfun<ep`+C`lIDsZHe==pMBgBDt7Bf<TG2T>}NT5qL-dg
zGnZSy{5sw`dzRw%xhG_b&(``DvblX-XCJ)D`-G%_jMT%!NvUp`@y-=n?*98yQ(oM#
zoN33ko@wiSua&&aU6zt+>!;l^v5C1cKHKrwl90)JkE*Jit13A4;CGn!=XqBbn!GrF
zUbJ7QE1n^Ixx|ZPv&$P>*RF^*%d-$Y^rJ3+UaGRC@`rV|<4?Wpt359IyiVM5U*UC&
zvlXQ>)2z5pe0;99(co3pn*u}jOY7DM8p(WJJ!$#08D~AYT3UWho*(u7=bHW`UE7?Z
ze7=(sjc5JkPq@pq?UH<ODn(yy(=;XN`KLCO$}JDcyY}9B-8LqVohw+f)_+c0x>bR}
zHmkbD$$S#y3)kd#djk&#F1h#E=Iu_dt(-;tXJ5}+ktgaP@h6KR&h3k+n%HMOq2;1X
zyQUwj3SO+t+r-DeHepNq+dkV$QK7xpXRKYd@v6-Vapp^VE(dh{Jo5Wv?92(tYm2XY
zt%+`)cXdli=AAd)n=F4g=LO%kxpwhJG(%NbaPOSty|Mi=+p5DR%}OheIrU=q1_n2a
z6?=|8;hHkR>6_iN&GTG&Di5wV^S*DZasJLmmsk(^29NJ++;mjWSqaBRb<9@zRGTgI
zq49vs^_;vl377m6!;%V{>Zj(p8a_zd$<gQWr1`e!^}`Y@B{t=Y3jOY~r>1<f$`HL<
z963Eb?akyb>)I~#>pa`3>$Ck9$9dW8rm$yL50{kI^3SnJmDas~i>)s4Y{lKfl^dIu
z$jo0_eZDJTkI!Cz`?WQnbl(MDd8}-?=ArbNr&;fvqkY_GISR7wd=h?Pmk+al#D^ls
zbNuVSu9v^?K)^3;LPDA7n`=R}YgxMIRD~DcI`K63Tv^}Ti#HR_t9^TJ^Ed04Mraa)
z#F`bM$1Lr=^i(DWH0_Z(R$S0sX0mRI#{Cn!MGxt)&+{}5d-aM#AyamD$=7e|^gex5
zj6J%mY@M2S_gSZe?zu}ozKk(i|8B|FoR5m37N1<RPP|{gPCw5h_{szRtm>C?F_n`S
zu3M+8XC1Kaj!fyguwU=0chA>S@VDI+ZmtrxHqL+H6or?kE`49}?aF~ZxAfme%%^3-
zH@vKq`ZTdzFLL_YVzFJ?kueURCQdsj`p$b*<l+3!W_;)D_G<4lxoeddynT7{m8JeS
z?iG3Y&P!Z%i^Gd2p)s;IQ~TCNnU6vK<tp1<Hi=0-?z!%vB5>RAc;2HuvjV2P@>(2K
z;(EyDUFot(p4BTJzD+8Lk$SV>)`q7u-Q%`SP0#zhIrrp&mGNGC?>1@g>))$heEz`2
zwP9Octyo=R)t$ZZTU~_U^{y1FEkTmGAA6b{?WXq1ZfW57`Lg-FZ>(+d^a@)>Nzs?8
z&#Es!_d9p2d1~->>%Fbf)rvaa+uu#REUII6aUFNMP3hx%Ti=;REVw+?i@`bBZtIdz
zi`CoH3a+o!SR2<qKkI{Zw%NgNM~kYmS%Qx5UmJ7vtK05Gss8Dv4wEHfzCPOX<I1-g
z?VCM5Yn}{QUwTo@N9lFcR+h&qkM~A@%yOG<7F~EK;UC-b%?EdRo|m>{+nFyID?YKP
z_`K+n=kJTw&lFwo>dM7ix0jTO7rnczochLLozhkHS;h0_zWO`o@Na{~!gFt~4r@Mr
z=Rk3sSIa!bZx$Oi&OUO=R&e3BiYtBA!Ray#>|U2#PhE@sv+<C4;d9CLZgFq?SIp{B
z+`E@guJ(Q1#^(~}pU3qsI-=P6Byahz@To7qdzY>{<M`Cw{%_Wo<vT*Q-MsVF^kS6R
zLeabO)}7sRCtX<cT`u>``U#Atm!lSY=BWfu@Y6nj%}0CIS6=0;7c0)#KV4|~?RCr)
z5v93jG|z=3oYY?yoo$o;Tv_yKxRC4`&-d51ebsfdeAjV~&49J&`zEbpY}MDr?3Q(^
ze6`qE<fXZN&CDs2w&Y0fEAEeaA${u8pQ{pQi?$c|OgwVD;dy`6%Pog`cd^;m)a-k<
z=cnU}6<b$ZK1_MM^j)yK{+!RTLATfLojLK>tnJG)tvSnI@H1^H-Q9a%>+c0$p}@eN
zs(Gg}KOL<($5+O$snYXxDd**%S2eEAbIZB5#(9F_S<6$`+*93_=9W46USPbm){$$)
zNmI46=WmPLe8R=lHSJ57anbjXr0;SfTNckVj-6vDDVgl`bgfc)0)x8g%QCY?HzjZM
zUR@Hq=zVe1rb*r>nj#Xmwmj**zqWXD)&lpfeEgOxOtYtz7tiB-wB!A2r`g%HJd0*;
zp8g=q=I3$K#gm`*M;#7%T7NEkkrqqMwW3M!M(f$G_GnKHI52O@il0xU&d;2AcjIN#
zD$@fJva4t1yVmlpR9Up{w%&<{%4$0+=GPvy)pq;j{PeNJ`;ad;PJ3i$8SE+&N!qEZ
zJ$spXszT`L=%g;sKdX~8E{X{EbS*czSs=dDdET}_%eN(NmnKv!`CMdmHS<cx;i_v@
z8}FXg+%B!wvS3d6jdOcEBTsz)vnoTG!zeptMdACdb+2cgy)t!;#n~m3x-PGrY0bNA
zgMt6{s(UkJmz(yi{2VsrZK8Q)?5uAy&lN`HI3x$&I=t2R-h!PhUslYycU))g^O7%4
z66FTkvD;=Zmt<6}Sd(jZWvA=G=WDBD_XOU)-ScMwU-q&o375-McdRYfioAU|UC!*!
zk?T`meLidZW!0W}1)8`1t+n1LXnxlwTsXhnaKi4|hu2n~3JR}Qp1IWQwu$&z$Is~n
zOZwh)x0J=SCiwatIkEHGn#U%E@<CTc-fL~V@U-OJ`)Ab~_jEn>EDK_|QNX{p=Akyz
zapj&_-+t=0NU=<ME<Gjr<NE2P-ZRDgr+i-@wM0MEHPY~kr^&Q8U-uflx_P8<CwKGF
zs*qXFZ;B|ZGZda@|FnL-NyV8D#%<Qq=Y&Tt&$<|^e=}X?NlWsrIhtor9`k;dHh0>}
z%~z%$4cIB|X8iiBbH0kWxw<98lk3xFTPE&IRrna2yHHuSf2~uy&aGF1J=6AbTP<yw
zXj%AK^PTo&cg`ITu7~OCecN#`@w#mGlq+$Df+;^eUulK}d6w+(`exX+=w43uJmaGR
zp1+?yUz_MEGUHzH<a=8lvY(ZYTGtWyEaS!d^fT$R4mB2^s|s85VWuCu<CQC?y15=S
z{xjX8^mq2VyhW1?m!7i<i%7eB;+=L_I{Sjhq8$sS*=FhHEt`1drE=VZ;M56?FS5=^
zYWDqDl3nxMZmU<ozBRXJnrF{gBJ}g*+KA-4uY<W$&PQF_Zm8#`z0_;&mSoTDw15gO
zp0B1;o;Ds__l=Q#vS#7Q-&>ELxY&M-J!<BPC0kWbMyx&&wNlJy?oXR*-QE(mtIqE1
z>?`|fdbYG6$S0?vL8NQiJ>IjEtdiDmI&#<Dt9PBk3r_j9!E-9h%tCXvDel_M#nrcb
zZ}GAq|ET>+%IVLZEfD)7V_LXld#&%n!02Gh`7-b9TfNp#yuRMiTX#>xv(-QSU;i_m
zvM~9=a`mP2AI0-uo;ADhgyi$J>CgL$v_f-com{-tb9Kx%$)C2XN{$tWPBt|>a5ht7
zs^%i!L$mkyXRV1=xm5o8XwIT@b+soqRnIaq4*i$&>&oJ;dEs}C`Mpnk`ayH|$9uCp
zSw04)%)7C6N?cocY`1sOD|geyV#^gQEbOD6&zN|7tx3B5a??$_wk@mPR=)AR+v5qW
zmix~Av~It&<LVvuwazMU<{HP!U8>4hlk#rfB&)WqJ@cn+Ub1n9{It#C0j2LRZBw|m
zFJVo?^Su^_rfk1(aC>!L@g+yS#}l&cYL=u_7sjoWJvwE6Me+L(y)CaJuS~W06>`eJ
zw`j9v^t$$`k*?3~D#<*U=UX!UTPF8}<u+eeXD{(&X`MdFRx9Jdq{st_$Lh77tyDiV
zwOwSVZqmEySp~Mg{%T)Y^Jd3SH;-pKJNE2OS$F+#c(%#p{Q+I|UZ-x~oP9BH&d=(f
z^CH*Y-IA}A&LWrH6y5aT`TB)x&kJ~|?3?g-rP|KlscLz1E7oKlkN$44DkyNZO6P*0
z^F76}B^g0>b7r02wmneIW9?3r9{Ix9yg;wJUeC5pUFRyhc_;h4t&4J-^wmGDx_IYm
zv!=xt%hip`<~EA+7+zX`wjjuE?y6ZEPCQ#3Cm{Ug+gh1PVH>wA74ALtwk$%x)o0S&
znQEJ+7BQZUJ;5v*a@)u=rg5jr_iroC#}risoN@PGYOvql(f6!$^oe@=zgZIu|77vr
z{I+0z-WKhBvu8Q`wH(~}Y*s|^yuT~=>oZMm4%ODq%U|%R`iko&<D(}1Rcj(1ZSjpR
zT<=s@xx$xW-p-d^)xTyP^Sf=FvBagSbX870*VZ}ncDy|sG~Iee`P;7ZvmK8fJ(*!z
zIB$QeY5N(&#*=5=))Y^?F1zxQrNxTf8&?NDyVH68Oo8RmG`pfAyQz6jp6aF{k4<#*
zygh9t*`2cdsv5h3*c^{?UjG%A8*y*$y*Cx|W`-wM-&ybX)pn0pfxjs0;Uaf`ubZkV
z88_Kyg<MUWJ~_aoVd9BLGtOU|x>d?!;*ICba$A#h3?=3NRxMc0Ja1}}nJwd5owT<_
zr&pXj{xoEhbNR}fJ0D!JJ^Au)wrk2nqe<Q&k?cQ1#boCDW&KfBe|>AV)?-Q8T8+#(
zMw$J+O)FkrUmG~d;rOzwEo%zwrv|hC(bTxxRGned_%nom;{2E49LigrLKrI7HT|qy
zzgyw$wWSIPQfq#&H)ZJ_FEb9C^ul?UTifU3vQ{Byzpq+we*b@lxOv9s3y*3_#s@u6
zc_4VyYjq#{S~J1J%s-_z9AQ3Mba&Au9j)J&-YQfjtq^Bud>vME{9JLs)$gXEl~qz&
z$G^Ofo_1YDcFFJSR@ObA|E%)8?fI|tyoPn}>Dec~xE7rLt8G<X)6;X!cI#ygNttjL
z6~5)N+9qXA;g_D<gsikYA64ggd~N(J*#~nTvu&CoGv`0UoXb%%TSezRxuHJiW8gH&
z*FJZuk{0St@RWEiVs<Xqdegzg-IIOpUP<2?`ik9hMP%Qj;?TS!_nuBVetEg%3eN|R
z7PF*$zBKV>L4oD6^|f7_HvZcC&7J*SVOO7bCdav3@9Z3BwM;o%>%Cm~#ole#I-j3S
z@eh5pJUZhF<CbK}{|uJv&i2$aS%noJYmw7DHif&_`~AYREzRZr=e9lA*tpkTtK;Uf
z;#vE7QnM|Cns%!dPwO&HotVn;Mr-fUt-H$pGuUnA`L1d>`CL_4(TPv<{Hs1aw>Y_D
z{k~%#mYSw(zI+vuny#L4G&t8PsQ7H@h03hM+ht$7Y)N05@6YMDdbgS7qh(vVE<94c
zoOa$%J22;Fb>Y`_9p-VGHzi+bm$oimzN1*{bMA{`BbQf(F@F!ATT{UK$2hM2skWJ~
z$AyE9Q$?rxu*qddEV`yVb@k$7c`5sjg>t@(+EunBIY>pqerb8|amf>0+7otd);XT_
z_|~3PJM|>rij*GPk}ftU_t|z+x8+&x_YT@xK3eZyv;Ux;z0~JOlbM|_?@h@3?q#9=
zNBenUjJ4#OH`&r_mw%skly7xW3+t5mYfA*Pf3>8fFRl4;JfM5Ad|{N?ud7#F*yUSm
z_U80UdOw(K`n2qt!Ssb+TH>@OH$3?L@o2vDqi#<Ni|=paEuGgp-LYr4wbjmvyXkpx
z^_gtrh1$j5{z|b@wwb5Q-&B9P_i}RSag)o5%g<hxZ>>0D?PqrS*R?&xvCFm9z1}RJ
z{mf*a#%@V1!`)BUeoC+VC)?TQsI+<Mhch>R`hQ)MaxFhe=5u)BN1Ii31=&}Z9=WRj
zKK`BAH;H+3HW{aXIQxKo&R^}BwL+iFES-;59f{N3uE1{b>)NW<vvL+ZSyw-`I%LNz
z@$ij$qLZ%m-|6QxE9ct(>io4$H`Q4Fto?EQ;<CqH6AHp-t-6&rTV2cjaokrq#Y3LD
zIYqau?&-?0i|E{Sjjos)lKeXE*e?;uQ;+4Y&edz3P<UzYuF7>{*^k_{my7)~K3P=!
z((&$%>(zRVT2C5$6Fis2=+!yLPCObk?UK)O$F(7oEg$$_-WuU?P}ZpW>P?-L&~ul6
zhE*+TZnBTM8`?i%s@1eInTspmMqE1Lo^|iAkm1qLsS(ewZRvHbYx(`U<V@50=38ry
zZR#ohy7boXy{k?)iOpGcv`qErzUEtjGS%J5T}w<W+*uxfT@}1!ld=Zej@i9-r7Vxt
zXFZ*B@71x3hhMzcmRmOK=nmQ9ACFe~uXi(UKBs*wR8O$i;nOyM({s=6wbVu~U!3!$
z?Ye`?yVsG2<2%gH6vn06Oy`~I`b%!B>AK!>>%1g)TWxl(-g#3pg0}BZDW5K<R^-t0
z@$1^NMv?0{(k<kpmM(uW@p$jyGV6KTd!s9o12-gX`KBB7{z*~DuRXDgzt51GddO|Y
z>ll__i<JM|VB0J9>Z%IMygk>uU*AeuQ|G_5=-SfYl8dhs9=1>3e1B(JY=q&V{p++B
zUC!e+(8)fLyXEzUp9&A8zF3z`6)5hTI@dm9-qJ@ao$jn&`Bv=v#8!#dFQe3+-t^;K
zZ?dJ&$x;2%?iun=m~E~vmiV0a)vl~$G5g(V%DsEep7G6J)3RPBtit)Y#iOM<g-5e9
zz8Oq;s=n>muGo_j@}`-`S9sprd9-uB<k}MpESPq@N?fSFIdN%mh`-GIN_W%AwYh08
z9N%eOc3WW_^Yn9GaC3}4d&$p~%T}4&#n!6zi(lKr$$NYAafP7bAJ=D`{_yUlWQXK&
zA3on&*{n&%!aF`>FTeA!AVli(U71|-rAw3VRnAk=bUkMrJIhWZo-fW>BUqaM&|Z1Z
z3%3lG^!e7ZC^Wg{95a3$9`4)Bu!8x+>Nc%aKVEK04;FMQyfmr1Ht>jhR?_wdWoybS
zPcs<DZT&lM$Lm=+Q3h#G!WYW;O3f;cc-*{f{h5pBUY^wS`BeNm>hnR%z%6y9FUoe+
z7_N{IwfXjX%Y*O~8L6!&W9FP)(l4K(cYTgb=!}1tcRZ1)`nK+p1EaF2>x|+?Uq>~~
ztNT8<2~ORWJZsDT3Spnx-TxU*u4RokWdFRbojrTbq;0cAIgUkeb;@pF^RIfLv^}Oc
zGQ41&-{r1z=03L97o2In@~@PCw$L@54>62K=GImoHPn&e*)sFn+0tdHT7}`?FK$!e
zsW268UGw2o3-6s@!GGRtlzr{JuFdYFa<0smRnjNU=BPwpdEPbojptjhXB#(1ZI*v4
zYjtgjv3gzBo^2B!%=ypo>(v%RVKw`?&fAOKC5m2@s6UHo{LgT0RhrD4M_ZE_!{>Xo
zSgl+U6t3v*JZUdWLTy&>#t9bky`@3N`YKnksH7`am97o`%$IsPoBQd8w^7y~Sc@;k
z|GBZ+@ZQRWFN$}(U09dNXB={&i9IUYbN^P;*~}Izch&kny1O<h*{FwiYLz)_Hs`ZA
zKFde5^ePT4dRZ#mvRjrfysSWLcV+B}HTMlW&N}wqJo#wy<gg8UXTLf-V|g!sT)o#y
z(__VF(>xn5Tus$&^0&E^=X#9O`c7<5wA!Tb4*vM8)rBR3g)z79h}E#Y_72IKdhd9|
zW;f$wSw@cMMLT93^Zc^<&@+}}#m=*1xweGfoo&kCyQlAJ#F4ds)a|E6^u4<;c~IfX
zd!>nozRJD`?za57?pvx#qeyd?<c|}gc3+QKrLC}8wV-cm%tf=UzXUls3nyeRa&J+q
zzAkm0(ckA+$j5W%_>BAhGen&|xqPG6bmKR<GjBe*9lg;}QD#oKZub7V!VA|uel_dg
z_0MWoJDbj_t<v4H>7VGli(A^6WnUffwK?2kKQ-s}OY=)I6Sv>FC~JP<=#GQdC)Enu
zZme9s<)g+y`-b(7wUSKp%@ThUhVDDLIQn7VonMoKgN0eIJg?ZLUv_u5T)j-<$s0!g
zOG~!xN<GaN&TwVAo$|%EjXy6Wd^@mC?)xLV>73TGe#ZA_eV%8jE0S02EpE2=R{qs_
zEwe;iznfh?TXG>X^FzV})|!d+9}|mQ9OhMBpC4D_c}?AZHw(Yl(~7Q3w{+{+d>^mU
z)!WbfMJ(3Yr_uk+oN(2`M}LjXj?b8}{(R@w`vP|-f42DJ!M1AYw2hXm-AxtiD!n$}
z%dFyl6*2we74NI_YkWV-d$%N?je3^;V|fbWt^W*OKZEWcx_*gqmz(M3+drJk%%6W;
z6FvR&##%q_s_pNprk+1)6#ew%pX~nKKW5fn4R~x@?8)9FZh6Bu@A!j=8~u~*qn=Nh
zbob<3!NU)OuHHZM`J|oFYa`*FFK^GL?C&o9S-t(Ty6HQ!f2@u16YS@fiQVJf9Fu0~
z>o+OfEF#BrtKW&AdA89<zUwfF+s|CL?X=g&)YBU237k)6{n~fkWkaKzKuXy8UpBQ2
z3$MPEs-7EjBjTXOh2GzL{jDzVu`QV3qB>#n_Bpd&KibqK?`NAGxGtpRXxj99Ro6Bg
zdbG;=)^XdP^IbowXD{t%HVyNhUf{rfyK90|OH+23O4nYAr$yB#mU9Je+ivsgxzD`f
zw-NstK6IV=^IrMu`t&2oTRqk^UkJ~&VOn-=x|MR=ZC5#K@s`x{#^w*BKUTyB6utAU
zVxQ$*82oeV#WyeSKX6;O)ooYpal`Bd$N4;yC;zJs+x7B=^yEuhY7X#Kg*N<W@Ot5;
zS)={VFsSOzMxMfBhK)g+R;qWMDL3W1V_=%O@0y$6>yVsw*TksXk5ZoZY4;d!tZSQ>
zns;+utNE#`J!>`Xj@k>JxxC0#-luEY8AhphuY06=`=V8XB&BV&CpxX3ot|9yElYpl
zE~ezQ=7sEQQ#$8xO@6DiyD~j><>~XeLc4U&q$odKSMah^QT6!q=%$CfhU*@=zMWU-
z=@=Uyv@pv1VOXljhV4Bv3aej=IFyLaxL$o;G?QB}bWt_$Z}-(zv%OZa+H#zA7MkY&
z`DlEbP<FJo#H;NJl?*H&BM;>sUthJiT(~8N@7T`U3TF*juA3}>A92ed&)jOMLr8Fx
z#R-eIL96Vi)&C6*Sgj#{YV};*&VamMJ-S;yWbO72+cPb3o|ZD>Im2j`=4q#6k13x2
z&k(m(|MUsdG;PkvHnCkECDHB5+Ktf~ccy&bZCO8e^R+e3*~W7if6V%_VvEP(z*&*=
z?y)=;J#Q|tsdm#%<q6&rkD2S$KdqW{P(Ym_X=ZUroKtyW<h<gEe>1gjTC<zH^T<v9
zvQ{Fgu~H#z)3o3VS9C4!Mz7>ORULC<W+RK{x;ob)-wd78eS2-Qwrm$%c~bf370ctR
zIZg)~zP-<E>bf|@RQ1?;28la%GuPRDj&wdWaembE(go}CraalU_1x++F?{Z#alU@{
zY&1*Pi_VUjUfgtif7Rz+|HvJ8%1#vjS>0DLcg?!8O9%b@AK6XZcl~Yhfjh=u*Ol&x
z&y<>W_pkOd$-Mlu7ZHE0FDqT%s#$U4NSI#fk}tLzPp`#&zVR*ly<EF`zHQ}t&HW$i
z78)Mf%ynnmhte;r%r)er-mJ0V&zZzFee%2PP^X|DGi!EOWrwe_k?>q`$IkDOe{pPT
zTl>m8e9DRMvS04@758uXvvEDsE{nGbab5O0;UO78`*tlUK5y7{$>8^S-Yp-LjaGZB
zCtmo^VD(PtkMgnuM#(4Fdj%A@nuRLzv+WAeT)rg8=47(=**{_XlV@zZxHj~MgZ7qf
zTiX;5ypGwpL-DV6oaT%M&(*sPR$848S5Mv$k;vsKa>e87ro}9BS6$UvO4nAW#@;u7
z?q1BQey1yQPMO7;Zxd(jY7;Cx{`l5r)n4-yuJcou#ia5b^9VbtpS9;ifq~Wv7Sp)J
z-%Ay>Y_+Czg-njsIv~Mku|iJt_ND3C{?)CIila9jHmwy`DfF!_;&b<!B;a^*scy^5
zwPzcdjF|hf#5Su>VD;$peDE>qwZ`qHY?WI{&pe*YVh{eFWthYHBs?g}=JV^&$O#6=
zv^V-L(wli+BDg?e#TmoqOIuVe)L(yHbLh^MomnQcZ;F>S7_hoOmAPy_xy$C*(zE$9
zZPx7QaP!S@Em-_M%zc)_lWQjD?tK2Ta=K<=Pvjksi#|)3WA+|h!Ol?lI&!10O78dG
zlFov@hIz|2MooL~yKcqPy0f1d+$C2#U1>gGKecSyBc7TYtITs2{Ml>yGVJbT-O!+I
zZ8nAp&zJhEEaBVgbIS7BM!h99&($T@%r1*s^qBjb`K*WAzAocEw)4ciuvghDd#?tq
zG|g*N6}>s(!IQK}?gvbk`JO!*G)3sfiDgSpY>{2R;Ji&r@sE(AbB6Q2IvhK=>XGXn
znF~*gLl(??qV~9}{fv%ljM)n<wouX8;pV|zHyF7jCVNbJ(o_C2X5YeMO>5!LFQdvX
zty;i7Ct%j~fH_gU_hTns$~!c#a?Q)M+#M@;_P-5r5jz|7)gW5Z=%iYO>3r2Erz(_{
zKdha`&XRjJWe-ox$2r%kzF3LQo!WIcXnxOQrM1Ubcv&j{XILMsHdpyEhi^{Q3v=PZ
zr}NioJ@$*<DgNeVbjZZMTbrLh_1oX8^~!uri`J~K-1?jwexIIS_2zAjK2y=jU!lLv
zzNhI$MEspSPcY~D=ar}C`7bRC`^9^DK@!KWzU<q%U#cV6IoKaYYm0aphy=G<EVg{~
zINOa=E<N+%S67zCf2LQQmqjZ+shfIf>f>cv-OMM}{^{ckowKWltNTLI8V2J4fvV2|
z5BI(ZG~9Y~iG!%vQPU9NdrOTT1f}XF9d`^6ei?aQdvd_E$ud%X={L5reZR2l606O>
zP{Cam55g+$Rje*_<9HJ6<zLI5p?mbRdC6J%^oi#Rqc%o6S^g_szmq|NX}yd4mVRe8
z?eI9S%eUBUTeG&D4v?HaD?F{{dukw?yI1R?Tb!ol=U2=;T)yaGZRnYM#h1HQDx7@X
zbw^(!`110##X{bb3f~7@+GYBzwoQ^D$=FY!aYD9|%Vf*<uU+yUzn4F3Vww`ZcVUTT
zl5wCxsLbQNCYzc#)|_5eWTZWR-d*ndCoY!7?vYxx$?BWwT%P|7`lc3hi(|RMx3%S$
z^{P(4wP50nD-&Cj!)>OXVEDEuDC|yHxWT6*vzC3>ILGYX)f?QQY-@EV@d!sQ72mnv
zbmGZIa~YYCL!8oUOWjx*5<*@IH5h3x_RdSKTduc_-DXzGhSuOu&oAv-vp_bh<;?y=
z8M~`Q&)j<!yYHdA*CvS)wYgV)Lk+hThb;J_JU3>?Uf*c<ldC2^Hcj<7>)bn2&*j|X
zrNIW%-v@2ujp%Jy;JHb3+cAsPOst|7MTJ2rSD7cL=4<*oTx|WD?dxE9G<=$o<C3<S
z=e+eU9}SrH;f-n5E89KSgn8x!X*-?qiI{Wsv)I>1oA;b}96b5_(tv;0n-uQ!FjZfA
zzL9U~-HGcG514c<md&2H>!azag|{9&-X8U6`A3mYla!q2-B_yC`(omv<x$b@E>$_#
z1KrQPI&Jlaga19lf%Qr|V$)t*@YueZA}6zN>cMGY&(|48ng;$kceTA=>)Be-r#tW8
ztGIO6h*>zMWS;u2ok>c){SRlo&aIKoY>4!hFP?L~Fnd9i0|SS}x1(N5=DnSGwyo)s
zp3l!q-~Fzax@tIvs_(7J>rD72c2Z{fyT+5>)+hH}5`D2~<5yYh^ZwJ<hHvVMQo5(R
z_0*!p!sqfIHvOtN$DEM7G(R%)f_sm`$_JNwEZHa7W|ygad+8;(`G-$>VC0g!-5zC)
zt*c+ERdqFqKA*KGm}!^b=@R3!F_$ORxmjHcey-lt8_)8rZGy#}*N^6GtG;kRc-Dcg
z#~C(PUYD`UzPK<sq_0++?~(D2iQztv7TsGSC7E$Br^)#Er8UP5j~R!&n;Y84U$x*e
zYhYKmsCvnovkw)|M^zRaUt9DnZRO#U2Th|ETiZPkeZG$2d{)QV&*66Kif3(;c_1}q
z#@C%2F6AmM6>74&CcRVLBtL=Ow0i2oB2NcXx9k<$zOLG|S?2nL?C;mZ*3OYhpY?pT
zsp!_TFD^bW^Z6P&MQm-w9hT>7EA_fpc25aYxt?nJDo4V8Z7SOnR}U|t%y*@&S3@>R
z9xe7SSD#V&Xoc?2W1P$Nj-3{c4eWZ=V>zqpP3F?qd0LJp?;?sL@8u};RWALVQ}Ljy
zTl<ar-iy2k6AYI3eLZ&S{m!=9?3I<=%EA|#V>TQ8T&%vAcg3uucHfPd4NhdWoNQy6
zbzyfui(pTf)3L~p#~*tc`yKc4J9(${>ZY^YJxqny_MDs^ur*EN$O^l!uZ=vV6q#2_
ztV?_9+1l`q<In49TY_Jd1g?7UZC9;i@3M-n2MvA2=M3ZaX4cd!j5j&Tvf=J_nRL;2
zQaP_)u^BgLcL{pky76|k@0R(S?{B=b_ZY)jZ=QMSUTwGTzcp%LcZ^-TZh|tyoM*ci
ziq|Wj-y?LrSn1xqa0{m0(Y%7@ZPP!kmCg_~DEl1s!0^%bkXu)tmCD}j6&3riPSiEs
zx8O~dYyaziCZ85><<gE@u=wg`*(<YpoQk7nJDkg!@;z|*-Pi6$H?BtNcJRa&honsm
z->__^`fLRzts`YDb2h5Y>aO*A_SrynR=P!CSJKUsia$5UCT#Dm;=7uf%)B*TcO74#
z!NScUvc^$fqV8TBj;#_`xT?F&DF4hHjdNKkOq*PmTdZCb^W~-Y)Tw7;Yj<aLDl^Tx
zBpk5)?rQ%N(>Jsw@M-=&xaN^jage4>XvER`3r@O4H{V;N+W0cOF=|F-`ka7{{YA4*
z-ddxn!lz}lda~Ef^IkVU-RMh+>d&)Wt!8?_VwF!_pig#_#o4rpHb>iT2lk|Gj!R>>
zs%+AG;4H7<l6%K)?g*&5R<b?FI<eyWGSw}8ZvIjCx~`c>9`_1M$~Yi)=FY558<gZ`
zu9f8A$y)X)x=Uo%ji^aEfwy0WRta}q<bFS^V|igzv2C81=39wZ#(`5TS1Zjr&a`yt
zYLlK>uL9JWXDy3oTW`q{sw|<jbH463>&4}wMIrUm7N`B&D(?5?+R3x(>rSkWnCh=Q
zOXhO`Ph;Smd0TsC%cMlSay4^q@O3g`b&FT%={odmyT;BW&s9loDqq*~REL#3QS*)8
z;=M3td(@J+5F6ppG`;1`N7L#v9`bJu%Dz^&Z0fSN3!8mylcFX)-NABYqo0SwpVf2c
zp0E2ib!po1Ov`oq+f=NwqLmkY<_w-3c`@Zw?W=&B517M+3>dzy3wyWCw8hfn#Lwe$
z$JT6*<M(psl3FS0wSD{2VzaMSkJfJz@}I46%{zM8<D;1-Gm{-+4=vI=U+fzmy3&;+
z@W6^cCk-keZT&MfYN1lH>E1KZz4zLZ-z7$weJnZg+LNg%Lh6!}_?$jXPxT9}CUZN^
zI0$#Gv^>Oof7Z6o`lfy7B74(MtSKq>T(m=NQB9BRO;b&G^;^pXCteBO*7W>(P}|Q+
zNt1ov0-S42dQ$!@T9W!$v}M<e?7HJ~UR`_L<nT7GY)w$$>-nelCjBj*P<?&oJ?Bjh
z*%IEhymAxo7w@{fE;{4+a?#hb_%^F9JtTXCr{{CL-OaOG8NdF`UcY%~T0rgVrI$k$
z)21z-t$Fiy@t1bTYYX-^)+JsRU0Kd|?at!9uOI!}_BgBdo~rxs#zrptEw6q++pn7u
z0!7-7KhE$B&fo5+_UQ7q=e%oQ3dS8eo^gjQ`^n$5L(!QX+VMqaIeYt;R@Qgg*vmd~
zoltXF<zvhZo0J!4UEh=+J?{OcMz>bF(|Fcm4mIcF>eu#qhg_Vcbn5WJ^=8w|+MN3;
z*Y920x%_m>`=aOGvqO@8Om+We(>|fdFs}Te347r5c@1@?FXR+dUc8;>XnN#_ZSl%e
z_BX$LS<kf8`<cKOySz=?v^3}4xnMkTf`8V=Cl8WkuASmzmtAe={CUpxomxHLm02cy
zP29p{9VUJJ_nm*Cl{cP$Ty^$)tMhI>qpe?6bwZxco9Yy)lKLvE{7J4%SjqDoALH{D
z%eGmj{pogO=rME4wu?S2Vex3wno>c7lC+;w<~*D9QN_M|5}R-6Z^<RMuaxe+tt_|P
zHfzmw>2)Ff&c59WHTRdM-YK@Y#bNP)>*U^2;nr<F_cG&qp3RW#k9oGa=1};=;KP&8
z$CN(X=5sS>Wp2w9FUJFqrl~5ri!Ph9^3lxg%iO)H1RlKK81`h>5w5@4Qkix+|3a@E
z3jEIYe$I8xTER$;zynKDi<iyLcIyaAyJKmw`ZB}mv&l1-Fc`3lu4?S+;kx)@!n37C
zO>Qd=T>BN1-k@!La>^I^<xI=_%-J^1&U?0T>G|y08}DpmUt7HW`s^7!f3uF9RZ3=f
z(pMOfn_BdGZp-9LJ9g%7GMj4|>8gCbbi;aXL-n<VVP-F0ls6uHv^VUt=Z<;Cl1_Z?
zFJsnTZ~yAxQs{I<M);VfhUZ?nWpSt0&PnPw-?uk3sk>ppxAo2+_ATmYjJ~(|`3Jq_
z1&g0(+&pi(e_4fb;MRjvkH<U5UT9gl?AhrEbBUVlGha{0F*wVy$JAy||ERYyTO>=_
z=F!f*K~Ex&Zn2AbQcxAf*S+wS)RMNa;4L!!{>S#5`WotATKoL`wdX6tZybu+x7=ph
z_V1TcLvIM5|8adm<}H(N7uz$=6<)c%>E*4EvJ*y&8_#Dwu<>8xE+O{q{%eWHvW1a{
zZ(jQMIlaUn@UXkfoHdnoJL`3(bBm-*V6*u8NBim@^@leS8)Cd#XZ9BF@^5$Xls)o8
z=bUlepMAc2v}Q<GScqQrn{sE)(&Xj5eulH>e4TvjE)TD>N7K{AdR(nC^7)7MR7Xjt
z2`ZlOSzGnJqf{e#!(Dma6YE8{Oz<sOt$6O6q+Rp1J$q6;cXiE)`#mS(*Ttd$@3617
z+`gN7b<C%*G@h4SCmph<%Z;m<p;WeW-KpvyYu7xD`MBk=-PcDSJW}SQ+ZG3_=SAH4
zyz$43-&Q3H_UTH#latz{DeU2XPbR!dv18rmCia-?nzFYJC(CqR;H%p@nQzm&&5W1X
z_f{G7gam%6$oMT|6Ljgst7T2s3!fI>sP}rXeDBt_Cx@Q2sWb3LJx;r}Y<hr8&-{Ii
z&+qM(+>(*DH@lO~?@fQ!wK+SV?ww?#<7UMdv~QbIbaZEIG|P&YFXL(-X{rgoz1_0D
zcwR>CBbmnI4B_YhDP0MQtXXQw{AJBY)8rGEqU2K3&w8HAzbKOvVN}bTyJe!WUPS53
zn6EpMZXPt<o1f;>FtP9J$@WRT>go$Gw$#k1^iMl|Ywo4n(Jreh^Xj=i-@bX|W1rts
z)AegTRCWefhlPaYojJqio3`Z5-S0O(KMp*4E<W>3=`7pberwM;^;~<<<92wSZB~2x
zq|nT(2ZKT$Zx{KxeVVhfP}xeG@Hn|CKfgwQH#x9vmFH=<U$ZvFu3EK9Gx_b=#Mm46
z?;bicVe|84>{Sy>XGe!=Hux{ij`;D2TjPiqpQi=Guj{TEhv%xD4_c-*CuMTKd3o`<
z8vDg@x8wKE=3e*a(}C}6vu{SqUirE{;6FplFZBZzC%-93J>9Ck*Emph3dfz_NxQN_
zf?LA1FR#=qS$6wL;UB-EtK3eNuVedG7k!IL-Qtk2>B(Q-qG_j+XG#1vUa_wEn7>SU
zpzBS+?6aB6CO+JLHthOExk|C0YV0apX^Wnm>at1+T^%N~eQENsXO9B{uh06dZRxkm
zJ7Z47%;L~Z)zX*mZn@{eV}E7+=V#kWy5sHs^82<3|7W<qDy%Hu^vZ5GPld2Amt@V7
zgr&O@9xYou-D=7%nc2o`uC2Rf@@c}iC%?ldoHyS8Jo>u0zt+?9S<n3MG4L5jT>if7
z=G%u`%L~<;R0TX=&vJ3zFIwFw{qc5}hxo#yu4S{`CQY7lKgm-%T_#jRvAVNC(stie
zW4Fs@7q54{`|?6*tIwSDy`dV~v9pUl9s70X#+FT8_YBS+T(kQ0u{6ahKI71L>+gj#
z$Z(yXEZb?iX7bb8zQ{Pg=hijRw!5y?C|5H^Z5MnpYtr3Nx8j(IlVZ<KzGxU`wD$7$
zOG~GI*xzb!M$Xy4fWPLVZth~Wdtcus3yL$Vul&BcVeVGu#%Bduw-yTqYHT~VQZ?mn
z&$q@WHN{`odS|%Uw#NKSX6}*d5vcsWcFLT@lw!Z!)w<pJdSN@iPho!_RV?Fj@9JqK
z;~f(316l6gTXIPE=v<S{oJyg`DpoZacI}m7jX%t^V9Lf9R@Z_jPgZ@gHYwCX)F}6!
zt+uN9B<(nh8|&(}&fa?_s{E_v>N}NZ*uC0rDV?!?5Z3d-*z)nEZMkn-viL05E;gCA
z+}YEmrFUYV)tul(+l_c0o0iNtc{JnDO$Ckjw>Irb)myHWb>4Z&#W&w9k_@WDj;&SM
z=h<6e{K_?y=cHibtsTEtpHxwpclE}suB&xwQ9EuNv$DA~?XJ?}>!w+<tRg9=n(el_
zW&afPyJQ^cy&}fo$@inGLHZdJ?MfzXvO2uDe+qZY@yAC~*SGad58SxJhwb;`mCOIG
z^4I^H?|0SPf6or9mh{2{rY{0AJ*$^#hWO@G+igtRl*x2g*4=+;&D+Wcxo+t?v!(5N
zv@e<d4XQb|abDrqb@l%9gU@;X%-*C|wBo+r>Xmcm{9RlXSt&6qz0I^cvfzS@fa7tK
z6MK|b=-!;Ln#a(F=j;0XZTmbP|2%PWmDIHr8=WP)9LlT8R(yLK?;EJM=(^LCu#Ly1
zel9SSDZaJib>}3t3F{f8x_td2#aTDcI=XZ6lkcWSC9ll6T_y8rwWi9NHRZcxCZ3x#
z=|N#nxxLrtw*gw`!evsf2%Oi6<S3lCch!_l)+an)$C}2QDD7tIo^(HHb;*I%*S`H}
zx1Z{^vU!qqXtQ28b63aj)j<n>mYcX7wqQ1$ZT6Et_}Y?QqY6<?<~qZ(F|qEKoxOif
zVM&&mb9t)p1_=?r-F{jw%rX-%En05kyHltu*;~|x`EAhqB6kbXc<Wi~7k%&zQ9iR(
zs%yg|55LM2D;_<VU**Z2Zm~l0+xM5THPieZm+Vq@iadAt9GmvEd)!x_&)76Ct52I%
z`*e_Qn!~4>16(h4!oOGdKaUV}y0ri6(VRPH6dE*MzYGnY?i~H{Lh02LCj$=cEH9UN
zzSrr}zDGwUdn=r`cyP_^%8G?jmG*m&W*#qiSewn+e)eTl48x8u=S603T-E#QAKRpR
zbLRAXzO=4#qks`x_B5W#e`!m3e6>&Rjl9fp)OfMR@;QC3Ov=sIUq?#ckV*d_x?N;W
zP+{lgv(}kvmdOewtJZnuP2IvZRYq=V=;b+Gw{N~!yW;2j?3rEsOFfobK3bk?^YPZq
z%@WHdXNRb-JM3t4x!q5*F3EB^gR586jP2SzHeC&7d<9vxSCVJF=!wd9xY62ZVRD51
z_TI=OOOZu}*H*=B7j4UXd2RKH*()dQKf`d;&!BMPtZHS+!`?H6G$mF&?qob0U;4WF
z^3q`L&&ey+2<=Xjx-oH`tP$h$pTSC3(%Ijae_g)G%<7u6n>qiK^!=twCsj+lI`7aP
zuAujE*2_mb8$TTGUt1}(QCZ?;TxTki-JDI#&2#F1y*AhWBBOlf&Dqy0_FQ@Jx$FLg
zscW~~-aK*d=AYH!>b#e9*Ila1nU{5@{47s>^^?3sJKu}k-L-h#oU7)GUKEvYd#iHv
zyw9~N)}ZW7nF*83jt9TUo<2#pKR8pn%u-!d{o0dWLz%{|gtElYgDgCAN>?6a{*&?K
z+M{swo{9I?aelb*He!=y@Y|px{>!o#8E3l)bw9guwbGy6G%C}Z@%+~nr$2YK{<^a5
z?#(SR-W^N(EWfT67MQzgP0&MMog>?$R;)BBTXA&hf~!xS&2g|b3={}t-|HsvY*(f1
zgh}Q43ijqAhbL8iG0kVr^RG(mNmjN=+a*+Hl67lp=aYF~)xt%?B}|sgnP1gebn{N2
zZ^zlQ;dkdf|Ie`A>-oGZXR5CmZgO{Bd!cIb*Vo=B|7f1leDc`d%lC!alh7i^?@FsC
z9r@g)Qpd;dU$w|z*|s)Y{F6+6QPGm*JKt6;3F9)dU#n0Q@pzlo_n5EGR%wa{?px+~
z{Pd?Umfu$W-j~x8c201EasTTODIVb_-jX7fb)7BK!@>@Nhhnwn9ag_ID_C@U8soXD
zYc<=eWiwZs%}Oie+xg&=Rodny>g@Bf>)tfnN!nS-sowZyRo9i%x6ChetTQ~Gl_+=k
zKg0Sk@nx<qH$kU3-MGYi?@eOz{HQ7FpS~_@oPTO9>v0JgzOQ*2o#%cFzEftnl#*xp
zpW$nefO&m;RTV=-iRj#^7meocif-h5F83uSMc*fEOG1KRWO&7|(Cm%Jo^G<d$*CKp
zljZPyR$|Q7XcqmPuB9TAHm-d$QSFf9G2_rw3H!O4lbQFrJei=G<vewp<~9zKxeh<8
z%9kgrt<iYAJ<l*oTVlKVmF8E5XMOhCpMM#=Ax7|6*8HmWY>8s8{|q0vxenX%KM&jf
ze8b~Qn>&)j6Mg0gd%8+5*ENxDI&NFLD%C=Q`NMLK6KZo-dCTyh+LZdTB)YfZ;PFe#
z)$RMMIzx9@JX;o`yv{gg(zItQwYmDw6~EBVlkVNI#%ag0X_l`qZQOd$dh_PU^1r@(
zU8iIA7;iFo@~?Ey<kaF>?mm?{TXzZ{I8yRUKI%;EgU3DpwqE3sYg=)iJNM;36V0qt
zE6=Rtyb}y^^@kRuoqrfKf7;5;40pc&)sD+oHsyV1tvmT;P+>zo*YX|DKQC5isk2!0
z?qS7}y8X3_EuUPz<;QQk+Q`J#^WWCQ28GWjM88ffdey(Quq!of=kdC!oO@0@n6+9Z
zWxK3aMXsYwpQh)hWvBn%o9?<IFLu|*w^6+1+l-9gUs~-clVulmPUFcZ>+7wSA+s;}
z9goSlc*#pm_3oKoHCMOoYj&JG@IIFR#%Vs0u-tQV-t3X76TR%sd-_}7x+>!>QN~NJ
zde}%^+;Zhk-%r!iX6+>@vW2m=eRD1*m_PPfDz)}SsZ~Y9;b`OKZRrXrVKYvy>Xy4;
zuy@s^=kif2+!k%U`Rx3SzcUs}CHEBvRxat=TAIxJa+cin{;HSXriyMg{8mw^TaqH^
z{LJ7n(>Atw%YW2Mt>)Uqbv^Rb`m>i7URhnba(1i5i=OG1r_5swoOIIR`?@yotqPAe
z%DoV(T-R~V=TMcz<;Y{=s+G@n{?tjbWOXgwWcE~DZR3+u^P09!HMzFxQES+|=hAl5
zcK2CdW4X3n@X5MYUnGk>OebqKxyL-(b8ClI(LIiLZCYL@Z_X*Hn)`I8q`K&Z=pS3J
zGq#58+H$X@)b8rRn3tDUr^|hPaQ)QF?MwVRR+-AJI`i#zy^y0Ov+~cd^WWC)mJ#4z
zTXX2ViceuI>%J9#rERrOuAKZZwR*Kts@IbE-PQ7roNJ!EDDYoy(wotentJ?koYb!^
z4Glf@T)kU=-#GcRQ(`^Wa{guaRr+R?YA;>#_09S8?CLM}DlPv^m0n4mv0E-T^{LrB
z{fQp@w?*$q{#bRXxJ~BQ^_ez{CB+x*?XGy${bP!<>b>K^;$8WVm8&LxUDu>9#b+)P
z#uXdkvnTiYb<x;2IcX;)Wd3IB`Q+MK%1(RZwJbjT(Xz*N$Cn&@v_eH$eb&v`w1fY?
z*-L#`c1fi6IK$t<5V=!d`A_|4SeL!c;^Z-_&x$r;LVh3C=Bw4p=xzDwo;9)Lua#fL
zvwitp*)QTJUA-LrI(X%i`D@EAop~;)7j?h#ybY_zALIQC-}W!OCG+-ZivPnCKaUno
zczvn9=F!&cN7Q>J#=W&Ux9R#^>p6ULEAIVg=nVa$9`nIo>U^#4f!}kg!eeH=$*~ko
zd39~gjz@c0XI$Cz-7ZDb`zOEtq??N@Z`A8t*RH!%a<uyV{A7(++GeqOhaO+HUz)Mm
zLsw<ymaL#%&wBc2{yX;WdGnmBKTMXqI<&9lKSN916+Lm8koph(?(=x7wrtkX_6~7b
zF1;@@`pQT9Hz!1%=*xRuZ@Xo3kRg2W>4m5GWwjPwTpBoc*<P=TRi?U`i`m7lADMeD
z{B#l<YgC_*@%%&ErLK8ge>dk^o+?Yz@{emRAHCl=f5YlrrLgRhgKLgodRTmdCERhE
zg~XBxiT?7Jrp(&J@!MnXEDP<qYP^RtWPXQ=UG`%$JX-#7)#MYV#>bX3i?*x2J9o7s
z+im@`f{BNOd%~8a^X$92*d&XeY2}RBvf3FhicWnh-}iLe&N#ML+d1zXp7rFEMa`U~
zEem%F8a!W`x3k>xDci2Q^E$a!C98xk-`iMV+#JJjb;8Ee*G#@gKT-9}I=kgp-&{?z
zb!Fehd;T+&^i*97>7U9y|JbGlk@MF%tbM<cv9GH7%CWa!%q9oE{iNx%P<+Mr)!u3m
zj9v<k*YB;-a8*{?b;ZO|Rln-#lv`}R5s`Iq+O|uBvTj*D_^Ul_t;)UA@5F5<GW%;y
zJh^(?uO;1wOTMq#lxxdx>iYQPpIzbegY_1gF53LAZ)#}K>Lq0>*BqTVC+vy%1>XzT
zr~I8;xpubjmJivTPp>Mhms;=lR9$@Qxo3~AswnhrZOfTIe>&4Hj-7FPGv6HHo2#vA
zlOlKBs#0xw@x)x)y}Wvd1uP}j9r4(4Qgph`wljVeYp*4mrdn(%_A<X~JZaY3DRLfb
z>bJ0+tM_`xJ9W*@pN-#E%yxC+jK8$&<ui%O+9mU6a$dgme1@mZyu{;Pvpm&GPFRTE
zjCrw+oipOuxr~EBTW_ttRBdv0uEv&GnKvF^(=<N$b@hamcNlE71J};qFS1(h+S-uC
zyEYbY-R8O>LSO!|-{+W*vvy0n3A6NE(pu(uHryog)SSF`9TEbIl~${?rl`wiho!|%
zJ$2UZ+M}JRuku;N7hSn#yfex8xT)9!BhNMQ7LQe~md)K%JU?s3=g3(r@-JMR^;5j(
z(N53zOH><_mS^<z_*<+xo80r~{@<)uU1jWC-svkRZ8EnsT`77X@T|d&sn3-rIPCt|
zr*$j#j8yOaJ=sSqxO<+<UEOYSaIwUi)fGw%VJBTa9T(*@^pxE0_d0y%dH;%u%Qy~x
zU9%&9Uryu1u8rmC&phW`Wp7OmY&@_cY~Pv}HFLk3-Vfnu=RO+VAI!rq|2ONodWm*_
z)N<~g2l91OJ@uaKa69jR<bCq=Gcy@;m<}(m+P~U2U-%9Cg6E<~CGR@@W808->rtfS
zZJV!O);z6#@kLGKsik_gO3t2ZZ#;GCt=0=iy+1Gcc-GT7Rg=5c?6hyM%JTM}YqZp~
z*6*KZV8g-pUsgo9NW45+*sap=)$Y%=DTU`1e>$$!yRp!1+3Xvy7w+J@?|imI>t=v)
zgjHGR3QOsb{|t(8b2A^VZtQ*1bKz3o+QswMtaN=HD6_{ya${ds<XUOT+ds<J`)|IG
z=q}w?_&!$o=F5*0=kC9@b9vOH-|iwCrzCIA`FY{xb))U4h0|Zgmd<Z`KUdVJg8jq#
zXsN!bdG_snf5MF`AJ>}QSM+#%;d9L8W5J#(J7=D@IkaZ(%1d>-XNCO}^6ir7FN|V$
zxU_cXg#I}HsE@PncZ%~*Z8A%~v_o@izu+q&!8V`oPp%suxt4iL?6cYO_A}YK@hb6Q
zZ)zngAMtV><Y2Su55BY~I{e4-RI#U>+vT%9|L*5{C9Z6A=IksFJ9*BERGT`})4zXB
z3ZGopzK~}<-_%#(&n#`dAB8P7v<sT``S#lCBjsz4&;0r_-aoR&c2hU&;`7&bXV~Z`
zN;PcMe;T{tko#M;l4=`PT@lMY=UbzFuIE{n<zKnT-<mh~VC}uXpW|znx98gL&~~#G
zx@3GL`RDZzgNbz>OXGRAHGV8@ZwlS`dztC&gAaZrJ&5l4{%GIk?Hji_A7cFSXlrlp
z?&7CC^S<sr82m3S;iEzR1G_+f9>W6>?V^{Xe}uhe=3;*s@9Lh&G*6^1bgziu$JUoI
z=h~#CH_4`EYbZZ=e7O5*oIyQL$i){{ZEk!PU)C?))ACp$#Q&+jgZ8P_@!VoplFPiN
z$bE3{jmo&bp!crr>y2%POpbY+H@*D4z(VA6{&9<S78j3%mOp*!6Eww2WiMasMezo0
zyRZa4)>8gF&IiK2(XvOF4C7jDR@rCXom{Jb;q%J4Cv$kNC~0<{WZN6%Yb$EOwCU{n
zRo6HBbNkI*vrgt>woAX&CsnnzN}J|2NWGqQrT^iI))~p?T+5eDcZ#yC{gk%Mt?I?R
zvmsaOH(lHQ=}xz<&)Q4rBK!AzHQlD`zcemd;jSy6a&TAFjc1}a%#6=wFRZhRx*5$e
zbtluh%D@FL1Es3&tj}hxR-T(N_ixrKxBD7vee{>Q+&G(?nl1Tx`zC<{ONy^wo0uEE
zR%61K)!bH%AycX)cKV2&t!4Gw)_GrKb&+*wrXJ^uLSO3=spqO0NwTXJv<aSLb>4e&
zwKONQ$!v!!>sM=dbyRU3o~3Ec^(Kr}_CEtxL2Ip6aDTDKl9@-2<}1FkzS@~n7dL0t
zE2e}me_lE5d>fkVm$uDPLMKMfHP<=k$UKX+1#`1b@ok+mZM#~iT1M3EBg!(hS%E_D
z9waU9ydj_+;68cIw-vh;Pkz<(<k}>VEvIXvbF{(q(p2`nPM4I**DRUL8aShP`?SKY
z1yX7@S7*<h<m70#_58N0>hr$#PJNfPGxu3pK=jWgjF)z?US8n4Q~7lakNI1vhrWri
z_g`6WQaKvGWzxQB28FBDmrQcs=aBPIzSe)k>nOHgH{Hq^-}%-|FI<yVDR1ZS{dLUU
zdplP?XFTyIdtT|&6*|0`_PzEqzp|}<WHIrOHuIb>ric7jcx$N0AKN3Q{km;#l)L4t
z?7dsBFfwiEb$gn(Jos?6%C60erxmT99QJmp(K`3Um?zgK?q}!;;`OqqU<o_5WYO2;
zi))k4E%H6Qx9EHLBeUc6QO9>(UmUw&$9mg+A7xiPd9F5PqgYj5rr(^~Vcqr0YxZ2z
z3z(DKANTcy|GK*yEOY8iPw!h<yTVf7$c=9jq8D%ei27E-uPyp*Mc_*F>K9cTmvU&I
zbu;^Y#;{W7$h0z3ZqI@Ps}xUuTOZPVc!NVjvfWP83kTD4g+4U=&0b`py!7Ujk0!ga
zlb=t$U>e=_)a&^|o9pSR59Tmj+U8$#ecfue{fC>wE<UMiT7C1f|J|rr?y^z$-XsgR
zwjbUm@c4U{;g!c-xBAXqWaqHgx-pHjKQ43Qv4uO&ORQT}_{H5cYpcq-XZIIIpHxW{
z7WMN`WeHCgyHm38V#GXqubb|%>ngq0?Uu=Md2nq`)?vxl;ZOSWEmlQlEls`9X?E|~
z90sZVDjBc4o`)qZZ;mQFw<O`~(v-9><whx+S<hcvVwk`feJ?&Z<cZhWJ1>KSJSFQg
zeHf!R#t7}X#udHW$71cX_N1ha`(=FE%bsmIId#c-$yFP7a9>-P>7I4<q%vQ4ZRagF
zwV69+rFwAnEnD__$JMhDGg?J%I!`_zDlyaH`%0xL#!`Ns(i$hfh(2bl3QN{_w&k4+
zt7%h;<lC4}D_5>+-k7r^@Tl9m<9i)<muGES{b|;`l#>OY6nXBRb@67NHFGv^=-kiF
zRbmU=A|?lJsa*L;(sDJg3is7kRh4OL{9Z2%jnOz7GRb-VlsXfS7nLkwA=8!1nYIM^
zJu3`PnK`vnZQ;Qazpl1SE;yFi(r|dzTHYw{h2>8bf;kj~v?2~YHWg`K$IIuL<9acP
zyUEX1>r7ACwH(Hf&%xG{JeIs)wnV$wTI8mcOt|{0IEg7!^4FHJ&S<g@pZj{+<Sjbk
z7ygx=j(W#)%kHz+%c?n_DyE-4ka&M>ZogR6gCbk2>kYn!o{}l2=6qdVnekY0zj7S^
zwd{j8J{K0Q^z!}ku2wSlk#*5?{;rpg_V&5n-L3p({X{v*%c}9VnHRHmt=(~J$-mNz
zGKUI(EUN65)LmEGl;V8O-K+a;qUX_?li82<Iu@*J`So~dmiuFmgVs}?U$)g=n7nf9
zy7q-!mpA3H?>9Y}l(le9+j^tzA9L62cH{Fcn^w;BqIXs0w{<HXDXOh4zPMa7|HSb-
zi{)pnIC3d`*})~A8j^9^tG0bOV4;$<JK68mZ`qIQecjG{s?JzicPH#mSh!Guz`xM9
z*XGG?@8MZ+es8H@=CzA`B4MXEBc9Gv5-;m~6c#5p_h;g-@ObgoM2kDNc2i#|3Kn{J
z91SiA-((q^`Q^gXwR>#S`CXYmtbOrj?c*1Vmg^Z_7Zv+pc~({BjLeenIWt&fS<Nd%
zqtE($U2>=A@T{^})}-X~K3AFy3jG3htlYGq@Y>v~N1T%7whFp_S<ND4_Vv8|Qu`Sh
zfs<?=&q`<!ytIW=CgF;a!Pl2Tx5H%5T;DF+FB-d0V)dIRA#9<?Emp}JzYG23@Y*L~
zVdh)YptLlTqh$_n7%f%?%-gG_uftTEA;dT39b5Yh2a)rJov*UGy{~Vxz8djvika23
zsVBGXmd+}kCD~^6Z1a*G3}GtMZ&;j<YFDpqKUI>iA^U3aos?wLR^5w_XZ5N*npBj(
z;gZ|VH0AZz7Fh(;W^UYgd*1!IjyelNH`Tt{y6xF2@1)je3pOsdVA^s0>XgZ!%NPBe
z^|WinqaBig4=3|zpPxPV-Y(gamxnyR+d66gXP7)|dHITs$F%2eEt%R7=l(p_D&pvM
zxv!bawi?u(GWtF{%=qEVJD<ZJ*X+Ar)wv*K`qM8<`iwTWov*rUsnUGs>ax-<j@!Yu
zCwk^(O*+TN=9(H~zBkq65TDVs<)w)Q>mHZpo;E58jw{VnyTF$nnJ2N~;Od^#6wUjy
zYx%ax6?wkNJYyba<#VcTYh}9VuFmct!3Aoow(gW&ov0f2GRU~_(!A^3r<3Oh?t3>i
zbz;Zwtt%wVv-lWfx-R-IlKm|a7tHg~W22?z!L>oJU)fC+m{{z4`b4?M*)oO4riHN%
zqH~Scd7e0zt(CpEd2Py#os+FTyzbi?x=iwQjLfVj9DFh1_V%5M!H3h=%Djl#Dt9sG
zo9Rx5Qc<4o8&}E9yZR{p_Vl7TZoNSwSC(r}a<I*^ee}2I`jIPsyFQ0E7Ek}1-Mss{
zr8T4NuB2TOdu;e5&poQm4$@^~wY;SfnD;&HVu<qYqCfqb)1HU!IN;b&e7)IIthH9*
z?~~>18`kH>nwi*_FOB#llFYPvlGZIL8`r6eS^9OhemJ^Axj_9@_NL93bQjnttbH1w
z<!Z4!c~<GF)0G0IOXTman&-fKx$DCH^FEh17<xZRnXN375VHF}!>_A>n>1Ng-}%oF
zRj#ourmM%pxaTtWO4(Yi)gC(^bgeFP3R0b%m$l=7X<TI4qt%j@D>qASSY!EoX<X!#
zg_7&i&#08X4x74RZf%C9tMF!~V=Mh`#PNn1efCek|K4#~*HJ_5bjg*Ai=x-6PbkXD
zNYtu)Icu%XiSpehn+hyfawyhqNl2TioKhGWW0{{Um+`$g^qNp@RoJQKmjNdV!xz>p
zb>04KdCGy8K}UX?T0dxZSa;o7WBJ~w?hQ)K*O$6*-gVA;8ujAhB*QHauIdzerP(lL
z?U|$@TlH;4&Pheb=d+%f-sV`BbN{I%!#~qSo94`ss(Vz`bIsH;Rjl`6#YvNzuL<ef
zcHS`FZmWGkbbf`($57Mk<b2D7J;D>R_5`nVu>Q6#<9Mv#?Xa3_lfB<rl}|J<%DO&l
ztwgAOTy~f7yWq19)BPo%TbSNXPb;w4?DXyB^rz>&j(Wc|Z`|FLwt#2dj(2SJQY)ri
z(s+5+H1)>IR_nzV6ZSag_I&Qko|ai`9(-+W^kJprP4--^33iFLA7kD>Do>lRY_VF5
zkxKJC!&^Il%C^i1j>=|fdFYz$xOiv6-C{4n>qSpRrtOm1d{q0bgxaoZUAah)Fp2Xk
z*1bFJCOzftx_7)5`WCB0p4`50@LEskr0{o@1s~=ZG0#bV868#Mrrg?ite~DTZlR1q
z*~$+_Rl%*I;^ixBeADIP(vz8P9nyHhqFdtVW);BnZH4Rs+lsYwE*WmQeRbM)rLO!L
z%dc&GGFL>dZtJw`GfxCYelE6UKXLKO?2hY}rZe>x88=S;vc_PN$4%XTqU)xuU|*Yk
zs_o6%B8AId2U7lOduh9}KU?B)vx;kj^ioxcFD{?OANQHca7l1AR~(O<A|}7o+Hhy3
zsA`?2=qF2)<IgQk<Ifxyjheh#eL_!I;yKTwu_tY7v(%0ihDc56^;#P&a!<=%r^{#S
zLJj3hOSB>i19_Nxu1-}6Oejy~ZIMZuao6fvGtcK)YXYQLF24yl>u~Pij+bF`7(<JU
zeT9Bjiwm!h+Pv32>g4AQd{&qFzM1re?_73SeQnx_cV`<kSBu-s+PBcn@YhvWwxces
z^QWyYJhn2ZZ7Dn37Vi_5-P+-Yd-rBb>{Y1CHdj*)Szz;Qh3tY$l{-WQPRnUUdWxCP
zvpD}a?Aue<z<$QQtd|ptyM&q6v}ml!l-9}mykSje40G4AFM8S`nnjkftN2ZlXSL3k
zTqPUBU-k4=m3D5g>~s65Y614B<vJTzeU-J%X1T9zcA@xvq*rWf+PNuq4{t5GVR&tG
zViLRUs|Ptv+U)wqp)76%hQ}ZJCcgD3ZuULvdN#N2uy1<IvL7don=W|F@G;c$SXOj$
zbY4;0*$=g>g3+Jctp07i{3PXL=%?MU7a3OxYQ9^Oy0uYxxv5FOo0zh-VTFBKiw%#9
z22YuF=ajL;`pvdgLETLek5<jw!?lxjr_H>t=XTEA`*^n=lSInAtASlYRcTx9$uO{{
zn7Ek7gzY;kw5-eThT5EUZjAPSvnF{oO0JUrVe>)Tobgy~?};U02h`?UEs&Y@G<k>C
z8TaG}t7{95Zht8J%#^M6RCJ?g=+yVgoB0;@-ODojJmc%5&0BuYh`TFoslxL+Z1Nq3
zJ)w6`W~BQC=9Y@KiBJBzY#qbP5NBiasGWPm_eOQU%GTWRa={fn&jYKgix^IPUvt@l
zU1{-W&%&>3Wp|bs?3sO2mVe4B&aY<!a=!k$I$2S<Ib?gn#2Df7^i;FmGro6mJ?Z;5
z_1Ufo>=R#QUwAJw!L921dYdaEtLAOhRLKpDvofCU+4pwevfbL15^jd){iZ%o+-O!%
zIP0CRU$Xr3Szk2Q^0A92Z{1pOabEWAJ&KQ(Z=9(-^`ukb<XihHyJ8q@vt3RU7!;n*
zyL!4~x#Y50Cd+-lzN(uO9do!cPeQ;^bh?e3+Ch2E^)vr)K02AGbgN7yC1KXD4L0Qg
zDFWFK4J+zA?GFeSPMvqWwPLwb<b~4`Z%?eBlE39yUl@<|tlzI9PN+(MUeEtAyxoZB
zVo%SLM?GS?hr*^EU+cCg%6#$7`QjBbaxZuFwOnU@D9M#oRD3edZtCke!)-THx9?Dv
zTrYg#yWWDQ)ybdM?W@Z<BvyXm=bco$m=M+4^UD`bf1<uVZfl$yD<|`;qir8~5}vco
z|F+dq^y}J;{@{}BY||$n7v=j`{X2x`&Q(Q&`~8>Nu671^hs0I4@?~pz9=3e8(e4KC
z<8{Ri*%J3A#ODWitl7JC-f<U$J-=>FUgO3aV)XZ>;e=|bFUnblJ3C&^N!xQxZQdi_
zvvbzlT=&i|HrcH8e8FGVRISZ<Cv&PM99SxH+v9RchZlp)taE$Y#V@K^hy4jyKd&cx
z-qyLRPl$&!tFJ1m+j=sn_>b3GuE3t$mF71e-QKcdZMS#C%(5vm{O2~-UFDx)lx-JV
zWs%R+WVu#&>eZWiAydq(_isG5n2X`K#IMWGFK?ERl+}`s^|D-0rc$$5tz+wqW!52|
zSW7jdj<d|VKPB_hG>yYNLe*EzFNaTV?Ay9nY%TNLmM<2oXSJRwySUQgFxRbj*LMoe
z+PBg2;qnzM3CS;mZ)Ps8Zaa4I($;Ggw=SP!$vtoCbvmTUGs@ub!q<W2CGSc#SE^^|
z2m9tID)jC6qc!#1WUh4|e%Rmr`YWvD)|!HMEMF|vWqpsx?pzq6qGoVxbMf7nlUK9C
zI`2olnCP2#+2BRRYEITAh5J72lr_G#Nyo;iV=cFUc;?Z<@~WMco97vy<yzE}Gxz5C
zx7wD`zJ8bewlq~==UIGvPI$^UGmhOoSq7DAdzR(89DI7hc)P@j$Fp9{kLs(HirIel
z#`m?!L0ne0?t!6A{xe=b?YpS_Sv-wB@9Lv@x*v6CMZam`H<-f{E?E6&b!+c}FqJRs
z%>B0*#pz7voxI!T+d8hPb0a@}c~yCNbx={D@2_cZws_B8ZhWU)hB@B(#k3C*nU%+k
z*tFYs&(dhP-LTMc&E4c9+dgE>4&C&)G2&RsL-V}$Y0v#cZ$I0vF;D4ZNWqbdF2%}1
z23FVSy)awzeO~R!)56EH<qucueT_GI%v#{*pLKozzMCsVyC?8jtZtn%<^G8;D^H&D
z%8Pzm%kOjT{i4>3p*v34REKWcllkSniT#}if32l{{%454DiiD0x=Z7awx6tD#Fzal
zGVh;!j?EX9(A>VYuhsfkuF21;JD2ufN!ej>$E*3?&fVUN@`~0Tc(h4>oy`pH^xL0T
znHl{oTrE7QINsXLZ}pVld-*4>j#@n3X35qn*?G&W-nOVKgsVQ^Q{7>6dFg!XnY~5d
zzIU5^)=+qByL!>4y<2WPT&@{%<XG-YvHl3(oa0Lx-k$uruGs&YV|C*d(Lb)0d5i0J
z{Pg<IQ1WQ&mMarQy9=U4FPd8fJ=^!%`Mu$cEgR0Rj$C}L#$2*C_)OxVIdiV3uB%vn
zYG#u2xoqvjT0)Y3XOB+XY<G6)oh<b;I_sn*&$&O1l?eGeYv+e4NlSxgRjt17935~i
zr8;Jk<IzgbDZ3~6d78ehy4L$FLVv=+4~EC1K5ov|@ox_@sMY52S)bDP$G56@N=TV`
z&WX51+wVDScu;D3_RxXt52G(^+RXDsWXY5%%9~!5`A>Bc{Ipx^KSSE0BWV*pRZCsF
zoU?ec|E{SLVgVj;f5Poo$FE~xZ#<^W?0MyB(}#7BH%@J4eD7uae9fD^H&!bjdlsr~
zt*g{?ab0}msW*(b=g57%?D)vL@{P*PhClDVKHK?vOVFGB_s+{lZC>`n%YQ>m%#lBO
z-s|i0v@b61$UW(qec|0<)xh1i)V0pflyiG7X?p4=+q}O^)Sm{=33vJEb<x90Zfek>
zJBK;X>lDvAWEAuEPhY3n@})EDG7UfT9g%u#${n)va?q<A6JG4hDYaN{GxKD>?CWJ0
zzFNFZ*x^|avhsl1-Ylbj?e15l)*7qdb$rRKOxe+Ky7%ISlV4ZgdbeKo+j2F|XL}aA
zr`9I<ojTfa{Mv4@PQC>*m=&Ijw$^!=+<H+d91v6#?(_PJ#M=IqY%412?k?Xyv(aAb
z%a^n9d+arWqwOR*R4!S{daR$jR9*92wOmwJUQn%n=;m#0r%o=d-{WZdBs_e6=H9gL
zk6*^NcWzZR{F!x!@tpRVwW8-zOpjZi^<KFqSyJuVvbk?sm7|_Vr3oFgEsWZJWRLgP
zHS4vF)%+9B=C^kRUU`3b$>N>Y<N|nPu735=_siV4&f(FvhyA_BHq7$N@m#JJwza{1
zy3*nuyY+6!aOu6<z;(@NQe^FG_Y0T9-hDL{GBY)Nyf#K})dGG8t$D_?g0pVVDq1b_
zRJy~`H1gA`3X9d7^eoOx{(052#%w~ihDJ-$n=MM)0#E*DczyMxgqBckW`ew0Rd7nr
ze&%ayKkZjsw)0I;pVE<SyxH0;BCH$@q3+7+_m=sYdF;HoyTmwU>aD!J*`bcN&!#Ii
z{k30P8unY%tuQ=ei_a91pr=<(r`*|L^5RjayWiBj9GQuITW4=PSD>vbsrEH3(C_yo
zkC1dxU&gZdwUM9VWxB3yZw+7Z{MzP#+^)=5;ob#{Rf4uGkV)I3o*>@!EH=d`g=>5I
z(w=1Tx}`_MGK;T-wJgy}zBTD)g{jVl&4NeM9;bYfnQU~?sQB70X^DS1^R8y*glWf~
zu`~^`ea@H}-2Cjb@uaQqi{0M+3^Q6#w%%~>?wkqy545+=x?eN9_{Y`E8uMpr{~4_J
z`-EpLw6x7lQkK}hdgJrB#MI|2SARRj`SRYbuOE)F)%;_RGY*;TJ~!o-LGACbe!j~W
z7roM0w)fFYNtL>()$R>jADdlnusmBbZI-p+--j~cA=~yj{n_~Ob=UjFp2x#Z7Ur2>
zI8rT9b68pM$F<n2Z})hG8u(|eUa|Gbq^UiIa#uUqCKtT%S-U0dRNmXT<J>J<cV9Rg
zz4Q6}l}Dp?O}%PV$q??9`{r%(SJU>=QsHG6Y*!y&{oeEDuQ|rws@~mflt>bJv}m@@
zDO;^u8yJ3tT=12)KeOQ4l}8t61-?n2l3-P&rMtt@^v<fN4JYJot}FX?cfu2%^-p7c
zORX0Dk`NXuJnz-Zc>J+n;bcDv(dNn1gF~h#mnkVX&nZ5e>h+(&EbG#0qvspeyu7`>
zCOmrAvaXu#vB&3Zlzo-Er{1gYj&O6-tHpn^XU{x&vw7NeK^?!dPd+*=d*pDAadob-
z)z5^F!L1RGzOQ?s_Vz~Sm0fRA&u>ZKI=s7f<@H-zRg*aF|5iO(_sq!0(bkG<rSIE2
zUS(YucC4LXkmY709~_!{rG;&aUFb>m2IH7MttY#>cb3_1bU%3Tc-DzITYA_7@6FJw
zIazr7b+88$le^lctxMP5)>K~|HPhUP<BG=Xu87$+4D)ubxykp*b7jtdhK}@}{|u93
z^~@SK`MQ?NR5kY1zIrveZ+@%emg=iJuFkBVTWlM7(a%-)$TqE0ZdF$zo;?1~aJ_3+
zSJ}0>d|STh99uFmO8d&y5SHZmD^{;+Uzf$J7s3D5>&WE-$MZRb{>PbLM;$X_-LaUZ
z?8IX2TRlw0Zv1My^cVWOna}(3RPym!4Y?aDk8=m?4E8(nS^G`ct;Jj23eQH_n^nFI
zc(k>=Y=dc$4YS9S#<#(OlaIQZ6<EIZJaoJ3%yBKr&+mVPHZ~aEn!nLMFo^ZM$o)eu
zvz1EDKlYfw^GVxP`Ml_=2`voswoHlIY%uw9vQUL!vQ6>P!t+Pk6&|ZEE!)0n-5stc
zr#{d7I_Jr|cSSc_ymqR~aNTb!zY!pRcx(F43P1j+(p?)0-$v+0Ji2t}N~YQ4R~Dv=
zt(&EI!kiy=KJM!Bp1Xk6_Ejp!>$F_0u4|k0@(dT)GOk(qzSD;1s-|A#LD|jcv{(Xv
z{xfmYlzFA8?8lb&WZu{9V$w|(YeHF43cEIKeo%5eO8QOCq^Dwq?Z-`v6pyC1eU@*&
zw~J#s^L(#cbMmy^Zf9AiiA;`otM<5OV(b)y)wfREpQhcH@p;b2uF~YR_7k^!`GUOl
zCI3y`v&z6Y;)CMJ^UIgUr@yk*JhUWf*PR`ozvjPJn$dKC%Yos^tW`&z^)zWbn_Rwg
zmAk{6Wrka>SbyL*jWgWAm$~T+)2`ZQ>x-t|_MEug=GPTl*640_Ezg%B&v=&fR|WMx
zE{;~|xIL%utJbnglOsOQyLJ>dpU-;MRU5h7bXt=TyQ!O}_^jgnr+cnN8=Swsl`q44
zmWxV}ufvgfce8%P%(GmzX&L+TuWR1jyvm-QcH*FP|MvK-i|m@$*QW6wNa>n>=8I|J
zt{0g>XY)LcKUKG74f*`>c28B%$q9?+?VCDZ%2;;6wTV6Nt7k-6-IZRrc!JE=<Dyni
zMLvF6^PfR;0?({1n`;ip9ok-Y>CxV))9x*cJ#%Cy%Qw^MJ3E+mWhVAs5&g5;=62)x
z0!z^><#0{SpMF_#OG1t_+ti85Bs}@PJS~@VZ7HkMVv!~LZC5@hD)yX{ZW?pyn#i}$
z+VeO~>v(!5pUc`16umUsHHVM?TF0E+%>jnYEL;mqjGKd-j4b~%2nU~=J$ad?+53%r
z)-pRS)EOR&awbQw&f|}2s!qHTYS-3ldgb}~K)3hjUxvkr-*NY<*j{)(F6-?EwXPHE
zijP&SW#;3s{dhLEo6%q7<~l}EqpdwluAX^howQo?jsw%WRZZ@)uY+z17});0X1z%1
zvG~e))A|lDXuD~P-<=cgB+Hb}w6x9Po!I8Q!n?DMEs4Ic_?ydluf*-H?A+(Q-Y#y^
zDXQC=P&?5*>+#A^+rFcox~VFazm64u&y<ap)!zR(XIJ6T(E3diD&)2vdp6tgwAU}Q
z%7=I72owjNsD5xg>!Q=m2VptWHm1y(`0L_Z!MsVCCg*&FClt?_7&X!Bu*kP<OtUw4
z-JWTZ&+#%_D$w`FWBG^C6Q|a%T<5^McK%_}&AE2hxL-OI`n=eB?P&LGo1VtwON)xy
zo`@b#JX+<GFI{RQ9P{_@Cb^JV7q?z`w3hwy^OZ;6DfY`+h0K|Fc`aXS^oK_ijbBEo
zY`O9vuxkE>w}R@8zMrH;SFN#n+#F;xamD&YD<hBnlK1!flxaL)N#ne(uMpcgtI5|*
zr<cS<^4&YO<*kwyo4e_O<w4uSCcZc|S1Z%(-C2$Wx>v%wBJ~S2Un;dSi!NHX<80}n
z=~_|7U7^vbsapem4b@F6c06egjoxm$ZZAi!V5Q;whawM|m<lu*6~byZTi9mKT&~x1
z_0!|8Z#_;eD2(|sJz6<U_d?0nb%|T&>|npPadNn6PuA|6=E)Z?Hmsa^Jm2fdqus2I
zqUmq-zdm1^d+N;=%R5VJx0&2}Da>#+Qoo$ZF!HUmonPHl;bRU*O{I5FKP#SFDsw$X
z@Ybe#4?Z>rP06b&U-NTq$}Nv|v%MF&9-sC)BszNQfuE}iwJcuW+qr(@slu~)u53qN
z2UlkJJe0kxbE2h>T{Ps@B&#R0cAN|0`Cyy1b4Py6oUg0%cNzxyy98Dz?bVvO(T%;3
z{nj>SYaXd&?W9eU{gXpAm#^M<G$u3bxJ`X;QE}!83x==1!dK5Ov5#7>JBwAF`O`Yi
zi$zg$KdzTGEw^!d>Z8t3q|Fq0w^8^0rM<>Mmk&NEJ-Oau*R~mQO?$qwvwg9Z_~fac
z>vMkZ<jKdQ_GX=vN!)#{AWXNfIF@yds-Iu>GVP?SPd68@=z8_YrslXz`MO!xgJ)aZ
zkGYc=!#Hcdh^uws+4#-N{++t=Syd`GH?7~HJ#bFFXuf-$hot0s%QmNV#j!fVnvQR@
zB_9}kzQ>(+OiI@M)?-`uYipKIxYxAPY-0W2kPA<E`j-C;?~PYDbj9yh{L0Hxm-^1m
zow2=f2m7aGv)#_~et8?S>duM1yg80lKmRjG{d{%D*kbkNHSc=&ZMDu`zq0)F4!@bp
zOg1;3bB&9>nr9fa=EBJ<jMw&@O#OLOb#al$<=Yp_o-La`(@{@CaNg9dqQBMM{$`nN
zZ*6=T5_Q(`!FBU%AGg$Zw(Xcx@cCAmdGfWV!QXeR&G_T2@ZkAv(}T8ix{9o?28+C^
zlK;20<kDFKp&u_T_ALuKXtr+I%r_geU(|hg8Eud)HmNGSi7oLMZ^mJ}!`DUMUObw*
zIn!zF{FR4oWJABjpZLXmX4B+LGrxI@J@5K>V!ceg<jRz*>x3KbudRwZyZv2~_`Tw#
zq1LhUwv_yKp2HaVDPzON$EHs=zW&a<bFIopotw`;ulAQ_U2<jZjrI2yZ?xixd>OE>
z<HiBm)mHb9q;8xy^@8*I0~IRrFP)A(dc4={WbyQnV%`NOudEmKtF>}<{!|^lblvit
z8_$+~ejB~x`CjKUufI0OD@R;ykC<;9A9ZK3jB*{*&eRQ8Qu9K3%Ga;Eb?ca)-(}x_
z=eE2Nf1w?bw&_*h@o3&t)7AE#pRRE6IgdH>kFM7bFE#NzR@=LE%Zh#nE#+k^9*f?V
zxi@#}#Iu?!OKtY*Hppt_Hmr|&pK_U9Ayn+riLdLOBwNMP&eTr*mM(Cz?bp>ZAExXz
zll^i&My^j)_xhsPzgTxkM@j0H$2TVUi+n8$Jh=9y$tSkLNTUOXEktjA?c&c=woldd
zatc?OGiyJ~?Ag=StXGPw)k^7dD0a80GEw((cL=DuI=kd>*J<~}Yg?04daf0f`vmNX
zTb{`CdP~SAfB8#0x9Ev?t$F5_7+2M@eqZ~l<>DfxH+kCjybkwN4m$llcJE5N$aU$V
zl1|29i`m|)^sbD0zw!CStjR}ioPQmgH-D|ypUD@(XU4KIOwfwvOgYKCH!+yGefE#=
zm1m;_c4x|6vvF!>?2VGz+jE?yuh!~%zrQ@oli$}eCI);peG+o&>h0c0Wmc)OU4GAZ
zPuV=7z%|`-$?Ex2_wzj3^XS^oDSuzx{C7L!$NiXdZFbWS2G71SRsG(*Wp`$UocvcD
zz-`_7Ho*OnPpRpOeTrM{D|AB)cih-tH}$W;edFI8=cdZD2uA2;@7y={^^RD7-zoAl
z>O@nOHq<1xmbjZNt*_FJP`VO*aq+p<?dpAVZ8aw!+Hu@Z`{I+!q9<-0`1&$ZTuNt$
z`XqO+cYVoDQN?*Vb5ir`j?X=*;CTDeiq6mHDpp^=<+iYmYuS#UCUYYVCl$VoHTh^b
z`+MZ(gMQb8y7$k#yyfDXyAvZO-8*8u^;0ctXt(FiBJ(GItHML&Iwb-mstRNKa&ITA
zdryC~|HL!pJ=1ONwibD>p60k^){WUd+~3{vrs{6pc8O6Yc(>~1rkIn))1$j5@IAi0
z*DdntLEYCEuHF5jwf?}PO&nSlOtU9lcC?69>kf!K=BRS1cABZB<bl=KKAbnZ+Uw`P
zUG(PdA64Nor+$3<vZA=FYRg`qCs$4GJWoE8X1#O8zH^_|uCmO#u|B8U@zNrOZPFjt
z3jUp(!+5Bt^kvMZ^<M8T?L7VUmG*<4*<Wn<?D=A?#8Q=ZMay$}8XSC3eLZ@`kFM+1
zO7hda&d8~z#%^4wQmV8$qSvJN?UQVqFr$+9QepYYar|sIR)!VNtCalDAoVJF!=<-{
zpL8oHzmA%+{HfdXTPtk$ZMA&mu;h97yo;MGWqA&*`u^(E`ruo9o0Az1CDdwj)r%ck
z((wBD-pVs}vU`d@?+$mGC*C5sC;j!copYtm{=SsRv#;yNvfH0j<g_PwdN}wNmEStI
zzF5=c#Q9I_-Md|yOb;o@eYvqEQ0Deu&BGi!*WLZ=A0}e-V}0AVSbwW#*DK2pPAWV2
zeeH`q$~hjNIrFdWHB;$zE6{p1Z|dtqy{6y7S9Y&eT@uvw$z4A8;cE?t+gu-CX)kH^
zZc#{DW%xyO%M7Iz@q4;CxUA%|BZIxHa*~z@1#PaLtU5=f_F~k=s3VJ8CDv$bFJnjv
z_u9_Trx_d&E7lfV?0f8JTBqet*Ko5x&$fiCtzYnfN$YM@;oV7#^^R+OoN6j`?2N<F
zGJTec@5|N%uCS1~K0nxCseIe}3zrO{?i}j7yE&>!v1?+V#laPvYCGmBOGZEJ4%eQl
z+b*!E*{W}<=fa8oPFZKlj5a>>e;O#WY0cf|W_(7~N}77}bJJI!@bkC1?qYKCguPxp
z*KWRkV{?t{o68#yAJjE_<*&1LwOa^}xJ;<^WMvDj0_~muj!*x+BskvV7Mp{7)T_eQ
zwHHoCn!Z;SJ7*DRJbw?X&;sVh%X@RVS^HNvhAhcQW=S`Rii&*UoxO9Oe2-vgO3BHW
z0X9qKS%ro=9oyEmbLz<($E>budfffg9OZOJz$k0|lvUZTtamQYST|wv$(KPL6J(N>
zNp~JtS+i>|$FrOsmz@uSCiZ<5Hjq8bc+li%V!P$4H^)^%w<&O)p8D(2<Qu!q6D2=h
zTP(z6^=!qyZ;MQo_okN?yL!&r?PgsZ+MR4#8vgWr)Z^vTe4jjcAa$y!mTyMT?y9-^
zGcQf`%bp&+{mbgr1!w=6&dD<SZaPJ#N>(68s_JBa))7xm)8sS9tFGGe$OOO0R#{%g
zx%yrP^WI{mz;LlA$uEOuzev@%IqT^5(5Z&4l1e+L?Mlj$-%@&VZOEml36E}Gw)wEa
z(ljRiaPx((PjBNxA{u}0&7QgG+SHAopMP9$wM<v@rtFpt#dBoVRX@1Go>ly+h;_ZD
z)zw|<_uigO^?j6``cLug*%BQWsj54tA|mg5m{sN6I<m^+Y?|k)-CuLUd+t@tGLzT*
zV|`uep33YxvpH4QjgPp;@-A+f{WAH*v@4=+ksBi}WgGB3bBtru+g+&4dN!!~a`W`$
zAJ_c$ezO*13iI9TUmshiaKE~%JMg3K&W;I(m)3mRF6`mQxNPsb#Tp0t*Kb_8H}Xx!
zrtfFwzp9#2r@X!9$@-Y9>DO|XB%fe-w&#{Tf0oPh%;&RSzWJkH^k=vE<x7*7Tg%=L
zTC%k?Nbhb|0h8JM&o6zpU-dk%do<g=C1zDqM1ysBaPmV7F&m@#=a!i~xjAQXn|IW9
z3r*AGaUyfBS--Mca{iO@lkd0xnZDcbqv({K7xVeLtPh*F^n94H?#2b*$ZhAsI}SN#
znEl>-=xvSt>ic#nMGJnFu6uR<ppvQdzx<VFtM1NnYY|uw)-pXo&N^)0Ic=A|^!{~U
zx;!gop3PtA&cK`?tDW?;B{}0|faglN=B??QCH*{Cb={Q7D^+=~X!GIll`AbWfg)Ve
zD$mwz%|E?rqkdVa$96f_GO>U~%at}L^={%^J9Wyc$CtJRZrx(}<mOV740p$vITtJ@
zd^}ph_Gkf%b=s=a8x3Z6PL?b@rtK)+^Jsk|e@%#*3)}2X(Y+^aCvrRQUa=}Tdcty<
zu+^umLoJv5<QJWMW$M1;Dvu=}%~}4gp;C0|lcuWBLPkDYP3^g!>cVx(9mldtIoz}j
zyl-Dx{M+#yTc&07!b$xL_e-tF_nPDySGmSz&SZyly~;-mcmEVw`MSDgxvW-WPWf84
z)?No)qdQ&GCSE-)o#*>3ouMi?GXDCkT@zTJO<i=-!eo6?XqSV`*VP(N{YCyW=rErD
zyh<*E<=e^$ch*E_O78v`(qZ}ftmkv)d#m<zSzr0IAe4J`gW;^{7Hbx&xkm6eUR(Pn
z{oLKJx(V}&0}UkJMt(X|TNo-;+<fIqulb#;J9l_2$f=V0nH>Gm^ow~=av9^>mvPUl
zjqTjB&#vF1@ou}2rS0pcHI?_?npEA03=aR+J=6I7+dt(ccHxqLwd3Ta7bfnIKX6Uu
z9><)G8WsOSPu#6Y59sX(QJ0%@t?t~ScUAG>2Yr8U-oEnvhKgH9_{y65rY6~oN9;el
zr}X8lpJ}n`fju(E9{knTajfdS*eL7jT$=PfEnl-|a^c+bTc#hm<}*`R{rOpe*WWe?
zce=SJWj|WBV-K@*U;R{X*}Fd;7Z-cqx?=gCVN;g<mfEv&TQlz-zqa+^m9<ZvO6?O7
z-+q93=jyckN3LI6C0>^8@ksTm#A(g--(t^i?Y&YdbG0%hoJH=@zN`%&C+}WSP(16~
zS)&&*6N)O=od|jMqR^i;YTl;q3!nRiDr)?9K4z)aK5)<bwxmSD$CvTdwv$du1}vF>
zY0szk2hNr&S{Kf_t{P)J`I5S?W#TLMX={RFZ+=?4zmwU3ul;BEvdm1;PfZKzOkbJp
z=XlGqa7mC`Rms_Ev&j!;ON%lpGr!Vki@J4nUTBS2IA@&jocVd}osJLHr|Gb~o;C0O
z!!<<~MjDde)~|ZFvCH(>tt}gq7d_goIQ?SSuAQfrJpQ09XTH3~>aqft7ti&@kuSD|
z9bgTNHEuf|b!1vv)K_H=S5=YD;?=g#ZeBVxVTFXm+8ytb9Iu2=^DI~2YpSQJzS3l8
z-qF*_*X!<zf8Y48_EpcUHQBR1Z&qoMnf&95qe|J!qvqmQyoB~G&-=B)_SMQOw=Z0`
zn6O=RfkF(Q=gNRC)4(qM**_(&u6R1h@vpY7a)A4fYiFt*USHp8GQn&&mrHMy*~e`U
zJXc&{%63!@*m2f8#e4ch>q)FmlM+4$Zdp}*MYYX%)@k=5@Ba*$43|unwnsgcdc#@P
ze12)>aYcpVkTvSkB__<5&vb`&Glwjhz~E}u9ORk$;L&Ek$MdqpW-wk`?P(cMw|}m?
z(S@yI-}IOmY`VIlrv_d(J$Jh3r%m#;%~xkOp0&%~Eww6W>)C62Ste*@aHgHhp5w;Y
za5UH1LgM&;hE?m6WG`+l7W~wk7Ik~lpMRnoF0XcDulp*K-F(z5?@i#ezURg(Pj7f2
zH}zEQ0<m-1+xBfWvMnsWX|!EwL+0JN1wAp5Id|5^Mz?U!dZya*BzeW(tb<{ichVM~
z$~b$;`>m{UmgZ)LFrLq+{xfL24~mZ5XleN;J6HE{*!dW~x!Td5OK!6)<Xv+!?%dg=
zmd&M>mg{Xla>i@U{<_|0?(H;&^%hsY{CpSC=vB3BlIfD!E0)~dYP0Kh_;2eu^NeF#
z*LNvR+}4ymXY!%RyNmpP{tEr=&pvg6?AsWVm!Z$@eAT*q;H38Xxaa9|>!s)Iw7VMT
z>)Oq*=h?dGiYgOjmFvM`lXGTRhksh{>3BP=;+;i>-I^n<&u&Ryzqf0~S~(Y%OEbb7
z*q=tN)LPUSeCl1o)4dbJv~^^JvQu>(j)oY27cJGBp2shmxkcty*6Gxyc~{Op+#GW6
zk&Vp6h_m$^>MYflrrb}g_Lv(Y#E|uV2IqQ{+ANWCQ5)wUnb`Jl|F5r;rmxHjmAja}
z@#o3&rk$nLQYrbO&(%YB%#dxLzck64Z?Uz^Hr9;Um)-m~PrkdP%4F7>46CkZdNtlM
zDGi5B&;DmfxifEF))Og_>dwOXYoo%e+cz)TKD(~Pf6ZM#k6zF3uY=r^SH-NjJO9A-
z%*<34i$nb{V`E&Ik{Jqbt#s4+#WY9h?~Ul|!6)t?UfUqCeaF|;8(tW=H*W}EYSeUR
zVo;^>cG1im+oKkT<<42Ux5sc|i|CeB3=*<h-;OT5p&4^@_cR5D581AP4r~04Ge!DK
z9Mnx&W(jYw)tW9-vZlD?$h=IO%dg!Qm8(rXwDEb@x>U(EFP~Vhd8~Ota;?r*q0d(G
zhP<A8s;)`d`PxN#eSaOCwpH6XUU758q$h^Uj~B65dHyT#5S8waev`iC2p_M3N7b{H
z6K<L;jh5lMD5?@uS<d)nS-QlEseX(mpEP5HbXGrGn#p%-(UL}I4~}EnmR`s9Y?mph
zy1HWnTh{XUb4#5Yik&8H`01PQI`qk8W`%3nC#t1phBx@CtKX<uv1QV{qRf98=UKw4
z`De|D-s`{T*cY=S4J(fZ)NFN`)Rc9y^mx?r>a4UGofB`Z(=)ubl07~!%w^@JS#>G9
z@4kxAjNDXkCv>tIYjB$ES?_A@pxtx&+E#q>^;KE?^Qvl5#AmOMaj8pw3p4DLx!S|W
zn`)TT92WIZltX=K!p&XLqNUQM^Vs4ZtL@2qB5ihLuJOV3(UaaV6col4KQjIN*mptA
zo`0e(OD_B7UU|9v%-`Fwl6GYd%6l239FNCmtzL3i<#^uZgX_b#T=HO;V1H;=<)w{5
z%O1=(Yd1|#NeR`lDqVYZLx7{Q#kz&MVRlywb?%;*x$-%7&Y$b)_W7C8`7HJP@=?*X
z20z=CP47m(JU?;%vF(pG_gV+{YMPhp@>E`l-hAb0!lht_w`)&q`4V?^8^aUEAl65_
zl38UtpHJB?Ewrlt-`03pEkVf#SDtfe&FKtK%A3Qr%FXI(=DMrAX|{)V9(WmPc5_eC
zS@Rh@pU<YAxMc5h^+clNX`X9sR~Q}yg}mQcb1^R6^jo>D=gMoWftR*?=b6<y`_@)Z
z-HAezYdKsaBRNbX<m#oulvbQOc1iZ)<QpM8byMfd>|m+7@^t0GTW7-SXG<;#|LJdY
zwW#>obY+Q!tw%HYz1qt(Iis@qtgiH$M1?(m?QwY43VBhBf=Y{3sz$y)-p&c`WVxa+
z=Ss86r5(2<{LlVpxVEzK(TqD)q2?3#=4M=2dSTn8vK3MZY}tl0E}j&f-TQ0WI+xg)
zzd}~a`J0xCI(=EVF<MvftorH;8J&jjeRURmTe!K8H%#I2teKVq)5{|6wenwEG1KhP
zQqE(>fu3Tl8uxe1a=CbN$CuSS50W+~|GLuJXq$QWyHVLrWij1(nMRJk0zAI1=;_*d
zKC8XxVsfErqRK6+&yjH%HqC*19vH-YzO{H}%)YR*$0k%=t~uNsa^XqZ;&O$;DD_0a
zJ05NY*&L@L+m}X{pD>-_=3jO8%&X<xH?~E0Embz-(@H3^y1;Jp?RCVK`@w4?o~cK6
zo>b}TyC?i?<<U}KsmDt_CNSQb6&7X^9NVys;rP-B|ClTDB93JVJ&;NMur6Hoon7{u
zsK=rqkC$3_&N{hkN>lyc(kZjHHGAy4q^H$vcyi5)r%9DIq0I^w&zJhnc3Y*r!ocKG
z%ja3y{u1o!a#NY^DyXDw@0)hvQ2xfkkf}D8y^~kIy|wD^Dx({B*w?0=EU{cWd2e6J
z>}u(Yta)=+2m0}EE&Om#=3~_BB42BRxz~di-eGuh&E~kuRps)Nk}qdvPFL2w|6yU}
zq$SgXO_xtD*7&xnS9;<}(~8`nh>tG=BpHLd@(!N8^<wSQRaJkDyPldxoNQN-dLeyA
z_tJ{^WiO&{?R<6j=*%n6o>sj|ezA0xk@1Czu?tfUoLtB3Ir;Ro&^I1xyExSYC;3_l
zcP-mJ=SS6~tm|ef^JVzY%}9$W%AQ|&W#PeRtB>n>o?M&qu8MQL@iHG{zN#w+r$(<$
zIr6-R>w>^;naN+*sI1xIc<T0kr_HZ6s_Zs?8+Gxn+shkO;l{<wrsdxKxym}NLog;+
zH}9;n`+D;eujgmWS*q>%9p=EzUv<6jZD>Q<nqJ>)0bcX8=XqV*oOZ2RdyeJ-h3k<i
zw<k1SHa*ceEur|{mPOMd{=M_fm)hKQ<>;ZnX}jh=a@r}ngyDeb>8N|{D(SB$#>%))
z$aW1h`MUF_Y|yo1Yd4?R)U>3DpKaf=59M9^-Uyp3?|dJxy{4<(;&u3?e;!X*quI9>
zhAfp@b(YUdH*)>VU$Po~8Q(S8ZC}rwDcY?3c|!Jy8tKP^iqV<3c`u~zt?oU<DO~g`
zCH&~47haRAXB_)jv;N8XemmtKg}n<at}9zU+Glf7L38D)C2}IoN9$I`-8^0{tkS&k
zb-a4^J`OYSPj}qrYct1{G3|Bj@1A#C_VQA{C8GaSH$L(@vstG8>#IaXPfOdEpBJl~
zpV*ge<|$nFrswgjzft_N^On!n^fU50?)OR2Pa<vS&!sn7cdWU#>p?^De7~)Xxi1bp
z{-f!~bJ09EuwAg;DpLB#=Fo}f9-mj+SsNWxU9PcMCfqo8wMWbJoab9B&lkVQ^wXMC
zvhn@P+FYrGWQ#QuSGx5@$Vh!Sy<XsF>b?YvH<fE{+a^WNy)ohAIb(Ozp1W~nZ}oTl
za`(Tw#9Uj^UTgBaZ1I?DV&3Ns3~nvpUtaaWvc^|;pVM}`uf|zCzpVW#?-b8^x>|c}
zzqsL%tKG{pUY35gHH(eep(DemJ$-VJ&h1W1(Pw5+ol_=7Go;NfUE{QL+k-i!YlElF
zGQJv`^l07MWydf5;@iMu&UNH*n!T0D@Ba*XZ))xcH=mFCx#{u|Ip6*Fe*gP=B{S;4
z3~S-uJx!UGezxblZcOFAW$wNuCTo%PCg*v3v$uZ~+sXeecVpPknQU&wT|aqV$E99W
z{m;-nYxm06hho(JvCD)OtBX0W<#dx$sSRK9I&fcOf$T0myRFAFrFN}bEqS+b_ncqh
z4f6%Im@QJRvu+HCd@UDfG)?mDteA8E83Y671W*2CyZ%Vje}-SRhqP1j9&K6smE*c^
z!}Di0lke>-*|KBax6jowO`dAIWTRudZYgrfOwf2*wQXI+{iuH9_th%Zy}d6cxl8|)
z^~;`prPNHQrT1qTbKloT)9MtmtIKNtGZ;RXJ!^J6sPf(R%>|q`vzF|0U+$Nib?d?}
z@v!SQt2Gwqq_!sA$Tr@(`M?^_vJ>m&_w6w^ey96sz1Q0<qN*)3&nL#kDGQ!hn(NPO
zaJDjBr@VSzYvw`^<`|EI+vZH1H}%ZjxOZ3Cr}r*wEsa{YQgvN_K}3%k`+n0$Rke?W
zQtMZ&Dfqhd^qDt31v{R~*xdH|dp`Q=S4G){r)%!AR_wWM<Z-<C<E*8tvd-!pzfiVH
zY@%n`<KK(-x>Qa#S@Kr;&c_V5B}=WgnsismH7-B%f-$CR-m8borzaU-o3(1gA-B5s
z#c`JFvwA+|gg-W&YBhCZ=#+%FA~_pHKZZ_GUXtWpyK2v`Zp)``><_dr<fwnXU?341
z^^rScmOB@}PGQ{JM6T$_RdPEd*WEd25f~V?ec{dSH6L!2v)ZQKc=}Ft$FBVzQ|jKA
zt8X}3+9ndtJ&)nhs$+_=?-o=)TD9f*q^yFCb>}p-BYtX4U9K|iq^PMU*X@(dakWb=
z`aW(t{QPZ<c}I<FLEcQ!9Wjkv@mxn&#=kP$@IoTpR{Le<11+y9OP;K`_(j4${cC0Q
zu6@fd)$x4@`L%6b%5=MkoWI%oKDIUIFFDgGU-wu0#d@xr2bbS)y07<kr%L(ySvB?b
zw%^u&GIQEy&-HO*@RTW;Zr3``cCHW0GJLzpP}g*4j)Ca5cY!WSk}8>}=N@^s=Y3FL
zaj_u7+gpsku02uxvo&yH+*0-&tKC<w^SiCxzVWVX?1FPQIlryzJNE8&V9%O~P51V4
ztXKVQd-z1bl0NM#CEXrxr&vCjc;al$UmqXaB|Dc*?aS&c-hEPSx6IS0JKEAYCwDE*
zRar8p$uRarug$lzgXh<pPGj(7;F)*zp}+C+O4T!W&!~50y?PgZ;nVFC>C<vpEmr1k
z`Q5+e*pURj{myY6KGGlD)tAPUa_m&v+GZ^DI3u`j&5A3tdlyREEw?LKaEZxZ@@1@u
z*<?4#q}dtDb3X8<oURd>eAZ5Sb!WTe<E2$QTzls1oE7$}?BT=MlNoF8JpMXY=^4AV
zgTfbu>uQQ6GF@M1_ulTG;m+LE5TShJNZ+D;Z3f=aS+ydXuCaGMYJPks_g7mhqo;v!
z>bhy)?k<>nnSJF7rL9vh%n`7Ct#R`1>y<sz!xv6p7Ijqg(7b>9wqA~M-}Nb6xgjgp
z-0#TD^z#eW9h25B(VbLu^>pM;^YS0_%oOkLw&mHeu)4E}@xDxPT(9buuni2&GR0q4
zhfOoPR%o+y^Kq7*u$oUZ7v`^j85bKD$`|t2-~8U@@C%<~gTkgfsMY$CrL@_xYrX2`
z(<M$TEi50cKgFR~cxh*Frb^!l_i37{3uVu46nj;8?47ou$jtT!+If-QPAhMOgl%M-
zt`eR+$>U|~rK;I0*o<mdUD?jHvO#m5Q~#k2Pl}GK?YQ&4@Tl1-BeUl=S5CBSSmAz8
zZSA2YCu~=TyiZ<eTCE(TX{vbOvF*yI4$n;vRli;Hbm7!nsgaxt-`7-%_gr`U^x)Su
z&!C9DL#sGdN{$}AUGyg6faI?$cbEh8nb)e@W=qEXVpo0l&hN0rvz1mKD!!~f#d+Xp
zhU)B%mJCUAG|%}8OwJEWIM%M*_jS#LQ)dkJ|INDJcTL68w)WNOvs_<}U*W$z>;2O%
zk34VR{7)K7J8pkwzC4S|p}Eo1^s;<nsIa=qmExn;D$coIU3$0luMM5$_*vrxud~jB
z0&SI@D%XOh9$9qX>9IiJWdE4tzH9^SN$yd1w{21Bng97^@Vgt!)>tY0ZeuN3s2sp)
zVX<PnBZCZc&oz_nZ0-jnzN`tJT;>+$yXnnkj|b}==dorxOZ44&QheS1am2OXDTyzP
zqs@(uKdD*rq%ij5)1K0*nLFLSU3;!~Sx~LIIY@7_M(sjJ=8tPGt$X|FyT$60iBdK1
z3g5cO%)WP`Tm8b#?3K%&Z~XH3!^%q$i(`z7=X{RjEnyQf{WaP5wm`zWJO8HcUGv3w
zQdhSBo_Dz^ZB7RKam%~jCGOb5-TPR1z4F=$lUp-lS`LbK>Fc@7{LE*od0uQvPETs}
zP2=0|-*355F0jh~@|X42t;_cAO!c2?98>dM$SkriJKF2|<83)sZK7wr{7Ut8dv>bL
zy|+BP{Gs-8d6k13Z!fL<d%yjwgvVV@1-V6g+pZrqE0W1S_;p=xDMu<hpG0kO+?LFP
zH$P2y%Ky|Zu|lQSQ&}cyrBm-T+t+t$TsD|UhQ{70TW2LJ;h&b`cJR2}mnnL8*CuPa
z@uw$CT@st#`c-t{iV3+bH7QlWx_eGIi$3XEykg0}q-im14E<Gkyt<}4FM4%9$$8S_
zBE<PV>ROqvHS4-nuN@~@Yowp&J^!C!-PV%RC2dO2SBg$iOnZNMfgj)8+3xDKdAbdL
zKc4M$mMqHNbT$6Wgn4(a37u%};mfq@{c1U9(cMGb;eyX6SY7Em#Tmes?Ime;P~rGO
z(H6^``B5t^iq<`vv~SI&cCH2UmMxj`B>i&N$~k;{!lLgsoiYA#jcfIkNj}e?eV^p!
zdiJEz1b$}awM8tOeQtbRd;5Ud<X72d7mLm7*OskTuUB5UZ2rXk5=sUIg%MIyo(8a<
zI9GhOr04`o#rv40kJ@LtS%sO$+;iiMtIG0D@LFl>mlfST=}&DI&y34ILrqxk@c-K@
z);;x2ncK_h*VGKQFLh;3>|bwc@@d=M&I8|8D4wu+HfQ~*bA4%7XX!ruWVu$uEo{Xu
znI6F?!RHc>@9mtpMf29VC)%f_F80~6OCHb4DO~qH>yk%t=*rzMT*Q}4m{#aBt<hqz
zTyfss>z1B|=iLb#MLte)H)%+z4q3HBCfwb(Z}t{xkFz%VOiLc`wc#sv?oN1fqN``#
zyf1gYeS5S<@Y+IU6V*+s(HoL2mTDfqHfO=(`B7V^u8rZCtg-3)(cl8^lC_=|tBzVe
zTDVif(j*{7!a`I@t%_^w_7zG?IvA?1X6CjmEjkm}DrvE5d$6bk`-<hK%^08U{5fY*
z_T01glWj{coSA!b{#uuY0>k-Py@!Pi>UKU_-aYU6EI)JSGL!S1Js}$uI8Utk^uxBQ
zFua*r@bRx}QtMiaTsO`6yg+?oq>H4=gDXKjCr|!a9e2%y%kzC`%G5JIE#uunK1~&u
zcs9{+PSu>y&U4m}nXhe5n(+SLmf8Cbrr)?x8WK<#aB|X}Uwm5ZlNCOPC-v+&YjO0I
z>+QTF+a8wlX(xG3;Yqnx$Y{AjDtI1WMs93Gd+~+0o>JNK1Fv5Q=R5m-^;QSA>BnPt
zu2YLRwd{S=wN-hZm9iy|)#kOHE^bw~3BJ*jwxDMsU;VGE5ho1nquRMuSL+mS(5XDC
z_0~d^LH2KExaHZXzV1L*yN)ZKOy5_`{p1^#{K8(VVdKdsk5>J)lFGZ7t76^wWo>0}
zRddXflqccd+-W*hX)Db)uD$eg=8;y>(5KHOpDmfK*l{#~`^xt<QRP)LS27+~nG<UB
z$uM}%+b91Se!Xm9@;K`|IlV;7I>)k{XO@cfuE+Q0?v^~xE*dz0o95~gwRhil+_UD>
zGIC$;r#buNW4ozJz2|$XXT9v=KKh^Ga8K!pWBhwFB5uE7yit^Obx-DI^|diYBBhVE
z27BhD-Kok5n=NU7Ze!Ube)-<GG@Y#7&0Bu=X|vtVZ7Ou(*5oND3^&(g`TBVM+BCNX
z8|>%CC2y_zt6lLqVy1cBvXsM<L%262-ZpvpB>0?f=rQ-GEnBW!6W^F$_U5y1nnLM{
z1JYIVwtV7zZWF4paBoih*26~q&!gVVDg4jyYR!(x`4-0uvOcxzo_u|6%cWbA-tG(B
znhPG=FU{H^@oZ6_f#J0!6(=QLyUy*ovhJ&K%mhAru5+nr$NUVV56Nvg%#^hAsibY0
z^pw0rm2{bj?}IAcm;3z*z258i>sRnLCdcPXbv>qBGPuk6AZ3=)wh414HvYWsu%daA
z<<d+M%>!#icg=aXs+Q;dW(~>nON}{}Et!^QVcK&^c+RDw{^aR1H`l&9(4p^B9jd?0
zV|jB(GUM%eGnQE#cp}3$b#~X*a~;+y*|ocp|G2-NmAPZ`?z*kBB$8LITCXnoY^RKH
zwQ{I#)hyqlpTF<^&32ORQB?WMTJ*5n{B`(^#-o~!D#6conXuk|XOSG#{b)g9#4C22
z%Ml;1?=9X{xbJw@WKUh+jg=FMyVB?FFm3Z-DfZ_-Aou0(9N)ws&s)D_#b>OsdbCE7
zak}m6nS3{n=Ukg~`dm@AIrA=4u~~C{iUjIUE~)fn33KwO=h`5xQWaK~dQ#2p<eWKa
ziv;v7ADb={SC}Pbc<{Ve;naC+4i)$>{Izd$Yml~;=PkF_N7Fowt%Eik>dVfuI1xI1
zueQ9~VlMB{m8&ItWM*9!I{NovjLM`F%Vqv%uJ|lG=kwR~s}`S5O<PkLnjGZ2dtQS?
zo`te$dg0?)&vKVcR<`*V{l>uR+q#>c(Z!us)1xMBne(B3t%-l%{-|XOHa<7aIKni!
z@9NY=Z*qRcPBuL?vG;0sp`oo|#C2mW!;?o7&aOJJg!jO#W5G>#Zkaq^?72DV!HE;u
z)6LrJD$ivv+_tyNF=|s~0#BFl;#|L5q02?C&Wt)4E&JN@+^rSU4HwP(>KA>bOj)5i
zC{$t1#GaMsg7T+3m+D>6v;7tFELC~MvmGDG&EsE(Urc#E>-MvvQ&aMn^v-)wePv1S
zo>^;o($~gL5)hHO`q`u-u=VZPm9uV~7dbvNc>VIV;iYv~ok~v4dA>Al+3l@;eIaXC
z>P(+Fx#!=OC#4ogi~Vzz=4pga<<m}QPh4^8yU**E#_Fq*dc_CU{J42u<w<a)d(5o!
zH?3!x&3mzFd&KK-*Hb%=CU$%(juJRheED@$(Yj~6t6Q!;ay@6UPB~zs%AD|}>xz4V
zOqad$IF>DWu{&D&(%Mt+&htv8tNfdC+)3g?{jt4O&yJcE9xXH%i+I6X`MJ6Cg<IhK
z(3S1NIg^#P@4L`y^=OlnqWtyGYfh@zB-@`_X1wjW&5O^rd<|!(y?*)Q>W%l33<u8^
zb{F;(Rjhugk;A`IbkmC6Q(o*i8uMoHE*-bxsBAsYw=pgGTX?>$POB-&dJ)vS-DvyF
zE9@taWj!+E^Ur#G>B}^Ru!fnP-~Tg6IqkgK-QfQ)h<gEV+Oh7Z&n?teuX-|nZB$Qu
zkhHI?{I}+0$ra+k6Qkv>PFqpV7*;dqbDze_mW8I7j>hv{t7Bd~z7o+_b@l4rm`_{J
zFgSgAwra}~;e)@fw?`|Te)jIgl3cE>VrSkvwmHt>s%#U=Zi`;V+)%f*%5wI)S3l3V
zb0t14_sdg{F)Z#ss=W5Mf_>@6&?lQFJYS}*Xe#D-a`oxeYVM|=O)bg|mzQ((zqh)k
zX&tMkbaU4{_x}uW3nrO8f4VmGN|MFdIB|gqM%m{|ihqe`dfr$X&UbI61jmeHu6~oW
z=55_RyZnV)W^XEYaRaZ5@tS+nKWc3Mq*hU5@@?w6An`YQn1g2jG&~&aH_!OWtnN2D
z#jzV7mCgD#MgC6e-`Vn;1NO?TwtB2r`1NHt+kU0*|E8YyOgA|3Hu6%GpS9GN#3Pm=
z*Z2ER=}f)4%jCRo^O2nB$+K?8)>IeAX{|Jp-<4H5D<J#A^8S;n)~e^vJZK}Qr2laL
z!uMgn_V_jxM#<kYJA1XY!X;dV=SoqQ5SxYNx*N`{`t1VyKF^=D>9>&W<MZ3{dbZ@W
zd`ZZDzU}I>;On1PcdqwaJpXyD;Nkxax)B@phTi!ezO|$Iz#7Y(Wc3E^Gwhwu&)I5+
z@e6p|xO-q#MUC66`_D|nmXy2u<giuMg|waFfB0`}Wa$>$qtU)$;<BsOclW!+Z+$P&
zcgT3owOx@;>|a)Ou5dcOHB<EnyUf3>OA135FAg%Avf%eZ-#rNh+FTLQg|}nbew=4q
z$--5+y0T^cZarQ7ErpjPCrCZfmwV)AxjuBqcIyIdmYZ^qHdpp8-S{GCrF34u;I5{p
zeHZ3bU5buAw|wEzYLRIkJI^Fs)mL=?vw7W)XS{3o3uk)GnfyKcUget&r~5qDrDcb|
z-npOan`A<eWlUJ*<%bE`>nyfhy70W)duhK>n<Y2v^95_!wj`dkxxT=C=`qg(U)~4a
zdFi+MaMJc)N6jy^T~43Js&zN(L_l@dg~@)i%b881--I*nD)he{oLsm+TH^hL`<iN7
zlXlKBk+)P^v$p&B#IQ+6CLcJP_RuL-x$tw&x~Q$!^se;z$8EiFc-_7`+xTp=XLcP(
z`1nQSV@7S^(IOi;(ffBjPX0DK_eeI2Q<{fyt@>>L39_da?RkANL`MGDLd6pg=AYXz
zjcHchn_E98mR{VNd`Wrp<(LodkFsuOT(J7^pP^yBPWV)gBU2ZOtt@DlOSD)sPhOb6
zZRy3V;{8W%-mz<Qc)-83_|uEx^mpZ7);0TIc{ZWpc=Mg>dD}PS{@jo)8Gh{2rR(zB
zvLAVTl>8#ez`Cj_b7S7EfC<)*_I_OVW{HKxe+I6`wI<iUoWHhnUSij7Ki!(%ke6H6
zUVJ?1Zgk{2A;Saz<g=c=E1i9_qDMgcUi{%}M#7ChrCKVI7{5E1ZnX)utQXu=+a|br
zr`ezLb5C4(BAIUUt1#knRP3JFMTPI<-A+C{$(>N3rTFmB@;TR+dsRf5X6nx@XqBqg
z_$g<ezhvFP9Vy?xuIsw(?BphFx!$+mgY(?IsjEe}C4cX^zM4Pv&xun@BX2uT=ywYZ
zU`oC%x?618oD{yP7xEr2b-B!VK`{38<ekqyU#*p#b?u_Mgy=+tlPZi|Hzv;QR0s`b
z{uLT$=hk^v!1eO1oTZh|7AiUT8HakE-cgY4@?g4COnP-AgH(UzIaXy?MO)seuA3)i
zk~WpDbj`Y;;k`?>x8qgT;fYEQx;AXP!}DczbW-1*TRVFtmQ7pyr2KO5^tOAhvnA9m
z*Uc1RJkPZA_ge?&xhp)^YhAJNty|mLx$#vIYt3GtQ>!LFjgo6A`1)$;X_lE^a<q0=
zJX^=HB>B_A^{kinq?}l#62x&V`=-f!u}JTp3EEMiFRy0L%lq5M_2KBny07ZXgBSW*
zee!D-T`bmFU=Xz{+Bfc;<Al>cuhngTB(YXOwd!$C_;ztOPK(3A(<HhkmjztuH0k(p
zQvTYOq>F1eF}%utcKW_-R<1I~#f`6H=QTgteUjmG<MYq!R+YXsU23iGTzUEE!Pr~J
zcdqNtSyG_wnX`66**dO#VK;W(IoC}KA7%10+n?GNv{wDfGru*vHs9#n>i1~V(kr?X
z3S28nemy-re@|hg@5&R$r>))F>h^UqJNwnmH}p)eFgMt3J$)xz@2_?FI>kIkX7#nM
zDt8KF4HqW`x%+(oWbryQD(3U7r?b+(E|a{q?P7_^(^|nx(?qn*vY9MzZM|H_E}DJe
z+_~RUvrotthR$-Fx7E+-#wynHYk9Y1OIS-grLwQJU4G(N_S}2Lb7qy#s?D_2Wq<SM
zteNF%!)4-=BMv$FMheYI+LRykGxy5HQkJfDAt7APuPrs=+VcL2ev%rOb!bw(*Tili
z+gJ9gH-u0Ao2qMeyljoOpF!m+_S0E5%XD0Ajw}$K)h;siwyS3Lt29puS%y_Fk7Z6b
zzxH8H-rJa|@Ajt){C=#q=hTd@%-tsEz2<73y54O)MQv?cV9)hg#~)?8^rRlN_`1e=
zz1Xo+w+-*q)=kw~y{Sz9#?_)Mll!Y}8<+PmPhx)@xhZSf#U`JoeX;vLnk`p02yA@)
zGJ?OhUP<<{`SY&%YtDW#{dc}-yQxd9YVD)b5=Q1dpZlt=&$;*Gn?b?4dd4`rX|I)^
z-nQ?{{2b{b)9U2EH&xRwKI2V<jEz*-l>2w$uIzCyuT;Dx&AxNZ>gv}go}A44&)`*c
z+k^j9`v=jLY@I7(ERLjTeq9-&_wDN3i@h#u7E8FFc`@meIm4bgb5erScD3{<eR&=I
z?H<o=Rc}jXS;M&L%YQgs6JecTcwAlPdeC9dj6%PXg!`s(`6?A`dZ`CIZu}G7nfq|9
zUl}{2;~(EzVYZ36+$rk*S$AW*8yMEj2<Q(v=b4-|=}GIJn-2>r^g<=eY_3hJaAI)G
zD~vl6G0|7B>qW0bz2=#ZSNG34E}y>O=8*+CqL;X(6AZ*f7m0-AJ*@6}73iJ%$>!$u
z6}M~7{yE{g#({s@GJ(bmp}`jNUcnW+D`c(~S=Xq=UCUo=5}aXkrS+Jf#k!0;)}~qR
z2Tqz!-!<#P^0QZJ*8FE^w+S_x^K9Ko1r6V{>3Lf$-Cj(UEHRmE!EC$hvTW5=M@5mf
z=KD>oZ6{oslu{Rv990-?#%A$l)dx{_m1_%kJNDJDjS+sk(p2sGjDupAjIu7cNSqf9
z@Z59xzO8Z8l3g=mH+^$;I=A5KnzAx>xtYtXC)smd)%d~}DYfRNCEMC#Ts@N`3^t2B
zdA2LG;sc}7mb`1m<t{=(?xK#8&Bf769~^wPVTomO%%{y}z4IO4D;#I|7<y#qV-t75
zXKQAZT``-uUfWm5{lK}bHJg|UBfg8frryxp-TC@#>bdTKsolAXFIY`vm;;$?wb<?z
zxo1s#7uE0VW~Tn<>)MV6mExGMn?D#|+j_O*+1#rWeN9R-8#Md-w$9olbLDoYskqDC
z?`p68SRK!0Ev(bFU7B=g@ytrrB^S4A=x~Z2jj7z-$M`z-?nV~IYm=%K92HWo#tKU=
zEjcG8s2G%G#$IlEY3pWnhNO+^osDY!C6{i!3n~BpGV*NEfr){e%|7unn@+cGop9yk
z{e@Xl-%S@yoVz#cdEV4>w_}(Jcypfax|pOYe)dM2$1#7=Ij@R5-bOubi1ST8sq}PX
zglDN~ck;r-UF%Nfa_ip}J!^8?LuuRFxwj0gx~}n_6f_Mq`KslanD@rc@n~Aii!z@2
zt9o@)Z|bPev(<d;KhOR5a=EQW-TBU0p{v$!O+Kmi;cTNy$AJ~c+jJQi+?Kzvsw;h8
zn4x$2Ty_~RpXov6`KPw_vgStaK6Xm`ao+K!=pR;>{5JGeKkED^6@BU^SGeg{+jVng
z(wFA0F<kk8>t^7h?QY&iM>OM%GJb{~e^@#tXU&6cwyssz=0D7?PB2@ieXVI3pY>%I
z^-0?Pch^qs(Ryqc8o$@<U%IVqj|cndXu;@XhM)LPt>gIhF(`Sth^2N;fyE|$o#dqo
za#xjw7;RTEDzKYs`B+M7YkXN1<hA<X$|pM*3aqYaYfkK3wfAjek=>##H`zr)*PbqN
z_1QSpbfr{E&(#;(g?vja|1)fm+p4kYxZ~N<!xAq8cAQW2^xhbA=GngUCsun(1YTM%
zx`caT$dh;e#+pLxS<BwJW}TS9uC!^EnZ={!VbT-Vv>2StSo7e^s?&LQ{Y6ugLS<&n
zUa+NlmZx6Wa(0DlNfvK|+rKaR=lDsl_3>I80mIOmb5@sY4$sp0#jE}9O!kwbhm4xf
zN8NHiAj8%0U|xm_v(x9avuYDI`Bh7;-`i`k(sCtB-J<DxZd`I<b>j^w;EmBL$lA@r
zchzRuoRgCO0`8u8d}&ce)q|w9l7jv!A^N2fvRaqAjJ|EER+_OrZ%@cexjWBRn_jfL
zD(&T8wO8(#uh+9f!aGtvM)hi~dLkIJYj@SvWs{#i`L=TR3vFFfozqpumo`6{V4rnn
z=BA1jp|_X1ELJW(<*s(Aicc$4QsnFQbX)CEg+o1kQ_DP+ZhunjZ$0YA$1Cmd(jnOA
z=$6iHY$oS5J$`T1TF-E0$G=cdiQjHL<-Ors!|&J{hO1kcPCD0p<;u3H$ImXz@oW=S
zpFOW_qslJFdz;Vx(yPmgdA(8ki&e2w-?Eh_3l`g4=Pq2kAc@`H>-p1tduBWoc`&Pc
z`zDiKtx2Cgr!U^Onkz*}d;ac^JlTil{MDY>?YVnK+r&QJl5ewAcNyqdet$OG@AvE#
zfqk2%8_wFb^~>QW&dv8G+<IlyGr50hd1fwCNnqH9-F~dL*1~TW%zo13K1Z)xS!Va-
zucn*X`t$aDUpKX3)$R_Pi)UBNjhghzKc6LV;?eAP0TydY^H_Z(p0%$$cUgb(`I^$B
zw*Ff~&s8q_Im6a+(TlLOnHH-(p45eQq@7&$^9<wju5zc17j^bbp2d4%UEn(DIf2hM
zN~$e-^?T~6FIMNbFyES|$8Nb!C-&QUuNmi}mYzB`@0`2eWwtddJ70!Qa<H1!`8=rV
z%5P_DPusSY3bTq%IrC-hOz>x063X!0G;5LKzNfqAB-<U^AW<B3WTwQEOE%nHwo8Jw
zjQWGc&z71NrtvKhZVr8Zi_bW6S-=`itLaudlP+!2@rsCHuu9ssA|+7FcJ=%){(i43
zJu7WyRed#{ciO3&amV~9fsa2f=T+E*In3Q&R28)Qg~hTrdDi?<>!0bbO*vn9p*h5*
zclTPcPiYsI&AhnrXT_=|6O2I@=A72JWw|_0_tGNYDT|YCd9h_K?Obt@&oxIS@Im>K
zz3zG;U4biA!ZrpU^_9DD?`pP2Mt-tf_7}tZOVd1VoGl4%vDKcrOGYL*=t_QwTklEB
zl~O_MY8!%b<g$HFXswO%IG?sICX#b?#|_J~#it7xk9y>7ywVu3R3zi<^(m|;*KFJM
zHdJ}$vJ*^mt`##*TK+n4-?0fzuY#wQ$%JGV_CH!7#k_mYm6go%9R6hKOkCC(b>z&s
z5V@_<Dd+BfjNa%__MmIa1_9%)Q$a7%CAZvb6WA>A<jVbo-svpqrk7QhOwuciDtLMR
zpwg_KTVc+ns<L<c;x7BPDSuLb89PO6-Q#82WzrHCQhKg!YGr0f+TJVwEG=*C*Q>wg
zys0XBl4ldP>-I5=qw$IxXZ2_EUA-)EOxq>3?6#Ij;8A1A$6KSG+xKY}Fqp)YdAPV9
zkD41=o3-uV49S&O3}q%qem2Wk^Tu8IvBfI(YPsUBYaALGp9;OF?v{!(+_!6nFVpuW
z91Fgztyj5Xq`<T*S)@lbaOz~6-&gv2yM!fI%K2F=JM(kynX;I)g_38Zi(elw(KEY}
zSseYsal>R^L!qpDnLocR(MwC45jA&5(%KW&*Rr2nHCwwex?fLA=+P{ZS)J2oo!#up
z_vH6UrTJ%_W}JAoM)*?8nWxeQntfXnLl{GS=06u<%4(U?opT`Ayk}n4=80WNJ7hCo
za2?&}@omjZhp(%dd=K|&?Oty>dt2MZFIwMMUYXZ4L-^KOt*TIkshv~IG?)5D$XXQ!
zF=@`39<KDM&nh%6t}xiMVD<f_X<Lu^|1?>*PUW-_Yv7!#nko{nFD;z-r0&>M-MKqW
z<{mord+K+Yo~kQHCH{rhI5DiO+1$1D6#w*%6E`$uExWvH+f2TyQ1KX<e^aHH6u7rs
zlUovfuFcif!gh7-^;t_zq_3;(e9rwQn>|y&y?UNi(h_r7S7+8)PiEyzcr#(%qP90%
z&7Ur>J#n+IauvVgv(4#yrMs?%Oxg7--1gnCxt?1^ave2v*s@a@&eg8&{_Ik7?d{TI
zZ@4bcT;j7n<>LMWE4`c8tV7+Nn=)-<O?%eSw&tRao9CLH5;7C2g6{<s7)MU>@UW2y
z%e-?pvP9K5q4w2@d8Oy0)~hrypEo_b_kwQEKa(kzTi%#!N8A*anZSSf-u&lge7x!E
zch6_#Y&Tdme@05lx>jFpiBs#gZPe*I^4vyhMbY^yU(Y7)TVgK2|DPdl_0~77JJ!u!
z(m8qd)~me_WIWtWiu~1fa_TQ<nNU?#|Mj&&mbj#9C%dh-cwl^D(dH|YPxUbQhRl!Z
z61&A=dX)32A=}C4_ckm`Q<=9XWZOEf+4<3%cUFHZOX6c(dFffWLcaan%0K+Z8)ZJe
zj+VY<w|ruh+HSFzTQAD)npAN&id#ut@@%2mXEDq7QLX(k7f%*zTfZuqbXt&^eXG;$
zD6uCcFJpesSyp`6bmH?3xeI$!O+{ub6}fz6x%8V|iSxE@Rx&*KWnGbTcZ+>%S(e+u
zFYC>E*4(n0WBT*SZeziHG4rz&pSDI;$aWl!+`d)Awe0idT~~f_1m`cjbo-bH^Sy22
zOOx6atCALE&X-sh8B(4euDeT0=+tu4_M+CwO6ytA@mgN*IuvTX=&{7S`eI?mN!qj1
zCup+F;nTkKF0ia*z1^<I<yp_3`9;Z2@9GXSyx36lY}f11ZstBe?e@Ypwq4Se#+Q}v
z?NTo5QCm0J|AR@sE{F7^--ow*rA}LQ^hlmT#o8Z*jq|Fmi7ic7$20N6;|=SwCKi5Q
z^v~V8=yLFmHkSgoN|Bw~agoci-pbqy*?HcfD!gvH^zFW>7oD;K?>wFI%Q7q8d*#9%
zeXdCo=Az%koA(6EzR~7c|9Qo6+t-hNw@Ev`(|X&t+IGoF6(7eSt8hELmaJoEv+vyE
z^fKGO@Rz>svbs`cg)q~rbIb!oN@Z=e*$>reZol$2z?k7dLVwl!b&3b??3>f|!)uG}
zT=%<1Q)bnyFMg;m{iCQ_Q+A?-%9r)C-z!$!ULP30%4*y6{1s7K@)oP@ll(Zp_1UI!
zMa}^KtY1C54a2?_*Y&&#?2T6csJrJpd&|6;FQep&)Psye_nkH~DA@VusBMn&?{h~c
z-Z%ZSX|;4-!iw{=lRK|(i9Wet(o5x})z_J~*8HrlSFsGreiJ=6OF2_@(+cIpnCs`|
z6fWrYO;tTKe~z4ce$<mm-RW7Y9<4P^*)>nOxZ;xMgaY22Tdxd{%1iRNudO^Y{i5E(
zJK?5gi<Qk~(l6~wZk=-N7{4&bYvC(TX4kYoQ=c5Sxl%BmS3{PACHdCAfVO{+&-SEz
za;^1z<h^X$hdnF>UJUheU)$9AwF;Xq-koneBUxGVa#)r1Jge!&i#BN<Oma=xGnt*?
zx<qN__suDn{nlFxd93%c$c)S>`&%?`UVHJgQ|u}qWBqz-6?Patf2x&z{M@d8P3vyF
zZhu=?rt;W6D)^A!`MbuedlqXI`F^qG%8d0cJ?EQ#ROj6DOB+mkBNyzP=<ajfQf%MD
z9gjBj32kn@5?GN_%I7kxN^aU^kL9|v-juxEzU_9EsItX7?c;CPFWWUCeQ8ze(o>Nu
zju#naYX(fQ(><3{r)78UV%5ImfyE`;Cg$|7GyJmNdR}ClQ{+!u-k^^v*A4t+JrDQv
zAKP<xtM)Vt_5Td(qc0yi<!QaRn>%V&SDtz8&6f{6>bsZcT=z_s{uz1q^{h{4b>F>H
zmziL{w7mTK%gnr__&wFv#nk33R%N-Ib6I?blVM;>zNYNn{qOa}MDkz9eP43xXTXXt
zqMx@n<fKn4+c{Z9j<r^|&?-85v(!(XV{zx|&YIkhmRIaqaoKx%=*}}g+R|ppE0>?%
zVJPqQc_!Zp$##zBS(~d@aHetb>lA25hhF}?Tt&<9Szm2oMDVVjn7NCRxi%L>tKRq=
zZSp(!I>TF8->OM##5R0m2+N&2C#*0xrtr#j=Jl_FttA3JWiLHcv1?+BNz<!xzqK_k
z$$nO<JKG=ei=KQY@i4h>PPqQ^m)Cc-_$t^i_htJXKfKvrv65Zx>+1<BVqrl!%v?t9
zYiq5h$#Z%-P4bJ4yv{Y@u-k>*vtOlVN_n&=6i+h9vKP(D&E(0HPMmGao0)lCzp!)%
z{}i6<vX3-W_FPlw;aTzcgKhTVmQ|t0T|=(wMm{+jwlZ|5`QE$d7W-7P&E_mV{i!&_
zG<z}YWcf#ljX$nE<k}H<Ab|a8jNi)N&$-x{l|Qbp)0%H~%{^30?$WBT*DDXas4}=>
z+S2EGqUQQFIq?r~w=QWFt&sU8^=OaalE#v>)PsJG-$dVw73rj9`UiQeEwni8K27hI
z+&sOQZ9Qe~k!CBcqBpVGYdzYtHP>ZkW~FN9_toLscO;(I$=V(3-h3|mk=El?hx{j*
z=dbPODlUH|9#y-$`O|}IIc5QFM#mSf`aWwxi=4wc->;r3C+=i71)q7fHubbv&f=~q
zdb2&=#bsA~?pjwWs*v#IWn5}uxuyl%F7Ct@$#+_+O;4JpEV-S!MrW#Bx^Cpv+I8*<
z%qJ~G-Gj4F2b4bv)v;90u#~W$T2*pVZs!si4RJxn9ehjpzP?W|C|T+kRC2klZOV()
zmKJyAa#M@+R6DmP^BBj?UFRYsQu=!hyWg`tVt3QF?$;<X@E3jU_ICM3uHzQxqrT3$
zqIhaS)yAjGWleo0u3gkQWBfX{c#DAh0p_kJx+<UU?kx=Tw=8hYZC@?Qt-ji7#mP@E
zA|m77eGHkSX){0T{_c4e-<G|z`1LXJTiI(FyTk``9_{2ld2_k4P0FL~b7r|GcVAvG
z{k2R_th>_Yr{US|r4o$wQB&9ws;<0QqcD-<!P?@LuioEyx@Jq%oOd&Amc@v@jlDai
zDCV9PQ^5}P59{qOi<|2nJa77D+lp<|)~ZX-NWQmYmFd~yrX@MkX3w-!ydq(+z4r%0
zSdZegE9onk?Y<rsNZ+gD9~}FzRIul|%-zd7XDwU1ZCToUgSHo^+}8$OS=zg#+^0Cu
zQelovam07soek_3Ypm8CotD6Q;On|+985fq*9L58dBZNc=W$ML#;mJC_f`kb-aB#X
z2d!0~jDzp2i;%g(-eT_+)Z2IB)2ANxd3@PHw~UN@(+;o)S*-1tBjCO?BxJg?rD|bn
z4d2|%WafnDA66_0@Oa*Ju}^>c@~vvKZ@lPN>RVdC=j(F%y#JvsKB>F7wr#ul<m08S
z%h|qch|NrvO->GfyeaqQ`3KtRIfW}8&sy<4LPpMZbt%WXrqa1<lP(<>VmxlQ<#563
z%d^f^M(#L&X{F4QtCla9wo30?`h8b&XlS>2)XJvf@Nh2MieF*Y?=ly?Xg9O|9N2c=
z=gW#t%hel?f0B_&2`ch9z3#+uLt`P!f2Fy)oXqo&ZM&pX`nW6GBF<us<fcj6T1&Tw
zI8U%x5%)ZUA!*5^G=-<T!X%%}`E@0-++fa<w?&t|&KUVBB+r|hCBX4~t9h~1CBdyX
z=iZKzzPNuX=keexR};=To_uhvU_wvv{H!Ubj_`0@z2$$QW$L@zI~P7bF4SlFb=6v(
z$#XUyU|JM$Sbp}`HNR)~@UF5KjQV^t|C3TscFN7lcZ-@O4rU#m^~_URb>E^Dt2Xaf
z`5d;m|Jl(Zzt#E0nojTjy017Jd5hs}gbUYJiynjHfnFvtv(%^ET2eGUXwrcKhc(-O
z?_^(_8+VN5Xh`9#<1-4}3cs%Van#*udeMxD2Y&i{y*7EhGoWW1qwMPGtwx3Ov`Y;Z
z6rNw3wd`@WS?AoHrDpkCC1Y4mKK{7&uYOoZ<Ssdh9<I+nH-${lYGG|z@cVkKrS<Kd
z2T!hRUv*=X^^V7Lt}i>d>~Oh^;$q2ArhR46oyrqL)%Nv%*tcNwq4<4w<o|6gb)WY9
zLhAKB(<eGdXiK?seTfN|ERsGUAs<t=*0=0q)Z1OjwyWLlsfewKNO|1kTkJh6=KjoQ
zkK|1w)!tN0TdLf~AeU{W@ih5p)zxRc*-C46JSkmvJgIB;B%5`Ha|#UoL>4Sww_IFB
zBzAJn<JLX%JS<*E`g1y-WS;dpb#~5N1I9nvQ?KX=Jn8p(yyBs*u;p#vsB<rl&P&|#
z;PctyYd<SJ6n=kS8^YwK?e|-J(ob8C$D(UB+%)gn2YVciG;>|yus`+A9tH=yugw`P
za_n`>yQaPS<a^BS=4!EbcJak$OFWlfcGf((Ex6JTG$ubI&7uC+m(z{i)4x2MX7;mT
zT{WNJ)NgmzmK7W*Te0}qr7X!4mHu&C6Oxx{yR7Lun#+D{cgOk1QL0X-7;M|LqCI^2
zL<(wG`>yGq5mHz3^=Y}g_tt4k-C8DiybN}hd~90Nw0b++`hyI&PpqqVW>qt?u9@>~
zt--3M$yF;JZw)TDEe>6IVd=J(b@$p<J@|E{*`$FvI@o{4RTHh1Cs#B2FXdWn`|3pu
z<8iNd@<|L9mMfX6OIJ4aAO9KBQ0RAbr4qwVQNiFjp$~SvvMLPR!L})|JULf%icH#?
zoM&?uEqlzi^}17ewB$L>*+p8H8S1$LcF0^zW(zyMHvPnrlqRh!Yj5A$>}m5k;*?$T
zx2m|ulD(-X?izntYbM_sTq^PPyD4wv!mSH?9-F2q9^bxQlxN2IIIW5g;(e|e_a{!*
zo%W=t)Ixr3$+dYA%@a6}7U%8xz?*&BDc1jNPq=aJi(bu@=KG%69%E@~J+Sih3Ww@T
zzG5;x|4KvWidIX_u3qshH}>9lX^l+l;?N*9mid>jE&ZL6ynXwn#h%=gClt;JSp3RV
zJ@=&W<jd*{*UeMqX#US|HS$9=!|mO2S-*EYU;pFs?2AIT$~MloX_52ao4#0BspqTm
zEbsQ8{dRjo3<|Y=CtNekdU0z`==rdjha!*6TM%w(|J_yh%+Z#FGEvTh3B_U0?yM`-
z%(&JZBPbzvb;iwu&$gr{c}TvDJU{6{smYynU!9^RX{x%LJYcJQ>nray(LJu%E7nx;
z{(|K)b7r+Ds5kgO4obI>k(;^l!`4Mxx69O=aD24&ZA3b=?Q3y+Gpn$vEB`*L+gk9W
z_wnlOMcGTFKTke!Ty*}H_3J;cYkH(`a*mv~Z2MZR&SJ5v^PbA?`DbDzGs%8xrcR{D
zvA9f)pZw0&iJ%Kx7Hjp@TfKB~_`1e>s)L7U&75tDTaqUgR6bkdKGo8;-l|vY=EJJ=
z^$(-Wv&BUgZI}Jl7El;y^5*W}AFGy^)z)f;8M%ASi*A{d6VsDg)z#(pgz@&hc}5IJ
zE!-sA45L)i)_CWNpDBKqIX&U6%*V4)@e@8C4cnU}(o^J`U+uC!b5)q7W#Kt~%Y}UG
zvM(dj9N1rnFYYMtc(ztGY2Ewmci{>AD_1_~ocXEN>e`vGBOllwM-|?j$}nq6yJpd1
z>r=-i|1*3IeUU6T<x`08SsSk|Bm236o2oWX3(jA-V56R9eAYZ|#r2j7Qj5N)wi#va
zoU`xZx}NLh#|rGG&R2Qe{Aac1(xL)i(?*q^u$W8v$r-QHyizRBZ?!Ib?<u2qSZVQ$
z9Eq1lo%f!Nidig`Wc_v3TEpj}v9ssLlrFtJao*LiG*9iEj?;!KII=cw-CgXPQq$aZ
zblGmnBD=iS-R0cZCOI+6T7`z5<Cm=pVKTpCb>;QdX)jm5(Ed2DUaIl7vg9AFGhGEm
z)wQf)pN{dGCM{-PsKQmGb&WG`=dvRVvRbZA9tYN>e6`9uImz@^ZQ)UOm7356OBkDj
zP3jd+{K-}=nj95#{PuB^zwIAavN3%7^Kz!j2j9G@XT#<m%VD=zd8PFErHOmbi|pi%
zsy2~%Ym#xi$z8o`&-%~RVR4V#Wu7hJsrYr>=B4!Sv^6CekNa+}*6rQ-cxlp6&6iOb
z51t5K+w+_==9X#Rwk!W{@^Yo-r4*MGr6%TrnfXasyj(`6rV0iMV5Xskxsj2vA+nqq
zOwPuJmy1*1Ei<PiwMaqVEhn)g)g?7KKP43;?30?8UXr0;WNNNppb*5%WoO6B1+%AO
z&fVJR^*Ppl?|%Og{o3PF`c8aht4sX+hdG^}?G{QeoF#MdPyNduo9Et;482;tc55r2
z%r=+xztY_F`X1ltdweH&-k<vI4*&nYz592K>K(iNcK;qT*J~=aM0=Uu`S(d*{{I*A
z?e*$5_mfxsnftffuEYG#_x}1lC++`zdfp%Z*YM82Kl5Y!eU$H1J<9s`<s<)>`}H*e
zOEudn&+ol7|B>yvm`l26t9x^&lx>@l?Y*-&`la2<BRqe@ZrS!tdKs_ztnR(7_?IVg
zhjt`-Y_|^eu(e`*eKWuA*N?067j{<9Gr2G!-~Mmsv4biT|NngX`tkLa_Wis6e#w_N
zyi?4zIY|4<^!j}l<4--<zvcIWe@Cu;lV4RQ^uF=I%*C}qKlT5{-S#MclE1=xpT_rz
z9Y&>Z>|4&%pZFdWl=kWc`^#A2;Os?}vvr@%U%zty&jo*;Rl9#&*QsLK`&(!4RJr<n
z%RaT6&#m?UT)wx~e`R^@9%YZebHACLGfMBWw}1C3?atP{kDIsGS6FwI$4|Mx?_G%I
z`&kvIIr6irZZDVm$-n=<=TV1Os&|9^w_9W@yqf5uxN^dK%ky{gGzA)?<~|i*PyQmX
znM?oI&Fa&e@0EpWUaRacU18xdH>^Hqdv#v$lY@;j96BuTWcL;KNf!#XNT1wl^3H@o
z>g6Fhah;7{PWb<rBQT%!P=AW>Uu(xJQ;bCCeizE-xV(7&9rmbC0+IVnzUy3E(b#m|
zxr5#7?}}ePEnAKs-(TmEd}Kz*gk@cJQyY)^-JQ$by>hYx?~#3XzVtZ$%F)o(owVIy
zrD{97z$Eht?Z-3U1*P0DHS74}==dsBtC)xVl)$3}f+g{0!MBY)ZuXeE3G;2Za3y%{
zmi{y6E;n#-uw6H8>TQ}>HmxTwvD?$jf!~a0Z8ocP9`9Ga%r!16x4xdkd}gWlN!C*W
zQTY;02m5U;m1RR&q>fCfiq2y(W9(d}yeN6|uBy)UtjnJI7Ni<o;+i45WTs6=&84!&
z`8F?WQ$ik`Zpz&~VPaX_ck3k2X||8$&foce?r@jU|F4qkx4e`&%DBy7#^#J3)Af}G
z6WCs;B|S9xZ{^s}Y%k6!Y@q30d^K-wu0Zm_*!{f%$}i0m&MxRqI^4=8Dr~&vI9stv
zs5kc>9vxebxs#UYCQZ~)HTTFp`Z4C)!4JWi4T@foCeu>h$hoXv5_B|&p`TezYU_r5
z*Qas#q&DBuW_FzMBj(%3hsR#8Dsb6yEG|&&YuF;YgEp2rsw>y&ubd%aQx$Pb+A<;3
zz)!mBt<Qrvx4zbk5l&LB7uN;rY%+WmAU5yYr@ELAlMdJ#Endtjy2mo~@AG%_8dvPP
zuq*yj^+PYUNhcV&=P#ckwz*I3Q`XYbZpTl%?%q|HusTETh}YX}#R`kh9?vX=qGm~W
ze0eN!gF#Gf@r?_!CU#2Re9?R{Dr2t5|H{4QKKt^IF1RYcvS{JqCk%^K+@xCk7Sume
z5nXbvD9zI)dq)Xd_WWK|K|`jAn%P^ood0_0N%qD`JWn<)y)NbW${<Q+<6W8Qj4G#G
zX0Gd*d*q;1bVyZN0r%OY7KzSow%)Xs>Joq5X<?-&wyNB0Hol^up`Cr=jM>zuk(M40
zD?Tk?eQ5ZN$@I7&bH@7AtY$CX0&B6@x9XM+-(9{1eEaf1^s;j2s@vVE(_LyxR!wY+
ziwr&a!fdrQ-*KyVj$L1>yM3?rpK{vL5s@|VwONRZ@XIYx?fSiIpDZZtxpBPf&)gej
zp6Le`XS}a^yUB^O_ZGL)%oR;dn#rG5TrqT;6lV4>q2}8v-*-_$SJv$dkSpJ{z<Ihs
z8bgJ$<B=<mXG%v|eMk|wwfIf0Lvc78XW{#&tLt@~GQOqqE1O*YG&NFZm$FOJy{#)>
zK54bvc`CF+r~hp0<|K1D_NtQm1wpbB*H%h6O=pn18k@9uNynEx>h232ejS+8TYa-N
zKVw$1$Wf-)^Q><rH13|?ay<Ujq+1+mPV<Z6uH0Z&y{j=rAm`5u`y(#xatCZx4N6#d
zuj&=t<}+oVUI2%~YBpPgABrW4zRS4g6t{RN8kEFMU~x;z>0oVGyXfxbWZs&CMXQoD
z)m}QSSTfg;_2imYnW0fXi!bdc@yaMw>o^w|y4m^tMUOAD3_83vDLf6%K4z5QRKY6!
zDrwT9*76xo4mxi&u}IQCe@aAvy{YXtN9p;iPN5YnaxM!TOQc*1cZr>x;$XBQsDJhK
z(;PgONjU<QT62>%w){}K?$F&-?j<+(Fn=M}oDOLhkz=!pXU1@^yuZ_2|4T#Iqir>!
zt%{#-dHh|}#GtO7@X%$lm#B~zlV;ZnKa;tYE{>T$LVr0fGkEI}Ri3T-O|NNhkKIy}
zM&Bx@D=zCr&Mvw1#&Fq=R{}ECxlw0cCElCb{H<A}DJ1p#zLO7x*wh;?2(blRl8rmr
zaaL>V-<!*}ufNl{TKV~%2`6v5e6!KBxH&INF=WQQjIPjfqc3TRC07pWB&{e2nd$uV
zpqKfi!b1W3()!ocdB}Fn|5ChxcjM**{+Ysy4r?YJajKmw`dLKwuhmu4l!YhLw{UeT
z?vPu3r*U4LbQ#;X#|P$4boLeP&@;Zhes$kc#%&^E>MBk*Zl$JLcgf9?`IRt5t8t2{
zMbh5O6Ec*QCY@Qrbh6R(cG$BAJO8kSX-{O}mb`ZVT|=UKKCjz;Bh8yOA@R%`_v-Xs
zy~aAF?&Fzii-MbFlcSikVizC%_QPfULRs$Qj+vbP+#Mf|8qBu1{FwjP^C#bA-nDHs
zkyq<qsFI)fLR0s_@2)irE@4eeE{7PG2yrOf%9xzxe~sU{KTlfcbIdQ+XPJkp?ws9t
z>8Zp0?Yz~Zd|S_P8!qAgykyRooC|+ca%v1aTNP>|JBs$G>qbZhADMJ8!7S?2gp4hZ
z3(r1fxmmolrJx}EH0#uBnl}P2w^}=#a+czo@=k13i?zX-H;XKlM7?)qhfeUkG5d|l
z_d`>B*tvq9-8DX}xaqUeeMz~=4+TB89K6C9<=Ot^Z_XC0$=7_2g*<(mH0jFAO-}{p
zt!RljJo(?$)l>Yml%91gF$q29aW^n_^7p8@Dp6(yHd}fp|5G`v7ZA1V_{_wUr>5Vn
zE!nu!FXZ_0J9{58?2Y3|x%W}(jP1Sb&KGN*st3LIlGD2BC3v@c$2_+Up-(or&g;r+
zmRFk1c7AHG9S4uHv4`)Gl}-mPOnz%C_iNVs0(N)Ri_@zkL?_1{Tf%LUK6$3YDvt!K
zW5PD&XJkSO14DC;?RtGz!CFgPJ>SG>MP~csoJ|Wigsx8L<@$DIn+A8z8b;kUj}xBH
zxKQA7ATKakAtf`~#bC!w|B%=UlZR6ybk~1%eRiQymb-qj(c6gmAuE5&?echPyUJ0p
zPtN-2Z>RPhKW0?zcGEYC^N{_u?~wL{spl`>xwPWYp8ivw-1Qvuiuyx!b1psXU=!7A
zGP@#{zfzlR>FSkM9;YWf^=x(5`9AB)IsXqQnAZp{S6{??Y1O-~F2%ZxW<GPjstOst
z^NKuS59NcHo9^z72sPcr-zAySxI&`th1!{fRP)!rqjGH{#Fw<S%6nNop6JRq<;$F#
z7Me#s7f)H?y|0z+@XP?8P>U&rt9BpQ6KU2Ge2G(C^4ju8xo#3qTi7gCO>b|pNZ^=t
z(&>Wd%2ml?QtvZjV|q<A69XQ%?hOi>_Dp4?P3ne~@1Dx^@+}Wt&;9XXp-ijF!wXEe
zH*|jWHda=cxZ-k|z-(s6ixulPtm<F1#3|7~`FeE7?vrWtcckCjs;_r=sMDP$7x&Mm
zAm{C+t53geE`4yfZClo!+Y>HC?2b_WU40>L>fWn8j^}cBT;#qlaK}x&j_H1h#<Gk~
zv%7C4`DRW(y>puR{S+acE$TmgA9i01*(^0bJNSe}()?3Nx0O_<EDhKfv4qdwig!-Q
z!%Z<)dZ#Klaq}3L7MB~TN-wrtXSL&U)fs2$4+5Ok2G$=mZtLG(oTHVtA@~X_bM+P#
zN9H@LZp(>YSA4kisl}sh?z^YxwU%`5d2{iAdTY(9)!#NvcIaCDzWjEu+&wk^UyO_!
z-v-Lv+BB!7M^bM=sDnm?m+RWs(i5hvwT$1)Jl8PwLuQZM4>QS5{wA3(m7k3cU-WK$
zd{p9W?)>_nm)`O@+C7fk>^|2p>xZWe`)z@T|5g^YskdZo(0^8PtmfU4l`CAgzPNrg
zHR@Y>%7#-v=d1^pQg*$8?Z1V$`+ch4QJfl?pPTnOWLxGYDTi&3SDZa~gxPrIuk0Cb
zp7o|!O;o*FEw;K-%w9a<!Q{Q(ngSuBRTUlQPfydTIM6&d<<S)d)`>?r=N~%y^rc6v
zSDt|H(dV1^+fE)?8S0fj?@L2l=Q>V_TozgO)hx&6D81Fc(s;9KYSc-Om5n8>O|M)V
zIX0{)G;xT?m3=*9;kn-9ThpFoxAqr1u;0EYvvqz|deBWpIsR3T*Zi_zPw^@@xL?S3
z!uV2W!9Nwj&BtCJnr|ufqMuP(rcF@$9G~sNqO+wt>SQKf`xqmY&@1Tkyw8I_px=Y{
zbivckSuD=)b<^7Sv2Ww6&77|Gn6vvpdHa`T^Uew1zcioQPU79lL+_6lJXqU!KuU@)
zdq%L@>**{_i@k*XBwb|InopV_%C;!7`^GP>ny>;%j?FyVzDxKROzM&A3S7*-+TzBt
z{sV^=np98A^<kg?;sd{$q1Dd!y^GdKvRCO98Yrnw`qXspnfICg69?C=JnOwLc=r1~
zN6G1OkF#FxG&yjQLua2MyWE}qiI2B1N6$&qwe+jrS{9HQv7701%*T!z!*iRCIPh%m
z{<c=C?~;P^w)A?Re<!nz9;kTsh(@Fbcxc`3SNoL8n^2x1=DlT^V7irOnWwgQwCtl;
zmrl7={{^Bl^C$gnJzwIowd}`AX{P&rzdM{ioZC8u=iuHeYpyLl+VWs=_q5PLk=f7o
zXhe!GUsrl<<5e9AJ%`6n983c@-%wa#QM}YB@T$%&p4DNo1zIcATwhu+FnCyJ#l+PI
zO`E)EQI3pR>%;a%4<7EFzPLEi<A})nAJrMr{sB@x%hMYpzFgh1-fV5{UA~g4rrF|`
zgq;$uJ}5ls-qxq``BIAU$63Ly6$#gs6PKq8cBjr*JN?p@71w`WuATOSDfVx`P5mF9
zcI>wWPNuE8T^cV~Vc2vzP*LSU{k*=i;B&vW_eGfot&tbCzHmA3u=uUYngq}0bWYjx
zR~8(-oA_rd_gfD)ovI&~RA#1Gt};Cl=zFj^Mf&z(r6t}o7W3_UyJEWUX12gdWd)sF
zRyX_$gQX_rzx)@rlUepGPn$Ep)k7WcDlNZjuU;%#wCJluxr)Rw@%(T{O^t7^zc#JE
z)akz^vcbu1`LW}-+wA%Fyh%9H+JES``OL@<RsxNUZB`1Mg&*9y7r3|yYgQEGirw3?
zcn&jjdw19Cye<2cPc1%>diREE)Q=|{8r->LzBRLEK3wcz+p2qGBCmgq!+!yrV}|Fv
z9xMx)-oDj6L4srV-jcpD5h=0ih&us?=Gw-j@=NClFIe)>;Yg!LspWLpd7aq@7I;>t
zR~&q2yQEsNc+Vn^mnV%>F2C|#bKFYg7`NYLXWi4M=9zft#X7Bfv^7!DVkw`|q3562
zriT2wV&yUY)bs!ur^^>I<Xqmml$kKh3H}zrVwI#3bo7v*&=j$HnTk#=>5C7Roa16w
z_A1|&+|j1>vnarG*N67wg1ZcMzG7BeDQ3#laKKCVRvF__W$~LKC4W!NnsHfHNSx)f
zN$10<=QA9Sua14`xV_GHPs#=7hZl`@IYsC3oY{Ki!WrA*9pdL^Zn_fvF#DVk^R)IB
zZ*do`!=5bH^IoKUF42p=QOr8QZf3#xTOAKr#2$IGUNAXcvSHm*OO>YbgLx1ATmIWN
z3;VgsZs6qf3AubROPtSV<*FIVQ`09iKi#W-W%35^dV$zb&DBx-XDi$6rPn^)b~ok1
z%~|SaS1LC4<ubV6DY$vh_|C1DIaBi`-t=0OZ`3pA*$}!-oL%Xq%ZW>BHkKJyr4#Qx
z3RgNSwDC$xq1l)AyWAh%3h|!YBAy?+)b!>~_ofHCU9P!>t2a(*5)hrd&GAZWLDPk%
z!$lQ266-Vzo?YO0%sP3WRnv){yF$Ni9cfI6H42c?yj31Q?OIF3(`Tm&pDbAAA-10D
z*rl08JM|S^*ku1sWw^w#?aKs)66Vrphay8NoaQpEYn!Cn)jgY^&*i=G0i)Qh%AWH#
z=p34~M407;dEDY#>wQI;?JXN(BacsA>M7;5O7oV7wS&tYmZ|k@>m#Q~OR`;-Gih4W
zem8=v!#3vJ-lLAvA~V-E7o_&at-ID#o!|Z2@`@LWp!I>)i^W^tx3BFu5GJgz_3$w7
zszSe*MF;22m~f^&aH-;f3Fgj+<$IP#Jqxs%R+S!>TK}x2<<VM+9MPR!EUPmQZER8F
zz5Z9bdjY%O?sxazMz|@wFfp-oI=0VZgSlW7+sDc{_E@byTI=*nY#m>7?#s}dv-@aO
z`4uINZPk}It@_dzF=fqNyY<Za94luXePe7Fs<}gO!WE&#tCa6NV14C%WW%&twT}l5
zcrFeKx4)UbhD$g~;Ow?zzLRf@EVW%$rR6DmKtC{&Z>#Rc4@~d3-A~G>aXk7hdJ$75
z*Ws6^eQt9eO{i_#kh18+!k+32@3%`In^@9O9c?h@OH~<LLVk|PrgIs)+<k0r=$U<q
z6ig1(Rz0`aV^{p_Z>pSjYr;6^&8rH1>A;=8BKUR8kDaxQ?_aIDaa@D7u|2i*=GtVD
zvV^r(IlpJQF8Nw=@7DVMnP2|={_ybJkC?Je=DIDV@0qvCMZ`r<U$`T8($+()rYye}
zyy{f0IGD0nN><8%XXW16ylWmX`qoX=lzH52v|Fj&v-->3wmqkRJ6wHiYjpn!$GuM9
zh>3j__1`(ptI9jv?um_^w<P*vk%WPz(IN9Aw|!^JY%qDeB6RNEj_zkxD~q=@9Bn>1
z$5~=yirnejbGwqtp1SV6+jVKb`9j%{cZDvpN==!LE<6tvwlK_p(0nb`h-KDPi@F0H
zTf1boapX==|I(<nFkRHox`N9_^Qp|jX!o406<!&Kq_n@r%j-@)A^V8s#s_AD+-#ja
zTJsl8>MYDY^V1?<!Ju~nd+sF-NtgADWA)crw{hFKPIsSPk||S`>|S_nvFZ+~i(FcZ
ze!59Ln&fqZPvlo@(sZHSaqTlN7){atn8v$0TfjAO=PVvKfr_ibds&4gR!0PMgsy&b
z+U9@?Q)g%13YLT7E5){zT~w%>Gd<;sK$TR{;>H(eKeD_CpRwwp@)r-A@;nhXdmA4X
zuaj;Ym;Gb<ZeVlG;#J5J(>dKaZ{-#K=qmk`$@zS4s!((}Ux1>VXU&9$X+_!+`a3$y
zvVu%^hG!PXg<p5_=XiOgyKZF(?+n8mO)ge%^)BT8aXs9Z%xJr5t97TWT!*6i4DQ?=
z(t<~qJ(3dS+p<x#R4Li?hWrn?4^~s3F57i0{<LM<UMrhS35Mma7N?{bW7f)TS$uE$
zkwdvL*A;XvO%zwxKFXUtLrXfZW@_5krt-579p_wh%e`=L#{}yuZxalf0*+iw&*j}#
zH`SuLOzhZVkDpE7*1n4DZCiW$0JHb4gSW0SMm|oE74uxJm!9-!UNVzFwViPGfe9~;
zOjB-jdK34UDPH}Q(4M<io-rOX_VJ~!R7qUAtkh=u^_HX0C-E=vPvulDp5^UyYySSN
z<}vdZr9AugbY-DN(!HBI@^{qEnKoCNRl24#QupqPcU)03R8`F8u1$&kTV^V??e?<u
zyt1!fAMf0>y=(vaH<m2N<ou3>oi}$Yy<|6Q>3iu~hTfM!VtJ1bOeuL=amFn(BfZ&e
z+Lnb|bl(=TEtN6sS`+TRv-jss(<?txuT~`NetZ2-+txV`;~$)8)|_8o`=rGqTJ%eh
z=KcP)&5xgEq|cNRGkVs=di?6Fr$=-+N?+L)YZNbtR1jp7-k^MJ`Q&eXmo=|NIXzpT
zCG+?M>!<VmGKKD)cmH<?B~Mw?8))&L!A$h%jo&Aq7W`UX7VZ1JFQES0cLj!~3taq<
z98TIysBG9Nvpq^}gOcKrnyg<g+yWh69<WTb2r&7gVKS>AvG8k~-z=t1Cgq;<<!#4L
z+?l$EZAp{lt)ugnu3zh>!ZBg}+PA$E`7BkPmRgsbQC+>(t$pV<*<IByv$kB^Bk}#Y
zd()lS+hq*qpVF(zluh9~6I}Cu)=|^rnXht-Fa2pvU8!%WfAVaah_8=($L1{tH<C}?
z({MUH?M~x#?hOY*4n6IRUAKKzcS}jqg3iCel7Cm;np<_cBW|YBH+NB;!VaO^b+Kkl
z`?l=*!w|YhP3GL>5AJggEbtKde_Po0#)O%<8qzH5rmQfLYF9txa8pC`tD&x1()6<*
zB9hN<zmlop|Gsy1@^hWf4I%AqscGhJ^V7~fVX&Vz)yL`Rmes}wwr8#QdVbaB!idAt
zzmIf0-<8(ipndmIhQ_}d{|Ah0990}*R_@R4A4_6AF`a8Fo5!q~>(d|1nKLc(c~Z(x
zGrJNMX`O?qE(vo2Q-hDmy7VbX?%03#X<hq)oHfkz?oMwrI-Xah8~w%Y72_nSwN+0!
z{W+DsL>%s&t8o8tM$+8<h2B;M+s@zId7<e3V|Ha(K>@F;FAU9gb-s}*+0%W<^YXQw
zucz$(!`D+&9Lb(gFk!RHzQ|Mq5!JxlwYq28GT!VCXZyIIVDHgpg_4-BrINOjRXoHR
z&6Y`-J7`DCNqyYdA+N%Duw&DIxd`2NuUq}D#b|HWou-{9w7{N;Z{NaKj_<6F?+M{I
zp8p`~5~p$SE8knC?5q-24U1=8T)pOjqWhM~Pgc!)a5+d|znD7br24m^$r9^T`5x=<
zQ+eq%L&(r@*_n68jvNUnJ#sMMgEjZv<D8pKj$XWxm$lZPQ9rx##M%8Ci8fX5j3PhP
z6@G~8E<FC9OV6=(>w%`o=kqKC`F7-9$+{fz{meg4x5Th6cC)K4$CkHoKbu*6U7BOZ
zbKQq+4{oiB<Yd!Zra9~9CCT5<Lb_urX3X>9?>}FgXR5x1G4cCJHqm5DzSQKS8R5@A
z^L0wxP;LJq)V97b`M8SZ4XfV*GfI{}bw9IXi~Yk+j>?QXrTnbhUJGQ`Rtkp7&z`$B
z*Sg_Z?5qHzsMmdW`efBxKSW+S6tup4-3K9o8CegrPud7FeplXcOQedk^t|&Eu8wcI
z$4z;KCAAs0)#_H9^l44LWX*nR3ft$Y%=aFuPkP*2``E$YL{4vJq(ms!?tsN+VqKY6
zw{X`yY<T(h*(`k-A6|uz1$n9KRv+Md=I5Jw@m|H<!nlpBTCb&dgmtxc`rCeUoRa(A
z`h&~rjw03#a=n%Y#^s`G!yh(hOB`Qom^#~Q(pGO(j?U=Kep*{ve$BeOE23rVl_i<`
zH@O&}TeWKai?@7g0xEp3Uo{$3#Z>KXIr8#Tv4M4Y$kntN5ni$loSJ$8tm}@amx^8!
z^7J`iYOA_#{V7S+-QUw2rcX2FK5*tK$5zGFnbr!<CqE?dFPS!rM=UCM38SFLE0$ut
zt#+O>rf8Ku>T^tHPf@b2GAV2R9&-H2rosnIwc-IG+|pA+6gHHHR+a1&xu|<YLHGI+
z-t?VXm3LnAv~gZ5-gKf;Ey4D^e#MzTQ`+S8mNUnlQ=D~E=8>vg_M-wld)9q|$2UxT
z!8I-Q$xkiYjDKp){6Ur_{arm~TVqn5v@*Mz&*j>(=cQ+B^Fx#Elc(1mzvUOc@wm)N
zv#J>Nf(>`o7L;XYTH9#fTlOyfUD9udl%T6ACEA~lOmDyZE&P+?QGw5$n=d5%?@wx|
z?#ViO#`JHExbKd@CCit+zV*#RDg8)Bexat1=NG1vj?IVpW!iWz?%mzO#@PHr=5X_$
zw>ho+b-Z;4K15vHzOGA0ZAOF5xss;jHMzeU(x(|1G<fDVolL7w>-lzVA!k-s(c;(Q
zddIs9WPg9S)q0_E#o{&A^4e?o)NOs0rt-X-v&Q}QBOB9#Kawk$6XM$r1}hu1{PW6C
zS$R-xuB^rM+qe8X(^ek*xY{bJqPWGgr(f{J!s$6;$L6Z<6<7bhPUT9k&fk+9UnFZj
zENym?n{lRg%0lC*6Xz{k-)|b>Z+z~<hV<tvR`Y&bVEjx=`bUD7OVANjecnvtB`Zpo
z?09oR=2T{8ha-!&R9DJg##!v{MpvVLelitT5%nm(q~a1$*t$pUd0F&H6`rZ0veOr_
znJfP(xy;aUFr?*}9PcB|8~4{0ZCSE;merolo;L<6OBlmiYDJ&cn0PLef4#?3PfBx#
zKx$zj-}kx9!OHAxk1RRQedc&BV<GyIcV_pp?j;I4lw)R1zr(epVfOZu2DkbaKbU6~
z!OY?|t?Fc6c5duzRlUht6Ux)>U5gE#)BWLTy6#Ew;K{#aCbpFx4VX|hFQDXs(&tm2
z#>}}dSiVi%#&jus|0)Zm*Qt91o^4z!u%T(U@+;NrFZf&v_+IfgU*+$4EY15(y4U^s
zyoP1BrhILyZLXf8%Q5%2MbNiuUg6|i6NTwI8R07r=PWk-(otTpq19R-BKi7Vc0=w5
zJsX)Ws@^#G@j_Rr!iufW_Pw0#95&-HW7L%9=GqC);(Pb3oTT}E(M7Jp!;gY?iq$@R
zQM-GpPlC&q50RfPys(*Z^klL_)D!2L8Aac+^BuVlw>n!g)k(1B2JvZ}>{;8)e0IWY
z5nB~ui^Huu1g{+Zsjl)RXZqpB8p~HfDcd{rMGqg$6I)jlv1XG8`+7EoSDDOBDn4x<
zvCK>d7Y5yyIPv;;1|P>1CmWXKflOkaPG0XlDs^JiXO_7#@n)uYJcyOlO}TUN6q8%i
zl>NtAqh;1HCGTI`>#|>Li*8;;#g;rnlL`C0HZDm&=Jb-;d9LrG4}FuQ)>mBFvGMM<
z8r>Bi4?T97885|t@NDzqSvmLks*m>0sg{u1AR~FA=*KOA6PmScfme1{6b0vSKeniE
z50p0kywZMtmdY&$f%|5PUd2zOPEJ{NcaGtu%;@0xS;_iB7i_$AUhsKp_k|zIbZWa8
zcfjZo=Tl*}fZ4lk*Sw7t+P6t3{=L*ep@qM<2?ja3xm{bob^4d*4m#KJ@=S^jb3I$q
zYrQ#dVQxNG?v#@pi;AolY0J!bZTbAA#RdKTB(=6HlJ8{ZJbtFwv8-Yy`@U1RR-a?O
z-7)#SNy%LHOGmhpIkY;g_&tlR_&nihQabcGfNfE9;=H39pD$Dv=Slu(Bo>}`p6R;y
zYeVjgnNzOXa{n?cH9Tj_`BKff(~MJq!REym6V67{iG@B*0);Y@9~fN!c<AHVT@K5-
zvLkH2x-@Q$VL2@HWxsDmzDc<)<B?CMTPAH0+s?vs`pAsV6qh}T%~q}EUu~ur3EsPK
zcrwS7(8Y<nb2%DX=P?~!82I|}{>sKfoO|Z8a9z@FWuE#g%|7spb;#oD|DLW;z2T{S
zRI4V@Nz=l7k4dUg>=M1OT$>a<#aNCl+CfXaWy-F<-=)k~y@4nCpoehelvh%5@mtRp
zCass`5;8xiIJF`??C1Zd8`)MD+!2a*d+zZe>Pfo7!Zr4R)^ES1#A<v<U@)&0J>Y-$
z_v~3y+Db$#nGz0^<{oT&D|+P((^kIlS$6EV3x!W4@*h)D&-{4*Q{8;a80ATMCm%6J
zl>D9Wt0DCX&x=djeVe((ChohsaQ2K+))osF*(LM!mpQ7nKUQt&icMkIP?g}oHR;HU
zmV@;r2~G*kf10c>+{g>6EjyiBdPv_a=!|EhrnX*~xOBjiyPe0cUvQkf`u^X0+~)$`
zzI)s<C36j<{jaN{hwb76`d*%V=yoGv!IaL>Uq>|#nery5lxd1r-M^91#rl-TZKAmJ
z=9BH6FD_15Q==qq_)x|yo#9venq3E{YnJcm4dmUU#izJZ;q&tSg1vz=otQ-G_}!!O
zKAdaVGRe<pmS5<JwGyjlRm^+lFw?BldFsciK50GAfEkLFyx|;&J@aQ?ZK+9Fl5%!-
z_>xU;1T#e%5472`a9^$W^hn;nBAYQn>iRx`F6k?*_fk~<?C6hZdS>=QoGHiWME{J4
z_;p1_+fICacr2tyB7Tl$k==`cc{AJHrJkId#kEI&g3BlVmHD3!9t*htYO8){NuKit
zPWz2PYW|t7&5bQwYmXjXm3*;#C0E-$kvGb^$IhG0zW!9<G)vUps8qFzB;mDp^z9N1
zIk&m=9}oE=(emfYs})`+wj4Y4NV=q(iC;IcA-Qj5)~R>Cj~*{A>|&a6=cUWia~>J{
zYvjEqPpUTIi(VXgLD9pO%kenxlb60SFHd!P)?Rw+JmVeXy!-uueP-YCg_lX6br!1h
zt~FwRA8_yeq823?4WZoinX=js3coHd?3-OD$?s=)_;N+Taow0>mw$d)^#0?H`*}9p
zr7{l}oE2QnXuo*1wz|8`XY=U!GF=C*Z^~%hn%Yp5bE4Cz?YVBo*@Fd=bK=D8uNo?|
zy=$otbz+WOvU#@3%f0IlO*334_1eEC*!IA-y&;AXe~TQZPdNEhCqSg#@YS;!lh$y}
z_1ha~;J0SyzIz!dZzoybeB#=_XD>^Ntfh;s`C^%+6JAVVZ@(=R-t*6J@y}?pQ!lRx
zygV|Eg<+;t!d|oXjKwK7Qfht^d$QS%Z)Z(k?;y3N>`zZrEq7mzs;Oi09r?0vp$`Om
z6vf#Le#OZyy4P*c7sSjjnE0k@ZMkyfyVIx2yFxqPi@(3vF~icXTtfPVwp!TV;F{(M
zhjXmUh4q?Eo=PQ#hcz{r`^-8#wV`5)%OBxwAC6S62!C!aW+?djb?>LQoySzI^PToc
z96MwYzu>T4yq;R&$B=tf!cG&9Y<Ae4evhF}>8g-Z<ITex>-kPLY-M<|LNwT!aY>0s
z&i_Xfg*~mNUVU`fv9h>h7h8~xm*Sn&DA!-XQbE<>V#>QdeP}2VeeMvuLf4t|1mEU5
zui1*mzARN7CWWGb3Vi}e>W6!54jx%o)5;t1-dAb4`aH21JuaaOm)d7d`sEhXHeXJn
z{UwJGpO(>+l`9y^=I*p{^WdEN!TxZDhW*h+JvENS(=|A9ZC3>x@mSF?v4A;y8}p*Q
zw&n$43jRl$8(WsQ=^S6xsF9<-v0TZeeO2qVXN^p=H*$xm?75l9`|w-VqTCh5JyV+n
zLT2Wz`_(9MW%lb<hWXbb8Rhh=>U&mt9O%%Qy77pgZ|2Pt(%ON1`U1zMr2JldjMd{J
zW75TMMq&!j3bkjg_O*MIZTm^EW*U3I_h-o(&r0rge18$M%sT2qr^v?5RvRb!&)jxT
zRxRb-=C!S+N36WoEaOg$-k*@0yEBO^Z%f~vS9daEr(ce>PIZ0x=3mZ}&quFxY_xmw
zQ{dhn??ky0fufT}0-K)mPnv67{jVX?e0TE9_Vyod=N~;S@Zc?{tBuOZTt`m^pFGyn
zUF&<caF}-_1i$Zll(Qqv)J^GJkL1}}6HUp7*1Jv$d#o%!I;Cdmi`L)FS6|EXyJjcO
zw9WjnW5S`gJc?h>Ox=9Qv%lp=a^I2g<xAhIoR`Q=dfIy6|Do8{nD&SpUR(*Km7-=h
zMfM69dv5DnI5%f=#xCprzJf*BL6Y36F&lO;{k6B}+p_G<tC)<)f2I$+RaURp=UMa6
zP%_x9iLd?CjG#5_Ts$-VKV9rQyv03e`Jy~t`4#IDulGfF?sh+JC06z9w3k@by!+g?
zr@$)apV#*334LOnly_fJN!ZVC;)VQV{$pt}eBK^OS5kae{7+GQyYFzLtXa_H%{O{W
zIX4~?$$aa)PLAVH?Tr)5zm_KVi~qHEQ?;C18X~RzXNz2%Wk{tipY)v8*XN(E&MbE3
zH~e9{WscqMQ-6b_L)9IFKJI(vQTX;o(9@vICkeN=?%C)+kAbhfXvKt0)2eEESxVQe
zej>oX<l&n1iABk4-)n}wnGtYq1!Lo)t&{b1yNrZ%Q`W9ZIaxbvQ)p<4a{rvh+36yW
z`~}pm{p*~xJG@JAX~2b`ph~^k(8;fFOisvY;}LJuoISOuCi=sprRT1@b<N8EG^6#>
ztXj7d8%1rW+cH+Kn)x<plK9<(ttXuG6KobFoz$3i<IKt+zMH2c4y<cx*9cSp5Sh%n
z>A>QS^4;y>r#){z)clZTsZ%zMYn{j?+0ALEI)BRsz0=Hp7qsT$hE<m463$a+&Sm^F
zV|Ijd@Gbe93|}li{k8~e3ohDJCwpb@?zUSuPO3dVbIC-`_VyL0BIj*dJNfuMthZQN
zzd0C@`}2oD|02HCl8whgeO6sHt5EKAXJA~N@;1@&!>hpaYW+r?b0=+QH+gmR_~Ml3
zHS$4`XT^EsUMFo{qVdeZ)~M^jUzPyro%UDfHB~OyoXb$Pe(qHv37+|B2U{Mj<~Mq_
zGOQ}z(8y<oMeFaB?a7apu8f&=ZF@m<&V$dY&D@Wb)B9g3YZ_n9cVTboxmcT1?H-l!
z$E)x71&`-j-lco`z1gzL`_l7X(S5ht{LQbNQGI=(F5UH1l*Ftzj=wIoIS0&jN&g*G
z9kD{o%ie68^xqn#&Iz6J%9kfCHJWR7#IioMW6i3cp-XBvm$EI7+PL4JFWyS~=8P?^
z>&>>@I5$DXPEN5@fHmKGdCH<^4-Y+xlhe~N7Yo0AY{%L2=}HEvM(PnU*Mu*!eivys
zULnzuIWzcOx^Io$riQH-Z@s^n^8S(5bk@?_zNgOnzdM{G?I6mz&iglmIeSQbQYXiP
zjz_A;g9<vzVi!lbPG7w^M&m2%M9-e6jmIB+P*_ttclN=plivI`6>xp=o3;DEDgKYI
zb~fg<1V4FqKW}r9#A>~$rLRm^A6?6n+Tp&O^WmGch>v>3n_k_r_vMX}xUc(Is!Pk^
z%uTK(`@YxlEG~F>mf?h4{231R39s3fbcJ;NS2(GBs%oZ)hlrWmVxy-yYa_RdSa@tT
zl$3ktvFo6FA7jZDtB9F9cR!G-v6I#Dh`9FbWt=0=>2uqU+q(6wp0p=BRq^)5q=sFg
zVhjAHhOV4-X7$}%gZ1Zfi+`@%eq3UXb87Org^vtMS1?E}eV2KVGjUy>+(e7b>d~))
zJl`Cx7fQRIeZMZx{nW8NoM|_VdcyXm*+o9S_eV+T?COu9T^aA*-99zlat?Q@;=RVC
z89V*O(#}l|-M!Oq2fw#x#JS1OGasBh_}KaIoI{=R>mv7m%-;4^wZ#7D?46BI&)#X+
zQ51ZXnf>1X*&kd2zMj&kYLkBZRpV*|f7fm$=4sxS9Z#>Ubhz`d>F|S$d5H`a?@O&s
zg_pY(tIF{lWGIq<8N4HGE%Ov1w%jO*EwY<e9<Y=@TfY0{#?Z}N$Cqm6i|S>@H#5!V
z`Bi;6;eVX*G^g*MJ0G}7|1<o1NMJ+4v!d<B-WDmjA_v@xtNowm#O1wzSabL4TiZFC
ze*a+M^$4FC{>}ep^_%iY{r8qSo98%QlM!`Tv}|pdc~jRcm9&BvhZn~sRZmGZ3)-}O
zUus!y&HqE*xl0P4e@?pnWWuXjiw?#+_cmt9CREQ|=<e@$>mQfymz4`F8~F}2&G^vy
zMx@mvU1Cueo5rU*0&+>KrlwZA>H2ypSt=+0`J&`($nms7=+mzog&f7c+yS;{F8@6m
z@Iioi;mqXU3?bsi8JWp)k$2KVwY4KZ&;B2Eq5OFd^TfWp=Q^Kk4%{TrQ+a{;P-|O-
z*+-4@>60H!-I9K1*8QHMr4t48)(3|u%N*i3R?@|wVEO+3mLuIAg@z%PjjpG8bEB+M
zE*FLG?btNiJgVrKqv!Ko8J*&5Wmp&-yT7imE{;pQY4~hY;zT*k<0t2}&ipc~)wxo+
zuF>zL+OZpNc4wyjVAGcHKPlNZ?ZF{A_mk|4Pqc;izh}?e_f9wdR^g2sd7jQw6*pbm
zdGV>@rLt)v5i`D>_`Tr5@4#zc%A~E2mDJt;DcD(ea6)i=Rmk-DjKWh^J(-qO+B#RF
zYQtvd*14P8Ds#%j%yRqYRv&um_ATeE=mD>Y)v;xcu8pA^KYb}(&wVW{x9fqG(7JN@
zfHzrfiy5cw|6_3{_q$WwA|(xvTt<F2BX=K$l@+@47S2<apFW|nvE<2tgy^o%Rtlzz
zuZ4N_|0z`oWzuENcAcd0@Spv&hK)-souZ@XZ>!DO?(sHI%~XBus%Whf8l^naj-?wi
zmmQYt`TA7n?)^s+``)n4aJEU?-Mg@J{fxI(#h0vR|Ck$eUZ^gIOX}G|f5H4^C%zVh
zFN=ISYtP=(xmzaa&G@b?wd-#zfB&p{rjs{QzHZ`XmJwLQQB_*><<Pm#lvJ%E&l3~9
zE@-X^jJ>_`{mU-LKix$u$`f)pWgYg`9oy&hY_T9;xze*4n;*%q^SH2oo@(pA+#{#I
zw<gCNEo0U$uVYiHNYBv!v`9ze=%OW$MIR};Tb{m{vE`GVXG$Q?>n$ZydFC*t?_6zj
zL1j|m*&T~c8>V#ZdcUSDH1lHT44w(+KL32I#rWU4SbSZ<6X6+}QjDT^FFpI{r03aj
zbI)tjh69;%6Rm1bZfy^;J+WOT;^jl}=8wLm*A*GsrWTyb^L;QiyS6f)hx6&d+FLr2
z^L_-)ODm6=!Q$k*@781QXV!6LNB-X1GOy`|gx|ak35UA;f+V(Yd762*y}fh)4-2)z
z2bWS_imqN##aWcuBYd<ffVrc{E^(Rs{fLE8KMgc^{6+VqXs+yO(egT|Bk8&*MlR7S
zT}=OvhUu#%zQq**x7I&qvS&$q`eOwX->sV5tPi_m{O?N5`Qa?It>{Tn*~G>Z85`q#
zzO_UyaN%^~l}eAS^D6N=c4OAmDCr|dpZraldGO=8hXqB>Nr!_snJ7(Xy7egCVn+7y
zgHGI+try;@jTgEW_~cdA#WVL5IFEmS@bIN%Svy;tP3)d^H&6Cls0)4Yx4CNF{PWjO
zXSvUIJ*zRv^p+3fG&zsuE&)e*(~ro#+&tgoxD3BX(lROb{nkGoCdNFT+PbQI^^c4P
zoNE6r9A7)3g=75`<~P2d>lDs0oWCJt(Q*B$?}RvRy&GN}S64XBXE^w?X2Jz+p-rl%
z{ys9P^5**Vyy$a^YeMfa&8`o9r|UKaYjsT0Zqj-x^XXE^L>ZBakbUp-PWo2c+?gJ}
zzUsKG%)W;HIX0KHZ31+^uk_9fT)&z#vf-+ztH{%x>dw#A*4nH${o1sJ<&WsSq;(o+
zA2q&8`TTux#;?@&uS%Km_VzZjCa3(Vl*#CtlzM8ru=n>jMG4lo-aDvf2)sOc{yp>j
z=}Q*N9uDhQVGF#_QJ${qf9!FKbxf=Cd(|RumcB*dX5sUBeus3;d$A~Ee~rG#$#iGF
zn7P09th0^mE7*AQ#LXQ)C+!YB=~xwd+PP-_>Xe1&SR=*Lo|;=7D17YuI&gyWg5@>h
zr4F$_8O?Wwp3n<mesYV^t2H@p|2)^v(m&mnP00?vw9Mm&!W<Wm1ByrGq^+yo9tc%j
zFj24e$%Df+FU=0!`n2?V&C=I@CcS5$ubY$c)kSOd9|6~E+L5on&thA7OU-Mxxq}wx
z363(Kjb;BFDyL|R?>XENw@EKC_>{BX4EAmBEwbO$txr0<`ncT3HJ6Xy?D_Dtv-Xqd
zmO7)W)7g6~B85EWyR>y#tgks5zW&DFikXW~vftWtsp5Zfhwi2mn%46i`vSREU$dIR
zJ2}p)=)$d6Kh9lQQ^#y=l`>ma=@rxbqw=%o9y}(}CJ}A2^LEvll;rwzQ>|yQJ)D2%
z;)h*VFMr>0sxUV_(Q@rCmYpTHeUEYSpPP5aU{O)qnY3euG7cw|PfoTI)Z<HPoA}A2
z+i}&4#HC_;_UOE6T;Sbc{3KF*#`PzAo~#l58u~PM`_z@OO*aeH-)$6<no|5(;ZfJ2
z2_ch$zis7xI`?mA(iD*#Ys-6VnaBGkT`4zzSdm)#^ud&?FPk@=SN_O+q-3p3d7G-|
z(=z6uCkJ;b<(o5|ysIoU!z?*aEi&JRNmkrsV~|GA<dma%D(^p=xB5lqJcxU9$03%x
z;@%p0E{`8mSyDAsgw0%6opw*T>=9(Q^^w@5a=)mVS_iq3?i}j!xvc)e^sG+%jFYpM
z<$C#rY?-FwxxUJ5>83#L=RsYoObpFJlJu5KNKKg26KHf&YSOJQv6IDpm%F_1yj#7q
zDP?c$bZfRd=kLyoT)*`6_FopSqF(sy)#$EY=aZvQ?73#sr|iOomFKEirS7lI*uKN{
z+4SFgpQ=un;5Su1(RG%<#q~`GXQt_`c5uvReDGN%bA!J@yPm%C!<Od7VvLj4&Ag(c
zapLx=2M?yNyP?A|!AeL_wQ0&(rd68iob#L(tchS<`|!z(jU`d6(qGID{<6}aoiI&p
zes|CbGsl-)S@R<j{VUhl1^&;z>E<}eE^&!xZ<AJGl*_~kd%o@Wn6=)m@nGEF_{l{{
z+244sTAEcSFsJe4oX~0H)%|+s`ra!QubU+qWyHn(g&87xE7$VI{+qj4C6-&-@N0cy
z`=|E@mQIZ3UbZXSpYKiZOELbEz;`Z^(!1K<wb^8>`oDA2hHL-6d|YjR?DqWspOwFz
z30MCZa=^>tpoIL>gIsTSW&FQ>-2OuS|AX%h`0sg7*ehr0nJNG8^!}PZm+#;CH}~Hi
zCckGNJQw``H*Gzq`pND><+X3V{dDzZH~G8zzii(A-}W)-&koJ}ypgX$?h>zHTD-hP
z^`6AkI~`~9|Nl6CoAb}p^Q$-A{{wP>OV+D(o~HG`F1t_B>)2fM=#s+P=K1^V>U?`9
z{eSoE^8VTfmB#}gHgIj9|L^Cw*Af!XCS00!A}DMJr%Yk_+-v=dre5s$JSXVzDrJ|p
zhuVt{Zr|p`?X%ggXt{3TRKJJ(f7thYh<^3XbHXX%dw*p;8a8(wKUDwYufKd_ySvH6
zdI8;C`@X85UzyP8s3*2Z(CO2v;!V3Gl<hfh6s&8Uvh;+*^sk0yE+xv0Z+bWH4xKc|
z^<IW@)P+5tnWYss_p@A-Tx#lT+Fs74-u%no&$ONCfyk2k{1vacQUgV0#8V5HUHo<|
zx%eg_!20m}^BLldiyy08v`XLB^B}EZMpoTX_O%78mpq*C=)~fU`yaFN`*}UgK6KZB
zZ;EwvYnR|dh3~dU9y`zJJHpFad11AU@Y}Y#YMn8D#yKKNJuKU8T6bsOoWQ$R@#Qtg
z@}|QN99+%abN9^fRkKK&J)gg*o}JOk{>YYWt!{?Zp_R7+I1j9SCzmF`z`in1W9ISx
zbdNhLETa_Mmflhdc+{^XoDpnP_%-B8u&plB2X6i9Hlba%9t}Ts`eaX<?DHwDspNA_
z(tWFWpWa&h+iYj)xAmU&x^K*-+6OuwT|2dGUVM1pr8?esk(S}B&)ttZJ6~r*<e`J#
zA`R{14k@m`q%rgBKOG~zl!=9t8g})oc6ccMUHgY|BS(e1(#?3Q|4R?|ocd6;&VI`M
z6Y3qW^km;(e(Qhf_WmQ~^?@(Dzf^vhb6dQ!HgLh^^55Q?t52&aX)|5>7VlzqxWD<y
z?5qDi{Qk<B+c9y;pY0*vzRxzw{E(ddTmNxv?t3=jy2Za4@>d_U`!U~KKYO|J52K(4
zsmN>3TGv>MW`3w&x2pI<h5GybPhW7$Os)R$_U(uI-Db%;VbcPRUt8Uz^?Po4r?$Sr
zv@KTO@2al(vu$_E)am}e&e!Gbdab<w`MOhkE3V{yDLx)6`%QWsU(O1RcW>|Hzdf&Z
zX06oZ-}@YIE3L_{*4`+1W7*?lS+_5%b=^K@_VJG0>l1Ixj@v5ciQg4I{>AsYZ&~lH
z_Zy9}f_(0ZtzInmoKJi4yTiE~j9!@ZFMMU+|2EXVv#$K=s>$k`${yW`TDo2N*W9hX
zbI+NbpDS8#P`AOqw>U=nSkg7gWY^bQlB3M6j^CTjmnW%H^piEY<*RqL@4=lcsjI$m
z{oVJrgypW^<(MYr7s21}E9AHo@VRKGx2*U#r$VPT^y-HXp6Bmx$lNR5pKo7z`_FH;
zdtGPuZ<>ATS%bssL;4%*n^(l|w%q?)=<d9~x64aS^_!mW=}NFka+Z0kVo=1<uy%E_
zMnb~tGLHm5<{JrXB)gfI<Ewcm_WM^oybzFFZCAU~Bf)OrPLG6hwG#?cFM1~|2<JRA
z!}Ebk{)Ts3-~8Kieb4GN?)Jq8b=_jFPuo(cd?V>(f9Yv`<*rUk<$0b7{%OK<%@qBP
ztgCEZ^B~fe#XwP_<ReoBU)<lj+z%|{I1^+nFD{t-=c##P(YHt9%cuH3DmVLks5Ab_
z0hgn3f6je#`Xls1r7k`AqxEggy7bSFuG^V@e0|H{WA<FbkJ)q0KE8HOe^fsC;F9-?
zrV8)tTjBR3@6-Hl|7Dr$&%PJhw`1{wZD;Q5^ZU%PnDM)E<A=XikL!bH{s~jrm;3nb
zy5Qr{ivP}aRoy>vd)Ga)|M%LetdG4nTbC7)x9x)TqWSw1-{fy!xqb4FzSmdkI|SO|
z3Lm~U<?qeEdHs)rTaCM`jNzX@a(|g`zv7n&uwTHrXY0<o1jebq%I5CN{%5QE`2E+(
zAxUp-|4ovszbsOIUL=3_*L`2N8{2&A>iHw*^YwB4b<=;V)~-*>+G#2D=iAvwpYJua
zrD)jSf7^U^!_~dtSRbx<BQ54|RdWV&_nKPf%QBm<J*x1WH8HK`ZYs;2y>XJy<M&MJ
zI{kk6q*)f~@*-l(mntP#D=pl6IjE5Jd!+Z%-;2a`O?%UIMW;v1+j_<1=i(<@uN*ng
zd-loJD<<)oD_a&FKAXMrz?^Bb4zFB#Yre1d)+`_Iue`ISWyRi(TGe}CONe>c<skFG
zIn#D^KHn1Jp0<4HJ5EE}D{AX}=Z3Fe#<cSn=LF_QuhczidY`OXrlfdi<uaz7D^@nl
zyAtBpS@2PaVRsd0!$R(t7lIq(zJ?qsF$=c)67sJ(x&6<Q<#N3iVyFG<n6Bp@-}1C|
zQC3UA>IE^Pq5fg}H@uoW{eW85`t$FDLy9B2R-IzlbKgnn>hHz(PcJC9I{n>x?&*+1
zu?PKc?=P70cWUpy*zNaB@6~T#A~RWczoPV~;`1WMKcw8wOSEfP|CjY9n^-_yP<dGK
z`!r2O#cBs9-t2d_iS>TLKW`p1y|dG*Qt9haVbM~%-_dnt9L@JDk58Q*`;uS7<8ApW
zWs@kk#W(wIUHac2^=%<z-E6*ZzS-~Vcg(82F>QZ9`d`;guNH{;KH08aq3?4#KRo66
z?0H}RME$gG|NnQn`+N7#_g?&CT=yf)@}KUu=fC^*ZoT~1Q6h*jM&!<{`J#8C=84{k
ziqqV&b<?d2dz!lcaD}r@-yqJVH_5zUQuy-PE61kFS8*lki^Mq17l}!b5mD2cD3dyK
zT}r*#+*7Lz-<~$lsG3!pySmtn>GJP85x(|!TneL}sLcy5kexX<ZI}9y%nj9#X6*a9
z>VeYB!$<jNXH|VV%yf9g@0Aaf&U*CiwdNIH>5=8OW|DN)lX^L+Jl^wQtoP{Fy1s}8
zf37^<Y_r2FA3WmklRdP#>GiDw8L@d^qhD`%94S2~`JFH8b`G(Pe~Jt@{c4>$&t{`p
zV0CTX{3h>b`?IogPfFG$?)<B?@TXnH<K5+xzZ-HH{yz|3_xR~ej_^veLz``+KmLs1
zTrXyS+Sq1Y_0;s1SpIK~dncq<7=6|{|Dok@=)8x=-fy-!{CP%rCEJ;k#+8lNrnUXO
zIc-8{a`svCjMbNRZ4+PLdq8Zb^lHy$UlDZ^vyXFZic`v(GW<J)BS4;hsCE9smCsib
z-haNCaJ>2SdA4f#>&>+e{-4(Li>q1hm%Y7gdivhts8sideJ>o7t_IH${H1d4*Q_)5
z{0rOcCCqOuKW4s9@bQMLl8+DHO-_!mH%iW3+^E~=tF=8sCh+d2TTkq#&!73)s(V7(
z7vuK2$Tbe@x=q_ZinKEGn9MkybT-k5cUknB1M9j)Z+uQVd*XPFB{N%@E%UjW%};kl
z7~fB|6xUAP7GWHpw7s*u{vOYxRX5j^nCyr=SDI_MO#0xn1p8}eU%81y3%c1vubFpd
z+o>F<9MfAz3~PU<Ze-f2cTMKj<s{Z`dm@bEIF<R<n42^CotSuTp;C4t?`8e4MaN1v
zGFgdhPk4Tm>&vc)nLBJ|E|lq>`aj`L!hEUwKiql_ho$%Mm-ova-Zjzk+C7s3?}Uk`
z^rwAG+9>t&{L}5?uV)>7A7ERw=5+t2bFwGCJkIgle?aN~#Lr8&FZa0r!no@7J;!6K
z8{9*3)_g2~_a}4Nr$y(iLu_pF8~%s?EIQKp=jnM5OYf;gLTZ1sS<c#P@%=D)n56Hq
zanjFPUzK{b9=C&?vp#Ofd?Yf}BPB@1R%7832d7*9OWYr;e3$&*!@f>f@S62KDV8wy
z=K+sSG~8;h>)mg>V!l927F%*u>A5=!&M%s`%-Na#$*?MVr-Iu7)tlDSe$4ZKDAT;-
zZt#tN4|^)UNbk?$vfOFa@HOn`S>^1t6E2D-o!A$BAgHM}^)7o@(#4JI3z>2izrE66
zS|eVmogT<{LnHR(z6_p{X*2)iOvw$swPxzAO23b;&nxR{B6jwCwv+mKb``VBVgG%J
z2@?OZB6iK_3^n{ywRs`K;SYZo7~c<=_@GLeKcGfgwYBF!KzR`hyV~9dnwM8HYW>}M
zGP$SyX#Wm%Po|h3@%{YC%-ZR1lD=xjU#;AdBa=~krzgwVu<u*5**)`5FQg7~@0s0`
zZ911_due)b^6TRB52B7KS<Kh}x1mDw{Sof%HC@xQ{(YNx<KLc$Lj8ZA{>}cNy!Ghz
z`po?Qm+o&1zW47b|NZ~dzd!z|T~d9!`Ma{Ny@8yySKYq8?_V3&=KQbOF~9MC`ps5-
zd(-(fjrSYZpHEo*=a)vnbfKW!hu;tXe|99Uxa-Kx_`PmFZ`c1-5M}7@|DwKfuab2V
z$KDLi@3*f$-dEL|^>(gFpWuYv_^kIkicj2}wWQ_u+gFA0d)>BvYwT{V&~w(3H!&=2
z+cK+sf2`@Zi{1gN)m}DC$xuyQYttrYx%-&XT=p2>e}~OCm@N!9zJG5M%bD~0R`@)u
zzkS#1IomA9O{v9Bi(0bh*Z<m<z0m&Fx9z`{dpy6qc<=Xer+aOi_WnJ5`?p8_*Hhc8
zqJ6w8UDcX|=Kpt4?mYZ+LERIxEAfR}|9Xf#z8&aRdMI}N--!9bkt~;686wY=znlDT
zQeEWveet#R_n*J#zh7VP@00#{zl+WG#@1e!YbR<PmGl(8+HFxj8K1IW`D-mV%kMY5
zI`RLL3<Xa=DX!gi^M>t4vFHD@EepTotad0q|M02Mq2I+D-}Bx3+qk<f-`;co*EL`3
z8N+vlR)P<pD8@La0(7_p<eUmKOA~XjA~4s;)B^RCijc~JR0aKj#B}iC6ak4vsd*&|
zh6W~(!znoReN$616P@xa6rvRj6buwB%?uPwO$-!bK}T5x<(DLuq$(JI*{Q|(rA5i9
z#R@i{(=RynT`Nl5gTe9;0Zx5)0|g@kGpNCwocivD3PuJXhX(O-adLvr!QkZ7cgxQ!
zff~W7?*`HVaxhp0r@ot^f{~#y!UQ)X1tViiB)+kNkqOM{Aj3=)j7;G2P#Xe@@{@y8
zONteu74!pK+!XXfQY%Un^gVME(^H+Gv@?|U1bdWIKf*sLD>WJ6um}SMBU89VV1vPg
zzH@$FNorn6v4W8)%%}Q}d3pI@>mUK4?+Eu_u!4SQkSECZocfT6a7-@A%+G^}ga&yk
zXk?U>6ck(O>lY;Er6d;X6;!4qmL%%s7p3cKf>eQR<<xh|FG@)*g2oXfb~yFj6ih%$
z^n*Yyk5;g-)H5<wFgCQ%votd>Fj6owGtx6Kv9z>QFg7-Wih-h)Q$M&gsRW!Xd@}R0
z!A3wG2l5Cn7dWaY@=IkwCfExFMfsp$g?f%;9~l}O>6w6hV6I?fX{l#w1oD=lg{hu_
z0oYrH=1?)>y%oy~K9D6fF9n)iK&c1J1bbND$yY(&FTW@^F$a|BlM@vT(KMKWatTfi
z&W<1roccb_kX+;A1*O9k4D>8OM*8|F7=klYu%kjrQ7JfAVzb5&H5)r67N>%<j=p12
zW@3)6Q+`g0ZwSahm(=3q)V!3$yb_Q+DAgO88G*74IBDy<<|XH+WagzS=zFH5=9OfY
zRO)(ww87H=DC)ru3ds-6%LJWbqhMqP%Y)EV3o;o!96)v;hXYOrI(xbVR~DC~=6dF(
z<wLWEzCS2EgPf%Sa~3$c>j$N#XBL+fRVrvWrsOB3LIi_L3kq^lb3r8+$fe*sq3`VJ
z5|Z!k>EfGMfbbj0XD;E8Fb6pr6gWkh1ts}K3PxtI{ESHd&YmtHRiGd+0%-*?6u?Ck
zh!+mdZ_x_orl2@CP%tt#*RwD-GB8$%RWLSFFfmpzH!{*QG&8p}S1_?qh*q#LHr6vR
zFt;#Nh*dBH37DFi=^2_D8Jj4W85-zW7+YGHC?LcPkl4m>tp-SH5jKKcfZ$nJSn3&?
z85o)&sYTcTQfmxXfv^u@N34RSu|l+hseyq)EGU_PLKL1Qz~O`xvyPzjRia>NV5(<i
zZfpW7bM&1P3p`RY(=$pG%neQTEQ}05Cna&}gMu3rOGbu<dX|PJ24<jObjwLhFIF%F
z2QVnKoglT1u9=a!o~4ncnWciRvALO^iJ6IoiGq=Vfq{adfuVt(k*TqzA;@u%I>Rk9
zC)G#+lq*1W1vrlU5_3}(F!F<ENn%cBvSVI)4z%V9E=kP|Q!q3(*E2FOhdLAy(I6*7
zQV4ni2ju~zU?6bZlNspbD2(HtVke%@Yc}9H_P&x!ez!C0(hGS)POluMTD<8$_Km^B
zFm{RHA_2ZVf17$|Z1HHQi+^+eSl_8#t9ri)?A`5X_F~~>H%poJlb$Wo_qGbQvrL&*
zr&@J--&Q5AlV@$J-eh0qRXWeOsK3Cv%KY%VMQze{9WTymmfX6N_&wCDarVhu@^3Cy
zbhrjK9MZGcyXD)~w}MJux36p6$+my*d@laT^Bh5;N6h8Q?5&G)Rd-#x6ZoXig7wMu
z0<K24zq`*{yuNnw{k6a^hAziHs_Kb(1ugn=;LDjW9wj|9wHB>WvWj1E>ecq0`Dd4`
ze%NWJ{*AXy#ctz_jXT7&BcIHAIaR|uLT6{mu}3qlJ+ATXc=qY^>8x#)r%vuP@VX^`
zwqWKwvmI-1@Rgm6nirpcZiX?q^@7pF0S72J{EaM4!Ac+;Gf=$?W<pAAoaKOXMq&}D
zEdXz^q#Gz0nZes5`ss!WMrQEFhkm*tNE%cffD#y|e!8Kdf{{5WFTwaG3P$Fz1PGEh
zRWLFKm4Z-tBLyRKP?~{qjTMZ{VI>ZyemY1qG>LF>>ZgPBf;<9MYzZn{K!rBAHcod`
zFfvDSnVW)<Im}_8tjdWf)xlxFsqd1RmX=zSng?p1ff{o9=>`fQ59+5IDd?vgD}d|=
zSqc#c$$_w?f_}QA0;(8D+zq4`#4t2Ok~K5|37dkmB&<0Dt6iXt2GF5sMa3nckVllk
zu>5YWU}&OXW@4bAYi0&91)Pf!8BoE<0v6n08Q;W`qD*kZRL{Tw6z~QLx(0A2sLt2-
zNrc*FWC$v1f?*9CQ2sUsi6B*K79b-);f+$Maq5R>rj%rW>P<6CP;=Bk!PMMX!OXx^
z!PLS?!OR#GX&`5rnVTpWL!ANUo0%$@fy#4BP&|Uma!`2=3La1#A&OH_ibG1T1j-Q$
zXo>=v0m~B=bA0=}`IrqkoWEPLic4q;)a~>SJ*%|$|2Bu&TeNjv-;79a=QDd4<Qkx&
zP?7MtB;MEX{VHh(um9nd@7$~&%#!%?f<=5)yRC&!kZz{?uKb3RT3h|>c559w5h}KR
z$$6!u1vSY#o_^TbST%9u*X$EkTmGmEm8!NDu|_I17yo6PBzDBt_?FwLzbyO{zHHvh
zSpC9gD>y^K+z0n7*zsV$8lrScz}XBe4o<K7uru;3p!o&avp7r!sRWx~09F8I8kvD|
z1(*pjmr&S3^CPl#6?1IQ?dCmfz{7H3Uho|zHlNNVD=S4<GB?#r*R_PyHT0JoiQf@8
zn!3zj=fNiN%TpNTeoWe=o@1q#mVIX9hLtN0o$$HC{b|*P&a<<UB&EK--5nB^s<P_*
zm1X{GkLmZ`UAXz=Yfhc~66e5@g+W&H<NRFyK3Vp|Q}o=n`P;lw|JNJKe^@3j8)tMK
z>?_Ow1-TgPK|^CRuo5r_QZ9j+#CaT)h%qWB*K^i<%!)j&7w3gmFnb)kpJ?k6$hGOe
znc2KRE&0Gb-G0n0<}a4<WU;WUzj){I*V`Q`@9ee<_bM#56M48uifvt_fMUek3j&TV
zMROVoMZ(U>zvX)SZ6(X+((v7z(kd=Ff17ReXuH*hfUVADjOSj?S(w@Sb^f_?yZ<uG
z{GvMn>={h|f*cC=m!T1IuNGYHg2jpRFDOf5_*Zv=_aqiY4wvt9nz%z+{;-@6mX+PS
zV(0&D!fSi&1cQu~)%eYxXP<izkY4zYBhydpX?@Y<wt%Or@5NqwFxyNkYaYYqglM)I
zo!-*j`tpbPGZ(xH2$N)3Exzf(c0-j2S*662x0HAVK3Zg4RXDn?)pO2=KQHV$Y@W>f
zVefNejoBmjB@fj)Z7iOC`Tp)E-z**Ge+v1VBEq5%HTA0=6M1QqBHORT?#-j|%j|?%
z!G(a&ZDm1^8C*)_rrdmRtm&oqsVbwgMf@i-ZZ=+Dy0~uf{+IpxzA*1N?aPHDAVDDj
z4lpA_l!OB+UclnS1th5O!U)LFo{gLb3<Q{e&v)XM$l3cfWr0A@jo;fV)q8_qUO4F4
z$W=CFg7Z6tb7^aA-)HJQ>nrcBP&sv*U-_y*)^h*#C)!pQ-%jPfcSiIe4!46W1-sE4
zx#9;`u3%x}oDQu((K36VHK-tEt@b;}I^oRu4bN|Ccx~KSFTLTZ$u|x;X1OkA%?Zo2
ztBknzNw}<D@wLWLhg;u$W?xERr`N>W2c%VMA2VAmx!t6d%)jE<v^xt_)jQ8|-j+W<
zjor>cxLS60qPT_jv3I$Cwi%07zb;%GfB1LN%SLT}y-@4>ADF}ZwKQ<}801#4*9?u3
z%QtWX0xV9PmqEoLMr^rWfR=A@!3B)Wf4t`$cbstO=6+sHHNT_mx9sM=$!IW;<uhlT
z&BennRs8ImZHv-#(<_F{ecKK%QfEDEX;%5HkCX2qYu2=Y)9vwYY!d61Jg@F5Sn)x;
zQ8cK;C}88Og9;tJn`h<3-hC;x{@@x(u_>(PzG3ey^SZo)mGsjpJ9)oOZ9Kb1J5Tno
zV((}9+WF2)_7_)#@*b=#Uc0PFvEG+?^$)eoxU{o<H{-?5)tAiuEF-`1x2G14umX7!
z943YqC`AOk=pZVrEJ1ZRMp)_gJFaU{<Y)#J5i>Z%j(q+z`DFB-o&U>LojaxP6fO1i
zmgquVW0Ol)7wAuJT>9*nAWu%myjyp6T-+-9MKIuI&a!{pP4n5pzbHk#=-Bb0<M^(O
zY@usA3~Guh1Oi`qruKL~-E*L&uUldZM^u85@YdYq^kXqS_S=^>S8uIuP}^~!B}#na
z?KS7D?`*d}Y4v_(@W=3<6YVQci??nxk;EPxV1Gb@!_)$-1k5oqhZg|E1qZZogqmAi
zd%gJ%8$e1-7o&s?wQ}Ks;_v=$e<-|Cd!Cyyzwptv!yk-9uUwt*(b=GFxqU)(9e+u7
zU8&!m6`7464)J!ry1ZgX^Tb}RvWQ83Kly4JckXTuJHZ@!r1;yV?xdg_N3YjrIo5hF
zQJk^%!V{x}|5ragZ(}b!s__Zz5sccw668p*_Y937y#_GH$Q)i^5a(A=8Hf?}zC8zd
z8w_}u|Ibw74#{$s(*CV*g!$Y5NewGLeLA`A+=4rj$Id=Gc6n~=cSnaU=ABQf_TFR>
zTJcJ>cy8a+g^}x<ZXI8*`9rqB>80h%1?;mQ$+F|{1ITi)vn^1(051U`UVycbEJ5ua
zG`B)pq2^`^x@M-v3Pwg|3PuVkhFsuK$mKFJ0<{@(z_hNJsgXhsNCv?&P{`rR;7Y?$
zZ-DIsJI@@YAcAK)i1P?Ev@AhRKy!7)oX|dBz9vN;m+!VmV;Yux;kW2Nw&Ta1|JTBl
zj$PezU`f7`Opjp3L#}w9gL^Ma{QRZ#a_V*U*%|*AeQMdDuHzoheKzTV+o4^C)q%Dj
zT`t!ieQq<;YNh^f_sPv!eB6Hde49_S)<#+Bq&#-rwMu<+NfF=EZ}L;$d-7K?Kl-G@
zjUzTd4h4G`wY>rEh=9c*{zV$^FaY-}AcGp<u@KOh24pBA7(7BAoS0V}P?QfIq62k7
zJh2Z*7(omI^;953PKb^WNLK`Oe8t4l3~gWn+>b$W8=<%Wm5Ug05gXu}eMCWE?{DpA
zJ8X5bX0?hrCEPTd;B239OFp4w5?61RVf&xot4`)EWKVr|wz|L4S^sTtb_v6;cWd7m
z99Yo%$>R1=?-n`tTn>GQOv!J0|BHnBE@-^FX8GXCtb>zQF)ffUv|`_X=;4~2{_>W6
zm925J1^MEq>wUZX=nlVM29rV1^#uhTe)@;@c5ybQ-P{;jxbARO&n)|6&tD02-T9m=
zohf?G&*RIX9uKW!Su18OQ_Hxr|K_?E>_2sDQa+tXS(7kx_u{8hi??bEy__;rb-nV3
z8LvLG*{Ce&G`+v))N_sxMvSwcl<c3KUzWMNWP5bP&I<YBXOEvXXwEXL*u8(V-pWhA
zS?@@;^y5erpb!HGu#uSwSP6s!?&yJ;kVJtPll4g~$=3}^O)t$!ECNLyC@Rs$WGz8u
zR1m0lh}3&0WlYu*R6<~MUqR(Hy!!>VgD3|MmN8jNP`Lv36uj$B+?cGXv7sI)nhX>S
zEkWb4hNcS93Py%T3b6_%Af^d;n#e%G(#Sx;96VKHW{4P;H858&HMLYQF@w;i;3Cu1
z&=A~#hs^AN#GouwGqAX+DX8c+F)&szF*Z>!Ha7-~8Yq~9N2E-_cB4-(fc=LQBe1bl
z3o|`aP(nc}R}7&-khD_*@(e@`q^Q9hKeaSb&^5F$QZO_GX;rW^w9rEuR)LI{f?Ny^
zUPK{<o>p-bPnPB&_hB!cP!k;}T_SlAe{p1NfVJHf8+1FX#Xz9;eE5^X-y15fi@Ds`
zwfljy{*`acCX(A5rJT>${rKK%oV1W}s&VnTnTL-o$UD~?*2n(7Oi0(lPD5As%;mdW
z4{YyDNeeu)R4C8+hgfoY#Dk-6jjSc4ZGG10Sn}J|l$Vt~Y@a-*sv_aw?5PP;_kBDZ
zez)q*z22XVf?FOduGZ2^{NSfQxALvq1IAN*y<cjdPFsBakD;A7vyGcfpp>EK3}5vF
zWxv?g@cdm_QTcUw(t@Y^>-<*L3EZFSTK4E>qC~ssBJG7zfi-SZ<_V}CInyz7u7D`(
z!dVxD&)vE6J+gX>ic6Hx#P^b0Gre92+E==`Zt_2AzFhNVYnO;o{j!TG(*k$>aXQ-5
z^(690v<}y%ywtsWYo9*KTYKLu&Tw62?1oDl{<EeTt<I{gV|>pzAA3gv61w2XFg8GH
z4MJKBU~%-K%Q?TaC^NOlFSR@%7}tc7u>m+8kzaTj8$g>euyI4T{Jav>Y7Jrskxm>W
z#g{Q+8l9x#%hE`}%)mg;z!Fq+pcNSqGm*jpT4Y!l8|j%ETAG4eABbYZ)Z9?d$imV9
zJktUzI*bhr^o%TxAXykve1LN^DAZx2v4%#5dZyrs8wFi6b4xul3v*KiGb1BCQ&S65
zO9ev%BLh84OEUvYNUVdjLW&eaQ&1}$tx&;CML3ETLn8w{GXql-GfU!%7f8xM3JyZW
z3#d}SZ0!V|&N^biv*)*V$sM_AHfAr&6j`?26f1hsyzDQ-@vtE0Wa;CUPu{<F_gKgz
z?RKeWY2l?U+rzlHPwoy}<ILSW;m(6KVuuB)WLi}s`C<%qFD%&HnKj9xX!|*_<zakX
zA)*eS9<JJKsx7lF=4*xfB=f@;IV=x7T>Vn!o!Hv?0;fzx)lyy=_T^ukzG}}EnB-u+
z?atNK*#5rH*FWyeYO#5s<9Ar(cw}%}+bKcMsk>GztSSo>p7JODuSn$I1N&BfygT!~
z-{se9zpcn%+O?l0#I0l>%hKM>+Hd&9Tr;%gl+3%m{28Y%pHb7(l<G5Yao)a{ZmRZc
z%uCCgbdOmGH+@d5-oJgqj{3f^Tbuv<WUXuI>H{}v&^uSg2B44w2egs75m*VBV+>x=
z0cJvq4nh$CZs$PqHq4HSIah0MugkH{yZifJR~6rb)Vul(i3;y_{GIcJ;b%kccHYHh
z4CVjiIgTr+25t?T8(p4oguURsl=tLG8eK}7UcWplKmC_;{P%k{|M$()KK%Ii_;!8G
z;dn2OhZBQ%`|baq-v0k<yxjlj4}S!MpO!z5|KwQnVE_M*{``NB&;S4R_Wggs6@Om;
zSDZV;t>TM|QT?xP_n+?n|3l3snCG+dcdhy^`NC(D<TC57+;Gb*@7=j=iuG$R`CzXz
z7vz`L9tqs^NBig<`>OM-x<5G*Z7wW5-Yzgj?CycgoA!Ucyv_gLajf=<rY!HzkC*2!
zkx%LTci!KA-`}|p9=?~i|NDEpgk2HWW-r}O)9dR_#GiT)f9v>!Z%05^pVSK3HytoO
z{@L?s{4e)h<+Bs(S#|#|s_9XgvoiU=V#+_o`YDr)b|%X&DG&8otn%0_`pkYG@YN@W
z^WPrbtu-k~N`CW~u&O_)UQhe;rGC$Q{yysWyx{k*DvnS1b$`v)!fBSlf1cJ&H~+it
z?Od5Xe-Gb|+w*(TpNFsArhZ!2wY}*>+ojuPS5MggdF;Q8ElB^R^4BjNo7o=D%MiK9
z^;7xz%-hPWi2<uO$Gl4DkxMdrs%l@IUwQ4g+SH`E@*DYr*;k%^)BpD4#M>dY1&Z#9
zM`Y}>`ilG7Jp`xBezDcWZVB_H%dNKY8(iK_w0~IaR4b-of6@2TdzR4PQzj*KQzD#a
z$o)NMc4A8VsZUF9Zc^FH#udr07`I}};#<$l#pm7s_jY!eT9YPg>WU}9ZzJAZy0de`
zj9nU66ds*kmCkePS@WqYLbco>Sw$5L$~zluZ1s|-D<y{C6!^x@yfk#>8AF*Bu^rA;
z7iw?nl%8LZYW!>lkHrBcXZ?^=*_m?>GcYkZznXQRy*V&!T2ESHr{^&TezTIb(v7^^
z*>*W=YX`0@lP+%9S)#ks;jPna-dKwd#r)?y#5)z{&hXm)R4pMmpu$Q?%53#w?V`0C
zeDWK$Z)zAPlx;}cB>eN)Tc-WR7k-~mcyQV&XZNPSFwoT}UejzJ$(_%sPv5?%ul{dO
zcx1`CM-0&tQ*>S?pUsxx(~vD;-dG@6FTLP->;1_sJU(g{Ro*_k$#zjZ^6PC5!>(H9
zi#%qUW-&{G4Feb0nrU2g3RA0)oKY2ErJ5P5q!j6$7x1d<aq&&{hyF_$+g79oMqb)i
zEwDCdQQKTT8~uoiD~EpF%Mvn}${V$skK@>p^QrUi$JEPm9zPO%Gkgx~U9CIfGn$=s
zHMi7hBnp0bk+?ShNkgP#jM$f3Cm(=rKFQEg>`ltpt{8S#Vy!l}e|438{D(;jwpNQ4
zvj*?64E_B)?;fM$t`mFWZ&g1$rgrfJqwsuZt;sj5ge{{}?=6}<XZvnRrb#ZJ71FZe
zg%2K{X*;vrKP79C^2P7T35*dlz9l(lyQsOPEcRct^@NS)zt6ue8vNKdjd|@ijgzf?
zi`hH6q%s4n9RJOnEab8FsgJKp@s5(Ft>@i*RhkrXPPv6$+ZlIapV;ab4%2k^UgHRB
zzxb%*?ZYKJ3kuX;6{N0F;oEj`(j{Z(s1y<9D;_a68AeJu7u~ZqZpn&Wr}|QAP9odE
zh{)JwH$q-*F4}nL<ddV^2b15hru8MWU5Goqg{xP3LYdF5Tlr-S?>+x4eDm|5<mJUH
zRvj0=the&l3#Y(caha=9OlCjpJ8alreL?B(;-hKL+?NXJu9_C5^0s+ZmeA~L89y#X
zc<IF*?<igK;=XIn^fES^uC42?uQLw0kg--^ichGBljLOgsmCNdvv2;G{Nv5lRd+&!
z&aB%P@XdPfg2T%U+!!i^U0vQ4K53iEC&S}dePt_e#yd3y#dlk4w)ShexW!*LaNO(@
zFMBje+ezeMZ1*hQxEGUE!WBQ-Y!f-xb+sbq#nnH}-7g((v?Xc8Go@S!>+J1Py!2U4
zrn%_`bFtaBO{?#mFgU)Vjdj*M?pKxz%<NA~{SOK|<HjL;Ys%+G$KI{D;kK});8*`Q
zXWx<=j5#YC7E0eZo73|lb<wuc##0P4O*0NQ&Oar-F=f>uOZOEbjLy$nL=3tToOKy;
zM8DqS&7Q#hYGv2T8Cy6Pc9pvEbwyvjtQ7TgXGDydijlQ&Nc#G;n+w0LP^t2k@DYuj
z@F~|cS!#mdy#sAKXKcxM$TiufV&*jVzKGMCIa#kXE_#^Uvg>%(!eus0)`ClfW32+`
ztW~vA?ciH=>CvmVMvTsVFQh}}Wj>ea^4aIXWu&<yXj3`g{wtaViFpB`64~ccCw0xZ
zztepEmxi#3+y1QLa(;Hl<L^-xM!mQLhg#J`Ik>dAG*_+iGn!NB;=1&A=xxPy8`gNZ
z?cOR>9ey;<ZGKeLfn~aad5c2Z(hM`p<bz{OM2<(zp0=TC#_FOCWgU(aR;|0o|2D?y
zxky0VAx5ulhoq%9Ml9WCfBVn3BeFZBiu!wZ%<(Nf|Cv?%{$-mMuItjF7fZz5^Tie|
z=Ic7)7`o_`j2i#)5@FfpOiwkdOSU>^O4NNme{gyCTrT^iXFK{997z;=Q7ZLJ)9PR8
zLer8(FVl^<T@^f@3zRQ-e!p#Q^WQxM&!2dNvaWi)<L&y*eYY6AxvqAu5UAR1vTgCL
zg(nyKFLGju`gTC@bL=h^?ui>x)Pg<u*8J2-<(sFSSFnPM+hF3uzi-)O-ekRPytq!s
z&20B8&5j$duSAsYZMdb^x2K)?^tSdO-UYj=x}Sa&-rr`b)3Y#7O-VQ55dWc)!ez(j
zA9<cq%U6CkVjBO=;(&|W3%>M-chtH{F-&xuU>2ouSgnz1Qmfg_uO+t%FRZ@FeyvdN
zFY7adM7wvdGD<8jY|lM>uZ8*Q&qF-9hxS-5*OfN1<K&L_d8N1_M(m-?^(Cyc6IMl8
z8MOE=voV>qreaA<-h_$T$t}&hEA<qjmM0yK5jS(_X*ZEsaaPx<g;(PE+ewB(!rrs1
zJvzK^%wA_A-#W)foGa|v-A&ETsn4J86PBC&fn(9F2d@~`COH?`O0PYaGUe#ZRWW+Y
zGUl%H?t9?rwZh!yY5dNtmnm9FeHw1Ts%p>rZqACy&Yh5QOX0%>Grez<%XS~gm?^jX
zK-cv3tAD?EReX2F*YiuN4>OkSwK@^=QR<HEx~+#wqJDaw**&Q}b6e1rZ$c}l%jF1L
z=1fgr_4|PTRo~|1r#<|PhflC9?XvLYl=&i7-QT|Nn01ZAqDi+-+v*&8G<{;J<FT9|
zjwvop7X<w~?gU!26c`5Q9NYCWZ$jfK)sxb_0a@1`Sj^Vb_>#rD=Hh{Qx582z&q-Zy
zl4jRF-qO05t8DcwW~b@fj<zsw7Z%<sFpsA~H1KqGU8i+P;`Jl<SMXUsTP{#~|FGD~
zn8i{&4_|DI-m71d(b0eBw#eR7Kb&5l_%0gQm{T<G*)=!OceN&-Q9pt|PN`n=EU}wc
z-DU-c;FiRF72bCZBx28=ah%z9MO{>I<DG0HdwWGC{ta$#=B+T**t|=6Ro{<PUaLPI
zmo7i%sNfUb(Dh@2r2x<Oq_C?eBt%$K8WnmhN`ezDQn$aTUX^Y)M@^%(HQvqYqsLTc
zW!rQsb=Q=-KB3%G+b=w@;O<(;HQi8e3-_JbPn|84V+$@O)=J$=YYEoNa9B{~>fyrF
zwkXnuMS4n>S=z*Zeb-E{XfzA8g~Ulry|l?lt@GEE1moMMS*2w4Hs4cwboucOE>Eq6
ztoss!--o-oIVJ{9f2v@{-n97R;zO(Vb#-yJn)WW-o>6yM^6$rsJHFl7#MHc5XI^E+
z(a#DSw`K>2-*|t9S>DWM^Raeb*50kF%{T35e}DEy^i`P?t-R*Hl+2m7Uksh6U@qIH
znKj9^+`Y~DS;@}lpQg>$>2kfMvR~tm!mKQ_=f%2QlF@H2yW~_aX$s<gD&BwPVff<4
zZrzx$j$Icygti<o+-y)T9==KNY~jU(#ksTH#U3n_`X*HNAaHv8uf-*z#z!=7wKUpC
zO<Kg5c=c_6){B4-mx^Qxe=m;pp02dbCGKCw13$&`(zEepQYQ+!|K`=7I(+-7qxAxX
zZT6?u>7MtzIYW>sigil!(vX1I`wdIKJhMq<w@QC?V7qbE!`rDMmK?h-KEHdq$6>ul
zpZ>Xwyz2j_r{~EBJTbmE#rD;li_Q1X6n}WBbjUvR`-drly#J2QIXClstd8jC6=MH)
zwfUU>=OYt#cmC%ivM+vae|TH6bjSU|*NgtQ-wwa_^V+j-ex)<T)-&ep-gZky$H-vv
z%>C?_ukPve6W_Mv*Tk#YlTMyzV%cZBYf6*D)dkDjcf@b=Imj)?GbuB`na3qi{Z4DQ
z_N9rtrrl9k)iwXL9cOoU@ak#jWWF?XwXWx!p~E68y_)IRoJDK&FE!k(3SISR$rXid
zPK=eN3QRUxIlLTU(Z_Anu0&SG6ua#=`*DlC<ipKblYa%jPq}*YNb+*4Z>!eVIuz}4
z{;{ssq0dA7*w48xJyOqG?-$!FxX+fuA>npr$L5!ule5>I{hHmqrSJSw#%mIaC3)Rn
zm~y+nBuFl_F`fM2#onXmmc4IX>l+`r^l0TFl@DhHcduMteSG_u^Q`k*s#kUV7UYYO
zVp+2=adX=wqs(|Nj!rFK)l`n+o;(rN)l4dj#WsEsJ+el?C?HYt%Xbbn3(t1>HqWKg
zS6KYuncvX5(xiHd|9m~mjql=}ihexVXD?HF)#8G8XY)kOi9TXECi{=n^vk?ib!*cT
z>8(%Sy}B~-(&~8KT0PzZ6UOfKXBww}$^YSTt5w(2+SJnXch<XxjEL1trR&^W>I9bS
zSt{(hef5_a_wkAe3vX|}ulE0(rR0XmOU`laF_uu7`tNbzPb>BfR$C@}Z)p>(w(<-=
z85}mv>dEdEg0^S=32r%cYsqWw?<H5Zl>Nw+X1eeAyTkW`pO&g~p}z6z(zS+)KVKX@
zwdzKfZ}C2fNYUM(%TCVfSm-%CPFXZ-R%8i>*0-3YJ|@QAVu!PqaF?;3U8*4~&A^cA
z+N=Fa|5%YxNN?}y<rY6uH7Y9BKh21dm}PiWw7xv|Hs`VCmv3|oy!Xv|zWQvo|Lw+e
zeg%(}%A7b%c<1T=II&@3Nz5!gwR=UYJow*iQ+@MBM{pz0_ODB~_`KTs|BIpbAEwy1
z26xy0IBUl~U$5(YNcoF>N*|M0(ib~<D*UsNeZTD8*L>-%QOhFsb68*aoOf7%&*vWp
zrnH^mva&07Rx5A+d_As0-74wh;pt*$O-{RhbLh)vi_^J%<J~lc*vm3&Kj)_J&6#Jq
zV$zn$-aZ!()_2Xme4*y_H~S;9FDl9sSiU3(pWC!$`NKzR`_`#xW%U=PH!ZCH_;Hnn
z=+Rvo@!vwN3f*UOiC9^g=H<)(seG8KuB=xhvhMz)G{sj6JZw_08q|&*o9)vi)Tw6p
zLEx57%$CLPn3>%>y0*+-^Zvvq4US0jHW%)4KJJty3JLZrJh-<r<%(}haJ8#=#P&D%
zqr~wYoeDmgiv7X!8xj@Xep_0&X_3cviNwNKPWhgKsdsZ*d>gu2nMK*vu8PK#Rfw%@
zY*5R-dyqTq{lc@{Gk<oiTB2U+G41B`jN?`!=eWy2cb%M`cgb^_o?>|KtpHBHrHXz(
zVlFP2<Tc;TIcMdcNnOerQq#^hubF$of%$-CX|L-d<z0(Z#QLTz*z)A@A#anr9bC&z
z!c-+9cWsW1wOO%IpZ)R@?)oa3mE4n;=tpdc+QP%YxcW-PG;RsGoi7$8eGY$qWKQ1X
z9SSp-XY#GDQxmq@_iL(L$>-~bz1eMf<#ZQoZhCUeVdd1Ww0ARK#@$Fi<+WYu+8k4M
z9e&^GdM85MCU7jgd*SHwmpaiBJDD`*`?RF{_Y1IuJ=124n3ZgG<Jl*fSqFC~n158i
z^xv*o*wOX%hd?2T6={37s>RGGylQY<OJ7a=)K>K?vp1fu3y8jIksa3GQ|V?Sz4hs~
z!zmkX&PqR<tJv6|%iw;m;O0f+Ik#SZIc3iC(QV%Ds_D{fH?;m9ZS=7U-L#3rU(I*<
zx?9nYy^<o8rbpSFYx`!fr{TuB4*@aNz1Ko#PM)h9#ByKtquDN2&MhKSR_xlsyGpM`
zx<ynb>_GBi4qr#3_EZV|h&NXSL(<>Ox^Qh7W6R|w%vlOYZ@oKxYEHoVKP^Qv)-6+B
zJaSFYnXNg!e`(8+g_HMlDTp1sCO500&Ov%-fq3Z54GS6;2W(0!-1zH(!xlScoy!wt
zJ#V*U3Qkj-o8VAi&=<AaES&GhT+TOYR_oUATrvpr-RgFWRq3(XjDOZ2q+D$$7A8bC
zyIuIXLED>gXS?=}?J60~t2VC{UiaqV^u<vH?{YougV%-#8ZxYFn)mu=-5g257p8?l
zD`oO7%qgBI<o)ePLrR|8)HW7py*BoGA^)vsR#)hJZC-S$;#o`EqadD*T`ChFnEJ9z
z3wU}k_wT7yFB(s;+8u8FibG{?+p_2r5#sFE)ErL>Sf0;be0oa!(T}Zp))}^nVrLKS
zoFDU^Ppd0wr+rx1)oYy{UE6Oz&pyr_v?|T=pJaI`mmiDD=OZm8E)shV)O5bM_UXKd
zyu^-(5V2R{|9h5gSipKSXZ3xf9cKd~lUF^Tbcx~Lq^VCYY*rET`%rf+x}=vq<Xn|@
zjDUBdMfJ=*a}9W|rF(db^~D_9!Tz^ucVdob`;O_Y&E2u*6Bw=?Q?q^Ta@qaJ0p~YK
z&a-(fm8!flKWKElz5eWHkcfQRYBhg<>s2KSTe)AE%;MfZUH`#dC(&x@r3xQ6tTEZW
zwf7LiwMB)~)<=d!`-`vr`!QGT_WylJJB;h}tR;Q96X*VBxXOJx`=ynJ-|Q6S9ShoA
z<R{F#(G>0@zUpEk<Kc<7R^L3pBe&s6_{>8x@>6cM$SnJMvRwL;;(P9`9p6vboD{4P
zh~BV>_v6QRf_Bqum~xHFxGTGIRWBzVczVL){)LR~Iz<OA^(+qKE>qT@WwNx;sL`~^
z^Q54Ui&4MmTfd_lik}=^bhqu)e)Gk$A$E^CuDPmQZt8q-=x7G(K4-qD>jwie!Y2M;
zRR1PWbR+3Yqs?OdD-yP=y>6)nPw>=zE^*hYXtimO67#i;EB}97+qB}&LdOPPd&bk7
z+@6N+?AFpdwm9(9#`_8hQi}YMO9G8n#Hz23i%I7ZuUW0vulM%SjI!cwkNmo)J<2+y
zJ)=Y2?9znkA&2-DoOmy^d)kc>*|I6u94kA_qoZP*wYapelq9G$hTpyzy`f>_D)!cx
zt*0WMv8si7r2KL;<=m$c`Qz5nNk2BmPjXcJV)DhM`NQm=EE(Z5(jF>*^-wNfC(d41
z6(KR@(#xY#zr=U6Kiqh1P4Lxg9D0{-?{_#79rD@oM~`)9S46qmijE$YJe38@?r{C$
z&YUzg%Exz`R_@8yVo@(RHRqOH(4U&eY0PftsT3O~e#7kFg2dz78gg&WGwzfX>{w_$
zgFDwkTJY*}CD$d)xjCtGGvfK*nAhl6ygjvPRo=hrTzzxHVkerEG+bATN#$pj3FV)+
z_MZOC*2_EAIn69u;gtUS$W61-P_sJ~Q_{9Jt$y}F;akSy&=(0ZCuGISEDR<Em|Q7;
zCH1AQ*Rr}q>{#5AKTY3qU&(f{M=x(=U$&)r?Mmid#|~c8y%-kz{fLQ;J6lIZUD~w<
z<%_O5?o90xamkJH=3cz_<YG<qOnl;JZw?CD5On$0ywlkS9zCDrzhM3;F12?i-cGmg
z?_X=WBz?t>owcr6GF@}Zt-kXv@4x)1cyUs5`;4=fd&SmG=!|q)^t#6D+SNSwj|sc;
ze*RjJT>E!Vpxf#nwW&`8B$VeI2|I1BW|As<_SUyvyT)T*g2WOZJNWIYvMH;oyx`aF
zw)~4@YUHiIJjW~rMdq&WE0+GexcY*!e)pr+x4ZUFGe7gR=LeH9|FXJ&kE8ugY%z6R
z?^0>Ejqlm%lc$VybyLnv<?dT-s@)Me;nkJuG_B$ZfdZmz@*9+oFYo@^cULn?SJ8MS
z*KLcchCjcz%M`kGKCDma6co)*7P)8N;Cj@+%|4QEcm1>NSHE1G`09KGzmNjU+71Q2
zDQB3?`2$WBu1aOnp5=5V_OkyThUO!DegU1#uFn0Z7IzAWos=&*C6FODBjL_{Njc&2
z@b{(y!fzJD{*C<kE8qw#<FBtPtCN$Q{murw<dZFa`O5iX;<~){cVSjt%gy7z{QkY2
zWv{usWrB@wOhtxl4&M~bdHa{`N}IQAu9^7hc-OF7lRjU%Q?fWE!76CZ*0zHknu`OQ
zrmfw{yqtT3gWkgrNA#{oZ}n6%GrVx*M~GYXD%0h5Mw`Nyt@;}%>g^M_=>7Fl#Rm(o
zin6beGEKDdKP11AxmhXjasK=tj_zsO5|acxLUx!)T^4@0ASa~f*NkZbhAGB2*Cc+1
z&0>H0!Oo-aVC1QWNzO;DHc3zRH_k6|ka<1D=hV?HCuI*@uexw~pYyvfk3;rseE;HO
z%<(r93sSx3lpKBkUeiW_;h@<;r}VUc$vS}zbt?@r8<xzhv|;}J#K_mWyYu<&9WOQP
zBAiZm9I#mYa#@dY#~B4li~V=M*0digxyE?@o%i7x$usVq60@FI)tKZqJGSz0@MI3#
zYXwQ_FTNMd%J^)4Ek$;5{kaEDr)$5<H<hG1NQ5sw{-T8Yw(iRcan}jU*4AEMnf_B&
zqO$0wRl$P=)txqxr3n&VS-0lxGLXvJ_&!XwWA34kV*E`P3opLDRlP~&g)URBPjOyD
zSe4wgj~i#me-UaDEd9H8L)4w?+;g|YXul3SFRIRYL5`K(e?`><-}H0dUk#qJ9G{do
z!zoie^SY!+LI%UOEVuPm&Fy&?{VuNF)~p}w_&92hipT%0>1PjGOrLQqzQ%LoR0EY)
zNj|c7dslWRKI>>sd{C}+_c?Fy?4<0R@U735H|ZBwzBsvmMW)TR_eLu#>kTT`AKme}
zUiA8seNhh%uBr8Z!@)ksENg4zy6Uu=Ng8*&dJim{b>!!kl7lwI@5-1MpYJifD-aa@
zHms?!IkPQI&MG<Q+?o@u?JsYB`SRn=@37)SQUQhYOICC|weacTog6y%x9lv#4c>gc
zsyzOM$=4Muf0%q*x#5PNcHfM`jCv&@!A~3Zyq4ptxxVn;uP&uowr19Q-)?3+8yXc*
z81?$xojzIX){e+iM>ee}U)LeTF(d2Y#uPr613x(?`7WFu@ZG{iNZ{Ufnd=5VcOn=!
zyiGpnoh~Iad9J0wLK}mAnS$2&J7n_T2(x!NrbqjoKGdS|$LaK~2#vO@>tY`?GJm?=
zYsxR<;|;msWbpyMw8hIhGxFz@?+MRoRQtsqWBhbUr~mD5j?;4ATYo&_;bO}avHq0I
z49(c1FQjTbc?;)A8E;&<C~~)uqt_j&Qp1I&SHJ&Q>+O=URBiV+?QFBhYtnwLy8AAH
z@!+EkeR3-n98cYz?KQ{Op51sy@-nkTK}~K3wU|OiAq%<rx*-wXBBqTOzFgU}Z&mda
zp7-Y)G<0>j4@@aqa;xL|7Ul^HQ(QK(ubVcDrTdKL#s(IV;-*R3Tm1vomTLLVG0fm`
zQ2V&pJy~MUax1md#~PWx#5$Vl`mLYRaL6v?<wemTm(3HJw>V8+Zmk`1vTnVtgwdMk
zB}UIr9;lih|KUbwu-q3e%h(TGd?!yl6Nvw`QO)f6r{zb?CrVg#u1kpYo2UNrpm4s`
zhof5U@8UWyr_JmBw#Oi_<nzh{r)JL!y&>UO%wGAle9c=v(dsiBvld@3WMZFxnI$M+
zH+OmZ(c@dbo{`OwKjE{gO!Dro%17<(m;1tt7ALLveIz<#!$0@Z1GZ`*hDB%X?z;;6
ziQHWG(rTOSq*s!qx1wX%f`fKDykBte8N1oxwp;gNgPR*1Yx^EL)>%hCJodhEet}Kc
zx3$U>ud)VD`0HbCaV%<?enpxuGxLly>N84y8yiMOx5owq`$)y^F0hE3`ufJ~>w2wx
zKC-EEe@0}M-gucgYh}rUbEm7;=-mr$K5(CLEptz*Ohpu1+o$^yz1~?HJkr_EiEjJm
zoV5K)!tbk0x-l{jg&rrXRNYXV-MaB(()Xn2_olY&oVe9iveT|vI{upH9p=e5-QHU5
z?0KE}>(`A*U*8;)EUPX{i_Ptrdro3?%>i{w!J`7#t22+x5_Desxa)M^Z0AbdUXG5W
zqd^n>vKyWq^jQ|A%^$yc!3>8obzi48QO+X2bF$kmIZ7<kw&HW;4O{%_%LbMXN4-Ny
z{p^nf-sFc{&b)LpMpjQr*_ucE5`(tZzP3+xvz8q0ue|p~PfB-(fN&u%-}hSfWvP5T
zPl~zbJfC{ba)b6I={&tzdXt?V^p#}#?VRe-Xpnz7Z_8ZwgVU^T2(h?@?RvC*>$bkH
zT~jnU?^qklzh0yH&9&mkO|MT0S(|1kuS<-z6iJ$=E+T7jV$ZuJGabcB7=L@*W_Y<e
zHk5hd*QNUdo^4z!vY~0SvY6`jH+(4te3`rlUs)gfbBy_S>#@bzz7C<euWAnOIw<yZ
za?3fhzA1mBoYU5{vc0*)`L@IAjgATX-cPbJHJ4;r)@;1}s(B8p$FYdc7qi|xNXd9=
z#c?I7`2H7NMeVZ>nf#|UH`h*b4&S|J=ERlH7X@~E9G(<pEB06E;_s5xI}V)4co_F-
z!yB6&M^A#TH&L^T+4(tJ-;w)pqw`&+Iys(eOY#D`q@&q|&lZ?#Mrr63xN#IJFF5*J
z-Q;V|^uuj6J2NCVWgnT|mY8h5I>b^ZZ0?fg&5Rwcw;CP@Eo;_T%h>uLV5u3~yRXW#
zn1z;3;6Io>rNQ;$gj-gIa@?6++2JM^1FG7%_h?^KIyd)>PQoIOpQe0wl8Qwo9&cN&
z{%z}`T+hRo7niPH*!X%ikN39pHFNeET*#T#T0V74&C%{h$I9;h+PcVHY@WGSWu{Nl
z?CCD1v3q2{O*Q%SE-~W3uG9sWA0BTz;FoJWXVE>=NwbrpB|iU=RVzJnCbs@vmP(|<
zg!^U-y^2*_3zw#vs;imhW{U;q_9!u)U3{eJS;w}deL`izMsvO~O}yx#Q7&;H*Q|QZ
zu5!;Kr#98?)pSyE`d+HM)M-vnPJFcX)ANolYiwikzqE+nIeGcL&+S96?#bNJxXH0>
zliXHOy)#?qd@qT4!QY>x(sqeQ-sfE5V}UC{HInRdsc)|yYqWdxWM*65V})rEifv1p
zG9FL((l@Kqx;devK<1P~nf9H{7T+vN?yx%R?E7+b>g~l2RU6|LH_SR3ad&ZoytnY<
zJIxd1ZcVLVW8`X>>o=cG@q&=#bp;LK<E9*Z#k~4w^0#ps`Nkf8z0#a(&C^8^%NG2v
zo$}4Cc)P5F&;91Gi`S&4H6+jMke%AoW3Cgh{nNB*&x7Kon7{e3gex`B=Egc{u7ri#
zoeDEds{YIl*VuF5_hhGoU%ehWO}+QVysNCe>c`f4%RJ4p&!;wYMa(GTI>@`;_vAA1
zwcU}@`g65C!r5}2+DgtIe)lc5{7fRt>jZ7d%tvBNckQ|^zST1CO?G3`F<%Z3)pe(q
z{jaZBb5L8R|H$DNXIR#|*0Tkk`X+oOb*uRMLk;STbH11|*yp~@e-<RSWcI0G2HADl
zoOU<nIlh%yu<c#e)$(*}KPJmJo;sf<iT&5T{`*Wxuf{gjtIQi-+*<ghA@z>rg{`@>
z+4Uoid|k_T_skk?#UqMh3V;6{HF)vBAl_-`jZk)m)#7YR9!!#uHaOC+=ObC8VE<6h
zWLx{B^Le}0xcxY(*0xi^Aoc0dTPe(4)#Z=An&w=1@?!V>>O-<uX8qoyC_F2;@%`Vd
zQwR6eAGG{5`K4P#Lc)}l;lG+SE}8PXrIhJ{FE?ppoy@anhq(0OlV@GFWV~8ivr63X
zfzNDfhFk5?rOo=mb^>N>k}jb#N>Pr-&(|qSFP`MgC9<!5v8lOB`hlpuem<-HLT~0u
zc=+1*7cYF`o3zR(?tI~0QC=={mG$qmk}F>7y87N!_w(9T{kco%wA@9ni5xW>mM1Oz
zrO%q#)4fZoVd=+PVvdDPyA)>S^vKIAPfIA5{vytn<8!lrPDK2=Pe$83sw@nr${cGp
zcKyySdun23)e^_|YZe~(&E#qNKcFg_&y1~V_0@eU>x!kje2;YY8dqlNPUBe;lcB2@
zDBB(XM2n@Wctigd7W?@ZYv%G<`6gVQ9bP8lpOZE9_epjgwWHHseVnm!9`nPxEbb81
zJ6qh6Kl1JhZET;Wb-?VniE-+7wZiJmJF6J<%6A1Wm1KRZf4}|GmM8Ce4~ON8m1qX_
zJ6+t^WV5$>vF}d9rOVImoAUDAgTH?zo~}y%Z+EI>apeowdtUy>AIP5is+Xm8sP)mJ
zx29{7Rc+RNGr3oIIsR93?3oWM?JXXQ#r?Xxv-)Cr{hj>l^INSt3ocCS2yK+Vcy&s&
zlHF<Zz5dITK157AvtgS|z_YeH8iqFcip6|=ryqRX^dqxTva~?`(dt=J9#hX5cy20=
zZ=Gk@Cv_Wiw~533I8UBg@q9048SQLhZA&sfc1R{zf3?%%;Pv_v`qyIO^Gz=8N>QG@
z@5RLODGqy-+asQ&O<66XXO;TAAnK9m<oYuek94J<mS&$QS)|VB(9RaI{;XoyN{fE>
z%L_b?88*MZ-LyAcfj7>&&Q1A#Q*yMY??s94?Q=JB*)$n`IlxeLf3>qtmEf_^tOtrp
zU+(sO%~N?@8Tt3zhE+fRO4&*YDj%<H-`KdXC`s4usBnwV=C?U&PHdU43=ickVqvW}
zSj*?m^e9y5r+>sD;r9#UdhbUZaagn7{M2RPUR7&xMZdO<2KU5YY<M5<r^fp+L~k$W
zN)M^X30IBt8SD$M3I#PvKD=Syey?FG!=1p@>)IH1TvELF|ERKh)yojGetzkvXBEYy
zJU(i*mQ1hYxaq(4#Glx?JsGDiGv5k%!(94wTbb&EvKe24U-Qhg34F2g!jV9i))|UN
z6b|>uBnXDfB{E;DzI^6o=W^EY4kwW<+ZHZM**I~E;Bxk3CbF)Fj=DO{>t;*1I#WBT
zMSG#pzjPV7SN>l$l=(B>39+tRE6(Z6$IWY@bLW86+lHKcecnByCyYM|DNJ3t@bbne
zC9c0JZt6}YD=IT`<1{u%?oM*OJX`kKguHycTWwawYh+rMocdDmguN(0ew`>+jeT$E
zgP*Ri*V~EuN?crNH0{<(O<noQWYt&CSTD_(q*oublS$Lc!S+_%F{UfFc}L%6UGA?~
z<8JSC<`dJaxEj7L!&vo4wpP<$_etd_guY$lmh)scU-WyvV6*QxuN{$kC968?<*6Ij
z;x}xY7E{V<9_1cqVjgw<VM(}uWTe$@Tj`(wj$T-?+3w3v0lj-m1K4C+cBgQ*ym{(e
z^88Gk-Gggq-?=<{skra&<`hY;J+)2~`8BJe0|OZ*Z%v5$c*3Kbqgli3?Hi46ZP{k&
zDoN*OWV~CPd9vfiMd$erUVEj}-e@1?yA!`c_J4&`6nE*jDeoRTaJ`m1^=hVee(Pm1
z&CSPUI^CCVeY@y<huPOpP7n4MgehKMD7S4RQ$%cF>sd4B_!%?5Z0k$x&DngTv|LX1
zq1*KZLfoo*5(-s+)&DPBXqxI?yfF3X^$@*D=l1P0=x95>#a~jq#3JPPl%%}@2|IqO
z#DBFo6Sc&Ix3u_&Q!d}`syjY+bay@5_{n(xnUtr`|L*;?I0mHR%iqsD!ReykWdm=0
z=bgxDy?n=o{AB+mW4?CPn4~Kuei46C6yGK<XSU8+vaEWe^y^tky^2P!ocrZ84w>aV
z`JMUt*u3~H|6fhL_cCYit%!%0t16ye__CEPXM=d2efXMXXL)U}KKy=x>sQXC-^;IN
zIX0!ds=eq@xb}uu(M*$F8{cN#yHU=^aCxE3sx@nt#>GEwvbv>Zd4xOj#_Py6cOqU_
zcku3Jn_`~juu!6O<I<}E$6UE@dQ4qYK7Uz_hiL2x<@^WFI-LG$I;Fjxudy>aRbrh8
zSD07l^Go70V~)$UD5vds_$WawZE4JXu{{-;kGD=tdN<oHEpboU8IJNCSN+ua4YpTA
zc2D`@YF?rH>w+{3|B5Q3Hq~90p{E~iGh&Je{UC5Oi^VS6M1fnWt73a~#pakES-wW|
z(+@WWYwrl!@ovU6P5pP}9zQ)Qy{9Mo?h5rUXqNCuV`Kg?V|JBu@N4;>3>n2wep@W(
zS^s27t*p+T-Mel{q+G5`TPxK+FE{UDk#p75B@Y?bx{IZ^+jd@^wx0i^#w&{{6EkA2
zE{!U6Hk;(eGGT+(JvlX&^nO>fo2Qr5dEFDdkijm$e$w3UwHg~|#T&S+IW4K`Y{(`y
z(U9f6dc*A<zc2sM+`(>ki{0V%+KpjMb06l3#c;^gUa<53eChY8iHgaOLSA0J+IPnL
z@)DD^`GVVS9Qdx!8pA4I{%wZsB%{_k<!g#}B<>#nR=%a}Sa^|5o0rx4(*53_l9s#b
zWzIGatJuOjKX1j{32U5xv-7SDKD^<y+!ozj3zjD)*0-nMy34e3#oHS<)_wV{K22lx
z4~dymb*9$b5_tdTs@|oL&zn!&Dtji`l=bvatx@euwM~X=x#M#)I`2A8I#w~|sw3|n
z**TXQXN7ZguifJmu};75*0G4^-_QFfq#Nl+#N3<wf%Umad+`d6BU|ohe&4M2u3slX
zcgyqdIlIaxKKZmjZnxLppL26(<T5Kv6xd}W|KLf(P5&z$3|&%jyL4L{GPYZ0sqB)I
zO<j0JTt&}tMN;p<XO0oCtyUl0IO)x8(+RFGZnO43m?AHAwOIBp$NCd@_uox=YA{RB
z?b4fBp^weljIJ!++_ItE*ze=I<V_iG=O5>Zk~lwYqLU$W$D~|`SJiLb&AGVq84tYu
z_|)PdL($!aNghjo@K3T^l+*6n=pvdNvdY;n|E<aChVD@5%kLicEO}j%!nfe@Rn=2d
z-ZdqE_{q27!J$oN?>}%AMSQER&M|zqL+fOFnAj#}ZT1ZtPBH1M*wiuW^qyCD`95de
zDVuJ;_1mjv?iD#_SVLse7)2EpU$ND>p?KzMud?2`H!pokRfVcQ&TqN-{f@nTxk764
zJyz=*MLlA7AKT46wfDEG&#d+5!ZovY?#|cdFWw<=%BhCoX@YvqrVYY2kyrd*wB$y(
z9pai-Bge+aCnqnZt}*9F!P#HE@tfajEd0Il;u+pG8PC{Erp(rov-t4wev5k3Ds#7s
zMsqUOhp%+A*2r^Wk5KewU%TKL>&Anuvk!iBX=8k__qyyApFL7%r&b6xF+Z`}w7h^n
zl3hZbZ%bw20@)e9tOtKqByFE9f7@g=M~vL#wMr^)H6=FOOxSPE|LwhLl4gnhJdZq^
zyZhVXS()U{#5^qPYH_~i#F%5U{aeVrXHT!m-Mb!p_ts(U-Ru1W8qKC|+EoAQR&m|*
zub<`}Hu}nwch-<~N!qPdrOFCdz9g}=+u6P{-R8b>bD?VW>*)0B$3Bb4Wj~fGe<wcQ
zl`niRKfB<8mvf!3F{ZDzesMKu!?yZXv7aFq=Nw>9aE$$-QrG2}WXxmg%FI(4*3v#B
zYiZv31(&v{=%uS1TQ1Idbitg*3QxXnoGjqw%WYumx8yhb!Uu{>3+EpA#yUf{Y(Z*o
zWs2v0#oR?DtL}fg-n7@cTt(pe#`(2Me{-g+;aSX6<*@XFLY$AysgF6c_DuTLG5^)}
z1$#buNKU`5_bO55634NUHU@>e@9*ycU2MV`va|8%Y2Ms8tCY`0ljD4DUX_pg^vrSZ
zxzdk9`cak~43orOyIOyaON=#q_9?N@HmGm%#MYT_X0$r*6sT|X+w0qN<IV0Yu9{}?
zp5;&Y+GYtHk_$hn9(boMeEoZNzkTmi<6jrvxRH3Wd6q-U;++>o6*pB)6N{L!^~CW7
z7k&j^`|#~@`Indf_I(!Y{MYo*uQoR@wvde{U{%%jkk#66pDdVeVI6YRGJ4i=v2@YP
z&yMU=m&r>>$zI12b};JgE-opqHLIqludm*lkQ->sa(rUJp5IML=H@b@0slW0?l_*;
z`j16X!XuZ_pJ}F~u!B}yxB8XhCuN-$5<B{2Bx<~Q<Je=)W?b=lIWgYdP&L4KL)aG~
z)j9u<O9*(Exo2d*zPxSwTd~!)USXdvt=hG<>D#4W8w4jb`y0!CQ@Iwtp`^Y$_s1sf
z1uYeC)|j#T+9Ykue3oJ|``Fx|^Rwz|cuabn=dZfgr+EEvJLg%g>tEi+Uc2a2b+AU}
z;{xk@U%$NQ^nXxfHg_*iq63pth-<!MU!24okL5l`V}*7t70Thr-g2SrRrQXf3qKa+
zy^58vUC6y+{d~hP4@;?sT<S?ZmD>MAyIB6ejt%;G->v57K7-?-wdNf~&y58RvO8B_
z6i+><xoT2hct?BQ(=`r{A5P`>d?a>sLz#E@$pg{_VLMJS`x;AL?~vZb<jlVD!`+2>
zYPwQ_ml?Nwyi*^eDp0??<RORqzQ&o45*I9tzHPJrg7>T>Gy69Z4iC1TE0|mNVq<%d
z?TKJMld2y{2K!dNvtT)}L2r)ra<vbqw(i|y-nQ)11Do7y(eo-a&gYfK%usXkm3#Y9
z^)q{1*^!@+i%rVr86+M$<!2<Ze9PC&yUW{M_wA6KJY$E+%DqWfSI0HUNj-MmD7S@W
z(VYAle;#*=E<AO1fq_l<he=E0QkTRS@}=z!RC)DKu*fQS?}xyw3sYQ+D*|4xf6Q8^
z<@5N5QX@ld-P)`VvFrTLO6~dKte=zmtf*{e<Bp3-duP0n-0W~xs72D`-KH9^l2^SO
zO{KS+bu^#+eRLD^asFk8UvhTx`tMyTSgyH1&+f3}O4;cgx@XR{Z2GxRWzS-dqOCX1
z-b>*8T>at07oOdY%=+{6BDdc@$+!6LnghStzs|G2zkgns^=+M7y-GJXo#k2Z?Les)
zQ|O!mw|5h5e|Nr~@t8I9TuAb#-Ocmmjv2<yT~W5JE1G$J!bJY+J6zKR9!@Q4*n4xY
z{0ZX&#@m?qCYII;FS*{tyls|~Y1RgHhYj}fCSSd#<aAc;v*^7ysqs&Y|GYIkYc5u}
z3f?Qc>0hSRxT4&ZBk-Q$`cTom%}o8LzTefc&FpXg{V6N-y+!+B<{vvIyGOUOulj0J
zdQ$gRp=m1jhFzOF7TJ9-xv(>G_4#aHYlXF(^{w7#w6zvjEHu0Er%q&d-Oa?kFSf3~
zzrWH%eecKTl?ydr=?3qc7qLrxI`{3Hb>gc$n|H+h`Da(KUnTadOwLx1Vgb?Kit@1c
zCoAq1xUVR<vD4+6$^(tEl;W)~6YlpeHs57&D}G;i-;>=+?CacW>*rQm$qFW2o_BfY
z&xPr$CpEuWF|EB~-s+U6=eRfVoq3gS(op&M><ft#JTF$>cYPgTUU|SXFL)F87M7i5
zja~(3uCGtu_`A18HTd+_mDiVL{8DIg+0o$KZEIe(^;ToI!h(r$w@y4c{O3~6lC4jt
zhkf?A{#W%p`+d`#jIA!6p>{44-+Em8wYSaDbAIEdSNscHnDSV5x80DcU-;(fF7A7Y
zhxF%8|DgF*QN4%xul2oIyYH{Q@gZxY`<@qH3d0u{RVLrBWLbOP>FeR<_R2{83HxU9
z2p8@<CE6cn_~(a_+hplmR+o4D6I|pjR+)M{eS)P|V&K}tM+|N*RAFDcv@d;G+E?xy
zR~Kx)p}1JDK>uIV8@`&BM+)vbv*zXQb=zb(@3WTd*-0PrUuIO?eRcV}#i@@`=MNP{
zeG#e5+$P;4Ew{&ZropD7w!XAuW-<<Y-6u8MP1NH{1Kn)m?Xc<=_-2zej~bW2ZZ>&P
zqZz6FdiAT@d9Rn1`KBG-S;n4~6>#os^9gM(=k=53>{^$r@&0zasr$(T+w_m$Ua;my
zp#Impp%#&mzB^S?O@BRl^L*Y9zN8)3WXsvTtES#&_PEIYyldZG4wdr$jHFvVM_W?%
ze&i_Gv!K&$A(!7J$=wt8e811LtMnt|_mp(jQr`zZE#4Y9TwZUYd0Ihs!^)^wd!hMm
z`cIAZ^As!Zd#-j~8sXR%9WgWW8_V8U<I^I>wU@W}?iCi@s=9Z{b*0%}Iadztp0Y^N
z_efjj8Bq~u)++VnE3;GhC*Atuds*CfdD;ujx3;kdH{FX{Zf$kv{ndGku3tL6{hP(B
zSudW%T{&rg-8Uzp*wZBPXH-l^+^2m^{dd;pY~K<3jQ@M}Yi|X`yK45Ay52as*mJYx
z&#Iis%2vhCFkgKy+i$kw7r%^z$}DDV<p{_*o08{vaPL|c_V`_kq6HR|nkajTYTjj9
zIAyY$zhYq6-ll6CihXqM#vNqa>%U>&xzp-1mcD$RC2~n!<E}%tFz>f1$FnAH*+1>A
zh)S+-)vPm`D`qWMmEk-Y{l9zZ&#Rgi8_fS-UvTG!)ZXS>67uy4%*Q2fT=>Xhw&hH*
zfA!3d%XyD;Cd9?;iDgJIeP(K&^Q%0~bC;A^(V73PvB&l^Pj{`$vRJlz>ytzKr0+j!
z)jM}rV`F0Wi*+ZOkAK;pF81u!{C$7l+8;f>|KI%ljp=f8j|4NmKE#=H=Tx)!t=voh
z&gcJ+{r8)H-(i~_(;j@Qib+)SJ39aW)7$@l>G%KFtv}bV@IN(ft(Aa_2fs@9-ydzc
zN7!5bC<^`lA^-o&jz;_ct4%Z)c>e!zdHepq$u&>DBz{l+_hoth#E}1PkNbq5|94qZ
z|Lf!1_ep<#ANT*S=j-;vGfYbJ>t%cUe||0x`~NV@ozp#$VYWxex5BUdLEOwx8?k?k
z<x#y&=?!oBz2q9@6Z<OOvrUi9UQrm_@3>M~d8=ySmbG7EHuNa!e7k#W%~YlDo0nZa
z@!zW=>C<+#KZdVveLG=2w_y7nrOgj|oKs&eH7T2Y<kpWalS|e6vMTN_ncDvU$K~w~
z|4uJ>X`iyeYR%kFfnQ&W`K0MJM@W2NGSENPZTRS?quhF)9de@E@21xN;C(+gMbdM(
z?)t82dcR7R80hiEIZSs>vuV?BG*f9VkrR^)Ig|T$^7UJhjWd4z;(1u7*s8$!**KE%
z(ETV~hisnvyEdx1%~R^|c>OA~v~5Az#>>^--@F0@l&9{stUsQuxQF3z@F7bRwWoKt
z9-7nHEZ#R??9oEyxY|d%nyjyD&tLNGZeH*e>-8pfGD1FLocGq0RNO51Ty>Z=Ui>~Q
zU$f`Lyq;S>l1xq(^q9@pDylbUtMJ;vS^j9=jL>Wq4>p&zrP~b}8E<SUjrDwEKhLIc
zuiu|^lXbdmu60u)N{T0)R>^zyEvA39W{q!Jzd-Qowio91(+YWut~lOv5|EGcJGb3$
zS&gmVKfl>?mdv|mz4DuEsqq7Yqi3g{wY6U_v;42joyA4x!(M-xclQ2HivZTc=c9hQ
z#<4!;TOPQed9g--M&d@!(8&)cu?jNBaOFy=hy+jF@h|Sy+|U2KO|SO)e7yAW+1-E3
z*6%lo`G4>8`i0kgHh(<!W3g<rX5^i#?FN5;I)p0nJfHJx#dH3bvAb8jy3+V$b5GCW
zyKCxW&Q3aN-nZDHzIyYi`q(8=QZ?`2OwX2opY>m|Otafs=2_2=Z~B{F-(`P)^XoqC
z_tAg0&HBWjzq-=@jqLFnb?&4|?iwxk<Vy@&M9+AfiodX}d$w(VymHF^cIMsdCzk&^
zHRs>cefMgz_bq<k@~!svJ+7#g`Oh~+iJv&EQM01*|3m)#e;>BR?hmu5QNOP}bGwXn
z)VjxpQ(ioI#vgr!d)~93-7LQ*@#eg&S!=X@|DNd?;q?bsPKysbeS7~8Md?RB_xJTg
zbP1NrP5CIWm^JR;e36Ei+ZyJ_#wdlQM>=d^zip?hcj((Y)~9n>{`TGcS~usO*W=$`
zU$1@i`)v2c-?!?w8*Os*dbqvcv#Z+YP>{Ld_4wnz=0{$=ub+@#dL%zw?*D(j>*xFY
zG+*`4-x#@0f8C+gmv1KNGfk*(XPBbPP`Giy;?*z1KP=GsdRNi-U-$kT*8Og3`ekA*
zt-t@IcK)<I^=N%s&cAdHp97XL=2P}N#nsJIkazdrKXHlM<O^G6{eBg)PM`Pt`U#JY
zo38P7Zq~dv)%=T&|60MB*x9!F;l~2rdi%fmaf<6Unts1}J>$}glK!X4ZJK$@gWgBJ
zPtFKC^tY_!PI&xcx4+Yy(i<ub?mHR$`OZ0WXQ=S?Zwir<`JyhJ{5zfXUERWW@w?|-
z&)hWe-)!G`OQx^R?Uc`d{&3zE&pVMe*8iv9h^@Cx{T#>sPww--ze+!@wfvizbx;5B
z{wJ$X-4W5fD!;>$^?yI}|E3ck)R%>^<Xm|WUv)=ty|Q79oa98!Jysp>)f9GIEL6V!
z#4<VN`rJiHoROjT9obIa)VLv#G{Zuv&HC2!1M7kwvo5iaJh^?^j+Iw-{Jpokc5OX-
zSN;~MrOZAVj|;5hd`>OR(!JDi<gUe?<98~bhd#b4ZgVAk4Y%NPY4z8WH=S|Go^kw>
z{+^5z$80|^>u>RKXPR+l%bazmyxv$iOkSNWX0XR%Qq1SZsV7#<eVuV}@!z|fSt9h$
z-dGaLX2!LyqSS`Xf;-7C-JoMHkCgV?iSY)CU3>37b$Ph>{>O(e9+qttDf%S(c%%Ny
zx~;R;c6wAzdY8R<t@e)hKD**;m#gz{)ajEfSNq(S%4ebX$a2FX@e_G<pI!A+P81%v
zcH)6of!TK+S%o~~f|%uA&QJHxyFZ8LO_5)inWcK@x+L}b-JO1Z<>7N&=G$3cynm)J
zIK}wlS=Hlt=C8jU*l}|wd%@YH-ru!x8g+ZtZPs7?VXw>m)8F@ZPLe$Fu2K8?j~mlh
zy#Li$bIRvICF2dxnEdt~{Pzzm{A(KK_aVh#_aw^&uJwOHuleq`duIN6@#?ynex^G4
z;W0T!n(SF4?fxGXo4Wqrr29d?AK%Wul)wJDt?A~1{lC2b>b~}UwscZN{tx}M_$Ly+
ziwX^8)Uv9d%<%aX93VQq^Q8>qGGS5vb<1sMPrJslE$!~5bqB6}v8j@HG3&(TeT>`G
z_GEq2h`6`v;Tp!7kt(ZPu4OUu)H?8enG*kN|DydfCZAzlUUKI4iv8U4H-zoo7Cz_F
zcD532KgsCub!CjvR;63zZv^ejJ1SVR^5xz~Q#M}x8CUqAv+LFB?$c-O%w%`AH{UqD
zA+g`caC+;1ub4u=olCf0KRls&HM{WoYKf}&HA%UOW><3$-n31e#2o*_s@AV6tEkv#
z=i%(^lA||cSkko5Ju~01_tBe)58LV*=awJyGyl2siO9Q~!E!V1In9g<DmW#ZY5Aou
z=I5+_mU(7!p0>4?MsKTYm;C?m{LG}I$6r1Vw#x3CU0I!ThbPu~huS7R%lBW3`_x~w
z9F~<$-+t_4rrmpw|7#X~eX?y??tbU<f8}KV?3=fJ*T21ddhc(W)wQqt?`u}S@@|R2
ze^=R<tlu^>vzOcLQmcKttbY$5+pks4jeB1uBuuz2em3N{x-8F|Q1<CoEBfQMB*~^R
zS^w=k&3xv8Fz@Op>Dkv7&f=R^uY0=C?t^phYG)>iWk+^s30EJTav@V}L%1l<o6THo
zU7gXg-VJ+KB_u54>gQtnv8pNh!{ep<cUa2r(v1H-{oB=vH-c|peR}0x=GDO6%fGs>
zol{rET4GTYa`oYzz|8jJaX;r?w8$#rzkYF<#A#K=%Uj+_mM@>Xy~aX!pX$p?-=m-1
zIkh46@>+%HuJv2fPVbJM`fZOz)b+Cp%S-RZSZhC;Il21bmX*IhM@_%lHBWX`DfhjV
z1#BPlLw3!(rLTSW(?9+9z9;JcyuH6C{L06@FaO@#Q@g(8zP{+!xABkijXMju;(U|t
zxGh!txNYVq!_MbI6Ki}PEuGyUJGmlnqqW+{JC7=T9_?hUoTa!h{`CFL(~g)=RK0%X
zhFT%l?UF(edE%y8;jKiKJx`|oFz2vcZs40V_kN(a$W?}wmQt>zuDi0emxZp%4mW%o
z9Q(WbmFDZeuQCgza`gk3{ap1p*3#-y;ZB*{UB{bmoZd0@!0!V;T%UW`@84Ne>igDt
zT^?_N*1Cf_A!~2UiU?huA-q<*ls(aJ`D@NYGViXey}&2_I;>{d?5~g4D&?lU`K7^o
zXwJsf(JzxyR-bZy0xAJS-W2&onc1p`hZP&GG~wK0w(865CD)RL@@Lx3EjzS-=VP^#
z&lb)0yBd9@`q9;7!T#%vF`s`-*GV!_eej@Kvj5`8O|JjAc^)~x4S(_M{=%oHs&&8H
z9rzG_si!r3+2w$v`&USE`|0jEXCNoA!&G_0`B{Q1Tqm4=bL{RxC7J1B2i6{+Z<74*
zXLqzQQ}xvz9`CwKJr41v%Fc76jm0k42bJ|Kl`P!!H^WWlYTebI3cDwp)1C;M2!vkO
zi_5&QCiYt0!D+0|tE@iMRpuQ2>|!vp{Nj481N$!Yc<3Fe)U=m75O+McZK>o({i{98
z?_BF?zjLuCs&Mx9G#g)=SszQDW*obmxm=RJyf4ir#%9*X54W?A85_A9&)aA{OHesl
zS0-=PMNh}l!Z)egu4&&{o3{FLk2llu%RPQU{_%Z2yZz)J+TXF9{G{Nc&+=E>nO~`&
zeWCV3&SCcP{Rvw?$p|a$xX?3qd-wMH`CF~Byp8|$Osjq$^}kQy(D{h9`!yp@ML!Gq
ze|F=S`)}gUEZ*p3mcEZO?Vzl^vAX`0?6c<+ZE~Bu+5g1MPiCJsCrqHk(mA^R%*V+8
z2hIPj`Oorq$^QrJ(KB-FvN)FgFL>Gb%Kqo|Pk)v$m@SIGB5&Yxyeu?qBG<n~{~C0+
zmzc`mNdL<ICG;<2wBE-g*$wAk@xNG|=#lg3!4o;NI8B$Y$Lj<C?kvjwW>Hi<X=m5m
zU&X$6gs+#T`WIY(xtLR?eA}slm^-h|f4sfY-rOiUcJ9L4QN547-X7l=_O?9bLB@V%
zZTH`@D?i<Of8zedI(NVRZ`ML@x7-)}yZG-p5zAZeebm<fJ-5aB)_b4xYyakm{XV;M
zf6^hJ91aPSm4cpA7npwhrE^GzVV=0bUA;R$-({D)xEAw<`Cx`jRKPFh<C!0$wokO*
zZ#(z%)$1>Qtj_t9$Z_gH^!oU<lK<at|5wAjjq%_7ebMQhrqkwst!H%nxpN};NC()7
z46q}kjKTMFfKPWYG&46xI+4!U0PS2K$WcIayGX<ob}|(7A`$St3!qa+z_(L??*2f(
zNW{z#c7QggKIkG5Gtdc$U>%(Lpo>Jn$9KW_#?Z5z!F<qpMx31b0VH1>0@jGQ69jTr
z2FOT#s@w^ZRa#J4l3E15N&|co0@yxIqHY5*G_e333}b0&tYBhjsAmB>f81El)Esn@
zwuzA?NC0$#HtjD1$xSRN$jL9s$xI^4A4bNedM1$TJ}iy&ObkF*fEXK@>X{fSm>3#B
z1?c0G^73-M;*!LY;@td{)SP0lcZy3AlX6n^GxJhXEA%o-a&t(HCnFO}Jp)SxV{-#N
zb4yFmWi2M=dgex!mKF-e78X!3`uMLnIWs%6L^mfju_zDhIa2*%Y-+4$VgdF9+&d;_
zhA=UDdnYw9DZeO>k}GwLOilC*jldo<vD5?IO<|~DY-kSikQwMo2~dWjPy8h2lq6;r
z>6T?y>7{3uWRxc9W#*H7r;f3aG5DGwgn!J<!2)#l45&=d%c&&Y{T84*R>0W<?gbNL
zb3M?NKo$zdWcUL804_t&33cEq5pv*>6M-v%j155*4^9o#x)R9P5OfF|Io5!$M)37f
zFaaI873_%T+96{@&^c|$cHq3##|7isA!9?(VX71yacOJ_I)VyZeL@-=phL$XCrQEE
zD_}c_a^PS&BhC=k3>m$42;a3s#^7*5idn}IdF>D+4<H2tf#cQ;u^zWJdhHOo*A5wj
z0~8$oDAx`d8=`fGNV;~&*bv^E0o}@DYy_%eKm{Eq_?jVOBTx+j;~Og&8-a>?7~e#}
z*a%cC!}z8O#^Cd6p?ot1V<T9($*G@iu3&5gD{(kM*ZUY7L6Zoi<D?I}vIlk(8}6%v
zKsNv(V>1Pi@rdh!uw5MlQxCs6$j}&cYY=5u2N{`wuMRRaQown2kg*Xcen3G&gR6s#
zjbPEIk6bZfxjG0GuOMt{Vxa&!K^Vk_9KH%-L9i*fBWh-73_d^D)YJ@g!X~I^hp6O0
z)`8O?qy<8t3@`?ni*e@V(6}<l80>hkUs0|Mf@Be}I3x_92jUwWL$eAfz+j^p*oQX2
zD#0coon#NmYG6@_xrD+NniG+&tC%zRZq6|_200Y$FO-w)Aw>yToH+kNOBz)F+V*>c
zZVGb#KIf3Q!zuAomCIJ`TJZh88Ry$If1XUZ!4oF%%t3zL2UEq0qS?lG{Dn7Oh`r@%
z8*uV}hL`Err%Tg}-I^~yI->ev;fq<zh0lns3$r+p;5Sn{U>b9{n)utxiQB(>UjN{?
z@ZEl;l4Lzqsr3y%f)09WUuj<)_jKm1D_*<()6cE0WjvE<bO1+GgIo>vq@f8)WW&XY
z^E|i#3u$q}(pJTs5p->ku`wtFzyWE5d~Fb<!U2mD7m&~j2{jeb_Szt0W00j_H<}||
z8w9Bw!NSBj9a?#!IsL3RR|Dvduv))~+#)%%;@>Mja(chNRIBN&+Gh^uq*;3kEyTAU
zyVczK-AnMsy(M=iT%WzPtEtH{I4R(&xS7l^E@9sykxOE`I6M0HA3HypuZqEcwww!&
z)C_V0*u@r>U=?6Cq*@0viSr1w+DG+>v8hp@L4bjI@C8$2(=daLCIJRP9)?eh%-Or1
z6-hRx79ZHMPB6fcZ+hoSMy|^eD@0Z?bY^CyFa{+gHXbrDHf1tuTqU40;iY6uW(>nk
zcgc@n2f{K7yaqD{Sq^q9@+~KjrU+OV;sto24z0YA-3qBTX>!Ynu`$R#use`%If1kx
zz`_vcA&%KLHvpfz?Un<&$`ss>2K7z-z!#7P)8p0;ND~CfZG`GAP!j^9O%OZbeBNON
zo@4KATKn%VY+7=9nP=dVRl!STzPX?N#=vPId5NiGg7dvPwp)I;7{5r?+b7SSf9v_R
z7Yu*yM&C?q2$X(WxN-G#4raew8y2xFP2J)0a$50w3H2Sfr!^F3yPbX|)leT$##z^V
zH}EFodx`qbTzk!g-|X{~J$m=m9sY9}OdQut78ES;(%)PCHl1bOhT7E{>kn^Je|G-k
zPRkafqpt7VqFTFOtNyy@b0SMoYQ_2IZ3_ec7q$EFEdKM(){?u3E3m8Wi{Z=P>X%&W
z*1N1KESw(x?blgn6Wg>^T~``Q0#mo_S#VRvy7Ts~UXAegnY*@JG6|FMklvGfH&T3M
zMIGb*|4oHB(km#qz@ckoW(ZaS<`|oRnpR*YBt;;u{BTA(H(wXuZOq0d;1&z0kw@Om
zAI2u2svX?4MQ(k9@(Mh^f$bp0or7g`!~|4BgZ)O*3Hlc1cuvp<n~4+{(2)dOC+J%m
z>X}=bS%7cnhKy>JC=hjmzNMj_g{6t9v4XBSXePqM(#S}`+`v%J%*?>hOu^8|$WYJF
z($ECs5@TZnP-+8v8c~YiNKd$q(Kj>DGc+|bG6fCkAyNg%`PeQqh9n`RAR$nCfG<zM
zEIp7<(HDEZ(_4{cnog_CuLYU*3LB?hxp3oHA>Ys6za}mVXyjEsdqQfa+1tHS4>8pm
zca>%&icFG@xsoMusA2L1m9q`pY2_k$X5VK8sK48G^wFJDffH9TEqK3fSH$LnFOOYq
z;BVO{)#rAC({H}-^MdVJe|wF+xH(s5Kd{*4cYbf(%XAj0l;_iS@7i$tX68Q$`PptK
znEW1__!P#JoWJm;$SFuwFKflTm@6!*|HIEO%96Mlo^P{TL&n-uFH<%^_+s*fcWeHH
z7uy8JFs<F;RwlP4RVZNQ@h7%wr)Tt>$=>$8ckZ8xy59EkZBmbO+GE-G-&;AMqNY9U
z*6Ke$84v7eUkEN9Flsz-kby(k$PBspVFGWJ;449J-n?M~Y70;@rfLGJiNR?NkxU>h
zTtwjkvIFdN!cH7C<p!t*2YZX8a>EjIv#$Y;n>S2AW+H_HfpTNG-@E}%IY_}lsLX&C
zYM^=vmOCou#7;V$*K8o*`n{%g`b#CI+Y^=uIW6*3-uS|K>0gE<e$61m6BAhL;~#sk
z2=Q*<GcK2#$Ju{$rNP+~hstlSoa7c}?iMYzYj)@ny^>s?1FV;OrNlqwUk$4juqw3V
zRo>dVa<_u7B)9#XQi-=m%yz!h`y$YiA2vDn%+%a{eM=vIy7t}v$|T81krc_xA-g^F
zL;pu@J>sN)TkO`&*@d^P&dxvn{ED#fJj+#qbC)e#FLLu#jHZWjxzV(FcTX}I{hB{l
zeL`&3*VxGSdULBqo(4YC{HVh6g2BtdGK1f$vFL(i$(JL_M{F9u%}e2F@^eyup!rZU
z$=~q1N@927<Q2w_bBov~%}Zi*I_;gGz5Mmrf_Ha+TzYI=q%^6*#fU}3|9jb=^URx$
ze4q0<y<JI|#rwk5I2}=i=QaO7&s%di)I9rc%wMCQjpr8U@T~oPt^DtrS@YxP#BUDA
zQTl)a9~@W4#>jmJQ?&LAfjER+?SdMIZ)@-NrR>gqS8MMYE3c6I_dkPUgGFcU+&R2Y
z7_Bz)H_c)wyeDt*$HQyUs;GH!o2$=no7~A<{p$5rjjlx+lNN1>bAI!u-rW8F&)MOh
zjn&Jme}DQEum8il=-geW6Yst)udn}k{eSUq|3i;g^Uu5={eO}8AKw2zr{BN-M85vl
z<J0+d@AK;a<S%>dT)bUs#u@pze>4Amj@NfFskk1WeD;g_|5w#M55<0Ee_OhA({_ns
z&W%OU54T<xzI!!VYyG~Z9{;)Qu3e8xW>Q~&ZmaaJl4{kaBNzE}&ei?Cd^*35{aIY{
z^1fXazhClS;TP-tbKXBb?%%Y6@8#R)|9gCN_jQSw^H;e3KE0p!W%`vL`cJnC+V7k4
zvwh9_AK~r={dIdM{nY<zI$f-)TYiCR{*vor9!5LQ+V40~-?3h^^~9x%;)hmtuA7o^
zr|RR!*Hd0SZ2fY3^<E28!Iq%vw=1WG{JpNZ^uFv2+tYuJyp0T6Zsx~y^8boEzvfl(
z|9kz{uf6Vh(WU0c@_l<P_D=lwuy$FHm1$u}3-eNC|C^uX|GiW<WnQ@KgH+azpYvor
z`*pY?TYpF;_dgYr;au@#o>}pQs8YLC9~aHvI_<{i+(}$^-^1t6p4A+X`R#X6b??${
z+Zz*71!_vxTmHItyLSu6vEDaP8SAewzIu7!9e+f^Yr**+?j_m@_sHK=`&Hhs(sQNu
zt@z33&y{xXGvqgUnz-rB<uj2B;+R|4SwA<Q^5ev>U-w#npZ;Gx@tB9<OGhcKs!*$E
z+8b}PKXX=Xe&tcS^X0p_ANB;yib~0E4Dx0x7f{hxDDS>}gZ2D|%rz5#%xyXn>ao|9
z*-N};v0TXSoF&_KPfk~UCc$fQz{S}=Bvba~)OJP|j<#!}P19Ly*Xju7BzAIYIdF@W
ztkr7doX)h%SIRqXMVM@HgJEc8QNyLyAnsio9{iS>BW5PlXLYePue0@llETR?l?K-~
zFZ8a`HSo=EGVY$3=CEGC_qpGZ*lo-;j~&<RHZ|0WWktL8Z22_nzFe@;S;6fUDgU&~
zPoMtrJl*E<qRqB^8+II<<yw2Du;(z-%H}i$HowQ~nM>|}sGYQdp*hQBvf1aHrWf36
ze=W6qe{z3gmepJlVZSSy@(~MluSG2G)bagr#o%i~NzjCC9<GaQEFH5>Z-1Wtp2yyn
z_d;c*STF0#-K+<v3WVmAKG=6qW$~k9zi$aOD*6WOj8b5EJb(V){WJba3AuHw-uPXG
zd)Le*{s#Pf(VmOGx^hfzs^<2t*0nmrbu82I{8ZMM;BGs^SChGQHKR&9j+#}yJ$2yl
zoO|EdZCEq<dor~Bc=LH8|6AUSR`5`t_5E-af6P%Av73pHK2Nxma_wHlytO9z7d_`~
zpUlfN(`BPVT9&Nv!9x?PFMXeP;fjm<p11CYnG6hG9&I_+QPOk5<$cdHm(MCUuYb-y
z_~3S!n8^>pNzA#Y`3$_$mK=Ct@hhFjNnwhRa<tN{!z+zuWb5a2dI);>1fINP6)xPp
z{)dm*g!#Uv>HLAa!)iW1P20kw;CbwHf$JI-wrdv`Ew66bc0r?RhM;{)K!(eV#n%IB
zv?6!U37%kTafr8Rv(c_IS(9(hTk0#~rfwc7@UGUkpt#4N;o6*CW-Bf=Y)iiMbXPZX
z1+NIdt2X~U!>f~5?%HeowrNJcm&nT3Gh?T6Y`b~a(BfHP=_ij`-F+*5PrTWoX6Sv?
z_-$)frqcYd%p1!$PRZHyP40EXr2Ug`@xA8Rq55>)GcDsO0qbJ~PC1E+c)e_PZFS3b
zjGFml?#H;zW|k{icEpx0xbyx)gW23e5{wU8c?7-t-PgUm+{fO0;Z<rbv(##>j?cxq
z@_#mRF1$G1wC94y<#0E{mt7A$D~~T)*8DsxebQsaE}Lay-+Hd@$bE6_-=UMG2@&m!
zI%8x?Lc%*cCn*O#mXT?d`N_Oj{Mn|idlw9<_4`;O`Z?d~1l;J~a?IYwJ5PBEr_E7|
zC5F~s`zCsyTl=rMenuykeS@Xyg;3VjyL#m|_K3%^YcMT{WabmA5#KpMeKKp`#luSk
zUTFDyFxhIFonbmK>EgR{5sh&h=AN3-<rq;gbC2;fh1O70o<%d`)%(5MThh`SUapC>
zwJzv)+w-+WF=P{~;=4HGWsKa1tZo#DH`~mrXyp{U6LXridd<_osZ7rt0>0mhnU`!D
zU@F&V{cwfwRI7<S>s`%`PUJmxq;OlEWTRfy7hX00wVTU3)#j&jnP^rleR5B-#(4Pw
z&mDd~3(p%aI~Q`|Z{OC4#q1`Nw;gp4exY=}H$Xl{;DHD$&zzJ=oeB$6ChVE<%Hgo&
zZ1E|(=C|^5wPv~o-CC*=zgptkm8|K@Idu+kdJ4yAN}XIfvzDjsf`CkRuEeRV#JH(*
zKRNO_p4e1%e@QXpTw#ZlP6mw^T<epLB#EA?$vt&j$oxS<io7(JW%rGFznT3uE_dUQ
zTxdQk>H1uzz4Ih;cW&&`2{F<7y6o46d3q_2T^8!3cJtY_v_0DWhiA{Oh?@`E4Ojyw
zPKh|gwD(kB<p;OAsTrm-Gd@Y3bqeBGwz)(4!m0d2Y6te^@8B$2v6AKT)<fTpM;^b%
z;LSB#*ho?4?WWCdkMi@f?KSptNk|ocV|ah1_ZESP9#sL&DF<Y(2c<o*`^46*)yW_%
zdGUTqLZb9`ZnpS|b8_CTTI!IcADq19D+5=&%_p(4KRG)&L)lj?-X0-0|H;)UhSz7c
z%sjEhfg@hxnZWYsKj$jm-<fyN*Szid;YX1gH=|jqw78$_v$1BFH&-EXmd0WAM#e?0
zW-GpL`4REr*te$CIl;9Jl`{<F(~IAfNM874miYQmV^+OD+lC9}Cppu5kEtg-{OqX2
za`Cjwq{pV22Ug8UnkL4Rx>%FH+f7?8*w6aJOl{GY#?@|m3bS@6_&STHHOy(hz@za-
zP3aKN7SXbc5)->s-{=X62whXsKAWB7*~Z(d@%Ty3LxY=zE$?}@pDQR%xh3$5;p`LV
zPgU2v-Z^Rp8%(X-`68usm5yZ#dzI6ohkpONBIogCDOG)bVv>67#NEL7$=9P~Rc4ua
z*i7l1{9om+UqRHaqmhZ4r>0-s8``<EEadm{TegYp`{S5W;y!X6vW?63eDUTfd(r!#
zoUEHcLifA3%&RhpO)>YKH|rhi{i9~4a@vn;1YSg?Oqlf{w)cQj`PS__RwwVdt8Jpy
zu|MXnf={7j_qmHRO2e2G1s9a`u&2C>u<R%Z3SaZv=B3{R;i=A()n6rEnUZ+FTSr6Y
zs@9CXO{P;aPsy-nI|%=_h_JM>kultG`HGIfwk<r0Iy=_PS+VRx#sTA%Q8J&q4=v=q
zt@h6)^@gE+=ZZ@CeICzDR~-=iCU*PmZ-?1SeneDFUSulyK0>z2URhfp^t|)@YZ}UX
zzOV9R-p?(U^fgjB=hH(EHc8E<OD1Ca3$@smuU=v8ae2a9Pd7K6YceM1_)nZ*J|nkV
z{Soh_HS4;(6!uj%v&GLU*=`{;&sRi8*?tKl%kpZ&)tjEnh-jZ+aFnQgp>%4)yt%9L
zSFZcHAwqzQ`Tm@eW45zpEM6KG6-@GYUhN&Xyrz(~(RiVR)^^LsF4l^BBn?{%FLA0%
zhwXl}w3_8<i<QbM_qG<31)NfvP8S?czDibmm9HHd)N7)#F7R>Z=AchHy`BlxrxF71
zpH`9L_1he${^;(b8(f@=7IJP(ocLn8o124B;L@iD#F?EI{WDcwbx%%JoGV*u`Mo{I
ze6zpY&VINx{ko{doXitv4k^!P?>!qDA)C41lt1TI!C9%<W-3>nYh651Bflv;J>O)r
z!ep~KFPiTO#6*eKHr)%cSeDT#c6X*^*~I0i?WQlk=VGL@MeU~RL+-_j?!0!#7YS@U
zdN1^7nv0i4^uiwk6QydBr7V6P%3QL7+uE^3jU{c?vvnd~Vs4A&O=e`?eYTKwM`!EZ
zDY84JKb`(KkWW<k%E{L)jyAKJ7Vu?WmF)L=HQ__ZqWrpJi$mx6b=GuRJPJH+-MVM>
z>W`Z?I&@{fD?b)2HcyfNM?>R`j~eB<E`CbKIz%p1IH=4BV!Qg0&*jv`IZJaKgne`?
z_}$EF+Ip6-`<ea9sgRubVrlzdX9KCzcm8kkpB^sp>0S9LG1G%D4wXNYtSA+HIbWx`
zLaC$a$D(rKGsnH=b-9H&*M$Zx%iQP2xcbfc$VY5jKF$6h*CTc3-Hy;r|IfbBK3$_-
z>$ZH8Pw*9njk(deY-+ME9Pi$5J((4EV%g*fr@CGt(~D1@vrAMweiKx{lG^%C?9ty%
z54rLR9;?h$F+Jg^QhaE4L0yWK(^Pf!j%9y7Z!T}sJaRH}UZ2eiKHkYO%mz^$T4rIK
zUkodv;yW7Svcy)2EJ<<S=fqT5s34=1mBTAA&HJcL+KQsbb!Q|iqaWtVUpSDR-FJ(B
z>!uag)a1%nC9SWz&7R^Ju5o`G{|V(F&w?^_!NtcuA9`o0cOj2iOohib?ar+)EvK&@
zfA(ve>#W<KFEecZ9$>ZEbywpq*IgSrLgwx8<oMEe<JOnE8#cc5UTwnaKZ9kO?5EjT
zH_B^*YwJFoE8vx^v~QEu=VeI?-w=6t)}@>KRRpA_c4c@eKh%izcMB8ga66m)()&cD
zVyeQaOBVN%4HP`0J_Ynh-3>W<Ao~Z0PmGtbd*#>6%ffH}EmQIKd-hi~@Ny61+G!FJ
zQ-vH$9o;|2p80m-z_OJqy{D~QSsuN7+O)jCS`U9_Hmntxk(11JXG{Gd@5^R68Mm@d
zX56YSW_P(8A$sGPm)jHW$2s0&9q+<E?z?(8P}1ebw~Xy4?^pO)y;1Sp(DZ_b&-2-j
z!kINQnImLRtx}ab++jOcVfB-$Y16E(?Cuc0d*#2P$>m!ruesm9?8wgjaMzs0Zt^#|
z*$<|!T*7hK_RgB1rAHecEoRr(PS!U2^6x=P>YH89=G`vYEU<&&>s;=uN6tQKP)I&M
zb>7EUX%~}bOf5OIZb6&K$|Pn6g|#c{QvRNd<m>9%yz!_A_k9^w?(<t^&g@hZ4c_zU
z{5oHI$J7hG^H~!wM%V5&P0h`ezVL%HE#`!OL0@e1Z{~YSH7b(RmAX5>&M`X0ygH9l
z+P*tPM=7VaVwT$18}(IhPwsE#v%B(*dtdkY1FO45jGxZjbzWmn#<?FW41`YDmn-kq
ztNwf0{cMzGnE4^LEt_V4Xnvz}&tU1o%`Mx~GcP<@$MNq}^P3ZHJe4<=pEUZqWn%1v
ziL;t!pHMT~?dmbr$o*~2%uxN{G}dJ*XC4WemUPVjGsQ&b{)fNfh0IbjbtO1$f3(>0
zzFukJx_WI_ch|MO^QR`fn7`jv%FA)1-lf^4HnJ7&vw1agN;LND-TUEp+w#aBix1N(
z{w_1%j${`y2$(LdV`z3SLrCR(h5|eP%Ckqhw@t52c;FFe_}1yQ^(q^oplhwci#p5s
zgiBNu6Yt-cpmvYzO6-jm(aML7<}cniRo}nm$CBygTe;>NM+tB0cK$OLyPWPm;^}_b
zRsEDFeAZpJTPzxt76yd^L2@Tko82!-X=DVv6Pvf8$~^JB>$-3e<-0fATxQia{*7o>
zsyLXp>vX2e&AC=5{nf=cr{vz?C|l_0SRsFNfk@C>ujZPSKLWa(GcuyiHm{OB-^tdn
z_q0^ElY5D)2ak-ZW8#bBZR+c{3G$XDg_%f%?%JCZ8?&NI-)id;=Kaw!OS$KI<{Lzs
zt`}usNy{qK6)&(!n&j&GeEpfuduP=OoecdaO2t+7s%@$7(bmm)w!XEUcbE1ZFBa`B
zPpXbbdGmgaP@Z0$IA4?NZcj|{6sZk2mc&>s43hLzT2dCfbjI>en>&re8D389`|{?M
z;G_deHHr-Wn@gEr$Gr2^s$kDit8@Q(-}uJFkSl!p%8iX$x1v)M4~MMkk_?PAy%`W!
z9dnP>`VafZ(9lh<zFwH&{$%sTC>>*8w)tx#F20cydJ-X3aD{jIOxwdN=bj4u*|PB7
zisI=niViV&KdacdaFSn-j_#qk-OHRsU+Y$?e$ol__7zNLw4W2_kT*TWW8vPE*G6Yg
zo|55g`p)Dk9XgrilSt2smMyHy&h3<K5r5-$DEW|wucPtoFbVz{f37||l6Gd=f$WJa
zhmtZICwT<kd%M|0T}3N?rHnG4lIyk#fsDiHT`x-|6uDl!SkE%S-C%9I$O8QU_j7Oi
zyZkbO4g`1vuG+DqGTos-o^e^;iERotiBUTeJ*`;+@@?FwuGgH(y04IN_o}|iX>2Q3
zuGm$foXQ+n`1r~{-HM(?b52AUtaUtlvSvmvYx}Lk6Yoe%nK*8|d5iP&n@Q6b&MJ79
zn_)jas#Eb1%MOjIGq3+{OKW+&qEmh9i-#<x7V5eell*x+o}66~5|D7B`{AMYJ?(RT
zecR#xb86_+&ogDkx~3<sn3^uc7#QrH#ObRSbA7!=o1DekUBz3Ir5hIoho^8$zD_!P
z%OxXg$@9XTl9eA%TkH!cWnatoWYN!u5#ejgSw$T;-qF|B<}P2dNaXFce>Xn1Oj<QB
ztmfEmElzc&CbuM)Tgtri9_*_q$v%=E#LqLwM$7kWaLuuG1`9c_<}AK%vcoknDtXh?
zNf#LY1x!u7uvJBE-h<M$+h0h@2SmQs^=!0hP5YBNEw??{AkI0`$TOw*m~O`P+nmYX
zw|?%_(V6q7%8xA}SLe#+QyCRsB`Q|T)qfB<ap|Jhnx1l%pZ<Eq=TCZgIA`jkm+Rc8
znwflTx;6FLf$vYbE3Sqdz2oMoVdJy-OkU370;cQ>5vRlblh*D&d9AMUrQ`Sg+hy{;
zpFdxAZkeU|x!Q(TZAUkj=!z`&T_hwE;JA?Aqdeyzw;Ffo>JJTq9%rwvNn|sx`1E+@
z5mUR0G$ErITioCKo>;cWJjD2(?k7*a^vO3`R1=Rp+daFw?i1gZl6cdnp8G_7+uJ56
zFRF3gba%@MM((@Y=a}B?-IcM-^UOt-X*_D#e2GgYZS2h{_vl)ytUv2**pz>^tho!m
zyqbMoZ_x}fCl_%uNA3@7wi=;q&I{&wK9+8};d&y$`2zQ*rh5URCFd7q&h~Rue`=}x
zA}BCgcczfkhC_aTr%x9;`NYhV$>#^(jA^E3aWl&UHIM8Ny;k$aTtH%0cduBc&C4U}
z7l)qjH*RCT=R4iCy;L)%Z1c89V(y0vL??;H9GNPuxx(8kPc7g@`KQo%GfH^3^;~oM
zDUg3<(=MjqCvK}U4{9)--?i90fvI*H2iMlDnZ+}uC5|X;ydbXS`oZ&r(lx)RBmI9T
zad53`Q&X4nxEJHkurDT@Uw*0kq@BilBR<?cq_RLDO#j#g`vX@^yG7SoiDvgcQF8w+
z-BHsWVaL3_Fn!UIYg4&HJlvV`RTeCb5c<WPyJ+gH7~f}FK4(|Yidw;_I=AYA{*qO!
z#@unPN>jtcf0%t+ka%=kL*C7G#+{;)9ctDym~}0rAF3`(>e67Jbz_Cq#C>`<@_yuf
zxH0wVvQ@|8l`XgJxMh_2f+4<pgY9mXgcVT*xnK8b>&!W3%6n;wv#`-^>vP*YR~S7!
z<eteUz9-9!JE{L#b~D?t#yiV0+gTTLxCYg(UVH4~dam@oa|d>aE7~n6-Bs27=+Lpu
z2W^_U38`BTUXzH}?Rst1sd+P&Jda>lGVlDMEDjZ|m8skl1eRa_(Wq~IN^H*^t;m>&
z8CGWLFFg+h@g-O5^)Y@v?|-k+&emI^_3|H;HGls_?@X-f3Yrn^zU<h76_w8)?0fK~
zP@-_1_?nN3X}u+TmuY7tsfk;Z#Q8rvxP9S{4L8m9?!91kZ{K^3^wmH9o|);KFy~=P
zPJx}_BG1<uBKOp**k2t!yxBwAdfJlA<4LQhbFY=TaAHcFhOYPK`F^VIT}q#?dgLXQ
zm5A^9k{WPl!_9BMf3@wDnHc}zRI}dt`pQnmsoSz%v}(-nKim8IX-4YHD6vbwR<Itw
zIBVh&AC1ygrbU{Y7Y8Z`w@GYRbZq&g?|pYQzeUA7S)`To_ypsp?bBZrx^-Uuzd|T^
z%A($BKmIZ5Xmu5Sn>_#UyZOg*E%$^?`Bl7+omHSEEk!_jUJtK1|AuLgL%i9iEoqri
z?mIt)k#VBDOoEWKT<O*B9;=`TpSp!}+Z<LM;CTFZZki!i`O`S&qJv^ls`Hj^7k7;j
zP{?1uP2J5dWjfc?tP9uL*T#wPrrk1o@#IoK%-+i7_w)4`%humtbhu*Gt`7@KJ8o|D
z`}i~4?0U@dmCMhb{473IH7-eJ+U&y`QZu@Q(lZwp9-Fc`uw_~1PFa8PgubOMhlM}y
zjN0TU^r^Fv?VP{shsjgt)^x9kdzthtT1=;)Q|NeIs2G#o7OPJTk(<<F&Ix~Te{<l0
zp#IP8>Xiiwm%W2c3w)+5xxzJFUCCjlhUHf~9@R%vd^bltJhS~mj0XSv-jjtz(@Gsq
zEKHQV*?DpG#QY)$xolfWm#)M~(G9t!3%mEb=6y{zwb^L?Wk-MVH;o;aRQq-%egDpq
z7r?N5cEY-%)PHMvLmO&O7GyTG$o;Hf`*t#OR#;t+()~lT`$U>qm-KLaxw|^I%cA*&
zs0#1%?W^a!7nsppdSLIZ<qyvk&WfAwTcuRWe6lxee^L8x5y7Z6503Or{w`>;@qGLa
z)wdGIpU;WW*m&-r^Tcgj98*_qmteoEQl@J)uV2YC_}ISe>6`zseW@vmwBC@QUfo%<
zDeGXtlp|YXa}!ODB+rl0?XYfrtSi>C;O~O)rQdag)VFg?xn{b9ahBz$3tjz+HR{s^
zO!QyBZ+n_@Pc9?<ylL@mp`DLZ7=H+E_{bT`ZS*?k^CaCfRZYpB)@Qs{s%IXT6iG;6
zh&ElDHuIqGwhZf=p?421U#U>3yHCaApK1EpLlt_3lJ%SXC#`Q$oG7sP^b0>9C!SJw
z9v=4nn=bBsZx9`v(|dN=u|Fao67|e2e?DK@<NiI?D*B#&%%1Q)^S|zI@(zsm>qt1Z
zPra-~)=zqB%$94mMRk(`Tc%EG<h2a=u<~is#^VuRS(wgMdhb-+V)lA13orX+k=~jY
zJ;lYZT>0*lYA@S;^!J_ZuVn8vtf+q8(6#Z!>{T0+wygSG*B-)iMt$}Zp;=2UHs(&?
z*)wA=x6i)ICzRb}ZoNO@vg5{<ce{4A+}P^5#cor_tNyR2E`Gb!@GNvz09VxKHFv&=
zTDP8vymaK!n({Lzgajmt9wnc&5#W2SJR_&Tbf?YngT{=LYCG$AoR9a4GMu&%v&mU@
z$nM2V=Fn5DpC>ZMJ+#(4p8feqW5R};QJ0Mjl)82VtTtooO1zpa{^J1S>DxV~@)j?m
z9FiVJ1j)NM@}BW24ZRpuaqr{aB<7H-@egKbuJ+mUdK>?$ob0)+>RyLV3m({Gns(sC
zt*KMi9h!a3pf5OimDx<4Y*8hRPU*#ddRwOaTDPNg1xNKt$Mt`^g3jL9ylda1?b0(G
zI&SnXW?%H8?#J68q2-s)ADD9|Fno4mkftvK8{~QqdDGAtlhutIuar#RwNIyd%A9-e
z`68pf=`d`bw)jfhqGdB1N;H+a?-pzgNjJDSM~T0~p-4TVc;#2WV=Ac&JB`^|g(oyV
zdJ$&98|R!icm7vi_7|%g9!0H*<78~iU3F=Z@=}g%0nH{slUG|Sho1Z^S8brPLF(|T
zIq8hg{{Cq?8aA(JVf3lYX7{2FH#4jM0sU7uT8hu-y6=%};bFqROz=tMB(a#E%UJUl
z8NGNT%9<;+)8o9bc$c50YDMMUE-vZA3(u?Q|NXY}&B~;1$w1!{YrljCrL!7ton3k6
zlTQ8XUGru(zvZ3k8L7Wm+T6cpW5JA{UiVgH2-$tqHHrAYm*s(&@+yg)i`JiaXZ90$
zx$dRKw!2L?Bsp(&%ku>b?00wvx!_~gk9(nB%?$@@wxv1NZJ&NbdO!C*<qr~9x3{@W
z5%6(%mww~mwPQwm588T3N*q{V==gkty^&jX_GRv@Nm+{@a<@M|x?|hU%3QA(3Rk8b
zo7o>2);@Qh(o`?*bv2Rw+m3#}qVRFM!&`>uMq+oiGC4n4-*imXG-AnO#@`;%w-ql&
zXKnbqs#7dZMo{Q+sz}uf#o3L9pPzhBdVbG_vs{_WUa-}!*L>fW$vfE9jQTH?PBU7!
zeC6X*-D{Vn(|6q7TXgkm%Z|%}$)e&F>7EruN1nz>eM&nKxO&H<O^==h?3>mm;<91M
zQjc!w1se-hgU`+6kN@2Kgz4p66GqW6p9#-X=4Wb4wk+GW=utq(<20A~c~J}(Bf37^
z_}f&$@oe{F%UPEKon_-(qD&<8mM~6psTF<tJEMum{#oV3-5E~~Hm>OMF4}R<+F)zZ
zf`#)YKe(~I=v-Uu#HfPeK=Y|0Ea6kUKTnZv74i5i_R?);smPg?jawZSxGwZAjMjV{
zp`ST(!hyZUf6dO#N{Vmcw|_mk#=tb=oZ$5heNtRS=b7blEl$|HTk^6`tb{3>`!eIo
z=Jh(AC;nWBmne>R<BT|TQ}FDh>{50u3+ckc3EN~J|2oEcyY<+jWM7BirKdrce8?OP
zZ8>MNP2g?R;X@MKyhl`pZwZ**h{_P#b=6v;Vyd;kjM}SL*-g1G^q6s7Tzcc+iwi4C
z6;@11y0<de*=^=wwsl(U%(s==wdyJZ)q~HuE*8Diws2{Y&M(Ks&tHadH3nWhRDIHS
z^=APw_HIVadFCGlPpyqF=9H4)lQ|{!p*Hb@T59v8LpSd1xWH3BxyhNUQ8}nXm{E6M
zy_47ZXT>)r_)F`$rgc{Y8|J)myQtOtQ)lv)k2wsBW|}GNXvtJ`T76JKB4owZw(7qU
zy?m`fE7~7qPid&!G~tk}Wq)U8P{#Bn7bbvi`7mDG*<?K{^1z7+pKe<ebe|1Pn6o|B
z_TqL{U1#ZcVrMV&n8w5}jksW&Jn>6gW7<TmJ#RhNhTqZf%h{%z&%LYU;l9Od^jo_h
z{8|?1Dwf~8cX@BkcLSS*n?@5}en@o^SpK1B!HTexPuSwwj+OpnTWnVKB)0zERgNtU
z3-+x&JjLz2h~|`KSLYah%JjZCC+ne((1jb5{1e*Oh+fxDG*?v0@DGqY+46~xdCA$F
z?N`6m2<_aYk?-FXz!{!<TVv${1?5+_PpSUBIk9W%?3cZBHaJ=A{3UyH`-N@GThvY^
zwFK;x{U~a7rr_N7lAIUf-AO95E|jc~nUj3%VCV8527EPBwx-Fl_X%3h&s<@}_oP$x
zSU|{wQkkYZftL%@1!M%}+OGuM?fP(LyCt7!`9Xtc^1qVi&0c)qOU*quM%~Gqt=t{s
z)x>J&Hw)xl65Y?n$kt#jJCE()M)gbE90e4&<qGhmN%+UyUn9I^^-i}dlgmXSIz0`1
z9Di3!zU@4=%DQ33KJK$AYgKg{4;UG2^D)x8x544<vDp^=nzj=8KOQ>roLT^CQ1Tpb
zC~r;*SpVfm{<Q@kSnv6>v0m5S$tzm5_npR%vdWX$|BNmP<xHQNB)QXIqR1raYqK`Z
zkXxgdw)TFGo?<AA38!YzQoh}<s;_di8%J<UAN7#kuJQEZUaJ*fw<W*V7SYLbaMJp)
zYR$L*-AB0=9V+9lk(jG}uz1q^zMf70SW2VbYVHbnaE`(6msZ34UEjocHN}IjKH+TO
zd%lrHKj++nO?&~_<x5}g-7Ko!$WxYn=Ci8qx7fJ%%G0weKIz`HVffs}zmQ$$(YXe#
zJ-(7Q33AuBOO<dL_csYNXEc3zJ2!E{!G~3x6O%-x8Fca`CbW1bl^mF0f6GAdL(`j<
z+X3-;PIj|i8qL@+xmTvRDB;qI?yD!+M83cK@izCzf`b>#_djomUa_hAzGCRCs||1e
zCZs0jzxU{Sdh)4TM8bn9o*}<l1E*x`^-PR=Y8n3eNL1jNm1zcD)f)|G?U~8Zx9iR+
z^)f-`bE(DL4D~xguis3+q<!g_Li3s~#}is7e!R>NNluwIfuVDMyRxo$O1eVSPCuVn
ze33`iN_dpk%u92QG;8#p`thsG<=9ONIGi87SjW+(zc)2h_+#J%p|AJ$s2o}3x+GA9
zN&k)BjMLwIow%O6`f?v|s(#WMFlT|^3ANP^ZfAc!`SLE?S4Re6;g5^euGvlhX=HZ(
zOF@#BL=XQtm7DS=8vSSPDzTQO^RVvI7dZ0Ce4+W*gro)LJGS{hvf8c|;XW@yRe1N7
zMMoW!T7&)sTs3=gG^o|dpYxhn+oR*Av-&SPF5}!&)q85%!;h|eimZP&{8YGMU@I1U
zd9%VD|FxZ~8fIU+5oxpFvPeY645pmolG0!`^TzGdZ{=|b6t&BW&YE}O*N1)HuJh*X
zHN5fSY=fC|R-lAco<f=QBMxnAwJ$Ai&(1i<_wN1nY1_=6y-)Q~mzo{(ME6SykDtc+
z@;EO+GZFFJ{>0qH4+=j7|LB|j>w^57q+QGZJ?NQT{lfq0-EOPj$#t{;@m$GhX<X*k
z!}g|wFRZM$;#z*6-A<9l{?v;++R6-1Z%vR*<(a>Ifo1!Fr60d;`mwT8lC!}2)9N6p
z6KZoWt2myoRqg93yb@9WXl@Q;-`iG~<nN~$LcP@7H#r369Lt!s_;hM$g4LBj4Ihur
zdi=Jt>YLuolS=VlI*h#?E>3hbDZYH^n~0v(({m5E98q@r|Dx_`wA!ibYZqSXROVzb
zGC7c?$9B<8vm$1OimOteWX^lFH+z{hJ8pfvto`#*&y66BrYigRHFH)Ua5tDGBjNBq
z+pHr^Kj!wltRDh`zt$bEQWtu<XU(4F5z~Ivos=`}pZK`8-K^0nE6LRUs5-~aGuw=2
zdq}qE9p_lRN{Hvrp(U0woF8saUQvHYNbZN+tAl@z*svw-u?@7d4g7KPRJVYCo0-8r
z{R;{C@BP#~Kc>W0F?&r^+3c`7eGWt2qgAR?n2Oty|K$`hUt=h6U)v(Z^}wtBz(;+%
zBBkkmuDw4t1jg|!TG{wu`|^Nym&6tSYVv08(Vi^0=8mqynk4xZU0arF^KC!eGyl@E
zZXMyqcTA-+t|A@UEfyy)*zy~!)Rs?V4$Gc+>Sdolcb^EWWX40q_60j93QSziek|3h
zX@_qYPo$<+L+JAU9>H}jTtDV-OVO}bUG$~Kq1bL>z^z>q15!Ez8dVQ*_FODm@on3!
z1KXJ*74x`Mtgfb5rRlmnwCLO{d`>z<dCMhpk%;f18&sa2Wz*K!eqA8fX=?Two|Z+Y
z3XGpfX9eW9aWmc%+st(5{=>T0!IPQ<XKLlnm@9LrW1{-BJvng;dNfaba_{99*u$u@
zXzfZ~heMAieOYH#+1dZ~g!hTaJcoJR=ba3fJ$BjS`kUkK#U{QbGv*#V;&LzLMwaP}
zj-B6()WRme(AY3ruSxeSqjvJisR0Fxb{=&sUQ{XLXa06c;8NqCGf&*Mc2+)EHTit|
zhevaTUN2}Yn6AUD7xh=+_RYmt`CCf&N=@Av-Le0#afu|`9-D<L+EsSzYDhMmTbmH|
zapJ^B6WIjUyuKOuhWGi3gB{1`87|(qP07FNNnhS4&Lsh>leG3t`EuZI+pCZLyBAq*
zJp1lSt&GRRvRNIwj-T0nh|^u^&9&$Ui!UFtzG>{%?NWK}Bk0PHXKI4mx|ky5B3m`h
zT;*FNpKR+}<}+>HmtEG~X4@Ah2S^s5v`wfJ`L%y<P6pq_3o;o}KTR)oD{NlR$FnNY
z@MZ83R#~>GcC7QwMI`d<I-{-Gg8N#QElT6dUvVz+a^K9($%}L4x@{gG_7SUm_rBZa
z(zU*WQx<Q3E~$1<>z#E{?tF6>wl{MgIqmPfEBSh#q|O7O#Y)9apVgT)*Kd}&k)SJb
zvwLpDRH1C1i9z{AUmOIUB`W22U+=to|6%>>sdrwk**h!Zk^k$5+U;5ERTG={7W}m=
zGF|HbLXUBOtJ|gYNptMChWZMzn7(gz`;dH8Y|`PS6MJ(ne>!rnf?<cusRc@>=6w2Q
zrne$FUe#*9B5Sp+^Aut2QofBzw;Mk7N*QQ)&8^8SoKkqvDI`eq)ZOKZdO@CIMd!^6
zK6f1Y!+Ge?Ec=g7o_HC?Xg>L(sVEmLo061QEHG`>!?y0$m9v&^**p8gQE%DxohrQd
zpCpTEWuKFL*r%Jn^$q6?=d)SjO*I#J1G{Tp@OH6>C`le=YPXD>cQ`kdCn5A;y9S$Z
z#o7(bGbaQdDc?Q2^z_M_4;44$St^xn<9enUQ+{TiX8fJ}316fhUC}$rRjR%I30ty)
zq^0Bm`QphLE4+W}>M__<|Fb(+)wcdg%KuxLRpljH3nuygl3bcu^CicNd%AQ{$Vn3&
zg|`<T<!rD{-g)G$YmLZO-BTJS=Y)cKw=I-*G-A?-Sen5v+?3v*X0~&><D)4S#tY*3
z?ehG?_PuxRc>1G3F?sGa4b3jY3q3tbKkAs4^zODdo##}sVDVmtg7s%!3BTZZpQhOI
zU@`xt=j#HiWKE59B<{QZPT89LuytLO)Un+j(LN8}#<GeZJwDg=Re#F~FMGka0(m{_
za*tVGa(cM_Nd!-C$i8c}^^^3=q@FZ=u-SOT{q~1fEvLLrN^RM<NqK8jM%B&c4?(jW
z9sE{pejB_wTH$GHf9F}Z`}16sk{<O>d^uTj^BlD!<^R0IZ-#E(>`@v0na6YMmVftl
z)?}(18D?_l`(~`T>(un5!sUve%$}KZCN;i_=IY*gCn#c>e%q}hJI-!TSKN@I6u-e@
zk@_U=bDCzt0fr9_b1Xk|UZ$cxg&}!i?EdPBTf05`I9{2}o-#lGjI+KlLubR4r&WyV
z>{sfOx;Yd&AFJLD^5_VgyVz^dsf&Si8dn$tJ$P0{ByXsEaBSDPvkxLXx73)12uAG_
z5M1+ocFI>DclATzPtM&>+h`=QThA-#@2rcDO4^jpEdJQCq5Sf-$DzkkF3hr@E^T69
z7kx}*l9j`nn_Mkc*Xv4@KOPQdEU2!Da<piep{}6f<n^spK|b)>;Ux}xRv1c6ReYY2
zyK(6OwN;&--wWI>mE0@lT`=+LvQumBavp#1cwWN6*3_l%Uy5GYaOU^78Oe7Fr#AVn
z<w;Qs6I+lul`$hIRp9D`$}QH+&ko+<nLdBV-CqepTEfPhqRp93tRCK#eB5Om$!3o`
zx{b3Vf@3>=%zC4}?z-jo>*r^B%$&h{P|S>Jv156w|LQ{Nx``8hC4ZPYsp8$UyJy-h
zeYjE;%o;asm})0^!)qSTEA7%lHazNyD*p4@8`;_A<+HRkWquqseQaL$)o63ev*jtq
z>IR!;3Qq{hJMrT{<JtdgHA))M=^}F;x>Vnrr}c*Yr)LJE^3u!&6R+G+NV7;ZzOnv{
z0YlCEQZ-ZN_};X6JB(WxPV8AS|4?iS?}AAY7p5F-N=q_RQF;FN)Lp+ypX)lxg*)eL
z@0qe?>4F0y&Hv^Z&DejugEjnZ#iAXBrS;NvfgCOdwM%YCs`40#aV4ysu~q$ZZd}^i
zhrf4ij;#K1>fKvW6NNRK)}5KZ>D!w7nKhN?6DGdp$vYd!tde&tqf|*D<Vg}+^F7@x
z-EFQn(;j<$3tE2mT<iJxh}FH>cPjT+=oamGwO6u(an8NS6y6QjcD3fsaoY0L*5u;q
zreh4248=l+*t>#7l;$t&)PD8gM6vS^f#7pFx0P3jR0>TuHaa#xF6D&vL>Yc38GUKq
z#I>4y>yDo)sZTr+*})hdmQ>ArMLhb#hhsWMTk<D{g+`tA|Euk{-+H@=!1aymYn3Y3
zF4bU4mfg~j@z80_tcWScH+y{anxVXJ*8Hwd8p?t(GP_rJ7icJF+_hk8NZDV1N+{mt
zi}S)ud_0kU8K*8O1W%j%Mc`CU-N{M$a#LQ%wCj9y)n;aNxR`V=!+l?PL|BhqQbbI@
zNbU18PW)A84lURtu)n!%r*F^3xb(|wKClKF*r{$e*wP|Wc6;6)<F4BuK7Fe@eDeCv
zC*Ia<*~Yp%1427in5bJBx!gLpfr&Y|FNcro&UTZw?d$d}_W%8Rs=ZR6yuqE7`Z7-^
zrXOHv)hYL$YIDj@Y}d-oj;?bTPpkAP6*JX!o11;$q1(BfuYm`=B2I>eIl4Bcc7FQu
zI*va=@`}j8LKT_!_Y~qydEA+E>VG~i*nYD04~wFOM=C=(n^L$B!^s~}HqNG1_w*Jr
zFkhd@?3|-{GP`}X<kTpytDkSri{aeDvqoj73+MCyhHO2odzH6L`It5HcA4`PvDCoN
zOG7K8SYIyvmZ+rAK4Y2mn{yGeColcf+xGBsPJ`)@r0lJc84r}xCa3XuZT7gQc}3&t
z@zainEw1Q2%e5@Jx_8y3p66XP)zfcl=-DKg_3yYa^Zl;qlBengmb1^q`6W6q&k=WC
z@7XuY!cy>>v1GaDiD_Mz70<*4-(Gm`;U~XO-J4c!Pn6-zb*QW9EpA=oem3`|OON6G
zuKi1u6#wtB*Zib^)_%|Y9mhhG%vTgWJ?~&Kn`f=(J`HZqjhZWea1~BoJ7;1>%%)A6
zo_7|#IF|Ra;?hT63+33<My07e$wx$GI~TTQ{K^XqpDyO}V*^9tyzlbIg-`6?T=tN|
z{Z6CYAE5<{F5kLyf1`I$(zW=n5)F^D=L%ZYPE6+4jGo|cx#9BRc%Ea{H)YxxUL0#J
zetm^yU(wq5d)dBTl?C(6PU-sBX!z%s%ghjQDz&?nJillCk4?(wzPEkU?C4B<&MADX
z_mxU(p;xrs+Uo5FFU9kZv*^XV%Gp~pZFSrn8L7wJNxCaoT@2qDobLBuBM^Fzr|7H~
zYy74ut9x9uv<_;RcU4&09GcXZ6Zd2Bl?9&NX`2^pnSYzPMtsKH$Gt2<TRv`FdF=kv
zs-)E)kIEM%YKQB&2TOKH>mC!Iyf%SNBebcY`PM(3dao^~dpBCH+M?FceDZU5D)+bb
zF?{OkDr$G0PIJ4nv|-y1W0^HubAuN)zML75cHge^#R=n`bH1eIceK2&{_ybSJ2hwC
zcpKSW>$XqUb-W$f_+I`=?Y}*H?boJloq1i_by3)C%>&n%uWJfUDLf>()&18^|Cr-%
z%ssM}af$Dj{*jj`^LT3Ks`S+r*$+6?{$A*heki0=vs5NQx9UCnE1nOM(M-}Wchv|l
zdDg<bEy(HWrpx{f3HA3pUy4fJeDbuWFk>qV>(5flN+YceQ4h7dKFCi0dD2hu!P9jd
zN~g+Ccn5pFTX4Yr>FX44zgv$F*A^CpYM*=ffwAV!N#&S_%vX!%Ssi`!b;qm@)(E*!
zmpHrcTQ1nSYR|v^s>&gX>z|OmVZTQ2qqbKGpMUGV{Cb*gwdcCp+UkuNJVlSs*E%;(
zk6xBzZ5O&)PugttU$c-dw!*zX{_T7GchZKfn>QSsctwHh)yKP$JJlcWJ1n~L(6Z-3
zJ5`yYFDcJ%Uf#NQrAv8<#}>Oi`a+%6&TKM1du`9z&g}Ep=y~39$4{m7)lH3GR!nRC
zVH4h^G?zU^X2#U}2@S80bzcgcpuJ%Cp66SgL%%Yr@4R|~FM#{WDK@Ty*W~ZN^L%f<
zskfwZUCB-}*Hi2hRSvPre7aGaBz>JthJ|tKhXcyu^2gY>1zr=A-|<X2_V?@>yNdio
zr)FWrX+NDs0{c^X?<Y&Ne38<~tz&dL^3ZKVZpYN0yieo$c0b^C`!uPtb4HNela|5<
zKl<{|&b_~S#)k(tl)_50ZqF9nduOA$T~k>3(qBmjRrhF!d%SmQ>%JlXwW~j_@Yl!0
z9;^I}(>{;C_AB<Cu!+C<k*BD4l5|LMuqjWK#z}|dm5+^sZEv&YBxmTBtyodKM|{6-
z8F!r5#tBQsT+eOGQ;xKl|9OS1Yxjrpw;DfoUA_F<;?&0*=ME%Ed||0fxXp8n&wQWl
z%*2qVCX#16axEH)`c?R=+;>{Eyo~D5<zYSfsD0_24^LAA`9)%x-spX^Ibgx|Joc<q
zXnf?pw`O@+)052RWScLT!ge%5r(>7W^(R^<^<Lj<d9>$mXx0=FozF#kI4^a*eHwKC
zX3NE?2Tv{2Y<}sx>AdYm*&_wL*6+l`o@i~Co}eN>$NSS;H-(K+E?k#)`L9xWEZy&L
zn_23HrpQrFqhxiV=l^Cq?beNZFz3x32RY##_r>J7Jbq3UN!3(gzIJrgX>XCsCzjSo
z9pzOyXPue4g2j79Vew)kUwg;(*UuDn&aAn-rDUhD=vvmDOTvw3JFR(oq+GMIbe2SR
zmZ5tP5ATV&J#l%HVm&nOZc>Xkc^kA)earKb))QHkbKbouxEo#_wpU2*-qrraeVykn
zeKz{}dq*d4l3!zN*uSVb+F_sXF;BnOn`LhA`%L_E^(}7&y*GOHr@Fp4xma^c-8cDc
zz%8;xkRgu0i1!<xTlmw{9ycC7SmoOAB%6(wTj*VG>V}Wg*IDQkY_JLvRBfAbm}!wn
zvxxt~fUrePK^uzCMBG^1#CdB*!X8<7p9{eguOHQXGD9Jhb*g&V4d<L@^+)#0B}G^s
za@z7riKMK&tkk(9Vefy%OFtw;bZ+eWpBzw@({s<Mv?tugpiz{^C&QIVSnA!*rM7o|
z96ij%v_tRQdqsu~ZywK(w)(3b?m0_LZPT6qjk)LcGq$_$i;7scyJ%BlzLxp^h0aCR
zry?$!mYAg+eERFXF?aD>e*OJF_wN7uaesVGZ%v8Nd@c!bKZ9e@l^ss2{cipL{ptLd
z`Twg5&C8u%F^N{7Y+2&1@2pv#<@`<IPJrsSr>wu*%`?9DhJ5{|zkmPR1M~lR?6LUp
z>Gu4%y3f}2-48?ckNtVcuRm|)zg`s?YrcOI_5Oc(`ZPbbwEllNXvY!j^P3uai!z_)
z+5f%$HorDS;%V=U(z*kl2|X?9^Ait5Cghx2;<GI(;kl&Sq4pN1z~APAnvXMU*i73$
zZjtBtHRY6&(w6@(my6FizkBWfrXyu7E^Y5FHdyi9{NR7G?cn?=64$(6>i0Of-|AX_
z>|oKes;Ax41$e3|4JJMgJTm$CEYUB28>Vtrvey{xdT>nVis9oMO2Th<^hlYhov?qZ
z@_%(4_tED|J*$7bmQ(z=(Y;~8{U6y(8KT!D6gDc|R_>EbQ5J8>trLqqIGu;_UeopZ
z2eT)6Iqp-5{Q1i7*_37-29E4Ws?SroHD4uf&OMgBPG`kQjm2||m#p@d%Pa|>G3%|}
z<14}O=8=rO>t1v4Y&5!MG&|0k?LhFyoPF0T3~xPMbk=ms9`?h{>-D>W?!>?OY_eTZ
z)Q?mD)(VY<dds#HPAYUWdigz*_r9d{&8?rVYlh1k*XUj}R~D@KvuMYp%L1!9`n&y3
zJX$(?YRR+wO(Opy9!gC=Bd?tCNi*8GOLA(N-1c8L4zh9SrEK|Oo?ln-SKX<5rPJ%g
z#W~&U0)0-m1U@?Y@lx64?WTrimTNpyTDC2lJ@NgVnYSa>c;>L>`IZ|WJ8ZOP<J{+m
zcf8)8;8WJ}Hvhra2kpK;6NBq+Op!Nxdj9s5ha5_kz4|pv4$1G6*k5yXEt5rKZ{6c%
zKVLj8bNN(Wa9pA9dF!<&-?j=BZZWBpv)lVhfA6V-S6VzaKGiCp7PzMIw$$DjZnd?E
zT}RraCB8hDwSTzd;V!rS^R=I^%I^ry6H;FD`TE4|X@S!^H#^-kI1zDp<BO|;N0+Ss
zbxYvL-=ljDw)!nSI(uP^O7~P9{-q9rU1g~S(L0XZHQv71o;7{>kL-ZWr&DDV<o7>W
zWH$9`&A}5TLS~oDb!HUKIy39zoVlAG^Y8r;CG#M!M&?2y@2vlIAO11#o33_0&u91V
z`xA?v=Wd8lVJLVhe<S(W_H-k&%~xKR-IV=Mao{lHdG<Yi{&TMd{Hxbl{rLVB)py=D
zUza}IZO6Is%&YG1W;MA_O3Htd1FXH+?*ILet6cUf!>gU|=i$#^mF9l>%<{OnUiV?`
z#+vL8KN};wL?`sd6eRAlU;5^q|H(~mRj>a|Im0F|eeLoIp>Okk2mkQd_<Ze+%$=28
z7g@euJ2m~wyx+k>`&H!yWVG2EUF3J4OPk8b5q9X^KY>4Q{xPI{Z~t$2NB-Z&-S#{;
zTZ<=dKD{RQw%)1kz|D2*^==-$S9X6Fn_JkiUV|i4zvE_X$6O5`r{0k?-ty`r&v)Hb
zK{@aE%P#JziAxNccGhfPebz?B>XJ`?xesrSDGxmAD0!Fp#^2`0hreqk9lZZXZfE61
z{^_nNJOX|$n-3pUu$0+-o>^p{=N3Kw=EEN+`HFq5cryRm<H+-RU!z>6tIc{g{hXfL
z^1Ru6XCpV1*7`{(FSXp<V{u$Y<e>XqfBDU&J%J{9=cG;>{@<@#@GH@>E}~C<+T-@8
z6+Hc2`D!*!h8uYMi@wT)stC(Hy)^&O;vWA-`&M_!*8jcVuP-}2-+S)EK)tJN?msdQ
zEB}dOJg&6ON%-~~t|YN$?HiG@Gd~La$~vUXaj4CmRcSe!Pf18qeODjXs|)iNEpA$G
zXYb;E;K<53wt9(TD_-bJ%dQol<{|!2wdV98sbxpsNS(W>ZvE@Nv4xWGXL~h^S+zfV
z9%KmpUd`WkPxSQfTc4k|KIXPFZC%aQbL&sg9rK#|s|$0#o|g~X^vGiEzlDi^XZ||z
zeThrGz@P73Ud2-TQa|K=*4@~DhOeVg_vyFk=bj!+4n4fiWY4U#8=r7jPP8(sQ#Dxr
z{o{F7(fEzW?bn8%{QmQS?BkG6TaWyC>$`c<=dVX6X&Yznd!AJl-s67qhHk~*_NpnL
zl0R#(Zpu5kB+XXh@`kTvYW>G_XVq?$oAPq&*KN}pdg8aKWY$<{mpp#I_Mu_lLn-%C
z*;?be6hHpD6u<LzDSmGj|LASkDet(#Zf~SsR`cnZyATKe%DkWxGv}_f{mdtl7k>MX
z2h+oOZx>JasS*8_zc1yPa?qpw=L=agWIX58gt<@pzteKk=g7q&lUD@VU)~pZ<>aeN
z&#x|B`eWPY>@FS4wJW!<SUsO3`ghix>?zk&<}J2N`)z(~f&H5!{MH{2`~A`1EZi@c
zzV@WcoE<lgxXm#QVaZxIvtx7H8OB%>M}OWk88ep8v9MXS!}6cvqcw`>I)e9|G<dB4
z)9wJ*#Shi2h21x}zUOS#Hi+R__oJ{hrESL4{M=~!>|08HlYS*1@my%XFZbHpc?oMR
zw)HOxkS@G-%hG^H?Gej2fx>Ige2#R+n>~urmzd~x$n8fPtFh1INaHz+{mZ`C3l+}0
zlPFy{Z|@_?!nP-N?;4lS{$oE&=KsG{?DGufbM4x8>yp&2{BN&}?G9|(JfE-e9q0MK
zA8K|>7))oL8_ZDu=())9e?RLca_kq{c~+zF<g4B64iojwr_`USe3mJ!9G~>&=c0d!
z){O_R{7y|_Jb3B&*^P`{Pc5X5vq|XGntZc;<o5c8`F=KuxRb}$GqPRUCegW3eLvfa
z#qozF{z(07|7H3q`Exdl(ds9Q(!xS+Z-}fF@6VnYS8J%f>*bcnKfM*xW+yz^5!2=S
z<n&*I=FNXZjJqD4Oqj7eS~&RLT`8st#V^;^Gp?|VI_z@l{ZG?|`G2Gu{42lAIAvYO
zdttea)dBVWZ3mazSY1%x-ga<ZUFd`Pudbc2UmLx7o~e~-r_|f%v(lz>d-QVSWTT?;
zckg?4eA1;^?%s2X4@DkaKXd1?jI$3+XC$wykN)xbu-BgrLiTHp{MXa|DDkIaIqR9n
z%TGuDXwH5x|B?J1g)bru54YU177Td*SCi?HZ&~TjrwZqL*q^YR=aP)*GF}mJB<#n=
zt-F;(4?ph8@X1fR@_6a4%YUA|iv1n*O~!c2Y}J15KXTvharo@{e05tu$Adpxen0z|
zyZC1AzpalH{$(;N>c=}tIhl&QWteg8ZGx}g+YRUJa%X*5=<z~eT1-#NhgRRx{@dqo
z&*=R7weeAS(rSKo&X?(Vj{{ajZJ#%<jCa2jcb)2s2l;8o*f-j_$XYCKYdp3tsK?^0
zch--_2alZ}OEu3k=iZW*@w@(i-SR&RH~$lu_|sYC1%GqplHwbygYBlzDX`b_=QvX#
zC=&Uazcq8qm3_w^<?rARIkbiM=La3h<=>O8KCafA^XT6F+ROW1wSSy^s_t>fFAID1
zU+lRS$Nn$3_`hWC|BUj;yEjrx<!^3Y`=cr;C+*5LnLjTYCMSP?o_jR?;r>s@{<Z)7
z($3YhIBDLppRSfN!tU%xcg{ND)!q_ecfr#4%WB~-7JA<*Wp3BMZ{;!nzjxYpdzt$i
ztiEhC&skp{^uOSjv*pBHe~zV>ZHUV~947bo&ar-5d$W7%`i{?B9en<LOzUb{8~!U3
z?*>2CoG)en_u-w-$}58(Kd<|8dXtrDU5>Kc)Q1)U#~1#6YtHvJT>R9m?rY+<Yp2M^
zr);eJQY&_|AYxD51N#rT6M5CM|3Bup|Mvk*bk^_KaKdiw6mhYeFY0Hyep{{cAfc_`
z|A|Aa?>7JT(`)*DJo`s{%$>T4|C9Grc|C~n^@;8I|5)>%{m0@-xAXbW$Ll!U{INyv
zkYR*1`}yMmKj!OA{`LE^yx+t}mK$vUJ(SRwUECHNQNs6ro%`bBD}Jd=dL4Mjvc;zN
zf#H{;<sILpcUZBVUv7AQ`HuHhJ8JiS%zyE-+~aY~^s8Tg7Un%(VRwCUio5R49ENkn
zAFB8=?=k(Dnq2gw>D}(vzgVX)`0{@0tp7`FCnjtC)cU)6<=e}j=WjV)GWFldtrl+?
zWn-63w&AalJO2IAy_+{xcg#_?TmR?!^^cc-mD{RUK6_=o=G5`JInw**e77-sw{H3D
z|GR=dUoS7~Q?l%T@Lcs^e{cNscQ?20v}-zU-uLgs(|Ps(R@E&1_<G&{@MjNLr#~o+
z-Ty$yW?tdHqcKg7FBNY+^LT?uT<@~=X`*`Wf7yS9$4*iHJ2|_s>ffV}Q-cLB6)t|E
zG~a#tgPguTv%gPVV(yFE`<;4hvM*0?-@(A0dt&OHeTwfausxPGJ^9RLMY~;%)1~+4
zT|WQ%M_}0X%`EQXZ(UBwyB685EVTUemu;fV_5I1x?vb+AKUOc>r}sP5eR84g>YqPT
zMdQEg6*+p=b)L67bo_4jn^)h9^w)(I*9C2T`gGBr;A0OTEQ>i?B4f<D{LG=1cY`<H
zJF2wr^lWEwV<Y)T_jifkSCuZf*%Vn=^MSv9X5xkaKMtKd?R_@BWalmGy5mplS{`%A
z-Q2rx!hct_s&%VhnCE<q5j$zVV{QD+y}x&D7WgRZ88hSCmPhdgVopEfZVQW-AMo!!
ze^JshH+{~B$&-ts?ySqxmbqp7ss2{jj#JNF(;s^LpRjv}*8j!AiE|g{RzJ#c>AQHd
zoWpgUHTQkx#)5N)WLhisnmwrUJht)U>8}du<?oALJ&}I&`u)bs|LvFdJ=$dyqhGh<
zjoRF;e@|R3^|h%wP%moAw`0YDhqJD$hd*c%pZMv!mu1Y|$Q?Vp<X(SY7pGAAb<ZPr
zvyZxe4+l1${$%;FKI{7<%ftM0rT=i)%dc$z6LIR{r@X_K%YSrgpL(jaKi}hN-2LKz
zdr}_=C;xbT`jffL+}&|vg*UI;RBO$T@UOm^`?oFTh`QV9`wzFgwQMZd`{hxQ*t1<~
zao=aIU+%Z>VCC-zCr@u({PBr$Oo6`Fuef(dkMe$9efrNwsfNo&l^Z`i%IbZPTIc8Z
zPyMQq++@f3rDq;LSBc!#)Ok7Nll&Zsi`T>BEvvt;xGS#a_Ph1n-yc6RSE`HIovSUp
z|JtE+&kNo7yDMz2J&#%Qf9EUR`l8OS*YkT`)kuG-PA*Tpaah0P$a~8bRy@D?YYwmH
z`Th7tti-qD-M#f26Zyr<Mb@30c6w*$`9<}&_U*6O@X+~cqx_5OAAhc%UKX$W`G=*o
z*loYV-%nhK&wu>6%-C+D*k|c)hW7c+4~2z4Ug!6XJAZASu-o+hJAYRtKHPQno%Xo|
zjbE%g)RpTKYftRI;JCB@_a=Xxm<Rjn*3bHPzNo2h_4D<mX%Dt!)nDUfUC#4WKX%Fw
z&)=_)_w0XKAAQ&Eqr`jlX<z=Wnp!k}M$5iE`PFfvb|07ARhKK+Ge>yOxvS<X9rpP@
z|Ah*#o`17{amo7YigMaH|FpLLeSI_Yknq~SA1nXv+wkT4`_TOV-P2#h#vZbJDRJ-W
zXV&TFQ~A%=n}m0tXY6YJVR1$N`lMI;!xui)f2(k8^-_WMEl00@IsS3+t>s$|x#n7k
z8O-x5k15sg_q=oX^S@W25$f)D&fVjGn>Z(XLEqE1<EAgFLTbPG>8mrI%dNR*crm}A
zO7D92-1R%G^k!b~|M!2D>xApS3-?-msy^{5VoKHDWlfhutfwc|w4cz5dG|nF&i-GG
z=-vkkc5Cm8Py6>{?<(c`kDofaZ+~7MbMmUO{PgodF>Cc~o`(7TnIm&2{+ID$`{!ql
zx1Woc6Migs?~R)^adw#>F6O?7c(uB^KI`T8ihuSNA1W5{a;4^_6qgjGCgy^fkmFiR
zL8rrknTF=(#^%T}pkv>_GLU1LLMjVV74+$K0go~G8U)Y@OPrkg?x1TgKn{iRjT9i)
z5rFxi(_%O|!RIbR50&QBcQa5hHiVt+29gAs06Jd@tOI-@59Dw?7~fdI7<^O~m=86P
z@(X#u=ifjNGJ~IYWooKmpnw#xPJ}LaFhxHg3q=FfE_g5n9o2>GE>bREFa-y$0_Y|Z
z#1Y^6o++t$C7C6ax*ni|;(|+)O2CN-l#~oWA|d&qd6~)iDX9v^@C%nv&bS7}1R~%-
zb`a&j!E#KP8R+~YP?FMz``y{o1$62jC<u(eK>!XBkPwI$t`MzYpb)KK4o*1+3P$GU
zdKSh;2F41p3dUv%CdLZpMn-yuX6BaW3MLi`(FzvEp!-P7EesW670f^arlw|khNecw
zCJJVT26`68mKG)o2r&aBwlQ3*0g_sTjUcxpcor6xdWPVW1rg>VSRl2=a1{vq5O%~W
zSQ;xtE0`J>D8z!22};a@!wD&7p+}!t8kp)CnH!scPdr6B4b{+8&%(&S*bo$Apfd+k
z^GXzq3=Q=x4NVNpK!T8iQVqcY3<_E&r~C?qXa!v}BXd1VBTF+&1zlrvGd&YC6AKds
z(7ieeh6aWPdPb(kmKet+!pa?R0pkZga@DaYGcgD0)J<HcBpRFR85x*E9SVwZ1+XC?
zCu2P(5u68*f`PzsS+E<&KtTyB*em9YUcPXRZ^yGwr%z{Xt2}jbr-9ck`LhKx=b7zT
zdxNj+WYoO){Btvm!Sx(0%-{tKI6%SSk9zrn8Cq3H+T{yo@Onr;-OyOU*bH>YHK<VF
z)K51wQ7|?G)dw)Xse&=$;yC?uBL!nKP_Yb^2FZd7K`7Tu!PpFR@*0$D4!Xt*b_tz+
zx~qb*IV|ylk_giAuizS;Qy=@?3!pm`j1&;}ESM_jr<*CD-n{@)gN$8~)WgK7arJ_(
zIr!=Y3v)bIFPMX32NVS0%;lR{Qj`hG>;`(EtFb@@lP-b@uAh7oi%Xm{5{nd!z$FO0
zXa?m_@Hxv!)si_Z@=&TJw5t~k6imVD3>3_aO%;$YUjSJT!sg&41Y&{8T4PWt494h}
zKY`N<I0b^ENS{CnU=B@6py-9A=88E(<mv^m<H3G4G(m27g7XJhoVYN6W*^irupQ)A
z2AG3f4fZ7Jl>y+w04z?N=Rr+FXaf_G07lZ40p_3(00)>6%9R1&QWPvsTtGrgS=3ZS
z<0}KqL6(BuXpVelFSx`93lrybXpMmCblW~_K4wD>)@r|ltP{?h-|+mVhS$cO_0k)j
zntbDsW0vb;)|{|RyUK`bpM=Zm6<=!{b-4B2XZEE8c6v>`eLz~J_A#^7lG{yM$^0vx
zO}n!|RlV~Z=WY4()7b4CgsWv|CyHBWAA6VUXPdET_3Og5@rQpGy=>Ix*9*12|A9Ho
zUrPgf4Qmc^E7)s>#s**|V2-gFT%0&BLu)-$FT3`7^Bp$eaQQx`iQB~}VMDE4c%b;Z
zzuO-QuhgFBX3Q^qwC(T*Bhf2YCwz1^Xj^Wd5M9S#l3iEow`WCW<A+1Mov$vh*wH+(
zm#ZvdlHX6hn#P^Go5M~phaM^ZcBwll=*H3OwONj}-b)l`tiABWDB=IrkI&oK3y*4i
z0(%6O{ot($bC4s!-ZM0UG&sN<NR<s{66IG5P_2QH#Y5?NBLvt9U>Bp@2w@I#8CaM&
zk3btEsF6me8zC$}mV@1jaw7z|fdm#N&I{0{2C5faCwN1zr%@7jV0zB}eCDcGi}wEC
z#yREXDSs6+HuC^w^Hs}y%;q@s$K84SCHO+xi|S0)^UZf={QA;h$s`rJ(J%aEu-UPB
z5$_@u+BdFZ=e*Uw<+J4Kn}#d5OZS%V$+|DDcS0!K^GuxCmunRam)fOSIhO0jtW})S
zDaw2#vr*wv#h2c|tLGx#rVHFt3}@^Ymi_;EdCmu|^PgBZe6rhxJ$YJy`~vp6p_vg_
z37BIHZcc%jkRU<ocMbS06yR1ClG_M0k1U{#H`M5gop3g<MM0q9z0FaX?d`l7<(In+
zGs|{&w*OnQjlaPlY7!UA#|O8|9kM6ODHxym&S?DSQjB!A(ueI2Lb?U3l1mSqJnN`f
zVj*$5OK3}A;ptE7++Iqm?~Gm6k(^w8d=*#2{@~KC#Kyym%Vh5v{*y9cOJ=vIiHkaQ
z`{wU_nTu`$Yt}g?`<vT(|5tKnnYT50@yfhMMJmtxe?-_g&HSA7x3@@2U0;+flRags
zfN99~=(87I)o(2_-4$1R(jmojiNNwj%YJ0`uD^M^WA6XGzve7xpK3EP^iFWhli)%<
z^U~JKuQQ#hqqF!LtxhGMS-V87=V<Mvdp}c_er0Z~YOn!EGe$uL4kmD@8kr&&R2HDt
zC0HDq5<Fc(^4&dMd=m>4;6pp0?l!0~4H_&fhK|31`VPhxpcW3OSq|#vC>UFqA$lf;
z&I-mBpt=tx?V@080jdF@d?Nz|V+&B}3FDh97+Zo08yMe00n|}9P=N6r6^t!G$r;9X
zQ82cI#yuyee!7vXg0UsYGcb8K1!GGj=NTI)7+WH_&s4$K63KZW+mT!cvJB=pP|6~<
zUuB5aM*{V$Kz${1ByoIq+JV#(iw&I>^wSMpkW4nhr_~7L1|tioawB9{7=a8i0`>2V
z+!XZFjSWD9H=LZ%?hx!YKVB~A^?q)dMbOR_cz_RS@C9@yg^7Z>rKN(dxq%Vb6mW+P
zF&d&^VgQR|unZ|(ITP^x8Th(#CI+A?0F(ltZU?yylzPK6Q%W+56`~c)EDb<|K?)#8
zK)P}UIB(H|s6i)9jm+U)K~qCenn9>AvM^Jy0FSYnf=7TsY0g5y#Kc&^*uq%B)XV}D
zB%t&JZ$N-^5K{ibU)q@%Kyv`d3|Jl?DxE=y<H3GK?F@p84X`+*41!+SWMTl#-pHQC
zTDn10f=xhfaDs~;uqeb_LSYLnJ&>)dnBzLZvya7)gXMi4tNey1EPFo8%j$g=@b`bV
zdYQhsuu+KH!*#*4ES7u|d$gG|Moxoc(y7fW`dN6Vo|-nZSfogF^VXMo&$=bcKYm;t
zI=%ivZilPic2%pw2a68#IZ3|bzSMkGx4I;3@ozneUW?c*AA`9&ic$`Tnmlu4W;OHi
zDdw7}c<ZO~!Mzg8Y&IRbH1|sEjm0naz6t%eQ!h26`tvpZq(JsF=0E!G?O3MqK3neg
z>TUDY1n2QDn5cMS@7pD{yeofe>!0RucgGQGAP<AX$Iue_M1OEG4HhRZ+@Pf_YPk7=
z`X&lI&gFg&xfP!B&uL%v>cYMH+#eyYrm&YKRR;?k3XtZEVa};22rS(2AlN6hF*~Yi
zj^;gs({76yKR3R*val*qOtLCK=h9Va75S?%(`T@+K7HVKg0dgaf8|pL=bn=}y>9lS
zNg2ClD$EVv8(lsvT<vpERoV28=0!8l%G@Z-`J%mWTmMt{t7#K5IBms`wMJffyr9gM
zTlz?DC-=?G4JUhl9bK<?{u8UpM8_F8!UyCra5xyE^xeSK7Fe9P@PXDksNn+|yg01D
z<MQ3ERllL7UgDf{Xz9dz^|uQ<b~#ke;^DVWDN5(gyD0wKMC|$W3FlG*|4sU-Q81_N
zkU`$NJtr?_Cmj=y^jp9&JN(+i*OdvAcgajqeclujTRlbP@dMU1AwtFrmK(^Pm~`jG
z3(L5JOD1dYPn>*Y^34^OcI|)lb#;bSSl6wGH#0A{s~9f$8WoWCkRwbtf;rEcq4A|7
z_X?d)jd8Q~KWX~tYu`P?HV8-PfV>3`1w(V>76rHx2a6LII?zfOHFSK>?dCmfz{7H3
zUho|zrW3-ho}X`U1gZSqzA#C$;QN8c{mKhC++TWaU_VnhD?rq(rgf{{2Hr1cY<Ke~
za*JH<?7wh4DeawfY51o8joCXF&A5AFCXe{;D80^aQ%vuBo%v~Bzqj~AblfNA&5IPV
z-;ifw0CE@D8-|9+g^DGph5?Hc=RHsbfzh*bonQ^>#X6Mx9b{FyS;J%JziL%;_5ZC2
zlS&?Oo?(8Rb)$eo?v~oEIUYY=8JKK}U*IQry^npf8W%gC^QJSF%4Y)$m^O<SWjqem
zSC}7pXR%nuWc9e9r-4CdeS;QUEb?UkerVy^CDLBAW*E)>cBFaseGQ)sqtDfH_m?yY
zUvXPlwBv|Wm%E$CVhuy(qP|P({q~8fPw-Ye`7Y&6;a1xhEp}TA9KRpgarRX9Kh5ob
z4oKIfOS%i<NChDOfrG=)0=b6)ZmNOBi3=uZV+%DE*!FD{WH#hrDPFaMt<J4sLV)e3
zKNf}mSF-Mr-FWb>Zdx0gY0Nb-ABj63lP0}PIM`lwnc;Ek>8<NZjxRfMuB&6tE@dyy
z**BI1xVJtE(|@7k`iRGVk?;GGxI51_a-Dbj)}Y90I$_1FiJD(SA2n=V$Nwr~s@IQ|
z;cHX1zWqN}@nD($;@?I&IJ^yVFW7sA#wK7TU=E~33T6`JZP)}js<(a5*@99B>w~$$
zd$=Qv_BVcB(q*;edwljIzPUeI&N8n(;v&&@zR9=k!BLTYyX1wYg}z_TcQPj{X@#}Q
z^$BvUqW3I3ed}!Pr5J7Z9Q+&6ns`-l);(@sshb`v&h}1L$qp|0yGiuW`6q99WA;@F
zmv@Bf9NYivfqCo~)~TJEUSQwA+7_^OiV4`IV2>FZS%8&*Iglndm`R+6LAeJbJLpdE
zE;_2f!}5JjlAeR;uZAO)bE>|Io&399vN3#1?}aT-@+2-a+8uB6c95~Z6vDFTNA|P0
z2S$;TzKi(Vyj^h1ZE6W``!a#D4?(@UzG5nsnX~lQ96a4^IdgT(-i3C0A5zbByD5fA
z{=Pn6QhhS#x%c<ev^xb2UR|_XxJ}Q%@#&)V(ecZDSBtGqv6M}JyHqpKpwHBHcZ$Pe
zg)gkTlUkE5cpCbx+}dEgwnbLxvewK5?!1?Kv?ealSFV2B{8Oav`|mCJzqizHc6EOP
z4j0Uz1Nj*oL`DWESp;6a5Epb<n|`6^9l1aS<$>Mt8|67XqM`%uO%AH^_+P)aMb<+<
z?Sme7k^oa_P9FOU#<vxjn;!-o-X2)h7&~EoxL|s+x>@L>tR*U{2iB-^Sl2u{Gqd*Z
zMyJoM8@Rf8)=pel|HiWL?4jnoi6K*Gv%in|K1t{7QVIXe6O;HgBE#2epZ}Km{u}eN
ze8bl`ybW?M*xP7X1YU0t=WQ&Fz=}Dc{g$ASPuFU{kNOFnN00rm>2uRm`<~xC_vEz$
z!X4};{06riRxVz=(OE0cX_lu5|D_A8%NmuKuSp(dSBu>4s~&l!WX_czvxA?nzWPhv
zYn}HUBj4zE+DdG`7u!5ny_Z_g_*s0-1mAx@=G1#C>3y=P*}HH@-Heju&GX*5XwS#t
zVUSB99!AX~@S21;4})4|7+GX+jeD9Hf*c9;D@x@LuMUXwD<}(K_?14xg(ij|%fWs?
z87{Ph7wr%)z<MKwpmdAoR%38~lO`9)nt<&CI}iB+SxEO8EDUkpAR4-Z^uCeYMxeuG
z2+9~}AzCpfHt=-TVFQ6ZueHC;kZVd+EsQc~dm!*(A^)py%sH8Fxw1S@d^%VkZ+l0i
zYQl`Wb0u{bugP22JBe?T`RdAUKDL!DM<ey8DSxr>axG$WD%u|U@mX-X$Frkvt*qxr
znPvn{W4O6{{<(AOHtgoO`<VG;+*$|is~o$}@A_K0TjF!CuonB25K#`9J(r8q<92Z>
zc5kXx{u8sS^u1|)Pybbg4H3^XrPr~ZTlP4^+EhtXbM1mXceR?l{>&EjyvYA&_2zjq
ztJRkFgvrfUvXf)BQ;%V(@%(Wz*-cr`k8ye3#Ctbo`1k+2tyTHf^QWod=LKBn-WZy`
zy1;SR`IGJDv)U^U|5AKZtyi=0n!C_{#Wca730&{vQ@3!gDyU<471N8O0R|34aF`n*
zCu0-v$OKp%nodX=*fTK%WdhJR3a5U$iMgwSi4ka!10(=yst`LGhHp4(R1P$PI{Yyx
z^?+7nkTIHQZmM9UU}k8fplfDf4jMUwEC59wOf&+utw70=<iSMn+$1Mr%^sG8Atpwk
zCJfkgkgNjO4vf)6P{tV9*ci0l5B0)VNCARW{1B)Lj6iKCjH+O0EOIdcJ09#;lyOZ+
znF$t$6v2eT0Mw?!2m{;Gj$8)}I9M<4UH(H{;EIdyyI?Qzmw&gfy-@N!VTKx$qm_l*
zA)NzfdD|zgnqr-I>1W}@mn^%tFZ#OcQR=a47v}!2zv!xND{L+N1AD902xKeRk>+M#
z6=1drIAejC5VsGeW(GK0BDsxFxPsbw7~vW_!7=-Yf<Wv0e_fXE<izgA+-hbyHLX=<
zm#*(`<{rPGg_5aBd_TX3N^iT+eCYFD|N9#HcZ=Qa8fzXWRQniI74>*W+*IPRs1$n6
zHfMWgc<J`dola>x?oVqec25?FVm|Txjb5j@h0RWb2Z1NT%TCNwv#5#twdS|!vHUp`
zg)}a1dr)x3eD913W8<bZH&zzk{GMr@`b_`hM%R{QuRiBXOUvk8j7V`7=2{!V{i`aM
zb<*$WZ;u$<(m(8EZ)UkN<a5C0-<b<frF^$4OFifN>c>{6$~(gM>NVOTR&1(c`1v>Y
zH#jOWx}rv)pa6%Q5$IlTc<<f_)V2kSLt@(rzAW4)u_RwNC^fw_C$R`r^nnWB)V!3$
zyb{pV3TQ^f#0cDsgOty(xgx~eA>n1=CPtu614c0mYG@!F2(p7H2M&^D;U-3~78Ih2
zA#Pc?sj;CRD4Glu3@t%R!VOIoq7{q`jTB-Pj4VM+QxMY_#56YrDKIeyt+_TdQLqFz
z(m;z3LA4^NPBOIwt;B|`88<LjFg3MQFfoJBrbZ?T#>SvvHBc}D?>+#DfLInrhTwIJ
zrlw{Jrlz1O5H!DHVr-&dYz|q~h_SdE;#;Knfi3Q~Fw+CyACFXg7(#_0DG9Ww+X$it
z*Me?K69rvE3nK+XLy%SlOG67iQ%Gt9B|*2$oKzzPkSoC{2qXkqz>S`AaV+4rGzTSX
zMEwqO7Pf`kkW`A~MFORcF(~{oOPz_g^O_BK+TMQ_+4n|I>)cx{#U*{~gv6~gO86aw
zFS|-9a=m2D-=9!EcZ)}Z-R=MH6WmLSGkU%W?A;x>?Zv|DZkBV7t)9%0z9&O@lE{>4
z|J=Szb53^^Ir7$~Qby`>{~{g6Mg0@z?wOsqHT<!pyvvtoB38M28-A_1ec<iYTlq2<
zDmq+48xPr8>@E4WRa!u4(pqWJPq)s$Uhs3Z#aS^$Rlgr*MIjb9{T97G!|E#89_(1j
zvs@_S%KksoLZ8RgmG-UL93Xo<Ge%H$X4ax74pZKCUeXPmC!D%QJ7Rj_x(6|F!ntK7
z&C%=sZ2$ask*4|Sq;F5>9h{eOT#S=_{>^#SdGj<PL}Y4~oHyHRn*96e`RTlOk87<z
z*V=hWDs#$dfvpFBFMFFIe)ZEIhGU;*7Gf{Kz`+WR1!Dt4uo5uG#2A$1!A$fL%sIcb
zC^NOlFSR@%*f#_e*`O#!E5nSz2?&y^$ST8(p$!;VGZ&N&(V9eHJBW1RU@66nL9GLD
z#)40~6H|&=m@AkW80Z;Tnwyz{0u`k!2b+l$4$!i~!q`a9)X);NI)zgoQC^su8|oQZ
zSVH!EKw_>$!Pvk+&&bjUl6N8H1~?moLLIgb#L&o4&lJ3cL_ycg+)~fX!rWBB%*aU3
z)YQV%Qo+!`$Ux81(#*gT<UmNz0#cS3g7?dTJq<DsQkr0<A{^z3p^<@}nSrT^nI$Nx
z5mByyQw~ya5Gq$dbpw`i#XGyjK&18iPtkJASRT8yD|{URGF*DU7HqRuPzzTNm@Ht-
z{lE6}1~Dm*2ao4XmhqdkZFgBvgvY(!B-<#7)+cP@rRF?|2RuC{Jw3p>S-N%d*^tRc
zX8tbSXi;7ivSc0OB!2VQHIWZL9J$)SuTp6&(>p;}X5X!Qh4t5eNvBT{3%X=-ps>Vz
zZ@^!#^cIyHeX`}niPsl@{-bFZ-aCQ)T$0o>3%yxJCLw+vudb|RdzHRjs%g^y+2I#W
zd)~P9hCiPgy!_?QJ1o0gw3z3fayY6vVRD7mW{>`fT^_khyca0-mhf_J+rH`k^zRE?
z1=sg;uBr(>zO(<G_Py%F^5huRhw@J1`&bnV|7)$?QvUNVbMmqt?8`Mxj6s114r?Ri
z8C?@&{Oun|RD<FZk^oVfKj1nv2$G1%D>?`_f53Kt-Hl$lfonO0`vy(9L0Ri3R>2(9
zzA-X32RDUGjm#8G4U9n5zJjHZLbQU3xf$jTGZSNwrAVO!Em$l`Z-julLXaW>UYZ!1
zD(D)S8i2|TV?9&stq@~VcrAb^InZJV5?79S={cziy5K@9xFj_<Ou^9H64DGJrpN%L
z7$lDpC^Ag2H$^6#&1y9eX#HN<6?sojFL0$UtDxRC@t7~|x9l8z+@x1{N<2QaJzr>T
zE1QtToX@Fs6_@R{xm7>NPf2Z;W6KqJm?J)k!?y3%hCK{Rm);Mpda5GxnDO1Un~$%|
zI=E>S(}VX1=i06<*rjp%G4JE`OD1fQeE8*NiDP+p@qLShA17?w#n$Tl<7MOyaYMxq
zEpwwqYu;WjPWUGzzuH-2(z)$<OF}KI6(_bxP7IB-Fb%n0kk#h)_j7meEB2qN8q4z6
zE6z<V_mvI3sZ#oX!VTN0|Bc)`jr=!mx^ZK<?cSdoGh)sePK@a|WRTgM*>z*TS%uEc
zNb!{w^$ZqM>Sux*4H!Kma2SDu)W{TRy5GbEXS)KtK@ewy!i3TWg$X<<Arb^yg92;^
z*v;sr0+QPXONn4YUP}V9O*U4+*w92FTEWl&G}HttYf)MhV6%||0+#V{Z7ns^Gd8d=
z1y|6J0v*%~A!ci-nTejMse!qLg08WViJm!V-zR7_A*fU^Fx9g#wKN8=@PiZ`kk*8;
zDcs|TG65-mkjn$`a!N>XU}3HYYV?45>Bvn=kaMy2PQb|pDF_G^380D)vlTJnVAf$!
z@1%}P_O^53<hg8$0ak35CDNzAG4!oXX>&E}Dn4=B|C<xL@C}9k|JCcf<99Fbt6}<k
z?BKT<316N_Oy97{Rifb2l2uZ3wr9RSm76X+RSY^N65z|c;J$0DP=3LV9R?2qU&6*j
zs$W9KMCOFvZaN&OcGsuI(6~wO#>(PFzqib7`B_|(Be+nn_Ur6pZ0+7AVmB|etg`gp
zdcnqfE7!@tm&>yx-cC;}4CfawynZz~_RjC>XP^GRTlnUbPUR^fuL&{-h3|bAaXu4b
zXYaW%KO9Ha2ZaSV=!}ezhrmqG8U=)c6x5f-2-3T?xBIqQ20g8{JG#$J>Gt#HmI(_M
z?rhWSWcOI$p7Gz~z;AEiY}Xrn@6W7RwJy=kxFq(={_tO)6=nJ+AO2Q-YV!YTmY?s>
z-@ki4>d@oI$8Yc7|4?7G<%7q{w&V4GKHs+gck}Ummh<loL+i@_smdQ=|M$CnfAtId
ze~<g~_y6Ag;m70pP4i~BReU*;_3!E1_fPlN*H88e=J{;<U8}z9ec`i7a+&+C-*C$;
z@7}p>iuG-;_rYFgF32z4dpvN{AMK-e?pL2@wXNh&v@uw6e0PY3?XJeloA>{F`L?{?
z;rYGKQySa;{CF9kBBRpz@4mnNy?;(0K1}bQ|L?1A+xIz#)?DiP^K`!4r|CvNrhl_r
zV!v_g-}bEeN4_h3IP<Y4=;!o*ako8+pTq}FuM52AE_CY3#{U9F|0mq{_MCZTBmbpx
zU!T>U&vLiTsNcEl-&yvj>;GQ~thw%TY1XmdI(w(e)$d&PsXgE7x9!>euit*3@@rl1
zdyb(0$Eu{$XBr=kmn;97c4uqtarXQF9^MYD`R@Aj@AbJ_Pj{>BOKr)|`nAp9^b>#m
z@5!BwSG=qIZEYW|aa^G;<hsPE?tJC5Zyt^uS6=B%w~$!eKEt=-<oSEi^S*9e?X~gT
z_lWk+<}0aRkAJH;pS#Lt#{^}8B)<2i$1RUL@8CG(`y@*0y%B@t%R}?@BNlx*G5>?5
zq8)e3{1a+F%bQkcrb=1e_g<su(_goNf727iO*NU{bWW~lY`X5;A+Ggz#kZffEzfWN
zuep4z#c=5YpQ$ygn7d<lS&NGWi#JNO)ZYBk<M_KKATmlRztPK^k6%GW^u*=IM&+79
zWxc$L^#%b|Q%}hpZnSE#NMX4<{p_W0JW*!Jy(e3kb&S3St$s1_rX}wRhlGMy;U578
zU1=v@h=uqVF;#6y%($y{qab@lc}B8o*4n$zWD@jZz4ZdxFH{{C;QMoDvhk%**9ne3
zYqvjDO9&3guu`%zTfI8`M^s|uJ*MzUfnf*UD4czw@X7Z!YhA&m-zQcan9h2;Om%Ta
z+;{6F&uO-g<<7sUf4*VSx%$67;el4+g$=qqMbmmVJ~QQKpTfASGh)Y?{k|7IAA0ZV
z#H98(Bkb+9n{0++7k}lpNF3eAn9UX~BCTh%V#bLJa?(#SR)&dHNJdl%SgB@4A5x0+
z&I`EJ^|<(^`a}PvjBP7YFGgJ2SS_&kk{7Qvb4A>S3oBZ`?%k@Ape4N}PFA3$bN*?&
z`*$j0Mf*CIZ(Og@U9~zOKEaP~>5?m7owdc-`sJ>DbK{E;J>t6Xx*yYbqaq!bWX?<x
z=iR;=PaVr}j;y$K`uESK=`8OqO3LcacyM;*E&KBCd>yO0*Zfx9E1s7k)G4#!gXPjq
zGjdHPt`5DX%XYGK_ijan)fsX}yxwLjR#+6Pe3t9f@#RtZRmh{!(E3utY)e{7lAGBt
zm8kADlONfyf6qJleYE9;SN&l-FBCpu2ozN2by7cJUwnxxDBChv=%ke1+=REA1BE!1
zIc9DO)vj76K56|?Eu#sk-s?@9t|V@;NUFBbW7e3`X%#Cu>&QW~=%A{!g6=a(EfSsG
zY`$qNwpISR)53C3Y*o2>P%=%RXR2w+Cf}tt+Txlr{&8CbY>vexJhMn*c)Qgn`@#yw
zyyJ^j|5aoEFz<-`sd;iShPGWRs%kdAnbg&<XL{;_w(r!QyvuhAEv^;vM=jaE{l=L;
zD?}E#9u4YV^Lv5TtRu^|TGeE(nACmE(5YYa@9qt6C!K3>-+1rqt<qL5skP!wlU8&!
zX(oSKam~=}QkdC46}#%KYUR3|Y2oo2$LGdfNc5I4X4uoIp!C(E_^=ndU)uuPRe8*_
zb{l$hL{DG;FR<mro7H^6CZ|7Ljnr8txX9prP?lNcLjSOxT%FH1?kot)cwD$J{5!wi
zGUmkDT?<P%9|T?&k`{Gd^4!*vjddgYvz#}n;rk|L_672Cm)MGLDRy{UCnozpDC~@z
zf$*;>pBEjITXDl}VN1cW{(sIsB{vw~tZY~)edBCS&xh1S-%1<37$Qwy9BiELCB89b
z)gepw4iQG@=S?C8T*=Nl3^}52@5yFA;6AmoYw3(F+zY!(-MG4<uU=lY<x}y-9XVbp
zrD`4L;?8bzet*&9%QS-ytxXC~Z)Y7dQc&E}$XjffdC`e?vQ5RzY3zL$p5C0n^vL1j
z2Ro;`#ajb}<r<qgj5_q1HO^fVnknSM7W%UAYuU^OMfV<FrSnUQd0fTfQ+PLNtkATy
zYL9;;vO~apg+`C*bEC-a8TWUZ>wjqod${e77MJt0TONOpvM}n!9XQmg7OEu@!V(k`
zI5)-Wb4S;y539d9$0T0#2rJK4{kE=YZ;##9Ee*caN>^Og^PEk(^u}=6j#mLPyUcXc
zz8Y*T+ECZwIAK-R`*uFP!~!l2-G>aSmp{0<X{^5TEq(UAeMRi+`tB4f>!k<Z{9JSJ
z=ywzTg@?Yn1)JPGdU1B^ixtf}MFCG&7`1;qta;bvn5Og3S+=`=Ei9F&yL|p&ddFNQ
z`=!1eeG85#ioJSmawfRs%j=-)7h0FiKdB|smSDTQh`s7p?hVTu=ef)M`b<I<cJ<x<
zx9gP#?}8u=KbMvZx0h~|y~^jyS1UBtOCgnCX5+n7k3}6VD#kM%iW1JcPqnOAx8vZ-
zP>+UIp7;6X4-&%j`FrY84L4ba#5Zr)tJiz=8uyC7kIqzEY{;q3Sj)I|-9;zcx<%JF
z^tBpZIqR~7)#Zod483z-eoX!`C+GabJc-kv6f60(K8f|syU4V0y$7?xC5}se-e)&>
zDm1uURNFky&z`TU^!EX)^Go+1n4`Al_+6P^J@#Mwa&OEoSW&u9z<IYp{;ACKZD;(O
z9(8-#vOGPlG-a`0)CR+4T}zppZ>F4dUetLk`Rr3R$(=?{7CUA?Z}NH_k~8D=A-;}}
z6WW-!?snBmWItB8JEiZ)kxTF9X&q60<7;}hT2b|KYtxj<?{6Lm+^pRBzU8=zO;d;2
z4l9S%Hzr(3Uwn1unzX`YT33&Xth^lhlw;nKma4<S|E8{<=BK9gtRu-JG%4xbjJ2Mz
z*^^aHvo*GFE8IB0<OZwT=`R+NVS8$>zFWNdeCc8{yT|W%*>8M(r4ansbVv1-txhFT
zKRwUvp49HSE$GTOp>@**bA&B(CZ;d?eZYUJZ*%d}9)8BdCs>wtTKICvd`YYBZ{PRK
zdQbD>Nw-ehuIW0eul%y<%uN;H3{g%WcN@hb_h%Ejx@RUCUyFUuCb=SJ&Yp`L3)5u#
zHm`JA7@nQb%l7TcHVy8QYYk$zEH20hi}i8c(9PoGh`c2x$alxj=ZaH>(ZkRP-SuBp
z-(6^p<*r|B^)_OD(8}L(+dP)`Wf`<AKA!h+--U&Wc0u{qU$`C<4|3nPzJn{}@n@6m
zCaVhGFD|@vXnxo7JISW}(K!|i9bG#X@P0lT{i^NYi>x%hQ$|Z{R(5nejhp=QC#PU#
zgK5%tm$i<OSMLUt9?{Rf@UVUIJURCR#Tw0_N7~OcChQPjy~^#_f)fhdE=N0@%~RWg
z%Qo*@|8-6KW!ANc52sJ`vk7`~z~lVPbDo0p<}Y@M{-kSSajq$8)uGfL@4Kw;&VEvy
zGf{8Hi4AtV`NoGd#Z43f_A03yVsyT!BiH2XWh%Y-M1}insjMlUoX%4EJzklSGbg)L
zdTp5b_9;^@-}KOY?vF1Eb6QoNUSPVvVdZyi<HZXmtmwAtINP`&qh|ewRqGceIXNyj
z{33QX-)gh{J?YZ(XSEG1PA{6-9&W=g6TQ2vwDs>fs}G5XH)qw{2)GcjyGr?Y^@V#q
zd#|2pjJZ*;SieTOKsxp(XU*lr8H-c{cUc?B7)?LDcbfVA6hWOullKJua5TA^bMAQ%
zmt^#t%Mm%%OPYeXo{INhc^JODv0FDLtYg<j4xudv3^yB;i-&I#JX?76px<q?evJnU
zg}x<~JqWz2|2J?~m*g9f+=B<?bv-XOY<Ts}-LyobBGa;O$KQ+VmU;_DE9uvp6fB>x
zd)G64YtED%N9(rRKYjT2(*k(`f!p#=FHC#BB;^bT<60)KgF#wZvG*I6e0f%LmapX8
zmB#$^FNe0D)~FFES$ux?bjijzO_}&P7w>%gH(mekJ;f90d$PZ+D0bto69yGe9REY^
z9u9Ug`5|6xm2OwQG33nRs4uUjjC6k+7e<uUp9_EI;J=^u{<#&0|Mo?T|FpleZ_~Q%
zX4}hGWku~_oACBlR`G@p2Yk~0$@y%p6rQP<;`!Bf^>vl*`K%l@2D_#-Ib2<^ynRRf
zHlKssay*kV1DttW1l8}fc57dnxNF)Sg;`zmPup>JcL%SYc5cp>hPKvqoHI0<`g%hd
zll=m}beAM-i`yDj7?dRty>LO5sRENtRt_&mSoCo#wJSF(VzS-#oBg=OUh?7QtjXVk
z->Y1`dF1f|t8c5;*E$64YW}&d*5RCo_@SS3UCu~dZ@ph^v*12k4u^!>njM>8a!$@(
zclK*`_m;l%OBt_894yJ}{=$^o{Ut$ip^fR}2QO;7=lb5~j-I`5(bA)phm=0t72LgY
zdG+z_U(U16Z>e6@@mr8DgqP{sg$<F;elxe|v$D8PT{g$4#Ud<UL~%8b%4V^JzqpdZ
zI3zVT^Zcr25uUTeng8&Ti`}6zHOu@D9159bdpg}meEy9O`f8RXMfc^qcBRR@*m>mO
zi76h(xXotAC)K&|mHFnzeVTi#rkwXx!AsM1)9j|RS<GrUYX0m%_iytWi?@fwmd~9g
zv%Gd|SwLn)RHIS2vXXsA@H82L!*8={XSXJsoS5+TX8z>*0$;W_Dl0cLz2{-`T>8Jl
zW#2l+jP|mk&TA$~{^~2I*`&H&RlM)o`y%mM|ANqx$*;uUy<Cy`_QP#6mVM3N1ZO{(
zyLAfB!M$hJT-$oI<;h}k?bS)zW@mpUrG&oObuIF^+2#j37<wmnW@V*aR9tbRc&gFG
zGdh87S6AuX5H*>;s3eDhL8MnI{7QV!)07ob($oD5Kb#Ku@Zs9i7cmmE3|)Kow{LsP
zviM+0nOKKv{MpY}mu+2tyYZY~!Dpp1Ck_+ddHO$2Y?xRQH%m)6-!gOwd)aNFva)F#
zBHC{M3W^f@daJ%_zG_|Ly1E%}!vCnvZ$2+@G<}tIN&LhL!=}xFiYfy2^ZLqyzyI3a
z8>Jh(CSKI~!sWcf`ddE#I53IrJeQSSu(Mcs`{(O%8R|w!7Y|PtJ85z{^lhWeRh~T_
z+cw(jIPO|zdF#RLb5%D@vISH#)u+!`(EMM-e5vBkX>aSb$`>rY*(i9S+1KLqq<L-K
z+pTuZT9ILUY%XWp$D_wrF9;E-3f%W*b;+YXGggh1lB_%T?0$ScblT4?=7+|W`;XET
zUn#J#Nxf=NId*KePLoiln&Ah5TRI`P0>3vlD!UxrHTy+*N~K848foW6t=8?VHbDX#
z<VBXWMmKKbj$Sa4f8Gwq{~<QV4BvSPEZZ{Sc&7gWg9&B7FIisHFw$|0xD#;5S~(__
zUpi5ELDEBqBaI%VtkY%ZwPqh!aI&iW1JhgEE!B#~@qw*hmhhb1^h@Y%MEjx2gLzde
zQY&u;vz@%8`eaq0G}pnEr5(a{;U+7VTv~oraa%~8=TSiu-qX(<ulc1cV0<uVRr16a
z9Sbu=x!t`2qW%;<RGpRM(j08HTBb+m?#*?Ia#v1FZ}z;@YH!<jrS;@0{fH$|TX+~4
zS8u7f!phSh6SDHgudAkp%Wtdbc|6OUb$IpslTCf=>z1<L{q^<3BuD>d_tP)BR@{*|
zvGvl0Gq%QexqtgazFym5ntqn?wDaYq+(uIcRh%-+OFmXwofdOj$8btr_~A`sC6>mi
zKcX0Q&Kk<*WLNT?eGt1L`iJn#`uPVt7cAoa!NKVhviV|^xZar+Su>QUrcdTx`i}Ff
z+M7-CSHetB&AO^wJWuevTlUVk29i13o_Q8Wdn`znJ}}WdrtAyP@-nNvpLm=1PJF)Z
z-qSY5ZC>?-3X}a>*JwOEx#Z=Q(5mbhPaW?kLEXo1UXX7S7q~4d)s?;e;x4W1O`F}j
z9_&`R=eAv;aaxl===5!lS6U02H#8mQs>qR8s9ErA1J7gD?!8t`r+V%R{kmn+P_V1S
zfp<y7{o2S#;a5}V2lOeohp29<2sM~?cFO7BLQan^oQ!7`=uYtF_jRyea5iQ~x0ZiI
zz=5j)o6-t5{(Ru@#g19$a;WvBZ=9!<bUdvb8~#0z+FF;pO6Ef|=bK|z>(=;OG6?eB
z>UN7&>9N|3Kh_^+x!O)FOt|Q%{G#ec@6v`lhehv1%WQF+dee*}{M&`oSECBv<rdlp
zuMH6}WLVcT@Ac2RIii9uObY`w<?}AgDSjyA{q0CgN}k))HWp{C!_D@c%cGu!+D!Z9
z7nW*M?Bo<E+Pqe2wa159YE0f4pB^mRzlp2r!J^Xb+ZOjYT*}PY)ylKiV!><{UFRP*
z>wEQt>qL)>?|Qr7YfFR)_w%}<z1CTQBCq~MM21$Y>uBA}o4=k}-(%&hr$5r~glbv{
zPB<exd6n{^2dvM$k8GG$zwGCM14kEa3fTW6-K3RO_e5Is<7p>z+q(Kz&hv_5|1f=x
zPP^RHh#d!hU)(Ms#lJ$PRy#z%JJF(g=9akzJlE1ayv4d=j_qLIyYH^Swk6JYvK~H2
zx^67NaQ8+^%G`{q{uvb;Vsl<>R&00m*W{IR-T3#GO?=mb!&z6Kyv%f;s<$Ozq2KD_
zhueQK-O~-(xIK_di2t<L=IGlRJPB*9`hLxFUHY};;w|}n<D37!iyof)vH0f6j3|!R
zci6M`ZrBrY-LdeNN^~oCmd6*ztHRMAx>hcdk`*(MS-JKsTiAyN)%~YLp8Z&GX5ERz
zTk~qRE6RV`7tmeNe`d1GLH3QT+P4Jd-^)ELKB<1eEP4Bc<u}4M$*{%r^?c#&E$g1d
zJS|OTYt#nm%8P4)t<<?AlxIAVIoP85IpX5G5FTsyIGtO$EB;gq-*S9v+n3?&Vx-&A
zp%~K=_JFzO!Y;oyr_Ef)`7JgsS8CUFl0PB*%c=LmX07G1Hmvim6!l$LtGqo*S=A`9
z*X?ir_Gzw9_;{IeesD%yk!lTps<&!~M8Dg)<8{pqnJqRho{LigcKdCKi%I7Zuj$t7
z*L!(sMp^N;M}Ga&9%MOb&*)G$yEI{X$RWN3C*BL~o_6D_)f<kr&7TDFw{6+Q7AO+7
z;^hGkruEwvZ%<%M4&~?CnKgCe8Ezk~2_9dXvxI6cW<AUn_kMJ|&eM%|;qry*QZ4t+
zs5|UGWWp`K(p_q2@nVY)mk&EFm~u|z+LiqWY<c=k)8?+);#M&6-al5Qdy6KWKbU?m
za^;57^ro&49*^9ZqE4+%*z-W`;+3SVP2rivaoaCA`Fp(F(p<N)#CwM22T!4wi((UQ
z|7dQLz0I^OwfdY&nTtZ(y9B*04|7~X=69JY$z~*LzjirZm9YO|^}+1$X}+bO_lFg{
z`SPl3Ng~4@v4>jK91pU-KDhbn@1zKe-q%u7RNK``w))S>4GvE|-0PkhroY0poqeOb
z^jb&u#}4l{Y&hIFv1QT1eV4B-_?~^_=H|@?eM(Qox8w)Ezf!TGRH`Du)B46PD}`*C
zoWnwyS4;hU4i~F5Y<QlY#A_iGd!tAtpyQ#b*pI@+Qy#p%==#X%(3h>2+N!MDrfc8s
z+@q#br}vZP*UB{skNh^PEcyHQcGcluJfh~?*L(CjPyFoneBZ+_g;8~RAvqreHdpSt
zct~`UfwxD=T>q21e!b1IxseyW&+bJ;ynX(Zi&}N@l9nvTIMg>@{oLz0cai(%Z?%j4
z7Z~oH;(Ehk!lZSw{c{85wp?C#QMEQ8(7SrhK@IhuMX#?0<|Wsa@mKvwy;_mD`|bLl
zyxEq@`wpCGUOE4N#c9r&+tglc4Vu@#w)tn#qR3@STYGjE9W30E#%jnNG`H%!Pb!}g
zx6+{p%w<o0lx)1W(b{#jYKmHDqO?2zg!(;CJB+<}{wsU;tf-J){NW#?hUj65zbTe)
z{>{7}cDdSpmHlH|j|PD)N=+64M*Med9Q2N_oW{8(gUhho*Zv|Ci;%U2qY9r0udP<E
znp4D@e+z<_Icz?_^7!Am4>NY`u3FzXBZ2+xtMjL>FL#R(SP(ydo4K0VlPf$^-(4`A
zzQ)ef>de-+7w&q8KbAZz{`g;o_k`-t6Pce~zR}u#&GDJTyhlH?yRx5U-pVZA_-AVB
zQhiJPlfLF&YRi<5Mn+5Y%rKHt&A2(qx?m>*_YxsK|2IW@L!(uagqeMN{8PUyk1Btq
ztX!SC>V|yi#v>xCzv^N|8Tr?)vv9b&g7b2v(7z5@36V~z`rj`6Rz{n7lba8CwR$Z!
zv=!t#<#u#Mf2N_Jv)SR~-ii5ZKQEYbk9~D=!8Dr%R~IJEz1e$m`Al<5g}zcRwWUe7
zuF4+RUUlK}{@}Zk$1^LE<t0AG9Dg&hAXUq+?a}w|B60~039}Ox8XNyN6w`Lt7c#@d
z;nEqKd5yJ2k;~>DJ@PsCPKk)Tj$(>R!kmjK!N(+B(kAfCx&N+epL3$s>xT62OB2r+
z`sAl}&-K{rV7U0~x;+n9dbY@ATWl2mQf=Y8<)?J?rpAl*=>-d)?mN!!w#!JNXVt~z
zl3lHDrj_jJR`R%fZQtuFoB#0j*zC+<wkWu;*Ja)sD+3-?(_H`P8N6F>l&|MI;`p$l
zo89rnj#sa(swSzt&}GW?Db8yMtCE}cabt)47ojG>(Eo7}y6;}M`bDjqn!EaW*JPF#
z{Y}m4A+{&h89!fIHKV2}+0)!-*_O#$Uh{AnlrTh_E)I`9=)65+`H9fm2d6JxP^cRx
zwB-M-)z1=QynP<)?^|-iYlcv%;j(k@j$JuwP<-T|!3XQscc0rdeK(qJn;rE!_~7)d
zHea5^UonxpT|RTl9{U-4t|#63xxXtrC|>tN!nJ+sWi8Bp(pzuoT(>p0^AyQj>Xs1f
z`=};rSHe8Ya_h#1;(N35IM%H#(>{3Mpoz0F|6D_}^spy~4u46hs;YTcyV^35S7W!o
zRmhPdnPbP=I>VmVwWsmCndF?zdHDK{joFiAYOH>TMC2?Nbw6XV#a^(JqcY-NDL?DJ
z*8%ypu7YRfX3xF%?PkNWX<{LBuI)13o_yR-F=^VS4LYypYA<48S{7BIGgDZwz^>`)
zvJ2iTs^yfl1#WGZxo+ZfCxUUq+vJ1ZX;Lzi=UN&pvoYwG2{`N@(`WvzlliE^X5Hnf
zi9wowoKD}0&{%eLUF?HK=1aHFn)1u|cq@D?$V*+f_yAwp@?{${@?*;Pgy%FK`^6rk
z{d7sE|Lt#%({kTie>}3Pql#riT(70U<lS9Yvp*a)JyMu;=EkzFl($iwL65Gj>E>L!
za^La%SRE&A)0<o4BR5N?n_dooTgJ}KA=F;_#X-_mZ+C3)qnw|XGY-lcZ{_6nj$|-+
z*u@>v`1s>Zr`D}5g2EiW{%2pW-sOJs!#|#mOP4k=_~^N>>aFm#W{~u96RCcXwbFCL
ziCIG29u9`;Cw5-?C6XAl>RP8UTQB1YmAWq(Jk8%jj;GwTC}`NHy<*u>$*ExrHt>g5
zm9&an)P16`_QDg%b6lZCce450SYBJsJyR*P;ofs`o3ck!*!Md5iSKE0Hri}?WO~h-
z&a*rJXnypyX!Bd79Wib4^VMG-behZlP@3xeeZ`SX<MXcWaWgb_y$nfs>g%tS!?S#6
z^PW%E*UH+vY@c~-z4+RqvH5%^Q|9(*+b(Z@lswC>nEf`p(d1RJZrk(b{do9r%j2nc
zR!F?E`zR*$;{OW19mki1or&3ezWic~u<N$$U46OzON!j)eiNI1aLN_E3)UGMem0)n
zuy9-X^(zVq0`rqACfq+4w&P><19h4HskN_Hop{xxd7^Ncv`q5Km)!FrFCSn~`^>3!
z_n(hX$?FZ=SzU#TUyJh{UtJ(u{rT3?3ymuluQ8U_Udv}~>uWrf?@nc8|JI|`Spq+-
z7w|T0>|ypleIVeM^uj_<-YF$z4`LFt?N!UXdAG&uUT}KKF<nAl`Ql-|n>syn#dnKa
ze_y9^rgzQXlOA6r@BG;0_(*QX8M{{(JX2%*FJC`CZB4rQxq=&;jbCRu%ak08dCF|(
z*{RXC<DR$jwH}Eq+3=XMJ2I!TGg}-*w5N5IR56?Irx{(1s{ApF^(f0G>r5e|H4%!}
zpWI2*p4*bRY0=|=D+$J@{Q12bB$g=Ye5+9KJNU0`>SWcqXRj_4lDwI?V**=5;5XAL
z-!H1nty}YXS^33`gRK(X*#$e^TN~&WCn(Gheqgh{<XmIy#CrwB7fWV}FqJRyE<U-|
zg{!4<Hs9j6HeBDX9Gs?Lu<4q1U3B*Ai1h_C!y2p8pC!*VJ-UyB-#*$?&c|1*_=xEm
z?RKX#pIa6&v(LOf*TlHPNqj^97TyW_eubI}M8+TEPL#Xt#i(szofKGf`ke#Y^9lC^
z*3>1O$+y`MZXy?J#pt_r<!j!mX4_NhoO5esG^=BslXP5}i(WRBO|^QXF{?T5Cm)~P
zOFpJ+H++99q%+Pj3{%>rW^ExCwUdu&>$N-PwZ$jAigz5C{PaP>{3jQ#>gA`UyxN(u
zMd{9l9U=X$`wPC<-PO`FFpAnS-A2cnKd<nU#00UOo&4eN{@l{aNVF(e5q;o%^TAnH
zc)bdfUneY*e5dBhf0XqchhiQ}>BoPZzP7iYZcvP0w~Obd?j!HR8#d0Kx>`nTwce$J
zR~e2d<vJ8_UUuBFj<NAUz}j4%JFneM*j2m~<(sZ+Fm@{`ZY@u;5xb_jF7~2}v!tZn
zhjlL97Ui2ZHFPRGy>3y^eKs_q=k~mbH?DVWJId?de@(ZIZQXh!otyJE2K_n|kbYTb
z&*~*lwc||la<;FH*RHB~Sh@Jg^kXVJDhoq`pT6C&e#gXe{=-bybeUuM?9Et;vgSV&
z`MPf69g*9IW;}mykeQtJ?pJZRawn5x-R%~QvlC6bv~_RInQ>#w+DM<RhFvTs{X*Qk
zlrMGt^t$1DqTm*Hgq!lhJBbWiZ@w+Obx&1L`}D7`>jZTKcjZfKiatt7`F*QOv!3rz
z(%Xk_i`CaW@S9hdeoO4yw`CXHJlzDQzFo1lAaULEJ<A_E)mMlZ8*VxG;oK7$bACtN
zqth!N1YV2Fm3yJ=H!t&r8GllzXp)CkhZ(=;`xP^H7<067JYUF@vi*>4ck+4X<FN)u
z9-WSe*=ftYM*mv2*o93JtE<J{B)?3WQ!RAKxn1bIiUUKzg_oCASfZ33&tg%1v_tJ+
z;=0GJKhJJ+Sk{?cVf)psachjoVWBVk`!C$fc(;wY<7xE;txHjdg$i_pH!4q>_>qmZ
zlso@rrQTE5io<;VS^;6b?6-5B8FapgY4G)i$^U=G%BBC|pGrW%-k==;YxBQJyY6?k
z{c>x+%vO=znW+)3IzF1M589?LQ@PxI<>;#3>1RZjXg8L*ww0Vc{O((9`H@7H*9qE^
znUBPl?rOUpo?Cq9#&sUn&e;MJysn&5`(IzN=AgDr|B=Hl&akX^t!EQF^-Xwd_crnO
zhZ@uw=X^0`u=o9LUaZM~$@ht71LO6jP5j%!1FYFs<nFlj#r8(uWCy-#q3%6Pj@EnE
z&Y!tX@aVQB6%1mr_FL={B+J=K-rinzkXx*<cD1v);cG9B!VXps`+YOm=E^+t))3u&
ziXq|ap$3r{p=9B<9~WCS8~LAz-)TMe?ZT_g(R!<e>o#^K>aqDmR&LyOqv6rLxfQj%
z(k459-F?6J0bkbL+ItfW&t@LzuPc3;ARiyl_a$YQpa@To(O0i}0oPs64tAVb_tfdV
zwDj2x33D7pz9%J{?VQ;m=eu{R|5GKkIhn=m4*v^Q=Y2>$Wqs(_3bsJe_KuJXKR4e$
zacsqs2~4f;A7-59y(l>$Y`yU1Wx=6E(rv5M<}KeDa7oQDRC4|E9S^%$TBRplFPLhu
z=gYJ;%bp0UtKQyQ>8gEN?xNd7j+zb2lNSEcXU**C-X+$s^y4jY$HJyv3bS%r<lie#
zODLEABF>cKbFzO<MEtr>M%zyODoE0@>|syuddF`y#rX3VkLEj(!HwTpCwcu__%+w=
zhQzDrz28&|=iUy;QS!@~axyr2V~WC3r|iOwuOhxEg&w>xyQy}`(H}q0JbPVqA(d(M
zy*-<hE0Tg&-_f^AFx1@U(tq6Niwwv2;OGTf50{xrb>CkQEmD!u$&^#<V;o$TFSLF7
zF<q_)Ma!kHS}k7i_v!C|S<~(;F1#Uiwn@+NRUn6z*@Wfgg<G`EmwnCLuAjJzy`tXU
zZRf2U`}+;<X2?}d+<t9&@dsJ2T5(g+hfakTzs<U~QAjSlUh4ghm->$n>ZScKk(*P<
zt^fGtoxLxrZQgB{KJO&!Zjn)ZB<sNW7q3p86`cQb_C57r!3rJku!v|rjbi7#DH8Lx
zPcUUap8BCG^3Rq7Jytt}KZg49F7Zg8p>lKQdZ+Ue?!9l-_pOv$kiR~ZXI4Dli&;iH
zn^@bDjE^0X3D#fjv^;pdzJ&g@nD~5?OS@9kXYYG4v3!cd9_99kCuvhwi|AQBeNYhf
zNOW@jnTkic(oajXPn0ZDXLMN37P0=U;<XhP{p^<)cpNiqeto-XZ@2<)oOPYs>V2&4
z+a}FgWcZHXI$5-WCHX}oW6!?u_J}V^J*%%AaCVW{E&KYe$F<L!e$7n`{ruas%0wxx
z?>ApEbM4b3Q8iua95d5y-}G(axpXDD<!%Hg)4zmUGJPyZR;zrPzu=JY`-O3H??)VQ
zS+m~!)MepbRqLq&;)f$7-gB4SI6l4G)7fU~Dsx3qPi5{!wx8KP2#4z`ip~)1`&;~i
zH-h_s?ABLV5)In2LVx3JiWW`xOa1&~L*PA`q=k(l>w`SXXD(Ozy^?q4{?*-rv6WR0
zySr)^th;h;A<G@U&2?F`6(_54*^17x=vpCQ+#-=OW1_Imn^Vd;2deUCS=xTw@_;L_
zqv4v}l_@%AlZ+mHIWS|{VvijwJWd2(WXPDiQ^{?Ikk-Th#}+R97t(L^so|Mk;DlRM
zp@}CH7c#cDNJngzo$&VU&c^Lbl}d3uOKeO_EW^BA7S2EN!li@Hlz;76ZdSA8@HH7#
zn-5D}dVALOc0hXH)aD5xGv(I(YLvOs{<@V(e)(oDoBc2Tnl4+!sk|%Xn2@#U(x=M#
zYh3Q`agYiQ`l{ZmJz){^mBnvUbsX+K4tulC>~F{MsxQh%bo3YGJuMD6^U_N2{l%Rz
z<y#VjS0<&GCMnBX<?gliIe8~Nnmc<%`IL-h+KJKi2X6)Ke8rWwrEkxxI~lR<mt(C{
zQ(wOMm-FOt_sYQZ+83V{L+&k|z%JXeJB735%}?i)=V#{GKe%@GUBt7Oiu?X<u8?Hf
zQ|mO5U$ZDWP>^Br+JwlDCp@}2nl;SczR~#BmTi`<l5~DX#=FItCp&Ijbe`|vwO2ar
ziS|*xJMk-I|5r#wai@Np^6;?(*KJ9!S2MNqTQAFLZagm2>ArmHd!_RoW?w%!J=k9m
zrg(j!+_s5K5wU@-zGlwx9W%dd>r0%Qv-w78xt#1nx9dxUxK;Ng6srEJ-xHhRd-Lkf
z3!5HgpAz>BkB^s#IGk*?tcTl5W>vD+#yAawJ2jKmm&v5rUb5mX&Hmw(%e%Ymj@KRA
zUDq~VGTy%?W$E+3doL}Hd24Z|>dVK<)|H#Pe)pYt`@8K#%iQ3Y7uz?gZ<K65ETm_c
zwM$K>ZqtNs`z|-ingw0nd!x71cjGaU$hXe@avF#1a-KZ?Qkr~T|5tsl*ZY!ffw^lw
zWZLd2%J>w;Y<7ct`+V)N%g@^8z4}m{!CG53_4o3vS&mI9k7}<@e01qX)KjC(lH}W4
z_iW_%W4OFfX4R54OXK1nH(A}%vOL0_dE<5Dk~<NvtGjr2t4%S_a##@YHpzSS!k%ui
zO`)Ni?$yrvv~tx7rT#sQvyHhvF6ZdnTEFPYyQzsgf;1vD*V;_qx9Vi+8&8XzHfcS+
zw4AV0Uvm$3PdAH~)_k__WwMxC_OYIV<6&Q7zH#0N_TA>~8DG+TeG&iO#*YoF)RQ9?
z%?{owlc%lBu(qjPBTW56<YLB1fxsiX?;f80H0ezN*Pcke{<%R1ryeRjzQw1qaKH1Z
z>Ql3K^JE*XscMow5|El^(9pkgrMb!0zZ3Zz?A-VD7oYmz<#+4)!9%;VSM)lX$);ah
z_VLBdWny~fOTtfD*(`Y5QB-zgazyUWUjqG$`htyxdROlXS)KdA?NSGWP}tGihnpU}
z+IT|EedZPalh#a9Zy!7k-Sl}M|JpUr#CZf?7p0vHIMe8w!gKI9=K`~L|4iz+-Zh^6
z#(1In^_r;%5_ZgH6>oBvFFA90&zF5gDIPN{rv47OJ+UHFYWlLTx`)K1fBcwqaO%gx
z^!}U5nv-9eCov!Dy;z%5?;f2|qk23!W69^J@4Hp>%c8ETzWscRtAE?W%e-5KCzWQ@
zFIOy$k|?{`{B0?3`vR-8=e{ldwjm(&N?lHl`LB<iDqd=KZfUCCs&mbbSl5?!m|Xp%
zwQ1kn(zXRrmi6;};&*A^oUyHSz1fx<?-V?fZM<GBV7tfX_tNF8cFWPYI7J<EvGCi+
zZah1lt~9}DrnrvYd(Rh5#a)LjLs*ic-c9)(Dg51CY=g+#pSH7K>4ojIS#dlssJ?Ck
z|K?nVP?Z+F^XwLu3EzZOl^PbcP0#aIRJfJf8zmas-?u5?6}QlIiLFk@6Fw{G>^+xO
zutw!~9dC-@ueyWE7EjyVzTR;#KcrpsJ%9Nc8Mn(vSDEZi+q$E7A<xGbI*M=Z_5|;F
zJ!j3XZ|9TQbbHcIM>rcYcg)FkcoqFUS)#SoocY1GA4PKt7<T44toB&?gMX6UqMUZm
zMwirNlU2cf`EN^3H*|+cUw-(oXNh!83g3doSC5{0@~$cQ!%w~q4-RcId;fu}DB@df
z^&7)?JG4%=hly=s)@I+Z;S`h3icMOk(<`^`mVI`0=Uct{S8q+(!~<^5;9g;IhDpo8
zZDn=T2Im>8XS>JDxp_JARg~wOqxC{*_p|^1xzjkMw^IB~!fC^(uX5jCn!LNKuXw4Z
zbe~t?>ASVjl`{^v28cak)?l}OIJtH1gOjWNw)ov>PgPm-;N<hn2TvY+Tv*t2sFVNt
zn)^RYZ}$o9nlE+s&VjD9JO}5UD<3s7%m4SSP+C!yEMj}O^IO%_tS!xt*1cfRUh;B*
z=#@PRWjhj#E#{ptVA%70SM#jS@WnfY{GAFK?zn#wdAIT!qgy9)Zj?+0ds?t#f!(|t
zZ<if6JFCSs{dmP{4$t3GJU3D{+@H<%`}?eoBD?1MtC-Jw7=L*^4<motx&rISLyF#k
z4AN&`&O3E`&zyG;YwuotDHnIMwzi3F%jzdn{|1+y{~3GjbT!}UDaJcYkF!jemAU$A
z?}A0k#EmV!ybRReXzMkzSNmr4eWTrG^Y(uTlD@v9c>fO#%b2frGA<0u%l)?US?qeZ
zAl%>a)<4mxC&8}8OtKBEr4J|n&}8d8Yj8z`*Wk%b0lB1AQ#aWzp0-T2&{EmZZm)+1
z+fo^I#r6HN?Gv)28eSGE-L>an<rn05%d$=XK+Z;H-Rv{U-M{^=9`joM^K8BDjoroV
z%!RVQZ>nE9?{?D5;L`&3Dct;zZXQ`Y=lrsh+L`BnWY!s<((av7Q2BO|+#$u@1fO&c
zhD(3{`Fii^kPvsCDjl)q&V^-5oy~O1uXbzf{^{&}&t}E-oqAD^T(#L59WEv9eRXb6
zc!cS(7(1PH?xzZkHW^Ho-CUp{`ceGFmD@);&hDG7cG$e)V1?JagbYr_H-%GcgpTG`
zeEn7T;K}Q-pSSuBALH|uyCR_!Jy$wbP$@gzv#~X@zlMivuY9U+zJ2oX8Sma(%TIiv
zFY)fmb-Ame=?7Srt}6H5y6ci3U)9FV&Qs@ZURs$`7G{>)H@EuGLpQf=&%6>u*IZo}
zbs-=jbgxbI-Pf$ytIeDXWH^uS*4HR2K75hkslI%B^_#dC{vj;PD|H`uDi|j-c^u9D
z*izMZM^BKQ`T9iW=KPfhUpK6lT)Qo(>dEy$AI>d2Yee_Da6bQU$bMwfUBO$oer<W1
zyW2IZf6|pbTUO<*T(EeHVGhgHgUe^~RSUh=j@Y&Ts9DWT-U-e&Wn0cV3ir==YgN3-
zYWA_YLFZ@H)$o{{ah|VruTSy%;oXL3wXT188@uhIQ`Ny5nU4#s?|uF9qSOCDky-3s
zp2P-brx3?{$G$j;IUdV>j>Zb@S}K&omA&Oc*{kYZNf&-B%6k<nVY`rf#rpY%VIFo;
z54qHn`YN^miFUF4eH|P0^1fTm&wU2RLu<`96g@W<ILPi?eNjBsQL}4OUwB7*-qSS>
zj~7nm_k1LFbVHeU_{js(1z|f*G5Z=zUhk3K#pKMs@x$GfcYUHtl$J4PJm2|$hnK=X
zzjucO`)Zhtk2*UzZ{Jc`r#Ri@XwJUdh7AX@=RUOhdm)*BY1M?~G8tb!98IVRzFWxA
zkQi%G?&tepYIb#HK9BFygO#_|Y`6IsFz@cW9R|KFvutiX_I_5r=S|1wy_vSG8x7ys
zBpz&;Iyc3@FZ1=~UH<&s^@Y}IhJ~3yRYzBa?`5$yIo6$Io5AT~dEemWabfKsZS&?s
zA3_d#Ppg_bG3cnqjIVAJSG2o(y!82a$bDtta*eYO9dq~hiT_w>(EE5b7fZ(H?BM42
zMYXT4Jvb^~m8fkzee-FaBfVm;kEZy~V9lDQaArZ_^ryj#g7bUU-dwTOQO4(<{xn&O
zea5nW{vJ6MuXKBNcr)gHl;kUVyCWhau}p2s-S4UoWnII<yYIf?on)||o!|fb25XZK
zk6u11-97h>z^(OMd+Gz;fBpRN>!w>b(=O(ToSc@M#;}xqU9ixKM=i!h{cmpi#~hc@
z_b6T_HTk~mpDzY|A743b-5h#H>IVyV{f)<AJ6br_Phoy@_T68Hd5rTmiWYFJe?41a
zub9k+t0Jocn{64J{{CFBGF&Oe`^x8|nO~;yJb7OADJ3<b_n3CqhrZKwn}W4Fs=`}B
zPFX+Mx^hu@z=Ob_`*tr?fBUf@K5p+T+2;in4D#ilGS+`^*g9{y-cDERb<0v1!@|V^
zuRNc}XJwxGwQ_AH`x4WK>jRGNS!C2Lo;CUGd-sj6r^{aJj{E)V<Fku%z8stXymi@%
z?LI%tl3vb>)yql$9lJt}_fgfy-@gz1om8^5c*9lYvyLGqkM2h9RexN0Sa#u|#OFdc
zCp9d-G4brx<;}GcuK6W_TlUwi7dct(%oj8FS4C{~E*Zh3%M&l}{JAiF^`z!EE2gzq
z%v+tZ^c?plzB8}#OByO4pM7OGLGnWI{%*4cd4C!v-%(2u&)_V2%e3{7Vf_AiN8g!$
z>h;mRzASF`qL<AaLJyhvbiduXaW$KL9T#KomrL$y^3SH{DX-Pt|7Di@u6O#Cc0ckG
zomZ<zMLu;Fx!ISp_I|e1mRH7s*ZweWnbaVCaGmD1bMYGPJKr^x&$!@yUA4xm_5|l=
zhyQ)spS}C8Wwxj4jo^8!+B;`8;_uyH?_cnB_R6}74+8qHSudGSOjJ4-zVFdR?Kb)N
zXBkD#(cw~G<rS+^CWe>Qu+3a761KKfLR!sw%9904Usa@Kg{?oZj!!nVy=T{fy+6Ef
z%Kk7o>c|&uVtc#lY)Z1t^QqReR3F~IbMeEjtIOXPPI<g_ZtK%6uY#W}y`5*2SMlLn
z%ApgdB&}vk-Y#JHD(C6<%Vn2EhosvnWnH$FS?yD!K787=iG7kD<GBgxu?caLKdYv%
zU9)~w{_eH2Z<)^IeSS-J#Y#s@bAF}u8a#WwidMzl4!E~{e^%e5#@zV6?T#031nPgi
z>uV7g8N1UWwe;7bH_s>jU`*O|O}3ofyK3rfW{->P&%5^B<xnZ_&q%t}b96?^-j5t5
zdlq!MEj04GB)WUzp6~a0cBOt~{GOD~T&nxvr^R0bhs*0tG*2tc-LNt!)?R47oBmT{
z{XE6W`<|<Vmqs}DMMuoc{Km33*7&rDaqZ<TzI%m5*Q)Maa$RY5)Xf#G<(jU>vpRSu
z&(PLrWBcNFY=!wrIhCz1cQ4bQ<#+bN<z3&4SWi|}$G(#&*uT{_a{bcj`ELuaY`x&Q
zcSU#oy4g1zo=wWw^l9sk3pUSdS>^Uc-^?rQJ|q9``?To}PP=^TmWbYL?Whywxo7fu
z6Bo}HIR-obD&B9r&n|pTRe4ijkS)02#;lWfnwqMkIr;XLxNcW)c$MKcg)3+mYf!M?
zESpxB$gf;chtC;qEU9Ld{$h9VmzDnfglWs>uMYH>zo3M9t-r~QV7b-)m;Og>3!bpW
zUn0|J`GTx@(*jgf^8e~jdKSL?!GU{!;wKj+XMf|%Dz5p{$Saec;Cx*8#s#DEwRcbV
z*w<S4F?@dX=q(e&YQyzg6Ho6q_P(@r!^Gr&`frT>$?nkkbor3s-L>lC-x5o@#dm3x
zFFw-t^1|H-?ENq6*Xyj=T3`A5?){_3<^O-y{dQ*Y<O;2XSPRFV=*kaHyLE5<|M>0u
zr~CW&x4Ks-lr-|}`S7E^zV7#N`|3ZlAN*|GpK@=dm4K}We@f@yio^dNGT-?t5LWx=
z@O|672loFoYB^t=j{pDV+iv?K?tbsf44?V`|0EXqdVcnS!bcD0fB58YfA62tmHjn;
zzN}xgOECN>ui?Xwm+fu;DXAP141e2gt9GyV(MCO)^F7CcV|=>K*e4z~d*Iadclv(S
zzLM!0ul3g1o2*@_yqNj>p-AS|5BL8qIqXpIcCPvFbL-m`jeL)P48LV%B=lp^^04Xu
z9DbD7pD1_TVY>L-mTKckQ>!xttR)t6uV3@4#DLlVVc47M8wpAe&pd6*j?FdLuYN{5
zCQ0~a`qYxw+3P$Ee@A}tUv2rXS4edF;V#?lD`)-7dZ={R>E_eohzjA(d!M;)#;yF~
zo8Hs@<=LsiWfkR{)NGdCcz<f5xadcQN9Xx9OPaaovDpZJG!HxJbA{jDzu=?sl(U8M
z5#FkIFKgZrI}y2Q)ff3qvvx^z#)_=5TgBYgQ1(Px>qZolSn`qG6J)D+w!e5Fc4!U%
zr_v+OKgKBQ|5&}qM)1?2#rC;Jj;V(^rA=9*{C?9zKIeH49EBtd{!G5k{7J&Zs6xrC
zzhVxXwLuW?qp%w@CY%zElTT`Hme_T0{pK=X??s1s`*{*MCZrtDP_ml)GVi=B>qkk8
zj=$-9?jCyW5o2m0a)RgNYR4JV1f`YNWmgn;ZND%_@WHp=r;Z=I8*y92_Vn(h=7B6i
z3lB=KGy5o|cOZX9`q{~m7Yt_1s#06hdtTW6S5n;1m?^)F-Ojdml$kazzW3JEN#e_e
zZ(-*@Obh9A`eoeE_S>guR^5^nQvYjibjPcBO8-%@lX)t|&(!)Pv&Xg|#`{=$&9xL0
zJ9UFchkc`>H{X22xz6<FkHd-WpI;`*TtD`3!{wQWJC|Q>PyhRZuUy`0PUwb{Pp_X=
zToWH@#{8Y>O6RTDpPRd8ylQ$c8>u%vTzrRqw#X}P!{;mX4^67QQMJ-NxuY>=TEH6D
zsyUy3o_;^Q<5;NoyU9}1S=Q|MU(oY+`hqCIaG9j?$01j*i}Qwm{{BaM*800kirkMS
z{W6_jbGyda@uuOA5P#{HyC>GzAG?2H{e6d%Mq#N*Gmma8om~^`tC@b|#Z|$a-bv@>
zWwM_}Z>q8XWt7{KbTM>K{D1Gz)T4#*T^*A*ZoPlr@5A@z|GIB3O)KiQanP4?`zP%E
zSzL@eeCn4O6E&iBmTgv+x9fdW@^}8slk+9dlo#iy@#lQvh<;j{l=9<!fI!Uyk?njJ
zOZEv~{MNbhaihCTMgQWZmskHgyv+Ih(rCUq-n;KyXV`Qq^YOoPQkzzE@z47+XAUki
zpVG0FWx7EB{BF_79bfxSFKM`XP~&TY$d>hoSwDSGv3|CpCPL`zjlYee`ZGGdo);_K
zy}hgbP`~=_X<v&(EH3MG2yRfhwEE}&3f<n_$Bk~Cx#5(0U+za^^`_;kl|COTy>scA
z^yxi@vfIzjjZ3}9!Sc1XYW~Z&!I`@YnM8xvR(CN7|F;fxw@g_4V3Dr><1@SuPWtXO
zm6rT{u6oy(@RUfmofZMT<tG!CnlI-|uzGe`$~jeL^R{JwA1Q|R{rn;yvFMwPa_R~F
zSIxKE)f_&aeLR6rV3l9ri33}N=cvAx3MdKpF51U2(RXHv=+`ff5BAT?Pk-dU^RU8l
ztH(>M*0=GWpQ|T#?~byi&zts|8-E3!>vTK2L_63lsy?wdEUHMjIPA&H16zx(^8Cm-
z9(?U;ev0hw$zNCPQhi+%J!v;jjHtXl=eqOth9AFNHQ)cAcWdk<>!tS<b{79uHD2DA
z|Mau`KH-=5wSK*ya-jUy#W}Gp;Zl!O_a8Ij&`uDja&~&Q-hgMHdE~y$Jp1zhnM=6+
zciq*QwaCFdmABrhBQ^F+m06g0#ktJ2GemM4nS%p)eZ+sTzl!8iS=Aw{(|I+j(@{h?
z$aC%S+>HmmCSQ&%yv4-6?MX{kqejF%p`$Om=S;uX6TO)u?Um^CQ)&NvPkq`E(o&?g
zBhI%~HZRdHT56qEgYM2sDQ(q!&fU9Mb2uMe{d>rJvbWcDheo}Jc_NG{K?TBmGcvhV
z3peNcZg{s-;hRx<N3#08wdd-m9ys`}s5MA0bN$+VPMI?%=kHi?N9Wq6(v2%xa{0|C
z3FUstJJV`ZEqJCQcv0=94vUV3ulAf=`}9KRn$M}R%w6xYJm>D*bcKKURt;m3f3JT&
zi%6JWyk^ttVxOl{WpB3cesQCO|ES>?$<4`sd}X#fm<iquDtc1Zo#)>ZJ*S%Ky3#-2
ztS-@OHJsm6o%RRlJdHm3NqV2>XLF6c@2dss9A&$FQks5NbnanHR5|Q=FKBL0dWg6u
zLtBO0Zl!z+xldA+mxEOdy!=F%Z#+K{oi$P3RlJh9?NluTtHiE}>rO~txPC&~u!tks
zwDZ{;&PO}!-zW61PIGTv$5#I5L}_m8%sU)qHmCYa+1K#}`qjJ^c<*x0W~Tp%H$Epg
z*Us&Hyz$mYp-SdMf%Y|~vWw4MZoSt~%eVL8i5uQ8dY7MZ5iGI4a?7s$-j|%4vQ^CA
zq^g+P{FZ2cWBX$It&KNe?)j+oH>Cd;NIa^kia2gwG~-RlbA!h(za>W7?>qdUT_{~K
zr|GBa<^3G{=6dcBU+8x&Zn4(+x?V|R=1+G%{);~ldGdJh|BWV!`HT2Z$TKdJ3O4YF
zxwAQFdsZuRMB$;9=hmU@pU*iJ8e1E#%8Ci*2#n{{oy&JV;GdLe=-czt`Hq~{DN7Iu
zW76jnv0WspSKZXF<8w9b^rr{PRg2meO#HxM{{Q{s-kD#kB$H0BVixJJ;aAC8w9AV@
zueNGd_u3WjI@hH$tX$G1&E&Ak*gmY`LiJApR)H(Z7Ky_A3Z|LgQrNuaM&D@>XenBk
z_w2)>q)XfqAJ@xSya?XF&aJaU>UYu0n#X@D>h~?Kwd~4ssLgz3{He~y-+%GGDf^eF
z#h+WFTw|ZNe*WTpHYxV~wI|bU9USj@{Au62Y6Z{6Zp&jgzgmhF`&y^nnOows+x_v4
z+q`$yHv1}Wk26!vO+46A=2GrmaK3+C)Le(?gZodmSSnV$yz;+!-naAC*AgzRetn<q
z+WxQd^@?J9cU{=``p|);=hv~HRy^vgU6>@h-)ae?zux1{&*A6gj)zWo@xbQk{r_54
z4<^mHR41#tPqyIf>3BU4%h#VT+tdn5{L9<_D7xzZnR|!JANJZ;Zhj)3{67AO_&(W3
z^?&CbS<kB<pkTCT!E~tuvdy_G<j#nF{&fB6%bZ$<Gc}7ATQcZ9&vX}0XqYv5>mqK0
z;Iop&7g=X)dA9BC3nriV-Ua!lGom+HY`8wdVfyJEi@7aYa@VQO`+sWL!jA<@vR+)0
z^y-ab+OP0?)@tS%9w$xKU-P=ourB=k0fq9~|K9fn6U~DboYstg*g9|9`+bMG=N`<6
zs#M=|L2_%~<+H3Cr(0^9C`raGxRz4!a7uL3-O%l<`?IgF<hXu#t<N2YZI=q2%U+!n
zOxNDzdgPVJyotYEwbysf^y}QU^7g4|!mA65FP}Saew=0ZoaAY-^OLo&Z%RIJ*Zug4
zYMs8NcUQ>1&;PZ<bkoZhVv`r|h%T$nyYnd~ct_aB{BHd%2|q*J*Zu$Ar{ClMvDMMs
zlt(^ZBL0Z@vFRUMf4bHr)(OVXh(9L2tm^sE<KoM#J|4C1G_IR?lle<<P2#<etv`k0
zXT%>7e<uEs_5OpxN&eTj>DRgy%z5`S6si?s(nr^tM1Ps}=YNSn3>W{{`Z2X8v8GS|
zLm-pjwY(*dSARIP;#=$DI|21})l&Rb|0?f2Z2jn3k+|l=p$bm@9_>8_`#AJ}xbgMR
zeJ2xVbJs4$dLNH|j?<h}gMA%(J^G8eA9uev^x<Nw;k!HY{+;eSYI0NbbNpYe;%}Fi
zhrJ1Z^8U%xX*Z7SlP>)8{>I#=`Ts*^e@K_QxpT()P9^)zjbGpTJ=iW?SD#eWTHwd$
zv+lvw{@1JGZl99PTAOg)J^5wJf|)z#=AINiaP6Pye3?~yn75qY`*BI)ACH{efb2c{
zg)Y~>y#AwFeOK9v?|e@4tJ|$s@145KdtFE6+qvai`Lwxj$yw_QYW}GYyxX}np>9de
zZiP?6_S0lHuVP619lmbkoKxF+!`2sRWp}52m%FiP+c}Fyz1=y1EH^gY7kg@?KWX{W
z=NUX#%I18_5eVL$>@U@<(yS@=N#E!5=eJWP-%p$W<`u(DyOVhmGo)&6ZI~IMc<bC{
zNiV+JEw`H4mPJSY+WOaaMdUKovq!it7FqBeEDmt?za1CMeC5~fXMGd;xPE)TZp;4X
zy*|m@J#)JCnW9z3>sEcvs`xnn{iBDMji(&GSa+fQJAdUhshNE}+h#?)6R6R(wl~#V
znR50))Y1LA7ny8*e0*p8|Eqgu{#C0dPgnKteUor*`^AN#8#O<Cj1_yh{bAGpOD3K6
zmJc6qU*h@arQnkH(myY||G%$S_f>nU(L33orDvo&R!qqb+`q}<XB_um|EMBweun0-
zyy?dnxH>P-$zz;WxUlWA;{m(u)CH&K$5rv(SRJ;mRjz99Ril8-65IS()7o5*m*2cn
zWX$^a$o{^lWBlE}-)J=`zAHArRv;Jj*lu_9fv}9^Qu!O{TY07&50>$4*t_cKvh<hL
zyE=Hjgz5@c&)jzGWapnnGo$RDZVRx#DtohD>RZ&Kl8-MY8&6qWes00uHmfI=yWULr
z_+pQ9!Ft*AS7dB=J%6|2cG@Y4Hxqny<<%^n@@<~;iZA+S8$a_rJvld9XG@*8?6oug
zPk62~$@$pkIW`B+AF>WE7JD)8;MTtS$x&{#wMV?g|JHBTc7FGI;`F2cAMHEyf2zd4
zmlk}L|MY$K3%<f}A_nLv3-E~;hUNyQNcT3In4q0J1UZ`~ATd1^bUIc*Vo_>diGra4
z{KymE)RfFbr~C?qXa&$AM3!a-3Z^EI>*e%=@=Fp+QWXq9I)hS+^Gl18Q{lG@x>l69
z2ZQCoXWMXc>bn~#7=tfW3*zPC1n~_OjKSwtg888HU^pS?u0Ss+<kWWq=>T~Jtb$YD
z%}~J@d`CBoZ=_%hzW)%$H&%cgn-1ffD3}<54grDjO%+VQ=M2L5W(ts#!(e=K1rzXj
zL0~@AMFB<m$-${5pp#Pd16<q`^g~iBN)+@xa}(23ouITcl=cLjYy-Vy&pAJ@BsH(3
zSiuB*4oMLD**|D!T{-zG==<dt<tFBUf-^Z$!4OS@DJcBGaS9GleN+w3jvx)3`aaH(
z`0(+9(%}jQdf;pKe0>xQ!BG|Ls8CW=3XX4V))*=nC?Hz{KS>sR=8djXeohL`LzBRV
zjRt`OLEkkmIX@*cFP)^5WD)0YK@ukD#2xf-03FOklmiFL$w`O<gh)DrF<QYK9OniK
zM&{;v7RE*fpu=K~L1|XO+{j4J(9GP@T*1UbAzH!0*jUfNz}&)6Ayxr$Sgfg;o}sCc
zv5A72p@E)-v89Cx=tx+om;n;o7_QX-NiD)gP^v@lEG#Vb49yG-&5+b0Yyhb>hO01z
zy8&TGtb(PnLbQS@)>ELs;e-^kgie7n)dQan3Cb@nsl~~llFP`@P|woP1ajD<TTWtn
zv4WuyNC7Az!H$A6Gcwn+G_o|aRM0gxH`6mQGqEs%odRWOpl4(Xy0;W`<URPjc*rSG
zpj-he6~ID%iMgo?`sn$=vm`MmGZ}I)93-QafX{_9HrF!(9W-SKat9(=gPdHHSx}N+
zgr2}b2ZtdA1A$|UU_~mZxPqOERxu}b;(5?Hwa4C9a>?&@W?gzAPsr(&!&Hkm{l~sB
zm>9+`5nLp|x94wD?~E-T4R!Hv&L8VLwQE%`=$u+dvlk05yIIP#pY&{zzPDAdon^|j
zI@PMv`?e}^ojhw(^(Ol=uhMzOMg0ZVRpy7^Eozgt>v(Ziv*gyD#P6YIjk8bQl7Dlt
zqQf<?;gFui-Yws@z7<sRx_w>iPPYAf=X3E#p63V(Jz_3bW^Y}btGesjoxmrB7OYRM
z7jQMY{oQ@u;`OzY@2>@ZF?2cpQB_aOD`?S|17FU3@hIt;skLa0l2!bQQ?It~%s;zi
z^}|j(^>4gwDs~%ZY}_HH9r<L|%c&aP5js0djy;-b?QxB7$FonTPiJkbJauxXf!8hh
zvjsEfneAA6gRksl)V%oob2A|K-oU~PepEF$K*8Z}WQla+y9v0i0*gZmU}usp<S>QT
zWBTca#tJ5;po$ojqChwAnkbl<g6abp-&DcG43wFmd?N)DGgt!T)K3S=f(k*XteJv|
z87Rp>x#kKcX0Ym;Q$O8R!Nd%7J{Cw8ltf6m`ojo%*Q|j8$Wr}uGX?#0b0jg4I5GxZ
zK#R-=u?>wum)x3w2*{z&u+z|B^#d>ATWNL86%0)j%q+|mbj{2lrhxMyA`2;)n8E6K
zunZ};(i(v?W^idzNo7H*0{GrpV{lf@56#O=&QD1NAGr;=#~3V&^BxIP@YUClTWL*A
zEEG(^XY+$15`xXajTZ>p%+MHA3WIShdI<nZD@ZAgKnY+5O-i8Xg{9^pbEhoW@nFBA
z-n{_MA7F7vZX*;1(CmX62B14SnH71Qzt1@&?r=){ROPZ&yB2)EZ^rp{&7UU|Zt#Q&
zJadp=_rX-LqG-199e?4C7h-R@+6J8bpW$Wt_36?yW4GqZkB+E*SomVra^W*#>%uHf
zB>2tL4w%Lqt|tEWa^m*yp4UJ4Equ3MsU%rXRcd|1kD!B|+E>~a$32~S>x$QI|MYXK
zYZ=dE8XdsiPB#O&8th3!69cdkFb7f?fSE*j-W-&qpbbn!0??h{J&8q;!{z&&Chm}y
zKP=~iWo0+7*!h2(@Y-HG!60L0HGZ?_+2<Yvq!<3<$n+C?T3>XzE#T?ud$HFZ%r?`?
zn#Zs?A)0MQr?+&szWgEn%muFk!Xz11i*LHH-B2Y$Rw?o1EhS!oj}{qM6^^cJ^_=tJ
z&kMT_n<w*r*!$dAWA?~>$wReH8;hr3zQ4Q4H%o{4pF;koh_L8GP5r9JL|)pY$o4C-
zd-G`gGCN^ba3SDxTUpR!2A2}KDK{S+YkKK@s>-Nr5&y}In~m3(F0Na=|7HKaFU&hm
z`*MLp3Fb+7nGFsBaDW*ZA|C+=E=9rO#04a@ltoQNp*<Tp4;TnA|DNx}Es?YLYsvzF
zpc}upSE~00zr1kJvyrQ8$^_?k3g^<+*uKxyd)8OpU7>R7Hox*!gRJHL>rb?;F20@0
zfA5UwK^$%eSqgTeIdXLaF7d&_#5o;WBcM9n7IcZPAqQ)<-$B+1XU=bUepAD1<IZ~N
z4NpzJamX>tbunvBSf*WN#I;YtW%Y`$HI6#m`tCFPQUW`@Cf+_Ety24#*=ot{Caq-t
z70;&KS)i)kd5-h8{P}6@b`HYTva=J#Ewqol%k{I(ShV_e;oA7azl&ZrYV+%bTHpV`
z9Okd3fy2ijw}QO}zQhL}i{RoBEKZ!4p|u{WmtA|k`3@UElD&&j!iHM8@Idi*f44sr
zUa39L&6r>KXxrfrMxs})PWb3-(6-z@A-aygB)hKEZ_kR%#t(;hJ6~O1v7>onFIQQ_
zB)^}0HH|xWH;0{I4n0!*?NWDA(2b+lYqK0{y_YD?SbO1#QNsVLAD_3e7arBXabh*N
zN&x%G&<N7t0CON!Hke7AU!hexs$WCTdUG{^ZrQE%o5(GaGb{eR@*}7B`%AT&-l~1(
za88=Fr_e%t`>|Wit>3)_Z`@mQcf$4AOS_tyEQ6B*u8Nz<{NfV!EfTpTwu`f)fB&)b
zlliI`{AbI#;D|Ml6TmLEumr0BvmuQQFq1fsKpP{d9--5Xf#x8~!EQylY7N{#0t*x8
z1!z+P)eEi@y!jw?jgq(n({uLcGgrM@wD<ou&M7ZX`Ky?*nFlDFuUh6~Hpihq?#|;c
z!57kARA;iDZ@x3**OvxMCaKVke&H{J&5q5Bco(VAzHt>h=dJ!NpCwn{G+en|y0?5!
z)_rlk6GGvhXX4DhT&rNX)Gp1+v0OK1t>TnUQRX9=jS814zVrrOJs0sdUErQ#IAg!C
z?ElZpb3SOD|HQiClie<GlwlT}X0YzQp&8QMrjX_oQjj3d^EWpDw~ip4D-%#d3DmcO
zbcuq&V?e=)dBp)m`QV`fkUWl#krBio>^&k*{RofL%=C;B1rtj%wC0f+Y0V>ZkaCRL
zF?Pb)ycPw4hW9o{Wwy8TW|Uv<Hq0#B-P!(c$u|B5gQ!VdEFT}-E_cYDET>?6<~yVD
zpGz^)*-9U_KM3g-tV%9DaPq99Vu^*s=`NuyfrY0(t#f-RslGFISx0hm_3>3)4f}&j
zyAm4@FD{e4XZTObge{rfq9!it)a{$U^JOl&39MP?nCx$E>-}HJon_wE<i#uV9u=uP
z@Ba~D<23Vg(%;@9DRq5OwoLYvsRE`U+oR83cvZi($aGg+?Ma6e&m{uO7cKjd*}MMc
z?T)$s_x_r*pna;%#LzpzF;9XE^~_6KFTc)os*cX$YqUC*d}i$uwVtE3m+t*cS^AZ^
zv8uraM@j$%6FA0=Kvy`x3uSXq>k=#u$sDA0d(1&C98li_)Xi~KFtLC(RX92I(~V3N
zOe{c^A5`ARQo+OmR5if(jtV9g&@vvZ-bDe_Q-`#~LHa@FfpRoVy_<rG1t>j3`Njqc
zCKe!HLHQu-K%N0{L3x*yt`Mjz1Hzz=42Y&RHpJGK0$FN=%>_o53i|0rj!0cIBNvbe
z$Pgnp1^skm$dD}=eJ?{ZaNi4biJ!TVF=S{Dl;M&4UKX%OCb{or0v?*g+xG%rM-PfJ
z{CzJ_x-tc)9uSKZ47yMWq29<Gl!739Q*$E)Q}A$rfr7E6g@TERv4XLMv4W`?_>^!^
z8bV|fP#7R(69WAeOK7?WnE@-5hfJRh?0B$WQTuG*%ncTY6cvQR0GiiP!$7y+F^?70
zXR~b8HxTM%Zu#u<^{e>XzuUhaSW}_om-Bo^M#Ax{x1FA~sMp<DBqR63I7{t;)Q%t~
zP1Rk!riGP4`;R?5q;NtlLwMt>1GxunUQ{O@X*_YMKzS)g+XAs06%Krc_x9geFeCW8
z<*c@oOBME>wwqnHxh?9Al<IFAg?2msPbc5sd2d+1qGNe8*S^;L-?xtcW8^wz+=;!|
zv;=tq>}Nw$<mNlLU;~R27Z%WR4mB)Xdw26T81T4M`xkP%9AYn<RM{lJ`sV(l77i`@
zpLJ*YSlyPK5na-FBlOOrYVN6p>kBW3*&0llzpJck9qY+GZVsni+@e3Zs^|2n>4zOH
zNEK4PxzKZ^{>?8p#5do(BD?q3?Cg!TCzvnIQAxnzIgqQso-j1904o7=Af+^zNu1|E
zEk}$R*!LW`q0Vx_cKHLQiD%3U=7oS8>a5mNcYPA>VY_|O;({o@bf;Tak3Q4(S#=F7
zw-@hi?=aoE=~3UCbVZib7spr^{X4U2LC}_i6Zgg}6@H_+HPq^nyQtgRN54E5MC8OA
z@SMGd)s|Ir^W)lym(0`yOfGl-TfgsXoAf^AP#poVe_(kJo{ud-ZUuV{wQmBhh`{2+
zc^O(Sp~k0e-$p@ZLk^bWRXf<~+!`hX*nawBQTTr)>mJ#S2k+{pwXvDTTodz=xbrb-
z(#wQ{?Nyf<9=D#}x~}B-vLolZI_B(B_Trp<V@ZH}>!UFJ7dozwc<dMXzAuTp^K2v6
zd8cm;imav+R@|DX`8D)W!{&ATuOg;;{a6{kHdX7}|8o@&mgz74ZIpw<+aULXy@zty
zJEXn^ixcN<P~nLsrfor8GS&xkgZFSp80~NTyrj!&$@lo|M|^XCw47yLd&EVe?R=AO
z+k>Mb`*z6-O$&X$obO~#R?-S<mFpAaSViwyc>31a+DkFo?m753qBZfV;;ehzyizwk
zR-EmftdbpE@^_Qyq4Q7P@W$+`6fW-w)j78R*8}s|FRW8LHN9|n801p0#|)7#dpEIw
z2Ly2*hPE$I<5_otchOM=9+vNOlJp!ze>EJboKy8x?Bw6=l8xb8dM|8wk|%MY(e8Mg
zw}XuRr4W`yKeC_2Jur%#^j*Z?=Iw%8Zc|Hm+m{KHeF*B+^%Ya8%$%ja=HTgW%bBZN
z_Aa#3`;dC3+f6Y{^7r-mlIoK=&%M8&rrjxM@am%7!fkp6j!ze@kB(pNyIO2@iluD&
z+ohU;27RWsyHgw%D|}(yoz$9i!PC%h<<<t{wJowjm$halaOb_;qcw4XzH;^3=AR;U
z-+yn(|GlMtv#a|X96<;2GdSps43PT_;I<c7oVcKaw#86`F7&)3*I@%5mIJ%vH_CH(
zL`4VQn;cZ-@xOj;i>!x!+6O)EBmt(<oILgyjBhJ4H$MzGygjh0F?PcGaKZFsb+gb%
zSxZz@53Et;u&#M@W@hc*jZU9iH*j_Htev>9{*7hf*+b2F6GNuXW`7^^eUi@Er4s&`
zCnoW0M24@`KL0KA{Ws=k`G&7?cpKziu=mii2s}85^ERlVfRRN)`z`sH4LMw^{XXg^
zbRIqS!=}$oQ|)_x^W2ly4hVO!oA4Xla#*=|@kVE@Jf~TnBK(&wur6y<V!kGMlwB=y
zyRUlWm6ADEe#{PjzWVAfd9QWecZ__a-)Sqc`Ce@ET=iaRJ>zHbH4}XQ{g_klsigPG
zre^QL9d$EGmN(CP=b}9yhlfEfg?Jb>i@*bd7!QNy`oK+g)OgnIcU;$^$k7ZMot(iT
zcI5M)$tR=t?EGK0>f9-Pr)a6Cw?r4}8k=0Yx<G$&<I-op1bK2g=H0rp<KkA)FM<I#
zbC&(%Zko>){zWO`MaPa09mjWNWD8x}VNg?4ArSb=GquO_>7D~EeccjUIHD4agtz7<
zryq;yvERP5xq54LgW8S*Em7hVZ?8FLeP_G<NvroOgFlA<oM>NpTD*0mi6qwGfcOIv
z9HuChAv~BM!7-S+%HYN`*v$~P;ct<d8enae#!fh$cUVEd^?S`xoy)E)#{yS*Ok1kK
zf3n*yWV?Jr;v0pl4F-`v-gDpZU8?8sc}MyKK3mi0$6hdexf^{msUc4KY2l`FeL*Xk
zEsCt{OH(5@*PITta8kZ=F8IJk!@a7ZtPb``<y>`bX9I8Y&F857%(d5yIcJ|=?wQ-W
zi|<=3;ymCH+kD8*uS)P;Xb*=;@@==H`}jVa8P#{4zp40Pj`->PC7~9UiWj+!6;?{D
zUbrhRyUFeE>#5uqzkX7y33<0@(#F`x$*XoeshFR%@5=Xfo8-{X@nyAb@{2m;#h<DM
zK9`uTBR=nEm)@f<leesGcdh(xx9ha_*=>^)b3be>O^;o4=_lg@*`_@>(gY~Lz~O6T
zhBUfoY5;E)Lc-k%zKX(!;C;NN2B20K1*<4b5zBWFgDa?GC=ffq4kzTmL9&X%)Bsd5
zgZqK-?xM4&3#cm!@+5eYAH+bKoCB{}idI0qkJs1)w2H#e0CW*As8_6D2)mxw*u)%k
zMXw2HeS!t(+FfJN(h4&RQw7j9y`~n13Z~#mMsx5)unG9iDpTmKy&y4jOA7@vLr{V+
zP%t$%P%s5&J~OaUkVP3dZ}0`()C;<~*T~caJZT7G6TZdQK*8J$bg!O?f+^&7VKdOx
zdZy+ex1&udLP8HIzF})CNWWSSb3Mi2xZf9&>XE!isH_7u05R&}*r3x{hYbYw{MIh<
z;XgQOKBt89BY_VK`Colw&dHoBl@)p7+`;<zOmqGf2ihdhzRB3iwfa}c>%_!|?Q>I@
zxnHxd)j4zds#k(+44Z66$4W;%^OkzcZE75IcSb&EJr?ynI6$PQb$(uX+?!Ko?53q3
zgj(K*HOhWz&E2>9*u!U8XY_j(h#za-l)_aN{&K5n{#y<mm)qOI^6De5t^I5x8o!!R
zOi`>v%2IQNulB)hznB~k-qngMEL+Xvu)6-Y<j!4j|F(!-Wnccx=9G8;5x&4VN?m;&
zlVlePFJxX+(XVmVM#$##Om{tl&tbLo=d0v&-Gu!$CMT=bxv5x86m3my(NOK|R7v#-
z6$(1Gq^H=5UsKr2<HS5prT%ixNmoK=33>KD7o1q4ndzER_qyxXhv~1{|Ie7QC+c-u
zt3J!}C(n&DDr}UDCEtI#FF#@G>L?r~CMej!v1DwFQevXDq7WsfGZFXyni_!GBovjI
zpjsSUydak%pf(GvYY4Fe>~!=p6Vr)<rPMS8jbwqnMN+A0X{3Pj{$EqDnMmOPElVs$
z=Ka5>2B4IK6dVM~9dHeSS?)|c4Z6&;4Ro33JUza+RmbH77FKBNc+q;xu0d@v?-hxp
zm>=JKjjlN{bJooKnXXp9XxC0tuc(fDXU;@#G4N33(fgcb;ncr4M90(7Bd?rGeZJLM
zCH1`RM;~2Tk(idsDX@3<i=?w`%iRsXR~%myu6)76^w7)Ad9vGAU%PLyaFf91RZNY|
ztH0cNIX%y*qv_2Z4)N(_*4Ag^j~!noc<BJA@8R^u?spcm{CZEEy0Mn)l=^n9Hm^V3
z;!9q!|GO$Vf3BFGb>HSSTqUZzSc<04)8o9z94M!;pFiY?i)El!h;Zy-mg@CiwtqIv
zkZa#!vv8OBrAs!JrrMkKvUL8b-t)davc~k-PZ2wHi6?6(a`peey!o5f{(1&^g^8Tl
zOA&A&g2UVhc_t5358_z83T}5nW}-lIQlQ~$)GNeI4JmDQ8G?q6z<CX45dyXY>~8cT
z1kHVeru?8zt1A}X%mUv5Y;2|wtzc$op=YXKYH13-A{bOonHm}BnJSo>n}8LWn1e40
z23^(*k~B~-H8W8#2VcT&Vgc4_0+NHRcm=l)K?)&j<xD_VeS+IzMqp(i8OU|S<`y7r
z2G9$MLA0rYv8kbgv4y3Au?gssVpAiKuR%Jn-cxL92$DvMMQ8yy?CvQBwQf<e6QQCF
zRJUUmZIkY2H5-T=d;eKv=Nr8)sq9$CmPZ16Zpc6T#$aZ-tx?k1N5AIx(c(4DtV)0O
zJ+c1z$TP%LzxU!iclo?2x)t}b7t8oOzU%owd`H${p@UPW)v5kDwQ#cz*R!&DHaxvA
z-NQuYxX({4{gn4?_hu>m4@VZ2FF%l3{B-yGRlIlZt^M1`*z?>_+k4#t{;6@+zpwEg
zP~P%ZTJ+l1`QHzI-u^gy+X2=hr_3iS5;o0cxjs{SgA(83C$6$?Cl9Qse{H!_Z||N`
zzVhXX<uctnTvl~zsW_G>SjkN2<Gg4b*fxc8(X16tr~GFm*k)T-a%-(vaN>o?Ds4ZN
zd7d_lW(1v>!XugL+pqFWWtqt9KOH@lMMAIJ`CWJUZ4+Bu{p94Vsh4!^^D;kN6Rj-Q
zGhvBmEK7RXXtu#t#QN6Jt!LsjQ<k2^QTBmC8Jzlzk=Htz8lttJ2t^jS#RTaV!bZU>
z=De--Ucbb$@2*|F>l)rOvU}wZ9B?Q<|7A_C_yhR~pAC9WFfRN1pYgLykdWwixA3r=
z4e1Zpxu(xq?a$w}$fIkKUC_Kg_mxl7*MELkcTGs{etpgF@A*HxITdY!Rz3VUz5d^~
z`~NS4ZakGoy76@V{~s6X|2&P~|M#tZ+wuMX^sfnD=IEanadv;rZ~agA_d~8cRsOD3
z-z5*e^0e*>(v_$3kSkAXk3g<GwXZtQYWtHT5p?BgJM_v^`+uL_=Kt?GSNlYhnfK?%
z)B8_YcnJO7A75AV+xp<)`no@#?Drr2Ffn*WXw=00e=a-!3u60!$*%2-`nGNV1Kv*l
zA;>b%a-P4||4a5+(wTjKgiBwFKTTFy=p*}^U-2{l&&5-wc*_1(*qfac<!h9``RJe5
zreDqFr`Z3y7Pu!{Dbx3H^0a$i{rlsBe}0~QZr}2syYKB=er31WJ;5da_I@=xXO!Nx
z-|pR~v^!h(K5pJ#Ut!%<9zVst_U_7{d!`?!3EsQ%1$^P@{}0`u3r~M}AYFL+?*zUJ
zPy68)p8hzI3%l@C9{IvkdAt{%+IxX7JWZERIq978^U|BhNrB9)>)QqNLw*Im{anp)
zKL7vY*=A}znyjg-o&?KAyt#CD=Y|=(IIbwXIlU~M=hpM)Q<sD)xkI9gDi{=ZHrm+g
z6;D@6ynaLA6Fc+L@Rer_WmY(MIJ;e_y{VIXenG17wHZDZ2b6;Kx1O>yvR=+8%E7ZP
zn@OI_?PjFWu2x+&Nk-cn23zt(b9R_svEH&#XzR7SVm^cE>r};8IA`ol<Y2FRcT)1@
zDy0(&%dXun65gPxVInIiJNxQY?V7b4bn+XuPikl<lubx068O37Ez|yDq#IA)?0Hvy
zWRgzxG23}J|DQ{Ao%{cn<oZo7V~#RzGdK}xbZpjj8<_yM7iviljsBZCp6A{#&dE8W
zXL01#=yd5L5h>U6m5*rr;*BuAvFJv@M8~5pZQpJvxO;Eibl~)XOU)NFJ#Pz%os24K
zz7!?{y85eLi`T$KxBJ+nzPrsYriNwRkUa3Ysntz)&HJ^gjKMb-e0|lR;PWTu+t0JT
z*Fzt6R7m~q+O%Rj*H_kOPXfHWV(qsiC4P93n4ABkA=EL(?8`0B2XStFtr<Fsy-69{
zHN$R7<Z5vHS6AA{f0%T@)@t!$R^dICp}(KMyT=$<I<a*BlJAFleUv6Li`gv?5!>9W
zR<!lhuA>S&^UBRxQbf--N35*XW#LcnOSz{!acO6xi+x`sZ$hF~7w=lhnKLH#+I3!2
zdcEYw`Pc4;pZpHv+wyC1s9uSTr9;ROkLC-UpU%(O(sU*2+!U8hZQkk;zjLOz9O7_V
zmUH!#-F5Dh*ONpgPi$IxUCQy5L6po!Tbb#MBBxyDuIrhL?aI?%9?&aK?=~A>QP9xN
zK9Mrpt1?V4$YS1}48@9`y$)v!k1*WIo_TFSAoHC**YMxId=G3pZKv4U?ntT<3H<sa
z>87fvd~DW~h2g8TB=0WU^|)ZoW4SFJ|1&nu{1vF_(%rRGEb_Z!s7a?^cIl5xH@x(s
zj(60qd2zorcX|n%P1o0T*Vk!>T*%lfFvTTQ#7A<n`_?|gN!vDkRR4H$wdu}m&w$;(
zoGjmcY2u4MG=uShFN@&H<1?khtO|@+-Ufa*Td-5Qxn;-qPgm``1ZLLWJ<M`;Q%$K@
z_gjv@8Rfa~J5Qf(+*uIz=GbGW_3z|kLf8+Pi8{X&I<R<~cTR}N#ChMJNQk(|&)B?i
zdhAcPWtMKCIv2jiTsX(L^>^gAAJaE2GHaT7Vfh?!({B#0=3J^R#&uuhlNLGiC-}4S
z+&z$&mE58$ymdWy2-AsGj{JOoLUwhi1&f}ubXvk8VI{t#Ay7g(i7{by#`kv-%<%z!
zp*lyG#BzjgF%Akivua-0(y8;ikEI4Htu}Tn`Ia?HwyNK4(e)O`kcq6C_oIxbF>*c>
z%~{dy*)8_Y;AHdktjY%+du^nH9b`15?A%sVuM^8Uq+B52$aXPR;ONUJrQoI$3$$$4
z#pw$hJn7iz_+(~D-@+4*y4N_0v6g%FoqIUlf>rMbuNGJG*_}SulwOs;JIigmAasZB
z{;oq4cA5p%2Rb%%i*6`b=sA^(RkTqgG(>&oIh#d`jQ*_pD-aw}rm}kXR-x+fgK=*2
zqoNKhvlYx*6yBB=nE6d2IHpviZ!h@L)AFYYe+60<LhtUCx7yKiP;<eS7RD(#?dC>F
zo4s=Dx4nF;UH;(J30w1|BD1Ns=fz`k{5K0|`Q)3pUXA718`;rkbwY_fv`?#8!hX&r
z-;_B<Q`X;Hyjni0{h|3^nVPm6njeC1wY(_sl1W;)&+n*>tNVVvQr_5%Uo+P@C30LV
z)+%4H{C?Zq#=m<C(w}$)vo3l)<L&y@eU})bxsG;r2t@4;*|zxA!jlXA7X@)HdDEzT
zZ8wjnnUdm3AGHZG5ub0KlChb7|G^b4l><&~U$<KqY*@XW-EIFSjhiy7);r#an|>_o
zHS3kS!e_QJ5!-CHTx*EBp0N>r>*<-6<=|US)sSvI_5KXG^|Wo?MW%i0Jy;cjI6=3b
zUhq_CNLlQ=%yw>_%$HZ+8cXMS*Ed@FM)dEt)QaW%QhR$t_``tLHHvLziT9>lp2s_L
zeoL>u+E#%n`rQG2)t8!j4MTNgCC;dM%L)0G*<6dsn=nsXxutn`q~3}xen;D8>b+^u
z;Lo%O*d4t@s4PKdv-dNP5S_R0Ryz3{x>vINr^b?$T>%q}-p`YjQL@(mJom$l7I%S*
zY{BdqqOy~I-^?ggTOHZ6^3>a;t}8Ehfv-J{Lb~>Jkx6LMqIWaao!om(&2t*B41ez9
zMfNW@a8H@`ve0Nv#Lr#3``4LW@4fY-XScb`g6pdr&&aMnc;|7Pw#)Kq^Ii68SI$V$
zb}iL^SS5KdY~o?DO0`}5e?o4WScLoi6fo%V37FM!x#fUk{<iNGFS7R?X1CB<x$n;5
zRS|EDCh47+<7?CyHt|5o5n-G16uy-^W@wou-~F05q3_hulhVBcS=Sy~%+Ax;lEu5`
z;(>X$#8MlNNnLP~Ww$=w(zckXta}!-)3j}_EzH{=3!941^QjOGJDpwIX<3qZ{m}gt
ze%9BPhrHU?t{1e^-Bjby#pLZ3@h<|z<yUUc{-X4ld!_RI@Cw#VA1h}?ONGw(e$gWH
zq5sj~cN=H5>RQdYu;7sEg|?fIbW0B}C@~FYPn8Us7gBMgX#L4Ie^~l$4oDSNExNT}
z&8xf>Qjeyaz4&n0)4%`lL(3@#wf;D#Ib68g9U7`!8;~-Aby3ofg|m$gYwnJ`f4%D3
z;g?O<Hhl2*RF~5%TCn7~&*LQ==g$W&()}qW#gp!682T{i*wS}QpVMv%_<4%Qq(sbb
z+b)?ng<I;uia0r;hYbre#JCTtEuGaDnX+ebX{qU{B`u1*;#EtxtU2Sk$VT;s&-bD}
zxAxPkwzvNHV$tU`sVJi{_r{f9Q)dPScw9-f2H$)7XT^q9>lZC@O7vg+T6fmnlC=67
zlXte}>m45Ibf?M1{j({^d3)>X({I+V5A5bWzv^S2vt#nxtll^89jk-Cg&DIK<sI(b
z_o4SdZpl;i55Db5UDHx7-<|hx!p@j?Tlf4_>rR+xdorKPzGK;}vp-^HI~^1JZ6bDC
zY~_L}PCt(-mHxPz`Ct+E^rwsRLYi1~4bGf7d-v#+9GBvl(hZl(&L~TN2;i(XwEnQ-
zw*K3|S<s75<#atSGHidf&HZYr2KeIBx8RFUW0mx)O+GA{uzXh<_~O%_b=z&9KFoz&
zd@A?!!nCJLQqB}0Uwpa+eDUeAD~<WdUk+_QsZk^FWx@H`(<S@jG-cv@F5da}bGrUr
zI|azar^as3i%$#whuDHHKD{AcY?W+Relg_CqNp#gUm5BCHa3j-S_8ZI^w^5Se>=e!
zpY8--d|JBd_Lc}<h1;c9o+UhNoayt|cE-DBzA3vVs9x<~6E<0=PE6s$+<Qw!SXQyw
z+8+75X(?CShXs>;=1MJ6=(2dI851+F@5<IEY!^fR#C-FN@R<{}wdC0nb`zZv-vcSi
zFDxQN4W5al)=%U+b8YoCEjKUTMcN`E>$zMSTzeNY9?W_jalFM!x<C8ui|cIh&l~vc
z+>0;Oy_&nks=Y!c<ap%QQa%r_a)bM&d?zGdI$6|D>WF;2>qB}U`<LSlynKf{M9cYX
z7Z#l@-BBky@!H3oCI_UHXPlFr7`H%nqMXj*smrs3c=m3;Vfkh6hSC?>ySGUAN3iU(
zUS$5YWd4t7|8_o@T;MNSXMd<My1BvBMCRIrV70H_j0XdkYA)wd?7J%MdP0l&<QmtU
zT2?#l9XwMa+1}bVak^bv*q(Ul#ZfIjyUXeci5h3;JvCm|?Vs~Qe6ozy&iDMTvBrE~
zVjd;9c&R*Qoqbl{&|Zms_cAm6pMJUfcC(f4_#zeVJ>Q#I#`nM@>EZ`R|4Q4<DNF3W
z?C0Hgd0&+E3X?UljYi?N@S9Ip)y{5%+<YoOx&HYq9t+Q)WY%kvB9pv+f9$A<WxgSM
zt5Y@Va)<HUCA*(!YDddHiVf+MTlSwLDmDMo-_~@iRZ-S|uJJbJFRwkKSdp%)>Rh02
zy1F#iQ1QnL*VC&kx_pcGX+(-HUsrl<<5e9AJ%`6B3udi~G~v)X7qisI#MImDa8{`J
z9IjcOfmVDB45#{}reBYr@-$_Imh^Pr!VlhoA3oeWeQ~FONm7^fKe=1ignQU7zl>Cv
zR%3cTeD<|{dF)oU2hVoD;8YASt=RWK+1dS4W#+D#6=zo}*=)Eyal_@!Ek}*cT$_Gr
z(~9dqFCW+W$X)XFaLWEi=09a>+BD39@2>mZb)Z{tP9K*d<NwbkTV_{X+h2MmYhu#h
zRW};vl}XnvoO_&onn^|2g^x3(Htn$P+5gSSdZJ*r+`cUy%Oclh@jqFS_P}*h@7qMq
zOQvTovfVGca(Y>0vxcYjjw39xZ<g=S<UP5)<bUu^X4$iRJneENha#taF^O4o^<t>2
z>ubYz9tJ)7c5$pr7u^tldU~Ii`n-(b1}C@W#~#0Jw%6bDCgDhH|DnIpXLKrLTMjrl
z%T73AQ8C#yK<T0imt4&3*4brOiW43b1a5q%_S<@q4Oh&yUcHNlCLd;!(=52b&voh0
zVh8J1-5V46=T$gB?>>F7%w#(F?o)xX-<K?J2Bt)O*|1|_3xCy)Q*vf^)Erz7H+C>j
zd{v}pZNq)N!Ey4}cMn*1f4}gq^-P7U=%vX<DyLt0UrCnbdd#}~<-%#Hss55G-qR<n
zuFBP5S$<8??MKYL1(Uqyhqb>5`l%}7e!)a%7JH!e#6Gr$;#YFr4(>dzt0OF&nl3%+
z=hnZNqAWG%QsmPFmzU?tct0+1+b82QN$=0g!WKQBu-b!4R~NZ5a6~LUx;fV2;|W)D
z(dhlV)Si{JA7MRc<C|RZ)j0CP$E)kUEQsDO7iaV$^FxMY>_lC2wxYErCdKD@z8|s-
zzE-7Ob2c*hz^4lZFPl74Ejl0E;*HIjcWzVbJne>0CtIq&^>FwlsO}46@GbUXza2Ht
zS-C>|jo3ezANSJ>4z0{!wsT?<zM8Y;S}V8lDye54Pj5bP+WEbuO1SJL|EkqeslKl#
zTAu%qzIf}MZL@i-qCYR$X{vHzBkzL_X}#OkZPC_q!+y3Myw_12{<`QeL-f+U76P8j
zox;o>o?HOB{B(7^r-}EGpzfnLFUao_e*n7tG;{sEUGU3Kueq74H-audoea7B^g`3&
zqKX`eb(#gwHgG&<?cN8w{PapA=<?H2=;fzbQ{}@Em!F=Sa{9QCQxf>{)7}JceqQ+H
zr!#^<m!G;3xct<b`9^PPOytZZiA!d!>fOTaa>Uo*XZZuu?keTS2R5<yE_j`2K8-1f
ze|m9#;RUwPwA%_XH=Xsvvk&gwe)KQT)*we0_8mr5>z@BE40Bm<^@!`znjMbD=UTmW
zZU_rcs+0(oV&d5;Dfh?I=Bm;9M;ov3Z_@fZQ&^}g+VF<frY@G%nTIyEsPX6h4i9tW
zk14ym_jaJ0!V41<Tc>0DEH;>PMzwvYjAM^g`=hl^zr@<{HRrwzv2%ZqRFz*@q_OSy
z;?&T$b2qGr*j>AiZ;!%~tZB*fKZY!Q;O1cD?X#+{pjmu{zTn}gZ!?cEGmH10ius!~
zKTuR`i^8nj-e|S$l3LY1UqdcgHSBjuwfvIP*~-0V{$DZY$E;H~-{%r_36}7SSIbow
zY5ppCXi}@vbfb5U`|syTxL;Cym;3O+qU)C>8}@EIdBW=A7eT|13A=AxNO$Jzo)`4W
zrfbpft(E&k4z^!ib@1}#by~3*58JHPo@>2-Tl_=bx~|%uAc2aAuo-u)+!iutUoG6W
zJ~AZA|M}X#A9K~L|L?2WVO*zY{nD2^@$PSjwc^vRUn>o`V|Fs^VUrY7ZNS$ff_sv7
z1@`jsO0-?M2fqJQZT~5eV@UU(zW=l@;B!U)nb|T2t-<%7zK7p`YCe7W3()<iK7BnO
zc)ymNR%6#WYmsG|ZvJRd<nj_fu?<xQCoP*ey`OE|b9bdg*}6S5w%-o;`CV;G^C@?k
zi)|eVQ38U_J2=)JDF5L2+Dek^td@*@!jXAhGTS(675ratn>w9eHK**ONJY?TOQ-F9
zH?qD?IniRO_0@jgRvo4C6~YOJ{SRzf8(0xKZ&6q0$BZX6bIdtrxSen|%bdcq>iWrb
z;@4#lv)*5Hda?H|leW8a7Vo&cSarv&3tU={KK7a%QJuO$R^!v|BkNSl_VQUfy<V{A
z$ZXv;>l{T|pJrJZG#ywy_l0i6frzV3PHUo;>VIaM%%vjqcYzd3{FbO2w~jXbD2$sF
z==>t{MK9Yz^T(VQ)*JX9c7HLk>fId;zCT|!2xu%d?lS$VU%-Djxi@gR*4l?LOSaZG
ze%QX^N%4o7<zZSmcO@4n*-WaK&@in?TS9+_XIWOD>CM$!EZ5J@UZ~zua?5pp$S&41
zGCx>4OK!$4xc#HMP4+lbSxWUgm9h$jwt1inQ1e_uW_Ot?$z&vJzj8TVl~Dhn`rzx3
zX}+bK_fIQ+^X1j2C5a3^-33!^SqipReUSND=c#k&SSjzRNzTH%ZmGZ9wsPgBhsRc%
ztQNmx+Rk3+2EG8*>7Bv$!;OM1i`IcIK>dn*0ct4t0#xaW1e6O<zxw#xErwozDgnI!
z^&RR3sHGN=3s4^;Ux1o~d;zNQc76X|XTi^YkM}+NRv1+Vx&T#ZbL6gzcfc2*nqavA
z^`2H;{7Xv~H-6{^sGIuJ-u`x*?~q)j$-TW$K{eJ|&U&#;#&XBS-oF-X(tTUVws?*~
z*Sc``oxMMA+P-)=J@j$w+im-wnXh@u^PfqXe_7qX$I*TrTTC6-PyJMvBil25^4!#@
zh!Zok#bm;>rwMOXxU%y5nSf^sn-!FJ%o5yt{KenOE)TvE<&+j6+E@66>F4)+%SU}e
zcmH<?DQjIjrg6r;!S|>^m3<`N^7^#xSHD~oeC1!y&!oVz_Jac7lrzjT*-t#(an-0%
zlvnZD%9rX<4GxRg)jN(fE?Vfm^kNHl_f`3lQz986GZJj>OUelshkusp;3~VY?%SH0
z+ANnQhQGhI>@~coxZG_;NqgVUl&>o<Ca%kEe;2n)>U_pNiSOU@Ig9e`iVoCB?f!7d
z>V(XR;63%eg=Z~%cjxNO+P`Vd7uDygJ2Tx*9w}+D$mVXA3$9wsq8nYrt|y+*7;@-o
zXY9J|S=}xrNeepvt?c<1^4hO9#bv#Z=<mf^(<BzT++P3M?SS{{)BFKfvkw)_Yq5XC
z!sfc@*L}N-&249L4&PAN5VY`829JMB<EFsCSIJR6F4NC`h*<nQ`n8S5^6v*<y_loQ
zpHZ3-kzSVkDKkxt{l`YXlS@K;cJE^T5yoHjt9+I9V+-E=H`Z=8*G;QgVs475JAZs$
z&Bbrvu)%r51<9HJCAviw;<ZAg6f)D|&L6PcsdM>UQqoT|Ijb(-X%CEq49;b2(tOOP
zr0l`=F28*5{e=d-r3W_uz7+86#j@?2j^-_iTd?BdvhaH!t|&P5o8Gy>`OCIP?bV-N
z-J1t8=3m}<q3Hf&cI8+>0k^9!45jWmm2q3$bA7lZ^Yxw5SFv^MZuergG0IrHh*ZiC
zla=V2v})UO-7{@jZ+3^XKUz?*_h_?1NzB($SzAvblWqs;%RSNyrcP^jt<ibJ?(1Z*
z=-qztu<qYg3n$OYPQ9JA^N||kuf-1@@P_hldfijGQci9DgQ!cqlQrL}z1`K!#3Oqk
z@a&7w@DCT1Z)p}?_4|;jxgx&Xv*}BG^;Mak?9RkLN2iO#at1F_J9g#f-5Ikami1Xk
zaMdlpP<zi{sb=4?vf%7mtsk4Fwcq>GEp;sUx!&YS-`ShLNA+0$3oqn-wVGAzjMeue
zodpMS7l+M0x-0#cdgq}vA^bV3JbV1P#m^W&&odV&I3InO_u$s6n}m2`e2h&#Uy`gX
zUgoN2<Kw?<`SIs=+h+;iYS{F9iKDB|@x+{*8E;<MyuZ-V7+bVLKk<i@d71B|X8-j0
zT;1=s{OORK{!QIRP?5iT_q&A$%4D<F>gz9hnY{V(Ej#uLcb2k>F5dd?#M>K%K^*g!
z>gar~dd{Wa*sxM8&ik1Q%bos&t(sqiUd?Mi!PW9j_qZvqu%tG_wp!halRnMKo2=Q7
zO<{jFmHFKV;gcVa?JHa$k+SXR79Ah0*4T_dY3`$2qHeLqSt#ti8}s?l!7U6z{LjOl
z?c#cqP?jat{q0!k@jXf0CfDpAL}{w~)ZE(0zbL2rexrJr>lN*WuUTgrXWj{26W6T2
zPO&dK`IuR#O7?Xx0io?_u^}0}Uv0}?CkbY)Jb9@uwKr|f)sXnBw`Fw{JY=q2WlsIF
z<4YND=jNx+6RgU8uBz$ir1BkT5fNX(bp7$>om|<SN@@>g&6Bzw{<UY)yT6hTmM%?W
zoDtI(AiZ(cHfEzKJo?`ppckO>dN>3kU4UxM*2{N7rR+;a3G4#Y#(ml=RzWU6Ef1|K
z*(q{S_lSb-^(T_&ib9L-yyj_Rd2KoOM5WM%d*8)v%Kl7Y-y7p6zGn{P0@R8%orib+
z(fr_R(dM>DJ7U^I&;_U;;TNE07@u}^kCV{Y^)h4u=mJz3p5;5|f-gYb4ZQ%>s<HWe
zE)(bi)We$}CEu!hrnimXMJ?3ZZM%{GpAQAM{&~rT@R-h@(aQF_K7{#Ba*%e~x|`2;
zXB_HPvNnyqzRf+za<N-=w|An~D)9_HDVe$l201I<-8D7gkT~*OLhi}-&7yLD<bH4-
zPIkS&OKa1t1g@evFWHVq-2TFPeobNm!{nPRlhf+e)T&=^U@<+q<KkED>5oHq^wn0p
zb$a1&CGgtZe$lY@$@7*?^kRSKb1ga7(4SYPo_!1Bh3SP4G6f~P>Xl6<T}haHj&IKC
z+_%e*Y`XH`$5k2KJ2HtvkCR!dZm7;~-S~OY_eW3eO>NmVajU&#qg^w5yqU+7#*=Rr
z^UV!$tD3dXZd-!wX^X>&=g+NJ&0BauvUn>04;9r#8jog8ciSQvc*QCxrYwaoHA*T`
z;AmH?(%gFtXPYPbYz>Rsm*yDQsH5)d)FP_=WY(P9xl1P-_=J_jbV=p7{d}3oD9{|z
za!ii@h~|y^>xwol**w$gj*DBFgwQ1h?Nj^OjO2YUy*zG}Kdak~Tkl9j%-qAZ&kt-l
z(b!nw*Z6tQAxm~Y*DB{{i(V>evb^J%{%lfoqe#JLGg-IWg(7cOHtRYhq^u2pv+dfo
zt#J>H)-qM5KTE!AdUPj;zJ0W3oR9CbVi&1vqRxu1DxEGicAwE!Kg+XeA@>dUTU;LT
ze^<TgSfl^A)u2DOwL$cbtfBr+*K&oXVvl@|Fnfbz=5jakP2^&$nPz1LUzh&I`%PoM
zLdmznC2zh<2_@&6C`{MO2w!>loLlh)?Ry6gs^4)uAhr9gT}LECdXH$wx`TXu?O|)0
z9oCwD_q{K(>5z=x2Nz3=8|;=PS5ME@oLQwWwU)zNNAGI(MSYpQ`P;iVdpgACsq%N9
zYmS^_!?wg#?$O~X*89JSZ83<kxT5^v`N0LguNark*jQ?CfoG@ZMQ6iC<CqR<$JjIW
z3m2yEmf?GHI&`|?Zr7Sj3BIz;MN<zaU3InEA=NNrIWNZ~16h~XQUV-&S8pA2h_hd0
zsSv>RQNU+0i%wU|m3y6^A|jU0D05}zO-=E55Zftc_%0=tQP}a+`of1|?W+&G*lw%5
zalL46xAZ)@wb4AhOV%6d+?)x${#0Yn>Lo|D(XT&M*il&+a{27-#P~wxVt!}lYs&EJ
zPZLGHuA6s9<n|#6$n~f5etiy6KFQYfV;g7SEahyG;Ha|Vq(zsvrP*C|(-*p6<E8VW
z&qMo|_CpiJ!x{Psl3!aswJ=^u+kQN=dV0%xo!8fQyKQiJu`jnJq+{a5x7n|k{;}lf
z-r6qRdv8ONW#zHCE2ATB&vuelm2?c*ws_Z})}8Z={g1c)`=F7Qlri^V^Fhlzxu&cx
z{m%zhui1Oc=7QUtJ(n-!%DD(@9}x%<$d#M)Y{kqIk}R$*p99zyMJLWXy7Bo!WpSR3
zKa9k}^UgE9?*2N9b&JlaSMykZN9>Y#KCk7=g@s3qIRzMGN`9GeHqJV+L(Q?%Vx4Ef
zjMo*3HJf!OWImD#^WPhopeufK1Iyp{%3I85?Vih!^iyt2*OsvDEIg-O-gKn6>`83i
z)w=zQ&Gb)7dlt5<i)ySs*8FyxB7;~Jw@AC&>i+uAOs$-I>^Vi2gma0n`g*o*@r&{m
z?Qy@SFP@fUzLsb8hgQv{5AJ-pG$o~K;;x9TA1Cc>Dp9?#?!<(3g*Wc*d);U8B|$ca
zRoOQsa8-6i?Nzhmy|rfpChXwkTX`h*=9B;Y{iYGEk0(}0&Yk#R>x=UWPB-fomEC-M
zbeF*cPX_Z^-UI%(f6tydh5e=4Cy@gUuWvQ+Zwn8w7GIGIx&CxE`1(_yOON(Ht(z~o
zPSABb;`&od=3U=%FF#=I_PGD*g72AKOinUMe3#zG`!xIUJyxC46`RVip(@dVYtoS$
zEeGpM61^TU|70y+xY2gYuQ$_9ziNrkSu~@YDL5=<jjq{(6T5}iuV2`#7QX-YUhzAQ
zYj>ZQHd<!M`{UyJbuw>$i%(IumCS45W%HUDwbZ^tDduy6OWO6Kh2ML7(;^JcDRk|*
zF~e6*ZIOHM=1(hQj<gu(ykmGFzv&fQ{IZ$@xjk7ALJK=QSm)aR?#<}&;?fNGA=kI<
z&V#v(nWl4Rn9W@^>9#?L=|`Kht&_|;7oMuHJ<c1hqH$)zp0?F3iI<``&6?!jGbN|;
zb640j+eN)f0zVS`k2-yg=eqPlyi}LL`|(!&rble0jpjEw?Csoi4i>>~Kb;W~zs^W9
zI;D1p;Z&Jp-Nvrx*=0}7tgKq%_-@V01HYL(RsUc3WhS4)^L1_9?@1od%|vE@5SC8;
zbR|qj!eixysF*cYVtYM84ZbW(kk2%%v)lZ0mrTh_ht=k*-*C*k5u*LQn?J&*OZVbq
zLt$HXr@E}-5Y?2Z#hZSx-CcCR*<0knjO1CfHdRlq*kh6x$S~RZ?uu)YtZ()2w_n=w
zM6UPnwG6Qm&Y*s$3mY44_I56g-D$Yie|IhCW!nS4e;b~<dhB0q%S*S<7hLW|%|Cb0
zddlzED*-Lsu8ZE9u1#jOS@+N6*^Za`j}K~sE<e3f2)g{#2KVKs*VLT_D|EfXBBI$e
zlHr%19!@pbt5Y{C*^T!O=l@l0Y(Yyd`%ZduFMMHY&+22}gzty&U)XkCi|wjDdkOE%
zm~%|dg%ZhmeJf9{y72PKYwlx5X1#vh>y|bBP0D3)+fUzwI!d1ie7@6DG}UQQFdyG`
z)i}eS$9s<7-xRnk+IfkvE+>PP>4B<TzKw22D{N+1xf-pLjJYp1XD?IchFc$vqrU1|
zY?^vSq_?pC#>>?QlqH<?c@n<twK}p#JTYb|o1D_28*iiDyKTBR{px$3)l&D@-&-tb
zSZq@+A^k#I?b@H<J&q>~ZlB9LlsaKqobsDvUIHK3FFz|#Rftm+{NJK$W61yY)t_TZ
zYDu+w1Mkht(7Cyjv(T`o)i8d+;eGWxXIwcNyz{GCi_*$;$FlQ#82`AeQf*<ne0XC$
z-`R$(3{O^s1|McvQsS|t{^N;GwYjI#K0aKq$MQ%Fvu4~<fp<p!uHS;CjjF@Nm3Mvm
z(oiP)+#z=5T4&A^d`Nen?&w+}pxp8TdiSX|=<ZV~@ZG0H(7R91m`^hL^W}g9;_lNo
zR>hS)6X18Bb{l<adZrgBfO_|-z}vSw8zUQS1ohd1=1J|6S<SlWg5RQYC71SDt=FEl
zGR@wo9cHrUW+LyyZ)uBiR~R2V<;bzhhd=zU1JA3&U!5A?Bkn$BREFMtnyQ??#>IAz
zgGBJ9xBgP$3a;!cTyLL_Xqa_;Z3O7<)9Y1Vlz-^xFL-zM`GOgjOO@{}E}r==<Dgp5
z(Q~hkxb1tr<?A~G)#CZNx@#6*3tTj7T}$p?*6i%lp}_@<OP_>3cYD2S&bwQh+Ft43
z)0OY<pCM&>t=&%k(AnK0pB6Mv@Sf&yVxGNA*||4AnbYpR=}Vm__vp5L_jJVrx79^H
zPEgt|D#~bZlWUsj`kpNu<{e3w-}ODp*^y@KrgW~S^O@bOX+0lgZNG3Xxw1RaZC}uv
zLw{RueeGYqaBD!Czoebsk_~egE}6H}NPEsVk51cX9(%0T){0lUZCN>0oauk-Zmykt
zTQ~HI9C-CfD`%7BFQ+q0Zd$dKZaSOv@|}&<q26_#s$yOh2On{L`Ty^&Q}(HK=US&d
zjSt@EvFq2bLkFbfE*qw*yeL@Fr+Kt$;eiQ1RpLQ6n=UDpdUfqX>n*9Ww>zfps4iKX
zyfnQo@}$@K-_=Xqcit+T@%6>;=c3DwX?>ENc)PsqM9bu0l`pq%Ouo@`IFZw{XVyB-
z&+~Pb)V?W5Xz#u9MW-w|)_IMgYuN7#tJ%9Y@Js)!`?YK1bMe3X-IiL;%?**(u8HDb
zFEeXTSUc~zLvNpdy1HfO!sSwb<f8oM$3Fd+xpvlMg_#xcrAu~{<*Y4QX;QV}ZPdLR
z<$er@VRxS@JIa<$m3h=^GUuyKP~Muawny7yg-`WJ3221vesO7)hVn(HZL7Sl-C3?V
ze^poBlZlc$EEfyZcTI@+t?u<MPO@!^(?PGyr#rud`mRg%Ka^;kvcqD=#z@WU+gbJF
zZq?*2nelU3f273Pm&Q(gYhUbqBfMexteokS_Pt<R?J8fz{FpJ+``88-<K<bFDcZ^n
zv8?=oYy2K;c4OUiU~xzJ?)LE0t~VcwRBV+IvtHVy-CA<|iqFg)_Z6QiKRp}UW-1wG
zdyY40h0$fn1IO=Nk(zbu-wAey`O5c?Tc*yKH2GJl!S{DkS&Jw89-p~2)23?M%GM`s
zTeKqE*|*5voFn^9B`kWM-I2vB9$)Ekc)UvOYL@h#iC2^x8bUXI+n}(c>dfYofofZW
zKYeR(+x??r>YFp)7f!wUr|DpF>^U9DE=z;{9>ofK#w%{`{5LO8kh_s1&#-s<xhPJa
zw&jrqiWOfSkK3H}dav!)*3ucg)4$wWNZ<GIr7infZznO|-=9*DTJz+MVXaE4(O<V5
zhZ7Qak8dmA(t0es$fnKB>hiApsxxn7hECsdURrz4tu}x2D}CPA7XEGSx{{d~v5Eby
zw=|z)snp!J-ft5Zu3GW;#*Mr$zttyc%={rSbE?kNl3N1B|6U2KT=g?FrPlg2kKfj!
ze|D1lO2Ri8=5oj9W^BCcIO$i#lq-&+d*05u)H!Q9clX{sF%fw>>$df7Jo|orr^Bff
zwTPH&lP|D-7il+M!Et2E8O`sT)#ml<B;;;+{yk?``NmVJj<#i!e|@(8ZE%|{z_sc1
zr<#V@%**Tpm6$YERlM9NBD3i3wH2WkzrNDoUb;`gurpBmn}m#9%hvUqC1bQt?u%y*
zY}psTfy3|T!Z=&=3%v%e@BY0t({2we-KgceK2kR?Rm0iF%9kVE{ISS;EA`du{(fHJ
z$o=@P(X{{{Mx}J=3BT_BHtaccXg1>n+kG<1G7jscFK7j6{%c;+uW>syNFng1MDMF9
zm!quj8a+_DdaR^khw@7{c}eCM8KoPIcJ6*4RkKf4$0Op}v$t`MJg3iXKQ5<yJk;~v
z)=d-MMp!oN3>8c8n;N=u=9$%Za}Cy?%PsyHoWI`CqW#pdInGBDp9L@)dELF-Bz!35
zu8mS*nt%GrY}Jk8|2=2auK)YF*gDAUneT>X-NPAItIsUIyu*Bdi^u1yKeSv;%fIJ7
zP33#;6xmU}K<3R3f3dPT>Z`v!wn~(rHfh5g_4&&iCpRB&KUT=4ZWpt;?(y}U+ukqg
zR+$$wpPs#wvGnP(E_S{>|IHtEE_gLH@C%Rmt=FNe0{OdkFJji2zN~p#@aLu*51S4@
zsIWQA@ZsL;vMjY_ZpEteS`rv`_P^1*6TFtWM~MB_7K;mIXO=NNud&&8+qZx1tWXQR
z{!d{KCw()O*l;pozd7%>_om63CHC_<@@x+8UluRPBz7j|UD>7<=WA|^IVRh`hopTj
zs^<S(8ovFzLF)IfoKhFoO$z_!f4BPF`%Q88iX)cIal9rY?67Lt+A#B`u32hn1urfy
zj!UYZVkE5zx%u=S=;qVRJC$)YW|m8;<oT2uZd)&pVxP139s13urVl6I&}8d8XAmOF
z8}Q_&0OID;iE}1O%#TwMX%6a}JmLEBKIaprx(;70=Dm||X=>+aDU-P^p0Mji<218p
z6OYy|&q`i;`OmZcVsGy5JlyDUyzX4*m(78jgnDdVFg`uhTw(T6<N4;y4_>#7>t@~W
z`Q)Xn8WXpCMSB5<vczRgriL$j>MslFD;+x;@RUtV*L+Ln%L%@xW4|h$%KLX=(oA;K
zxvv+g#%(DQU|`X`w))+fJ%@HBpGiHeWE<2sd0y+xH?vxucM8@w`khsC%lUTKL~`Fj
zu4BPP?9Sc=iT$geOxD=+@apT|jkDKRpT1ruW40~&(}H6HH(%X(@kt=k+M7$~Ox2Ux
zfERx?va5beS|2N^zyGttrT*ZA;P~p0>GK(dr>uH5EvvM3uFRLD^mZ-lbneeL-mJ;F
zC1d@)<#g|toU@__v?5l=mODB(hHm}zrgXjdnzgrh4wkCKyx+Ir##tVB<|+GYWZrG8
zUT7aED6(W*gL>nc4o(Hp^+$zYS$^8#!o#yfnVs!+(A?{cD`6L(hJY_V^<C8R`~M8)
zq?1K0+qT)|{=Shn@z!D$)5&31bwx|2n6>pTu)1M#Inh6<*3$d?c8fOs-Hb&Y$Is;z
zUpS(jw)@<iHRqPqEx)q4O<tar_w$A2UE3F*`1&EyXY(o3+Un`KTPDOAymz;G@vYp}
zw(5_t$GK&zr|a<)ICN;eID7IU_gvwZQ&yf(UFfcLaM=d8;@su?mTR+p)ql0{Uh74n
zT@Al}N!GSLSuChmuJmk1<VXE*l^5~vCwcuhdvyAHtKqt=-HlVN=QncPlf2cvPlMYl
za7xJ@Cz~%C>6TLbYxj5yMT#7@(v4MRHh!Q}K9zlzo6$N+^AgK8zNB}%gLkjo^1{W3
z{ldA=e+s8I{GWTLRa@pKTUu9pLt9?v=RZz*nH@L(Y{+J4%$%EO_4h(H|I(@n+htZj
z?>#N$Xh>9@W4&GN!>O%%_n5b}eR^P*drilG&y@6=vf|4c115)8*PQ&*I9;}Izxmqb
z3TADS)pcfUSTvdEm~L)u)c2Q(5B24atFY<$daaKzz3P3zJK0C%wIjE}sh@40_V*$t
zMpa6Pv@Pd~+jJ$w%}aD~!nGcyK>hv+mu5a{?GIY)chjVued}MVxChG*h4ii0da&T^
zdSBjsr@yX@Ztk=<Nz_)JzPX#n#jX2m(kAsYOr~A}Sr>Mk{-k+vrDSrpSyrxq_~h^1
zsqB67JnfgIg{0@rS}M3x<bv4zhYHvGx?9E4%AIc3#tU5wOex(Ok(NK9<)dvyMOE9~
zg^l9=;_IW!HaTbP*ZT0!aqso>-`7vS+Go~1El?$T%S^^8avsZ70*>;gACbGcdA<ke
z*3;x=QqAC7PuGENJ>4B@BlQDv>#2uROZX|qZ)uhG0_hFuIjk~=UjI__SkEe+W7?8+
zCBeVpL5*F;i>Vwpg}&AmO6^r;{<-s>O{8GNVnbKKdxbas%d%Jli(NgIo>5%yD|*(k
z(f#S~chl}|Iexgd^6RSdJBJ^#);xJ~G45ew)?WYEqVBR--;+#h)@dwSao$$8B=6Fz
z&rz54JhBhOKNS1ibxJ30g|FFu`J<Qgt=EYA{{HoMwtMlV9{cm$zJZ(Jm!7)+j$OgV
ztF-sW-`WS2p1W>Y-gq_fn1Ytn$9HR<ovgT5(7w9h#$K0gDi1WuQj5R7Ot{~>$b6T^
zt@wT6T~Br^vaj>2tp{Ct`Ve&K>5iWZ%R!f(uA0_fF&}d2sUG;!)56D~OHT#im!8fB
zUwX=jxb*as^iQ{C)3SpvFU$C$FvrE?z`~>Rq<2@nJrJt6U}D^_6Aupmxs=<o_38Au
z&tBL6s=jBxubY$c)kS-CO^4F$scXJg`!<Kws-2o;-w-A=LGaD2q}P91i>7Fc?>XEO
zw@WWE_?5HY4E9^)XJ+lbzxu|9R~y}JUVkYxUtCj}e7}-)?R}rGhnw3gB85HfyR>y#
z#Q*FHU;m=6X6E9P%(=0dcm8u+RO<G*`B5^ZCn#d;wZxnmZ-OQ@Ukf{K9lZG$@0(W_
zZoUx+6t57g&n;uO^C_HgSj_kRwm9RPFV0s!?Mrj~VP0;sC-3Xa>X@e$x#@|PYk!GU
zzT7suM_TU8JRgZbOXqas#}a%Co=tqR#J{Dxc}C(An@dR(R#io;WYyQ#u2y&<^nj=G
z8tXGt%lM*eUB6cS+IIWYm30Smc3gkwz{`7TXQe=)Yhs4h$(6rvwS7AGZ<V1J+qStf
z`OTY>-F;u}o?WnK)2^bzQ?I_b-aN1Tk@-l;TA6Zo?^&nbGA?=1T<m&3k7d$scN2r$
zV@W=n?p3f@#a(b&8X&3uvg@wLz32ICcQ^fLsNT4_ahKSKnmKh63m%3`O-Y^LcOzuw
zI{8lD#hyRUbVYmIv&<}AC8FI?$gOR3cHV;RCYyN-FPr<`zA|S;hHmDhxX(FRsf)#)
z1$8Ym5tLRloF2@>o8fnC#mp4`Nw>blUKaOV?)D<{ZuQQll)ZcP%6WF&-;HtQsZWkV
zv1dr+&#0J;d7t+&@!wyYv3-Z@Gyd<@r@a*v?`qi}>e5kM6wlf`Gc7KxvGE?$f#;r=
z6YeMQ#m2iG;$&Ye#@MxP<{2H06SutzJ}lLq#mX4uuDmE@!X=#vvx+V~&}2EaD)fSs
zUtj0a+gdjkZ0Edoz49i@W|O}$Q=M+HES1ivU36&Pr-<4~|E_Q9ZCX-$$YZi3Yv|)G
zElP@&Z|f(T?3ZF?|Mu$ttSQpbo67@cKThV)c_6_oZ8hyc+q9~8uj8`*ygY2kBq1)I
zFU%0pTe+4u`rq8ZN$XmBWxm!YPXF}&z|x8H#rj_5+3wu%-feru!tNq-ubdllyQDuo
z2>kngYU|c-`uG2RlYjg;{{QvuH;mW&JzCi?wV+9&|5HM1S@f3wZ*SL6{QvK7bVUn$
zjCjWZ?*9FMK5zg3Z@%1rwTik2`ZFy<+4r!&Y}D8&f4`va2Sd4iOQ`(+uk!NdAEwt&
z-N*9fY5)G3-?#0LyZgycllVNn{-;>v>-#GX7e0D4|HCJJ`+a|7SN#9^@$~;GYo+T#
zQ#v^N<Nv+<Sgt78=do4)*Nh1BuH(B3Y>cJ+3j;Nc{<kpSZfFttt^eOa=AmBTwb+>Y
zjHqCD7xqtwKzE+n|5<dnq4;g{%-ZMI4-3p(_V~j44ZXZKWm5iT*1qKDo_<xjVDr5X
zI}0Me3SM+?%gz^MidP5~|C8RFyxRD!<C6X6J49rTO3pgGYIo<HH;Zy_+}M)0Z-4A8
zpL_A^quq~8p4d4h#@<vxF-Boxi{lshLlUuH=IT|q?&D`pa=P%@Qee&`hHk@0orn1*
z_OuvyteE~acPC%CahzPrx?Nho8TOc0>|fS<<42UoiIN{BEdpjs9zRYMIbzIs*nZ~A
zKJzNU9-%_ML$ehvd?sW)Xlm?_)$*_KXy@fidcn5;+$~exPCoNJ)0-6&0-2Pzm)~l=
z8~2WL(Z3>r-{&jZT4tKYnC`fLEMfm@#|%$FySnS9HuI0PXr;4wJc;{xZmV?m>`kc#
zzMs^(91i{WxwfVA`h?Sa6;o%ZZ(fjSaO#tfhxB~)zAs1je0r+<J-ugE{;M}xOzwMc
zcefb4Son7ByoZrXWLm$ZGw`moESd$qp!9Jl{DRW=TUwrE_B@VBx$&smB-=>J_;LS_
zg2~se<(O6bX8D@^E4cBnrb^=Y)<TOnCC>^Tz5Mbp(tg+ByX}1GqB%uBzZP-44xe`R
zz+Q&ZMc;n?IcM8CiNEXtm-nYh{43|XEqo!|=zLMUDBg(ieMHZeqeUy!jtjcQS;-xV
zuIJQRH?f*O@B8Q0Q>g(9j#sMGXw=t)U;XX2igR^W#MgbPSASnSZ4#*=oqp8#;cx!r
z)89MQMPv7Gd$Qg&P4)TZs_mz&l>SWmeYoQG!z?8$=ew(as^6;j-mqPy&U@YV#oJf8
z?5KBe`moV0C19acfwIy&*NI0riaE1AiC=po^8FGvwcDK=vK+V7$*8xTYI)h=`GQA}
z<@dEIBHlY6$ZebFx@^`?s}C$D^1In*oXls~t;4|fw&`-_8jg<o%r*QiO&Su-2K!D;
zP7MrK*7&L{$ac=;;<{_6_NiEVxQcTpmPlV*Wm{w*A;y>fvsc8;$mh@N&iaQtdse7^
z;Qm>^d_7A-zK4CO>5Pg0td#nvy_RuUvc<Pfg28)<$aiP9J5F!JD;c^<6HSbrm}HiI
z7hl9Yub_IzPsMLm6Kjq)Uh4aw^eHx6;HQ)HADeYfDXTpgZ}x0?n|4yOg>UuyYrfB(
z^F+?x_R%1f)y&kq<gEKfjdT|$v3`b!uUB-Ih_Ft-EB;WFnQ_ZYTX%~H-N`BUH(Olu
zJ7;Nj&+E_i&$A!5$DT7hx9<GM8QC{CK7P0O@oihN<B!rW<Qe9?+7Y^W<qNSHi?>I2
zRj1vVb=P>uwQcW2=7-w8lYM&jUZY#ww!V~Tc0D%*{jxtQ;r9QR{_D%1w(qZN?$`1!
z3VZ&h#e6%wJ9f&Oy8?$RJp}*deA?yk>)5~7v#-wgbv}P$kNK_hIb!d(E&0Hny;xad
z@7DYK_fGlR7?HAQ)3y0G%Cl;IPcL7)|9<rSw+r5z-~Db|=e_p+o~`@jAN@YbbzAIh
zl|iX=fX&-V!v!-cJ{)ae`gXG+>6-mT@8!k|8XWay{Un!8me=oyVG~)u{IPPn17q@2
zKYq5hyf3F4k~TGP`2KovCCPa8rn!f5tv>Qc`<KtpYyFp%vijdT>(fpJd+#l4k-xvq
zl25TOvxuXtN6r6M^4mF{7GW1>t})Bi+k0_IrGDxj{&?QdZ#HwUviP{&&0CyVXEy7Z
zxZCAFr!r>6OZWy0Gg?f}tV=aItM9Wcm*Kql<jgp=%YP1~Y%;r)YkXEeXW7rzvnKnu
z%zP$pcKJ_^vE`;;TerNZUvD{g`CgU!$!Dh=+BP$X+wn>0-j?sx)k&uX_O(XNnegxO
zw;v)I@BYVoeeSm3dsDvtyu|&kKYR9RSR8m|zg2S2((BQWzuyh;itRP2xm2I@<^9#R
z?O%SK71?KQDzjh@PoUY>2tgICL$UvUpSJ&hOKMT`BK~_@a=a_&WPcDWUse2{^Iw&{
zW};<_b3Vt8|9@XykGA^vt@Kma?_Xz6CH;Tf^XY%t(Z8aOKdyOyD*p4M_}%3Ag&+K_
zoC`9hdmS)7-2A-7q<6Dq*omtQ)q=-z8yVT&GPEno9=~-!DQ>5t+P9?8)q5_i$oBci
zP+hno#qExQ;f!A`S3Iu7h;|rW>c2XNWz{z&15@k9gBKZ?mqs-oxDt2d`qbFVf5bP4
zb9=8k+1>Z-VAK+w_W>?*szqb6mwxQI|AY1OuANp5ot9JHUGvJ^61n)bxPj?g|No6E
z`49Aqte9~+S7s8!t1r1Srx=5;w_n_GbNj317Ly&{q+aq$WD~2qXnFR0{yG^w!OK}?
zUpbdu+iH48q**p@P3r5U&a{oYCo1%t=vJFQ6PnI_KybNB@l+k9u%r)~Ph8)vd1~-$
zjc{5W|AJS`3xe5u{_*&&`57to|LdP;GZLm3pV{=fIOl0p8PAU2FC<F)k8b=Txh46p
zuk3agGts+AMPJHJ=bi6~o>$Fw-RNIz9lsfG{JDEOr(OAdXsbcp?#qcU72^Lq^|yc8
z$1wRyP5H<29sT!TE7j*0S@Ieh&guISe&^Nx%FmS-bzZ%{pmVF9=d9Arn<Wn?b1j~?
zswlemL*kKV|2E0S2qyY&{P)G}+s>c%>w+iueUp7Vefzpcf?_tse@^Zf`)M_=T;b^1
z3ykHKSwHPx+_*38uX6VJAK{Rjg)B+QA6fVPo&F<l!v4L{=`9_$XY+pky=Z0gVM*10
z&Uba|E%t|+umAUG;q~>uq6IeneJwm^d-haq3(Km#o5OW$7{W4-ZnlpvU*mY>U)1rW
z8^V?@j}PyD93Lc<U-gIO;JvIphBG)kH-@Wxxv}<7;_C@L^O9KJt-t;~PQI=>t@2~g
z`N!%WA11%Mw?8T8A>+~eT0-gn_!Wij&%U|;ZjI*u4`r8szLop>J?3McM&<i!fh?B_
zn4YD_*v~h+`@QV$?^|`7{r`VA`BWAta(;^Cnfqs^ShoHb@cB9KaNX|g2e$S5ude#n
zrS{F*=Xu@Pt`&{n*IbF8FKXEME|Rn2Z^*NKd(Ha2xwEA9^s%1bcJf-B{dup$YxDP2
z|5^R}W1bzGno&*cF#{o2Zr;z@O%F>$#D8tLDRI8<f$XO9oBoErthn9PD|b8Z!P&d#
ztyLHQs;_l?c35vy!^C%w)ZIQ!`}W@cW>WsXk~e=PW*bJ#_^_yc;r9JPpSJVwd;2rj
z@!Cr3r+3x2F=t+Xe7@#${l=d$)8eKc`6F?4<CFQ*e+9Wbsb9&gT<i2t^66Xt(-s^)
z%^!lZU%ZV!CBG(_x4*2-KQ8Hxj`*~W`1K1Lwb}OHdt7^H9(&(`eFE(dLmT$KzE&-C
ze~;BA|1USfSd5xjyEgo7x7XF|Y<=~;<h;(l-tEo*weMV78@*$9|L)H9F*09`yfou$
zmFf$W)Zf~QUcCEX+IsaPM;sgPK|AKb8}ALx42_Yl88J0PI|2rB{zm|vZdEif0a*_^
zcm#5*q6zrgI4~b{ei4>i6-`VH6~JdQg6?5-GgN@wZ3WiBsqbc_U}6sPDvWOoIw}K6
zy@`UU0qCp&n7pY1<lGf7A8I4Tw<bc4Gk_i@k(!qR4tG-{(4ib)CiMIi0=Fib8i72D
zQv<bbO*Az^KkpC4U3jbk-#z8)qhJC$lqMM8&5Wi-pz~>vy^>g*3OfD{^CmhhhueT}
zq6&f>-wwNZi<FxgAxENsVpt!NxIs2U4v#=Y4(R+Fq8vC_PPc(y4ysSm=~yG}W=2zR
zI3dL>?7$lXQ#~VdV-s-VbxthsfZW(&Za6$|W`yJcq+lR$!io{JkOUQph!a*uZ)PO-
zW=2zRfP%x{2>E74QzKAq1r~?Y3M5@oVrm4hJ;66Kf{yNl){Xk<h9;onLt%BFe!8Kl
zf+_d}Do{xXx`IT()EHDOL%ASXP$3BAnkkqXgN}-Va?KS?jX`JkK)J38rpC||0=+UA
zUND2b!Kv?(nU<DXl$w{E3c7vR0Qq_kB(|x-puU;W)EE>yAV2Ga>I~n+lA_EC(9x`V
z2H@j{4HR?@;7stXt3HXvCC(X%MG8jX+7VtfgDM_lP(2v}znRh07#4Xb)e@(EcxFmT
z1}N0bEI~~MD&5QoNh?SxjX()t0<s(0hC!47zJ1=Hv%a0bTe6BvXbRNr^bb9&wD<ou
zhuK@Sbza|$NN?vedl=*zprTNb@VO-3*YN!+X$P<W;g#>)tRBpg`168Ad{w)xg-?)f
zru(k^hLc)b{p@yY9Xk;!wtmTZrKANl$vd8Y*x6V$apTwQ6INUPs0)><widBQDl`}W
zWt=2-#Mk(i+o``S{1d)x-pg41!e%S><}TRrV80rgAYCC2$sb^Ga5B{=6b7Ic7)BTj
z@|zh=!PkI;J&AHNqbd0MaIiRWo(HuHF+4wlZe}z!0fhiKz))^xgp{ISapD3JTFRo<
zrL?`7(bNQFDcFt3H#0&?e6TQaPKVYAs7@c0H#3@=fZPi98p`b_rp9n_;=By4^-#S$
zxNc@NH32yi;#cIG86j0RSe!V&LaTICzlPHBW=2yJkQ2ZzM!uO5(%1kC6Xy|VV+7SB
z#->Jr1_1`<!52)8O~VW}ngkdGc^E!1GH364RwUV&T6|#3I>7)(zUiGS8M!V?tPokn
z(3zQ)!Wfj0*m%gq*p$hrag~71gqM;rnK2AE-6cQbsBA!%gWYOj3|0YVLmEh6CUIVX
zHZ@Sa;5rm<W(3_I4Ly6)5cy_CNOKA)NRawnkP8(D?q)_vYYfS4gqjA>#v5vM#ZDN#
znK3aJDHDK)_rRfwax<eTc$g0?4#^y(b$bv)fcoi%3Z|x@dK%P9=hRO(bXG7m1=W2}
zzL9}~sVS%ifbl`<L8T{*Zvwu?9Nud(GFLD)1!ZWMyoG`(_&#qK-%`O8`M!H2Ck0dR
zP0cWQR|Qk>^~X@YG3d%YB=;GcD3~H&d2a?j8W>_dC@m3tv7;eUFACPX0^M;BV^fnh
zbVjqx2xPhuvJ;F<kdzpigD!Bi01=?e9l?s7kmW&lJAy=!v9U4eu16E_FdsR0JsK()
zTAC@CTUsjU;=1h76nt4OC}K$N&Y6NQ>A>5a17ENKHXPL1Qvh25>hYm;=Zp+M-6{x%
z6q67(VG=Te08(daXrW*XZsZ#%z^;5WvM^JyFf~^IUHfRD0P8Y>E`0>)0AbL9$e<zR
zShSH(a9%>ni3G|$@CCLQy@DaqEd)Cr>{rxoA-Dhmi$h8ypVYkck__-&nc$oW%9yY|
zFt~7oap2>}W}w;|Y=Qw;0hkFXh`>yUxrD+NYn|dc!LyIWkb~uY9jp9?CoFqD%**P1
z7V!6fwtAVqxUf-(+rxFivn-Z;6MM9oGe%B>W74V3EBaY@r=FTNvsk1^bo17ide6Eg
z%Rhcx9Xh@KLT-nv-*#22!Uu~E^EpYr<G$2<Rkyk%Z1HbBiC&A?EgyrqJBm^chnhTd
zWM(z<@hRq-sCetA^1;0l%WO6sx-|Dn?2W}Q_Pz=Iw^J`Qqx$nT{-i+mGv+_~?(JBn
z@jhGb_Udi()dc79FPNx!V(;4}wY)2TYwMrpaCZj>3TCK*JPZyWLrY7r5-<l+V1t=N
zg_}7jePg6aP&fUs0*}jgyH@>%mU@YE&Y`6f@73Qf?AYZ{Ig5wiI;AL`JMW_SZxgZS
z(<huu3H&$dr$)h?wnGMa@AjO$n4NS?JkoCg$L#QH4_{X%Ox`6kMfG`8NNn{KmB$ZQ
z*MtZeFIa9Mdt%a^7cVU14lbFjy+3jCk;yk#T-vq&)z{S-R$*PY9^TBn+^%A{;A>Ps
z+Cz>o-3aD9Ylg;`j@&DBJ~hV8+W(~KqpyAU4BH^E*D*o|>@9F87@8wDEWx+Bg2jmo
z9jt>Gq33-0oE14(9_(HIfJx1Y`IE)@>{)uZe&=`Jx-S|p)8zd263diVv90Tvc774k
zjhAQrGUvOgcK<w;WAdiQsvowu>EC57Q&AG!RVemto9CJdPFs&`bZWmMXjZ@R&gW@`
zVrQm_SeT!?Bsn{B2j7obY$+y7Uo(}g+Ph`<`7etl@1ELf!?<jM(OMiH2e}yRLDZ>A
z@a08dapF7<t#*-fZ^fJezLykIK!ZJDh<q<8q|pHuC(d)wHV&%ie9!IX1>Hb+VP5bZ
zCZ-d@uAZN7a0IFR-o7wNvf%rH$NkC+INV=)ZD2oBI4eNZt)_LW-Ui+;XKZ)#CvuBi
z?(DyCJSpv+bZPje{*Bo?7tOePVkVFH?kK&^Z&OU~d!6}dU%$8bM0DII=FN)~U2w!5
z$X#G>7#gA!h42EBIPXE5Y^dIIonQ^RjMJgq?;xwv%^Ds%|5dA+tN(9Jm{jtJ^9=Lj
ztQ!R!a<|lO&GGp0%D`k(`~pA0>wWB-)wtOCoHw1ZR6ZM6z_eMsDC2RczQX*-JB!6K
zCacE<Jq-*x>l?J-Vv#5N_d^TUE|K<{HN$B3w<FE7?`!yE7=5mmyT7DK_=?-Yq8&%1
zy4>A77Hb$P7xi6Q@3&7>eS){*$#*Gl3b)$6XtCQ`;Q0N>j<ct-|7mXjb3nQ-UD90;
zM=*i>2MHz%q<bhKO-ryialr&_$)X0+puC;d)Ewkiu-8z>XTYszusCsE1`QZs6!yLo
zJo8)>d0f8FIVA3INVz~RYOPM)yZyd5OP0iaoKVR7BScEX?e1~4>k4s>`gso(7T;IX
zarK}0uElWWZ4aY`cAjGQ5;W!=&s<ho-m3THl?cBN7jKxDvaR^a+6N|)uNP??2r9{M
z@a3ueeRTOpuRDxA`MV73XXPwAcfs*jN4M%pnJKzfhrfg@T(>NgMcb-Z<$|xE%Qtqv
zU>E%>OUoBJ+$oxIqVL;J@zk&R^%I`n{l}pE-Kh*m$^iKf92|xyDFfW80E-hBOwc|I
zYRb?Z&X>EInuGid4kDDxT}{nE6#-bBxS#_SRTwGEw%-v{VY+}X{j_N4dcHAp*N?sb
zw>{Wif0Wz6_(DRA<f)_29)z{F#xJ=0SE#DLYT}h+M^!nSxf#S<8$!jn4R?K3+E|$U
zrquTFLrsnu+ib;Fo-E7V`fin`u=4`nC#tr)t>n*CI6o>2EEntd%{68cdNk|A`^U#_
zWLF(~<*sl%MevWO;NReXQA?hF{QbMz?#nWH>ufVt9H|K82e6k7O-;Z`z#K@|6U-zo
zC_oJ~Y(cT^hyjN)D6_2)nImwh(n{*@(fPmgk7r(u{OBMtd%@y^vd34raO_cw%k%5a
zevtg8QqX(yy$e^_{kp@VO+V(>u9G)Y3>Ob-Zmw<8F8HBk(4G*Gm9{&udg7s?f+J!&
z8-CY5F`56?@@-AWTJMdvWw)fa$hI7J(%Z3V<(#l^?Rv}SE}yvg;+<#R(KoyD_vPo0
znf2ec>HjJ<!7(3X4)O=s+lI*ZpMq}Xfeus=6&&D8;xU4QuH&U(CxCr|GF}Sq*@A^3
z9vMs{Yv7JClG_OMg21=WV+3;SL|^|F1A(^pe?^O9_@x)Dd7#$fa?#h~hu}r|1KSSY
za`6g2)mZ<2%Td#h43*Cw*QOi!&ic0T>M6%hY3dgjHali!7S0pX7C2WCI4f0ViBMkm
zq4=J?iJYCgOUo>_Rn3S9WmI_|GIwrlV!8fu<9i#PT=m-G6`%0^W{F67x8Z$@MP(B<
z?PBX>wzU2JY^l89B!%1CC%rngw))ba(wa4FjqMiQw>vx^<y19pyDpv*I_p}%Tt8E1
z-Tzm+R#@;qTD|?s%)s<npSGy!G0Eq3ZdNOpDEQg=$>Qhj2bR8n?mzLfL3;6-`oG&l
zcf_|I*K93+w$xuHdC@|bdBV>N-72?Nx^9iXKmSLS_{Iotb<Xz!c@NhwFo~Og%IDbX
zKi`?}R`<LIXK;-E12`bT;cjGsJPB%nRveNx_GSTU;DLrYIQ7#_%*_-`EkI2fkN~Kv
zA$Ir*dE{r5t)D&|!vK^zK#L+cq3au9OGJ3Nple3lGK-+AB@93VWuPS%PEPrt1r{cz
z;L$uYLn8%UGc!Z*pdffa4YWM4D6^m>zevFpeBC`L;elmHS)5^LM0hw4d?P&AbUed(
zpn->xg^djiK(PVJ>+r!ZaFGBmXdsmjp#mP%Ov5PPhsY431<3JWzoHHyf=fZLIB{VB
zYM)_*fo`9n&|w1(mg=}d`42oE4QH$8oLu7Z@BXt5A#b~wkA$=yVs4+?Cn&x~NPn_%
zX5ah>-w2V-EZx1yR(X|Y+7fx*e$4x<x_!pErIsGo+rterXU431qk2e6rsMCq)>}`X
zl=3|mcTG-;y?4F#sdD~L=Gzr2IJ&16Am@R7V`zv{b-?>@5MK_aW(GLJg53;p8=+JP
zY7%0^K<tFQc}ElkTB_$Io%SwlDxS<1X=Q13(zQ-RoxdURt-?|6sK<x$<rS{EdNE!y
z_<T@j)9d+FpE#dLvs))Lot&H;bNHB8;*pz^cbGib<J-P!cdU<y(c#1U)MBb;HC>Q$
z*q2`JyXWxBSBE<Io%U^V{$_Ic<!0$ka@!>K7dm<^aJk)dSo8juoJZY}0x3t&?LEEE
z|F@-aeP_R|l1XTM-R&C>3VM$zNzV$*SQ>R<d$jh1JNEAtj-9NN6#MmY)?_c!*t2rW
zTeT+NeSM?X(tPFP>s(I@{VV=2lt@~5>K7y9$2?IS?F3LrfCJ9R2)VBSUVR1@hXg2z
z*BV=bM)4?FwrvS&r(l%8C?yZr4kDd6SQc(u!WvMdE!?&+$8)VQ*i58wfG%>j7@^l1
zgHsMta1ba8ETJt}P|||6qATXaPV&ubHV|n2Zr3{ft<oVjpD0d6Rh5YmU)-14GHh%Y
zSt)UP0_*nmGZ%J-cq`PNss1K?EHF}5>$a~=)%WIgiH~yAd)o_lRPp}dnSRblviS1L
zOx2p#`wDfqo>j@IztFzTr*q!2-_EIY&Yv^#WoZ_NmAmilVZ48nyZ(pP>jPh}?v#IV
z&@X1gq6ciZHeB|895-98qGg+Js?*-t&wM}J5uLx8Sx(v8YcV_X;%t*2$Ko2EDy?aH
zzI+20+qFNd+x;$-<$W!G95|0<r+{^!!rTduggm_#DF^9Hn8bWhOw+e>UZ>HLCml<^
zd1(F=`FUx^3zsQMsY0F;jg*%zN{MdlUDJ6r{$KU}>M5O*HrWLhee$|xxA0kto4n^t
zl_?2to6AnFkX@>wa&_CsSq<l6{=G8#d;7$ftG^9&_b6E`OLdsrdRw=sIXdR_XYP4D
ztL?CtI^aMD$C0tIAy^5RV`_<3#UM%@@HN9u`8g?|#v-U8h;|9GC1~V~q5=n0w-YFE
zKz4u~ie4t7xNgvtHK2MN>?8QpwX>%SsG$vN)PftqAcg|C1q}+;aM0>zg=hs+6LW=F
z1w%^(BMSvn3(O{;CCFf;aDWy#*sc)<El}gshs0Njf{~$-o+-#C$Wk9eup2-Qg0}p1
zEkM^J>l#`ZC>R==7%NyBn}Kdr2J6VrD{;%rNi|Y11TP-}`wOJiFEKY&K_4XoAh%^Z
z=B4MPDu6o|!6m7=VG4%EV7n212007TpFo=yw*;jHBo7iQLO^vWW@{qgbk-3Ao;|;{
zOYX>tsqelnprOfa`Ni>aT|=_=!3!tc3i*EiKK0J5l`F^aOpk<T`QKoFyT-c53G6-w
zl|?<-H*P5PSX2jnWu3GAW#6fMap9?ApEs=MoIY>af>~@1`?+_k-Fx`u#i0&<ul=yb
z1Pgz3Py7xA)fFMPn+|)b+0OovB*qe(^ZXv?`^$A==jT64?&p}^^m@LDnMKUvjVIdD
zLVQ)PIu%dO5}ow>`2E<&B`035KC!fPY3%Apzn*?>*z;oIxx6z%Yho6woQkx0ShztV
zsqE=@-ft|0?ch8MD=y)E0ZULofWyrQ6!9=|Gw`|xusGI?6O@`>nv+-rie^xhpyq5d
z@M3!ka<-X)5p*8}v?~fqHK-8|v4bcF4wB4mW<Xv;A{w+U1eB+6XK#qnNP&STdmEZT
z@-rmbh{)iUCJMTS7Dft&h9Ip9mf)+@LE{AALI{$<;n4+(D5UI-luU5sa7%Mg8X}y*
zAxQ$si}*9RnF01T0!jvdzVV9)kE*v~`?k}|{xTd7Yg)Lm_p!{U@7mV6T%sqE+@uV}
z@^@#a`?Az=`+b#2Gznvmxg#ZVsA2NPHESHCMe76VuIku6R(ZEw_0gT17dI|rd{F*M
z&oHN;>SEpj^<(x;#}eMKEMLD({m%M(^^beZoDQ}y^eX38P5u{qj>G2kxw*^sb>5z7
zQZGDzw)+Yry>jzYnK64pB$mvbV9MIs@NBA+!Iod~`)`FFuIQO=+8ey{NszeG<nz`y
z-=)kA|J!xx+LzylH$^!sZ2#$UGtDSNM=t!!IrY#}>;>+nld$G>NSJ_w(8w66<6s89
z&K@id$?JrI7F4HVl$~$)-tAjz*(X~y-+$wJUW=&z_6H6)gjZLs%N2jX?y>v%fg70#
z$KLbHtaJ5RROYh7Xmyqp+p=ZscXx)rn5+T1(0kIopm~4xyHEK4=eYUz&C@>o`1SVm
z{+fgFUK|f62J!aS|D7NI?{|I0pZtTLqkX2{pId*D{bS?*KiBK4UfBQpI)DG4m-7!j
zp8uc!b!TRayZ@SJ`SJg{|2&W1=do0??dP=WsrE;=TNHcto7~UJS-fTU(U|B{b90w&
z*Hle=(SPaQBaO&^Q<L81?|shXb<atHzvSgdHBl~C^8$_EFQ4nz|I+TLJ{@c&_382R
z{hszGg#ON-zrXe;`@zHYRe%2M-*@E0H0Xui{q292^88!6mv<rTLT@qHh2HnU7kbNr
zF7(b-dFTVZ(0lEaDJNxrE7V>)vSn7vowV+s)3aaAuL-F8buq5yn#-kG$8PKFohnzq
zbJ?fs{vChkJf9!<+j6;G_G9C=EB|w@9E*JB^Kts`Si6_yx${pRTwecUi}?K7z<-|%
z1DDoZJF>j#gQxHOOCietKlIzrmh#xUWc!uN%IBn7suu;iXg}FLCq1uUq{VUVxuTWL
zhE*Lmr%eCzX7AHT`Q58TUe|P&&am=`O{>r8-+pJ=t7dLXF2!db!iwh<+qiTsxZ|>Z
z=|?r$3G?*c{A^Oq>i@$xU-;E#ho7B!lj_x1%nDkz@blUuQis002*0EdET?sPx>~Ad
z6|cx9Ij21V3m4ydUM@Z_{@;H6TQfM8iA-5I$$x9|M(&-(iH4<tD;$qZ_dPE$<yrHo
zD?+u98@-ixHrUweB|~oX{>IMSx+>(E1m6|CBZ{^!_T^05mVRNAWU&vMOv1#4)1y*l
zXU;v`z{S#b#k7&1eeoI{$&|!S&tne!W+iK*S*7!Mzw+g-aap_d_6+7TOS4b1W{F4T
zzc|!5zq-I}*D8)noh!d?yTg*h#pUnLlDK(SmFqguX)kpPRHakd&hTCHDO0+?C-y-&
zUzNP1=#NbTx7X!NnR@+i-;7DA{X32uzkL5D?8?XW?>}mFp9_^q;BKCzTDzvQ_b}tq
z<~#*4y~p{?U-o>co;0EHq{^(&-Id!Mzqp3|HFN4oy6<4p?AygF{xZZzB%`0#YfFf>
z@E#r?TaCGsw&)5@T%&5Pk$d#xzBiLU?7qa{d}ULHPUd}Ej#XQN4*Rjs6W6iHO03P-
z<(zSft#=i3li|nOo6p6s$A`BjKgxWgd~VS_tvli~nw@nuOKUH8xgJ>DzIE?J<}}vA
z$P3x(&DD~YVv9Dmm~<_?+ZIupyk(t^&D)oMYYuuheR<K*C+73<S;*V@v-dDBdZqNa
zF7th>^lTSpcApx)l|E^&eV^n^t?c$Ix|e4JzR-Kd%35C*{`7At_iQJw?Cf*7-`~iZ
zka(+`cdg(|3CM-spFtOTM<0Fwy3qT@MJ;iwJ~;)gtR;>wS$?MbMLA~are`V5JiJtR
zO|4m$k|0ZB@V2bfxvyK_WN+-^OSyR|yEma!LbvaRoZl%1uJlEG;m5olB}nUP+8Qr$
zbu)D8J#w^JP1&jIUQqYa(APz}p4T7n7;_vu^~&hzvY`1>yG8xf^y4_>lJyOWWsDoX
zMJ+SUxYMvD`O?+8&CC`4kN8v1^Pig`=Nf8jH>1q+s{3@QrLU(h^J2ScQZCb1d8b+I
zWxlSNvAx#RjKHl|lwRAdSf#cxb1h%Il=sP_uO&A2iT>T)@%GZW26w|(Rd21FS$o}D
z7o@COByehm&8pI#iCd=j+IOChTYECryXodt@l$on#Y=989OGcfU(|8Jw(rh{OO4Hn
z8U4GqF`m84qH<*KH2q&IoKn7&@(P=r{&F=?XPc6X;JvLYZa!$Wi+rl3GVl1bLy;S$
z`nmU>u-`F*uO(Nb?USm5Tkg~wD<qU`-yby8=&&_NSDqUC)UD0Z%~Z#sN-yJigIC=&
z(|=3X%;*(RyD;VRqhs$@+;CgiQt*ra*FrU`Hw-~q2`|{njHQ)pX0F(x7a*yynN39I
z$I2Q(?`2wZid(z{4NCkx7#DMxU12&9cJZBWL~~4lf2hyVB`Pgi*CZ`9@<RPrUpjUE
z=%Y=F6K~F3U{!5;n(xZui7#{$4MIyCPi?>2lj-1A!7TkO>C&QBZJ$pMQlsQ7l623j
zi3G5BwQU!CCAYeD)+dfPE))DpUb+-+oAzRgg4GJHqgQXIGPTKEG+$wJ`JAE1%$kX&
zCzd?$I(g6XPtfuMtvek<6W3TyKN)r8&$+#oOWC({ZFw3VDq-~8?UlY7N5MxXF+H1=
zK?@fwny_fqE0x1D-9til#ZTocY)y6Dv@2SBV|nPC)GsTSvgUYo76^w(&N{l}X01=*
z)rA(<Zf$9~dN^ik^F>8A$5p$k?6(wi&JA{`<Yd>l$(5gTBx&lce>tCThrc`EdcxN1
zQIXkI+w<ZvHU6Ikv|{p2TrbDUfN%5GP+|}5)GD4~Gv|_T$s8`wZQk8{YY%^zUC(D1
z`zGXvX0BTaiz?sdfcWK!^A<ghpT4Wj&*ZO9+CmPN*OpVQFMQ5FeC}Xf+>YX+B`cY(
zmfrbxJ<>h5LACXjO9;o_SgG5AZ!bK#pdPrACF<J&!OyX~RJbQ@NKp&+;9K)kCzWrW
zc3wf2s91v1;orAeWZo?Lc3^>a_r$a7eo48!Da~55EzV(SxAOak2R6N3xRve7uBz^*
zA7%Hq35p#HFc+REX7ErtahJvA$NrCsH`%uD&eJ*F{>E~}i)f3gW86pfDe*RVD0_5H
zo0T}(f$^l%>@!tXB{E->ejl(pw{-sj8MQOV@5=P*u~*$Pd*f?y#VUTrLX|VKi@k16
z_~;q&BPodA@#!Xx=R4GNZ?FVkz0|0fWAt?4#gwDTXP>f3?lf|<*fINglh^BzoEfj3
zn2uC<9B%Z=o9N|nz#?yY&%_xKUhh^q#T>d<vb0kBNy@H(4MzE=`1q#Io&MXe!sn23
zM^^J{<}F>kC%@)wv6_5U=Um9sB16~LC9y>;{y|QAA8P(T73!@XELiMfI7`dWu>8!m
zCsEnWDwo+B+qV^NoWJEZtJ~=>7OY`=YGUuYhtGfQwzgjFt~B3<*H;~%bzOh(u5hjB
zvdgFZlkQEm@!33e(YEOxd%q;iK9RWECipIU-Ksn(8SV5M4hc6k4c{Y~UJn**zfo=T
z#q{1oUZJU1;@%~O>eNX_il>}WYjs%dAz<~0bD}j@dq~U~k=YyHRhge~csl7xubYOc
zvc<V&++2I3n6phbEZ-IyxnMKfmJ7!Yo-#~)xT5Lqs%H%smgX8hJn;62i*AcLbDZmy
zPqX45@x|US{b;`GaNkeOsk`1Mc89DB<ZUbXa%1g1aVwJ}?(g18?LGCw;q{5{qJfP$
zMf09ra}#}6YvLL8BlzQ#>NU?2yLr`ZR&WSzN!(ZAeb+!D_UswQnQd3pMFltB$u_dL
zS5)HP;Pz(T3R8{EyQEk3{Yd4t`r~ow@?(w)KG6+bKPFfT@O)1SyLv)Ggf*pcg+$?t
zWrqq*<z4)~b>7bcj|);_b&@ZSD2MX(e3|odj>yEHmR?&l?>jX=*3oFwiaEC9O6-Gs
zI`W4kUp95~y}taxOnFX`BQw)gZ6_rm1Cg_j6mKjD*=*STrF_e}g>I5l43>O6v|`G%
zsfM0cmb1*h8K-yQMZwIkW`gtOj)!>!aq52Hon5ux$cT%pdzTLTMoR&i-h9!xuc0A6
z8f!9n_PTzaeeOm7_G4S0PZO1xllt+@VeNVBooiz~V-xoq^Vi(?a7IerOvL2cx_c-7
z$?Y*u&NnSq5I4K?qWccV9k=kxraL7P%Q8I0?#fE?&Aj|{-s$MPO&Vg6lm9IG(3`R9
z=A83eHBxdm`U`J-JCVyvcS^iXP<y-!vv~B5H3FrJ1ywQ{lhYF4>8(pqp7nTDv&(I>
zew_o(rf*c=99XQk|BL%et+bBdEu75tTU1<`53RZ_fAzw`2TPw?Jo@IodzzkWPUoIK
z7Z1#JdiQG9{x>EQ9*X_G`)^A7_S4K(3lz55pIWDT-t*=RL8d6yDa}hmuI$>!=>78S
z&snlB=B#ACf9^$V{`9~n3NPH|m+Kod?G3WnXR&za+rRqpyY@OxJYRABP2lq$xj$+1
zn*GHE|E=8BzPu;ngZ{IUb2aahR?cwW`s2E3O4PUXM;l)Ko3s8-<Ggz5eRBibf6H#y
z`&GZAHg#@(Zr=Nl>6ss;4s6R_efFRdv+>NI)dsO=XTK;(^j?)8xmRuGA03AW+Kat4
zIYM}=sycqBo)+2j;Gn`xHq#>xBBh67ckED-U73B7chSlp``%36u)|_&*2^=F{238H
zW;L92y0CGhR>B$0Q@@m0z*l+udGRKJuJUGcX>jjd3%bgC2IMO5b1$y5#s6;Lvx^2_
z<-NvgcEy{J<8fcN@_YD|bKKv`e?su(A&dQ!I|3i?`B2@*{^fQ9FXQ13$#OH>#G<oX
zch==jy!LUQ$pI<lmUFoi;}+yjl+#h3vOG;lX0QLo%`dAHvoD8-Wfsme;Iy$!GXGlg
z{>QX``@mOu7up|c^afq!opUW9NbRjRqhjFFl}mUML05U7T*Yv5g{w|2tD$xaPe=sY
zU)v^5ze^9>6ED3`)#9@|te%jlbyn`_<>lUfYkp6kAY-@lJ-<8XD(|322`OGGlUb$D
z@*Cb)X5YPRn@;7TZFgelS_M^oUA^@CQpP^Dgpa+JA13|dmG|7eK{a!^s(PmUS=kV&
zYpWdQt`?k_e`KXMU&p($t^3X%GL%bs@$Jp_llzPO*xsnD+|2Zzhs|^8|B8@(=NQ-U
zy?r9IHu1<jze}N?rc7PR_fs#+g@1EB%i2w5FMl1fl{H-}TX(zdK=}o`B;h@qr%hV8
zWBSaiySB}kQ1c}zH8khwGRyd$HC?gStzO?q6O$2NP-qnBdsfGaMYMWdklL)7s@;iO
zS8<oIo?WUTE6u==>e{RQO8;1qQAls^>E#wbQZ*_n)<0Fy<2gIyQP=+6+upJ~K3GyF
zHbXW3?B}b`wywY3c+Riju~L~6hY9aI{U0YbOe~3+rKfhUXq5;5n{BFZ-slK!<k|jp
z=@y??TmOGC^ZvsSTQcKa_@A`-&Hmy?(^pxS#80d+Y}y>SP(`4AUSE0e_g~w4qjZDU
z#EV*A_?&lGf6wP12d1>0;j+3{?5tMa{`q=bg}PPJ$HUXb&YGMKecLE=oo7$PwvBgn
z9d|9WjCy|iT-8mR>;TnF_31MfHUAeeU%v3?w72zI<qIC)Y!tlE>}zrQ(!93r?N+;H
zt;n!FHkY&Q-_hf%7lnwtUQ}~4{N)kZT&;i?FRtv^Tl?X8>-4!jJ3a*NsOz5Hx}w=Y
zB4Y*fED7m+BTg@sSw{{yXKXIG*td(HM@CWW+TD~|_i65qCw3XCMC~Y!P*7%N{O#x(
zwL>&x_Xbw&PX~p~U(D}1ZgDJ@^UxHrPZn=ECD<<I#dk~=b=`H8qx-d2MRLpPH+jlA
zOd&clD=Z9Fu6wZQ@MaHQ78A)*cKwLG?UTffK8uEW`oEf>vswRQU#Z3%@i)ubqoz%_
zT{>AO)@hy8)`dcIqS`GU7P~fkY1Kx_CV4-d9wOs-c|(p|%3BvUDTZ?^vvq`IFN&^B
zdg#IF<!z_8$K`TwMgiAGt%D~n&3*gokz;SI<qWmhAD16{#LigrtI2h>>uCmo4PM>p
zI~yKO?AFsVt1tCC^U|!7ds5}BXCGdr8!ddiI{u}jdA;qPk_(p~Tr~2SsA|sU1-{AK
z=ldZ$&`sV+XCsRbe7aEbvdJfvrBmP*Z)^?dChv)$o4j2rzJ1|vOi0}q#^4RQ$vbAA
zvvGy^8?}EfzwTETD6Pnlwew<PzPe_++o4v;aNgoIpOT6e##B4)mE8S?eQRj%=CrRT
zW~3k4d@(A|+J|lS+RAHp#Dsp_U@LgSJ6+cH@XEP<>uU}R<UiTDx_oD1!`e&nGAEV<
zt7><DNV!z<YSmuTbt=<Ti&h?eoU@?)A?uN{*7irYvbU@|HRsI|55b!0M{d6mQ@Icn
zu;|q#vlY7p@&v*PA{hI5l}%Vr%1le#ldv(|Jz(y}Xr{Hk%pC1Yn6ng)W_(Xg^;;2M
z=VaL@8#MLBqtJs9X2E*--khDz>h+=yI!$YBO&I?+m=!(LTV<5!$QbT?a@NtK&zhMX
zYuO@}tu9kp%6VBy$Jgp$!@mbIrn}6-`F>30e4}QyZVk^RgD~H%Zns#K9;?mxXZ=CS
z)plZGLS(bsg`XRwy%~45Ywy^ulF__s^IG9`Zyruxz4gJJ+mq^+MXgjyVu)e2z5e;H
zg|X6w>_<z2EblC^e6FNA?M)}+$vZt-yqs+@JpBJu=4H(c{}}N~+I8y3Gn~9fmr5jw
zM!Gg#HxZ0*n#{iatM=+e?0T!;#l2mjJfTEtR-R&VtW3mg7G38jHtT!!g6l+&i|=~7
z;A=~S3HS55qP^Bxfg-2>ZrrpgNL@+mUf%rmvicq?XFdIqekWAZLU6(v;mNC%4?SRg
z=Iye5TK%%02M!!vv?*Z!k93n(R^1b6(SN5M%xya*6>K|w3*Q6%$Vfh0@1%z;@6-3X
zUaxR?x@P+!){P=<o2Q?=&3QPXwrxww!xO1J)fd)pmp(SFq@z00V#kfIJZuTMIhQv3
zne27tu{ok=b|L44;Kg9CX7|9H{buK<FZy8+ZCY7%D{v{dZcM=Pt2;kb|75zS8?teG
zAeRvTX|K)Ew>5YY)>@tWWZIqe`sJdn_xGJi`F%f}r~KIWRQ1J~iffAHSA0G6DQXvA
z*JZVvS}_66i}+W~yU`TxBfjclBIDtSw^rXgz$3TeN%+h|GV)Vyidy>Ip8VeIiSs@2
zEW!5^D<>)cP}r8>%K7o*JHdO?YnXD4%eX7Ma#b%U9(a1f<Nk$=?K(vVF7+%9<1SOy
zpH<3LXw+!h<atui$Hk~$^sV2~4aHB6F1p)xYQOnn*^qmWI<C2@TyE-oap-6U>pmyG
zsOtv<GQuYQU{wDW@?^u&7tEDz@hc3g!lrKVUZyZP>YU-O(kEfrOI+C2TwL-0+tSp)
zozBe+(sfMJQhQIWE)oxo>2Y8DBzeE%0TU;=O&*I=0(Sd_?cH%sLhnadtX%A^rG{^x
z<s6mmn)WE`koJrYb+bzoriUEjTX5pN(C%qBzFNJ}Slj$bAb;DIU2LHuVJlu9@L*cM
zZSnR5#^g|buANy^H=g14SvBFrm*y;?nu}Qvv&Fq19k26r<6XFXp}JJd{WIzev5B)<
z`>!bX-q{%^^W$Y=Vu06j@$47z59Hd8OKtWGjaJ^_k^i4bFhB6@^9RQ7)`T3{W$fsh
zqEe{LsQWbRLcGW1HCK|dCav0{x;{E%q56`NTaNofcB!6``JvKT5*eFt`$uz|>}{rP
zsnzFH%3KuM-X-X5d6?r8GQZ1INj4){`?bsOs)YRys}E*}PxCGPyg#hqO+cyZr3;L4
z-33!^c|iAg=X|X@p)&_`kM|U3VXNEf=eDg}z3Jhx#U|Zc>t-EpzOlIX+Jfdnh4P3S
z4-a@aT@1LNnSJ56>9aQ%BPFUQe&W8hePwx;%?&GF8-t~?IZOCnNU=w6cZn{&D}4Eb
zjHJS&pYtM_`&`5~%5cggRrIp%yQ^VZQC)Iz#|4Ah+;d)@2fci=tM%41cE9(wYuu-;
zJ!8jZ9nReP|7KYc^A|pP_DytUp+?cYmv_wP*!i74-`mA2mt^K|9<{?sEse8t-Dk~6
z@w@9lw=q6_-Q4%}>t{E~wU53}o#>p<Qy>&QCEw@Olu{Gzx6-vty)T#Q96HuGr{rzL
zn=hXh%;oF#d)a(y)0W?oJ;h2IR`IgW&7Qe`U*H}W)+@g4_P>aG2Gflnai6i7@$2Vy
zeM`m5*F^S)o%+17)F9q3Y+7cfV)D9}0-3duj%S)emftfDp4r^fw8G#=gRG@p?3(g7
zeiySiXL^R-IChcwN&NmN9mZZf|CPOaR#ZqY{_u}cN2|^7*U6$Ae~tIAUADb1r2bg-
z1O~+nSC+yBDRMh18-n_Rb%i4?iX^?8weK;jgi2XKlb4K!R8@$aZ_9>=zmCg!8q*p%
zkNutd(6F%lYaFxTLB3m8=TBYl-@8M>VZU8&zE94Hm6BR_7bfe))@GH=$iBUBwpaM$
zmuK1k{`;ls`2MUrpM<}#xLg$bZ06Li=j&Ilo4Gu5`PrkN!Y7JG6~)b(oi~NY$GvOw
zHUkO6R1>cYn@r0elrV~&P?ec?<7w4uGtVPxY_lZhpIWe7%JS>PiF=Jg-}bMHNa_-*
z-M@~Tk$>$v3x}&KI4@TU{p*mG5b2bvuRhLiWwe=BxcPurtM_6<TS2~4Zbw)2XL1TU
zn;lN>otVG&^8%TB?5mRtrWq}`x-e1pX79=6GtDg(`bxdjo+jP8Dtlmi)dlDKE8l&2
zY_ezL`WGK#j=z~$km^0B<mmhNnl=gy2h9#TrKkN%)(LE=TWOHluw-VX4fF3OM!weF
zozHLYc&T9*;dH{|fW_jM%X*AE&L~J)?7#c9ru|UKHOBMrybsSvo^kJ#nDxY}#w54d
zv6Y8|Cv(_dD@am*@x5SH#%J?wDYA>}&pmKDUHe_WsU+1wB7E`j7bV=cbzfG9yG~fP
zw)XnU^q;a4l|?tL3LY$|?zD+4O_1=)x;1Z`fmGJU{8fBM{2o?xvmbo1<JIe1)tgja
z=rZN{6z4UBRmn~JxN(O37ojG>(!YB*MBTa0J$Flt_U*9qqUxLu{Y}m4A+{cuW_}K`
z^|3s-af$S@fLoroO4(Q?I1YrJeG!`e;ezfh&8n+qA5yh4V!EfZyxjk7jitnMq02wI
z^)<H%wYkLhtX#a?u+;F3OrZhKAHSu)_atTo=k&f^cI{8dhg3a&+n?g5y~n@Bs+qnw
zS9`xzqWs_bN3*VkbKA_=`o2^4VZ&v&wPvSF&-eHXwMMTLyb&_lV*WI}8R_Tl`YAk^
zvwfMgQ`YLcUIqmQXD^&_PVYH8Q*`GC1KZj2<mOl3&+?04)_OOYPjsV9d*{Z)O{<Fc
zI~%i=om{xF<ze=n8>Sw7c1P?)#cpRF6*T61>+hoEBsZ=6u5;sit1Hp*fi9bmr!C)J
zYqnsg7q^yQ_T8DcHzqF^F!Y`oA@=p0Xdn|~u&&LtGmRV;@&~hmU#MQO<(nwV@jkjQ
zTS6^w4a1FZ8y_q+=IuLqPG&}c+zfZV9f$m5`pmy|G9O*AS$BDAVvyz^r_;A0G}^AN
zi+#|@{ONYDDZh-5x5CGQywr7z5Adl4UUu1He$M)y_BIFMzs&1q7F{~BJomT4>22TV
zRwRYG*fK?|KPEFnGxq2!(;t(h9$A>CB?Y@~E?di@S(tt0Xv?*b`;WKl2`-#E>&>n8
zYi{;zp7nBd+3sdmmhQt=RSTNrrr%wsS!niG=FEe>nYUV8m*_CeC^*Wx>cGbzISUU(
zEn30ZvTXUYuc3Drr&QFlxnyQWGAx^-eAR8wGT8<mRpl<*f~{9nB2xT1SydLy5S|i~
zS=(i#8T$H&Wb-kG6e0U6leUA^tCBb6$XGbs7Y(`m=!=(jz>Rh-+g(mw3fz_++9s8|
zHaksy^Ziz{;^8Vk_2PLvYrg+v?VoG$)N%cU%dG1kOz6qs`=~0Pom8y1-@8V*bK&F{
zT+^OD`Ke`F@yM5bU&PZ3ceM*|ohiOJPh71l&rUR=^73Xb>BE`t6xRRg+j@6lQom(b
z?iVY+2M>y8Iow*i^zD~5KW1#3x3l>z^GwgHdW)mY{cAoK-1_L17s69Izk-|h+W!@N
zJB}|2>xtQXzWic~u<N$$U46OzORC)FeiNI1aLN_E3)UGMem0)nuy9-X^(zVq0rQh9
zCfq+4w&P><19h4HskN_Hop{xxd7^Hav`n(@WpSI$%NiMdo(cQx`a5&Rnze`ZR%ojA
z_UXy=g+I0W_H3*7Lgrxi$aK4~DA}^AS!r6bJ3eoc%kKVuMd3ra!)u0QN%ncu8W;XC
zcY8cZO6Ste#^Tnse<$3~HN8={)qz{weaDd>5}k5oC(;sC;@-r)xwCtcf%&FOlPA6~
z-tjSY?h#vqnI>7+Po~EBU%q~P+M0Cpa~p1NHh!Ju{HEks#8YOwlbsrEJMMWaU+a;`
zk`0e3yCZWdJJZEMM0;9S$qL3<?8Y;**4osZZAxOgIoE_!GHlI+;-YsOrt%#!h`m^-
zk+nf`>hg9~2c9B9v1%KE_JsP~r%p~e_v}@HpybWO9TV6h0zaBg`F>GFw(iX5W#tz$
z4z|wd$S&CN-r7L7I6+~4@B^FmCFdGrC*CV4zF0C-gsFUqck!vUE?g~@v&$C0wc!eS
zmEbKP5&2ql|JtpkYr>cKtUj>U`18hdvy$Rl+UKuT;a{fKZTU#*+Ei!7XP}$Bo6o%V
zn<bgzD88Y83-5$|FIGu)tkM75YSf>*v_W)^>_&~9spSgI#T=$AtKUm}mgavWF4e!z
zl+kzV%Fn#7*)&h7bIvvCoANixIc-fV+nY<AZ?#HqL}u_+J+-#@vBa7qB6<5&c1!LF
zJsX8Cn%+Ek^1`W7ffZYy?Ry#R6gKNH>pUHH_TMV)>&hyPm4nZ_E*72Grn<CB=a=iE
z?=Qm&8z){owD(Ek&B}uA$;TVEobavLQS|(JT$5NEbNepVKQ<C;Jnt?LG2h0gHtS(t
zP=JPBfg4Am@`~>7{u!@s>b3L!EV`O{B2O@0s;&3#nxLl}B1$LmonuoF%Vciyp24@M
zlvjhLJu5f)0r)2GK(3zxd)zo9M0i(T>HHWGv3y6Ft1$1<^c@Fw3+X<(bMg$6TGy2L
z#|L!H!W#|qs;iRXwQo%`v9XQXE+w^N->D5L)yGb~<aVCxyZOVqNz>L>T-~wp?zXzM
zFDAA=?+uERn*89IYM`%petWG-@1AN2u?=~WFG_xFQ```o*%o|dw_8zg4tMgr{fC$I
z&fNL>d~B}@H^-;jY9X0@YXW03BhPkr`re*(G(>u_hr?%$jSVsv!_I^s%5!SF9H(F;
z#rc$vd57<&<C)ddUDkka^6miL<h>-MWAene*^7hz$+#T3b@;2Bf5gGLHh<4;(OvWQ
z?84qjy$M>k1EU`vl6ksk`D3U3l_JW9Th4tr_C&^<&r$d2^uh;$*Wz+zUMTy`%Y0$R
zm((em<e}AJ#^?Ed#mpVX9BmxO7xJWRKV;jT-0yrm*5Jq^@A#OVwp?rUuVsr|*d(#K
zTI5Z#qTxAPj+YB#JJSUgFx+_gB~O4!cVZ!LlTl$z^8*9-ip09jz7sNENyR~L@-|@o
z`+o5j^I5y!G9>+y+tRh|+6ESx(=KmTq@?UgY}_?<d%!&J%D{UY4o}va68iXH+3f%Z
z?!BU2&Wo=e-(T5!h<nd{O_7-OB6=aOXa99`EML(c|9kr5X-Vemc~*C{YAzSJ^WoN%
zoT`hvW^Da<X=hVOD)=VvO7KnImOTlwIjYLOcNT?&fB&^Aw@><a#DWEd!c0M(t2e#;
zpD&mFf$O;PM*}P4gV`77J5Jg3*X8Y|TixY}2PQN4{gP^!zwMiOu_pf|-=~@leAl<K
z$mg72P{tP!UB30@?#;65jWXX<#40_z|4(~eo3_hM<o2Xjj1eUz8MOzD-toNfy8Y}R
zw^(8AYG-rf*Ipcj9jqSv>kN3TEY3_1&?~#jc;Hnlqvj5kV{AMh7jp-*$)E7w!QK0I
z;nj5WSTVu6O`VB)Y(9~d8_jMuJi0fxqLx?MWaqED?`<FQWj(RWKhg5c<U#d*56c_Z
z`7PY*jP7!9^Yj>f_1Z7!y6f4&jx+0?I=z>cKD!}dlB3A?q-2wwGda4J-8;3sN|5>7
zmYvKEc6U}u*UbFXw!v_fW5`j(MWQ8t-k5JP)UsUS@UYtAR*`cF+nTGdk8F7vGWBlT
z!d0EmGxetI@$?Bj_S$mY?nRCd+n!vFP36(wyL5%-?<1Zk%ktwcp4#NTB~XP){>{pW
z75}^)r5-O@$C{A2=aQ0!Ux2vF<lc{ubB_qU$!q?1sG(Q$_e9~>r$gh8iABo$`KY#k
zeBg8OuVZ^r$~?Ku3)a~hANDx}oweVxPnTWVxwbniUg-Kx-lJ-djvSk5vsKiaEl6*R
z*z^^BNA-(Dnf6-VaF1%5e?DWMANyRj4X@5>TX(6OZ9Vn(3A5PbB=4^kXF|?57T9lP
zT_uzkwRqzX&RwC6?bEalm>oAUP7R*CW3NeGD8qD=tGwU!9uCVFE71(<ce=Q-(PnS=
z;w5)xTw9(Jf2ySX!@s(oqOBY2<x_WEwE3cxzt;cw1LG;LW3Pm?a36KOogH!9t0Lx$
z$-TnM@xPj5&wN;CZ}C_x?$_m=)fda_@8n;f-)hxaaA8`<)du;CuBUVb-#?vwPd!+$
zLdQETBAQR57<!erCHwKz4^@$WwjAiO+9CWg)R%XOSNaT<n>*J#otJR$eXG82rQCx2
z^`Sho;`v_8GTPb1+LmN|?2t^b{%WR+E3b?9h-a@`Z!VP?JL$wS{i-Ljssis%D2nZr
ze5%#j?RV31&a{f7Pvni~Rh)LKyenli_k}0Jg@ugQvWq)Rwaz_0XreKx@XUi>+Y;W3
zdNg0}n}2at{=toFmn_TZ`F;3Y1gqRZiK+yKz3;CoitXiitY!K^K=4=I@hbC4U-zu3
zOOLqvr><A7w`1bteTQ#2#9M9@oBxQ@Y1z%PNu3iMXI1rVn62S>P~K<u;fW0uQ(gWE
zPy2ABdWHB$>28URuV39Ns}^lcd9HNiq=DG6-%PUKz8*fgL~-7!rRIvFp32;ts-E#a
zP+u42q-CHi^ZWS)=?!8H)>&7t8Zd-gsr=es@x(=c?x|-V6BqBXJmLhp%X<RsF7Ntq
zb!CsrDhJP_b^+me+2Kri?UD9d&rUcg+&YiTSH?A@L(+-I=*$U5vBIZ<W(j-E&(4`w
z5mnHt;o_*xYpUAayQIg$)?nF74Iw=}p-(X;46Dz@2r9>LPW@p2_(MSbDtF0BhvMlP
z9=Us089do=q2cf$-ZdBbPJH`z=|FU&jj%pr&`c>S+109xF8C*vfbQ~chu`JB_husR
z%WuyX<*qP3e#+4Ua+f#XtHXf{4_tR%!*rg1#r|I*CW$V~Peo)cU$&*@N$=DZv&B7<
zy>|Wae9X1v1;f{jYDw;Z?>j_yulBWnv{CLahv8}N71bXtHI9|c?fCv8W}S7^hQ^Ss
zn>%it2$$V<Pj*?(yUlAmO|MvcnOvT_aqa$uT-}|oxbn92?Rj-4Bewl=taWPY%bY5+
zPhXoC2Bz1(_^cSS$9o}<6-W6=A&#4;+h3fUxwq!P+SzwI&s=t{`JH~!NTi~=T}eLZ
z%eF;}7}TN<Zh16uqL?6CV9u?Zfp2)P=bZC6GSBeh9rw$V1UD{jw`-hIWq#&Hc$e&s
z{Q=hhKALP1d-X>1?(s&EZN^is8i(KGS}vlw`M6A{`|_z}7t>v4S5+#0h__fh;dKE2
z?Fhy->sA~}o4ru~j89ecaRa5>I%Rj~y1VbVXu9Hv6Q_PeOy|G&{V^H7H?Quzu<22@
zmbhnne7uCq;pAJ(d$_G+R@HiKjMFf<Q!{COnM|5U=G?YjmNg5_+GDNr)bhI4Rj&DS
zM&CH{XJ!5RKN{iIe8ye-_RUXxwdT=2Wv}1+6pa#}i-`ZqedC#P?BRwM@19xbIJ@WT
zEZO_EB%!_cN{N11a%}J#Lzl4M7Z$U3O=#<_vE7pQ<|pId@bzE((qCUa#x?)iVeR&1
z>rE4y_ZIx#nPi%q_hKdA{`Rm7>ES!;qgIQlcr3dYE~~jtG<tQ6T5n#??rG-VrZOKW
z(P-Dw&R%)_`i=#C+r0QbI!S%264N%n_De45@H)n)y;1=hVY_c!%F=kes5K{a>YDQT
z%W76>?V8|z@4#8X)?dLbXKvXC76qqDtP|l1^U^-QbbVHlY_&k&jE8OA%`<0AEvk+F
z@Mvl8b+@ja`M+kgew<~fd}pKR-YI*TzXb%p3A!YH_rcZ|&iMj13tpX+nD*jXh;IAs
zQydAQ2c1Q_IclzDIEcB3e9Zg)A#JCGwG31Kw8P2E!wQxb+%?n<j=S@I!l!AUrs*A?
zRkC{C12)5unUXvYlJj2i`sUU@VQzSK;(MW=WZX&5-&PS7<)vE<Pb~X;=9Y<^?d>~<
zp0<5~T;?4)M;7@qZ<oib^sZ(}Z<=VL)X)<8@tc97MYYbRlW}TagFp2(xLJcP^WO8`
zS$p+QR_7zT<^&pvBqs<;I)A8R+R?k){_Omw>V(C$3<3E^qBu+1c1IQ{R(x^%ZFAQ9
zy|#N>PiOE_|8Q#~ec#EKw(N7gk;EKtFH#^{bLVFAH;+>yzj`Cu3zAFZZ{NQtCKZ43
zqlDDUJ=gx~o$Q_)R_d8~FXG`vvzlEC%bYgxz0EgS;>UehuR0*=RsqMV%Wrbxv&y+c
zU6&>&@4mSHeZ-=iN69H+n?gQiI`8=$zS|@C?0KcdZ_gOBTs`&kcgn9zu_uph(XH9K
zP_>NRQ|fVG7`y3*vH~ymtT;uTpvu+_G4V0E(#f;q?;AJHIk_jHu+smK_?%#wa|@LO
zE*CAobAHwi`%Mj7FU-5Y`Q@#nTGQFT-tc{Oe*KcfZM+M*S}r{O$)L`Drf!iNOTd*6
zmvS{(Ty~!gT)pV^#XvEyTE|C1i^J9!-mu}wj!ieV2%BUZ%N*G<Pp^Vy`JW3b=DmL5
zR^j^Y-&-;5_KPJOwa%`K)XhuQaJIGb=BNf==B)<0%zK6-_v4#J*8<KkEJ~4{@GI{3
z#oj}Qq8SRRYb^aN8e+^Bgf0pC!|o{`xb5%~hech6Qdbq1Z!bGx^dRZ#u`SgW$}g?t
zXEML2DD5;_y8D4d%|2$G9UIo1wcgVtGp+W%oaQmvaMhm|PC1n&JY^6Ii)>&G4O{xm
zXnooC!+Sbzzx!mJwcc(=!>MC24o4Hkz?XR+ZjwC|bJyb0qcii)g<SVa(*HNv;P<@W
z&!6)x$vLw-fjzqK;;QdE{FfKLuj8EjZ1v~RuBdnKZl5|Vqt~)YK;FUf2IqX8H!S{P
zZ`Dhjq^3>W(4_vpy|Ec|nKvi=GH+|I7j;=C#mw5Xb~5sUFY~VX1HR0=H!z@0`0ZD%
zs~PM^V=pp>d0ckXUQy|&vLnIRV%`Y@hCSbRHP7k{U%XSu->IPCj{7%}cPp<k9_wVz
zjg!e>PYZS|u$y<|?X%-%XSJB7AFo)=;rUyN=SI$k`?J}9f0x=QvP<4y#eCko_`~a&
z82QuI6<E6-Qp{e+U^XkdS}Xr^Q8xek*X#1$KAd{@x_X9#=h8KA=I{D8=YHzmJ<m7z
z*fvKO`!KGYxh?80hgMdVVYBmmxvx^U7hk!#W76KQYd2><{>i<5YhkbT_wMsb?W^y#
zH*-Ara&F}{#`Lw;FI+VvZreL`*R0C$d%(P5fnJS}{ZWODl5MjVF}B%AA9D8D8niwA
z%B3wTdg&_1mWy*9T`=dd!jrEXCkuG_avRwCE%`0I@PQ)J!np^&vChyfTaemYnc{hW
z<t>+&Ci|bRXRR)O=b^AJ+5Wf7ubUc?l5Ub;8oVAl?wL_B<?&6EO4YZ5_Gj}QE1ym@
z(pw*U<*>yP!Jd~qj1If*@2~6>7kn(VqKLVBy7a9*B`2OeT~}q8YF=M)ayI){tLsO-
z_hdX(VDN}q6MlE*cdpl6hST}GUr#KW)1z}H<+zT_sn#FNC9iUmj-=i94SpcKC&5Ow
z++a(Kz_%S<cAbyR_Ego{7knz!|9PwL@G(AbxhpJ6(Q~C^1(mYXGaFkaUG3OdU%5vf
zzU_bi;_~0W&$+Ao;%>A4I(5;mM?4Y>LcZp$3=6+?(ow&#Y(-b`Hj{qcb6U&Jb{6|v
z+&OXLS`6o!rmeS1MNLE^LiNwbeXlxrYt>l+8TUgU-*I={y;ES~@b~obhjO#I{&sdH
zC~Rf5;Y>;MVOUwAJ1^k;#M`Qm5*}C;C4A5|t&lA+U3@jntN)KxmuBO%#;uE{Ydrj8
zf2<*5leJTH^!#mmbGJvl4cs(qdf3&qqFbh4YwulP^#gL9H>>ye?Kj%=cQbl*96y&;
zeBp>P^g8dt<yST@lb2`aeSBg0s_n@qzJ5q^Lb}dd-reR!ALu&oN5VVi_@?VSOH61G
z2)!6RVX-)y`X$Za!s#t}D_NuuN$GBx`%7+}gvq`Yv#Z42{9iD=dY#@Q8r0{u<4~tW
z^1ZJ5R;7dgtEPwi+b$TtPyb9|=zZQrcYgA?d^mU^?u%<=LD#A!k3}CXjJDLiP*L&J
zdD0G7!!>s=g&KWen<KjJlfz}7W2TSV)*ZOus8ds(Wj<NV<wyyG>b&3mt63hspQ0!8
z@PxTRunmt%N%rjL>{Xt@XP(WLW#-s(O>*63bK7qLtJo_~HM;S~^Bgn3D%;K=ajmuZ
z`4yJ9o!h2=KXxHRZqD+vRi}mdpWb}i$9>sl#mU9C`%>x-pYF4`Kl@s+fb`*W!fHMd
zH$B-NPuXU-_V<?!C&afW3kgqG+Zw*6>Z<nz=j1&a*P5p}O!>?^x!z`@($*ql4W9F&
zds0@0OKOJqG)Lx(bXHZg%sCgLUo%Cj^wc6tn-y=be`K;3T~=5V+Q^Vwmz(t=c3pW2
zZ`_}S;@gahEq9-BxRbFl&gWZC<bpKLLp)ODk#?$9Uyt3G)f+8+<lvLPNjDoGOJ9EY
zrR7N5@_Uy$c7reUUT~$)yG1N5-N|#GKIeOlO}nDrq~&jD`3b(z+xNnO?&aRs-j;1T
zoMEpGy3qUi`Ro15ubwmOE?exeEytL7g>AvyNe-gwb0$`&oUeOi^{m2imhsgYf8IS<
z-d@-fuD)vS+DF$8SVufLEVuoTs!PREnS}hZ_w1i|KJ=_@a88N6&+>BXgNC)s0(zz1
za0<LR&+fZdNHu!VJbk~#+fx+muTNIjX3jQ=3v4Nm`8IiOl;f4%N=t(7fo}BP+sxE|
z>bvi>dEgtp1Fu@2d-#FD?%k8XRUaI-&Redx)75(2vK+>+aIwHE&*$-3nP-2kT${<h
z#Ps3%g3e0UR1y6vY_sq8CtU~K=)L#b*Vp3x&z6|~v(Yzk-J5!9yRi57M@5O&x8FON
zW(r*IzJH(n-Sj1^=QithnXm_5>?lwFI<MzBZ+Qz>`&{o7Z>GK^cQbKc_TO1DdoLcn
z`0vx+B9;5RmIZ=ezm~pxS>n>+TkZG!+3b01z4$gQj*@#+xo*-_YyA^e2CMfwGJHNZ
z`)aa+@q*=b;%lAnK4Dbf>3dS|g3yy&tXZwe`|51F@8&;|o*A{ycdwc2Wp+W8L##4U
zZ+33%&SGE3#n}7BNqI8=XYQLG*{AhGK6_mMt9l-Mqj%t<siAf*6W@AV`?a^takU+D
z>REXQZO$EnZ={lx|2f?}T`Ioka7(<E{zK4>-V*G;%J-O-?+@Sj&~>Bxo)=#V%@-F{
zCdXH@tiA8_^=xx{Wu*RueKUE43-_H8?T<73^TWt(vh*#h%RBxFE^-&EOg&yb!O|=7
zYE*k?;wEQLz9?_m^FC)^iErp$u=$4KV!Z<We^GDvYFZvCxa-WCm%G<(li|G2TC!&+
zeaL^AQE~Ux-R~BsKHfTas3_{I<|n6Z(mm30du(SKY$|H&OFL#J<FMC#QnTGeJ-)QI
ziJv^Y9ah~+Tq?F_&zeV#OS~J5pG1n!xc;C<BU1bI>Q}e(UN0;2O*_1^j6EwW;N02f
z6WUzP>nF|GwJulV{q1;D_mc;<=^wwnV9kv{{jYa@Eg~bA#7x@MvCrc7KJ|Ug66;Ej
z-#s`f?&&v%pf3k^F3LA&I(b)l)(o>`L&eB^8zx!(j75PfnkJVV%Tsy(*St9|w&sBC
z&6^If!WDLWvTPZ@rmCe%E@3tcUH#hq(d8FQYn~m|Re5inS-L_*`$QqPwlU~R@9eah
zNz3wQZChEsXwlXs)4xQe1Zzug{h+rr!%cW&qEs>K(F+atPD*@LyV<<N%r^7aqL){A
zY}Z!%hi_Q3{rby3zVFprm%rHh<<nZ*zFlfoJH<;soi7!Zz7Zqj8@5kOeAe_m{RfoG
zwQuX@P5pWH@4a6_9v<6I_HR+zEpYLC)4|zkacPZ>_m~en_gsH)-$9vO`+8br`O<Wm
zM52vnMh6t+Yacu~eccN&mJHdm9YL;M+a0n_c}`wFL1T5CWA+V8wP|_l6PoX-N5nsW
zDtzYBmts?{m%>x>7F={`wtc!WL+DrbO+Uw=Sr;y+_&Hv+(S7LQaqm~W&e`>T2OIbP
z+|Ty(*tHk3SC0Mo!7OcY?m%0g`i6z6^M3D|E?J*p;m7d#(WAFa466;-?@YYB-`M-o
z)(sPr|LMOm`X{?X=hNjwhIe}>asSS$=@#E*QNH*{+uDV@75U{Z|DP8*BfI|hr{(os
z{q_Is<CD(YSamLEy4EUuWXDu?{Vlhb{DtijYH_bnC~4%`^Wn$!|39DZ|KEQ6znG2v
zhv{dmL)jOxziiamm><8P{zpTJy-SGv|F84q%s;IEud{{a!l%pU<NtlR{^P{UvwFw=
z{LGJ6%KqCgRWQfmhx(>JpSSD(7kCBUB$V>fEk@M*NXzl_{~v$kR}}2qkrn^O@ME4x
zf9b=DG?RIcl7dqHaY}Dv6c2i{|BrIvlHD#d%M1T5%=DF&l-(hIPD-QY|Ht&VY)#qu
zdv2E3-Qm5Md5eE7U%ATZ|6kLtKHZaGqoZ!Of9ogl=0b4?;iXFoq+Y70vIplB#_s>S
zF#CQ%pJ>>Gg$J`P9zRf)`1Zs6f3xx*vEMtt_J+>IqQB?E-YuOR%4+rO=*kmCGm9n5
zk3|`Co#uGR_jp^D?@^Cl-!)ryvFZ7ynm;<eDeucq?m0hp9F|{H$uH^WVt20I(JkMl
zMdatE4?Ztc_J4euv&$qu?bO50ES2cT2ak3-DC#R8YSW*0*LekNk;v8r!Qk~P-?L~d
z-u%ufZv82ie@{%O^{EZZ@19-T-aRez-wpe(?^?`vcdULDKKK2~4QkcLWWFBGNLw8v
zGF9a61S2Nn#7Sqj%Y}tA*adB=e<13=+VTFoH+ytSLz+1bOw`%8YsKucn_X|Wb$;*i
z4wqf%vfOQH`E(^SJ*VW{eZP+^UA{4X57Vr}TLdF=RIMgFE9+<ca7iJ$Zcj&%>o@1q
zvHE=bYF9XY{PXCv@|uO)*Uy_(c=*SYk0tJG{Le&tcUjGPDBL}3Q(we)fny!NUc7q9
znrD}vSepEiSDlAB&)~bvv(i^Jem8m94+I|nb*GI_{gqUHL@_f@fa+W&1^b<cMc&T;
zaQ_@jMC#m%w_bBq<~^HxCeNuqXFlKD$OpUY)XqG-G&8b&ZZ)6OV^f1|>8~Xh8?XHy
zvF_*psjt=fE$9DlI<-S^U3O>o8~Is}`OkiAfA+(<*r8a*SZZPYp8iWZZ`SS4imi??
zSlIq2?U|xw_v_soW#hDsZXds}`*qZ@gLk3?e?^I_PBXW?raevJ(Butf>CO?cuMRdZ
z?m4{4bl+dog8J6KHILN4StdWvkFo33?r&S|v*G0SrR&osUg??~c2UqH=Rv^FmmP_>
z!hh!&KKl8zM)8=%q^e_&Lv)gl2_zJ%aCjU1nG@Q6LyS%6fzrOXyMmcjZ}vTEcU|{(
z`n~++K8M~PJ{Ej4aYz0)p0kP{cpkoMmoM}<r2orz(}WNIH*Q-~zrVtp_5JCW(bJ!P
zGgjNCu_M>w%tel+GfvvLwjOzVzU9+%{|_Gx<8D8FRpZ4Rw<_mX(D!AEPx@b*$ZV^q
zeDQzr?br7&z5QPu&77|)Y8AFyx41aqx%!$v`>%J3hdz2CKjD9OZ2z9m+V}sQ|NrCm
zFNuXMc~wdOXUsh={kJr>U-J9Dy*zj0_iuim`iN;3|M9=qzss)v6Po<T#p>~&-q`oW
zJ73t}``Q@J!)EMJw|$=fK7(K1Us#=Q*~jtrdzq~J|16iHpYN}KowBp&U(x>mf24ow
z9tw?1yH@^v_rsH|e|Ga#zN*;xXWomqlh^%!YF<|RXz8VR^NYscw9<dXw%a`Rz5Fk>
z`JZ(4yvpt;>t{cg%-^u=e)+uTU4M3biM_S=@3D2SPb=)tyTBg*@pmnI?V}x+?>iox
z+VSUPy!l1$b7t-L%NL1HJSbjdH}{48-(%~-_X&PpeQb}(l9Ye@g!eu;JFEJ_b9LME
z`!_xpUe9q?cyG)5*Oj88;&!nY>fg4VD0i8C_QdknGu|ZGwFQ3?wR-e)kwwo_CHFlC
zMCN@ij1n$4U%fO)_x-f*^NWs`Ss&bEc2(y2Q$2ON3(d}p^wL-a?*Et&cuDuY$(;Fq
zJ{c>*4|GT$aLO(IsFc(%@>X6<|B`(89uGzF5{s=nf3)P^IBLY#tNx<!*P}<u`>yLv
zdn8e^NUwdOx<m2CKP<&}9?V(MFYVgPy>y2E1dW$xTh{GZW4GQ>DS^WwW}{X^Rs8``
z6{emQZeJah8s0a#Sd{&;^I-WBJE228B)-{&<vwd?gVMaowG%oXa0)$K&f589zMV(O
zDXWRMrdmC;K5MOcw?!_|PSz^u{qDMF#~)sr>DE5CdSB(S`JI)=Uidt)otC}q|E>?8
z<gFg@%YJO{`|*8=avbx?y?){z@2afQ+!d>zm_{b<a42$Lb;ny_XZue_g`Mpm^(Ndo
ze53J+TpPbi`Mr_?rS(5*lQu8kBz*Mi*?AT36+g7J`n#7s+3~sI!q3R(q8{&V%v|Z4
za_H)vOS?Ua@_#ma6y-mSRoS_{O6la@P;t*=`tqK~@{b>no%wi2_O;%#Y8QGRzUz?x
zygyk(^2sXR7<<mg)BZ{CWjdqemgE<0_|NROd~~D!ljZ(0ug@zz`O1EJxqr;esQL|e
zKY0H9czEHB%RfI{F0ac`y#D#={c7gKc01XR^*{Id&&-dP3On@q?fu(@t3NH3Of~&}
zT4VLEszrG>XTM`t(-ti+&z;Di!hLmz`Jcu|WtZNqF-lk%?-qG9Teb3)<Fl=Oj8pty
z6}U+ngv8$674h}u><GQZJQ+_Fmu<cz)Ev0%zrkXk`WUyFPI(jUw^~*oFn^QN?)=!$
z$S;15?W5|qInxi%Pkv%yC)fNU>8IhmI}c>EPxmgml_>EncS>m7{HNXiwNX}8t9cZ{
z{&ch1NzO>$-)nT>eUDLtf%&DQEhp>O#xx&Yf3iR5o13J=4XdA0Ec<#Rs&}q6I^gtm
z#XT+M6PzoU`^8^h(Yjn;wffDJQlqWfrI()HDlgjQY5S;VSILum<^Oyp9A0ibk<a;i
z&*wGv!NvTSW*$s8xE}Mrblq+Fs7L&|AKRz>_`Xy%ZtnIQ#|!R7w@iG0*PM~-bNZa$
zY7vX7pUmMrs3g1cbgi(-fu~aEYMHnFHUC$@CsSX|-*=#}%dho#?I&M(_tyfIGMg^X
ze7kw$;dAZE_IrfY8H|ON6+cRebFuK8*I_4_mN}hYJ!9GZr!^Ky5{n<7<lNG~dENYb
z)2-)QTzj|bu7ZWqodVsgyDQ%L#TI=i|MFs$#e}rm_0JyFJUTVyOY*ui`=|DAm|Wr)
zURQkVsOLS)ssFB}ESkILv*6tQA6E8+SHFF-e=7UCm}8f3<d+_tuKn`H&-X`|-QTR^
zvC({W?60-#hso0(Eqi&tvTE)h0r&sqzaFUDKRKRyZ{-TRfAhlw_vfvWy}EVxkJ;+8
zf@9nB?f*vXw|naU->>#*$O*Ma9Dnn@8A|s2>Wwtm=qoXO#;o>J??v8DR(Y}Suk0c3
zkA?rd4|~g5zP8Q_IGkF(gIOZ<|6A^N!D21PdqgK1-C45Z6hozE^X`Z5jhgPHa;>Y~
z3+AuB`rgRktl!K7b>8d0$X}A2GBZbeURH(RKPErjk6RVP7oC|dl)7(9K-S~z_L$Cq
zc&`r!y}}Re5Q>+4?zKhSi}8-?C+?+Y4(nWM7ETd2{w-v7YIzH16XTTIU9*)7)D8U3
zR_}bf<9PJrgT`wrOIAPe-+y+|q|j%s`)mH>{(cjENACB#=uq_<Yp*pg_I*8bI`Gze
zMUCm9nLiVo&TW5e-1LlJScN%t>NR<_7d5}Fg}yZ2`jgjmZu@+pFVE#wJxm_!vfDdM
z_`R*x?LvIrj0IEP#r@-OTz~(c9?MkS8K2uZt?t)Zoxa5{d}Uk0zn|@#S^wFbVvmWP
znO`?!fni->Tivg~rmQ<nKc~y9o~X69SAJo!?S7)xiAx8{UDugPp4gjbey5;ry5N)P
z*K)Om<5ye04#|GFw1uIZbLr8k0Y&u%s@azRUrps%&-CZk)HAief3Hnh`#pZ|q@DTo
z`z_n7bL!rDJ=^y;wJE{m|9{0EMRpv=1AzARgO33)G&43pI_2C9d<8dH268|E<hTZU
z-8l}qi5ql!4CKyn(5)!oYd%0Xin|*rKyJha%Y#mY;^fo^okF1ib}EQtpa8kg8mxj-
z-_20L6nu*-jBlg>x!wrIH&!qOAGr$Sn<$uqk5+^6O%))A9>Mr#3Xs!Mz<j6+D87>%
zawtO(`k^Oi$M`t;D(L&=7v(1AfKJg!PE;^N*8o4>1sojus2ZFdK^i#qeVieO?)Z2?
z>2L)DJqwVLzCH?ukn?yP6-tUqQ$b=_tT6-~s)>|9h_(iN>#DC05qFZC8G_EIL$)Ka
znCLsn%?ync3=}9ik;V{ycnc))gOV6pScB~#%7KIBL>fcrAt{`s9c>q_U=BXe33Q#2
zxt@iwk%6&7tb(zbf{C$$xsj2cp_#d*xq^v>LbQT~v9X?kfw_gDLac%rNWj$8OwZ8N
z$k;@|%+Ns3!r0Qn1azSnR19?a7fjw5uGIiZt&us*Mo^MN@GLAW^$g7n49$?#B5VMu
zHHND|xB+2Dtb(PnLbQS@=(tn`v^$r~z~O`xv#{fJM%JC=X5c)46buB;i7^D73<oX2
zVCPO%%o)9toZLIf&A<T)4u6z8$;}Mm6*shyhnI}tGuDs}VS*g`l#-ZN0xG}2cUBvM
z4o;(}WCYbopt=wDSzTZ|zz!$mz(G?og6d7Mr${}B&)858l<o}_3@t&WqM?C8w1Sbb
z0qAr-QxMb82vk;rMNL6W6LV0pV`!oft6&OJ0BUQ%%1Us%%f!qae1)N@k%@w_vAKe&
zA?Qj(GX*2?^-2a{+QJATW@>7t0J&b##K2g=#Mnf^*xVRYzABg+8Y!5APxc3~Vlj(2
zkcW|?2v)>dm_d#ULpnJabPO1%9RNv8L+1oBLr_9R@*;ua%Lr6yU@5+CXB{@+X?y=y
zWY-%#uXAVF6fdM|KS^Sr_Leay`Xx_yvdnj-e0%pS>lun|`j_<oPFu9BHmmoWz~0@S
zWiJvhxLM9wzIif-yG^F@B#|l8{yCML-nd<f>rviJ+rG7uYJs5)7u`F~-P7H0bM?!P
za;2(buDNFFH)>2{AH2(X%iot_b7avv$A<!1d%t|!Dle!sDK}d5(JlSk3x1yd5u@Ye
zHD`mgrRJPm{fl3pwJhp7ymFycOE9;|tN1_jLXSJveec_}d4lZm%oyRfGrg8E2Rl!(
z5l-!Q(L7$%m#P{#QTVClMLk6=sYRa}|HN3Ohs&Ga{`oFy!WPN!M|!NY?-Xuc^kDv*
ztv>ptJ1_luQfj)r^3>+y#3@_sXFasC&Hb<~$@*sK*1G+dSI@wHgs2%fM8OeYWN8NO
zgMc|^MmSq`&iSQ9nW;s7spSE|z9EQ2hf;zWQQEdMBHXqE+W~ehdI^T<#KBUA8Ijkz
z!*_788Q4suaDWyQ79;cEVl!~cK?)8+MGB~9z${WG+|4?oAkg~0wrl5|IGwc1Cbyjg
zc4@Z8d}&`+%dmLznhPr=iYIPgKWjoO7gxLGeT(#ryL(KcDi_Q@*CA&6#ml>W^31so
zFA4%?%_*AT^}}~*c+VXnsRv~<ZTfoO@vhWj_$9h(ayhrmyrnNc^j+Xrzo=<@;NkMT
z=DhUm`a+ktipo8WN9;<f9)FwL&tZ~y+^ucbr_+W8=EuJ$34U7Q|Jvk`#~dB;7dzx8
zghX2Kth!zx;i&un>gTDistTX#?drDLv3X5RQlRae$yVZ>cVn!Je?OX(bMw@*{!ZOf
zOS-nYR_@;#vCzWv&JDTXGv``cGS_NG@hmlYH+%arH?4d27cH7+f=dEe12Hu(1stAc
zMxd|)GmVh105UVe+1SC%iI5r!wXmSHxdR_Mz}?(20@(p}`VcBCK=nWA4IWGI;D?@p
zC8%wI-fc1hnTZq*BfYR7t^Hw)z5OxiZdS7cxUkrpqu;b{zh=jT45m0pQIV{5r8M$v
zYySPxKF<YBhqhZAr$4jEixXS=O6_6YjD>a=Rc`s2wjFzzl_iwEtK`(geHpu|qB{4N
z#%CVidUAQ?oE7?^))tvsEx$AKkDomADDyf`dR5t-^2-xmUU9XleXf3b`RZ%?uS}lR
z@;qf`#)_>|<Fx;VeN~C^yFI0M@B3wy$;EPl@tf5i8he)n^YixZT6Hqym6PAAo9e<Z
zFWSv?UiGtFKY7XA+rO3@$;jO(IDflRGWf`o-wTvA(kBU(Bz&@6wt%74XCaH~0)a0~
zT{D?NI0IE1;#l@3uzNYMUzn%a634Rl0=w)?B^R}h9>JL+IR~s>elz=iSiPgta#_=|
z7HOf!EC#N}EOZJa5?1{^D=nAa?QHVs@b-eYHDB3Y8tQNf3OVYx9lrRAElcg66+={9
z-Lp+4-+foEKXya);n^o|Bfc#PE{Tt`eW99N`JcgW@u3^oOD1r{fRnYc8Pa7NX2v+1
zG2m_(?vv2Xj45rw7!z*6fb9Ug8of|Laou2Pycm<$c!^d(oP=%!J_+5}Od(pq+z`|O
zGqD6QP0iqAQAWnlzM6r8sj&%|ZE9!^K5N+m)I+l{0rk)<Kqi<NgAQ0nFX6zhL<&@B
z2{&wxRW}1CEF=#SXy6!wDs9XL&cw4>Ee0a3-z&Rz&(UM+wMrIO;xX3U@q&MAZNrS1
zxemRG$6E96|B2w{RryeO&QnkQ<kp?0UQr(R&K`;0a=}}b=iKEa3#azxkd`zBmF?24
zlly%pA8EZ^y3N9D)qIaoMiqI#xoaaI76=Bn^Q%-EGxdfr%j{dX_Ho(8U()U&VnIRI
z6*iQc?=|>)%B@A^NMCQkt}U-Grv8(ezuN5t(`5_Z`7GyV6`J_)daSy#R%%uH_N*qa
zKbKF>cvV%Ger)&VLpv{TS+I5a9Jea25SO<yTOS!-(!8V^B>7^B+b&ltcCF6_2fvB^
zt*w-w^6a47Vrzf%@+*H|?0d9Ve4oT)EzbV}yFTc8wEhl%>G^xgefxyNJ&$n|E1<9g
z2epy830Mi3V`hxA!2`~?_(yk)K}``#Mt6)sl@_>NfOFg%YzNq_SW6Zp2M(IT1=KJB
zdy1^lomd4U0|g_{ReA;r$ip|F0c0~1@JJ45sN2xM&=OwMfQNEG!`qe$pn;rN1#@Es
z3+UjDp@Icy4$4fy0yF@GYvcxV%*Ghx4Wxj_Q~DS}hjAb+;-NEU15SQOUL;Wdm|$-+
zO*{)4vpN30j!Sm8v*(;;XW0}3Hi;J9U_bqfp>u6X+fl>5>JzumZ@a{ow&9`rOZ}5U
zLFVUs!}uogTX%}d@_2c7e=ga|wD5TMrJi(!sRi0c!+Yi?c8YI5{iY!2i^0ZCEFN}y
z%gf3d&j$M0+HH7p7kn3G@w({qZ?DdfmkG4?hzxB!axlH>?U`tEC6&N!xl6ulZ_nBL
zO#e}~AxC72-(ApMlva(~E{mt6zVc^%dUAf(!fF5iu&(^&SW|B1^7)SY@|S(#jhlj(
z?CINb+x=F$i~Ay_AirJAFZU>15*AFgyt1)*Ygpatn*1r^hCRXeV*R3wp7l>@>Zz{F
zR*{N7v7^lWlTvhd;I9v#H!S=earA1G{ly)}EKV7?Ed97I(|G0ruJ7Vk)MwU#OC5}!
z7&uVDabRR=304B;n3<rpcL>D|xRC>yGlSVtG3RaV?Y<?ubKlk4yT;}#q|W7c5I9hl
z6R%#)SlQq=r+0yx!<_HzX7-bWR=)aYd)IjL8<{Yf8^Q7atpY_{gG5UGD?k0e%k=ko
z{=0YSx(~nodivBp?!$B;ryWZ}4!`yP|LK$e|L5P{w>+=*nR@!>{uK^;9@_u^(LVdn
zWB>oZKCQNIxxN3N`gP&U9NXvZm}S535A)yW_HipNi5%YZJnp6cN4a#pm(!l@J!a-*
z9erl&(mOlXmdyWhl;>~QE!)0HFXJ_z)xEbB|MEoc(2hip?be|lwpNU<Z|2uk{k;1A
z;?C-MCKo2;+y9+-?4ZiT|36=zK7C(E?%%s_m-p{IQgB}LjMv%=@&A6h)oV8Yzx1y8
zmvHp$`V~<s_m~eFyK4vi)c+fI+oSji{}ol$Q?)9KAjieaf7&}`%1o;$g;-O=t!lHj
z-%R>f<@<M$!_Twn?uA!fCe1olJMErVfBgEDfBr4neBEUKtGA|0*WKEo<ng!qZSI`Z
zb0Yig-W3_XyS47egHQa^7w^yttovQJ+-qmnqe+5#S-ai@_x@?W|944}!q-XfRxXd8
zV=C~~W6^|=6W`~g=WQ41a9De;r~`CTd}OQmU(iYM`Jj{H_Z+thky+xm+J4(@+wGd4
z9ys_Y9Fcivdff7O?+%Vby-%W~%B2{3OA`ClbvAxEk^jL`(T=-C{-oNk@}?D<sajU=
zRj&ywbC2K2zvYSIra#y3Y<5}9#udk}D5vptan{FTj{fQYzbo|$CSPhd2@MHh6SFQY
z*V9?%$7Cw-yXdkp+sn-hw`}pa$Fy{sjGTkVJqJ0t<vYD6CSJdx@QIyuW%$Z7hB6w?
z9nEeR{%)UnYo6o2vk}QA4;i?9ZLfO$KJmtecSS=&L9Fr(4T;S3lP|=!%~-<nCE@Ue
zU11v@UJH0X;h5KysNLr*55(-M+36tZ^qSY%;KxSw^d*bC9GYhY<)7|7pr&xK#HA!B
zEL{KN)&pDiaIW)li(=f|Y%-aBqW>+u4^!3m_V;l8*`9D)FJ;Nx>wo(qCZ(R=aoqU(
z{?8j0ovE+w4!>2>cb;*Z!HmrrJ*Mj`4JNR?P)mAf^54p_pV?lVQ`kV$z4&V0++2a=
zg|Yj41(aW!C!Af-opiXBO;p%;%W<}1lTdH&Jv=(L9CIfv(M_7D6Q4KXR@dXV+xgq>
z*YFy+{1od|mE6sKQF~>Gq4a^r4V`YfYd+l)YFwEUP@Ss4A$-5?cSYgj(ohSfsO0y7
zVqe1+*&Vd8)KOizPCv-du;R;xE#^fBRwc|a`*LgMfxSI4+>1en#V?9o9+8rKWucDE
z+oyjk4tX<uKhe`C7V_a)$k+M1tJxO4a(Z3o`My<qriT){PR+cas54fxPOP4KO_%ND
z>$37@hjoi81+=%WZ+-CajPlIq9vPWQ3K#p66PP1r^dvcFyQ!t6EarF1URWAb^RX&_
zM$P>$$JO>hPo3INGP-&8m~hN>_<zPz%VX`+Gm|>56};rRW+&~fl*FPGd@U<;{_ED0
z*OOEwPu!mtm(8;Ba7N*gvf>!F2^zwwyNt?&*k9*dyl&haogt=t#3RNe!$kSc;_9r8
zTUI%*Q#~m+XCa$oWTbQ2wv{^PPdRcOpUkey(Z5lAg=L?FL$z+ObVydi?Ts(8>`yZ8
zQQy?QX*v7)8FHQ>cke}(c^+|JE|vLWYUtFSyv@5F7p!?K_hfQi{>GKR0wX)b1if{O
z?zVMhD9sIf{UJVC+cHB|`P)XNdi8Cwmn1)E+}a(tdrg4T;%`j>YO59`oSI>yRoXLg
z$<$tZiTQi8ChwlcvURool;d;fU0CQXVa%{+qC(QEk7s!QT75_nxV89Au0wG+8)xDB
zr>pCAoHD+p@++HM{xmgGXP2@|(!H%KUp{HI+j;7%V5Hn^?)0O1Hhf=R?0dMx%3w{f
zVT&H4&8po;+&l$eR{HljHGXNdl>WYn`~C%!;~HJ8yXJA<G7Q)?KeNC7*R(5c2ExCl
zd|q@+PUEH9!j^=`?*A3ltiCY3(`;O*eIqotXG7|uFQtu63{j>p8V~X><jyn-eK1Ga
zg{yJl=Oz^cp=4(rh8)qi^JKFha8C;s^)~brcT#=Zqv??bJ~IBO=i^J73$M;pu&NF{
z%eU8E`C|4V1+9}!Q~cLTo^IfLD4MgP+tW^W&tVmQxm8OK3RYK!Eo-n4FuCKtqI#X!
zszb^j6qtAyT~_G2ywzhF%OuCCRWW<x+!9U*CO4l5ektR;@TmAswkVN3!Jl5p)O7?u
zaJi$f$l%(X(@&y2{+`=gxsZK}(DtY4ff7dRd#}t75qOZosxv1eXr+^rr-G~C)y`$c
z{Tdp)`@QT>h%A%!e4V%U$UWB$(=RTs@lBXKPr&q|wyW_<lj<JLbyh6L<7SI(u9{K)
zbirSRR)x@;d-IKUv>fDA*wVr{rKCOFC~31-uK4XQ-=<m@ls=gwZDcw7#JuCee%qEu
zafmK6pOtiVF3;Xb3E5JEZV4@!&}RX48`evov`Ey5-|QZ4zl86o|1ZlMZ8stxEZ@R;
z@!=GMq=oy=byart)y;h+wdukViM38i9P5s2l`mL+zin>gUyFkDCjr5%i%y^U_B{0X
zC5C9OZebzCoVS}c$-46U^3@u6O?5aWCA0BfrpFdRLC>_H#wQ16<!Tpyh^b><J=LS3
zmFIPS`GF0Kx3evdpE)H*Zq@q68*$T)WxeK{QupypwZ(_+Z`DAj#=CXD{m8qwtxTs!
zF-^@zSK*L&+sz|0<?0RW)VDt`Fz;FV)1Z<^wUXP}Ka=r(cnYh+CLxu%%VsT{?7(o*
zZFWfYraFnLlG_P0pI@4vFi&mG@w+nGv3y@@Z*K^H81TAAsjVb&-jvDncxTOT>D5=;
zDA1zM9oYAM39EK;SA>zo88>e^q24l^bvx%MRIi&N!1pd|=YmUCtkPM#3fMg=Jq|Zs
zy6ZHxfW2*Itcm-QB+v4-Tt=MLljlB*n=$F7gX5_^)oB(kWpU4}4<{ShFm;;EuyW9T
zIbqNI-mvsbvrf)fwI|kRl2z<BnM1<0iq}3Yseh^!uP!QB>=HCfD|yMg73)q`uk{ns
zm9~((b<DGVQlhwq?&Zg4Hl#c~{myRJjTrS+kAvUcD`<$*XES<V!TU_^{Z^NfYoCNy
zmaFnl%~{&<&Naqg`G!`}4JCiq?FacM`Zhm5r76$SHc@hk+M^J~gcm2j$??~oE#J|+
zc+!j0wrjdh>Lp)dowfO-k3y)5f$U?>dDdxst9Go=GE2VuHE)9K)b7dVQi@l$94<7w
z8E|7&=ms~|>a6G~tY+65#I6-?DE7&)P)gXo!cbt-7F{KYJ7?5a>DkQs;I(Gj^<PTG
zFAnsz?hl+<w#I+em8tD|L6!Yk0WFJ<`+eMZK~c|c*}ZiayL-x)@J(I+fh*<dXOrzF
zs|?;RF1mC`zG?ZL<WTO}B^HYuTe}zVZao_Ps>|_Z)+)YBMk$p+4+T%}RonVm*ya;M
z_K}yJ8O>W(?Ov4BA%APZ;oiw|a_xtUIhsR%v|njRDAx}Q?S0dn#1^Tb)h54-)A+{r
z*<WkdZj)QX9d!5*zv|qNCzRN|s?O!i5qb2}((8)qeW&J!J{rrkWKLOJjZL_xBYjBo
zWy@rq*TEmnlzWPtm}Rb>c6O36U^$zj_+m-ORYUIH@-2Gn+-6NNSn=^toaWDI&r~+r
zq;6RG?x{>K-}2D)+#eqn%CxFHyufsOL+4j-V`YVjD=wD_%w~4HSh0S?s(ydZ)<g4-
zt=qn$Z1UNEJIwD@`^7aLiWEC*v*%CcgB!P&u0H)X{q=#}yt!8^wks~&ShmrvtnxzK
z)V)`G9M9$MxTwBQaYwJ-AC`SD1AHzD<?gy|EMufUy;wJY-$|8-4F6BF4~e@4pUtXS
z=d1X*qgJasw|h#!G^d{@l}dkH%zUtfd-~Hwd23h%qY`GUoV|Op=1qySg;x*Gy_PI@
ztD)WFM)S=^_nUP$<x+zUo98allen>1l~d|L*xhd{cJOiP>mC=}ZhPzL>mZNmCr-=p
z)&!kczAH=LnsdpHUv=AUpFYg}v_M`!;I`b;g}SFbPt1786eZ8W>b-JB=~PC~o3lQf
zT3?V1W}AQPMPvTti9ZxhIL<fMH<sD^rLe}xt@!ry_<yg<+7;%1Tyt~rISJE0D)X9i
zI|}}XSRNL3GPxmMY?W+RektV2qNp#g9~tTHmXKUiWcOSfTu%8XUwQcN$lA$&<ln_a
zUW=Z6+iGg=tTk*C-dbc88+<(Av+AFe+U`o_nSLprU*{doT6FZhyupW4_m+xqtm3k@
zIr2Q!Th!*kK|iCytO-pXk6Qd6KKfL$L@z#1!1w6(`*sp)!pp;cT76!^ZsJqodmuyk
zg++v_!84J}`h|RFuC2b}<>tk^L|Y_8pUb7ewRbV&p{&;t$9YQgY}T17FBP>r$0(cQ
zUVNqQ)m+ci_6nO7eVboBmYJY=_h8L&ONH|u>W6+#b~z)pp1b~8#sYh`oB|2AH5S%i
zT27f>fB37=CF=O?^^Dgf4wk&@_`>kD<H`n}@Odjd4Zi3ZT7R+KQ2N4qw~3^G1j|0_
zCFWmC=KYxV@7rPa!?vM6{z~xeF%^h#KAgx~d@AMdB!_~K%tM;Z9gDxZ32i#$V3I8u
z9p8AKOOH8m+QDyf&75wNE;<`#eMt~yzx_op!eUC=`Axkq9|+6-JE-EO9)3^b)vUq=
z&xP2PgOoJ&U*zoT{wZjA!*pxq$?~kvcMUZjUrLVA-TPPSK?aN1{Ta;s@9u9Xyw#}d
zw|Sb(^1a*30x~0ZGo6n4*in->C$+OtB2WBnw5iNe$F`jF|7QG|dOhWU=OhX34d)h2
z2-zm@`{cCLfp-^lre*jlpDUU4X3{s^+|rJ6LDi}i|C}?H?)Cg8Zg*Mm>aB;%^Ehg(
z-zxJRw7wo>#PU68bJTP(;imq1Th??fzG3ow@}$thS5fJ*(Px_;GMV`Cg$SE=^EP!E
zhyPMrHOqB&;?-5$eymrQXvnfNFl4&-o__6rswgOAO7G!i27dxXZ1#LFD$(QVobgDu
zo<H|Br&sgKFFFF<UcTB}GvB^0TX0$U&YlVL1ejK{^{dyUyzns6_caq<ZyDOcUS=y)
zRwcGEqV49dFQ&S$O8=G2SKZgVu5QH}@joi_n{zu-jIX}kwVq>-#KD&<1cW}=`@8Sf
zO#d70zE(=}T7Q@9i_Gm0)o)eSBzQKbbIRtgbnM=J_(!(?7G=qeFCOk!J85z{aIIrs
z7MGmL?Hh7pim``eN<ZYf@6DNI+A(QMvv<gagLPfAFHNZN{=WT`?2C*v1DUD|oavF5
zf(ti=xr>X6u06g(`JlnRifXYbO-b=fCe_x?{oyj3RU@S&t7cE`kH-g2^SQ<R(AZNy
zc_!<6W<k*L@slLj^S5w#rI<`?V!xjD(AWBur9r`t6+7O!{kC3Y!xeL_H+E60KOc9+
zk^_nM5fjAhxUK}>Xp+78;RyQ|{)5RfkJqr|d6ia1RI{`-Zn(Yt+{Hep!%6(z(q20@
zx37MacsQ47iiu2zg}_R^=bH{27xGG&WWMLozp=NyL_ei3Ttv|}vMnX5w)1O5`=N@1
znN=%NBX3S-I~hNH!s?3L2oArM%{?D>?r~I|YPXf|($Y`C8hi^gGfemwl_^<EF`Uz^
z)?t!06j_<{kb~2!+n#Ta%hcYCf}r%)X2GS_w+&sKr`A}mP>KC<_%TQ9jF_*ClS8_t
z7#$LpiskNZcr>v)M{8GIs_&VXe4X4)m9vg~@G^|L@bTulFAJjg%f%VJSok4BGIpV^
zIoq?Stc+*#EbnkX_lbP9_Je79C*x`7Lrb}pran|@$~G_ARB2ToeWRFlLYL2u^jwz$
zChm_*nKEW2TSZ*|BqMZicf$4$>WBW{YZCTzmEFL}=@WAKVwO0c&&pLZl&7XoW`4R?
z{mSGG-t_{pp_;3s_|I0h*-Ni|y6tYtg`2a~&#qK#?8{|vzf*AYp7EVqFLS2mOT6i|
zDBq}O&a)wOn>f4DOP3Ru)NCv>tV$=|dlas8R%qjultQyF?RU99ycOa-xkWrbcB$#j
zo$gHwVwAEMub%9%uSr03@;1jStp!aNnhqCL<VdX3EO>T-<1y>xeO65;dhQDSx^<*6
zA=W5BM)Owrf8Dj58&92``uK!n=tP}3(VnHoPmAK6I(V#pX)`Vn%z3HE_=4@#nbyz2
z4>?P@c1U?m)6mPavk=&Op5b)K)jpNlLz_6fC;161xL?tmwcjk1r{*a`S*q-JUEfOq
zLB1E=ZZRr7Qd{xIxZ>=hJ0}cgd|M!xV*BP;ki(mYMelU^ZY?;GBir)(+KZ=Ix;wsa
z+cDpHt&6}$<`@avaBce>SC(zFDgrs>^8$K{9|`e(JJOP3*Q3SD*tSPf>R*D*Ripm%
z$t%m#LcgW^d1&10Iv6%_wa128YBJs#mkRFg-^5Y%V9V=wcl%OVn*5w6E2q5aX08@q
zm?|*;dFh3vht@y(<#b(m%e)8O&-#nEN4)QgVmVrt9~CzBo?!Q+t+$_lKEUm?D$VeB
zkAEmv9*fG>BP(8Um{&CZ5;9zqI^WaApy1MqD_8x$Nv=NBBIdGrZQ<o7X0Dn2E9ZFy
zv42>;LZ|)Kw1|qv^4s}_Ci@m7{nia^G--YKC3V@`mZS|`iaIkjiZmX}efj;itx!ew
z(LFI9^}X}vGTxAu?p<R%>z$x5|F&-4+OQ)LSM~`#4^+9k-dEeRiGOuy)AHqUp;i|T
zNx!;cC0>^oe_;16t#5{2jt>$e6U$ypw8}=T=DWQwO)%4T?)Gn|Py1B;tNl@sUi15H
zN`4f_>wD~3wj1_r({nDot&-i!oyGCR@v5-<ho+NmrdB2i5<%7G(h&!lXZ`uLte}T~
z-%U|VpIeKIq(AAsXAbTEexhcwa)r8CqN~-Tzju}Q{QbnZ<?M~CPd#^u>b5gZR#vWY
z-g9@$Nk(tuzNo7=dv|24n{4II9bq%$jAe_U_p^<A?yl5G3y-^Ud#%RbYT;XsPvzXN
zC@Remb2%cw=fwSi%Pu2U&3Qp&=VSJsh}9<&yDzX+I?1mPstS9!rFr>*$)Dybm%Q#+
zE9TGX8<D*9-)ZmDDn;!UjAnlrd~Qo|uRpbXMM}~gsbafx(i}d@PaJ2P?BiK<{o*?D
z>#~Pg=Px?F*n5`=-|mfzEnZ&~is{W@6}?!a%v<QGn#0cZS8wBK@!fIlGcOoT(f^pn
zyE<FIHF4)G9yfuCtHOI(g(X%;1ayS1eskL9fC^J*XWj~ygW@a2wv}B}sGBoA<%&R+
zRMFzb7iT}Rya=DM>Y?%%51aBl5jJ}p9~Q5ZZX1{V<9wG`v8M3KN{?&{@te2o9ezZ+
ze6qapY_7KIws$fMoNOljPyihwZxB}?{PxO{tfKXop6yw;u63TkrIq4;gI-D*ByV8t
zEV&iC;P#L1HreA$RVmr!Le@3{&VB~sw+hUax_pnCD#>IdYrk?imbJnDgYAP-t<%1x
zTlY^ZK2ud%amj$eue+coo26iD)rG#Q`>JAjk9V<Uo?OTo`Bu36_K}dA1&>#otQOys
z&By<!$1JOv?^x@dg?a4Ff-Oqx?6R{rd|iFy=H|@?a;~TRGw!dNcQxb2E?%1rOJvu?
z%1$ulyOua{%c~+awRe_k3>%+EC-F)M&Am~i63}rs`_IAY!l|71^5&}OsrbaVZ~mg1
zxO7>m&GhRnN4Lk@HSGI2&A@2+Pj8RkpSOQ&dmTLG%$<EUrhKkvtfjy6ZtuUmsd#Zh
zv%cZ#rP5bp9l1BR99g!xHZpvFY;W7!Z7a7dOrBadN27Z6j+)f-iU!{bjJ8$nGh8+K
z+eMw)`!AR?eEjbp%9WWhX`O8UO%2|+ITub$GMln(sqMK1Q<U8%eto5}-Ozq_o7Da_
zQv5mF|Jv<O)J^{(Zt*F>>!ZHDrQ)S9*1aL8z9+waP+@s1a#>qz&(5TSg<I1s4Y{4>
zR-KnQC6giM(Q=UOO~=QVOZGl4>DoGNg5?UX;}%7Yf4-`^-w90mZolY=glcxO$T|B4
zUsuC#b)U*D{s!+}yR6!Mh5hep0S3p6R`$XNr)?%wHtdwy9;LQHN%2Tc)~_}(1%a0b
zIh6_@T)wdQLdK!iqgSP^GPzW^dJOFDOUfx1hkufqz?GIEUOmk#y4OQMVd>hpy%YH?
zRh^bvmz+^uz1FRL=Qi10)i1NQT-;;)?)r3=o#y$L33gLse_XOUAv0t7kAJ4!*?pI<
z+<vy?C->=~_@cN;v(IYGn$ahao|(Ae_>{eYEz@*&GV6;cG_GtpE&O};y;XWbmpU8O
zzWJwqS)Nt?N>{lmwd;m_=!PSTUOB%@Z*u&&^y(9H$j4a)7XF9i3z?ez7yY<@??N;0
z%$seS93OafdMz%jP~w@=J1I#1a*|TnO`d+!Z#CX?+dh4{x5KLJoDsiAX+}g^S#pR;
zu^Ri2jc-n?g!t^XVy;=;7WIFPm2|u5o{ix>73;FUaqPIH+t>E!{C5_)goXv}2@8u;
z{^ja~HPoyO0G%ZNvx@E9$;_E$|9W)pA8YSRX;$6Q!_i~BD(BRW<`aS{%-^@~zVlvS
zMsMkX&A-<#JhO3j+<x6E<*y8$y<vMlwJc{5tXlK%nBRm?2D2ib=iiyc*YmcxOmEAb
z?>`QDxU;kbnO61m<|*xFlYQ_1a7pItJEf;$>)74)?OelbU~wW+>HZociLOa2wp|lT
zb2j;QSG&0)V8^{jjsjNee(ma+=P9Jp?I0c8E4^T<E`RTjh$H-yS`u7t*7L6s3$I!@
z+4TCU-0r7cvsqsBH#Fz3sG6|*oT2{J!)MfYOe;BbW=hrMvb&CqZF~<_q<zuSt~eq1
zR%PcZ^&eYAj;ufG+4Lm7`l`gS?9RhKy8llqQT6GZArYKbo}84l!s=0i#*ewJ?;f{A
z&U%!QW4`s;@&^Cx$`fbzYb4rKy)%mZRQK?~Ua`l0|3zb(eq}YXZa!yQs3cQxd&Sjd
z8{f_RJGtl38WH}SRh>Qlyy9n!pRY3)C^#Q|i1*;u(9J?TF+Ra2pO+ecJG)X0bejB3
zIl1}2?_~L9Fduq1nOEyrk<6)MT^HA#doC+vxM9D{BX5a)$9iQaKS_A~#yR2A+-dTL
zk1zdeQCE7hu<*LA$c=T*YrZ~p4XMp3+qUg3!>sa5r;{0Lt&6P7=7=0h_vH58dvE6<
zZ-<0ct?N}kyRh8pe*ig7o`0gY!maHx*G+s<)-c@ow)KIkv1p&?dl`*jsWahx747pq
z`pm!eG9OgfY`QEpF+}r?Q}3+^jb)*i^**#RFWWvldtZTpX~U7jJE!hk$7DUj+H|UG
z_2bgxl}E)^tjT{6r75On_w@#Q;I_T*4+yVSIwg9b%H-LBGj~F_#I^FTOO)AuY)Y<{
z=QX{l3MzSLtyW$TdX-)FI!W+a(Bx%*PYIp1SiNfBqV3i*941(-S<QavMd8c0LPE<=
zpFjBKPGIQl#3ap92DK$S97K1>&A%EN;jLoGc>T+i9s9J>r@Xm0pD`}#nht~Ubmc2;
zYnHuj;88u?Z95?<%P1nlcOsjM!b;&YJFomwNeo(brPG?NS9U_@n->>v@ZJlSoxH!7
zS^UNBhDA{~RxDv^+`IbH;?qkz@)X%JcdF%DoDMztI4<45XT!Y7uIG#yUsu*2On$c9
z<V%62?1v)0i)Wq*%zv~|jqmxV*$2!YNtg-UZBLb~+~>tVYyZgy%^`eu7b`9H)fJbl
zeCTk|cR7=8epS%J1dFq8pDew<aogq4H-_%3dgZQj%H(Y4TyZz*7T@`<?JIxJ+<n7N
zU}lJ^<lR#?ACDf+{H^_SK~l%hBas;!{<|9<uyxy-^lX;c{rPHlG%f{SF3qi0nP{A}
zW%~}1WhzyTPZk_}$j*1T?Zv%Vr{)I7n!bmQde+eoo8z114Q#@`tX-|t&8eo)Z#?&b
zMD}dE2QyW9coKqUCv3VoUvlx@(u}5Ai|)Mm)q47)Qp|C?J!Og|3a>O?pF7UA`mm?}
zWDnJ5YxUO`w^{h}%G9&HVz@Cq@xv7ko`w5`q&%}Wc&4+Td%Epg@S@19f<LSJ#O}!?
z3N1EZvi&mY?4cc>mwbQp<X$ajsj_#y5mPOje9cRRiR@~{@~JO;QkN`$xq1WJ>&#=4
za^K#_lx|g&D>)XE$}I2G>Cv_0$x_AKHj%A;BGYAOI$P@U8g?YOI!|0<?(q46$FeBx
z_<hg#Jy|c!G2s*pi&0#Ea_8MJBTna3*W*i996ZZmf7gT|$v|}BM)&3luCkk7Wp!V!
zS;m*Iq-@Q@nb{zk81HH+?>p(`ajX1E-EMX<9h-JowEsTWxN;&h^T#<X&nsJs`Q~(e
zX*=V3*)>Suj-cLI?>yF^17~liNaP+5Eby0I!^ouUy*Fk1)@|#)3QhMEJz;H}|9YL~
zIoBVbHrJgL51#x>W@20E(SQk6^FF*h;QDOp<TSQh7dYQ2=dvzYUl&^Fa&7rXry0k$
zIUV47*SBJN%wlVSgO)4IdBW@s`tnU~<eSLFRx{1Y3ce=&jrU#PHieRRk3DX_H}&b+
zda)s9(}LKge4BfZT~NMv@SxZ`hlJkPa`_`V4aUc~T&5?mA9vQi*0|u>EbYtY?Q0C$
znYU=Lv;S6T*Q=@wRt<jVx>)p4+tH;(y1zOXe}5Zh)F^oIQ2I&d#h(+z)cYATC-Q$x
zJau#ZURGTmalWS<KN2Ojcv>z{G2X_<XX2a}^kst210L~5ZUN%Y=TEq>`L8VBlhc9I
zm3F&M3E^Si9l7IF;>J@-vU{W&RxIb`m}DTSRLaZ2((aX;tgv2wv86%)*GGXlZk!P+
zoSJ);pKdIen{rE((`3m+#m4f~EfWgewYeoYgY<g2w_C)p9;=I%?wlsJMK`aaVoRQ(
z$%K7g8<(UXb9%|_JlA*8hdzDNxQ{CelXvH8>aO^B=&{Spcq#USXPXz#%DKl^-7jtV
z-M}Ql(rCid52?-y%fCpv1-^fD(s!e7&*ML`Zn<a9EdN)tYGMYnW6kXrjk6Q8Rf1=g
z6(93hp6gq?s&_B=NcjcUDr+s`IG1xux>Ylt?oglNFX52;?%RfK-=}|=nyR@so5j23
z-EB7yR!PZ7?`-{-=Nlu|+`W_Wq)qgUr*wJRU8mdkL~dzJ7Ib-9<`QmUaJ~54<-!H=
zHeE9%g3@;s7xc|;SD5wavdxFkYjLG=H{9mbEMNHAW`bIngmZx7l}e9Ei_?_S1w;hr
zwHpcC<@&7CXUi|UGeM%;Ke_P!+sFsMl5Eo$btiAymF~zLEdKb;<Oz93Q!*wqFdk_3
z%U4s}pk~zPDWKGsEF|;HD$ZhGr1*)DLf+NO=V@%1)}0X1^lv-o+umpE)Egr9wS`T(
z_Gnr|;!FwSi9H?WIRVQ*ESvW{XkLr?mk%mTsaG>@<ViCnEL`qTm~rLTkNmg=1x)YF
znOI*=J=Ew`yLrCGFWFTWv;P-e5qh&^YLe(agM}h<q~m58&78MHFD%z4MNcu7V~cjs
z5^tHZ>qU13+ifG-)+Q|J)bT3iUBCX;GmDMiCAoym4=PTr2oL-D|7bFA*ux#F`+Ckz
ze6aPzc?YM+`bA~8-k#hQ@Zcar-Y>0&`MbWGn`-jD)cVA7pyBncCf?iHD{iu8$*wc0
z<=ggHZNg!>9#_9hk4}H8n{OGTJSp$wBgTl5zY~5nq(0$!acR46v$~E_?P_Op!`ECK
zg&kHN@%Lx4&6MezE}&I5k@3K*Mn+8!p~b>%|1UOjHu8Sre&>+9+w<#9-RW03_uud^
zRA*hbW=BM9j>E)qb-ASro7KYi|K2M;XW^~8$2m1GM=;lYS*_i+cb~K6GWB-p#OB5z
zwXm1sZi4GFC6qUxE?@Y)w|7}Yz_|pG%8iDzYi4xF`JOzbUL+`dF0q(xLH&tU(tpgK
z@@+R<)fj$MQAIT6-xu>mhFZZM4Ts)8^f=9XPjW)orB2VwE4g-xI)@6MzbvD1S*>t|
zQQY~$!>XKI#wzO{awS^4)ZIL5LVwScHI<*cLZ;a&^(qP6*wCJ^@YkdklW*O-#2S`<
zyd&;Z*u3k&>@_X&-vzxd++q9M$sjHKNm=b$eYmA$^pjr&$y$~@`sYL}<x4cqpE<0|
zTa@n0dQaR#>1X?u?LQNeSLA=aRo_{X=e&W_eq)fDf2M15V++^XqeoXIU+iAV)pk$h
zjk4~s^JcTppLU$axut6BDW4BV)S`CA*BnR^%ITErU-`n2<LAn&fm0`B_D(&@UDD0O
zuN&Bq+_y68)H~ltkCzs9G0nL1(q-v6kBoXPd9TU(-!o*kxouwHJfTXYsZaXE<=GaO
zrV3B~wd8iY!ChvX)BS;cX5aFKmr0*>7OM2FHDV9fcwZjqB*-Vyx$XLvKG6?5eqFXW
z?prU#?`L>;_QwZ((G^nu&o6iHJN~$C_eY&8g)Ply?rYfo^sHMqN9N<S{WpI-31Hbb
z%~gAiF7uRRXTK?iHu;X(d~K&6eA)D4WuK&Bf%>1-LQ*G`=H6BDd|xZNt*7v6MExS4
zuMD@p1szTJdYUoTNp1ROhd`NQD`qEqZPF^S`ueM-FzIY))#8a;z2Buw7PtNMO=v>t
z6M?UHdWvdVU6$Ke+?iH!?1jAXto^Br=j8ED^vm&Nn6MIjth|}mvBimxL{9EVE105d
zQO$ZOVe8}cE3cvpQnXicN<G%QaWlNp-JmT-;=qgQ(vB+qLl*m_DmplluV?R-K3NnW
zc1kl$bzl4*cjcsKKkg*vELcAy;;a8hUMIfIZ}0f-;JGv<yCpV~lj)v8CSN$yqmQbO
z=5J_KKj*yHYX8QL&WNSvr?#t0)!(cXest78?AT8x*>AtzB?*c9KV56CDB@|uy`>s-
zu6&TLqR0$encvSR@I-Js^hFt(ia2<+ANi&)XE||6aHOuC%oOwX71;_$A8WVl_F3&w
z@8z8J{#24nxSZUCb&q6LaBof3V7!@l%|FvPWm%^Kf1}zuC9WfaPH$3XOjMt7W9s@1
zjIZ~4KKXLwa?@#7N2aJ>0l`7{Jx+bN%>39u*71;|YnzRz=z(>{(~om#E)@EgF2VbB
zdBl{7`Wf%^xtyZ=wL}bsv=UVA9GLaCAtV1h?;Oz+!XFb99<Ee8y)jFH>$c~cxf~Z4
zW-Z)Wx!^$Bn<i1t{IUq=9eZbGNWYRveyYF{x@`99It8|`&#Dv;tS${}IBvby{#b}g
zg3Gj15lPFJZOM7kJ5{4yoFmz5)8D|yOiNxcYy=%FFYtMX=-I1ktv{mrMViikVt940
zhUe&<b<!W@=AJHb=eC-tR2HUg_DSpVwcUqX&eU$(x}hz?z4K~`V$N&-i0J5bGn%B=
zDzCRPkGlS}<hoyEpw(`B>B`#ltRoTfpK3Vr?=3apx8m5DBFS;{GyBPNGi~b+teJgx
z<C(+Gf4-f6l*;kp8=I?*%E??uPX?bn*3(_<d$w?xcO(SA?|YQ9BhA!J>0FQG*;<pI
zMu*BvCaX^fdf%n_)9WJlclK4+?d7_z9WtuE^r29(^|qwbtC`yAt&`<AHy)SiT<_<7
z-*cYfts|$n8~?ZN=Gw`(al=%R1Ft@5<!sXY<#I;lrd3<nrn8G)zO%79)Va<xRcFeF
zmZPFC{{JdkV452K-0AeE^_=l4k+rpn3B3I$XBY{UScDv#l4Ki@aH3{Xf0@iO+eucU
zrP)6mN_lse-SN6(Yjtho1!McQDGQ%R#=Qva1F5L0-F@gtgzG-#XW!;38a;d>!ui+i
zTLSoGc@;O`Yc0S0#V)<GmbsCrY--tkH)6U#w$H?Cc28b4D%@%B-4hjW{;gv9|KlrE
zmT&IMN^S+8EU&fxXkzo`g1<X!Kqt#9vh8o5b{TZCeAen$Djr(kljUWjSH)=c%79On
zKP7zNVE~_K(6ylcOCABocX{!BbdWk%C8lY9?bp1dqkWuDd!z(3qO4zDTBM<T(dpVM
zuW5IdYet8<nteJUxueoe@gGZK(%bnzioSapE)n7SH8o_Ocl^~SR^L=4W-A_UO+1yh
zR3?=>ZqJpUw>$zr`^s$&h}wLf!*biA=bOwA%*#sKJ>`k3d4%q#3(^w&D<X`#RLzQ4
z)wJiN@+5>GbQW1HtZ^-(QRjokqr2}OUM&hLtKixb#n(M|Y1416mwl1OPmlcN)BHZg
zyj=5IM#R-Q(me}LojJ!)cgA<kLe01RISjvKe%8wTZVN8jR4037@9wr+H%_WOK643l
zwEPvPBIj*dJNfuMthZQNzd0C@`%|OCJ+S?1kHcdvwX0dudnO)HZfFSI^lgJe#n%<-
zlig<?@jH2&S?cSf#~)Ll*T@G&p7ocoxpp+oGw@7fRf@>L-<%7~it1O{vVL|*zs>L^
z&U$rxf<etJR^g`gb|+>mk9t{q^n^j;BawHL@Ah?0UsjYEmHKeojRUWD^XT>T&#_(A
zzvPV1enD9QBe(Ax-^yk#{HSdy=d3*U@~-*uMM=v;V<*|=ulaD*Oyq8W@$@y$zvqf-
zW+!HBVt?r^&F5GuH23ZPTZf%O1AlGYc=yF?=}8<je;6A5-4wFya+}5T^*j?pP4{<g
z$=`PFL5TLZ?<XI6r>ja&-WHJM-2Ilv^U-6$Aojoy+lsx^vgGu1-aUPIs3^H`Yi`f&
znp$s`Wj@bXx=&Xr?RqfpQ30DMv!QPBslRJF&%29lFpK(aJNr#+%+pN^@^*Xv{CTQ&
zMlSOTrGurJtOdmmU)85|Fm!3e73r|HXIwX36<V^>>XiJ_eF{dMf!g0BWaL`5t}iy;
z5jLrIKieXX+WiTFH@-XXsmfa*{ZM4*@9nqO$Q)bM9k#OSY*wMRv*e?TnNAkFCBIcp
zw~Q=(JAWCQZqNH^g}kn!3eR#_gYH+`w*~%qe3s#aT>Kdh_6e`qmUM-5=}&kfn7Y@8
zONC2%ap26NZP(UBbIB~ZHG_x0T;=Wq<>L%iQL<~!+=(sVwVTf;rlOPmxn#XUTk7-M
zkL8q)hkD-Ix@p4O2t$XvTHFE4Ppt~^eRlPo*^Kb#+jjn0w*9!o9Ou;Ja|<6Cl&)Zq
zT>38aAZOybJh_P$o7JOV1$n+XD$cq2{nmW@?aHai_gIW`B;8iW8P8u+m|rJ2@!95&
zp<Nm8*5y1sEpx7QlfZii!!vi(xs9KnTy-}_{Z9K*6`kiNZ)ZL@dGN9G;W>vo<<~{-
z|Cqh)t!jz=(b+p2pPs$bu%jsWC^P%L|Fb{11bjWEQPn2>_Un&T8|6gGUD<S|FKeC_
z{JCMrVb=D87i|tRe7N_zEKAL=_u0M*0~Y2JqL-Eztc_yVQ02L`#UR5vEx57RZr1y<
z%gL+LMEksh?`g$c+Q-IfCi&(2vV;Hjrs=f4doFyi*X&R7uU5r`gJ+)RrB5q3aZ972
z_u033r*7`KbMNraU8`?bTcmyuWa0G)pBetm|7P`@@<{#nmO7i~I9`(xby&1)ZJ2pe
z*DRH^f)|Gu$0b!yNi_@Fw0&P{S#Hh$L*BVd3ZH*Yy8UFrt6GZ=#yj^mX2~X0&t2&5
z?|AE<T-1sc3oIM?4m8d9(D_EB)gxVEQ5T!Wr#k|2Nvo!&R=er??sF+}JNDzHYg>}Q
zsgEj8LT?mu6#H@q*q*ukw{_tIMK&kn<KGxp=%rn_bj)Vcj`OR+!ZtlK|G#y?`*V`)
zO0v7>3VUu0+$7Lbd4c&*Yg>icM~(C8lOIgol745_{hm)g%8D^@%U8Hrv<UXR6k&8I
zy0<?QbhdobiXx`&Y0|g0l$==hbX}ETs(JpFCuf=`oh!X4q#tF;!O$f3I<WlNo<p0G
z&!iq!vJL8+Y|Cx@(v-XXliMFYE7jQ&$(!FVoB2?BO@fVTx<phHcePBsorJ5|o~kMG
zJAUrkUXyt|F?qKtZ)n?zsON6e+dXba1|=lkQhwj;^xi%4^6lI=5|<<QeO4Cw%jxV_
z`!X=Lj?E`v)uiZES4GQ`UK~8fCt7w+>e<GdkvFzjmc8SgE`4*eX*h#+;@YyCtfH)8
zM^9b8zIWb+ZCSxA*C!V2{oRlhZY;yQ;m_0K5A$}5e-ajTbj;$eFqmMO#N=@_`y<a+
znV&maczBj5v$Nd}nsc3TrR3IaK~+yKO$_1O!m~!yb5YCh|1+46O?t+Wn=6|8`$pcx
zTZ?_N{Gvj)hfD~3C1KX|D&ewEyRF3Q(~-MQKa$w@hHZwkP1^3>g`MkXytOL6WHtN8
z+@SM9bvay8&ldU%<}W+(wIF<1<bBi1>gl&L6m1jl^=G{JR&HyP^^a2}ee%`QdOQUV
z9ZD~*p1jCytv;zXc%rvcUr3W*V(+V4ezpGLJdfh1IPYan_I|<es@U+GsF8ec!46@=
z<8ws+7q~Y4`}!y7#eKILt$2%Lp*iLoik_z{G?lk~Q_?@x6r|&26{jdyG-b0)ubcM!
zNiJeXH~4v9pWbNvK&N~v`z#lub&}yFmTf$N-{)Rkr=@EpIGOQMrCohY{DJ@H?zC#l
z{A5Y%a&vIqzNK=H@^qCWIrqLwIXu{M&S37o6I<JZY)@>LiFo-?yg6{$uGaz#hrKM)
zx2t_PwRPVf^R|{x5A1TM>G;=Z`fs+@^I=-37XS8R{4?vgvLk=*ZJF0}L&9&~hJ-_1
zenAr3w>-_f+uq)}|A&QI;e$&lFGW``sp2fk>=8a%6~Nq4WS6*1{(i*5sGkNJJpQ74
zQZ!fgv}k!9)RA;u6eE}Dl`f|LN5k~h65ryAfLrSybJlU3IrTA+Rc6c2ohuK%FWUR^
z+JhtVlQv9Mp1!%8$HlGtYtkn5Gfb*p0$CR<_CH<jvOJ|{ZRE<Wjxj#>^ruP6yqDoq
zH&-#UQT0|X(p;ch*VeqVOh#vm!Cv80cfZFUvg(S7)tz-yTIJynIU5_>!|y<+%XeQl
zwVo+>YdzPV`hfFaKmYo->DI-xK;y2IUbEnarR<k91w#rCOKx=k^+x@Y;c@0kGgclu
z_@1w>LgIQw>cUrdwd|xSn1$<KJPz}4Y6(BZ_-$FGy+C?HdJd<|k=LKpJl3;{=cu-1
zU0LAY@Sw)d<Ao^aO`)fCg;IM}S$FQZV-qPDvAD2HY0u+L^WRM2TJ)rAftO|b9+OZN
zc2>Em?{`NRU6$kj{`BhVdxiY%`VW-V`@eAUhn%i`H7WYa>nta+gi=>Q*UEP%FYNTx
zKA-KoS3#GtzIFSI^eJf{9ZEOt{G&0e?q=d%k6YKTi}ycMk*t?vpS37u=BKwuF4^vu
zxzYE{I)GEkrRwA6ng^dJm264A@oM4`1um(N@76pySuv-eeRaW$y)Jp32LivGdiH8^
z;(D)(!m%Q6{hzif{mePhxH@?K`E37b$}u@cMP_;XPTXDfL}Bl$r;7W|hi(dZ&KW75
z_SD?!K;dKG*MSq17c8IBZM9(CpN83Yv{J-ZFc!UKSbE5CzW4b>KYMGGgZE_zUs~qz
zLt&1K#{tFpwq|8tZZ)oUa!|JYI<cAmbMSV-Yt!aeoekf0Zc>f?kDNs3)#^c!Pun#%
z#hr}Wf8E66s#)NzJ&Zw~4sIKgyS9F2Keae!=L1={FOy0+X9vj@9kSU_dpxrEd$p)^
zob9)c^tpED(pvQW-%MS<;Opd-`zkJUOjm9E;+e9d<MYh*KVFIMmY@GD<5T0dH757|
zOC)vc6rJkZu5etVH8flHRGX*1s%1uQX-#@o*#1UY*-dBp1WOywKk7ewE+LuAxkq=_
zom|_rO&jf>&$OP!_Hh24iywAfo&9OYsgHNSr^|DGx{_-yscvIYZFIQfl%&yY$>RkK
zs{Jbdzg%`$bV$0LQr2Z#xu|_=)Q3--Hn2D8F`k={9-9z1`Lka7+7;`y@^`QGc`J0L
zt@<tBlnV>y%w`u17in8EY0jqgxf<`^tQT6mB;oeSk7gd$WmA^y+s%1gd$l(E@-=?)
zQ);b+>>YfrpDIj`m=uy{uHY&+NBdKm@`O9KN{yMuVyTn99#g*Xu|+M6tF>^_nj5`O
zYX2>}pxMoPr+cpSifqR7v%fksa_*nBK&Lh3&@zuwO&7CXm8Zeld5V?KmrPwLv_|2W
z?wS)OwM}uC&lGjc+>?20*%KGnY|lwwR;34PNpCICTe`waIN4eCSy9(Q#*-%{R41=d
zT<Lq?wDMw!SIfLBd#7uAT)X|b=y=2Lowto&Z~YPyChs20J$I#e>c{g_J9$&|Izz+i
zboETmSH5pNR<3<ZH*ez4qkr#x67uj^eyV?il5fY0@PiM0jQv+TIOa1hsF-AOLw$zx
z^yw1|4jl~aX7If3lO-ndBsaC-gLin27>kE&XNQpEsWir`Qzo<cD+YwEX}VTWbSA=T
zZ4+<R?1ZW3POHsW>RA}bbyH0v*72>d_8ZOqtLm@nb#H5UTvG2bSs56h>esCyH0k<3
zanH}20~0oc|G&Ou&W%~N&ZT{4<!&@cGD{nICpdfCelOKGz4t4@jp6vwqnBA2!jj{%
zou}77*YLc4$j#?({EdZwtP3)qTx(kS?$%`H>d;+BnPaC|2OevC2RdAS)~ot;I%~Gt
z@B8zL|Kqpy|9=WqKU+PyLMuUaPC`%rr-atB*e(CRKb3!B|No;<-b1$QtV$maA@4|%
z{x`{T`KyNS3U>umzqLkjWvnb-^he9THsRAtW*f8n8JeDQTO}T6c+8DYaxn6J;&%Fv
zkHjJVPg7#|J#O92^=v&yhHPQMrcFN6%x}JH*?LL9{KC&TMyFto%k_m!CV#8X#w`0Z
zeMS44m$P=}MJW|b4(hIDaMri5jE#$3U0J%lc$ModEy>Aqx!gs}{cijH=UQ?+f#X~F
z9`%EoLNU5KRvZb8-e>uyOmJV+b$y%W<|7j8etVpV{TR1VK4bQlFB9Kg({K_v$**$P
z@RaG3CwU%!w`AN|QXnCtyFIO0-n7y<JNML_Pt0cD!euvI4SFW^DNCPevEufx0u#Qi
z=`np~%b@c9x#Dey(-HqKnRk3hKho_}CwhY;d{;<}Z0kpXxjZxD#V+<eRJ01}U_L*O
zui;1M@=5;NauzY>`xQJjJ1wJ|^Q@@$rq7FCdv1P}xRaK%_|UWZ#Z%Xc_=iRZyZujo
z`_kb0shZS-A7;;wtNZ%9<GGy4wkON&_qoK~u0K5U?{keE_1;zA{Nv;PO*5N#|Nq^$
z%j>HT9&Ns1_456fr~dzI7Vn?3@t>2DX5XxD@mbIJm#la#d2j32_7B<rn3X<zNCe(5
z>pWI}fYryyVR5MFrfD1=0(NUZZjxHxdSdF@UZvh-ap%~-%Jn<5mL3aTq*O2S_FjDc
zezu?7JX_nCZ}DGvy?OC|l>*;z*?(+K|Em5jU3$>Jxc0cmqxV1fZ!Ged>;Lq%^O<ZF
zRyK$7ddcwQJ<qJ~dz^nfcVa@%;vEyuoc&%q$*tP7N~3YN&(r-pF6&cUbl%$kDKiiL
zu;n=WG_Rj$RbT%N^PD*`B6CZB!Rz(w+g@r0KiK!XFKpjr?eov{Zw7V$dAEGJ^}M-H
z*_9@4efq7xeuu4M{jcldcjjeR>}33(@V3Jwe%i!2-xj66;=iKo_wS}fw>Yo3bd|%Y
zog%6m!=GLGzkUU)AX~5e>{-pp4;xc|Jo|a~Okc3Xu~!X(ElbS5@b_smdC7Zd$!JYl
zaPdH-QNcl(oef$_A{>WzYQ20gCwGO~5)P-AhiV@`v0_~2@m$}K?TP9l`4tlJWncJ{
zT{qovdo5h=ns>G3`_b6KlpDFB2H7jhT^gRg*nQ=pMV{`@b>)4R+_+TiPn;_czV+dW
zgWc68bpzR(R&kEE`lsqKmG7uX_sUaa@U2~6<twr6;hFpVXWl<Px-YBqIM3Sh@M{x9
zEfhQ_nRZL8a4Vj<CGus$;}_<8HsmlL<es<T`6g+jrql`X^`%iA%{P_{R8K5x>Ci2{
zy5z3pPEKd_Ra^F|ElYi;SNLw;j%{DPe6qC9uvhGyY+32M?{}7Q=jxozmoL6av$=lo
z?1DUn*;D%!^Ouz$x!HYKuuy+-^PTFwJ3DW_zT~@LP29y8rfkhEr=H4h*%3M2Q+yZC
zD`|^}+pEsp`d@gHY3H`bn>SRy*MIv;|Ldl0A7-E4|L0nYIPblG-Kp0bFMKFy<-X@*
zw|(bhNtUur_pk2k2-a9+6vr^%Vy9b~&ys^jj4xRHI$Rj=<h<7-TlRG|7HcPo_<0zg
zTYtuJAAjBS#^6PddpMu7T7C}B{-b~Laq09W8=SijsOwza@ajb9=aP(O=U*386=#0Y
zVSak=)9hrcri0GCpY~UH$9bJ*{xsM4oAOd?fq%V+dmd$V37JoOy7;cf;k`w-{@=A{
zQ$M7XBO};oyd?a3RnLq>skwWaHg+%@v}-<z3rQ(>(0A0a;K0&{Vx6<4*ltQbc{btk
z+Pq?O?co0vh4F_c%BsHozs~HV(~~_O*H|02PT#Ow;jSou)q5*8Nr~#$%JNN8f(2*i
z{JUx<I5VzB(e}Yh8TW{N6XgnoPx&%6FYXJCdB&~rwd&aH*&%GpmwbM<hov==VY>8>
z`4$!tE}Qau=dKA#wz<Bia7Af}@h0gD&weDosLr*}dTaXR#7?o>N_*y<SQq;8S;qRf
z*{8Rjay?a8Ci`2TqfJ=x;D^=rDrN8fD9P7N<lldy{lD+0#L7&;$foDtqbB)W{gkaL
zF2t{U>BGmP(==9|_IBQqdaQeTCXZ+D9ivbCE||Yq@$8{q`AMnCo_EvM&fENNnT3+k
zGc~(?)35!=yxI6A<JafL`5cS8=hi>Y6^=+c9O`!C$YSZI8Dizj3MSg`;xjUvu=xbr
zq8UA*-MUUTacf+>WsL3e!V10r+{xBh$L%ZBxJ5(x;yJTB@y~v4ddMLBJE?!i(y9L{
z{!UUk<)o#Zpt7~A_s2eNGv8~Gv(MS8+5djfwSMP|_ghLo{7*KI{Qs=BCHDIow{)9S
zo%5@vJNNquUo?<e=qB}Zq37Y~2*LDkDO>j+d_DjFye|*!@3Y%<`6=7~dhmzgsoMYk
zhimKgKR?)X&ad>>ub>-WV<)^mf4%*z(&qPH_S*gXxvAoge&6DZzju#!x%t`8e$1L{
zXS00^*UC4uB`?jg>u&DaQPer-_NVv-PdjU-F3P*Mw0y<>efRVF=07=6@bT}CANyi^
zw%5sDKhnc<=DEb<`}GB{PP=HGP-m(wc$GZ&`{tB?cl&4W>Ucc2!Gt}2zLjlag|+DZ
zy)(MHHGkb(`Cy8s<-99@{<4b)Ik`x_i`!=|eBb~4l*p}re;MsKaFzMD*#EDrZ`VJ2
zl4TjIyPx~u|GmXig+Fbw|9GAKxmIyqq1YAs(=kt*YThe9dp~2n_r3Y^MWVz1d@%0Z
z+{9z3((~E;jQ7IIiM}7wXHIL{9DFO)UTM;&tDAnTsrwwC5~USimHRk)n)lL7&htqh
z+0S|FdUXC(v8umNq$&Po&#dY1mlkt()OOu>c`i25;YXJ7f5uxP@yGe(7ZvXkG7c}<
zx8V6xv!ac0b$b8aCvMRCshia4a_n!qu$L|GHYvL$>VMy{bI#=cv%6Dg=E?oNCn}Qu
zr6>Pw{IWv+iktmf$J%QXex&@pZ>`O|{jb|kHQ!8yuSLIqZhInG;AmLy5$rX;)Uqb1
z<!{WQ^lu--ZvRpEtG-|3!xGPb9>4tgtp9f;POSTE`6=G(ANQZ#Z!?UzA68huh|#<D
z%>AXjv;1|fm+i6IrvJjr)_T1EcjrpH@5iZ={!A}hD6n$&uJhj#?A|yV{_hriv{+B%
zdHu~+eeomP17E+Mdq6QfUGn2gMhm&Oj;FVM*tp4M`|?TGvUU`vW$<3RP+x!dc;a5k
z;z~#TYlp7tRcYSU|0A5WqjvW>WxpqP<9Yx7IB;&)+@rhS#NS%^?s_lpgYEO<%)`oz
z517ZP{_qIsnHTwCr37E%*EiBLi~l?{-?aWgK*6rV`3W@|FU~!lutU`|t*E@<`cDrv
zzw#fvIkug9`k4f;_SXM8oPX{^lhL~mvnNmU*^~12oPy<C@6P8B&C^Rxc9@qhpLL+%
zm+t=ykMn;P&Z*~q!XHwe`|r(F(>Lcc%jNGjzLV>=|6RKH+w&uC3gwG(rj#r{Kkvo6
zCAXFxm(9Fw^J-yvei;)Vn}y#2&V(qQdKNx`<ExKr+Bm4(fBRg}B4N%=zIqnEf+8tp
z_qH=H>zrR77qkeNBjFEHsDApmiNTL&95OFvD;KaWmpiEbZ>9T#PyY2RdH1D)BbOel
zTUYrw`1Omlbn^vgzaPKwovSe9miEbs#kxD2KUC-Lvb>dj!}nR#+xue5pS$P$aP|A6
zr2cRF$<F5yGdp(Q64Nm@{e7})ox-L=0nh)~X>%o?`KcDc<~MQsK_lk;g2E|VTpM_5
zzeug+l{?NSD>;Yx)FSU6g=b~!lcq*4>B_&B6t$*V>{k-=&5MSU54V5wU)It;O>u#3
z`)P&M7iL#T-kD#op3r8p^MhKF8e8A>i-PWFk1zf5V7^^U8{^{Tt1o)gZ^_&Iq$=xj
zrnA+v|N0Vo%=`XzrPV)Oyz7%`oNRiH(TRtrR_!Xe)x$5v8nI{b?}hdGQ~Hd9)?9ke
zd)4sq)4hFlH(qQ%G@a$`eam06Zi%@^f6Q%u|HtTz=LPxfs=6OGFE91{-?n1zdTW~k
z;hD1M@*de|Y*JqoZF%zB^ldkc*RJ2pE^m5WH}27AnS3GMpuhFATz(&G-KjEn;*;Ii
zmwH;cKiA&=`)cFssoyu&=dAO65Fww_Sfjjl+kwI(zx?*kuC$G{w|})uX>Mohe(hg-
z=V?!8QC{|3M<OtoTPD)L<nV!stj<O}Ta3BgrtmP|Oh4E$DN*5<j>N?OH|K9kc<|Hu
z+J;!Mo)c3itG(Nl;PTSV>T-h1%Ytv221!>pq<J<U%ruIX<N3Y$>A?+II{a<<7laZc
zu9qqCNH?k;DoEbyA~9P-Pw<%9JpY!&ly98|*IIUjh*v+FvG1j&u-lZt=d;(hxzC+_
zx`mNvv7ftI&#9B^Cd@n8+rU2elwruf^ci-dY=2!QUX0b^NmzOyrpSfw4(CIS*?kIk
zW%Weaq$d2FGA(D<NA_e6?W{GAr47|KzmqVI+Ae#0*GEgX`%?<I69v!cODeC8kI5D~
z=c+Mz>-87UKP4_HJu~s^z2$0Z#pTybX9(SyC#>geKlg3Dn)cya;?+xXt!tNP-F<a$
z=Z5;Z`VX~2kIvuu`2Wig(d(hHd`~A$n15cW@b0nFO)aP2h)v(D8s+aEwbbf&dt1d+
ztw+zjU5zds73dccoBsKC_1o~q|Eu@<|59!}{QdI1@;6q&E$aV%TnPFp@v+}VQU1)N
zN5R=OQ%}s_$>tYSwR3~^N|k%9y$q+)#mzRTO@BAdo>!ozs-0b0;m^8%v((vBz8!9i
z<-Vsg=Tq9DPd^x4CccunaUh_yRL<pC66fE71m?AK^l#Qo>N(h``#*qv+aC*=8%&nv
zE3Q7XS-vmvdFocXS=QH%J+j$ecjesa>@SAp8x}9#*=Kw7?CCelj{Uiq$9FWj*Yn=H
zY@dG*_o+E(KGaqVSn=?;!H-t1-Da!)%2uoiH&VEDfa8elu@ZsAl5Y=>9j@gSxp(i)
z-RlewMb8~qVUW4H?)Iw|L7%&FSAVaUOnDlpHm`2g|EPa2|6c#L_VLQtm5=SN?|Xdt
zZfJ74^rVk_<@e|cES{{ZqWmJRVBVK)M!C~+SZ|lC+xjn;J$AoGXZ(^Q`azHCr%$OU
zK6ACY;CM`m!PUoex*N_+UwPM3JaOXriGLEk+kIQE_x`aAfAi-+<=5$l8s9eS{d?%Q
z>&JHcS4jtCW#4k$)tsDtOV;D9->&A>wi4EN4mJEu6n{}DQ&wu@7jpYcd#vo5JC84N
zMr>By`gzIf&%yph+iUwfa=gqR?3-tD!@j>+k73?|)lU9Z*|+>BeY<%6snjXM-}MKb
z*WJ3TulMk>YL3d!M!iJ$=iI+yVik5sy}xRD%eyMBHK5KUpmb+!uEzPi>mAeMCSG44
zcslKkz>&A|-}lwM{gWnJy|gx`yl}Bv%#m0BuIkN<|Ki>}$6m&9p1tKg`7-0*i~bdq
zN<PqH`j-{=Z}*+5Z*P?@|EX?SabeHB#YcX&$H)IUc=^$f=J{J5^Z#3RCNe2z>W-|#
z#vhLF`mO9<_m$ngHog4!{|OW8tInMcE!TJdH(kPg*OMcs3u8*R$9!ECbM|L^Dcj$>
z=iWa(vfBPnsO81(N1yp09`F6Ls(1ehp14z!ykCCK%=`a((~EpN>jSS%D{ij#7OXp}
zDlerF=^-!q;HiaPb?M1P^XIMLzaQSc(vtVvVMCkfpSs%59(qakh@bM_6VPP0`p8jk
zRl~R&o&R%R{de@r+hf4=sP)p{!@vG7ezpIRy#2cO!F7+X?&=O#`YL^EN7SK@UVL@V
z(&2Y|!&UX3K5$>3`{<?8WJdc($K;CMuKz#jvv>atcg^R~$KLk(OkMoSe&3a29{tjt
zD~&^bwXKM7oVi$H!t$hsn2p;{9{RcX(E7bDt5-aDIfHe9F4KcMwZVloc{X<6&rg3S
zo?aul=WNlGgSqn;_w-rYT|Rb7<EO}j%4g;**^4!~{l$Y%+xm6}yh-)^Q~O4a$zJW-
zp4P{aFGafRr@Jb1T(TA1-TLiWiS+vFWj)K==6&0Dv~#*`&rXj|jIR@JEq_xH%-es-
zHuvC`?x&CDG5vh!_dsm(F|~8s_LM!J7q$M>wlCY(RQdec+hcPndamC6YNbp2InVvf
zN;Z66UZu52jDNmx=%&f?Pd6Vv9@r8VWoKQZz58nYtbNliOJA+Ib9l{8weSB<t{3+|
zHY-gxe~w|k#<ogRewGzGRy}f+_CL5@e&I&t<2x38{A1GV9WnKq|K*D5dzXAv?Ow|;
z^GcRyUg7(zmxbo7E}v+9$>r$h0$%@haXPE{123`tW!Aj8t^04YZPAoFsaF$SRF&j*
z&d-;rd;cLK{M3WG(E8sJ*UtNROMg?<t*?FeqT-Ez-jDW`c3*GQ&+wPs&b2c=;7bTo
zoe}flryDO$?f;{sWEb;b{@2R?;h#VL*O32te%{fitLE9yZ+?FG@h%_9=Y{!USG@I4
zEiI}|4O`;<{_s@G`j=f=)7RbF|37EFUhR(Qd2h4LFYdEqT>0@o<4u3QFz|6b#U(|l
ziMe1V^yD7UQ9NL#p@osTF|rKkAVIJU<Seg{%7Rn{eR|#WVrBq4Z47eLi<trFge%ZN
zT_C;@=xPTA0|hW2dd~{z7<&b<Q#m>H-9Q&bfDR=Bs{r5h0y!HW#y3)coHY&O8!MQB
zkCTP*O%x!9IKud*3Xs#+z<j8Ul;7+EJ~s(^NFMySTN4un0|lgjN4-HM8S`cr6Zmm)
zVDHoFW)~Cm)8~AVZ=At%fs7&Ov~J>Vb}<1RQitq!`27WrMVW~?x}cLYai0Ed0!}iZ
z^XxhGUGtLjQ!?|?74$t*Qu9hOODc6eK+Xs*O)3E=WKePjUuP4NADWk$oS%}aU}geK
zWBMRj1@PrTyj-BzMnn$C4x$`5SWdVD-_HU{wxc(@;Jw)e98O3v3p+y3z*Nu3+}Okf
zlzNb_J}}j@FfuR(r)|VhdWL$Ih9(APAhm8eiRr}(hDKm^eqM=_Q+|a)w1Tdgk-46w
zk)@fXg08W-nVyN6iG_)Rk%57Mf}w$-fu516v85p-4TDNFx6GVWBL!GV22PQFiMgo?
z`sn$=vm`MmGubgOJtq}%b5n3hYHpZ<p|QE1k%2kXp@?J+a&l2-K}miQdIAUK0i<9c
zaFm-V)M=nh0;^m`Z+5ZvAp2$)aDaltAN6JzQ+P!UE#%=PBT<K)n}TX{N>2YY1=UL6
zVg!+h(2@?=4zSY+J8{sIj-a{|>@9fB;OyxF%6TAff-^6O0jmo*^}`jS6$}(C4He7`
z3~(HFZVECJDIB0B$w<8!0i1G>f`d?r0%~SJ+eAnu$|T>sW&?rN?{=-zUn(7va1!EF
z+`439#25FawhT9%vsOx+w&2c-zwIo%a+<?0oA<r)a+7vhnnqd9+H>1;%YzpSwrnx*
z57%z^RuDLA$s8}$J6<1kkDZ%vWcKaUG6S=!86J^Avub|4dh^D~yuawx!$y_-u%^&o
zPUi8YuXpa1`pm4H;V!vSODpli+&HVxw|X5WXWTZsbbV^{wtL0lHF|6s{d1C}3_WM~
zsvju(#k3@)E_92{?@+-DpW<y}bN?#rvzC66`RZxU$LCrC=@T~zU$P6Drz|_M%R};4
z(U;T}cNQ8w_efu26Esojs>gAU-8z@%DcUN^CVeqY{x|){zgCUp8=dkS@*6ApZrB|@
zYs_|Vjcf1nHwD5|tM|#Zy*)g&_2Ru}itDcZ3Ow@jxMa)iaH+ig9W#9jTAz#8@Gq$Z
zx9MRa32(@NuMEmh%HriRHZ%t-0dveuakjvSIAhop)H<T5lmXQ~;OvN;>p+zY!r>r0
zz-~n^WzZcsSjreP=uxyJ->qkgeuI>uf}xRuF{r5kI*8oZ1auI&G3a=5Bgh3(ptFW8
zjX(#Sn}L|729W!r@ZTE+I)vEB)J%c+o1;t(Ou)BD#VQz?87V|7n3{vEL_ZN7>}{lo
zf)<08!{{C<Q&4h6@*;tv%?x{EDbP2+*??#7^Y9-xWVM)Bw=p|K-S&O7fxq`HyF*gM
z62V0i<bHhjPP*pRJ;mevx9am7CkGejZ7G_t=XT_l7YPATQ8CZDMLBHyyf&LKuWY#;
zP;>N(<g|*S-Fke>-S~}HYc)JMoGzXoe#7?E&g0h8_C$7uy%a2qUw-ZJx1=-tek)`P
z!mcY6e(=(tTlrS4Mdi}B-Y=C;ukC$)N6Rj}d4lVlAoHYYJ7)MTc>ASe&7*%;0&IT=
z8(;YpzfU2|zT^G5W3QUmKeKsU>Y%A!qV`4P;zNmxjYXAbmhR!vbD!rn-B<sA@P5<c
z9+f(!yX`BcJYV8+&}gZ`OwlX;p7UHC9arr+Z)QA+e?NEhjy}JbHD80fS9d+;Y7UZG
zf7@g;=bD0gMm6Rsn&9FIqXYwoCOGhoERnCMHKVMhWJYOA$&7GI32X=0>F8w`W@B#9
zlwzP(4Y+8gUQ5XgWF}HLK#Pcx+EN0i9HihNRGi>wDV+wjlw806<I=zE$}+<}h*NPX
zsHL><QXRv__A5b#(+b7@)Sl(>T@uCg^1;r>)spU|#W_9SY^ur^=N$YTC;c=*YP}zm
z{b5(>X&mdee9?Xw%{MnSP+<G#Cy5z8_M0|6vH8WZdvdw)eVHp2ZR}!uEm{3$bKkGI
zn)~2e)?0p_1e^ZI&_dSQ7hf*jyq?D(w=n1SiVf@k?%|zPee`)wBlnY*J0}7UrdV^X
zGZs%sl?gj~Iygd<dGWuu?J649-#_gxj+oc>$-?f4Xi%RD%f-$WZeBu*(p3bNm%1;K
z(yVszT4}WS)Rd}cSB!;S)EDur^ypaO?HKz>eaT(9<~4nv?f-w@6CyS_?9EB-rCuv)
zy&i6A%8`9BWr|(Uu{kWPu4ltfTNf#Wv6npi6h8gseK)oB=UOu#iXJr7Wxm9gxBWz4
zS)lHD{e_vUBXATtpfCqVk+HD>SP7V8W`@7n1nHfFh5|qx@6<e$i>S;%EgDK%O=h5K
z2%I%>wwl0pfSrn7;(%LC2=@(^;>Mh6jV5sW$k13JR>8ysbnT`Eh-q#JYPT4fDVTt(
z5s+m@CXhQ|Ow29yOcjib%^|nIfNpm%FoN6!1G=Eo*aX5sZ|;B{j1<DqvW$%8jyYuf
z2x-j7(9l#t*T@t!L<GL5#?sIN<RDOb0(Dg(gG9#Q{x>)ofCM4KL};-KiD$?tk*+yN
zKXjM~<Yy2Uk$^x673&BQIJF^plt3wEj=j+{5mridMK0^^aQDbmZJDyH^T;Cpsb82o
zY?n;y+Sn8M;k&8v6tAr<OO1`cC&jxTf3?%-mh+c)RgsI^!=#@Uyl__+Tvu_~O+`~f
z_pj5I)9W@WaXqS%vMHOISsf_CaMAq*-#y<AmMi{sL2u7AzfmLi`oPzWx8`LTHb)le
zI3`NZiIe($tAs=F<hH3?wQrZ_Uijl1qt-n^NWDhtrnXFu@<r2UZHqb%Yb~^B59Km>
z6<>dTRkrqiDfi2}4M4YN3dznWTJ*(Zimgzp&v&2Sb2QGs(C@zg?s~1Q&#~m2%-P0e
zR)rtW991{->G-B8?%%C%eO7!XbA0fm#l?yWRia*L=Uk*?<j;L83p;zCU;Ih`cW{w{
z(bNHlAvnm5ERdTz=0r7hbn%Xwn^W4}F(=&K0ows~KYHnd+}=TQ=b$NtKn)admLjRq
zV_|`3c*q=NCQ@KP3kqC~9!o<#b4xP|3sCL^<;m2%5>OXV&&blq5}bn}1I-X7a+zUi
zsApkmVrs0QYi?+uXJTS$WTaqjV5nyXz8l@p$jDI7(9+NZW3bs6KGlXa+>9fhkjoSB
zYznkEF*DFJG&M6a1v#3CA_bg;kb;CzkpilOF^7mI_+}k3-~kO0O}l*bfzK?HSeC;E
zODDM2XWU}8*fvQ@>bAu>rS0qA@C2_o(AK|P-S&w7-QaXzmVa_{UKt+BSi`qthp9#j
zqk8hql`Od-dxHL5)v<k?@@~88qdPY*ZrsNDKz@myVNQWXw)q3u$N7%Q24zi$uP;@9
z7yiD!z)gB#f>Xn>iE4X2{%fVP%*#FQH#zT7nacV2<IkT7o;tJKwzo)1TwjzeQ#~cu
zQFTG>G9jL||CWdE&X%~kooD6meGA_$TA@90Mb()v0qLt=`}pp>yw0?AUiI7wW=p*9
zJX&qa;x+I5RORIxjy-z2=-$sKUhl>2cbBK*C@w(Z0}f6j6Xe@<&G9!<K*a<o!XT*(
zrHNurX%oeqa1#Y=2iVo<g#@?~gSl?76b%-jHUsHJLp1bSI{0ODAY;r;pp6YP$d%#d
z;L$k)1v5(v1yk^q=`axk1v67q&;{Y3@f|}06EjddKmjt^18y3C?x8XVkI0xBquyg@
zZmM8zsbFMo2)b=5S^;#Uov9h99RVRh?l3U`@j(~d8C#euK*UXrLCqp_(4-V-S_)+>
z4jcwZQ3fr_u(f%Nj1ftTh)bs|Kn~G0v@lRGG&C_*urvmH6l4UbZ3AiW7=owlz)=7a
z^aIa}p`;aD#gj471rsRQB6*NN!DNBGtuyI-Ub6wuvG<i-GP|8wmrPkF<dhYuU3f#j
z_Z_2xVJvurr{Xv3?6ONrjbAqZy(!NZ7`ZpZty->jhvT&emCJjJ4EW5|8@Cr+ZBuR1
z*8S`BV_I!;q{xx4CRH!AFZ1f0x9qobF8h-AXmztxR7KLo-N6sG?EG{!Jd%A~{<VJ&
z{Kr1e5M>R&(CW9ow>G=#f#9iYQ@JYNE-$_CCp1QlJ4QkMi5nl6+ij16-knUR9~W@V
zn}1kSLgK6b{39ya)<5s=*cr2Ap-tcAB@VX)m%3Ch>UrVurDuz0ho4LIlC=s}0&gb-
z&6;qrWlGV_N!p#?GRg|4-m|sa=Q(GC&z#I>6Sv&F%fIbLz=s<1rh`Jww~xy9-s?=2
z*gAi@N&K_NY){Va+)%Tp@XoJ2`MD212H!Y%Zq?79td(yU-o{?EfkPM^A;zGoRrsi|
z1<sZbI6)xYJcp%pv!JvIWI?zI1hxb0aIB>pk^=`#0S9WQfO8i~ZJ%fb$gp*+f}y2?
zkp=kXP4vE!1;}Wmz`#>(4AtxEz)1qhi-bxJP?e3@qzO0;YSQfatzB|QPVD){FCsju
z-iqzpPA~h*a6GJO;l|#_GM~O{Tjz3#o=9?&G8D_-ot^H>QpfH0RU*+Oj6LR#l*plm
z$s5<KagY|R52yn*XjEVgnq`a+%3pyRG*uV#4yYfqZ#tInhGqHsZR&T{->ZMzW9D?Q
zg`rnDw`%gg*mE2<r_aq@wy*Q{Op|)y`Lo?u80nRppURBc6C$x>?gUfT)`n+OoeZ}8
zir;@L^l(MbbkpA8olk<ql_sCJzWFX?ZusA>OV_^qKD;T)Sz-H6mz!xu89H*|U(TtA
zo?<U>FP(%VuY<w_9E3*3CSWCCj+q5oGlo#mg4-^TxoTL?s$$OD+UWkJ)_HfU|94fH
zO^~{)-;kJ)W|Tf}vdjVd1+vx#W$YV1|8FeN4HDYA`di8Ojma!0Q|8RPxBAOVr$7<U
zz$?|KCjWo0d!qi|<=wv{y(@nIdV6|*&B1stj)%HSrSARvy1)MC@BNj(=Qln7K0|B2
z_5VrykEH*7j{pB>+5aEc>wkUPZQs7V{#X1O^<{$hs*+6q|9HCpME$>~-66A*X1w1S
z{xi6y-+20$Y0s*AbElMTpONjobMx9Sc1w@&{9U`{yM@=Z`lT~|SHIu6K>fX9k2%lF
zx3OAN<nA7Lc~idb@2B1I7j}NPNnN10|L?DUBfd#4|DRvakN+3;;X`@;{(qmROWZ5w
z+U%wMX?lId<o#0)?%(oV@o(qaxAq~wRrawrruRLcd}{xf@3-7$DgSqf{pDII@2L@d
z{GaoQKhAafs;NQ8?L5}cnh`en%<UY*`u)rPJ!<~cK413eYPCt%Ozx$>T>It6-&v>h
z^{sx-dbYmm_pG4xw<=sG{F=XZd*L+8;6ML%obE2X{;i8Y?%%_w8gaFO|9(_1_o}>l
z#M`YR@bYQ9t0(OLybKp+UOD~CysE11&1?(jd5BEp`f2-o=Iv-Mrv+i@JC7WcusxD<
z$h+>_y-#cMK^M=}^q0=C@Q4ko&&hwk(|0PncoB=!nTLCySv;>0)@v#d-Z|~qZXO4>
zT^o)IPt&md#9rgqah~a+`X<kRa}~0@X11OCE|kr2d2#$r_Q+2Hk^4-lr=?tRIQUxe
z2=~;wkl%mg4n02o|Hq<U&SWpgnOZ+X*u{32fNq}CV>0FVz3HW7^S7T1Hf?da$24^s
z=;paR1^)iicb0nGFg0uWbI{>ss8%r#`zwJ*69h}*&Ae|LXWZ;DRTJjhaN>&h+D-ju
z&Sg5VGBv-Rb)dZ|uxwgSUShYWn*+ZY&)R5K={(-Ae7S2})^5E$hxyFX?31jo1fudK
z4mHYG7rE_P#bMO3^6R!cEIC|UzV0r^(@MW`#cS)Fj(*@}bc$<+?2?%>F8eZfA6P%<
zi=C0yhtz}HVoz#Vum3H(QRVc!!v6Gc`->w2pYN|bvO32qys$x+r)XNw#%HGd>{A$b
zbw=zsv)}i^<3sOVotV@fXN0}Ic9YFe?B>_o9EM$W%-49fX_&>N1Q<?SXlr)jV$fQh
z4@MilD3o|z+ScN_Y1*9yTSSi^-^71N-iw(h@bsdMOOn4UR4tt<RmS#VN5aBD?$_1X
zo(DqAGWJ?2a0uH^tF3|DJ2&r`-C~_rYn^HvEiI=^3c7B-HbTOtD&n@ZWkRUHbl$yX
zLOZ5UOjeZg_E;=&E4M4u%uV{#q04di`qlTS6!f2ak#UeE-|y<box95&LSj?y>c8Au
zpgh^*Nki*-&8bIo7I((1-IQnOvF`R=UdBk*&kA8#@!SUw&s3iI-6I8Y?OY%H+POtr
zPgrUG`~2&k!OwkDnb-cyn942d&L<#hcuAq8>5sAcT7|9Cj8!MDd3cHQnw_-jM1!UY
zn$cS~o&W0eX={Wl+oqhCTiqsD^@zFW<oBIs;7VQO7k<p|QNnCpO<Us~u4#r&Jx5%d
z)r=3x?OiVBz1r+a)TDO@C9?#kOf^l}<h#^HTU=AdKW>YF&9S%z&n%J{-fs2DzOaHZ
z@A#tCf7RGO%sV1?YMxw-p>5ZSs^2L$RYm1vv!*NzU!^5^ciArRt#eyE>hm|w{1vF_
z(%rRGEb_Z!s7a?^cIl5xH@x(sj(60qd2zorcX|n%P1o0T*Vk!>T*%lfFvTTQ#7A<n
z`_?|gN!vDkWdC?`wdu}m&w$;(oGjmcY2k}LG=uShFN@&H<1?khtO|@+-Ufa*Td-5Q
zxn;-qPgm``1ZLLWJ<M`;Q%$K@_gjv@8RfZIW|a&5!*+6YKHa#pAneVt$4=|t$;X7S
zA2JhlekpWd@iy<A5Rr-VzCV!=agm>~dE@lhpKi-6-9mLPe2uwqj&bYn$ZtQEZ(3y5
zH1oppIpU_@99+%0R9lSezQ`vna^_F)XXUwjATKMqMOS$1dhQUW6RRBg`Thj#>QD<7
zJ!k2(ghRqgd`Ux~gme;P!s?9g?;@Dv1N=gDjxLGi2;E{F6mVwMys)KH=XW1V4OUuh
z>{#+GYnE(PzuThgEsh}*SvBuR8Bb$`-Z|GT_RipB^YpCB2OWEDq=Ow~G^Fl<@0`mz
zq+B52$aXPR;ONUJrQoI$3$$$4#pw$hJn7iz_+(~D-@+4*y4N_0v6g%FoqIUlf>rMb
zuNGJG*_}SulwOs;JIigmAasYWefOaWJI#XXgB%;WMK=^I^qk7YD%vO#8lpb)oXw&|
zMt@fQ6$p+fQ(3)xt59|L!8o`1QBen$*$QSY3U5mb%={)198;>%x7SQJ?W;lg(}ceQ
ztqP%c_uell;A{?d$mC?!xXG8FawKi)t$#U}Z->7-aCKsJ-jOFcTGev?J8sNNQw*7L
zFQaSKZi%YR0<xtOT=`bXgg!H<vsgO&gheXk%DF9khx30~{@~dd483yB;)ql2T=121
zv9F|dUHD=g*?LG|&GV3V4*vUjt(kupK0J3~;xaCm>xQ@Ihs!Qy+$Pc`EU37pY-Nu7
zRp-gh@-9n-JZ>_(uPK+Dl;h$wX{L{Y<%VaQr&?C%?LW9O6nf>{gM{#W{+_zjz)hAR
z@y#3d>h)f|CcNVBqchbO8*-{IM=@u`E<XD0M`PS!E3sn%#=`T&1RhE!&a$}tnEz4n
zCfoMii8^Q7pIELq5iL>W#{FZTl4yg6s)x0%sk3?`!=zrbncqr&6<%0<oBdj)-e1mV
zCW*H1o~<acyzo8ua9peN+RvR5w^}QM{i@AU>V(Yp&A8$euusRy@|`EQ*|Cs~B?$(z
zbt*kfZhnj?-sxDiu1A3HT^i`dIZ^4fT^pDe*(`bJ@HTIv*Nw))GkP<X12=Bjy`0OC
zv-<MfXL~11dg%nZajvYO<ISEk<%g1m<Q!e3ePkDemUz5NUwn1unl!^@THCudgO<OZ
zrd%;eD2vzsXZX4(tC<}$l)Em4baw7a-lg_EYPL$GS%J-#-tK=(4(kO(Ejxa4L(<dN
z@9cKniZRc6Z2S&%;oN#Qqw+m$#r@T51?EQ834LAnByrMOk*j-KUZ=7|yYfXpnfb!*
zgLCTT2QijUoevloIc6&P2{W<py?O8P!u3D--alBe<W~{@>ZFaQJ$5M+o1J8da%H+K
z=>Or)M9U?Ql2+a5DZRei(Mn5PJ>SG>MP&QqoLvhqtTNr;#tgo1PAc1hyHw_ljIdN6
z*A3k)K90y+VuE~k`uwlNR2V%BjnG~HRrT40)>!WP#a3@4<_E3(Ew{_#sod2C9Pa&h
zAJr~&j;&b&zHiQdNncI;L(vn*o@eG|h9ur|f4rpCUc`Ur@hq`zFAAKRxx^i%)4I1`
z;cdQj)kk(psz)W{zPZhxVfW2tHE&wAdtp{b{H+Ct`PFT0_}ZTbu&w^UKa<fBeBay`
z$BB+&9bFIG^G@+Bf0I@l|2mR?Id|0IL;9+7E0&ySoHWn4ce0X=y?f`jC(#)Ob6Agt
zw0cWU-^G1qcB-?5YHY#8#9FC)X)S?z84Zi8Dm_}5+ZILYu*{y4WtBGZW8bx_S2ZRJ
zwVA}dn0jfGk$UH+DGA1RPg_dK>aD&f_UQ0q3og%73t6`%2EPtZb8}P-oc>n9jJ;{m
z$GwME?d$5|YPIcMw>_im^31;<@9p@0XAe{BW}R7;6+b^8*tj)2eERM8Ynb1g*{nXc
zo0qkB>uS?Y``O?6-i$sgb7Cj2`L849OxrI`oqxbwwo5Z=l5cr+oAa}xo!37-o2}F2
z`b}lOW{vW!EVIYOxm=R&Z!SmVL@#Ly;(DsyedS^J^2Tnxm}%X+0y%}Y95668FBcEq
zBnY~0&hNHif6f7C)i+1q99W#Ue~WvjR@#Q(Ev(GdTU1<`@2t8l7kYi+gQZU`9&K~q
zJx$NGq;t=kiw7n<&3iR#?;Di~51;+M`)x}5_LI$Z4h}ihQ=FrxO`c?Um~{)62KctQ
zTINZYptsGj@9VwDeP3<y2geJ|cKLB>7FA0NptsHKE2(Z*nE!Fz&Bf;=Y=8LLu+LXK
z^f&k`k3Z+dg!nTrdw$+=4L0n~y10Jz=`C;0A4$0S*)o17v+ZBA8tKJ+-_`SCpZqU)
zerngfTX(Ll%)6Xq+K_WSaCUPmdz#VL?+LqRn@@b{G%e)*<|yAyKO!3rgjY=u5?CSi
z<%7Wa)6=vn4mSH4m1cD`X*_CKUQk$R6?A=)v`g^E<eTh?hJ{&IFU_1RcVWW?Q^v`?
z3mzwg9+(k4<*%!iLG=2l)e@Sf9qR%D_G$?*ikbGYv8-O3EGzsf$7Y@B;&|zrxy)8S
zWX^j2URgfrmCU2U0NM1b*DV!5m(5+bR7hXK{qT>cQd;lpL-Q@=F32;RS@0-_-LZsT
zHdpErb^Q1xhU}gMt8$mB#xj>G&}DP0JPp3YB|X3J{m`|A>)%{TvPl&D@vh_EmCLn{
zqJJH4;y+{?`r|JLdmb;-wF?Ci&VDnm=(Do8PhB?0sKp{IUqo>=kIH7TjbBB7ta)G*
zkS4k1JBONtXS-aR=VI~I7C(IEH?%G^sh)OzhMwKVhw(l|FP`kP7b!h!aiO@gSx|Fg
zk9dxm{n0-iGH+(x+VjME>(6&mR~}x<j?t~v;Vm#>?9M;aDE>YFN5QRDT|aAGOTXVa
zZx>wJP{w*H=4(fdvR`D81JCx=-*Tn;E-E;0ORx9&H#OVnfr@9ZXheE|ht}KU%AZPk
z6UsBxp_k3Qo3wmQPH9JZpla2Of65tC_j-O8pZ9V_*4q!!<}CZ>eiLkeFn8+|o`ZX@
zthu)JXv>4e>bk2RX_%e;xg;fY&aP{b$HO)!>|p4f+?cg0?V`d8i{hz97q95t<XIgW
zTcDMp=K9itfkDGMD<-Z!aN6XBt8!w@jvmx^J$SfU-~IWa3muy8epF{f`x{94EKhHY
z_;l4KJ~!(3F4-4fSj_boskb;>eekiRpGVg7`O=qZk4%?$eK?Tke#q~<kl1O1==ol!
z7sWmIf4}*N|AnjklmB+ze^UHGa?uT+(%tX0ne^QXth8EK{+z#jG4EC6|7(G(UAw-n
zPGYaRmHVT!Oin)H(t}9H<L+4}9=$X8cT4!Ki<?f>k4s83({`@1ov?UTqxea)ZSATa
z*A3jIYi<YX&raiAr1JKGkZ{R{`Hz;FsNBEw*Z(PBiHSArvboCz8^hegMPZlC{rIM%
zA$oM5M*O!>tB)?TnM91NOy%<B{}et<Wmnd#5qWn%Ded5E1r|1`R}Cu14$jtT66#b7
z{P5tG&Ydlb=P@(4cXySV-@GsQH1NTuypm3_c`{-jJQ@$z1xyf=W4)!BbFi=G!x83R
z?T-xm3d5Pqm+rLjt7d}SHFvU4>F}cVqr9qnE*}p4w&9@}qm~q(i%dtz^x~TjBX_Xz
z%vw{<4!UcuOh4tA_Noc<rYJ^+#V?Y39U!4^;mf~ON4xrzLgcQNn5)^&iWXb>3=cj3
z#5OhL*A^?6>8Jb`S~M+7ylB&LtFy#}VNUS(2o|d(ji{rC1cj!E)yGtHs!3mbFy)*U
zyRujLw(Jge(@#$mCY3zo?^iBK-1LfDY^9hklfwZm-Fa`By4>}4t-SH;s;S{}YZX0?
zXPHumSI<A$)OWsYDf``DUq4K8<ZpIA{h}*pr{RR`r3+_Pr|l3wH*?dq=!e<oq?o6*
zw|R@ZXdU)sxt{kT>2t|6-7hhWQ~cHLY)*G6VAB4$l?im!+>L9WWTaqM&Dk{x`?*Sg
z5EPoRB5m<jy_gw+R}I{?&Z~)^+N*wL_6G0zfY_@V*-`yxP_LR>i+a`EmQ&_D-`wWx
zj+!pbc0=p!(MAs|(M_8;{n>n%ue%ie*K1Lv(zGa@b8Y`F>}9yW?m~c1_19~mk(1}z
z2C>{%-DtMUl5>kl%ZgcBco*rlNVkZ|Ogo%>xWKp3xZPDkKjO<(!H~2!(=J?J#@BLr
zDf24jqrcvrJ~b;~^`9L@GL}oUCLUegw6SDa%)RLXLd|~vv>Gy4qN_3(elg}gI}{sI
zd1wyPy0%HCUEOEd*%y76OqjXu*2FFT5n_p+mpGZen6C?beSO&}#{EVOcO#BZo$4v&
zwrb@qkKGO~cUUIZv&U^-VQ$2yQ+<JBmt0x0roy)Z%kN_BxdEx$cn?jr{Zh15>`ry`
zo$~?OqAn#3+KZo8?UPS;Wr^~Q2|3j+ZSpu~$B`ymL&cfxflCz+Oql)fp!|_w-OpNb
z-nHthFU_}9T)0EDd94!crnyfKw$-PKemRhO{qAmA@J(}<AveuUUXaQ$|9R<!RPar6
z+l9Bxd(fTs@Q(kQa(CUXq}}#WVOQ^Qc6Y&VnzQ^S3At%*^N}U55I4<b+87jETyf^A
z{x`|cL`UvLH?QqTEt<V>)A100)wRq&f<vY`pPv@7<G}Bm`GzKO0hYhl1~`Imn!8ly
zWEe4DQ72NPNb@n$O>=yDRkm{(Z%EJXStIQG9(vQ9*^><~G?$)Rtg$P8_H%E+nuxVh
zHnwk9U1}A}TXFeS%#XdbjPIYVx^Y~CwXr?5_2$}S5vvVhvgyBPxi0-$a_?4teA=eZ
z?@zZ|KR&)`^1Uqr*Y@&XsY<NOjb%TYJ2^*GZ-wFo_E3MBgWAiaufDj@km&LDZcYL#
zf5xZPK8Zd2r`~kQEPH#h9CXthw`u?P6MIey?h%gOut@gfzjuOm(`p!UjmwHFyYf^|
zCmwimg5!Qb{`Q=r1DARhhZUD8>&+_ldY;0#ntk#d<ry1N<WAq7+m-nIRCncW-l_HZ
zPSz{-92d;(;8?~gXxP$yfvbj9e#^Sa3oooW^pV-^&B_yr-51zDwd@N}{<7v&rnrBj
z`qnw%o94p&JAEP+2mOEReOjrg-3oNmoX%~j*6^pAt7b^#_s;46%*J?`qw<7W?<B{s
zRyV&s+LgTHL3BxFiRbiV8)g@alvizG2^WrXbhX(xv2Di^p>52rb<=NbJ+kh4qI-ty
zl<5_lTd$gSEZPv`%kCynu~m34E4RezsDO^p)n8KM5`r3C7RiS+Kj;qQj@}(1V1Lfr
zD2v0Ecke}oFKIT6zeJa1{@}0;IzLzXXrsKG7}L@cH`q;chOa`Fn$GFo@=aghpV-tI
zKD*E7yjs^<Gl#Ue3-JqG2+Cu9%xZqpPj{7C^;EOxrNz2mS|<4Ielgu^d&5lT`3e*D
zc5|0V*I(T5IO0HG&iT1V`1p@p5I)mtcBi)^D|n+@3v+Ic>)aO+{BQVc^eg6`+O#t7
z+x4QpxpA@cOn4eH1=nqAXIK};KX36p|IXIiJJvZy7G*ev|2}fp%rw;OPQ}!;uT8t3
zeNZ@;vDoxQLd*%-XJr-!O#xS~mfw=vQrBxyT_$!caLJ#RZ);!8mEzx)$IP#j$sQff
zp3>W#8=<sz*SyY^)qN}i-~M>4VRT-^9o@&mb#d=8ru%tQg!b$$ow#FyL9OgLFVBNs
zzOO6v)^m2td)qbCX=u-waao5mv;P0KdmHSWkDhsZI{0zGkv*4p<nO4RGi|Q4sPvvA
zIn(k?%3F2L2nqQ<58kw{ZnqTww%gOz^IKiJ-Y>m$d)NK&D!#^xhdpz?)+7flf3rC9
z_r8nl7iP>mbtqTH!}EII@pBsdw=yrhm}Ivi$GdvYK@IhuMX#?0<|Wsa@mKvwy;_mD
z`|bIkyxEqA_a8XXymEg1?@7W+xxN>&m+p~|W`F!NC4Hutn9;K?*5g-aJw2ksQToc(
zc#7o-oeqv>-W!6CFS}MBe<`wc+62jv)?}Hz4*$M-_w88h^4)&Xk&dpdhFqWd6M_wU
z?)gtU{Br)yT+_YfEx#_`Z)V_d)VAqhR{iYojIqcvZ>vv&t8+(X)~`k}g$XY}*UT-*
zcoCRs^6*g7SN6F^tWvCM66ed?jvu*mbr0L3CfO~kZMEa)OHEX8*l(Ac?^AMOrJ&Z`
zg~@u6wOJ)IvTrZkJ$>CV<5~X4{(kjtx-&c9GQqAlwjxtDh3|>xz5UB}q|I4&*G&9u
zd}P?KNuMX(F<G3FWaTtxYpY|w=H9?2&^2?@xi>gyJ^XY;?|SrBS0yXM3oidd-0D}A
zF5j2xvffAZ_hPMS5{q1JuYc`!z<c#+{(!65hYIGk*gs-nb6xc7zTJi9wlg`0ZzyaC
zT6igg$G@d<Q()k$<R~AP>1RJgEPfvS+D2pf_ui`)ExqL~yt=UA+?!)hE}!w?`;a_$
zlIO}9Wu@#N*2;bP@;;>eSfSLt8?amEHtG6-ZkZF2OK3=FPgrPd^gkDI%Uq=`^YbU0
ze5|`WpWd!`p<x!$blT&9#p098daOHo6eM@-zx%bW{gBBu#`EvIoo6ndeeaam?uk{6
zi`-_%RUQs*=CHk1kgWdVyTPm#pUt<WFfXq4d+v0)wqL%d#MMC}bn)?w67HM2FDk@a
zCofxDe0^p4Pg#k|;+t#*4;G|%?ujf-(C}JyYu+{k=~Wxw$H{gyANnfB-*lny>h;nu
zDxMc~m~wrL^BTgU<itL1?2tF%JlL`8e_Vv_yVtFLS?i|eu6_!>W3H*$JjC|II^$<c
zt7g<RWqX?YEZZ`B%WFO^gAxXJ)5YPj2c7#fmY)c<J~(~pf;wF_&P(-gLyHa8skVI-
zj}IzQ_34}?5u9G0oRu`g3Vg+!)Az!|Q<hms-S%Dkb>)N0QF2wE^|K`U=kE6Lx|h#$
zFWd0lkNBgeE7pre7`(nCtbT}bdv8>(*z0*O=c{mS4zk^_Qq9m#H^$)noZWXF4%p`N
znzLLFJMCpqV0iYz8SnHjXJ?|_Fn8+RWH!-_GVL2TCT?2&d5^O)TiMBl`&u4m-??Gx
z$!9mWRzqjk<xk3KF}LP_aA~p8dAF;b>2~Rgt^4+LEbBk(m;GDDp?JDjNYAxh%G;BV
zdn(pU+qB`#>$%!{SeTYYRp`zX7A&xDy1MLw_ljycC2aw;3+8zHPQH_o2$q`>&bQ;R
zzshmx-^Uu0CfpReyvbmtNZCTyTpf|iS()M$4;#Le6`$p1zs%%eGbeiHYpo5<H&<rr
z+>*X7`?*W^Ld5@u?4@%IK4u=b>)7<RmVI7?XyAH=YpV^}(~813R`KrJ(Poj?D|tI)
z;+j}(M~^$RN&^>~Uip4wZMW-+rE1>4r<%?x3=6Ie%`e~3pimeQ&Ohbi<4d<qRnASD
z-~959Vd(4)8>Uz?2nWS1;EL%#|4eI*YS)a0?5eDo_^ZZVyS}G4OrJK3HKEATDfdX$
zExr>0Mtg2BuUx8jP$}EXM1j$DuEKM#*TF5GE2GrkNtjqEOulh(@kQQy!LpN6A0J@-
zwQj*GvGkCr#zXf)UtW9~<g#6$c}vXXbkOy3h3kzagw{MSQF`uqpz417hZ`S*<-QbI
z#(pT`JBhenuKj@dLkX$QbqSGf^VVN#K7POCL3aq>-NizS&+3TFRwgcZu`IZ8nz`-D
z0)siv%08WXA94Gw*0&kTSKZdXX5q8j&bj0+_<Fhg%ioO4H`Xc`t&B3-HMR25?Dosw
z!aprYTJiIUj>(Pxi=`gOO^z}wK5KX1RX9)N=E|45w%JZPC24vqI)*DaXs<)@g$Ey)
z+Y_Bj->+NfctFAK_y>jkbJu=&@cjV4gq-%TYoQabvII|f>|<_m?A9{<iZotk<{4+y
zW|;goHoO_#uDU|=Sns;{9Wv_=mA*NgE$+m=sBhD|nl&4&=6o^f4Y4Xn-z1maU77XZ
zhxG#9hJ8KE{@n)xen~H!xP)zXN!f##yli{bX-nCTuYZ>D@EONs33=rUhxKmi^vo6C
zE3W>1oywKoHGfZXe37*IvB^=1-zQDJ^u-dROP9ZV-N^bn@|YxFb(vdiZb$RE8LMj!
zuxkps3SQr1vgmBbqH7Z$ZBj1QxO|DDStCqG<mDH(47r|^Ra-xOGUe{#O0mooQd$$C
zc>T$pJngwHiJKNZ4!V+He9AvxjKR>uHRH`khdE7u-)gCQTg_g1*f%AmT~U#D!=g9Y
z8lNw!%&lAVdD+g4Ef1V}j$XCAQ_knpEhEwKT*TtM_MGAeAxq3t^k(Tza(d8Lkg2y*
z)PvDH|8n9MS@(nUtZp!|xLvC{nwOm$`&v}*vetz1w0&!LFS8JT_%vPnWcSLGHGLk3
zcO_}K*!pW&6-=yrx@4xKSqbBBk7&l1tK&muCw|S`Bk*kFT7eBsyOp1*Zhyh&Qo#3;
z_uwn`V?T~D|L#4uINRSLIQLc6;e7|?o(i{|v+JAkH_ka}O)uM%ORR6TN^jiE;Hx@n
zZSkYUnj<24`(1WJ?gu>^nJ${%IQa2GSE;~?t<Uzoob4Po<1p(y4e;G^>#8b^RfFHV
zE*5>*c64bK^lmvr(A{#IpCn$aH0YjuykW};=b9Ns&#&KW5^LjbuVVRQA+g2Nc7cfT
zHa@mlisqVC8fpb?+=a?3x__#he94)9xUpvEE2EU{9s0b759WofD~edN%Y!|fS>W>)
zMn|D#%^9)GOa~W6-Ih4<+TDbm#Y<7HDRWAL>%<AStOMn^UyEE`m$6`B4-e-a?Tbps
z=C096Q1bX`s(0s6fvCjaZRslCwl2yoJbZX@Y4^g$FQIL!*2ZC8@e;3cq*}|TZmBrB
z`dIJVZC|rp`Soq`ru?}i!D6o8m$j?X`i*g3%Dcpj163&tPCvZe=HU0%xM$J5tCMFZ
zMN2&XBdeBs=1g$?yeyTQ4g&Yh6upX5dXv0P=lS`R+`4vV`K=eOOtaiOS?>yF9<5NF
zqn0A^mQ`o*ynuNI4Y%HWv&elv>BH32zg5>crg7Ze-aCQI&}dU_?%pZ(?1>w{J#$-Z
zz9zwMUSawxv1{L!U2yYs6PWsT#kzvTb<fXSE?jsYbhBJkdPO?uX1N8kKsU>2Wv@5m
z-y*2~-lSwU`^6(%hAg5kv)h+gW~mjiISM|snbP<oY({$Fo5~j_Se<q3dXG-Mz4^ee
zq`hg3y4{<0r607Lrgv<oy5ioK0gq;~a4_&$)y`;f@J)%Cyud}~x{Ae_(me+IZi<~S
zDdb(f{2u6Hxul4uf8PafNuRyz$FQ-6Kgu;~bu?33s#2MYk<z^lj&~15SIzUT6uNie
z@MNwjp^p!i-4<Zr-pktMy!h(z{gsV}SnkQQa9z@F<-YnWZGYew>nqOd|DF!?-Z(p~
zE%e8sDM1B!6`5W}ww|$TZdII&aoi=85uW04-QrE&{Ze<CsttVGnkK4k(zt56XJ6Lr
z$H(l_H9YRHw1+%em-FfW?Bh~v4t<<fAvt&AgRL*lD>&V(TU2)Q?a^HZ4;&fHYk3d&
z-~K&&<`njqYM(^F7t8T)3lFdsUy-}x))(6weX||-ss*}zE<M`+v~IrSIziX%ODY(|
zV(qusB}iH_@A{T|`2lCQ$Ng6qe9!D+a*|2nyR?43PqQE2W7R2Lv8fCjsuCTzCLOua
za<IN6(dz;8PuB8<8~0|yE|zmK6lYzwW=BLc_+q)ZcxQIsb#>pX^>;K!mCKu__!LWh
zSR5Z~dE>gjhI^IK9S&)pDMnkp_6xf1cy_Sk%(|ye@1>>BZb+Ep2)<a(#>b_9S=!U!
zogJL%H|{WAuur+lyU(Yx{kFu_1FIhiOyshv|0aD=VyZ~cf)BPbxjPS9GhfQGGR(CK
zRo$MrBI{A*EN<0YA?K+dtNNtZc?8T*tmF;nJiKIkimB>+3C)|Io{6s2sdkZeRrqjF
zuB-Lcevu^?^<PCXOgmN_&vKOa6;u8u!MZ*D5lv6cUih=zm@!G-aO1w1RHJPtAot3N
zr+3Zcx0+)7`GZIEoyg$E@2r!&{w@5PYj;E9RrKC(suR!UYM4D#H#_xY<=O~?2|)|D
z?uaPWshYSd;f3!(yGu!bYSKPeTD~x949gF@DQL5CW!O7$`3*Bfq8A-cR;%J``E%vj
z3a=Ae+)_WX?s9ExpQdrZ@VJR->UXt|6`6MyF{qXA3S4W<b!+}U{-v2GZKc}RUetLZ
zv_!6TK{9h?m9YEnqU5OgWxs`%RX2S9o;+oB@891XmwTTr?A)`}Zf<k9#`oPT7IKJp
zx!lf<I?h!Q^EdNM;pO?qnuE`LNVM7USZv<0%av6ZzgOJJH=oyP)mL!gS;y6e`4_KF
zovm#5$$YJUo6?7<X=^rY;|Vy{c1Od|CSNg|ukCa~RpcL&<2_P4g#U%|@-FdMK3nDH
z-t|tWCBl2(s_$DVw;*?YD9@^Rz86wPJLj;rJu*0UM<#f3=)%h@udDZTnqI#y-Frpv
z=E-IHRZrfk3cNm{_-v=-Q>|8)<uWpP-Zsgf`X&4Kr!Mx{-sYhmCB#sY)$sL}Oj2*x
z#|neeu9O(#9s6`)x5{mS+$yIj_4wb0%ivq(;vl!mRq7ww;l*p?(z5aP)_c7vd-Ye}
zmkcxA7r)nCIq6x&I|H)|;XZ4AF0W{wkhpE`-Imh|zI)wn^iEZHz`yM5LobItUP}Ks
zqbri+US0j!>*{mlSJmP@wihEd6$?K~lHg9>=g?mJx5RK|_wu6Gz8tPW=bPTlt7QJs
z8RE^sx~x6<zsxMgY{nCTtCzJgdc2&F@&D08VPC7MXCEDQtSs)>$riN7OYu(XyskIP
z%~HOt({n3%`jGLh*15)ALDB6(6J*o=UNLi4^A)MmFewxbRCMFGc+x;wJ>tgH@EZ+Z
z@0k=;J<2@zbddn#+S(PGGxJqaf4poo^l_h95IAwd@<og{N}qj_P*e>$^uNd1`R_`x
z)F-TGV;3oG`MT=R1ZO8^K2GxuY1Rt2ZWl9eW~x+*<5^;3T4EW-?XqyL%X^m&K2z?s
zXSrF;lEc?zRBS#hb?EI`m)im9JyV+nLT28J`O0j#B7dDYSB>r5&<7tq->)|m<(0U&
z)M(m`m72QJmC35F9<m;qF)6S9(hep~D+k?MamSdh*yJ58+WOLc&$Y$!2h%GVOY`m6
zk?xc;o2Ui8Q!aG*+VXbInZI+g6M47x30*Bw&4Ju0H>(NrPPw1IPF`8D(eBGnfxLT5
zC$P)5#B5@5`u0b0Q*qjPd4tz!<vO1~2;Bb{xrc}Gp520uc9ETHS8z0(4BN1#B6W%D
z4o8vMW#uC2hfQZ23KgdLn0&vuC8g#43*Y$;UVEj}o@gJ{yA!`6_J4&$6nE;kDGwhz
zaov{mdNosf^P$ZCDL0b)j;y|Xt9)X*%j~F1#Sig2R!?{xz<t|;agE;kLu#`Z`XBL`
zwKh3I{kG1ucjp!>-+3`BBxzxby3RU>|Lf!Rwk&(|DkdZHpXt-?C9Bu#^Q?JjC>!k7
z#Ml06M$j5@E}ohGpRV>DUgI9Md|@7M{ED@S*ZZP7ce`J=3afgyeCnDnd-jJ{O<675
z9@)RIE+#Q+jnaL=owey5J{Fd)PWyXpJI-3jOq+0I#miX+|4%yI`pw5)cEiK>e3JP!
z(<4&BDO>sXRxRN8y<y_|<?E%ZYcBoI4w-fNrrXwyhn9c+aBAVn?9v+#bnevY#rw{d
zu3B;M{lceTZic>_e{Gc|=cLZ>q3&JT$FFHk_gc(;d)?FC+NUfAGN%@Lor-$()l}$8
zVE9SJIFG}T=arrwi@G12bHjAunH7wUNn5-1)^-^Q>87k+m2$Rr)~A)LUbxB4Y@BV(
z^>H~z=hpf~Pu@*U^w1PpGbL;u^hP-uGv~JMX35!8i)y1kJX(78x?9)G{9iL#FV3=4
zesZI0-f26A>QyJpG+%b-ZHW4^(A+>SU~3AGw@LA;Y0le>m~MoA5IFjZ#V$KUf!n65
zVtaMP)|e@>evRR$6E_BH?FjNH_c=SI^S5l!z2JLyQX?iOUVVH=p-szpE@RCZ-?a-@
zzU{AJ_+t5~c201crsc|b_Tu;J7MfYzESVEI``F_2*-;*O9;+vnRyf?Ac=l!@f6~^c
zubpkWto+V$n5@eRTD$F_w5Kf-M}%lLKX=pW<2JKpQiH5j^Z7HjboYm!JXa$h1-Vb|
z>6u9jXE1+0A<^_**dh1HKa*;%XN_mSF<z*Cy=LlxgbL7oa^dnNXD+Y#vM(vcV}`}l
z-zD3XKVCA?^L-t?L)YxX*I>5rWA5kVF1rV*UCuwk*3xsaHmBM>I-^GQcyh)P<F&tI
zCw0yZEA{-nXXByOxj#yr-|k3}y>)-3$6T>C)#?lTwmcLFS$^^6zAJKKtGaIW_r7)8
zU#HMHsk47#<jEk<<-CT^*YizWH7nlr+V;)o9)xH=e?R%5ce$$c<!v9Xwu#-ARax2Z
z?kO8`@b)>)xhpDnZn$y!bnDY&kFst{-2U@xBF7S+w5Fq}ww$pA{)HCJT@F5{=M>pz
zKl*us>6%-0-T7tJ;;UoCuH4QGs;^6xPrJ>q%A+859)CgcfiLP_E)1@s`nJ=WoVVPT
z+N!lHPBwMn6>$|c!>prn&4-&ed@D6;&Q`toJzJsc!gp@5gPQhNRzGLkCAjRw-Timd
zo*Jyu3tRfqboJ4-JgFV-%Q+vuNt^R1_Ib+Ht@U!I8HszMk4bfDIy}i?hTJ9>QDMxm
z>G<^I7UmPB%u%jdN9!ki5lr3f!=<7ny*O}gQB?NwXttOow`TA`Zj(!9kX@@6rdBQ<
z(|mq=Gb`umTYK(mcO>5Y`RzvXlO0+ocZZ2>lGSE6*nW!X%*st#rjskT?&f`Vb!V<#
z{foDzY|jI3&M01CaYjbV!EI%ARDsis)wA7I&b@i5Q@U2=+ar6<&F{C?*X6mNI<|+i
zY(uKV+N%DaB~ss?O&7?tla61y;@P`>YxkUa7^A`ck#9<~?Dvz0`aY*zt&35Ab2vz7
z+UF;aO$v%W{J3D@_wY!2_O<*!vvR9B@A`jD%S)&<HeayrPRPdtjo<&P*$9U0HR_u8
z(5-r}m+33V!tj!Yr<Y1D6lKK;SjQAd$n>X6Fx;!Y>v#6Zm5g;qngw_izE8AmtzK2y
z5ctSpwix@ZzMCNr=JX#g-~Do9=w`0tPXi&>$uXNrzCpQ8F8#;#FWSxrnr5E9>xXom
zTuxlx`^0_kUVW2W_GX`*BlE4$PpAH^tUmuU_S)%czSC2TPs~bY^0>O?>MOT^z{^K?
z_-ZSzc<1y7r75dczm873e(bk+T$XaL_4)4eYV9HK4?D6HR6h@S-LUz(?3Y)X9=GkC
zyK7cu_$^@Gut2Rw$oi<lMai~Rix|6Xqz^g!Yz^9$e&x~@l}W}zk1uz(Bn6x*6#De*
zMj^+}WvnaYj$i)U8}LD(@j_qnZzdmcYshVK??ZCel+3#S=X%p#>v9W$mp9H^POLNY
z3Tv9kZo43+Lg2ib+|wE}-Z;<dWB#9K2hPh}(sKH>$X5ZrM3!VLSB44mzUN0hay_y`
zV%41ki=MWb>B?@(+_^f=<>p!WD5K8{mKDctIno`*$JDUkXw}uZGs7dwdv@kTEO9?o
zcxki2<k-yx8s?AuFRZ+Iq~q+q*=mQ)BMw%0y-Ud8)O%AnwMGDRn_R7Z!RONapSSuB
zA1m{gyCR_!Jy$wbPANOxv#~X@e-A&`UinnteEa0%Gv2+omY?{-U!v$$cK@qS#tBV9
zSMLO^UAJL!bKILZ0jbY(66I#ko$5O~`T4wpofGG+-N_Wen!WY4UWUeoRblh?zWds;
zHFUP(j=q-Hcg00^&wQBC@M(Jg;k|F;UigQwu&&g7;HY2>xlOL6s?SDGkeT`AiN=H5
zLY|j8WVx+gJ4NnisYoc3E_1f)WQ~Xa?4LD6Y?4{HcCG(yyKT`+zG--#T@qUA%__UJ
zH&J;7pV`@x8_f~%=Pv!#?R$7SuR-R~#?7~7Og?tqTxYDldh^QrnqSvEJnrsz*yhX1
zM{hNXZ1+fCUQ^_I|6Z!J?h^GgzXkbs{f*`Cm;28$Y4gihOSze41Qu~s6&HPRdhTMC
zs#WCqVxrdu%{3QeZm)d*vdi&rch!pW#4Rm)3+(FM;uU{pw49#XVVM^8=d>v2uj{*)
zT-x9J<4bK~&+1!w2~W>KE|XgXx=c<)Rd&4qzwN2WzGKet%jCjO9^kP!9s9I#*~Fgg
zW4y6_3!7*Bes?8LOV>*9GUJxdHuW*859-y+A9A_xYn=H=alyjqTQ+tRy`_@O?!T3C
zNQg?G;dlSbE$5YTPjuO}Y-<c9?uV4iG9^TCK0mjXb5BvO{`=mA3vG7z&o(_Rtp7B!
z?09RY!j&gi<>HO@KTdVO^WOKhW=HSCC!E}BYhI`{7kWp}zgAlj@uT~=VP~WF<V)IN
zzF&pDT#^tzT6KY`qiA2^rGE3UC1G-Gtq)f=P1iA<Ix*;|#thTN9#>8)FDY48@o@2#
z6~Sg_A3Eml?^FM=&|vE0)m#=CpNoT=-xt-sxR&sU-}lC;6HnhLF;Bdhw0FiE&dm<J
zLM>7z?>5zVm1G^eF{?L9`pD5If0J%DKDIvm@Jri~w&iJ=E_$q6j;33j*!nnWVe8Gg
z0cH26x0H%R#_CSHDXo%N!!I{)USfI1gQJ&^zMeMsjR52(x%Xc`fBl@gb@ACnsUj!E
za?=<<H_35AZj$>3zDbVz(u|eI9+b1&+w^4b*%k0MPqd%S?!Y1WZ#zUM2|S!y)UY@5
z9{&-^2a?f@?H_jS<Ghr8kTsfjp_J(jVFio%{8Ck_PTO4e#?NufKj~1n&fGtY<ywYM
zU`u(-x5;y(9IwO(25A<b$PRWb4tNmwbKmZz=5Ie1#K-M@CHuXgf>GYGa!Yu{f~fbw
z)9);b4G-SLuv)uI<5jUg``p=Ee(kxoh5M4!hwvRoZ5A7Ki)T$f``&%ym(zT&T`%ve
z`}^qP9FxcAA3FtK(Fxu+H)2=%bne?1>%><%HhbvT)yr4JO<GsRx2<Z4VMmwS9_!VW
zMsntN9%{*y=}*+<wCIYx8B=R@BYg3TUcIhw%im8``k4p1NiKf=^?7>kJ8qObG0EHa
z5_FT??p03}?>*OwT=}_W4fp0>(y|G6DmGW~q_BLs@_rHT3TgWXYTG$)vPLz;>~>gN
zaOU~?^o@Vq_Dx**^wyOvno@Qg>ViTA85@ruTNh_t5XzCUWVxNu4+HyB>BQWhE3fal
zR9b)X_rY>*=_uQar?li3ohVby{u_6BLFoL>P0#ojOl3)7*}d$BRsBMlr>9uo8!Vi@
z&ilrcUlW9%HGY%b{OsL#EwepUZv@X<)!sR)5r6MSc%0*F^WfUg4;16Bv0O5rxKQa_
z`o2e3wRg#bE|PPI4ww3F@3iHFQgB%fi{xUFu(hQU(rUY>JXx^y>c?|e*3>cYwkk2R
zcDcej?`Zt&yN&$8GEX+RUf#X-x{ukf;(0q4M+*EqE6ck+y7q@$xaGXtkr95Y?Of;W
zdaL%hjeWDauv^Hv3pdYLv@x%!RIz+1{P2-NnuKQm7KtUR<ifHJo<4m_j$;>#h4Z}9
z#!BCF%jaxev~ShEx7&=iW*bPq+iD%)++36==MobrG0Usy)xK>D_iWyu)ibFvSN-_y
z1#fNyPX6^yO=kU?bun``S=9!9d+hOt!7x_)_}zn(mK9Yq2YorXb5XuI)5*KaQZvkw
z4b>v^ZJ1>JGZqD{=$Tw{G*9LIXY=N~$eIItZ`^c<<*wK_w@zZg!*Ho7sT2HegsfaA
z-|4&9^XHkaXpeiAnWd{lv^xs9wT;fsTd>_^GmqhAbKl!n=B&uj&72hXIVUT1vDmYq
zu4N{I(rSj&gL!x}{En@dnZiHm)|c4J;=aq>US!^_-r1D0*H*urXUF~Bwvp?XF3*2k
zcxCGa&%G<U>(}|@C=`2!ME;D5$(Z-qj+y`d+KlZxT%VbLuRiUqpm<ly{!o{W;-Yxg
z=9y{p!WtXzF&%jBc{$;J0$*&r+aXT&#bS(I>t>$O(KvD2tKh>@?OCjhLGH?nLMB|&
znJ}y9(gRJFQ>#KRNcr`3F1@XFW5IULYu77pvTQc_8#C4E7RyrUjM_zq=6#B&o%HYe
zrrxF{wTC<=OR|PO-qNC^SoyYoqKUmUEBm)s|7T5+j^11zF#B;bf6fC5W@)Qw2im4p
zy?Y&(_2=bbLnaAv@qA&1h~CPzywU&W22NVn+AH(5K5_b|_Xn0voG;e*D$jQ3hV^dS
zD;9PanS15jklQ8w=|SM%_fuQ9e(R5~`~LjLH~;^yz2D3XSN|Atz{|q1$Gvic({9~c
z|Gz=@33*p==NH5(FzN64`?~)Br|<QjzuB{%&;Q|_=699xy<?U0lpE%mnhTbmbNLxM
z|JQ*h-i$V8_fs@8(QcBfQR8{YUinJz{>MYHte?YKw)9!dSfkVZRCn9%gtaC|cuVeS
zJ7jbveA8ER*u4MxnS3qpMRFULWvAWU<nlmms@QLawm1XWMRLYh7v)SnQnLJz;8E$z
z+fMIqdSNJW=%@C*$q8L7;oN#!hFPc0+wbZf3V;2pHN9Yh#NkqT&Yjx#w7)Uu22ZoQ
zbXTs6L*)~*XF1<fsiGqDC3R6IdA|xJdZtBhKIraicP47K)$*DH&;DF(tI5(V=B?Z+
z-gt7t?JABFRbj`ZKFcvo`d)k@eL?D)`kT@&Ka3x_s>QR~wP?p`uj@Nh(c#yAX1eQ|
z<cbbIkw*t^Zf4}LFVw2sRH`QR;Tg;KyJ<65x1Nnzr$3uBcE0)UxaQkEwJSFK{D0xq
z8WI1io0swZUB5N`aE$h6ZPvrq_p+X>&hjYz@GbuTpKmRHUfb8se7IKe_Rc^0tX%)h
zJ;lA`eT-x_@Ec`!o(Rr#To55F6!}3>ZrRDSrUxN~kB)^uV|(mY*<QTlkd0Il_mdM#
z4kx92UC62QC4N?%M7?^}eS@#U^EW?}zPo0&xu&=GteMW$2W<|#i1Kx~8LO6iOd#d{
zk;z3rxO1Bu>TN1S^<J{?X$zZK`MHL7&GuQRukwAqbYw#N>xpU8GtYjPi8#1>dR+%Y
ztA?#*(gl|34^!MtOs_uV`|@OIVElvKcRo9GNZ*;cuI0Ja8PkSH(|iW+tw$8yxBl5`
zwCB8@^ZApe-5HFMzxK^oDVx(Hd@|U21@pn^@(VSeBn|zhPVA`q8tK`r!1!}fhOyV7
zX_3ah7OG~a7xIVBj=OxxsJi>|4b$9Q?gXFA<V(+5{%<Y0H0MX~3xg9YUvHR{|JC5`
z%lnDvjQb8Bt2@&EkU#U>Aq$l)s#Bi1zS(^3+?ImEb(NQ=uF|$HXrIQq_Wy*^Kkf1R
z|GX3TIp3xH`>XtZmwzAaKZ^ESa=p9N?fdujcKv#7uH^r_x5xkg$u0lS$tY^d->>rb
zp6D;#^UM1$@BJk|H*NbRT_q4#XZ&Nj{ohqnJoGgj?WJNq%ob4m?5xso<mUNyzXu!H
z1ut37-~Z>(euY;HK14pcyZioYb<yie2V~`6dwt9J`0q*oYyBkYa2t`0|1bRzzZ3jk
z@Zqc1{QA~^*w=DhH+7Ne`1z6f?D?<L@3@BNzMMI4;?C!fSJ+?pCm%mib>Ewa`1(wV
zl=JgV=2!I!gzesDFA>W&Z^cXdOOK~7>8anOw_IrHwoiWz_oZ}M#qnMW^KEz5j#u_v
zZ`XOyPVn*~rCSx-|NlO#m-&J7=y`Yk;;-x{?9XYryqeXv-J&jG#d@}uUpZdFDG|<2
z^Uixj6;ynvHHx^;rqp75$jN^0ym@y!uK9fL_;dEF`?BYv#edo=jX$b5adcYVJ69k0
zb(etP%^lmms&P+BH+_F&@{5Ri^L8b_c`d>pUVT53X=;?D^i_3U-LXRXz6Pc4sV*lO
zzuU@$dfNMW=$@PYbb}Q8{iFn`k~!KBdlb^`)*q{X+4px{XF_{z)7;qA55*3x(u`Pp
zaAEC>SuH-*(;7EzuSq}S#_&eh^>6$h`StOy7k``^`D@~_yBtl6`DFghpS9>%SE}w7
zY1KR0!GGWX6P&}*YVo*(W13*>u4~yxT2f1XeLAYdcR*&@r0T$l4-V|@>VDARefX@P
zxhcy_hN9vV605iGoPBj=eNEv~<w-|6n1t5s2;&iXxNGOnIEJ+qH<qm9+Isqc;QM3G
z4}O24q#ts*{eg#IWw_3kU74Pn7>~U+u31njY+<yo!fc=GzVzl72@@uVE({j0+^DCN
zxqNoQqJ+G;f&Z43$-JF^A%g#C*~7yz>+T(H4_D_qy-P0t+PCD}-4B)>j?<r)QJq-%
zYn^Jv`J-`b>K=Vt^{sf%wf&LV96}cVStk}MD;d>&f9?`~K3?@W46&;m|MX0WiS_&!
z&+{7MZ^9!NhJ1LU6f3WPz{R&PPHK^naojPV<P5H-(<aKhom#Mc+WOslvdd=1Op4lf
zhHuWJjuUHUSDabD_9N%5Mw6^>pv&a8chBAbk&SDP|KU)z8%G|?Jk1g-UtRFfeixsR
z^oiUOwxk(-SM8!(DrySj6`WQj1@4}e{y4DYW39sjFUMyFe5qf>c6M51=Gg?-F8%wK
zr*hpB-`CUAqRpb-^2_*^AMN|KjyrE&S^C|YcaA@Qvd7n)pZQ<!HrIcC>$AVize`yC
z%ydh)sanIoVfyX9c^$J8b)wItdCq>tAMfnyax3iAb8eg3zWm-lJ8LQf?e-k_++9^y
z*_bbWsJim<f9A|<`=?KSs_LsW?dywqDu(a0;sbtLhjPu0?k``OmQgR0Ut_o~{IgNq
zmCx;`r+(U1JhxJP-M*QrYWM%m?w>K?&v(0ICZ^+i?UR${aR2#!uJ~NXj2;2K`eQ8>
zQor8cl@vDk^?vT<d7A617T*50<NHLVPWhe2Y6)xZ$VxCco4+bO!7@d*tlj5`#?4Bj
ziHG+1&Ac=J`^mP|Y4aOnc;8(Xy1un^#Ur;3{_%ezzH6RUJY{*t@`&|upLu7VH@xsU
zVd-Hd?EdT8@?tdwnXj|gw{cc3`BZ%F$dO3i(BH*sZGSpU<nr@aB%7zLy~l6*+WxPj
z@aCDHh5dIe35|F0dvm1p+z|#F!~c(G&)>RbnQ^ST@1N$!?SEH3o^!b^dE;Hl<6XNi
z_hsIFAyb`iwIg-IiKpUc6xYN@Wplk#T@k!Bd_|Og{l(W+f6ixmcjc^$iLqXBFZPGH
z%=-GOry_sWZJ(q!^ZoobS2g7Yv8}6lq{4Zg9uDz$v3OMR(D$EDd2N`$bMDp!vf?if
zv$Zm=Z#BParF>qRUqY(;(FTRrr@3QI<~d$CC;H>ZAqSroVF~U6zw!<{Wb`$Zg*kq8
zl5)6^mb^MJ`>7_gcE&B|wGGF4bWU${sCI7u@re0qg4klW*sljv{bs*e@_x@6s~Pj>
zvZt=zIh9$?UH0tPo`=mgyjIQuo{n!n@=SYq*ZIxOi>wm<$uf+ZHC@Nf<_8(uY&tXL
z&XSB1PtJ9nyy;yt^VlLo%ZE}@mgPq{&d1#ItL^zc;o|bU8<MQ5awGds3Aip!k4e|)
zS@ZD4_Zc&fYEIkYr2Tb0)2oNK7AhL7zPV!U(~=K!^k$1MxOUsLu%#q`CvI`xsV^m0
zy!pB3H1$RLwf1ccyM5B)@{A89mp8ta>`%@$FWSz<*LkPPa!ZN#>B)C>4;wq@9h|o^
zM*Fw<-1!TS@qg0(CvUOu*PGejn%Sd0PQ3f|{S(LHy8maM{@<lM|1N9G((~uiyZ6_>
z`nIWDpWh%(ZsFfMW|Ma2ZR|BTH~qH9xzgEn-h5BjOuBMfJ3(v5+yrKg>_xunjEy(r
zHmIs@NS?1hbJpj3iQ7J~rbS;AyJVT&{PLD<!>xbYSnUmNbEsDt<-FI};=Hk3#75vo
z))k>2t>*r-S2NF8^Vnql*~K3;_ia6!v7c-6W%Jk5zwOU>^|PX1WCh0@Ga288uY1*B
z&1mGk{o8CJqn}H~?wbnVOtMo$ZrgTsN${0VwN`q5r95S_>78e)$Na?mk61ffF8auG
zi}RxMT;)7*(bbbryS<;Y?rrkfGbNY)ow<8c%wY4b`joUCvr=B}UHGo3J=(9fef^(j
zg%%&ad@Oh+dHP|d`HRDU+O5(j%4p5I`s8KpwYxKCZnitmv##{dY%|^vk8+2qGWI>w
zKG|<K-otm?L;wG$<I}h9y>~ut`{!Nx^%Y;IfB2<eA7do8&Glcx-*i)@#oPaFmYRK6
z+Bov;rMl?<k-Rsat^NO}^XvSpO7FIRoqx6Lo8Yno5~p6~?y#}rG-UmC@Ynh6U+2$X
z16E_d@n3E8@fO?I+tc1j9yIK{8`1xEj{U}e<{#&LeShN3nQyj==l0wecK=nk;os(2
zQ;tUekMuqNZtedyZdv=+{{M6F*ZKJo|9=|4wqLC%yZ7t-s}KCdCuYukEwb~a$F11>
zf6r6@Jy-v1AOGzC&np}IvX2<veAkzJ>~8MyZS!ya|0(?2zCP){^`&1&x2ipiYq5%~
z?)?|CMsv|)iJUH;$^3uY^OVlI&SpBSHYs+8romm8njM;#`Y$mRK3sMnq2Y(c-YM7A
z9v${={G=?N$K`XiPgr@zrNDMS6UBhgRKF_=6FSU~{x{gI_CM9q^sRL4+^mgnrFQh~
zwEnrxMN22T=sVYp$nM?W4_sMQa+oFK*b_Al17kJwhYc&u9(eLx={adDdF0BhJCmn%
zom2hHUsNR@AG7mP?w#ekE?s}&fB0zRrRCkJI?_LQmgaa@_3xDN{&itlPinQi)U;er
z>8)Gu1bN)qGbPvaeW&*ANok?M&3?k~7wr6b|ESFTH@9Tmcb3V%e=BDtcUQUaPEFgJ
z8+DV9>Gt~`5-xew`F7f!d1A3kt+Jvw{y(-LI3{#wpI)8U-wnxg&R^+|ue-;hzu)nq
zm;Tvre}YV_Wba1BZ~MI1a7~0_@5%qCzOVT^-@Gs0ZTr4Ihfi<o&DnA6&V+q$elwQT
zAGH3kXusi>uO}z)^8NbuJvlr6+mGk6%=Yh1BLDQP-m&pf-hKX-n0;L>f4Cjj>&F`C
zyZ^j&*7$9+fWvWq##tVxE+`v$|2yCjXLyuf=#qPN+wTRN_C)B5`YCTc@~z6Vd#=D&
ztK<9^7Oa2gYoi+boIUSY_T$2HR(3v)2j>2Mc&Os=`?V95x^5K&?y1iDa6r{5bl>f@
z@jUKUJr5Tzyv}gg`0&4zezn}6^p5?qVcZd~GAr{(<F<Iy#Kk}6$z*Tbdw+A0&H?$p
z`DZQHXzaN1T9oa0PnCdx9#5a<(L-<ac=!YkHQo|sJ1$bZ<NVu04@|lxn;Xkm1d<m0
z@Rw&}pKyPNfkncK>Kz}HlQ=wgA9^71cxoa4+ZL0|JK>u`YPALY>SHDrSUcn#4W4@|
z=EKzd8?IS%?dHu`XDlZE|Ec@irlT^Aelar_KjC!R-BG7>?ar4u56sN_-P-m!U!TIb
zF2aJ*qx+%rLk6Wqr@k{v6n*+`&Btf(Xv-@8=F>IC2M%oz6E*s@bNhvN3Kk1EM6&JJ
z_!N{*ZJN*8^m@YkGZG0F%!~OOlvnhfa9JJ^^D+OIzx@BQQ*z6!rpkT${8rx0HumnH
zH*H%a|4aReQ|j}p*0gL|XIeh7PXC;-XEpEclQFCRZg)NXFVyc31pQZ2pO>6Gv-kze
z@pA&}9^7bTx9fiPH`;MJbGuvShlK3bbiO@nqN{IZGE1J&?2_UA@~SEMxQ?|&nZe~F
zeIl}F>I<7ZKmKl+J@1rX!m9jlEgR<X%?r40JVBPXd*iMLH&(3lIHz6_(mQd9o>ka}
zUy3$i2flgMtU2)4xk1OVSLV*+zG*p^R~(ve=XR~OIOBDe{pEtMPtMGE{dMLo<2~Kt
z|CpImCl`E-XHH%3aMO8G{c(qz!7sgk?cu7aHPzRD@xR_%K~KKnw0Xbm?HTVEb~tAK
zXWew~M0scT_5)c<4!^t-Z~wly&h*>-Cnu+yR2nY7Hvj$^hs;xPLbrSm$Jh1zlbrc4
zZO6;W^&g^V?yf0(d%ozZ|N494#)1DnW&J$6+E&@HWcN<>x80i__Ud=fiof}9@2fTX
zujhRJJ8RXSq|B@0IZ^Q&rc1xcPg*=Fb^4yA7Yeg#o(HSc2nw3jF^kWQRXhIe{~f*0
z&AU%Z{`#!TvgDvs=OGJzjq8hM|M`*H^8Q14)OLles5?KJUdK&(GxfrszvnrRf05s;
zSSzwm|3mni&qa%CUFV0d{^4r-l9l_IxQ;~JhJ=d1f9c0V<8{}Hf8GD)KliVg$6k8f
z?eY<=7k}M6vCjU-!n^e^^#47W`SjnTQ0cmg>+*koynB}?`Ad4e=*Nv)KF7cE|90Zy
z^WwVXD&0Bli?bqME!>-#w2^mVz)E?pslQ?}&hWP$tI-O1`rlrZ=}X9p@BFO-Jr!KF
zHuF;zpLteyFJE+0?<oJ*BhR<hOpKb}b>&x#%Wj$Z?N7Up{0LDwwp__=?hhZw_$9Wb
z;s=5!e!3DnTPI!x!ufC|_Az(3%J=2(p1s?BdM@*H?Ry{BNDIxsXB~bm#U=7gR&dX^
zgOWkLO5v|B$6au}tpD#!!J5N+CK_F0u+x3AwRYbdm$MaK?)rV(mf!f+k+adm^_R}V
zj~cFBOLxwARqHk{<!M|0%$B-pe&gc53GJ;v^GklE1~MOfbaAfDswEDK)_19&nlG~N
zYDB%Q`pe|(z*PA-S;1S+`I%m)w*?&9JSm{~Fmvwt-K>)~ev7f6_w;e=JG0fN^OCi$
zv^(yfxAsS+@Y4S_Q@=Gls&HNU^KwX*e8|dlt-W(z{OmH0`;@q~_)MowLFK-r3-XJO
zz5B6W-Sn6c|ILU7f5)fUCHl*E&ENd>%yErR?aY7b=P!I8w@>cZ`}(pMN}hGv$}?=c
zrDG1UKV6#mQ90TAZpYiJH~#&&oa`Mv%XhWOx2_2d@B811>hGVz;@zbBMCIGf?R9mF
z{P)NEe>pF_SkG`$SOb$>#9pIGfB!J8v$x-IxBt4+|K;D;-rBEyE{^N({SE8)skr~D
zEc)`F`4i8=zH+fsAMDzCtZEizq^w+J>A3xAb-t|TrTx3*|FE&$|69HH*8dNioAYj4
zPb@RI$)6prKmDt|z3q<6{TA`O?~3OC$<O@B<ODuS2zC+>;si0!F+t!1h72uCj4Z*5
zz+5v6v_s%Rz!!)GB&Mf=&Z7%RECL<LX=VvM`;AlIH#H?Q5pvrT=ukaNGXn)v69drU
zd7Sz|`6Y=Z&>Nb9Qj7CTi;`1|q1V>wyH=FA2ZQCoXM}Nb>bn~#n1Szu1D(SK;u|WM
zfv<am@r@MB!1uC&`Jl7;I63t}hv7kugxrJ&zEusZ0&)``_%0zB-$=pC6m*~xjBl)9
z20lR_#y3%b9BvKcn<|)rkDZ0_%@oYck@cG^n1K&t1It5QMEOm5;4`0~=VQU6%o6?3
zH<TOcu-ueq2|DNv9I4;{rqxY(mZ0O{$gu`|n;3C7<yoQ~q2>g?4+{NeFf0e&S%Oa1
z3WB6aS8{I3vxLRCJ|r`Mk{slOEkxvi>_83#oDLi;2i{qNN&rx@9la?pR>9I3bU?ZR
zwu@cB;e-^ku+#fS*iCuhJb)Ao1dgGz1l1zY5)4-PjNX(-!A*JK00oD?k)<i3x;8fe
zRk~ntXdw?TcnBW_YHk3o#mO%j%?&_x61Wh-RWd^CAj*M*q+~QV0M(mdPmy&LC@4Y<
zEkV~Vn1XI#Ff|61Dv&da4L}tMNFH<x6^J%aFoGU_Y(U^fs#s7gff^XFDhJ|Bq=1DL
zOvC5KDM<1{@*@61$J_wa62VgF+|D|pAkg-{wrl5|I33H}vfTnqs@{s?wimYWCzMR$
z>J?1Z`}EB;*{qdIYrgUS_ZDuUwX3%l3GBTcX!2q~a8%TsV>h{4#HyD@PHGA{l<Tru
zVn^acar4tp3RaYwZ(79AVOLX9RMvQSvP^VM!o}HBGp4?K_#xDE-t3z*<YfY^J0c^S
zj-0dJTk!c5drL>k@u*)ricVk5{%2$--aJ7_eW8@0*Bl=4jGgZ$if)uw6**rwg=gy@
z@$=2A-X1aEK4tFDHx_=6i<Z9enUe0ZT==3T=NAbL{t(t(mvm>xSC!xIKKXdJV(NX5
z+0P$-aJsE}SEngsZROjy_XG^1UspTIJNQP-UvKiRKE-YGs%t;FeOkMxfC~>;nT$wH
zps)i6wUIf}@uTJjI9p!GhvehBrP$m6)Gnf+?PU(mGT_XJyMzJR0d_ii5s2x;K~u(%
z*ZQ(FQowl=r?~;hOr&st76`bmS}-@%GqSLRT;B_6H4}N&f{~$~Dfl*E1zj_9OFc6S
zb5jK~BO^UiQwvi|1w#WP13gPi&=uyfpdKTru?#!G99-SN1pUA#m}5qfCyu*)jSTe6
z3`|YTEI|e!5(CKTMOg0kg`^y$;2>0ZU~jR&ZsMGC=yaJNBb$@5;*u5>q3(YxGWi`o
zOi&U{mfZB<o9Sl{rK>_7_iyB<%{yKf_|E%o-=Y5-YHJq-nyd|**7h$eTPS_kmRsCQ
z19ENkj{M)Xy63s|$4n`=S6+9&#7*OTSikFT;+Dx3w^sf0IX~}zp6Jc6_#>Cg3yW%Y
zNqzQ~eHq9SH;>!3_w<*jncG(>Kir%Xs<r)o-{n)8a_alkoSlr?Uo3kk%DZgU$*^Be
zabi2BcE5QM_HJU>|8IvmHWdf|51H2Q{;onGr+LoH6Dr)x3|M4mq#O`=>!=wl(`>fD
zG?*opCw7W~st`*oQ|uPjr3;udj*BdgYpUAFa`4)v`l{m31^q3KjprtYzsp;<W34z#
zpwFSgJy&`hH*Dq;j47#RG3Ria{@~ZO9UD?Maye>EkGpu+ruXO7JMOXZYfFQlEkF8r
zF8l4QUHk1W&yF;$uirU++a?@E5GV$~5eB}18eTLRf@(^zIC}mDH*sKBC4dqF>RnUj
zhTsGTsyWHKBi-DPaQg;q2VvI@mV(ES?8XiF{!P$D3>F5U#trDab2IRH=R@#v2k;0L
zC|#hmsK8-^6qV2dbl6<*07=eB9wbmC8iLvcnC+=a(95i9TBpBMdgLp_si<l)G2+X@
zOLfq@i6^ku$3ONCS~<<Z>hmsRx!<W@V>B%d|KH`=v#hf;h|~FTf$^LO@9>p-43eBa
zWvYIEUc1=#zS{NA7J>0A^FDl<WBC7Y)$x;Oa*9Qqz5VC?Ph*i>xi05(=(TCDXJ50w
zGI>_S15sAtD>uFLd+TzmlJ<Gu4m<SgsY!nBx%eZ`*L1q}IhPz}cU+ujG1D#f<Z0$=
zu4(aaG;M+&&A0cNc&+TuZbQAA{KL%(Ufr#SZUo9S1O>1-rR;H&bF_93e5AqYXdS?0
z)nIgib4$5M`vPN*D$OrR8cPB^7EEwdY}AjgRekZmEiT>r-DJBwHLK(++$R1f&c6G*
zL&&gadbRSo2&?2>W$lb*7q!|xoetIaf3(rP&iL563wx!v?@rAQy7)NrrK5i2>F?b4
zoz}ZzF9yM(4vr*aW2Eb^%nfn2#K6U1P-=Q<PGS+La>P~=g4#%ww8Oynvfyur8G`Hp
zI~;2{jpV>VQy79;Okhuu)zgbrFa+I^XJlxk5UXHlf#d!Mb3>3VNa2E~SQ(=CKbV74
z2a*>F6)d2d9<yKxI0)*f?forUe8*NN>zfpl>Rl(kyVI8aWmr5pBqK!a*@XS;cPX~=
zt+2UY{kXW|wr%-2w+HW^l=cg{z2<rNDEtx!v)?tt$i|IU?^e923Tylbxz1|m#m&3e
z9>{mbD&-bb8Py#yew?2&Va@CZU#@=R{GQEWZ?U*rA>wkwLBrCj(1+{NSmJV~pHsPa
z?Cm6*`mXc33L&hg-KF00>N#erJXK5C>T%WK@1#|UFV5K4mGdtC7dGW;klI#(t7}($
z|Lt6AGWELB<Xp>jN#XWC{`klp|H!^qXz7pCG}Usy99g+!Ub~d=xc$-^HLG!CeNec7
zgVD&?0;~kgF*ibM0TBpZBXF|^GC~dO=z;ElxZSsAXYRXNd)HWYkI3iD0xTbVZ1(wm
zW2kKKd(*ohtij?ve@>l^M@Z=ZxV>tRJ+~PbCanJzWv?12;u<ui#J}>>|GP|opXa}S
zm#+Kp+rOu8?eBe<F66XhX~^NX{{Me{J6~V?yZq2++hwQjzpcN>{;}=<pUdy_KlR)H
z{rJ{=KmT_7f9jVzGh3qleV*~>|M&R+v)^24R?>{`ceMX%-g|sT_3ouT*KfFGruXjL
zHpTk-)OVA;&Rob}diSx$%zsmp-hIDU?CAYYu}6AW$!=lCtc#p)rqzCbd^^9+;qkl5
zAb00|e}AyQV&ClY@A+~4{Cf9_AHQ$+|Nka-*mk*r_Eo3)pVOuPF6H^>y_-MFKPUI^
z!dL1a<v8Y9zVp}mzw~~#bY|Zl&ZtkWJNsSctW5r^nDWng-}FgF#qRbV;h{cDT^^f7
zpNU_7Mc+>2er>k?x>X)dnRn7(uKn_()az+`_p!Loe^zb1K4;ge$6bnF<+p4FU;R+E
z|FrA=?A?=^Pus_Qd-SUN)8FI0T2EJXc{}b{P;zsb)KC8XzXPv2yi&az?7!V2TjAYA
zH^sFR-dmo(lcy=r95wf80DJNmfz4X_ziw8a-h5ANrO4|&$E`wSm-ubA-*($}yXLP4
z4%?hMEbnCZ757Pd3Qm!Jxz*&|6~<R96Z_S5Hhw#y|6@+TeAZL_CBlEL9j{I?5}o^9
z2z2km`#Ws2J_SVXGuf^axW3WpnsW!c*V`4pe%@?7e*1sz<Wn97D;0P}Yqey%=gzX`
z?Or+AiC1M`%-0^rTYCa$MJ>s14D#jUPf*cU;P1bDW9f+vt8)Z?H#c2b74l4iZ;IX#
zN81<sa+d8%pRh@?xQ9(9Vc|mcRa^SboIA|G#Nzx)>fr3=iDA=v(h@s8PdV_Lm8{in
zWZllT%UMf1a7CGHal_6M&CCTQ3%|DM<^0&lmcFFfWr3g1!rMj48#p~|WCeL=U%jZh
zQ*6dE^Mg}wdKf2^ZAdFp|8z2%`F`bv-zO9voOa6Dy<uWl+;{6FuW6=_<j&vuckXVN
z(Z8>v>$kj+Im)=rAY#*se$(3)ITNg2upKIps+V1Gym9{I7RebQi)L<_ozCqNpK&!`
z`H06iUKisROCkyu`W-#O^mgMxA>WkDrs<6<*_Q@Sy5g!dY3UQDmFq0xPTNV;Y4RGl
zXm+2P^yO}I##DjOobm^S2aYTjdsDr(^FWB$inX^CB!uHn+ue()m*qTuB=)BJ9M-#D
zchqOFw{KOs_)Dq9^T6WvrTZo_r?EcXvf%nTo_DEFA|!fMmjsHuwK}p$dU4s&4_lUf
zf6S@Rc}ZE>Dk|XU?BJ{Q>z?HbEa5&|efeIS_G}MjcApx#pjl^b%|5Yt>N8!dlb_2>
zn;q0H+H}mkm8(=?QSAThrtqv;FFd~dm55;AnH;Bc!Yw7qMeJ9?7O`3CN9*I>^ESWF
zzBys5yN8t3Ho1f;S3H_8aeg^Jr^O*lH~pH6NxOIYhHp0`geNKp%-%F<Y3VxgwD|6+
zB?{AZ_g>=&YrpuY<L$F0JPL(srwUTnsPJ98xag9xb5w?i@)ZvgITI<tyo<J5BciVA
zU7wV~d(NOaVNJyJ$Q-TLn~OFaI{D-v_o3uBtZ9A8Y!~8AU*Vc6J)z8J*De1thWDL+
z7QXp;(0G}9Q0R94WwAnEFLo-G?%lL<(#0IJa+$u$JIx|5zl+VDB|mj)hTzsKN|*1g
zSfRElb84G@@6sm^N_!%Xcm0`r<k}YF2Z38k_m<6E*y5JUy6{Yhqv909%8-nniA$!n
z+Dpven>DrDtLf%d-luiT)k|K89OGcfU(zw7+NQ|an_Z5_sd~y*-i&uz3X1Et-nn&L
ztHmw;nt_wCZ@lEuMcPg(54XDdvg?02sj^m}QqG$z{b-gA-<OPk$4-_cM6@Sy#51LY
zgm<=1QoQt8N~V?RCUdb_UaI)cg^7KEJlrO>;#W31X4Wk;{kKwQX0L$S7R~g>$6jgN
zbX(Z6;dlQxXWx<=jCX>VoWnP)zA5qWv`gmd#zPFVOfwF)$sZEml(Oo8rTYpICg<mz
zo(U=k+oBk5XuYzPzNR3)X1Ug~q)BQmUe_dxC)`;zuP5W_`IC<>DK5M@bAeTL=xM&S
z?y47~4<%^5Y?|V~TJmy(<U`(^8Qq>;VsVL+*!eFP9Tv>43|rV>C17&LeMR;fp3tX)
zJA@mpF0K?ldNXQCFw@HgUb^e<=_wmL>DcG^bY)rJ!V6EjeHztR*H5`)-7f!1#KO?L
zL#xO1xzS9nnfG^^um92zHfh_RHC)cmc24{?nUiVG9)`o6>Qgy{ytp*GR{5FCsdRB%
z`8)KM<2r-29$uhpAH<Kwxy=unbwEv5F>g_5SDH~~n0&B_R8#U=U$r%I&q6ITtWPL-
zgoeGJU81+Jn2AIGA%kk{!>PRyYl5QZ>(*62;@i?TC)rsqUHI<jibE&Ahwv{v^wlji
zXV>J#=G==H^NCID?Q)rF86sEq(#^_`<y7#u6<eJ%H0nN`Ke)Slu4tWCx1g+J=UJT#
zuXAQBfAQmb=d}r)YV$AZs5B;6&ECOm`(Nyh%$wtl*6Qu6v;typ=hn|FUBkO!$p$M$
z(L?w2q;Chlx$xuy`(hWCsItR?pXcs!;TGJOq894Gx294*m2aMy`HhfH))^;0{0n0?
zE89|bI3rw5dG_vCniFoEzOrH0Jcms2{ypu?({s%iN;zDu>VEpMHQrfT?3jSL@I*0#
zhunwXJo4$cmzY2Kb@7hZZIO0o=Jih6*SdK59)~yDn-~Rda!hg)PQ9TL;IQR_+SYkx
z)@D^E)rXDFEww*r<1?dwwUyZ}nHRUWCFCD!d{vXwW|BB>&g5ylQuA9{_0>KKxae^g
z_FY$L4mEJq&6POh7Az;#8)maC#&3dh_$dzd@~<%tTl@~T?b5r$U?g{`V1dbY0l~Zj
zH}b@L1!qQFy5rjvbLd{m(w*YZQmg_t7_Fa{E2CvS`}esIGkE$PR`IUmyWnM}vL1Bp
z!xSUS;HlHQJ)@SNp5$DyNazu-|F7_MK~^ifW++d(7$T`$?4Iizmt8s`<CemQ3u1oX
zCYS6!kTFv(y-`&^KJ5F&qtC4Z-_G~?-o*T-s&GQ((d>fn6>C+OZJs*+#2)R+6=~Y8
zIr@{TUL7==csQtX)h_ct0(VU+*39|nm>@CJag~x^D3i49(R+^<-mYl3R?+I*d#71Y
zZGTUsc*Yqu?#2lo0#?U_mCAKwTz0I`G)s;x5kJxBHTg-an}%s_!5m*Pk#AX|YXT3>
zyA_n$IM;MRYp%>18DX(LjT=j|%s66i^>9k(S*xv5w2}JYwP;#y-9+n>gyTozSMXRr
zQx`0~e^_kg9ye2oLl={mSDBZ1boB4su2D7hW8<}j@3j{(MLxATyR=v9&hHhIQhqpp
zm{PswRpMk`cbgR)f?F2utMHCBl!)~`>o}`zjlY&s($4Ek>gt?a<Pv&s*a~J(NGlBw
zk@<L7s^rJCCGE!rKgcL0h<;QoRj|0z9T}>8d_jZ*4@=^ag|j&h>+N>AAAI+7qPe4n
zM4iOT9``UygG<F}&zDR%b3Sm9-%l|qnRF+^kcS4xI?EcXlkHlJFLA2NUR(Ys*UjQ-
z3meNST_-0Y1D3N-6kjX|*=orBwS0@-LN}=?1}i=t3e?o}PM#Do-{{7bZ$*u6?U&bF
z@BHz>Vw=+>kBr9r8%KUGohUdV;!37v$JxdQ8GFJjuDS;rE!?oI@P+QG`&-=W??|t=
zUB2eP1D#{W{Lwc2LeaZTt{$qZmiw{c;XG5j9FL4Ov3n+dwXIlxY+mSQMRBv37nAP@
z+;J1HY`Rk-v1~=B*j-UczM0EUTTY*TCnZQ{i`q}uhun)-rj^>|2A;T)G+!&}w6f}y
ztpRnPJY?%kq%3Y8I_h+#w^zZ5TgI5TxV%VJda<PxZ{C)?&li|%Tn@_};<GvR>GVI1
z-CdH8L`n}Gkk|FR(6HgvCwJ8nkBUsoz8!xq>MiwFj8>X$FIBO8LV4-c_%bPv!rs4n
z^`{P>e(GqwKw+BwsaWIlo;PL)GHqfybTCM3#Vzv$&FbQLo0#VsZ+&=K()Pnsqe(I>
zH(z{ym+H1)I@fXabd&8{|3CHKZY}b&M?JOQD!t^f`e&IvyE{JkPqnp4bZM?PTweUF
zSl!#zR_k&6^a+`f^CuqG`dvH^Tt?McE#~`foj3Q(|AODAjPBoxxwlg1@)OgB+~Z-h
zn?2dmf<BigZ<=L(>E)4WA@3visLlEl)6iJnr?=E0AoRsU#e4e3!5<pf*-xshaAZ?j
zDSWTBTkNGrte2iZ=+Wz&_}fk%T^Z_?F88IOt8+c4gf5G$^lFx4bClNVUun2mCA#X#
zk}D3|oER$&6_{+Ya(D&8qL168ttfta@mWvJ+7BD~Up&}r>i%{4y_uoa!u{4)H-^`~
zVK!QB-SYkh`xC*JM=bVF?g)Hb`S81p`HSt0(oAiF#(DWwhn~#ZwzDp0;<b-aQVG3+
zPS3Y_@CR)7FrOxPO4yjQ@1E*5^IHBhX0@49)t+-sK49MdX4$-RviC2=bK6P0TdDN!
zc)^3EjR&Np%(5eb)NW5_aa!ah>?wIfW~sF2$u5SAD_nJISq-&Ycw8dbepmCTS$NKt
z?+RSnzQUq{U%s(5IP;pudpp^pMR)C6Qa+!o-EaA7RpEl^LhQ=HN-K3<WYl&1l(W1M
zx;5pbdDh9h7gy>ob>AOVrOR7j!qmO~Ok?{O{R;0}jWd_Loi%4ktx36q$&FP9tiqL)
z;w92!H#wGU@BX@0tnZV8^Y--pzW>e@8zrcF&JnFhH}KH<-5>q*w9J857s~V|@+yBT
znY3ooZXMmy6Xk-+RV)5FXDr?7c}@J@Wx>n09xl)2s9}ApY<AE(SW~j=_L();mL6+)
zvRGYvb&|H(*`FyXp>II<J{WC&u!Es@vhdX-XOh|%B%Pmn%EfeZhT$5oT?yd<v0axo
zGBQjEyOI%DZ!~T4qNE%dyQ9bWoev())^&e;XhM%>+{f_i)8;O)nQ`tM)8-eeckYkc
z^KFali#IIhdMWBH2bLXt%qcHvHmS#Z^3fyFexffMW4E`=o$IPJ?cp}NsmnZbfBS!r
ze8j$Dt8?l82kO6N_U!hs3yxj*yX#1|;GAAA)y5y6OZLp(bbWu$l~ps7{wln2IKP|K
z{^PmF%)wGd-Y+ViviZK_d%oWGV_!+j$HUXr&YGNdEOYM5=91HizVS*-G4_(o*3Y@A
zdv)fSu9&oCl6T0(gY{kAmoL<${my^HS7LM9fT?N&XS(6rl@^t&7k77d-Aay`neZZh
zkFB<s<3_zp)9-qz-@BN`$|XBjDnCE}PvL`9Rb?qVuJ!kyq$$2~-~nCxpmyw-v~QD;
zq;JXt#VwH)7yCBx^T;S_ExVgh>psoh@x-n|k1Ze0B{uemu)JZ{zH}(MaTj;=2BmzP
zk8FRPKS&(6=v44osn{PY-<YWI_S?$BEsFxSTO4|{OX!`<L#@@fIc77ca<gmk`K%I)
zDXUOh+1Q|#d-oW3*n7pZ+%rFmx_bIwQ=FL=pJaV)VL{x6*>YKi`qe?|J4-lsdR=Lo
z`aneLNsE6s+tiR>AyO&cPnU<tI9<MwBbV~lg%5P^!?g$%t3}#QhYFUks7~%@)(<RI
z)|zuAVq!wd%X4KVg^N$^lL?tD_3wj4kht1pyM#+wfyN9RYeF8!=_OP=QR?nG7e7<D
zc$e>^rj&VVmU}))`o8$_CcNsx*?9ihd{r7YQEtH*Cwm*0PScvTGu`j|A-iC)U7{PG
z=~yOIdh9B3TxQhd!tu7v&(8n(rdH)}hL@8&KfHM-*mU4fjUt10u@C#}n0d}d6})A_
z^-6!=i_YQD%4**}>41aj+qGs74@_CzWf@j!Xc-V!?PM#N{jK@Ns#B3$t1`|QKf1X>
zce|)s^Vw@Q*?!!dH95={pW04$&3kyoFMWN@L4o`yJG;wwCN!+wwBKTar@GfPv4<x;
zFR$$WHf@Jc<g^n@)%rItw3Uf-$eCW@v2L%+Ypt^<&*=)W+*kc%wu_B(iO7@{JGSty
z(rXcJ5tY$-urZ-!nZitG;~rkM>Qa`AlB?CWZ1rSFG|y}n^0>I|_a+ndBii>D${goY
za@}=<gJ<*1qMfsal-m3Lc`-z?cvpKc{bDP9awsw+#i^O8&*|i(qeri@voHE8nJ}~O
zjmIT5pYDWNB~6Tfj}?d9-nwJc!E(QZ@Qa11nG@PJWp$Ze;uDZGcl>(4Em!2J%dxgh
zUMa_Chga#aK9P$mIIoh?xM=fM;dO7GO<x>U@b2uA`N3;l1Pd8rSZuHV{d>b$X~Xp+
zlf9l4G`^ZMc}m76bvBjHX(5>&22YL_Jmx<ZtovC*&U^3X6-741PR<{Lcs6$VC>_k6
z#i6tCRPXCwQ(Z4IFAptWTee1dLW$I@9L3~VnTXjOy3J2)Zo5s_+TZn<JGT5nm6Oga
z?&tf8_gb&u=z3Zg9T^(suH<zuZ~l2%eUFv1Qh%rKSshfMq_9%mZHe-s2dvM$UACXG
zpInphASEz!#r!|UX04pMC(<_8U4CHZn%TQ@p0^Y8kKnLr&fh0RR5X3xdv8&8jYI1C
z?MGNQiL`B=K6ATpTVrk8mXt>)5__sItl!RkY+6Z2cH|9<n_p#k4&1u2B7N?~l75Mb
zj@X=x%}UWO<(iywuABbex)VR?(czq_PhPHcpUSu8LzC6iWe=Z!V%?LyA}M#Vh>Dz;
z_vX#HB76ywy?blUD&4BumGO4^_L(LBe|J1Q_amyT$V8XL`a9z)_G!5<Z)y0=PEpMW
za9+gk;h%GmTaEkbiwzAAJ=R{$NnqoT_!PFRppXBQjuYSHUoUpE{+#f=G3!Wmirq=U
z8iCmxlz2aWd?y&^ZP&0(a(A1}$!&{X8ayaUS(5LuWww}QLgul+)oi;bik~%ES!mLz
z+H`V~vqWc#oY-4G*NwGLTo>Q%y0l+>v24h@LYKEnlQIvwlsrt>!tj1V^R-k1mRVC(
z>JD_?ZIMaqxi=yGOQY7}bWu<16fPspr!tG9-Sf7(cx4=rlKvWhFG_8ywF<|E2kZ$^
z*CHxI@42dqKfV_6Y2$r|1Sv)Ss3n0$9kK4K<F**LvCUs~dhxPYspWUytle=}DLAIL
zf>pTixSQ0cNnR0*BEMpjrVDkiJG|}EEe-icXJ>_7U(nUmI?Jp_<-;oLDmGz>)fE9J
zLRZV2wmG1})j4xtpl6f5li0qpiz;<*rl$mO*z#IlboleEhG~no&(;qUt5hahU+?C%
zxAEce%KUz)?H}j6#ELbA*H&g^vxwikZSQa-+U2ulMZdMM>c)3-7C0GAs!(P$eHwNl
z-a~lpm6WWa)t4siS+}rt-h@jl+5ZN;oMo{2;artVnWc@nkNKs_a=2eiduuoOhG3(_
zrsm9y!#6uL>_mfItS%hVdF}FRSK|JM)d#j|pAIekx?jg)TXd<*r3;Mv#2#wwmVB_H
zsv!Ss-3gsJ$4W&nO>q`Ax~+b0Tj%Oc501HKt`Xgn#mAr2Z<f`{cdYTw!o+r7WlmS8
z+TH68-dk^!-rJXWr+do$3;TTb`W7aaNmV3xSx3yaT97TX=B`ri)l`3<L&awpgwBVj
z@mdJYJyN7n&~Z3B=E3RCO>Ftw{iMXDmfe1)GgW2Hm6Y4XH`#RdO{-z3)%2Fwc{xVt
z*1tb%*CtkVO`3gMH|TM|lRcY@?-%^Cm^ojXRl24l()R9(hg`E}sH&9BEkBv{woJr)
z+pA^k&8^<NKHgchrEC9s8B3O9f_}%=JmprNwWTjD^S6_{Lvoc?_lCj*zg<-}+p2e7
zJjd7T^RoBSrY*lDrxdGb7{$vz7klPjzBoFr=TYO@UG~$=&phq<!IUoN^YhQ?XulI%
zLS6M;e%9p3&e3<*K7D1&1VdeM8TV|Rj>rkGu2eq@dFHU#L5s&O!M)F4{k81w;GC^3
zXFNl19Gl4e<bA&7qaLC5{}WY@X;ext{_vMMB1Giz3-#%T-_8G(YkJo@=&$9yW)==7
zZKV!o)z1gcGV46GxN6iW>Z$lF_Of_fgJTN2`idisix#>+yy(KweKNn~l7NSpMB<+P
z#x`#6*4@c=P`lx_`^V-lUzc@oGd+17`~A>~wmFj)UXrz1_VShQ#l&@a?d!s<x^|n(
zfBF4a*YW+?Xg&#lQE|I1d}i#^H0|oozMA#f<m(p8$bU+ku1uTbTfAA?mHG0-M>?iF
zeKU$ox-M)oDSz;iNylJ%K}FKk*K1#?D9)D1c=RL0t$LN&@_R;`!k4Z18_4QCXVH;;
z@zYxy_}50sEbzM0a=B9IUx%!ONT*PJ^+R@Rqs_dc%?DgMy%!f&DalM}ofIfPnNzSm
zr|r0u`@Ys^Zj}}JK7Gxbb(o#_L{Fd4>#;jqGnx5O#O@R!y=AU>%=@nOzWbJ2v|E1n
zqt?BPk6-S)sr=Auy2Y!m`}c(_92lDNnp)4z{JA}G5yRi0#7hjG#-Bg(yqSF2<ZVok
z&HZDu`<^tbw)AlH7_Z7ZWzl>>Qib{X_T6*d3(S~XdSLVKO9sy@eAcIS&-1W#Fj{<d
zoy|i{&lb6Ci;cohsx5qTKAW%ev_AIFl3hIN-Rl1WOO%<Nc1qbE^E2NVJGn1BkR@~0
z+ueSar{5nqp+0>pvoznP=_k}zoAEe%`rM8ccXQVHc6AkR;qrn#N1GE$OsZn5&g*a%
zbvsB0&y`*<)t3M44})jyJ6jT5BJ26rh<)F>aI)_8Q>ER{yC$<_^fxs7uc(?Z`<$iz
z)x$dK7Sl=&=}f7bbnV;%2506Cp~h8HC2dl=%O=HLm93e@C3O9fchi&j>}xqa&xMwM
z6px>jqsr5{Ln7F%Jn>P|3d=_c5<linefPK}a&}U7PH5`q-~-Ed+B|s@KgC4uZu!hL
zmHP`m#dQ}x{m-T6S-bT>^Tt~LHyrG9%(Av-uB(3bLuGM+wkp%?ET!kcmsvlb+4-82
zWzOemCC(nXSED)E_?BtT`guX}__HfrCN@6jm$e^%erx+I;cE>Yzf;<~Hp;YjZA{v-
z>T_Lt3eTEJ&PkkygJW(Odhp%rt>y69Hu<QaG2dH%7bPdTS><<~8{b<UiQcZU=vMOP
z&D-~yFQ}ZVHf7GWT}IoJkNYVmO*7eO@@lU3A{LfqQ9mM#_+1YC<WQUKq`z=oVTVsc
z#r>i!i8FR=WJ-uW-sGFEB{O-RWx&Ea2J)5<MC%?E?b+xj!@)Lpt)*_8VBn9|Sz8k|
z+CtaIK44})lW%^l=0QRhQ)hdz_T@e%>lxCfp)S>rE02Hgl3cN9zvFC8Yu}nz+xR!-
zRL6I!dnug~JWv(#?7*2zp;Oi!YQJL87o4nRHq|6sT*;$zbD+9#R8Z~q`&mkd!m=)9
z@86VSd~VgU^*7$~sR`)tm3?twv7L2SPqWbKugsZ)vZh-l)h1qINH`=auF&}SW2AHI
zR+k`Q4qyM1uUBt!Kl$*lq`=bD(@X~5mO;5EvZEMJ1Q;#4!5r@G%f@|Hb5jF{N^z6w
z^sM<ye7r<wStMVuV3>KLU#|D?1KX>HJ9A_#9PYD<Tu%D##li8$d8*vj2}-kCWmLF*
z-@S`iG3j@1wZWMU^Ddv8lg@VS^Pi^UWpj!ayPtU3pljixJlnbE)bUw2=A72=%vUjd
zqq3{%=o}mWOU>5zwmfVO<%`{`wA|NL{AJ}smy1W2Gim2ng(W6ioE3et^!~<e#vyME
zkFRQ#JI*Py$6q*L@766-=ZWSAUpFq_P^)0P@>Oa{+2<qT{L4kxKk4mKd?$S0srjpY
z7xO#AMO_oKfBn>&Rj|mT-1qH`Zyt-%k7VXw<XNUt)_BLU`7D1<8}G)wyO*#rHvf`2
z-2CTlPOEvH`JaZzi8r_RxrmATIJ`@@I%t?P)9%4cRbHNip!o@#ZqJuoytVWNtEubK
zi(9$dAG_}C+gkZH=*596fp5;VFTI+$e7WbcOKsNi*A|z4v^C}UlN(@tU}F!j|Jefq
z|Fjnudh&|Bd~+Z(G233H%A0pvyy=BQ-O4dZH9ao;wkgRH=JVdfy}7e{l7acAE$Ye_
z(?1-WUMBSYKuX@?lDRv3UT5yAU30Rk>M>7wb=kRHQ3B;w$!k8b$)D-;Xxnke+xZ%g
zWR`4rOxYcoQ`av|Xy6Dl5zXArmLWIiWJvbY!`EXb_$ch1tfqLli}TZ*Iodg@%?2Ui
zB{E%7F})`)`wA<t6$^@0-x1(H`0LuKi&M_Mdi6ocXw%^WMcxfck5+5kcb}Z{!|?p<
zJFd#Cyn%w#9~8uwCuBW4;9#eIuu|^j9Om6hdmlbq^wLO^<DJL!XPW7qA{?L1Ub;nB
zirfie&u%(!!fE=SZP(sJ=zGqbaA2?T=d^U+jrxb$=WkV!_wkh~K4Q9NnzQ4xN~epB
z&1cHg&+=?pAbi6;ip^ttStzH=wdMbuW*$$|OkhoSH}P6`Q})CInJZFktKUmJH_yAF
zZz8wVlreOx=4am5Y}+;7tCZwD_PDv;^bAjQ#sR&V7y4El{^qp#qVoNN2d(cm9+29-
z&hA8HLkf?#%k&g>b?0fX9Rjk?)?S|85;5yA<2xO8_TMV)dS#Wt%E9Mc7mH0|n;c{*
z_E+WN>k{pq2To)>-1}tV&B_AE{SUK$6g>U5ek+S)8*}?6);~8S)_C4rpkls_&(GxW
z-6a`{I}b=I9%*e5yKk?!GJUm-*^|?b-V;NW_l59C?~Yt@Dskf}6<HhUhKwb=9D0ej
zIxa{BaPWy{B|nI>cPn;SB=Sk|hm>l<M3W_3`g)EZGC8?bds2pn?P1n?Q!hH5lRc}G
zu*BnMw#<&B&$JBsZoixN;(C+W<hFMA*FnzA*TXfZm7I^Ts7+XKQ-%Az#>$^v>_=PI
z?s}T-xLwD_Z_3l9g+h01R92mQ^mar4l8Nu-+E{g>*^FfO>2SQ6Vs=>bRjkrZO|!!m
z=kF(m96z(?_4(aWonit{w)?KQBr{WK=cO&PjNQy~v!#M_Wgs^|oK?&{`qS%%?}>t2
z+%9fP3-=sm$SdA_d|mZamo+-4uXiiCD3!#U2Wg!+dE(dBZIk}VcpSNP_N$v;#KF0D
z{+`Q;&bZs{%$;i1v@)ju1{eFYsB_;-WL}8(C#keu;3@YzSNK@qNKlOwyWOc<tNWOL
zcT7HSQX<Q~=?GV{hgOFbpXa+3Gj|wsv~l!1OP<JUtrj~j)!w%|L89Bgw(#jS4THTA
z{ecc=Q`W2tywJb0vv8fGhxtpdJIxHN2j=?eHw)Yll02@!A$;7BgRhuZf6o0i!YQkE
zwOtSP7l}CSYT)Dezgqik>$7#%4KwyhuU)cMRfqAok>R#bBcpp89Oj;y9W~FpGU(oh
z!;>{c7Vp>?YA({SaJf@qMo85k^YsBgnBI%GHocyDsF7>$O@EQMe5IeW{}$a5dh=vz
zlITW*hayeVakGtP&)cGxmTOa@rx+`-g+ud_D*x`+<#!F+l_R7#r!47=p0cWRz4TT~
zzc<N^O~-sWJXGVRhW@Yr7||SVk=Mz;xLB=1_mlC2plkCN_^r0B6z8&$IN%x2`XTuG
zzh!z)-FB_AVZ87#%lpHzYdl%M8Mc;%ud=hgT_|)Sk^h)dJm?OHuXe?|+*EE)y2`xa
z#Vy4z4XJk|FD%XNX7`Uc@^vj=?3p#w1Re?SPS{s(z++@FM_)1K%_8Q8tIW(n1)e>8
z5|7;3)p+hrm|wsyb=&tux_Rsx!MaTo6aCnHHtva-o8wUU-p^)V8}BTc+V9oAJ9@K<
z<<*xsZPxy<cl)xOH-DMW8QNRk<>2P&G5YAW-=M4HY_Flw?kU`R^>a*)HhHlv-XSi%
z_~h))jEhsEf4b-=9k9&JW6qGzyUM%IXQy%wk5R`ei<T`-J@fy$nYpF%aR&Ubm07t{
z(Te%nsnVpN(p87@jyhyLs+`4~dQZhK^w?|5b-R~1K5R>Qz0RObe{X7_@VAMRCw;xQ
zN9o8W_a#9pO!;pVBUb$Lc9J^o8q0g&Qbiv3LJP-O0pGA={l7a@U)*K;+sVi+{7qT?
z+Vs^mlF=zu7KT%0j<KhAz2Uc-;{NR6M7F)j&Y)W$GX5!knI@yd^JUG|eJbmUrJH<@
zbWSy{^wOQhqY{&$J8K2sWAS29ro9$7+>H*NuQr*#yxB)M;_IuaxkrU(M?9_j#Mtd=
z5Ns<Ke08(p9sjkBt6FAXyAiR+VY=3b2`ia$ihWFj!?K0)^?QRw4?Oi#*D_IF`1j@S
zfLT*w_7=|gdTfF7#43@lKJ62icUxSVA}m~W>5cQub$s*g_XqY_U3<UQM|@U$%oE)&
zDLm@};@&S>q9miCcWYas?6eOVZ!>F-`_{kWFEc#sU0-la*XHZ;&+lC0{}%3#t>-Bf
zdbmJUFsxBNF#D9I;QCKz@2M|W`mj-FR^nNifOEW-fyX}VVLfYUq1U{A`cZ%0Gab#=
zg7H(YIE1~FQS+>Nw|YZ*&*Edhgzty&Z^+kIVVfP#_hOP!=0PUcjgpHK`!uJAF1!f3
z1w#MYmi6LNH+Ma8GpoF)yk3K`(w*<(iL)B+nlUA(<{r-MOz-(;__%Mo&Xo1h&dY?W
zg&0yYK-WMlnmXz84nxka6d7ZSeY!WQSuZ`<`Zzu0ldi?KsaIHf3u|v!hBdkyw8=;~
zyss|paMM3z0lo%e-|LO{T2n0bweM?&sqT+o<gT3bq~d;}&Vp#aHOH3!U{PFtvn)@|
zi7oS#;h}YlSXlQPuH<uPdK4)1(?8;n@O|gp-uQ?k4mYlIKfNs6>s=PtQenh%_{Tnn
z_PzBMGgXcRSHAT1aGi95Y3;m9#vh%lr%m8GBiQ$~_ylhR+k?KSLQ|0gQ~5go#@iGr
zP4`Rv`eQ@jJ()!d8%6qqJj!Rzp73u<*OmKIPj)P`u~G0nY8N1$=N-<J*S>LnQ2L28
z!i{oFzA~;N9mXvdCk&MN4LY^u6Pd47Pd@Xqb2+Q7iz8Rmt$^T5H#|;tTxNc3BI|hQ
zplh3rxafgZ#=1!@+6#sLrRT_<^8cuzEPo+Jl`ANkU#KfbOlw2r4hHGB4LSMxyfxYr
z(jO^0C<Qw&OTOwN@@=w(mEa=htIpY<9U9NxVAY;<@6Cp`lIqfnVplAWpK|nA<zwz%
zr@;R8S(M^|-+5~o`uU^kzpV5))ZsHVF>Cp<6uVD{yr!JxUSg;k`ENxLV^B#$#g@H1
z%tvhVT;FF+?*9?dU(+(<DdUx`KXOEpv(z8iTAeL*=e3%!sBDcOcjffN*LM>SJ+qtb
zyGHR|V3KjH#O+_g*K$sZh8HX>O<BD2LRS0bSlgqUO2VqeKK(m*p<}b%lb-@{d%P1R
zO9b9cN>xbFmtSI?{_PXv_PjE6BYysmx9!zV2RwMo>T0L*GS|_Q(Ptg&<*xpoEgc3O
z3Bl+4lJa+?mAWZ?>ybQLYoaMBXua#Cu*b^sqf=^^zG(c-eD$$BziW2lT-%kuEhZfL
z%9Hr@%+&nW$zq(FkIQuS`+48?oNsvR$Z77z|E-(3cJh7PFje%xDpygl+ak3|X_IbS
zwV7=?yXgAe%90l0t&XWWQ$Dn~dVi^}x4tlI)8fpGjX!3caGiAXI&X7Eh0m`kg^umc
zOZ_#kF|)SK_Wu;ve|U?lQ*fYpJAcUY4XclzJ#uwXvK+Vl=gU4~b@T3X+n)lfc)#A*
zXHMvy@*|h_<#qVnusqsY$6ak;_P8M8kgA*SvzBB2Jel98^1azGan_rodTYG9OxrwG
z@>^CZaBNRhe7}1wcXiE$e~ZJ5mT&%+mDoD}+F|YXRqIs~n)ep`&D=Q4O#F*L`+aAz
zFOe$O{nv&zvv^+JebM7$SdL<*T5nFy?pfmB&M_Z&8NeqRb}guXeW9c5Z7s_q%$YY{
z8;0qv`D%KkOP2YRd6vUMjnYj^j|Lob<&N~6s#89H*&a{P$P>!<51duz`l`-hoc-73
z<W;Ss1xo`i1UcDE&r2zi%@)`;<6&EO@5&idi)ug@LG)dB>e`k6X-4a(S;=lYlC`Te
zs~N8aY`(EnMSs`9?1}C76e=8!P7c)BI6HW$OrCZ!!)h+MMH}26Y(B=8;^-pyzKlPA
z+T@LgogbVns(7<TG)6O~{LD1X_&e_>6!}+rPEYFH6<S`<Y&hYJ49|n(caBKU3i^LS
z+F`cx{{GFUKTMsI6VJ~3J}O+A{pOPSk*kg^PVbK1ac9C_uVoJzSGJ3#x7$jr)|Hok
z6nJH$rt-xdUEZms&SsNbSSD=nx+kZ`a$c@Cr$~SD56wzfhsAO=HeO}>-aB_({nMhD
z6#Gp>v&-;8M~_m4J>#8Ycjv$IKWKa5;ys3_^}SbxUhuq6JJ|YQG5@9KE90uR%SfjA
z%u%Y{bj$Gbr4UWuZ@P!XxGVk#9B}<mnBIR&S#$FReHZH%>BYYz{`FnC@MEe>|H4V<
zuJ4+!`ZGygdHRyG+}br;c<1Y_cspT@^Y6L5D`O8|I4!qCH`jvYiHh~@=}~u?R%*PB
zxUuTX-&WN_YIQw6-qTLiL<!vgsU4dVeD=Ij?(KQ$9IK}O{eJSLxBA3Z&)6SXj%sDn
zo<ffW!`KZ!gcW$PWyvY(<UJKUR8(7dMeJDVzWqjxmXm)rxqhD4p>MI=Vvh4s2cKtt
zJLj8z{MW&_?ZUhJn@`?4s&ck@*IKQo&#kv7Zewk5ae7fy-!Pdu%YLI9OTdv2lX5j#
zTy~!eRK580g@(A-U4^1fN6~B^GybNvuVZ-orl#Cq*Qn!kU$25?_n!$X=DmL5^rP#}
z*W0>be94zxJy*pho9ZQNINMrzb5xrri@!HgbIbmFCv8Gv&9)v*5z~f<O`;yPYyZA*
zdw9s3p`g0vrk_PajJSeIkmkQ;m41!ai9rg1M<k}6ny`8Mw%JP$99-4v`MtpHQmI`L
z--5?i6;J8hWj+4jvt+`-*3{g24@IABSo8baj-xvsuTqhZGE89&Gh2`-%51VC$>nP5
zwyNoeb9$rSee%xkx7*Qh>QIcs(L|{LMkBA-!%eb>V(wZzdUR&qw-9lqjpF}3XVjkk
z`?r`iNbFhchTfUUDJ9!~Z_)n#PTVll&N_Z+$J2NF*4E58+#101k#S1z+Yg<I))h%t
z%3rkHPH<~t^^a?BWM}W^@0Att`%}>S_t^TIVN)*ros#j4NoUqh2F|C;y4d+@{+K`P
zT=1$la0`$6t=EC8Hp+^KFXWBzxa=r)#YQ2o;9y$8or#GI74J(~O@-ropLy9xG%-K1
zyR^K(Jd#~Q-E2$6#)YCYd|40v+>yM!TmH1kYL1w^$7_{T-fC)WxUpcrIRCYL>5U@0
z<o#95-@TJRtk1;ApBA-auInMiZ2=6@XV=<J&Hr4K&42%T?A=?3!^`C7FJQ{lI(_Pw
zX7>4iv2UK*wx?b*-eKx4I$=g;*lQ<;6(^5^?}EtA>ECqj*wi;`_2<S)&)@$cO8WYa
z&vhT;o)ldDT_C`0v3K)HtAzEX(za1t*S_^%aGK9GOZW$aP6zk=6aIl6Ic<u|G8z=m
zi#}9b78SWYJs>kkXu7e{F@Jp{k>-LvcE#Jr{hT7Qq8eUqRK6Q8!6lcZutoNU9mCe6
zW+~TZxcmGv%M@K2`*+fQu`hRb>Nf7^t9>tgGJSDMqQvP1>@Hm9kB%N$Y%|YyQurmQ
zkFkG+rliYpKHl_pQQk4d-UOd?4u(m8{~h(-(;?xz;1s8XzWA1kmlKYjcD*%Y)2jP>
zp3G){Y8C!iHEv6h0E3F|wdS&C)vc*VXFNOnsA`Ffy1Q7~rDQR_r>#GjOHSn`^_<<e
zDy=d9L(|78ca8-JJKcD!@iReW`@^e`e>YBEpM7$Am5f<fMA2d`fyhj~D@ra={h5r1
zx47D|wO;E_I()nQ{>9~=f1m63_@d5J{>r<1)lo?Uhn1)92Ca>{b<&N$uxv#~@imiv
z)pJVA&UP02TiiJ@acw5&nwG7%Qbj{VB1HB5<G)uOniUw#a(rUJp5F~g;pQ@;8~!~#
z{xEN~=qKTp1O-!OIi8erGZ=zCM%g&qy5G}NWM{rUk-0fv^Wf`-)sj=AG;Kd!pXkGR
zg=dZEP8ZJS{|(uCRQD=xG5x(|ZLW3lR`;1#YcfM)qa3SN)<$rgIJkT!U$wzC-H2WL
zj+)g(if(AB$XRbD?OSss=i(X9OtVhwrSnw(R!C<^wA;Dv&2?VazMHFeYWAmZde<*H
zRUN94DO{|5@9T#bef|%M%x3PDIn=<?qR|!CEVH+uK<TZKXu0Q!X<io;*91D>Ub+5Z
zm*b=EO)JY2-f+q~)c)&9Zq;#DmU-yXV|c%-zD4Qa|Eg&s|F#Rx-={z4vDQ9mmz|%D
z1rD-1S5FjAJ*XK5z7OK&sf`YgpH1cWd?a=>VfWH7qYu0mV(UIRO!je;E_Bs3*doY#
zKlfGErA2~<xeik2fA@zmeJr1*C-d-xx<T+Ao{*Bv*~i(dJcG_Wi|uD**>_EH-DPph
zZvm^=e@<bRw*8Z2uy5r%3zh>3;^*E53s*diioYlA98_5_&+N3We~pHJez}Q{&_Xr&
zw;xqM%j#P{s>$E9TtTdDuDZ{RgqxmRkEd+2S^N8g!AbG_<0^hJv)1fQnz}l!Nk-~%
zcarT2P8ZAh2A})=*9e5(<Ka47%&H%GD%9<e=+lI0(yohS<P!bT!}R}Xm}XpBWND-E
z_4-E^dzQ4vKNK1na_iP*eb^nNe^#pIV|&bvQ!`KBOl5oI#$9cA)A*RfNud@=lXIK?
zOnEUyIypNmPgj6_^7Zai>ArHm_Q}FR-1CaOmEQ$9#Qx!7_kL^Pa>Bq?_|)0&st;vd
z)xx{)z2Ti!PzSye!ZhQ-(csCYd*|jD-#X8=r#|5P&(HrpZi%{?7ML$`a#rp#hHU<r
z<t_n7In$rWz1%#1N1vtKgeN|xes$#^4j;BSrY#(LKJ4SQ1Kd8J7WPL!6jIs~#J9nG
z?|0@(wu)oZ4mfVo%WwJ;Rd66IXoVZ^FBXn(&zqOTO`N0~cusuz#ps|3_R}Y;Pir)l
ziU-{Zac%NkCxuh7f-Y0uPnf={>yBfi`_tc9)8=eBez^8#)K%+q4?i&0+&QVd_7L;c
zqItWXh<)8LYXfV<R-Hu}=WTOK^sb%y92Ly(;e9Cnq3ScqrGYj9vN`|iME2I*Ox$~7
z>-zWka%VmB{#43jbQPVRvR-}KyQ5DJgl)Uu=yge9ow)se{yp)N`l`&*bSKHUI4a+p
zJGI(KPW_IcmQ0o2#B8Mk5!+3fxwmfYF8boqyZG<R>W3b7+C>XYU;V9oce2E#!?)_(
zxwGPy(NkrXxNo&N@_eV4*gG4=vV^d@#f)>z?@j4zn!{-OboUC`S6ciQC)avibMT#z
z&91?6yyjn(*xvgm!i|>3%r469TEeg7(ZX%9<VJF$`)b(?7RKH$SKR#U&iJ2oi;Awx
zGL?U6wg1WIgXz57o2GGWJjEZFVmm2yf38H!7def!b<9pG58O5+cWnL0eroTQ-4A5l
z{!FUmoF61tbjV^u{qgP3)_vC!%hCPTAwJjcT$YQT|C_n}3%&-g*jG_ttbdyIlKSLC
zrE}>!A1w}-sjHD%d{X+B(dCN2$sM+vPK1~3X_~WGq$f*OtId;N)$+tND?4M;)$s@V
z*xnxHlPqog{;2<G-r;BsvrR`AoxFK1Sw;GI@w}yrGll+Xf^LP_ThqT-=KNQQX_GGs
zKUsM*&%m$Z!`qWQ%G&8CGSYGmGft^isl1?m>FB{T20?NsS(bFkhJkK{P?GZi-wJW{
zKu+`Lg(;EO!l!P(`(|00XWHSNW$a#A0q4#(pU~!VUN>pZrggd+>u<-ax_chnrguDA
zVeO4Ty|1yM7Lgm5$xKS>wX^trOZdJc&-A;6+c&C&@4VX}QdzL>#O+>(qVF9l%g#oG
zc)aO#U+|dIH%FxFfy&H{+$XdD`z{O?&oA&TTesjA%e?J(`B+u{dQI9SGKq2aqN`7p
zKV?1%vitgo=j3a@C`qk@Tt#=9QkT6H{!(>TXZehivzO(bn!93!?n%|XQa44C7K`ok
z)?9V*$c=#BOh>~Ig>oaeot|aND}C>qR9-CcYMXZ<?y{)P>$jD=79ai_^EUEJRMoFA
zdH1cI=k9bH{ak+c2%FjTBWl|F#l&Y#-_w6Uw|v@LvFWG&JgU>L<y2X6`H6ef#JG+Z
z=?5RoPMeq3*mRHiz;n-a2kj2Z?Ap`QBFlF!ip67FTF~|d5AKDrvF|TAn&;SXZDNl`
z;F33D0!!zpRC0B0dL+7~ZEo_hOD{!rF8pTsR%$jsVVc_f?!XgvjxV{gX5UEguZ)<z
z;_p_S<qDp&FI-;Y=Q!0y_mPLky<g_jo~18OIDGHVc1KG?>Ak(LB=YMM7;j5PT=>Q!
zmhx=p^4zpPd56oGEcEr}=`n1O+I*IG?!UR4RbqL$Z$8_f*#7ao!{!s^ythlPPm{T^
z`;)HRio$m;lG3}{)^*wJ@cmz$mbmWk!?))9`?uTwdmjB}X20K~l?=NJnhfuqY8Jm$
zdg<T%?e$Ck|2ZDLqgC2T{KNt7?e>3P-?smM_U(Pn^X7k4KhIsoe6hL2dD;!}RhkQy
zofCf=Uipf-*`M{pjhe+PRlct{D&c<k>Q7a+m}Q;2FB;hkw|!~0NuBz>;^8`{AKF4u
z?lLuzk!t5>*OVWM$~+<cqGlb#O3jv+`+qQ*{H;Fw$M@-^1<v<M&ic$=#&Kv#NV5Ea
z3tao==tW=7+V-q$U)IEFUdK|F9uhm+yFPb$J?p0A3$1^{_oyEXSFzBtSaBpWdY{#r
zGQo{e*Y#|go4XBTJ{KyMAFV#RZ*lIWE5}Q>&sJuc`0v0{>)FM;<wfQ(e^YGoJ{3yL
z(M?}`uz%K`o~YSI%l<T+{kOWTGFbESuAHx~30Iz`@iS(gKDEJaJ>P>*b?-jC%aHu0
zU)#)4@3!y6lki6K$6n%xt`<u0U-X>*GgUBGLT-_Av&DxOnd~0(Dl{t7v-wRPsB*sB
zt!m`X>%Ai;dYZs4GyOtatL-e+#fc~XKf5|lbKdG|zubTF#s0f9jX%#7JzQ?T@9(qr
zj^}bF+n*e_-{U&(cKvDd-{%7h{!M%HMt=XEzp^u#-@ebc|94yZxZY=(+<=qv|DU?m
zuRQrLsBq`4f_lzR;y<)_tEYTxH+sTfQ&}iux^{odnfilMvpcrc&Al>z<=#*6Y(*VL
zLhk>#x5kH0daKX+Epz_-6|T~41+M)kc1Fw>`MpF;>i3@6F}v$7P2`yt6Tk1deZut3
zAB<Pb&nVjSr@QCl`?{LLHy_^qx4!<@-?yAUFU#Mb5Lws!r*2|BALo|4ce}+E*=DE<
zGnU5OYHcW;A)9!=QzP_AQmc%T?GnyttCPn&dD8gOAF2Ls>y9z}R?Ky<Q~T4?TXlcD
z*NN{u9b39Xj(`4vP*%xp;<F~Sg`X5HtLtRQeNp7kwSCP8Z~i+`bzH2r2c#FY+<g)#
zv~P*t$?Koi<v#Cjxp?3h&&!Tu3H3?AU7P04U3y{Fl!tLY%^qE~V^c57F0)tq_BmtM
z^{Ov35?{r>nP<sRJmXN_W2I*1mGjvTGfr=N5@v3~v#Iyhu?gE7^M%e%t51F*pTDl;
z$m*WSo84s+7o5;Ib#^;b#?ia4uX1=zZcO%`cmH_oUS_MK3rp8@?71r!6}u;8o9n&9
z{gxW~tp^=ecA52EOepzaw`S6Wh0K0u=X++JU@+FoGVN*)jFb~t_@G{CN21YVuKb5Z
zCEI1>dT%Jbj@sjL`+Kf$(`5eaeHF{rc0T=?9sEJ2+cfg;fwhrukKcH<Uq_=x_P{^=
z6+Oa=Q$NnWufEN#{;JIWtiE{D<LhTJ&pIsQmow?1>OvbA{TJ(Vq9+xYvHyK{;^NcU
zf&~|Ch1`wSy*~6!H-7p>qrMH#&#b+w?Rq+v@4)k(@6uV*cME#%>*OoytUTV7&8+<S
zfUo|q&yDkE^lki{A9K0y^uab|w;NBwZ}ewP{MT#TdC_#j#>Us;W$q%A_q|F#)^U9H
z@1z4ak1r{kQu*zZYszk3k5UCj$xEWyZx8&oQEhtnivLXwU-cWk^9j+mzr6KYLgLo)
z%lL~Y9<RO5V(zzkW1da;@;^VE_4bM7@3_3_(Et9a$Nrto<~go-W4~v`^uT)^y6w%A
z)wX@B*lo-9wV><9je=S&v$NAXZS_BVF<ck+CHrSlpk2&^pH1iZ#eYOxtKNC?f3xYg
z{G_w<pL-tJB6oMQ$}!hZO}FC}J!|rwJpSVUv9d<lUcaDpecb8#`o{RF@qhkw=_H<C
zZ&D|H_?N`K-!syF{F`hdT&6bh@cWFk-`~{TUf4ap^72h0Z|tE>7oKcfxb{r(<ga@z
zg>}shSsum7GbFA&)!xY_a?Q0^Eh;am&1AdP(`91a<`)@0nV)lEX1jG*x3|Z&GAMWb
zB8Q82p81#@OIUo;{))$B`Sz)56QW<6o2E<r=$b3K@%E0ly?4daXa9(^c0Oj9aoeVE
z@@)sJ8T;01n%ms|Q1n=1S!CWhKkbJn{j?pgeK_pHd}8(9d=`f}nQxa*WRq|^lDL?$
zWoMwRw3oo;CtEHwJo>o#8Lvr$LHQ<mHa2!4b-vF$24_~hSZmCd8hQA_<K<H6pZxRZ
zyxkPN%Iu<Uebj#o9^>rH+hsFfUljVY_<eSlh1uGbPkv+;zkBd!)||Wv*Hp?DXI}oh
zd}q;qt*&^{qwBjK)z4j2@$HV1ob9c3(LKtt`=l8k9<5wl__Q|Z8^f7;g$?x&_6hbV
z3rvj-`0UA`$KF?O!QWS3E#BAoR@AcVcB56+{e9E2UzVMUnLq9EG1>Ayna@Y7iv*{q
z9(bL3Zff_A45oL1AAJvQWl#}*Tk=fl-2{zAmgUzc?O1;6^Augz;=f<k$uReAoxMn!
zEq=H3rn^DrJ9hiG+x%%-7o(>4@6{>Ub$8NEo_}#FchS!Jb8|Z-zn|Wo+*4OrzU)~-
znAb&@&r2Vq)ol!FFlD(o=hzeX_IYbX7Mu^`+K{fj^nvfibZyoLo2N3px#^XtGp)jH
z4!3=1b(Ch$L9dDRE2b*h^J%*(?0=%0RaaRe`g>`~){AR*uGX)sEZh6d`)AsO=r88#
za~mJbeAm-yYjf_+jmIn6PU_tDYGjZJ<6`{7mhmNw%R#4MAMXJ>gCK_Fz_s^0R@O96
zaI5O&7Tvzv#76FEugHRkOUuoJ81_kM@=Tf-<fqJPu=SSGWutXGpG2NaJnnBA^kn`$
zkDIC619BHd|Ec*K9Z()T-DbC*?m>I2{mVKYU!LXFx6tf4-?jB8cd}=mO*EfjcDsI-
z`RCR1euVn}S*8AO`^!%8^tNM%t&O*~UY@y9bo=rXb+<P4WakzLR(%O8S?iJV-hZFZ
z+8v==w!N&CymM-k&$m;zi*7GE{{HZE#s_nnd@ouGtSfq+{ie)neaiQY-Fh#!m8Tw<
zdU$GPMbYwYaeK5c7etrvfBvw_BS%3%b^bb^!+W=GY<U(d*$~XczxuZ?-zTZ^51$J%
zzM1!(p1n(2;J%P~#qO(lGs^$-o&3Rica|5=&#P-K@60+oY5v8vH(j<ze-^&I^UmD)
z8yBWN+S@<*#Z$2xM-RmF`s}?`wOi`Pk95}8uWv`MS?K@ppXHx}6}SJZ{#)Sw?TYh@
z#qH5Y4{}WScUXFwo0D5KN4#6ayi+QE=PXZ6;H%aOJ{~N&;>u<ofpE2g`74fo;?L4J
zrLs;t&uGr?+yl#m=4;<ly~L5u$&k*OnOpO2g7(DQ!JT*Jc^z3kP3v)4r^Wmzt_M07
z=SQt#UczuX_?V~VoyN9cr{^t)ua@07n;&{qb8Sr2oYMynE;Hq<TfK9OX!$pLZFQMo
zUrEc);!d?UIc9xnKI6Ye;BjV?*_zUcZ>Bt#>~c1hU0ygZ?UA;e{s&{G;B`{%TVL-i
z+^BK3sa);Tvw$<<^%KHAe65!ipIQI6JN_O2eFFzgpQnvar>e&si6~ThxBAn9)hh4q
zDOl#et?b#Cs8eSB=*Q1vk8XSZ-QMTAts`OU$w|?#Htv-9zb|Kge&RbNnf?D+pZwg^
zSM|01bfMJ!GlysG*E@edJKj_DVcoy~O;^_4O4|MEP<j1ZsU^3aKEHh|eayVL=K8hu
zS-V4?)$3LzeVe~VyPoN|ec<gs+S5PETz~cD_WnIRyKmLG_0<<2{$Fhw_vrf9A4`9J
zylcL>CbazQ&HwSf2hUeDR}{{zIW0C#*^Kp}x+H67roj>YgB(XTmN&gBdr-h?H~H4m
zA}$_Lc2mXv)1D$uzxb!$G8JRl?6_Kg#WGF#W4yeo^Z)gTzvMb9?)7o$t{<0{{kZhu
z$EDpr4mJHawEV}RGe6FJc>D9^jG9xQ58M8kob0q?a_C|6*A2=$Yj@~86fS;#`)<Se
zU9E-+24^SkxqIYG^Unoawmc5IwLU6y{ua*Ub!NL|oplcHeAf1Q-u`#3|E^g?B+oW|
zTb9A{a%pXRaaY``icQb;ty`Wy57MiwS!O@|&g}3v`($EQGQB_WJ?`_LXNms2{dKmS
z%Qj8b&pzvJt#|YKch5&>t{;6mUHF{+-ib5iZT?MJ5wr1|(V;-Q*GC`Rdtj3E?egJi
zi*IBfyt*?!_vq5ib*k&r+|}<K4*X=kdEEoq#mhbaT0fP|`+xrN(*r-Zdqn<C(Jr`n
zs6Kbqf0nc5H(!0(85Vr|U8BFb#j}$Q4|e=n@U4}9N|{>FS>IWvtE*q{5O}^i>cM2^
z=)#JRnHl?kKT~}g^r`Mg*y;^i{!Qo0ij(e^-|{Hi?nQW~o6W^9PG7ad{)ex8<YyBg
zYp;EA+Wy8D`S$K6j~{(ZUo?H;l=t?YTh8WZyj1U;_QmnLe*6E)My{tHowpAN<(+^2
z<Cn?nf@I}+u7t-d-P+jtduq!59S=A(cC$T}&I|hWIXc7gZYo=-(fUy97@30Ix7PlC
z)?5+ZeoODepWWS`_Wzae55IjZ{O_)e=c0cL9PMLrlH)I)6lZ5!Ul#kCb?)ihPpfl(
z<jWk7pThsr^vap~2fvx-g}u3MUop{o|BCSX4DtF8Yi<93IDA$9)AmWH!s|acmz!<>
zKlRI>RiV?9<JQfpzWF(Rk^IXbA^qQlSML;ET~%cI?EhNj8Fk-3dp^1<zwcWAdbN&{
z6ooR2*6K>`pT+mzO)Y#oD<*5(|I8ofw?2w_@-}AOoBJOB_4jUCqJ8>FR_Y$FhTWTF
z^gb>7r}X!ecJi-xNl7t!GS_cC4N{HK^LzNJ+yC6D9&2Iyc~SQbv_H20pSbzcslHX=
zKc<$%Ufe&U_GQwxIM2taW%sYTiv9nP`*!CUtv}qiXHNh2)_mF0x~}teVR6ycAG5S#
zZ&ijDzo{zyTb7()`M$v9zx;B47sz3Puwy7v^HQKkT7b@|05c8E4Gd8Zy8xZJ1(va~
z;pO6lp1Dl71IWS0Y=h2(fgV5(K1CbGH&QUOG*K{60P{g-M`1gF9DG<cSOxe1a&zzz
ztuVfk0^~?V7~fdI9DKeRjBlb~4nF7y%!k?#P?Vn>oLW+>5Urpe;NqsBACg*8qM+}Y
zo0y*J1f`v!v?u6PD^9RRedqkVlGMDCVg<+nBG3a@5K#a+3JfWroqQGa{ql=)6LUbp
zj(MQCxe>_gI5jvsDu7S)_HkA)02$!p1*O9k4D>8OBECKfhG3~+M}?B2Qt*ND*sMW6
z=m^DKc&q_iPt<|p=0-TrDsn8!Ow7>*9V&<OP)j4wF|L#xrep*<5eO8+(8LWoBaxR2
z6lsXa0oj2Z*6?$E(H%Hg4pTA$9bN<W6p4o^nVW)+w=qyKGB?+=Fg608E@y0}U}CIb
zZe*lqXl8C{u3%!J5UpTgY^-NsU~XZk5UT(=P}kH<&(PG!*hIn1&_K_^*wVs8!4xiL
zfW$V2Yc)Vpi?9*o0tC;(!cx!B%)rnLNiD(#kXmE73WR+KJMbMSZVnD7q?mOqP6l16
zU^%i56gLOw0i<9caHf$lDAb`P7_2g>m=inkd|tBw&$0KFT=Kh}S(jeO6LNaxFxBEs
z|FLfjCWf&~1Q!YL?fKi(J7bGSLtXrv^T+y5?ON6QO<?bCN3$0TFS}XFw4d~Bk-oQ8
zu$^Vfv^v$Q)BCn6ah*JCQ}rhMGOyBk#zp-F)>Y<*-z{pBw(EFtR<q>Roy6~<W{tB?
z-jaWFv7*B@u;GxN#ojI7w!Rfq^16Lp>rS@)duPx|bUA`TkC@Aq*;^Oqs_wdWC-6z3
z1?!XR1ze48e|Mj^czx~U`)h$;3|)?YRMivn3R?8#z?U;$JW6_IYAsr$WEH>S)T`|~
z^Up3>{jk$c{TpwairvN;8+V9lM?RVLa;k=RgwD>AV~=K9dtBq&@$A#-(^=apPo3Op
z;B`y>Y{ATVW;@p2;43>BH7`E@+zeyzK~k_VgBLL100oCX>Ve|M@QN8y{UWYf@JTGm
z*A2pZ%$zZ(?xv(<GzQg4;6em(!Yf+I2(|<4a6%3oEG45csNMv7D!4SM1bm;0v!@HF
z&<A<a2vjwK7z+9zArLQIAzHxzbR&VWp&qC*G*EyXC~jn_5UpTjYNQaW06uin%)$U(
z6oL;*HZcQL8?e*GO-;?<=Zk~R8MiPp1Qm%;42mif17igfV-p2qbI_5VvFITUayL>)
z!%C`Qbiz0|y&-v#P$>k84J@S)^hC^mU6ISWJIqfqDK2$^oruZ2F{CH;Ow<1Ll9xkP
zsX81t{$90%Z`H3T?M%fAbK(38PWn>~Ed0A4a>()pZPZ{>+<CY2UQLcE_naM(>D|d|
ze|3toI(&GzYO|@fj9${K51p*}ZVM)6H5?AVYLO?lc7LHus$xniCsXzFFPC0jFLUAW
zC|lFI+IzR$+-K__7hmNtEPS&3;p796+hu%Lv!%Gc2;)3@cI~8vLjPaw3@^3azrAgj
z@O9a?!iYSP*v?7ZfpdhG3I@K?ys!CvN`+PRsTXJN+WxeCZ5Z|I4X^h7+Hbd{1D~;<
z)V_7bXn*CR^P2Z+_g?-M9sQ^O%#Wm=?(TOTMYn_|amim_p}u$Jw&(2pdXu_w6h5GE
z1P8m3g&9~0m}72?vss3DPP9uZsNzgX%qsz98&Koe+!&PlDJp&lH_X6xfL)7T{9rn9
z&=f%AHO=szHf{_u6Db^^g~LcaZQK}?a*%?9KtW=Hy*U%)o8N4}v-f%UlO3{JOuSP(
zIaVgGK9VReb(?=d=S!ttfz~ev_Q!A79Tuh1G4Joa%^N*ueOtLz?ZcD1{;Qe~uqSVA
zue7RW{llT29675nH)MxG&FYQiI-QU5W-|Azl~oH1oue*qXwAO=!|uKF`U=iZGGBjC
zy82Ohysvm+dD%O5w+)TlVb^003(SqH`hKhbfbf*uDA~_yI<r^oG_(_Ew{e~mWS(`&
zV0T>O`?s7Cs*hGymUb*pOZd8fkIL1;fctyhznN`nz0qCeYUDgcp2O3{wM#?&ncsr<
zM;HG2ynAZB%dCtKr@XE#(_A#=&E|BjXCgWuZl#43w|m$HWO_P&n(`!a!g8B{^(nC?
zS5zvWsebjEXL+)C()&}V*#l0$?zt8lC%)j^z2i3@A1ZwDdPi^TYx{?4+gDwCE*}12
z;c;*wg3-tU2QxTUj1A4fO28a*6a0-FQ11^^4`V4}OhDBpB}I%0;T8_q4zNSfix_Yd
z4CcDQQo6veY$Nq1DN_@3(80Nu3ZQn0g#n~Z0~!vARWLCJHGd32<+(Zhh7>bXQ+RX7
z$Qar(GBr0)Ff}#-^GprR^*~C@O%=>76^zUc6)Zr_C<_xK1yeH%JyR$N%6ldTAifE>
zG>6I=gN!t{1obY_TS8zjBE<-_up2%ngM(8gk_QPDU!eLMOFQT`s5jR3{<FxwH+oup
zs;QF&f{uoDcFUSvV~3Vs1qW~IADQCW&2mxv_xAdmfuZ)-qbxh@-Y7_wT+r0j?K_;p
zdPp?iYqJXL%9d!&Kd$$s#3~Do`}uxHl{0H|HN3d&?w+20WA2lJqwHdPqdUW1O25$y
zeY|sK&(DK$TbpN0RrPpNv-JA4JzH&^L{ff7{n}CV`Cj%vqkU=36WIJt^h&7oEfdX%
zu5}JO@^4DOoWGiqSwHpXO@4K&^Zhlwo0-oxKeq5b<&eHe>w=<UmExnu3MmccyAw-p
zc50}v>X_Hmyj6UE`Mn;s_6gGh?mGM2np0&L)Y&6<{`<9u6YqSydfqU`^5&x@kDsVN
zU(Nh#XHRnEZL@5{$k)eZ%A}v|_6f_pb1k23^NMNj#k<1iwu8$f%pwaEwBVR9HbB1U
z$pmN92wW)O@0UUDL<A2F>XUN?p1BFAdINW1kb5d9BUWHLzz)Y+Y9Tpr&=g#tCJfk9
zWcABp(T@K%fn0|GExJq;Viin5*UFihfS8c+DsU$aG%jVS0P3X0DwrFCiYRdB%uvC?
z2;4QZFja_Ffc4Bkip>;E4UH7c&CC=qZ-Fua`2i`^@svzM^>A@;+C%apfwBoanuu98
zO@fUSb;)dZW?k4)Cgk+$hF0MX`QEpT8A-c5lwBI-Dt@b)y<Os}^dkLtx4ot3t7j`W
zrae2kTRxQA_<iqHxn&<8iGC2C)0?XF_|}R_)jL-&SWaUp-0fq`)BDyvY}y=kc}459
zbq~wgZRb6hr<xzvZ2s-c`+cv>3aSg=v9oP3_KyrL<gK-MxwLrwT?QM+o69aL=08gn
zHmMh#-_1Nvk-KQI8}H=TB0tW}Yn+-HA*$b>7|OHe-}L*FUtL-K{@n2_MW@nPY3D^R
z$z^JH%5{G8xGAW)exj47%1p(lmO+XgS&P_}E{U4{inKnxx_@@=#-m1#&+~#Wy<4Gv
zQ>%!_t1!3Mu}Cl6p7mc@iuWWxISq|)_AADG>T!>9KfQWXD`9od#LxQN&4?YgZ05UG
zblulawpieby^I0}F*rty4I#rzV2-&dTC<8!Oo7`{kU<AnIao30ZSCE4OD*&6*4iH3
z$M?Ya*MG()hMAse>n58_U|(^AuPK)8%^rJ!b*^5EzFDU4s#<k<!{l!g##^snR1Xw!
zohYKZcd5<K`hJD~KX;pd-#qQZk6&+3+t(kA_u_asF^IRn{^xJ~|9|h>{`36sM=bbh
z`SbWsjx`VL|9{oz|9gD@pU2bf|ESvh`&hqu-VC>jFGsTeJv?1M@&BLC;ww##8r&~h
z|7rOTv2?wc6Q4!*=1wWwJ|o+E=jOFv%$6SE`5SmET1NHs{-85|*M5(2I2q0HxKYpc
z-V&#UFWC4}>;JqwE&q?_(Y;So`r7{dcqzX`KBe>DdH?(S{!|}4Twn3$%l>^wK1>Uq
z5gIjd|DXQ$KTCQ3E#1qzP<`9B{{e3&{}5xDXF1Pb>;I+uS)jwpWlLX*Kh0Hn=p*}^
zU-2{l&$UygoRs~oP<!pjmRTux(z<^>&we$(Cg9%>@9K|{!k*bu`J2ClRsH!n>(qRE
z#c##)>fPQxpYv-??|F%!|C0ly(`OnVo&Uc4=aTzdYt`82|9f~juI8KT&&$VMrhbYP
zp3iki-L%##xcATD`hO>{IJ{EbyL6sh;WdRj!o5mSiu<416jv`%;K?eT<}KTE(fQ1>
zJx|i#>z@C0BXnuR^XN5)uQ<Lk`kh?8=c!q!e9VbJ4#W2CvmVcRtQf@dRIN(4*ZgI}
zmy*Qu;yQuVPs$-@miw1X{$mX~vz&KszUnoBW$ybYvCRaZS+41QDSN?$uL6%+xn!@}
z?ce?3&nNr+8OcgBf&$vS?5_45)q8TT_2?DXg=~WHX12)zv-q`wy}#%NWS)G;*z<(x
z)0Z7Rv0W{($<8<Ac|=wP%}llk*e%fhWx?-Fk+<eKo=!VsC|S_p+7_2JwKS!Sk6BAV
zBIr7colMWBO(_#vRn;V!ZEsxInkSmG!}N;vmW@JNujM848BAZND!w8%WA8$4_PTcm
zC10*m@=#xP?RJsy22BkcS;3aGuU?7n42xK{{lL_mDUt@(5ym$=Yd)7X##_FqO$h;?
zS-vR{dS<!pBf0ZS_HT|3JidS5@zpw3;e`#lJYLhjY<y<Q$3BH`S7XGEp8dQRJ|BAT
z>BOcsIV0@tvzu%e#UsDo<}mE4WxmK`rfC+lB-k);fvuUw#h|r5AB+sXE-3N3w9Un3
z)3iGawum18y~+R3doO05z|)I1E~)*lu;P*zueEGN+=dS;TEFhys*<23ZL*4w<Jgh!
zsq^Dw>SIOwI+t(kx9F}~T@atZ$G3IKm9M_qVvPNA*S@*&%@943>bQO`_{{Q-V?viS
z+RCJpuJ&Hswduo_<=;QE>T_ONtZWr!aCCO?*803pd>yO0&-`AxS3ECAs8`0|qvaB#
znQP4_ZVm;VSzfvOq`-tw6aJ)S-%JH<=G>fI`Q2rinw3zkJ)2lVYo@;07SNgHX1`RT
zy3b60WWPS2xA}dv<%LD=t7BeRR5h$vF_CSl@RRwLnXD_f&RN-+!Z+P-!?&9&I$Z=>
zd~dFrTDner)B2-YRufXa*PAw7P26IURBfTjtTCt4Dn?SfvpILmk}qc_h)EvhFclK#
zpVh;mS>>%eEo|-Sttzq2#%B~Hv{#=Nne9~@rWa;0b5Dh0MbF*?X9~|S+{&JLZ9yUP
zr9RK_-)H$A*ml}av9-5It`Z6T`Xk|%YN&i{)|7SOv$P~rF5fA%cvi?CwPgR+8)yEk
z2wCKMHK=>d?**%79a*;3swPuMReXK&5v#B-@0GTBTQkcYUGaMBYaUS(Dbc1$E4!RD
zl0U7uX6SY)%<P|vUG-MAa$U}}@OX{ibK@=~21_V2?CDfe`fgEl*o&R7ZGr8pTWluf
z!V?6(N9}vDm}}z2>!v;zbS{UxZ@keZ;97BgQChS3uav2)CsfEqgO4oN`=a#!L6Vig
zwuKU>rZY%x4NY2{)bV8x`|$+|-ww>_4Jn%{E%{91>IR0FI~UAl*7_NF?Z@;@NoGzn
z9D>hvOYdHsB;6`>=%xLO_E|4BFng?QSSWqtY);RI)J2zeIixn6kqRhyu>6y&&dgN>
z=LEG}4_vTRWbIM95x~t5?Yi4Mk+;avHq=mb@+5&(5$R7B><G18>!ock-hH~wB`v+_
z)tjq2)&c!)i?+8M47tdvc|Xi}86)(-@@}zp1}B@RXI4Jw*lII7z(H0+>Ym$*>NR3n
zr<6AcJ6c^_3OcZSQE=0X1zIBE`O`Tiid^n5_~c`KJRs$h>otYRP1>r}&p&w2WfFhJ
z7TUV;S&Uk?;AiXa&!);<(7H4&J~Z*f9O;$&XDA#v${n%e!xFF7rY@(hRjVfRq{{^c
zzN`ziIwCqv^yI6&wMXuSZk&E``82T&nyQC<15z`@CZ~NjJQ~{mC?fl^P#Ax4D4$!q
z1k1`-ul`;*r&{92_*7M9L5lXCje^~wS-&@*&5z&7EUx(dM#t%!A>VD{3qIPObzV`h
z_o9ezdEu8dMXOf}I%GmrSDi`xRN!TPu}~{uUs}JO)fT?P`Ts0`lxz%sxO|J`MZqZ+
zXPj#1wpDiZ)yKY)vby-icxJ1Tz?$bF?;OtW=e1`4UHS0b$%)IjLarCyj!&1}$~aAA
zm2jZqm$J+p_pQ#8o#(qO70S5D?0%;F<s==KLz8CuC|YiKwt0$W#kw5_SB6G3bn?8<
z7cSV)eT%tyosOH??pN6Y8?Ue2c&mzWs$SoocIMOD+OJ6kyndxS?RfbgDYpm-=es^G
zQ3qP`TV8_BEAKpi@|(=NT^n`eH$7jlDF5LLNqvFeT_y}ly$Y&PS#7>dtSa2OMz3F9
zD7?`9hWWL{^nXmnGYsU*i%oXPyvV%0!Te#s>zc&2Ne21nG*g|AsV6?{_OxZ0dRl4D
z<5^o0gndH2+1oapoYL+#S+w7Dx^&8uQxXp!<jv#OS{uAEaUD0Oz+**TcCDSRT8fO1
zcf=aGB_(O@T+UU<S$%oxv$Yc@zjQiyYLBM1MMzoPJL`vroc#)`c-Qe=&@xlGzWL%S
zpRmmq!BbBk6<K?^^rWDTC+F9;<$tupb?5rHo)J8nvFgZ?JBHDdv)A%Y@{wkdyLIen
z-K9Kn3Ej(&MIt_aDlL_dtz9R*_20~re2W9?!r5nP$2IRhzBO!ypSFExW%wt9vteDg
z;*`E#YR*+^U;D|YRQ|`xU6}=I=6qC4keIo^L~yxgWAnYF_a84@uV^>-2nnj**&e#_
zM`}v!1jE@POly@KUv#Luywi{gDl`nvIkxNdT?OW;-jmFw7GCLjU@==y<4YFrnu`bK
z-3m)>JSTO*Nt#{zcuVVIuCmp$n4P9?JKDm$U08Ulz&xG`(ZJK$b)D8FiPw+ZU%_Yn
zY<bA5eeJqIJ0XXaZ?B4faX~<S=l1L`T9296D&G%xVcm4Ha#pl-=#K9fRWcv?9}RxD
zaaOyo*_;mxlw2;f{d}ZbdN`rP)R;Y0DrkO)%aNk>C;$9u>99E<wXu59wFPHh<*l%K
zG~M*Y2W3zHe&q+2AqTV`IX`nS03TMK93V1*by3ohg|oR1YwmWvf4%D2VMWL6h##p-
zg!@B4hm|iY4sv<+T;t-h8gAac%?l(}6-Yh~DsQabT*HyRgj>&QjsM}>Jq4#&c{xJX
zb98zf2r%hxPiPK0drarj{foQWq*4P8O*qEAI4COYm`dP$p`5hpoeql+r(V15Qd1=p
zt>~$`<$!t4tG}mCXlUrX+9Y%2nL~lezR-%R;emz=H!L&!B6c?4YO(!2sq6Ei!x9Rn
z9W~}(Um>TmtxUDF_3t^G4~d73vukbyT!`3RrTn}4!@ZupSI;!Y+$dPAU!+_h9s88C
z=yKwWMXHe{<tY{^e$%V<@^_wG6p`Zlsr!)mqLpdIcGnk8*m%^=_sBMPEsd=Kbss%s
z>jZgYavpASy3*@5VF7F3%+{T|cTDQd=v&PvlzZD|69fO%4bwL;_wV|1Nq*_-8H#=v
z)p-6~oFu}_u{y6l#JRm``n1O#x8>hP?Go9j`stH9b2-<})!F|xU3O@TepCKCSni%4
z|BHsE8~-$RZ?jQPO?KnR5Dnm)78LmU7n{yf^XJ)R3yPQV)mSeU-xupPv3Y@X?Y+Hc
zIKFs2{PC#g*|zWdYhHe1bG3UMyV-rNan*;}m3(%wE<cvPlAC9==-~btmn}c<>|UBA
zclA;H^$D3b=XV}n^}Bdq5qs6Y+#h9bvhT|8?0WJ4;kT)!`?l`f8yvgrXg0&`b!*Mo
zyLrx}JbQnz#58}=<yPI5`%=HoO8K;zp>chW-cp4C(-$ul-%ZyI{?NqUoFa8afI09A
zXZgcNT_sD_shW2zd-Qvg|Di{ZuB=*W%x=3N@nJTT8n@%|W2+hrmutN47BGljAGO*-
z)3jr4K)_xp0Y*8~ZEP&7*Cxvezsj*$XSq0Dy5=pj)sLLBp1)U?Z+eyUXk)N!_0{Wk
z3YK>jYp&ZVxG&*;{Krqpt@rbx_m*-O@|n$8c$Cxb-2BpV()9YXUt3+Hj{m;IkliC-
zwcWL<ahq$^hMs_VvpfsF*d0B$?0xH6-}uO-M=KAhe0b7v_sZqHkE4J6Zt_258+zm~
z2fH3G)3pm5BAq>FZqa9LahbYol2MCgSiXqrY9^J%VjI7R9$6z`6p$$S<vWL(g=f2b
zo9E)`D=dES%x`F2X;MAKf4-jO#&_{fML(YGvzIA7YjMH5vw5QCL?5vn6Z<1I{W5Q6
z-P-h|^Hx!L=_`+ySJzLwH=WI5R>M*AX9v80nb)YiJv42}+-cym$^$YZRx_2Zb931z
zxLnUtVb|@ezs$IgS4>!Vd-Hv@|EDY^H%wk~j%$yxgv!)^j{|>Nv2U>2GTD1en_#t-
zXZXqBuxVCLcCQe$J@Zd+%c)ySUUPphxw56~N3Jx}eaGJ&z8}s-d9^)?OAC8_E6M58
z#qO!08%1Y7t1;Z9RTletP4eu>f|!P5CtXZUH@^@Fd9%}NW=7gHowlp1^lpfnOkY%z
z!@w{_)O6j7{Sv272AG=Z&42V@`oaef_fBixVPKNnrTy>St!=_R?3ZswCQPd_Js&>%
z`o27NE9-;3-8VQDFPK#9d!T&S?NVXpt{D}lS1Q?VxIJyd=FKigjP6{Ue#vO%^?#Rd
z>wIJ`xtO>s{^RUgKD$_v`77UDsC9jGl;fOR>m-Lil~(tB@4miombKMqV_hidta9G{
zAI^c#D%XBdah`YP9ocj7)eq;s=s3zBA7ye`Cwwb=QH=42q?^aewzIsP^(<p<zV++W
z&ubi~E}0vX)W!EN_|BZRXVKgKue{UPm(K3yz;E_Y$Gcie@7}8yS&J5Zl_*z}_$4mC
zzAGqjP4}nN_@%<-TUI(OTpaxP+qZ-B#pBA19vyOj_)9lWY!Tm~gar%vGLmxkoK(@6
zm?6Z>zwqoKSL;`H1_doEBFZO!m5r2RReXJHLdHYbS>>Xc55pF`JtVf~1iSy81@&5T
zk0r`gIfA23Jl>+7AmOpQR?#m^<fWLh&N}Ufy@KmD?e5*c8L+Wn!J`99b~T;mJFjFa
za3ST2?4E?La$a#K&V+}k+OBlobY`Cm{HXHCxNlSZHkEMh%(~L%Rgfk7sO7vUuhz;h
znWY`NQ{#gQS$q#~s+_P@STcjbV)?p_9wjc}Te@16RW)>f?)V_&Yrg29=8;t_%HHMM
zR(G?TetViQtK^}7zjA5frdQlzYsGY#9S&&e&U?z#=B~GE#f?8#Ee)67R?+i#mO1P2
z>iH*I`qtMiWxxC9>xWB@{>|>E6<nv?k<i$B>B1RX<Gb9yeIj44?J!M0%Xr%P@=|W2
zse&p_8RjJ)E3Hn8xvgV3r7ryN=4EA;#;HG}7<JAX%H|YT@|}GUyJ7YZ;g|LA4|XnC
zRQf}MlP6^JJt<D{v>4Mf8&7qgY%O}r`8Dm$CiyF2rsrl|RZgBKc-}30=UW5GoNdn{
zi=#arBugKdXdYAcg=cx0)!t9M&U+?4Uw7|m8{;;w`a*@tepA=z9GdKTdFASF*LF;b
zn08{RSpVimxi)cu+oEz^+3PRv(kk9GS;_T7tWf^q=m`$qj-9K#Z!dV|w8JstU?QuH
zS<eL#mEwrDk4;D8WF1S7<#BE?<5iHE#J8eRWbxhUQ!N+9{p5UVQRWf4s5_iB`KHg#
zJ-VtYd~^SVGHm47_U!`87v@_hT6eEF)xyde!>gJtCO(^=j|Fs8`MO&Zr>OaKZ!meu
z!u+eb_{xi0F_sU))i%t2v15~w$KeRmt5TWb9X+!Xe!V}CE%MdnSYs-$l;iWmc{;35
z<kmg7H)#Rys&m`?c5G^oUw5skIN$r%%&etd9gGE{Ut-RGe|)CHVSVRhucrmg&*pSb
ziP)shrc!LY%0xw?$k67;<cd|PaYvI^=8J?LGgdbdnV!@Unj*>>ciAO@(^u}!we@Sd
z<aVstRlRj_pTnihj9slgrG*K(LR)wye%@oY%jajPO#F*&&DVsJF6zwree&zO6|R9g
z-;bYK<u$isMaAygePw$TmS#<RJijn}=>r!BBY&S&eH_i=GxP=TM*W-ljG0-y`;^n)
zNAoX=h;31ro%=PKZM&paw$Im?OI8j0Q&KIz=ybLU@0tHqEcP+u)Xn#}#E%3?oQqS-
zSLbQ|DtT#AtMYWicaHn-<w-<eQhb;C@IlgbV~K{X8$HikUHl?u_(5Rz4TsH&?k@hC
zymGD^|K75R?|O7N=jxM}neJ2dwiGzd4SRm*{ZsCW?Ey#cxoLXX=xCqK%Ux{Hu=SP2
z>FYYH)-Lb9R`=Uz^4t1&!#k4qr_b$K*1F+b?SgCEr?X#LY52`fSzX}B+iAC=Dv3MJ
zFm{DoJ1dWS*7`JN<B9{5;#0YbYXZ{3pBUu&@4G#LzcPM>>mK)Ko_!CRZ#0Rj9yz|-
zy(0b-=a#cKbf0K$o9fffI9*w})_L*WO(z(=jr*c>Z}jfTxTbmJB+E4pHC1;5!IL&&
zTdYM7pPMM&T_&yd|6Wg7KxMabl=ws+ZnZ_+;)_Lpa9L)=vO6z~bbZ7==SJ|v!(xm1
zpGej&JoX|o^pf7pCZ8<J<1emFj9xoYNOFVQ;(xcNPjh|B$IF!SgEL~9sn+^au_1+q
za=nxK|FSV&=BPZO)H})XtySdLM^?!@9z>T`mSj#pwq^Ea(Q=KbuGO6D6O`uN@NkX`
z;<Rp1+VA})D(U*`4U4z%opRoD^U^D+kidwA%b1lp_uT5c*TmWrYOC>NRp>DzeS?)w
zN|*Upd46zR-MT(jr&Ip7s-$Vlyta860(Hjo8A@6+#q5ImO^TjZ6+T$r-s-41H*U?s
z`o?Mrx$HAmp}D;el=lARcG=@<I=}h+j?F=Wug|fFPMmn8mu1V8Xvca*-%UZ?D?L|T
znzknod{lWR=&15(2E`91t6WNjA60&1+FMKTQRTaucV1}QEErg;b*-ahLGRi%!f#(U
z{%w2Dx;{42?CRP7Q3p3VUlsLqX0Oma6#C8Jz|~g=H(&j&xVb>;x~WDmpYMyD`4+dA
ztvl5w-G50(YX{`0@~CFeQRRt=?aa!YuFkc~*E+txK4Y_cdg2?`Q~DYAm)%?WG2ykz
zhXYf}HcSK^Ri1NKDEDfqzt7>~l!lJy)u5xwV~>E2Dt~Ay_M>d^l?QJxx;}O~{AH`9
zwkoT(>DsqD_ps^g)BnlxYu%cJM}C`Cw*38jdqrYxTi5K{;Y*G!JW;tEd{nuvy}6cI
zMaNB>yBQC;X3kJm*>!GtN^Hq)DgJG@r>*C=x_14%bn2F_`{8bUjfRIja{~7nt_;3*
zam|+eFPtXJrf=eqW-q$5_3_5br<=>HOstmjYn{IIF5Tc<=YkhCrE_l2kiXk3R~cy<
zcO&n2a^>Nea~=8ypA%j^zrXKEi%)d$mnhBi$FCi%v5bsdwzRcpXVJmJEorQV+(C1z
z&ikbD8F4K-^nkhS$&Zqa_cmI)u2xM^3r&=E=bupjcaris4Z}bEI);lL<@Ox<&AwrU
z#IYCZrxU-Q|Fdn@J*%L<lJ6avS{8^39%-CZ`QRC&m!;oUp9I(7j-A=R`ot3^+&IXo
zRk$GIMPQ|g;Gv|i>~oD+X0fVCd@pZ1e&p`eYThF()*0dTVf*Y%A2l)j{k3JU;YP*f
zX)8+F`*xOmU3oEaU2c1xR&4Kb&`IU5r?c!em$yu?@r|j-kj>$nqB(E>vR!HOmd!O2
zKOOHHmT|H&GjCU*k%6q{xm$-4j!e0z;duJmoyN<o5em}_Dw3wZUVBSLaJEE7QjJ#g
zysRfz+}*yN3fXGEDydV`>&xF=dMq|uc0FPUU99Hw-1CQWSwetH)}Obs_AgGHG4tVJ
z(iYY0J@&=LLPJ_~vE4FN7oM9u{ibgFww`M)s*qpPcQEo)Ls)xTX^Oep{Iq*d8Z549
z&YaSn8D7qC|CJ+u?eblh`!9buwr|n#V%g2^ho<TlUJ~8EfBA<72A10_+;eCC?BD3Z
z_-pB*C5)5Oo`KFOKW*|>M{QpI<7JC~BycJ!Gd}KFHrwc&f>CqIgFj{0Kg)7mj%2sl
zt<Rg>msq78{l?`LYnNnh*;8JBU!^Y*hdbvkxPLfv(b@YqCYAR5vux(p{eHKe<I+^d
z#F$>W#g}z+wl8@cE8;k7+qc-|^PZL`JUN;A`aomzJJnAqR~r*GR%TY;I+U^E=)RR!
z0@kgMb>&zVKVG#y`~AsD3$}A?F+97IG3sSy#IfT^br-xj+^&56ekiLjUccm0(b}A7
z+weIm47OZ+^8&sqc&4B8{%Y`)<@lt$8BUq%nb##n5)>GsO&5pHJ?OkWWBH5F+Xttw
zTu`VRC$!}Mt<BF8=6L%&*59|}hL?m;so}D|cgL<AH7GuE(BOmh)OVlTR{Cx<-8MVw
zbMV3GJ8ix^iN9hZce{M%l|A=o?75zF=jZ;e?4Wqv4++=ysh71d`$=!TrE}fZ*v?ZV
zZ>d{Cu<xUqs9g#3EX%DM8;bAE%HvqMwoLorfrBQ_#{6>)&C<i396J0Zr>d&vUF~Yi
zMBWuU{H;Qc6v?O^Ydg8>++V)45;s)aj|sJ{FHF9!VEIGfcSuCea#8m)7F+BEJ2@&N
z?v?Vh?t2}OU+XG(R&Ms(d*5z0Jk!!$VX?L}J@0tmT&E*CsY#JntixS6S$wvBh%jPT
zdQii%+IQjffbSMAVG4WlE!QQ2&nUlrylMJ56ALx#;smG41UbtGT=s>Q_im{3i8P<v
zHfLI^=h6?{y4lGKCBk->HL~-a$Tz=cQ(&Omc;xWTsXIYul)Lx}U%Y4WzGD3iCf_go
zJJL>h3eVs6wpr))z4Aw$p@LsI681_JCoC%wU48w5cUH&aD>FKMMbF;aDzxOt+CXvP
zsNmZE`@39P!m>7H@86VWd@gI*`de@L!~}HsUcYGMs){Mwz3j-%FU1DU)@fP7ViPxk
z&nREPbo}w=R<7*MMQQ@G=FPeuUfMqid`9`wRK^)WeIe2xXO%G+P3h72cHnBz<b;Wq
zs$vrwlKcXSmVVVdwIpP%a5|3^^90X7FD^>3y<gdPa#P_0hT8A|-|oxWYaJ5hSABWG
zrP-wOL}BfPCoj)&g>Jf^&ELlJ+H&rhN}~<;o{QU*J(|M4*U3+OPm{CJCd(t!Yu0q0
z-T6oFqpwPv-y-dZX_KF?{_>#HT=qxOROj;bM>37iyH>}|(Af1eB;l#=d956t<vW}A
ze6qe)*4}0NEMn`$*A|V<=QEiyw@=%4dGn*>TUF2aw(+N^h3@XjyKD3D?BUGg+B*Xc
zuhc%$HHrAY*y@4Y<S4_Uvv&7gh5bZsu6t><&34i&$<kZVF>Jv>yB*#yIQWd+>~Pzy
zd$GaI4UV;a4;|~QqaPl7-#EX(ChXhV)k>?mmnr<7nOD%W)hGVLnOSUX1~dH)UVckY
z+O&;t_kv|JOssYlSj0_zePi}@y;eRS+0?l|BQi^Gyv&@nvgE<J(^YG9?*%s>xX-wj
zxhGYoB8si;(|w6v@2m|T>Fno3w|#R?+I}VB_f;m{7@3DckCRoZZYa)fomjE4dSmf>
zuS0iEc=@|6I{)C<^it3f<(F2(s!uPp^^KR0-Zby7#o@g3=hm#|-FR6tc`E-874=0D
zkE-;0BaD+)l*Sa^EG*Vozf_Pha7~2PrG;!6a%WOjZT<AYl)H;FrTmggO2kH|b0>Em
z4zuDoT;h6s;fjN4A@k&>F&Lh3jd=6XL8j^NTP^iqtJ$j$yQZYHKXj5xa6NiG;GX;B
z63_wV_gojViYF<pJNR(l`vY6fG&a`wHGbZ6$&$Uywd(L$*UPCv9Cs$_oz>hfq$%($
z_g3$=&l(;pn{^!%Qr3q5*>>&P#<+<_Yni^EJ9FGByQ@}Eu5Q~Tn;Eloo^@nLg!8q|
zc+Tm{&S$jVIx}qoYwQ8LOJ)wg7Ol=w*tGA9_$ixhQ<=gF%8o30GVN|7&pE{_0&Dgq
zpUJn`5T9YQ>l%y6)n(_**GMnXn6FZD$s*`mHt)=hVp1Et)wis^l9;~G^2OBm4<1Z@
zr;yNlH%$JCj)T!LFPH0}1Io3pJ1)33>-VyJ&d5wY@rq3{GH)i!?7H>zY>$tvcyE}C
z)U+wDHog$=yth31D65+r_xDNdsm~AU`pGe0QZoPe@YLM+YR)JLKABfyA3i5+P%CW?
zx^u&7Mn>CiPsfEj4oE5<>0O|A&wk;`^xZOMPfmwUSKRGdlPO_Vw%Kdy;iRjcRu<9?
z5lcV^lv{ONGhHAcvubN^WA)#TXALfzPn<tUsU`%PED2ISmYg{E(JfJ5lPU8aGQIcO
z(ow8#%soRRsIHfJ`;8dZV>{ly?5tgz5q;^ymyEkv84rGG9iH@7QhT{RPpR42L%Y4A
z_B{%He5~yDudR#R#paoNRc87$&7SUJ8oNjK+eDL3?-C;p>`Gm5`Qh!h1Aa>-{Q}=h
zo%G$P+f(_EZ?ak1vvv06rjv9OPUO!HSZcY+t#E0osk)k3Znju(ZjTb<*~Legid>=%
z<2iS8O8Qkdp2$#{V$Jiw?4;cCx3NMSH?4_(FQq87@b|WfL5hBE+t&Ab{VWy`%;vu?
zZJWqi{^^VL<!u|bnYWvHnKiA<anEh#E}rsvULW`0XMsIOE?6Cwo?Lv#f@P~n{IN#&
z$m*?y3;Hc8mo2<)(V-gFp}11vmW9gR#c7YuDM%>Ev>Q#h%k^ES&z4WN{GdR$er@5?
zZyFo+MXV2WIGwcSUEqfP)*}|*6_&J@sm^n3U`kkidAB3S7MEkD9H)*H@-`iodD!~%
zteNAomDv@xU)>tF#)upi`Le(N(!Gp#+n76ER$tJ%6?IssKu37v;z<)fwz0knyXRD?
z_tdrWFrWXbfUsWn+quq+I$y#x_<F<S|34Gu(*IDmJfL82(2jt$`QM~j?=F<9dmG;u
z-F0`5(HbSOWpkVg4rd2%dg=N)>Dn>x=UkVjI__3--t{c8{P#NRX9i8B8>aS{6m|#2
z-hI7#n`IvSbn<nlmi^yfx#pm@O#hL?FV3*6cdcg&JoQa@>**~0d##NAOcpP*8R~A`
zx_@S=jfeTv<qTFa*M({}*f!s?bjZDXb=muKWph}HZcL7NqN@8ZdfoS#FQo!=yjQU&
zT)epOE92=M#tXD_XS3^r4=2BSW{tMu5k)bDzrPL|ym(*`@3iwqC_BSyakeE7CP_#e
z9O>8dk*ra$f2e1&tvzi1-I7R`A1Bq?c1jqeK0SIXg}JM`{Lxp_oC{B0mGA%FV!dMG
z?>&mbvo1Hh|Eu&gA>RIh%+Hf0$~p!Hr><!KbrX3xi(T1h_cZRk`8g(sn>^V9?{xQG
ze3GW5F{?^@{wr4=i_6dW7=9J3&ijyhO8U^T6>Nc`?HyqkK5o8$;@FBO6PQ}xKg>AI
zdr@*j*m~j1%YsA8q}x`h&0D@R;FFqRsO0+RJKlA%wMtJ4FQ00-=gYK3%iaj9tKQyQ
z>8gEN?xNd7j+zb2lNSEcXU**C-X+$s^rKhz0`S@7X2<%s3wm$Z&HIa+*=*SxcfU3I
z;gyonDYf9U$(xN`zq8Apnpj!2#PR)_g$I5!d7A#e@N1h)4$oKJRkfZm&&@<;cL+<T
zf4UN;Bk8g8LR8EmE3y42LOH%XOOVgxtg~DE(@M5v)`3;#>)&Y1yKzP9`(*wIpDx|2
zj}3!u*$@4_BDTV7M`rJ_N9r%aSmmNtG2E89d}fNT@1t**c7!s<yenB8l`gVne~rA?
z<w?8E`J(qmURdg3%jJ5U?b8>%zDY&NQS&F&YF@s3@b_=SQ&*4utDW-F?em51JzMQ$
zo6iTVD-R47)DscUU7skc{jl)j<%;9J^)LC$3=i-A_n;@b;-&xdcdqxrhm(uFQaR)p
ztrW&w=OV7T-DS`8{Hpmrt`9cq%uLL+TyTbWXJAsrJ*Q_fGSd&fPW^b9$@tX+za!zM
zrW3U0CQeFuzK_c`S;lnR{2$Az8uslCGt8*7T#$Y03742e*I5bfVxPThxLlUU#T&$}
z*}3mt#*$J`rP=#lOe~+`ut&K);z`<+)gpRUsm}|d9*It_KU48YSNdsb_KA{3>WmKU
zY!U0vDqdS*(a(N)fyXh!=GV8I_J%9)##z_7t=`9aeA}d1iwxiKTPKTFuq3}|Wc;!(
zyglNJQqSru2b^7A?3R6f*W=pfO~2+QhJOBST4kc-*7ut)nYs4qk*Jz3b&i>7w>?2e
zlfN=Nl(&e5wca3?&z<Q}s1W#Q^7jklj^yhkDO|fQ{q$w$u}O2g1=J5mNWAARxpAFe
zeR5lc*7SQVAu7E(Ctl4oZ<xO$i*x0Ho`N^?o%0VwF}zz58h)4|=H-MJ{~t{h-dmzI
z`*?frr)L7(yh|#kI_)}bBYM+6_r#yrxjhO`UoxtS{&tAnxi*$_hiuy4D`w7W{vuUc
zCWRt_ifJ5%Ck&L?BaTdUztQmZo=I`lqs)V%iv(ELnp~NpV>Zd?(U$`=mM!+!vBTp;
z@kNF;R>iJ81*##3{`VYq{<~5x^$FwI*hLCkzpgqo;jj}kAGi4iH*1C4x4oJ3SwH#g
zVev@KdQq}wT8EQ;=fzF|*(|xJ+2UL|$JRw${F2sgy5#ok?rjUt$!N1Ht~9cZ`O0j$
zg5SNBDV~2LmyP{`f3Jcswg}GEN?tj4)}>Dq&BGSu#VPb^zWk)#t36>6^OePKQ*|8f
zJ`Q`c&g^f;@v1M%M|AWTygT}QfyCufrF)BucfQLw$QE?<oKli<eCds<@)?_Up5LZ+
zE#SSzMW66v+x|6e-TGve_Ku5IpH>wwE|v8we>-LB(#<b#p1986<~H~1!t?C~AN5*|
zUMSpA^#+|xzQ`JWGPyth$G7uUK_`>TcGY-XyxrBsG$V)ga+kYXl#7JR#>{m0jpi|%
zEtLhUkGT}f`+B<_>681#67=e>L2|ri*@J&hZ+{%Wd?9MZ=H(^w>_Ioq1%#cCsnnhm
zwB(Fjv5MT>uv@P41#@3LZ9P!`aE;SCXWN`))(yKBam~(c+h<_>GFSF+N6zLOrR8$6
z58bXW5aL$dlTfJotNw4%Letdn=T4`))~}3FnOj?%D8SpFIp0X{MZt=1nn$Y^9w_+i
zx$jotjKC$OQm>wUXuTy<_IAh29h$qIZTw`s|4ho$=YRKpS{(D%;*7?xUv+IOH+TK+
z(|G&4?L^Dm;FuTNH>z)xY(FfdXP9NBu2Z*Z!nbXg8)eOcF7Lh3Tk5;<m_X!P=YBa2
zCn>W}UoY(1_?-Pq{N78}bJvDTYu7~aua}v%?^*-zw?l8AcU|4GbK!EUKXOry^JAa>
z%Ul~ZL1AW9eCd)MVL5AyW}58U_%`a^jc`7O%L`>zty!})F8*<o)h#W{BixxcUPrFE
z6Y;vbgLgOE6wt}!5pR>cS1;`87TXjWy6Il+tWPUfy>ODNWHxsfdF3x?l>Oi3r0>+k
z9YGoqnrm&Q?^|`U^o^rMQk%3MUs_Vwsjs;QyQiDQNozja_cB@RSoX1=g5zOdg1+(H
zaQ5Bk?HOOve0>rBUdIm&tJISt7R?UcDwC(J+z`sjAE=}BA#yQeq(I=2-FFYqewy^A
zfMZW2U;o^wgHsQc9^c|qS-9W%RP?FnT|C*B)>bu19|=fJGid1FxzgNZ>)(m|46~H)
zAGb`cP*s2XI^p5nt5=UH%>HJaeYxUGPBHg%=}W6qWaTcDr4*Lkm>iM&^Or#XqP}2b
zq2ATILRROVaJ$sOAQX1=_TiQXZ#JG#tDbqq|D-jO)Y}J-LpOci$G>*XGjSfl*F|n8
z19}==Q+N*k=6qoG?w?6L*Sp5vZ;TFm1+!HzNWM!u*!tii``gbZ`g_;QNE)g6O|^@C
zdt#4?uh->YVu{_nHGcyRgo4f`zp1Pl{K7m*_E7J|+MIg#=!_cG<H;FIK1Y4ut)gER
zbyam~Wpb<g?GG>8ZgHNp+Oq%R1S?&h-ESN-GY>1S@Y}q(cI92&5Yef9y>H$2?@R97
z)Y(5V@?_A-<-8xy#lKbZHMQ^V*=BrRAVmB5`^hi8%T=W>Z~JhyZQ2c4mCPRZNZBg~
zZXeW?T~XP(!Q-hY=veZtxjngcwdYxi)IK*IeQL`YU*K10(cb0Yb9!!(efFb&Cz!4|
zRo9(gmMy+IM(#?o`AYl!liF^YHE0PrO@GcjN5<fHr<9;W;9>9WO9cepnz^s-TIcQ_
zsqvMy)4L~X<FSO#3TsN|o_!GE`K^REMX+ku1Hn0;oEKNETP*!hbm#Bw(Q9PfE+1WG
zvO8_-j^2elUtj1bzPZ~Iyyx|dHM_o@PiE8YNk1LoY{=X(Dc9ju^;>syF7ABB18+Y*
zwRp%-bhjaFqSr@xm0FjZe3O|vwT@+kw9mPBOYw9=cc}E`cMp4(ysk;%Tk!a*>ZvL3
znvy^K<lFGz&?d9@AGnGlzSUMQktmOu`ovkA`)1=*=7@+?MzN5{sk2V+xpkNCvr^vf
z)9+X8{q=xJOS+g*v^~;+^@K(#KX(~Nap~iZZsTgJ;8^X>y+8a9y{UdTf4=pEO@{BA
zWOFRtR^NMUH}}}y->N>d)}IU4%-Xp-Uz@*phrlVP8iuC{>NT4-2-`$%oqvHdGs5i<
z*StOQY<zrj@>1#=bAA+@{nZ=4`K`vn-zzVk;a!vQjLl@qY%Mv94<GNhs5h-LcXO2V
z+j4z%$YNQMa#!{UMPK%{3!bq~e9(0EL50#`h7b2%^JS^UfzBo8Jjhrie=~T;@+fu*
zb-pc?g$rcC=aN?>ZJ#ZF8+0zY9Qa)FY=eZ&2kY|X-rUbV67-_ZX5yWSUG=>Cxmavw
z>^$^VgtL83E7OgPytga&oISnPcF+3VySBE6m&MOtz^FQP)28}Yw~FhgfBiJ?u+dkZ
zyt9U^OVVy-l`5}T@$x7SUv1Tu?416f^v7P`u5CZJuJ^hAo@>WU-`&x->y}wpCC{hS
zaM^l!6#Ja5?-qzJP00Pvq5Em&BFjep15LX=c>WP-K9VMp)x{?9DTjmK@T%9{d4b-S
zC+(OsQDT0aib!)&U-N|P$Nii%Omz=@v6%QSzon_2qos`Lws^v}8;#RUpG{P)U7jVp
z^zxr+`^Dbe-KpHTqwnt<;g{))Q&J^TFEDGhvVTl^6xf%3`N`BR?te`7vp${berm^_
zvOxaF6Wk1z8M83Fto#2=HO{5Sd%-DQow&S=&zBTuPv8CO=#;yE9;)WcU3ncNuK#h-
z)Mf^S%#CrS>G!nPXdjEQ(^=<!s?cbY!DQLZ1sdXy_%E#7-YGb{*4!6*Ecw9;LQXdx
zYyDK|y8YqR*S`l&Uf=s9+nP_>TBkBVxFe@Duf(-u&D^D|Vre2jB}7)pr}F08*SgPt
z_ug85;tPF=cUQu@UUeBKGz4AUy)-H|Q=NV9k(&#(&fUCZv&~}l3^Vm}whs%Gm7|MQ
zH*j6cx*mEVAR%<GP4(T^tl6v0oC{<)kMGvkC@VgEk>RVpe0z0{))#fHrp7B`A5<pH
zG-O=zXlsR&t$W_|j^@VKCmIiKzw)5;z}23xXieKsuQisjM6q4#id)q3`M(5n(#dxm
zxw*BszHPgkwAKA&R$Nr*_OJ_aQSxR@uO3|XX}9hCDynn$ev<UQH*6Y;a@MQQItusC
zcxzR>$!hkoxk2Y=)z$Er^f=F7b+1qH`r+A}XSJ?>c^kX!qEpqu8kvs^tnYpO@}d)T
zEcx8MJc$lWP9d)Oj(u?wb3B&&9E}y)wNxmFBYVq*vRBnRk}mvMl=muD!ge9|iuLmi
z!#pgd9&)KC^;ByA6YXO8|2j74=Y6-DpZg4sht`^R6g`KWN`4V^D*38Oec>JLc~93k
zJbnl{m3%{)clgNz(gk5VPBHr$OJ47g-o@n1zVXA|m3Muj1OzWLPN{fjzfP!QfAFq?
z7UlZ~d_EdnxUe>Np8N|{U&Gn?WjqQWqSANx-T!jKd8OPFO?D~U8bgWuA>}em2@&Gw
z<^~H_JiQfnPue*cbSn94U4NS?>D#UKe1sRO^?&;@=_fDvRPrc)#~dDO{}~2}sp^tF
z!MA>Gd3X7+Qv97hPoJ1sSK>Cl3e|Vy@BO$af<KBW@SM5NzmG?{uADl%z`!Q_!=$Bg
zsY_xE`O@|Vs=RtASY#Ev_d{UT70vEv9~NwjKhFIpWX7?Np{z_>er{cPuzcseiKZ1F
z+v9GWI`j065p&_<qg94Cjnf)usd5-++)4d8<;4~0<ZQFNTmkmU-@8-U`|^F-FAEDv
z&#M9-N*-O))*NK5Cm1zjE~o0xeJXnvpLmtEarWMWLeIWGc=%G%%#m4to?hhk+b8)J
z|6Oz7H~ZIl_VM=f!mMxW-0D@jx#=v=f^P>(y_iDh6u7;cX#2bK^^C`?ndd^1KkaUw
zFL%r^ZtjY*ZC%mK?-M5SSKr~9F7R+_QN!Mwd*x3UA28m=#5b|DR(Q$vCgyFkoJ_Me
zs5@-1mpA$9H6^FBYM({#y-AIKV*KZ=;aPLB!d38I;Z6UtEY`sHT@$=2+xM7-e&OS?
z(YkLQS#?Q{|NB$d(DxSYhnauunC!mt5cAb4(3#|Kcg)(v8W9`m5;(uw>cyQkSD$ZP
zCOhF;%l<>E&qSvN?g^02sk85j-T!7o+?QL|*T>t;ntboa=RFrhzE0D;@27LO`*iEu
zoc-KampI1g*VW7Kh@Z5sjBlI9B^ei2<$H6lRvXPTzayw6Q>Hgjm(!w4_GXNU?3>kv
zU);pqf1mz-YGRG~lLM|-u3z7|{IZ~;*;~uGv-7LAX<44=%c|^nzSAr0-5!P42iE*!
zV>~0BAJ*S^reWT%*e!geliBAyF;m^`;5{K*e1&M=&tG44%JxspPs!S8_Vt#Cue{3y
z4)KDFjn9wit&-iL#bR=ayVu9=jDCvpTHXBtXO&~WPq&e;*}h?+YiC&4PXX6$%8{?X
zOR=r}#WTgUo?$KMO!DlG-XGkl`qyJW@Cnzw+|%N}lHW2>=EePw*Y5m{JK83GRPN)V
z%g68boO;?@`&4jC9rsmpez|9<dmVnI8TlOfsTFQhb@apI(-OXU8LxdF|8nn;i+nOw
z_PygXjn>d?S+%y4e5#fix}`SYBgyre&Ly??>^iXbNA^bR4}x9IG8;3hwtba4d932x
z>Jk(0L;II5eptG?{QhH&<Js2Sr!%iEKf!%7&mgbj!?%<}Cr(LP&62!b!0=Vhlkb<y
zE{hqGZl{!W8CPbtPmTKUX;T;bBt6D+6VhW7;y_1|uU)f#RsQa^vu~Ns<b8ficEw6Z
zOLKmu^%^{Ty^3D#+O}{{e*IM$Rp#6KWb&IgCAsgtQf~e*C3Rwv=P9LMkKX*A_k%BK
z$2Hk<cJHdGx0yXIvOn+Icb7w@ygwu9R?pFvl)WE0O7<-1bX&;fcS&;h#692d^Xw}9
z$oM@aow?Na!B2}4i3KmiXH7|+z;`2L?K=5R|Hack%@p50VbA*|R~H7YQ8=!<=8Q>o
z)4g>wQ@dvF%e=MhUT4>}NpY95C;G0<xpHXtltq%hN7^#ah>AEfSE(monVrHv>DHGe
zFT0lo8-LmI&NlYorh9SAt*!37zdCQx^-HI>f3tWs>&26}D<|!*`{pDRdzwW4jEc#K
z`(($|e`jsZ_8p<m%)eK^_Eu25t7d<x>y49(JvUqatjd|JY*qXW^VRpV{bnnE@ykf4
z%won?j)0uADS3_u_pW7OkKeT@T3|t`iL#fd=3S<hn(DsuoEELAVqKf~d`85sy-mDT
z^Al?4PWLzPzI^_w#uER4U5#$Syx*oAU*!2>eX2F9XQq??WJ}i2&s$oQ6)RuYZ#3C&
z#mfHe*?*}i($R~{1Ee26=FfRx!7Obx??BtM%6G5h(*7)bXu)`<yL&q~!<u7zp0)Y@
zKd0k){g7MV&;1)t|0sX3>4ZP`@e*?{y*H~r>c+izbf;HHdRyDOHk%5c|J9%)$q$3J
z2HE}lSYO|1`}u{+Jgx|FKY_<#a(gc1P5!pO_NV@*`St&V<Q_I&U^V)1=yCkNf2ZsJ
zm-p8T+1P)We#SbKeG&W1MxBlMmx3I;=ZZfKuYJYbtPeVqeDcaA-_gz_pU>(1%W>YW
zQ{{UK!WI9Ba;{b8iwm1}^t0Ig*bQM)pV+L<iz=A98vGX5ci6oD`k8z!??rMSmu08j
zHF6bDn=1C3flaHzGB$3>)jcQP?#T+A=9RQ7D6#v|!R*^l;~n2flsx<+`rh+H7fU!d
zpO#_vY4i50dP-rhUmP;F*dcLvVn6pz?R(naWOIX;*{$1cD<kOfg<bEi<(%vtlXpLS
zwfyMgW%BI@b9S0a)m(XUcg5C~$*0(J&c&}iy?mNc`1J5<!5Jkx*S0tGY%&U)U(Q}o
zX}`P1D(cv;>3bbp?3LqFK7~FwyyMc=N3Se;+FxurT@!hP<FIo{k^p<(yi$iJoz5rc
zt~I{Uuw7-x`)wy;baNgSZOKtAG0897Yqg#AcR}Lm{|~Ru)SS0E-B0#keDV2RJJX(p
zYqi<``|^~(zOUll!6NUvU+wx6i+{hb*!*9H^?Cl$bN^o6o?frt?eUYpfBrx5dv={=
z*_9Q4zSzrsn*J&MAFFh3tA61+`zy!nADAqynEbIOaPqa*Cl4=u<hk|B`;UKExK`3z
z&irfgPS4~EM5PyPkp4esP1MinjUtPB_DuABKi_Wg_RsvX_gvi!3hF-|KmTH_<A0|7
zHHqS7^+sR#_sp~Go3(H8)blU2y8CS(Jv#Yov(L{t`%TyH7nyOnwvPYcRgP&()s<XR
z>VvMSZ|zv|><@G8A8nQ6{{I)%{5)@8dob|%@t^De|C)ZB`;-3vAFQ1p_<gqL|2n_0
z@Syp32lo!fYgb(U$d~sh?vry_CQ#@Upt~tT@c-F!Qx1Lc|5YgTd)~$C=3ltKpL0@s
zc7;nl@5}XYwh#Jyd7t{Ozjipc?gz^}(^U&AFK@}RIGD5H^Fx*k7rsV`2ZjAGU|sq2
zwC)SWc{-wR7Ur+`;J0^4{A=SqbHB?qA8>0cVd>v6w<xP?*Y9~-FXT-rSii@n^0IqD
zQt`_#%1OTiw*;>Z@8|S>pY;6<<BY>0W%_zTGABazO7QJ4dGcu2LPd|sw|W)J*UC%P
zT(3`lF+V=$Wrw?p`sCP{qYe`prp{i@lyNllV`=CL6=ruf#`&M`?q#;R`oC;V#~D73
zwRv%qawlrC8?rxMY9z73<l-??DHrzby=%E-tsXf2^9gI`GYE`jU1a4l^;1Iw*Z<Cl
zGm|94e{f7+{r$v4*CT?F?jOZ+?{Bx|%(Hv*^U=(0>eHUTpVjm|;?2od?0M(2?2l#t
zd;RP9ZSHgRj;VJ#R`l5aQN394FShv4I?KB2GW)anGWwp%C;RjB%RgOMb+GQ~)@H8z
z6(`>JO-YJ-(op?#;`2#`yCuqISMGK{ZBaPic;!~<fYY<*T|X~*-uKG7aLcY5Z(EPr
zXKdWj%*vk+95wm&xf6VVxq05y<FRRnL)C6PS^P14^NFzIf~Q_^sF)Q*A9>l4cq{yO
zj^U%9M{5lQW*=BmW?KC1)4eUu%tpp84sB(rfz}`9Ot4_&zb?N+wdc|tz4IH&mc5yN
zFFte6EqRN1@495a%W~$;G257DQ@$K@fO(ys%_p_fT>s^@&;ByMF45-uqEFREd8PlY
zX{Y7Ag{>!^;p;dkv+2@V?HP;GlWf$!{bBK!e|+1!S~uQKQ{L|2XZ5dtehSy*yxwc`
z<^RE1U-J{s#=}oAkA13s=if}N*7LqKb5>vS|7~3tS^qly@z>???eo9-ul{VW?0sXA
zPOpFE8oM_8e>WmNOex&=)cBgbG>?qYTEXKIGIQ&HIa(Qq{#>tSU~wRrEl;TQ^QZp$
z(0lu<=iU7C@8`!Br{LSquS=irY|p)IJMZoBim4l)+8$Pa{L}dUBhEY7VNoxf_x+JR
zeD%Jtk-^<FU+s@?d-LDq&{KvbcA4C!&lwn+HAVWrGIF#9?2}<wupxGNF+;=J?C;ax
zPX2YFzKWeeVc*Jgj0|nNRvYi>aIKC1a3jOPF|U}9!LWki7k@G1m*Y>FHJ<3444!Rl
zU3>VPo2`jl_O~xbBlqpQe$J<i$4YGL<0ppu^_R&<-{n1T`1-EJs)zlJ_u?2>9(-bA
zQP9^@XHdxX^k+G6>uaTsd%-hb$-Uw485!n$Jj!^2!@x}D?)Pu@0ee_(?D@$raIECp
zVTS^R?iWV?7!P~&-}|P%!cAEI<AG(<X8rr+pZ{zACihi-OWps~{B{rGUm3k1cKWs_
z@pJDNANiPhUiJ6|)0cYJ-rs!bmU%wOd`|Yh|G5*J?wcNcKkHGs@5lf1msRxgG~5xE
zJYbt@XJnwvFWvr7iCLJ_JoCctn0+sMPLw(CIOWc!HqTu8%#NG)^vZ5bQ@2U}G?DSo
zmx+vj?Dl<I`KIFOzMGHt%QN-QueaLd%xKIfFUg=>lajE_N&OZpTUz#)t=;Mi4Od-%
zBq}i@_d>nAo&iJg+b>(!N*i6*mlryafBabN%;X)}*LcsWUEqEAs$Kr$eFL!u<JA4f
znbt)dNIbb-g4<&1t*{s6zsu%-`n>tm{NBgvkH2QVQTP`+|I_c6KOdL>TJU8x|NKMh
zb|3hEzb}2nH7~w&LE)(_9a1Oj=KPoM{`sV7x%;uJ$K`tkpL8|XO_%z0ae{x|o^T$q
z%Zi`bUDaNHUh(p}h~$w8!Oj_{RzA3I@g}%{J^IA{R};i$9@Ce4@4ncMb*7hXozW8e
z&$&;lw_m^T_gUe5qiyEluil<rn7{s>%m(p%z6;g)d>S<qp6#(r*pRo^H@fSW>AjiE
z-(H<zbiR66^74_S&hPv5FNCM}NzAeQ+iqF>>v7RDk)nAASDvjD+?V*gP)4dhyXe=W
zJrdV5pMS9UCUgD7$B#P##ZUL2e#-XTB0W#!YVBcz{CK{@^*@VJYaX0tY?)qg(V#;8
zfX;Spc8Ph%x4z{T&^vXuW#K)aJu#LG-p5!rypOSLdLL_f!0D^Ry{XC-F_wQ!!u|fg
zjNKW0?c|kpS3Ku$jn@l*H=*iC<(~4V>(0&REc#KRb}8}2yux{3)3e?=S{YZw%!`q%
z&pz|KT=(PdX+L7U|NLL78u!?CV~PBSPSv}D@{G53rwB0KKVHLfMt(^%#~BCS;HWSM
z<xe`(T&;f`K3e<ZHhUe%oP@5`ACJVYyXN0<EU?PSa-F~Rox^>*Kk)y2^w^#$<G~W!
zny-IrIXoQLlC$<EIWX<#XL{&!{_xj5zYPTHe_04Hp1<|aPN-z-yY@Bv`&oC|#eVuA
z-PU~J&T9D&#&u_Es(*g^KiA<>xqG?H?N9wX{S6<Bo-H#pStifpoM?Dy?T`407p(5b
zo%rK;-qvj0%*qO_`U}O=RfWT^$2)&H9B6w{XRETnqm+N!{chao)RjMbL*6r|u;!QJ
z_P;9IYE0(cmtOMQBk6zHc3Zo1^($|`o48nirov3Qnq7>c+?gi(g#Ai%Im#zL{T9VB
zL0iP5cgxcM2NWj-YwQaXiM8FZV4c#&JtBrxeu9f{ioblgw1Z(ehr8nAPYf~K-OZQF
zJ#4Zo^tvwA$Uo$=S=F=oUUbR-#dEK(tT^_fl<mQ@zA1%0AO4=4z2DE}Y|ryVLz%lP
zPW-m%4`^6?X1y@?^eE2#v#e!Omah@Y^Im7M?ceIa4%L9EK3v5gU!L!lUitadiRl}1
z+eDkx{o)QCTD|ep&lyX;uXUaKt0sEo>HB4C-PP;M#fxHm;-p1Q&0{`PdH7z7dL_I3
zfcZc9@0!{dpI((U+Pw5z>~eegwLc1l^?!Zby<>~D$m#T$Utjq5&#5*2FZ0`OYQxW&
zCu+17++vZN^=|L8pEIA-iO)8BXn$zg`@oGSG~Cx637oxEu=C{#UmIt}H(}dbS6!|T
zzcPE@KIU)NO+RRg+`lRkAKl%zDDYjs(fZtv@{E-~S1g_0zh?bA<)_ELYd)2k=5*xd
z`}$t4iRV`r?M@N?aeKXVy5F;XUsL|=tGsyWcm8%aePw=|@Q-<R-&NL>^T?USet44Y
z+rGa(+t=QHZu_^&AA0|*yqP~m>4|>i{!y{-ZdKqDhngqO7vjR=ewJRF8gcnZ?56kE
zri!=aE<DfNek?Zh<7Bg(#Dhnd8mFk|{a<zRFRReUybu4@>ou$H{m!*NI^@!B)h|=O
z&-a_MwPjhDcb2@)LfwaEq2;G)bQdoE+9rK4?h4O3<Jo&weokk7v|ahtbe`&8ywks)
zx*edG&v9XI+vB)<*PS>f{F`$+rS(y^>$#gN{~le<^dV@;zKT${&H9t#_h>QfzmY1W
z{4T!nbjayH;hBmuzKyff>#e81+#>cmJ!roDZ)X#uCZE$UroFYOD_s8kd==;aZFAOK
zUU>fJua%0QG~++(Kh5s`dVksXQjY)o581Pv`Nyy7zkEH8;~PNdE`U#LFf=nqIeXg_
zbT}1Q#%2J{-ZnP^Sr0mp1#<SbIrzY77~e?2+z50w4ww%*c?Qeb+mLge!73nUZySS7
zq=4~_6wJW~48r)v3g#xr@+J!A;8S+M@=zNnKYQC0Y6ZwZ`01;rXh&-jJbT*|<aMN&
zLDk?)t+ThmXKj&V4GCv&n}SaDLbfBZIMppbuS7u~{b*|!%p)F6!3PmhaFUTJ=)fFM
z4C6j~8*B$r4je2e8JU5OGy{8z#FLCh*xB3Qa6*b%*l9^4?CfoD9zY5P0_XIYA(dc=
zb9zS4-o8fe+1ua%1&2TC+1qCDiWyS<BF^4+&Mz&>OfB+DEe{CBc`tz(xca1^Y%~Ma
zO5kE71bj+0s8r_VLaDgGc7UBu*olLtbOhC%U~iFBI$D@1m>C%88CZf(UPBKDkeNu~
z04+%@jE(e64J}QLdAT_Cof8W@QZv&tN)$}Z4fTvHEDg*+!jM|6M8Vj=K+nk1$kH4n
z=$4b1UaSCN=I50-IptR<L@VeT8X4-DS{NA^8!G6UnOo|aS(uwDm>C)AnVMRdS}GVC
z7#ZkUTACSHLSh{hVQ!f@sYVKhux1A*_*8Mf#N1Q`eauwkS(2EOne3RCo|6i>ts}T3
zH8)Jb(8xf~%)r#d%o5}_L}CCry(qJwB)<qfI6x@}DL4p~D4@d(v7FK7o7Ze0(E8o(
zsLo~A7G9N1m6j=!ls3NT_o`+{;$OKmN$0W7j@n*z-z8B@FF${tUD@Ng>e&s6w~CeJ
zi*qhIukS6g=oMEN^sBhm)+sV&+CQ(4y6xvSsm!=t`N_g$nS5j*gNnT4+&!}sO9LKr
z%13;9CSsL)Zo{utw+_5LdP`pBLdAnMI*y6*T6;^rZIu?7lo4&N_2Sm~*AI5i|1n3`
zNh&fx%2I1ij{3#YXFY2kBu)*uk~o#8_t*0GCre*FEr0&#rOupZe-4~(ZRwa|Cp>Z5
z#A%bJO`NuTqM2!+T&8x%ybd|#+!d$#R^@DSiS#KyJMsV0UG*$eAGn`#p2|{rw67`U
zN{`0<;PZ3Lvb~OHZr)|K_|xf-X}5Rx#>CCxzT6isb9@g^g!G=jtYurevn%Tuzg5pW
zfW3Wh1`1tpWEdM*fR%tb=HSEO!Au))>mE_O5OIX08Kn&`Gr|ooupLA>aIh3D=HxcK
zOwo?^H-Q{@i*{5b=sbT@Q^;YF1`4KzptEVsO%*H*z~}l~AdZYQ1|64c3aUO}2S<XA
z^anW(TzG*>2b5wQ>~5rxh8ADg4zwMr$3}wF8<H0Z6iMbd8aa2fS`B!PzyB?=(`L8D
zkG0Yr1qId*j@r$*&72_}n|Lkgb!-0qTRV&+7PiJus-L9hc-O|vD~jXZnKRK_3_MhM
z^gd@<IQ1_M(dlyZ$m9Q{Ki}#slX~9vqmQnvNK8xR6xd_^KItsm^6nYcdy)^X7R*>8
z_3%sN_P*Ppuk+^wL~=xiHXb;bTJ`RWx49xqTv=YrXYbu}=RVValzf?E<MWPP4>uoh
zEtm0K?v|4J!jJXo)wx{@h5r9xUHPlAzVw*8x}Fu!;|;eo_f>gi`)9t=?C;QXVGZ>C
z;^4AtPKl(eSnK--E2jPl+h;oKS;(7tTR1b7{Ux_fwV!CHoa|WnSXn>ymi<os$7YWE
zq#n0DH-EN#+j(!TJ-VUitHR%YXV05AH3wX{z?y{c&Mi17!69#CVF^|O=9rs<(kGaS
zwfupdYYnPoQu9y__BW@rWn&JipTJE3L}i9ng@NrL?7Bfy@_-s3U>}jxsEJm9oVpFZ
zKLm8vHn@y10iBy|pkQhSxo-q^<hGfmg@P&8L%2;r_c0k7n3#dj+lCx&3q6wC#N1qg
z;zPNOEzA`NAIohH3In7l!&8bGfm>vdq*bC|WN4&k3ToOwnq7uQU^Y^_%K~&dxUQjv
zfr6o-iLrvEG1#LpRj?)&DD1#d0BUzZnpohP6qb^4wXTf8b|X?E$XQsMRp4Zc<UvAZ
z7^vdM(yTfUI+pv``^qkv-Oj8_rmPck%8Jx3ydmHFj!^-8Nzw$lir=iW%PuK3e%bu@
zraWI@<lYdsYPs4Sj@KSkF7GWe;4@cm++J|CO|?l|_pj5BX|>6bB1gWORK3u?%&T+W
zvfs|R>`UIG)y+~-6-gI&2S3=d^V8MvNcMI4*Zw*1ANxE*lr{W9tKa(G+U%+af~T%c
z<*IzUy!67K&=@uD7zOnwZhTyBw>=7acQT!RT);JN{$WiCiLd(ekEmo@|Gc|nXUvj?
zHhq_uINTCk>QcR^=Y_|Yo-LjoelF2V)+$&Dyqyp<Yr@5rDMdFYX?K3hC@Y+L&(?0A
z=bQ~bb26Vz+;a0S|F#<eA8O2-4hl8jJ}TRLuQOF*>-^~^@y{N!JvqB`L(QJTJHPhi
z=RWuteB<D`RX=~SR=!<$8(eN-7Hyyq21kf7DA6E_Je*@%-~@qm_%$f5(MvZ<n^xw8
zn^xu^JHQUdTJ|D2aIh3`7Vz9fY5@msTE!|Dfv%KOFtspHFfjx*kIc*zViin5hijW!
zqTQPWvI=@2w<Y+BC6H1q=Wt`5zYTUJQn=zNf`)2C3Y@x-yhxxBvcS=hI-AuB>f2Rz
zMc&iX`}bP6<3g0)ju-q}YZ-jqq*oXo+4146wDC7FDUSz_&q(^EHSMa*nzBV;&&-+I
zGZH6wNyI$6TF@frzA{3jdBPpJC-HWrvslmF$?HD4GVt)3Q$h+A<*z^uDR#r}6~~*x
zl`nXh9(uVsPj>t2YxgY{ZW7qEim9>r^_M#@r{_6w?0I{KV>zfH^?W_FA$93P<by@l
zeanKCHyM>IZ~FAg?`S}0eU-?hwemm0)4zSvD1DkZ!)5C7IU0())K7KFb?VJax)gM2
z(xKpKRbDI8{cJCD2fCH0uCh&CB07`5dP!HE@x6ajQm@RrB>FMX_t(GEwbI)KKV6kD
zx7}}KzpXYQ=wa^as%yKm_uKyvn`(l+tN{lkINXgakS{N>Kx;-3iVtwx3DVesm1m$+
zwzJo--Rt}I`(N#6=_+Bx`#m^bie%Uyu2ii%&{ov)%x%%1`j-_v)}6-JquzXH+OlHl
zio3;YZ2TTs^u4t>8GUN<|L+{1=I^g5w$JA5Uw?n!pWottmbM7UX<q&C<F9@F&*S?m
z{>*;xQ+L^^_viLMY5sAb{@=sx{C|(X|Nr##`Z{U3|DWWS2w&#tpXc$cJpNzYzt8XE
zTQa&5_dSh!>i<#qT+Aiqv)iR^YrI`&czs$?dhE+wuTIHdi??jI@S0Y?bjI)K_d6G;
z<}3EF@A^_9+;nM?w1w{Pul(_KU!_gn>H5FSIMFX(r~X&L`%8V@k8e-cv+&pd{qZn<
z{}J#B+gTI$|GDh^FNp2`rF(5#aGbEMoPqs>?XaUJUPgJFkN&Ck`a7Bb)cX1?eY@34
znoB>LdFL-Z{ytc1|IZ~G=YRgQ`C8q%mFHjm=u!NdzjkZkG|S*Wb^A}N|6TXi*z(60
z{`ub?ZPq_^zvj-0AiLF%f*pUfTw0#HYGVD5-SR%XOX4m?zj`T{&U?uAqQ)Z8PtoU$
zx4Uy4S`e1L^U6U9+ao!ryz9Q*`?RLtSL>+N{Uq6Cd_mK1%HMvhyM5)a2TpxX9hQ5p
z$~>3hpQxl^ela_9k0<+*<=oZ#5;|`w??3#!<(E!C-J;n~?sKkMHYM{#jrPVi1KVFy
zb0=u>PkrjWIn}d@S7ei%)1H7#_pRsO>)Gu8vtK`ICdV?7DGMk0Z%y9lUHtq|(yK)Q
z%^muy=NV?qhMus!67_`bRL}|AQ^J-S9WPi=rpWiw@q6m#E4Izk&dx|Sdce@lvo`>8
z!Zrs7&&q5jc|NzuNTXSZ6Si5*?nu4hTf4?(>8;!|jL$A@eZsVrd#!oN!vp7SEtF$b
zno5$i?oONC;OqGCWk<%1HGS(&Y&~SOmvvpr;xi3556(L2_hj~V?mwp--zzsa=yPv;
zd&(`c^6vW%&B$*Z)i#^|&b`}Z_3x`~T<XQ0UCcR&0h^Zeo31akSWt3-_sF5tKe-L_
z#OwTpj0|SFOx`j(UD_o+<!Zk25sh!WF2*;O+$fmnchsfv+l>V-+>tXMq$a#_d^u%F
zX=g`@?oP**+I`<s=eOLS$|kXBnro`(?{|({ygH@ItUl~Xco@k2x_Y(efe^EdwN?re
z!uO}w))oFORgn?)Pn9neD}f!bec{)#7S{ud+qdqU$ehMn7<nOEy}4S_Qf$%27L%@p
zciSRLleetXv3dLQZ_PpPrY|o#`ow%bJ_~s}e|IH2%S)xtb(!y5rDwY+v-{NWt@KHI
z?fWEWYGt=y(Y<$R93Dbvn`f-7^=08t|CVykcH+v;K9~FbjjRcYx4L=P3eJ?6*lX8$
zP3iNJALn03AAayVif_xU#VX=feR2v~SxX#WviwZ<^HSJ4&DeC}nTMA+uh~hPPUL9X
zpeY?0`MgT;chs6i%#qu^L@7tex^*jWYoBb?aA@X=!&5g-vbf>q?RB0fb7EjmfO6r-
z1t&W;xaO}sdTCYZ&S^`s3)&=El2c1(CIzoNf9fcg`ebo^mi~?6Gc5Zg9jbLNYnkLZ
z+%kNbwf`pL9`%pyo1U|$`}8kbB`5E*d&#TC+^#RHmad$1F=v)F-*KCFj@@6ji_M-X
zKh<l?im0rKTliP4^2~`^{LnjDb7zID^0keN>cuz4-je*Facx)J?sEZ-i?=!j7=;FM
zr25E(N+qkTO?~YDXmj}LqF_&h-M^e}zW>t1H~WwT;{#t2!JWq^N{3k$7_htzyl%E&
z=j?`-9oIiywOb`1SsQzp<*ZR{sYv%)j=+|3-7K?;h5nObT916b5oDnq_PB6i_-B5-
zWz31vT?=bCCj>^TnrXFpoUbn6;Y#8^bMwZjbw$dDWfn_`WmM^{c;0a9k52X<??^*w
zMV}0m1GaDRn_f(0->{UaEib`*v*DrXowu&BYB8r=TfoX*rxkx>(n_x9G7E!Pc;*TR
z9nfgv-O8{b^h&k)8b`eq%e9szT~ce&x+ZC<kr(RUo$>T}QsK=BC*Jr3%-uUHwf)-S
zNiTF04MIyCPi?>2lj-1A!7TkO>C&QBZJ$pMQlsQ7l623ji3G5BwQU!CCAYeD)+dfP
zE))DpUb+-+oAzRgg4GJI?$z5*v+!6h$`7bqHaA(r=%<qAi6sxbPTsTp6SVw5>rThe
z#5I=FJ++eRp5NPZi8;#k)~D54JTr@xzlsa9?5JSm7M~ZQsIfw0$%<80CkvhlicWnO
zp4-0T&?Y6xx7WPh#EMo+)@Efg&fey-qcco$*3l(5YkdkY2FPURMjd*UxbD=!TZ(Ls
zt9Dh{Zz<-S8|+ZY$*yseD?jH*($ri3az5V{E`N}9!q)6jk=a$-^Wrfz{+|W3V)8>=
zFUQL4jqK>N(okX#?bIrsVKe8FZ^<04Da+qnyvnyU@yA(v_W62cT7RaPDO)uOwMQ<v
zo;hRriyzlpuU+U|HvgoKNTb4B=R1w_>ZQy0zI{G4cd~M*=!$iZx9vY?mBp;18KS<(
z>BZYiH~O;L)!OYkxdd?@u)R=A=YUJw_wCXJ8&+>+ciX*5;^v!G%N3H=2Pa?s%9OR+
z;*%Vo&TTm_(}q{j1GcYiFlgH~vtvsG=Y5XLM`y~_3(cSW)$&eha-?0#c}Lg#hb|h&
zDSQ*nWN?vkyp^$#XEqC$huE!@YnL;RJFZWYk2t>bi};MgEkAdxUVQPX!~Jc%)xvxs
z&$*4aaDIL^XIsvRA1XREhAZ0_6h*ca$4nN>X<C`}@_>NZ%ug3GHa(hHwA0aTU5_B&
zyJtHaGUj&i7RTOTFqFGgu)u6PhoD)4%y#c%9zHs`?-UjF67zRm+9O(I6sr+2v-~t4
z-_*I&fBRMV98&JcYF^E}rHl9E*PJa@lLN)lR~7A?v8Z&Ho@JA|=E8d)rqn-OwRG~z
z4$DOnzEfw+uujV^TD#S8QfBi3=i57O_}_ZVv^ceD4wH7=zIE>wuRdS8_?rFXcf9O3
zzP?f@KAK(deaAJf%b8Er4c~joExYLzc-wnPT-65OCmTZNt$fF9A8O9qH`UmVg-2O<
ziq<0&)q)GrZ*1j$NxlET*6Ed{|9t~Tcf8v*R>{qtiUC5LPVP2}MeYv;4juK`DEWHX
zZbvq)=_>gqPAemuALr~^aACFS1~=yFtmvt%R@n~RxiV{HgvI)_ZmiAX<A}W_Cd_xo
z&*zF$h0%jh7v1$gRo`7`jTNq6Z1rZwe5Wh5{LxE_db12#79Y?1y6?h5MZ2Q>VEP@f
z-DL3Sf^X}?DR&pWUpen*!K?)$Vs(-)k0^)o^?aH0a*oKvpO#)*H19h#Ki1J`(~3E^
z<APp6{xtrFJtYTS+rMU3%og<9xqz|pm8ha1r$krUM}eGxRX1n2{<4m`9<Z3lOCqQ;
zF~sZisTnG-f}76f=!<8R>^M_3yTiXfSzBdgi`b7g-@WmYlB}(+vD2Dw$Z+%>+s?KA
zmzI{A$TgF;dy9Vhrhhpe{rFb#X)c~~n<}0?6g}U3<k~vl*u?$D{53Z|oRN|@6EV5A
z?%s)ia(m2^^Fxaj#Le!!=)S{o$1S|F=}w8nvK5|UcV#8{W?p_e?{swDCJnL3$$u7o
z=*?JlbI$p#8Ywv&{e?Haoyg^-J0;#Gs6D=yO>bL4q~a?#WseI?$Il$P6B~2V&E&Xi
zbMLlXxyXk0tQ+1p8r@^-UiM!KJtMF@LzwMfhG!RBOXzm{RSTUDdY>*l^0vQBH@54B
zQ033Xjn=JquA0{0%v3n6`)&7MP5%7p>~9+|57>4rt!18eY4+zSvM=VWWWImyMQi@_
zz$XeX+~$|-8#C<<ve;*_c<0-{`tiH=I!-)a5&UgMu^WG#@%e+xyE*=c+&vuZX7WS4
z*eczwd}GL&#ZiA=OBw0@HZF`Ptv@GRzTo-&w*2%f59^Mv?fxg97a#dNdiHJWtEo|Y
z*fzYql~ugq!~vhQe{w$IpVh2lZ%ld>9k$+6&7ND}$Eg=VTuh<O^W+}Y-85p=uQ2df
z=E!R(;5xTJTyLF+`>Uv;<`r7|^na`9==rUUvMRp7tR=QjEn$;DNzNKBiQ=wJ`#hM_
zUWcyinjF-8gNyaa)dr3aD>j-cMC8hTo)M7#wD7Ft-&+r|<u4pe&-Q!ezjtzIx^Vy8
zS2tGg`^I?kCEvr{-xw{GVkMrJ3mIn35wAP{v7t_SgJOb&;p215)P2_NG`qfD_mb7U
z>1+|nEf;p`UgF-Od#O3K<<k|Prp4bi%gk!^b8>&3($YOAtk#&{cf;5AuJyj9`}KdQ
z+zEEQ(_ir5l0pJ6?`+d4Q#^kMIe3I*YH2#pNG@5d5h<!5xwT{IdWE#s35{H*7wmU8
zIOu8h$G}HxuglSc=|5O>e3sr^T=T2sWM}Drp-G3;zyE!>V)e1cI4_wVpU#v`35$O!
zKC6C`5Po%<>ireE<>AZwro{ctdRd#<u$VKVCY5i`lKR8$m-KQxZ>>D(dCR?+-Q{qU
z=!#-frBA&Ur6(CL-d%TXd!)s&W}dtA{+j&^KX<ZWu1aaxgSiJ4R(_H1KXu)*;p)P<
zF^f!lZd~@<<uz~9rYnl~U3*_7e(PTldQB}he#i2~%eEfQzb){C@0NQ`Q+bf4WLNdf
z$hFzMoG0D&!@`b+<;?ng^u($grE53$<)$4hWRy}DzIx@%BIkgO&$Ut)&5Yb65vClw
zK|4dw_2mr)1`X}3n813&X_FUb<;2(>J*e+|@Nl)R`{P3wdNkMl*qwdb&p^&6J-spV
z(^Z@J+_>snd?jT~(&8J1ofc$%s5$7~*1P2Kr4qxB(}G>A61M9mrl)syr0!U&zce*y
z{om!=BOkH9$ZCICcQpT-<&ToUnq|A3zl(N?D_cm5dNF-`{<6ZnbbbBp6<3Xp{&Kz1
zIImo~?%~|y?8{72!Y+KACvCLTdd~iDhpaCOcFXVElCdmOZxfN{Yb(BUIKG)#c>(+E
zf@w=_dByWfOH2a;t9z`4dH#0yhr6!SxaRtE)A~!D*0(|yT)4Qhu=@9d^W6H@l7$Z!
z7yK17=MH2~G`JAJZenP5FGXmIhe>B+`-QZJi)2gXB`lmmmfTILb)V+$cw(2KO4N?x
z2nA(U#@~*vQ9DF4c5h(S{&Y~-{KfpP;}*w!SrWatE9d-T;bG3)uHQRZ)OFWUj_%i9
z70E5D-{dLhFoo#ItgtXxx$eQH!<#*LSxh2d^Tlnb;?E`Kd~Ge>!b8uy*rta3GLcI1
zemXrw#_{ro9J!RYE^JZ^=T>Ix2+3X)Roz&ygk`C!ym;KAmu?{zOE+pAJaK96+gFbq
zduuIcsKx%c{MaLQhDz<hMOPQ4GH^sJJ+?XKz=spA;-a(nTd6-QnSF%yq>XQJ#aH8*
z7d~EH|7F4K{c>?uFET%5Ncv7xHD~i$8)8y?-sk%vyWp^0q8p#Bu}rAU*j3`V%&5tQ
z<87OsoqzhxLnlNXex@kdR9CeqY%q%FJa9?o@<Frd&oA)YW8K|pKk?spxj7tKQSJSc
z4mg;;UTgaBP|xZ%%dkqrodN4?7vAfM{nmVI)v?IURVinTAKhG`yIoeT`Rp~D>^yGH
znjB_}Pi?3B<~_XPw>*4bVu$&sJ6Ct#F*p$RQlBs7(#lCwT`P<-txB)nlL{9)EwuB>
zqe8PS?GIUxl(n`$x|O|U-KjZmawaPM(CgfOQP*R^(giM8m*xhPD&A38^I!v$oU~g8
z*Cb1w!xaaU*7q&2O1|E*&5T!Jj+$%$v*xw3_^@X!RZrEYJiej0#6?`63IF-pGOd$L
zySuNlvo8Xjuif{?;}-Jy+PAjuEIP2>C&Bz;VQT7xwvAb<OfTsPNSYt~a=-Dq#;eXA
z=F?IpP3PKUBe_o4#vI(M>L?vDH+OD9D*t|&t5i5&Tcwj_eWuce7A^j~*WqEV{4rs7
z_udM0S9ob+a@XnDE{hFjoKbBjD&wSMm;KS|(=WO0_?mNLhS<5kPpZlT0!2>$-MDGh
zHb0k;J$LQmt>Y#HnV$Z5e#h#d0wsl+>S{}r4?SRg=Iye5TK%%02M!!vv?*Z!k93n(
zR^1b6(SN5M%xya*6>K|w3fqV2YjoP@sctN2`o8(zqHLQ5Mc1MqHbrn9zIpn|+m^%)
zcFs|o3Z57pvwd;>HgB@G)sekAGBIze*qAq%nZ1lupLI`(O)g1X`c}>f!HdCO&F+CY
z`_0ZzU-ZKu+O)FjR^U=@-I##o7h`_xtzmpGw(7=h4c5-~)TKAq=8CXw5bNDsb9T|K
zs$Cgxx9c0<{P$h-@Z68JH&13nalF36z9KFn&ilG!;Vl*EgRG`1zZ$+A5!;irE1;K;
zTcYnu+*!7?4-KmOPl-JHvEYo_6N9x_j@QoZ=r8a8u<wa*#_WyJCxUadXYw)Yxx4*p
zbK9Ldk$GC0%+{z4(v=sNX!cI#TqEe?)t8_&sd7z5xmMd;Wqq-?W+DIfO1@q2Nz8qV
zp3+P)9~W^wH|-CiMHhDQwK;9>I>K+Uv3&x~j@ORbA`&hfchJRV<HWW-ON7c8T<fOa
z*m`6cX~%1yJak=e+L8XhlX$omE?=lF)pGxgy2I{6CfxEX-KBOG@3r`F`S76yQ~dO=
zUD$uXmZ#q|ZSJaVZUqzX{bN<Sw`kV+gXwoXLyqh+c63cqDO6@OeHwNl-edBbD@j?K
zLNmSNwqJ1a_jtLbxo%~N_YBJqo<c7-?K-gSBRjA4HrAZe-{yF}>2Tn=doU*B@Xd}D
zcA}a}vKh(RuU&puCG3A#eK0$GT4?F#{b2=fw!G?EvXFU?*h8&qi3cmHKID9@JE1e@
zSgGi#DbAu+x7E*WTe*7E!()q0R*S}%wzF?^mtO0{{@CH&h7E@sC$=nFxG(tng74X9
zZZ6(z@J;Ed_?G<O_W?FHtaxn<mdfV%%3d(#+m_e4?bR;zWe+Wl9FBap-OMJ_sh4Ca
zWO3w!6nD+;z^o77UMwnHnE30~oT-zVrp~(dEhdgx?Edr`rrPi@gTm#JLbv|?%U!Ez
z>wNU=TkW970Z;Z^-kEPvJ7?N_X;EpLBRTW(wiLAboDmX=eIC4NU72+k`|Z-x*V$!X
zzkc3p6m|5ywsQLciH9oNqV^ds)O?+BZ5#6O+E)o3uPvgVbN%neJ&AhhN5p4T8hrhn
zA7A9OY^`RM>Z#8gOAX@v!lq?rDkiUsDUewk>3F6oWcfYg;F--mO)Ct3G{{=o#jYuT
z<99KObEaqLjbj&?pTzHf(qZhy^IzG!XGMkd;t&5Ab+p<Hf1ND4@z;3&+GX4OLh6rI
zPhe2YaAhf6kRrFEvLUE1SXVgWqDa!aS^FNdN~n|-G<nHrNL7W%`L=BE__rXq&0+Ha
zmdF3jeVDOhch&mF842ufU!6a7y<JI<<HCCXyVAnaMOkfL<u7J<hs$^I6_;9<Y`+v}
zv-jtM`|<l#UhMsOg7I<YqeITG6N(r3eEeg2)%3H;+bugI{%LKxG;PlGXUn8jnJ-U#
zw8oUj%}26VXiLsnS&P^P)*{Y!^|GD!R{08T>}*s!w%q7e@LJ2S6DRI93VqwZDk7;%
zsCNH4ZbtsK>nt3uuHd{}DfF*HRzjpxs=oR-zm?HuUg2hkMTeGNoH37sJ#}%?mE&7l
zIuvI=+<5H7_DePz?cW`Xc+Lf}O_9;MHu3I^npu^TnIA<gPYKdn=KGFe-?ip>-(-uH
z%P)V_TkG2Y+$ycVMLYV@679Nr|A&l>9NRd>tc*X)CwDS^@ox2GRylj-vE&W)>6y18
zeQfR@^L77tP{_%R>6oOidFmX;6t<HGe!gAz+*)MWX1<EDc&TGDhrfhvyU}@tTg3R*
zn^V&BX1ToB*d}c4xWE0f%k2Fd)m}^dEoKvsdbj((z!GidLp!8w-Ihn+$n!kDTcgP&
z_w8;!+tcq4oS1z2S|c<2UGFC+S1}(B2)g|3O6$dd?%M6I9NviZZLbjM>FbWWes8j>
zW4>TU@~mR!EtfuT=;=TDXTfxVo)xd(w_bg;FYd*Xr%{pHtJYa~Hhj~tsBpU4oMTlS
zx2j!J-C|nFVG%ED&)w%1FgP=B2sN&{Drr;FUDg%1Rkmg(m(=w~s*b<b+h+3}+j+#~
z-y`p?wJnN);>oXG<oU$%7`w~xFz*k3X_r6amPmB+?p3DtqBS#5JNy50^?kgtcDm=;
z-@PZRb&t*czj}w-*Q-qYX>Y5O+$|n#30!@)=&teO$u1AWvRKTns+?QCl>6Dt;_bp5
z7SGqdY@2W^Yr7DSjE}L&=L?d_#c8g3Ha_Q<EkFMJ-u79-*BZKhFL8F&Ii8r5Gh@xG
zJMS;_G{zQX=p<HjN$+Mmd2sng|JI{rQH4i(oPP^X?3mF0H1>PIgWY^zuZ4?Te6#W9
z%iQ_A8S5@JbzP1se^&P9hNjDzAhl_(dy8GCI2;J!?pG~VU^?eMA%|;k%dX>!lNvtk
zd%B}7@zF7^hFp2>IIGJKX1qDm$oaIf@=1gCpCeBzlIL3l@L1h0iV{<Ec_<!r?U<9{
znzFY{{4x{n=dG!HkPyYx*<P$&EX!JEAZ_aFQvG<(<Go4TCKv4=%+gf%t+}<0e^XBN
z{Z4f^rB{LnszRR~@Oi1_hH|?0RF0rW*H(0Mu3fqBcz&#sleX#2t?`kYCDTnWhrcaj
z=jIS=Fa6@cYOA+9HuzD_FUuJRWsSFTc6&rJ7(DFao^asfkDP^vq86>-Y+1Ja+1Jp!
zi&HA<*<3O+BN>)WQNHT7XPImRkE(K)ZNb(nDiJAuovbPgW(ZG-Sy|g<q#2s|sK+sx
z!KhQ-R_gEr+pC6=W_&UW-gB+WEUa3}BJypaSO2;RO0!yJmWa->xf{9A>s$5PgA)>M
zmru6zXS??MPt$R~IiD7UpLp36Uf|(o*8XEszv)KH>GxIlbso9kS;Bg{=#z~n|GbLJ
zjrw7hCEvZ~n0=1f^1QWk(QJR#uzO$D96DAo%ld@&{^Z>96*rRmLZ$ci30wS_qc))`
zJJZ@$+iuy~^mhrr9nylfo_=xdtnhuCIc0k$NsBt)Rln!d{MCLH^E<<ZT@$mv{nVRP
zu;@gY@AZvuCx)C~arxdOqZyNKu~xD3n%QrVG`sTc-7F~<o>#>@{GV>$<T9`0|I_k#
z<EDJs&NX^7n%<=EI%s&!sP>?7wv@zy6uW~<ZqM&LdCTfe)2yURFK)FS{<tdU_`N-4
znk5OZG+v)M?zQ@`pZ{f_rOf4V*OE&=&XZ#K$Cn|Sp!4{^Wg~+r|Bq$F1U0)_Sr@F^
zuvK1Y_fodo>%}r2KH``zA+LP#FyBp`o?h|Y;@02SshsIu^Y*027s)$6Hu*i0n{mc0
z>-x#m82`)Hk55~ZZhmgV?ajuovz*_Q9E*6$Y<IF#qix4MZ{=$}5?Qk0F=cmTPGx7h
zIEZLZ>ne$2HsMb*x*ApaV;1XCmQB`~LPl#mCKMOF+c1^ykU{LlLXE5qQd5_=t2*!$
z35r$Q2(%~E?>=>M%DHE+3Iru@ChnNP77_T-bjtUODzbHFJ})c3m~pUmMn`tRj`!9E
zy2S|!^MfDQtS>p&7(4M^LGi_snIcT(OT3Fut##pQshnN5_^l1swkrpxDHv?JB)Wg?
z*3vcMOME;Z+?)9`BHeeR{-ML?!zQr@Pd+MB$ou-#LV?dV3tt>?d{(M{mS@uf?i=p6
z*gWFju9E6lqyM+ns6TgUgXkRDjT$>s%N3f7J+e8%?i)Tcm%E{FA{U#@v??q3x%4&O
zZJ^V&w-qjVb6v_PS=S_Cx?hGnC8ujgQE<BUMW@0>W2X*jMqR||+ODT3#47JI;gQ}Q
zx%5=x##bt`b9fzeF0rvpH;{G7<ketl*V<}WuwMS6%mj_r8jiTdEIM6nSFUw_jPMAK
z*}bT<?UHfKgV;{7!gncYjKZ#`))zhyo4xvg#CBWTjq62oy`|>Kt&Qg8jfqc<*kqgh
z^h;}F+GU+RtCu|0juSE8_WIg-QQJ))_5_~tP8PbeM`hK^M{hUuFPT`*f0*f-F7sTz
z`(`X<S+gICd|fy3j>zppGoHUUSecym?pJZR@=2zqKifD%XDMrTY3r`GG~AdOy?I7f
zvIu8}oT`|K`xep9Q#Z_>@NkQGM~|D+&ch6On{Ph8ve#QFY}(h?zJf}EyVgr<iatt7
z`F$%&vz|{W>FvX+#p-Jw_|2<Jza<v-{n-V#lWqo6zphwYkht#Yp5>37_E(B18%{~9
zNG|G=ZeK9%(P@hh8rkd3_`V3LpEoIyX5V;(%TPtsMY?@S`4yi#k}S?Gj|12?ML(Q(
zbmQ@bkM$&yJ}%W?cSnx(QukLW)+;*4Udgfkj+iC!T(0HIg>^@aIRY5olvJ5>G)_CQ
zgUxZK#X84=8QB$yb(?)BWWJJ$^WPhopeugVfc5YD#aqm0?S9LU^h<6_*S2dLSY%GS
zyjhWwvL~@|*VOG>Y^Hx&v?sA$JyfIn(ZRC20Sw%GMZ26AUwnLjkJCfed+$ZK)`fG4
zulka<KX8lnmBZ`*o-Xv>I6J&8^vIzp!5n!Nxn5>_Gh)x&s(2aWxXUO**l0<%T-o;b
zyOQ~oBiN%)dI)dVxO#Q(z7=N+ljXTZO!Ax@v<gGb{{BCk%p3QxLPgFkU9Cd*mvKkX
zw)qS6R`0D4XS3mauw*^skId|P<LRFi?uN``dQlMT{o&v@o~-8#TT8=N@3X#LD0Cvx
zKWXChEkE*i-b-JW?XppKrCfvSb-tzSI*-patjoP^Q*lsfU4H3{w6s`GMZS#;FR$~r
zIkLC^6gqWuofSjGUIPWz=|^rfDAtuEo_fIile2u`M%yVhWtUS;5BZxJo;li}sjYua
zO*-JtZsGOo6PwlC@Bh6g{BFUuJI{G%UYNsG^FBP7@7q`Aa}($Lm>*(dUhK2?QohT?
zb(IE6o3nRb_<hXHSZ79xz|p-oBz*JK7P$uJKMmg7!I*yQ4&w#8JFBE?W`1hhV0c1d
z)gyt6Tvm18q;E=0l?ht#!B%GNPDLx`Yp+U^qDoht$~)|k^{8?dw`#sn@YIi0eXrML
z1nf|(EDe`D?47Tfb;_<VXw%)<;Zq{Mb%b@fJZQER<-S_4>5&|B<tl?t@AYjQUBXvb
zFQz2_sgT~tvitUe{RRoir|O;@`BgM^`bO7FhdWn3F_4?1xy$}VK;N0m%Dh$SysY=c
zJy!i}zjV83gW-kfwck_==iUy;QS!@~b22!4V~WC4r|iPcR}p`d!WA#fZmwOT`r~KM
zv)3gTGMQH2+p}qLMN;tUJN|YFhML<#`j7j3mErgv9KAs6;WAUH?)eL%MJqB^GUXKe
z7zdYS3vHi%Y%SM=qUF+|vjQ*t`&6sp>;3MYMb6hW$LUI6HAG~!Ph8$@achcnaMi6h
z-ZS6v-Mil(xX$X^`^7%yv)bdHto>5LW9Pi{o~y6xj)0ggd)rFav>d-W@0fMoFYo#d
z-IDjdvZvoU<Xvx7uK(*@|L?cIHV3E+^4${JsP#d4*Q_G%Bh^2beLoq(B6oU{<h5zc
zr|wLUR&9H(n{w`8q2!)8F?(Hu#eDBvYC?mVS6-4-^DKL}`hxMXz~tYZ`K#Dp+}7@N
z{Ct`*Hdrlu!-0UDV-YiwU!{g-l)U=N`uOOq*ROlsqNeAhTo$+e)F;$Y{zRbrPEXO)
zL$1r;$oP5hN&3_;>Axp+@t!>1nSNhX7+zdpc)iu~h?eN{j|oyDCoR$nYNI!N=UQ?w
z`}p~cC(#8t+AB4s9{<~59M<S=&?YD0@V>gV!&U##4liCCmzI6EH{R<_vDIIFUoy;e
zfBa&1<)kM&-W!-*2=`laba_S7gv@Po&$^sY@U?Zj;X7r)1O8=KA9^_K@lyKF>0R;2
z_R8vy(%ljrU%$FlRxR3?@?7c2NdvKCznNseeLZ|~iQ>FdOU)HUJ(amPRXyW<puR53
zNy|W4=J)dp(i_AYth26OHDCz0Qu(#N;)#p?+*8j!CNAD%dBllXGj8dGcSih*zgLRR
z+`oFVpl@ZB!|blw1?%oyTgP&TZ*yJNT*b-iT(+XKEV@<*7`I5I%$Ufm^XQav&Vj1@
zS(dgRw>;nq>}a}XM$+lpN{J^D7c#cDN=Gb~o$&VU(#Gvfm1=QJON>lQtirrq7S2EN
z!li@Hlz;76ZdSA8@HH7#n-5D}dVALOc0hXH)aD5xGv)gJIPkqXyw$03{ql`mHuf2R
zuP$H2scaQ`EXdk)=~LzWH7<AeI7kIwdg`wguHeeP!u|H?h=yIq*WQTD{UzA{^@V#!
zWSqm@?(>d@%U-+eaerQPH?Wy^$*Q?mJ9=xbCceI#c<Pzm?O74ddl$PH$4cJ*#eMDC
zq}A&lxV=8n{mkvP)tq;)G_}3cx2G$|+e=85UTe3LKXi1r$f*U*1=DpJC+w~1csJ+f
zY4$t2Zq7YnV|!$K{WKlt#_i=ApA=p5wY9hsHi`LY%SmPmCJG!~HdprOy@IpPdR*Q}
z3ZJbt(Ulamu6iNtv9kPdPwmnhjla3KK9=`)&R%$K-lbX@k3?JNNZaD4YYT2ErGA^C
z{PD$>ZLwb@FD{FV<M<<fPV0%)mBVIX46C(QZMd2Cg4=lVy=#VRCgzImes^xM@|_n_
zAxR5c#C6uW{9hlhw`JLz481LDe#|=Mdg<nMakh&eW_;6p+{D+OH9u&LI2Vuk{3omB
z+9SKCEL)hz7r)|cVtD`T&fTupZNloFO`o~u&z}9^byL79_U)UW_-f6geac?H_bD1B
zJ{J-HmHWms=h(vyE#5t|&T)3n*IBanZAn6V@0Ak$vgFv{HHI#3wJ$C*yWVK)t+CC$
zd*gHSw|K(GYx@@c-x8(kF~MiAzLe%V(P&S-$!_M`V$VwdKE;?|HN|=A)U8)uXU7D%
zN2|71DDqa@c2AYguI1mDc)j718?T1QV!dr!q)zR~P?TOd>Fc}8Q}|ad;;wwcdq*a4
zg}v*EHGhRw%UAOpp6YbaOY>vQFQv(^Z!{Mi;W3YqIdf#ql-IYL#PxIcm<64wy?k7!
z=X#Ii!@jjImcEhQ&^{|^`lNj?*w(wsS2aIi4D~;@!Nq)emgSu=H-^<*a*HB*52W|9
zr8v3>zAxj?pVqzcu;Pa_OPjJR)^M)tvX_mX9{tOwnXj4u(rAt6_E(&F0?a4RBrwPq
z2j^#G{Z*D{$nC3<e?H~m)Hz$$H@B9Dhf6o-+&aG|^zp^bXLV!pJl0P#v03o-#G^MG
z)HmMx^i@&LRkqy-a=LaNq0_Zh!#;Djb(C5zPSH4aK*^}>!C#gF>GJwn_N?Czxcz3x
z*lT*tYk~2dvrXIw7xUkGo*7paZ)ud`Ge@g-*R6?_nX{%W`>K0LO!~*Kg$=78JU%D4
z**$34h5RE{Ez*mB-}u*e?ZOYQzT*L&&$qrS_l$e9<%DYP=VM&`+a6x#-6}k(G^2j8
zVriB{+0Eu{OL^NH=A@<n4%!{9Ai7mn`u5bi+T%j0!t%<SCoP@iFa2ol{#&lIvg*Vl
zZ=bVq4p=*9zyC7*yDnzSN*}J~)!k_AaY>?olhumG?ajef0iU@NH%<-bIQ{i#;BAT5
ze}2v5eB$$rwfl6n(7p$A9u@G3HqMx4{j~1dk-rmJ*R+27Gtc+B-XzfJ+Tknh_iy6e
zoXens<8<v_m+Olc>rDC8bVQXcbdBK+8;<PQbW@A4NwvG#HgVMM#(KK8$E?`RS$B>F
zv{jW%6Zn>QO!Ho;kJ#G3pJzC7KfY-cq>;uDxQW-JcKzQMZix?d8Ftw2lTnv(SSKAI
zv{K~1<0bbgZw)jjtVrtdDn0RX?c6lUf{j_pw`}K3EScMXhOuPNE|-~?Vhece?lX$T
zL|l6&8|TP(dS8CO?lIYL)t?tmIh7?mWe^LCY+wx)3oM=)zV~)wT<`67pLSo1t1V!h
z+Pkx%>#)uOrj#kW+F7kzcJ3-Xa&)Hc+?DHGlJx&gHuyd7_w(m`OLETaPGFDjySS+O
z&hp@$<@;MaKVSW+<*Hl$J@;uMpSV+G2mb<@H!c2RWlieczc}Y^;63dTad7hY!v_u?
zeC+&~rBzsdUF80c+1q4QOYBW&?Q9f1d#9nTDEKHdyWPLpA6x>y9@B_w6Mp+u>uLu3
zQQsE~+Dl$85WTWT!E8r@vBkU-1`K<??`oda8NPU@kiSzw!yWf;BJUJmGdw=hXr|A%
zg?aNz1q*rqH)WrbXQzoao=)Bq+Oou!mDx=C&G%;q|Lt|tX?=HG_+;<$-`78^b~w;H
zQ~QqJ#DWu18V$YAuFX4jd(WL)hkx%{9bH|K`u!`X)`ew3Vc+~?tIxgP6nC#UV%fZd
zYb}>GT=9wCn#a;IEAGsL3(MX29{Z+IYPK#VzxMT;TNVEfW#`5`KKJ+0<`WNBeSfIH
zWU;sSgw=yJrR;m7xUPNczo0Z<YnJd22Avh$^N;u&dgQb%T$a(Gc)sg{K=9ftZzV%!
zO*`_m=g5yQN(&{X6w9>iu`3gDTA9hX?09EMy|Rdni^3M+8~YeGALZM!#;{-KrS%fu
zDSlt0|3z&mf8NLP$m-i>|0VN#CrwS9;>f>3MD9p;r@Q4m-^t;Z<UR)f6`K++r}_BP
zEmzwfXQ_iT&IvFq`TckH^a?>ky+$qb4HY{Vp7n0eiOajxt-1TxVefl3E3WU<i+kj%
z&Ccj>DQRy8fy1@K;fHGn2xA_uZ3{nK+r)gAl1te6OHACG#ePbNMA@H`x>xtB&+hL1
zayzAq@dkHRuGd|qeXfDgEA;)etkR`(Wxfcdx398D_x^n2(VC=Nb1c5M9PaJOIXm@$
zR>bPqa7X9H(667~l&%+Fqnp+Cz(T06JU-yfv$n-duj1|azTa4TVZH(j^Ge+Zo(jgv
zOddzGKekl$-O&?dXTCm>xjBF3!PgC|C3~ZwhihjMbGSBB(TB`shvyyn#Wn3+{zl&T
zGS(>q{d2EAThQr##_a5zp0vw5f?q{m?(c7GD|``r^|s-YstV(Ukxyss+k4t7%0quf
zzp`A(@!j*}Y(H|woLjbex+0H<L&vHYx+gAjHw(X<vT}#F)Ao=i-o#$9TYk0t;XG3D
zSA6$!FIF#M{QA}S7?-BIa?C@Q9>e^j`<*5}sNd_Y_5XH<{(bRhJ664C3w&3@rt~8r
zL;u$z9ShgcOCPyDURXOvG{a`kCq>UYizKe)z0{JdU_QqcUb!Gs?Xgs$b9llF1+jhB
zSI#bRRZg;MFq`+ge>Kaa_fzy_9-c5a2)5xdDaoGwoW063_{_7}vdkQNu1T)DY;OB4
zU=@4isYW;cc%EbCS7qB7B(Aj<Kfl5fw{zR{@5e5L$jw=Pw(7Jn|I?dq`?xQ=tT?&Y
zc3(=};nRH<_h(-V7LY!CPFT$+;-)9t<0;$h*8cvo;e`11WFg_{YFoqCR9*GH;GDci
z<684Hhbf<VC)e9-R0`QCDbn_wD{j-3)jd<Rj~!fN-sNIz<K&mVO5Dzich;s1KK`t~
zrF#zew`R)3s|YMOyFQe6-|4UGBAdnQU$m}06LU__Sin4Ljre5SWU&>IO$N=!VyF3c
z`t3E`miG7>TcJVa{)n;%KaQ1H*eY&(xN^J6BR$qDN7F4dwmueG*m`qjfZ6@&E#)Gf
z>%?~7l-5bC<CmK^FVQ^X!O_dAugk1&CT^K8TJe9uz0c2IAHSTHKHGJ7pi1<%nT%KD
zcKCTN=n_76!gf=-eW7ge9)+_rvwZ5xKU_X+acs5l)pKEm*$-rOJ|*@?KNM2h6U4W{
zeD`<eO16q)VFwg9t;=uv5>;>@EO><*?>82XZ_k^T#dS{74LmQt{9?4xg!!*ePM+Fm
zDz#qYkhR|LlYXiKU)OOcp0a+jb=9KsfCqs;_sw3a{`O-*eB9bsvd;@D805=8Wvu?-
zuyx*Yy`8Ss>z3s(hJ}j-UU@!`&&oXeYvtNZ_9dnd*B5kFx~7WgUtyblzdz}^zV#aM
zz2CmR7Vm$y#QdL)zKQGJ)Kk}my}v&yO0>TH-pMpm;ClD{`|R(gFIhdWd97F`-=al=
z@6Wxml{_!~jzg5sdisf3EHX#?a@Lul9<Ck!<iOPx>(>|iFIRTTxm9dse*a5OXwd}O
ztDgkU7f)Str_%9SW8~jnHiP^<lCsP*8EwDr&X9ej#&2;l*Q=~?n!<Ix0M0(>;o9pl
z57%B7W?dl2Vsgn_dS=ax_*uPMw*9%3CHHdI{wF^l>~7;-J56KbsdkM`vL~bVUpLTr
zX&eytmvM^6f!>7c0@084r|gX>KWOdqW9erhyQOwdS_&7`ACE5nUM(ser~9o#e6HQQ
ztPs8YH`@IRzDBRuSNXv}|269+^T~-y=fZbBx~SbIAAc;P$T>P)>bkwtmlI0s-&F7$
zxohgIDxD#rW<BM}f~{9Rp1HE7j&ZkCiI{cD71no0<Gb%R_6Nv3>2STgdF^!%vtz|^
zOBY89{nM4@T_3&ox176W-0R2)zwUWT`e)0U3lBGMR~L2*J9pvYnHz1)E53UaT~NPt
z^xzqTAh}FVk5KD1SDL0z54D+4!dcK}^P1_i)Es`*?9|%O+S|EzudF+nV{!eRgD>x?
zos|NWu8A)~Ck0>M%KNnT_v&XFk~h9Rt&pA~YW-^IzTI5v+N(9EFInRjKd1J-@O?*~
z>$@JmOYmG@RL!9I>p{%L?b3};-U<5p%-%R-!WwhA#y)YAiy9#ZJ*|?>Cw>1n+i|;|
z-Gg~=)+|`ZX(PW}mM!DgRJByeCCp}_t6#f6y8L2k&9kGrD(|f`OIL_!pD5(kHa<IV
z!S?L5nMup?XKh<qzG%_5CDXq|r382OMpaA?GFjYt!=QI(Q_>2D_bEM9lixT7&EA*!
zYthRqJhn^sF4vB@cKdaSd;9Obw}QV!RsFms=N>CO_fEIf&*!^3d2{qS)wJWgxzBpv
zbAK>#_tdvy+fV&@R+nGPsj}qu6Zfczu^lhc4?gfU*57=<;XUJn&r7Z++)v<(jdwf5
z$G%yNv1{$jGrAf(woiTVz&pHzn`uj5n#)S1rO^sgiY`6TR5`UO{DM?jU+2=>+BX(_
z=e%~k@+Zq?lfN;&PQO@|N@wIQIymoBMDC<-*Eh{=T9WHT(&^fn`o{mZU^!ho{4nzA
z+Pue0woi+>5&k%O&xNBqrB%&xc<+i<ewgv^`<X*Azwb_u|7&LV@2UO1Bl9Xtg#208
zaI1F|YV*fsZ1?<KzyHtPKhN*)Z*i|sC~4%`^8tB_QRDuUdn>I3Y(4l>I%|J7Jx=TY
z9RL5r?c>~^e%DXD#<I<=XNmh`=6yfHgZST`74x2VXUbE#GCL*19dB80OH^Fz=~wKi
zK5Vhjr?czz<iuG{oa%oqMCJAg^So!`TlVrpm;H{K4fVy>9vALOomqBpc3jbs7>S=O
zX6KX+KUhDBZ?#jxrM7iyx3eO%ZbhkFS}(^?y=2Az?(KqKvug!5er7wh&~gp`zqZ0S
znWZa!D@1Z<9-qqdZo`_pru`3|$Q^y><|1RUWkKbp-G^J27H_P+$8aW5YrD8GC*KmD
z*gtGBQj-^*J0YN=Yu<9lu42i?eUA><@85B#V!qdzYYDAWb>^*@RCjeXCvRnu>Kn0)
zY-y#Jb5~WCdv93DHX)fYUWv0;{H=VR>6;%%&REx&N3)7N$_=q+>YZ)s{J1lHi<CKI
z0c)>xP($&n+NFn#Y_2)^F8bdjxW}TzOD@n#rT;?Y+q47g8LfEl2EDP`a`f-3U-KmT
zysMcc%_~JNvz)uJ?)%NRnwiQirFs6b=2Og$?hoSrxZ=f6{TFT03-dhcukk`r(5}Rp
z(i{^X$#x!j{_5KL8<SX<BxZR8OMQB5bpGh0S&t7qn0ad^&)mcP-g~_FE?#M&kaV$J
zuAxUXdd1e{H)+l+lO_iBYHV_{%bCsI_v`j~^}3`>N6+2gv0QxnVIF_q11HNX-p`uI
z*paMxar>kP2L$h2mOZ@X__w=B$3LI`*~I=QOWLh<$wMyXq@Wn>2UVRSA8gNGe&EvY
zX47|B*}=+g_hrp>H{ShPTHd6&{TzGy+S%_U8SXb2hb>>3?&Cjw508V{zU;zNj}HDn
zUbX38?V2<3|35qp-``m=(>tD1r(eGAyXvGH@kZP^OB#8_FDl#D{QeZ4^!neg_44+A
zUQgfu`=RyxG`n+;>~!YJKPsKl^>*5a9}nlt9eA!@@k?U;+sU7vPX6>z*rwj;x%vDD
zkB^te{F$-+n)0z12D<C>@1Ju1FMoLBKi$J0WoJo-`)|#b`BygiPfE*v=S@B_y@i+0
z*l+4C-M7{L=tft)BFP;hZ$G@rue*8S)U6g~;kc-zKdH{$Qx+(7Y42wI^|k)iNBOe_
z(l6ehuWNaiDtTI7vv2<K6+Pnr^vt%#A6qu3AolK`3WNQhHS=Rn%lm(vFDdnbYv!_^
zrJLiGyB9m{`M7+2)#NUdb5_T%wXcz{7J8xLTqF41vU}kU_mBVA<VPK{+)(sy5s!nN
zLf(^{=lt1e-#V)AzFxgVA#>4{uE)aqli%9vCX43vxNSPopRwU=I@^8adkgACADj@6
zd$i(ZP4G|gH|1SsesA5k>?r%a<gtn8sr%`t>n}a|@iJaa`{%r1pZiZwpHKL>y#9y3
zRE|?%p^E6UTi+vdZZQ}Jlq`K7e_^WpanVBMnC9}^6@TKSJ}j1GUiwklsnFz5aqj7h
z=QLyHnUx6b5qO`;oc%$g?=L@xpT|C%+yzO0KQ6leG=QO5_|lx$6CXdY-@BNXXMV`@
z3})uc_Zh<7s?$ziWb3+S_B=zldHLG^2I0~5G5fYTovXFJGH3O3?XtXwnU6op`^V2&
z{nF~~o}lCN9`CcVlk@+c^z&oa-3K!NZ}u*-x*_rGZEpH5^L-Y6JI-vhsZ;JrHVm$P
zaJTJL%k`W2<<bT=M_&ESZ7|;V<Mz(7s=3?u^NQrpHhrJZ+#)}Fy(5Fg1o6V3w;LYH
zy1&mCPAQ3JkE@$?c<ui$a^E#yr(_A2UV8qjylB_#sv|#3UUuw#|7WH`yMMZpY}-4@
z=aKcxp2;mSZa$x|Zs)(xiwf(n2|-a*)FV?p^}FZn48%X}P%c*7{(a%j1DAg?UwkG!
zi(B%iwb<<Y6L(G!ZpzI4bt2}$WB%IEnd@%I)WsjPWYDuJ*Vy%9&gwg?&;6`p3*LQs
z;qshGKc`^-&%P=DIj$eN#wJ<##JyU4q40!>CEddF!j!e6+b?|0In)07M?^WpyZLrb
z?gxs?g1<CB$okH_E&5e^+4q-|+WsFDkj?w|^D@_Qmoq6FewF+ccfaNL<(+`<eglQ#
zL*@Tld2K)Lb~dRq`e69~5TA)&M`g{8#`*KP1?8Xbzry(W#7rhh{j1B^^=C0<W=dU4
zwE1gb-r}@(ueQnrZIK&NE4}|S%D)%sTHms0aqwwxLB_bQjOrM{+|BwzhrI<E{RI1*
z+*T>`ZB#z{TI~C;Wy|HAVkhnVo2e3}X#7_7STp<eQ@<-XKlMzG@PGg8*R10CW{W<V
zZeLi|xmD?XMEe$o&hYiKnA{73bk^=&#kHjBYUIR}@A221-q>VJ@p*PaR`u}YqPgrb
z@k-W`+}wI8x2N9KT2W)C_OdoNu=?z5h24MNo;m#UrhMJsoARgp-+kfZeU^1=!Lv5z
zH|rf0R92U!?A+VdP|zGX`>OlTy3dBQ?d0$OC=}Iad?J7J`ahwMf2VlM|9N;>|C#@@
z*JtiOe!cvViT&h#{;7MT{$z>mQ82Tg&0^nGzx&~T-9Nt#v*xV-HYNNj56A7T?)8tK
zt+?*QbhkCDX1fqWm1fBOwJZ(qoDOZj?$i*ouzxzYV3~+jl+1y(FM9oI)}9t!S$oHo
zVUNf~wd2?Gek$$UBXV;6>q&*``-(1zYJOh2lOe8a%k*cr5`HQ@1#^~6e>N-Thtk8P
zI~nT!NJW<PwuFCgk5~4dQ~xA8Me}2QL9fl$r(3Tx{m-gf^2_ZtuX{w?s>8l_Os{|G
zleS-a`R(pqf9kJGy|ntm{`B>V|JK(%u79vs`JZ(|ZEL6G`ZXuS?d?RD*L{0s#DDhJ
z*-ihQ(sqXZbDTN#*?Cd3+h_9*q#pfY^6A6k9UEs)oL1U@n>qWB1M`!{wZ7M1E;Xup
z#i6y2hpSJ@Z{DK+tTDGFxpr4>yxz1rY~Sgn=hN;jpS4b(?ZF+l%I!OUPrecLUn7hw
zCL;OGZ);(rnCR*5|LkVl%`g7CeDmV}ff^MXo$J0G`f0poroZHjIxFVq@~v(8g|nB|
z&Rm-OVBu+go<llIW(EJP?w#`NVZrV4>sRL6y^Z<(PhxB2>FAsPeyQKSJb%^N`+rKz
z-j@B@?jfwS>c6~Wc4;_{-Qb{Y+~D2dhNkA`#$ZKYuDOMYf`I~<2|3y!1blX1Kw^3-
z=)97E#G=%^5(P6$=(c=Lec#lS%tR;f`EsCh4=l|L6iiJF6k<WDgYrufOQ1)=1*I0}
zmlh?b7At_w<<xhrC~*%4%R>Y>_1z5=%)v+5f=)q!9@+~&sTRgJQh=N#1LlKHpu%=&
zFZe)MunNebz2IXIVSFP6$hl=OzOjNi_#7b^-$cRO9CY{wm=Cpq@<V&Ud+ebnslX5U
zuz(-_0rtPXldpolUw%<;Vh$+ik`omSA-n7m8bA(1iWyW5R6DfS!U8n`5N!<!hxS^4
zju=7qN@6kbhxS^6(peBBg}LS>=ci=mr7P%rrljVTWR_IwdVqote#i$X`5J&kLh?iN
zGL!RDQWeY*i5DcR06x+XEv&(I5aqzZa=?it=o|-7vek$C-PzLxbd(Utli(wXKn$2~
zIrYO8q7@7jq7_Eip}pX6LW)_~5i29?&|YvJKnex|$9`CX>I-NIhB)?P^w3_i5A6j9
zC^-C45AC%?tA3q5T|)BRJzabg3lL=-s62DdNGt-?Oz`?N-9W+I5_E(as1V@PPd8LB
zw**x&Fs_M$xh1Fuf$>ch%q>AhJ(O>xU~UO2m7!c`1q%akIm^q%39bkA;YBUDy5iJ#
z$xKU2ElSM;Rq3FTL_gg?0c5Lwx{(5e4dUa&&IHsMnt%*61()=k`jFBK<_fs8+%k)b
zOF)4EIdK+L;K7c&HCHe+0Ud9vplfCZF$G-IgU-x?oR6kpVE}K(fHe9hmK0@zPRcdV
zGXTpNDCi=X;3kbvBGfh`aCHYSYeB999}0)4XDkfhMKVYhspQQ}Daj~Sh*mJOG*B=y
zFi<cBpB4xTZe(m`2ucgcBBrKh3LqSdUR!~p9h{iJaifnvGg}y7&CI@i-h9l49M0b@
zS;ZwZ1?qPChn`j1`+u9m>@C_luWv@AxAU1j3~~)nQK(4xToUhV_<ohNgV+D?%6D#7
z4`xaHdBGySs@>MYCrCHbeOG?NNv*AZcDuEXod^|MzvR49(t?`g9Zx^(Y^<8N@oV-8
zt1W-jg-TUhi&!HSnv4H3P7*ufYkbS?)L$0<312qvWvqT-vlZMZg%viiRuIJTV80rg
zAfICdPU~QCNErB}=B1ZpC|DSP0uim`!eKH<CD;T5umUg>l4rn7h`EHq78Dg|)>X{W
zo!~u*MUlhh`<y23kd{9z=YwTsH?P?Ff1B{yUOT}cV`Vjdv*+389t5Np{^Q8>6MI@;
zbh$0y>FRs2*B;C^)5@C1usI=`ZAPcJbhp0zA^yw-uL8m(8CHvLy0G0)B|=sy@#HNf
zUV)Dm8CMmKu50z2^Wo16yAGQt^M2U-+*o7w$bHE}wN4w0r(eFmyU908hxwmE{-%hq
z=tE8Ys>eiL+N8+#E3td?X#6reVODS<;B#A9&|?Od61gci9~^6X>3yoosB97c$&8zg
z*OxA?TfF~e|GqEGJ5Kv@fkO#1f<Pev4lpA_Gq4gc2U6I8nZyMowCn;EJ}^5f=7jca
z<UC*?!2El@6SqXp-mfVO1cGk--d?HR8~pOZLC;36vMCds-zl6+TVwk^Q}0<{d3S}%
zsoVU@R}He3`>#LIwz~LsD*wGRq6fhagPDs+Tp&xqZZtOqtAMb<1tXYAoYSGjEUMFO
z`>a9vi?!PCAnSxP=QljRso}M8XT9`>rzYPx<e25Um^CLX)2=e&+9%<%dd1foM;&f`
z_nCbuft_9xZy%6WseR0Bwd8h_Rx<yJXVdO1P*v|d$9Y@+{4{nu2jObj*@@y7+Q;7I
z`q^eITK&3kZT#WiMK2q*`Sn7r?|)zp^ViY<`v=p<Ah&|OW@wC*>>-6eSe!U7Lu(RL
zFZ=fH=4~+Gary1@kX1=l{QnJhMXnqBj~Xhhcz3eA>e{(0C#I}ArNGLu<y(^2_00^M
zZH=<cIc3%cx+<NXw02P{pZTg}#|0Mtk6rklH#ZzV@YM9*2e~7+`<E5zNAF~~a#)@X
zho3->0lVE2>A+Y>Sq~P5cnNW!y14<k=!P8MX#%QULA3$o2+m+|uQfO^uQ;G6UzfmH
zoJJ6X5XC*Bt^t`E0X@Lo#L^741cy`=NNyuk%0O#s)ZmT{@XkA|AabX;YrBuQ-~$zF
z?v;h2C%fxHwzD7j@J8usgF)PnZ>(>Y1&J?^JbUK%#bvcwYdan8HwDYON%UN0OyADZ
zdf{<~&O_0R#gERNTCet!)AwQCTxGwtvN9{P8Gg;XV%a9j*MIBl4~G}o7bJRQAAY!5
z(pld9{l3M*-UA&13kp4^&RbePQJ6`0WAf_Bd5@}mX4)S={z`Dwp`T{GMN;YdqHLM&
zDyGRyuWtJaZ22|6?3U2q1^ZGw{N~N+3H4El5v_S9X)e8Qn$+&u|I@yk{h8zQCuq*}
z%kS=Nxnm*!eBZ<<Cy&!pxTooU`g82j-xK$K&N=m-ooQ>mK8{oX3L|ik8kr)eY(r3u
z3KoYZ15#R87KX3}1E+qviHU)Ng(0kx2gL;^k*y?rt)h`82MR?{(~681o|&bBk%F0_
z5vYM@2yP}~H1G_eZ5>Xq3@HsfGYe3b#oNFGH_$*0W@zISRBC`Ug(ElcK*??3v8j;-
zD1bnT6kgkb(=t*{AW-NSf+}{5rp*v(Hi8`w_A5%W5t4nu;*ipSP#Az32pC}yde)n(
z!GMS5Lam>nxW<y)I@^9Fy)XZwgISMWwQ-tpQ7qwx!^S)TbCWew=X|c3v?E2Xd|H(I
zrq%y4Vki6lQQfY>zKX4j&n;#5uH=Q9oV)iwI=<X6-Tv&uxn{c<ZatLyjlF;~1i1z5
zbW5ar87#ml9xM#;(O|0Pz!?U~ZG=J_)HuNi?br!t^A0Nrw7j=DDtFnL#jn_9+A5cc
zH81*KePc9O6T76!F}vo&ZSfUTy=)sy&eRxm?<u+7SHtx4*uifz623f<n7(0?t3<&k
zm07|T`Ipzd%1ak+JyWn>m-BhwF@-H`6W-s970NHDC`vrQt{8t)v3k~n50x)Bzq>B6
zztGKVfy?ct!-n_2<UH!0DVTD!Z|>=R{<jT{>pS~(mFBF<tGj*UK|$v+CFxlK8B3!s
zY>(ESaK}Dhz3pP1q}Z>TbDm4(X3x6o&mF3^`}#)h;=G{a>qSpJp7-IOv*8h^sb87D
zKg<1sBd$Rq0S-7LBNMO^Fvr5s0&TDsK9EZIq-YC6Pz_1JK&piis9eJ+|4_>qkR4#R
zLQ*5{TS5lOK&piitcE9bAQk-*4nxrBs*y41aA-r&InhRjMhdYChGq)J=HPRrjX|g0
zn^~BG&XEQkDQyNWk3m6-cA~VYsigw)-5tippws{w2rvTQum`=r!^jXkH~<ni#kjl!
zENTdv{s5I4reLSUqBTOnK1Yfx*wCnj8RU3-q>^Nao<0ppu}EGdPyiW08+V{24eL5p
z%!!?NHtR6x8jm_I+3n6J%Qrc3lt{M9d^@<w)*(xKZen52W4TY?ikGZwmX!HC`O9<>
z&8*$a&t>pmoIN|WU(PLe%Hh;~7M%r$Hk&DVI%d9H?-Fmx8|LD8XMOkamBx>CUP&ob
z@!vbTTl5`Ymfgd>9dUD=mY<b;XLsAKpnl^wX>}91q>CmC3V3GDWB+aB!y$OGY%W*b
z+v~9x{<zkx5mQw4+aYbK9rH%vBJZ=FMSX`e7udC3<}i6Re}B@|%qj8Bi(lxt950kI
zcVS=F_433Op{1&U^8{1ZXh%#B^|1`RC=^=#>Os`%A8Tu}O&*GP`uQK5S+uOi-+$(Y
zj}v?6Y_CaBE)Or5HfgpFm)WQKke6GT*X`_0j=r6H?bD+e3FEiZp6&JxlisuT{<*T?
z-0$qgT63$x#T6{{;EfM((1K&a*Z`@oZ2`Wu6D*EiU|`-i1?pX)o_=p(1RBJls7!;l
za$wC-NSh9n01!?G*+HZe2TiF4%J$%*8s4HMW_rld4EL>N7Dga5k-`C5URaFGTgxoK
z_sJp!2cfbBREP&bieOmosF)Kw>26lDgFx&1+OEAm`c3;+^L9+gV2b<FzO0tvao@^-
z@W`{R`S(lvd>1qwIzI2FWwDI8es|FJ$p!a)<L74z`L3S2aO3`&vyQZ`TU++WVa2w2
zVUP0fhBiOG_2{#W-<7GmUd}ZUJ@j|O^2aG@8*i@u=j7k_J56L}Sp3mv+V;_Q_uC$}
zTV0y`VUCV)msIs-Z__<tvYgXTZ(F+Q`CF6x+_TOfE%{ZL(&Y1A#a*-rF`elZf6~+T
zcZ!njP4!}r)%DN+@uf~*_HP}}X=m;4d-hH@^jxOEFxSCy^84n#1<b)ec(fd<mmOdh
zUC^QV$<aE1=ai%MG67ko5{`#HhazV*C<)|E+@WgI#OEWp%e$nX=|ZQc(@Y0R=b0ih
zS7&+tnSMbzu;<mm><xZBD{CY;uRl!kcwox)Fk!CzQ^P5Oi>A&nbUP&U(pzJ4!d6!0
z)8}KRz1yex^{m8hl|3`}$exbdGV9%G>o13cw(i+KeaE4tI7%f@q=4hl*bHe^goP2#
zb{2A}qzk#C1=p2|7Dk}P5G93^F{pJA1nOcUhL|8J2vInJ>;U@!U-^mR(!o+j!LL^)
zt>uO9W<?9InMlDwr7{XU`2(sNU~^4|M#g%k#-@g*W(vAS=Ei!KMyBQ#3Kj;?OBodm
z4GawQOe{bN2{hON9*uxp{9|qbuW>*ILPi~NrYcAZa|B<ps0+F@hEqQne95Abp{1U=
zk(nv@Qb<JV09BEY$u6{X0!~Uu0Yjj)GRDyox}DWxAkg;yvq<sIy%9ER^Tb^u?&wuq
zWQJeFQStD$x!;;rHlZIgex|GaXGtwx4ZetD;`NM$lf5M79J^W2B38W;d=W>Ui@v<n
zStj*$(@#DMSechn$tSR9_luOXOzo>BqH7YsH=4bA_#yII-|NWN`7)pz%>o+^oC~eW
z`{He^z@lOucIfER*gn6{(?4#^XqjR0>GFrb2TP>;mIc~wvME{K@aLW1!GO;CkM8TU
ztp8n=IOP{pCJ}eINkh3yc#(yQSDwrA85(=5t%Ot6{l)!fF28iSRpYDadCs$&OZ)1c
z-#G549DlF;<h*S;^6~bYr1tGTlAb)raf@hC+E*8?JL1dT_pZA3n>o0ve;4+$1ssIn
z5I3?g1S<h^EQ~=zRA450js^GOU_;KJm_%#r7=s!j6qP6Nq=!f`=;;Jx2VvI@nlc2`
zCIOd_B(-xO7ny-dS3^r<g;)h+GtkNy@KCXtxq+Ukf;rlyW(Eqzh9(NJ3MQZ%ejuyT
z%)ku*kQt`nd3ex$Xt4?yx0x9zm>Qetfdbyt5Oh&mtb#dcDqg|J+z@mXW3+;Wi4p9!
zGBeP{VWwuLVC5zTAfAb_xdQrqW?(ywjls94p?B)Qchn=rAG83(b~odYyw%LY7!;I9
z9wbzdfogax&92i~hYbW=zyIUXz3lqocHRMrrrQnTwE^bx4?G@+1e|sX6Z`l3)UG@(
zQI7%><MK2UuG!yKhF;qA;jYgf<<o2{TNYOClJtAy6uz>_BGIX6_eA@jH(o209K353
zEfsC*;}~ivR%h`#=j@>}cf;5hiX8WQ6qK({eS6OL`HtP0e|?oTPcK@qZsvl6ntQ+e
z+A81KYL|1LD}8#|&D}HX`_H=yd)pje(dOTjcDLAQ@2;Q#*SxE1tagU7FF9ggJxB44
z(TDZ-D!yOY=^iL_Ra<rDave5V2i6sgvNlT%Ur4e{mC?%NJmnB@a^WOJ=SCjCTftma
zEKe6GuV7KEZhT|8!sdtC_Pk5?@4d^P=wRn)dvn^;ma2fFiw*|IRkL&_`-*$LwqEyn
zAAjflp2E)`=O5xvlkE&C`EOozDf`N<dIsk|D<Z*#8LSPPnwJ8O4GZun1(<1UgggOb
zjI%8TF7J>o55rdEftojz6nQ3~%mOYTa2I(XJHQUdS|B4iaIlnmCX|g?A>VEWDX$F7
z6+oj-ps+Fpcd0?Q#e&9=VinBI6f6uOH^v%)E<yvZNddJEKzGF&D1dH?1t|m#F@bK2
z1zj`?8uvmkm%vU&3S>Ox(oh|20w*;jFA^x3OhAE%Su#z$4Z3d;)Wq8NMo){c^^zCI
z%H&l?j`B&pW_C#0<)Q4Nxc9-^=|?&|yG53~-~RWuMc~~%CSFk;c4v-6gKv#JclmHZ
zi`@I5jVi2)J7YC#e%{Cw+xe($rfy%alv>y{hKtL)&t22mu)AaBadol1(v5Dbtl#97
zzTQ!r@wZu7i`#IumVkxD^6P&4OO>5OPJQbwD9oI`clFQHKcY;Wq%0O@{!l5nChLBA
zrS&GGGWcz0ALp$4)mUGCEM5J)o^>Dp@>9WOTqS2Z*SVA~u;C9`;$nKyvLy1a+4tNT
zD%_bTXYNvY;+^Eyc06>?1dn~kn|3W}{KVWDF2pUga>0pfoGX_9PyKIl+wSLKiS4I8
z)FrmpRR=x%cBJakzEk((t6$E5tTVwVfxsaOjsPRjj61w!GC^x`5sDa469^+>-qzk;
zx5PT{Uah@rEPFxkIrak_4`!bEVRe%26T{pajsdv`&i!V7=pLjLy7k}P?5~M?)bGtq
z*!?>CmuBZ8jY*4^RG*ss|Gw^p|Nq{-tGgzYH-CT4uj~Flyg3!`1g(1bE&u=P%m07)
zZ?9Lhxu3l1&)mP=b{*z_-tYhW*!SPZ{QrMm^8c5}`~RnYrk{`UovI|G|6gA2zx4m#
zS7AY4!!y<Irv4LoU-)cNUgo{*oW)x<AB%}THTSjGcTd%{7uzqrE1cr<-^=iO_4}O*
zRKE)x<Bi>Qw^L#33zjvh^?#mTmjBmu?C$3!eQh<rpUz()e@5u1{r;MtU%t1r|F8M|
z^nXp)!+F6ore-bN|L45)-=#eNym#|w`RC;RU-(M>qa4RP%UkMG|6h8)wb#VGj$QZX
zqC4(N=dNu0FJSav@xHg`%$<wnm#o%W7PP2vw(hg_!LP*Sr`XqR5f2YlS!nWZ^Ovxy
zKUPaWP47My_xaDNt=H%5TJ^X~@$3GK?8iFA%YJ;Vo8Db_y-byTdi{<!N3V)M_0Kn7
zHD$Gy9_z!VOR2N7p4k8SDIUtaa(aos?cGOf8h5x$wQh0R_uQs<_fiL*tkP-DvOO1_
z&#c<>BK^JY`KsGXg4TSNdmT_Z!RqY48+qUFEPK(+Y}hJLyyLpea~bnVN*d;uvNP|j
zWWI8_)pp*7Be#_IKPYyp71OZ4<oo44OK9+^kdk}eYZQI@>z<iin9_dg)6$)(osbL9
zYyz^}ubw}zXJhyGy?>A-r<&-Jg^T=`CT|QbetszF)sg__PW^D(<OycdUcud8bOTnM
ze8|}Ig!Re8LaE&%l4VnQlj;K|L`^*<bGY$RtHlcTyVK8xeCG)=OYXbaz^r5P#bxTX
zi8m`H92yclVwG=LNMxp-%n+M4V+qff1n29!gl-gMFR)&+NvJjJx*_`v@9C4cr|50D
zcY(E8zPiB8%7f+A5s_WG=1j92j$9VJxFJ$Dc2ag@W|eTv%w7}bH1=$@a;5ouVjrZ-
zeX%p*__0agwqDMXsn`GZ&6t$hzvH;^_Wi}%7xmQF9@W;haxZMq<(a1QD*0@-49^n2
zU5ybIz5DqtJU(#V^AL}Z)<vINXE*aM(%<rGyI_*aZ?;8}B|$km0+uHwHGaF1(5be`
z<lyN8SDG(rdcIN;JQ-Bf91<?GK2@G){}eWfMN?c;J%532JnPU(ldX_3__(6=>)vZF
z30l%u!X!D49l5@#-+$fyzLw-gq2I*P9k&a8=X`cBQP*?JK8{484=)l|=09nOJZPc&
zVykg8=*Ba*WX?<x*WG*@UmRNz8(DGd^6!r=(^+0l6qMCn@#yTzSN7$fd01XLeFoil
zrajvObmN&^(5y4JW}nzR^_i~K$<Jlx%?@f8Z8~P&y6*C!;Mu%0o7GKBFHU^%+i(Me
zj!)Ibg{Dfv%9}2-FW!2=M)Tk2s(gu>_-@D5woXM04}W1;yu?jvir<3zXDTc~*_NBt
z7FotvHE%tCY*q(L<Bcg(b=DT|HTWI1W(o7ooR?eOHdytDx#yUxr!sUJ2exS^s}^qP
z6Pr3u@{-eHiG^;D9yu-+d?<D|xO-{n+ag`hYY%vgIgXurWz_APS{ud}W--&I!m*-f
z?}0OgXBci}&x~4F#C)mGGyL~Sz6Z7w?Wfq<R~-A|vFg>gV_Uoz*;xfHSr={=YBcNY
zv%bTI{nZnc{@zOp{=9gTknW;sQ7O0Dy0VmJhh_e_6ye1ecf6x?&58S-In&G7Y`V6s
zyRK(E<-&@!3R7lkX|x!r^>g(aPP($`Bm3jc;cKCHp6$H<l2g{I)sX3cw5HNCx&AvB
zE;X_@Uyw`9WuCR0%cG-OH~ww1sMBKoY>9<4m#yzfx+tnR>BBl#Uv~X3Cso1~KiO;(
zIoEZyLgvNAn!_hc5+d4@IO3U7Lc%+HCn;X~EGN^-bd$N*EH71j=fcFkKpt)rTk$K&
z3ry@UOZ^X-cE*iE_|}xqkB+_5xaqdACE>68?}chsZy5448y9NdxSG@RA$8G~(#As!
zvrID@5Ar|cjx-8=Fh@Crt8wAy78Qd@3C_9<Iig?Z@n%opz7{MRZ0ITMr24wY(gSko
z+4+-?E-5a&Idg$kb?9lnweG4HqYou$y=<D|zgqHggXBZroEhDoU1D*Gli2w$UwY87
z)n;{ogDi*CJLN03Vcell1$PKHT3uWzeDr42l3=En3%qpK-P2Pxc+#=Y@#)I4zJ(W_
zbo(@_v96zT$GTnqm57C*d52by>2sr*Tr=<QG++OvA#BpNKWn(0pY5FZYceO(oIMS#
z!v0!<DpN#)L_+6gSbXki3i`f!OLI(O)Wj)e*{a|4y7u<iEj4NMjdHr<vRdS9%B44U
z%XVaN^ldfMP5f%G{*>cwM>fY*o2u?FDdwCj>`=kUuJMv<J?gDzmS#_i%r4sYtIw(N
z{|dhK?C3IU%c{)=R<9BS4MS8`omu!PVX5>>3qcM4n~PV=IyrxwT+g>nuPp3`X0BTa
zi)v5gg6lU8{4ai7FT7S!*w=1xqzBW%lAayRw*SrE$h<k;XszD9N-H4t**5$0R@c}f
zf+FTl;7ZJ&-uqUgETiZ}bD$EFZg#<un&o;Iom_NgdWueB&fd24%)#QLyggbQ8H6S8
z-Op=CbkF8>+ifIy^G>LL<B_;!$5y@OoKp7jM72f1%`)Ltj3MFq8*TP|$j&%?Na9hN
z(j_Lfn#38gb6$RAe_UKt%U6CkVjBPE;{lhp7krr_-cjpn#-JqacqwBM=-RUmv0F>7
zP2PI=!s453r!A)cWBF{5X!q{bjTc1=@^828<z!#=xl{5|OJ$K?lvzfNkl4N%N1O$A
z>Kw6*n=H1bNi*wY0*AD3Wrj)A#~DSIj(stj$})GZ7BgP7VwHZitAP1Lg~#E>OLv@H
zb}$~kqbH?ov~kH!x2Bjw_fnSb6n~at6|lkR{WMANwP)u(%;4#FSjD@J?}C?^%KG%h
zS7%N!vJ9R&z1uTt`RPf{6^n!(@%sM?Ul(MxvTKI&q>CYv%Ej)vzH!;56Ebcoe7Iod
z_ib{??gJS!<<c8f_2a|7Up)HUD)8-mukUTlZ>kC>RD$k3t5~bLZ1dFlC-!Jpu1M2%
z&C#D!_3EJ6#KU2gt9J3$b>vCegq{1LV9;|$Ayja=7NfKO#_ts`viBU86`Fb^?p>mw
z+WwwM@r*NS+>H}F1gwq;E0ycWxa?S=X_kDq#Qa3#Db<tGy#ZOb9$3uQ(Rg!JD`Ihz
z?bfxYn5?rMxNloTSgPsB1a64FD!~D|_>3n{O!%sR9B+kc;OXqTiPj|v$B*1!!DIbQ
zU9j~2VX>8a+)O17T})nH75`#_fP69d;xpd0&iBJzST~)joE0q{y5oDGYUV@!gTe1M
zu4?x+llizn$>l=ZuSdG2M-xg+P1!T0HrcK0=y)18`PWZQ!O8~Hr0*_k9A{mP4J<su
zpMBw>nkRq1@&ikk16q%qUpW-)5Z}DYt<P~|gN{IpV0)etPgq&^zU5h;56)5$5v!AU
z+2bB&X>h4H?fH@kXU+#M^7|<!C6n%C81m5ISZ7&d_2wFm^d-W6R%`r^-tH+l#mUPN
zvYvy}^MHWK<n{&4L06CIT)BU7SBq3;z@Y`FxZRg7(dqR}sy&queET%3l&s(8IQ2(|
zAK&2eR9eWoFH!jYbT>DLq`>7*70lS17JrO;7%K02vgOdMV+*&hsGHpTZ-;qYwO?f8
z!AP<5HhUgbPPlPv=}PT4>7Ng@^X6Xru|aX+#<GuY-@ZTCD^<N(syXIH!D9a+=K|^2
zC!9r>6K5<^iz+Eku}GPx_dMoa(PYn!7iK*XZ`JQvHtXuom~N+IV!uNKZ_8;eT+{k#
zviqwKi!UBHDW<3Ga`y&@(v|~;mkr9*!#5eudc5dh@3maHsD}288_qWx-6QL6%BO}K
zI?q|;C-GykDyNh{*xi3CTKG8ib&m^fx4*TtL^H+v$<uzedzw#TW4}(H%N7)qy#Mz6
zPan!EFYsw}yzMW#KJB?m&KVBIwM>T&25GHWmwzDW+cTR~cB}ML4=zjEet2s%NrvU-
zi_h;;-4;yeI<B5>vVHIWr{3GGMSk|Er}kT=U->Y(l5d-y(x2c|et(IJ58}_fob&U}
z$)LdgtdHxxPi%Q}{zT%`zn1>sn;Grq2Dbl}-R}3Ren)NU%>3NE_aW0VKS>?fmc07x
zK^11>l|Qp*ta;X3Vzp8AYPHz<PBnY+ga^j%(}NUNXnpx0@P4{(@P`I=_LC|r9NCms
z3g2t(*1j}x*OWU7tGYn#pUK_9tEZf^dBG?u94~AT#bIR@#@S=(8Wq2Sar0NLkdvM(
z8*^HjJ|#J@R9v|srLbmOU*(yA=cgXeGXAvn&~dv3&AHiqul)BKug($fx4ybDy!H*V
z(Q@mS_cz#|2);aGv43($;N!}N-(`5e+-~4yJlr9fK6{?Q&S$q`?6-NmuF&P(aExPN
zar6@Q712xDQd>S9@o8FI-g$G``^L4t@li`pRvuFMa8_~m%H_q!w|}|b#NSrEs^hnz
zOhu-`hPJk|Qq!iK{HEGCVZ|kvAT~qymu^9ulpIX51ij-O&u}R+3r;)uPp+BMZ_-C+
z!&P4dMA>hD5R9;xn%2MR>&pqkZ~rN(98>?kxA02nV+VazKDT8qL6H|O)(C&LE!wa;
z>-41jE7Nu_4pv+0zCWr;m$$%#seApI#`Z7yH&ospn6@O+*YDE3S=I_t*H#^{3RhB!
zmq?FIQrLC-=&vwt_sR(iZ*RV@_Ww+=QG&YX9MOt&0}rj={mVY3@+FjJO!MB-CRlCd
z8Rn_&?JfH$_DF|Z)_;Mh%-l&|Tfdha*;4i+Q<~|%<L?gN59dO>+8)KFg}n|+cKUR2
z^3>3cqO+gX7;Vxji+#N&d3Iz$OvAC0omoj~8$nl}d8ICz6}d$sOf`0c_6o?=XCC0I
z&y1!`UX+w0W7qnyec^+Ld#5cfO!PP=vi=9?>azgI)n{L>Zdq@(-Zq!r%KBh0_f1a4
z4VfP*4!O7Wsyx1w0=@d|x^7~6`b5yxXZ}kwL06ys*7?X=vemhC{{!{kGC8p-^H;vR
zQ0w~WD91Us)=3V3Dy{DM-h6%EEbFSz#yWwr1<&uc&98X=u~CzErfSKaqGq-7_RrVn
zRk&LveLOr}?X1aZ$7>45O<DP;<>r)kPteQkyY+M1<~XzSQX!tVPO7eY@xcD*+02Z6
zslTNQ*{$YD_B6=l9EzOwEo9D~s~3;DxV|-f=VS0i|K2>&r3)g&U!LCQrGD>X8Y`FV
zT&etg>3<d<Hcb{3x8quW|4EwSD+eAnsaFkZ$Bs$+HVH}kraVyG5?OJvZxcU{jH1@E
zyBW}{&k8-Zd^nfb*dxO7hF$y8q3Fh4+|e79q~}#M|5L2!NuJ{(u<Xi&_N(p*5+1v2
zvt-t4T+!{@uwz||wfl}!@5~OVIh;Jy*u^~g6_=j1&EzW%4wJW?`_Oc?+T*j+vl`dH
zOOs1Imff6wqpwtBj`*8p?NQUF+pe4(v#TXWHS4ff0T*u(^zO3|sTA+0%R^+GE?)rO
zea2_PFemt0go@Q7ZKtG%9-Lm@c6@tWuJ*1d2ugNsnz+>Z_C;6cskN3X)M9@e2Hkz;
z^Q*ygwd+|1g$+Ty+rW39iHXkLZv?;ltf=Ct@vI9UZ^G|BTL`-QY@w<-+q9@v8PDcf
z-sS%76Zs<S$gIsz8lEb?yu>>56o-)F7HO-WHgivl^~EqQ@mD*v`I<6IW9v^RhH1}c
z@Lk(!)1LA{?}qQ6&M*7J3zSx@kTp|nY|Oe9oqMQJGhDQI&8MWI1$(}=R2h}s<WE|y
zm45ZrLc{YN>5I4BDVxD#7X5jRrLM|{jl2&|Nb6ZwwFO(x-TR5xdC$b>diS2TF>X8c
z?~#MrT#d-67Ik&s<$AZGA9<xjDovkdbFS@MK?UQ+*hh*xzX`2fZK7_y-9w;e`ia{w
zq*NvZ1uS}W$!x_g0Y8DTf(XWbUS$*3lQOds_atlzcNdtuG21D6HjBU-Pc|<F*W2$-
zUz#JZ{*IGnpR7w)$wwuFX=kULuGLg5dhudC%LLaATiaC@NUu;9KetFpSW2Wo#A}+4
z-a0!AfwkuuPM4&(Pclo4YFX;3E^#5>#(it-Y;Cr>XDnr+vf<O%GBs8&i%@>cFtJcL
z<iF$|w?MxX37_l>97ghGshSGk3s}ETW62FD*;aOFs%f3&D%R)srhO@1HC022uc3Rv
z^Q`;)vjrRXs?7^gYL^aqK4*!`WLrapndXbVoSPK&+uH0U{I{N2T%q&z+@ez-&v5b{
z^)@`BWz-41{EYYdSMBaa?0&1?#l4LHUw(EIa`~BH6x&JA<!7tFm!I7QUw)=HXZO>p
z@&G}R(|aQ$L!;c4yzb@AKQF8Av2xbYKgRb$H7x`uToG2jB$)Vt>9gvh=+pL-YZ4x$
z1ZJ+7|Hs&@l@omV*|LMVU6(+YpS7@kSiVN5{nn(2il*}D{EMb`3zA;z7B=d%K75n<
z40`#QQQ;E<<jc<_{K{<EL6@JsicB}Ts|>mPY)wb!im8(x1ghL#@B4d_h<w^=6@P!*
zRV52r#jmV15wFvWKd`$^>zkRE<D<mL%(86hR_2KAHr@Em9oy#VMg4wy*=N`P+9L(&
zHM-W8v&0TreP>+7KJEIYR1Lq`DXKdbw7JMnn0KQ|+(&HH#YD!#6K}1)d4NZ5!;|ot
zhb-+hHgj6~yjuL;?1}R|_Em!KC;n7%|KON&sLSNY@!jqfx<46irM;2*q;k7!+2MxM
z6DRIdyqFjDq+zL~`&y|tZgD1;mmIsuGL1vcn=erXa`{=;&57c@W!hf<@AZ@g>^v^G
zwcBGEtMJ9v=8H@<Z8BT*niVgsQTfR1w??q&M$#6?c^BDN^~?)Zc{@S##F8n+J$bS_
zuL@}{WX#UFQvdUc(aJlDjt#u_43{?@JGJ_gp4Lu@?Z+nd|7Byk%u#tksdtj&8>^_V
zkF1h+JP0nWEXkaHEYp0OXu57x*J{D_2})5pOBD52w#YgxysuiOx$&jdnJLp2)^wO>
zN5wX4acN&kF_?5<^}83kGY&)?ZFX80^)%ucqgtTHnG$DJ&V3w_KW@2B{;@HBlB41m
zlP50BA7_8&ys*yT>LK@66J6fL==0Q7%#fHe>1z`2U*S84KSVrU6MXR+hu)^`^$i`{
zJDwG9=(QGB-S}?K0w<$M70S@d&xF@rNy#c&eQDaBbqibPO}Mm@{cq6ASq8})R69$e
zViRuvXl|3e&9o~uJ6*_HNx-?xK>SvLnNpYkQIUy!TQ*KDRjM_;k^e*P!>y@LSMB;0
zuWgaG)=DY!1w(vy!4y+Ai&b)4*4{Ip*?M`$I;UAhE1c4PAGv8(7;1LshsN0~*7dUv
zH{V#?8?~^xP@z2I#=!)Yg&r%;zmj_MSF8Bj3!R?oiJydTZC{x#!W+H3k$u^g=B+E4
zcO5%;OZQS(?6)H-Hph7sKGvjOYf!%EspHPnZn5VW>%KV}*&oVYFM(WswscYp?DDgC
zZ@Y$lQ&fBIWa@F|*8jV9&A`_6B<%9D&BgZ%ep%?+n{%1{5ZGL`EAX(WiJ`a08>{G(
zyKcSJklOZo*?L~t*RPLv7H#R;zh1_Y<(Qz~v9QzTZYG(sXD@y0wQD%`B}6Ro@qsxd
zUn|a3WoD$eyDi(YaEs2{I<}`WoLy(akMHdLdC~OBlhi<)4YA*Ee`?z~M=<`unP$!T
z^*^Tw8|8*x<PNlxk7j><`r;`gQ{9v^Q@Q&Vn`(DNPIz^t`dP>`hs6$BJa!50eg5jN
zWp@YXY;8FMy8Ub-^OO1ZPdkjgWd6BNlUV#Dx98Az{)E85p2hQH_;%O7+J3d<y~o$*
z75qX99BVri_@<m;Hs{|k<#EVqmN1pp8Rfq56^v{XW#=pqV()5`Yjqb^)KSZSu|#o#
zj=`ad`t*vPJFz>jH~1Jh@BXp*%htdntc;(wUfpZBNpX3~ijwxeoh4fXOJ=OTy>R!`
zzC~Z3_14w@o3h~hGhOzc<z3wJQS7ssPm9dopH_Oda#q!?IXd-%ky+m7yo)zWyMnGi
z(=p}gn^9!abzzff`Gc2CItJ4VDw3wZUi(T#akfOpqaPt|)vL^w-!s}2zHG(cKvwTL
zi;nDzpWfO4zW;3M3eM%9RsINC8)yir{`+=_zbqw9T8pi*Q)s%|<1a228q%tZ?Ut#!
z$ZV37%a-{mHmmK^hkG+**wZ7~T4c1QO}r~nJL{(!`;m=nQiSxD`JQ8lU%l{}opSo$
z4PEBnByH!to?$DruB3DEx*vaS8`)VDUZ_R9m@~6p+FN8nyq1rYLS~xXyvEw1S<B{j
zPkes6;_}3r4J{J{8w=g8`bwq?ST?6T_)|9hvn<nQ*ac|qFSq7g6kf^hk+$X5RCOEG
z&I`%B>Sawe{L4FY{~a^UJbuIe`2(lZwcq8NN>Us&!WSRE@ltJD_N9+{T?)R@zt;ty
z`($nK>168LhJ%jZgnp(>J!mlH$d;|U45X4az7LZ;GWXC&G5)5Dg%@96s!sEq5Y2LH
z#;ZFFYu{9696O#=H^H03ZOYg02eJy|^-DHAjoO*_F{W@5!&||E51gU=MVBp~FRhyK
zl;!v&zZtDT{+HGnYaF=1kaM*sE|rb{=AyYv!b{obFKaro^~WTIpV#M^wtb9w1iAuk
z(%Ke9LGk2MFY<h1cuc`ppl!ZXJI5e9IH&jRs%w8lK4j|gTmBSR?REbitCoFFf6kuk
zNq2tkZ}JX`*Zq)iZJ&Bs3$vf})>|gmZHsFr1@4$C)aYwE@$<@;O_k5?d}U!eSLwY=
zamlt<Ygw4tFN>V5dC`+xoCUc9t^GLk4z!NnDeYYwW!k$oCT&^uxvo8h=glPNB+kRZ
zcWxMZ@NGM0$D(#S^QfRP-&=ndB`3LA<#(MM-&-Atjt_L%dOR&X|F+qJ%BgBo=3Lul
zygm82pJLK9lZ_^?=4vluVObXSBf^N^<-ku4wb@Sk3*QxX_%u}9FN!&AP?*emU|T<{
z{@j%XK2^^gS}!Ho6&=uqUV<jTV-;N-CFbVxP&^BK30l=#CV7j5y4@R}F|!8?d)Um0
zp7~m1L-WqSVAn0?^U7=1-(U*;!W(0J^wN>#dA}7-Z~H#CVv))s8OAm4seEU2VqITq
z)p+newlH0m6zsXVOtERo4%1gDPTs55|6J?sa>L8F>TUS6oMVw!zliR>dyu8+XripG
zfMfsZyy;Uc=GO5&d(b!Q7SCjlO!zHmYZe}gQd$YR1?|b#(3^{&eE7%HacNU3<BX*;
zE6tvmzGX<!kPLj&xO%BtbL%saNC%clmIo(!Z}ksSTgv4-$1p>t!RLv4|FOgm^Ipw}
z0bhg0)RmdISBQz}cfeBja1X(=PJEZRe51<4R!sW6_glh@L|gUKbJE$aeg4yQT*oi-
zg<z4@15uep6VEEzJx%t_Irnt>5%WnBWkRtBH_fr}ztk+2Z}cN!s&o1J6Pdy1U8~|O
z0!u!xJaB6EywDpGe#PvSFU!}w<q@quvoUM&@j@o{+nG$Owolu3dGn*(S5?pWw(+N^
zh3@UiyKD3D=;6%c+LeowI({G7ej(v+|D%TLo)t+?X4UQMR-2=7DfV({PPNKK<40Sz
z@8DUcQr39KvH2{2P8;vWy}OsNF*g5_Io$l`ZBDCs9dF%%j}bSw_qm9P`#8Kyw*p^-
zcEH$MO5(s0yMrm)?Ty{CUti$P>hfBgEzWnmyGXYB^R1;98dok}V=S+|me1PO*Jvuw
zyPC-UYe&CdQTUL)psXQTlFk3@0fB$oiwiw@#a_NSu=CKhI*%{Yq;mFWEoc>Y-*M!J
zM5kQUiL}H!6`QIz7Qgp8bmzpSc|9)k4@$@1^1Q=5d1vpX(q~5NmcM+R?0fC9bo!3l
zn~SeqZQF5KGI=U*je)w7<f9^e-bmw=6{RtSHw%k3;=P@jlp-#MsAThAu(6oD^4h8P
z^*a@2I#j9qI<<)kKe4ndzv0D}xMJN43lY;DQWKZYR&(Harlj*NLxBI_zp|-|HRoQv
z`p`8crTw9kRD$b~@W6fjY9~J=&okfI?Z&0&;u_O*xb}YI%9+f}Kj*MKuUt~h_onMh
z+wAUTr<W+~P>!9o{EpWWhZ);F&2ODs{9u|@gfNSn*sdqrw{GkEI%x_g=N)U~{MTzV
zzq$VSuzA{(=9QkweLLDpp9V~*oEK2?K;iSQ$!Tm+7dYQ2=Q1x@Ulz*ga&7rPr<upM
z1s&iz*OxIRX0!E#gO)2ydBW}+p365u+=TW_`WkOu;5L<#yvH6l*PEW{*?OTN)@Y$@
zVEav{<QEg)KS=N{SJ-fD-D>_KF$KwF)kWT$nkO%u`r08N`)uvy?Ja9e+L^cLu(SVG
zY1b>O3|0<4=ek&IQk&}1BAs8Ji@v`MD{7p0@lf?i=gprVh^hB8W==H!`0&)t^?O-#
zdD!_<xql=|tns|LK*f9;pP$L$yGt?@cOH;bJkr}BcHdrcW%_OzvnQt=y(h*h?+f9P
z-W|E*RN}@{DzY}x4H-*#IrI{ZTrxm6p>ct4LR)O95XkjYpr%)7gNIa5l>4#d#92>n
ziF%qWnfH+C{izJa=Y45n20=^ynDX68Di)PEp1W54*VYBOo`(-FE?vE_@%3sE?_KFS
zbL<Q*<V<QUpK_(<X!E0EWp_VqU7*I@FPvJLIfuoZzcXu7h4mZV%qP3s6B$oWYxHT?
zmu9kFdbXgeYPv^WS8n2*=kE<xC8yo{`aHJRg`4BkZMBfhKA(v(nNepYm1l1=?Okcs
zr^I-6@sXxy6Sh67QGKJ9V)2$$NqJ(xy+nrXJ8vF-bx&1L`}C);%Qz--+`ZmAg{#PD
zQ{CFNOYGT&HkK9dohTeupuYD0%v|oZ)x{Z$&$t;(eJvRM@IcJzpY!^d|2_)rIU+FY
z;klERc`{8AUH*>`xJOoBEliLv{4}#|-D8Jo5s5sWtbxZBPs*AKm$Mxdcvz^xd~<EV
z`A0V%UnmskN&dJ}A9NYoGV#}jTq|bwT(#x;WoT-6&X(h)T5P8oM*zc}mtTxH8g(ZY
z@-!I~$}~SPxc=eL&$CvJ%T{Gq*nV|s+#17jSmeuo-^_fI^1F;jzL;*Av~3#bGPENz
zR)Q}>vzltY)n@vqC3_Ov)dMxU7bWh_(`aa&$8~gJ;LDGo%h0&@#DgzGW7qnUW*@l4
zI^^;7e@}O)-Z-g!R4Xa*kS2@y9<x+4+f2}9XfI-%b{S*{2QBfIE4vQ549$H556Wd|
zN%`C&;LFfHu3Gc!fA?{zJ%<XtYb53xAIzROzj4Z@e=Ma@Z%^(HcyN%x@0V7?{9WJ7
zOEr04uKL8{(Ed8AiTAegikpmCZ`Xy?mTh~iGU2dXkL$iAN9#|&u6<V0>#<FBHG9Iv
zt<EnPPwy~Z;C<VSf8K_U*U_@OW=4iPbvT<i{QB9OIN{*K8qSAF;<5~D<Rm6Ec_)<|
z5U{s0NZjC9cStrP$6Rs#-IB=O50iU&ij5LZo$9`Nl1=3MyCaXYZ!9=@v3&pc7UPiF
zzbzC+rB)yKUT1oA!}<JzzMm&wx<w=;Oz8~&)f%`YTk6<}H$i$|_HDc<!mTCQ^C&K-
zM=c+88(Q8|;k_M<&$n1ILvKSXa=#&wA`n{0k;y7)|F<`%=ah`lf)CXeLB-A`Y-^^z
zKC<LhNbB9M#w$lYo3NkS<2h$l&-LP%a?j>NyeC)hJ|wa4%QRQt8}5Ey*Q!5v37nRj
z=rxfe=Z5o!fWOmQO!~TaNi{6}ct^~suxXdVtTjFI-vzxd?B@L?%xtFi#@%m?e)vzL
zZ704IBxzap@ShX8DPN+|f99|<>^ihXKie-LUxy};qvW?{&dK1cizx~ZogmktC9QK>
zV9x&A!~4VL-e;dnCS)?Lj@xS#Y_qX5^qso=h8Zl;tBxnHs^U5H_lndCuN|4ay+^rA
zRx|PIhBoB(txP+W=lkgG(!y0tJMO%6X-!kvVqYuoHF?r*bH3=kkrx(v*mAiZ7k%<F
zRwnaQC#P-Zw}n3C?C0Mf*Kn8py<PKi?=wa5N^V=pX6-50cWbQVVDIYQc6~$N)DJsu
zUH;KG``;D$H%V>N|2^o5u6X7D{BHNY-;e8d|I@kR+0wktWewM#j&;lC2z}JL|E9J`
zi%I_UBJg!+I~CPWNzB{6z>@uV>W8nJeynViEG$rew0e@%39Y$@RXoqvihk=Uyb@9W
zX!a|{Z*N<VB!KQi3sMW;;1HN|EMrFUDad_joR7OruV0t$&512ip1tSA#PTT(dz9NV
zo}^7#ETU)i^xVTOM~vP6&$#$VSNiGeYZG1`na9E)DV4C-tUY7t6B{Wt$B8}3Y{$2=
zR<C!E+EezY$7>(!@okf4Eiin?Z+%?r1IMum%*-!p*YjO`;VR+2va!A6Lb>g=-4k`5
zr#`hly6VYy?=KlHJu>gDdw9Q06<+;O)6Vfk=C--BJ102KD(cy=TEp?6v>NC_G#luJ
zXw@siADfFA3cP;Z`{`xpF;#1QCmYFQhkopHXs@j+HuCIP{^`=}30*1^S)*(}vwaW_
z*Hsjq0lE=w0^~-tqgMk!H==#3|9GM^#%k)-$A{f2i#yubf^57L@1{yA{?!y+xnCP}
zBU**StghMxdUvKlZbb8%t7z=cQpI6XC=#e}PT-Nk;U1d<D(h-mcq88X8ZB3!Cl;f~
z6?EZJ+pI~)+=ATZ$Vn`J$sxq2XY^#}3Wl(`JC)pa2x&e1&+~ZUACZ2ePmE_{7b$H0
zs<5zQV*q3FL$+%f>?zgNnGd2HZG`z5g=R__$*xvgv|;{{i=6_ptK_0)vvcJf(~Fq+
zC9U0b$?etM+ZLX)4C8YOO5J7oiP>_6`E@QvyXa)riai&9E%tX6a!Xm&v$QPB>$Lm5
zh|W!wjV8-fPRobtIdt&}^lzKKk)g0Z`r__ePn7MhDa$LSRWg+7+qEV6T<@&tKlgOk
zVm4WiK<m|l(m!<$U)z1S<!tRX(~WHv?ww~#5_4YrM?`zC+tDPwR#|_R^xD@2yH+n>
zqcivJyxy9+<cuSc@}Fur^zSX*z+=Txe$q%_({%nzbB(KiHbk567M|JO{^RX@)zbkF
z-m<#dsl3c}^kno|$9lP|zh_H_K}SOH`M#w59ciU*O5b`U&(@k~N(x%<Iw|b2vi#_j
z+NCcVe=}cwEYI(nojBKa<!_4#hraS8emyfazjd-0=jP)wo&A2^w>{?@-a2xcyYYYP
zX0DxlA2&=DJ@BeaD`%VLuOnwvwwLncrp$I-zx(qG4)tAZQ#S@25*7<z^#8d(dsJ|l
ziFj04jqekslW$&gH)mA%{F+ke*zUa4U-KF>Yujx9Pl5f1x41e52b#C@hdke~`uN!+
zcNZngaoc~s>?2k;?>@KvDX@z9@#!-xR_}P<v9$KSz|0NBUEF`oz9qmeMLWaUJ6~tX
z-Eyl9huyL^iSOR1r+H06X{p_l7mW&c+InlYZOeP}(d~DC+{wA;ZmsSWt&8GcFSBaj
zv<BX9hrT}Vy1HfO!gh;4a#4=+eT)8Ii8A$=5CXjv%|mapo7pzdrD$iE54;TE6Ail-
z)W5#aQTDc$<q_u08?PhR+=+Ny-63ktHYNW`gHzzE6z}eZJ>6oPCTT^!v-7>_AsTr?
z`Tl{k%3NR7IgGRayPUkMb+lk<z=a?uo9X*bJhA$wFk{BUHtxeAXS^);=~jFUI-afU
zde^-2j8o-VL*+XgMfXnG%TT={@=eer@w*SUo^Z|=uvzfvq{g%xXIBRCZJ%n`5X#CQ
zxW?_l=3{K|ThS(OJna17Y*EFVHKH+^G395bX~y4qKcUFK(tCPR@2*hY9S0>m()idu
zB<DTi^<7z?!hGS`iT95qB==34{Py*Nhj*`DJ?3ckGJV>rk1uXM6Vo$KSwAVW!r|4z
zqc;=zk7b=c-d-V6Dv_!p6<)Y9?CykK6+uRoHIufta~|C6t~~qBX_Y#!dx95Mu*>&P
zn*08@K$59_Vn>9yw5qEio7BWWmiOunw|D#w{;Roz-Rc(Gg0HtCbQ{lo$P<g<u=}M@
zJMY!f?^Bfz_jCp?@ei|3i<_mjG_$sQ!%;T7{hAMye(c!n{&wP&$QR~|WDoUTtj(!+
z&&v1%xfd<_?)gbI8!szOUvgGjyJidT{Ja&B9@iHBJ=Zqns==2{?3v!ue2kVS&wX23
zw%tL?%i3(4_TN8;gc61A-Il3(r`qLqy#F&*Z_~<W=@Yk|eJ0tIb@ZQ|W$jCqO@=GE
z<8w1Q=PG(8*&KSMz;=(%@1(<7<(8vsZJZ+3>G$0_w&UFS^*#ybQuZYjR{9?ipA#%|
zZefzbvZsDK=bL`~cY^7fQ}+J!$y>WU_4r?HTRmm|{GGhei_yL@`thy!dqhgmLGZBm
zwxt3BZ>`*?x=dfZI7Z_u>qKv!RT0S>Dh00XI(PL!gy*-nQYVzYylrw%c-rprHOAfi
zQ23K~_wzOuNzB&s3VJ&$^s!l+(UrxUTQ-y%uc?@B7`f$}zj3qJvGmh3oC29URHGZO
ze81J7C!)89m0|mF@!~^_Pj)dXPW1XHuTtp}$v>H?Q|Z`>khVE{O|z#lv9C5$yL(vD
z^ZL&dmJNO3?HZd)#ATY#r#G;QPup7A7CzzdruVlWi#_gJJ*g%mRndAwQbSv)*aF9?
zt|76{Lf@Co2!Fh7_n%9*7W3;Z*kmXkP&k7vq@gG1`-X&egK+b{9TuC_XTNe%`S!@3
zbMyP1`S#@ssmb?PjdLvBy4UUW58GM3zr*wM&7WGXI-rZu4$J7ZY!Z-nFg$ZeoqO|x
zlZ)~e3g;a*5(@k9q*S7!;KPp#8x|BiYR|rw|7TXNJLg^h&a}J)S7UR9g?B<e9%$_U
zuVy0{ve&R{+C!IWTQAdX&5zVl4sc~!Ww4s^cSy%<kd)Ci;$e8d_uYcDN2@Q!bh0~x
zE=Kz$vTkB&L(!oHXStip63j$do-aO{XKueOGfZ%Y$>X(3DsMG4Hr!mW-<<#3d($M%
z68m``d0XDeAJ%7L<WE~yVBOu~e9eh5$7K7rkbP%QueGg-FE7pJkH1-4)5Nu8rH=OR
z<!fxe?OrqeyUeu6^AE1cggPWGTN`E0<m9WDR`BBR;<)7MDe#NYe*9^@erw0Ex!=2U
zCms%cf7p@d!I!>?r44IK+vIdvvwuftEc9nR%UQ!9cBIw+$#M-Bv%><xCI==w2Vab~
z=C<()6V1-kl9G>?i%WJnS{!elaQ(QSQ$$u&!^^~p@AP?C`3(hTv2Npc$Te)9X8LTR
zYOPz8>&aF3KV5IyXPqw8@%l#Yd=EQmRqn$PY_<wP86D!n{hun#JmWm8kF5Qrt8v~&
z=-AV(-C3}U(Nqu@qp71_j8^qn^}dY;^2KPj8R`4NBf@%i)<negPkH?0#37%mGlv%L
z5!m18x6`+0<IVD`Iv;rB4CYNT<}p=lvF)40?^Y-sXS+|{;^(gEH7k!NCbz5dhBlt?
zDqgJZwB)Of?goS0iT#cXzb;<$@a?toFE9V>`>ZVVm-F!4UzZl`dc-5KAmnM@%CPWT
zoeSG7tV51iX3sh<mM(bt*^!;<GI>u<T#Mmc)3Wtes%VHvgs8rM{P(Iuw-znq=u>`J
z@tyJLx;zW5gukcz58o}*exlBC&>@Sv!eD|W<YqLUuQHXpTV!}*-1&I+EoE8Hye=&y
zYw4F0@$N>d0md7`o(QSV`F~u(VA_|y3)ikK&&|KB8&*9f^6d1mt7}D<OuyCM+aOaj
z>*WUa<XTqm@7r&*>F;KmCeVK~D>>tla@y=PKd;T6cQn81ygZ(^AW`O*$k(*C82)n6
zS)uDr-rgPK&i#_}bD@iK`JUGg1H1hn6q(K3D|4uUrA4DFu32VpL4i`_%&y%kDc-6t
z1g@=E`1Z>8f};u_U2k5oHu%=Ux4^Fc*hZ&miv{}%l#b2FKWY!U8qL<5>;LTz|NG+S
z3PtbpF1qtmvg1MX!o4TDH$4zpJ*h9eqdn*88i&OnPqnKQb|*#bUb;HvfpkIGj#JFO
zMv~V%w0AK%w`Ke|w_>$tx7(4F29tT;<-<9T+>hK<(4sv5fX_vV6)&!t^_zd0v}DHF
z-EzzvHEWGymg^V2Ss23qNt4~I>c`Q9n&7*I91V%F7U|2?KAhURZ;yG~l1~q8a;HVl
z`w=kj-n$(Jo-MO#wj7^+rhLzvj?a5DZCN)OzOhL>)G~GM5(B@?)0cPg^G~k%SmyKS
z$kLOyw8M73Qa!QIaG%Dt=2;F?K64uX|8ayX@afqF1~%azCM}IgRf!4YOWPT!a_XVr
zvy!y0hx&t>)pTbaZVsxK_5a|UVAjVk#Bt%-^Hps7Pk+6%=Ad}}iPp7qcFu`SQ^?yA
zp|4hbOebIyOCnqEW*vJ~tEb0q%$gc4edOSizezI>emwWGpvWodaByDckyx%3-SZzN
ztdwo%(DgarQuMjjv%-Di$*YUZtD9Bl+;47Qo_>Q@s^VkG$zAvS(t5saW_mAwrTAY>
zU3JvkoXsoDyHd`Y1vhMEUl**j;!%rnQU8~l{xQd8_&ti2NvZF*{_!wT=JC|dRq3lM
zvLCRj{k(8|Z2_lXoF@B?+4p`o+A!NBdp}T!oNn$|rE8I(tr@bIt(J-9_h-kT^&Tgu
zX*}<~{6bgr#Qf7I!MCHu2ey>Qe49MiN#Rtipv#o^6Q-}~y5rdB{`7a=v^iUjAFi$3
zx~hE6;fKsWc1(7UYGq&b)TZ>L?yEx6MD7i{Hgznr`JVFP&YG#uw=R>LFs)_(A@4KB
zUW+RhSl#&ZSEK6hro&Yev*YdSKV|q8JwE@~A$UskvKrfsCHi{o+cy8@3z@`LxcA4;
z+6R9pm0U@_ku~v&0+-ascWdrU{%G;AFW}*Y;?5Z1#>Fotp1rDe*iPHszoc-BeXYLC
z$#hq~nBHH1Y`&*hDIHO>O@IEZd(K)fzDtXv<Q{#FQROb5H=#5ktZp&m9P@iq`kLl2
z+CJUALiUvwzs1S5US*B56t43HaP<BB^Hry6|HSnvUOUa6-V*VYcbUK;Uf{9u__4k)
z$n|K!(w09B>`kRJbAPV9TC?Q!pGoK0=bPqaY<1}ft?N*FJ#o#~YTo7v+Zr#u;uTP0
zG;fl1UejwI@b2j@?t6(x^k+{0p!rl$y@&aCc}@1ay7ftiS09!8xajin$leoAJ8PdQ
zXZ#ger7vglEOn>DuM{JnBR_S*Yrb?H?)OhNsdSD`lUiTTv(a7b=c&H%3B^+mEsARI
zO1$Lk$rt4<JAdY^tNID<%{d#L-C`f?{gJ%U_(sbi0pV`7^yvPHIWp%fr}ZuK{IR^m
zWKZ7LPquwUHrF?Am?LKEIB(Wlw#O~(_vf84*i_WklXlEZ#$l)XB=%aRSeY|C%1<Xw
zYY5qR*h{yfGV%zs=X8ej6Pxu6)*q}4-V}B%eCqbQ*L>ejI@4DCmT$_H1#@PzPYf4n
zi&3>qjlCUkZ~K0)zDZ5F@qODJqc$#%d9{0W!KO{KiabtbeK~mZ`n(@}Njt8|mba<y
zJoT1s$%*D-*L!&^lXknS80H>Z<h1Et1&h_Z3rE}*a`;V>+&yv6_xmDNr5hWoHx;v%
z`aY=KT&AJ$GJMjMr4x8=h^*C<pXjeV{nJYE?GyIAUov%}&>Dr~x@*pu)HcPfpZQe8
zxbpHA-<`suTUB>130I!&lyl`!xu&b>ED7mVhT#D`q9^9|1m;aLRoVJ-wwnGdzmpe)
zZ&mMVO5JPgUtY3f{%YIqIB);^uO6?+US#}zk<Y)Kc}dK(y^|(SjR#+l7QNu)-BV@V
z(W!NX`?v375xSK5NqMb@zRQ=*2_Jlo{Wm)}f-Xo?xt=gTfiE`B?GPV(x-OGSwDHR5
zfP#GO=H~caN!t}1UVFGr(FiKz?g;XmWYg*r`H?H?@HxZemtVNdUeq>yEse7~sN-uV
zzIZ}y(<RX>W*fmbq%8v9kfs8<A<c?4^wX9OWyQ+Z^&3s>ty$TsKiBh~>Rfx#IOO<^
zKaIRIj5jELW-;4xrr5uF=ErMn#Y`6Zdh_%cHb{M*C2jTBI^A=Zlv&cV|A+V<-)}sv
zv|Z{<$@OV6H`1R*+gv!hQ#du}h14$XPYY)Ldk(rFZMlE_kK+};pa1`@`R$Cm`p1w1
zy9$~N@11HEzg2qa-*^B2Q~!Nm|A+7MgRLyvuU{59uy)V?Z~N{3_Wv*WE&i)`AM3C9
zXRAZmn>b#!rEJunzoECHdBS~<r2PMH<@41)<p1~a<;u7uU;pz<`~D-*e&u`RKTog!
zB{K8Xea}0EkN(Jae$kJ&`&+x_|Icry|Nj*Exkx!?hgjbJKj&}XXAcVe!yXf4%60GS
zRr^1kiF*z(SnaM!`N3cBnZCE<hd}s=-04NGEB^hQ?%x>ga(6;~z~|ljwy5{dbl9_S
zDp%YKh1`ojSM88cwm)%w!|DcZ=feNd*Op(H;NSZ?Jilgpl<MBlC#_qqWOPdZ+2eXb
zW}!o#OQx@W)nV=W$&P>3<G-{qNvOxv$$z*ca;iz>5L;>i>k=LT0k^Hqj=4Ph|1I)m
z>1ms6_p)YvN{bF7%k&?-vR4jmomA_XCjI@`zrOFrKfE~nIn_5?_`Y2u%3b49acjGP
z|NjrE3hT6YwC*{je0JUK+)0NXd)M_kw@kb>r9H!3U;3R={*F(t9#|htESR-Gda>C(
z3Ewmex7qUV3+vgLt?Zk(Xih!a5W3n%X9drLsB&&&iH2OC>r>DCJ+7><?)si^`Nc)K
zh8iE;CrWOyoH@fr^lOZNH{+jur{os4r18)CSf_JY>WND8o>qmsd*<BO?zgPQ*6-gM
zU%#NWU;S3qy5Hq7Shi#5rk&59Pkp>)esgumxtpsVZ%_Z69yWc=ln0O2^hmFtQn31>
z#>}<v&SZ67yQbE)^21xRW*0wGUQhl1sS2%{%K52(7xMgU$<OOstoGYGvVLXju32wq
z-}<R9+vo2#=hN#WPS5r~_+)it?OSfe)~mA9*M0vJdo{kUDDrPe(3USDHe3E4(Pt^F
za#1^FJxlb7{)blSZwL0z)&45~q`Pa)SG!dcCrxF!eWLaL%)eIt|8|J=cQhYVxwB;7
z#*#YMJxb5g<@e|dhU_V+Y<6z%<-0U#^|Tr5{}tUlx`S=sBcUUPb$sos&v49HsP?hz
zeM0T7oa<B9)HLVB^F3A#Uw6Co=F#}XCp%Qima4Cl{5jqEzydaVjf4|iB8<OhiR?Gk
zy8i3+q?6&be>O}r;8U-CRC(R-dVG=k<y}j^^E^53{#5$Q!Q)c{<IZYvRDJnrd-hkO
z)u*aeF`qwf`c-8ax<1r<?}V;mw+Zc^KT1yQKGzXH^YC@9FG25PK7IOL`Th3n^3=>b
za)pP>Yu)`%#jl%HdiUq9maX28-oEr=N<4hKa?(mMv;Dh`D;f{}%4?VJ)Jc-Ke|G1@
zIZJ%DZQs7V@!|Zh1xl98v+}(Rq~#<!+|%DNI~%`x=*Z;SJiAyy^6?3--C{*$M{4-K
zKYu&N!svFtrPdw2{_I;ty)pdTgrEN2byqjJYiH^)o6pj=v(Mh#%xJj&0$bnD+4JYP
zottyc<H4sCp{lvNizOQuUjO?+!ZLh*&Ahr|TZaYu%j-%^KiTiy-r>ypCjYL@bEaTF
z_I~E=4?l=79=hFaZl96Zn`R;7`mb5I{qIU)nbn6qZ{+n%K5{ohee*R-^*gh<^MrKL
ze!fh~`6`^vd%%)0b-}kke<l=nWVfbhp1ke$KCxuEjNaB`>sQ>gU%P(`)73wGxn+AN
z#Lk*?f6>PJC#!xO-n+qk*4OaJN%h?C)~_>AwpnkWyl0((@~1s(>rOo|oOWH5Ex*lX
zy+O;zBVRX*uD`rzok0cXgUZ%}XG_j&^9V`ChfCb~^?%PHhGOj=n>C52PW{XAI(uTq
zx6h)p=51M)TbgBSu=Vw?tY4MJM^}D4YqR~3h1u?<iToYWPTvj~)*t@N)hwQKA$$L!
zFDJS3eu=WZKVcHHx^|60?S@M-d95!Wm$tri{#U7E_(z3JN%q*zdq1~H9DmriA?Nhx
zm;{d6$b?@~XYQS6Wve&H+~Dt<SEH(yxY|&yefLqd4g1p7ZXIKu%``hSZ<EEcU71^N
z*8AB@F0-|^-?nc8)1|LV^{+O3PjvTsAK-J{`}|dTy{}LCzv!&LKKJz1r_ytt_eXz}
zPe1jP>l<(P3G<S=Xiob>lHC6nZ2j`E{P;f2ZGYEIi0yh`w5#sulN;Le-y|h{Qec$+
z-qBK?8}FokqkcnurP8*>&e@@POGW*b?|J+&cW3yAb)NQ?pH5rWY*jHjl~~P`ov4&t
zuH<X%wQ<s_loqAwDlfOMd?3YiNTFh}QCmBg#Ow;CGNG`a^XJ?xnZ7)#;h}KdX=~Aa
zohHR$D)TNV@@#$R_2I<KMS<(~KTex^MnkGQ#wyQ_(>8g#$XEF*7na;FE;8kdJz}||
zvq8dPR$}3mMRQ)9ipmN-Q?Pz+<>p%_9`u}PzdF4`S$AQgW69jKDOM7@)A<khd<*?v
zlTz^D6Z84P1xpiGU*hF$p0niPu?goLKPtRVH~P`<zs`d3OlM(n3*#e?wfRg2F+VqU
zdKNQ2c9=D7Y9FJ^x&sHBFHP7ld}Fdv8ROC08$Lh#!8PH;_GBK3BXPfe#U0}|*jjaL
zwsa`l&6Y=n$NlX}M83}Vcp1GYDb;sL&kD}@>+c`AGHch;o28lFe=q*DwU?Ry&8CPa
z_Ve3>zw>68c~t+~buh*__FCq?AJ_gd%N8oFQNHxv>QTAu$K8ED_*W{I35m+dJe$(4
zpyg2i=<2KXe@~K26-#4m4~qYL^fzoyyNZD4a%M|$Va`>Z@xA_cqH48Q-+7uA-t^JP
zaCySHw#A|fqLWl^X3w3$Q~5yb^Vi>v_dV*mVi|0lx|Zv=E%$hE<nxTDYh<s_esFH@
zi|A7i4*Wf|&Yvsm_}9~Cryp1U9>{qj!}-(_<#>zRwgL9B!CnVe{yxIDJG;zrlkMN_
zcVn(IcwJlib^e?ar7IHuPTAf+rSe;E^5(#D=SR_x+RjJ4WxMsO`~+Lev(?Kq*XsTG
zzwyDEdi$rB1tVjsj4g{ldaRgjahmC~)$|QzyZ)`XEj#&(@0NhYZgb)azOK2~|NmuE
z-L3<_S?e6#?>2=0Y1)^!Vsi0^*L%7o*FW6S9R6zGh3(&qCjakGjQGDS@dwvgqr%w#
zo+honUy^e6J8e1lJJfjpC)Fey#_Q*AZvT4z{hw|AzUTf_?DgZZ&fl?*CuoPjvh@!h
zD84H@^f>O5e8DG|eW(1ByskIC&$hO>vi-Ghy=-Fb|0goyKU{yW|1nelR%K-V4vqSY
z^8)t!Kl|x)`O<<@-zARz|K#`5JL2?X%YE;s-s#z#v?KK7zO(iFUi@bD*YSO*U8<;c
zdxJ%dvvqFU*+0?q5{>I~+s^WPJ#zhdTJqaL$zsdR>rD<`<=HW-GW_%l_uHSZ&zopw
z{B6d*YB#ZOUA|)Xw4aKezwnUL{`a@#XWfh}EkFF@J$q;J#v@;(=k?s$bzgn)*Y8O`
z_h#+S6WOzWfB5N7{Ih$^mdVfV@e{MNk$ii5z0a}rmsONEUx=E!f2pn6>rY-sGv2S6
ze&hR>rLzl9*go9O_ru;skA0Kd@_ma_OJ|=8Z@V{DCI0M@`uO#){u;mbl70Sua?SHZ
z%V&9u>X-gqFzs;H*J*-%5&4P}>-xSjDci5%6|Zi3Vt>4f(e8LvqwVo3Z+ZQVaS7))
z#w94k*6!eq(Ag-nF>b;6jd8~WUQeyhSQB0+voWr*=1oEH=R&u&KQymp=aw8ieOFxm
z`4+$56IN_I&g$RWuXo{<#XF}>W+r+S*~u#&-WAlj)_u@EX)jBIu<@@5{R7V<^f#C%
z?QIa8wZ`t+?H^rL`wkwfxKL1A!M#>~W84D$jd2Ye3)1Y_c=~RgmVC|XvsUiv@hZtD
zKaW4|n=kcxYW=T>^;1nJ8ZA<**;gkVoc(HA+V!QnU)`U7|5H$N>+=c2lC#^Jzg8#R
zQh59GHCyr7FZs9mf5p20S*KigUGV?Jk|U?<1ojpEc1+ng|F@&4xs=^|_Nx-{-<z{|
z^53$D?%dQ7A96QZise?FK;4hO3r>l9?D7?6$V)z|vCCH?e)sJS8>j7BEBku#+y4t5
z*V$)$l9hP3SkmbI^dD~*NNVM;`O$Xf!0a7Q@9@lOywBfRr_Ujgem(Mfdc^wTck_>j
zUHEszuwrsq@<XYIZMo*xd*8pirYKl{G*)4U_Wt)wd-KIlRD5MFZ|r%|e~Yzh_00Eo
zSvTd|@8kaRv1+cwvLDiX-I=fJ?z8@?+WS9mw}Y9R{C(D<$G;!OD*QJ4|MU3Cc`Xm_
zDVB>rE;#!B6Tf`$x#_3=INkfd_sRE7e?kLZSwHPt@O$A-yAAyfcP3u(yZLis)oPbL
zYG3#so(ylUP~{0X{IS|`Pf*c*!>8Y`i_PmwwmjeUeD0y(hbxcGSGTFS|4nvM@j@{>
z9nNs&I@kY;cWeKj@5#6G{`Y^qS<4?kT04J5nbp0ARo7>gE{$8q_ImNt|8DH%TNX|a
zsHrJnPfC4zXv)uj8)bL=_<!=uuMev}9hALOWV%QGuHrtS_WoH0;ma=g3$cItQTS-W
z-c9_coq7H&i+*SCt(0_Phty}!sP!(7vQ~dO<@I;Lto<TW<x@}m(a`>(p8M^%$L0Sq
zqWjEmvhp9fdw7q~g7V*ACrSQ_{`y)s|LgaX>G7s-{*@J-&+)OJ_AbbN-r+r$W8d7C
zmtwwgbAJ5v%N2(I?w`Hh`F5Q}jr{%9PDbZET9#LSV}4$!W^aDJpy#J*y<XGp`?Bl`
zH!r4sd;CZ7=S9&k&p#}G$hxk4<<5$Q=N|dbS|`KwQ*2&gj`IBCckRdggyLeVpU>Hy
zbnB?phr2%66~{N!O5ZQgcCDPHZ9gghMnm=d6|oQPwQn?ikKNy!Y5F+xhFRUT4Ocfk
zcDTRh!TK9N@8(EXFnyoHaX&kFTf?31f4<pkBd3)9o2KiPdH228(y!n1?HX?#`_e47
z^yH!Ax~KlW_1~niUu*eOuKiN;wd4P(&lH#$;$&C-DQ<VSTi9c*{GJQ^8+M;j`=d4e
z_0hUJsYb{8XRW=T-91D0TjD=!>DS9Y?7#41S%Wfj{qLZ-6aTvs>xAb|T(MMe&iq5q
zr6!tK-aGpIG{-IX<WKT<Bz{Fc4tjoI_1X0M_Bm{SrzB<yzSrG&`rp^Yokni!uAE^P
ze|tLOuRmA#md+{n&Gx14`m*8swYpO~zU=sZf8V-k>n@qtN$uDtas2(gc9&hH_Nj07
zs_(L@6w^QU>G<7-eR}qPUUcgH{v@3>_x0YE{TqWL-`_A$l6RYX@$Sj@e#I`2O!U9Z
zep0S(c`3o+)34iaYs$5r|NB<t`tttG?^AnsW_NwG-kldY>)1K%k3SzQdmj2zJOAt9
zt{2z8Gv9kIY1<j}<FWPr+}9i{XYbpuZoPl4%I|a8#&-W-{!Vj}v%def{VeOb{npDq
zx^HG(CsAkWATQH#nsIN|dF$4h%xnF<4yYaCFPQhNOsePKd(ZRt7vHJdGd22&=eh06
zUWD&El05ILXO&$J>((3p($+4>k2!PJYSX#;?^XNOC@atW{rlLVNXKs<`z;>J<$sg6
zeEd$(I&RA6wGU4oVR`lGfY3ds6rS}On$x0!b@F)hJMEKMpUYdzO}Zn{EAO0~w<6G-
z;Un__Cf0Y|_0y(upKWxy7^u{u;TkThSTXaGDHr>u6@eGG{%zUO&2zK8OF;RNxAtT2
z@JHVDkF~=eX@7pC-5<+bqOz#^CD-}Ld)bR0^80h``;f%r`R?NurNZd%CraD?*)STP
zyZAL~zPiG_rgs%CzcQKjJu+gvZTpyW!ZR&_xwlS+`EC5M`si_1)xddEqpnn+{l+f(
z-z6@N<L+O@_tA$MuYa0%>Z{jp7q??;7VeE%u|MsF>g>dS{+&fucJI|~KDbqI=!ZZ3
zUM;VA{G$-(i|@0%>v!Itdun^1`GNUw0v|=4TbrK${>{P8iZ4p7cK=o#F8=9QE$>`d
zV_9_K;E$Qty>)l0+3fmN`fbg%uXm!(>A#=8@8WrF$Nz7A8{R)HkaP9*KK@YEe}P5t
zPrkNT!)IPerptb;s`^)E8Iu;ufA1xWVCWrV8Ft=-*1w9EPOksWvm!TDb-!WfX_=qB
z(<j757anccB;inTWa69kS=aL~u<u{zu7CBtwd9qo>n_#D7o_@3pY-Tp`)Sw5&B4!S
z6^1YRR=BVB@u86W$IV&FpNbUSp8h%WP1c1?f!=)iCPu=lH_q?g_Eke%SN#vm&+yW7
z?&=p*oqx-n>nQI%akHZG$y46bX_gxp^_+h6t^AzVy!`*HgP)C9Htv6)d`DcVZsqT9
z{qKL9_5b;md$CZnb<MJzRR;Suo3o1B?3w+dM*iZhU)mR|T(|7)*SPs<y~}UWi~Rn}
z<zCm%c)2BbYLz!@e{fxBe%%$9mGbkvkNw}IqWaA9Zl&|>@=X(8ORuh;F_q^@zklZJ
zsn@!`t_$6Bd{)}m?4$DQSN*>1`g>QOmgnUcf7hmS-?#q!-*#upszZgDYs*sZPVkJ~
z7k69iqvO4r^?p<1C+>Q6q55|2trJ_T&)#s#Gm^XY`<28p?RS5xUMDE{>@okL!z+KG
zJnzEv$vz^Fqtm?R8m6o_pLVJ%)#r_mjb)#d^Y8j&Nfo!TpCV=gI(!FwhL53zkty<h
zJ|<`fzd_FPqT5Zi;QL#Hc)2*CH`Q7|50(S-jTFqm_o#y9?d(9Rz(;;UFTdr~cQa5h
z2j7AURsp%G7JT;~jBli10X}{Z#y3`g9QF_6n<!X-kIIJeO%*_AiyA1v_+|=_gC${n
za|H`y(7|h9KGa14Mfu6WsU@JR==1|z+!XXfQY%Un^gVME(^H+Gv@?|UQ~;e@3f8Fa
zoS#>cnpaY+U;#c!33@bAYF-LBo-9m2XE1`9Ha4KMYEf^H#k|?p!UPm_I5kk~W?Ksr
zkpIcC#t`HSUmpeV)lk8X3MECQ;M<U~c?IX$agIfqi8;EU(>!sW4{QoLZ;g_}?Mw|7
zASnRlLK;w{!6OH32XY`J7UQ^jcd#682foVylx+2bOOr~#*HII5boofT+13IaPDn8e
zJ5g_B-E3<C&I3rnK;UpUQ_xv(&=Rb;q$o8pmzN84#lv~fse8xXS8~bkc4l3AAy3HZ
zmBUnvH~q)HF_;*}E)iTLz_;gbQ}2u|9u0NzZ_Xd<JGE<7?>B+HyB*D5EWGSyDbs$^
zvqk#eR>5|bDbwmyt4{CRs>F5jtWDLM?904L=NT9E7g$%BAAYx}P1>&G#aYdgTXzz_
zhnh9cK6y+2&Bcli*T9BDdKP=PeB1g~P|54|b*($u_V1m~#UFW|BPjHUxm=mOb#boh
zu4{J!pA=fKKDl1N)#&zj_j!xg*G|5_7Wl=`<@iTcJu$DKMPCklIrGJ%q-UnqqBTlZ
z@heWf+P*XY?2^?FJMGlJ@wTbhZJe=jhnRNclUXmPYIsNJ>?}F<Xr{HtHNG9sKAk?D
zwXO2h$(;sXx8%<j%$#SoW9<#TvXfEs;`7hVFvebCg98*C{zjI_7dwD&b_a_?YXx}0
z<C9pDuZwi5CYEDAA=kizt02S`Yb4zHZ2`V01zd<gnhBtzw$V;H2HQcD0|!mX2&y;1
zo(d+dWJJHJ#?%CKk|+488Z*$XG^Pe1lR>o+==9H61#{3T$3~`R3Xt1zOi|AKG%*Gp
zglq}A!p779#6&;p(-dSFQozCrreSoi3^;iqd67_|18Rw2DRg|Z!KbPJ6fM3ZC$_)*
zyMj};pv{-&TmKk*-K19-9;x_n-`p>Tn^)z-nKQrBj5tsI+8K7q=|i5{y#=jtT8Rbo
z#10Eu$t+0<<Z&w6Ej+g-$CP`{j>z=x<h8##pISP6c(`e^srDSXqgNg>bKmQ6P`=8r
zeEp`vJ33MSA9S2@I?=_%^6lKqrB~O#?GTvoCWd?Z^fFuPv++ltuM$jpbfWyQdgJCi
z%UNN(Cq7+R%k=5g+NOm<|3A$PFSY%j#~Z4?&Wh*ph8r3?1yVT!X9>kB`J4Mo27YrX
z*?UoUcYIN~{VY%Ie2J>ums>yn72^uCoAGnO`v+3*_ub2^K4JDD*{jCz7;i^itJ>zX
zE?PEre*RU#xxdB#==7h!QOtmX5FFx0D5t5L;%tB+pQ(?t31$XL^prHg%m_EZz;=M0
zj$RUCI&rWRHD=JmX*o%2gjtv?m>C%88CaT|nSn}gl%^=yOr&stmJ1{G{upq|K?)86
zWr!K}hRcN8Sw|EE+TPc8?YtAGqo#Osi$F{2bSJ&41)1^(UZ{vli6-lP`u250&O&Cc
z`Nsb({$KE}f4lXQ!~MB}%vCd{OydjRY}sh=XpM=c_5`mV(o3Ut?g&X8IlQkbrpi|G
zQYph1<&^OEWfpUmN`7p-V6J{q)AsPg*G4RIX4&-xj&Bz#^fVsPEU9|<ZK^(p$;rOG
zJe5zsCtvszTJuh9p;yea%$A8eqVz5l+A6>765!eOT%c#cwEv%S!+IzGc%~N?p1VS?
zYgbz5Jfpcnt;ao<8(mIbrWP2SvMVi1Xlv-QJDb;DX4$^~kxpTH`QoHvy$YXh-)D<-
zmwwz=ot+bM^fPyFXMHpF(gGY<;IKs<LokDnE)dR&Sehkfpdko~N()d|8C-+oY?grS
z06U$q69-Lc0jlxA-Xf`CVrho2v;dij6b>W3v;d_Xq~IV_T7arc%oYdgZBzeeHF3BJ
ze^_LH<s0J}t7T5HsixxlYOh<GHR@^96hC_*nf7*%j@Q+*hw833ugMV0T`uK&x#04o
zBdzP^Zi?|YnLEe)(e^j5FK+7H8MSQYub{2XQ&pU9$h*x=+uIR)jYqs{(;M@<6W(13
zeY5Y=se)4J<MOXO&mP)%Da7Q;Ed9M#9%tX3yy50Hed)#JpEsG$b3gvvXwrunu}da8
zJ713QzO;4Mq^TCqmMB@yo*cDgR{gHmhs!dbmapA;*ZghYWJ}H96Hh9A)-kVT*m=Qk
zf%4>f2GIpQC!5c=pSL$`bzjC1#i9GbAwA%L$W9-{8p9gFn!<z0xj!H8&y>5Ie&^Yo
ziKcE=XI>;($S>Z-E;2umXQB+JjR-T#N98R?PP|gq?sDuq5iPi%H?jYduJ)z1w<Ge;
z)?WRzZ0k*<c-^@7yKeYh{QIr<@Qz*Ao{P^@-<E-+3<5;~IL3@kkUK_ZM73D(j~tm(
z+H5f=+-w2c0d_yWf(Xf-gQYYwC$sHhil;OJn~4+{1WF@ILp^g#GYbpQKq90bDN!(n
zT@D2jbjwLhFIF%IGxPIGoSgD26rvS$4J{4zEG$h-jTLmw4Gr{6Oe~Fz6wD0_^~}r+
z49ye_jf@QS3@r^!kZ!+r%gjkNQZP0Er7Ca{4C?CoCFZ6o=p#2Tk>UyYPALPB3xZ2h
zbHfx2%?$JmP0fr<K|+Y?3FQ2u%z~2qBDDT9I0+#I34s#H9DDmE0Ne-K`#k(iVRgi!
zZF!Ls4m{fSV4?h#Z|p}>wltb@8p{3o?z?E~g+>;+_j_knI=_B)E8}V7K5ONuFBi0R
zW&P61m=+#(%$y{yF!h79*M5neswOjTr+%_9+hx9F6~hbn1oih~7BNd+e&~ZVUk*H6
zoyVM)o}F*8=-ULrV-893R(lJ6pK@oJm2=#UE$-)237h(^^GB6LIG?{ZJLEA(NBqSO
zxd|bW8f;gKHQWMD*Z=wZ>Q&Xpv#}xebDFJA`>9V0*t@9MDRt(B<cU_f^Zsl<Y`5Xe
z<TW~B?=LTl`?<r(=IT8EGv`_}Ue41D_E~K5PJR0^x9}SKz{(~Z7ukaY3LLIRrpV=n
zInK5Vct8a-(hQ0@P<*B4r6lH+fD!^|tlz?%(q@Y}sPX|PE=0OOPYobDz^+CwEl^xH
zXvzps>jLZ}l3Fa$3Z^FJpj&+{6^x7_xB9|vjxsYf)H78;zCFs++z9IxP39oGk%9_Z
zmRMpL9~qigG=Y-~k_QQu44{e<v#k=~n044dV9#sOY9D^bZ9*CRZURDFc3U({e=|fz
zNjvIrM%w-O9;vyOJ9a|b#dA7~pFaO~$!c~(y~}!QAA^W=rE_(iQVWk?v<l-k2wN^6
zmS?;2fW^$+rG6G$^FFM}WcZ<8`dlRZ#@wFwA3Hy0n@FscPW)c`uA|(W!+g#K)fF?Q
zBor+0%-7npnzK>-_CC`q+cWP@e(wKqD;rB-#b1xbdk<P_^akz}j0_I+%!pg5;++2P
z>(Rqk`DgF3n=t3W&I1c4{S1`h7S?C&E0z43eJc3#`|T&HIwxM5COUP7<$}^3xrRR`
z#Qwa)n7h2R6MOr?926|zP&6_&2P*+{EX+YAJ(!6#r{N!1wV<@&U_rRy0JeiD2M(6f
zz=FIML$m^9U=@7JceH}BiMayw(r*g|Q%LauA8AFq<J&+1bi=oS0%*Jy6eXY`R?vVe
zhz+7a1Fs-45C(~v7#J&n240QLjls8m$6}1Gfc=0J>Uc_(p?bj*IPD>MkwCd(fxX2M
zcsj4efM?Hh?V>w!VFD31Y!#MFyXqzLD<IRJL1=Sth?B^n#{KylG^a{wMi|d4?2!%q
zy4CE~=ND&tH!+^C&YjYnIcF}*y@RpRYC`L_e33r1UMA}FqJ+F@Cl3eAu1j$}SouY6
z)8uk)dz)1oo7u(oTCw`gwzjVc^F44j=dC$Uf=z#9WD#raiZ6F=O)q1RTlh9&^@Qtn
zmTc$eKT6(sK=?@0u8E7APHq#5$$odB%VN$X@$Cg(Y;J!~FMsl?>gUy6p|w`5r83VK
zxl9rE;*8};jmZ4`WWVS)cGn&wMFW-aFI`hka5+mU&kXwcrAP60T%}WqQfi&zC$~v0
zC%8`PC{Ma&r5+u9<;1V`ul>F`p1Qfyz&S>SFJE@H*@pMm`pQbzerNxrHf=q)xPeWN
z!RL~}0SXR()Ttf|w3Z2>cmXvPFv|P4wYU40?9P1$x?d?@A$KmngMdO=PP}?GV`YQq
zoZba$4wJsKo7qniTDgDMwUYCRHw(jLZUo2ww+a+-4HEe}>(i6}yIFsozrSbK{H-mw
zm!H@F|FdcT6oEs!OQrJue_gNt|4)71f5(ct-jzj`zr{s6%>O)}|F2?l{h#am_x^d-
z|L|M>|Fd6@m>gQGzV4a7{(q1EKhKM=GC67xU%dXy@*h&^dM~Fv%kIscQnqbIw)f8B
z=$ECJ#Erj1XRe3du5|rgv7>*SvxGU%%WqzyLH&LQs=nQxA6NI8z2u##zf{JF?eqV+
zJWiN&;{Ts7KcD7v^4FLDetADWsp72W8Lzb$;{QE$tJiG)e<_artNONW{{yyq)bO&L
zms#uabpMy@x7=na?_aE^85rlTbn41R@a;<br%f^ncIRG_?(4I*^I7h;8T(^`>w^~j
z`L=j*#Wj~nvyQ#i**jHke@yVt!;{b1E&sXsp55{*o6Y74F8SB|&Fq{}dRM$$d8N_2
zTk}31ylihHdvvqV)AIcCRa4S^ZBkp*O>N%>_x@?W|9?r6!q-W0!T#GVvK3xUbWvP6
zA-;It&bvVhOk1r^EAkzCp_nEb_hs|<Y3Y04t_oW7+4S1NM+&7;e>dKZE1s>y&v%5y
z>CD5e&n%wr5EOUZF)_yb@l-Yk<=7j4n^dRC{bZak{AjbokBK>p>eV}D1ua|jdFv6W
zLtkE~zhl;|?9lmd`d#PZipHkv&K>Mte^*5Pkva7D>HobR$wy{<QS=oRo!WTR@9tdg
z?v;}rc#rJ6^QFh}SB{3R?xgJwD^=Us1tytK*nK?nT~NvmQ?rggj*hQFwTgMzPYFC)
zAXxH0ciFb|3Hip?Bz!FnI0gG}y<}%(?a!>GAQ5w&!;H)AR;1CcR$VnsM%x<(Th@u@
z>@dAzy=0@%(rfFA`3$D(#p?yMU8p)Nz_aiDNy(QhlrAVNyK=ioc>|}1iL9XP?5kJ3
zYjh2C^P99MPYgToM&axe$0w7wasN3o`JTHQ>%Zs?x#C8b&b_X4*EzW<{m$c=zwcK@
z1U}nu_h_ow+{eWYx;)Qxq>|5O%keB>+|?OjadyAog}(>RyB=ckIdw5+YjnEwk%)}z
z`N~H;e(^>azgTpmV4>sDBRp?69+dIDdWlJ&*_+>Kxk_etgv#mZ(o42Is`&Hm+=s*0
z8Jwr&UyPWvv07m7Brnm;jCc5FWL!C<wO&_n#woU~;cQI?A3xsy-7UR-^&!EFQq|p?
zR%{pg%K7YMqNZnQ?X<4WgNxgj?w!aS#`<{6!t3W)-laZ?kmyxi5-9T4>Zp?RV!qUe
znfmX4v+8r+Q8u=U3OG1B_-g&Tcaj~exYzzx-7CH>MX6I}!-q<*OvBe1O6$X-wo9n2
zzkQdNX=m3n$2C{>i8Zww_ovKLUbwWg(Z#;6kvAdHsEc>4<jffpd+$lEZN29C@#yR9
z!%u#P@kITds3mUY!)M@?w8ZfR%dd35Ajd4-^l2_z+Pu>@e7hMTB&aMfb5of2?-+fb
zePY@t9sX_m5~b`R>(;HjZT4fM2A7!{m#1!=Y!Q*(y>Fi69jDC_if)e<IWCrbD7SZ+
znD=U{CsC8$9F)uwm@?HgC2jVpPithB6xdW=X!;;g-8k!U2jiCOMq3@1vh9%VUiWRX
z%z<j9YK`iu4_z-Ox?FwRn>yX4rexK`wz$a9lP}CxTk{>adgo~Oa=orusJ#~VMWv*b
zuIp|G2>LF$oF)4&J4cm$ZSoPjuqW@2Z1c8amUFGXo;_XEE8|L>z$q6|5g*CP?o0a&
zCvDmE(faY`@Z6&7lNOYHZT+<4GOO&a7DMI((ws`m<j&u@u%6kUZK3U{du%4<sS^ag
z$L;%dT&X23{+of5v2Og#ql>JaRG!7op5+(!V)E)3`H4?A?kos<bL_E0|2t{FRm_L2
zM4ev<9ay}}J7<c>#ChMJXoz^o&)8h3zxxBPZ*k9}hy|~AE|6tj`g`WLAE&o3F>9K6
zVfh?!({B!*=3J^Q()Pdj4KFTaFYxE&i9NV3E4f8ic<Fj>5vB{P9Qk?namRX0Udi-a
zMlpzkXRf$P<3tJRB*ui*8Q<STFvoA0vnry?bC-ZtX1b4~(dw$GsbPA4Qq%o7*Pdg!
zcyo1D*$Z2#&NyMVKu@tHHCbmP*nBwFCpgFYe9C+%t5*3TK$o}g#_7#QtVbFbJS=V5
z^*n2#mJJiX(gg)8-bEI%-6>uQk|8UPUwxg*(k5eQ)?qXCoS{fm&BW{lt_Q7E`_DaW
zw_x=<!mGrUe0HbLy4EZ2@5~mja?mb}-q&?#LS^ofx<JQ<$)Xzy7I`k^;#6%EaSc(Q
zb<Sqd0+T;le-(mfl&P%Uy;Z1M{9v5h{7<HhzEw_FT-J-6U2^G-;j$gC1Z1jnqt3ia
zyf?M^TeC=0Nb2`}Cm#s0sW)5@Vhgw=8+Wqftk%}poXfYv-yOI*u{iI<lN_b$cj9w$
z{I?2d`Q)1%U1cp<wHb8Hl9*wL#i}z4|0KklPbxeVurIBDU7d$)*ZeQV8+bQvKH#4z
zyy&oI;t{9XxuTy%WdB-SHBDLQX&BXdL?EU=^qqtMeqL+l-*pepomjYx%Vqk^x7S0D
zUt);n>J}DK%z3+MldLPhFW+8cuc;2Fq+~YU%k<bHDCn6M)cEAUtX%El4>5JjtEYN2
zwDP>pFF&wh@piVw@iV97$gNu6cq4Awv8>ljUi&Ma*~<L5T{bz2IV*PY(QiK-)-ROh
zPVSh=>CfHqVP>LP;j-iJd(NMHYk7w^In&NZ&e`+cp$oxL2fm9&GIp$C@m#(#?S+bf
z!<LI`SLdyfZ<D)g7V&K77w$8cTfXj?oxJpP<Gy_9Z(1^0bH$T9#GiRuzP!2Mr{|3y
zNkZI?KQ;+Gt?-Z9V6?15wfSJqmM4lAGmbx=b((Y2b1%+^57tfN)><39Vc|0F@`fqx
zCNdg#bwfDI6K33WEq2kGR&srn!sHF+H#6h7gN<Z0JZ6@k=V?E2?sQFhg-@Hi!bP@V
z_6$|oN#8eLeB~2mEEzm?d$(uM^3&6tD;DV=k(&2qeazF>OO%rOJiLNad#=b{HLYBK
z)pJoQ^Ks|f7BBsc-Y_jqt(qe_ZB5P1yYAw%U%QmnoVqK`cj5I>hi9_u58ipacUs4}
zs5+&u>z*u}v{vNe-j3IqEYYrf(N9*sF#DmmDf2^&<<sT^21d<ST;^!8@YvqG_juv@
zpM2{dtWfz?#J@Ue)9D!{jn8t7ggrz#eU4W&J@1>@tfjZA>uf~%Ug;F~r;ncWx^bAk
zEtunLCbBI{bWPyFdAGz;8+%O`w3f=ekr9^a<G7)l#nYmb+s(md{<(7%cfZ;mq18{f
z?mHo4wITUoe#kP}*ORqMpDyeUxwlwK<l&2r!F%*eI=cH;ZqNRr^q6<0^Hc3TOp!lr
z&g%ARo%y|D&Xy0mA83A$xOzxUwl5>#p;Cr(?#F4nk^*+kTGhOTCvsj$#gU@*o^SuK
z^xGVeDy&kvrLgwZx)l<S+Ra`RJYKT<_`?q}hZ02pDVi$WxZ52Xs{DJw3`en!u7~Y;
zhj_ldO{<Mxy_WrT)0GV$oITTRHl1jkG|yOCy|tpQPpI_d_6rFX!d)x5+Kv25#b=nG
zZY%JzdZ=>vSIC~T9E;~%U~vEXX@USdkE3xUhm~e%=^3ZTvTM6nPgGOo$=b6a+-u)b
zOHUnt$(&WymhOuWXI_2nw5M9eUD4BG%K@{Tq`#NWaCoS^+9G@8nL~idzOaa^$Cod0
zO7u^@9v!m#WLo_mvwPKkagB!}#m?I7`BVAe#;v8RPrprnePB0l?$wIziVHWEZFDQE
zybw2a@6{g1bGbV%a^DxY<0f9mbiYJnSw^SX-M5l_GpC>4InDfjijdA0^`E{EjTf&>
zGqt<EY(n7?yQxRFxq4}MFRa<<AzN1>W%2S*>dqC?+Kw$^5^1lVy-V>jb1RN1Em;0_
zM!VSqMWJsAWe)<k#cy-J8FD6J`3i2fZyBCVY&$}?+iI<IKIDD6@JMcd+0R`fmsCG(
za%Y||@@eI|Tc`b)G}rCBpX*;)G27+^JIj%6?v)v*i-e5Qb~IdLcRCoPl@*)n5VY-C
z%~`&ZV^a<;H>`SaJ4MBgqv*o(v!{97^=oDHk7eZj{&TwiZk*zYbersND~#QE?K__*
zNGsj34?XvxMS%C)(K+X4oS$nVx^;!v-(5R=PV2d`t)6rK=PB72FSkFuEK$0{zVNlm
z|90!}X<x5B+vb-#TWvLCign*D86O*i$*cCaoy@!Eu}nBJsP=4<>BUFS`6YfFxwlk=
zV-?q3+au3Yy+v&v9P~3P%$m^T@u<cB;iFF_OZ4LN1bmMk&wtM|xiffm&D_dM%u;H*
z)DpG`mdLCTk|^%lvOj=5?R99Ds`65{OQKw>#95UNEIM|PA#rQzn&dVsbGhrYCSKx_
zf8M~iZLwvR{nv9#HaXkKg&dFkTF7@|%DaSpk7XvLFA;wD$5Sb-_j;>+vB?E_W-|*O
z<*+%jRZdT5y)O7`p|tk#$Lt1EH-ov>O12KRN~Su8r>bWO@$6kbL-v>44XZCpV`ufK
z>oDDyy)?VZ%D=|D{?CVV1^%LS_HE4hye!u)6hs`JV-&exML;HWR>3KSM;Uu3wyZG_
zI2(23TKI#_O{X1Zq;A-IJfUe~%9ns1Dcgvn2hD0(#Q2up+?<na^~0sT-k|g1$*JaD
zyV7J{>^yR?V~WQqZmZe(Np&uKWxly_pXT1GDd#!0<BLSNcYi#yOz(k5(!~!B{*^ZK
zv)*tt^V+1xTee^0)8fqzPnfAKH}QPWW*tL;!*3VWu5Mdwa$>^UoAQ(EADK!POj0?<
zwZ>ROW$IgZ;h&q>Hdvc<t43Y!FrKTjdr7T#wCtl;mrl7={{^Bl^C$gnJzwIowd}`A
zX{P&rzdM{ioZC8u=iuHeYpyLl+VWs=_q5PLk=f7oXhe!GUsrl<<5e9AJ%`6n983c@
z-%wa#QM@#N(W=NTl3{CiJqQW#?YdORz%Zfg%8ot%mguOvy56+N;X2Ikdhl?yzWeh-
z6FM~Sef)l5+q?xPGyKjoZCr6>OVI3V`|{YWY!9C0e#xo0A**2j17&CTNtKzKW>%bC
zsbsU^^~4RAH+LL0I&<yx^(`x||GfMfblK8Z=hXcV)PKt4IIGNFnRmU`^}$gNKlj!N
z4gV{xZuwfizHgOv)nj8_$QuX$-MsM`&p$S*^3GE&u?cDxD{udJU2luB<i-~d_p6;W
zIUTsxu`i2DPUZFuIWfi9Lo%fwa^3gl%rfnmw58cQ<if$auGyC+)Odg2eoFR5Mw)?4
z)dkM<$V<V6o5I}1MMc*h-=TcaU|+><E-%N8`avi6?enWybe2iP$ja32p4p$e2dV7J
zdNm^V_Mbe{biI*-$K(p5XHT<v6pO0SERTcD*_%HslYJ^9VG$D&Q@;4GY@i&g-s@v}
z7Z0hov)Tkb*dVXt!7b1FN;BtRUrxm%=3l!X81@y0F_|yjWwXYX>9E6%w@Zt+EWWVe
z#^Fb8LUA__hko1e(2UVbiqA!+BV>B<&4)90u<^{=Qr;&1=AQE|aiinfT@&W%I2*0q
zccf~KbK;%{Cbm~Lt$E|w{A9iNiO@Y}IxNetIJ*6axwl}F*Ze5<mq9;;x|}nlq|P?4
zn0um+t)cjoT(^TekL#)k3#X<_kNTPQ15=fy=3I$<nBemATp7>B0M&RtEl=^f?-owt
zYT>m9RIV;^V-Sc~>3UmlLB$iL*<I`6BZZ51IX`Mjn5SmAC#XlPWY4XsawV^?ANFRu
zD=MeESbNLUV+UfqdC%T4Zm)hgN7H++=)Pw<h6$A(J4zgv7|n4hc-!V@=KnmOyLuf%
z&_vGfYkE2S5)}7^F!&bxu)mI)=d4sA{zmMd%a8lY77s(NFwUNEz{ON{ZP~*EQ&x3Z
z2349_2HdN5vgO?Uh5cga)J?0tUYL{qWAnwRyxYEPbJtd0nj<Cj;s#s65#H%<Z4a-V
zdoJu}+rfJs#p17v4l_ijRu?Kv@@vt_Jv6y_S+Mv^-8$7vI)dK5V(HHHH}*2z*Sk2u
zr~2cy(5T6Ct5rBosctgcWySeKn<LOLQ`#k#L!Cp{LZ|(B+rwE*>3qEgaRx6}D|ei^
zp}TOsuMEdERpz4;7u9~he`%J$>N_!(eKH}UCm)3#jIavUTkp*=(b2tLwZWuG*H(q$
zuEX4&1$A0B3;h_wolgoKJ$ja%ebINxgqiDZO<dw1A(rTQiIeGz^!mWJ*OzrQ&bMfY
zjXYlKJ=tVRNbr`4WepuWIJN%s#BJ6vH{w}lo52#vzk8#IK=qC})!ofz8b;CV5BHf?
z?Tq4nw^#Sw^8jr@mp2UJZs)I_;*S<=T&orra;RN8<nf#xF3q-viZl5adpS2K=C`%o
zm-OFy=JDr<SK6DkejBT+h~ytlSbZW?CBj#@Pt_!I$GiAQ7TbbbrQh?88!<U9UwBf`
z=-bi8y`2|~I?jK#dJ*(6ys&oRYtAVD53Zk&?~Gnk?ylREwA);Fwb%O&*ORy2ezyA1
zG+|Zb8N0{9Q=6n2J#`INSsmhyTd>cCC;Mi)5I@fx6Rpy(lWUKyGFZrZF(><u$xh$E
zTgj`IPrAbRM`-HPfZIac`XBOs>$V*e56RiDsx@Jm!JK_(w#*IS2{UX_6?WxIz0+K`
z|E@vb66ZU&n;tH?zS)?eI(hNLQn$<5M~*bVO>&+uYACjK{gFx$&+plny(T?4oHg~q
z%a!3%`L=v$v)X#Db^dMf59`)-)%FAlR78Z$xNGH>$bN0r;ce?9U84M-ul@VSX!5*z
zdAmE3^84q$@#Rju``ckH`?TxVQZ@2sr>re-<ZZNDQT2!;&fw+>w{|uj=dAZ>%-R(W
zljHA;^nE;NzFVo?vpOWt`QFpo1+PBJ&CD-id4EK0jfeZ5{nahU_1`<(?um_^w<P*v
zk%WPz(IN9Aw|!^JY%qDeB6RNEj_zkxD~q=@9Bn>1$5~=yirnejbGwqtp1SV6+jVKb
z`9j%{xW^q<E-aUuIwTG`W-!_{@<&ZSDUcEN=m(?nHLao>N?RP~U0`3;GB4EP?E}pZ
zOKP5T+_g$teKgof_*%ru|9>tSb>30*Yv8@lczN5gL#sb&YR#0`er!(vXUK(1YQ6f+
zFG{z(K3aOb;NbEXpI%JT>ph(JM&n%77M5`3C`VV5`yS3QL7cZ6o%Vab`E+#M^+dHT
zJWsv%L>_)6<q{aNPOVvxCGM+B{y~;wT4EweSG9f{@f&nHBrTHGa{S=Bs&#FwNr(J%
zRY}v9d2M$x6sn4C7=MW_%lg4#D|CLYbnC%#e&NQTO@V7x?muA5({I{mC7Q|mTq*iD
zJ4b!DhaLOvJ;h6pT${@r(%~*7ud-n29j;^Cd5h-G3h{jxdTY-0t6MJ!J6U~Q6t5M_
zoW`?FVWQt|?h@(xiyIzCIP~Yd^-F4JPddT*%t`v4o6E+PJKS2Bb8}qho`~T6#=ehz
zk6-G}mFvD;FY1e2&*v}2b|6!*FTa;zT^RqZ!1uF{9LkNkuApmaqPV*DQQqtsTGDwn
zQ`5dSm7jg+IOn2U?uCOpCRks2n_$osaO7%wF7LLwsTS2`V#gMH{A~KR_EltW+uGX)
zn7wZuymgf^@^ON!nCEJ}^rT1gl9>dm?S!%qOn7l*nsTGlo4CjPcJnp7Ka{;zDO61S
zWi@B1KBu<n+Q&QhsOi|%RkHv3pqrTD_j&q+Z_o4J@?KxAF>_~aWtL3WjB>Mg(s}aB
zQ=hvXWQ$J<^EO|#yGbmKv(q>I_oj7qyQO$<=LTmwAJ?k25BwHZ`18~}=Y%&8Q*yr6
zB!{TKT^#vq-$m;SGxY8s%9WWhX`O8UO%2|+ITub$GMln(sqMK1Q<U8%eto5}-Ozq_
zo7Da_Qv5mF|C;Sj)J^{(Zt*F>>*INSOT|lJtb0RFeNTS<pu+N2<g&Kbo}Ebt3%90O
z8ge_$tvWArN+v_hqvasmn~sk!m+XC9(zSKk1j`j%$1RE)|6KO&+p+k_yLy*SL$7Pc
zH0IPZ%<f8h^Y_X7f?vzaqJ7uPF8ufAy(0t5LQ%ORjryM*o-sZvx|22YKv#>v=any+
zbsZEgH4D2uI<S19`@)MY+}*3qOD>6ch)5*X>@&7;d$#V0se<U43wqylrf!p(sNmog
zeOp>tw#ci+tNg_b@381zzT#Z#lJA$UW-P8uzB4~g=*hi3PaA%Qls)u*tx%jW@6qq;
zI_oU`g7arjex|SEU3;?9GtX>sMv|4&oTaS?<$}Mt2}W&u!nY@;fpwXXp8uQoRjYS-
zc&M|@x?w-{;`~*2S8nflF;z3EKIEWKyT-=1*He`rc&|RqA8<7L&_f%}`Xih?cAbyv
zs~50K8*S!IZ9XtnXsX-e4=xfK(yB}CmK}9@1G;kQ&Ch98yiZ^5Ei8RACsl63s|y>>
zyg9Za<CzcNhvb{nJy*;qD`oo;#=G@jWT_cnc17}hgGW2p-Bf<ywcSFh%l^J_MFV4#
zTvO}0i9fe*j9~n<)M+W>q_k(RB`wsKr{4N$ys1W7-f9x>v<F5?2Ip36(tOOP<UWDt
z&i!{q`<)Zat}&i}x4+HkcwW`tZ7+JSFsqnGeLW>SPsruP#x`kd$5V$hlIHF&^tLkC
zcK+th3q|)Ivn$IA3V2<8VQ99i^Nm!=9{bkG%hncO*DU`jEAjK$CcXm?6w*6uHlIq+
z@LF^$DtZR*#T(`8c^)}Ftm<ZWe6i!zYojVP&j~tAxjv?O4Po1COdcf*+It8!38wzH
z-4GS?veoZejP`cjY1(;03+$Qr_APwn_|EG1o)CWH`46HlaT*7|^1W5c&MINmuz1$R
z)oUIox^J2MWYxR}mxBcMi>Y%?s(%}rEU{jd@3H<r?@Ln+RFjf?X5Q`X>|FS&qj}+j
za<N_Ch0`*-7H_<JC2BrX+_g^=X4eNEs`zpzb<>l-XAV~D9+UmAy@TcJRVMDVxz&$c
zEFNqNT<x2D*Z8-(WNW0R+>H=n$@x-xGt$q+<|{myx4lKWDSLIAs>F^N%QBvMr@xsU
ztXuRjvC8PKt=;#XSLa+{Yq_f~9n$mEVoI;*;@G+8tyPi|>Mf5<H>l~AwpKfN@Y>DY
z2bNgt+9w@b`j^w+<%IL&b=4XhV%sBLpYC4q>&Ba$+}n&M?=Q7Xx)@ddr0k7_X3P0W
zV$-Vj7Pn4sI1s`e@BOTkV~6~~tIIBUuc($&3U}C&Z@DgW#)$~V4R5m#dZ%g0OulCs
zu*_t}dYKP=_7i3D-$=7JIi_X%oIbQ7=tis5){Ox^tCz(-;AZ#9H@{x<Fd>Vfv%Ofm
zIF_}{pgc>f``fYCeV@B@10wGq*czncQ}b#g|Dv4g`;F>Ru2ZxdzGj?hoVjy##$GP@
zn8Ox%y_&Z}CasCpa`d<}t2Ah#>Xqwnt{qicvsBIZ_f*wcg<+w!uKDE#jS7Vk;ruNZ
zA78qys^T|&e)G+pi&vQ)J`(hb!N;SpQLDh#ZuRO7(>#)x*1gm$tPMS<adWRd^PVkh
zA{o;3+*j~M`rc-g^lB5YR@izaWy6J8O1vEoLFzM#SAO+8v?OGua5;~ZwSw@?i;Fi(
z?^$l8Rxi!2ccGlob?b&ePgbVt@TKn4y#?<&@mwnMy;U%6^`zr_&n3)AuvPD#lg@PQ
z^S`F!XZ$l?JS?($@Kk2e%(IGdk2b3DJ^$qVK)R4ey7S%PO+7a8OWDufPx;`e)&4GU
z;>Bgtx_kB%EO@ajxN(}f?aBg!InT;IU3wpJ`=!>m8Om4P`d_o~ZM)5KB~LfEJ^kqI
zD}T?#=E!&WteVx6mpbpqn}=KePOS+rJW}&W$K=NU#S#zX7DpKt`*y$g7tRxTx$@<%
zZMKt6NE+UXj^PRx+Urns;lT&y_C)8B_j(H*4=C6j|DZ5^?%EFr*B>mGkkkHkEp*~h
z7U2oUXZjWNZ1t7@a7KuY&0wXk!Ob`4doJFyGI8_`%q#hO=xK%Ex@7sd-2zqurBh0u
zC%0aGxMaEKl1T^WPX3w^J!d&vpFMLa!<*9v6<I887ved4RZMRz+06XBDEhbNMIBR%
zx=?rS{62%uK#4}Vs*`DncPcMc7Z$zW*RpHkQhUipyJr4<B@<3CPu|&YRI<$I(&aCq
z5zSvs9`o>5m-X$sCBSc$ylzut`7#$3*O*V2CYU*QMY(sK?mM$^&a^fOmko;+dR&uU
zP+6c7ymqR7{O9&1OqqVOS~#@VO}PH#PM-G6mW7)ZJr26^AgyJ7o)m-OjIIke7CYLo
z?tb&DZ(2!MaJ%`$iLz}iCI`AUtY0*zU+v_V<hkZ2U6tkaTq0xU9IkzS;L3@{#tOft
z&o+lF+5KFroS!XvsievAj$`^W)$L5051!>3^=x~rv12*kHHOBCOXD`(j*7ls)p>de
z*OR$3x0hZQd9GCRGjjiv?v<XkeIAE*C24rr`u`|-p!E5ar!jNx3zlyaw=rD`-@nR2
z>2>NJfoB`n3T$ZFt^7*$`U^gn0=`$g%~$z*9!v9nlkRoDKCfZfttnsIYMZO4=yJ^c
zZ4vaXnpZeE*F<5uPDc33!#Rr$zjTxrY-qI>h)BMEm)(&2LC;2}i>fyce!S3Cs<2|~
zvr}KrDr%p3$e?@b;6b|+3%ld)g`AvHeKDhTM`Gd1nC^WAU-sSgQZrDB`k_;qQ6hKd
z(Gx=j-A{^kK9;|?ZeP&)@X$gT#{0a@W}56%QjT3a*qC<0w@Ypk=bVR5cQ{@>`Xek<
zwQc|5#v034K`GliCUrebFy{`p)Cr4R(j3k#@O2BLqmY{Ol68!Y4+2)^@;v#PY{Jgs
zr6|{QS%a}#MR95Q5*x8~lYMq8HMW@;seD-1BWCn2Bb8Cv@zm17hhpuk58TMlR=#+t
zY1>iW^8RbOZETmqHK%<!6QNO?uwt{P$i0tCk7>)9=H+bHUCL@2w`0D>XYa=fJ1Pr8
zCZD~Xm|v*;T&|5x$DM7Hj9os*lPPwGHD1Nq?9|-WS~zF_;T63ze_omIZz`0l(2+k|
zV5wzMZ;IFDymJySx2#?1zjdQHXNH`rSV{X5(c{_=O%xAj=qE^iZ282=yyEO#xohA4
z3GLgYv$VW7q4PrRZH|=+%F5Z9Z&m+V3UqIsE!}%(Lz89Z<8y1GGj7jzl1?>hT5+fE
z1sD6Xs&kcAd|x)Z8wxwW;#n^<=kYVej%5`y+4r5gwfY?M?T*RsO-kmnUpm5-%%Rm`
z#qU{k#pel6lhUEj0c?w+6XzY>_<W(VI8X9NBeCyy=drHSzm_a^!ANs;wb&MeQp0n$
zoG;a!JIy!+7;IjAG2m=8omlA8Bv2?b`GLXpkB2^<-Q}>XD?0*q;gZmo{k|FbCgrw_
zM?RTunY2Z0I}6Y0BQrWvT=pb3TeX^hwV7Tdc<;jD$sAKc7bot{<!ES~$8>aI;Oocx
zD;p1S?vZEVx}@F8JoQ(aec%`Ckj2;kJzb%C!&CdHR!yRlriJ+)lT@SFC3<1GHYs|F
zu^d~pgO+&9lwB{nE7)!u(Y7{WNvDoiDewCAx1L#S+%Cx_WPVU_YDIY1&;K`*dBYy=
zP~F#aZsLQjC(b)KMb<AWyY=?uu7C&U81lduE`2vQ)#QDt^@-&`!|Pj3ytlPi++@v?
zU1w6ux9zdogv0N8T>UORI{m3`zGaN^q`Z@l7$ZvlPWaW3`h@4jrR~1W++q{=U0pbP
zMk#BHg^TQx`S)h9&6MezE}&I5k@3K*Mn+8!p~b>%|1UOjHu8Sre&>+9+w<#9-RW03
z_uud^RA*hbW=BM9j>E)qb-ASro7KYi|K2M;XW^~8zd1E8M=;lYS*_hxTh(0T<IiV)
zh>dxv&zei;dz4}>8@Q!SfA92OTH1Hxf;k5@J|!ia{WK7?oi%By{}Uy(IftL|IQ*Xw
zYW^etl=hutE7;;h+b4uf_<8w$$FUVYii}+Q+m&_AE7BdJJk`~Fmuo!<;|cY(@h@KB
zGyBNGQx&$yd8eyroSCqvO}pjclI>@*oa~H(Ha$D59TfSk!=%e0;qber)>qy_mu~34
ziei{{Y^#3DBev2;^GHtnICmY#V(Bm3jAm+2+<n&kUsq(b?ZnrI$3luE;^$}<*}Vvu
zH*>eU)RS|wxc2BzaQVc)GXL|zV*&SHZT&Cw@=jZVa9z?;pLv(M*qAv*qq@68k1rAr
z7UkKidBZ)bXMV2P`qPfnIJZ=7J>~P^h+5Rn_?iPrLOGps{VQJ>a{OF*HE`;L%-*R-
z)nACQ%0(?=I4%=>b;{k@M~-_x7GX8mdAZYT?!*gqn(|(g^}lDxY;)VZz<ENINK>Em
ziOaJsE=?7l{A<bWc7wajHmCao`^>)O3onyC>nv31U2DXCKH%Q_MJ-A)8bZ12Gi9|O
z6n<S^*f+aQlHbqp@ZpMr<GL}&F8}<p=>5kX_w#JHOJyD|I4iiC(SGr2ZFP5>Pv+6{
zWx5Vr-;~k1HMOBA=R~Jb+jHHFvj+<#=fsKGUo})_d)HDQ>ckwmWb<s5mwVSAnr668
z>b3urm2wHU<5o$msk2<*ed0-xm`2xOiPB;p&#+d%<#GBF>ephHnoC9Qe&T0Vc~LoE
zpE1&%FYx?XjpN}SC8wGX=XPp?u3P$}EB&-2yQ3t@o2kKvcSGE4=PiLoa=gOJJ&u_+
zFU~o5Q+op2YFYcmVfUMqqdk2uNR%Huw~x!F$?(Y`2DkgGov&029{YIpfU}Fl?zq=?
zJ*NHM6y&#2>*L=?wo-z|$Di{hGuIwHvZ}r-U!Z74?(@7usS}pPD8D)7CGermvv`M)
zK)=4={}x@FLb+F0fA+fi9MRevxX<?DkJIO73+T6PG&m>zVuOFao?79@kb70aP7{x8
zcG#VMkD*TKs*qFT&BGh(`A#-$Wq7heG}xJONr^|!|3?#rJ*}o*eRSBdvbbXxTae8@
zryZxabbVQFvgF%39k-IF?-*Zdoon0`5Zxv;K{oC06f@_vSsW$e8IQCUImjp;@oST;
zZ0d~t$tAtv-fR~?e;eH$F(N7pmhzjbe(hbtV{dD~cUe$HCM4xVa3JFwtK!O@2|`*A
z>)S2{)OEQ^{%m^oZ;`^5uPdAcl@~I(9pYVcldt33w>t+S8*K#n*@WgvZIW5dwrIoL
zBlkeJEs4QzTl$dJZrXBtb?3H)=M2O6oB~pJ?R>?a6p+78oT+BhIj(~G#ov$5=wj(P
z5hUsT=E{_5y?ZtaJ^jFx=;OJ~J}ag{L{>p8S3j9CNpAb1owt?<#J`^C^dVBt;qL7I
zg)=UfD&JdNJo8<Kqk7PhbFYrL*`3_-^__uY@%&ufHHy~)lT2edZvSG<&OR*~T(G$G
zN$7L8*SqGtyQQh^mHs_ldH%f_Qij*sZR8KlF4sKM%;%&R$>#L!kK?A|wDa-?uhYtP
zioXl&|GT+Dl4+0af{u2Tow^#F4JX$oM1Gt)QS2d`V9u+%fpd7TuQ}#%WTxTbo&9R@
zZa@0+KCuM7iZxV?*Q|Q@&*AH@<FOZ`BGUY&?DUotSUY>z7C&86a7kJ5+YIH8S2JH)
zpEP!x9Z{+HVShom;&nx_ZIhTHV&htU&0O`5_)J=xoS}YOXV$xOi<RfRm=$u&iBnu>
zox^{Beb8k~rFvU*{?Gd0I_c_lakgt8X7p$(JGMKg`hYK6I-~wG<9OmN<(0vK+uQg<
zu5ZXbzV^u7#mTbVwx3f~xoyvXa_TSI^4Q?*#pTCE)sAU>k~Q4^o@XMb`f`sK+c#P#
z8}qfRsu*T%QoB;WX~MT%hZ|+hf+lai(Ob&7@t8>FTjzCh9EWOeoKS!L`q;btFaIT`
zJ}J2tn7ih~<*JIO0Z+GD<P?alv!A|x*;(GZM<0B@Q1t7K)_4Eh(77z0M}MzUKDss8
zd#d-+iOsp!KOM9C$WmZ2#kqCL)+>umgsyB{H_6#%LfhtfuBUpp?pq$QG1<v-F&j(Q
zHNRb3G){SJnXq-$B-QVkr@}%f_SzJ&<;@H1uy>ph@mqc0oxMRknypQBs#Bj|3OC)^
zXUlmk?L<N1j7^c6?l+sn^-K4e1zo9`d|YSBwKv92eQRIre8YGn_-xMfNqb(ft#*~G
zVt&jh>g~4iNSfc&_Y>CkFuu{M=twGMIx3|-fmP0R&u!a1QGTcR{2RkhCvMyvQV_3r
z*D!n8oE`TSpPD{B8{1_n6=wRJEqR5}X5$9=V&Uuzuiwhj4R-Ez^2hf*oHA!kJbUT;
zbqmePHl4KCY|`s~-fZiHI}_G=tvk$oi7)pY-)`fuXgjV)fmaeul`rh*^4xlhEnnp$
zheE>CHMTk&akj5+J_%IY82ss5gWKL86*V_4@3)79eP(SwzUzjLW|w6^e~(gyJ>wO(
zcm7+KC&<0Xk#4w`o&J@Zr_FzJg42hq?2?~DwD+!;kW}-TbEtOHZNrb3LiBuB>)a8O
z{_#bvnftMFdjBhBP2<b?F6=Em7i)8>-J`&FEnV<<zUAHX>2q#mhE88{URt|mE3d2h
zl{2cZFZ?^zHD#-T$<5|3OL^NDSaqKJ7XLPJ;VO;4H*Vy8xy<a@;`2vhW?iJ#<xJ-}
zpTpZuteO??ddoaIy<nB-@83^8EZsb**E3pU>%yaDZ7Lr>a;$9DsJLyZDs0LxF82LX
zLE_GhJ8qdB%dM+YVG33&ZaSK3D;QhgUue<X)i`6C<<q)rN1iKlM@X;zJJ0u<-nyd5
zfbDme{P}aFc1AAq3Z;XknXCoH4qw%$bue^k#1-kVwr5;7T@_lg)9RG`(tQd>oq^il
zBxK}TwyrNW-Vrvbc0b!9j@tbRf;YZ9@2SdLApKBe=kM*e*T@`O)g897>TFh_wzK4;
zi<wRqyCuI>PPdFKeLH^{n{LnhX@$J5q6*J)ScC3Y+qVV&czl-Ogk1a?4)zJJ*_L#L
zbm>ocBAB|@hf9S^dU4>)qHWjKM03e3xiy1_zg*?+1LflkR#CER&fJMD;I*62C#Is4
z{kdelLR;$d+mGdxkB55R+q!AO+XzF4yIR}<%TKKe@qKpno!N}==i7Gvxo|s~=iI_g
zhR*{EXIOzRTiWuV#UR|g-($|r$-1R0RlYsyZn^pW*7o_gCvGy#Z<5@`vp979O#f>;
z%=dSAe9o$wsx)i2cJxo9_Tq&)N2~*QjK7~ebf$7smicwg?}?h6rz<~M@Y+~b)MU&E
zw)lA1^tE~2*=>7U-Yu^%Hs7#krnEqK-l~cR2Y%NJ&*NAXC+T{=VDVnLc++dmkJg=N
zczUViLQ$5SK>3ab1{Sl@B^d5i-}O6tWaY&>;^l1#3_G2EiL48K&9Jn^akdy+?(rP0
zf^+Vl@8(tITwQahF!NM&tM{$z3l69?|GQ^$WB>J@r5FCzDDAk|R`0XlfJJA<&O2|<
z2=PTqvu?O}=U%Yo?CH0wE#k{dtNE9|vFlpE_)_chsehW){eSgdKecU7oo0Mu)?y})
zD_gF<atjEYe1wN@Z}k=Loc>K`+`PVB+kR$U@B8?QmAxkKYT|Nc%LMJ^XE$uPZ5_6j
zIcL4`mlv8Ix9>Y~i;9}4Uto+75Vo5*cagwL9_NsY46gH}4>|j6-IQ~F#nO}0J<gqw
zu-|(kfXB&lUdtXXYre#FnT)I2D|gu&i`X1-$ar?cj^XN2o~T<h+{L~}UOnY??a#CQ
zVqflBK6Y4=yuDaS)67e($&kOwVaEl5^J;QWf9447ne?qE`t$6-btXcGo|blHwKz*0
zoZ%<Ppz{3h>}eH(hI(yU>Kih4F7)+o&xv}sN<6Uavzzxh8;zGS;<_IfO>JgS$k-@X
znto1O$NE@|na(BUrxrIi8%&PdT%eJEB!5BhrcOh%-+8kn_Z{Rq7F^V}P<6+K;~$^S
z4NN(_+Wlwa?Df^Br<ci?ZHvAXklL}PG_RzxW6NAsR<UKapX@Zg)J-wnd-qtM;oPUz
z_DUD^C5m2o_rLmNoX`|B^-j>*bsL18`OC^yY$(2F(0}&ap=D<`7W?nGb7J1wolFs&
z*;`NRt<cz@6*h0*yV8TVR{09XxF7oZj=3xLY=OyvPt)bwcfXB0;UB`nx>EPSIfrK*
zoC>1rj~ZVoe)3qz$Y4UBj6{xiVI2FCv@5r~UQYCO4^q8gv>{BTQ|R6QWIhS+S;||s
zhHiPAyxTRa-)N;}X6W4@N4J&9H#k-``x?uZrLWOXf2r4<{9}`J0^i3OZ_V1&_9bn5
zea7>3&ZBZKTkjtmH8W<k+qv$UsdWADYNNBiKvyl@apQj3RB69x;qCjS-&g!ppD@Qa
zOn<k*0Y=5H1>x%M`fuiVeDihH<FpLov}!e7m2LgiHrBACK9KJ#UytrW<`vhI-e{-T
zNj)r3PwKPO{`atp<?rjCOE2v2t<a3OI2M{?zM<%Ox<XTV+czcsQ%ylSURH66az#@%
z%k;Wwzn|nHc65WE_x0(G#t(GLr?Ss-F<K`XUSiqC6Zn1Z)pc6BR)UimFIC#r$HX7_
zf9_7Jw#-kKv@SOX*X>(&?pK_yawKQpE7OJpnR64ZYNuuMFRhx8Z@J;pVSTp6KBd<c
z8QP{6oXhilFg3fjGM|U@>A~7tI+62!1kFn;kD0;Z<h$?I<NasWSKJi*UVXWWD=FEc
z@=z0}wv}h%olDb}m%f)%`}gSaj3bTSlb43Cne<Ba#8N{)k=KsA3a5Uy%&e<PZq0gn
zc!7aU=!Z#5mlz4H(qP@3BGOq@*`hf&a?gjwS5{0mJNwWvbAKOqjrfeIj~8=UWPIMb
z^5FX-+mh^pNBo{QPE9<0)0ItW@zE;7o5E?0LaH358FTJ`3SJa!bnM!iE4LK%)ZUAq
z=IL86!>4YpVrHZ2tz4wJK)0@~d1sl7&K85c!l&+jk3VG96%(sF>!!5I!yj@sHnxY~
zT{zIay!*PT^-RHA>$&#S2b}-<`Q_Wxt&7htN)tILmAj0=n|}%DqNO(DB+x}mOOpH8
zRSbiBoA1lkd^cG4@s!im-Jvxm9~gw|Upx-;aB2xZ#rSPmrM*CULwXLU%#qih)I8R+
zisz`dWL;U{-|(Qu&f|qB=S`ufb%j!URatlLxMLG37_qppOKH#JP4nMO;ac>hYk`+#
z`yP`}6?Rs+sqc437hRU)|Nivq>U)L!?fMUt)%(A2@rRtQeKjfi%IhpAv4m1rLD$N6
zCok;u)IOi>yH`P%vA%Wt3~jH?6$`9x#?*=U?til(PUY?E<>LL%R3z))vCmqRGV{~h
zBbRJ<%iQSuW*xvO<x=%=bIpU#lS;NE-*`3g2;`cjCntBzFKAy~@M5n^Ugv?pFQ=Zp
znw&U)$|Ch$8n^VHwkrM1InlT}c>cO<|7prGIYvchd3LAou6m-dchytHedj|r1w3zB
z!@c>FwCsZ&AD4aAI3ai;_>`+`KzQ8&-#pPx+*cTOmNf)DoN@iq=8QV!`zNNnzcpox
zrjQ+nx}Z?OiS+NivU|%OtP;53G2O1{L*l*?>BQWhm$LU=DxLP^_rY{-=_uQYr?l){
zCVut0_G|Al$5q=pFFoU(;KgLrBpbYDu6=;q(^IVP4Hivb<9%bwrwPK(8sA!<o3;D?
z>Kh+kZFIMJ{iV=Mxu!B{{tvDw`<bscv-eg+3VF<TY3s6BUvo5k{f)mBGZ&v^zqRR7
z#sB0E-AyMnt>qm10=ZUSvzo#?InJx-!mU?7&Rtnk$82qtGFw*Z71R8q^0Vh2JSNg6
z5pA;bcGa1b<oa_{t!J@4oPX!yhh0~lD`TGS*tU7YoUq!am|btx9=EWk`=?0+S~{m0
zKbGKI@MPi>&-onU?1qOuDwiBp2>r4lh&wJ$?3=>{)dP~B)^MN6F1q(*jp*0Vr@7mw
zu8eKES+M?Yqma~;;?D|?x(-bUnH2nOEAP{}e?ya|h~!vX-eb!=-Z$w=x%tD2)Y7L9
zrd)m5ys2OLBlD4xwKC;xs-92Fn1h}i+^Ljr&UEswvd|2(<UqB^d>bZNag&Wf8a<O!
zj^?Sn|7_ms7n$=Q?#&&CSni5@Yvj2+eoSRa)l?BSb6w@FxG7UbbAD7I_epE@wLVi5
zSPk<MU6;KS{xU0Vn)8__zL(8Z)wQC$CoKuLogH*@MQgF9Yv?QqX)VL)!92Vke#bOs
zrto^^{#tjkds(p3mnHA^#yD=ex9+qo^SkGH=hs}nv~-PK-!3t$VEt2%=4%T}pNJ7!
zz2;9;Ovb#=_n3O$hi!?zqx5<6@4Zh|Crt30Dxc^&OW@-Arh_xn^j14K<})s+m}GK8
zeTMV&=@SbM9SrPd@VxGmB_{GDH?`n{cX*B%i-&Ayhmhl`G{&n_CbRe}2869?x>ith
zCc<iM6K~b*gsJCFtIb&ISs2K5Q%xh*@vX4-8_oW!>aXf`Z)<p5QtvTY85p4I*R3Hm
z>H0r$&(Bvi3~sFcpB?0vb9UZBtK(_>IR|<gd1tC_Sh#fF?_JZS@@oy08y-J;l*z=f
z+Hn2Wg{SuyPg#<ksJ!f-{+ob*vO7$QvJZxozdhMl8?@^vbL<rBz+-Li7VcK$pY^JK
zoz9xA_MkmPAHU`Q|0`7eZ1v;{tpwFM2|fLv5?ae*xBUP9RQ{#?|DQs6581A>Dt$Qg
zcK^SxPv`$X|JI)4y!jv1V!x}5?;Uq3dc85;Dstgcetp%?v+_!pPQ0G^)xW-~Gv-<T
zk+~LyYuESR_MadBZ`u-{-@9-7|NnPLZ=%gfiDmrtzotw7UApY+^sYI+hySXch+n{D
zDpR}0eu`rKgE=b-uWb1*Wb~hP=9~vdeint=U#@z(pQlAFWsdv)-Cytj|MICz{L>Fz
z?HGgoe=p1Di$B@_?=5ToXFjt_FXVeebN(=M&#!7avW+$HHb+~g$ExND+zA_nm{k%q
zi`$a+%<S-qmwYc`+LyF?P9vY(hQ=e}HEOer<$RrZr0manN&GVmtE^!VaP8XC*JTyn
zd1~?=)lN6&@Xo%JZTugNRKNBgYjuwHID6)Pl8Va0=p7H6bpP`6O$(fMejE3v_Q}`W
z?LRJ_bZ=S=>w&7(JLPg8{;)YRp>}(N;{N#3zwBWjJ}r<}mw(J2CD5mIz~juaS03y=
zXV`1hL;SQk5+=n>xK^X^f>q+Q#Oxg|JC4MKF8O&Sg7GJp=H-kFj<=@XDo7MhUcWB(
zN4ep*g>Sw1EnOo|)STPuc4&K9^y3Ia*-dv&_$HP{Wi)r630dT^ytQq|#O_($i_O;U
z50W=IkbIWA=Jb_lKC@_H_M9#&?yoJMt5TojrN`a7oIl^vZR0PQ;GfH6nWOa07vD<g
zS^Rf{>}To5J4S|HyHuZcz6+awwqNI_Y4ffI`;82II=?d(p0>}Z-Q42iuc8uX+52$H
z#FgC%js+S;&2GY$PjAM*3ZLTnIWzaGc9p=qX_DSD|Nf)}N|!~rcccg1QOSRma$bG%
z$*<dYcXLLcIS^bJFZQpJ^FPz##k;5dJ5YacVbR0z^!+-2vW*}5?@9ZA^w56?g+I@;
z_fFJ1VP|DAVN-=v{MAWEx_9n)%{c%45lhzRPKUWo6U%m7R^L+}Xs45sX;ygmfQM()
zJTdY8hW7D>EsEzq6mjXSD|z&lF=NXwf6u$0R#h@gp7QF?oM5e*^Rf!p&&TwJMgE<(
z?nLE|5`jndncIJ^l;mOczs|I0>5Bgcln+HU+sNLr3^(4t<(vy6gMHY?tFE1rCw|?`
zoBc6v;^&*CQ!butPcmE5QGEHr5;OCfW0^}f%5Pzsb@+;8L`rIj!l`d_m>(>4t&=+R
ztox#-<&4~{pBLt;$8&Q9--*BTT{7~&x_ajJRmS_}8rgYb>=~2}>{)+n$>j#Ye*yV<
zH4MwsLhl|q;j#PbA*psDK8-k~40HFShLGCRb#@Xdk!zl&eqspTp30KlB{}EQD-$8{
zi~e?x`hNLaOc1+&WBaj$u$3Pd<=?+?ZP%`ww|O)5TarIipS7@hd-N&Cu4xY)f9*}U
ztMhj1+hxTk8E!gSoNxLoe&kr^gd0E3$_ualx!<cle(CY`mmY_|+_>cUre}pro$0d*
zw!ZxQPc=N_iTLx)SuzY~Gu1zIF)S+b(tdNyb58e?)F<o;uZ3)<x?d|aI(w7VLs-1K
zYqPVEx$;xJ`5ooCz4H}h0-k++E^9BC*EnZ)!q$U7XHSqQ33t2kMEzZVnqYK4_xy{c
z6E-qxA7ooJqbIam*Xd6Dnj<aTJGK>W?pi+2MdW&`r1Z1>u9BT)Wp4YHiR|2LHRoh_
z*3Yl|Odm;x3r+ayJt>!K<(h_xSG3F?{noo-5}BTB^?k;lH_h7no}8*&+S~eHzWVGh
z^Y=#29-XZC6g2O??($o9g;}R2@|doE6n8}G;O9iqj~vn2^ZY-2VW|&0Um+dN`(Mz%
zo%K_RPDPGp-@EolHI`4+{_|_Ct=IqkE_3R{%Ph|(+iAY>nm^$m_f)4Oo7d09yOM%;
z^9AuPNdNNx*TLzXOG4jD)b!l9_+b@)Uh1;3nWq1Zht2nwtLLmv`}F&E?V)+%%s+ny
zX?q;&bXk^num1OvwfFaLKG(M0)o9UUyEEQ-FE4NNOqH(^oM&)Nyx;>{UY=s<`aj|p
zPh9q$P_GD_ePrQRzOVK(H-1Su_T~5bXQ9FxySYEg-`g25_rZpL^{Y*8H68x-IpxJJ
zANh~@DxK3g&DPoPnXHlhcE97q^3Pgtzt$hzqqX<9Wn67jy?xx>*dJ1HTmS7ZcfVz`
zv-{tMzZ%N#KYBjPzt<;Y|K98KX4z-u@mq~;>hAA5f9_jIV%7Uqr*aZ+&-wrD_gc>F
zw<G`7|KIHNQn3Dzhkxt6$#=hG+Md5v+h%`Jr6eZ)Y>VXj<C7~+&kOUfc)NF#nfbY2
zhR4F!WKQ0u*|t9+bM@ZemYKg(me!hQX2<^E%6$Fne_&>|>*x3Lc`k~5Hus7)Klb5V
z-mH+)*3;iN%E(-;``+uEQ*kZ7XkLHpb9)=b=k_(p@7eDK$xL$0lf1RRTHUhq?mC|T
zy{lB(_f0dqC-Ezsf8yrwTGeD_&%oXq-n!{){Y!5ATAO@7dUEo){42^rhUq)koLPSR
z&*ry(It5n$-J4XsFHU@}XQO_OI7i{Ug|)oZX|ulHxgR$pUSsBmfa9r*b&ubq)pb0&
zH2;46?KijB{uZ8F_Hl2V*wOx^H#+^@^MbxhOIklRO0X7xR&6WCvbQdLWhj$g{<Q5Z
z-@^GfxWwGI34d4pe4E17s1xe(HIMg23j`Mh>fYP=c3P8m-A92}_jkRXcIy0%y6d&u
zP41}Kww~?3RepMcz}%0bP8)q}N^80%ed<kKf8@}^MeKXZ>$Eq%Di2$wrG9P43&!_T
z?oGA$x>HFyZ%#(o;+0?SueN`hIhWNxH|EG$WA=BGi`#$op0Zt;c|!0<sL(<_8>0#P
zz0R%{wq%=c^1JJKk6=lCw~f^I&)qJ$j0f*7kEwWd`p2=qiwghEIDM;5KG<fx@cEB(
zR$X<k{qA3O=hG48MC&`@L5%qgXHIYWb*y)xZ_3kMZ{FR%abAv1`tr}hpZ1rYbZ&pS
zSFY1<bA{=w{fCq%K8xSv?o{=?SgupuZr}Uo6K}-+km_&w`v0(8XY7~bzw7Tx?4SSt
zx>oHo(_bGtp9uedZ@ltzEAQL8|6Y7L_-}gox`gy6QuA#-?tFH?e*f30C)Npezw18z
zdgbeXp62uOn(a>%zE~41eY!e!S6b`7jXwM5o=IC-H}TAQi#L+&+U>S=|1SniQ2+g7
zyI;3tto%ID^pd|5A`97WOke&~a=N{6jD5%Hxf4GpR?V9D+4;mvo_YF{KTDR|eZFra
zXeU4IzPye3pKC9(1lKQ!&G>ijWznyH{4>|D{r%r6+PmMcB7VZ$gxPBTrJwU{T;F(H
zs#g4eJoKB<ze%CrjP@<rWIyx4`{kS7>(%t0iaW+1QMT+_{Y0Cei*J2mU#z-s>Y0uH
zdyoGSTY2y7k+s=3zkSYrD;wup##<8qJp4=gmi^NTVx_w#KGa^nb^r5A^NzU|KdJRC
zy}M5{S#Eni*Ss>`iT9;qH~u*gH6u6Tg1y2W8;iVq3`ayKzR|nKaQJBRn|0D6N0y|Y
ztzCLus9~W;>GZsYg|A+{vosL%);T^^dcljFV)HzS!@bf!+wbj|D1W?Hy7A6Z-qmMg
zKYZZbeOlp~`)<>u<U(<uI}7f{inz<|-umc8hIx$5(YHoDv!!;MJ$@FTcP(MkcU@_p
ze}$))DS2<WXM0PO`N&`1`>m(mJKDu;V*FEZlI_7^)!DP8?i;^6t}4A?$3&yQs?rVo
z({m(bwod;%$@i&wi{A7chEq#k*#B(m{c|~fgW!>flUl~hE|(oI+@AKe;MQF!^GRpl
z9G~%hQ^Av)r;lGO)ZN_tsM_|{oj0kkpB3nSSigJ5_thCcLQVc?N&OS=XnVbOcSL%@
z^><0SUw4$dJJju{a8EdL)GVdu=Jfp>PrRF6?x++m%!}%bT(-N4z2N@d$MWw!$^QSg
z{k_Bn>D+a0yZ=0s-kx2wZhqO^bG;eyJ0B<R)~@got!M9VI3a%R*4c3X=KXPpl?C`E
z6&Ft5-|lXZZpHcbnY)?g$x{;M=6~kqmHhuw{xL?<|7q;*`2yF4?JIX*ubcJ#2j96L
ztm~g#o$>Ec>7Vu1r*7`r&--z<f6*D0ZC>-+9@KtV^7JL=`OQ`H&YnI$|G=Kx_WxMt
zU!MN<gzT!!Ex*=X{BJ$y^40&`$1`qcPJMmYI=5tZ`14bB?2kn%4_~YAEPN$6SzzW7
z;~<-h|5HN#E}wo&LQ!$s1WC!6-+X0S7fv*rGHXgU+fx&XMSl4mTb%29CLY@~o4HB-
z&!s%R6I=2x$f*DGlXfa@nB|zk7r@IFSX?prX-?k+@8Xu2+0N%ydKaGvFU#yxxIX7e
z(I?NjcicZNT=wHa%$_pMxN6z;%-!qEHRGj~o?H@8Om}9P!`mp{*XFQqv*N;{ni*X`
z4B|gpE&pis_TwqZbqjg!e$U`IaZ_NzVnqgbXNJBuh8QU!v#-3I`oG&+9>zLv(ui^1
zlo#W?X^TjLXTZd3;{4kbm%fzT>NI~nx5-MGM~^cX-jI@$RlfN6)V1$ZkM3?R3Oq11
z_q}$vMxJ2wx}5s-$PNx|(|eI!Q$!2brCs_`qHaHT=G(}~J#pUx!Zdoq9lhK)9o;Iu
zqUu1tWZ9lm`~C;qzb>`ha{sol`CF&W|NAiWf8Fml{EM6vpXZ+P`0?qf*}QMBGDH2n
z&wLkbmv?{QP~$$QfBUzRzJLFIPyC$uI9}tUtJDFVeU}^#dwy8J6)F1j;gZ@1m8)YW
zt4_Eae8@*C`25wNbFn6ym+w7MA@K7Sx8`ln^gP*PUtH%NSzMH|ct_ltluE&aEB3av
zUn!T5ys>$1_h)79-%;O=>*Zv>z25qF!-oB-TL0SD-nR|u4L-E`=H_FcCanL_`}KFb
z`s;EV%?~vzBQ?J6p8n_EkNM>%53eoLS;DVV8U9T?;uF8^-_nz}CzT(mymjmN^A)u-
z&iy^C`t1DqGwdmi7a#nb_P4~dw&MJ@YyZx0?`Sdo{9dLx`asyX=@AF6-CEE6Bau<M
zaNf7~FGK#kJA9;a*Q<GbFIMVQEMNBG+Do}rMb>fNN2+`Dm`iH5v6j#6nsoTZ-KA~o
zezB+gIil?nf9cZv?SBgcH?V(67h}z>zVZ9_u?H@W-ustmY`9h@%F4g!K*#5gegCJv
z`0CcYUrcf%`<LXDBh`K~Mf)E5Ub-yF|D@y?^G=J$jInb*Ht3zJa9I9+|IyX&<xkv{
znc!XApm&yWmkIleOEGh=KYO*uEd051ajBgNn5z4^!qL8q-}GqvvqxLKKi+y>Av@#q
zbn~dV>1`Z4O<KNB>TBb$kXCw-)6wAV{IRNHQLv!=GwrzNCUMJc<17!Gx}1J;NnpZe
zMFmL8l;LIEVRB`CyZWiq`xe$&+FW#fDD`UkVd2=Q_qJIpaxEF`>aILERrh1X!Kr^g
z1U75`Zd}Y3{_3!nuk7QHZu<q7c5K?;;Pp7_cc0eT%dx*7&pP;{E_844cjKwY1fSQx
z4Q#&n;C$tk2UQ=_w}#GAHT$vQ{>IqiMSm`|{=INHUVNMGo3gVxpZ8yQpJDPt^-tfm
zTk|U!pRX@B+p%f?5vFtYhi-njzNz8!`g3fH55{+HKFIbZeVSmY`;3|&IfthHRZVHx
z`fYVj#RNgOIs3nD=9GRF->q?j`Im8b)4#6^UHMb%*J!-3SK9Joy{kyg>5xDCm$`oZ
zzi>h6^^g9@PdkJ^{%73er~8eUD>W|#^L!Q1!6@MKRSeC|Ow7TGz+4OP<uhO=<jkiK
z@U<B9y88xl!wcxNG|1gIkPBR3d?N)5@J%aVKIp(_PEL%wZ!AnehgN}AfbYJsFa;eM
z1LGShSePQq8!K3tA<LU6Sbz`BgsC@GumB&12jiP5Kn}$M^Pw)F{H`1DsW#AKY7j@@
zm@614AVmbhyKcbO0^!s^wYzRCK;cJ@H6+}1V+lHl3fT_$jSfWIbz=!WHw<)Y6(@N&
zI#|Nb=z=7E(CLO~XApwzAj*Nxo-V<a#U-h^o_T5c3gA4&sqbHul3J9Rm#(1UnUb1U
zl37xz3BJfFC^bE^xTL63LBla6KPeR=7+hLVkdvC5npdJ=z{|x6PIdauo-QHz?w&5b
zi3JMq+bY0^GKPayf%66EfW{*5ftm^ymc|Ou3w(k}yV1cMe6Npzf|0qoo`tcIfw4lY
zg0Y!`iLrvYk&&LEnYpF8f(htq2Mc3kJp%)C3qyri1;||wre=DErbfml3TB1|dKSi(
z7ABw*#h_vaNNi)cRs$rp2pd7k0l~Adu+%dIpHhl27r_FlHHND&g}VV^N34RSG3Ztb
z0|N!j!_C0qgcP%|!_5p#^^DAoO-w*x?3`HOk(!yFQKDdOXsTynWMB+V+o0eE#gdVs
zp`N9oiGdkNty>Q0_*FwAFdOOoRWl=VJxe1?GfM?sV{<b-6EhPF69pp!0|Ny^149En
zBU58bLr5A1B|kUt(W~Hu4KoOG@G5$Kz;)uPvALd+fjQKnh-3|NG9-ndCvZ?6Knex|
z2W`PF7y~6vSY=Z&CwAiKT{mRjbpsAiaQLGhfMyA=xWPq<z7xD;L_UHS=Oq-DW}s34
zlCE6ylJiqQg%G^_(DeW%E_nF>N+zHZM?WM#G%qtbKP6Sc!V**~foeb8_ke-z06U$q
z69-M{2s!~1>@B$OiMa_3@3HchATyD|0a}ub)JrJ9DF-Py2$d+HW(KrPgjAwTI-S>S
zAmIAFrgi#DC8p0jLQY-^9y-4QGVL2~ICq8gq@HNnzkViXXNby%b7y3K^CfRzaXRX&
zak2dw4XGKC*R?Yfr1ISub|2Up&i8%ho1-=Af4UZ4?aS_-ojNOVMX0$|<gppQGdEw(
z5!+^c>LZhW-|sw?8F8^U-|f!OF*jdZpU7ZpeEwvy+QQA&d$;{sE8DO$V%z$qXTN{m
zwB6MI==DX7KTpiL(-C-RNi^fK(C`AI^LCb}wSGV0)A*@hzhITOdR<iWs{^ZS-@kb3
zp*cxjxv;-TRdD$oNzD}#7BOjl>C{^CqG!sS2}!q9H7}n3`=sRa$1Sx^Gs7=vvRh5Q
z^HEukapn`1hpMc>Jii`>ZP!y&pKRzUR3ttjJg6;1ZnDuDGfuXZt2GuWyq)<&#3r{l
z`9s0`u3r)LKdKDnE{m8azft)3?E%a6n_s!)#C`g!)<)g8=ij%HAKdtd1u?w&X$cB{
zaC8})7=e|5IhF>X`W4JX&)q1eFM}!;)U%;24ZzhG`DKr#0jN#_XHrnfqyTQ>pjKND
zI|#dOkQ6(X2IMx%AZJ4x8IgZBG{kPCpn?`p!{%&gNOD2)ApQc!(g4~IL~FtXI3k@5
zy;10vT+f0fEHxg{kG?Q&+G5reCA6vL!~5MqQsSEwco)x&bUWRDw)$}n(?8L@d4`Vp
zb2}}5T4uHIvA>Q`JrFVXU&PL@E0`Xq<W1Lncw@)C&AZqhh`;jF)Z0*Lyzj93G5f^_
zGww3XexK~UXRh;)gMzV5vXg~)zL~sSbEsWPuwrAbv~%t3X}XpFM6atVbR1e8E%lby
z&oQ&-6z_>wvQt}rxu{B7eZC-W9)5lOr&lwdu;{aXtDY%;bfLk=s0RU41IvTw&8pw;
zcCEN)%C<Etj+|j!d$_dwVEda>&&3M_OZ&l@9K9TX1PeG6QO<_8G{D&q0ha@K&xW=%
zps*QY3BE;+Kv4j)1MG0D1r?G52Tf@JYA}F3MN%V#l(V5>Ju`6lfl6}Nsn7-rptGPs
zA_m~A_)Nj~&Vl&I=Rsq1mn;oHZbk}aJf+AGJqsF=){wkNs2l-RoR|%liMO*_3<TQV
ze-;7Vo+Z^EE0B0|=>u2(E8iGRB)2z8IroU~t9{&a*NNG%#`wR?oKC&7TMci0esR`!
z6YF{Q+$qhKQFB=C9rlHs1#SH>yl-x5AV=Qyn}=`ANK6VnTKPq8&*pM%`#D#y9A@s0
zo6EHPY_GhXe(r;^jo+l*4CWnQvu<aTVoKG!H{Rw<{RVGttaxy}&bDoa{n6uDjp`?w
zc1@hzbhAt-COz-KDvLR@!u=m!;pzGHTwimQ{FCtKW?L(GURn5kmU`(EA{5)<=aJbs
zWw}RWTL_2Jsi1&qJ&(GC%Qjp;Ri}MlTGa4V%K`PBL1(A*gy{5MoH5x*J=O7)je2sY
z|I9Z>HU55ke!J~m^3?9)#6>&YWS*M2<UZJ!X?;^SYq$Lp)0u`iN+D37g5$u*66vOH
zOG8i!1&c#6If1w_1UEq-Z3b9LS1||qJZN^0$mh%gEFE)iTt6A-Ah$r+nj?$pMrD1%
zXJyTatKQvTeLLGGa+^Beo0aRo1`D|cs<?W7pQ8T%zV3zkfB)XqT@%V%A0JouAATNm
z{g3n0>;Lb*{a;|-d&AIw=l;3MACdm|Ie-7ollK2U?4BO~N9|7C_x(QV%LMam4QJlp
z_ecBh^Y8jDCPxk4?+pJHyyy5#?_EnP*Kh2-bWW-`SF?Pb_FeU<GZx<W+I>9G=&$zC
zJMZ^CZ<=<;S;D;JWtn=@l|{lErv3fYK0W@ARPXNRp0d0@za7qBDSt-j=Y08nd;Ty#
zd?=r9|L40m&-Xcp)`W2XeQKZgWxCN1{kL{2Y&UNG+rDc4k!ppCXBqQD{(0}eZgxrL
zC-ask-9_@97Qx5=IiL8`UZby?`mC>R!n##6ygHBNZktg*CuskV1%Ezm-n(O!66eyw
z`AfH7dfXqZwSQm68`JaaqpHuYTy3>ZBIti)v~>DR<D>HL%Xhvg&kZjs_}P9sE~YlH
z?rYs*ubrzN1qtYB#BN*Z_V4iiKMS%HzD|0#a(VO|Q-SXuizkGg_&z5+Z@Wl`<JxmY
zE1C_fIwGfv|9!LfX=MKFkgn2u$+D~Xf|lQuzx{UJZIRjng=GRseBWn1p7Yo(h~=qU
zm2R(fX+zbn4abG2MN~gA|1l?EKI^Ie65+qrj#sA`iO&5ll+AH@@%lS#vpxkx?lal0
z6S%(7=^E%H=(j6={k++F{B-?Zk5rWzArsoV?56e|^*cKkbP}`^ugboduRV^pax{E(
zFKu^Nsn*VJFiCtu`|->-K`A#v%{u-%I%a`Sg7y-Bv_P&T-Yod8vB%9GOE+e|4Hqs5
zheo-lJx^p{Y*H-kO?aHJWUA`o$cUs#Mi-iSV_$nE9A4Y_Zo(-qkyWwBWfJsaz4QWh
zU8r&v=c#*hQ1YdM;0od37u)V|<S+^OySp4tD=qO{$GYsLZ$YZrC7v0wYi8c*toc;d
zxZdVPZHmB$RK;zvH$1f0|CTjWJuO$*pPpC$JkM3~|1YuiTVBW<W!z>Ev1vuW>H0#0
z305!Ik{+7;vvTNXwpZsgHdyImoN0dEtYhDWRrlRGCccsGNW0*<@uAb)u1?ll$<3;>
zPF!NqXAb7~TCTFP+eO9uByUh`;U3-J2|s)@8x*}FL#8cxFXytlWku4p#^a2_{ZSG3
zvwc~XZF0<=+L+)|6aDSuqhGH*EYzY>-xrFNXcx{;kdwJK$>nvofEr`J+_YbAd^1FQ
zE;q$l8}FDtF*(s>+61@2Ew2T-^LlPgZC!4=SKhzEbAp`Y#fwc^_vWnnS8RUXVS=8?
z`|01}c5Lc2DLQcEx#H53YxZ{9L}%VxG}$J<+?XRp=xp<hm9@Ss{ORvb+EhCQ3(I!y
zlV|2WaA=9Rbd<7@p^|j1K@|7d$&c*Ue{VbZeXGQlTgocpRzCa&URg^VUxJQ-c2d|n
z%{W_W*5Reb5x;ZRbb1JM_(q<*WObc;^ZKJ+RufK7i_2zNeK@1=NLg_Z+XM^Y)E!1)
zLhP?I0$<Kl)HUf6%u>;lGm#R^yJ)*LBI>H%^+_qb=M0(?)~wOnd?Vyq`qPBg$tRn|
zTaMr0J|lCSXTjcSD@C=;72eJ$**gCX!#&}j&Nn|dr~C9TS(W$RXSd3$#lo(ys#1eh
z7vIczXCd=>2fOB__qt}L_FCE(m9kd4F3Vl9LTyv#)HeOzrB5D|_Cy@-`ZM=PS!Viy
z#Tl=w-WoY`_TJ)hnz^#cNhA5wiVG6Tp1RWY26oj~walloY+kKD<@elq7ZwIfC^PJt
zsFd{X;|X3}*$M-Ww}IEp7VKQz(6ZzDr>k~hiYC7{wF%D3{B=r0ELKp7^L^Bnk`GSv
zeTqbt&L?|6TociIyix9~`5Yhiwo;9@52_AsrBiQcNGjRBKNzSn!PX%Caah?zX{l!t
zM>jZJE_SqK^ZIPO_M?C5$($C0g}#>hd2jkA<%)Q5T&v$ApS9>P--BsF61$pW&mQB5
zSM!P%*Wg(Y*(@gUM_}Is)nL|hmQG6rB&_^Bn3Orqt}q=43w(cb1KZ97+fYN%$tH>+
zo6gN>eiHU|OGnthIXZf>LbK*_uG$>F_05H<5TU)QJj*8OdHmcm%aC`5;JpKFJ7+A(
zcqpn?`N2S!w=d%KW-it%jSC*yIo(a(8W1YiXf3!xc&=68oVBi2suTEDU3v8Ctr3%R
z-wWxGd0EdTxP14W5XlJo;B|6u@sEXmjl#vvD-J~z>rGxc;pg1y&tCi)s+p(HuQEuP
zC%w{srow@f+z}QZmk2pJc`CXFUhQl%?$^*L-S1_6LUfs^XXf^>r1y(%oPH7PC46Iv
z>Ji^9UKf4T&b~|T>TY`wk$qVxjQ{g0nJuy@0!y@3fA_VTe!-HlWqLuwq;(%ox#@(h
ze0$z(zilD=y0$sV&U)#>cRyDgI{7_>f8n98ZlO85CNDPUUc8u3OwieN(J2`%{;*vW
z`-B@mO|ji|OVLEc{^#?A*GcKE^Dm{jxCb1X!CEz!_p^xXf2)g9Mi-wL&uUc>@HyUL
zec^Nd;d2M;WOfu6tysl$H8t<|=QYW>4XUkIIadmNE4z84FR5Lv-A+PP>B1&9_cP_M
zgmhhwOqv;@Xt^OR`jm`K_?-hQgt!eRKK%QZO`>eewS+C&lP8{y{VL+|CN*o#u6Yib
z;{AKtnWyKPFO+g9{VI0)v2-18ZiIyM9Uqsd11<VIo4bu||0UG;tvmm4o%HEXiQgo=
zeu?$X`^2<y{RuXQ6lD)7-zkZc9T+b<&Aw8#sZ65E<aUDO^Gov+<kZd_kCl~<<@=I*
zdxQByhf+I3=UE2+=R8ld_4*$=BtE%<Luq=e#qsP*O`!&^x{^GJi#7Rs-L&O`_0&&H
z)J|<_-d&}q5VbtPIaWN6L6SeyB4Ac@2ZwpWjN7isE^5<Eu6s=IzA<}^$@fEZeAv0d
zp4~M%yl~U!qWh9^lOGCtY(03DG3sR7ldm~jtR@GkrLX!_Wa#<2B(jLZKg4OzL(l)G
zLcP>O1&dvbW@#m-yj!vMWcFG<Azx`0xm(9h)=kP2m(acZSZBkNr>9@p?fMa;zUpuA
z%X<Y4vHE;Q>nnKQ$*tddq-5JC;hE*C{8w|9cD!{B^0&RAR&+zlKXm&+{)@iN$4^Ph
zv$Rc=T%z?TL^a`s<~KS1+TQXV&Wk49IBlzQ=*e`$*G#=PQxpY+IGv7HI6diWZRQX+
zJ({*=_B%GqfSoFpiv_)WrDf75v$pPyV$BZOuzXu+WI{S`Mxr#k_VJchWv;T-Qp^jz
zZznY!Je#yg>d<1w^(tAFXZ4HP`QFU<Aw4zm_#c%;@2YPoO})N?&Do;rO~`w0S)oVC
z?{d51Quiz_eet_%g+rL7e{uF=uJ3lMRCNC+R-Cd8`?}#|o3dO;3&*X1_&rP4N%X8+
z_DsRo`I@?@;Kn=ILH72FO8gt#-puPT_1L^iTdVI!BCpjQm6s0-S!~)lB3x@cWI6c0
zCxu--VW=TCfwjrt(FNa@gQxN?eh<mDix6%(bckPh?#B~a>~2-(-pmo1^wZMoispT%
z=Epu7ZCWzNEH3I5<WJ*&*i&-Iv;FJJirIpGmJ1mhUx_Lza!NF%eG(`MSaoYg>o4o5
z=>f{TUJ@ad4_8c?veeLXjlX10R`pJY#fLMmy>_Xokcn3GRM~RCJm=BhOD8xybY5+d
zIr7Y*z~r9xo>z-CW(GuDw)i4;HGk7Z`R~WF&ueNMSe$+|vpw8~UnqLFNonif9JwDG
z7M_)oH&ZdWrg!heKe;{O$@!tl6S$@GzIf(w<Sp*Dam=&g3BKae{jQIv{mkX3b52L+
z8EJ||P5!g!L+izm%~tcX15eyYny-~~TUm9=)_}TC9<p^NQWiH4rM9k+mUe6rvq+PA
z_U;Mz0BDmP7k8a?=KdhSTg_qpLF2Uk@5OJl(mH~#a5C3#QE_BGwCc9})C-Camp-+4
z^v!+u6us7*&OLuF9<XlRvwHQvO_v?Ivfq^d4wk#8$A62Fb>rW_ceg&xY3Y?zToCGD
z5#hyp^($}0se5ylzj1i(BUxj$n0;TY+oWa%>DqgH&v1MRdidi>&$Dgc_t(5EYgd~8
zamky&=RHz&M&}P+b8V?#_2wa`vech$%elt$ts}Kw1?v7Q<(xU~ucYOgP4>?_!DZBP
z<5vayA7AtQ&%b@W&gZpf-_AW{<QvC)qbz5u<&2aBHPd?D$yfJG^i$uqr0V=5(~D1@
zGx6*xD$!(ZTIIyg|FQ0-5i5U1!33WssT74tRu5x$>`;<j>3x!S(W)QY-ZUo`6=qGn
zG?U$SLDHjaCO2-!<Hxib4VQbo<~B{(7T2m}scAZ4ZGb}@PX|N4R5WwT)oX_RlCNSa
zV~XAOh5fj}Ua}$gY~bIO<!MuM9~CaQ`nIaS*5O%6`v=+I4K_-1C7zcH8D`n&|CzVA
zu}*q}VuFO><DARFYS&|CzdkOODVy)jyvES!#T~JijIYF2CQ2@}F`WG1MQqZxm(>Z`
zm#2qi7R@u@tSLT`_v+=HkGg+z53(P&4L$N#f^UzBK!o$*G+yshDZeK<c!XpsX*SPT
zT%xQQDX1W|wPWdeg|yZQjU1;F>iZ9}sGt0?P$IOdqpLah2Zzoaug&f^f0dl*Ec-7Y
z^my{`dls)&6)u=A#I78yv{L6q#=h>Ka+Wtjx2B#n&pLhgqUPjFi{o|o>hcztFm<m#
z)7btc|Axxj1Jjm7`ubhEH``i4>e{LUR^duY@e=8=Nea7eAN>`^?Or)y;qA@$)#{&G
zN^Y2}a*k_{v4qOhzwW_5jo3F>nVeRQI^1D9S7r5*sY{pg{nSfx;on-%v385u$zO-6
zt&*aw|7_uHe7~Ufh+0Luma221zVYhPm4=ExUz|L(>PDAuv7Kb3=x)&Q&u4WkK*vA3
zm>O=rp}68k@lvC}vpP{ct0(E*5Dl5Ws3eDhVTq{ex)t`4r#%A=&G_aY`fxbl!-u%j
z7k3z_BzJ}Xxw|!2U4wtw=FJCmer4SXpM8DaHs-l=9~^6a(;{%gq{8N*@?p10g_)aX
zRGeO^WV_+@v<;g#dmJ&kb8Y!0la<&1U9O$>gKyWZg}dTEOs?hIrZ?$)NcoF>N*|M0
z(ib~<D*UsNeZTC@*L>-%S<52qIjk>y&O7YC=kt#PQ`*i5S=}pYRx5A+e0^SpyH(Q1
z!_(Eynw)mLrf}Spm48}pPI>nPz0AH_Keug;GdnL8;(6<&>Z%tH?2n$!%-EOuTe^_l
zYMx|IgIvy`$Z6j~=Ipt8@u-XITf=ug24D2=%@bX^AVU1*>3v@6_b#Tfa>>q>%Fmbn
zXYpavWI=H|uJ!kyq$$2~;9-+`)u49ln6z(`kfd+Q1H~<o6&L$9@$<+iYAw5)QR_a<
z-SNb(LXRyU&LuYXh_Jk2*S>Tpx^WkG^adsAc@@q76f1g?=eP(gyE38us(XTj$L`uJ
znY9{Mbo(~!Sl43hzT?z8vqNeQCl57tF;9NQrDtt3`HF+X<Zb6ZG+nLs`0Vto#x?NL
z<Wi4iH>cm|E7h1I{$^Qw)U@fgD<{Y7YKc+JI_y=z#andfc^BK%kY6EEDc(<)hsZcx
zzK|oA^45jVgketbwFnifMcPhD4?Q@&yzTh*xLoaBQ4o~u+B9*g_3ewU&QohGSE$AQ
zIQ-Znc81Td2G7;5XBiYW1odu<Iq>0xtC;BA{YL7~N@gEnJ!#`xRPoe!)`gEZ*MC_s
zd%s+q)r*B6G9-N$s+zM+i&~ZOY@X#^?%zI<FT#$@+We&9sp88^tTRt>2q|unw)$x^
z_q14F4C4}iwL_b)DYG=T{&ZrP_G|{<wVgKYDIfH1`2OkqvVZ#nmw-U)94{v3t6R3;
zYGDpur}Zr2>Cq<+m2Ww}ro7oCe<UpQ+^Vb2$@2uyyXEeDYap4k?O9}Tl*fZ)=>rqZ
zW6HkpEHAUFek$Eop?p4e&uL!foT-10Hu_ivZrZ}(?>EaYcFXo7Q%`Ji(KD@_!~6E(
z2d1RmN1Th^sz!xp`jzEPRQRDcar;G64~3-*T#hcy4JcKdqp;?|1|~Uaw+yaHmL`WQ
z4yLT{Q?N?D-m=Y%Qz2q9&lHEQZFi?HwN#AT*;*uH-68Vwk!ym^Y|ZJvgPfjRxERl=
z(4COY@9AJ3;I22v)m6<z<AKH$oyeG&+5&~B`Ha(Ep6FA_J+y_xd$OOwg8LPHS-Z``
zd1{`rl!?lQPh-o}SiLMl`7Oi5LgA4Al6%|&{Zb@+vM+EL$(N;SDts?s{XUH)H=tx&
z*`cYXb(X7GpWmDIrFhj;4JE#Y?gh`Y?(@$UY}~6hFGQ(bI^_ABB`%X~4HagZFZOb7
zQq*s2vzPGSdS-Ej&ewB`PJKMX$$Qk>@Q9XCC(HUwr421wyw|^KcQ0c1Tm3HXZG^kR
zOB0iuPRDjxY%mjyVmnzGCmp-$k5-?4$z8|SoEtOr=Inl2RURNHa(ZuMWN4JTlGnYw
z`R8TzJyy;-`p5WQsHTPBge$_zmjn|(Fnv~C6n)x$a!ta6l)%gt^Zyu|wQ}m7NQ?fv
z>|k!!C8=QB=`Cy@maoxizcneMqNzMO|Dvhgf~42Fg^fC`58tFdd)tz@!Ol6#sPKuw
zG20i{Z}TR5TOHY}BjHzO%g(&P%<NTUy2)K-Hn}8m>04_$I#*1c^dL~>_IlsnlSJgx
zR;&2?+pa2E&?<gqrHOc*Ui^XGZCc;Vyc{1TMrM{}OSdvdbhqioZ|>MOPcQ2C(^R#)
z|Lu}?81K`ywwxt)$m%=eD)wpDFQsbu%}!C>v7pUGe!{#PP2xUct1c!o9-eq>_00o3
zavPq6&pc#lr?HvS(&yFU_hwI=@3F5Ed_VE0iu(u0oI_nEM~?4yuZaG{xaI5((<h$W
zM19*Crz<PhIxo7r<piU*abJ|_jov*O%RGA*bLt5COp`g}q4GK6;=2%$&C2>xZ^Nei
z+bj8YK~cYQmiR;;ZnZ_+?2B0|T4lEAH7j0Nqw<m2Z;fEljifD(^DeTl>X{d+@^*se
zi6v8td-7y=UKP?@$e5jTrM@zAX2`n<3J2Qc8!{u4pN3Y7PmSq`PCj|Oj=3?j#U^8-
z+ew8o*|k-La}8rYtlVX@Ym4{eEz-BUHjC*Vz1k6OAgF70X~Oi7LwpM^ycgO%<wl8Y
zn%C(7yCbtr*RFFEZ57QjlJI;GTK+}MCt=MaN5$~9MLM4uCTpmq?OHgACB8+c=ItWS
zKR5JGE)b}aDq7U|<LpnCjPMy*50$@qD3z}hXS28Q;qf|IwXy9V=exv;HHFt!W@NL7
z-@I+_a3tF0v*nFrb2}$Rl=}rJN_y^@*f6U|`-T3J&af;a)19H2-f`D2IQe_LywY5^
zvcz|W;f+ZyR%`V(<o<Cy+?UIEchgqmPFcYYMe7;dxfarbN0%pcd9dHQams4qKB+h6
zHT)HCPZfp6{#`FBvpGz5qDe`^dRL26Qp_@;{I|m1?>=)VGbUWo*D^$LbM2#?**icd
zKTk>9+7y2Fq2rs2Zfh?bw3uLR@+QGxQh>^p^itk$byF>?OT>=t_4vv8_VyLyuC}$8
z4=@McI(X{}W9;LEw_=&A^{SJE<|VUDsMwc!twH&sr;a;QyTzVkto!C@WPd1oy`*qq
z;;&nCmQHG!I_uiEm^fy!`_pO|YJ;a46fNJWvgPm3=;*^=L{!bUulMM6p7{CPx!S`o
zA8+|{N8`o==QFQfy77izIHIGt@pX>s>#XgIGj6P#z0a&<&3bwDQx~=V?JIgBAmMHy
z8LfL?;^LB06YtyRzZj%02S>K_G8bRE`q=RG(uH$nrDk4gyR>P`Z^<deDjG)dvd_()
zxnB>MJl*x<fwH^rPfI^5a;s@H=3iFx@2RSK%B@w4#23}rZR0yPeeu-Ptf&(+w8drI
zv%>^7D_mXq{mjZUjc$!05;X_<Waj%_vo2eHBa3t9<W(DbmDx|k#}^%uROS1x?A;Ui
z$;|EHZ}tr<G>%>L*K5CP|Mhm(uJR?niubT{3bcf|2(WuSYn;s<ajI}tDwFmkr!%{k
z<ySDWO_ZIpK#0AoO|I2lSW!nU|HTr;2|5OcD(cfKdhW#Tyx!nr;Jo|C<}X_VkFYX+
z+In@b;U>l9DJx3a`*xOW4J?_l`u4)zQ~MTueKxml|2~x$dn->fK3@6gQ2Vum&kh(J
zeZD?2ws_vMd1mUT<6WlRn)Lb7oi}b550osi@aAn+UMAD4v?b@PY{f1H?lY<~^KLw?
zT5aWdLXB;fh27MP^H!Z*xxMGjRL!jVkb^?YH8#G#o~ro3d9^lQfNIvEm!N~6`FOfq
zI`{8=$Zl=4nOC&=fJ>+M;=(E=nJK-K0_86YDe>Lp={N1G;r4Z|tjPE2Yu>EG?8GN}
z`b1uj-PxMS%#R|%j5x(FtED%rzZ#G|f8yr4h@;ZguKmxg()wGpV;`;1uB-Qdz{tq4
zi&M-h{n`CvLaZ;Qb4_ORm^HIMJz@TwWtq>Dp8PbsSE3@XqnP57Fek7y_?V>2IR#0J
z{db?%v>$l0hI!uI>1~F`6RUKizqq_&oFuun>?x<er_z^*!<};#?jO!fn!Uf!_m<(e
z^Oid<6y5*Zt{^KZaO&y{!?InSZ)cV4=~nW%d~M(BDVzWB_0$waS|=1t*y~~!nQFkJ
zYM8rLucs~I&F)aP!sP{fjy5Nh#C+NHWnQGv6R}3KWme`6+SPKiK5m>L{{(dI^IzKy
zQFpF$&&}Bxwl3Nxe2$7kHH%D*)79oXCFd$v%B5Kz+_*$IZQ+&4TVC^U8JI9cn=THY
zdC+-VhWg9Uy9bxAR4CNlr{eK%YkF^@&2)?2{XZt9XeW9cIXc5=m$b0B^I1Xm!w254
zDUnw{b4w&TdG{()d)As+r=9)&xq3dnSUdgXtnb|F@3%^n|6BiH(v@&-n;Bc*cgj9&
zxa_vp>}=_InfWOqc}raqf_<OVWbI0rXIXCB*id|LQXa?3wN=^&4;(acHI}z}d}B`3
zL~j1en_oWsxbyqkXDy}*kL+$POwu{NFlmj%+E;t-D@ro&elj8A&<7FoGM-7zYd7*Y
zo-B(hJksO*TX<r}g!X5#-vb`(=KFXpTqN-A#+x^9Z{y8~Tgs`reCxY2Z*Oc2?wFzK
ztJ7Qcyi0?zaiy5uv@^_t1$Ip*!RJ29C<!av+b(n6z~>I=+~?$j-sxI0ljm6mEHs(X
zFY|%RzR>dC4Rt=2=5yEPOluVk{LwmV>&5_{)p5HIu=CBhpSR}cfrD3Ag!rF_J+tC^
zlaO~MMDT6zbJ_da+Z;q|nXmh7H2Jvlw%v(MZ)?@(X>@A1GrSI*$!zQ$9=MB3KIpK8
zU+>BrA(z&~b||Rk^;*rmFzHox-D@GiZ9$Xceos}MT^MFsdo-`ypfRB^!kypc!sAW1
zRaO0#&u_Nev3Qx;VU-{$2A>^|m{baE?6OyEnC6kiwD6^7Wo_s;4a+_D%!{_<L^7ml
zy07A`^tEP?^l}raevq~DWWqvAS22Oc6u%8mg5FM^;<?gEIGsm|T|xNg#l?jZpmU$6
z_cF7;*xis66|ugh;ecJp%Zs8xE}JJbZ*iJ@ZLa95Cw1#>CDJ0!pEP<tv+=9V{s)HL
z!BSN%bNDJ)+cQ#%JN$n}2+uD5>HA39lgGMqT|%VaJoT53-R6=t8%{0U9sXp?%I8Y9
z`g1gP{R~NX>U&-*hiCcD<~?7mua&iR**=TddhxMEWAj@R#;eiZw_iqnG%K|&X1~pD
zG<j8=+xEP9KOQ~Y@_6c=K*J-okD@a+{BtinVCxoQSmbMe-&NR8<mI}TR@-bRy^t)t
z6&=GCEVSF<-GYP9*v$^N-MAMU)ZE}$+xO7%U)i=p()-!$A5^S)6YZ|l&8?>J-FWT;
ziR_tn4`!<J@+1V!PuO&OzU1Pqr7u`bU6)?m%H96hb!Xq+%C|u;4qOSmHnV?fSo_?0
zYBRmq%J;2tfBmRBOW=obfc1fmJk86~5;*=(y|`luTX#v>gP6o@dzC70-fi)w7Y=nR
z$0XJCxbWMiY&OWVxw-eo&T`enyp&9Tw?*e4^y<G=dDnRIj@wJCV#({5zkJ=O_WEV7
z@twCfEnjCj-+9@y@f4fg4B?49g*&IWt&udkVzq9^n;n)@)-P3L6kL;`HEAnbhTNQ!
zA=yt4UyqsKqp)|fn&ROu&QEjZSm&rV8-#?H$aG1?^q#ovE3Cj)EGSlO($St!zx&k1
zDd%3j`k-XA>2QG}?*^qut2OSsPfqz^cz*UBS7lc5MM`=HAMSg9;L4fC#v0Jc&zCIO
z%Ur7tpLM;Q8YFOMqTboyJk=nDGq;yW=ROZC@RnV}$)wC3`{{O6^zkasQ!Om-Kqo(6
z6Zx%F^CQyx)4?lC4BcZ6?<&$bVdJl1RWPCQuBS1xF8JhU#!KP5SFtF)4z6E#COKL&
zfi>OT#B1G6*%J?Bu1K-1elPLdT<VRuRR20t#?Y;rpLt)iZP$nvvf5s_<jr-dv|~{j
z2lQrM=v#3(XQAPj6XgXPmV!@yzRGUNJ)vi#&_&go2Txu&1wQ$C-^*yHuvv#0qoy@C
z*G_U4-@Rw$M9t@m0=Yd8PYSXW`>S&CcZv4S11B;b?tQZGW@SP5<l_xnPR#yM@bt~~
zxF)eS=Jrjje++o8Ey)R(BpuDJKI>s#(3S}?4|)V1xjA&dpFiQs=2$-IPfr&tJ+V$O
zUaPJ5u1?U?4H2o6_~!9Cm|S9GnQkDdw1rKi$+`8G#E$Fz7iA`BwAOI!bK{Iq;niHL
z{CJ~*Z_(Q>6{(=}1&!sYTP75{8*@u&2K|#_&)c|@tLO2yYr=n{E^J%!@ZrT>S1%m+
z8rr3L*I3L?ULwQn<RNRXtbLCh3zK)}{fr8j+<Lro(;gGQrrGT-rjdJOzs)oGbocOv
zhSbvz%MMTHZJc{4&BArBw~G1EZ3gE)mrGnVG=Bf<^E$UhtSmosg;$xlFY{Puvi4ce
zMBm%9j)h3OPi%M=nB-XO5nZ@Xs7%;s&Nrrs6FoHE8#LU$^Cq$M{iKemsXwcNTRd9c
zy>|0rwUmt9e=Y3NeCE!G-8=7{;MCqR`P%z4+gh*fwcHYzraa@+*N(LX3G1HL_#bbq
z`>5fT#BsLZ`4bs)K1ZFS%L^YYUbFX=#fE;1pFYml3l+TA7_=>ETJd<olfGG<*3AhW
zA1tOcz6slrUihZ)#SZSajX$o4hv)S(UGDxW!Ft8#*ef~KzcXe@JeO-JnY_+Lnni=*
zT}hQON2Bh<LY^jrLYd|V2G>6v`gzvMaoMWu3fR%lB476VX6Boe-(@`V#dOQ0ZPPZe
z$ecbhV`WOpp2SA0spea4rhi(pC$U{UP@{WM;_f_+hSqspM;8XZ{CIzl(?jk(_ccUf
z){F3kyf|C8D5HGEvGspX7kY1)9Nrar<WNg6M_xtlshp}yyJl?tcwuKtN#X^yB_7jl
z-mJS{dR(S2L2}!qiE4R)t5#Rn2F`wb<es=j#+{aikVm1BU;m5un^v?wp7z7QD!u8t
zl0CC#>R--RTW(D*UwELIan6@e2K&;t`LBYcE`>hjY~Z`Tl|_16dcbDpE4N}-{(6&h
z+*6_5R-(Jcv-|(F>%Y&ul$x019maoPQFi+U=4plL4%4^g%Go3eUf*t2V!U}>i$Hru
z!<Vmf6DJ&eSi|`+NnDm;jhw`UChw$@0|NF|28kOS>ki3g<d`eYzgrU7`(bh~Pq9(L
zsZ-roPqK-8e|O|@_KgK6FP88B-eMdw`?rOnsMP8M-|I||Zn$1<as1Dd5@j6&gHuPe
z{~pq~WXhYIQl=?hb^k_27wc3Ww?ch0x5?(h7Z+)6|I`_Gq@noM9L5a!ysNzXe0D15
z@ECQhvS``T)HDB|o0(fGA7{W1TbY$R6|I=BohnTVDqVFb@2Er8qsm##srOX;LXW++
zT(^6P<HNQmS7Q@-;;T+CQhTGUuKId!rE5oOzsFJ!7PB{s5i9<AJ4qdPjpaRXsUnYi
zp@n0tfN$8b{@)#{FYdDa?PQb|{-&&cZTjjO$>@|S3&W{0$Jo=m-tb#Zaewx3BHP~0
zZA|aERWAN<evxZ=L*m8Su-}t*oXh1f6I2g7_e67RhS7wAg<E&Hl<L$OhAUo}-CVmw
z^~X)O&y`juOd3Pi$IaB7cjJiG_sRSbK25q;9~*|+vOTQJ;tf%~v*p;aN36R-8{4O8
z9WXl{Vw}2N?c=vg7NLwW?@AUq84KN-zmI>Z=gGU$?Q8Gpya-q#*ShF2*QYOfeI`$j
zw9GU49k6V7^Yib?Qx^CAy*=fn+vf@0ds^r9927nEI(AA(3-eLe+u0Gvy((hfX4V|{
zt$)Q|W_Wn^zXv_h6|elC-|gP_`*Gdwe>zt@Tbj4Itl|38v2NKMp^stvZvK7}!eTeg
z)p(6A`;=m5zbS?``HsbWeWxG1PW>3nZ2ahf-;r=t(+Qzg?Vgk7{nmOT`FO>~e@D!(
zGQYXa-FfiYbmm=4eAXp2F1pck(ct)$)2lALxbj-~n0WTO_2yDHcRg`4tGuZEUW2jH
zo$um_vl{N2F(s$w9?tAc@A+rA_-M4*sq1SMFL&B<G8ma0sLJKL=ykHv#HUF~@;Fal
zKKHk{Mw5!SKP0EtaQEe^nmQ)mkuU2DeIVGQ$j)}*cbx2^i`@o&LCpMu3*T3*DOZj>
zcluO$SLn(2(_dWdkg&X0E+PFwTRrS?a81*M%Q@EO!ivo%PbCt=1Dl%6eO4Ww*ibRW
z<)84h4@bTStUs2olcaF%y7be_!oA*QaV-@_J*^*W8~Lhh%Z)rcmVdf5dqS7WMAj(V
z&ukxr!*vx!XDG}3em+5ZgII%g*3qj04B=KP-|9b}=!~(NdiC*Px60y<Hnt!eFU7m5
zQi^{yMOW_Eo-F8FS>Z6Nt9F6jooVY>?(l7{^O~z@?9WogVNxg(sBli;k;35~n*%EA
zYFc<B-uoIYSDz;qqsSF>;ZobINyprR+~&whEPu%%#HVNUWakQou(>;x+;)IZfBqOy
z*X1txv*DRu;DlRM69SGztZ3L+z?{8>dDGs#CLh*1%<F7t==9;8*%vAtc*FnE3zrVQ
zQ2w=NnOV(}#n*ULZ9Xh@>Frh5+X2sIwAmF`8r_xo*(h^mc6KYn`fCx4a__hNdl5Xb
zMR2B8^2)ihE`6G49=0eaPN7%x<R|y3+!GctA6fi1Rmb7Z<FGI5%zk$Ce?8&e5h>?z
zx4VC##N|?@dy9*AzFXnQ9(3hg))BY3)EiahGdAozzfJ9$z<Z62Gxd6M|8iz$pA-!*
zSX}zVwRmx<tY7)pDN~njzP)+k_3}2iIbRjew|{sP%XNA|bHQ{SX2t5C3U@6xPv_rJ
zy4iYSWktvRf03JbSnu6iaH3shudaq>!^y1)Q6DEx6cYrU{(Lj=4e#|e=RA(g1E2n^
zs+{C*Udg2Sb={0j>qTq}>K9b~dAu+~cg<$?QhD~E9rF~|%-i{CZNVj_M9}Ha7c(=h
zUmCm3t^l9@9Hw|(QEuBNrij?U*0W}=^JmO_vaN4nZ_efyrR8$64_&S=FcR~sIP}Qt
zOMR{7g;|>x@4T?-QMQt}XIgx`gv;UNOUrw>tz@)ny*A2e7~H9u)L$jDOjl@D*DlMN
z1y=2`ws~sr#AH85{FpgEZPSO(f8u@w_JLGX)mk4u5_z=NUFYrZwi7LLgJWK7-^dO=
z{y8S;N{U~`pA^Nn`z|-ingvbXd!x71bK@}q&992?{45X6a-LkhwQJ*X>$mn*s^wPM
z>&?P`WZLd2TJbB2$?OLA_4(Rim!GxCJ^E0c!CGr}@^5hVRRzbOulq8V><G(I-035A
z^G2Cz{+p@n4VM?nXsubZR4)E;lhwA+q7L>;8?JAT*tzlAcLD7(9*z4e7+V)zIXO+t
zSyEg#MKyHOo!VKOCTeY(;J&YMw!6qHe}S}X|2ik_4()pAwQ#}GmI}Svi6=|nI2srp
z<`r*SIb&*3P4tIHOZ%?7b?wUkG^6#?tYo(x$=X$#)y!`erfu~0j4NrruEf9B@k2wG
z`r?Qr^W|QacfyV_go)a?Y?Nv|FC{&JRS<mqbEMxfKK@4Y(+@Xp4l7t%aMv(;Sxw=7
z=To*%bz{3sUxjUbz?Q5q(^BF<|ISWxlcoPA@;b~`-rt{``oqg_+xq6V^6+qJ_M1!Q
zN3J@yIDK~Xjyn_fdM$g%xUyX=z1>z~wXVE8==kR;6Ek9tE{!U6Hk;(aGGT+)JvlX&
z^K!j8Mf#I}XjZyAES9UW@haQ*-nrxIpBBZW*qkXMM<p^`+ywW`XUKc}&j0K32XZem
zq#LefCvRo3I=nlwK=H?m<}a12rr!(i<1tqAn`jsLc1C69swvC9>K+o4uBZ(^;QFC3
zz5kZ7=H?6eF4is5i+|tv*LUT@kEt^K3n!hszH7ef&!pw9dY-e*!+vB)+uaS=JYkLV
z@4391s}o<O@?V-}Cc{)TY3^I^w|R{rQ_6C3!hij0Q$3_s*W=?o?NrSzf%`wTV^f09
zo>$79eb$)eYS-V|qF<LhQ<8(k_uaZ6WbHiZNJYz4N1i>hb0#&;a_8udu58&56ECy1
zw{Y(I{Fw*loUA$c=+nFoeT(H5bDWPl_?(_wWS{-$??l!$t=H<#t7VH%j*+{P8?I>|
zzms=!E`y4Y)AVnQetawb9+47s5IpR?ZK;63TPydeF4Gq;j?wtaI?<bFRYdZJN`Y&;
z&Ru;F;rZ>Y)Cr|8Z=2i`p0>Mujd3?W6#nGh{k)Au60`NZg5J&weQefdbY=18mJQ{`
zYbvH2MsE4$Z`>?)EdBHhr$FWo)#%16-*5HjiRkTNW!QdPy!a5~lU<C86TLplt5mu~
z@=s>!R64dIq;1Y#)9h(X?5oYx?jDx(y#DiqWkX+hyT;}cahc}x=?$#n)3#Q&g-<xV
z>HY1;VvqY)PpZjCRkYra)X)|xw!m?!Ye?*~(D!9C!XIzj{b$)$clj8H)MUK{j|_NM
zFi0+amw1pbab2EFVPTrT+0|B$H%IG*((V`EuY2ck>ewFcv>Qb|VzI^Z*A%_46P)~P
z^XJg6h<ER9pK7;^;Yd}qYe<^W>MxddaI))NC-pmRsVZw8oV=a*;NZc>&WD>0b;_@c
z-2X9qo2+Vyz3Qx;jiP7oG_({2A7y5@`#1Z8OTgD-8c}V+Z@+3>y}{Qtdjg~Ol9vla
zuh=N$6&y?}*mA;vVbAwn&9ge!yA`X-@f>6<l7AVz!|fX5Db8jyeV$v5H$w#G^o#Aj
z`{%~8NY@9KdbW2>*s^@Vfwbm-_iS$LzuvL*!ruy|ofmi2^X%tfv6->+&|4iLzDRD+
z>Cd-<f12rU|MsEw?$x!nHL2e}a%xRjwrS0q`J2Aoc)uy`UU5X4ZF6*S2xI5WZCQ6Y
zI81lWIJl6%zpD3b;I*4OChh&Yc60XQ&*E{}kEP1*>2Gu83kM(neA(LV8soNWl2uzo
z*1Ubcu+>h~MEwI}gn+o+#QBQ^Zt^($Tx4*br+o-?{Bz#<1(%kn=%uIh%#TaaV0$RT
z?-VC*&6&6|lW|$Q>#qF<;NzdgZrCwwJ<1bxZHD`_FOr#}s;lcx$8-OBH^)<9UGnx?
zrJp%dba;{_zchF(RE+bnIraFaN~P*s!R@cMFR=OSAu;{B-YP@BOqOITXNC!HzURk1
zay_zxW!0PmkDj)f>C0}a-07*m?9Hp*={27h#5~_s(J8)GhK0ei`|E<aKjRW34WE5V
zEVK>ko2<-j{L+xS{gcxlKC7o@hR4$Ghi*P#UU9I(>zu)r7J+XTUUm{kb1T07sC)3_
zb=;?=a_zmc(@a8Gm9)?HuH%?^ZS$4`hqk!dv9(_7-_*7}`u@e`pMRh0_xPgDQ~t`k
z`&E~5LPOBh-AkilGu7MV9=!<=e7+`AE_#lu&uro6^9puMRE{oI-5_)=YkFuvU_$5~
zo7%gtIkUTGDOvQjJif~=vU}IV6%AkY?fJ@YubnVofrWXc?t_C4&w4mv=Rdy{Dl#aL
zwKVuKO=u6_j#+^#r(RO7mpwVf;p~B^iQZER{>djFh`40!6dgT(+uq#m5pM(2Oyi?M
zw}(xL%aS)^D*BMQ?66$VS5ck2_miaez2S;*vPoOryRfr=M(!+2&9iES%dc!+B0sya
zt?)(gmD!R-ws%4^!gi|Vzb}&2U7~*GxFGM{kL%jqb?q8Y-%R;d#K9~iut=kdx9H2E
zgPkd<TJI)J(4D%#Ibw0!w&44RMVpU^rv|@2a6{Ot;nyF@<6Mz_ZWf0+C6f1v{^xLQ
z`u|l&^H09AU2VL@@z5Icj-u!33QhcN-~*t8*MJXz-ZXVHQ|~ct`AJ7~yAt0{TQ{jO
z|3KtJEq;@eDKX0HUU2b9E_!Iac%7QA6zBlxihK1jssi=tFAoX!)i4>mCNEeNecR^V
zMej*TX78(b6h3S{S1@<qiH+?+wkMX$+<5U&y!oSV>2XDdw$g`l=FU2xef`&`dlHjQ
zHGkd`nOFJ9xw2~a<3lQfS)VS-#T(uKxJmik_hny2jvU+YxrI|WtZdRDi>12$ukCDn
zJ{`Sn*eN_+Eqi^$(^b<I+K>HM6v3ax6nIYk%%8`?+AdSgn-6`6Ip{sDXzIiQSIZes
z-6m?ZyU(~h^D4K!7w@bs8GQU+e@kr+@;BbJu=7xGm_2{B)E~X;v(tF@{czUHd3xsQ
z8zbhz#Yd|QZyKjHPEzGC&X|+>Q}d#x`LSzj?%Yz~gPZ_e?$<t9SV($ak+<@@AcxpL
zJnY_YEnG4ZtJJ2<e(!zAy31#s*xsAcIuHNIflh$V1DycveeG+RQSz4gq80xa%=`TO
z>)*_+o6jz~r!mR&wh!YqxgCC;3%Z2Qov^)>ZeJ){Y@={;X4afP?;f<b7xsj!t(v#?
z(b`6HgOlxcd9B_ZAG|CN-1~Bm|B2)S$!I3_le_kCUdlem811=G%JhY>!j1X-ld4?3
zwz*iw&vDE5bo>|NH*XEknu|ZWl=gs*fEHm2eAlJ0sHS~SNazzjE*q`;<(r=@v6Xvw
zdUfdD$1;5K2aeCRxuj(ip!<BKcV1xsYR>3}t5aP?p6*n4exA10X1(dxhAk?8MB|d?
z1xg)dzIyQ4d-sd4r^{aJj`{uT*Q1Mbo*bKhym6VvcAuYBNiXAK_;S*J%dSx2eN^@F
z^X~({RbQ?+zTv9UNk<WrM|UH4sy{9~B)jm?!skLe)tKBbD$ic++qPHB-M^%8i+!!W
z%*k|DzL?&s+IiJRvVuvI=WQ<j?0POtmHlO)F8{~Mb(31H{ZCjKXz#zsa85ek%iZx@
z!@N(iSNKY&vd?)Ern=j~cS1J12Fvl9e^p|8@1F=aS{gIED7R|~zmi7_x5bhh$;s}k
zWp{8eNxfXzJEvyG{8_zQw*9%1Wp}Bx?&S04^HOG8qLhw+4}tc$_G@pOqsMKB%&%-5
z6C0!t_9<RFCa>|m=q~GfgGbZPc>e$$0)4FUuk}9D^8Mi(A6`xBuekW~@fx=$pN_=+
z<cP9webvq0TN$Z0!EPpxaG~94QTe@(K0LlG;d}4Gw3)|V%R9fB=(=yyW8D*$UWtKg
zosSy4T&Tjnc4^;vpR=#TH!ODCc0+No-iNq98*fPFI3;#;x=!A__PB>x-*X#p_sc4O
zf~}<DwpV?&?JKgmzInqOF<ZxZv)-~jZehPa?~K8wqPCv2V`efAJKZO-*DA%zoZ(S^
zI&oS<$i~B7x)qg?N0>dQGo+u`tY@(PU}gBGuxsH{x8J?y`*zZqw&J&ZQ?4wSGn;*4
zxJX-!s%2{I?SOmR_j~nCYRZl8+wK^(adFJ6-Kz^WZJJf&aVqP}!JFG{Kgu2{SZn=`
z$Gd3iZC;Ow?9aRQ+~rUy@ApW$)#KWlviBoLiOs^!UMImhD#m5XmGAd!mb^-0{+{xj
z>(#6SpVQt3I9yt<qUo(Dxj{23)=p`@o8Hr4{XE6W`<~j)su7NT(GfE<f3fV1Gd``E
z_Gww>>>_ooEbk)E^=@XZH&(R159-P?F*FNFUbjF(Yl5}p;yWtY9$A;oedA2#PFkqG
z<$DS1>8k2^?_LzxhgXa3oi=aZ)#HKJUDDsV&iqq+_XwNW^doB8`^Cg(P2cm~Ve;;&
zZ^gEs`tztRzm`*F$>k^RQ4`}jUZfv<FgtBtT4U2a<^#_?*B!JwD6?x%Pm3(yxhNKo
zZD~Q<7d*HZ#>T$C<Y=B_!?lS$8i7mRhzTs6qf*J$x#^MUmbSUc$1c4T&AITK<@M`5
zHBFJTYV_O`f3qyrUXh#BZ2NTMEtj|JQ>|G&Z?()*E9F}CBva7c>C?6UNttzJTs+^N
z{g;{|9KASwMc>As%+dzw3C_<rb24T=pZCq^@mk(zECq2fHn9u|rq4{xOMaD~n^a<&
zbL7nbR@r0wnWwwvna+5*PS<in_|s^c3rBYfr{=tn+NJ$z!OVZp&m4;R{r0qeopApC
z-}k5AFqWTtB$)B_A<knJ+Wc`D*FAs#kNY?E-{;@c3%Jc&^d>Zl=OOJx%Kzd0%sP~P
z5&O$FosIhX7I|fx|Nq*4|IWM#_J8`Kgm;*xsN9vZf6!g8`ticMT@jy7`bND=e6B3i
zd^>JKZ)5t|ABHSN`4)a2!HXXKN|~`N;E<=CUn~E8!M1Wn_T?`>h}IYUO!)sy=lJ6v
z(^9u_zbiT^`25fX^$mq$l6?QTUT)B0am#&?v}x_MrD|(kmHxhB+z{RMX@7-u;J#_>
zg4XvPELGaS9^0QdN8DZWl%2;kr%Q#3&DJ{E<!6%%KFJ+@=jI|~u|=VB)9%AO!OxSv
z?_r#ASR_wh&B$VcQOO7Cg3LK0smg~HE*CkUxXr%Z<XX7Rhko&JiTA-1Z%S?1FyW|h
z=#}+VCJPn)*R|Yb%FK0E*}FOG-d&}fF2*Mj2lOYl920*ly<MuTCh3`Vjd?Vu%A?#6
zd!}CV?6xDqxm%?2nI3RSnJ-~@KIOMpXKKZoR@2Tu+-@HpO_*vDXf#Q!Bx<+RhwO$m
z3!}SY+qdnIkG(H^xG>XS;i;PZ(U8XAZKrF?s=Z!uB+k7Ze4Tfx-^cK4PBkG{{&DYm
z=n`SR<o&LPyYqgmlm54?<gk&sfYMQGq0afMqxUCyOHF87>FAqzqW^S_p4fF6cD{L?
zb5AZT{!!TZKInah7GFokm%027$GUW{+%hcNtjKh7Vo;|>QR|-#xpEe-*4xYf==2n~
z{(sDN?+)3tiYykty7upDBqbXxrU}(*OUhU@W#0|-sakVix6CH)4Y%Ec@Y?}eK2qxp
zl+=!HWm+fh$+-V{Ca>R{ixZ9~+A^s;-fTVhQP<mb@kQ!03QpS@Y|Gna#;}jkEbLl{
zbnxp*(-}`3>yMhVrQ*Z?WZTI9X4;>p+wb}F=(?bO@k#B*r{50e$14f{u0F>kotbdB
z^~(wV__%+KHs}BKZ<qh~o3(#V$eUR$xB34UGTZ5YC~1tpDEa=eY0Lws|M7JdJEzb7
zV_&uFpReuT$FWC(1qFHT+V&I%?|E=ne!0ZYzQr{KYp>bg`nCOssQ4rKr)pb&y59;@
zzaOwcTCDEp<s0JC>s}la<b53fxAV{I8mZI#o<FYo=R7^o`-*wr-EirrC;Mf88Sb0(
zqNwrzE2jTnj~|;9bLDrqjOUZc>4E#6d0g7neOTdr|C9cjTLsnC-;~8Z{rVzpd4I{q
z>8-NW);@1Kxc56h`5k$^ijU`6yYWWGgTFG`J9$kMFTM21NpQ@si!pOQ68q%Ga`TOh
zpUlr4VLP^E?$*N*Q?5@sqsP?s%q%_0m`ytR-$J)-e=OGIG|qXLc4f}Q=h|g#3%6d>
zaev)yY*f2`uH!3-lxeFUFOl5Ie)+6I+2Q16o2A`1t~I=H`$8Lo%rvw6bJYAjXZ)3$
zDXS^Jt<I+^>g|RtKcATx@$EL>dNZQKf0>#5<h+G*mzf3FWSi_+$t$4t#*mBW(Z1K0
zuRPmP^7!|nx!*;0*1uvp8P;{<)+hh`oao5s+cht~v9(!QFSBji)+;t{uP5%Dw(tG3
z7OB~1B2DY^)?X{WcPCz2rFio9gmowXE&uuO{?#MprXOQ{|MafxOrO5z>Wi39Vz(Yn
zGLLZyR*}uyS*iOV=eWdW%NE@ao4u=!|NbN+ea~BFPw@_0pF`X1`|7RhW$gFb_uYSX
zPs*^krFQExqiE){TetP)yx-mWZ0^Tn>2L0cPd%^9^Spbz*89VJ_ghW{hcGkk-njK(
zdfz=scC~MdzV2AJdh2!l_dU1S`<Bk$ki0LuNqX7c2=h6s{p-H$UufKScm4jN{5!jT
zh~6z!{#E?>_}bL?^NQs<f3oCuW<L)vKDqx<fd2eDyd}S%G_>*mTFx0+Xkq^=?Zv$d
ze>R-oZCl{}Iof)!#nq+Pa`awqNGtB#v+sAUY69=a;^-*G#7g^~$OeOhn~c*M6D!Z>
z1)i^AtC!oB^Q`)c`|5MkSlKRJl@#vTyD_!V?)IjhgVUzguh7-D=Zg+gNSBl}O?Um-
zHTP(0uF2&yzaFizxSpB*!SdUT%ojg0(w02m5jiI><BUmZvc@rOw#w*D5`PX)I{T;T
zSH$jUuZo`S%XA#>J+bhOJYcYQm3gYMJ;T40Q)!iJf1jMf%5^xuDp>4+bnvu;jVccg
zPhtIYY)Wdus_7GcET6UMlYjoHs7UqT*()a7h3}ty`EH1C`s+!Zd*AQz6?i<^S0(wy
zyn-{o)`&N}o0+*d#rQ^B@!7BTXP^IFr@Ak@^L^B#d~a`?-FpNb1-A3bI$M5UnCy{n
zzUZTo)t*yt%oj1g`Db3I-<NSH{OQ^+dj)mZ&3Na+elBIp+7|~Rd-C+7_MX`)nJaQP
zZOi(*xo*+kchk0fJz2I`dHJ7R_xH-`88FWMd$jEHlanjz?oI5QDF3{+teNwfwT@G9
zok4T)S^Ky3GAAn!{kgpR&^zhlX^Y>r9oc?_|9;+9`4@NhJDb@(5^R^g-z~M_$(#E6
zd&=jI*qHwK+?rVb@MG-TL$Q@*TmPHLFLk~aQ+@XS@5lEic9aP1d3<}n+57s+!`BYa
ze<PTef5Y>{`6J(-N4tO4+-qMcT)um0U%P#&`1J2HW2NgCJ<rd3cU?ODc4pb*8pW&O
zk83Qg>;CSn{d?M`LEG}z0=5%>u7ub5SI4x<{Cg7Ml2=pt@<Z|$QzyZXY5!Fha`ex*
zci!Tr<CMbn(jNc6vHnbN`CzTkbV90jc9`0u84`{)mUA3DHMb^Q5LqE5vg70)7S_o6
z9RiUoAsSX*k{5rp7L-=h73i_}Dly!TTK(}xOl*UY=kAtl-<r!$ek_asxbywTnYQbc
z9xh<AdBA!6MS-JKpMdOXp<}CGc`PsTIQi6lqiM{iqixs!ZL50|y-zUqQT?~v-w(F$
z%_!>ly{-Pu?ViKw->&|65T25m!7^oE_}tQMX7RP%w-4Q`(Uy6(oyqENu75yiOHFyg
zaorcc`M)M_{kZYb^INY%bAP_#pZ@mu^40boz6biBq-+wf4><m#YKfhNNR6c9(+4{Y
zpHF)6G~myxSKaZoYa~67o-}t3XO9VMdL8g-^UOwekF0f?w(E^|6sq#%<k`*KCCWZc
zijUF$=B}UjPA*jI{kX+wZ}4~apR=Cb=6kx#r8-Bp@!9fH;qXlpcR#RJc`T>=?$1lp
zJ(&;Emu23Z&Gq;4<tzLCie27v=KbX_MYE)e?c#4gm54QZ-rW5B+55cv@u&aXmHqYk
zOgyjRSDoL_7Eg}k&R@EuKVpJ>7uS;|v!{0cDwZ(GKl`vd;b8e6>wi}Z=1i)8&tGaa
z_lxL%f#>YCd%D^W|1mM-f4|sx&9}=X|10|rl>b>T{oPonZFOeg`hNoJ{}osszQz9h
z<gCQ%Sv7TSU(2j^+@Ev#r`DWO!Kz(6E8;Ucil#37e6rw9f6A8{o0{sY>sJ@t58ZDk
zX||6iysqf+qfPhbU-Gj*T;trI8Mr=eM*gdx?S-zdHXG;oPd<Ns!%q>OUzM+R%x9dp
zUgbqrTFjX}+MT~=FMFSU<LQ<UrgMZ>#`rE-{q%$8l24C8I{eQYyqWg@BkyVNyX9M_
z#dy59dg4g^zd1|d*V%^e`qA_+v|8`_9@*7F_LA#&7HF7<6;831d>wx}@L9Q}p~H^U
z___a9?_IaLFTV7{e7j7U7~QV_pDY`9+GJO6eO`U_-}!exV=v@~A3N^4U$1wz_P_e2
zpTaACXIPcI{r-gY<zlZxDF(~sCmuZi?s=V=@RQ4%J~;A9IbYwK`TFtmo5{z|=({}k
zx}q2Uvs-1N{dUohFC*^!545h&tJo!QJO9-7`C_NN!k?WsUHS8+{=ZHCCajyYa=*c}
zCEAm}e&SyL?Ede={jZKig?)3ZeBRg5|LUq-UCzy&pP1JDdGG)0<Nbu2H*5dcR3Ee1
zescfLU!CHoUH5E|csxJSH}2y8N9R+2>+3wJP|TbDWqr)N^Ot_+F#O+Kvpeg&sQvmw
z{__guxj+1CU3sZytICfPPmVvz{`$Y@;NM>dyYhGKda^9~(K2THwRYJO>1rp-zy6G^
zt^57)FL&7dr(T^E>;M0Gl=bZT>9cLxTZ7k^vF%@dzJIm<<;MBp^Uq7Ju|NOvYi#Ym
zH&>shR@<$$Tc7qcb<=_P8DA^ccIvM^?_K-l?yo;wuZ(NW%8y)0kDUF;KKu2P-M{|a
zTz%fVF7Dy<SD#M>@BMRl`vuYKnHu4256sUr{#<8QKk1jwd|w`;uQy*+wt$qcv)jM!
z>(9)uKR1`$+rRq!{<yC<?Ph;XeN{Zg-f-m$qlJ$*-%JiKSvRR@-&elaW8Ds)ejG`=
zw)|($_M7!B=j(5=ishgFU#gN^`yj|qYI;MrN6&UMofBt%|Mzt+y2gv`WLZn_5ewiG
z84S(LEX~1+z+6j1(D6-RCgiM!kjjEo1%0}mENcNfxej`=Ecm!o&}l0mzLA0j_*_#k
z-_8zv7^ho)UJ3NTPELI{0|g84sia^PoceBt3KrnA_+We^1<27@Fut(@<cJ(FA8KMi
zQGRl8YDuv|w1R$si<^ReNNPoig1%>NVtT3*ly-*Fo(i$N@WVdy^GZ_lN{SUA=UqS#
z7l9qsWoZaHMG7fkoqQGa{ql=)6LUbv`6VYR81iy~T!7F3I_e0g25OxYYiVezV1WAs
zTRheng52%vqX0f^GuTm~q^L9%B!tZ?I8XUOKN%CtiDZW0BmoX+eR57iv@`^regleO
zoTnjLg6%*KYxseU=nfn##}FA>g3gEpg*S=E5RI&pVlBbpgcP%|qmM?`NwJVTfD{Y_
zj^Hr@o!A2{!HP?YQWJA|xhh6aiuJh0N8U-Xmf!#dhd;_mv6e=lvyQ;xkm}YM*NM^2
z8Hq)pnyDCC+3BYnC|DYSDr->5#;Kofs9<RXs$yVVV+BhiPz?g(n<`iufr@$<-%`QS
z2vjUX`9=zsM&N=LT&t#oRKto*PW^N<1xq7Xfy1evZlPdl3{4@NocigG3YNwoe?X0L
zQLr>da+sTfr7_H5pb8G@yl=3dIrUvK)6!ClQuC5iL6xq70?2P559y~HLD?WNQw5Ma
zAaWK^aYrZ(l6Qf!-Jmo`41^7hp#p{=6F?#`Y-kCtRXCyb0<3a@*XVAUMa3ncfJYqG
z?c|hSp%AU0Yp!5uqF`odq@ZhNW(qb1e9$GR`huL)tYB#j3w^MRZ(>PNCP=G+o`C@<
zunZJ*5lm1kLf<D5YMYTMO1Tbdf*FHE5GVXv8pEOz>UK~w2&5!DGo>U06pCh+2B3qg
z6->=RVQ-*dW^AfpY66N<Gh+~G40VJlxON120u-U3gS|oO5eLhenwf*V2Z}g&%LJV4
zkP<C{!o(Pw%s^%!3KQQxZ$4&24(IQdtl|=y0(Cq6L(eMh{lCp&_7-iO*Eb{5+xg5M
z2Dt{PC{!eTE{XRwe7{QC!Rvo`<vTa42eTypykHSu)oyFy6QrBzzAL}sq}EnHyWLvH
zPK1iBUvge4X+cf$j;9}XHdamC_%-{4)s{c%LZzy$MXZqu&BcEiCy5>LHNNF`>Mslb
zgfE--GFHE^*$Qq1!`uh=E7<X1zZxRnzyQf>U~zCF*7r%xOE1Y#ur!8dB4p3vFd3v0
zY=Qw;0hkHNvtTB~TtZ<Bic5@w+P2@Dk6Dq&`TLwh;tr?8PgO2kwQIrm`(~VP*Zg@h
z;Ra8bz%vK=bstO>D~e_t-|-jTcp>(dt8Ku^{~2DUU!N{bGj?mf{OE}4hlMX@Ef+o`
zwl2)#M1tQ;?SN^_;cDV<FDGvQ?s@%#-@<qMl}eKJRHfE8{0KVesePq=aop3Hx2|~Y
z_D?^zx|Z=wrqKbg&oBcO<Z7@d4NXuy4@%WwapF7=Es~JKx?)af&qmGz1_I2#=R0vr
z<m~;LvOpl{#_#Qw>b=1)FC6r2<SLso!TFuSxwJL5?=$tD^_6#5sGPdZuYA=YYq|gW
z6K$)DZ>RF#J0p4!hucAxg579t3RVGTL&{PxlPIT~fN~p_cr)a4Hso+F_dCd{#LDbx
zaen<OzPEp`J6*cpsh+I!IJqeO<()R|-TG|yEiOTSC-j{7sg@z-vh{+F;ra&$dG{Kp
zX>B+sp17|0Wq0AVS&_dT4E;~IO5ND`F4=!>X4slZXI682#lG&J#pW*Jv@?<=`#h7`
z9Kpx~384zV4(b?ujD8;cn_-#y6Q#(<eQbG?a;}E#4JcbLZu^q^@Kv*BuxBx%66_JM
zzYR^1&-?>dCSY;m!UI$!VunYbHK>eWt@b;}I^oRu4bN|Ccx~KSFTLTZ$u|x;X1OkA
z%?Zo2tBknzNw}<D@wLWLhg;u$W?xERr`N>W2c%VMA2VAmx!t6d%)jE<v^xt_)jQ8|
z-j+W<jor>cxLS60qPT_jv3I$Cwi%07zb;%GfB1LN%SLT}y-@4>ADF}ZwKQ;e8RS;5
z*9?tOQZGDJ6X#`U9f_KHU3<Ox4jXW|e4o?A?P8R$p;j(DQ2gEB?GJ@lYR_{s<`+KN
zcKCyl=#{GzJ~|t;Ew@jIuH!Gst}FH1vm&$c!y(?zSC?1pXr9>1RTeSH?<ZeP<Idg9
zVJDbFj}(8q)SVP`<LLF;EXP{!C5kiFUU*`Z@c-(^=WXnTM>Rg-@GHoX5WgB3gOz|e
zkk$a0Nt|Cnl?q1mhMx82YB1noxlrpjky|8ZR{VSAM^5kemufY=Rr}20oHT1sp@sPN
zW4D@Hzk3PZxVPl)gzK}Hb~QCw1}6nv6*rUl#U<=pByve?7iUNR{$uAS^HnkU&z5rm
zI}<aZf}8+$u?2EE1-E0s!o+z5TB)N(TIhw1yoU{VSPsk!E@)&B`nhCDr3{Paq`$Xq
zmYS@q*(UGr^)h(2(wB*nQkS<l&ySsxfA@=ahfa%e(m9vpk{7DcesxC@&850J%97Jr
zUn-mx$rZ4@vU){9=TVzCtLyaa3syJIPB=7a<%fmyUOy0ukWqRi&EI&`*I>0-S)NWG
zzxTWI%^`y4d8R#Bpti+1W$M|#CGSqvtulXS{Jr$g`sb6j?|H&r{LN-6j&K3_2pj;0
zW)@&2U=E~32WCP723EnDfXZmJsDv~o%*_;Z%}k9IjEu|_j1*D~xy(T|TrQUpxE-1U
zrghCsjTCY~G6<G|LJn63R~i@Ca?E%G*#~xqIdWzLw=luN5a$u7Crz-nL5xke1Q-Mu
zm<L}lH8u@1*k}-F5aeO_#K@ez>sisv2noiQG6rk2Gg6pRq!>L@md#u#IDs>yKcTTC
zrC@0xBZJ~4!Ezjq23ZGoof%4EgQr2_91RLTw4kn-6WZs?*QChf^4<1mOv92d{1*Mk
zcKq1$|5}*Rv8#IyEXh}r=@HC$$Q93XaPMV_pTCq|PQ9)^JLCVNPc0kNb=>2*&n7)^
zJG9HNI?(o`%jMdm&uwN}t<?YRKDjxIkJ~SwZ}W-P+9)fXl*g{SR;h0;DdKzjO@8Wo
zPyQ<AN1t@Kad;QxP_TCmjgSWu!A)SWIK;n5SF#v@TeOgSSHL4kpcX9Twv^!f(xT+l
z;KaP*fTDa|r~I50P|Mb{Brzv5*)cCYCl%5h4=zc~4O1|J7zAn~L(ZB<G{Hf-B0L~h
zz?fK?p$)HrThK^uBb0zZg*!%E#7>0Xbnve$a#=TrkEgUsi^xQ!jW3*+{$xnzzY=6P
z&5--wzB-kaS6bH^&)WI;<J={A=hsdWo5XMYnNOD|h_m_h9;v<yk2ORWN^+chYszIl
ze}-D8aQW?|!mO(XlQ*$=*u|D@Ol!XDdB)am!jrokCPBR$c3+v>y*u=^{G5PD56{rX
z0|!g1Qh)XOa(GU78~yOprM&9pKUe>_W#S~3B(?nE<^!(AeQhfRJ!dWxo#GoT81g87
zT}M~lgZpQ8c)ilPY~rnbJo3SuDm%BjZ#7*p6?X3HY|SUe%UnKwp#98e#iDmRJ8F0~
z$HXt)E}8e3?O^bmY4O_0=jsp4t|@O@f6OBIkXn=UJ@%C!_UYJWumAL1-1Aqj4UR+t
z3PEsy8(ARdWbjpBU~xzyL0pzX#2MwL;C2+Khl13t)Q8>IMEI%{OH)u~4(hm~bfiGV
zJG=`3wu2}K4wk_|Q&6o9_7sVOgQmuYdZ6;wK*7)wbcK|mp@N~2g0X>tf{~>{w1SbT
zkwUD3iGf12f+_e0DHC%L)6hgA7J8W!_{ee-Gjjz~Q%eQ(W6ME&&;jNaMuwnkrJxw(
zRs#hSV-p2qb7Qa=C{9fcK!(PmWm>SukfH)MnrC6A2ktW?6)=WSAy9dcnpdJ=WM~9Y
z11WPb?|QN{QP4HCFj6oy1Zh>UG_=q|>e)l?b^^H-9IlAc3O$kHD5pS^EU<wFkY<px
zAR`6nUIZmbBrg&umrOxb3Z8O_OaHR#k=aXxoV+}gH@<LI{mYQVzjA4kPO{ja+Os^q
zOQM)w8hk$|d(1I(e%4wUe!DjcQU!a0qoO3*PjWp7-=TSS(F||ZJ6=D;YO^CAoIPt}
z^&<N&?-~sYe!JSzlCo#Bn`PF0IMP(EeNe0R@$B`hKHl*;_Q!$$*2f7`Ri|J0>9>Au
zWp?!g##`IAekpzWZ0&a&k?A)X`X?&Sa^n$lyUev=?LJ0rr+TlrIe#@JGk&h$r+j^@
z@cp%}rH`&AO0++9y2z<%sc^J<iHWk6aHvOS*A#ab(Tm1GWiGeg7B-n`|Mjlp@!B+D
zj~$Qo(<x3DE1l%yCm78#wGZObG!A+<$+YK|e*L~X7i!lgZMv2(vR*KJr%qtzj{93A
z&pe8n7k~Hl%n8_wDsZ5J;{f#_bMP&NU~%-KikN$yEKNaKD~OW93e>Csr$0n}hn{>u
zb`a^rK~r3Tnh#)akyKn+8Y-9>80Z;Tnwyz{0u{B;2APQz4$zWfgx>393BD)-DL4p~
zDxkU=vs8iI>+}y?swg`MaVjod0=n4A6Lhgt)=G)fGg#~6jh%&8PTNp2W9MV*WcJkB
zbz6&Uer#yYIPlRgGc!>}O}iof;WCr%B)zEx+7I=9UE6S=dv;~Xh3mVdBjy#$)%<$#
z;>{Uzb<3ECoviP}nnHgaGmlSwymMyH&qlc|j}^7K^cH@e8W;Wf+P4GDQ*yIkK0b9e
zdVOU|Od7L|Ti=OZ36-8@q6yKp%+uQIL~Yjp(UQpcsb8mZ6;!OmZd!aIy*=?ykb>-l
zGR+_%<)xy5O;cQ5&bzQLGQQZkLP=}lCFM(Y%1U?tHM|RxKRJK3yYLjTX;1QORh_+7
zBy3yUbj86d&iIwG?@M*gZy&29rp7PZbmv~}lcY`8{H51R9N)tek-1|(lkp7Ktu_0d
z-_94nQM`ac7aSSJ2FP75@TI3<ak7dRGf=%rN%3L^s(Qfr5NGiMwu49~4wmA@3|?!K
zRJ<6P<11glh9U*T2rpm2Ne3x72$U~o*jp`=?q)SR2(-Sh?b@58-?Z!BQiZ0A9C2UT
zm(?;XPS&~-8dm)9cKKXk;S~!$oIMwLPV)G<Q+q=0>b&8%y`nzL_4Z1)%O)|UzK?vS
z`$eu3@eMz3{wV)$_~KOQkC`*mUU^^T3zOkate<r`^ICU>*X)Nr=coN$Cw*z|u8!sJ
z-=zE~kv$&&%Jb}@jgwqVuFRSpxBBDSSDrU?ZcpvCeE%#p-K4*7eX5G$%-9_(+uN3H
zT;&=5$|>y440XZ6#Cb=QuKuwucRq10_iu1!-glqfkC*rz5;5@P)N+uV{JN=c!JL!c
zGoLh`yl-5|r@`Lp)5z}SDENZI%HZb()(by{LK<q8T}b6x(7k|rVfO;>aQ#aY75N`b
zE7||F?hNO&xjZW$#2i}PBfu~%bsy_<C86IBr_IP+c-cPZ;LZ-~ze%UhyYd)wY%|<Y
ze8#%MQE=KKT?U=?_QkQgelNQczV_^-4{4vu)>L2A+@=5CqGxqh?SF>7@rRYLmrUSz
z0Y{^;nHg9Km}6-MA0)z8GJ*T*z9FD~w@Yeqa%x^mVqOWTu?w1zvNQv=OeiXz2)BN~
zc7UBsq&o*q83k&tfQw#|$|ws9JWU`okeNt<L7<4TG}JS<G_$ZkL|+N0=ci|6X$0xK
zKsrw5AbC)v!lptEEe-W7EKN*}6?DxF4fIS*K-1FZ28McO;M;!<jf@QS3@r^!FfPh9
zHULeffIST|&o41IRY4!QA&r!taP+DS%?$JmP0b(^rie-ll=`rCuFOD52q{Pi6;q&!
z8nYQR@qE@{1D<2=>$v21J9|E|h-Fv2uvGiW278^`%uBXik`y~`aZWMc-u;!;jDv0S
zztnD;Flm>i*)^7VdwvFP6{yHx^Ua`lbNGSt1%}g7o3a-ln))Hs`FVuU*|$cl5>mJO
z*XUUK-%Bpzs(U!QS?+wn@k!z94@y@*oPB;*@11k!Y7aA*eV7s|di}z2uk&-OU$Q;m
zytS>juTpqg?w3EBc4F)?3h7sRrA&R+1wXK^W(-^QF=UU;(O|<3zvAos*A=hdXVw48
zX4T~{6T&=LCkc2sDV^-eaG#?5RP&;s=cFQcFV9o5nom1d9IIPrfBL>%UhZjI(HezP
z$9wKv*F^3lZ#Xf5%kiK(SI~3T(4FGf&#(An)m|FEU2*lz-xl#PT6|@)D>oM0-YtFi
zRn&WaGln^w;6emrP}d9;u;6$w294jrhg!hbx`V~h^DnrY4I2vt#V=avVoqt}$DDBE
z2W$sn*A133#hko$PqYH)-bzq#LdJlM%@m>)%)xhfnVB1a#zYiMKsR%ngZmUF#^wrU
zmKF-8hUVZ!A+ZXkCZI7PV>9SLl7WJufeDBM8zM3?2FsX$X9rA;O~5<@1yeK7c#9D@
z8ca<=!%!f0tb&Ds0_a9^u&jltLbQU30Z1XpUSkV$s5S!ybMR&Frp6${F)zRa2L)2h
zL5srSbB!iA*pNI(pkM<p3c)PcCPA;itL=)((-$+9+r}#RjU(=hL$18T<U;8chA!U^
zZO=cGzx{$kOMcqFlk(~hH(G^8`RdecZeEd@H22b_OBQ$5C|tV~`cmPUkCx%uC;J!W
z`v_PS+V%^7o%*hAfrbS4{n)ZOZ_b!iTW<Lx(6T;kQs}Q!X7i8VDy%hrHoNMQaCg(D
zlu1_CU+y&2_x0ELvME<JHqQ6+wakB7c4^K%)qM}$cqX}B=GfG`FDSqzZ|a&IJ3`r(
zJl$Wj=hQ8~8q;gj)z{f{RfOmr3HHzAIpxUtf}!fm6ou)E)89B+`)lrc@?z2=Blo3~
zt54aaUU<9Ubl(E?{MxTG{#xz3KVg1Nq|m|ha<$>*850kuRJna<dce5+$cIycHp(*;
zIm)f~Ssj>px<2Mvt^A}Nk*}XUmT#3mV<fcn<-fc$31U|_)iX%@u2_k^v;&7WIC6}Q
zOu$OO97}VYttxP77nGV_nv+-rs&BCsc$7A$%t3V_xb{U<oM?kd<{&%3ZpB(0BRO!;
zlzE^w57<*AwWDCSb0SJTL(m|%k+Fe7tb#FU=-b@X7(C`}YG$TjZfv3eE&WVP6wE9P
z6-*6H6hLeIViim*K?R^Ws6+%6R;HF96U;0?MIx55aZ^LcNH}Oz9Ar0$Mjjmpi6LL@
z30jwBYG|YY8u0>+kb~G*N;^;>AVnLV(hfA#jYwcaXOtYAc#*tFsJsKUH?Wj<=kuCD
z4Y^7#`R&fEEMDaf9<rgTe7_fOv}N%15zlPVSi*j<?%=u^TRb|yZ2oIGe~yZ8b=F$W
z344BfmP#ZTgjLU3K0BO4e2<j25$CNH1?pB;Z&*)sDcpXB@%S~q$t$!Po+zh1e;{6A
z@#<w$zf$FAsl6M+D}H3{I&t^xPI;M&Y#y$$&BqkWs$SmBwpUV7xxLlunQuf{;OFp<
zJ1tl|=WLWV&72dv{=)ZfU5mUPuUcqzJd}IOulRi_S5pJ-?_K`NCT#gipX^1-mm4*v
zyBwXlQsGv*5BsvF6%S%&UYz^=-R;=frYDtto~e!0_IIf~bx_${XXd;e`R5$V!cAmS
zCSR15OkAJpeDLqQ=9tO}<<U7Qb5H%Mx_#p6+20nqRY_8xtrC(8f3xNlt<Ji;f4#!I
zH{hZRqb+9+3R`eg7#kq>8O=ehd$2g9@E{OH7NE3_5k;U|Ki632-K({Cjb$&0e$Jf0
zGUM{M(mA|87;nwvY>HyDsjOG{<KeYr)vNhe_kQ1W-0zKHT3GGh*DfCwf~I_#_vy+1
z-K@XP-`}%){??Y;$G2~<uRR>^#qn@j5bt*T|DSK$|J#0hzreiv$*W?{{c~k~#QXne
z`~LkW?f?B*zJ34S-vz%f|9@DOB=zu`aQNrr+y6WM|9RbfmB~?q`^D?OEdL>wuJ>}<
zv+Ca5DP`McWP9%{j(%BtN!<8LbmsfQDL((b48MQBSM2D2&soBp=jAs)(V%|616AK{
z&%gign|jGRTYssH6Wizi_jsHz>BRp(f8M@*&%yuy@3+tY>$)G>E;rEL>Qw)8x%A(q
zJpa6_<*&@YaqFM+Ri%%%0yf24l&1c_bU#}<v+qymt|cy&@|_yNkc&V6#Ce_ak=32B
zZq|$_;j_1M4D0tVs|#H4=iBPVJF=8KeIM6OyXVz^fBnioB^PgI&x-&0ZB|ftZj9iP
ze{t2|i$CA@?~du&y-nM0$DhMbHP(4exxe>ah-SENjL{)i-|4lhCjS4>K0lOqN!+FC
zS1-lVd0lKTX)F=_RDI5Pdo-8Jg0OVUD+eWPkE}V>UH9$Yr#0JSL%T}%9k&XRUE+61
z{`Onj?V7(HIQS?Yk-3-MSKKFEC^$v><yMn>nG7bETJOqlIC4wb{$a6Gt(b=WCEqXa
zSwe$Pg_P`@9^pJg?(YM;2`8LWf3Dw|-s#3GvPaIzCg7F()kn_--sS&)?JK2xYzcqn
zsue4Ebjn`6i;3`=E0U$~?dh^~o=fS@o?ATbGcBDaBj?~@rcmC0`OeZ48?ti*el|B<
zSsn6Bf^UlA5l7`0|8D!_o>#b^c0$6};($}I|JF&eGv_X66cylEm(3#0svJ43C-2}9
z71ago(rwqaHt}w6t7<n1TXf}C={d${m!6(xJtYv8FVS@HyRD_NY$%J=kttQtc`Rm(
zoy(LLC2!tU)w!Nk?W5WbBS}xDH1<q2ex><aVjr;kSIJ9?{>VSLE%t=RwCjKS1Ws;B
zzw>zJ@B5VzfzS5aJ)YWg?xW=aF}7l{-i^;p`PnWp+;!2J^DJKdMcsqt6ATz97ny{=
zeUj5G!5#V6%&BL~KE`Y|(Jo$bsSuwt7v!YRTny3WtdJD2)tEbJiEh$Fo%p;7x4Itx
zyls8hKc1N<aGz_k=dpK=U%a$J&#)EPCoBr&UcG0VOM;g4l{iU`Lr0$Hzt7LxvyRK%
zCHswNYGA(VE8#Pf4@XUU^-E1uxY?cGyIPsugY|LBh3s^u??y#BJ;#JDX>^s%O}f|{
z*uLq*mZQJ_HB4uDH&Iencg3T#D__}{f9G+z+WMp}^L?xKOb=yt4m*EM&dq&lo3>24
zlQcnR`)+BLBGI$W6RzxIIe2)cyV3cH6Ecz%F7_uMV9@b#+qlqFS=e~fMeD^|C(IFv
z-?Pu$XJ7u&1y|))7A-vdg<<g$H>oLp3+kV#h%UKSl;-PV6l2xA_586}9TJTvrfiMc
zRJ_;VXVjV{%s+2m%I;MtmC)_Gk=J*cK`3>RPk5VZ;f8Z!wYJ7PTGI@jdXKm^yBQy{
zt@78M7FK#<tIEcMlBX4P!mdr2nXC1BbJ2uDAD=jKA4-11dRoREeDNo*mg#}F0=sVc
z7cso={Il@Q%Y#Cfl~=C1&Arikk)73559jrJLQcLg(=V6dvwY`h_wv22S!`WM*do^}
zLESOi7cQEW;k&x@$NEGszNq6I)?rWHAKB(@%`E3yeLY*8Q`IC(pCfe<7uT|$lZ%6n
zOL#`z{4w|A&DCZ*vpplqzP5haahcgFq{Wc=fV8I4GP(12F05zvXIp67mCHP9w~<H3
z?P=@(ZRA>bQ(W3DL+#_#NS!P}CByedSyq(`{nr)My39NN>`-JP=;F`2=5wa;@w^V<
zS?JBsziR3Y4PBS2dy^LjEckk0PH*+i*8GfF$x~Wccg^FzWf-t){>fwZHQuM)41|A8
z`Ml_uoW|N-C(eV%`u{ommaJjkv7DuCUBdO$<Q9G5rR%vxm?m6Vz|MBRRd36rl}yiN
z76x(f%w?T)z@vwEE5nA+E!Aaf8ucUmLpzct>9u&RHeRN%Gt_pim$vwF(dmAip6N}m
z-h_siy|9()tW)J#1iJY%#?+Z-hCp3o@6)77{@l?so*Ych%q(cpJ%36hfW4{hyWp#N
zt6Nun;;`v(XntYR@#tFAl3=En3%qRC)y29coDfWIJ{9~{##!-UcMLNpYqXc#+{65(
zTyr|4T||$~DxMj`t-HTCKkg;t+9SC?14Y};Y?}D%un>zyB_p@`tdLa`0)jjOLrNFD
zJfqCzb$I<H{-V~CN||@pPQ9^P<D1d1DeF0NE(tGEt6G||O!cf>a@T6UgNfOflfw8n
zhw|Oxj}lm-b?vuWv$w<?1}AR|2T$ESlLU`xZH>*jd^`NzfvXdX^G-a?SycUw-{R-I
zSBfD!?qzgMfA{3Y*+VZ@G)Eo@c(}r-{Zn)8U613O&Oc|_?)s%zs!@08{6VuL=eX>b
z`gZg!Xc6T8S{gTF`HL6VSFTfRQakFw)v35cZuOnUd3DldeBb^am^<0oS9FD5@oo8~
zeOnoQxK;}XDZY98Darbjm5Jq-a~h#cy4eLSdoE8nAt30P7S#IWz^t=VEGyRSXuRsB
z(x7no_ib5&H!s#6d=b9P)r|k@b%z}NMH_EbF)WR@`7FoxCwI5!TE?yGE*`S6yO^DE
z{E)<>G^I;SN;SzdV&}a4X#KdjsG6_*aD=wJTK~c&`43-c>I(es+QZPXhhvgo@Y#sT
z4vZ5Q`tGXQR3}kYaywz>^Gosx^VCi}&g&D8<@-{5dqe!8h1Y&M@Vq=^qp5ByZDP;a
zrmyx<phcfMurK#g(^NxOT}hra<%#WX%H79JrwczhF;(c$!B|`Ikf`OLyFcGC=*nFx
zSWvP(K=n>zVxIU}LEVi@c89U<Y}wnnv{K*aWXS@B)O)tZGFsO9-{(Fwl$2`>k&cmF
zF!kDmobzt0jWf?a@d-5(pS;CSe6n-JBK;%M^S-Q)dHQ;ZR#Klw_p(zGy5%KnPi_lS
z?>xfR*uJeW%KqdAZZX}<kI!s)^0d2DKDK6^@YRo+<@pu~pvym__pp`s=jsa14gc9W
ztsH#$=ZRb0JLb7<n0_L0wN2<<w)?K;yz{iT|4=aKIip}IxLk|T*?-&jiWk}Y4qIDj
zovhl~9%}eA)n}JOvDr+{C0#7bl5G@=j-PQ96_4#Y8&SSj`iaBSM^Ad)G)&(X%<<*n
zs@}?VZAF5A?&?hk&PiQ3lr0m{*D2bkabs;3Pm5k|HwT+}cV`wyzuF$5)lXI9pYX}v
zQ2Zf1HM6}YXz4neYf4jdLk>GxRK0=T{`u;y)ZSAS3rknjxP~Zb&tJZCYhY`&{M5-}
zb>cQp<yKeS*wUsf6#~EgQ!LhZdb3K~8h<UNq@CB7)YUn;$R+gNu$_2S!Lu|xMCN0%
z>5GELOLiX@{2+5ELG+_yse;8F?v<-1CI_5R;C4CM;cTAB_PcEJzV%n19NeW~s`Dpe
ziLqSd(}aohjIGsME9&}$LZ3uu6wKi~8q%6<=vOMf!~Ar6K{w|0pL~$(KZ91SGvw|q
z-=eqBZPpZn6(0`;YW|$|Ol6~8>V}uMPP0nM`US0Ts`zfP&1q6WMq~bsBfpo<6rA93
z<)qA!XAS`-`@$=(9$&ttrOEg4h3Js|C)4Wpm~XRHU!QO=QtYhFo=24rZrobBTKi3U
z(SyTnYNmEM9vN$5_e_kH+j9Nry{uyj;%0YVFy9xr<0f9mbiYK$=c170U0F%KnMa>a
zd3x4-rU>^<m3)zXhO@H5o)=5D_UL|Fsk6;C$SIQhDSQ8whwjT8FGuZIBT)L-RbU}&
z-^{k1);lNlUX%%!y_0$OnIf}|%VD`Qd^TM_Q|qV19_1<P(lYqq?k!}Zux8iaKu%eq
zxTrqmy!tJtuP?n2rKDeP^1)B>{i{{`-<V8zB=!65zbWn8PdC>&IOfz(Y2Rj}u9)n`
zkx{E4qO)|-wNN&d)ckYTk+1)J)T{u#{`1oDj|U~s=Dx50x&F4b$j_eivvQ^9Ry<Vy
zD3jyt@?-faxp@MM4(^|E+4A$w%U-Uwt6cZ%DPG>xJ@K&C@8W$$>{Y*Vf0Ve%zAL|D
z_45D2Z&O|G-MVvc<&4ZvQV!daSD!t2gxUDzr|SkApY@hlO;o-5T_;YM)4u+|0e1K4
zK?*ChO1=xcpT2hK14e$nNuB}CVjWBTD#Z2HdAPs&^px#lNX@@*=L~jQY&~^-rn>Ed
z#6{UmZfy&alcye-5v=mtNp{BC@Rd{NOp(f18xXKpM}f&ED~DGgEV^CB_{z?YJ5t=d
zv}@ilTiw|9Y{lOz){{?}eXIzOt-gBPP9b<#^UuCohj|nIT0UEM&M=+Ez5jW}g8OVa
z91?CGb8@SaPMThS_G_bS)bY>P8M1p4thT#WHSBWDig45LpXOQcMbGf|7uyY6UwVhl
znxoFq_?~a=>?*7B8t?jlAI=r{ix%3qG0$dW%Fej4Ced%^o_#6;GNH2yPANRf*gJ8`
z8Uul|Q7tdEJ0cZR6wVmkxSwor(9@_&!>w0t&7*|bc1+yMFTIJ}W++>;=&=2aBQKtu
zl6H+X=KB)!C?Um5<tgjjv(snDPi&42o;|&0x!HZ$W+Oe@V^=SIzRuvTyy3?&nTmq{
zZM~QIatdc{ePZ!;>YD|ZHmqTK9n;xSlRT%ivr!^%`ql003Z}40?y~)z`-y+r$%eTq
zg<%ioCOQV)tT&meZ^ZEWg3j~|U*&HllOjBSPxF!e6q_PwTk_XAL-n@Gx7P0^DVc9S
z6z6i(u)kF{J7|49$VlXSRN7WOT{RVX+clfCwk2Jj!{5E8EB3n8>l>$G_kTvFZFCOU
z_}uHhOKjRi!!=Q*2iGmwC9*V`nL#1)%8o_<wnX@Kol1KAL6gT`j7#p`HkrBH&PK~_
zJbJ(IZE4e`gk7a#9j;54O}(|{TdDPhwZeDyT(DAPiIch`|6$@rw@H<mNj`s0K`#J}
zP8aM>-LaNGesaM2zstWzKH@I<>Rh`2f%;FG9A}mJE8ktHb$xV{Bd?cBweiR2k}b10
zUEhCwMX2%7Ux6E$ZQq*xaj@>^?=Y#DcHyHBuh2Wb=j&}R^pzZ0)c${#$z>h)t!$R7
zG%F_LBv(hYlz0|jIk<i9*G-w%7I<Cq(+hNE|F4<n<@|Z=*8QRH9NdkY1uq<)RWNO-
zt*Cl_X-VXwMPDV#)g+FI=l6F71>A7ex_SM2XZe=MMkn{>$8O(lyU)MpP0Eqh{zKnp
z-_dcA?Kt4zEPLU|jS6K&jfodsxNTa@xTW7}{626%aM7b((l^UfDn(k>NVmIizn2mF
z;Nf_nZiABU9?=!MH?WG`{BT72OZmZMna68b61{jUBdS^28n@hTKR3~JVPav+QC`(O
z#VxDfBr4}HO$oCIC{zfFJ(${_{z%Fo<I+9JxP-m!CHg7n!bMbVBimCZ?K|>1qWw_i
z!Mv&!sg*Y;vz?5eK4G;>ZUm>_%H}yAb}n*Mooct0FUtFAJK7DPIXXhJh9WDI9(r(k
zb=&iSZUD_F2ug2l2HgN^=;A!J27CkP-NzoWGh)6nP7dpy#psZ*RP1a_!o!K(5~5S%
zCw5xiRV#Ef@}Dddr|HHdEC1Jv-|FYr50@OvTis8;;F@_yVn+7Lg)^(4mFT}QPF=ZO
z>DnAsb{&4t>3SzZ+$L}=ynEr~^Ot{eAD$3(&@vL7w^dM)L+8kJt__!DE+5o7UF^a3
zzG?0Q|0Vxzn}r=+WjAPY`h;A*m?h5VvvSo8<*DhDnNx2Izw*4XwQj=JRY76lwkFRd
zKjv(icAIZ<;@N99ndd}>Uff_Sc)~kf*7oqqx#!}3wjI28qFDTW(P4(@)cQh&$$nFG
zBp;siyu7me+q4}*Yjq}i`^u#|*IVpqxS@A(LQHk%wa`f?&)EvGJQb>xj%{Z7Bsyiq
zjxD^a^jd_EXj!ajINl~Wiz%J&tU;W?+HiM)xf`RM;%Bo6tnp^^QgHqKZoleGf%SKs
zEc;|aL|;A%Js6R_Eau*HA*J@de_jl0IktV9z*53o`s~opl^<HzSYvoqy~V`M<z+hV
zr8lJR%5tA%=cse&(h^~o7v|Ff-(FwV)hIvbz`8Y$_bv65@>-?2dSY3_i5;A){`16b
z)=)R%QIj@lI&nBphxLivx(D|jE#U1scg=A}esA2mYfZ)Z-M=lbdWi_KA85T;y!F#z
z6{QW=k2tB;>~JhS*XeC?Q&@OXrSU2g6^TuTCV$RVtV)%ee>~{^%uvgDmJ1i&5NTek
z6h85RsV~d43rikm?cbzP^&q8m`_^RH#wC|8q;N}?6&?WH0Q#{K?FP_)7UieEzFXlM
zFrzv;HT0$IMvcndwRU`a6qaU*eLi0izVv~MLy&*Zsy>cpah-Ujwyl4RPqMT5X>0L*
zom_v+JJE@I)6Hu;GK*#}N=aU|e9{%hKZ@F?7p4hub61#GcQ5?ND7tyO3u}}n&-S>q
zTYfq`VTMaog<boO?qJ`$_pZUVCC+!!4i-dRFE(J<w(;T#tHm#ElO7!`+qm$2mqhoi
za3PznE#I;)drf-Oyv6I&mn)0C*rRSN@LOB_aQRQBd!`{9w+C_w@t^kE9DQ3u=0H^G
zjGwbyw|p(Rcq>2O_~pOvf`{jR{CWH2#VrEYcJg1TN~oNv=UjM8CA*b7%j1jVRpICl
zO`Qv+WVI74f^N^^_4shWtFAWK;yC;LH(fGnZv%Jo{+#f=G3!Wmirq=U8iCmxlw?1C
zd?z?>{~qRC<1*gLOSig?Bp!Hr!sGsg40B1#gv?`stJ!u>6hB)U^xUICwdv#>XNip|
za@x1%b|sZPab0}3>(YMng|Z>{9(P!|s9bL9kT~R+!Dx4YeeLNK4ioLdKMlg!qLw*=
zw-o$eFo!yw*P2uIL8KyRUvUfc3Q*4MJuCiyyJocVj-q1&?|sI}k%%im&q1#MJ>l{A
zw8CqvO;s3IfXe9}z1k5Lp%j&~L{Wcbi>$-K`>JI>ldiuu2##v|q<C*lW-0F~jWq$2
z4|*`I-?eyq0#mXmKiAHzsmU|hXSgUDUgVvs@<ZwBq3e3Hj`aVX)Fb8O@9bwHu-9@v
z!(Xo8@E;zwlTOT)ZarAeFWeZkDR9lo`i5!=x$HTmTDPPQx_<k{FYr<9Vh!K6%I994
zYpvB+2=uGm^KkIqDcU1`$7R~AX|wLE-eS2vJ7b~xl9E@B`$KlAosr1#RGPbn`<mIm
z1&PPEHRRpAHS<Ux$B_xLXIjnX^maT7F6@Qg0lE=>2WT+l4$wH+i6%UtJ3#lDGVO@6
z&4}Ks-`RS3$2vzLOB2OQc7@w~W2W+&+j(uSIv7@5AyB;~P`bo`?+G8TwM37K2<O+x
z=;pogs^{j-ZT+YbROj$J?p0)O8|V&DrMC%hUp1^N+`!kpC3L#2A?JBR#tz&0ou&^w
zN|H`bbWr45|B?N^-xSk|-KCdyTrjB3J$Gq3^bSyAvHAP=FxUP9-2wX3JLC7~?cds7
z2T!?kXP=TOpX)hm>+ihF`!9bgUYyX(Z@7B7v}ufEQ>0VU^_%<FtiHd_?Qq%ckXsiv
zdfoS*vN$vbeg~-SeTl1{WhUPD&8yg@E+5{`A<e#QN%rw%GcRXrYZIkQZIdEzJ?8PU
zOcI$G?!L44=S|ZqKT@w&B<y~B{SRB@xeon;X9uS|x___8Y1vw>s+CjDAHR0+XHiPz
zvSqD3JBtn$Zb@S`<PMr!b$-q%nG7+H)`RSCPJDd1rRw-Qk@Znd&z5NAJU+qrseijn
zp<CzS|0jf!r|jts{PB-bLiDJ`uaox^zx)5)HtU{s&|k}Y%`6;F+DaYF@t`|EXPidd
z0qVbnp)o^t&H^EJJ6>C^UNxtPn7s=pFLT&*faCGsxepDC%AdwDM>R>_Iy!&pr7&eZ
zjtQ5peLI%HYpLqI)Vk!%($#C-+IMb~-BtZEYs<ww65o$UH{F}PUB+PkDZQEu*%ZDr
z!8QM8T{V54`6{zG>L>T<p!lM=S+nnI%$m_BlAf7ZaAeBjz?NxicQSW#Z#WQg=wavI
z*!<AemTN~GgpV&b`W3v@`s=ibdyQP*_G?8v5>fs3cb5c{-IiUC7(y4R%{e#ugZrBU
z4<>7T+^$}=LD~3rfEh=OW?-g?pMOj9rogBx$G6Pra5g)f+^c*)X!$~$z2@usnm3<e
z4w99cHuJ88DC82*Z>d6B%VOs;?hAEZTOT&J_psEx8|-d2*A1&xVpeu8Uijm$Z6mvc
z!V9&C7jtITOLvPdh}W8C;&ACqjSchfCo0S4+AE*m{&AV|&je0IWv0hHt7aRWQz&9P
zdEn<;z30{}Y3Z^b-u%nfd1m3W{=S&)#HxlZJ=aQ+ZUKGz(B$K+{e|9E2GCnTAG0gV
zN(y*EZUKEWt7MP8>x5-%Yp-jj|CE*Z`D7E{fd>lJoi&?ICFo2^$;{48G)p<UuR2wL
zpX+$E4Tsb5(D>;WjXj(0C|x)f@|-Or^}MsOo!H0b7$<{8H|{g9J~}n-#gnPoPq!T{
zKI+Nz#r?oR^$^<=vCrpBf0g)5SjO8bG0n@?bN9Ig49@HuLXE3LIpsFFT6?a4#b?*q
zbY$y~NeVx&Pm?+vF%5JJsD9?!7EM9%<Wq0*d}4TF`z$25|D5ysUUz7X??%&Yv!gy~
zK4{kAxBMxt+Ux#3RxSHp{+vD6lkWW7-{c(>ulph4+CKHN7G^)`t+!0B+ZNYM3fwVO
zsL|JS;^&nwn<}5(`O3m{uF`v#;*M>v*0M0OUluuA^P(rYcvn|U#f*7A<^AXP=9{XA
zF&}z2Syt;<k<6)MT@yo}|K&R=aU-6uQ<W$F@v%P7q79|r^bFR{4U;i^eBqyqiqeyX
zmDg=Weynre^HtRK%GVoj-sIk9Gl|Z0I+?lFy4bqxjfhg3XVcQa_c4O13I<mX9iLRG
z#B|QRV5{aAp;z<TPlyV<jqb~qQp;PzaO2y?2TP4b`#jIfXaq~0ap${n$Ummf{97mU
z!3CR5m!~F%X#R0Jdn-a?S?K!M2h8j~`R3Pa9wcNjb+#947t6Ai8I)&fb$>fnbo_gl
zZb0Py1FD+S)a*)cvqx^*`~HaVTBTEh2dYe-9XN9*bW2<-|GGq(<;SMvYGq#2o2sCi
zch*XGq3YG^f36)>+T-P0^)`H3&aueSm)ft(*o8TS+DpGUNZ76`-M!?<${&_9nyq(T
zNt+Sj#oWLd9<zW;rvJQ@)*97Gvm7$2yyD`g+IsQ5Ki{CCyIzOEc)Ie{wmr*a8+cTe
zyKD=#UP;+7!RI1ZheMQ~!SkTkpnE`r)Xzzn@Hwb`TI~MVpu)e@=bss$%!2n!r!F0G
zQx)ZS<2+R^R?)SD+tNeZB=d0OLNB@Rx0(~1zRuApp2rz+{xi4SW{af@-A}x12ruYJ
zGi(1bq2F|)<@EVN_dAkrc$Uadd-~+3mTksIwPyYx%aZ=CIc8sDQl7L5yPD7C3ah+4
znM?X`<~s%bzkOThE==mT49fjt;rAfH+SlRjwM%7HVS9YHroT)0?T{99_4JEtXNB+E
z%qiP5$y}>#hkp$>@0)rN_B+WT+G*=DKmN@;)TwmWH1_y5cOhG4zv}MngHuvs70NFp
zd}f}V=zQ%S{31|2>*$BQ@y+iGY{I^+T@AhnwBLB{1Buf<@*mDjVq-H{>2GlJ?fIUG
zxw2J`zJYlqe-AyZ2waz(AGce?N}zN~>9gdeR}+^n_gpsV;9ULJ7q|VGC&luQ=L%zi
z&fy0uB_*8dRZa9(HcmXpH%B|??Q)m=l?T7AW{bLEaY)rIQKjmI;_TMK=b3lA=T?7L
zohBXmYx2Yw#ubmf**mKfjJ^l9oeMek)udMRT8i!7!nSr>>-5;%4)(c*;WrOh2P<82
zig~wm;Z+`8q>Dh=1VI;pennga`bSZ>@r&QA79Q<&6H<%bZJ6qFC?NJ?p+;7L@gaY6
z-v$XE*EKg5JKC`Be)Fr(#cK8H!)_@l?GK%#5?pVD2kz@vJNd==9OxoYc|DiNn5M(E
z_ZwHvWM=+3hvj+Yl48C$U0>Q}cP~4=L}7<=>?~KvMW87Xpo>8L!54vg?|rg;>$bkH
zLeo7(ca*2yyA~Pzru)Og^uLq%m#OtyK9agN)!Fg%=N5l<KBM*4nQ02mehKoK`VPNd
zg->-zsg=;5QkkR8y5_-~4!4u0yO|~DG*=x?_{#kFk6ZKJg&$vR;>=j(JJI|G@4LWl
zDkbk8d)&M&rFP87L}5C|mep4h(=vE$Kgr7EyyRoKcH`<Vg>=R_hG9y(RIDxJqIUAJ
zY`qpUbDw3(QcIZysg@Qu)GbRQr<=#7oZ6YO#p%w59U*<L_61+;?t1AN7)4d+S7wyS
z-FfuHP(k;Tnq7?L@2$QU4i!8I*w*mAEzwj{ddiby*A8~3?U*fMt0Hcp+_FRP%F*xs
z9<Ofx16>5V!h7OfB`@$rpfOK3M7Vmedov64ZecvA>eJ>C%gl9fVbE>Ni$M1-KAQZ{
z>f~1KNf{o>hgt7Uz36mK)>F(NXh{tGB2Y6SUEPf6I|bh}?q+2?_@#Ap(mP4+rTjdl
zpo>8FU8y;`_*n1TZA-T-IL7^5IJGWw4vRT|Uslo{*>7FaKi?&;X-GZoaOC0bHV40#
z#&Z_kQ=K$BDO%$BPwSprGiH|mtqfP5$mm#iyG85l#B7!DS!*nlw=B!`O<vWz*u&wo
z#>NHKOV(P%bMEGp^s8n(?V&QIT*4vu-M0<fzEAI%nyR@so5j23-EGK4px)W~FV8nd
zthsw9<4KF?9Z%`<XIoph?bX~8sHWU;>g|cBhX-QL|D4yy{P$VlnIjXd4qK}~-%-i2
zDX3-!yWOc<tIsk2?wEYuq+~98RHx{%2_XWda+B@^8W*Muh$-3drz-3geHSTHEob$v
zDN)C+=V<Nr^v2iSUuUpx@#(&5%N;dim&EgVEhUo|y3A(LV2~@Rn$>bZdt#walR%-&
z<Oc@VKOXvdR!brHs_CA2Rf`Tp=`}gB{LK%(C4DxwoI!D4TiB&*Lem<OXG$1P?ddU>
zSP@(qe7;zd|CIFW4=P-#S2J$pNpmGET<%nuapl*K{J4c5Snv6Bv0m41WuE#g%|7sp
zb;#oD|DLW;z2T{SR4XabNt4BVk6EgbZAPp|u1$%aVl2lN?Vu&za%I<x?h3XmN3^X?
zS<)Fj<&{)i{MNIDN$VxKq|6l+rryw6{qO&?jcn@+?g+`dJ@@$#^(0+k=^Fb$>&WU)
zdLlcF8z%4Lda(S~zh!z$6=Or^F-R1|s@>S2>v)zg;B~>$m&F@o)f;8X(se$m>h9CI
z4ZaBU+O#!t4X)SuSMo<3o68vcYg^`r2G^MTuP*qW*(Ky8vxxChzxZW^$%lUmIUUur
zVu-LcP+*;Y<VA~OT}gsdLi3&jpo>6P+F2Jy&i!!6jk`GNz?7-ts}F%M0$pr!ZNbT_
z@9Xj#jYD=<+bgC@WgqCTD?PfQUwle(Rnaa%9v-pOM^o#PMPANoGc?*=1HB0JDG%r(
z&@|9Rpo=xZ7lF1E-<ret0(24RzuBMqHW;pQ3^}T}L^S2!7xPVqTEQL-hu%N*IL&)e
zazfZT;mON_MT@lCR;kTfZW*x5_fbgdo_UYkyro3)JmL<E9{R9!`<W~!yP}{?_hyGL
z+4M#*Q>61i+g(=ftJ77M6vkZH%AnJGe4jv<@D<jJDXM=e<TtYHy}iI*AR*bQ?#Yo~
z@3rEOiS4wTGsBDTakH`OH+I=m#>L+~n(svhH-2ZGl<`mTYp&f5iC58kzr{bY+OBxR
zWln_V<mFoyopf+&z4j>S>c$sGLs*^jxxP&ldz?P|tb3t=;lWjLdyRr^HlAE{hg*Kb
z43_9s$CFo8@f`YlMQVlDj?7;1Zt)jkta4GS7;ei1PuJXS-no7Hv6Wm8ik1scwNhUA
zcVUf&@4h>W3vWoBZQ^r%6{umAr{Mqokw>_n&#TFK@~2ApKj_%IS>C#_-*;x73IEO$
z(XS?3?r^$!&(+h_A|PhV-esk0T8>|xf2{n@m-ded;>I?;?CEz79j>r?ANR#p?)&ZD
z^o4!OGFvQ@Odq6|ls<jZk^V33{p4W59}!}n5z%}a&)eo`Bv;&PN+EO;sLRY(jNjfa
z?K*f`pS{F$X3Rk**Nu{k6Z<r$hc3Ll@;ZBu{<WB;=2DfVC+FsTTI7B&km*yO%%X|2
z1N+t&T-4;}Tdpc+`0IF&SpH3o`0Z^z>fcltPF!Jlz17l1TJ`xw1J14#8Doo6VsG{`
zWq!Ez(Kzd?uEnOQS6F%r#ox%RKA<e&%*T`PWv`XXV(~<ocwQTqmW{7B-s?@V)YpD0
zvU<{e{fmnQ4U6}@H!!;p?ziUH@*gaU%WsywQ*&a=JY{%j-5M6w{23<g%8Va>2>tXo
zc-Z-VVcgvN5l39sTms(&y8lg1ON7L+LqGO8wAbztQRDm=Vz!rarH4?Y!t0sl4fA(o
zajrZd^YDg!`<;fZ40i&x*R?V2xTLu8f495elS?bt$jO_Xn(b_2GU3rj(Mz$*LYLSt
zRs34+Dsge@ZuTXsZ?L~|%9Zpw@Ydk<@-31^mt7X@b`W+KWPQY=$Y*rsgs{(>Q|>n!
zzTQ(Qu6mStP;`+3t8VQI&CDE?)FUq&3upByJY1mUJg<xEz^gN&hKHsGaQ-*$Y5Npx
zbLs@U$#-$qm22HayCgV84TSO%&XzfB+y0zwpXdqUj|mD7S1LY=Fcob5tJ3G!@*?2t
zg<CcO3C3jyyOx++uTi`k7rTYG^xVcGfk|4I&xYDhXs#;WEAZg3mG*(ZuJ8K|MLi`1
z10}uRUYRnjf6qpt)Xz+rKAvafP4yhQ_yqd5P2b2+*dKjy_pK!Y@~<a4fiD6*c0AzB
zODn<m7k9>#Z&@I$nU!9eq%3cgyVu(1#GUl$CetI<UVD7R4{iI`ur;;lsOX&x*~+Us
zFYe-7zPs$ysY^Hi-aK)<d!=A{?TOEdIeWYl<w^wJO-fZrIWND&I{n)p#_f4!$BoMQ
zKi;<Qp1$zFZQ-sOk4v|kCNa&p!*!&qzh_H_K}SOH`M#w59ciU*O5b`U&(@m!G*T)n
znXEn`=zW*wPp^y2-`Q6kw}01l?T}UVr4NM)t+yqeUd`0L&!uiFl+<r2BtLiBzR7mU
zTRNwUGyUgI7cG)~l&G!Qa8)$)MoRFP#u=V@uO)7sH0zEle|}NWuf$g?d0`8?&N`R>
z{o9$>YVNiYj|!{t{h`$P<!fuBsf}9lsT~UrFEm;v^16}f@LBbr8OIZEDX$C;R6oqV
z%IM9l!bv--OHOROU~KQP>B46n{Vy8s)_j-cYHhq{SghXhzGG+YeSw)9io3Y~nw6#J
z9DBH-#k*(LiI!vjVwdifTWvV(mbFQI_eMR<YcrJA)}FY??6`wp`sapyd2jwL`hR@I
z6TfuXtH-$P*S3fAg~odyV5@%ktN3WvtveTDW$O6XE;zrg=>L^4Q;!KDd)He9#fU|(
zitz^B1FD<<rdhoKbPwo~HB04|7COqVhus6}v2)|K?;_e|J{tEy_keD_92F&YYDb1*
zcBty<yUR7BLtS|)pGfbhbX)k3B{Avk{2xW%y$oYCMZRdSw3)td)ydK~o(5*1i$FDJ
zPc53FTk$dIdA73aUGvH_PMK#7mG5j6wViIuSiNfI+n`C}cOPs$;hdjfv*6K5jcGT|
zuKXmMr=83Y#>yYK#&1EyW7ZT$7s2;s{QGs5ALa9JjGuNmIeqPeeTPbq?=gDX{aZHZ
zUhus;OCuI1hH~c_v}qZ$GygC&|Jb%{i~T0X7sXG$7rv3+H)-<q>yC$aXRqjO&M`Wt
z<NNsHW?$Wyyc2P%*B>%ww)bp4{I2KfwEm_Fk<y5>9wzG^1+Cq7P})<8$s<BFpP%XA
zrNt9{<x++0Ro`=DTxsq<K7H={-xE${)g2JnsAuNgmBeSFw3y?bKf~6-@5_G$7x0&C
z<8^qyb@MM)w!_eyKzpD!feNenJ+#|c=Cj9Ss`q8B?hQxT?Ba}e7}&jgbMdRksWV@s
zFETzn_QG!4eq~*gI@ROJ8B0EIefNBN&Bn{C^gQQ-ZvySgTM_ATZQ<X!;z8FAT{tbb
zL_gPp<*H}dw*OiD+@Y>7j~^>rEbp%(X!J2T<yY!TpXIzC=k7OhiCa~vd1>FwIf^U7
z-n^fDdHOjoGqv1>SK7pGOHNWbro4o2(}CLuHD|7<Y}v45x;w||-lJEy8RmU{Jd?v`
z<{5Dvz4x6jnu@y)TZZr)*>Xqo`)0L!@{tFOwtTBL+ZY@3^wWa8-JU;x9;}^_%e+EK
zu_TkVpvd96{~AF?k;saZ+eDZa#ioX=eo<61#onvd@rlslup1INaxJOXcS_1=pWGME
z9NDrj{sYIG-->~@<`;TDi0=Ho-8hWz@zU<Fm9J-AeH6!&y25?C(4l*0H=N&n=H#mE
z|65Wo9Qu(Xc|D+n@yMLD4zF&1OO|N0zsJ*X`*FABLx!Te4IvY~KC(`-S+u6zv(Y6n
z*+eV&+`U<)-i^&6(vu%P>{%jR^F+qMeRcEHnY+3B4n8+N(8PWEmd#=96Nxv!zb))9
zJRa(4w`J1=*$6|2!&=-I7MxlY68r4xyRsSK&$sRVbLDn2kKTe!hT;K*GuT2JdV;=h
zNoY3+H}BtJu~}WXbfwC-N8K$qx4*f4Ue@F0jPip#(R~+JUB9EAeP?&P%aWfjYNje_
zmxpirl*lLU6xqSQKqBqo<krX!DOd9r3couX1-c9Lv&n}i4?ZqTbbNS(|N5HyKTL1;
z3GJFMboS1HuCzP{r=2SwH8RWp_pMM`@$0BY73eO|AFDoEX}s&=iBR-qU%TKLV_`eD
zS@UAoHpT~gughNXsWF}P`_VZ88HI3<`G>Y<$u5{;ka79Y0@)e9tOtK)Y`pE;zt?0n
zN6f89Yn4>qW(OopcC62rdUHSfSkQ|)yNP!)4%;t_mtc}R6Z5bvjk8_HnK8#Cy;|%3
zv!^-y_pis!efv;*cfV4G!>&_%Hr02%-FQEB@1Exy&Q!5&f3|{YQtGX&QsosZP9Ejq
z+gp7lJEwosxnon`tj(VrD?NYzhbZamJ3iNKl(dZbYA17q!S8*<Rz8F1^cNR{Cv4mA
z#4RdnqJ9B>7wB5aHXT=Hu}^md<dRlREv<Ib_1$;mX;06`%iTOj6{bA)Jh6JiV}WP0
z#5R1{;PKtOt*Kpt<1Eu{_66C7&DXNdD0lx}la;EPUH3U2bQx$N<T6lAGcU0wL;fm<
z9Tx=7tI0k6nKNn6q;EaZpJxZkWvaBC&KAGQ(QeXYc-IMh8E6#fGEj+Ca}F$e+GeIJ
zyD4+$>NuC1XQg$2K6Bi8uJodiev~B#!z8iSf#uJtTaPB4d3yL!)e;$Xcd@if$zpt|
z&VQKZ7R{DO-u!;q%!kr@5^Pk{C8C@-s%7HuNrEl|)vz!4R64sR^LS!%yDD#J+li>>
zZs9E+w<Dtx5^pKXH#@y|kGy<4_l?Bm$bFxch5j-gp8M<4;$4q;W-JJKnzu46{8r~e
zc5Ca98<yF#j;Ez3UVe6Cr@BnulM~lsIM=jny>*mJi)&5S^yTZTZ4+{@F5~D^epvCH
z@#wld3#o*^r~41zEz^IZu62lMrS5}s_$~v@)?VtaC!49+IIVH3(sYf7f9#(%Y+O>_
zvTa)z=rT}`w}EQV%RmEPNtiXgdT`mN{jTI|?TB5cL6?ED&2Y9!yLRlt5%)7?b1gIH
z`abeoneJ)7jaBN|LjS=0Z4+KUjGdWQd;Q7V*u2H9UmAW|ELv!Nuk`zhqv{2gvpw|N
z4Gu6Wb}hQD;I1z-$K#vt(O98PONC0fvaehydsV$FX~K_1Ij>|Ts-4&a<hu*kO!%46
zqCBU=@>%r9{s5I1@#pnh|K%QO|I}I>bF`dUyS$D~=|@6_{-;Gc8b?<xc`W)!G1^l5
zLdKR)ik^2CNnFc&`OD}7uZ4EZ(?+$KJ=w=ZV;dEnO={A&zMdpDx8o$kOPlxh>+}Wc
z)89dF162my26`v{g{r6FY{YG#C!x22R$M%+&$ig7l&IT4|EJa+Kiy|>fA+Ot0qMi%
zgjv+qyisW_^opK$ZEy9AAKlxNh1B(Yuf=UV6{_#Z*Za|RqudpiMRWXTygaTRwj%5v
z57*&fR{h9Rp>9s1OB1F^yDpNEOY}+))BmGk`buT7rH#hh>mM2JvpzfeF_4vM%g>D~
z556z5EzSOLRK6%tJ6$h*x@3p6?zQfd^9;DB=s4;$AN#3muWI%5*o|3Jqoj`<eDXJG
z=E0A1FF$<Ja-?nfol70NMJ|ZhA3hjk%_kN$V;<+zcfa)?%DS!tUk9oJy$<vp=sM8u
z>tD-^l($Uh+EX9k|MO>sZkY9Lomag|k(<woB)n~WJ%wYH#lxOE%C+BwuNxj`o-}9W
zv6Jul_Ek$9uW$|cnj@OeYjg03{I4CNdWwg%pE6WmuC||$-jJTdDRboYCpC}ttn4|e
ztyxzV_%|ff+j+ba)x0V6w5CvMuPW=#9dm3VB_kGp6m_jQo@#$nQ`BXrc9Ygq>nBTB
zDwPL32>iKkx2pQvj|K5@dtb>uFZjV=_wLEWxQC5dmj1Ct-BmHZCz#f((^;f(-d57e
zJo9Pg+Li1}R3EP2&{^q{DaIe7KKpe4qU-wBYs7bc`}+9oV#|}g_TQO(1M_BndVA!O
z?QWSH=e}77cuF1l`Y8P;=r+)d;~TCjpM>8AS_iugR26a?sDE3nhO2)`;1>HS;$2TR
zE3&WitF<{buS3}>$Ec_*Z{NwAtDY#>u6n9ycRqAez;nh(_Oz$wRtG8{`@RmGV7y@Y
zly0j9>;5!MzOyPtd<AFGTZW~F4CTGgFZwS1(`{MJ^<^=$m0mV;2t8!t`}t<y#>Ln9
zVnmswUM}pPQ!_(;SMQc>e=cO(T`HaS<nzIFZs{o7iKpPVfi81gwXO5gGu{baOnEHU
z%Ob4n7ucLC72k8XBTi}h2hFF7>SvgLm)B&!t6QIRc=d6)k83U;zuEKQX=m*R!7X)0
zSIzmQK5mLps1=g*KJxQKc+Hot!~OilCY8?7D!p%Ew}DDNky*MSYpwH5gO>|c*mZ-C
zr!PzU%J$~P1WD_ZE3Egr?R(}PJSNg65p805yXs8J<BD_2<tDy|>~}7HSh{-oCyP@b
zZ=5?+6!n$!(}i4fNp+ha-%{EpPBl(3Gv4-);gszpo0q~bA1S0sX!dWBSaQm0&6TF<
z(_3vPlyDZb*}P`@JZsMMIa@dFTeauyw!EzADQ0uB%NHzRdwR#FW6vUkCt4>p%W|D7
z@Bh=X^y1o9Yk80DWRm;NE9K@7D^g3JKA3X#W%H)<${(4Jl;FG!bSC67&;_01t%oc;
zRS=hfZr@PMT*~=jPo%xbgfH5jr-D4xa=OB%J3YC4Vrk8*qq-{Ztus?sv1p$t<kmL!
zoxk9EcADi;pL-^`!S7sLvpw}*UOlla#4PLK?kS7(W=Tk|G7Jyk;XN_8Copf4smj)u
zyVdk(`JKEldDr$GO(}bAyR6yn_-CJAbN!NYWUWjor&X|i*N5|^!qO*Vg!ChSZryRg
z=J{Tx-uGeKqVH&Zp8b38SJep<&Z*j8>iXj3qR-l#KdW*A6YE~~hDYdkfo7jwlIM7E
z?^+(dx|dydn;6zAO9n3TxT(8fR?(y<nkuKd!Y@db^+|d!58vSUUU<!=%AYKoO*Hko
zoxX8;g$MjT!u@T^@mIoM_fLB(qViJMZPpdd6_b{`ig2D>|4-cW^Wxxy4e|fhds=QZ
zt!{fIGuwUxV=<dq%De+@*FN33zIWQkYwX2L7W#Vg^cXfseV)WC`u|+yq;;*mH$K%T
z9)EPdG21my_r|5z>Y@aBuk95Jx{K6L-3XB0CH-lE?qC0tO>6#se4GE@?%uyI_4ks_
z*OUnPv##M*mw3F^rea}i>$m!SfBAo%-~Y+_Omi-0-umaOyE`-g{W+ii|Hu8j|4#Mi
zw>$hlS+o6>gNWkY3A*3jzO9|KKkNTj{`&fAhkt+6UxhlXFIXJRoxvo2jQ7gF<K}Oi
z?<uI7CspdzF@*fuZomKUTmO&KF7Lj#=I3Ym`%2}{^Hq{83yUVSJba#?UoZZ-e*fP;
z`|p1cb6(`Q=(hd;%WvO1B}<%K`K0XnmIoqQ{~PbGTzliq1^Yj34>>(^dw(tZ;2%_d
zq_AAb()D;&@sysuOs&d?IrJ}zZ22~Qx6t#ZlOa<!TFEV~7rgDgwC&eiFFm*ayKZa#
ziDT2xpZxuO>7I3`xZib{N_mBU;9+{_w}#*L`RP?vubw}z|M64zgUqF#)ArYVk`;Fd
zDa4&CS+dOV>XC!{ul5=Bx8GenA?3hCdAIH*Q@+QadjCWJhMLx&z9+w&r#c>Pdw9;^
z(v96G<ik=`nhPa9x7?cI{lo5cMm>iS{|-+cM;Gl2lJ6rfq#c?6P5x5o>+sO2`@Bp{
z?%4;2NB(^~;a$ku6Fanm4kwuysoyBSQ`+mjDkkVt(T}BTPGu<`p7&Y3E5`51(+}&d
z#p<@t*kr!*x6eJjBt4&=Gi|aq35LfMw=+%cINeonGkID$e_?Qd+n$E^fon{rC{1@=
z+NM2qqp8RzF1Kx$zIeIsdA^gcNX*am#joe53gz`$^moqEd1x5Y=RWU3!t@UkyACeh
zn*B+&Tq55xkt6Vs_oL+{eUU!39y$}Uug&^zJnzKA==c~@i|Uh|E8LqS4j$k5XwM~6
zo42ad|Gp7)&=0L^zT3OicT&*4L)F5q3Q@u*U6Z;ic;EAES+qPwd?qJvvvEVN)2)hm
zJC>E-y89zk?|Zu3*R$b=7cV;%-duD`e6if62k)f%XJx#1JJ9U+Sz^_{&&%{z8~Ps8
zdgNigCCmSb;@lk{i#@Z=*uIw?nLXPyh}UTDr&H6<n*B@oli=E093y=!>6&D+>+3Da
zQRY_1@6G1(;}P4r=YT}w-i)=H7Onxyvb<lgudmp(M$f;I_0Z#TrtY4ifQ7riH5!WY
zHM*YrwfF#2wMaz5k92#MY5mMBdtN48VQD+HTG@I-dL!#EjSW3B4=gL;TJ!sJnqc_Z
zXG<3!JX^XhyW8?Ehne{Ajd^9}i)MsKeDp~WpXuMYmD8|uOJ{cQ^Q+uC0zJF#)R-R9
zz00XH-{8>hnDzsYRL(RXV5$<iF(r;ehws_~j}j(so=|oFCnx5f_&gzE!JSz3jV&*0
zjs++E<Ub}5b|vDtd6G}sUBk33dDh!%RX6ns`3cN(y*Bw8_w`vV!5pcZw)M<9aZP>V
zT78#o`vh)krDQBW5vJ(;St&ZcBd1n#)7P8Fit3&<_p*L-N?Bd9qjKWf<tMJOgOp!e
zWtg{0-*uba%?NX*$B%z`rM%{zc=t%LQnatJRpe@Ymu*!O*ZM0(&(GB{nkb*E^W4b3
zJ4cl7jbF-YgDm?tt^YPE+dMe+H?(ShW6{%pqkX{rcbE8tRISs^Tc$Zjo!(sgHCLi~
z?K%nJcmJ&NwkBF`yZ5;K&HfWlSf4Ika4r3IR`3?p%PgffoUbYrS2$|~)c$_FbU~kZ
zlUBL*)<^Ajak_1nD->5eZe7qfy~!$$<JE-5(z$m(Dy;aHp4|V@Dd4!bqwIOGM8!r4
zvqct}68bDxC*JhDF;76f^Dy_T3ZW|>odVhmygxTtrCj+caz#-lVlK#hs~__d<tE*l
zue#OVGfRB-b-%#3m##l_-Krn>mVePL{=lt^j+yThe7xbG%Id$7VSi7^WbYTa=BuTz
z;})VH*8OMskC_|zgs+`v^)Kp_vhjR%K>dy9*O`ldp4@*|uF~n<r31~k@AGn8*|X<$
z)7shZoJ8$ocf7i8*z)7|(+T?zvwbZ7uw!xHqi*(3&+Ye~ZQwTgFeTW*=;~X&{|-q$
zFaJymbl|W*t(rRb24ln;&gli8YST|JJlfuS;?P%}m6gRlMz?GJUh#0v6MSv^m~~^r
z--qY6pH2UlKK;^{=Q6CW3y<W>1)9!zGIeKB-64**s(Xv)S2a$Rh@W8_JypcvoxZ(T
ztKbLM-0dgpcYXBq{WpEy`71^>a+^OLRt#g_(0AZjp7*)PM^?KOu4b%ncv#4DzdAv6
zS_zME0{4vsqb7#eCQIIMu=hx;PWMl2*nDQnoe%>v)sH#8ky=KRYo_$7fB%<u|0A!a
z#I{g&54QZbOp_0KAHL)qqoUQkeImo;gYOlYAJuzA{?%^On3(V8v~$K3{nJ57r^_#~
zTZXT;<(^ut9jwaCk*zpmht{)0NB&><zM<mRTjONm)n_G6ZO>klZfhd8b)tmvZbj+q
z(wRP1JuO;p7OBrWa+%UED;a4m4yzR1`*qL%4{v!V?)&@sUEQ>UmKv`gx6iL?*r#L^
zTF|iYqvGsi;cm+!etf_CKks4fU6!|Ad)>Z@_#Z!Q#k>8S$6J$(Swc3fy74>iuagUZ
zWx6Xnf5%rfp0%|PUcET>y7b?nzjm)~E{$6p_4~V7F~etHL#e6H>u<C1y{nXOeV=*6
zF6m(H_7jOdo2Gu&E}yhTa9i@vLw!HxSWHt4^_<<_960?nchak?@uznD@!t8zd;cHr
zU4Kr$*Z+M@?|)Hb^j?{j?^^c!I{kiMmgnZEOCnb%ecEcdq+{0RB?lICY}&kJj=;wZ
z&!3mnE;%2L3`)4*9QXZ5c$>(J#fq%oGCY3XTCDCo>(OS#qk;A3c2D$H+rfFSd+n+T
zi``zkB)^xks5tiO?Dke^{VQB=;uwRoH&&lFPu>t(c$j6yv-FG16QWl7nk8hNpR#Xt
z>eiZSHHpi;?@W_BS1Nz6Dw%it_w3(#-EPz3vTGwl%0B5nUo_1(>Y81eA@kd3ZIiaE
z-c3H2=Gkjj86C7Z@!qtMmAdzHy|X@pB!s7LS4|Dxqmx;;Vad-{)wB9KnRS_-pSitf
z#YbHFb86Bv@o6QKFGL2p=cpG{N4dC_-U~_Ct7+Twd^`K=9|>0Sy04obs#dpbkN?qc
zyLs#3g{zME-~O2V<z0E{wBufT-8M(<KJ@;@!M*2BPfPOOxBk}K?}6v_zDk|7zjf<j
zpp=c9sdUEYaKrMS_N_a2n`K?EpZQ<TZLRL&uxWwXi<Fj|XSs%Ces){iap~;xQ0+zY
zmT%8`dUKU%;P=N{vRvOdeGFT>XG7N0rJ>sTYoY{KhfS+q@$%&Dvl{noV@zip4=Rg(
zTEHK^eo`_2+V9V_cP3gb&$@W{XIyHu>E}ybo3oysf4j0E@BTcaGOp8Q{I{E{Z_K-U
z_}Hz<TVLnx=$z-fy!wWVa`=0>ZRy`PY;5a){DnXIZdt+Q4V`B_?%C%g#a?<Tzin6U
zhgmzeJ?ghvog2CJTf)_E>3#lXxqXXccK3ZR<CpD!H_;-mEV(S_e%y?$zAow4WOmLy
z@wQV?)0BPV-{`2VZ_9g2eii(9Te~ALt}<IZqw34UC1sy)KH>hpd(Wq9dKbPdUK{m$
z_3whW_N{@tO`Pi&Zu4F&reFP6`Rv`8XY2Hfug_n+@PORng*9{Hwr-sK{NJHFrGf9;
z+g|9ujTP?>+`ISn=}i`Iuf*Tly>HFb%jL0e=I&rM{jmRC&HSKCMtjtkRh3>p@H=Hq
zb4~OO;b8l;?_K)ALUZ?3^ZQKMFRkWKnquboW0`7UirK>-n{+o?_Z_KepSI$Utz=K9
z;_b=PDguf^gC4!S`g{A6-8*^ag_>_ac)5-BHk<$Mj@zfV9o)Ro=i<wgy_HtY=|^VX
zejq9M+^oVY?`NL0&FmRFdGF2Jxsz9JS*c#LxjfIkn#2#!xSP%6rS|+h^x&*GTmC+i
zirE%^4p70Dy!T4j^8ZOo?Ga>`v*Rx)obEYm<M9*w-~TH&d;HjIuiN4oDoUrTdo-7Y
zT3?Gb{JJG;`~7`#+Fzx5?QcCuWMBGl-;-PaqQvt5E#FWv{q2?P=!%yQ{<g;b|B{`P
zxaXn0$;(gtvkGlC-Tm=L!%ynN$60#6m;I2Pt|#j)*63LIK{hgrq0zB&!#dd{-Va{I
z5mhxEaw~dP?vr0+Xq0^0i07hiP?RsnJGsZJOBz?MoVjT2lij&fmc1~wGv0XS`V&PS
zz1q`_|DQLna7jLD|Nf8vhwUZ>kLT~`*t;W2LPg9!*F0jW*gi(R(Cg-G!Ys#ln;b88
z*X`lCeBn#9B5(7O?B?Z)&CT(LBcAxJZt7fp_xcf$pCz9-wPqjWc&@PCs8#*%zh`!;
z3?UtV(@L3ykG`J8zN2Kz>#WS!t2?Dd94`LuV_=xxS#U(FW`1~#h{z@;k<E{nF+A85
zkhhCr@$JvgmQ8WoR%P?F$Xa(}<GtS9I}h(O*4xB2^?s4fEwgi5@}$^rSM*%}d%;($
z$4kxD&2O@?f8}J4*(#G`X8TNipM1X{#I&a9^NC-br;XqJnw-C>lk>dyGY$Pi7j>HZ
zm7+Y8U)(j2T)$ADL;CI4%2x;T+YS`CxXgFI>b^QiW`$SYhmKonrvv2{-+pghcmDgS
zOh$$RZ;h~5hp&4m<n_LLnltx7PxiaT?=_njPfzyYdUasylVzv>o)y(v`XFlSy4EGX
zf~4e_=evh{y{yn%d}>A6c5lfU-yM?joS9c7?K&R+tvcrS@;i$b9@%WvcP4E2Y@z$Y
z=C#+d%`ckmYc{vD+c@dNwmDso?IJfMSoTytyK4RXQqNTH;Qt$XF2(De=HJ%8c*VT;
zKl1{!x4oI`uiJgq_2^!G{`9teU7u&_)ZKCJPkp)n`pGp_SGV_ZZ?244m;bdidgb0@
zS5Ma+JDt5J?n?dF+MOBU{1UeH_WQ1_>-+vI=JwMw#{y;U>U@4_z4Qlb(Vnb7NBHmS
zo;Ek#QoQd|TH-zv$@OWc>lKd`DBYJ8%#WKCcVhm7_L`&o;h+D_=KfP&|F+U6U}NT-
z#s6MTzI1l`>?Pud{yM9vBsb4YtEowHsw-CP*gwZWQkwDW^nj&lI+=PEf7mCma_{qh
zwYKJ9`Sf4Umal&~JKpc!q)mG^?>!!H$W?m&lInwX=V~&u_a!aQxcfu?nqTDob#Jcl
zZ&IFh_VfEh_l#1(CkMa&3{4K=zIRn_ecIdKt<s{;cE4Hkrhki?pm>{GOu@g-$lrg(
z(;s%Po~V7!NBn;L*6O9QdRvc${@=f1>bf;g)(5=HoGmtc?)g{W=ahbbDSG`c!(YC`
zm+g*Q{%1>Dpa1$(=_!S+Rv)-t-ETA65>_elUHfo(qR+mpA9|wC#a)-gNp9D^xF_mC
zeCLThKmKJkR;FH9|Lb%6dfkxytF-jQ_t?jLk^UsDEw|N3@7GrE{%M5|-|tBH<F9YK
z!vBBbbh&HW<y8yCjaR=sH2?XT^}CYdW4Qi$iC12JE574I|DO+{;+504x}Md4%=ldF
zy_Np-UhzGF>$e>FaWqfc@7K8tHS6uP*UEVO@7nWs#s{W88@p3K_s@?skN<W0%cG-{
zbSmNsp6EZ;igP)slzu&OUCxd0xmUG&KXmWp<(|#HF=+C~+DD0Jovgl0@7Qe2yEXgf
zx07Y%7p`?hZQjJ)s9*Tey6F7j=Xt)_N8bM4Z_)qUA?Lr8{;qpjkF@W6IB)dy(%tgC
zIa|&gInVewO5{#Te@<qCZbGu~cl#4=SC52tgera7ao8yHW=PPJO%}5(wUQT}-g|n7
zoyBuciTf%#+gE*xXLS~oIqImoW7+x-v5#)NKBSvik*dZi#vT8?e|g5?C%tlaK03`k
zD!cE_--|5Dx-0)5sGBkEx%b_VH=O4*@8;-WjLDCQ$qkH~bn@5LtQimEtS_g1op?}k
zCSSJB#L2BcRMttGEH*iC!?x1GSi@)O_Dd5FHoA-39&Mb~7Or~tih;)Osb=kSqK`~o
zb2R1C`}}vGyO#T@<==@o%J6Z@^!H2#Hl|YHsh468xNz;`DCXx;c&FhrkIj_*&+4PD
z&T8TTS}l*~xrH}`)Sj;6laSf^-g3fECZD}>R_sQrc{Y9dxaYBY{vr3j&;Oo{IJ(bt
z+9t2wpEbXaExUI0?Abhz*{}N#=Km}xxmEOpW7m_n3V+3XW-rm*pJz0E$!RuqrbFhx
z^<Q)dC(2Iz=k5MydfyLy*^mF1_T8AieVy(%E%Uwa=7-AN=*Z6Bb8X8cg##6vy5q7V
zJOv^WPxe*oUY?}zL8|l3x$8z{LN3w2e^lu8$TL1L`zd<R#%<&MIV_E@T_#RoZYX9^
znSCJZNe<IVn-6P?pEagvM)*rksbQ0z++<atyYppHeQ|3P$269WtMV&c9VaW4g-cmB
z9TA%2_+Zyvr;REdrX~&6oKDB@|2VqNSMJY|DLIcKCEe3j-}UW$-#Odv_14)L()SNa
z&-ZMqP=9^sKY#P)f4QeGzJJ^JNlZiYoYd>0Lj4#g-Z=+Vb<BU(o9z7e_iyd`lXVf_
zb2GzKU+s}N7Qb%uy2k?ReusCmh0psjwZBxfeNR_?TyAQOVPDka=XYdeSTkGAC**vX
z)&4X2TVclz{;ly7zpdV_5YOXswEMsfezl+R99Dmf-W}oYY-RT7Yuo?3H0a25>8J8q
zE}Z4<Y8J2jy8acZJp7z#8Gh;0QHd8zP2#>j-#&lxq8{lbawaGGMHZczzE$bg=UT&G
z_4Zd^P5-Dax%<0;|GfWOlR}uU-aM{2YyT~Yhp)~DC)Y&^$F@%VKe<a>_wN1Y+0tLn
zsO|rqGB>iXZiiI8Lk0iykJsuwE6yu#n|JDn;pY2nTGN>|4Y@=<KG~RL@!|CRqr9mx
zQX=x)OjSB3=Feq4>0YVB;r@D~g5Bn(^Bd!8t}vHtM};~Bgx-1k(L9lH-K!sW8h_mI
zj_>+%&snqX-E)oB{BuD@|9<!^{o&yi&*eXH&e9)Sdl!rBv-EnYa`gGiEkRcI_l49i
zX|wrOGUe4gsWX>&{XIkXB*@9>80fuBo%c?=Ui+=~w~qz9asMg<uJ8E2)a{e^+({cw
zcNp;%Ol+Fnzbdu!dTG2>`u|A(lIqFx^A}0Ye%<*+@cf)*5w|X{=CwHKn6je(6?^{G
zk~!C_ZsdBsuW;RU`?GACP_=i>&S&Mb*L7P-zSr4t?%KbdAE!GA?~7ZrBk%wA_3lM?
z^%d>&CaCnC_s`edqwpwx*7H&i?a$IvD{Cre6|QZ1!t=<|OLpzNM_m<}T<0Ys*FOGQ
z@O?$v%e~K*TdT~saQNL@zB*Xq=GKC&|8-a2OT?G{`R=vq64!o@e+lXAa;oP|mp<<k
zwl}v4-){Xw`fY-y;=WfE-jm<o{BQUEUz(?Z<zB_T0<&#CaGgxI+8VL&d}MNAeMHkW
z&z$V)oJYH_xGc#l@ahmWUaxLb(2(4>{OHNz?`GvTK{vn2+Mn&&X?yPFVukwHgj4eS
z&PDH*U-r-F;=F0R^Jg4i*P><Fb8mjhh0pTatadJVV0=4MP4Q&bn#?fsTiI=MqQcdu
zZ>gF)F-*BMB>w7QqxZ%+DJ8#GZwidHK9{+lO(a_C?@z(m;;VMqoBq_Cw$bdm1J~cB
zY~i10G1~NWYWM9w@Aa`uE&gh7w6guGE^g7HyPvL`KJ;I`Ub#QyclqsoZ(g(hi+ud>
zM~VNn`04(~<KF8^O+0OMt48SD^Qp(mx5(aCkS)0V-u1iP(aXE*XZtKvH2M2w!xe7c
zQqTRT?f<-UveC2Det&%Nr4z#M{^)&@PMs?7`G|1oZjVUU6PB`ZZ}gXcT`lxU;Lu+l
zYrD%o*B|VwI25$|;uh)V3hn)uLQ;=O>{)w*ZRIhu)%9z0e6xM`K9c*Ve(k05(;qh1
z))%ZQ{VT4+w*7p=@lM(GF|(d#hnDYc*_ZYA^r?4664Sk#Y%{l%&EatSS9J7c#FO=>
zR%YslmtJA5na=-hSByrSg*w09qvbcw{rdQ|^wHBZ@w(slpK*Tu?SF^MwRh8%uFKrH
z-jsPMY2DA~9Qr$76h#)N-rwEFyvwrx{F>NsF}rmNFP>gsQ@-v)=*7cLuf#h}JmZWl
zocvbLBzfb%qG>zA0;5X=e*f8@u{;2Bs3FG5VBjOYz$btiS{kEVgk=FbY!xhHV*@&V
z4srq^y>6L@+{F$$B@lG0yrF`nA?P4R7~e<%awj^N54ux=lT#mbJ~8y-UGOdQmWHsy
z6G4)ot9L;j0_)(^cQaD31Yc?d;~Ohjf^QCi@l6ygO+kmF!T6>Mmf!=nVSF<MOYlLs
zFuu8hCHSaFFdyn7&|Sd66x~t}KA#O_q`qTbUOxD~dvIiM>N~={8myon8srJO5*T)O
zjbn02W_}(-Bs9oVK_jE2q@dVJU%wzRFD0>9ub?s|u_RG1zbG9lqMMSRT&!PQl9-f}
zs$Y}}z35jzu^<zwK(8n@F(p2$I6qG>qa-&+8EOz*R1;(w)Yne=MJcI83egIn!{Q7;
zmwtf4AAAKpr+!dsa*0B;f`z4?k*R{Qg^`}I5$LL2LrZgzfQf+tQ~-3@E~h^Hd`O?n
zyljva`jA8j4h-lOzylZ_$;D-u!I4~CMrLT38R(fCDHvLq>seST7@J#wctau_GE&ko
z!yzLjjm&T`w$w8;Qh+82V^ebwZ%BkgYDIEt4rWMzg~<#HLvuY-BLf2?1tSAfaI!Eq
zg$fWKBIp-%S%A)*Mk?5yd=>Ql@{4j4b3ny>a-xDE+7YuBpqn6YYH)T0Y2eiNafaOa
z=i>#X!xaqlEI>y3`Y0G0fEdA!3MECQsURjcYd|GDIo2404D|H@7cu$-?7(?iu47SV
zVva88^m3fHBUped6mW^A54(t5L7#++>?}ZszJiN$NI3?ove3gCWCwB}Bo?QFlqu+=
zJJ8wFCAhM<BsJGFFD)Nh8|eFk%HGVpbOjBVv%m>YKPWXlv$&+FQbEHpB|j+@A{bm+
zP>_?F3%Yp?6g}YbTOa4`_AcR&cm=rzbk;HC@O}kL3((o3U{Aq|YiCavkSdTTjX-e&
zVnA+w1o6Vbbwjj*xhbTEFfupSvoJO?09|HhYz8{G+}y}W&(O@=(p<sB0#sWV8|xVu
zm|Gaaudp*U(=#+RGB!~#Gc?e%Ft!ApJ`NW%09{ZAl{bcK1znpCQ;V<><N^fG!opI|
z5PTy7!dwIkq}CX&!W3>F!j4!4OVFw7rUnKIm?!>%!wD&7VJH3?nCcms8=IJbf(H3+
zJX1XjBLib_+6DzTD3**24fQMyO+ZJua_U2_dceFR&&<eN&(a9gI?**YH`6mQGqErM
zT{90l<lWFf&&br+662Z&Sj!09h=N@5fS%lN-R@v)u4iOm4s|FZqCrlEq!9E34$1>a
z!9eK9S!g2+lsI9H*NQo@6VJm>1>Wt<y7WSxkkc!NsTObgk9}h>F^pXzxJZC+&)=rr
z8CyIW>f+y=Kh}3@*Q(xc0(*Bmn!Q+f+09a>{iJ7$^u4Wu?JQHK)u~pU-nUhW>*QIR
zsyEq}d6mvHF6u9^t};LTZc&@GUB`>FnkBdHBz_MyYn*-Zmi(KG6&<dD4TtnB_HOyM
z^{t?i*X`?Cce3r@JD-a`@;paS=n-?dGJEUdT-9CI?gTz5v|xR5y@0FH?eFgM7O$_J
ze19$Qi=oT$kE(iNUO|h#9QbnPi$_V%Osz$0l&s=coO-o=Xa3nGs~>jSsej{bQ?c7P
zW8)4n?Z_vyUQX5Uj?mdza_rGeYmaMuJDz<yeL8Df<*Ac94ZLp2pDma<&uquq8+>Ia
zqvplupPK=>3K|w>sd*{jK)1921t^$lWQlw^x+N%igT=uuD%|COb4FqjsAXFWD|6Bf
z6fD6f`-2JrPW^O41xrg%6$9g%C|Fv8Y7iLTRKd~`RMbQHMhcdepi&vibyl#n1eJjx
zE-2EG?hFMxj8oqwGY#581>IR=prD@)!iEa^=|)gCh>s6D6HsSpqM)B{2)S7j)~JRR
z_|Rr2r@mWeQE>?<Fc8He?79_m1w#`BGb1AfT{AO?Dd3ES$P)^dmY{3^@*`NrH?gEB
zvjS8u>VcZWps3I_fHOf=y}nN()HWk<kq}&(R8m=xssL^ggYW4L$q&uTOwLb9Rj{;#
z7s-eW2`XN~GgC@3K!IjvX#gq`6imU#-h-?|#%AEY7P1KVOmkB+P}K*D6L?|*M>|rY
zA&{9ZL1_=;{Ak}kZ_o|$&fhIr#U(Ta>UR2vo>kiWf1AVXE!sM-Z$_lI^O-#iat%;X
zs7Ux+67OsHewDO?*Z=U!cWzb>W=Z^c!6Lq@-PXb<NH^1cSAN4ut*w4`yS0v;2o+nu
z<h)YSf|}$VPe1HzteUv-YxW7NEq~O7N>y8nSR)mhi~llC5<B8+e9P_BUl#reUpDV$
ztbSp$75f?5V8?^~YG`5(Rs!Zg(mI$4PM`YFOSlaU3_u}>=3B5n^gIbw3O2(4tOCr0
z<Qgy&Vlw{FHH4%bGz%-{=uYsS#G(kftv;mX56k&rS=r4icK+Wcytda)FvwV0jo<8f
z_PGZE>4pC|GX2D!))!rF3wXNvUhK68v(2=!<}qweh-RD7=`G!@FMo(XbHS^CFiD2h
z;+rmPH&ls`RZ2X0ONm$DqeaG5g`?|QJ?DJ*^TMvf=E=Mt_C7b(m_2e|@=&eQ#^ULh
z@9%E%&C+51r;xuXA}sn)Q@`plk(V|pvi(Zz-aHz=%ubjUTnPBwRu=S_!KFlQ%FPGI
znqGRJsxm5D#D6m5X5;mxi|ZEef7!q93-gZCzSu7!hXw&S$czk;4>|`IIAC!igA!VR
zfl@mxx+>;`_H5)lU?9N!d%hF5M9$u?DGLOGZv5U}soop>^1?ySMy|3c6P({EoJ(6{
z`#w|eSzmc~h03Yh{K{7ivX=X=Khd_j_;xD)y)&W*!I2Cz7nYk0LG6441+Xj4QHo|z
z@dy?s((%yJ7S-{#eb%6C##-%nkafbD^BbPu)bQH4vtD|`Q<HBTa?EmF%$gIHX;&F>
z?UQg>z2a+)qYk&e`^>(Sz)r7;w+~3G)IMgmT5`KdE17@AvuSr0sH%6K<Gd|@ej2--
zgK)L%>_l-3?PKq9{cJN9t$tm&HvaJMqL+=@{Cc6*_dhU)`D<z5@-xV>V9yyEqa=P%
zB>)yD($ml?1=Z8Oy}NlE40v3A`#fY-QWgJygI$s9#{Q#*3M<~7EU&tD?#hWNt4=Af
za%}mQBzAo>!)9BfY;#VTwSlfmrzfpll*(tmD%o*?h5ut0zUR#i#}7O;{r5rc$nE}R
zMf%Y@8Lk|bXT#+ykZZuMx3mN+fwDoRK9~vd6jFQ709=Se8g<~dAgBcmX^PS3vUPB!
zf#f!Vr41-mVw5(q0p59s6-4e7cWw6(7kr>%&AqZv^kjEk$aeMvAKoZkZ7_)Y@s0J(
zvLNvVl4sBSzPPM5Yi*~){ia}9H;JCBjOp81S}#1#(0M4DvG~!sQ|r}Ua{4~Zo2%@%
zR#s+ZHp8!ZS1j8^`TB2t{o(K;`+`J|?86T?OFGNDzu&i5*n6NuU_qhB)OkzmCkiv^
zZcJW1Iqy-G&rJK{$6pDqI`q@5w@4~oUz9D=UBxt+>D6stfi1u0m)#QjyI^06hu^$8
zJ)u4-F`_lkB+aGwO_SO^`+wSZvp;iu{shgLe)-*<Eq5&BpYNL(<>YaC3imYKPk)X*
z`g`Ku&pD^wvome2*9S*3mK+TVBygY_nIffbLjwb}<c+i21!`fSH@6H83_uA9)O_I7
zPd70!R4_C!fYte+3_xt7311^=B+7w;64crvqtRz%sbHjFW(aQcA@#42+I)rvsF&%H
z(&z(?%p;A5f|_;U@&eK5Gc*8S{{>1D;5H#re;c{g2WpcH25f3%f!>;grfP6*ffSE~
ziXcO1zZI0^VR^4&&d_L28XACI5B4oegA$sR!4gCU1J=fh?RiHoW<w6v3wxJ;U}An8
zE?his%B7=U{@woP)8=%bT}?`O>GGr(7Z;hV()^P8XztDRF07ABj~^CTlKxwmKQJO;
zz71!#Rpt4w4BZ<a#7PUDd~`M^cJI|$cSIjb2kUIK3_BGw*Vi~K*x2aDJ0b3Sr!HTq
zQkUWSaZKdPt&(VCciRuY)4R{rne8y!p>_Ts@AJ6dllu2OW#8>)0%?}Pq6^XZF$DPn
z>}x|)q}C5K*MKD;!7+#`O=zY=avZ@V3u^9Q)|wN}W*t!wY5i_@G}ceN+3(gnm4IbD
zDHr8uePisom(ub~%RFu3_Vu?6TJ=Qwp4U{Z`*g>){E6_1a=vZHSr)4w-_bHv_fW%R
z^}?(Jm9xu2%dKZ?q_q9c^|UBAVOwb0@aM$4Nfph9Cv!93<NSGy@8)He_VvZ{OZOl9
z(Q6#Uq<TwCrtjx6apCy0Jqp@oZ(_dH-s+qA)4L{5aN){dUv3{`Yxg!0yLq9-N&9Nk
zzL==SC;uv~4ST+2MZ9P~J}2bWzLhusZV5=;6fL{k=($?ypQwd4?>O`AMVxg)BJF=P
z=6=IbHyVP10vvQkMv&P_FvrjU-2DWzArbBb9|I+P=bE8`A*jj?0u?SuwIB(jw1x)o
zi9?iv6jaC{rB;wFM7eR0jMEw#7{b~Nh<P>Q25L=>L03J3Y7Ik6@E|St-ZfJrg;)g>
zBZX)M&|Pb>3Z|f;Pcst}_#iE~jbdVEu3&0vsbFdZY7v9X0NtNv0Oo^Okjo>@Ktr|)
z7Ul}k3dYbO3DEUv7=x%#PauUmY!ubPOwSZF#DP>e4AFbjpy?0Ej|9sUXwwgrLSf}9
zXpHoB)?ovlw)cNUcD>Q_I_Jx-c%fAHNfP_Cw~Rs2FL}C?Wxgxr+q-93&p6n2ep224
zX^Uz<-;sE$SXI6_=c4oa-Xe=$adknzife8vni{%)r@oltobD>pb-VJDg~>8`*HA_m
zc}1&A^TS!oj|oG^NarMe-I~w5T|B$Kz~Ql?SSc^p?*(5j-MpUX(6J)t?h1kHb#d*p
z_V=8>skGz>=kAG%51lL%icLSKvC3kN)T-o&tqzO-9o-&N`s!)<a}8_mn}u_ZeRVq7
zs8OxtRqj&hIYrdP)oaRgm)R|u=f8M_OmRs)cSI}Ivu>S!y19J$?VoM(w>JeH+x14>
z{*&r$tx2;5ciF_0MrQu}WHhVV{^`-37rbW4e=T@9&#XdzqwL$Dt#9JDZ=a!vt8@Yd
zDmW61EG@ulz#KyZL(m`=n2laKA>WIPYZA%OzzCEHC@P<fpv@jwD;3mJL>*;^+Cro&
z2TciO1Zo0+Td?rqO=3zY3rpNLY#SPY4MhqGXo+EAY@}yuXlV*=Mk7iMQ*%Q-BMVCd
zGf-gyYP^HyU5pJ32w$;nWT<Bfp0QETH8Z!=GqW%^1&smgnVMRdS}K5IM9<RF%)k;-
zGlAmFEi)(8NWst)9-SaTNS7ZoDdC!bF*49IGcYxQbPz!O0!YIj<aBKFFNOx-)Pocr
zgi049P&JL&Vws3iy71)&u_*@J;w{?9eEJ*1%C%eCjvDqAPuxCVH&ymb!r}Cn|5Z<)
zTxn_UR_$@`u155i3)zch{2sqiImEjDR)-Gz(xvg8ewHO+Dvo#bCLdpD_*Y{Um%>ku
zizj!pnz@_CeQ;FC_gi@R8Q1Lf!O}bCuKjzAv9~?simAq%=F8sc@w*un6>n|}R9yFW
z6ECQAIjZ#Jh-A64d+X%4D!b0b1cqcrn1-BByvo%3OI$y)^ySmF#fH}1H#4hjuDeJE
z{&Sfk-|?+_nftOy8ZmBK#*3Pg+b3nMd$;?3)c0#m({wC$-`P0LT4P7a$zBoG_#*c9
zny;zLf2^_i_xsF~H!%|8e+AEK`gut2sb4Ic8*=n7vtaY2a&UP8D~b_~25?Y<gWd>q
zhdYu4sB#2LkXfdHS|gN|DWLHPaMnYlA&fEwWDAk596V(Td95BxQ@mvg$WWw^81ZEa
zDD@zP2f;E0RJmf7DU<GYH5&-DzOU_yDbw$g+PY1_DLeW@Qhh|Z{DET|wbukL+WX<H
z`MHg{ISz-X&zx*|_{iB$$?IkZ?vP&=%-XvsuOv0&MV{Nl9T&D<?9+F>x}s3=-|B5|
zWUqI1XG*L*TYA^hQ>o>5=HkN{Y8!8b-))VP`F=MfMXFYG_4_p&V($F<H$Cdo;tz97
zL`AQDTXua@y>_&a-sx+VsgKWEtX=zT=10@7Dk_`#%~!3?c;W53>`Hi%(D`*CD(Sm}
z+DpFb?`wV)w0i!fg0h6ow)yXu`lPGPH2f)-<gUiaC3b4YA=%)DXr((sZycnT1vH)W
z5!5;&xjVY%$GyAPHg`|>yoaN$=7#kHfvr!)^lH`WEo~0QRrn`PpWuCkPl4lNN&}Z8
z&vc=AhpSKR$yMO@_i$W4oB3CxjniqvCxSI@6OP|r8g63FpIT?r-?@6WVcCs8hbm5e
zu95cbcfV2ocg?K*_L29u<LZSOfuaH&b;hPf;BpJhF*Gp3+0Fs?!ayr!5OriqVqOWT
z_5w{V8X6c=+{7`4*NM1`Bd{%C$D$XSC=MJnC6O_Ct(#~CQxi~eW1s-(eHj`m7#b-U
z8yF}Ug8EBF;Dwat3b6`?mI}tE3Z@nY3dUxjUYVhRf|)6(=VoSZpa&|tP0fwKG$?kA
z!JTXa1ye(F1xsTC1;}05W=0@&W~QbJrp9J^rV6IunR#<V(0Ufg1=&W%U?WV-%@s_|
z4HQg`O~8Cp&_Xo@Q!@)aQw1aNMfav)t3hlF6C<b$MBdcQ6s*U@0HoT)*j&Nb!W^c;
z7-GJu3CL^^8%rM$9FRy64=sHyvGf6rz|A{QV+hoaGcq)S^b#S{ESPI&EI=;OHMB5L
zFf=qVR<HyI0%$;3AC$OZ?KM#NfvZZ8Af&y9lHzbR)r`SCR78RXISYFm4V?Uud`PG~
zHOAgXn{+y_*+9Vcdrj-~w@QcDcsg4q2+i`)`4y09-*CgZE2Jm&MAQEDGZi~SR3@DJ
zdZ*HW@ARvsMt6@K;x}I*rFN~%&03;;b?||61uuORl$KeWu5F3GYHr4{cjvt0oWD+O
zah~wJr*;0nk~w$I%==blakyAupEd6~WASfaVz146y?X2Z3(Yen_`8}iGisMzKeo@*
zc7s6fY_H#+^Jbaf``qzkmhJ|Q$N=-K3kJ8`8ne%^HqH6HJmKd_dshax|JME|OY^S!
zKQ^%Xc5#mTo(PRwN~)7qsN7OKDx#@rbWd=phiB6it~EQ;#Q%i7xp<rLv4!flt73s1
zDibGGEV(ts&}${D<0DQ@HRqrp^+_(9PIpK})tdNAP2REpXTTW`n@Ro4y!kb}PHASI
z=qd8bikoD6d)?+s1*g}?tvgcN|LWD8c*T3tckXW5dhWpAteXe*);;~pEcbSO3%Gp5
zY}bK<9~@oACMdH!#yHz`-~<ztnqHcdScJ0}1!YExT6M;tdKsKl5vdNnRc8#c1?+gN
z#VC>+2Tw@~Di6WlBB`GktpFLxiiMV(hM*BFLkk5{6L6_%YN`;eU}^~}>&!vJTA(4T
zSOp7^sEGk6gMk+oDqt&+K<+^bLOcc1kR6l)CnY355-gHH?F!5$-o&$htp)<E-)p-f
z<HXGac64w%B?SnJ{d4)k=w+QCtm&)CeeYh`f$SvVTQ!!?d5m)}ZQ);gQErmC`Ds2|
zo?9C2r}tQOUU<BM_pzjg?qA0(r#&O4wG?dEm0Ny|$9T0?!xP&T-R07A-d(-(nAbaQ
zuG8|f9Lvuy<G!=@THWK8W6q~uNr~_+ytH|Pev*@iMp<6yg{}9`DSm$b<A#ot+nMiq
zPu3J{bXp{w<`T9v@oIo=YpAiwtNC$nR@P03Kjdou{NUVWH<M*G^*g(`FFx&iu}wjX
zYmw3I%<HF`{uNz$y#MO@vmfT<>{+Pn&;Nbh@o$ez<I<<EE>6tZl|9ScZxwIc{KMzW
zmOc8;%)YL@7FSUM3N~;s8=0XDI~k)j#|VYL3AC0%9Ta?9d$%vevhQB4t!tcgLC?SX
zhStWH-@e4%&O5*#@H+BvhtY=D-`UUfFHw2rl4Z2WYIimJW$W&lUHYXeU5hj(Em{)Y
zG57!bvlr|CeLnl=%*nmAf4@Dwzwd$mNz3nIPG$N3|Lx!R=luUK-|9L0&E<{ixBqjM
z|6%^;`TqZ(Xa9M8|Nqz1^Z(u4`}g(#$5k~M@7A)dd$vCQpY-47_xA-XJ-EBB+w}7M
zKWD$sI28S2`x|fX)O^EdLP<}z9a<aQ`R-M;mihglCH1WGuh(9i;c)Wo&Tnmcd+)Ar
zT9m;qmTLd!&r^T<#vRdbt^|tTuluL{wK-Dh|L4!!_5Zu<_^qFB|9`&zy}L;Tw!zw8
zrq@?4-oNBnz2<heFF%5w$#1HAl;8J2?(Z*^&+)Hxr;Al}`(IIwUlPrIWagb`@-a{B
zk3@SZ8kK)(F34Jx?Q4>^_s5Sy->)AWe?7b!H)j?{Q1I@rA>OP0J)U*RpFQckjeTJC
zvnwlmg`Gduhi29K?`8jAxc~CP`#a}6dGMn>S>G>yiTr(at);=j?v55$N|tC=|2rIC
z7iKDu#kD=)@a*?D1;2YNo)FftU7}hi|Da&A*SpMM_O+qU7i;PNip=h`-G6pf)A_&8
zii1l9w9eMW-^<%ra*<tnlSotlyJ?Hx@7+65#Bt}uIPSM@vJ2+%y{S9Ml->WM;XB{g
znG61Sm|xt_9OCO0d$G>j&icCUuc?^}H2J5ddK;%UR`H5#dN=2Oz#`?>&#T4X#sB**
zp4r1Pnd?%(#pRa_<2&!z8OUpChPXdE?OXo7<yq^cD@wK8Q=*J^Fe_Iw?u?#uOs}HN
zH@Wx5dl8jYPOsKV2JCtu{dK{uO%rdu^E>5s#!#xDp|fpX*3!}?;c{#t4hBos3GA_W
zk(t`5!0qi5z!tS(L3XJ2i~`LS+dY#{dan&VE|cIB>ctnZD<I2JT&!k(^W{Tft&9Ci
zR&GDylpr{v;+74^>zh}+i*yZq^P7w}PfT-IpWyr4@5tQk%zsWb$3?raZqqrkjY~T7
zsp)>(Wht|i^FE&V68>)5^pEHJE0(#YYx8Z`acq)n?U}-!!%Qoi(-heJ9<OIEx&NVd
zk^ytGmq~c;vzsgz#iPD@7vGy)%Y3oKN>gplieS494$*5ix&&`EIT(ESO7kU8$6HE*
zok2xSSEl9nr@rU0pThQH&lJ~W$6tAl0jg8AwpkV2Pk0nq__#W^^S}hP6(PC;Js<m1
z-^csZ`---8uHN|FqPxntaDIZE%(Y1&*UeYXV7U_=aVz^`Vwiy+ch$Nx4`xMu=?t77
zli_)Bm9x&Si`n69a?if(i~k^^U~9B!twrb_!<4_zRq`8GSY6yBf2;bzDYZ){_=M-T
zPf^?a?bzp>rIp=&pZ3g65jYVl!kx72nxUYM%ue;%_nf}IB}Z=8ndmSuPmc4+=<zt-
z;q&EOhM$T5q`x-zx!CS++qA&3Kg9CFwl55em$-3F>04ZXOhL3IC@IC)rPv~rt@v%L
zsURoQM$N3PTh3iQ@<!WkGT)O;E1$hNn037?f8QQSO=gcdAB|!JwL2S2x2!1XpCBgX
z%5VCJou8|hBe;b7=<-QhPg}A^HY=Y|kkDRyTE}eW*T`EDi77>oSs&iJ&SHGrfH~vr
z%IxM-ydKtSvFog@8?HP23)u4Kfn>1l%2nITm&FQv4P5E=swyp5wJFD}oTslcX0FJ}
z?T@-=$<LgcA+$Bb=K9`%K;M+hS+d(qrcLU-elJ<p`%}5l?S*q0w=cPJH72!9=+#s%
zr<p68oHS}TthjP9YC@P=UHYEuYkbc|F`Zdw74WWn#{%Ew25t-$impfQJf4^xb?ak-
zK-Atfxem#pjD>aUo;KTsDVqG+)FvpE`RkO1TCAWA=lh5&B_Cqm#yr(<nRk53p?Mpn
zw)5US5pOY*kLPuO$;0mEo>y9ifkrM_bD9@VP_AC^{ZL5QL}{tC_eVD{yfj=mmzC@1
z#A`piBaNgLeHLgQJJ@?Oa8qwgQQlYiFV4OpHyC|18`o(?T+R9NA$89MD~Cjevr+*Y
z9_;?msxwokphr%t)gipnN$7>=hJ|7b(|XFv4{<$d`WkX9gvY7rbjn;q_LFN@C5FuU
zS-fdSiAP2m+lq6uu5M!fnsFrBTf#>*R^U;dX|j}o@|s58VndIMN3?x5JV=YuyOFHh
zuO$+|-n1*axU%o6LujSNyOza%A+KDFwu!wIaktVCK6>+3D$A}H7tL4LTs?PBbym&1
z>;;|&wN<~LdobII)$dH{BCgs#!_sxFXWmD2hgLZldq(eB<s@F2*HUHZ*f3e#px}|`
zGA>Tl)+er^>{91$>{)Q-uTIGXZ6EDP*J8asZS6|(Ut6Z>n;_`bF?)g6MGv*JZ<0SO
z<~z9YTASh;v1g$-HDyx-T69)_pIxH2pqPn6{~-fw?8B+O5o?@g&iAdmeTvtD<L2?U
zm~%?Ip4S~b`8|YR@$gr-;GA8P7he}%tZObdv9-%(>AeuSu$N9&ek`Z1<y>@Zzq0Vh
zIeX^ydSPKd6n)%6SX9L}2gIiywy8M0->cMgX2vJUvra-B>(WE>98T}&lxF|E@8PkN
z3zrFnTrax4eskYe#%Us9>Pwt%+)hot-7PD{Q<XkNt8rTFhT}EM^)5QO=)80koy1ri
z<2|$ScZc+vs7}@yCqDdBW8}WQBG%wVS4v88crLHXHzQNGXz_p-k0x&4@OaZx->lLV
zrC-EOKW5%POXyjYu(|L=F@uNFhu=IZ>Ao-de(r7K9WRe<sF`8Qty;_N?qAt>V|qIC
zfz5&{F2QFvcrIwjSjd}Yt7|2;YvSGn$>$;Z2K>U$9_RG+>M=*%Qp@qRxN=MXjDXOu
zbCwI&T>QbJQ)AcBu23|yqj--RZv<=bl}k;EIVMjRUd%Z9c-CdUq9<OGi4RuI<JLMG
zyJ6WnZefRG&KYbXMZ%$nShhSZyC^ZSQ}xL@trMziT*GEXC;7GUvT8qGlJhX&X5o(a
zJloF|6fe2;;1$E!6z5M>*Sy|2W~-%ZeJ;A_`8p)Bh=V`GY0pEy|6P$@?4g2tD~)Cu
zC8xYwvG!#4T0S9PX%@LtM^4sF%2Sunz57UK!;`0{U)@{vBgT5w-{6<?HZ;fT^BJwL
zV0|aIe(RBvZJ(HDmTQ__&C%?9>l);5J40>LY%TxL?@jL)&6et)YG}t%qHE;g`(vF~
z!ouA*qVHTay!Vc+lPgI-++0g-e^2D|j5Ai;jUj>xB|Ype?;<Q#JX*3W;(O&aYe&8i
zKF@h8+Jl0dYV|iQ*bu%t;TzYrfMr_6Z`LsS<~&Y#`eH+Y%R#@;%?>Xv8O_-6U{lf}
zsY8ny&#Pn=p3yIAH_Ms*LwIW9@jpwv&VJwEYP3F(wQa-p8|&_|-%>ep{LXCCsHq?O
zt}T3Tyof3Asm+&_y+(Jc*H1F}u={~x*!-)9)uj6>CI~8N_||?DT9st5t7}%X32)^5
z6qh4OXC43kY3Q&y@MdGR(lv#%uU4(Fcr@EI<AbVadAIU|n=S{89yz~qDA*ysS*yCw
zabp9IfT%KGtcyh0P0e51u9?b<aRwbeV6Hs3@VpkgTUF1SIVzKW-kWq?Gd`yAv5!XE
zsoY~0SLZ&s$0L78;$_QZzSXfGFWJs1a*}1bs_f(>bb+P!iQ<a|DO(MNziywZwa`sU
z<ob$_M*=l9y_1C^<{L#^`DWDU)_i%*_0Edz7TcVfJTjW{BaZxDI#F;!L`bIPhocP-
zR_sr$xEdX3v~a_+!WU;(-{0c4|1Q^h+udspJn(5w7nA#F<B_w@=@rNCwUr5n+p@3S
z*r2%3F8rh0v+ob~N>wkO$vShxLl^xb=Yq`8C!9sWi8B_dMwO(e+;E+z_d8}@k+A2+
z3$s$hTl0I`WUl^{>2^9IRvj)lTTXM~n$|~0l}&%RnG|elz046PZq~%%TX4qYOzg?2
zIz4XouM!rO&Tbcbpe9u&T=pPtTKqTno1r}d>g$Es{$+4AS+#^Nx7S+ed?>hc-_Mu*
zVVZM=ZVDCtSln06RT&=sH+6BN$n_iVzbx0WiIuy+$ZGgE@ZGHsb6R=@6&D0LSj-4=
zTl-jg!<4<2(VH22jki9yD|z?BOQT6L7B^pPewXU9U^>_DZeyv_cm8i$dYZRu&+oly
z-BRf#53N7*?Ag`v!GD^qO`=O<{l(pd&yrQWU2Rt#+^?m0*~DJCJ@ni2oTqGC{>=XH
zu1D(5yB(pI{-1rLeY!@wwrcq%pUKx5w&h0WvZ+bFa6Egz^<-9@$8zClr+uy;XJvdU
zW@Ot}RHA9ow8^QQ`(xcr16K1Lg%f<5q*4?nSv`!kuvd~@=yj5Fk>>x1Z|4klT3C9&
zJkk8_g26{qhQ+N5l9H!7$Tu(l+RE`_Y1+!EbEdpG5$3TXj)#N2Un-ip<!O*%zvQYr
zJLHSq_Jvj4W;gk8Yu4g#&TG%C+S+-1?y4KB?|oyOd0F((_P5NRIzp1>-1R)N;^UqT
z)qUJsZa1(pI`>O%H?vJF`nqxFzTAn=zC}nSe3NrZ-{xT+u-!vkOz@PjF=yXB!RXoh
zq|MA~GpDLO=bU_Cl5<%w@9)0+RsF2*d9F_o{GNQ{<0XfLGS=CqI+}CedNU~ouIyN1
zlGJzYwdct$hKnmIb!s^cwOe>xBBXv-^RQWXcFT7KE}p$YqJmexu`@XHnZ|m%+@eKy
z@3*9UJXy2fB5Ri6f~i8x%E3x2bY5ia>%J)`dBems^`wyL)4bPLCS6(^uWB=m?FLul
zNwc&AzQ5G>sN^1QTe5aq&yv07<pC?DS2Mki>FlUUo>O{~>Ed0jYulqNPBnAfm3wRU
zGko4;K5NfMYYtd9J5IV;AEOojj3KOjQ&HzJgCu|T6Iwe@T?%Ti5jR{k`<8u6TGZ^6
z+K0BXhHH8E-EKROe&JrS@SY-FO{YSB<JBRVh6+DlB&DY29BsR&?-q7!UG}@3zQ){r
z+yVD31AWivlyMk+i&@zdZrm+)culDK8?IH}6Sd437%p|aa=$Xa=jnnK64JB%H-0!9
zu;D|@X~#L)lMIh)|9f+5i|`coyEh^e#A>fz51)K}TOPBN^}!zQo1Eu1W)|#!pnJ$|
zQlaLi84;&7m2Ee?nzmu%W{)FEcdmJ7&bpHP|K+vG_3W}GE8dCMq|a{*7eASP%D80y
z#EOe^HU=(K5vYIHRv!E9*Ye(3ron6SM5Ql$$~z=}FLF<!mvb6tZvUMHCu1M}nacg%
z!=0z@#-$}Qt8T4|o$zp0lk{mdv)!&9Q%&68*3695pPbIRO6ANGq0o{K^Zz_CF}c6t
zZ}?L-6PsuQrm78`)l#>D3qOTLiwcXbt+qElc)|XES?H9eq}V0;uQg;V+-Hkwl$2=f
z*}M0{@3!SLdn`UotN5#C&K<~}WDqc2+QiW8UWSm$`3wbS{)K0cbZ?tpoA7`mu<&l{
zweplom6kQ!?JmOaWz<f1I33uxQOS3Y=!)GNIJG|=V$Q#CpY{8`t$T%9G)<puyrq1>
zbjjVgj>V#_yN(KqT^22W%n?58uG<Y3jYx}t!h|5XgQ?B#lcYE@0$z#D+fZe$c;59~
zxQOcA$aa@mwT*8hnh#YT%-eN3v*PAltCLG7cSkNVTf?&ZilbkJ{KW+#L2skjZw7sw
z)a9I!G3#ve8rk!WYz=!)OLe=rm$<Hyun1~8G@+l@Kdw|+>W#}94}(o5)i-zT2uO`D
zS>?%Ix7{L0+$wzU!6jGsq%jE0Sb217%z+Obo?@bN_Zz8Kna@7LdD6zUsN$*dtPB5M
zg-2aD6VJ^rTN1uwDo0Sp$*+A&r%Aoq=;rtRkX`VUD&wTHfkg+BCYQWy@kwRr6u4D7
zwPxO_RAKjZ442epAKtvG%+lEUGl)^=>^0ss#XHSUK9Joo^M~xq`u+s>fI#a#Q&`wm
zW#mt7;SFA=l@^hDG{w2{ZDD2ln+@_u!a~ojy6T)PCwSg1d*c}c$((ITk(;AE9wcWT
zm}ovH?F-NHGOg;T!fh4G=VSMr=495H`S)m>k5%BNEga>3v-m={Y(Fyf#3mO#)5<xl
zUkWN1H^x3v-1$vt?P(Kr?O+v-ecVrSLwJQeG&KSXGr2?N7F%;@-{@^P-Xb`wDaGup
zft<n3)n_};&CqSUro`CddWlJO!lEs=H<_p((T-mzbC_>cSINf}3wUR1F1sDz^yI?D
zcus}xge-nfhxi43b8dHc`D6qfxH4f;N@3yWa}5jZn0)Sr+-|zilKHSr?QMcX?PJST
zCBEx)K4`0NSp8zgCKC_e$g4-CG^IOwq?iB7KbS1?)a6)HCU2JCv%@($7Ek2*9^9L-
zfV1n|HNP2~y5pB!Ybnlm{$+X9OGJ?Ufa`_ixcl2pm1U}ZZC1MQsjoO^>Dj4Po#ddD
z@3ypw#W{{gye{45$(8Mo?4C+@YaKVXHWAT3DxiHnl%>K~wo%n&XF=@#MH*EPw!Aub
zwXc+Al3(mZ-IO)myxGDFS5BOBeB;HXr}Q8HaJnkHMM|Li*`bZ=V%~Q}u^cVhzh;fj
zm5CjbwnzWo`j}HQ)K>R@PkE@29}COZBP+7{4Jw*`KDxN};e1a!gMv*fOs@F<lbn61
zMJ;7>Z{6hwVy>CJC#QJ_v48Lmo91|Z(u|6x>s#+F%C2!pUAz4V>n4#|8>i3QF57nS
z2T$h7BNNX`Y+n$Yuim4Z`TY5&4F#KCTS_!+-579QYw^Qph93m1;~h3DdAo#ba>`Y1
z`s)=RKk3oooT*P<u5+JiX7aJ=*4A^4?@x<=ShcWgXYZs56*Jss-M!)Vkm1^jWZih%
z&Ta41qJF>i=HK;y@6m$Y^*XmLXFa=P@x3w1T&Hho_CkwXp{<7)MOA(+c-5y{aWG|J
zmZ+G4%*vg!OwT-E^RAoXIp=Y+(PpJ)&+0FCTXIfRJDWbbt2F;ffmw%dgpgCtp4~f-
zPby!q^!F-7|4nN%tW0*u2)>jSdb`Y(FXF|%r)v)8J#j6b>muWu(3!C5iGZ7u<n4~K
z_9Zv0J}tVK=lb&g<cn-x=J)rM37*`NptNg)VN}EV3C%&N1}v{;s_Z-187nH8V^HNd
z?V|Lmo_CQdxsx?dESX~5qbIuas*vVFM(vy{^}mCZR^Cx_Y~Z}lczM&YQ`(>Pw0275
zx2nqj=4EMnmbBPaN_Fmy(k-uk79J}&u=~}f7Z>zeFXvqgyR#@mW1Z8Urp_Hn%B+>1
zC(kl){q@`D)fu_|;IvCo8uE{NXN83?=(@vUsw?67AhP@mo6mytj~o@lb&GY1nVU6K
z(tbIqa@u)r{jhbi+Q;PmDvQ{{ohJ+P9?3ta&Jeq9b!-0><<2`Z<8*%HB_;)MtQJpx
zp<hsXHmP;9pKG-8juZF(u_@hCnsxp__MM$ULa$G8YN;qUnhRYB(&7BuYI4!bcbQtS
z=&~oFyt-E!ruf;u5D&WAGLv<^%0#c#+&R+K7d9kCJ8aLnKJ!Qyhs$KyGmT<%dOti0
zF6{MSpLOGe)x>>zH}ZbueYi38>9SS7;*~A7t+=I>`GO(7d&AUN9)qn>1-W1Moz|Ii
z%#`=i6lY<h+t%l{b*?sgc*s4IO>|F|8Fy0uwd`iLV~ux~CAPCFbGka!u3mfW-g=|-
zzH<k5h%3fju=3p-`uNbX%m;0nxe2OU9j{A7>~_7i>eRd$Ezf5#s?6&@lU1Oi)tSou
zK%o8ljsx3eQ+ea=X=TP_%&;;`U#XI)*}l<M{CLApQ1anV<y0=8<?VF){r;&^>-+<Y
zieGnJkr1(b|K^VP96P?l=f5_Y+8tRlZ{76*R^KyEn0B9Aog!B<TT0yQ_OkWjw~k%^
zF8ee?w0^#25l4^moF3j&>Tac%tfX4Mb>3_IRiN3uVPmr2tTLT#RXZ=7;_LN!*?MV{
z$?um_id8g>;(4E|rMZ_c^p11ul{ULw7k|%Sy7D9LIh7Zle$J0ia#*%jt7_$x^T(eZ
z`&qPQQ;9EkX6=)v#~EiilGK)1U6rz&dh?>j1g>WOh>4GbPgWg&ClalzR}>_=t?&uM
z&+GaZANL5g|DULOOrug-_v2sYh!By-FVv?WemDPDuH_xApud*)nprrUjFmcgRg({&
zW!8CWarIK8s;A<!*vss34UQ@7>?@A6Em~LgFwmW&dv$!qa>WTc28Sx@mq+&8iQRd<
z!DmBj*vIsjuS1pfI3}zQzb&jRy~(@H%QWM)bNG5G-n3h0FP2=ovZLy=-~Rn|oENJ9
z>RR<I@8Xt^VxKL0T4etIw9>Pcv#M^*(Ww`VT%>wz;m(`AiyBvY6iyS9a`&;6a?O}E
z>-NVI#%D9UEo=-=U!7DsX@W10NkNTP)4VlLo^0=UGgU8Zf9gS|<r*8`ho>q&a9*v<
zH$gS)&`TS}`XhWiT@{`CZ9g>2&WxMY)%e(}(|c_}m6FVq&Pjpq4+|*q-8AVI?W^&g
z%l-6W?c-M#7N?CAt}aZJyxDni`NaGp2bt`tJco`Ntd4HTEnV2XFZAxK<5?9+@fRQ4
z_1#o{=r!HqRoC77!aE!p=HxZ)JT>!Yer^ZT7w<MtW|c1|jvH_A_q)8M$naAQcfQpm
zelY<fr3>ZjcWFN2QA(d+GUxufqJ7Q@W!D(LXL%o<@z`MRG~X(vQs$FAVY`dkcdH0S
zt$A>yZ}R(xCL7Pj?@)a!@%y<<jK;=u|C}dm<KcL^YP*E>-6LhbR`Xm1muM#6-+DT-
zj=9Qi=Nj3F4U_k}*hOwlknl>nwQie%RMJNORbofx9{MQ8-E^_;O8C<6XN1(Zb4<B*
zbtmJjo1ZWA^dGEIpDtjc|N4E~)0BO38R@4@i*G;L`ACKFh2VydoT1!CFXw!oq<f~Q
zDcRHdjMGZ>%;S<G2?`9+rfbt?9`xOoVf`}n?!o0N6$*9tsd)S|O+S06La$J&ev|6S
zutO6%x-X`dsH^F<%~ED-YmAS4d9QrNR?Th4(t?xgxGH9z_VxQ$>G}9#?eufAzDujW
z7k!`pZ~cQwSEdWw%-Hz8Q#P^vvYV>-+0uTQ`6(iKOI;G2`JU8d?MirK7-rkpP<(Gv
z9>>bFRoae+51P0t%UeCZF(+ywbNSs(FY`XyeP3JEZmRI;-pz$cI=_}Bt&v#!YR`Q|
zN#@NdlOvoqoBHKQt1#;)y=R*I*5px#VEZ>~B|$y2v%A;n9W2j%w6<Sk(XHgYo3`&Y
zTTnSwZOWW$Hpbg)kNPPlO*7eO@=Dft5erM(oF5TJ{4Ixna;!7kF)L=?;|DvL9@Tc%
z@i-sv6=gVWBW6>w?2z4ynarZ6SU*o>j(cdWcRc&^k;a4zH)mZoGFT;2w=gZ2N96FT
z>v|s=nV)T!%(g4IVA^=((8eWpeN56bI$vom+WKM7<LaYqD;DiPU>F=WtKxdDe9Fyh
zR>J;Uxb)o_K3|)`sO%knsY>+TlD5J*Qo$QfE{R+n(llj<;j0uU?^W+VMYnfsm@4(<
z)_RSbJ+`Y~YM1S9<Yei-Yf+`p^sfD`o@SxdU!F4uWlgtAs!hDakZ?d$d<E0-$BWyz
zia#w;6PWdG()H=7{gV#=zN_eUdKzoOw4x=qCR{gRo}lOIvQc{7v{yW8vw~9?1wEdz
zc<XJw=Q(qUPU)i_$A=6l3ii81`I@g!h<?6l-$RC4(Ey+BtJ*6a5~NpcdBLICr1M0f
z_rjA`=Qu)(_8*tyF<x_QgVFPujg|KM6E=!2k9i?hbnAhj%%X|C=i)zYv@(1C$oY}9
zCy#aKvIHr=d225<Y2VxOpf{9l?p~$kzP92oD<8RBJh_}jdwq0RVzR{-$tO$i+fBC(
z$uT^<sx$96C(j-~;eg$iQ)kY5dVklt^k)gx&S^o{PQN&IR`|Y-Oxm7F=329M_}6gr
zUaQyV+i`S7SWnEw^XV5Ggk5)KTlM8`SEzEE^X*alL6IYR6Ra~f{A@hCL2X<4)GG=J
z0rS^JPT2oe_2aSkP45eA+`g?{sno@-rtsbPO+t3^%zF>yRC#$40_HE+d|O^}@z$*`
zSxr5cUcAtH_~W9O+jsVuX_h2pc|SgL+++1&KmUn7OIgGBt#QBos5(pFNA!ZShGa?Z
zce5H5|Af0eo+PDn>0(1|%i6aSUg(<MsJrUGt>0JB`O#3w_REB`2WC`ks@_<f?{(--
zhm*g{BLBy|`fpX<HFo+eE}6Tt=XK_*9}$zkemN%ju5A6BQd7luB}XETvfi61JddYv
z=k&HUl15jw*6moc!*a^{rHYJ#I+<FR7O`dI%sDxw_}Ss>F%x_g_D)t)INYWE#PVkP
z4KKEZE7z^C5V^WTa^iAx--e7ct`TqQ9Bo)W-wy0sRuU54E<RC=w~afqK~*r`^{3q|
zg~R=oaZmK5G%W-~3px3&SF$fl<1=|uEF|-L+PRw>w1c?w^j@h=ZhFvFk~yzPc_LHd
zJ*B%E#{Es2rW@2awrG5vbU*Br#Wn9Bwa^FmX8tofH!CT=h2K8g({6^8$+M2^2zNf#
zna>$rrTL8dtuuEmW}SQB)*%yzR|~Yg6^!D4ai_jJ?ZN16VZA7@=<GWOwshqzi8I@h
z=iJ|su=_$p$r{d#RV6d?Bg|(k+A-<E%wuAUVzXyRCNE^%o#Hgxi+7vYtk%4rd~9(q
z`B>88OTRjvV^Ue%>r&!bW?*DeB+H?-bVmNGDHA3>+t8?e`rrYxlMB0I<F1^TQhYI^
zbxESfN}29`9$#$kdg&P$MOEnU%q)|;^C-bk;pk^IyO^C{v-KRA4>vmBWZI|Cb8SgZ
zz$EF}((1Dw<^=_K=oPqd6e_Lgem{T0mCccS(w{O{dr!Qnv@e85dUxQGQwesbRdQ{l
z8#0#ga_A*SbzHf+K!8VU>(;jFzY@KCok1tsA7oEysJt}6NmjDI^R>!#J<mmoUwOnU
z(%pnD%S|>nOjLThzVLzA?9~S>@^)7(isz1MGr6NXYq?a`j(uJm7gQfR^pe+kuIr``
z+a}FgzvHUK#+%z}bYDzr{oS`|kBDE>>)9@%k$ZT*%`^FQ_wa^>)YA^j4sYjdoa<yf
zXHk^uB<UJSiRVA1dv3j$SpK&%T=@c1)1Pg8p;ETjJ=U45ebzJ4H@fRs2)FyhhGWxe
zm@Jp9wTS23%_-<t-E_i3WlFikfn2rSYqzC)9yztB#x}dfV@K9)H!oI8$-w<#S})J{
zxvbeU^WF(g?H!X>-=CPvom*X$vFMDO!PMJ=(TRt7p4RvuZ>!s^;kL+g?z>|rEz@M?
zM08Cre6V<p>1&G({WpI4IA1MP@YXSGTf(&dvA~nQS$)>c2^}9SmbASI+mXKSY~hL>
z+--*SFS|9(-5Xzju9Rlo;&bek4C~(+9$#wtoGK=-`(ervz;Nf~2Lp~i-HF?Hn+!JQ
zHYXT3S3LTYHdi6`s_CA2dlnz?@@Y!sx^>?>)88cQF5{6eu^DQ)x`~_?(;7D}oiy=d
z8*5hhJ(o(Kmy7l!wzCInEI!tHcH2S*wq4pH%~fmr|EGy^#XtDFAfRCHq}u^2*I$=q
zy{o5RcQ(E)y6NqnART2fwK+}&hqHpyF1x-?y7tTWxlmB6<7Oq-RZkMb|E`mIR=|>-
zs4ThivDi|ZUE%Jzd*9yp&BWR(Eii#=kJjpc|I;=yt>3Vh)vo8<%m<by{oTDH>lc+p
zy*;@*;K4Ztzh7Dn^LKp{FVz$e3Vq7i!1sJ3i+;|z1)KN+vdfpg+`Cy+y^*IZ{mf@o
z-EYxx@0FKlS8URav}O3*#<!9`;>cXa(2UtOI}+rsZ<i`DGVX5?XwGQ(^4j{aLi6FD
zLWhoOSusT1Gf?21e&j`iV%?U+Ll0PQa&BL^Z;$8Ki$2pGTju7Z%$UqL*)493pV@*P
z<;U~m53}(utNUE-x1&{S=Xcqlg^|2B?(qkSefuhV&d}cSE(bSHkI_f3{f1p7XIl*~
zt)5c6)o+dH(K%jhi+6}iFFrZDbHR$!YikyX8$Ot0ww>WZdvxhs-N|_z(u<{BLV28`
z9FO_eD@!XIx3hTsk?Y$MBQTdS`>B;-rd3Mf_M{c79#_udO})qB7kccq<+9yN93QqF
zxfq+s6JK?Dk=h$&b=6mUD?PQk#U{E<<k+)ecY@w+eNIgoaZ_Ce?zdjt3oRVy3iyT{
z+aCS-<jcEkUk^2Oa{ituoP9cVU(ea%S_?x_o@4Ckliu)4O>uvgH<4+taU0WnZkCIG
zd|%BjGBCVizG9nd;oNB9HOhW#=5)qJT})AU=%iWKktO{nX`Ryob@ps-=MRsi&b}_0
zkjb<<Ztte06*YpZ@A%mz*m0PJ^dAlRs>AU;ID3KCgJq^>V*D>cSjD7PG2E7kJv+tI
z_rcqx+g3B}xRdC<)XzU-Z_WFliIX;)vq|rjys*qem&^4y?~%M%8O7A&OY9V@gO_b?
z{{4OJ(zU%mt2Hlo9#a#q^sY5xQ=f9(T7M;nbXWJb;~Tb3{9y4yv*x((-Y@LCXS`cz
zZ}Iq<-rtpbssq#O&*Wd8-ze2-aA8Wv#Rl1nj;Hhl`#+t%r@mb2!$zH1iK!L~=16Z^
z-1D%KdscBlj8wdS_k5`tg6!Ls_i3$cTyx3NN9fC)@TBt+?!8~t_nj0=xF5GFBd1Ps
zf!C=g9AX+>XC-)xOLnf|a%rEXFA=}Sa^Jia>8~es>U>({J|~drQy<TwiL<9|3)=Bw
zigo*Cq41u67you`_nERj+Ig99wGcx}M#I$@o<+TrKJPH#>~fJYzOm2uMm1~DgRPI3
zUw_qYoa4Qa<JI3k8;aI2^(UBE8Z_Lyo+Hp3w`1GXtcnhf+Uv=Cg*%Jl!uAF0c-QTB
z>7RA{#K(QkvmInDH%iTaB-}D5EqbO;3y;(E<d#rZPOiGdOEP^dKh~;zn!llieP4T(
zfW2XVqeQ&_6n}pay~s+zM<*|^9sABI_2%{N$(~L&GpFBc2vO<Ox$sI-y<z^2EY6h&
zWFF42pM9snl;KXG_PREv9hVe0{O@-6dva;z3ORYRQ{9dxCIWxLxL)ejhAy#Rs`#}$
z)u?I8Zq}BNH_V|Ax0M`yST^Hh@U4=Gl}Z<47xXReU@B}AV3*wWoKdatsdCPNEZs?#
zcRy}<z!5m1NldDULrR)cu&^p&&NAhW+dEE7c)ExwqV!jX#6zzY4gWK{+dl={c%5fA
zN$+gAa&0Y_s~ERvgwC7;61nX;`P#fS+7nVAsW~VG`z}kq<|6WKvW3;dJ&sqMwQHRl
zOXFF+C*8~0&{R@gdQmOJ^7ttSk5xSR%YL=VTrqcUWr!Ew$aLra!n)VNlUf94YUQq&
zD|6_>MD=NVa^e(vHBWqU@8uTQ!+2!z+LgQxcOFmrvd-*hNB`Fo?j4bN4)eOtI~gu}
z?6Sx8cfs9@O?*pM%ym5CvhUP}t62t##cxx6)~MYJOfZg>h<?SYoqSR>ykODJqk+#|
zK3mMmyXC3uoqox9;`;YIy%w*1=kY&0YOOlWk@=xsBwNguPma4byKBoAysk1;D&8)z
z|F3b1B-b9B1t;27_UdYAHk@0V5cP55#7BZ`f@@yi41B};e8str<MRv`Z``J&YMbPq
z|A{4NMW|tFyjRtOI_IxHj>le{6Oms2%8qYIfwgbM-Q;J{4_lNH%U<h#xR|+c?ib0$
zu6t~r|A@C(El@1XA05f4)4$?S%IrnrX>2>!F4mm5RDJKebBoTteIXHYET%~OOux(j
z_3>sV?HR9RGNeA5PV83Lyq=F|QKI3?;3KTEY*X!6=bMX2<k@vbTeAgsE%9?bD|0Vk
z?%`#!#=`2Zw{67gj-B=qt9y5!+y2tEzJpU1t?xJXnG<@a{KzG{{0^QQmPcFbgm)WX
zt2K@|pz7xOtmT+LTTq^{?2QCnk(=FfBc_UE^Gv*U@5zfs1)sw%`}CsJ%j(<ztqm_)
zzWG~LQs?|@hqc>RtyfKG-dph3GRbtQ{|i07{jF{n(!(t4vsO!~aICuLE_<+FG<ubc
zT5nFy>}l%Xrm{C&UdW@h=8R^3{NpC8ZJ~=kO9ySZZX98`G3dE~_BLLP`zsh*7j2!a
ztJ`Lz7u69J+Ew&Dvt#ut74DtSrFT@iEd0lkn09u)hULm2o^UQpUDc__L)=Xbw_9>}
zpD8$e^iar|pj-QVD?SDt&sOrhYhHQAsq(C$@|}%O*G{ozC|(iy#%Y51-3MDwIOhx4
zEO>NML+r-clR<pjry4edvhoM=D1C@bWHwS<)KR{Bw(04UHy$c(NVBvlyT-LlWSw=|
z=_&f}%sqCsS}gV6=ydm#_Kt%Rt9oR39vr`OMEcdGx^8ZUv-9pBk4*jH<+pA9+_rM}
zaBlXSOXdg8I<`1{a`cWn6ZU$oJIr*6Pxl<#ZsTd*ckGTVUXgpX$K|n(-qj50O@b;)
z4K1Ocz8NT1e9K6gTrGLTztfoM)z=4)!!~`Yl@E&S6Xy|py~WKlu&2>2MdaXb&Ie}i
z{)N<Yy=(0I#^kV9XtnAE$$Mv;xDUF^FF7B(_ls3g$_&GO-Cs^-9Y4bzyVRs7UvS%u
z1J}!0V_4+NzpbzpQsVyWvc-9a;jV2j-+OSk#-H3MA+@q*?eDlr`ejmASr=9&b@p$2
zc$ssm=p@sOy&Dy`MrBmpY`zdQ%Q0YXO8V`f&Cx4PamxzN?yaj$=-kjLuY7rurty5W
zBjx|R#BYXd-t3VX{h7yc>z04_ENe5@rzBkx+c)ci!0uL-&W{|c=Sox<Tc|Q$-7X*&
zyt8$KPrOgA@ME+6c1Des!atjiKC~5#FYwza+1|w{-)5a!_w2xLWo8NPx4-UouZfL$
z`eDJnw8@`7YhS)_nkB&1;YCqx!(`?x`;Bfa6OMeCl&i_&vie-$+C`@>2I`5tYB-_l
zwl*SpL*;{GyUv|`5aGF{#56@PYS#n7HJ^MJRV`aA{7}2-dH&`I$sS+vwLx!ZU3_HH
zrgUZT#+D7`m%~14B^$k(Wj|fg#K124n5l|sL&PRgj?#61U${Lw6wFXiT@&SJ(J(_@
zA+%-68+J#zz-xz>IPB>#l$xrTo}W8$>49UbIz7J^xLqo_SIoEI;Z?O$I(IpbKX@#c
zaIiIX>HCMGPd1$S{cT3lox-V2ylZ(<*uumXBu-__2uKZCrT00b-0Dp8j+c7&0lU8*
zWC>AAW71-~+`u(q+9w&YHv-3UjtPpVU)!*3SIDF6P4joeJ--ugpRSOabd5FoMnR9;
z-qW>Fz0u#hXIxo-F5D|==j?oA`DX@-QyOnDoH`WtBPBt*!YC_#q42Uq2~OpTPZm5j
z78Nxs)-EV`(4KuP|Ie#bH_o&EooRjvF2?E#3-3($c%ZTOKbwu<l(mLjrwSI?<}c;C
z?N}GKr9tqL$pwzAJOSZ38zkR^r${i|tDft4_CWaJnL_1l4;W_lf6=@Xx|VT@F!!uI
z5f^yQw6#3g6Tk8H$^Oh)sVsWaKTZ>zw9Qn*;O2t;>io~%8zvnLwVvmZ7jyT1TRaPs
zoR9p&GBM8Po>ry^?X<TiYi3W6tp2g@UCuSReVeL(v+#1P)Y1ODe2wkvaw+}yk~*8_
z9b9X<s^N%_^jbd_QPG_<4lXF~j_S<~ymoWPq`g;GZZ3ZKSv)NJu~hjz{kU$KbyfLn
zNes)&!?v<TWZ!i%_d0m%m)xuu!H&rc@(q@S51D^za!ovY;fP47!IPbeHb<ryzy8({
z)iveF)1ID>m%Di?)#p5R?0B54tf*sp^x&6>iSP1xEV&IIoZ`yKZ@87jEp=^%YulH#
zt3s!QeGdNDb-DccG?qtJ-?sXz%-<@~nyAw(CZHM9Au8PcsY1*%j<fhk_~+n&bv8oB
zj&AJUCDCrubgfsB!Q<O+b^VV@i{zQ6mL+^Ba+*AyZRVaiq5R9vJQLUd`OI<WxzZ0p
z`caY`43oq@hm}96ZcRP<;&A)XuO1i6`*gl6IIhEUiu<E=#`N1qBwm-Aon?xD!1`Eo
zXX`@MmJPSVKAqFZJAC@~cV6}Q=acl`N~}4%;fYhI!lG-I7X=kBm9>dU%m_+J4p^{n
zso|c|ud=nb_OJib;j%YjM{vBxDdlqwj9iiLrfF3!nX6MGoZj4J;qLo+#v`4is2+>!
z4TpPWZoX1(oVsDs>NQPWOs5|`efc_0d`-_Sk%NUQGVkvx#9!rgXI@kPvv9|D&(=RK
zt_BlMF}&k(IX8o0(#I$pXVa>CdW!7K*C#SJ=W8C!ZeK0Ab=#Cx&)3_|6v~i{@GR;S
zI`==BM}oV`Jwx;HWuxtH*;ebGTJy|%^`|Rbm%QH|b_tNJnU%M}I=Pg^`}y`8ZT_1X
zrwMegy_&YLv46%{tK<t--ACp+^-ikW!(-Cp{C3g3X^P=@eOuF}Xn*>qw>>asM}k@3
zjti3ScSV;RRWGodeI|}C(Sd1>xa)eyzF8I)f?+dzcB`a#AAKp1wtnH;fae93>K|Qi
zUb$`Xt;I|s-u`if;_1NRXbZvQGut2KFZB3e|6aBA|I(kQzjqeL94&9w2(M#1bTc8t
z_tPRBi=(TSJQ97R7Hz3~VMj%(^Q0ZF7klqs3cU1@*FrfawNYtiPx28_*~W#f89(x_
zu2a+P_>joxWb@v>PpD)6=8}gT?sppH{v<6}6ny*6{fpj{lCI@f@f`TL^<2T+eJ3}z
zPtiTGT;|4$hvLm2ea((5GVCgRc*n}LF?`+Er+crdOl5zbx%kefBkiBQlpSyMR0?^%
z*mhgWo`<RKbKdhl*6ip^e9kF+toMydYoS;4ylZ=-XFTcNp3J1KS9&eZ?sTZWA7AfB
z*NtLVSQbf?&-i&<J#0nTJ)WYoMXdUfr$XHhi9Su3BJH|IMlR9MJxu?PhUu#%uA3tR
zZk>P2be}ctam8vT##<G+t3K|I;ZHH$_rqB)=joZJ8Ai;7i;q?q-ZV;Un54>Kyy9)@
zPtA*Z=Et6`xHC(EPwl+;X|Xr?bNJNNRn+c0o#u9DX~VW3l6=!{ZR@;n;ERvO<b3Z#
z)}LZx{i-&bM;!WTTT!uVw`aiN?&Z$czLsq|nqjT|;h*EZ=jX3~Uw-wB+2^Xo9#?XV
zStF_+SgAG{`B^A`_n80pNa>lnW|j0+1)p{|z85=Y7&mi8)wZtfY;p;c_-pTQO&54L
zwWwk1i@owEj1L%ZV=<dlS}DBbSqt;FNlsTcT~>G4VE<m_YuA*VPeuDIwnQ~G{n<Ik
zMp80j?FUiUisPwvH#J2oc4{|iJ+*$abfrppz=Ob_RwpM-{#LO=pKn#xQA-)ShJNeH
z7A>0q-RCQVb>jM0b4E8jo#^`H>CWY?-%dtV#;tzMnCbb$d(V-WK&hj=R}VgWAARZd
zbl$MZF~5I(?RHI`AYK1XT58W7qtx3US4I`y+%WU)_Jxy7I$j_B{$BR|^p>@ATY0-w
z*aHLl%hR9E>-o(W-oiC|p7)b!966r-IefFkzJ*%uTHL(&>!-a1D(`qD3k1G?wfdf7
zrF2BiHvRdt*>l!%v0YjmCHClZj3!sP-U$l>?fs4n&wIt!x;vh0c=u`Ub-vK4>~o%k
zsaiYuPSBRt5ZzYycbEF!`zOpUEsc3ul-sq0U&*6|+hWO$+9c_#Y%-!uSr46*)#Z<I
z-}K1t7GL$#<N80<`TX~yXIxm|qILR@fa?|I$j9F$*j85YPBGihu=2=5w+*=+Q-AP2
zjqBU}fY<HMq)N{DL2^ZhEH>01-~Q~}cP%v=jcpyGb8mf1bI~h*qb={adUrtW<_Ae}
zQ@EFus~vWE6Tb7&;&7R|Jw1WXd2?rG?)hhUL~iDDZEHElbAd&RuiXjZX_oUcx)AZ|
z$C;4xWsJ8uqPk^`Udg;an%{l5X?lQ8N~i0@&1-Lai1j^>S-Lnw=%1b}>-uQhn*PNy
z*UQ+%4zKW^z<o2#plrv-w<md&wU?jFaLYN&IHg*p@`ClHqX&JiJLM#Dc!*i+JZ+gi
z-PLA73Fn60H$F2wmY7qnnw?UcT6sJ7&K13rITqLR96WiuHbw|kx~@AJIw|(rR?ef9
zzgIue(2RKYv_g1^=<U->_ig4>)^48S8^m@|I$gdx$-3jARQVlUofDyX`3{q8ET%ts
z>!z?V%0=k%E`KeR$Gz?g-ZrtBak&;Wow?C@Was~77uI!)Tc}%`PdLu<F29?PRpqbO
zq)j4|7+){C`c(N-=93`1uaDS-p3mK46w;*nWXH~lGne^acx}3QPLf*wtZ91XixzEF
znEoXzC0Hxl@?)%5T(8=(Sy^WUMVy(7)E7^mogyyewSCFS?q#t?UzWVHj6Jw1YTad7
z*>%6O&Myi-^fbCwrqrk8*}Ul|?;rQgNhs#Z+4L#9a9za7YW|oa^G$dEgv`8u=KV_j
z#vL1G|MAei#4Y$%C!^-_nN%^23|od8xhGO@WP8?~I_+`e;e$1<4Jp}drQAaAa#J^a
z^bUU`W|1L#vO~!AR3771k!BTt#lWyVO+g!q&qUnV+r$|)KcPmp-Ty-H#PdfrQsyg!
zvQAYqyWyPEthUI0`AZR&g`Bp$uS8N#URLVck+Amv!AljTTw*zA{~Kypo4MsLv^sWL
ze#U_!HnlA_jhwun?_9Gz^TYLU5tD`fx%YYu8{RygA#L?nJKb}ZnA)Z@{~L3U?PqLv
z-4_+HY<JM6#Q3TCb<XV1%cg8xmi;2<MAPXn_tV9m-HPA;=jHsrxA*_sufNaD&Z=`c
z)3H|Jo{wR2doHY+{H?y`Xa1M@^^ePENUvAjv3K4w2Q~K}_y1p?{{QFvd;j$RTJE#_
z<^N=LsB{y@L*A1~_xB}8f8=%g=O*;~+x`DPbJ_p>jqg-ppH%nb=jr)%pYjdwe5pG#
z|NpO}#cTgZKI)Tw{@-Is{l9Nd=hys$>^YjJZ*{0O``z2;^_9QX-L<;@H+Zj#I<$M=
zuXcIKW86F|(x-jr`TuhHhV9)Q{DrM|$~31h*}4DEpQDDZS9pK2PmKS%)VA^r%Ol>k
zQ$9GcXLg?oKU(?zr{lh+Sk@ScuHW|;*|oOSWX0_Nb*y}K>ZNGUI1ldDX*-UckKS=Y
zkn4%tlAte(%=dh{E_tQ?lWV?4L*b#P-}&@?7wW8Xx}jj2*D!^V=}^Wt!xcw9yw>+p
zN)Yh-wdB*@NphQ51Y#bUmt5f5?)8mzX6~KYU(5H*KN#+GV^)Dt_vI_!!ZseLZdtC|
zTJfu0pV=_>pzf1MxlFUWdUHkO;y>-SaFJN)TiH?eY10F}PfgnE&Greuky_3<%TVj>
z+>0q~$y<JYl>1z6u;7!i$L3`w5(ZII+gYbF-g&jepo#IuF_YNNJM}h9NmXa7zuwcn
z&eqIS|751)<jIYzmoJ+3I?<rve)vpf5r?wHlKIDtdK~$TP6Trtnmu*$*R>NhZ}&~y
z?>c$n71zBJvu+0(Gm8bEiJ5t4^XF3qx6U23)cT!s_2cZ#KebnThj|qgx*h8c_1bZD
z#nKaD<tbZT!X{~{?Wvh!n|WwqW=z&6@qG(!ZkM?hf9Z#}-<8D@*W*|HVa<H?q~ZEk
zaq*w}JG%G+Uwm!VuzFLZR>xNQNAY)H=&`BgDFrdBl%AFyuAcj6lia%938{OPm%Ov#
z>qx76J|+I$lME^Q%lDp^=HFR2vEV4jy&2^xlCF-OGJ8y!ucSxKVp^=ICNt;nss3y2
zGCw&@W7b}LQu*mnzZLtwr$XWnC+_f;jl9>}=lWmObOA&24-P%%dpnn}T6Lw1P2h@d
zqjXu&>Perc&R@npGwA37Sxdny%KI|q`G0?iUum-coXkcyH@oDCwwFJ*#qZd>^>!4)
zrB#xL?<q-&daOzm^Zlf>e`Ao>23y7%HraZYpPxv7S(`b{mO*>-)dHb}$%Pwp*zY`C
zdCM?q!|At6iY=7;9UtclbszZKtvO?1vawLA?^H?g=v@+<a_v69Hr*(a8|QiU&okem
zr)NvF%%8cO-u9nGEhcf^R;H(-oA%CWSIybcwPZs}cF<dn15*^ECY7Z1g*_`@-(i}c
z=I}Y@LdBlVC$gT@-`yYaFhaFgX06rQ3z1A~I`p!p8?4Wh+_+t5LvhN-)902Sjk5mz
z#^T1#U2JF1y*AzF%-qpdW6}|kzO4CNO489O(O$(b)KYdo-jw`*fr<S8NvA*RfBho<
zzVEHfe#uimr<R?&|D)Ld{9nueOZm_KHNUPo&;Ov&pDk4x)3qLD3f_+Y%>S@BtbfMw
zR|o$;x~iP^y>Ht|r3s0by=N{BpL+FD;!M}QQ+)5I&J$h5(w=t4sQJ@67vu9=FPPQN
zPK}!8Yn(ps@Xq)x71MscGw+@6YWiZ)gyWkgE|Dm;N$k2b=h6HhA2(z%)TCck5dF9#
zi=igMl)-MDl*7W{rl-6P8uJr&a%@oT>xk%MZi~9@)_(A{g<71RbiHutRRh-PVTPf4
ztV_<uhx0nW3d&s;?9DyvU-Z<>img{xKYVrRa2m^+OJ<9=n*5PEzg6TzM*74{8#5$M
z8mvA&NpUluZsqN3YgA{a)kX*9gdI}-aC_BGwf4xw>n29oA7>Ta-nDnx^2o>6UCgdI
z{9|3sdOhOSwuqMd9--}ZYjo?`S)VUmZoBk|u)TQfhK2T#5C1PZR_CD-sTe!;)8cXk
zZ_YCN!qnP2g+H?5PnI`37ydc?dfmy)tChLAC-)pl%zapYGPq;MjYX%cRf5%1m!zg0
ze|_{y9E0ME)axaYLGItTvOYL`i|IpQE@Kzd>@c<;8@8p~5p+8nS5iC8c=GRCOagNg
z|F_nK#zy~`79JP<B0lF}7N<*S6L+*M#{m()oi}fJ&)vG<e#YU0Q(i-i`SoBTLrp|9
z!@kE88R{aUC2Ay&zbVOmSpV@>5|^HA%Bq-Kr%duqXDgOwI$mD6RNwdi+C0-eQB^kz
zN;7k08(-ftVq1M<>Vcl;QN|TJHg{xRJ$kgGO>;-fi4aYu<*QF*)p0IYEbZL*^2($i
zy^Psq5@{!GR#``<o{OC;ICuW<M@ea$BqQd2y1#YDf@6DbAFV&kJ7bxdlFL`cd(o;+
zFLHNm_tMySYemS_6_4fKtQA_Y#_U?O>ZF~mRjZHKyq0^pR!Gj*>_W6^&#t4Dt6gGV
z%RO5wG$+^WRCH*O$-i)Y$9rF&i#o<!U6Zglx8SI%c&2gP&Z-ScbC<2xR<oL!l(c+u
zrP_|{8#zjwiXD7jl<~=Y{;s$wTGc2bCt-UL$3&9_ov*|C%%<6{ini3d>EpBA>qpV+
z<t$c*#V)Ls659Ilj@HJ@8ww*1tx4>E7S?&9O8U%N<r&fX2k-1+Exx|oEzd{U?U0(K
zn~?fVw>01XJth2ZGdvgE*|a&e=&Il9ga2xOoisRm^JmnbZN9HRonORg#P_RmkIu)!
zKi`ypKNY_F#(nWCefL#;jQ5MRE5FH!_iX*soojVz`lecrY094^#Vd9!|HkXtckf#L
z#-rO6v!4ru&w5~>``qx+{J2jS@@C}<|JYh~Uf)My>g|uc))pNXCTiWDDF1S41XpC-
z`XfE1j`n<8Hhnz)LMe!8!p61b*OeRf+<YAl+FNdX@$6aY(?7f_1}ZyQL~dUF<ENUK
z!5_Y!;q#|^+Ih)}hbF1)Y=~L1v5-AV@QrT8U-m$$FV*L=k5#hYm%hx=!I<(xHF);)
z!y$p*y={`~c0S9>NZD{Y@X$r^{>v)s670`?o0a%#;reNg42xf%DtfBY%qz~H<HPO~
zmhiT$LgEPzr*U5mM<;ufy)fgB`i(~m_e9AZj{bUT@`DSz+t?&xOm{}kyu|&vrzh&|
zhHpLJjh;?id9?M&dj08!a;FR=nkr(xoh_Q?uqtkcg*&4{+#AXJuR9JN(E0PISMs__
zk*??mf4h&5zs^6geD)!u(^3m(O_lm+{8rj=?h?JqxY($seCz$oPCU9i%j?vItY>pJ
z#TiX~{v>Ac7PXHuXAN(=9{#*`^XvT!)XQ4Fy8LkV|Fcm2-v#0S8>*7h3?Cl7-<8h$
zR4x9mYWk^NGZYFEe-v4&_ZKg1y4)cuBoj4xd9&A%y(>idt)6`J3*B{c?W(I=ABuf%
z3g(ro>y6oRdhN%b8*dcU?)bOovHGOG2TYGrcOCnFP5Ebfm|Mj0#Zxk~#mc)LEV9n$
zNLh1mcD!t$&#zVUdEM^ppP^q6>Zqq8vMi0|nD#qHQxgT5nFYya<*5PDliFN->bWkj
zn|t-)`p?t%=r4)Us=DL(!$R9w#{BH8jWbzh8P1X2n9LXX<H9GO{7?TQypQeIugtn3
zz4znnCr^&&b!N$?yA<ScKY5iGJuA^CYVwc&fnR@o?+BK8-Sf9>W#O?xYfZKP0`+wV
zu1eJ(xVolZ=RN<|?an`$ZI_poDu3Jf&-rKg?^3Pz{(r45)*t$P|H<=?r}LMxoYGXB
zvHzIK|1VFrGyZz7l-OSAW536&PkrCqV^6QV%dDxbT-PtCo)S~JzJLE*_nAKuTK*XC
zJR9UQW74_L+KkDDOl2EI7!zOi%wEbN^3B&|nv#Le+>1Iho@9KsU%QZlXMReu29xvE
zn`^H0{CsjbO@nE#R9DZzfGPDW7HZg=IR`2vm#w+g(`h8NPok^)SnBsR`y_-<mfVU6
zZnHi8&Zs8F>{i0hJhfRHBg^JXx@_bzJayT}$M$_%(jjGzy<5}Xx-@KXD3dBk*?cUn
z+*;7!%&Y{EQ2n7}EK!1qT0hVFv2ZP36=5x?(6fFAFO!3j)TKOiCbdn`o6D4%V|_my
zu)pdzr9R5KaH^@1skZ5*^jqddR-Uns_Uzhn<X%~w?}VevO(%*uKkwPRCO){h_tLCG
z*%rrB{@b;G;y3-+KI@0G@1N$CovZCTPe=ARzkIxBiqjrJrXPBaIS2i>w>rdx-Ckub
z$Jc0aE~<R~qzer88%iFBRQ>Dz74+xuj;Vic|C-996Mpu}jy+ble|-ASGxv0$iS4X&
zD&@B=rk@dg9V_%e{*L#al#dVMg*sMy7P_3bn!)mT63aQCC|l+mmEYFBOE=dOm|?$m
zb>=?9n7FO888=RuaWFb$c4FM$+bWMWw|{;hz3)Yt(%HP*XX;Fz{VsO15K>h6nRPYO
zsE9A_)BSbEk6F*mJ@cS$W_gU25xZB#{4@Li=DI2zt(op$7xFjt?z<B^ZdtBe_oBS~
z_UF%w3ZE}cTlP2WUmVx`SN8Q5b~^$!CLeII-e&J}?BS=lJ@<6}vwnMf;<(R}#+_Z~
z8e8jIT=p5OOsbzb$K7Rm<>Y%k7yJF&1dZY%_H~@!tT=0FV01;);=1`&2D8exef9o&
z_|lf{Kj(YdYEK+m`c;kdox`Ec%C8a+#je_Oq_rSY%4>_mG)~D$`5s&9lx)7-v9dm=
z*glIbyuQXT?c3$w6*fLcYA)?mPpk=4lzmwl`f*OurTWUXd+fh_zy9p}=^BfUPwV%x
z<^OTadsf|&Rx#=Q)(w9T@*VtlG@h@1gU_vh0-sm*mi=nB|NHPpzr26^j?3c9kL5n7
zdVl;S|IZr-3$p&4UmsQ~w<4Im|L+I&RekX?tq*OUxqr0$_wdTWlB~xzP427wWNo&8
z{Pd?H)}>#^@|&{E%2(^T=Ggmg{cK`UTPV~2*`~hok&Nl#iFZD1`ew<0CD6++xi0O|
z`;{l^gjowzzTY@_`NBTEMGq~uxNn>P?0E1U-JO5ta@;w-@9dVO>OTj%&Z=+!lHxkI
ztc5@9mLc=Q(Cn`+&re3#M&zrP|8PmSh%8lK{qg+#!{-aQg6F)jtkh($+qdg+{gz4d
zCu(OO{kQO?oax=uxpP)py`1viK=5B-`1ZxA-ww+s|0}n9roX#Bz4^xrmc3_I+q1pe
z*j!)mefN&tksH(B$;F;YX76YF$bRd2=LG$~2P^CLuiGzkRDN3C7v;E`Eh7Gfmz{qG
z-}xx=|1`Vzi<H2*PES8>Vf?K0_nm81+|~#Fh4&{vt=jbFFr)pk+W0fQc993%y}uv%
zFD$P!-`xAVNJ?$2dQ0+xR}#rTk8F5zdgA<K`#UEatXBOlw(nECJelkF8IL=sbu8W8
z>H{w%r9XOI_<Z{DKksug`U}rpm-b&D-JyTJ|8v}7Poe+kl=j?D<oI{E??Ji7U*+|2
zVr`G>j+MW;_tz?DQ{=Aw`G1}<>;7sImHyjtecq$8<rU9Q-um4y=3iTQ{h#&E4;!yH
zmX}z|J4X4`-+g@|Z^`F9GfE%ue~~}EKO^+F_~u~0r~Yq$O%^Yl&>sG}ermpYmEYGn
zmtOSUyX$EeFZ(_GXW66wCtq9WE%_(0r^a&COaE_6?AJ}-uN}I4)wvMa)m3{xKGwUh
zZdRAH+dk^`dh>rppAODkwOF%c$*UBBIVWr9cB%)zux|M!A#DBi&z&D1yOaNX_;K_j
zzka^L9O?Sl2YsLaXxO>O$^I@hV(PEAnEd;fiAB)Y&a9WItu<+n)cM}N4%usG-}ksM
zMAE&nx=nTV^^Y@kDkF7wroR`SaqN{(rkzxvy7CiGd$#SBYJT_Qa`)y1pZ9Huzq{<8
ziuBLW*?%*b_hm`XtJxI(@{jxGmHvOXzO_pa-oNj{{(VdK$r%0iS=ATyrF8SR8wZmg
zyWjm6{o=0j&gHA@E~i<n3tYZx-{R-)nwIO%xfk_+yZZXcKE2(?kHyame6DYI(fhBi
z&+}yI;|p!WzHV~;HuLfW;nGL)%Rax)wX#nS{@=Fj^Xpuj{G-ce_J3OQQAS(7mG9f_
z_Rak}wnoQ!YvvnHJ8}K*-r^q@r%hhH@k8ISANo6`PAk2ZW7?x9bI+-Un^E-tSMGZ(
z3_<FXmiokT%qwJRxve6~wPW67h4((8_YB)stFd2MQnlyW+JHl>FIU`mh_!n%edbgS
zn|D1ytJf{^jq=FkeSNrz{l>+l*#TGWrfpfEXRDRxq?@fCzH;8wb*@@+UuusO@UmL%
z`_X(|_|(+%4rO-2MNf?#!|j?kY0odNd{C^%U*q;y+)lXUsj*k=kDA6Q*R<zfeAIe=
z#lJ)84&ru;CyU!HzB2WEc+dRvn%47~-%Ysv<IIU;=?da@%)35FUYL6RfL;w-$wTAo
z`#(!wXgwd3_58DFP?UbnGqG~J;;+{8C2##aGxyHVGfVYq>JI#vC!hZF&ku`s-KX-}
zpZR@%vG4lB{PEwy_J57M{~E*pH7@+u`1)UB#-GDKezrS)<Dc|E{^?PBkE<DVUiVg{
zb3IQuFA$#}@jiREk?4hUS7aZ0x}G=}qPN*_>crla4rR-jZqDRNNq^P1A<prvbnwnI
z$3pV5leNlAleH#r2k%UtwlZdOs@CM38K?H^`-tw{Xc&5>JM~qYgm3ChtygD^LQCeQ
zuF`Nj9ddErw3UmJbc4;0Xk?!bx%gt*%0=IFgHv-i_*@k|VibB!@^DCGH&1Zt&M2R$
zthvcqKKwqaFAiPdO<X2al&E#;jSuT4W6}ICZ+%ps915wE$V`6KW)K|s`CQ19n=`w%
zl`UJe+B*27)|=LqFK!$Qxw6MlR3&=ZqwlRNlRR^LM4JyAl{)vlO`562)|a{}!g1Ql
zB(2D0UACz+wcMtIT>JT~QD~0M=@3H}-Qc59TYN%iUor~S@jo20(T_LyXhW=zsBn1w
z=GeaSgZVoroP8^omtK~0>H6tNuRTq3vd#M6yghE*Z#u0h`tvre$2Dh;KK!_Ciw*zT
zd0E>7Uh@CFCGl|Y?|EmM>mKD_iOyC0^{wE^C+AN#ap7YADHqk(PL0l98k!&FeJhId
z;PRk#Yo|sZx%}+g+`0QT9`4w~|9yMSk5>L}$0NI3k|vzePrJ}wv*6#ICqEZxOW#^M
z<wdo@++PoCl}x_O^$f{6yRqKJ%e_tR_vh_D&EjoNAAJ5!K5l7!?Gw8cnXm2lmDT1h
z&XIQHE^^P_%&)qY`Su^i^=gat%^!Ih)z9%ScqGgDz2eyy&O@))PW*rGOh>;(YxD7U
zw~i}UPdRR{y}#J!t1Rcri7i@o#+&a<-h1+~Qen`3scsJAWfwl|3O_2Gwf<H64Xb;i
zcXotKx%SL<<+pZrPwo)azb_>X|G!)iGhfDepWnAdd;F3sa$Y}O`O%!!*!JX&H`dzs
zez^UL*Y}rUTp6^v{&{A>o>dWR&1^hws@9c0i+f%!<=rCs;o_x|xJ<vxzph$Np08s4
zyP|nfp7LbllmNryDnFu2*FOL9@q+!%w&uV&wzqD#XCFQo^CKYM)+p?G-h#@ug9eX(
zOA60!iI}gjY}WR}B}eYf@h~|pyw_^QyL459?4-Py)9w<FM3T?#(D?OO_21vf4{P{N
zs@~sL`afKJInQhX!P_fW*~ibZQ(L4OYw%&)CG~X@tX;j@b#5E_PJM6Rcw&mc?w9vB
zFJd*S%fG0VlJsZWqR@oizxNh}CjFf1(yiwA?C{~QMW6Fjc&AiX-#KFW@8RQPRRNas
zxWBwtIv)Gx^-h=9sX`&Ueu>?lG<UL*9bZXpE0=zesrcRdj_W>zOuMz?t?|)SkCry<
zu{PANW|FUb^u8iO-}u$di>p@JNxa>^{@^E-yJzqJTDNbW>|wWES3WBHWb^dbomzkF
z$FqNSlJ_r_8}FNJ_N2N|{QlACkA2r}dd1sZe7bn`ho-JW+)R(o>fD?E^=siaxt;YT
z(S1k$|4?~YadMAihT7+^HKj^(19!)o_8HZFIn?*J&|dD=54-)3C0=s>^mIIQ`Td&-
zI_*Ey-|F7<?G-!3fBeyIWdZ+y>7{Kt@jorZn%xzJ@*f|5E7*VSZhYI!n~S>_#vc8W
z{Hkd0jw8yemrrxJ>nrd5@jJ`&TQlNLhKtLKom8JOE3eG-Kkw0hj}KUU{1CQkyY{K$
zjI(^Msg-HkT{G5qXR2SQ|0wnq|F4fCt88a){<>7`@mV&N|H-`XdFs}-zTTt%dHc(X
zWn0(eE9f16v)egW-h8^{rrtRl3~CDY%b#8Gyy3m|{cX?p>Av4Od*1JB?H|q^|GBfD
z`K3bV)7km2C(C|&`sM9ot>r9xKeu1rW$`y4>fow+pE|p3ACGu!bw70Z{<8Ony@J>9
zPhG_s{qc(U&r9z$3|~pDJo3#V-s4>|pL_UwAGiASfVlLJg<I-s`g&siC`;PU(X##b
z(BppLmU$wLpXS~9FZSi{2bJ1Yf@Z(^*4BP#?~guwI>q0=<9h3}lbRuqwLgD4Ki@sR
zzHi^NL&~*JLtak&a9#3t-NG%~Kk+?u*S+OmZ!xLx&!ZI;eep8?3sk<J*s8vC-Scvj
zXNAY)Q(v5zqx{hRpOdV2+c#^kM_)4wRX%vex|&5*CElxBu&aMf?a_+U|6G+%N#wu2
zeZ6=4^xIpH-Tw8%llhE9zJ7gn&-SlxUz^=}J?&^=nyvQ_qkHS_{1bVs`}@DZvD>e1
zzt*uUdhBV`^RaB|>Tr{9>|H<S>Yth{{7&cle5d<`p7lX4y&t!|_^sQsU0v<S>*h~O
z)QpeaR(kyP=!+F{|Nd<1{l;P*_dTq?MLzs<I;Z}7fq%OK<WK%cxU~1vQT1P*>u+at
zTOPmG*COx!HR3A!wh!KBxAbR<?GH(fl78D+`7!!NhPLp-mmAJn-`|(Fcy0dv!*10x
zGm;mt&7W_wrnk2&_j~Y?f8oXoJ-ua5zb(I!aozUO{gZCdwZD%r+@8ECF=vbGvBI4d
zu@7agPfTZycz^OQ`@CoQFSkfZzco~Sb$!dlc{2p|yEf!b{Mfna;}a1hvs=P<ez-`#
z)kyPS$8yZ=x9a3~rH|kKXkYyCTjT7%uWw~spZf0oakt;9mmeADZc%@BG(U0i*FEh!
z<2PQswtfBWjMul{Z@75v`1<1z?)Cimna9_+|C?W;-K$xa`fB-%q|KM^Ul)n4{T+Ka
zwY%qj((d0UcLv@Qey?16T=Z$_>L-!ErfGsg(`V!Avfm=9|CgLITy{fW@v+8k|96U#
z!8sE@{wllodf}Dpy6aX))gKl5ap1%6DJyPFTy=ftw_QiS9=Y}Tpvm7Ub5Ey-XD1ix
zp0Y1={%@_bPCe}S{R5A<_U+5qqtku5=J%$fsrzb;Hl*sTyKWyRcD=l$A}Z$D?Z+2t
zlI#w$=k7`9vUUD(dfAOtU&>97`rNlO)cU4kK27tRLiqd@GwhR}f0F!VS1A16vp8X9
zQro`!2SlpVoc6p^vVD0-H~7qikDa@3`A^#DvoU?g$6t&7R)xHYJapQ+rT)>mrx!)6
zrFhoQwz_Y9NB>4fn`M1^prP~6_fn$2T|Ylcmgb#){9iriqta72juA8go&E<oM$o_n
zbnYzTta%ed1?VM{Ha4J>M?)$LQWf+A64Sx=vIis<rRJ3=n1OG01s}2Lo0^iD=#&q>
zomRm>!P3k?0dzVq_*C4W{F20yRLBLmL8-<0rA5i9@Oyz>D@xph!SY~>I63v*4HPWF
zx6gwN2JsCQEWww{!}vxDpsTzM6u^8tJ6<kMPVmXQ3NRDgKqi<fKvi(+yBR82T7vuv
z*1@UoW(2wl4|eJ)NVl;9^g<z+3KNh3=rBc?fGOy52GBvRFaa}=0I~{m1w#YyQLbPW
zP<I6s<tGQHmVi#Y)(>!TQ_v4dtte5@_smU9Pj!OQ&QRJDeCY#NqrP)~UP)?RNioPw
zs3jl?qzE!XjUXpq1%1E#qTIwBP;@0HDj4!|q3HmfP701~a5(9s>Tq@h>EP7&afU>c
zj~A2<S1{1C0Ga9QqhM$NVgx%XloXYM69QIyK%s<e5By>#$D+){99__v;J7b7F#*RL
zI3)C4^OEyZK=;(^!|tiq^#D5n`C4PJlaOz?Gl4~{J|xkC&R@m|3y>{DxzX9vCAhM<
zBsJGFFD)OM!u0)%Qc{aR4%2`+OcR_6gHqEoi%W_s6*L@E@{>{_g2AN)1v#m?pbP_Y
zD=1PpabKM65)KJ>kgE|#KPwm-fRFbEB`s1fW->PgC4B=0BXe^-3u7Y#V})4I+21C{
z3g$*edWL4^mgWj377Eb{7RJVU1_tI9hVaXo;J4Q!?zczWXm0?zj!DnZ)X3OG0dc#%
zfdWD;!bXq_5IhSDOFcs~&<$D$wFnkStub5$!ajr@u?m);YotsKK&SA=V#F<ub9N0(
z^^DAoO-w*3$T_jVBQ-NUqeQ{n&{WUD2zoO;D8NDSWMpWlXK82xx!(oXG2muK=6aS!
zmS&a;y2j>adM0Kj7ABzkvJF5*hk>4vsj;OYBprj|5_&8+v`_+<SAL1PsS5h&nF8mz
z;O2Tp2If$QB2qTU$wiq3CHX}d;Q-19NNJqlS+Jl(WwD&adp@t(falozN-p``&a6u>
z<Ow;wa+qrIrvKPC1{1^BC4!3t`1bs5>YcI0qoFST&G}<}r*^IC{U)$?x1-sMg_qqd
zW!g`Awn*RGD%j34Wm=tT)#-g(mAFoxwW)fOeVJG3JmaGN0_!UC!|xWgN!xY2IICH5
z>rUeLP_xF_CvVBWxmeNR8rX11&tmVEZ(H9ADtX<$u5~Bd{=M_L_#@AA1ce?kmn*Zk
zF3wfmb?r{zlR^vDC)W$O8r}ZxK5y~*+R69V0>2o#9RH}QC*~Ej=*xjGXTErp^vu*+
zv_{D)e#NO*+jr)lU9$RNr=9vY-ZmAxjWagx5Yvu)GVA434etn@oh8Q}&9wHo#<%0y
zr_-miwpE@wxzoVwmi*a*ne)tcti8ckb~0*SeEzu^#<=QNP>6zKz{t`RtOm?6G%x`b
z>0mabD0cRA3CVZ&bn#6rP=J?p;B=aiSOls<;MHY1D0P7|G^i-x)K3T9>S_wAtYLhx
z0#M}u69B6KmHjXQP-SNdDx_fopvuk^R3gFzK$V>-DEYtyKy{lbC|^MZKozJd$ahda
z*aVQLpnQ-4W}u7=<%23qGbC3!Di|7=Avw|w#D}>NQbNKDe{c|S>bqp7rKJ|7=7HJ{
z(F(A8XAKqf(~T7L(?NU_1^skW1^sk0C?6yS!j5QskeHi-e!3xuVF)q-%rFKCfy^)j
z83GnE2j^ed4O%c4@p5rOoamNWR9phOdKXb-J3-n&x)utCCJJUI1`4`nW~N|Mz*!!V
zTR|R%#Q|7~l#5;=7ZwB~SA)i&<bqrcn!zFzr5fba56?^~$pE!S%q$H+#g&4oIVj*w
zEsPY*KsQ5}fT9%?b;bsu2m`SU6hNLZvoKLGwFIRKGecug*$>9xS^(rhP>>*+C*UNC
zl)?!WK4u_uF$$lda!D)L^<du`nwTSJba2iDOMp|czE5gidPxQ-?xC3p6l$=m0>Bz!
z97Ir>fs}&HFaWCnGYt()LD>h)h8RsSghBC&5yH0TcJm%K;9<EiFZd1<n@{JGm6aka
znVagR>smtU8v4tP#P0|kO<iWN^I((s<tdDEKPGKb&#}@=%RaMl!^#zhPWas6{<LaC
z=h<0Fl2Tva?hXk{RatfZ$}<18$Mk#eF5G<bHK$H~iF07d!XT^paegj;pDg>~DSB?(
z{B2&T|LcwAKP;1%jWfCq_7@hPgPaWZqM<S5LRbjLz!a2X!E7S^4lSCHL%U**>p5#a
zW<?&?i}OM&m_3f&PqcLj<l6M#%xqqumVDrzZa-!g^B2o_vRGKwU%d19>+KGecXr!_
zdleSji9B2+#kMX|Kr!O&1p!BwqB#wPB4Ov`-*UbEwvy#@Y549<X%&~8zs)v!wB2e$
zz*grn#&a*{EX-{EI{)0c-G3Qoe$kzP%gZ2_f_-Lagqo5-g#}oGI4_%nGA?Fx_j`l9
z?EHPsA#sOO;-@N?t=hHV`+YOcw`=}9nQ((AOyHS={JIaOiWNn(jqmsiZ@dtD%hfjE
z<o^sW)2~mLrWw06Uw(8%^~1s!vz7~=5nC5#aU#KQrgp$I=5RIfx0e&QfA_rp!EfQa
z{YoXtda6?E8-4^G^whr6zBumb%v)EycKfHFTV2a|Ce!Eu4*!Fl4fduX>LnTA`UxyS
zr2j#M7l!|JCwNa{QRHy>KBtL0q~#CG`CwVu%`0~P-zL1a*G@3VSXqtV?0NRN2Lb7Y
z|2Q)J#Gcj{U2Y3_y82%1wFk4!w6f+gY)*(~o6+el-K{Twh(B||tAH>`hSlPmE^Iec
ziI7!FJb6orSKy;X##M!*>smeMeE9RiuEXZZydU;HH`bUva$oXLt<%Qh>6h>CZt~62
zVg9F(zbPUt`cPB9>M@a*HYu|GO6=Y|8o$g=m=#<I_}o?&^q9e=L~hE>2gjOTdY`H?
zDqF;VGUI0B^`(pJ7Vm%AzwZn4j?=zexWW<?1mGYuGDOWjpu!d`L1b8hiW-ct4DH#-
zdB8w``S*M$Zi$?|UsDzc1l{<(y;8k5_~nIzo{d~(QzkgSQ#hBl#`b-t-m|{)?h2Jt
zxA~Q?8e}c^Uw@))b@A;~{(EOc58`q@$X2i`%~2Xp;C2XDoJiM$3JVO^+xG3|Jz~J)
zT<v?1l_jFSdLB!=cFphY&kuNN*-a2S*x|xlUeKm!w7{Y@WlQS+6Pu>_b!~a=B))4;
z#<YabbqhrzRwv{h)na<fCnjy-QGMIObMxJe_xV?C_2v_j_cy)nTzzVZe(ei>d25Aj
zxcmol7uX+$29{toP!70Z1!fcJK~T|v#e>#-pqss`{SLBDICFl(^P3u88+X=AZ+L3*
zjYE!Eu8Uc7!ZPhDBd&cCE~{63t#Q=h)_0%TmlD|NHSzWVX_eZ?%vMWoH)$pFuXr}?
z&H`2S&U2i%<<C!Jw{sA#mYtm_ZlQhbU9O*P#-i1)3)jXU{$2F4QJY^c)cXDh<}iOP
z4X}?e%XD*)W5J#?G)Aq@;3XfCzJ|7MP|I}Pe#dn!iX6?L3_gQH?8xUolTSwP+4;Y0
z)wxspPSH|NZ;39{H8#0)b%Flm#--1G3G(E0%)51G$HlFpUjzeg<}CZi-87#q{EJe=
zi;f*1I*#wk$QHV`!=R?9LLl&!XKIh<(>(`T`nn~ya6}~-32)6!PCpjYW50cAbM@Bh
z2DKdrTB5`!-d=Og`p$OylUDCn27e6yInloIw0P@A6G>bl0`dqXL`*HfY9Jf~a0435
zCNe}o*%~7qxb}MU9X5azc`il?8*1gk1I6F{-TqK`rS?2GV}9YIZHGS?iC(!n;iI!b
z+j9Ga=sNzA?7C9FJu5OBKOExie06!nj^>HITxAiH{C@J)H16Ep9Cm^^^hoiyOWjF9
zH;!Jf&2p^uUZOZ-?S&^s3IDHteBQ=hcvRyP*eh5P0LYbKUm1d$u}JM4cyUFfcR}qU
z4DW`X_2y~-HE3%6CUT49%!+@n{K)D3{!*=`w`!j`oRenlDYOvZe(Y9r>vu1~8~2vn
zop62j(ypc^%iyGdtKw!dzqo{bi$pGo?c(g{-+%1<WWFi}|JiabxI6=L1K2YbC|MZX
zw*iYo`~q+HnS+`%XpV+7w9U;Fbj?hS6^x9`6pR#747tofX6JGlf$zl50n@r>rbY@m
zAQ=S9Kp}@KgDVYZB>=Jz>=JX7>}CcpeIPC*)O<7tWluDRSIi0R^W|$&<Z=0Kdo-qD
z$rpZ${$o3S?D>B!OzGIwJqMQLE6MZ-W<2DI=Q+6dvc%6{N-w8gSD&5nf6=Fw4eC1X
z@!V&V9=ILaWmp|(`_bic?a}8pGp$zY|8}3;oW;lOm(REPL~Cu7l}^fI*IldBH<uLg
zJ^dy>^}Q#574xG{I^4M81mse%kI|Y?X7Hj1;$@^kAOmps2{O_H9v}h@*+9l;g2Cg}
z!HIdr0Y&-X!Anq2%d;dgCo|bGFFgl3upL~Inj5BI1ThHv@C>JZ1a#2J#L^6Xv<BQ=
z1G^gHI70DZfwg@X8+bbJu!6vz&!W{n{1bcME?Jcl*>x%E(?b5MZ`l(ftUXK>diekS
z{^Sv~lKp~?wecH=vUl^WRb^A;!#>N&_5^WucgN|vOB77%y1>-(<XzO!x#!PJIMe+*
zx6q<I>&lXKjGO%L$IiK%P%cz;fPK>5=*F;BoMrc)-@E=d>kR+76*5njWI8-}F*j~z
zWwNo8Sn6-TANxvf-^>0d5kK2eBgyx&Nep)k&*O}lvnE`ryytLt8?U44zpty7NVwG{
zUNc^q{;YDMxtzFQxXFXyL;iA?k9Y7Ne^DMf&3yjtsi6w8lUMQZtvzmXGhF}RG9LE!
zC!sNWCt3AK&igcP{`zabUVPk}{A@y))}H##i)t$l{bCK8(t)cI0tX&Au#L=3z{v>A
zF*LA1D}$WiW7ou7#Ri$R0Ck2r$sD_e&vT%3+CfzuqMQWV0(LJXrQmkspc%Wi0OdT;
zP!OqO*QUmxt0_TA9dxawv5B#Qu_gExO9O>y1tVhv@C}!sTP{ILj6gSDnt-H@EES9m
z6pT!bKm*;;3TEK=HnT8QFbDS>4HV456E(&LAjPJJ3egH?hM<@ST_<Uv0J`1H0IUgo
zk9({F<Wfrma|KgVO9c}%2yJQv8um6<Ff}v;4}=(j2h2dCAeMy@MAX#OOu-b~RW~s(
zRxkk#m77BcPYjI|%+1UcObtvFObv|`Ow5cFVihbw1Mwig#wr*YSt>+>jgD0?G68wm
z+z8}eBQx;5bLLnFzri7mlsFuVlR*R8*lxWXvX{((GYOI(2^N*01{Oxu6+7u{U$cTp
z>vucW(=%O_ANVitG~Bq&H|C80GGqRPhqnwRFD{7v@s0U=)@+{6N$(FdGEd*IhHq-7
zx>((fxVec*zS&z^H|~#QeZzG98jF+B-Bp>2e^#%PYq~J={AUZt@R`f_H}!1%aJjc{
z^4y!j3x9Llus_^=H6gk<)&Ks}n;(Cg@$A3QI8%cE)11tVJ6`L*eh4c+;It)I>+P}I
znfENtCm*|R!!Y?o)1?)0hb^vf<>amtNV&6hPOAF#PYgZ(%>Oy9^Ilw+^*a6ZjkC{e
z#4Ljxx2S4$mU#rWOet6rq9p2a{K&*7N={aVDl@BuY`#{0i%FQ5ntt%QLjRpDcK#bC
zZ!uWzFlUm-siXcLO_L)QY4EAYZS3Z<a@_UngMx^@lA)4e<dM6toCOzuuGlGa%XX=C
zSO04Mqqbd~OZ_yCgz2R(J^a(?$Md4~8+S#%KGmJi_4<|eEvX&$yBEsuIbB~b>$_D6
zT&iNW{wzRo0ggLkQ^>G6m}6*Q0dE$fmui@|+=E6@Q}a-76Se@gmVziMdqFKFa3O`L
zzIoB+P{Fo<T};@OgQxTbHHg3-gO3<Hd%A#HI3SN2ftoWQh5~pP8pI1%01dEP8sNL!
z+yZ1MQb<4x8Vh41JySzVP~39rBN|wy=7xGk7M2EPAmbs?R{|=#^^7cyEX_fJkhT|u
znV(kz8%H-ZGSo8#&(A67nweYbnOT^dDwr7=>6w~Zm|B9S;0^RFEzJxpAu$i~6m+Hy
zJoF0oHAoQBmcvX+INEWBMh1Fj2Bs!vmLRtwLI>n@?6YkapwxpD9)t=d*m?vzJ6<kW
zHmR5sI|(-1)+MvsnYGcW+QCCNSC#Mg;*E9;zCPlaEgDPM@6{blTf4<W;jc{nw|3u<
ztH*C;oL|gueuB;B{gyz!V-Me{e9*qLB~j_2m-l{weW~}O#8?ZBd*y!JDq+^<I=A>d
zXu9p=)i~bpio}b%gCA_!`SI$~EGF~v?D_@lk1Nldnxy^0Y3cQA`?lJC;7ENP)mr^_
zdFcfk<9%w}HjZLX-1xZMZhIB1-N~r^sK6_3&S6bSiLdYLyjNwb?~iW3`Fw)xanI0m
zDn?686s?5bPMpMh$xUHt(~FiZo)b113#L9}lGWM!Y5zI@#q2)a+C>`{&kONfA`-*(
z>`IP%X)xD2O^;7C-Uo#x6)WowB)G*-otQ9NXWNMrHj68#_p_eZU7YxBM}f>Qo4niy
zAN_9}Jh$rSPu2s!7M{gX+<-$F94p3#D1%7gl`CKgNJb_YU7*1zj5_4)-rIdC-hHw^
z<l-NmXA;T%&V4~3AT;*s`Aaem@)Lr-JA4qiu=YQDTlW&l%y;{Ym6d{*N+$ebh<&O3
zZ5wy*vDp`Q+z+1jr+&M`|G&q}zi*ya@cY}}xA*UTm@eeBV`<3YxA*`5zFq&9fBS#W
zin{)lpQ^v<S1I26aKHZNbI3)RZ{`14-ud^nzR=pRx8QZ>?4Q%O|M&U-_qMd@tfU$5
zcZUB8uIV?PUgG_E?=dqk>*_OGm)_aA{)^qqPRU<uw|uwoT2{Yw#_#I)I}=piEA~h)
zE2&=2mg%CNp#1x@eE$Cr<~;9g{byyI*lz!?_1Qs{iT{5-{(akCNbcX|xBdS=iXE=@
zOALF}`tQ^Iyf4#@e(1lgy-<;q{hL2DzVm(KgPDu>2L06kyLa2fXD8${yzgneR~Aft
zb)%kR=Kl%zy*+2HT&%xjwcfIAF0aj^&)Da$jNcRR@6XN1n9_+$mVUJJ&R=?b{`Qc6
zWrjDhXT|q^n-vsZ8zZ>n-{d~Cb4KZ1_Vdek&M40fuPON1emXK{Z{WXARRK$5N()bN
zi0j7ot#tc$IR1Zt;e;yB_bZo2&oLGF>al1-$cgus=kMfc3N%K|eJa47{6%0hm;SGt
z)u%V#D+|`V_EYY4K;Z<dxBqVBz2E6Ok)1t>N%7f-xZ*j*cRIQi?s%+Q`q58#!A!k3
z{~A=M$^GP<FZ^h;!;gtMi|W-oW(6%<^m*?QsY730n9DKeR(9z8H|f{8xTdk`x^oA+
z*W(qxep$BuzWx8N+FZfpOU+wCzO3@mDU*5^6X7$LB}?Jk({<@QMrqEO*%SA$df8gq
zG)!3I@J?>|R_}?4*KaC(VrR_^S$W1#MkBbRIqkyV%`<<^bDVefM)H;i4BWc5TfM4M
z%Hr5e91M1>6U-6mSrTc~#wt2_N`qX^jHv5uW_P4+$zF==yp(m_lzoQxbaio!;EcVA
zTx|EhKk6wl5zG(@zLmRE@CJ*@tiF!Mv#)Nc?h~7_&HUihlOEOyWfRgqseJOh&06=^
z^}X_9#{W7uwsA{(e%^IoFnZG)(eD+{K9<i5oAP!2`3lvg#Ws8!S`W@~EnZW(wz<*7
zak~Kb@~_ufcgg?Q={cjp({k4Avfnw)Gq^MVnmP5P+;1>#&g<e8pB3VB=7OB`nTuC+
zaz7Yt_^MFiHECam>n59>j<2-)o~OU(vA5+laH$lVt2%QxyP;NQh~ex5e;Yd8bk}^}
zs?HRAb3xxJ2LUxZ`|A4Q&!xT=N>S<SHM+~R1Lr5i$xNGc<yv{>3<;a6h+oo{3E>8Q
zTzkvZ3iOqaAIi{C>|K;`T~+L+M5z|He|7bJ`45v0*lt?1m{oL-W$54Ma`PH9c3s#P
zf2sPRm)fKgjMDR`PchqkPVH0P(%Np%Py6m3R+un5L+*&*+ic|ui_bpKEQN2)n&I)~
zvqS&`_vFZ&jI}3@bme?Gm!Z4GzpH-lK69OY?~g7pmCGzzc=!p!Vih;37QY4c&s2Dq
zTq{cRbgAA^!j?V1S5?rEX`*KK<|WUo5<hK?@MQb6dFgd2$5#eXG8^y8OlMR%<r2A$
z$M;b}tZr3RS^@Xkq!x+JZnoaA7WXgnqIA~2nv(6gsM#2FU1s*FGiFntMp}A2toXEm
z^`YT6CgbCR%o*!bv)a9Q3#`pz->O?Se0TX5@a@Y3*~`kEt8RDaPIsv($(pz<?q<kI
z3A5SOe8=tHIm*3!uWM#%uf=^)DQTr^-t7QE&~=&8|1wuhYQARZ)GzwedgI$k=NjBE
zUi^A1wOvT6RHVfykd-y~*ptA_<Q|p1Ie*UmcoVw&&RUfjv9$|r-hXM}yL%{t@j)+(
zU~qqU-iynP;>{Q2T(>ixjg?e6vi9`#9}z7VUUl;+n_T`jHB@JnppxPHpsZaL3;pwo
zY+dFZe|9KxVej!qxx?mjeAwGcHQO$zHn@j+=S<<5IPd!-4UrRaGd6$J*!_W5x40)M
zBH_i(1@g?PKW3KvIlMW=tZAmfvN__W-&{_bajCM*wm-&icrlUvg9j&1?7?+u$u0WA
zscX1Jm@ce4$icIZJNCq+l}yiN6oWW;=9;TCPLz;NVoX^5;=4=)bNq%mt8R38wh3rO
zru#S+t*(md4Xc~0qZcc5YcA)a&EZ?$7*v%A?N#MjG)c$f=ayL;d1naRJJ7as#*>SO
zq|_=u80hl$U3eNflj)Jeg%5U4ceA$!h{`pp3uXw-RSTT6*40RL0?#UwN3Y%*F**0m
zkan5p^<080ci#!!3(FFGPi`*$q3G8rT-e-kD56+za<t-S>+jE6<t}*LnI`X=cw&!v
zP`!a;!({Od1&chFvT>?5inxZTN1d}-w7}%A)?<b6877mq-Hqzp+nu1l*uQet0X1dC
ztfY{xG^5OKGQlyq9DK2}#Wq*X*jjX<aDwB6RT=MR`{*SWF>&ZVWKg~O!OKl!^_6eg
zv+wOIWM9`fC)-&sUHE2k{Q=N@nF|knbqfdGmub$ucrjm^pmXcuQ!=Oczm+IUs`EUJ
z{`Nwueapfhp7!jwMXb61OfgfmY7%nO*>e4+f&aye>w}}6&1UU!+dV;|>GsBBvM*k4
zPkf$mpZ|`f<(1IJ7e?Fv7GB?I(%_X?=%m!LH`Z+1;u{N3E-ZIjDd-W|to+T|w^KxL
zVv3rm2j7~TAv2qwcS%RAc45j%si?1JXp>!RD)IPKO3LSuTJ9s?HkpRS^DpS>4!?J}
zael6Ors;yKrqL^ot5@;LMo2i{@o|ZAXnD`Gx!c&bF1^O@-T8-kQl~#9ev<I|B-S_Y
z64S=@C)gZPls(vdbq}jGGAOyuzEZWRP@;<Gc0%OyOY#YEYHyC;m6eX=`;vTngZaY?
zuWA(9coOGLnLLp<YCg+R@yQh&ho-k`9Jk6mcxr~yG#<9i7pJwmDEA)Moi6<3#8ja}
z2V-r;O`?`3ILC_1F-Y=fS_HI3uMm_wV6eUWT8EF0<T_JFy~O-QnfJJZjbt@EW_~}x
z(|+RI>Du%PpEh@ei)`WS8LHBgzTV6zRm+_@XXU9^Nt3R;TvWv2|D~nk@Z^6}SKG`D
zaXBM+GGkTG#GQ+`slAShRk>xxVY8)o@?Vw9dInL;j?YXyd0PCf-L4-o>Z?8nzq?n^
z5UbB;l)Z<oyuVaeaPHbaF3)05I;%!&CRGbwzs$3(Q)b(V;ETB*VpA?Z*jjXqy)iL`
zZDqGbD2GJVroG3V<6q0(I~eHs=BZrR;V07#Uox$|nW8p9O=w2n$CeYa#_XmsS43uS
zd{<_EqVd$xlhVBcSym4$W^0Ii%Mx7^cyQh=vDC)7rVCngWit9Wx!qabh?%lEP21+m
z(mea9i)o8HcU<SyPq*Tq@X6lT_|aVJbl+dk-d*1lyF;!8^0pOxxuJPa+)Cxh@hi7=
zt0sPQdUfHqXkg=-nt9Krxrx534e^Wm5&L0E^_o|SlX=}uR&WSzS-7vlJJwJl*7vOA
ztu`HhEv2NL*O%1QIl0Is^jg>oW=|+94G)p|cvz}rN8zQrk2xy%5;t`Hm|!I!^X}-n
zRTGl~&M0uZ9PV&7Ph_hu+q^IT>bGWI$Eb)OiA#*-BA*=aI6rglWG5SY_s(5UqcaNT
za2^e6JuI<&8~2^rPn|84=N3##tkt@g))MTO;jo~})uV&CZNW?%me?t)%+ePA?7OCV
z#iLt@tu)R;OZEJvSt`?(^O$Yj8?)fz!!55%mG9a1EuNqv6ZJsa>|<SKDvOFxX%PEH
zO97GI_o8uMKWfYjxR5DR)&0u+=Bxhi$96q`A}TQ__2QYs+Vj}^*2cE&I#jofzvjk;
zvR-~^A*pQf{FMFtw^nc5zRU1LE3f&l1LiE-FSgD<U@qIHS*5gexAI}d&t;b1KRui6
z)6`lrDV*!Rq_64f&pW3$9TWT=B6eF&bD>V_r)Kw8ACfN|I4P#5?Q-`9htie<hL;V>
z)x$R#&U&2H%)a)x&60+8j~mT58{Gr<zv<t!dd5M&Ky#iy7bmgsa;(m)4{>U5nLh1t
z$8GtypGq`Syq`SnXS36M5*+(=`dpTvnB@Jp=YRT8R%yV;(ebwb)0Jt@RZ`AyFs@~9
zX<8bxW!F7M&zrM9>snv13}%~u?nPt%^oc(dPB_jl*EeR``=y|!z^(Z9^Z0)+zwtTR
zJ-)fgeXeoV4^JER+aiMhRu;9Xw`6?Ke^zp?=3UCl74BPKTvttr`j-7<!>ONh^6xax
ztCO~y8`%C^c)Q=H`W?loH}iAz-iKT<spM6-U3leL!lTBSSN@p#Y^hY9>6ha9)wcV(
z%k25`2@j;*rw1vl&?@;ZFn_vk@P`I=_LC|r9NCmQh3#6qwJ%NFWwX<<M0EcAy~aLz
zerrFKJagrLG2_LohKWiqEFx45o{4zwzrc|8Iy6dEeJR@}QLb6y%t{9qAG^qqxV7|6
za+_7T-1T`Aw~N}HW0cKtFTPU$YOZH$dxg!)zRj;5%S_O`d$8uXrNVj-^+P`=yR4CV
z&t3m4V}U(e4u^!>8w=|%EhkN{Km1kb5_SCZWrpmY1gmnFs)j0;tOz#^|1&BURnuq4
z{*t?4^+i?J_nfd<qdebDU)#Cr`<B|<SETP)-nB#iaAPQQqp69^HG}0o+w?hE+^4F|
zG3v0mm8YVp&Ev9KY~e4iq%aOij?FyZzDxKNOzM&A3S7><+TzBv{sV_rnp98C^<$s^
z;tRi;q1Ddsy^GdKvsdXA8W^cg`qZ@UnfICVCl0P#eb&1!VD|eyPs!<WpR->6%xqXJ
z7*UhXXS1XJ@UcwxZ5C&%ispRFdcWY}hAm8|L3d@Q&q?iUoRKH~I$Bp|sbgEt`F}J1
zNWVYXFj=KA?7`fF3M=2(&pI*Pmf`IMo#`36%I8WZWq4Lk3z7X4d!$1y>%Tyhr+H`H
zLt|OPwX$`$+76UouzMu1r&wFnxj^4|b?Hk(#h)(@o?2zm<y&kg5h=QSUFo%rXLT&}
z93DS$F*V$LLve*g@zV4~vm%%9tTu}+&|0DA`qF}d!9&V)-3oij)1HBbW_<GxeK;KO
z;ls735-}2!43A3H`{&-~^lE<jMn|Cg-mGuemTk?y-FVKg;I&hk6Gx8J9r+Iv6O~Wy
zG6__>SG3B5|4o(3n>RX18+o>WeVBRc%IiNbYp4BSihUe#Q~!sj9s6yOlj*ChOX4S1
z7&dJVR8$eDpVwCweD2rw-YC=HHS)aH7cS===HK%9$AM{V=Y_21t#q8d`|!_f{w>Oq
z8(%z}uXfVp^u;xfeOX*`Dz|UU6H|=6Bvbk+H+^r;EYprjTPAylTsT<YHT%+pn$zF5
zACrBNk!HYDwShA|@=|c&r!aSMVbQ(EcNiZu*k4gCGNs8$|I+MQ+qpknX0vLflw{TH
z$^G&7z-d3Xm>(Kz_MbfKbfuAl$K(p5XHT>FEf!UyStkxSXKdbZsjrBSM@CUAZ}-GH
z_i65qCw3KjZ2539k+ENd<qbRcr9<wGRb0^vCi42%IMj>V95X!UCa~<vg!ZrQ2@)Q=
zYb9hdMP`Y)N8AZHWbMA=)I768Y7Qq4HFhvhe8r__Z6kcW!EtimxerWlZBr@~i}x+!
zczM!D<?=i4oa0s^=eYeYJL{f4J<r6mZdXf;YSv+=0x#(&E$2mfwN`#vnL9yus(er(
zhp+SI$_ZPAEiW(>_+8xSQF0_?NoT9Fs)p`Aiw{DfW{VDcHjDDPO?#JfT!c6D)6)f$
zN*<Q?E0-n~U1s+Q(#>LHXq;MQQp$K(Sv*i{SADAgnU{Q>+><J2J^64dd&|Pdi{oE9
zZm+l9lX4;U;YFi1CoOZfXHl;*p3Sqo%l+IZ^48i8)AW;!r=2e?<u;lssN$4iUh=8Z
z%0Aknh;>5TOpf!ndIVU+9(glwFgaeb;oVb9mFDt;d5`^<{I_iuc66P)fs<1w<nql|
z0(?FzSItnKnm(C1^{((M&l{=s9cx!j30>WO%|>}%@4ceiiAFba&Q5-|WrD+Tvj*k-
z9dBMp=DjWXcFLURo7=qI71O2JZfO1PW}aE1l;X+h?>EaYb_wF9Oy0*2KQJZjc5yCx
zs~Q!a>0c%{QK3SA;`WQC9t!@B9bMkH6<#@6I7S>yWVJEtxgcUuoYD5N>13R&W6H62
zoXNRD4jU9DH5x@^ch^t*)>83Q>{Q{C1<O3d*0UYkG_$BO-l;>z>X$ZSieS!5Ma~y&
zuTHgo4t&VT%e6zyYnqPUJ39-3#pfALmz?cWNj|iV!+VmSz=Hb~{jYYIh4TD4#`)%y
z)w{^3B@36#O6uLh>~hRE;Ai@WDA%166AfN25KOUub1ul?-9xT-x_q}5oXDBmQhn{k
z(<t2?-?#0UAH3E@ppYR(!Zy6R{zf0i8`F==gzWAtuzG$(b=I3s){`|7p;AITk&;q%
z={8r5`j02Ce1B$@%=tMJ0@idL44XLH<HIa9Chr%Q3a-XSve*_}+7*3!V~@k7%#5NI
zp1l?eW^?E^|FBu#tS4G0dR=_iyaiudB24V(?0#BRzC}sn%HGJxP&aoSuX}m(`-SyA
zR?a&5$Jj1ZbBExBE5eJHDIa>k`po;tmTC2BKMx!@x#&`W{m=9qF5##NXSY4`?Y=Fd
zDjRG&bqVhS{>Vr^)2R^^&E=Q3&yb1_Fs$_sQSeT*sGgZ=ohY&9`h;mdB9=Xc{8hEP
z6J<QxcU*0Hm~y??fMM6hi)XABzqCzyc(80^;+Zaq?pwh^HeD&dw`S%~dT=;z>XVl%
z!>96X+2Azy*0V$YUs?BLuSk+#ETSSeZED)~zCeqHt+x!mns$4<ez|Dt{rhQ`KEGFP
zvwr+}^W?>uifgLnGrk`96cpR`Xq)FXHt{PHUNkRL?|Z;1>}qPIlVA}PJ)8H<14i#U
z+hB|1?C0OK$*BFkSS|fY@jdg^j_)UGCM*9?FiUi0d-V9OvW<Nu`>nJ$QlC_AcWpb|
zaC+jzeTo<Jf{G4Y>RBAdTc)f(>-Lg^7ulw9s1@@i9+_0RCZk-d>*iGP-ZE{k|MyzT
z0xJ8JUx`fg;Z{oGVqeJmgUv1@R?K-pWane{IT6_>61y+3RXWM95UL7$xTSgdfytld
zD3`oGv38mVr*1^@;(x!RPpcHQvoM;~u=`~7wuV0q4k<Fs>$Q}B&dah)@RNdSuX^*1
z(j{LX?MmM9Ah@Km#B=(wO!G34bmgd~)q-mil%jH$DC)0lk#$&jU$v|<Y5Qvf;i$Gx
zs`u7pmhvvrSQ9Y$pa;|Xszuuqn36^LxprnvO`gd<!$raHBJWg{A4+ErUDum+r2q4z
z9x*3>=R6aEy_WMC9&-ij)+~|pd~)vWp$EI$I~_D{>Rh{If54Wf-}Ic7XlCyNrRv}8
z9TnXkcI>xz6)!$=ZLV-ghr5ux%7W#0xSnz6Df#*?Q|s5tJ@;BF>IJ9f+^UQEQ`d1C
zvqewxP=CvG`&him8w;@u%F(+g-w<q+C~Deyp>4NdV2xIu;7bST=ty;=@aDgb?-|zz
zN4{IN`v2CZWV2PuliD~7B3m9uDmP?bZ7#d=ds4)X-q%)3blde(w)@}76%J25+`InL
zn!pX$WaN%W=3e2G?cv_(e3*|7d`afD>k03}J2!`?C)#vRk-xCd*Eaj&hEnN@1aIqz
zb}NN!nKhS{GOs@M@i|oN!;o}7J&D&sXzq<7m4J@J*?$gv7f$88mp4~MPsJy`ee)NU
z#HGthZKhvuI{IAwy~F%@sy%ly>x3@-`?GfO!*3$0=G)hM^g2)ceC}NB;kS>s{JEoX
z<AL{?S1;Xo!!I1uQQY`C$N!pX-t|R^yYs7VU)XqW-+T@C)j$58n&_M$^Drf+w<h_D
z+RKYN$@gE#X87=*SIUu@F=?HA|4kj<w{I?-m}WNR%B6Yf0jC5PpQtOHa(hO6taERC
zSU3B&-*sp6Z=9C=$a>CZ#;0H3x6hf7xw<J%>gn%|r3L$BGN-M~R7_qMQxLN@((z1F
z$ntx}%Z=EhScMWlFj^PYSVg|Kn47d(HN|h$A;Z2Hh5z5CDZkSw{2?Ei)H7+jA=h>J
zhM>Tn#q<Bj`2D|<zxw4~<*V}_+j=x8Y*A{m_>dyE!sb9sU$m}p#6*!KJJZ@ltQ;<7
z1x+3@6((OaOlEN;7JhE?i()#-q}+49yzTgjyHj_ur8G(2Iy!&p_O-4e922&$ecwBg
z*HYDasddR2)zxcV+js7h-R1r=YRk<%Grn)%&a%@y-!j2=YV40oRwra;EdTM(v^)FU
z<tw+JrTpYReJP?SZqn?#8c{R)MABa-795$fIIv}!?oQ@>@r1^eEvJQl@4UAvPiRwT
zqgtPTYR~dl1+R3Kt5dsf$cJt?qUrVKcWEF?O=js)##Ju97IW1f_FFU_R1SQU@Bbyi
zJ#E{<9DyByi!No%na9DNx;W*^@hvktoXrj=_bT7Nv~1y?J?43R&703KUy`w!HubK=
z-dQ^*F+Ym<mLjCJ?Cu=Kec{fzHP_~xJ#2OFhWVL_b=luMb_9vK2Y-BC&BSluaKU-Q
z1xw@qW@6e7`$A@zI9xhYW6S*f$rfL0d$)P{kDc8=9TakMV>u=nYL<G(@d?kQ#^1MN
z-<5NmIcN3Y=HJT(&n$e_pBLLZv8o}(ZFOwrq2Ngzw$}=h)ld8`n04b>{+-EwJ%5Y&
z^tRmj{^y{FJ6lVTX;shMJf+=gvhUpmmt?-aQ+g`4j@@nF&NadY7AGQ=?yoVDXqz-+
z+cohpXPs}hTFn(fJMKMl6tG(NZP%H3o<d8y9HfKiN-vmd%YXJq#1a0WmIRlJ``N>~
ztE(4I*1dkJw)=V4Y!-?BhUWYgRTJ9JS?XUsd`5l8w30(-rc_NXyX(l<#`s`G+7~VB
ziW7owRd%jY|FK0>W!+KNrYG^$*CmcscV7O{T|X&DRi|@@L~vMn@}r~`mX8u7e#~us
z_qQc-)}xG^@~z*NH}F?io;bT-Bh#kpol)ecy5~>!iakE}Uo>XYudGJ)&F5?jm1GKT
zueiEw=ewDYC-)p$JB1@>Rp%UkU-2`>&)1m?6r7K~#CvdS=xQOJ7@uI1&r6N_&aM>Q
z`N6<;<~zChzwc!EMKB+FH(6HeSdq-BV_g%&o`2>$DRIM}uTz!h{-a}ku0<Pozv&s=
z^waK}QJ7h;BqaFh!k*W1Ts7Af@BQjhT4ifyU46TZ;cV2bfTF0^=kD~$s<(DTUOIMZ
zMfti8A%PiL53^715n%kTyyK=w6=&&s=O=6(-*k^}<q;OuX4qD%TXE8-HTjY?`>82x
zpQkck`yhPu<FS2(3KA*Xo^8?Tk!p=!5h=}mbW_$%)_nyBzLaI373W)~Hle~|yV3Q~
z1oqDhmTk(&-}8RQx*JSWzw*XdAH8&Bx!iAs)7!q!tytvivXd#I|D4Q>nY+8Tt^RP(
zwCC})8Jm1nPu^N8xa7#%P<7#`pxU$fu{wvsvMz0kkK81g9(p<aO&Pl|hfsUzR|g4O
zz1^`vk4k=9&S<vI$};xRS;}~zMMyk@>H6c%ZCu%%Dry3==1saD{<LS(;orszUZ<zA
zCOiXQkhz6<!on1njqG0DzHHoYH8(YIs1!F@POqA;;^Q^dtnm1PLI$IW^0rd#2dh^l
zf7)F5fT>nIz=wPGR1<{_{GnAPts;gxPZZW(SmK-Bs#SUKHBTGowc<@@D%BEf-|JVL
zc{HU>PH{PN+(E^tn=+4_?XDep7*pp}quiIMe$h5!+T`c6zbrU9o5#-M=>=QuqFYyr
zC(ac26S-TWwc*n;by2>y%Xb{(e#vHAJ0F!RUUKV2;oJiU%VszHTD$b^mo*i$SDn9e
z^jqVZC996U2z%Q3Ue3=t?j*aY^BwhdPRxJhk1~Fj*xEHU``52JlZS2-=gnG|eOtM6
zj^OgWM^g<{H*zmw<K?q2kT5&)?cF3P7M@4NJp7+_Zx*%tVfusbcyj9fU22<lBrtul
zxy;$O@yZv*^E#Oc43mGcOuqZ?jKs@p3t6+eiWW<Y>mBbdkp2DP*3t`&D;BS@me*d(
zr*7+OG?nLF%o_LKkE~2N{z$G6eh|@iFxc3j<)2rE$jZh^=lJGm=e(Wnviiz{AEC^;
zYh)e@Jx*1rdZ9YI_2Yw+?~b0_TP^g=ZQ92am0vt|KQ4JL;`4cCc<Rc`QyTu4ub-Z^
zX1Qp3#jVZ7*RHlzT$0S5%Dcx{RY~$u5af1DE3cTc5Wc6IOpYitiTb*3y2x<0*?4Bw
z+M1uU<W+<{vM;HmL=-mfQGd=CeNu^Ms;KPrMQr8De@ZU1bQ}z6IV#8dNcG11b<Z=r
z(@RSuI(yz2h%8|YYpE4|T4mxnP5$>DPhF|X0>x90gk;|BW?PoV$Md9EXwLJA=PV1f
zE=g;N`%d?CEO6gtlD~7RN25Xh<jgH|-4804ZcyXs(Rn-R{<T}Xu6f6(`7U^OX3yH)
z%Phnno<9FeCEmwZs@O&H+Ei!9XO)K*GmFm*_njr_u~7Ji`z<z)_{Xb+I@a)iZZ+u7
zUD_aeNA{w|&a`rc=Hd$(5^L&`=G@QN5N;wDYsDD5Rr5D*RkQmPUCz13ErP!7YU|u6
z!h1qh`j+V{gJ6?3xu1M|+e+A(vfr$#ov@kVoP@Su>?Bzk{<SgeO;OqJ=I*mhS!yY>
zAl1_1hPq|R#?!N<W)|s7?G-TB(VLomkzZzS{`N`SJw0M}-g2|%vTwJj<nidP>EI7P
zSC=cg#URFFit>Zqi5t|OHcYy6!^+|!&sI-Er=mt<rw(by=$Lw^p!45~Ehgx@M|ZuE
z`?xI0;>OuSp?uw;W-lMyWpGi>bqHuVDUg}%pkNUaCCyy=SK=%q_-afeuLDY+9+I+>
z{jIlEuCMc0q<EHxb&vMq);ZR<A`f^>_;h<mLHFU%1extyXTG@IwCyNwdH*%tHnvmY
zn$y0ViO{G`$k^;DcJJeoXWDYQc{$&8^SQJ36xaton|{o*;PZnOYNu`|uHP{+oBuG=
zG-c+SeD}>+icZaVDDqWr;vJFOhb+$DPrP#cOwFtF%cVL+I6mE0bII(xqqOtVlCzS^
zv$vV{t~BdYVm!O}NYld!TOQS@&QVLTc+0AzJTbs7kzs4)jl;k0`74D@d;0dSQiM{;
zee)o#6DLpn+SWJepG?QmTW8O@<wYEvyQMOHo9>qPz6*PeBppNEx#zSp7b`!vl4bvO
zcX33gVs2Zx-?_rq0!M;sBG~txy0v;8^Y4zy?@dZ#**6{GO7_s|*v03Wb;aijPm|)I
z*8yysq94vXy7BtL#bP|k9~1T7?cB?CCvMGgtp({uVc)f0oHjXP@m*=jY#-HIN)8Mk
zmR!E9#Inuh*hUVgBZWFmhwmKVes2DnZKl?`hhMJ<vtBC_<cYrU-)!ODi+8@V2;9DY
z!Ru1gA)x{t;bgT*6F;)CmU87wRq8!;tT@c)uM`m0-S&2$B7;~Jmq@!?ZvX#htX$$B
z>Vz~j){F3k+?xH@#qeD~Z`|+ci>D>1uN7I{(aO10;Le9jQ%-(SDBYO-Sh1M%rPG4D
z6O>{<ZP>l<x@@6EQ|b*bw^=I|g<SvgD=W88xcY3sgdLoWE007)KK)<bZ(7m%c-jvm
ztMsPpO7_g0see1KdETB}zVN_Y#yej^8SF#9o0n?xzSR1}a-ijP(80F1vRB?PZS@P^
zWv70-Q20b*`7tH&%#ZIk?K?kbo#4rBDIXbhb`^S5A27;dE0Mgt>>#sP;J&L1XU`~A
zZLx4+UUEN9r&)*Zxi^RC?h_0NUk@~hh;&|Lb^i0>K+6HPpS<M@Hr`$G^Ub!?QZ4tv
z_hJTz#jVLRTd-ocaR2tiX0_}4e(yD(v(W0!Z%)n25$tu}vNhUjs~s(usV|pyJa|Au
zc>Nda#U9s9dM4g{y7R*CV{XAZ8tDdIyKY4I+W8#mSQheBcxMOe^DUOl26iD=dH>D)
z)VINKmSf0KMHSJMzhBHZ8EOT4G#t8rc;Y<iMaBwirwC787c5$&-L_24&cAqp&+H>B
zPyMLso2};=utTxZH=N_JYyQluEj3S;q^zACzGUMY!IvVP2ioqka$nu=>G62Sir0)0
zQvJz_BIYZ&7oGI_@zE}cGwSvNdx3;xr@ALcem&O`Pwu`Wm*=C}{_*HcrRU9jPp9sz
zUgG#}&C&zkStoh?Q+%6icSGV<^x|*+i{{)G$WiiJGv#D()x{Krg-+Rp8(&3yNm|vk
z(46(RNB76gYo9$Xn~)2-7t=`CW@BgQJ9GIBGgzV*9Z%M(;&H0Y;tf#^iAqlX$aHtn
z0cUTK2Q!ja&D`WZ`A0?OoJ9<J<yL{2#zME`@9{4^Il0=5FM4z21w{{AF301tPhQ5#
zNS^BStTuY%JmVeby!ZWqeRkjSg_lX6b>^z{uHM8JuJL-e#!3$ME~nesk;lC%VjgG4
zJYHshhJE>rhnaRe9*fC6yZrOZqW3>{+|RS)E|qz>;H=<k=KYJZHPqd0KATt1pVM{V
z`lgKbtxp?@@=kObwVjW?Ft7Qs(T+Vjby*2+GIu(EtXjgh$>X_!=cVfSR@>wl(`)l9
zmRB{@R%a${`1!O!Pjj+%!~zYzWRo+7OCv<t=2q1n*s<YRRrTVDYrW-CChJ!{kyTZA
ze?n1er{vQLu2#Rwq8+*)J1*L%ZK*izw)2jZ(cBx885F#k*Ia)l@OH`^_roe0lM2s1
zsM!ACji^WS^}hLmv-1y5T)RXqqv!Y0a~rv8Sdve)GM?EN-k$MAsps*^Mt;G>cU5c4
zl_TGsK2_Zndh-4B7Z*DsEbYoAq+e*OhdmCiX`XO7$C_VQvDxIQRAP8oQ-itBuESFs
zDr`FcsIT~Nq;$pg2j*fM1zx}H{q(l;n15NA(;mrVhjzp*IJ|G~9Uq}bE7w#B2TfGj
z<Z#P4pTRy5axdl$`}U9nQ4CpEx>he_@Ul|*R{wFLu%^}2tB(&mRu*@(u?5-8bJ}%!
zOWT*_B}@LT%W>m*`i@aj>s;fmfaqmH0kUa-r`S2C&EhB#&v>M@$YGA+5yv*k%Er#v
zpIp)#?#)i|^RJ02Xw~p=I4zOoB_-`C3Aq>3!(zpW3CkBTU9c*4?FkUldRX6fF`%x?
zUGitsv${nJTfb&F2`VpSay!Jk<|^NbZ{O}52yL_x<YyC_C$&j-wc4T$^N(EY6p&pd
z7d4xmE9aPA#KbRY?WRj^ukPNq@SJ5BpHookuAR@=ivsfVM3`zeALJ^iH~f|C=PKlu
zvbsmLEX(V(`@M+HqKZb7Wh$@wt;7{v**n~CpN?qQaeQsYTC>W|^<PhTcSOoL+&y(X
zV9m>2g6}Wxj4A)JfLk*uoi|DOe#*_N@);9$p5JD6P2j!8#+iC8xqlh6y`Oez@3?67
zDXVyKX{=xQ-zig<Za%(wV!r+~w>e)G=kq5%jph2hpgF*MTH^%U`U!95-2BXbXV*>H
z(|2r--2WH3hllarynrXplkSL3VL9+5Zo}Fir#!kjnmNqAzSB6@mK~O^^61Qri+9{7
zt1BnDoBw19dKGJ^8n0RP@SnriU&muFMn$Cg&$827Qef}wVO#ukRe_O`;<p*fAFpOg
zTAws_n_W?<_+fuRxZ-t1xowk}B4Ptuea&3uJ7zA4I)1@%TjZ8IbKTu7E^b}X(<&sl
zVTaJ){d;9Id~a^ud12F|>_g(7W%2P65r>nFmiI8p@=di|8o@6jp*8=>V)^!$9ZP&&
z@5<Q)+&#Qbe!KAZj=ox*FK76zBVSbR)BmF3ZqIjFu(tYM;-fW-?g<wEUMDcKps1^<
zPI|Yo+2eu;C&9&P)lQGqxijBe%ic&-Hnr@&8!=rZTW8`nyC<(26>QpiYc_Apd-E^p
z&+#=&mTf+lmE3B-wtc<Ksy)*hc+VaB`n>DvmYoZCTl|rWa-4tn$-k9*vnD94tccHD
zvcqJX$xa_B%Nu33`ER848J0U+hImAJ+un0)wAvP0)WLqK;M!)7og1%x7t$`%(FniN
z;BfKU$!TKFlC5H!%tAL^vGct-OKZ^y<?sj3L|cCdw{&i;e{|AT>u5lb#*5%f6?(O%
zlV9KHPRMEF5^vL-J+)|0^oOI~vFm$9O7A~O7W2yPlU#T#>`TlymN!e&wt0K*d%?Ee
z)$R-1F=nlKJxQH+=V+Z@7$wPkLF<RWQ7M+V>>LL%7m<&5-#t8AWK>qcxhImZf9}$z
zYObe!H;tYi`pc*JUNiq)(3*=|R<W8(I8UD0%=pL9{A1g)FZP=lC5oTCe|*C@X42%h
zuNOSLYkKvVquI>#Y3n{--0Z6>VxF>o((MloUz|_fOe{Z^b^3Vs4~<tFrcKO<Il45e
zw%L4=3(JHJUiak8Sl-L^=6uqb{6n+S-C=QDjm^9_G4GwFR{vylKC<hEmS&gfg^nJj
zA9YMCdT-5t<$uuj!c{Yd#n%tM5}v^`KkZ=agVp>-&sWA(#akNr%&=(v?Q+}j<E0Qi
z-`BA%x@I5Vsy1^!UYyo{OIg$Sa=wdtOV`EPoO<`Fj6YLl`WH?<mwNZS`pylPv-D2R
zFc15YB^`G+VDp4E&cCgtgRULEki>5^%}l20nTqvo`>o4cmo4f^PTqYv-(N-0=;QGd
zUrq+i^pk!xYrm1J+0{RKmp0zCa}HR0<G%WG{kgq4KEDn{OGo9TdrXq(pJ3I|xV<@e
zQ^04A#E%;N0@G%9XXhs0dA>be$spB8JR;_v@I}_|BJIU1Bswy82ER-9t+CtGur%ZC
z_nbw$cbt6cc(-i&r_a*;iQ9M=bhcbry0>9A=vGV@mVhH4CM9dKxa@uxn7ioo)xbK9
zudEZjd%_kb7gPvLi+i3|uvX=FA#aM{ufl`M8=kkje7)mhen_?Gd;an@GRKy6o2@K6
z`>IgdS@O}vNGFTklHV$(n?~loou9_0+w*=}A-5~9!m}LKp!>VzFKhhykj4<wum7xt
z`9vx6B^Rxu`zJh6K2<eS#6!f)ZTY4rZ`R)2AY$RM)o`ZVJC9u_-On+WY_W=%xpVge
zsTw<G9gT=<&m`j<`A)Cfeq7nDclD&2j8sMI4M`1cp<)Xhr(RvL>&)u=Zw=NT%q{<!
zx#hS_j6-U&-hxL4yek+am%d9q$eFk<Pd3nEv-<5<mptAa-7l1OzxsaNJBL%p_Hd`&
zDC!B@{md@%`MtkNN@v}luNK*O=kD&Q`o%j0PC3;u95vvcuXCnJeRV1K+z%4dCT?g_
zKY#i_cXK~KFE^L^zk;*BdgC|0)mZpj^WquaH5t#?RHn?<vMYG-ct7WSj#c+0j-Du3
zyjRZObX)VIyb}$gmr5>hWyuNf?|5Kf5tSmru<!e>=2@NIi+8HO<2lG!r2lex!P-c6
z4OO07TMRPT(}Eof?4sV3T~3~zCfew2d{4{i(mqyJGs!RCmmU1KH%zDX-F4xUy=H%t
zf3_+<ICw@hFMV3Ui6D^!ZpFKn7n$lWuig<?Ub?H@yG(xl0%l3A&!_%r?mAvK{p(ZP
z_S9*{D`qWb@;I~Q>T9<P0h15$@a?U>;+@mK>5QA_w`<$atm}OrU$L^+=v_@*ju+q3
zd+p5<2j0qNUt?VMn#b0S>(aOIjD_K>XE{q4#E!K3KUuEfVs=;{*yO;3=Y1a(mqkTx
zOW$(oiKj?<N{{{C69GI<mT@h6;>u(W#aw3c;qNY~PuHmEXuP1ap_U=5TXM@9!+xE2
zo0m<Uy5{%UdfgZ0&wH2y`|h6We6lrglR!`91?EGoZ53u8HP)w3elm4S_?=z%dp>z6
zE5^hvU*Tr4M6l;252HiTz5SV;`bx)+20UdE(>33c`Er8q>APQ)PQAOAadImA(mAge
zsqV{os=(k8wZ{GS%-3Aq$7Y;vcdc9^qwX%2b}3toFV*!A)7&86o{cxlub=tA8)smr
znl4f0#8EBde^1iYbWhbD`-0D<t7~2!PfTuC<qd5+aqF2|c#FsH$e@HoD<%2nLoeJT
zPv6dcH{<fpy662KU)Xs}zoxpB9+lkSu+l4cWmx#F&V}sO)*&}6vu7PoOHaJ~?8Z*@
zn7k(^uElV!Y1w+qm0OEzP1p40@!zWs+{*G5jB!8o^&N9p?A?Nr1D~eb^OfITJYjwY
z2U}3|fw_%mB!wNc_KBSjI6tx9`@}&9%c6u2x~dhj0kZ<5wU@frSx?ezoY%Nj$#qJ>
zfBEbK5tpPEu3Z~`+iqL*l5ZN5XLW~N)fG*dX4T%i!19O5<;3!1zqqEoD=*}UFJnKW
zC}*6TobgCIZTHzZTh6K#F2AyQiTv!ww$c~DM`lYF+3wN4yyp3=n(FDlGZbwT?D{fZ
z^p)SW&HBhGl0NzFX+@p_hYqC|rYA0Pv#U?C4G#2n>I-SoOYD`p<yWg8&Lb2*#d$At
zvi}Q)SC6x0v{US)9&)HB_3qUAC)maE_w~;u7xwr5_)zyyCj8^w1E=QNGYi%jY!Uyt
zNJr!7q9u>Dk2v=gg)O+4@zi<JibWFFGGA616|l|`UH8dhvd^)tkGj?!n4l=NZ}YXQ
zOO7fe89A_>f8PI^^T_>~y9-*C=O6I7$g$$ZG_&vGMV>)tp6!lf=7_l_x$biL&Tj#$
z*nduAmbU$KG+|Hh-BON*MA12$qlJH*+FDnc&*S;@VC^lP(0M<C=7p8V%usRi-FNHp
z{4?)=Y*K#rec4ydj^2k)IHlFrfbPTej<#D{{oUZBxcqSyznED%dy}RH={xH67A}n7
z&teKZr+((kV`=RxTJmhI4_7wnM|x>0FYF33@OGW3G2MN}rI|;$>!(QNPP!x`H|5{!
ziiY=0n+t198X0oy-ei3!-#M?%bjOEw5zu{@Z;Y4&FDBI*-V{!21l@<3G3WfJ<u1!Z
zde%m+-0B$Pb1z=U*kWI?)toyMZhV-c)w^P8!@eKJGH13vPFUFba&Ca!zIvg1flr=g
zT|9M9f%EzI2Zt{kzhUI9`B?ICSD3o7)9={E_wrYY|JPLSU0b#-@=BLd<mR&?2`?Lq
zyjVi-6u7;cSocl%>5RvWp65ayKPhLwZ`+f-XH($UJW+XGn}bK>e-&zrC>{zw#rSPm
zsr`iXhVwUsEIO_~ovpA}EM~)0kyU}sbxbVJKRX7k_c$?4<9qkz7rL4!)}KB*d1|An
z)O3wQ<uTvXt(P`xY*ktjxK2?&R&=FfWB;k|wmLgA`}w~=HC=VDkiT93!D6-k9xnM6
z(|%u3-M-@b)fSxtuTCj-ecGw+{9J8qO<eXX)=bYI+G~>J0;7&HUp@NlyZgmYr}<vH
zp4wMe{W-%g=;QOc1)5${HShcD+}(V-@omn2=BY~@r-<9%=dX#I)K|w7tvpG_#Zh^m
zwRWk|JM}w)S~6Ao6RVX9MD}jlc`W6I`O+7idR^bzzqcy=d~>2PJK(<D_jx()EjLo0
zy}45}eRt?d$EwiN&NcH_rz||jyh-oOseGP>&&OtOTda`o;9sf#s%6(F=DecS6Ji&r
zo!H7eh3$AvO|{tC{3q5kKgG-rGIPDeE~w(f$XEGh-^S!Cd@;OCQZEyG=G4rPZ|mK%
z?T<m$zDuS1PJVAbFK4#JO{q8ZpMdK%?a0^Pqu4TUiFxfdcaY*-!BM8Ok?)^F<+Rme
zdk%NRZPI@je5!rU2EI4<3$Nb!ySIyXy<qi`&3^Lf=7*-Mf9qYp;Opd-`>HQ=OkdjY
z#WQ6_$LERbf4mZHmzTem@u_j!8<T7GJR9A`cBULRK4IyVxHYPMQ{p9WPrj&CeeZqF
zz7oA*s1RIsVg+}NSiOdIbFU_k;kJyT?O!8K9{V`Q{awbamii+1!`Ii&yLUXa?|7Zq
zw98rk6WSAZAGLUR@akkqx3F^)uAZ@IW7a5Dsl2Fu>8RrwgCMy~Ll05wHCLMS^|`AR
zUJ5<nsl3MeY^#O7Wp-+9=+AApSAj0X+;RP#gD3B)os|NWu8AI+CpD{boh!rZr^=|Z
z-q!2e?s(}&VArpAdNS+RER>nEiLEx^TcuiEQ^dN^$LBVvEWMNG&{b2g?!<QK#wYIt
zJ$+_x)R?>`--bz+KO<>zfQ0(VzPldxp67GT-E`x?-kUp{cbR?IbJId(!WV7NQ$ZeL
zIb9*sr=M6paZ$~yqq-{ZXKmRO(j@w1N9)v?%jPe*ZUnjy^S()LaMq$l+f`hvOgCxv
z_D1cP78J6$bK^pxV%DP<8n2}E1bJSYaAleNteT4@UTyQX?A@;Iaqafwvg0kkSH7M3
zHL9v2+`ey@nN_g<sb}+73rU}d5t_Z`&(<9mY@Y9B>U|%!E&7hq=iR^eK2@DC!EdsB
zrfZbI#rI7Ir>4o3H8$O2KJeP}RKolOzSw;|Ey8@~qF6k(r3GzYupm#nxp{xd(LBe7
zD-(M(1ed%K3-Gq|{3IfjdQ>}uSN(X;(#zU67JTQtcDwQ?%Vv|x*dC{EoL=Dp$B(d8
zpGxlSJQjbtjB8R4r?KxVk&u&@mAYD<to`qL>CX!hi8p8eZ`DxW7Ir=$Hu*EVS;Dyk
zZD)jUTrfIcd;4_HcEcIM2Pz9cmM}J4opJr%g}3)Dy)S*;AZYwwyiDRhUyRt!uL;X`
z_dPkVPxJ1hM!i#WHIki6U%Wffoc3$JHFx#f_<R2z&VT$i{{QvpH#67!Jql)A{eUI8
zW(vFhme<Sv?!WiX`0w}pKeEpb?qa$6dLygS$!+!j-{=4TYJcaS`d{1oOn;~E-1f>r
zMDgwf-EV*2)=t`=_5c0;KcC++{`_9QG?2ANt5;gw?kK0qsd+)K|9@&LJ|SIpvNvL0
zygftJ@ALJ0{vN*nNOyVp+BH9q@89DpcdmX)$I~Nc9dGf}*VO+$KI1=lzfoJhp~@_k
zw!g>gcmGY!;8C`mdgt9Nu{lmp?LU-fY4cfs;h&h;($-P)<i2*y63IIYXKY-%{BfJ|
zImXvbzrBAfdMlCg#G@v+^G{{#)0Z0J9>p;QwRgYGmzX!fV67l;{f)98vkwSv|L)l~
z=km|j^7)M?eY%zYFF5+*hl<M1HJ@_D-;~wNVvxU`rCL<GQ!@F;cbz~Nl}R(6B~{Ga
z&&{5b!kJc5b7_OqtyGKl+#|>0e{o12oOR~=jDYVeKD!D%QDQu7ztc<h{xMf2&u3Ma
zCWKgUEJ*8k+OY6rNB@HbhwUT|8~k{C###E43fr9zYo+HM66smW%(pae=5~X>#uHwi
zntY@Fn7Ydntv1u<-I;S%l$UUDt1H>PZ)@|HUntQvn{mgsN77g8*5yvx;oh07%;mVm
zm}&o>j_U#Kdl%lBu5P?Av7l{<u7~t_?&DvM?)ntoeP_O5_P;-u^V&8)-drjnd3a6f
zmg)@2&F}scE;eoM@myZ#Gxf9Zp*=6BFK<!njNe&#N_AiVBh8*W<pq}YK56S+4@J1|
z`DyB%Z8%xyS={TA&v!P&m)1PCDwJ8)Tv)Ti?Ty5>vu8GbTh@4+sXL@@vqa$EZBb9`
zx6jwPd~fdk2<Z(^T9UU4b?tfLa&cLpf>q*mr?N?cE0T=77RCyTEadsgeSLo4VU-vB
z|Abt`7SEG&dil*QGXILx=kquJDKT-j?`YlsY1hAi*{4j`$;hwmpLMN6+v{)d$ItiF
zAFt4FKA(GoyEMkM)N;*f`;6x*PS#x3%h($^TP!As%w3z~d8qy5M+SoriB>FWo`>3R
za{46nGYQ|=d_ZTV9j8yi6$`EZdB@n>5|=n9Fdc2!EIgxU=7A&MC+;~=Qh#su71Pbz
zKVN)!?^|Amx5W<09L-11cOC5&Ji26(;CYs1>YF{Sq6H>*Y%B1&|3$%|(T3~Hq>5{n
zmW`Y|oBi4k=yayvy?pj;gZkW4hF3r67@S;pO#4&qHrHJp%Qg$t30i(qaACb&<Rba5
zz-Y2T?0F0RnJ4QF+BSsume!~rOEHs4c9Y(geEWk_j+NJr-VGejw)afDmcMQ*$8)ti
zNyTfQrXNY;(=xjpe`V2W=TA$vd2pV7qms@OY5kkO^5m>03-|f*0vVw``x;el_MAEK
zw|$+^TIEuUr~DkZr1YzIX1(#67w7+!{ciZ%mOHaMOpfsHDRMoP{kPb6`s;AL%sbN@
z`bC!-d;Y(-tIFU9k6HZ&vCt()n5_hiW*=O<L-<GRzfg-wef$qLItPDv8e3#{qWyi0
z;Ck_69?KOzbiNM@6IrJnW4`9Z^&KAzkImX?x^H9Ct2wgj%+2#%ekJ>TDw7r6J;~tD
z>Q}eFd_SWQ=lMrr)<pJ|nMXXWuK&rq#L0G0{p5|mwMClO4;)_mM`c;Vq9qT-Dw!Oe
z?)=g3Ok5teQ*)np+|Cm_O%G1p{h&p5?nmD*9@9Fd#SBC~t;_pyfXmMC-SU&-OPoWL
zI2{{GX9bnDJoY}%s=j{S5r_1dn!ArCyh*$$WTz3cCE$kd`np@ix~KNU7W1x*{4uTb
zwS;_dj_G>K*8<UxZeE`~+soUg+Wz^m@Rg5t9awwh;B<wbqV6tB8m3K~q;9^+;p5R#
z+esH%GdtV0{ZE}@oV0^;+Ejb_v)*@q$ef5suzwzrYW{qNm(@E@%b=V2{1<nWoIkR0
z^X$#Ze|%-OJDLgJ4J&$5Hakzh=k}cJzt`l%R6o9v+I;JTcoy^9iz_~UeRC@`cZJVG
z{&kO(89sVC*#2Ldclc9#6c@XnqLSvFUETke9Lv&DS>DNJKlx4kM>f0lcI$M0%YXS;
ze#s&{_-9kszFD<DHb?QvEalGoHa+gt``33g=2Z0_=lQ>fbMl5?%=7R3V_p30R^zXk
zpFMj13I6S>)%-Q}|IuGtw=4)c;bLlL?8^}LOzh<W4~+#(`-T7QdHa!<W4T&G>XOG6
zrH7Q7ul9!9=)^sFAMMO|xon$Sa^X?is=3D(tv&y2tFpK2tmYNL9x;I%T&GAs<8Hj3
zbwyo4!?UbHHP#|_)3VBM#|}PP+Fcs+$M!|oa(R2{zp8d;wk*CAopbmy%d7<^ODCU`
zeCPP`ZR4qyNnruEURN>9{^WXYZ(dHoiHz=55#R3!U0k<Q_hjsGzh}D@^WHvKwrOj}
z>@Ang`)s0(EsgS6pK-h^Sra{Lt;pR+xld1epZ1zIefHEf$;{Q~ZXCU3e5}ap+QtRF
z7bC7dOY(V}p8F>M%f{TKk}bSXHS?m+Upuz#MV!;!lkt}}Wh~{H@~bwe+Wzv4GghYZ
zT)%<}{yo+5DSaCj%eKMp{gOWlb=SiG^WOc!zv8}kY0=6?JN216b1b~m{)u}(yLI?7
z-}=}ahrO8+&QFqju{ee8o5sxSdexbYkKW%aXJ{*%!?5P>)C9I)8Z#PKPEgty{afhF
z4})%wXI3fsuZ5k<_U9*c%&2&gv%$gh_=Yx)dC%PKU0mj_;}764e*cT1`NHaXMUSV(
zu>I1QE?FJ3b>kDG|J_eFRp;eqUB7eh_qt?t)jI;)Z3=^L79ID!<*DI5PxrKp<n}Yg
zEagQv!_v9~x0giU`E+Pg#IvJm8{f=0Fz@yGq?;S33ZFh!Z|0O7JlnHgb*k)Z>C#`D
zL&|2KynK7x+_gQq=l3@J6<=c1FR=5R-==?Wot<XxOtjhaYr3+~<^4jPGp&U#%PSe$
zuBs~aOMEVSp{rcJIz;|k$B~kop_kp0tlsad*|E;{#r_(VWvAQL*$G{4HhVkg**_zp
z%keHryWEnj+>^TgcxQ>M*eSAONrTm&-JA(hQU!At$~3YGe%r9arIAJY+lNNakVC%0
z4>nB}b8N_*ku1zNBZu2RX~Ai~sP2O|4lhz=Y2Cf&V#Um*T}^i8i*H4&+q=`*@Y?5+
zg%Z+_?<|y<efrMA8MZH9IvKjn-RW%Tc66t+p;vxoUVBnb>W|M$et7ih-o3L>V$JJ2
z3upWk=$fhTWVqY%c<8$1<Mp2{MU3NHlAfIoI8!4Cmie5jk+zTH=o{9U-9N&U4U;{m
zetLfXc+xc4Z;$l<a!;K5YvT#Ohg$vtOpoiGQ=YTi{n=`}E9bV{$E8QAey^NcBYXG9
z=~qic|2$=GKRJK<(ftC^KMw_#?KL`DFK}?DP2<0kh}@5#yKnvv+yCgbyXN_I7oPjS
zsW%k6_W6gU@c#qOyUv8|h&!%aW_F2v$Ja?QAJ^wy|1KAQZsUWzbL$IU^E;LAR#)LW
ze#hyhefo|5w;Pjh*eg6g-gNxLjlY%p)4f0c+%qA2`9H6y%r?1oo?opFAC=BMa$Tlb
zyJ`NdwJRqVz3n^wf6u=lH@}Zb$LHL6vi<3fJBAhs|F3MbvHo~_Q|yz!b2gWE8(r#I
zfBj>{)8yTsYK|7hEi&Ca^UV{_9qLaaYwy_}6qP9S&$75XS!y1CSEH?*2y^r7nf%|E
zux;Elx17o2j?d<24G-f_R;x1{J#F$@U`EBvG<T-v>6ZNOSv1^c&nb73s8;_Gf93Gw
z^86tGz#6|_o$^V{(ZUCgSbv<mbk5av+Y%Xtf8TE7@8K=A_icEUoZrMCe7gRkuCdzj
zt=)%w?}vS_ThE%zpFOSO#HIL$q5Jmle16GFecQ93D-Ii9TUb6n(l%of+x)vBm&*LU
z&6!;6*JBa0p1CmJ{m7QN!ph~FCbUM+*mAz}`>CZ%7+K=3ZJ9H9mf!Ou^NQC@ns>gl
z_ITglOOuO}j0@k)iL+F9li6->CV1D+YyBMIXo>CSldaX)y_{Yvyu-4}PsaXzqt3){
zn*1rxcl^1*%vfJE;cnZHOn#NAsg^Ex9u~Fz6QA-*Jm*68^9P@wAH1%2A}05#-@CHk
zQ<vOaFC8M!b0z&@_9dG?`qykC`)}-;oFw@*`iIQ%C9(#BN8&y+T;1^Xl1+n2)?QZK
z4e4i@Ll$3)E@O5!jysk<<#%O}t%IshN|kc)B!xpR7j$--huV5P6T0gB|I!bpy2sPm
zT*{>nxXApt=k-$i#IED4KFu4e{~T};`8kuRHpK3LiNKzz{00-7;(jtrP3Y5QPv$=z
zb}HcM;r~fbAJ2<EblP-#>YUd%Je|#t=$hXR*;Z3JxopyniRq_v+>hzrl07(AsK9&k
z)z;`eYr`rsCx1u^{`&Yvg8lOwsoS4Roc{VIqM-lc##i&Yle5gTkN=x(mp47fYS-T<
z8t=;P#Yt~>zAm(`_mAq|=5Jd2{-kXB``>t>VNy=b)87~7hClkU{;OBkwi3mL^}%KO
zThEA{%?ygRE81v!IC;)%tF&*e5@(hg{X9K2=~qy}tIeJ6_AgxCt$%p0*ss=N{->bC
zc(>kv{46CkMpu@z*JM=4pWnGnUr%?EJZtW`kY}^@KU#S0?ZRj5{HFUq1QcIs4oDAw
z9=`HSXxID4#Z_r5pFd|dN$_8JhGBlpl|P4E&pPru@r#@8F9_VcYsJjiE4O~euQ<M%
zbK{Rr`BmLz!UsaKcb*H_5b^c4oS4DaL*G6$t~^%q`AO07MbYN2J2W=Ec;IWfZnn;?
zTNfo(SWT@ql@PwWF`W17%Bwq%?0>cD$eQz4pDvCnF8#gYT48V19zEID0<XUX=4zGx
zUSam~)tnGz|GR#xCT>*o6)Rv_?|GT4;^?(YSC(*cY%43ZUKw#?*W4?=9xS;g?)NJ1
z+{US|Zx}w1Tl6ur_TiFi)BUnQl(^rj#oKR}eQli_wRdt<{asJp+n#@CM*p<@{qWOV
z)xGh1K5vgN%{h2w$Iax;zxKr6p3by5^>lIF5&!5_PTBKzyjULh{Fu6KU-pZ5kInlo
zU94YjvRQj?U9I0&R@1+%&M&xcKA*4lcY5%ffA<qECrtl;XW34>%fDxzThem#!LC0x
zkLqg+eq|qD{5<o#fBEBdkDnWZv+M6v<nF5d@Zj3~%)brY-whL8mOi~uUB7F|pC*g?
zTP%~94u5r?^klu->*v3Hc&ERv_v^6FWuC5mrKD!#ThXarUgF1ZA3u0ToX<Y@sIb?{
zY3KFc-0V#ks*iiV_Q&U#SFbc)7JZvO_jTzcez!j#?#gd`@-sf?WWV6mTZXeI{5w_1
zo^Hj|6j^;^21DXit7MT05?j-@FbOZdHha6n%lE&Q>|yS?rFm5HO!9_<q5P+%6rAF(
z-h6N%<4^C}7t;G2)zWHsR9DLO*Jo9!&;IqJ^L&`tdtQb&uO*9RI^N6*dsV~JFsc64
z9KnY3&uk9!mT%e9&OG7FQG>nOECD*F4`(y+C|~&<-cz_&^LYoWTEe9AE~&5oF6N3v
zO-{4kb#L#?mu^{ND`!uhxi0VDy;G%IjGAu*Ugb%TZM@<q9UZPM`)o&a;O5(vM{gcT
zH%nl?zwvn8g^d^UF8(<C^{qrP|7F7u^ZJuZ%}cjynoZ4lpObY<uDE3T-W}m5a&K;(
zkeyzCa@X@Z?~L}+czgMmzYlJ_I^XWSV9RNZCDUrEzD}>-_2=}{n!5b#X>0yCpJ)C(
zNk^q`_q2AG=g)UH)^ocvEU#5<FfL<QZp%^-b*1*9%}KG+c#HX)_wqd0@?50(o6^w*
zd%Ny$5&t;*n^N87xMTUZx_|gy{^9%hhp({9J`+VlhF_iXQYtrm87>zzz2=#3ec`}i
zIWYs?fHx1BgBzbe;|yt*o2~SRk(IMg=g`M;Q<bhq8ayG7b*puQ;-@dqIeX&Y?w9QU
zKdcx0s?GcQ*&(j`5yi>v`D-3O4C2XYab~%^W9Q5s*?k)=`Nj7czUq<PXQ<UTH#y;p
zoZj&RVQFt<n)jCc__6d(M`Yvdj{-X+Z?@+g>)zA!(P({w&2!NnamCpmjZ%!`T5`;u
z-uWh}|C#Gp_k^<_6lZ^YtvLH%<L~G7d;gq{*E{-m>4QCCa@P;esamOICw1naYokcw
zy)XamXML_-Y#D!I=f9Gu!{I_R_6wZ-Y0|pCsH{|O#~J+>*)>-kzkaQ`aQ*Yq#?v*0
z4~*hpz5cmo{d4YG+xVBSe>%mVf6ncFV4l7XW9_Bu!C$|o)Y|@t&DgL}==6*9OVL%A
zO(#CFi?_4(F8a(rD~(^fckb71?emY71>CW@e512uwvuO_x|;hAmFp5e4VSM!e(vGz
z?1{(hR^88T%b$8xvsrh~sqg01>y9p6UtZi0692xhF}HTF`;A9-c{hz2m;I_bzteU3
zdh^nTRr~IRuq->SJNw>&Z-uAhW{Q0;JRN1#_GCxugX@=W{g{6J*0(tyyG+w#o?4sz
z+pL&pwsoe2{clU@=hCG)%@U%y+Lcwemu;T9@$63Vg0~OjuiVxB<K>sI^V+u0+-qay
zx5vo8{!{c$(TwT0r(4(g`*puAbD1COeD7G}@U+HG^TTCzzU!QI(@*{54xj&T3-c_E
zS4OfM*J)jhY5%tV&*l5`5B-SdS)e~>ZcNZ?c9DHCQ|d4MlV0cj=hDin{5L+Tm#?;q
z+S1snC!U)Sde&7sDmHQ1+I=t9S5@D+B4hAz#$G2DExFIv<}{e_Y!lTn;GJO^$`iu0
zWZ9O+Or?8a@3xk{y)c{6p)})m0>iRkg~^MyEi_}dTc~X2&RxhV^wPYpFq0vBQLE_G
z&vUnK_|nSDJ>!|xyNArx+bkQrmNF}I8U$v}E^07QdF{ayvSo=bTQYxloBx8&vyJtg
zXA{roPE9>KGi`I<UcN1Yv$k!SIU{VVW%b|eD~7(gAttSPU%suX*YCN>v8^c0J0bSy
zvjb7xXA^A_&P%S3s6H0DFZr>(^rDX|eUDn)^1oGa|3q^1krNrSPYU1JHdnVd_x#?b
zZ1MWF8O*mHS07uJ`FZI@L4DuuE$^NG25c18&SJQ-Yq!Y1>nA72uh6Nj-TnS^-LvJV
z_tYxtKeBTC@=5AjYV>^n>pR~3S*^Nh{?yxFL$93IK6UzGo#W>Ehuc2#uMw0l@w~Y9
z+SikxQs+G5Ub%CBmUZ6?z29}Jryn(!vh|s?-;X%_vFcyE2hYzLHWr)Y_FXtFF7a5q
zWoOOPU$6c=b$t-8``IS0^@GRSk1wAz%P)Gkb=p3mIBo4cZ6`YU*KhqI6UY2bA};%7
zXvNy4%RfjhIQ~Iu!}1SO2S79kKmQ<g;rIusM47n5|LdwxFG>Hn-umBCHTl115}%%l
z61H6PChC49pEm#Xwy9fx6cimkpP2gXSLL(V^EWgm9X=&`ujO>2s%SOW^9`5!b9IX%
zB2R5gv-F7z++$cd^?m-kotyH`L=>mSui4nwExUiW;I!Jv<7q+Pmded8F1%jfW0e{&
zVx%>#cHxN^v3IU2N6*}(ulaVV_HRAmYg^xZh^pjRKUMtU)=xDi&#cS-gwN|cmZR1;
z|Mck(QI&#m+WLpG`|jmk2B~;-IQ!}K!`YSX*Y)@}*G+g|P<!U<RGt^FZJxiD4!NHE
z`_$Ui{jE<b79a3E5zl|(Yi=Zq#$$EfPmd&?U2bivOaJonHR}rdK)&bP&)(&mveeE0
z{aN}v_vE~#pU(M)RzKdgEHtcMFkL$3&F)89?woV`3tsVS{FxXPepWR&KFZhLw4wf4
zy3G1Nx7zLOX3VU;``<n3)sHI==A2(HIDd!C&*=5KbshWdXGQ<1y#Am(%<tDx>(zfE
z7oFEVJ@M9`i`J{zkJo6(KKyRwpj-E3&GT7j>Lx~4%)L>VQV>7+e?oY?^~v_~s4Clu
zoBLl^xzC@jJYV1JTeDUGd-$X3o%VB2mwx(_D!W4d%JE+jQ$Bdy+pnYb^`|t`b?=%=
z;RoB_P0McExo%}?%jp+u`!nX9zkm0~%4feb<<`#plso&={JzvWMfI1($FpV5zn{4O
zwBP?#nYBeRduHw0Y?&P0?pvB(>t-kDF>&MEe4*K56EjLxmmOKQRgEF@pVySb9p`SG
zE9vyD-MK3`DJfbn{_e_k6VE$JIa{lnm93q_7_zxA={lEm%SHV>7CxOr##5E~v;$@B
zi({w8t?i7tp4t9h=X$8^HMgndTzh-%-ltUCpN$EB8l~*9?)1XDC8tX(_su)7Q&0Zp
zG^OjI(buQxTtCCzWp1SZ>F-(F>)}TZ&U$VAC_%Pdyl{iyw<YDucYLZYd5h$ov(3yb
zsf=EEx%|k%6*sP*oVvJtyRqJOquRM`H!ppaEj+NR?B|z159&{T-!zr|TXA1_S@E%u
zb@9h*t6PpOsaEQneRqoN{rpEe-frxCVKzy5`|YCY#5>nwUT-h^FrA6-PO*E|D$kYs
zrw9LUmRa!su_C|lCz%tn@f=USZD8K{SaE`NMfb04-i8DHcKXsciW9$^&3hfhP|fwE
zFTC;2N2LkYaV$m0PdmJ;5Ii9(bwbv9g7rCvcNR=LAG<1)@8NmUCk|D`R&>1E;oY)1
z+$*f4c3*fM$1A=tw)@z_+Z&m7Mx@H0c>7Ru!tKMw3ftMky)*kav_E&q<3HbcM=p-F
zsJeph$+x-uiC^9w?7X_ysP=ipo29Q0vKM`1t>%34DBf;DHmJlahL(7b(t>Aqe%w5N
zbK$<g<7FLz7r#wfzWuFLwB+qM)r{BW{#|u=cc<tpcdN>}Z1uXQeTV&-*UX<h@A`NB
zb<c(EQ*7Qly!%tlR<yq;`QhiQ7xsTRxa{?XlliMJ$sO*C<eT-d;OmU~<lgRhUcbLl
ze>>OLF#Y_zr)X~I>;D&CyI<n5dmr@wmsQ;gr=O`}fe|d;OC~*k|J&k_;JSY`AyMt2
z_m5|&rcM9#`Q;*o>&AP0ymp@3zE{QTo^<O!qeJ)0)%IK56FmImzG2+n93Q;^75faE
zrS+?~-g_Lr=Ifp{U*-I>_a1+~g*%~t`-Ex{@xL3cRo9%_#qcF#4fEpqxBmA!L`9C?
zI(sgH{aXd6<c-g&DGU0KStaJId0fA=L+0Ppt`iTJhiYwBTeEED`!lQN-`udqYZmYQ
zS1W&3Mm;rM+!2~_yJd4wUf+SR&u7C9c^$slwXh(je|3w@wHwnXy#BeeMP|Wqp`rux
zyiZ)LnD2Fhv06uw{msr6nF}D%FMOLOTJN?#vCW|JzT-XZ>9w4e8~Sg(`gt(yynfEt
zyK|CP{n2`Ps4XLAR{V`uKbNkZ2clZn&Wl%#y>V*C+L?RT&a1x}_WmWa;RJn=uHTJI
zYhtDUrf;8X7vpp;?W?rD?EiEA2C=tN<4-L7S2OPj|GPUi2SfgEvHtKg_|N{}gZKQW
zU;0}k`*{EH=|?Zy6??9AH#%K+v}cbW=U)fc_43cA%6P7+pRW?N`YuyvqrLvjlmCxB
z6!1EH`neJFnW<bm?|Afe<$g{6`1sygt@?HQw@fHES=@e6_W82X&HdLF_Wf*}^Y`_Y
zFRy#+UV7K<yYY$N?8@_{$L^cXmU;G>_rIX{3Ht*~kIg(T*B!UFl03KK;h|g8ujWTD
zZ+6~NlIHVv<H27x<;SKyG;{fQSYTz;_AUc60j=a95UpyId^<%Zr`V-3y7zQrTER*#
ziR){<f_o$?b-Wm>m=fP^5DcCkX?;^m>d!k}_J8t5RzlJaqHV!hHJLH9_J8!(Je{`I
zK!fe{tM#7Rs~c`eMea7#V0ScQWt+Y=V{>YR*9^%-i783xZjNjxqgGd5oaK<)kiFvN
zDv{dyqP3>cc1+ys_4Wr>9DSevE|BTUg<HN%LDgrf*mwAvOKZMuNqu^A4#O(TjL+;l
zbln$=CYT!au41?<u~n2|$J?-I-2+*VZgm-HY%>U}VY58+p#IMN9?LhD$x7J)J9UpQ
z&QJE1Ubb=l+2ay-{qJsT2|T&2Z{p=|GnVgp>lUqYduz3BX?FM7Kl5Mi|IgmEUN0Qi
z35}qG6~PBF8X1^d7=cxRxrPRo#;8|ZLXP1Kpwk_sh6W}er-4oog<L{vXkY?z5Lmzt
z`>msf1}3nRu0gko8iKBE1f7!#)&sqF6nw-uOaOEh8~Ef~umIFl(1mXl-Wdu$-V$V{
zzGGfqehKKhFB{N3uAKUg&^s(S^@A1kLxVg)_g2C#ICD%c$;{7#h=c}tDrjVsloS+O
z>FXCH=A|SS>lIX{B$g!V<rk$xMRZg0lZ*9>OA?cEQuT{cq4%@tCl+Kv73dYECZ@zE
z7nkW}l;q}s@56+8(kUNwhbH)-S<u<tpo?NT_1zRehwpRh2c;&LC`2n5npx@@nkyI?
zo9P*vDHvIr>KU3@T3RR=nVNtEAbNsfx1jlC=4FH24m~;@>~UVmRc#n|L|THP37pKp
z!J_X(@b*+oQ`E$Ws)KsBr-Cn7!|5_S_89VVaq9c}fJ0E9z!j~Qpu>`pErB0%kA52^
z=)l|5Jk+C>EkQ@!Qgqa^B`i}w;|g>_FZxl-U|WcC<6t>x+0X!#lEJwSo+zD(IA}Rq
zVT4`L3JEBrxP=}bZ8_4eXa(m3q;Mc`3b7&hM#dmWPC+^}dLr!5Xs*#KT1mU26%wN0
z7(l(E)zAP``GX}OH3Vr_v>F<~n+o77S`7_A6%MFq0A1N?pkQcd0IE-50>&T#Gw9vG
zAQdJc0Z<_gQ(+1c0GGSqDlXj!#D|rlocie?4TiAdhZA%Us-YqHN(-m~W(tOeh9ECN
z`Q{)#k{c~Rd?YtIg7`>IbOG^^T<8koBRS9w#D}>LT*V`9Kmi9JsTa7KE9j?NKre1Z
zzQEN*K|kG9K|kFMbXzOvl2#ZtGzN*7fC$KitFTrLDc81|D}b(TwJ^tXZL6UnEZD*4
z<@+X<6lH?1z1K4UXHNqKT?051)I`zuNrc`KYXq*N;dKM3J!=fAwUMrEH8g@nB1+Xr
z)U~aqMkWeo#-K<rhPuSm&_co7%m{vcE68j!Lu2rzBA}Z|(A!0jWQ&yQ2^C02pj%Tg
z3MAh?Z_w3q&fhIr#U(Ta>UR2vo>kiWf1AVXE!sM-Z$_lI^O-#iat%;Xs7Ux+67OsH
zewDO?*Z=U!cWzb>W=Z^c!6Lq@-PXb<NH^1cSAN4ut*w4`yS0v;2o+nu<h)YSf|}$V
zPe1HzteUv-YxW7NEq~O7N>y8nSR)mhi~llC5<B8+e9P_BUl#reUpDV$tbSp$72K<U
z6`1gwbPU0+2m2QF+Ez$z1xtX_u0HJgE<+<|76PSkn0dGi2Pp-cfqd^4B;SLDAx0An
zVQ3~rwy|Q4?I6Ck)zAp!WUv=euWdCn02Lr$2_pRtEs)UsKFIGdH8cV_8|+QgJ4_7?
zKm{gPf=K^E3t&|LkEA<H4UIrS01h(LJ4_7?K;;}*g2=E0r9F(2ipF=C8XAFY1-sH5
z`T7Y%15h0T7AMm6pp=8*dfUFic*Uoo5y-J%&!JxNX$WqhfF+3ZH7JfTd_DB8_%t*E
zc?9fnLzF8%Ax$)}1d$;EN;eoGGRUs@G&BOa66`C~D?TADP_P7X-Zcg_STMXx*DF2^
z!EOM%8Rd#kLqm8iN2Fh{HkFJ`jRFk<49tTsm>Qdg8EiBOFbMK6d}3tI-u0|VvN5&z
zz?OA_0gimrJ6AGtU6xoOvWlTIGb@ELC?T=&kcqJ=lTqU;0i6jiC1WyU7;d^te#Frl
zF$UQV@r5y137BnYXb7*Xi1Y=hRf8EL7dC=#kv}jmxS)|i=;x9pl`<@vlm6beS!%Mb
zW}Cdf*URA9N?#^QN?qRKJU@0${@pLy9Xc(>N#|UWOJ1l(`_&yuG?(h?C`(RfeW`F(
zBv-)p%IXybokwlntgh3uFIe3;JK@lzl^+()d;LHtLPqJ8G=Jk!UxU?VWqCS%{NC@*
zH-`wG=b83kf!Y@5l&NR`mb^Pvx61sT@%Pd{>z_~BzUK*h@i&{PV1L6}ZHQK&G001h
z;4rfQtATI~4dHbUBy8ZVKx0tUqXhz_$!%^%i%VP$!4`sDg>s3jp&`6_fw+)RV-kGp
zA)3Q0<`|o92|!MR27yRvaAt%A<4YNXwb>adOes=~o+-;_t`wZW8PcE7Sdvn(w2+ZO
z@seOUIM}cREj)FBF495-xgorUAky8Sn80wi>jc<k_DbRoOwZY$&s_Ct(cb^tIH$Zk
z<*#DKW*(qyzG|6|*&K)dxI2%(1YbydQJu+pzWL6KUtbz5nWRED`h~v?Haj*i;$5Ud
z`^Hu5oVWV7e3o2&({SZ>>E7}^S@*^DP6&m2o{2O2a;<{lQoA%O$8z16wTe?ZMVXIe
zHY!}I_|hAA^<2c;bb)({;f(#lvj0CX&-tKr{uAqlPj<U-1q#SB;K(#IL!R$2G=$d@
zM23nPWW)fqc^EqQuH-c|2DudCWg~NNus}GFzBHH(@v?Jb0rZMobI47)ZaInR#gH*=
z&>%778n@v5(xT*4T3^Wv>53ycj$rNrrD}{+8XI^z>#%{qp4ZynX2><EST~CGC|a=8
zylCF_m%%-1cT<$mrkW4;!}+hb%BiHKr-$v<zP06gm^S~HvyvAVwmW9NEHLX9<|vn$
zs<ww=Wy}3VCEY8xx3Cp&KPR_5jK3{Jl%baY=FQ!reBzn!emJ~XJ^95HxrZNamMFdx
z%idq;^tN&0F1AkR6<_Y$o?hp);AB}&>Iv=ra?Q{EKW>a_Q95c<uH19v<~OF;_3kR7
z$)+LOqkRKT*Y7m4e%JitRcyeg1u1J1N)NamQkVOv`gnOra`5|m_tX6Xzs#7LS`y3r
zOh?#Pp+d5=Sn1r+FzwyR*@d;g&m<M<^~^4t^Q=c$tM|8gMDk+odGZIGS}%j+9ZMMj
z3N>&j8=0Y`4e&??SOS_hJY7Qa-924=6AKjdJyTNiN-|3-LBl7`8Hq)pIkRHu)Rula
zXn@Ta)Chr&b{Q%d8k#`c5}dH{H4{*k2vYzW&qB=i>8Bfk2G|huefsG}pb<92?4EwQ
z5oid_1eBMdW*C9S&`dxn9VTE2vKHh$m;h*0%><OoVFF-lksN9aa=9szOF_26Z!!dB
zbflYw!NG!WTn#of1{xHDvB{wgi8a6wG%|;5gOL$*2+s)F2qVzoo)Ktt&&X0iKivp<
zd=I4C2xg42fdXg*jf{~zBLf8^Lt_PVOG^b^b0cH0G2rn!(1aG`21f-$L-57Cptt}_
zkusELVgX8d_=obqcMXG02aWV0U9Xv$Qj!6hk~On5P%r{d8W|{<T7a4%pqR&nK?8P}
zawcY=1O^f}1=sFI=Aaa4pkQQSreI-eu3&0zq+n_aN~Rz+Cg3D(YGwfn5KwYL)XCud
zf|T6|m3F3}x*emm8!AJ8VAq3vi#GHJE+)Vd;OvDM`U8g{ntyQ=X<(&bGf;;9zy%Ii
z7-BTR5C+90nvE56M%3_+DJTfQL54Q`11_t<5=4e2D3@S{Wxrz{t0Ir{cgt3N1EEgl
zmd`$4zly*8yZ!5dH5E#JInQTgBpknb+v!=0dflBxGIBqRv(z3)?FeGhRNd8UT39Kx
z|JcJr3MbSugg3rAkbBVPMRnql#uJwcl$Ua}EfBj=;lO8jZ~vVIGlIWc&T2ckRAKLF
zyV+%%+oIk`ss6T6Xt(44bn^Y3_lET=I+izc?Q6~dee3u?My^xFowyPf$QNK=8=9hw
zCxNpySc1slfL21FA^=t;SIn`U<ekT2$l>zcj#WJ4<exj=Dy_OU&Di<hEY#rSvdW@l
z4X)+wK84e@pHDOq4W6zqE5;U5*?(c#73Ei}mGo?y3!YB$nEcv;Fa2nGgxTJ<c{-P*
z1JmmmW}eUJi7ru&4fLE?`EpmJ)6ZgGL-i-R)9!uXiN7YX@u|^V-n_>7y(f)X?<hX>
z_+IO^*=(QGW1R%e{}1kbQ980ssO-C{L*W{?Z3*+=ojRoYB<!IEo2=Jgv+Q$HOIPLh
zF}PM{9C~SS+DBm7F2M(ea}SBe>3O|s{i}5&oMpdtCX3YFg6m;xU*u<={~@V*Tj2+<
z{^CG$*M;?t-1&F*bgVg`y<#>?&cles(La~TubADsCM<Hz|NEO+baJGP_k85=o0xX$
zWkcXasfNUojVvaT_r&|p9}BtA>|m<)wB@k+(?@&!W#VqeD(;kFYT1!(`a9cS^ZsLT
z_0ydXaYZ30<iRmzY>XO(pz;(fL1Yv{n+>Q@=-RuRx50qNrP{xc+vN~@*`&%Q0oFJ7
zAGL63+5fCN)5q$z<c#Q&#v7q`9#wNsEnHuCIn35z%KTkrUF%p+?s0QC?cx^w$yGh4
zPfb7UXhEuw^38>wEA?-Fxgoy!<`vn!zh-A|tUbYeX^u()F8_g?1@?xa0ZMNg+*ATf
z5a&NLP<@4wV||e)KA27jyLx`U!4ahLd;7v9$%5|(9``FR;BbHGwSoOi;j92rx0=?i
zdK-AZoUz@_pU5q8xwHSm@uakO(xu^>`Zs3pTr}hEiJ3g&yQB0vzfCc{?{(&<ef{3z
z6VY*>m^Uv{biv_6u*1L}F*HOi-{FN7kv@brK+$4wf;Hb^0}h9Bzk{qwH*0w8{8z1N
zuKvF@VN%H>&NIx9vu+e{$lX%AHOJ$}D+7~F@eBL}ulKQUR^wvlbKZ2uQu%CP0n=vj
zqKwC(`U>+S?<^L}n5-Tb^fWN&tZ&eQi$$L7-w!QZyF}V+)(oTB-;OlTzOUhvVf49L
z?*5V{;VW(ni*_85>T-AUSgc{FT-0}Iz281j^$FgJC*P&KDcoxNqQ!1&f#dfhJI<cU
z{-?S9&jIPWbV+wXTp<PWAS9$vR`wa1z{@crLkiS3!jcxeK_SI*!FKrrrio|F3+9Cc
ziog52oz;5ku1~@}Y`0HZToC1#?sV(w(P!E|tFB??_Ts(m9j041J?eXtuE>)5;u!0q
ze`i)L2-<RR;@+60!f!OUhFU#x7j;|v=$Ge$h@6-Mp0n4m+OleHeq1~8l9_sd$>r{U
z>-T+alisHssw05Q*C5A2d~J-HKHyoONMB<aW~!KD+qY4W*^q;!c-0QJI=6-i0k)t1
zSQP$W$+|~&<H5VSX>Dw#G1tU=B<_4nn)EW^V0+bNhR3a^x2`KWzU;`ku8ujol)X4-
z-&hjh-ufs^|Amh0BOd!jzVA!o?mXMbb>8V)gCeWxgcY|YYJLrU)UbIS|Eq|pUO!fb
zuT9nZ_WxYPgJt@Qe;eiC@;S)CP@kKC)j&9gCh$UmNS}ksLX7y<o#0(`RDp-(`<x^_
z2hm>*M=Ix3eHA<Tce`X`_?F%aTb|@eTxhgA-sbHfV}B`xWzmo9XK@dVA}4(p@wa)q
z;FjCe65jS@0%ae9dUbupR4OxP>909>y4!N*>Xy9=?espRp6PZ|43qqQeZHjnWX^N%
z@26>Z3L3n+Xt!{io`K`jMeC#Em;0_3Tb*JloBnpGW}rczsqO9*hs6qCSa&D2CSC9}
z^jo>L!FX+ptk7kxnF-u^FZXCoT%fO9{kHk1NZt3}Tk?Nzso(7C{stT}uv!<<05=19
z8XRCo1}Nh~;Qk<3g2>PVwe~SWFSOqhG%4>|?e|eXq4VgmA2xk%nrh$ko9CXqc0jm;
z-GtxZmcz=$i#IxJ<vGpr6yd*gfpuA<67x05qwH#t+kMp|uawNW@?&=J^VL^>$$PEy
zzGLJY{Z3nn&G%xP=c@No>lr_bubJTc@5h{aPbIxiHZ^+}?x>qlvb=fTI~VQwxcm%q
zD%fj=MkuufxX%lgAkxpEvKPb8LvX6d4CE28$I+&Wz<pJ)1SCWT)leC@tBd3~LR}kh
zrxhc*Vke%?YBdmO`(D`<IZu!8*qm<Nj)D!g4;G1M{bn$f%w2Fy;PIjD`Fh_(c6HPo
z{!^d!XY$pv$&05pzd7r-$d!HXrAv=&bi))%EHr$J*n&8>hkn#{%ky}4_N|q*jPzaq
zB|40o%J0ve8=F`@F}S^4rFyH-+DpuD>|S5H{x<21dEW}zfS^!?jo-~}i$5Q7Z_&B+
zt@lgq(`$Rb|IxGyYd(-PcX{p+l|r+a1y8FSf`XzPEBA)6Z2fb6w}0O{@%TGcsqdyv
zF^a0RbF-7PdEV(ialX=gX5(o)IOdo<Z$ID}%yPC-&F<*W+e`kGzuTsyy{9Ag67Sb#
zK6^KmaD1EA7P025<B>1POb_o*J$9RU=1G=t3;TTEu9vv-4ZH$1GDjISGefImoZu^a
zeG*IZb%RpVOLG#7Kw}r6fe^Hny@qC>a+;Ery@uw{RvT={1~h03S+9sx(1C10N-VhD
zIA~V(nuA(0;GrD&kPmSydrgfE^+08ufr6o>u|lkZp_xLog0YFYLac(3r9!lVk*SeF
ztb#E})XV}Db|7qOVW<$RU}~Zetzc>l5-<l1gejO=fCLQ86--Sn6+q)YAR4sj%h(u{
z96;kkM&J%JNDRcXFfxQM^)fXDjRRRKm>3u<m>8QV7@I?ufq{%SH84>yH8fH%F#|aU
zV^J8`^GNXpTdiwhre_LDNk}D;Ayf#GxJnd^42>XaAmjLkMj-W|G~wiw4_Y**YiXjO
zYiI!)Yz1jmur##LgRI^IkI1=Y=A;@afZ9{wum@>`%mAP#X3vtuoXlj$y!4z@1p|;B
z!6m7=VG5S!AU0z34dg7y;2(OL1gBdhKN2dy%%P4#ZM(-#JP8`>Z+l<WWx1^Vfvx93
ziA`G`IE%mf!YGqDhbt@c#HoY%@s-DX7c!l$+5E?NR%hSWm1eh`zr16+xuD%o`e}ho
zo}W_8hgH2EK><;}T3<}7&2|-;G&}RljqA&#T_TxW<PTa`nIFtr-^Oj%@#3sz$*q{g
zua!AW=H}V^H@ZJo6bohL+P&b*rCZmxxp!#f#;$&Fy)LSK&i;<iDS|<dT6RxtK6G)L
zP;B-(jZ+qLxK2GU&}wx1`#In8^`(>RuLYKfEqZLxyL#rN8845ND4qJ|lIb@^-N$-a
zlg4cUQAy$7T}@UISx@&*ec$`6`+@Rbvo*8jZ&ai_?(6l}Ik9Utvm|$)&W@9B^E8ir
z`h5C1@7?2C`R7_YFG*!i`7E&Y;O}K`6P~a6`I~XevYC}QiZyVkf@8tR(h{r&%rP`H
zhqo*tl^>$WaLz9+%1kZtODzuw_6-3=Hz<<P3pR65+lsP+4U~()sSuHzFcJ~S7O;y6
zyK?XpZJ-7R*kdFWZ5BofW(Ed&2A1Y#W|)J?;6Z4lkbo8$7RE+;riPZL;8m}PV#Czj
zP|wK1(!dN6eI*LU1_pXYmPU{)3@JXqxfxUlz)BB8BSSq?3nK$#Lj_$kb4xul3v*Ki
zGb1BCQ&S65O9ev%BLh84OEUvYkPA7HiWEa|`x5MHka>_o1v4q(C{_%O4D`$lOie(O
z+Q=0hDCOZOUO=e_DLe=kFQ5V)OZ(_{))57Pw)eGNJMYBlSmsO$;%F?}&b{+R<Felj
zZt5#9tdJ<4xP5)QNh=qZ{Qv*fk7vxe?XBI~`sA+0wS}#Y9(e^}-H9BweNK~f*!5=I
z)tHmBXqJlJowb{fuAJJeRLVP{#-emvTI*ruaNBzmpPVf)aq27BG1vO|-9=x`{WNr!
zEXizm{2;Gt;jgKF9G)Gr(eFwUuP;9R$I>pmcLMvlBy*p_Ii{%@D`X~KSsBfHC49S7
z)1?2GSI>CG{>`<w{Q1=4<(Y+9Hgo4OPxWu?GP$H0B==HkMNgFIR->%YH9POl`+MzH
zwD!B?jqNY=%*wCSZmwJLTjfSlkF?W_nu@*k+b8U(?+d%N{Leqeqi$VA;Nk(Z7iA6#
zIdDiDnHz%DfH{VS<~UnMnDGvZNQ@!`)M}xq2m#mc;53J)2m#pwcJUA@Lf~5(^+_s1
zEb$g0U_+5YVx$)#;M9W@9)yYz@O&a>5i-d)uh~GL_4}Mdr%MDI4^D7%^5EnY>i)N4
z3%i2B5|5(_&SH1=rOEj&iDG*Bd3NQzk2icj2d}&Bx#Rt^^<1-DF2A~U;l_O**GEp*
z!>lifmqz<)f877-)WO2sBEx>+(w%u#>V2&R_G_&C(!^#v-;IB9vhco-@3O1m8-IFn
zpFWx^QMW?bmh-%)P+)NK+_+N@x4!Y%F=yM^?A6;Z@7ZeE-*LWD;i0j2NbpzFUgyY(
znqQ~Rxv^PWurMwB(S&vXUj`|@y%chP>BA2P+N$pz^q%3QcAq_U!4%J`4x2`mEyk1O
z4Ocd3HY{7fn!fDAi6sw&4!QnZz_VnA5~o$uyqSk&FZ(qHU6?mJW_Rbms_HweIyNr9
z3nsmYIAq}PxTycEu$gj5g8-}Up^IG8g%<U5lnbw`Jz#a}+NOXLMr}`b-bs(S+q3cU
zQ}d(6v1+%ncG>S<C_in@)8DMSa<+1V3mVMA2pk9CI5Rdu8SJ;f*`5KnY@PCRQV?|^
z%I-@;3s572vU122vTg{u>OybIfNcT09K9Suap0h7#lSaFlU4*pE0}`&VuqFqpuUoY
z0i-KtZfKxjW(w-LnVB2tnJSo@nCqE>rqV&36Hr?M)a*xeXu*~v1s1fZvc%FsG6FY!
zAoU9o-6IQ7cSzUJ0<<i|#8|=7*bL+XP|^T3TOi#dL-6<@xLyGXLfSGYv4pD`1Db$B
zP6QxlVQ;@!fRYT74+$1NpjsHS@Ck4Pb&vME7OnQ-cic9~iQi2?h|6w^X6bK+$S7$?
z9nMI*AKxQ2*K)^BXuEh$XYteL-!56rZm4%zZ|!3ck*;*Eu2X8^@rzbr+y-IG<-_u9
zS01pKxx3WQVr$-qHJJ=Q)Jva>gx{Fk^ZsM!$7~acwbF^-Yu|O0dvlo2xuCjY#*~DD
z1)lj@dscHcir?O6dS!d&-O11WKW=4X39R_*v3T!6OO4*Zor00Ufu0$0D^;A+|9w4r
z_$vSGJ$4i3JlJ_);iR8|GTg%YtbL`DU$ajIe}2FHL{;a+OVdQB&ahlix+B-{$As9Q
zcNlYSmbT+65J2Gq4o4$nlyMsioUIdZOcEHku>iFiC@K>yLE`}6G=#ft0=5P0c&udt
zk{bt2v4A)SfuxoRXxs&q`(qK~HAaS@u@OTH1yf@MQwsyc=!~hQfkLbTd~C)5JThaT
z02+e<g(+fG#y|l!CKIb*VW?nX3LcxW01f?s24oDt+*r)g1?&f;V8>IsfW}Zjg##!f
zr{)n+z6_S(7jW`J@*|=0#S;7QOQ3IlvjNZE=ixtg$ZBy+*~Z?oB{1~S2L9f+>=%xd
zOmypTs(Nr=|3-&rx5%33-{&R2S(10I*OYNmx&10J<}b&x`Y%^}=X%&>p4@uIL0UA-
zCEm2ePvzpBbHN7|Zv3lpN=V^n#~YD9JpBGudmb(JxVOhG{|&F)zE@_CzP-D{&zHfx
zWYH>zWO?nqCGWOM3kYp`D<xYg{4Dm%A5FXT_6dU1?(|BT`mGCoVO{MUxa?y{K-{C1
zEKz^^^>38Ey;}ZU{A->3)y%31q6?W9&$-wc=(r-`-HDikcQ!5vzg89fb*<#gNj_d&
zH)rlKdj7<?)n;kRxu>6%Ta(^4sQ#WMZCUu~(4?NpUvDw)-}&d$rdhf3UcIZ8QGMH=
zw!`Oq#GSA=ZrgWE`_1jjJcAKO(F6`sa1<C>nt|1TIfkHdO9KTk8<On_#tpcE0%=gd
znnV?I-tN7<ZmDgaY*oC!;d<tj$mh%nECuDeYv;a^KfxT5lh3l5X~*Y(2cAhRQOR02
z>u>nigVt`ha!anuc+ck(ah)jQTD!#NXMMlI|DWgO-=*t5{P^|u^!ndT`=<yTQeG-0
zSO4R={{O%Bw*RI-_^G_?)cbS$pEUnCQ2+0?z3mtI`XATz>%aRy{J8%A?5{^m4lPy>
z`>Y@TZ}p$&_xE`$)olAYv3jcg(SD0!&wdm8tenMLb{~z2J~cOYX}_jw+Kc{6c8@e7
z|4mJLC%^Z3)4ZA%138IHkDaxq$lX2g@@9VB&rjw1-Jjcin$p<z=f~6d6d9Gyf9Lh@
z@B6d&!NdJFbwB6FC;d2~c}8pPiTHoVo&N=~{l8?__C<Z$w*LWdC;t#+nP)lAU+e!R
z`z-0qzCX;RFU6lGt1R@9{mrlVng8eFDN{UUe=F?GPKxq1%HMqS&ui1K=JHeS|9PWv
z&vfFJWgiW_^OqivU%&FtKi~BGm;c1(-w%EjEB&4$s6Ksf@8&ZzAFc1-y+^V<_x+Ct
zZ{_dxJ-RFYbo>4HA)4=JRh;I?&#Jn;T<T|g{hy;p9A2r`E}17+cunDoaHmp`V*L}F
z;_4*|ELo+~yk&YWI-gP7^CbPf?)hIgLYGE7cVBb(h~ukGzmltKo|uKo#hei2Fl_Ii
z^?1%>#Tb@{YDK!e{E`hlC5h+7bporN`2UzAFrW31f6C-P){a-E81c@PSG^{%%zghR
z{!LF5H`Qc*(>b}KvFW;Vhq%_?72kf^wmhHy|9iKYT8}1c>Z&KfvJr1C-QBri#x9O4
z3U5v?OXs=uy!q56p-S$MsG<r6#hr~dwtB_Wl@hPt5ctH-yfl2}8AF*B&K=Hf7iw?n
z<ep!UYJ6>mkHrC{VEwJ9?2N3JGm3KXtjlJS=W@FlX|$_VS51=9_J+ZhJkgvTrdO=D
zY!uphEw7l*VEQ^$@fFS)dlNa>>)xG|e7Q>Lgu=3Gw~K@~Xlj_q3d+vDdR4n-?FOCv
zM(vXt+6iS7(uxFrE_=(gzv$BM6Dtl(XT4pfy7<kWcjZSW=~N%Hop<y9xkT5w|9?rY
z-}Ex(DC0JR6Ol&8W?i?D31EAnmh{l*znSBC?)~DNoHKeBM{bQymp&4aay?)9h{iA8
z2;&=zZWK&(JnGW+?S_K8_ts4ZP9M0`d_mLmwvgD#sG{aeVKVbi+i})w@fx`3b|0J6
zcenY))Ud1@k_SFFwYur9dB0YbG5F?!udf;ueE!6I`+2nYdg#NB3aQ_6se$>Tuei^g
zTsURQu6>zD4?Vbe_}0A>jH{b=<h<BA`M};D8SaY_PEtoN<OQ$UWOyq;Y~Hs|b^9Ku
zHddFoxpS*k6tDVr{_bApMX!`z*Ll8gm7eLM#I950w^Aof+V@G;)Y5LpqPy?%I8JEI
zV&53_JBmZ@oXp8R?n>Um%$;>I%+d!Am54}385<cYOV<jmb-m{KasKuGwv*r2%4B?X
zUmf$pqNrg-$3(V;!cXQ~X0oo_I!CiJg?GB&hHp1DI$H!=d~U9qTDwks()y!XMiWxK
z*PAw7N!((QRBfThtTCn2Dpu0EvpIL$k}qc-h|N68VJIZdJL?Qb^_PiJI%{uD$oAaD
zp1#5{Ane+NlV(#tt%+GuU{iU~>4QXd<E+OWj9ac7t#w??wnMgi-M85?2dagtHL9x$
zj(*Wt^y=f>)afBLB`X8l;#RIoDVhDM@9@UH>I+JL7avV~<-SxvS8G~S%3b!*iz-%Y
zuRion*4~*RtNd-_qI&Udv6m!2Xk6PJw|iZH<KnMQ0YagH2B|)BSFMhD+&Xn^{*m<c
z*Pg6Xb$t7Z`{|C$+*Uc9$!rbgf-Xzs((@u-9ylqm#r^K>hG%&^LXYm94*##=l=7{V
zU)bdIr>l`V+mu}r?`>Uq^GT~+<Wnt`X~&-(irgsO&%Jk7eL<is$L$cFrQQtvxAZm!
z2D((;o17dVP@8b>SX|jt>6y<YLN_{GFLtzMzw$2q=HvKNUAH*WoaPtBUAe(5dRJqL
zz_}k6>pMF6Y#VGv4N91Iuk01v=5uAAUI3@UYBpPo55X^$X8D9#Jm;9Gl<*>E0+U-}
zP6unl+C_JFC-c@gT83^EnOvqAa`Bvpqv7hRsHtIfdQ#JUJJ+0Jxp;GRX4wl{sm?fI
zwm?_0B{kV+BiK}0!Z$3`Q`3#waae^vZq?I9<!_&Id>9KCWc-j=_-<#^3eNrmjx3Tc
z(;Y>YXLtH=DmAbAvZHFR&w&Zb$Ji#OU$Sgd>ek=H7AbN^)6%Lv{*lNI0rM3aJ*Ll%
zBD+`I-)XM@r6KI$wm({2&d+Xn{B>nz)C)Uss8uagOC*FPC?s%hiq+?iu2UaYe{=Rp
zyg6~ryK7!=Vp*#tYqK&LXMb~9(HSQ>%XR6^WS_#T3oX9g+A`zn;X6~CzdDOFg_M4;
zd+|VsZF$2bA+~@`viDAOoYmU;_vW(g>+dwKR{nmc<K)edZ#MA-8*R@ztuWYoQ6#k7
z@JpJa)hmT=nGnlWXA=Juc$rTuJQc7nt$$rzhHTsYFU21ula?Rw&lFyCShKLB^_P|C
zXA#-IyRMj)EPR>1iK|sH;{3`xjq~cH%h<ksJ~Vftvae{zy5w#9*I9Wn=V*$kD>-Gn
z4Z7L4s$H$!uG33(!Y1~<i1$V+H#=HXjAuF&C7eyyF8&Zx*Brch0t2_?wfpZ599(x#
zPU7#WMJdHA_OT^a$4aeUD<1Is=*;g02{*r8h+@u)U3~Q0kIuNmR$|8jjD_ck2|Sce
zoMmzOvHzpuO}6d36LrqEKe1eKB3h!#jr+$wCD8^CRS#=jQ)l%?hDp6<GryJmD!j1z
zHv6?oy}zu_OcHJ1JzG&?dEtBR;kZ`kwVzuhZnahh`&FBz)CrmGn{mY{V4seY<vUMq
zvtuC}OA-ub>r{G}-250(ywkC2U5^0YyR@APE?J36r|sInyvSzBLx;C{6TNOU7M{_Y
zsT{a*%kJe|hMd)x=RR9JVbV({$5VT%%L+Q)>^W0@C|O9((M8%vc0p)~$Gh~!S7)wC
zGhC*%y<0PA`Ri%Q6_bRrc>RBduZyyp*)c=8>rzN(=dR>kYTu(~t3;X=*lg+T{<q|?
zUO?2c<0m&HJ$?PoZr80C^Q_0l@9q^e#I0vDD&NCa++V#`U~W{M(ARZO5+|({xw^OI
zbt+4=D_``JnJ?@<1gBnp5M%k&`GA3uW2TayFcbUUoA(|sT>q0#{=teRzl!)*Cv80K
zu}h)Y>?BK+E7N5`{||R2S}u8%wCYAr>Gj=?R$Aif`6f;)BHJJ5>{@tXmFWgI=IX5I
zDXdc24&0?OZ)Aj}`nYcBX7O=E-Vzh!yVK`?C8omYVQ7Tz`md_bF0{sS*Dtnu8!<m<
z<!`xN9#7@2F5qzQzx$|mp>u4_l6&hecK5vZko~#ukoJV$^Ox^jT5)Jk|1nSQdaZdy
z{a1BzE<S8w6V+=nJ0q6AQkre)>X}v=rzd<`a!7evwQt&U^@=Bq*E%i>Uu8=TEqA^u
zuz!nVyS!gjl?>ncg*;&o<&Bt|-o>q1CH1mdsaZ!r^f3S3DUyCS&;HtXZL^%8_?EWT
zcrUAu9ut{WZPTUHT`TJPgmO=AzmQ<T-L;Zyx{+R~_zd&YZ3SMt9w;6DWwPfi$Ksd^
z4DMe)P2gbXaorrjVWxSt<c!i|*|n=z2db&^WbV13y)-q|Pw1)U!L(h|i%qOz!uIMO
zS$@1wWYQF8?wrHRuB|`Q)8w>B@3vzOAB*c__twx_QBhH@YN^=#i*J@0|9-r<@cqt8
zR<86&lg}SMJ#S3TzP?Ux`~67vd$|>1z2(weQrY3zDfRrfW^dX)%W^`obl#WNe3rb$
z+V+k4RwBV$RA#^X#?yZ0Y0>(pXU!v7y5D%#1^;j}xteqA`7IHnz8lLo-q_~Bx>V$p
zzSzpc>;0I;V|VC?mo64k$!JVW%X_D{EJb<N<5kUbw<XKnY-sno(S5Vg{cc@m|D}*K
z3ClCM*}i3XcCqaU-EO;To%2EO(}hQJ`^$7=yIu%Y-dx<M-fDBzwECu}!r`;ucfZx-
z&!5cxx1r(2H;wjfI_j#)ZQL260bJ990$=}PQ(0>IJiBax@iM*|>BZvveBB;4FJP~|
zx93d37q5pul6szPJHNl?<u^u0yT`Gc-RBxseVARrXXo7Vd-*HLc|wa0?wfI0^7GE_
zWl3UJ7sZE9&%8Om^WduI#rulbtA6GFFmscA=YMC{iT@AJO)cHKb?4gPyUUJdG2C3Y
z*o>W<|4hoO_XkVN^OY{Q>a46w**Yub<7S4&^<VUsDg>Cmc&RvVx^C!)Cib~0udWEN
z1|H$`fB5KA$&z)d<{ir(J>TSiDCyCaRZET4Z5Jdi%w|%Pc07J?RfFMjjo;lR3ESef
zh8YHB3B)d3P!+1cq?0AX%MliR+)C}r&5D?8xBX^6tk_FFSk9XKE%?34Rm&rf7g(KJ
zwZ7OPXjk*kb;S<nJj4(Eoa}N&>UyhvvCRT|wwwY9w>3M8UvN&%UU&HG>y9mb=a({G
zlQ>xNuHy^S+m0^@lIv_jCnvnvd-UAG_pNK4<8LlKT5(9}!(G9>E0_O1vi-|>*7+^f
zt3Lb|<hvuqvS#7K4Q+FbR>pI2^lAB8rg9Xnxu@Y2Ch3u;oAg@yL*&8K1!s&h-V6E|
zOyaZUne3(?R`_A29V54M<~N=BhOsqChxgBTa^Ylcy~e9qg$tewu`35DN$TIosT2RK
zT(luO>+_`dSDx+84rupYU%2(lPLl%{S#<Upvd7)o|L}08_%@5TTb@|Ft<Gkj+O}0Y
z;MpqoC(?zdCNU@Nh~1ihxuAzla+B@v<WK8kCNrvgX0173)$A0MX)iZ%eKx~xXX}kF
z*;0keCYMaNNljhtyr*01;^8myj;r7J?%Mys$2~N={r)b+4{x{hTd=%evowX{-O{wJ
z>vYvv<o9Moin?#iJSVQY`q7oG=d8BPVm-{7F^4B4*tDC?@#xIeQ#zNWolJ{Z`>H9}
z(OA>#I3t6@&A`W>esyn}!xNhNc#|eyohFyuy=qG<@isS~!sGXyZ&x*4Ot7-$J~C<j
zv!7X)Z(V=uuv~pdrJ$`M%PO|>;x#ERJgoG6&4t%nhPJSmSqqg_P1_LBcJo(Il-O6R
z`d>3t>)2!e8r)p}!`F^|zGBzeknOMcDSb#{S-#lG<G_C#*|*E)ea)BM8nq;1zgF3T
z<#*fSGoF8JROOu~T2iyDP3Ilo<Mn$l_@x|K)UK~PDRbKDTg;ZLBr7K7Bv(f?mGBmC
zIk;W+>!!?W3SO7^^b8%@e{1G>Ie*f<`#<EJgZpOY!wcEx7EDvM<rU8^EeQ?0Sk+@K
z#PhhjKiqMp#y8iWo7P|IRKF#%V8X?fA1i)8IM1zbEm8PzalwBvW9~S1MS}|g>?($Q
z_fiC>c$joHv0qPnxJ>q|jD$r@$eP_J|Mh9~GfgjD?7ii~lMM~-Tr%I9o3?z=xZsz_
zUG}6|UG9RtXn$ePZlN8TXP*|{5;ovzxx25#uS`Tz%vL8)<6*Phx=ro8+c^U+7AQP&
zSh8!*X}<G^OcO4o?6s~q_|A4qwW4ucVC$D9JSR8(68aj^eyHMLX4Q(+$eY1zCoic!
zSrsSEb#P^AhoIeb^A$@jEx)R`E2NI|sGtdN_cO;UeoGcJKA5xXxY7kd=ZjimeG?XJ
z`SJLWx5>>8w&f*ZmJ)%xHpe>KteB|JK6wdueU;2Y?#ZF?8$7mV2r@8*Wq!;N53nh^
z=zH|q`gNU_cNGgA4g4=l#QpUVE2-J4ZTsTd`u6EORZ=!lZs94XdmCf4dC%T4KD@W!
z+?1{NxZ;biNo=q&iP@zPB<ZKLqs&=+_VUd+3!if>s4;pt&sMofIHGgCsKaHM%Llhj
zdwzlA9_#K_d%=I-CFc}q-D>EcaKOb>dTr^$Lp`h7EQ2b|b_Tq&U3jl0_E+<(Rc?`&
zt5VJx|GAl=yZx<N^SNs_nR&dNB{|F%kJ?UuoA>aV-}2CXi5tux-MPB!j=_PjOnp9=
zODiW#^{p_<uqvH;?^U?aS)q+rk_yefw7+BhQP$d)bZhnYb*E;%c{5SzhhFE_i)TF-
zELCv1x+GViRPm0&mIoVT<fPlOx#n2v9I80DXno%TqvY)^`^-ue=IF@=$ZB3Ij}N=n
z67}@>)W;_jLpyciM0=JRKmD|^Wr9S>r*K9W<r|lrnJ@5X7>mDKbV~S{NP+2;HGwfX
zb`}DA&oi7Zx!Sj+_RuB{?@4|F3+#8et&N|p#s23MLs_zHc$iwI#L8t^%5Rwj3x$3D
z$yS_Qbnk@4hBuDNFRE_zE^WAR`01T!nJtb}Z<=w0f4gw{YE;4d+(LWjwIKo*8Q1m9
zd;PO+j;LUUX<?wIeBOng;)g=q-;T7T$hl2zV{p!EW3LzT-+E?sh0fRJHD2}4T3Q~3
z@oei_qjWH9R)NmKlg+pPO%1)kJUzDjec2R24l7>Y{s|lP`QG?8O;fCycinM1=l-tO
z+;{yhR5j_(YAv?kcu#h#M%UYa8IhsY>N;B2^5(B+*5_C`>*<Yjn^4Uif)maNO<tvZ
z=K<?0?;{(g)h_#Z;DGC5qwxJV(nDHVbvx3cA5S}(+jdGW*mmj`z6bh&k$kq%Ne`Lc
zr|&;{p~CU$o9#}l7e(4GPxrjdc{HK6Z9~e!6H9xlFTCF_eQaV$M|HHtju&4`*b?${
zj5hh1)VlcC+|V=oa&yArMa!pH^)Gr+mpf12^+V#;tPfwdto9O*+Og1Yb@9XR-&ps|
zUY#VrScFAxnrPbgzQ7j;qDtqy%@&(_?Q&)I{@R%*&+XTjf7dhrv|rU_r-<)%0k2!1
zZY`A++3ve3bjN}=2l)`&LYDP2@<J9nGq)*jE#KTIYO~<vdZSiDJB`iSMKiXk-_Jd<
zdyoDVn|sQi)!aY$<s9rPJMw$C`;VAUoLkP`IQvv{*HoQ$#>vXcHO_nQZaT^6ZQK`i
z_Ga&njBA>6C$p}R^C{{}I5eqJC%;^)ZLYTdv$tj;|MqgeUGPcJeT$;f3^A7@0(wr`
zA4F>|?DA`K+RSyFUt;5OrFLB>`4hswoO&;8)><BG!#eLuQQw8N%G;uBRgDsRz5Z_3
z*X=$b`-<hp2jLAl*&=aMm#;`lvXQcsf6mLaOz_hLUn$k*SEZX?A1yszaB%yJPcJ6v
z^(LA>*Le3OgL9qQmZq+X8fD%>Pt_duu0MJkvpZwgAMU$grJ?^ZjeB*rfNSE;S$sVT
zAF|Y|xWx>@wk{A@9rp6{o&!smI$i8nupJa%E4Hm{qe9)B=_ywPs-&tGJH9wu!SqGj
z=kf=^swMNR&AXWGZFN|@UiKvU{^h=N_(MeUm6cxE7UG$2;}!nsYW<X{c{X<{S9Ces
z3XXmiIh6%V?{FRC&YLthD#Z7jR_?ji&!S#%D$Xsts6RE2(U{%NQ7N`e{Ds-SMTy5Z
zHpt$bXWc0)*RfE226yfbX~C<@l6pDVZ{6s!y0}s9hWwAX4^~rCgYUjs|5V0$?=G86
z35Lr`F{%8FF>B>)-1pvB70Y|Pi!Jr!LeAK?!sWNGgxoB696IYN_q$n#n=KaiUR%&y
zs8~MZ_QL}lPJ!X~GqW%JGJW*sW~7As#82F}wy!GBvbnK~*Ji^K*_>F}38sA85<9oN
zs#06_&Qi$X#%JS=Y&@NMIhH~iF5jiNYjy{Eefai5sZcTTm(`r9lbWW^y7n<9PFT!-
zdJWUxkT3(o<&i>{{{73{n^@b{HS_lL<;NCwR4y;PU+~*P*V<gmtfKR#&fSc6T#++W
zRc4)Ao)Y`F%v3ICyKcOE$(r@^&AswP_pkpV!?d`4@{LzNk1g@L>Av|}?PC80hI^;9
z-nN)9X`O8U+(5Z4mls@Atqr(2?VCk&pr3^6_0@~-9Q*S|?#qYMt3DnoyM6z;`I@IZ
z|CyBem(~4y>+RRE#nf^A)K7IevOUu$&rOYrI59(8OeQ>gn($_YD=WXB33#TkSwV@%
zEWy3UU;M4?^582`PH6$6eT83`eqPtNeAFj&_kV|wveva@8fWYqe2*Gb*+=p%uTR^4
z^~*)USN`?<ObRS(KPd1`Im0}Y{lwE9SB)A)c@>|ne5oGQ;IN2Yz2ivZqJ{2DFSc-Z
zUzIO8C6XaBBf;jrq?~YZ_-CmOuCfd3zOAXL&2njC`1@<iUc-xu%iUI#wD;{y`MUCA
z;=0`ScX7L<&S&g1ez!he=*hjBCk;PM${sE)onSd(dBy)(k7gClD!UzHQlA?6()*lu
z(dC{=oi8~GuZgkQF8kuf8MW;RUyR-Xrj;$Hg?Go~Ulr?oal}FRZ?NRwmDlF}I?)j~
zQ|p_1sE(ma=eGFky$#dDrpqr_b-m@G4QKrkPM$88uls8kvGdNn*|yO!VX4#7ixTrV
zm{S)ox^jHWj1Ilo4>!7<-+rw!!0&zY)r*$iau;4**l_O6u_u?$`0#y5o;%5N<&3gY
z_77|2zI=HfQhuyZ>fVj;o{DwZ-#B(`()DY5bpE@DTtY)ad%{9vqyL6t+7A0dR+u<k
zI<se9V{uXBvbjf(e9E;c5s}t8n5vR6=VD6mF<BS42|Rc1zpL8soGA6WA^rQ(g=a4M
z=BIYw_1NnWxY&37o`)+PTja8LY!v=dE#Z6Rr*!nD#*22#ix)oKcbwmCmy$xys*A}c
zyIS9fmF($0<aznp&evCV|KaP|vonX;qTs@2mwRih3`A5zbN!=d@Ls)9zMk)h<HM?M
zcE=YxUcI)enxv8;)@Zg&(%eB?m%sZ*#1Z~kEeS4n>-E=&egEpDZhHOHwyQ-)eVM+v
zA3P|%N-pKP<mVt;AG?EFmq@Dx-}1dx%FZfb)v$Qh#ntN`EOg%z{AAVK2d9Gq_KQts
zdAa}FDocs$LWh5J>uc^3TIS;0vvTupLsLT^*+K)6KYj~;?@9Cumg#-F?Aou852?ER
zdw+_X_8dPKtET$iobCNqiSj?|A4y#a=hm4~`mR&>VZ&{=wPxL==fC(1wMMR#yAd*3
zV!oK(jP!GN^AsM;+ukPKl)XAtRbt1Cw2Ws<jekA!>5i$GG0(@p|9owpsrnYi)bF0n
zT@ihUZ`?4rdA0K1LP6%;PXgi(eK5^?GfRbi{y95QvAdZ+1&#II`d279$%&QUb#8oX
zbtNi3&gJs)wB=iC`4;T-=GJn{zB}>u#>Yzp?7Sl*o_#$h8pp&Kth;C0nNE%!@&~hm
zU#MQO<)0|Z@iw|ITT0C+j3MWD)Q3qk*^Z}_^Yv)*pV4N&^H6=#<KEiG4u&Ukx-%nZ
zgmCS?u*giTD|71>?mYz#Rl9dSYi-VCRFONk_Drehje~Eln25dYece}iR4ijn{ei7P
zelvb-NtSoH`E4Jw|C+89;S8^@&R{m)xjJGmTYQYO%=TkFxvM;`t(&T#l6Q93iVIS&
zs^45Ys&pl2^3uPjq|REbUb%18cIya-2^MQsv!8lV`0}lkQ2Ocf2TR_~SmhfLaZ09v
zQ&TU1b=~pwV$o|tu097$ZB5s$e<i7U_qXu@Z|}2A20LXInkAX$vZrWB#=U905;Qqs
zqN%FXgoZ_a6N;C9)jYH$WUX*HkCf~L&o?hFzF>R5vhU=k!Us&X;Q^uD##(C~65p@-
z@}fv{QFMo6)Vh<#bDpkxvg5iW59hUFtBIdg6865=uXyuAlfP=`9K8z5_LQ{Z4*ic2
z!tKRBgCEQ;;OTV<-=L#>KK$ju$N5$tT(#QY1$JIco7Ua8#~`5O@=Ax(v*(3aNca_7
zS3WIY^R`U1`pm?v#n(%j*yrD7xs<1y+n#>(_?EwCVsqp>d{#~C$xEI0<JrS4f2Z24
zkjSz#<mUbMe+Ao)<4eNM#B4raez8T`wJdAby4?OHMQ**{#HJsb5~6=W#>C>!fy5gD
zcXwxJ2pDvnH?%pCpRR55!}f!4+wrb_rJ*UN2SuJ(T;}cDxa}qPyvV}`7}Pd%s-6Ak
z<MZuWB4<`t;o{fgddF86$o~FttMx+Tip6WJ<+a!FsoVN0PvyHabItKvN%N#E{_$ln
zFVKH{;Ifjzlz(m+Dk~4F&6Ty7e*2bxXX?s>A6HvO?XWzga_l(Amkr)#+{w>f-yc1>
zSDUj`IlJD7sg{j@U(SRR%#&}r%UZ4M`C?LAn{%*gT4CGad2<89r5`OYex@b=!PCnn
z@QA5?Z-()r6{Smdyg4CrYKzGsg)UKUSF62@v)GkqX06>*bGB&_Q>5Rl77p#O6Q-8i
zZ+odH&RFwehluHoo==w#GbymG<mk1P>j>VkKlW*gXS#9ej?SJp1}aM!!=}{orrOO~
za=E|so{4y`SWL&p9ainX&oyRFWM=+2hv|7`Ycb!Pt}kt8Trax@aoiEqJFB{#N%O(8
zT&tdKk2P)tvqv`^I1#n}M(*0R*?SMAMzMZ6cjox6?5<+LxVmkV_RN@d=6Q$78tpcx
zE1z2yF^kU(_nRe|;w-+Qe~ajZeZNAl3P#2s<4%;j&Bds_!#XLhsQaA*%kv5M1lH6g
z^yJ%YxSwIO>l=&7)n)6<-$=g+v~zs%=CQ}k_ogbxZe=*=#a>t!)IPWO*@Eyr&CUKh
znj1{ZZr2KIW;iFIEfCu*E5pAwg1s>+``zq)mMN{4F%LS63O4W;y;wEfJlN=KoJo{m
zUPR2Q>x<$os_y5B3QGv;+IY)}&1K(gQOV=cZF8huv%K!DZbsscf)(xu&Nn;GzQXKf
znEX0nfn?F-MeRvU={p3>n|95pcXB>oW+`)G`f5GrvhE+33}oJ<J=JPIx~jXRz?8wz
zUs^yV(W>K`se*vas;#|^d+J<@9Ttc@Qk>z&86m>Ca<A~yjT`(7-*&M{ojNh$z-}Sk
zq&p{1F{w38iGO@ZmoL2WVt%z-QoQypF>@Q+sO=I`9`UIWn~al}era8JZdqVOxMz3x
zo~%1J@}l>Lefe<cv)f7iUdMvZk5(+3z5VdM<Gp8Wd3YoGc}gs6ZVQ}PS=$zPWp`Ck
za1M9!oc)KF^v<k&bw0RPMVjN$Z8ew7zBPe9nK#dNcKY3(^)p0zuZP2Djg1SemDWnE
zZ@JvUvv_Yq>J{Nr!fXMv@5(KI8!NPL)0+7AQU`?={@x}Sr0C|hZT;HmpPnn|T$9T)
zsXEN{?1^Ogvb@CHe6HLnDJ+3E`(AO0KdU-tBP;&v?BW@n3rpMh*`DvH<XEM-?+o+$
zP2aLUJ4hFP@^ju^Dd4+Cz&XHiOQpxG#c4|E0wRLvoFzN*S}Vnl&uj0CF*x$*bVSTf
zTkbXb*RsVfY|>a=E%qk)Wzw8#p-ax~Lg!T+7z!@DysW~KrSy0fi|V5tY6lb7J#PJY
zcALYp&g=-=uWpT7V?+)Mec9iC;a<kOGNz8F)fcobMcoxL&=KCKJW23l8}BQzdzU`P
zoa+A2CO0o+!5S(4ZMWMPB3|eQ$VjcV`*)UGMD4>rm4FFxnlUS`ng8xxbbp~-)!X>K
zsII$PjMf|yUpA$w_^@~Iq?fL*lCB=}e#Uias>5z2=UvAV%YU!4esrO^bc1M*$wb$c
z>mGg$y)9$@t+uV{h;M<1>bp~F|Myp}IjAMmf8_Lw9+vg4^=yKtz6ozVou_}TmC>JR
z$IEPnx?A_|pIKt#VLov=16#~>v6>Bgn{MrN$US^@+53ZKcUX#UOpZvIB=%qT`|mRa
zy&Ahzk1}s~@oV8%#?vPxFKo@9&88pW@++)8FX@`7z$1a;33Y$ZnY?&n5a+b=MkpJ@
zYH_wD3Z6Z_5`Wyqm$BGQh%XSAy6wFBeBRDAem{<?b?wwJNIiP=RuXg99_x?4q^vTE
zzV5zXeNgtwuHSnUlV@FSkpKJY)WLmq?L|w}5BF|3=%5+A`ipd6OSW9ki8oPtU-oUh
z$isb1(q*E!^yZU?UA|;wh1pH*o>9<tR+izfbJ*Pnr>F4m=ndrEqs1q<a>3{H{er!L
zo{Fqo_YYs3CcVd4VeK;E%gcg8i=^9Dsm)uyGvJb%VTk1V=Q|#Dv9wA~x?V8Vz^BSP
zEcjFB#7VmOaTiZ*a^Dij!X*D@WyFeq-i}g#7p-GW$lUYIHQ>$yy$@>A504-3P>slI
z{^!)ttNBw<`1R>fwdC$K{N~Fh9j+)`_TuLPXG>%Mev=b(O+_o>6;?ixkGlV?xp(2d
ztJ(2FFYmM^3D+ep_L+C9i<MbZG^)Eh^!Ot2m0WH2MBXUt9y_0I7C*gNPdMXi+Em$t
z!n3oU)_r8`_S~piWs|n(xx)$n+`d&UKG`8+_ZLKqRAh8A$rSqp2bbjw^-n*h%au^H
zT>7fj;st-7{tlQm?at!D8&YSR^c-IWa#)#7SZ-dpMcaJY*UatuiM!Y<>h0Zj-ny~B
z-{5YB+^iGPuP<9xv={B~mg*{4=&@z*veGpT$FI&mCS(3L)yCo|&-`P})_D(8ZRRc)
zukAnnx9oA`ipL!6xqT75KO|#gcUnF&uD|>%MT2R5>PfEb(+sIOCwhere-_*HEMW)F
zvgt?ti_ffRw0;<W^@2lJ$u7@HcYkYb=_$N=qwdk{SB$s5MIBx6>uJL}#mT256Eyge
z&zv<hjTE(-TUC2-MnrM#-isb@C(X_IwaEQm9Mi@=nWTBM1J?z4l$<*FaN7}Wwf{3d
z{)jd^Rg&FNvPhNDVL4mG`m>7HR!H=-2QT+HX4?GvcGKo?1>P|0I=9vPSlzcxnzhLA
z9lv$0Xa!61i&n;-ec|mhzAN>tzH-3XMPhgC>$@J;esB6UH!<|_@2k}&N@;!1`I4Dy
zj~<y--(}7rnRff8?+%_zSF&5~MsPCyOSmPoj^)T|l}Gb8w5mT_7&rHR#1WS@>&;Ky
z7VcHGHdoYZ+i38NyX408_j+ojA4Br?axV0E6*=LqaXy3n#4OH*2fh@%neS|zpvz#H
zb@hq?gQl#|+jyIzMV`wyMb=no<ntL`cjyY&Y}tJ#c;eqHZD;OXJ=(F(#&$vMQOkhv
ztk(fdn+~s;e=F_8l1?Z8R<(6XT1Pk(tt8W)uyF7G#3jAq-fTBNe;eH$F(OI}w(^^*
ze(qhuV{dEF_EJMgPfO@ihzY~)b1`ztOIo~s%rDGXVSjZ|&z=Q4y+vBK#f3@~d1M?=
ze8_e!hux*RIxiti!T(5i<CNuXddIUGHMUHCF_+`w!nB23D;FL}d($P#n_m{;ykqao
z4Cz-r8;b;*v@RbGwHIjqRj@bU!Rwc6n9jfd@=q%GVuN6;R&wXuS(i3VG!I)O7pKsp
z`SP23ul9sR%vTn@P1SKY`#4M|e0JTDY};RgHPgfczCSAtIP-Fs;QNa^eag2a2(L^^
zFHKU8FTGV&K4a3(^V`I(1-#Y>^bJ3>?O)T@txs2J?zm|6X;ty!(pbOpw^KxyZvMS_
z;`;kDrA)82+sPj~yIbVbg60X{(;QCBvv(;w_vR;a+TAyOsq^F>-L~(Zu6W?Ky2!@~
zO4~(684Yf7O%q+;vxURFBkA(HzDGGb(v01d&h>OYvzs-o=Yy>67tSSDb|<>+3wm?t
zZ|kkE{mU0_4M_8sw9{L%VeY~u^L83(&-v!jY5UA$kJZ{*@k+NXE2oMx{cqjPwUck_
zhF*~auRdwzY?A!tbY{s-tG3cjXOmvOv#~nVyUtTp%&X$yBd#z1e?4`|KDF*#>$Iow
z!TUUR{rYw2fRx;2!&H?Q1uObAk5(-_FyW_4{9B7NRZB{xUS0dpdP}P8?T)ECs!P@;
zFHNtDJn41*clA>Dowo{Se0}lyx#+TETAySm-Y#!D(K0z$<;(3GlW+7KPUQ6LnYE7d
z^L(8pwQmX%+Iz2j(J4!gbzWoW8ut6bYWA)T{L(+Ge(l=$y!=;vuUE0v?G<KWKeoul
zS(;R?<&&P%di(s-)tSZ4{-!@{x6HBIed_P!C{uMuqmTPuc@)0A5%n}E^Gm|*t$Q}E
zpTp4RY#HJi>AiQKTa(o*Ez2X^nHH}jm)wbXUERgITWyM@sY1Y-vWrVY1Kk$2=7dgN
zv(rD=E>!gH31#DgVmHNqB8nTo`A@mC*N8{6wQ1_5Q^hY=&x$!dujO#siGo6d<jq0r
z^10*oZ25W1!|=1O{APow%jqpL(HDzvsweoH-qcgAy~rEZZTE%k81t%WJ&B!Zepic5
zgt;;7=8{_!G50`vFIP&VyWsmW{`J$kHyzgekY%Y;=EWM$^|Ei}Oryg6&Zpc@&ECzE
zZM3Fpj`Wd$)MdsE{X18hnr!_$k-x#teP4g^DFapYudfr{-8H@9rarsRIQw$Nmz-ek
zlf0RsoA~%MtT$O&zwunNt){laJ@EKS$;M-$zN@a9RVc4?XJA~N^fuA4;OmU^$%}om
zmOpvR*jx7Tqt?xt@13<*|72}GzH3gTkw|fZoTT%II;Iu9cjl-0AGFzU(~hAkf9_Tx
z2_FB=2~HngHTPA{ntCt1hlf*mdC~lLWh!yAjxEis<=%djZC~B=gHu0F+<g4Y#3?7g
zNN;3ROfHeXeea@}RQ$=05>hXHUe`@eNm?End&w?;&4(;$ySo9_dXeql__czTw<eyH
z+oGRq!E!aTWSjoh_SRL4z9lE`zPNtA$D))+$thu*LM~-GpZU4kdC970;S;~UU1Mx<
z_0-SbDL*d7o;<ciw`S|Yqh;)#uO0^mv4?)xR_vvo6{n~3?Nd?W&W$^6nH@9RU#G^T
zIeBJ6VWhv4_?=*xa|@INE*mYsbADEZ-KK`E7w6sI{PNyWt?8^^Z}`4Czy8hP9BBtp
z&UL3hGv@Kl_~+8ev0%lcrN@H`I?AFKhk*v&bf)}jI-=sX_C|6+g}}9a=h6z+s{F3w
zbrJkkcTmaVX?xYzI}YZDM0Wn(etV6K+ts71O!lU2-7$3`&&L-gigWJv1n+r0XU(o}
z=NGf-_LQHFa5iM^n3L=9s`~wL11|1-HivINih2qdcIG*(_E`FZf0Eszoavs8E~&{T
ztAhQq-<F(i=nj#-{P1Dl66u;0o&}4q9zFHsT~qdlpJf{q5+i4CuVyvWvA!=?-6IpO
zT6z7H)3)TN49~(M8!SV^mZll4FWY`_kJa|GPyP4qJ@!CGOS+g(w0)*C>j{lge{MgH
z;?mC@M`qg2UAk`Sk+?tViQo2qJAeMI$ITh$2l=+~EDn8dIN$H_y+1-qXTu+_7P)%o
z?)ItEE$48jD&A`>+VI#e@<!pjHMja-x70>>9V(hvGmp)WPflLyxaOQ61!sTt#&6Em
zU-*0Fy)(Qz`Ony{Or5PIXYt|R{TB76RpD+IjqhZv4`1nKtMRUjZ$r#1z9_%5+)3@+
ze9ezP@-QE$UVnS#%o$Q=r&b6xF+Q=|w7kH7E1!XvOvdF$4z~?wbItku@kgGy?Y6A2
zhdXReMYnq2x}I=At@-aglN<Z5_bk2ew?=8lN1p$)>QXr(42pN&J}JZ(Db2d!;+=cJ
zGtZuWYkTH;?A?2Zr`)}+p5d_DEAFO!>3hrlr>iQ@C(bNli!AnGSUGE3)Ljm(tXVS-
zF7)rO>U<k`DrZSbe(mWuw<`W0^3GjS_`LGt%_kFH)mn5g<h`GhC0p=qS96>#Yv%9o
z7nJ5}%@TgWptFK={t-VzkCL{9t1=pt&bNIK2wpqot>jh{-OeXHM}B-!S|~B4Xim!>
zyD}N4b(xH-j(;qvR~E5xQP}eM#y*D2NBOpFG3?iQXB{f7J@=XU|E&q{&&l$+SbZz@
zTQa|Q($s_}j{F+paz{3Ix?9foZ4SRQ@8jh^X;Z?bG#`Gla<y%7mN+=WPmp2B^S`sF
zRR|jDwP~4e$k@5i*SkF@>fI{wz_QQn)6Uqeco`$E`*G3KW(I|fjd7*v&qS}uChJLy
zy_{Gy=Znsnl<PV&r+R-_zqpc<bR_M*@8pNlYZ7c!%MG@$h=1GRW!I@B9k+L%{EnZy
zw%6nyPfXse%AdtEaqYQYJ^qPXH!nGGXpQ?l_SSp-o0e^#zcJb8`}ev19$&<HEWd7b
zFa0TL;J7j?Z)I5cjgyZ0Wo0Wi6>l@>KYQ-fva=hD{de5)IDajMaZS_KTczSAA`zk5
z=i|Ot9lW*btU!$Wp|9__yY8MTFmd>K`uIb+-QvH5MI9ZpxGRKC^vqxg`WR)iaGr9%
z_mKk*Rz(RLbgx#*PMCEuOM9t%oviCrhtmh5E~<F#_}_1-FipojBm4E`ZT)Y>R@!<6
z8E1yx4RUnPOuoUfs@d0A_M6JJ>6=UHyOV!xl2&N1c=N`L-FHvYw%2D)zRG!3?q!?(
z<740j1OD1o71mub{PM?4R>xf4UVhV!`z7n=x+Beb_17;iK5pOmBxhIE%R>z8Ei0Pt
z&5_xA!E&PC%&r)rswF}>T-heq%U)IQN(%VDNbXgvgziG_73=3;4EL~;dRU~M)HhS~
zf01j`zpr{LzvL_LtBIF*ylR_t#Lmx>9S`O%-20+?(*hA!&*R!hocoKWE&h1n)NYlD
zu7+zaUkWucU_MtAUb!Gs<?*aS=jq8W6rSy~-a6Z>+wVvT!&{s4^5L96?w^d^acE+G
z!m<jEj2F|)&c8pQ%4;}VzKmDFV6Cyw^8Bi|3q$xnO=F%aw@;!cf7Nb2MuRmi#m}#?
z#O>TR{rj;C0djYipPluzbNVNp-H#8M2xNWA>eruX|6!BzyYI`siX1ss@TrAWIILvS
z!5vH2`oFfb)%kPu@r)w}mU_MvUA?S|vnsQvGs!lC(Z%w<!OP>)+Ckd<&4)gO9Q2+x
z>y*dJB#|?-0##l;6%4Wp-t!?a>x$;=XCD@9i$Bi&CuGK{kD;tGTYhd`d9Zw^U1_$#
z$9A=x)F(w{6B|!tY>e~y))KkEjnj!&syxz8)ygzE=d9aW-bYEF>NdVP@Ui(}L6vjT
z;o!|CO4FHcJu;Sga;tFTg+p)rG<LuDK4jIkW}VpSH@uS!_ObK(pWk3@^5N0TN2RCz
z$~fMJv);2`@%`7&Uw>1#E<U>`Rpg{tZW_Z<_Dh<aA%%w}H@bg&qkhToIQOL)D~~-W
zXScWQ$=<Uo;BB60KbzgbL-OBth)xoCIJKx@Z{$7xBa#m!qZ!*j?Aph9Df=L6H19$w
z(;LDH7W4U~s#Kk}x$KRf<CcHYp>CbIe;CWP44=T3@|bUv=SDeRi4hFaEIyGP>{=Y~
zAn@nD-Am2iek_QO+xtrPdqD-Gyk+H<@QMXd?}Mk`Sri){yoq78c9+JhVt@9zv$y=(
zb8QRvC8-bLJC5#IWYjI5HTmp&_l;jp^SySxysz%>ql<G)9-sg06nsS|c;DQJUFp-g
zZ(pnvU**{Bp<h=oUlBKHT^ZlDswIXUU2c1<S63R%Gr#jtOQuYJqAsUJSM1H0TB{r3
zi(mBWb$y%ueyY;Xyc3P9gX80`&(m|?aiipkN#4GfcUL`8*uCnh;=Siukt;tpt>NDM
zOIkMJPQ~Ubo)nfZSKcq;T_J7%Ky5qcP1dM}nB5L*3(j0$pT6;r+rEh_pWeE%MN`U-
zLtRj)AY<e6W9#Cq3qm<EmQ1%Z`eCrYL^?6|=hEwYE|u1w{C%*TTRO`2;wdfpMJLKs
zv;W3jUJyFJbJH{a1yfm4SavVFVO76S=IJTc_XZ26uk*e!<<|t^XN})vH$Qv#UCV4w
z)f>U{R<(D|YQ*2W5gzCG+B~@S^8>}WYb=+{CoWVv7ryV&Rqb8!@y{|oIYfs`eYbbo
zazZJ%tcFc;u}Ik3QVD6b-BX?{*n0Kjxhrexn0H&1m|44AVV!q0e)io){$QCW8(c5%
zUVGig>{oHz&c%@e|IW(tu8*$$B^PcPcRMn|Z?&Ck+^)B3kK5Qcs|&k@oV#%Ij71ys
zib@sBm%<MpDWpkg_HU6`vPv#2>)`3rr{p+xu~<0ID{ZXwJy&j-?OGdJdpkEZ>w1FO
zo$T@jZER2P*mUezWMDG&$(7n%=gRc@s}icrxBdFIJKo&5SncawUyHcN*qs)srN0)v
zc|P$6W74j$zTM5LzE8g~1bsQUb5XuI)5*KaQZvkw4b>v^ZJ1>BGZqD{=$Tw{G*9LI
zXY=N~$eIItZ`^c<<*u;vv*)?+L7VrKk%xNDs*vmbN0wb&Qj>O6SLOYjEmomjqDOYL
ziq1^)zYskuvTer8*~@aX{6e-&Gx1zsX|{D!Aa}8*Yw)ZN-pMmgYqqhOs3%|X*~IRd
z`)l3H?q$KsU$(s48{@d?UfgtRwma|d&RcW+(&_ErEM7&uSQ2;TsC~Ga*@T@ctJc)$
z>Y1FcywA*ke{IJ09j?#JzgM63R#3dFWq+tkM{!X+YxB&sxUj~?drSwOdtOespTHLz
z?{<ijeX$s0*SeW!bTm%f_A2<WRC^XHW01S@qL2xfbSBIyy7WMk<<zRs3sQc4ol9?P
z-B_@l^V;>wn=G46{>Dsoy2Y|oI-_>cp?RMoYA5}>zNxoqN$nwz$&#$0kGHfaDOSF%
zpJ=jQik1D_tN*j6NJnoj519QpnLp=&1hcf&v;%F^s@}bh%lh;3upyI#xOl!WLqu=o
zTHfe?a|0)>YweZ!TAw)m)B6KUC(ak^dzELqbHjSK?G+2Vi_E=pZpiJD{`4U5@B68(
zTfgbY|9dz8(c}34->2U&Uhns4Wy92hCW-z}39V((TmGM){$K0=&+YmT1?3826`1sG
z{(U$f|L=Ew)gS$XpPB1Vo>^)2z}AD`rL*>T)91tNJANy!`Sm0J|Cb$&_J3A?QC*<F
z|L4=w_y5}275&<9WXAqKr>CEY`oGyqMqTe8r~dy>Z%^Mp{wZE=|DW^vg3C3Rc1_^z
zkN<c4@%zK?Me=-Z?Y&s9V6|~h)Z{kaZB}1SrS|O)`t`jfwatp(lUKIu(+mE0_07tO
z6+JDhlD=unG*5FoljWV%75y^rso?3bjdIuJU#;4!a62oiAZqcM$Sr;wAFlbetH5TN
zl>f(2+kX2GP9L+vPnYjAF$sU399Q!4((J0NpYD%17`l`?&Gz0}#d?14JI9+me;?~x
zZ7eXaGr0co&%YyGQ}(Bct&|CJ_tRgipP62%E-p29;n52k#-&{DZ?)FBf4fx{et(Kz
zv8m=F6Qw1mKcvi2c-^sYes+;@tH`8>_uhznSmIn1`=`CNTY=AG(ud=0Qx0q0P1*da
z(sWka8_EAWJfuAAB7J`GN4gv`-gtW7s{EG?XKsl6EaCE-(r{GbqfE;2Z>>)(J?v(D
zmEFg;-6k$GC2qe~wVF+A#p~t0H-2pLI#JSB+7fNHMDNK_*&}s~hwW#IPS`$QaEEYV
z+L34zi;9U^57r&3Yzdk7;e~*-%#jPcb#u37M+wR1RYY?*H!v`}oxG6gTweWDqhsX(
z$2azmPl}}}7G8azr@*Ydo^4^E+nn|t>mIJuRGV+9>~QJ#Df5GOBW_Q5J5_V3c_7QA
zsRxgQ&930Bd@p@zb)^xv6q|C;`IapoD<65ppV5x*EUG`Y;^)5$>(mOa?B46a(JXiC
z-Ydy@6HWzs)U#cfa7<<SOZTo-AJ4bjesP_&<)Htg!-4BQ{`2>kcg*6Ko0-wRdz;l3
ze-v#Ll+U|#Yu4E`{rt5jkIC~{&++Gfyu*yIeeO9KKbyIBHm}{wcl^Haa7~l1-u^hg
z#J{IDN$wC|;CCf%e*Dh=L28H6;uK@z)RcUu<*3KFOm-4<Kd&V|p*(uql+D{)Z~1r`
zM*f@lODSuc!>o#PAOEPXXmMw9o)i10D)efK^gGWJ@l|&9lCSkeHARkFoXxL{=$>G-
zJAakubDpPLp2@%1_;$_*zOJ|8chtY;o?lg~v?|br<MR6QHETY8?+97fe(b6Ib@ffE
zt}+~ds-|ae|7Oi(dRIMv<@|dSH$D40ohf_!dHKwL&)ffRJ6^vey-w@*dgDu`-{u{k
ze|g*b)d#lzd9D5Ed-iG9a~mIKe7ap;UvXMc{9)p&zggS8>W{CgKQv{}|0lYgr?>2K
z*}eX7?^FN8sT-!)T@3qOp<ZGW`{;eov6U_>mamr;+xm>TT6unn>pWE{ZgZtBzq3B>
zN>zOSuO<jwTNABprW|;>=-_NQ)6Zhc=8`{h7PK*Uo4OvI^rB?q`sJxCchba;I)4mS
zu|J(QXQkj9rC-Ua5$v&2OpoG2SXVte?!}cZad&cRpt#{mxtm2=Oh<}W-kMb6`j7wq
z^aFBkhc0EeYzc4MCT?>}ht2Adu9EW?!4>`WwjcHPtXypWk=gRl?NIhz_a-cQm$%-q
z!?=HSzC!1l6)&Y&GQ?NzjbU~Zi9ewBwv+jh_`a0aCo~>toG>k$yyv0e<C&A@%O=cU
zCg>kfF#Y-d84GTUy7)b0i{G$XKr%Pz#L4Zw3>;C$x3-i{wybf!wk+4iC!0C-9B*v#
zHJwwE6DPb>cX(NF#pTqjrWT354=4DQ=U!O$T}JW8BA-dMzK<ffbkZYU_C%)7S@yUs
z_}zxHE8i8&$glYP=;gzQH;pG9zL$3*T~X%N9MR&83bE<SzeTpC$DOOP{ha<f>g(e3
zY<#B6KDi|)iC22niKyM)R9MP2^K<_m&BT+lPw?n2x_Pqx--q-2mrV<-f30lPe0%@$
zsBdM$Rr}5N-F<oQb@q0T`FY0u_M4dFXPvpNUsvK@c=kVM)|>guz5h&b`?D|n{nVcC
z^Y_esF#oDz{e;lI_=oxjwDP`h@7%t0>Ic39=k;`7&eYQ_zIJ5M`+Z;J7ksGx{q*gT
z_^6XUPs26m++Nj{e`bq(L~;GPvY*aIkIeJcUmu_H{WM?o^@qQ#Ul%lUz5M@S-^A^k
z9{69#y+8SfuJ@m^LY2q+Uw60jaM<#lb8h=>vtG_9;e+*=)6UbfmOoCk;+HhAlAE)g
z@kTno<U7@m%Fh*<kDZ#kxY>M`UFC^}eN`tqKJIC<n|kEH^T#=b_4oWF!_R)Z7sH!p
z-~akn5&KTToc$B!UzZukE|RgoqImD)gi0g%>(^#Zc+6xi?EdSTIKSkCaQ?_uPp>+&
zd9dBpW0!nqwAbPU!(OWsZ}weztKe-~TQq^Ox^x2L?<We(KVB(#S6I2J8^`h){X1Cb
z{OgIr=UfXm@A)z*>n``DelC|u>Ep{2eB#e%wD@&*bB_Okz5li~=lDMMw>VL7`0Tds
zjbHXQc+4xFBm63Vn}_FwTZee;7nJ=GoPYX!{)hULvCsbd9DVG6lcCNx<MToTo6<k>
zKCa(xU0ttr-u}h66TQ=SeRyN>@96KcovxFg?+D|0yup6ct$)7x8iy@(j$AQdW)uF?
zXnsHQhxy+BJhwM&RCrUjH=6fxfk5!&3Fa#cH)X`XzTf!D{ASNTHy%IMl;g|J#%~q<
zCI6$;Y`3UJjA*Os)qSFG4)Scj<<GIUN%_T{t6^7|<{nF#wXbX5*=KRRu3-z<vcBGZ
zb$UYS-S<b&{LNkvoBOz1W$z5;gA><XzG1dYU+R039jCcunNO*&)Jp3gu1`(u_wOiL
zTYTr|!&isr+TXf#tsp!n^6t9s+!@7(cv;=mW%fy%`1yU<GN(58$-$eR2Lfj+Crdwb
zGH5a`y>w$Ao4M(Y38%MAvMT5G&rbQLFR}1L{CWMnUx7}NOZehjHwNvNHePmmUv#^r
z|95`r-;Hu@_9~X#k0+c9yRfIT=Gv{9eVf(JZ@GEv@8lTi$h*!yu3NwF+U9ax{;t|d
zmYMugZ~X6b1-zG;_m{n=#a`*-{mzr~g)3D{g)9GvyT&>Gdo=xO@B~50e8pX%Y-iNo
z=(sn$+G6!uY=+hLbHCWWMLuB+t-m=@vejJRWNq{|k(e$2RX#QB>#|9(V)59rXcLd#
z<{3UuuFmK?vAWQb-(U2=2BzDppRz*QQ%dfxDzwz||K3<DR_Sn6yvl>=P3RLw<CDc1
zJRd@z2wr}0-ZpdU%y72-8fu?ncJ3`(WA`Sux;OIh+St_>cS)>{-kzsXUAx=S+VjDQ
z&8cn5kEiLneVC)C`D9tz>D9*NN(vTBMJnf{b=jEz&9#$hexoI$z4MsN<+pj3&+gnU
z&w0c4N}_J^5#1hNtL;rP6YoadzWngolX=^=mi<?m*v|F4<K*h^uRpx8es|~RH~p7y
z<L_NJyZ1NMbL;y*s<Io^j4S_jC%tt_d2wRT_lC7UeE-jUqjjsDwN?GjOQ*J8_J4EO
z<4l>a9cuYpuk=eRYvUx7Of?6a%5@o9Uk-Nb@f=<#bl5xW$dPU5BwvOZ{XhBPJAdtI
z{g1Az8)N0)KaE=T>&z;_&hyU<K2H`*2)sY>VqNN@7rJ`U8~z*oXs`|1Qt#nDx%Rx`
z<FLFr&9N*l4BrE~R_nf+`afrB*x{Dyw<_meDIZ*^nSL!o>75PxM%UHyCV`R(Z|2!B
zY<^RJ_wvLCE6!|u=D`=Sgg5X0{F90&4C2hY_h_Ea+;+a?*ZlaHLPn3Sj|HO4E|;dh
zv1SyAeE4gXuQiW^CHER8S*Zgje}C=cnpye6>2-IPibTLqjkE2GbsSdii{0!{aA8Zi
zFq?>b^~Z<HrYfj1tIOF}>e}A2pC8Y+e$J-$<$g=sf5&`o_w{!-H{Z>eyKaBmzU%Fa
zFU7g{&B;C(+j3v~^4W`V2lI@sM}=FSST1<3-qGd`$Kpg`<>LQps{bJ9{bV8S3v$z&
z+4&v`>iy6Ce`M>@<$s-?u?9*^oTKxCdDBwG<Ti<d9Z8KlJPm5y-u>g8U-vfiepLFi
z`iGsR_w1$f?wyi3yDHyslj*aPGt3iNzJ2bT&ymwVcmGE_Tb*qWwS;pXJ^WH++P$aT
z<Csh=dnfN6>q54q8GTpnZcnMGvz-56o0!r62K}<Th6gflO<eb{#Mxm_aqIM03z^r3
zLBD6{7O;t)T#<d^;wOIz$3;))-ngPv!0{@}X3PF4`^!(Ns-9i$effxC!?E>oTPMV}
z{O|8g{rmfA6YHXhABtqpuF)2#e-vgs<(<yl{ZsNPZfk#H-LvA({EuJQ>ch|fu*+NZ
zE&Y$it)~nB_b*&mufO}zTM6|)hZSB*Cf!lL_I}0p<EwjW?&<Hp@YdYkJkEM<h5PoW
z&nxeD8hv~byxU5!?(=g&?Q1^^uS?vX@45O|bMlYNe){#lo1NcW*6Z4lzuo$!|K8bO
zn4itkl{@u9>eQv<CTBlPe73aoUEtZ5$*m`EO<<|Y=Wnoko$RpCJ!N@6<6*g}ch7}H
z{a(_~Sbg<)!@^gu%3PA>e=%IJ{+EQ|i{xMYmydrrzO-NS$+qvovoEvM9QMn$sI_@@
zRI>ZB%bf*tFFiU@d_~&*_+qYD75l8ov*#>M*cllj>LYA@yZ=;rQ0&L9@W{BYh7I$-
z7&c7Jyr5spV<6J;>Z@VH<ed*>MYC3fc%53>&-iyqKjWVz{emX!^Jg0#m@i_~<gR$w
zKlsF#`EiQYsr<onz4(9s{Kmg{-nzWHGUr=0^}KcK1>BeKoh0LUeNynH{aGn_)4oZS
zUEUe?dw$yXzrKEdAn3lDx?N<R$IfaU^BBGTKIV*8K5|k5w>304`YH|Yv80q2?^<Kt
zXsn~RuYV`+q)VT--T!e|vf$5KT??jj3Rb38k56uY$FufwaQdXVhO)bPnZK9GyePU^
zDBAC`_g0~(JMa3kn4_H@o-w)WZilX!?q3#j_TbIJA5Y&{{Mqxyf}wBAayN6{eWm89
z%a`XBou8ps_oIBv<5N8UkKZn|&saZq;geeSS(d-;AN|t5@XD?3SeZ5Njk&-5YyIB-
z-ZAz6<=#a;)&J+M|8Ti%zVw0k16qd^|NPS5+GSG|VW_Oes=v_VsnoNx0W*F+c)Ydi
zj7Q2mqe2lUk9BzgS-)bfC%D~mSRv2B-u-i_r9yeJL)<LpFPCH%On=6(^O>D|^e(55
z!M-1Zi$8Al{<!t}$I^t0U)!YbU!9<!&#U<S<kblb<<12)al8i;>rGQa`sOcFs++a`
zht=|rrMLW@k4auU`rrJ?mP6UBC!RmH+-bbyW#6CpH~+sa){vUt*0?MGb$@NQyZM)6
zjlZ}3y|G=g^L9%A&V6s~f8=`qTm7*)zB9o5{qdOZ%1Qh7y?wvW_0>QB`(oU$G%LKW
z#op=F-ro8m$2RPH`>*7+hR5$`XMc^&{&`pa-naMi_x>tIn4~-C6_@Y+QY-yfKRooe
z;Ufd%jHS$P1fJ(+=db)$)^|_nxvpjX=Xd=1(*LLG*G*+JkdMopusgJC^<TS^-D|FW
zI8x=SSMYPY8}k#7mGko${$}YL#W7dEb&WPWzp=F9f83qT6@iS~yY6gVw881YlIp!}
z{)*S_H*PpxxOv+A*c<cr{avk>bN$wRv2U*r{oB0kk^Qw_w$58$R9mE`^*+6Pck}x-
z_wVnI-2eD2`}^s)b{79w?ESCg&;RGD@rU+Ks7pIJKmWh&v_IMY|F=E4JIVe?<?UPN
z&j<d_wE8~(U(&xq#gE3D5-vaZJMC|o=ie{$YNLL?)=BvM_@S2UUo&1uwIBKyMe7bU
z{8O~&b&B4xt)TYNr5E<QCH^^8)I9F%%#V>fHfR3F`ikcLmdE<?`wrjV_WSth|GT1H
zjx4Ei<;!*cw=w_xmMPPF|ExFD&0qdn*7E;jfA60)E&mr^zVvIa@ZaC-r_G-`&Ajh$
z`D)vJg`4*2{y*0FTj@xBN|ae{eO=VCZRz)adj7w)`l;-{yr{b0lVkq%op~R2dUvM2
zy{+!-ZT7ahx>rnf^LM;jzb~q;Eb8B3j*ZT@=g*(EMW*2=ujD<~mc7=2mE}yr_1}vx
z|M)iL@pt?1^SdW6`o&kjS?cxfU;mvR*H$xqOWX7H?#Uawe^#lVx$imoty>%4um6mv
zG=H4}A2kCzCkAn*nkDEI8StqyhUS(gC}(9^q8&yCIk74rF+G)+i&H-!u?TeZk)fd_
z{9s$()RfFbC-8yO1_}lWmS&*in;=)q=?CSPB$hxAjSfmJ2Hz}M47*6swW7p57%UGy
z`i7HJ-`zmL&;aZ<&|z610Yi`g$VD&#Bai^hZcaNpUM^0^(X&ufIrZJZhJcO&gX(bu
zT~KIXq+p-`69Aov4ZZ*oCSa^!Xb3*s9VP&}84!FdGEBf!!O#$V$SF*~Ou^950(8(I
zOaOFap@jv^7O2ZWHzx+CmJ};QE9eKfxGCs|q*jzD=zHcSrl&eVX=f<y2|Aq$;w63O
z{JfIXypm!C=m|kVkQ0B9Vi4p(a14S2Pv6N`LEkUGC^s<&6ivyA3WgXuKyJgS!`Ts}
zgHzwf8FIw8j~A2<S1{1C0Ga9QqhJU*{o7HYq^J~}9I)C0IxdYIdkmqrn1JYDyp}-j
z^+UD<eiFZ9QD$O}F6fL$oCj7L85n}12^`$|u6fD%DVcfch+8jpJ-`kqO)9A@NLA1W
zWdN|hL-IrOGL!RDQWXr1;K>OrtpGm!7%jjdwh-mU!E&OTkpV10lX}pjIrx}F0|g^<
zb3F@VkU8LU_f3oy%#Don49(0f%@s^QC+u4o8|xVun1j#YhaBr>YNlssYGiDpU}k8b
zXJKq<VFEg<4Jrmcw++fRhHEuIQj4$=RQe!z78aIzhGqtaW=LugHh|O`!&R8V-GHzo
zR>9I(AzH!Iz(64ulu|$$8lL??9yCBcwhMM_oPnvHk-4!6I0++;;5Iij)w2K{qzy_~
zh~wi7^(+ldAm?&Jj^M^T!QaftT+h<T(#%pp*Vx=l&&15c!bHKyzyMUn85-yrnHpOf
zf?NkF1EEJ&f)Y2#Cd7f2=$XQ^1nY_ZhQ{W4Mh4~v#^9_7O8AhJ4RSKpqbni#04a?V
zIKIrt095fn3o}@?R52%Z;`zL01D<2=E4k!%JF_mmkSFBy%3-R-oBm_p7)%Ufmk2Hr
z;M?=JsdvT}kA}MVH|LM_o!Ygk_nW}p-Hv827G8F<lxaWd*&=;!t6)3JlxcOURj2oD
zRpL5%)~4!B_GMnB^Nfr73#_Zm55HT~CJjB>|4!ofP_xF_CvVBWxmeNR8rX11&tmVE
zZ(H9ADtX<$u5~Bd{=M_L_#@AA1ce?kmn*ZkF3wfmb?r{zlR^vDC)W$O8r}ZxK5y~*
z+R69V0>2o#9RH}QC*~Ej=*xjGXTErp^vu*+v_{D)e#NO*+jr)lU9$RNr=9vY-ZmAx
zjWagx5Yvu)GVA434etn@oh8Q}&9wHo#<%0yr_-miwpE@wxzoVwmi*a*ne)tcti8ck
zb~0*SeEzu^kc;JEVTP0vK_Lo`0V7M~Q*ez8K-DH#0$M}Bi%234y)-fa*RhbKMP?BR
zs-ZxYBfcUMWD8Ml96UuNs2T-(D;QQoID5K)vKlDAfUn>HF(4TSlncWZq7@84B?<av
zC8nSoO27wSB3)Ku0#*tx9!*Wax<KU*q@=`gIf<zu<RTK#0hpk24Md|~PGW#@HHoPq
zs6_<3oCI4D2l6OV+`x)BEa&bH)sr!e3_xiV$&Un!FHqYCOYwC!>#zaO@%MFHvb&v6
zmfv>dDA8<``F3!VokNoL%*4W;$1<P36+hY5ESd9p@|Wp3ni{XY*Dh&&aM)*$Blq5r
zLl10p+muTzJdQ4sXnFF@t>n|jt2zab(&p;+ZGELa?K#82<)6=8TeHEsd*xwuu|3j_
zZmSr}u5T*5qZ9T2LB}bl6J1O!-}EkLufBgvP*LILKCyH9Z+Df?+TXE0RQbq}iS@km
zS<dZxnh|BHaN2o0*9q<ITy0)|KBvcB{rYFOsmR<NFARDPH?8;-BIGK*=!uWW{EkaK
z8kPd7oS{3PdcVIZ-|rc$ul3T(Wr^?V-P3yZMNF%FY#e+1hIIU%i>LdSM;p$s`+e7}
z)&2F4q@LGOy<NAqntEx~_yqe`1?T=2mu{INjlC0MWB>|GaNrwRB46caWC%*dU<ve+
zi>S*4j0`Dm-huN5IFlpiWz;4B*cKvPIcQ2RL-HDUc<&<tT?LM<F*H)|BQXM}9;B2(
zs8lfoRpD4lmD5>=4Fp`j|LTfd)}8QkYLG$OmCOU(b}Mf47c42%T9K-#&Hcaj=}ePW
zE)|PA)k`n>T-wrpZ5G4H+4Do%8QGGz9<SV0(OPh5^G2n!4$`9QT$W2!t51@6H_h_F
zja!LAp{x`3xR>(PHJ*+0SKlLia`p8Wy|#y+ZGNd#F8+L9p^LOb*DkhR=RGfXmh1oR
zm=KV2`_+os8*-ALo&UJeqNT^;Y1Wk`g=Kr4?%y`<@;VmkT-vi*EaR)a?Nk|S-dC%?
zr<`9Ldus2RPOn8e$yP?DE|HEQOMI-C&C#e=(vt7wI$4r%YDS-nYPR(?uWMy7Z?>-b
zvi;cY`CZj@ZyN6&y?XZ7uhXSc+r?IOf8SVbVw83JmO=7IvrzM$rd!|1%WRmMful?T
z2PHV@jVzF_JTx-I-x`86h(XmgsI7~3JBg7YsF^~^3E)PCpo)f2fdaAx>~{2G58Plw
zIC1clCZHw)*jE&`h0GwW9wR+d1^8*-rV6G;rV1v;#tNoJW(p=|h6=_8AO$97CVHmO
ztJ@3|Ow29yOcjibL01SEfK{4;Rhb%s+-7WQs9<bisbFjZ(g`vTRJDL~nSt(z12?wJ
zjX?Lsq2J491lErf8{{{C%)vJ=fm(=8kYO@iLqk&qT_aOaC(g)N&r|{H#cal=@Uj}D
z7wP5!L`s0LAUCt=f-i7_T+L<(3KdXlMpR#*bd9|a2Tq$vJ|$ROf$D9{;wlhaT<v+S
z{cVO^ll;cZVm%8BlRqrvfAx)7By%oTR^*9K2kYZKrDIk&2yNbNyjx1u_xqj9rwWzZ
zC%?FOaKV->7XIC$9O8Sl&Tf)fBJ{59k)~T-#G{jct*m9NZGG0PVwl7~A9TIsca`Pb
z_clH`>$SxzKJok2FLK|z4ec!!l}*^Ri><Rcyz1ezsr?+DOWs<){CsL{_4%Kxf5h-Q
z$rZX??(lq+v%}%^SJB9+ze1g_{t7j|@+p3w!nIU^`*)7LYF_Vm*=8-Xm5Jcge!;0N
z?>M(Qn)`oFzOq*{rz-mQqK+kxMAj#Z?L0cONte}MWqzRXtOpg#5<CyGXU)AoYhq1>
z|A$&*Z=GvZ^B+BTX>Kz0di<?E&8SiIn?6(D#7tbJ6(}UZA#Y@XJP2!K1WKl03G||X
zxE7ER#VsHsQ11YowGl}OeSiyW3z4oIG-Z|%JXeuaX5nuEfel3p320$4Vp~Aq)Pocr
zgo+fS(H0Q3T0r2S1P47@3&;q63kWn~4yrLg^#pqR#|YFip{V_1L`3@sYzx@s=!G7*
z{R4C0;3-K!EevoGNm5CId@B;<wi9E}EhV5^kqi_dHzHvfjWGgQh7>r^5@z_^f@B0v
zB1k?YSZ07KPt0aWfN%Cu1%W-kwZHwSs#tMy@m`jPAH5XY>n?1uKk!0LR7y0N@8|c>
z$;&RVPEAa^Gk59sZyUF&G1YSWl}aQUgt5=LD<tC7zj$Ly_=4UpYpw0GmZ+P|++Esd
zv9+vVNhZUK>ZIoqVHUAlUw`boaD9QHg!Q49pRcLj(Y;syxW$Y~*{R`};@>Yif4k=h
zWNe%pJ-0&mdhsXF4cGkvqGz^ePPuGRz0$zLS}8L^i}7r*mg9w2^)*{}{&K86IpOM6
z)s>RF3j#0vZF}|TZs?!u#akYfPW;&Z=}Jy`eofx2>BTBR-W-}fHxoQ3J~tQZSFL`&
zS$n=bzfrwCj^>3CD1^WvYJ@V!YXrXb7%YJ`ry<=ngsn6%rnqroOhn@XYzt9t95e-j
zF?mf3eD@(4S%B|D!swlVtwIVNJjKC~9h?QH5+pwoDiDmZHzEQ~XB{!%+4Ebw<c_V*
zIp!!X#SJN%Pd4Oc-r_IFQI(LoZE;SqKK^E2@QMRsQfFTr-Tm*Hv~0uvN^N!?gUrP?
z>&iY0B_4^C4hvhbg~vYd*Ha~#$0~B)OdnjDeR9(>#s}}G#5Ui5SQ1)x#Q5?0xP{l#
z+AgP?2iWACt9{s{=5X+qn22A<OT9bY5dsyHVyj#$WxsJ}{*#d3?Ytr==2_;F&>dEa
z7rBj<v$-~j%}U=iZDHX5Po-hKmmT$$=f=#8Da{s+NdI8CbJvLn!EC#E?3Vo6KQ(D}
z#iV5Zot6IDOLi~4`S{AM2Zd4Tu^~sl^SZvPT#KVD00#~@FpW%%z-qu8LnC9fW&y!a
z2Db$uT>;o^R0a3~q7>^s*<bVGH_qd&nEFoqfWd>T@T;3^%^vW3?7n57#9Q+Ff8$|8
z56_SzUFYVO_HmnC&`T~q77=XTwaBAukzMe-KlSpC|Gwwj-#s67==gW}`~O}_{|j>B
zkk`EW;p6%LZ*SNCG?)J${NayeaO%#_`kDgvANK$MGoAnMar^&|x7+_wt@-o#f0C_X
z?}v-RtAD=U{$J()@8$VHnO%u>&*Gl?e>6T9bIE<yeA8`#x9%pb(|vkw+ok7I^wVC*
zFReWmxap7f(L46l=UHuk@+8(Ic*xHWTKMG!o8S3=KW=Zg|06l~_nBZesZYoA>!%h@
zQ2A9~_xt19`<!zB{vOZ&|2UdwzGZ9VQqiBM>;F#JKjq;5E$0>gcCLMEAEGT}-+aLM
zc<_=>`hPcXoA~U+{>6H_fp+dfr><=LFJSb4g1xur%qtt2Ud9Sv&YDy?Tld-g>sRiJ
zXw?6?8n`E0Dbx3H@w9th{r2lu{`rY^1JVD*U(L=LrFYrOmsc9UyLIp5!Q1wGWRLC^
zdMdx~9oh{<_J7lo6uwTf3-*^s+(7iqruesqBgd6jI@2vA7PrsvtvGr9Ui7@L$>CFz
z=FZ>9C(OR`^sD~2kBzsl{Pe)7&!NMz=9<iN8Tmu50(nZ;Fa4Opc)~;cTg4%vrS5eH
zpSS$b5vWs|{p3F9qGeMuU;NS8*k)k+Yi{iXRsM-j_otno)FY))VcSx%@KS%)(f5ir
z`~H5<zcs^PS&c@ps%vS&M(^_Hhmu|?1vGEapFPhoV?Mu@xAzm>fXtH*8C#yPefqHD
zOl((6Y_jtSd7de8OO1{fEZ|e*lXU!kKP|JG?XOvK@5vTs9iy*7tKTSZE|v;tJn&$b
z+J}V+Q|78Jj=qsJN$^55uk-7$gKg2yd!41V1GC?nJ!dF>`RgfDDaTrKo`(neZ7r2!
zLs=w`T&arAV=`lHU8cM!dGoHS*7c&(p6V8;N~W@&;k)F+r*wZy?1OT@DtSrKANdEj
z#h%o#UjJKmqsr-dh5hN@_7_J4KHtCZQK;G6*ToIGJVn!bHa;`uXP?5jt21K9nf<;O
z9v^z|>cph>I3w)swVP~)VmH6u<}mE4W4^|-O~WiECBSgvLR+&F7lYR7d@$PZMWMv&
z(zX`YO?5jRGqwA!=gYUm?_-l#REKf}(PQuxM4zrrYFL?bp{mqDKy6>$?;p>Oy<Sz|
zV$)me8hItU^%qldk%sEhb@EXg4Jy8D*k)dIV3mTNbk$px0)6G<PA1bPxEXG_EwVbN
z$81XL^1XZH{VO~l$j!ZYv5E8EoK=5|%ilMw*mYu8{H5xLZfX-xFmlfi*6P0LCcHB$
z^={IHnC-iznKpGjb6j&}pIB47vAfaxi6<@{aabgO`~ceq1KFc(*Lr-;oN$wO$(~pm
zRP*uIO@p8NrZTVnmob%F)}2p4)bNr*Nz)%=^|cCHrx~kGT=Vb}=QTTN)rkg86Evf@
zZaV+f>C@H-SGG^LFJ<>CluGFK-LR9H&M0!qW$wD3xknC~MSuE=b_LN)3a=n~+>P}L
zBL83M-Dj`#dnrbR=xjZ)i+|N3&yuLshwFRSK3P=SbK`i|zt|gPp6Le`N4&3kyUU5S
z_ZqjOXNc>;DTb9HuO*Z-wWaF?=I@P~yn7nU*46q`9{c&f*r3`Y$#Bm_U}Dvror&@6
zer*eEU)^IfDNmjt@I7wdFLyzu&FiaYEQp-8{#?>VSw*hT>wM3u>3=z?b=^IwGDmNY
z=<bg@F0B5|E`GIfgYVIRT`V6~ycLobbzSn@){>3&BKxzPH>u(KCT8{pigK6Oif<`)
zcw0Bk_TS6sK<R@%FM`i?OI0seB;6`>NYefnzv0D&>>HLdwdEz4Z#6tLt@GA(RxQSq
zs|(oK>oj6rCa>grE~6O4!ZVjU=zvBK??#3Vp<AlU*EH&DEZ3TrbV;v8>z1UZMp~%<
z>Px2{Eh@Y@<-{u=fw_BUrM2H%Jn@BTqCjYh<Eib}dQu&nDp;joC0+98E}!w_p!Zgr
zf+KPBdNmdJM0n>bU$G76Hhm~)(V@`%!l>g>iS9&A$CQAna^dTzb4nB)xuNjM$Le@M
z%17603f)cCs_xG}c+X)Hf5ax*y75_zTDIU<>+jE6<t}L5nKs`w@kEUDO8b=x2aa+@
z?6|PRtF@`ip-XGkWS?}oz(C2mt92ckI@Xh}-i_+qyE;LCvH#zw1Iug$vlfN7r3Gew
zlL(F})#%%6rknQFp!{jVUx8MI(7Su>OA0ufgB>zCnKf?m<)<7;n|e!c+sn7w<quw+
zur*IAGMj4KuO5@*zga-bC*Q>NYAny*$c{d%6H4r%eOkp5_H)+HK4Fon5x?0z+<pt+
z;rw5gKX^6<KUltn^WwuP7Dt?F=XO<g_0`3`lG=4)%ZxQni5%C8waOPPzuz{u@$Zg;
z^d}y{tczaHczb?z-zA1<uA`kD0#Um|wk>|O@Z>`NMM0cP-ZUy-+s)%?rlfe%M{R;k
z#OIr*WNfD2e{e-h<$zP$*X`B?8&+>;ciX>7<EG52^^P~<rXS0C&3UD+@R_a5kKEtz
zJBXatC(3dsub9c{&)xB%*}!+s%a80IEpN^{eAi&wGv`k-Ay0I9Y!|cE#82dMSR%A!
z?zCA8Cp$2lberu{ZS~jU#nrdWuWhFPV=11sL9V<wWS7i~-`f(`A6j_rrwh;9Lwhur
z+e#bRb4thiWGQOIi!GG-zJygec~yj!!3^JNHY&5;RIJ%~N5MASjf1^>b4)<y+%8_@
z*c*(2a+eAglx_D=eRIGfZTgvsD<W>)4Q`#$viGIm=SYu}B?}c&@7Y>gxRk{`vwmpE
z*{`sOcNyOWEi0Apn=iid3EM0YJoWZbk(HNAPYc?d6o=eF^sCfJ(9m6E=}IBt(&Ht*
z@3xwGZpwL3ks&Sq*Rwr#!4{wX$%#i#UB6pfvUO+Pm1F65_C93T8^@dSu7dZO-1jI&
ztF3=jUd5g~tP-ucs+#lqX^w4OGTTlVU#xx5ernmlokgeG8xm8RF1gH6W8tgXy!W_s
z{AXFagMpr3pUQ<DO`1Nj#PM0qB+e~eEX$PVJ=m#S>~ZvH$VSQ6>&lx;LiGIZWwZor
z<~x3~#Cc(8c0w=Pw=3H;xJ|A#h`qA7VX0;!Bf25_ij2UfExJlFJ7njt*!dyl(CQ6Q
zaj(74EacuT_Rp>K)<(OfLE$*=AktsbH)Z_?u9U~0O}3k?GI+nZ@X{gquH|=<O}V2>
zEEYPpb}!)Fd^Gx1o8!x@WqhZMme{QP(D5{G^39)|a+M9HkG{BUb&R}vH^B6We(r^b
z?UUu?+7B0NG>86ZKhv;axA^K+Zod|sP~dhs`oY;ewe9oUwA%RBk^IZKqYfX^SDjn2
z<V547dB(kym2B+YJGVWF&M=t6dNicfTXOm??lZGfoh?*j3nnJkO5ICq3DnDISX@=<
z(ZbxeC{l-I_LMBEw22@4u3f#VF<Ge1B<{u3OZlnjcM!GXyn`scHMF)?OH1UN$*y~g
zZu+KwJD&ddUh!uxk#n0eo;`eep85E-b+NH|`#1CLx&2{{)O#}#lWXg)ozO$RgQ%0>
z9Yl^Mn0FBQi&5<kqQARDE~<Xo<j(BRRk<qr+os75ZL{B(-wu|$r^f$_k#XbOK)&2a
zKd)mv;un57XhwLsu3gRJ;gx;v`WuIIAK4#fZu&K|dk(QX^8eaXIrHI*sr`>98_v3I
z_y1G;c7KjflJ95PzUsNyeE&%C2T7$n_MzuLOcCJyc683U8Ruh7L^rPx`@3tG&uKk1
zw$<~_|2!r8;^p>-w<St<*cZN5`rmFHe(meEXWRTrXN#?7OxfLcOGd}WVDifS?3eHE
z>GTobwB*;!t67tdp6BPNSzfNm+PKP*pa0{YoRv-DHZN3ym$zwjDEU=ziBDgyT>7`D
zIYVn--ERdQHNUmLN}nxZH_<8aJ&>aO!XiS{;F(Bj{Y1Vq*H&NCa`WO{q%9J%p39}d
zwRbV&!K~L2$6KtV`?JqxWHzrac3_{s*fP`pt6$JuXB)m%kJtRNVpmyeJ>$I<`;(p$
z#X0t#N7fX^{xCky{44nYTYKV>F6;Jr0Xv^r#q96%cwO;VDxp`<=Xsxp{)Ijd{%H?S
z1)FlV-HU!B^DFL#)t9NUQ9bH9O!s9k&aT?!U*lc>_k-h(<y`yaA0AlictA>uFZ+b%
z<X=l09;~=DCAdxC_^V!}l&Os=*Oa#HW124-!*)ui`J3E97Uh>04jW{CNfKqB|5A8^
z!IZS~pCm6IRX6+7?a4Pc=BIPu^&V#1=@t?bg-%u+O#AG8rvJpjbt}($?+c#&ex0MN
z-ri$ZFTK9b;4Zx3$1$0T!vAgj%VTdm+H!f)<1Op2@oDj9hc7r2+JA!o(G*qoBL%y&
z?k{^N!E2OK{q6XZ`#aT`{U%+BXe?!GU2>_;Mk)R}Ls@%SQs*_3M?UH=^(yyGUCZ}T
zZ<P!G<$9L2o6KMSJ7g>yx>mOCb=!gMm+c-2?AbhRlH!i(v###iHbbE1%aYVknWM`r
z=TBMF6@1<5^^Ghs9`OZ*MghK8b);BC)7O3SH8J%zJDe3NK8I_TXP^}y1H-94sp;3_
zr#wwrp(Q=txA22^;D-<QPG8(<V3O2j{ZH=JHQ^q%%P%7prcIf({K~Se>u)#u`4@av
zs&e88;g$3MapJ<nlDJuUYH`J@IQZX`sl553lem#*^VgTzkyl>-d09N|2kWk1iJRg-
z&aUCJa~7GsGVgk=>w}{le(tRk8va*W-SV}4ecvi;tH;K=&^HeLyLs&|o_oyfEoGzq
zqGD;A4(JXd+l$~ki2g^ZT-FKS%3c&={6XpFv2Pn#UP?X7XwJ8Om3n!N<CG<`F-c8)
z--7Q<X?qgA>;K9-jeTkCZO;5w4|Tk&r1Y-6da-KJqOTI=DiX)U?dP#BU35cyX-a&&
z`n-(b1}C@W#~#0Jw%6P9CgDhH|DnIpXLKrLTMjrl%T73AQ8C#yK<T0imt4&3*4brO
ziW43b1a5q%_S<@q4Oh&yUcHNlCLd;!(=52b&voh0Vh8J1-5V46=T$iT53o6A_|EIW
zGLz}YGyM-32$cQ4VtF$#CF0A59Sd9ht9G1{GrOba;Ci^RgL&esB0Xyx?&}SXlfS-u
zz`FbUg?FuIDqKY`O*T?F{mT1FvMkqQ*5xl3PD@SomsHuWrx^bARse_JTIZe*JNG!M
zPPJRhcX8>bV2!>7nGq)Zi^`N_c^RHxu@!6VljsWDSkS_<^r*ae+@h0iCKgLKpE}ra
zY3^I8M~=NUmNQghe;j_y5j$heuO`=3uH6g*8@#&HcQ-tm*qx`ft*+Gf%uBvb?xxCF
z$3A2kMqc=MbKRE((fj4%j9w&u$dHVksB6wvwARF=_&m?|LzcnUs<dm)MkXKlbfMs7
zlSisW=Yw0ku{rb3<#XGHGb}yPQvI!m!!JQ~Ul@aLu@C$0sCmxH72<Ei{<-|PuWj)#
zWDBFbVq<5PS=8%8t&*X<#Y;Zr6fL|{?X;J3_ZRl7p}m`yeLXQJ{m15uQF*t0+2*dT
zymUuO=*11Tf+M`s-`XBtJJ)Y@&EbUnBRf}@?o4c0dnrz)V@a^0_UsQS7fN1f?Y+8Q
zWtM8v%A=2RUhv=L{_vKI_vn`J{Mf0cH*YGt20-s1ig)Z-<#}7-mD3K#jDv}mHfB86
zMJ$RVT0S<p#>+aU9?Rpb&3)xy5o@);Drn97f6<Y`SySc1`;^;5R5w+G8caJk<@9qQ
zr=$xf<5>lI6TJC(9qbpJjoD!zI?rHv!|H`8y^oSUA8dS4%NDV0b(zXr;c2cBlS-Nx
z{x)Y{`L%Ur(Si3o3Fg-d@1IiPRlXXMyChaYDX;0|e&+R&SEMD`r`cw(#PaXnC?Zh3
zV@`E<v)Kxx+iVZ_*?uY7Dt4zj`p)?PZBdt!2JOYqt4{TAR$^MKrl<AvFz>8Fy_lqf
z^JYvqb9luifrJxhKRn=nv~pTyt(^B?mDQK#TPiNxA=<oFX|>0OS!y!g8J`|(t4|gE
zav=5k-QBXOEKPpSmz7iAbTd~^UXaQ$|9R<!)I;kZ{c_qayk*{l?q|n$&X0KC7bSAE
ztbWUyReOcSM6<V_f8HqG5^}cajq$uyB6m1E(mFk_3g&%a`l^}~aoX;3MZ$wcfiqXf
zzcF5Qs7cIa^V-7GPt2TC`&Z8Miemq;e1%T?Jl%~2jo&xlPs-S{py*rl!ln$a!!J)S
zdE1h-p-WLGQlm)ovD}y6Z`%r0WFOrV<I}6Moy&MbdUnqmVc+?J!u;F1d27v{Y<Th0
zYp#1>$$m3`Pr;gqwNf^=Z&zJv70X+3`Blu1y|s+*pRKxaT!Xc-J+<}b+GG){4PmnB
zzh}8F{aSMGmi+y+O`qSNZnu8?di&&iTLiA{<-byuSeYBkel&M-j;P)W#S84A{xS!(
zmq}lJaiJm6<L%v?1XlixPp@Yml8~?248DZuso9g*d*WGg?<ZDHR<2Ormf&jr=<i+S
zJ#{}BZl%3>_DSTf*R;b8CnpN-TX-+;=97k{lJ0Aty>W{%c|GOaNv1G<HA{Dc#FIAD
zwp)uHJ~vhTbD6Z(|9dTE0Y7_`ZwUzca4RKoh%XfV!Dp8dtM0rovh^{0&yC=Ths751
zKjExh==LIV>SeuoO#ZLRQ7$3s&xc(?#EiIvsK%to?wmA>kMa}6*(UpVR$V{2PW-y;
zVb=SLPA~S}Wzu$c&f*=H7pv}=b%9Ik(Z^nsBdSw3$ZCArePmtyn=09|mTQico#xRI
zvCSG>r>~YIur!8SUyR<+uyGY@Ys6Ns_-CwYq8=*098Ed)Wo+HBwVU<h<2@>i+b&$b
zAkFKPe@u8meB!LO{tL=q@9Yee`SCDOF~BQbB>UC;2Xbx4r55{zMjhVik^P_PVSeDr
z=MRkEuL-%a%h<uSLgk|Zqwdo%gSdjpZ>}uL+7zBy9A|#r$)DrpmhQThCEPPCKX3}Y
z+_c+a`$utJ>ps>uC%)bBeDlG9$M#@M#^JjiE6hZ*T`Vpf3%k<U_w~TP1K*pjuhg0S
zDy?4k`Hh!XpL!l<m?8G?*EfL!S6>}0zVcgjV}bN_Qw?uE-xpc)cidjK>{Ofd`b%r#
z3a-n@9g)o4!Y13pz4P!LK6W>Ou3f+UqMNU+7fe5Y?vO>-l=&C-h3*Z0eDGTCgGSZ2
z39nx@tSQ{U>%AoOy0KyD`H2jN=B+;>WuUTa!&8q10(Z0jJUHGP)U>@{Pe@#7+4{qg
zKZ7;|UACHcI{VP0*VFkI=-=m3duFn~Wy}8h==_NJ3zMFGd%ChvBk5k|9rHVOey7j%
zcJam~nR%Pf+U+Ek#@V^-^UqD|>UK-<Z@WG161(i`FOS_`u1)&sbzae+%A#}aynLTm
zQ)*4J@0<T(kh*+%dx122(50=9HyWR6E|W6ZwS-^m_9eM=gHxP~UsRP&xjke4-DbJE
zNYl6*dB3yk4o98)pl|RgA?u_3{UWC&YdNddPWhhvI$_V8H#(OOIUS4H_+UrW<~cK1
z7y9i@Z!=<_$tsw*fzdjtW>?00i@A%g2^lr7D(G1(eqw+9X~FU-FaEhtkqF#q=9c)6
zF-NQI;_s913x1`SMf=W|UHI?IcLfHg3taq<4ot69_{^|VW_y&{hDC};Y)oqxvT~?Y
z6*PIs{4n{l!emxK;>KUielwYRnS^_uTOUqNdY2W)9C(oL*424aFD-Xd;ka;V`P<%3
zK1)-lrPd{9R9E}=@)hS=mwdl;wZiT5(H;Biy(d(ER%So5d?UC1+U7HjHb;M77rEYZ
zdCTo*i+*aK_KGixn>0IZijR+b$L4JYFASHOdtKP1TK=GjQOrX%X5NkaU&C@IcKGp_
zT(qBhaemg_mGY7owS$lTThXQ3rg8Dx>s^8$F1`B19P)LR!5sC6{T7V})dT<L>wj6G
zXnfnijAKp63KOZr!ifuVLZ<whAtrn=)!63Ri=Wr5_)oq3n^0PEZW8+zE0Z<GyA3sG
z%{<9ix8`$dkk+!;yNorf*=_$?U!7Yxr_KDEtn$3qvuv5x<#bP8_~Wx}E4zfk4aJBT
zJ!k$)bc-s)YlTQDWTwTPKVZ32=kmGpM+n|R6z@E9@$7s1bjy^#GP(Ae?fulYoK3K5
z&BJ4U7d{!xTJhO@TMF~yTEFK`r)&G=drDj#BtjP-&nV%(sr#a$o=e>~`uV!x_n)i{
zK0VvS`{01%d7;Y9uMPxE3E66!n`jo2e1ET%0DJ3eT{)J8k5{dK{lat7f=HHIGt%xb
ztleUx^C(%+K0~NUu=M}l4N);KTm7=uP0d~Xv}-oYi~go&^AOt;>x`c*t(sBOl<jHm
zvuw-kEwA~w3`!W>O&5p99(3-{SbieZ`r!1X3+i;$I4{+|4J|fUr`q;W{QuGyUNeMD
z4VRsJckId$gVG}h13p-{zI)uJ>04;BZFbb_;DgJz+I)Eyf5kw~x_su8J@yiNt|#63
zxW6kqAYOMv!nK|1el5&-(pzuoT(iAw?<tbDv??LkH>oCSN5VYI^4*OM)%T?GIM%J5
zHZ|cv(yWCur=NQ<+gP{gVPch$t&QFHomb~vV4HGRomVT#k}o;=a7y^|%62!NH~Q_r
zgxb~@CSO;v{8934;f5D}r~79VX4W4P7W}kf$7?yRoa+m({raRd%g)St?b~98v$0VD
zhEcEk?)1s3w|<B`b;xLa`MM8695b>WZcXuXIq;VwY_^mB!grM&YaBA}7sXsQn7ENC
z;r8{W>1RwV)OHsq_*5puSw7&ipD2_6Mw-3LF)iBX^r0m|H(JHEZVd2Qy)^bgEAyq>
zXHE5Ge7F@p7UZR_TYZ2pZTYf|8Tm2gXSBCDB>!bzH?`={k>#?#6;5sYE?bcl>av$9
zV*N3h87E_pzB2vsNb1oJ)3lsm*G*+>SriMiuer8f3%H-WT~BP`v{^cD!>?r=i}d{(
zy7%rurluo_v9<wj{oeW4Cs;(+@hvMp9+G?LP|!05ACJODtpZ!S*{e59(@0`k_i|-n
zZRmN8m-pr~#zkd`HJp6Pu~l$&rnQ3e$qz~VOQy|Y>0YCGv4KUTv}um^T7N;crCD=#
zBwu*Z;FILu?`B@%U+PmQ&8~N$oHcZ-#o|j`BHz||_3KSn+SMwt<moJ%!;$N}`l{z1
zoRDC<T-ef|>DupqO~?D@e_Am8^vkB{#U5#9?LS2NO$#li$1~k;NzPE&#edr9Q_WO4
zn}5rg<Che@kee!zo3``C32tUr^SNAG_Pq3LZGLF7eR6o+@mqP}8;{GZG^>hLFZi(2
zSK;loOJx;de`ai(zq9)-^F+_9lP<13BW!OoXWRZs?4r(R)zcOp{3m~v;rom$T{E-8
zYU*bdEI#4qdwuKMi6Q4!T)g)vXvU;hth1Wg+T|^Hq*qm!^YSvWeY9+2k1X4EsQEs#
zeL}^W7t!IaVZuI+ea3emNMz66_h6<e4^M*8?1W2i&L2t1mz}m?nS}YSx`#!3xUO&H
zUmwdM+hKKT*XNCgUKL!rY!dYHz}%BnYjmHjY<&E_!HnUT5uc4Nlk>~`7Pm=KIhSrW
z7Vlj9cS^)GDVhDV7Prn;_DK?PThJc6DN@2(ze?Zl-QDQ{=9|8$D_=<e@ZdCCr;WkP
z+A9kupYrg(9G=L1ZF7&Y%(pi^yKV`v&ovDH*}xy9)TOkpGSg+YpzB)Yqp9xC0+uZm
zWD8sqp>gRY?*$u)lOfqppJvx-Xia#!#Is{VQftiQ;@xXYgxXGa^?3(2pVhFhjbJ#U
zAi8klappp<vYTJ$>b%TZ#%DfpqHJ4>$$_p->ldDJpIq{5<GI<-7G2~QPtsX;?%}@T
zgs3M69Bh^!sEm6!hk3cuUd7^zB@;!M%3HjPPp);~+EF>1Z}D3Tu5VWkiYXXux~5$g
zo&7p$eZkDI#y!TLlkb`y-N~VEe|tLWHAMdGdPeK#m>8dE(@T)g)K;kdx_XuJCc9qo
zLpIw)nZgRnkL-COcDIq^oZ?=^h`$FU?pGx2zgSW7mNR3OZ*2Yz^Baq6nl9WtK5^6i
zY>%F;7aL-BEr?ypXDxl!aeW0l`}_iS#_TuSek-Ig&M^#A*u`dTAs4lgk7?_*n3?#m
zA)0Sdb)VohME!WLA^KKsF+o2(w(X5rAoZ>xT3Yx}tbO%?7u#)>H(u)6c9fUD|C(+a
z+of>HX>ZO%Xx1jK*qkYH@9WZ|+Ht0NIosDR6}8>-VMpL6?__~Hdn{JHeD-$3`W+K@
zwl8FSJ+V=*U0#~Wa_f16uBveVysq5Dp3mhowip`w|E*j#F@@Q&=5~w5*@>oIn!39!
z4KHR!8_&;LEY6uBrz%$BzC`r#)Ph+P61RwN=&5q5Jj9T-`S#;2d-u1j*U5evs~n+J
za^K8J>&S@{VYjL@>-i2Py*=FPmLG9&j?Lq9S9I6B^<CIIsYgNUc3|woLow%PE`RJ)
zUm;>_xaHi3lMiIf`5jG<F0XtLdMz$jE<@SxUgirk{zaXlNgP@oX8fMTSA3rEG$|db
z)L_22*5Lf38=o&s<Zg?ok?Q`Pcb@5W_t#mhTXasnn#ZcG6Wdel@AT`!!Xw6<0t_-G
zRWn;0d{bg3FL05$u3~YfbdSNln_?$S3VByAzo)TbT6a=J)4%V6x1`VB^<&sr!yn}u
zwK|%qEmf(^#YpMi2FJUHqO0b4R|?&`aCkD;l+ecq%WexWaPMX9a$bD(`2NbqLoE07
znOI*=J=B_2yZOGxFWFZMum5|xV(ATE?Za9%iC&r(=6g(3XU<!q7nZvxWt~DS=N4_F
zCD}4%+l%fBw#%()UYoF_Q^%{6cm4WX&vtBFFUcijeo%4h4(-{0{y*Hvwz{B3CC)8f
zr9$_YaYw+m`72_}syFKKR0tgKjc5LF`P;uVwWp4|I&D}D9_-rop!u!nm2<3F((BA>
z`L{h*n{Zg}h|=UOKQ`TYZ+zHv(Tiy!{0A1jZokH^qnz$=eP6DWO`_n-XxUwzk>L&<
z&SxBd{q4@Ya58aEOVGyEJPcv_JRXjdBxW1@=-2b%tWntiK+j|w|604<Pd8aT6rZi}
zY|()!qT<=zyc(b09a(Ksa^cCV^8MeNtXGtNFLXX;vYgTW*VU=bwf~!tZy{ob-a_;%
z_C;;-Vo9+c;|?W#v$V<Woi8q4SyQ7WZupRAwl%}A_BFc>)(6`?G;=fku*$+^Nz=Lc
zf89*nR9i(fYWUrw^FEww*fPt{XSQGH$y|w5vnu92bMl;hBp`LqyvJ?YLLzA%afd?>
z8NAeu^gXHW=Cy54rK|R7xr=Us95ox-lNSD()MWC@HJ1CprHXgm3wAihKJYa=)PG*k
zd&3>Jznu)y!Jm}XuGNRn?9tt1cV~td-{Ye*7d>z0dwRyk=8{7BwU7t3jY}rgXVlK-
zH*5P9w*K#QkLPA0vp)z+r+&H;rX%68@<LS18Y{8A9-#(bmL<q%8rIou{<%k{WTwMv
z^VM%S=G_R<{@%?W;nSsi@v)(>ExS`)R&j`GO4Q;_KiKXrI^gUr@?b{ttXZ3?Cs*t-
z$qQtdY<+jdHA&XD{!g7Ve?67!J$x-gtb{YD-|51}Mw`8zi(_{huJzwt%X!)M!0ta1
zPqUK$+Z`%dT$!Pizt;cx1KCr5^|CY$wJKfwHtX6(Cb{r>sp30dmVbO8V!Wq^z5LFh
z%N17s`oHA*f4@DpIpDY;-z}MqQXh<W?J6ohqD|f{M2mdBGUQgTO$zv1<Zyk$$)`F7
zBJGCHp3RuGhHI|hUb{q}H9NiXO@el(sL$T_V&eAc4r`R#XFN}v@>*NP>gj`m=tq*1
z>(5mD(Unf!W$I#eaT3FVVCFT~p9y4#^c-(q8LaYn*1^zi58jA+G+*tTe{og*!HH{^
zEX(NGov?g8Q-1=_UW0~<-(LxQj%z8bHT@tUcr5RFmHDKv`_@b|UXxX`zpCHu$eE9K
z5_1-;pAqrd|0A2?;T-GToYNg=RrPL=)^<D~?=$=G)P{=M&L8SI4?8PYgg-YIGZb9?
z#jUb>(Z|#0d^@@mb$Wg>$$tBL`sfn9d8gKzD~fp9a&M}B#`{1$NLNv0hFss@;taMm
ztP1XHXGyUsEOlP=x7*#%<YkCiH$VH+vx?88JU;&7dZ_m~B*lKK;^y*F!$sQs{2Aee
zd{?I4vYOKH#^CkxZIVWri!L}X>|EW!W$4u5*CuIs@X)$FhuGG9UpDcwus^q+cq>Q7
zTW8;sHOiWY{rP(mt-4yeyIO2Sc@L~Jo_?G|bD_|`^A;vo=4S=E#a*})FG7`Dh}u`z
zDX@J#{MD)P{qoIRHv3-uHC?udQF&L$F(GTyrK!sKYg}yiI7kFvdh0J0uHeeP!u9s)
zh=y6m*G8-}(>;=H8^vLFntMg{XG@J|C3ic%zld389krn|WaDP5jT7Hn<?gliIe8~N
znmc<%>68`Av=gK258b*|bXDX|hHT~4ofmiME#F;ss_W9tzc){O*I(w=`*q>@_JYrP
ztu`+do=j2|*z}x#;#}kEe+`l5yOU?OxBvKd{!uE&hi^?vazRhFEmC4oi$1vN(bS1z
z57`29Zru%>!+SmFn8%Tsh8OR+U)EQyahLza67=e>fpWZN*~5QMZ+{&>d?89>^Ku?}
z@t_;$0)o!R%oO#jUUEdPSS4=mwSC<-%D1kZ;%@wZD7H1GJ?e%VS3+r}sM$@PTBWp0
zIkJbXZl-N4DVLLd=yrXH5VxvLVj=6V`u}AMO;f|4JDvWtUNc@Lwzf7gfw%wV3?rcu
zi;&|}lJ*89oT!<!zDy>~_L3EEY4#7NT;APfcf9V{?z*<|lCk~Tl%>yO<6Z`?1F87+
zZ`YwK5w81`i+-OIm|0NN)lw&2Eik*#LPxPP@Um&*zsapz&dc(>*)Va|yrX$*vO7$d
zoyd}}`syI~Em8Ttf4up(AB+B9UtzL*b8l91tN-hVQ=KPYf3@LY<c_~F`(~M$e+g*5
z?|k~@=GAxX*M=4gsR+Mc-6wLrZ*8dFR5$)@v8SbfpW{rhnBqKj%GN8ZO@yulhM!c7
z^Ee!NUg_zvsQbY=H%u3vS;5$tw6$ArZI_XdZp!LaDQ9bEeOkHdg`3>W#@WVPAD44<
zZmoZG`mXlj2|*e+!lNqnYC|W#zA?Gr29Km3Us_JssnBf?j(X2t-z#E#|BE5_V$)i;
z6B|Wsr|)H`UUjle^JRD5hNv$K%?;!Nwx;lSn-s6AYtKn#*|7S7V%Jqpk?ar!Zkw)(
z?bQ`qW2VUZHHM!~+!(C2WBr78GiGTDf45#zvuw}K(;L(duR6Zdkta0GiuuQk*-_5H
zx8;8_yeNM1+v2(OvL{RGWY6r~-FE9m%H_heT&ezfxmk)k71w%Qd&rpUZkFC|+i`W;
z`lbqz(mAsPGh(hTiOOv@pH#&nutDpZoES@Zf2En_sU>Az_v9{Qh|90nxBgt4k!ot6
z_#tAtv3FY%-x=j(j(h$LTPOa${6=#IyV-4ahxcnYe`94kd|79Pz@A?VlINu@{VuBP
zeCWu^JIi;=c1~Ybm>HG&aNCUo-}NP9B;_ruedIl7`s^2!7BF)AzVWSW?!u2#W%?IR
zJh$cD_vt=wwyg5L^}JU!F4y@Y@7BkYN;Cd1Q7Vm+nD)l;_oX)HfVpnzzt?};5D<E$
zE+@zQ*WXqZFEu;2wD@UWR=FLP^`#vlSN~{j+Bdh9ZF!Vs{d}JIUD`KiY-<gYj>;*Y
zu*6PIwKRY=-+Fn;qGwMJCF$#nPm}ImotvEV`M0*9$ILS<-KVRBc0HK)sDMqhamF;u
zr*+qke4fa<ruW;QdA{HE!glJc=)b$<-=A}KXSOkhOnk7*hP9yhz!!Bd7Y0{RecNeG
z&RcFvZPnTpC;QZWrM`zx(v>b-ws!W!x36>9u6u2If89Z3;d^nNrq6!^*3XlE;Wk65
z{D0Z(sfSnWikQ0W`WmtAMpG2!=Bl-9o?U47-b#J-y1$=SIC4L}YjiEZhfyhAdcv=J
zzYTj1^_w#*RM%L#Sv16$F9=-{RMWVmU*mRakV4>1iQZRJE=O74HF}_Q^;k*84&|3@
z@{-IiGD<fZ?cDu9s%D?8jz`3`XK&*ic}}0(eq2uZc&O*St(zvijj(Lk87h|GH#KzS
z%rmR+<{GR&ms|XE>GtaqbDUF?&n<jpP`rXca_PIwgPe)$^5iC3Y+k<k%GOCYy7h(9
z?q~o1bEj`gZ>8{?gwqC5U*$f(G<kPcU-43n**>qpvv;Si-E-z)j0X2dzA4SJ-%lRu
z`<!yME=K*$;UJ-DpP!UUSy)!oWXLQpcy!qGwRzpyZF^hZEw3^*->_$<bU=9Cs)`2(
ze%A}n<5(3Z>3Y6k@!q(2(^rm#;Ux`EFO^&<%8C=Pjwz6k=}(tnxL1AG@9dE)8SlE;
z6(t<jO|WgPURBx<_{d?l82hchn;{S8^dB$Z{c>aIX0GE;1Mg|YT-wLRY$o~U`?7=o
z_NM8yzI!fwus8k3^)K4a2byM{zUw!w;KVJBhTdo2=AFuk%X^==@7=3!a?9TA>srA0
zR;x1g|CPPZ|LDDbYTKTAN;2iFA>)#)TUn*bD^_GCv9;UTyi(ofuDN;Qq`hBtH)lWo
z%dNk4;<35UkETy{UiJN<0@IGY#j8pW+<eVf^;Kla+xUg9T?8&6`YUu&vh(9hS0_V_
zrxu)*qKHd~{ws(ObqUc?x07B5pBAuB;pTsI^T^^k=a(JS&OHAkv(EUGaqpCZ%DIc=
z4k`8|_$=pOxb*p-ulJq~332DC(h*zkTv)c$*-W?mYPZJjpU&QCa#u>$bx*6fc*>DM
zU`xdMUB;ieUiTSJ=k5ODVd+;TmbNKdjPI%2A66^V*%BLXmS0Z!!KN+Ye^Qo5_h75-
zI(>PUiM;FMp0eldd#4+JyYR-1ypzpR&MB*l7oT=cd8?zj!Ql18?~V(<FJANVZTcID
z%dz`D3wHi%QCz<7+X_8<W;Kn_v$|JbaamiwIC_pRwCtSNvyC?+Z*H+Hd&fCl`sK}8
z+6|!_!gjxFYGYcR_4MZJIRA*~t&&ZzJ$Bryb=){xvX4!p{-?#A<L_Gkxwr;QxWy#L
zVx+9r5VA+if5r0?kA(~kCiKZj<an3Hu`fy6a?9)G#HEW@2xUk{XwP!t{QlpN{m7)J
z9J#roxxa7ZO}w>O#dLDmRbA1NDQ0cG3#@LKTu$Uqs<rekkCZt){Vs#$k>vF4mKl#k
zH^-*?g{24Y4}KMSxWB)tt@1_i(c6Jfs(zR(i@a}ITRlB@%Y=Cb@7--)d@HxLsrn=A
zac<e_>3Tc`4jo!A&Yrx;Jy-Z;P4Gl-r~Z&8-^AW$xBP1T!+BoCUvb{cy;!w`@#{{B
z+SVtF1@+36p3R8-s2{HKBL2Pp)PK20mVatBT$i=GajNzFMvi-ux4QRfaC-$#DcR#>
z^F<@wQi^}=9&e#Yk;7KHvGHta2O{5T@tgFf#2DwjDB_Vla;JQGS#ajX&KZ0Q=05-V
z_!rZ^@*?qd1y7`BXv#53?OJ;FG55|TifNxOuVZ9cR@(ORi}QNhDX$#w6)m`QSiCuK
z*{;_D42Qie%JY05OwF#Y%;({Kda(A^n#g$-n&&rJ>-jJ*R9pY;hyG{vxUwUE?`@ga
zbVI^#-iCxjU4BLq+qZnpyxZR1y1znZvcwJ(&AmxiL-ZZ>dkq8Eu<JHxJeOAcTaoOV
z^)xX+VxCsT$)I3K&Cs5vNaHS-y*5r>>0RP>UcFYSmu2Lxe0yEdB+nIWxo=fNvzfiQ
z=?}f@-rL!P>oX38x#^{gOLp{#y*`@aKZ7-Eio%rzh4rVGyDU%ZS$lKER>v5hd-~I4
zE$WP9{PI0=Dzc`zJqdD%u4!wIvDOodnsJvi_50uH8~T)1uRdy2-K^5{{@~%u#&7s|
z_f+hvxVvextkdt%#_#;E_SWsI-@B%4OXQXwrJIY+@+|n`V5Qoqm1m*+?ZmvlE>_Pf
z9Hoq}O8j~EpuN4YH(Y$x-L;P{9^lsblh_}v$SD}7$$n$@)4vXL80T#iE#O%HdbYw|
zv6u~41y%(%+cGwN{<&abxKfJumET7*zf9vvDcoDRNoj*ya+lJc$D8KAxx%&RS=R)w
zna**uwPrOl^`H8FS9fn_fBWxGuR`DNXg|#T<HX6udk-;Rt(w2<iP+m+vnH`d#0I(q
z&abw5ac9ZZ=UbP>PPo>v|B&u8$*GZh0%qq-lRtV%-+GO>@9$rKXS)|)>ap+V_6^+Z
z^Rq1J<-AzE9QWU`E7*9I_Wp>q`>;nP_N`3LSC3=?(cX&ku+J$rc{>h=TD*x<iWVvm
z*}ZA!uaXV#-7ZSUioErI3cG{o{(Qt8M0GFjqTE5$f_?{4(M7f^z48T<Z@0W*(sfuD
zyCBTsS@FwAo&6K@Q(l$lX5A9um2a8M!D;bj^YLS_JBXHp?jW)+1>Hfk5_AXA^e2BG
z>~7^<J1--3Dt}<g?nztg)@NQ=b>1cNGy4TECZnd<;GDVp1Nw@dHkHq~;C)>+$E)@P
z=VyoCeUZiAt3{>bY`=A+&$WA(Hbp=GjrIBkUuUnZtN0+GpUw1g_K5(&=f?3LUy0uB
z_b)c7T(DNV_qV)aRLVq6>o~__8m*z(vd7v^>Zw|0<d*I+HeG%Hz&gIUXZZw68`D2t
zPb+_LScKg&=i-;V*QS$u|IJB%mm$_tU+jMPb(sFs!l{pU&TW0V<yG*LmACVZ@+u6f
zjS^j+^2|NklWfs2%YD*hJ3&3Zq_&BlJh~lMy-Hjvwr9_pH;oIt8;qYsiqE+Iq~>I#
z_N&#eZs%zS?`GTlFm5-qsfot(XO2fiTNkcWS^h3t`jqwW)yFg>Z<H17;XTzSYr67%
z-l31DUY$Csx%#qrYP|a+_KufPmhbqcnM}RSK4B66InmnPf*$YWE*{t-*==~T>apO9
z3Mb*IPN{R2XqPEh&fhOta{3YTyQAmWUPT@F{P@dZ2HyRb7U(pW99rg8s;gqwtM=4b
zJ5RCl`I4(EgVrb<(_M4Iq`K+er87oHeD0g%1{W_{v~`JR)!EG}r}jq8@YbAl$t7pT
zkr+QilLeNNi_<3AdSqQL_l-B1E46TW>HDW#lfHi2bI0&O-TQATd#BAib?fnp?1hu7
z0>%Hw%)H_7Y|@HNpSJF}VDr3|Rc>GO#k|7qGxG1gPn+)Gv@5i(MKsdMWj`02@mZU-
zOw4;(8y-<~1yR_`JvmL0v&6!ePB3$P$rd$##fIfJVe^;#-<q>nA#=XLr4%>Es}{No
zJv`!m$E%z@?{=_p@2~x8Pmf)DBYWl9j~mR=7RL^>^{H-HxOCp{UDKuNe--pF96NgS
zHVZ>oa$NS|Y4zz-mSiU?yZ?>9vGk91LFSX?t&4X>`|G{geNi{=#iBdCLeksX-?iCP
zg#52gO<eo;>uvdeLiYbY*4K91etxAgk1K*xz2l<>e^|zL*WdqZe*1sgU;j(Y?ht#7
zc*g;5`Tu|J@B2Hw{_{tB*7Nc|ywm)yGQM~G<uK(2f2QVwrRQ9JhR*+W;K^zBiky8X
zgD%-*86LYh!D|1JhLl++dZ+#LkvPQv=}PRr$E~}$o~`G|kS#Qbj1)T^ol|}=DziiS
z#h&nn3nB;K#QQX))vuqKs<q$6Hp%z;nO&)!2Yj`3zcKRcO(@#6XII$gS9$5HTyJW1
zzVvHV?&4pTJH4LuVzNQY=kPu12Sqs7iN%B@U7428w>!3F{k5;$=N~8-w!O9!Dhl5d
z{)YY5GM(BbyKO}TJ)W>ndM9(r^vRPvkH1?o?rbTL=$RJ1`JlURT-sXSxxsb`#s9LL
z?Y2(Y*|z6a_kolXxwb4Rw%W<PmHZ4Re_K8=zF>51{~KPVKawAnCa-6bKQwinXt;Z#
zjmvW9XQ!2}8QQq0a}_>#bCaQEzQt6Vn^wZS6~#^3+asT4B^pnEeLBtQ`t!5vu0JqK
zme<PpXTQZt`)KgjH7lL}XTQB^aQ)ODzk?r+-{1H5;d#OHwh=ie^XvbL?cDZX*ZBAO
zz=Ho_U*6oWtNC5Nh;K{%|Btu-|8TpXI&U%W&rjR`|5B{ibpC(H=Sbm|l7FAl|FOCk
zwC0!m>r=YL^QKfKa?Nl4t)Ka2SJk&I&-<&G@{iH;)`R)BtWDb(omW0=DEY6rc4CN1
zvvj)3)=&D(f$owE)$HHDzkTg~>GnS#V_z>_<CZmX=K1A5z3)%$$^G|N;{LU-ubXS^
zBlBn1pB5_J^Y-KI&Ofy&FK?R0hYLo!DZ5>NS|71k+<A$T_W$syq7~c9ChpPF-r)P|
zkEOEgp(QIP75q=#m%abb;oYHE!c%!)ey;vkIk7(R+yBFP_PiUP{yKmBe_iGN+&V*^
z&wr19`TR7g_y5c7`SUAcrk!_CGCzI1{@>~2!k^Cn|FJg7`QUG!AMB+Iq)MFAin`~e
zo(X8;T4!te?A0W`q}#`~?w)1xGVPSlhySu$75W(Dm7X#v-)rprBRp4XeRA2Htpcl=
zm+=MNK4C9m%MxODp~YN-X)o(_1@?6ll^^@N$}}Z(I13mzTefC7DJe`@_d>d8iR+hb
zn@gTbd@x%6$APhC=7e63WZxSTvL3}37R~<9wL^Q}kG=rEa_5?B-LpTv6iPaglJC9m
zH3xI|8M&A2nkyzO<@M*=H|x$6m+l;n#hSl8FS#bvR_Umk3wwt4JW|(DJT1R}{*3#_
zw|@@xmN7259UJNV?tVjv$MQ%QtCKe*f7e*uka*lyKIOc_2S4>S+upSGOpr*q7(X}c
zk-{O(BXL_~Rg+Gy*(K(lckn{zs@(ORnKSQ-p1Ui2ecQJV&)n9U3m^KAZ#Vw=ZuMD}
zb(_xmg>RnyF^1i|c~@gj*uJ(sGw%te>+`w0M7w=f`yQ8{m-KB{iSUZm;a?{^#JYs-
z{O2rYZaVFYTe4&A3IBpGQ|(vU9PZ^(xnehITZ?MYKUZ0fU@f1%y0upIm7DAL^Y2^x
zYHrJ)(!}3o<^QC&%>4f9$ZgvXwc6XPAMIG?eq_!+KHeACHUE_H|J$m&l=pVf2mU<G
z+$Z9kSKBsKSU2%pcs=b>+qzlLQj|CJILE3xH}1{TbeO+gBq8FaU(NQ9SNoVm4lUZH
z%Q%Cl@lkZ$jlN6GZ#6#g>zq5m%Wki*Gp5iXwtUWIKmIALC%<#dIKlgNVyTS8lI&e=
z93dTx;-w55I?r&`$+M|ldb>>TK<DZM)nXkszG3{^=01?W<99CHUFz+wz6-Z<t6r8_
zl|OkPd1T`B^c``V<POP5)^Jp$d|kFh{8hDE-xqu1vNBE|_3uJH2Hz(czkR;?u-x)(
zhduV)JX^TDy4~=+0U!5oM)@@RC6?WfCVbG5_kXkb+_^P#zE-H64|{um%T$wPE4q}t
z>N1UA)|`7%R>NDou;lp<saIJuFV6gY*fO>6q5ZysnqGaG_{ZMIum3po(R5!y4ew`{
zsi!}i?)y+9IX5+?WO~o-&rkpD+N=AR`~3B*_r5*o3BP{*$DyyL`-*CN^<&~6b6>yy
z<I>mCXOAtmpWCx_<>pthAhGb}uURvT`(Lj<Z<_Z0*Q=7}3Qe{A3szrdKfnLo#Bb|s
z;`go>nq9E>eV2LX@9FE-|7(4{diLwp_t&j|7aRYV`+E5QOJAS<+H~_nN#*D4|Cc^L
z?br~0VBytB?Rl%xLuG%(uYSK{-?7QBwf|rFYWnTf{dJ8qj+pqbuM(Wpd7RVs&&|1w
z!KY3x_pDo$yjM5TO7YW|gf(BwMG9w$#C?9D&o|=``!x6ZK!f=I3G)P18hL9^?E1Sh
zIwPX7YpdWLfyeLkgYv?|m+b$2`o6=uJ^wE4wqyHpnQ!%b*7r_cv6_G9{fxEBImXPH
z=Xa+6(4P&ZZQ}Evi-$z+(iNH>cjxOne*56d`(M1PKDGb#we{woruDqH&3Nxtv1dvC
zp0l^&m#q4;bM~q#KgpLzecJ^jGrIG_>-X1es}+mld|Ywz)ciO6OFNEa>F-M}t9WqY
z@AJ?9^7j6}sVyyd>i*JPhDfFw?qeQXgQY$ji72R6?h)yec((c&;|JHL3_n`W2~M2;
zBJw4}k42>}$0{}$$Gz>Cvs8U=^MYWTMOo*ng+JHd-#vGIW`0lk>T3S4wlUFb<xkz4
zvOe+s+uMOJaz6J>b7#I;B0rsL)3c7YC*qquo4%{-vYhCa5^}D->dY{S;bV}ClC0Op
z{+|!q4xQG@oR)oM>i?dzuayi%#Jo;sDl-Jy_Eqs;eW+P=)tzC#hRO-MWs_x2EuHj%
zzukX}j_LZt!Polcb;<rKuC<!;s_OlYTl`nnHaLrH4>SAvXIIgbZ`m96W~t}>`<C@@
z>0-+{aVwf89W(N0Vwq_l`s1-!8t0}Ejb}^V-)^4z-EVHZ{l)J87rT}yl`fsXn*aax
zxhDT)&pXx~G)~`bIM4S$<)!x*n*RM;Uio3&zdsqTbhp->ojkqLpJ}50pKuO&{-5Cn
z<|g+-&n+#t;SfF>t1I!PX;#Nd^CZ7rvnz51R{YZa5cXNXNW5<4Ki-26_CGqDe9=a6
z^7h$P@k<{XOV;R1e~iAhZP!b6{cp-2cl|j&$Drxp>0@(39YQl7uD-$8xb}cW2mh0}
z_bXW9`D&UEKH@wPw)kJA%dfs=`u2<FM#ShooO!jQf$h5bjq5hdg|+f0{k+!&9<t)+
zurK){aq?VzPu?NR17DUL(~t?jU2rJ2nDI^JxgF{((@xBJdVKrmxqp@=bF4Rh!^L>0
zdCIG--I^R+R}y=(%@?0Yn!v!%|MnvT3-2s>D~BJu4oU3};xzC|mEAK*SmBj^Zg8CA
zg@rH9+>~Kl>aSNjCsJj_Y|dvEpEzxNtp9!eQMTh?{f?Vy;g+)PYp-RSvW2F_*seWw
z|J2qxpV<fBe|*37LFQKR-sP|2;=l8}S^6S9dwrz+`fWS@tM$ug<%k}4&-2&a|9XnX
z=bdr!AJ$g<l|E#BZ~lk>vtDSwQFM|2?|LzO0`redNzs^u<Jp_@b~0Wzw$=aD6}NG}
zi~NT4i|lVgzc7ZDe-xBIFwZsqpf%T_8J~qbTrZ!BUBrJwtX8#Dw6@iWyZNZLz69^T
zF853GROB~=pA7%7iO0V*b~;P*;ksYzxZ9roH}P=%>T+`;^Lp!`ZL%lXeU|o5uW|Tl
za@&{n{({O`Mn@I|efk(brRKTyb|=5qJl)9Kws&8@E4jS(qOsieS?4dTpIX1-$&w?A
z%O}^kRZcGS{xsLJXi~oaqRHv4O2(74cX94J%>D21Srfkxvj29m+)s2>|G{_umtyX>
zeeL_ho7Aty8O>W!U3yn|gZQHPYxXAn-E!;Fzu7GD7e)5&P%LDL{~g=pzk@eF@5w{g
z`$dXkE9QJuZF%wCYxSjRTNW*J%?y2|{d)R0t+igiy`rXq=<2CqCltSFt({>0CNhfi
zo6=eVfnQo6LT9a4`K47nQ^Q1+7%r{awsWcIzqKEgmRoEH&kU`um>70o-dB@^^;J?A
z(lc3kk``EHvhrM76?=(G<I1XM%NE_Ti@h@?^zxoSrCD37?ptoN6WzsHaBH8~>6go*
zBhqd1IOi>lKm9e}r0!d1KlQbIPxo%IDt@x$>O2?q7OnNO0-_$)ZTDJzmOCygciG2F
zS)Z@#t~JxH%G_Fc&3pCPd)v3%(mv?DdT+{}Ew@&`o)%WESe3aoe9iQ*ZCn1EWrh~0
ze!jNt-uyFdzuxIDyY)9nQaCsMuj+qZ+l>8j&%U?mmOiQ2@z>ej@_R+8;Ge!9SMSR%
z{oVc0Omp^|=leB&M|<fvx%~U3^t&-oDsGd!#?pn8{~l1_T`gR8Af>RUr1R*p?`!jJ
z^7DwAs%J<CKbTV1owDG?oq|Ks5$Cl&OTWHqARzj;hu!dEf4zNoo!jg!v+~j%_%AED
z`Smwsrks3fY0&HVF`0!c@TG4_!udt=H&(x3|E2S*)Anpc|3Me~|E?G7_Z1sG3VE^Q
zWajTlHp^%GdCmQ3QCZejcXFSzs=7MA<=hwcQ@$_ye`cca-)f<`F2{LRzgRxk^Wy%<
zgSF)m$2|WXj-CF*zUPI?|A!Igiw@tp{^Gn<!4xa*V;8@yS=;?DU2@k>tJhc0zKXh0
zAML>>)G;;MKX%(k@kvGd{(4vap8kDnZ+U&B();fHOO!viEP8G~rBYnUnf>Vm(~e5Z
z5B}BCuP*2HAHVc-AG4p3T9NR_zr}Ynxi%~RKI3w%e}#OPt-<VN*$0k3NqIWi%_Q;N
zgP`>+Ki`<1K5t{37vntjfc@8<VRZ{Myc9KK9enr9>VC6p#r)#7u!AfNOSNY)>u0bV
zCzeUC6!{jwP`4!G{{%ku)s2$X6HaQMJ2;O?so{?3(Qt87|AcMl%Wfapondvie9DUy
zr8UM&I$|;xZZxy6d1Q3yhJF;|*-f$Ey4Sd{8)e@wW{5c={O-lBpGv2^57cGN%;=w-
z&pK68?*5<e9bL)Ogu{)MU;R*8_L{Bfebq%5|8?hUvNo2#-o(rQv8HD7fy+q`nkq7~
z(|YnaICv(O{ak1ucY#N1)439!Wo9y~clh2-IJQU9{tpZDoNIND{MEL0fAe3`b0g%|
zeXDP`rds*goVA{JSJrk<En7)gqx`Q(gLbd<R7uO-(amlZXOC_Ue?4>Y<~84A)_q;S
zY2tgWdH)?!?sRnY*#A-e81;U?S6}^9ng3dr|3Zr#iq_2jeZtJFpmh7nm<{oTPs<Lk
zt-Zti-lOcCNg3z+J09U$o9FO^_4H^|aBuk3sdG`?UZ+<!UTBS>zW<?|6Hio)Tb}Qn
z@vC!f>b&@eCu4qhGFvVS>zTX%sraUftDt+q>fCI$KA7z)S8MZ5Bo=frSaKyB=wh%g
zT_>A;JB4^7g{Amq%g?SgejD(yHX$y3kI?CbYwm5!v{NykCuesqq58*$oXBt7CHF%n
z-S6w$ZRB2fea-CIcOA{!s}<_b9ptw6zV<;gn)APX+4QgZ@3eg$Ii$u!9b)EMb+S6w
z#`lTqVtF^V;>^b!ek)H{{8-Yx|Itg{f9vLbG|jX6p*>G8|K#nB2kd$m+>!M9clmm#
z6yH+0^&Scm5&xN`?w#0_e$R~i@QS-<XFY$uH1c!U-Ur`ocYRJXs=w4~lo=d*IU{e~
z{7Jgke*O$G`v2cU_Q+z^dAfh**u1S5u52-WWqagP+x2-i#qY24F0HC@-nQTHEm!<6
zi~oVlmzC2)mF0`4&HA{AW7WUc=KH?rUA@-pV^{ID@wos`qS*6KF<ujv2ko_)ddlNj
z%~YnM=}eEj_U>XmXZ~^LtRHuRZ062<tH<;}>ri^-dZk<cf7l%P;lmofWZ8114!@mU
zSH6U}WJ=FJ`M&D~kEBCeQ`Yy+<@OU~P8*BFtJer`_^>VDh_&)7xANB8@3rT+epy{E
zY5rqN&YAF=-`45On^vJ2edc1!hbx74agSFR3f5#SdwlZD-}Ya>qmubfJ-^n}x|;RL
z!S^3`UW$KttiB@r(c6xHKfw1td3MInTx*u!_5W0k?exF*t)u_PNB!QP6Xc?BBcNV=
z=A9*THr4lgTCUw2>$Lw~@3(a>b>G|nomPFe-==rJL3Ct}*kZ@uS8o=j{^#5LG^*Nr
z`u4Sd59@#a8!fay)+t~8UwK|)UeKpo2YbxxQiJ?%?mxa{&b51b3*+an{cp@77jpf-
z_{*kAw%`M5ic5-86LY~#*jY88vu7Y|3j+f~6e-XFb6_dRkyemXD+B0uZIPiR$N`|!
z;GowQ8CqIE@8JLmfNmVJw1f$O4id+9Z4u;J8>k^}hM;?9K&SJ-1dJ36A!nn*1dKrf
z$SO<}3?XNS!c>@o1dvsjDHuYI{{pLkI)w6DiXg`b1@Ur$OhjBx0ls7jDOL#HQe<Qd
z3M8C5sCG+{kqP<<t0?y;;jssNHHxo~0{Ds-0=E>IfKEz7_6+<A4)hCIu${AJ0zM^;
zk}Eh&;0KaHvIFQGVe}{h+d`BZ2hBNaCeVYvIQ2<9cyXlNQUnetq_~Bh5@#^NZYcui
z1Eg?p%giZBEmF{T%SkLrbx8%?>BY;%sqd4TmtK;gU}$6lEiplb8LSo>y`_kfTZ+IT
z3XTD^TZ&BJRXU{JcJ_1$$#?g3@l7m1+{gxs9OsP0B2YaAzdkVC02EX3T30_ER9~9F
zD_#9`L$Cr+eFCoQ^wSMN^`$AO;D-r->Pu5lAq^7%)t9E=au<BDU^=MEg`dODsh<wk
z04sht_0z%Xp{a$FQ$HP4y_$l&1U1lH!O+MQ$&D5uK9U<9L3|`9x+oYLnIXB*6~sq!
zpc{w}a~~*qa_YlxX95Qxr@l*OT3TvRYF=_G=+;341^sjoHdN40H-fTF6hICKIaWX2
zTtPqG0xIqZr9tXl6!g<w74*~H6u<!qF$5%GXbcho8DVG&uA4aZA(acv9lTtS_Km(<
zW>IkoDB2)534$sg*a7(F3Wg>MW)|iOx@Kk&Q@}Uqfoeg>8TBA<!YeP3PT$0mqRa}=
zRZ4mW;OqMg6m$*X%vewg@kxYQX9TXJ;dKMZdBz|G$QSsT!6FgrdXOC;HQ|{lB^jWA
zGqW@RU9_fP3cd!?6m<T#v8jToiG_lxk%@vCxMgDubqVOQ0dq4W1(0XVEI=lMZm2T`
z-D3yFu^5#uC`o{`131$32^C0Y&?E+maYTXS+vm;4Y{=pK-I7&YLQ|k_r+?^KrM>^R
zIn3Uot@HY3M0z`)*~1{$02PIbgwG}MzJ~8tNjrG`53hXZX7yl}#Ge-|;;Y(iEqsD>
zGu?OPH=NYk>SwoG>)44<vGq&ND<v(cN#61F!_LO4i5tIWpRn5UM_s5?wY7*fQlYu{
zFXJS!BfiGB+)n*v;h*qj^Ipd47dBhL4RV<K5UoJ4>%qP?L_LQVoLj*XkYIopz-G`a
zgzR5jhJ%!X%|N+B$OM$Bz`_ut35GBzMxgCim=7xE*q+<Xd)R=7<-)w+J4|dool90$
zim+sEs+X>738`!7FE<juBXBfznZeG3P2!iQFv|Uyv`Ib3N-r(@%*G8XR~$OwbBFuW
zstuiIXC+BWeSNz-BrH{B)%h#S{MR1S@4dTl^U2qoI{78efh7xrtmeo0x%_>y?1!i5
zxoz{ed8PiZH<tgfOkOt5=sGT+gPaWZqM@-FSPg_@1TNyhY$E**Es&5yyJC)Qzc(MV
zB9HU;Ifuj@PKlqYT()Z0g75duINz@M^JKyeo-l!D4)W_hm?~Bj%{IQ{FTC+W>@8Q@
zfRq0-yiC77U7BX>)_nQV5!DY1U(8xAd`4_tn8k?%znR(r)0o56#NS>{-2UD3`Uk&-
z@AfN|B<rb4t#9}dbkI}#O8ertr!#L|@!IX5er|Ow<C#pO17N?wA_XZ~ft(HYrlAQ+
z+=EMWumq9*2c;E^xYwQFJ&8q;!{z&&Chm}yKP=~iWo0+7*!h2(@Y-HG!60L0HGZ?_
z+2<Yvq!<3<$n+C?T3>XzE#T?ud$HFZ%r?`?n#Zs?A)0MQr?+&szWgEn%muFk!Xz11
zi*LHH-B2Y$Rw?o1EhS!oj}{qM6^^cJ^_=tJ&kMT_n<w*r*!$dAWA?~>$wReH8;hr3
zzQ4Q4H%o{4pF;koh_L8GP5r9JL|)pY$o4C-d-G`gGCN^ba3SDxTUpR!2A2}KDK{S+
zYkKK@s>-Nr5&y}In~m3(F0Na=|7HKaFU&hm`*Pt5OHdGigUrYfH7$WE8?Xd%VQCJn
zyin6pXwOE@0|o-jzvnw~OXTeRnzBG3=*I8umFm60FE1SQY~(7NGQs(s!nw3Hw(m3b
zp7oV?SE!u2&98jbAZxk*`V(!di*Kj$-#a6E5Qp=@wt`)0j&cVgxatOr6X|+rRg3C+
z+dgYhIm=q@caU|$ne!W--_-EhxU*h*!&8%Q9CFNZUCf#jmT6ZRaqW|ES-s+GjiU~?
zzWdC+l)z4}iMJ0(tJFSbwpwz#Nh_Iu#j|O57O1Lsp5weNe|{Rfor7?-?CeBw3+-d?
za{X*G7Oj3=xHkUq@1mED+WdN<*7rX!hxu!1;PN!cv0%>`8l$FvPz?l@Akx>MIL1u>
z{f_He6giqf>3;@?*pbhFCZCMnv-5x1s&l9GouZ|l-V$A?Yix4q>H_`AjZ2^X66DG0
zn0M>Wj*DAGzX%50%vtu2yJ<dK_!p&!7aco3bR6H6ku7v>he1tIg+Smd&(t2zr+W^x
z^mR*Y;fP8w65g7doPI2($A0_L=IX804Qe|Mv_y$dyuId}^_}hZC#~ME4E`AYbE19a
zY4O&LCX%>91mqF0#|=$UZhtZb)t_JqB0~h)_CQSsuD#xThYcVlf{RhYhFZDsK=F5f
zw?7nKsXfolm|ys4+u;vJqF1g?_~>lVw%k4;x{kjjyROu4&x*{(4~KX=UtM0Yqj_R4
zS6Rd)zn^?HjXQTYhn-*!JyQJbQg>3&jic9Vvm9%^mnhCyd*O*u!vCuupSQ6W9@Y4S
z%ex>~f_-IZ1i2m*$^o}P!E7SE3ra8;2_W>WH&+9w@~icm$SsmHEB?LmBd7QKOSPKb
zs(t2gPMWo+&_aCsv0Kfp-@OEH+*@*Y!u8opyPBFTgOdWTikr#&;u7{P61gO{i?gGD
z|FQFv`KlQFXUn<Z@(jogU^iP>f|Y>T(AG1UO{8ByQH|jjV^gC*g8&2b;0vb4reOvf
zO#%#pJPe;0nX`92E0SzXEk3YionU|?-}KIvj9ix`R*0-(=*-MYVGK%0Y&>LQY|3QR
zxJp20!b{1R%ov87?vfwDPQ<K}%t5w;U29<sRsv=l8kxfDDk6OWYSm!)BJ{#WaC79q
zyx@XH2BDuzmQ>2HXioZj+h(cBx|(hB{$4MGXDfY~C@FP$i}U>0Ir(?LXm{we7$==`
zNiKPz8tqqiB+*=|tD`JAo%N-{S&>`;+bgSA6m%Z7d9%7s&%R)F<Lrb(lU9CMIPdiX
zp$HkJSJM2AM|}-eo0aA1^znPYJKr24c%En4g9U0^oKvQr{af<xRNX4`cgEjK|EzyL
zY5Sfh?8V<~rh@&AC1^lif&_;dYUYI3J&>@0w*t*U4IH#UfHb+y%@lOaOpO(cjLZ~_
z6jBViz)EwujEq33C<jdInwc6Y<bY%lECYoct_-d;T(uzB6tEM`Q3_OWj|?mhaUr3`
zq&X<I(Hvee$JlgB0CE~M2t-PQGb1DzU&<J)&CW<+N|9ppOj$N_rQih4kp6_ml9Ym_
zg^Ub}mjugk1ue)vu=~tV@{Sq2h9J`2pqRjLx9bF0Lr_WFf$2H>^O>t&E!z8k8|Rdl
zr~FmS*vtcz%~vh+F`MJiA9v^Rm*5L&FRC+H&o|$h@#{;2C6iR>M!)cv!Dh$iMZAkt
zXy3Sso%2@zmd}!_ZyK)LF5O$cC+ohr-U*>_&ogmmU#?X!TxyqQ<yfv8vsQ6RrzrE0
z%tnPv6<>M-ubzu|n=WuqF`ThqSoZ(t<vAa;&VORv@X2l$u0R2K1{^4cW+*4#o55=d
z;zGp&dy}Tmm#;~Y$K|{2(U^uMU-&KhkL~!e=l``ZrDIq399WXCB-109@sKN?=iuJU
z5<h<_y_|YoeRjtGMW0$WsOz}LbDvFm;C5)2VRfMGN0-aBN1xlwv|6eE+kJ9#79Y1?
zKHugOt+i2BIw_A`cdb(2TvEjM^qc(D_n!P!%#S|laO3bY*rgCJ8=>4MW(Kb*AYOJ(
zEbvIpOwTA$FgE~qjooq*(~BWv+Mu4WUt(^mf_`v*X;E@&aAIC@KvBLf?EW3k60CQJ
z8$k>Lb+#dQA0s;Rpni1()IJkSGxW|dxGN5JHN<g*a+d`tRb!;mSd{zcRID4tdK4{K
zYF;$&`pe)RwYw=wXj9FH`{Df8Tjf;J($m9sYv0;(JxrVb%UQ{b3)>wtUly2k3v-mq
zOjX;%u(IX;qLS{F+gsR*x1W<+9>(7mBFa$9fAi*UQ9kj^cRw6nte*U0irm8wH%k=X
ziDmCEbb8x3aTi;s^NKHbZcndsT5z%~C-sE(e!1r7{vS6+wJ066DOc_}a`PKg?0R<<
z(PYz*?a{sgr|WkbS-)%k@hUdp(}I*W38e>I52?$2RDHZWBsuu~z5D5YfnR1!O)ZIK
zex@Vrt56}?S*&#KXqfiy<m|%Q-)E8v^?GKP&3V=%tkwJ5JR*6q_B{CmPOX=5r43N1
zfkWBI3?*$?pk)UVN8l_#NeepK1sZ_^4}ZY;py4tLP?ZQ10F7r^n8D`3^wW(%18f%1
zavn5*W(3v(D$k%=j6g$Z7NEQg6R=b;G_r)|Nw5}2kO0VgFcqLtG)s`TU;-d(Es-2*
z46@b|R9AphfLeK^jH7{u!Ki@^L8EBI7-R?<i9=Rs1RKgTLN>w(G?)icW@HH(?L!{U
zGXjn08KE0vY((w|o{@oqk)g4Ixv7bQuDOvh*ci+qJWE*AgQZ9r!ZS4h6&m=5@GN2J
zh|mxoD6J5}rr<U+x+)VhP|^g6ni_*ri;+3VP6Guaa2hr>H&QSKcP$JQj4dq`Ou+LD
zAl2sPW}qMeB`m~v1vsaGb0Bf$9Bf7zWD2Y~RWWC%4Eljx5B4qEpdYw^082oE0p8q$
zO_(G57e`?RRth!)rJV*YYQVw}qY2d{me67a*~W@FBWmCW90cGXLmT)3r*N<YQDJFp
z07~~5wX$x%V;(DL5Ye(#-$1C7x#hFZ*RSGl|8D<!U`>URU(WLx841U)-gbJ{qF#4r
zk&N6A<1DoYQagf}G*x%?nif_H?LYSLkirSI4B?Hh4&)xRc~PBsr18Y10_CL~Z41P1
zR5<V%-rIj?!HnSVmb2PUE>+lj+HQ8)=C-IeQmVgg6x!|hKb?Gk=e=S5ijL*YT>Dz{
zf8RR(kCE$?aVPeK1@Q&g*M_DjBT3*o3M@fna6s!L)TCuQ$vcn5ki+G>9jkc8$v=0#
zRa$jznz8f0S*XFuWtBzA8eGfUeF~>*Kc8qK8a!QJR*WsAvj4)eE6T4{E9u!Z7d)Nh
zG5NIxU;5GX2(!Iy^K>pr2d39C%sijb6J4Sl8|XQ)^5w2br=P{XhU!mrr``L&6Ms!&
z<5Q!#ym^iDdrum(-cfw$@x9h-v)MkW$2tj`{~z4>qI6`NP}z4?hr%^(+Y;u#J9S9)
zN!UXTHd(K~X4&VYmafY0V{om^IP}uuw2#2DU4jn`=N=M`)AM@O`d8~lILm(POctrT
z1=qvYzR1r!|3gysw!#ly{l$Uit_$lOx%2Pr=~#0>d&O*)oQDyMqkk@wUopFNO<3fb
z|Mxeu=;TNn@A=5#H!<zh%Z9*<QVoeE8(B;w?}_)HKNfPK*}+upY0F{tr;qmd%f#J`
zRop4V)UqSn^mn$u=KaUw>Zdy&;)+60$b)0b*cdemL9Gg~1d&k)Z9$+$p=<AM-Ub66
zmumk)ZkI#sWs@qK1X$nPf7HUEW&gA8OdqS;k~5-98gGQ&c~s3kwQzmm<uF@=Df4%g
zb**DPxyQ}nw2NExCs*~HJ~jQYqXnr#$~PB!uGGKz<%am?n^$D_{+gY=vGxS>r8z1I
zxcmol7T6nx1}Ob#a3cvUL8Skn4I)(k`65qwFr5%~_56H;BS_`<_Jv831>X-m?pI#G
z;r`NV1N)i6SplMMHLY9qHt>EqW4oI_kz3?)Xa9xcNont-OT#zyZ_M7gXvW<WGkL^!
zN9lEbn__z3>&#F4`n|;`qT@a>Z(gK`V<^bj0OT;RM+^;7%6D+94=h2X4?%S{Mw#S$
z4m^y<a=~`_1Ez^*%nRm)fQRu|t*7q#B;3Px`=rGMQGV%8x2_(2rtP!p8dh#E-rL?`
zx^>f|zBlQLEU7P!u`c>|X4QhAEe9v=jae%EMssVZ)gyONx3!Occ`k^^i8<godkw2C
ztLEm%wG%IysRx)`?*6xa-`6(jeafLa0=VK8<XEuh(1vp@;R%{ZUqf46sPSssw^5MU
zkb|Xo)eg2gw}uG;wx9l36#ieyx<_{7!MnO?ZEU77*Tj4z?tDy|^fKXKd(~xz$E~Ng
zt}8jd?8v#Ujyb!Oy*OvzSQ6mg`Y25Qg^ueZ9{WYU?@QwDJln{1-sxL|BCF|y6}Kj8
zehq!puz4N-tB9#yKURjXP1XAL|6Ij`W%`SM8|C2gImp3KpPPWyKsZL=HawV3q|ZUE
zGc56K3mUd%eK0q84|jyo{>INsx~!IbkI#O@H}^-&S?0AzTqN4gH~F?bI4ZJlm%Pxl
z(D%#vPUd7Kt*}<PK0%IE^qz&MZ=J2Z6r=5)gMTAh6R#@Hy2s5cb<<<T+1|-2*})}$
zH;EoP|KtsC%)UzD@{UlQWBY$SFpvGhI<-^N3+x|Q^9|k@G&TS^73?)bBa~bW?xuhx
zi1ah4g^J;4-3i`BM-_NjzRyY0a}fR2aHMih)mO2Tf456EhHvS;u;odf#Dzw?<89s!
zGWM53SQh=reirw@D00$w5r3Pv3vRhhE#YlnCQ$Yvs8`olOr<h&mj0T9r@Jj@u5Q`8
z&`$3|>X~jg#W2a=*XK*BPv$)L{(hQvr=Y>Bi*^gQ=@~daU9>(re!1^zvDGP-vgvP^
zY6cqgncD77aagSIg>`pQYtjWzL%)?<8;sYs$O>K7nwh|z_i~Tc#0C1w)o+`Biqw7o
zy(Rzmmio=E?r(5~9>~++Kr%8w8QTH(>A(_1h90O+zz99t3Ep`viagEV=O~FgD4k=r
zI3Kb&@(*apOLEttL+73!nB&*1aHZ6L)-sk~50CA7^lLlk^1mh@9p`?xDhh7b^6V*l
z<G873*NO|PPu@~h7Jr%i`h(Pk2H6v<SAKrD>xAWUMe`4PPK9_{hsGI+G58yG8}S`B
z$=uVN)-`FOaLwDA%aRFt9$TK}EM$G{<+D@w!x=UXwbqk+_v>CLj4p^~STFWrm#)om
z`>6G+_-k)1-+NpB_gXgvTp<PWAUHq_El@)Wp6MVVHK>M!z+F4At09gf(2zGaz}k?H
zop?Iyuz`T<_g`I+%eob!GnJW+3Cv;H10EBKmfGDECAMh~XiUhwRZrzy#=E(aZd+FA
zZw=#nF?+5{GhfxxrAI5H);PQ<2$=PRXNgc=_aoh7*92ajJ!@qxlYQ5Ji3Y=q-RIAp
zTerdb^vc8RPVsA9R)1mGeSX!)!p#z&dzG`;B{jV#-1zNver;u@JBw8A@2FpUieBHV
z{wE^8+A+cK++~xbNfxui7UX_ySaM>MP}l9XDl4Aum+|jgCmz4{>!~~1n|o4KH9s9c
z;opAX`ibKQdQ_h^PJULwbw)UR9>3?|$~QYh)A#S)w(-Wv?i-dn*DXAxYO^G4PVO}o
zzRB%x?}aOgW&bsMB!0xSg;k^Xd%V$P&UFQK3?>JA#Brq+P$+^!-3Vp&!q^bhwg*c<
zqQeQkjum_}cTj42X-;AhsK*W(^h3Kn+}IFQe+7a1!$^ZH`kpDNc_o=8mAW1veJDMB
zaNi$kv5v7JsL2BwsX^)KgX%X#feN;TC^rt4b*#pQpmq+}TX63?d%A$eUqPd&Mxby3
zF%-a~Cm>!pX#JA{?7m=7q!?NnE5s_87%4<6m>ZiY#44B?Dnu)o85)9^;A_Q=4HRM(
z%q&2<49pcwO)V8nz=Il~RZIp7riO;#6-q{?W(r28Cg8PAAhv}OL>x9OVq##dU}9{d
zU~CRu)nsU-U=CiTV`^xmfO%gz#BWH^0b6=%VWwva@(NOMGgL1qh9pZQKN2dX3_&eC
zjLIf<;@PZL1A*4>m0gkd^z{B^b1TK@u!{d(xQ&0o$qZ)GHVN^4waLe#G87I?H-7Fj
zho$uM4UJ623S;B^i-#1Z8tgc;`XPsHU(iMkHpQK`C+dG*$rQ6F-mNRP+>O^*+q>bx
z-Id*@(lL2S?>_diu6J87F{|Zt`dzEM@U{C3ol+H3LRp#Er+>Nga(bQ<$DX&hIF@_w
zj-C5_{iEc|92=i^<Q-0L?0#o4%dhvusS9hlPN{F#YV-PYxwz;n^Z!>p>-}O%C5|O-
z4X*h-MQonXC8JA|su!IJ_L?G`x^?-ZgWqi~O}-!Z{OYACkBUFJO>wc^JcDoL*4K~t
zJ+&VxPoMPd{;lKn=X%y3+fn$_{8RBQbrsQh=U1ff-Tmz^GxNbog*b{Sa4>>{-N*vD
zxoB*NR;3||Dd+ssqRiAHztr-8VBZi>`omgKf!bu06;z;h2{=b1XI!*`3S<k|`RIiy
zrYi?eQ3Yy7fIUW1Q3YBxX<(pdU<oQK&{shk8-ff)3JGW#VPR~fXKH9^3Z9rkloO`r
zhI&R8mIh{s=qph$HZagLvNW<Z2MIzZu^`O+yb{=AQ$r&|JyQ!K17kx4T{Ck_Ju?e)
zQw1|4BRx}73sXx4LjxlNJxfb714~F11uB2tGILUm6b!)&$-uq_2|^~tFe3@agqWd`
zfu5OxsR?LG7PdwfWDF?fK^D29O@tX6f>IAscn~a4K=n12^5kw;vw=YC`_Cf9H}`5t
z<+e6)tj#^x{WtM$EyL`dy9cD4ee`R7_Zr{T%W-&E{LH5>ebO#Vvui9K_x`Mi;<+Hb
z+Sc#!S?w0?xL#2s=G>4S!h5e?u$<^pXzkC~e(c*~4ey30wqeU3q({8{T5(W);-0GB
zdpES#*u6F@sxE#f&Ax>(C@^%v#{S9ktiNC4<={Mdt+%gK_*v<dKczKi_!O0=y>aW6
zQopYGW$xZZ8kZ}yG|qnvVOsky{QkyQmsYPo7hEp4`*O+rFm6xJDRXC(xl|r3Nx3Eb
zRDIFg#*E2EvNMgA83+4@yy@5$qkZG<UH5;lUwsrVa?aiKz*^Nm>DGp|O3(Y#_w~q%
ze67{<k79}t`|1&XcTfMpOJ<rERlSoxZY(h0<+|0zK6ufr7r4q7P_Tld!Po$K_`%o+
zRO5mr&~q-h83dak1w}A=8_0;_Hjoh!Z6L5MgdI3&N);or8$c$YtYV-5Y5tfSC`2om
zn1h5&jZO4S6=D_4jTJ166im%5^h^~jj6sbbGgCcK^<ZKE5;8G1S1`6Phbq9*d;z-*
zDI}pqlO>ksixIe-f<$_Wf{~#Sq=5q|j10l8I8e5Sl|~jI`*jU13=|9vO^g*Rjm<y~
z1{YuXc_pxd2b9v#3Lca+hO5j0jd&7Q*nra$k`D<LHsF;tSPC28{1yd)w)cO!Ec5uK
zuf)EU>+#&3E6o4bBe$O6P==?Lz>((v`)VR)PhpwVKJ$BO+Jfuf7KUD8tld1T{6)e9
zuZTHclPsP37l)|mJ9xY^>r$UTL-9)Y?$R=gtyveAtYdt!yZ_v|bp<<wcO92@ieKxX
zeU+pAeD?F5(LFzpaZYXSG2!Kq*>l<0SU<;UL10-<Yrpq)xxLTyA19k~xIVE7J-qe6
zO@qE^D+N90{=Dk&_er>OKxh5O;-Ih0|C7wp=GT->6O9yp5#zebuT!t{l*{){y^H0=
z8g+laJwI);Z0gDFRXw*h`Ak3gVcQLzNg5%N%XaoR=wJKw?(vD_+Y1v{7W@}o>>JSf
zmwDOpj+Zz}6L7eJ!`TQ_6CgS)Mxf*fmLR<}0W~2gYN!~2G7C6?;cloHfovh{z`;|R
zfSMCvKatc%iB>Q*F;|FH08MEdDVSOqC>Vn~PKE{wW~PRErV3`}270Cn<|gKPrV6I!
zMxg8pYAK+$>Wn~^BL&tlEHFSx2FZs63k*;-idkR;oX$F8z_aJKcF7$%vGsSCei7hF
zo!%<*YeA;{fsIoWGIAbUwEwA1UGBS(DY9pY<grK7zul^u-nf5hg4G!Vi+tg8iJoi=
zk6)}*Q;A6b#J_6&%#xHjC+=FM&xx{Uxn{!fXYR6MKW&+LIWIo;eY~DxXlZ}w;pa<&
z@1{xYFL0Xw@W>RVZe~r}*FP4iv&3Z{zjo=))2|+L_V@OiDxK&$`s^4>ckvar$={SW
zJ#$&OU}vC4+r59YPxoHs|GmrNvene~sCTVezB^5yChMjLF0J!)-TJ3)d(N~eCvt5A
zw?^_<_5T)4?r07DB%Q}s+J&n;00j#;7>!VNZ5SJa%6zZ{*7AVBAd4}@4Gd!<8W><(
zh;rkgDHV*#ZetjOGJmXsA*eJkHZccP?Fz99h87B@#^7SY)CAP7KpkH(Kp9;zfRC+!
z;+B|k6)a5=um_OB98bwIWJglKX%ESdgvu81VjRq}CGd3KVFiIbpGB*E_$T(ppFOx~
zidEMWXZcmP`3n-}DqWRGEc$R?Ji>fx7fVK3d0VP^=I-F-Q=6ZhJ-5i6eetDBkBsiG
zaoF)7H1nA81g{;uM}vKu6FbGfzkXEk>WjtZU2GorYD)^sTJHv)6R$})xq52G)P0BE
zZGLO}F8^4~<Ca^Fr)IIK^xb<|X`p|&WrEAieUt6h-P!eh*8ZOUs|qQC#jD)T2#FhW
zY-!%7v^sdd)Qa<UraW8!i0gZlN*=wQ;9M5>^Noq_XSD^3I#xVt(Fn`k$h^?#S03Nf
z_4of)&O2su?(x*Qi>5ty+4k{Nuu)Cd3WZHp0+q|EjFfJBOjDg0axi&Ys6&36e_P@m
zYmK~Xzn&fKJi4y6PP6y>!dW+2LT}i=mz?U2qfi2eCpi3#ERDfxz#KzkW3)yJ!H5C1
z889N|ZSC#8H9K?P)!MtpvU@~6XBJ@j@YCuh^Akp^jpj{JjF0x%Z}>TJipSrpPp@XD
z+4OB!=X(<x|KBQ5#5G8y)W7o6|GP|opUc00m#+Kp+rOu8_uv08UC3$2(vZV%{r`Xb
zmjA!txBj8ew#!aEeG?y|aPPzX`oDjD|9xC;zwhs(?+?En|NpQmN$TM>;qcGx+v^wp
z|MOisbXL-g?{~ESYTkQ%M)mHcJ=brzWu|xU+&0B}`_y-n_sv*%-)r~rK%>9fNAJAf
z`@Cu19cKx1o|k3IxmLQXC)obJTAsiEhpbik`N?cjpWg1azhE&#<&*vW+RESRhYs7{
z-}n3cc8PbEt&uB5f1Tcc|Al_)hxl8y0rg4QzxhMEk5nsEJj-y^`oHvkwsdCSpUz!N
zTz2-mOj()yUoqvM^S<emjDp>{mxTNJtnGZ3yKTn)xZwK01%F;eyMJ8OsbbpuTW9Z7
zx&3j$Kks&*+qdlJ>U;Z^U0H1wC%ELFTeWohOyi^L`*-h=D9>I0<H1w;xV}fBou6L!
zTZf)ntrll=sC!o2x0P=H4(IO=Hk?r9`Tfde-E&eMRVslVT2HFa8E=o~a#;|TZh7RO
zgzb?vhq~*&-TSm=du(V|>AhrGExw@TSLJWNop)QLvOqyiAc^n$tjBX6yT!0PbSu*B
zwdQSb+qL01tGABrCt*AFBk7GFlyAEH_Y*K(>f`!+?-8j(UtU;$Z=7c1GVTAY>S-BQ
z91gx#Ji@%RE=0GE@8QR9_4k(;Ci(oDu&k@=)Pbbs@6NRzz2domEh#>)>X<^U*_3Hw
zC!-f!nRJ+$<D~S7!;ekMHI3d#NxS@8pzu{|s%0B<Do5c3j$QxFf^Qq2*e;pfqb8HE
zaOLu-O!=8}mothA@T|*bk!DqXt0Q^$kl5rY4RSdWQP;W5?nu3oy%f<IlzrWjeTMgR
zeQ^!vjJ=5*Z1&%t^pu1MW(Wko%H1h=gGFUlUq|2BSFcp}iOra1esJnZ5AB4q32C1c
zK6&0|-S>IP_lbdx|HX1{xAtuLyz9Q8_og?J-z%Q|E0+tK@^k(9ilx5Kf5;?oH(Pce
zi}*Z?ojJ21Pf5)0^LpVg79WZy8Zb^SG6{cs?IxR{*sZU(ISeP&F<;}^rC}D65nyQO
zT%BX!9=vtSfzt;rHDA#5yrm>|^3zkcm1`~L?XNZX^TqUlz|&}xX(?~yT-GlMI-0}K
z&#Wf3b;GG_Z<b}79N$iDRPd?!_wD1eW3N{gxNJFQw@ByJT9?|U%AyFbpxF2&Nl71G
zBxdG6X$U=Nk^5q+abvZlrI=eXXQqhjZoiEuj;(Nxthjahci};Artc?u`ouy$JPY|c
ze|I(8qE}9@>pb7LYR~jgV%Mpe7Zi2IYSxL>Q?Kc=oqSzZ-t4e$QKf+P*7dCq9-dL2
z`P?HTGfClMe{uqI#EhOK=WI8%w3NmCZrKY<gK9oj<<F?O-{rX4KIo}a`$<MO&mI$w
zxeou&cxrj9eR^h6$F+i&JlE``y_J$!l!C8iWzK)ydh&Xbs^p3L)8evORvykMJW^I1
z!!|)fICYm%nGpNyoQv0uo1-(tl#h7Cm}HnJ-&tIpwQ<WT=XI(l<>oA8bBv61PTRIp
z=lm&0uH%#0bvgPsim$NjlW?fk4VDhcYPh}eMV9?Z#y#qr+BYp{Uq3_6GvuyaM49Ii
z_vKQVFQ$f0?aAA`>v6%F$8t|5*X3_q`71E8Lrl<Hx9DzLSBBEuu-6~rleH}~WR<^d
zRH|3s7JEtZgT}4hal6+9I4%Cx6ri?hLBgpSHd>`U6PHZwwU?N`H*50lX)Ie;>rXj8
zSMS9I)gDQPdmaLYUn`!q)yY;Eal8%uX0~9bc5};)@1L&Piz%A?-qbEQEA!_m9kIKD
zN`~)mT`BqGG(YC)uMVC5v#pzx%;ngtO70f~$x2*XDd9AoLGEg7(&8l@U-qcGFLd~I
zU`}uK&DQ*kS;-<tnPShgzLn6pdw$FD_<gEd1<$nDJ>9cnBfHnGKn=wkKQ7jHbn@9Y
zRC^`7;3^B1R?eBJQ5(BJpdpO6D&d3k3#VB=q886NCORd&*rUMNbL55qH$$}R?)2kQ
zKboF~91Zfh)EeMvoy;{U^6KSPTZ#%V?I`ieC{^n?7Z<wO`Ta$YFS86fyf!I34bDDh
zl;BjsD*Y;Hl0Wx*gOkneS(yb#;^s}&RN!Ob{Vw=w-s;v>A2@6}9GYL4bUZ52out{A
z60lS*eEoDmiJ~Jn6h4Jm9S_L(=(?^^jP?B#8>@EtM<N!2<{cV6rq7LbiUsX2&X0S+
zxb{fyPc1IzXIm%!a%E-o3p;SAQ*El2$`qC$k-)hbR-ZeXE`3=2rP(L(*2FFEu6ezQ
zWvP~|J$0SM>?LQQ@ZKPk$zGd}&v>-Tx!}##OvBafmEnB1_=7ltrr!On*6b}Yhr!8P
z!ojn=LRHyp^_8-XzWMPxnZw=B?Npq+x${kBOu;7Gt4=En_FfcO{VwIj*+VZ@G)Eo@
zc(}r-{Zn)8U5{g&&Oc|_?)s%zs!@08{6VuL=a}r5`gZUwZxQ7FS{imHxa7<0kn0m#
z)sAL}3ON_phV5jw{cHAy=gsj(YvuM?S^}|Y+v3Azy_s_~b^JV9Hf%k8s!YVz#PZ8Q
zjZh}d?1Cdz%M~xWxv0$aWSzvEy>0E8gT+62*MuoCiW#lhf0yxa-#w|Gy40Xel`HnK
zB~?dCtzOHm@%Pcp?*$L?Z~JEPt|;vlyZu;rZ(Es8k7AmdjjqBW@wS^sX3EtY*r{)S
zUSQs{^rt~3k7^~ivwtSz{qPi4g-t>#bC=CpIN5>WqTB3{>P>YLRVB9*W<I~9Z{RO{
z?Qve;R6X`z`*LrrE?7|-*P$3YL;dNJ^yX*kiI2NIbyyyrcAE0oHuK=A8A{W5*fw9B
z)b6rawm(}>{lq+N)t2VnQF<%3_#JGUrFVxhNbXX>f|Bh4s&^U_)5OmTu8g=8ySmBe
z(7lx9JH?l!SOrWldOuH+Z{pnPKhJ%b!PD=sh<6#^1urX=_vwqT&fJn_v`i~seDV^%
z>ALM7T;e-SZC=LjJaygE^@z;GDa%etth8R0{V8tsWS7%yeeK%{FU?Q6!RmGTi-oaH
z<j+mJ`}NGOcfR^DWw*J^g6rLlXRPCzcOI|S6`Z^EkISprlg_Hqnv1FhuV3ca)+Mv;
zMDWGj56&r<AM7kT#om~h!nU&0B9ud-YSZ51&hejR-#u8N@~en{b<(EOGfEnt<roQj
zh;sTIuV{MSH?vtwZ&laXi1NMCDeg}nJ?VAhFnwDv$Jb0`TbAgWz=QK{iKRC7nl5N9
zm3bp0EY-(xLpO`3MJKnLgU$SN=PK@gwLL<spKjfELdI%C^27X)WwNg)Yn47-*d20j
zv6RTe7aN23=$CYK_pjWZ{YB|9^GfHZ+IyHHf7+bY?bSN-d&QhBAKD*ievi0%NKLjc
zBjBM@hI8)6X}gjFcFkJVyoD!nUP#4}qV=9{|FHDi9FQukQo5zE_SL!-5|7%=UKBiD
z(tiBm2bn_&qW=_46>i+^4h>cQy<mo;SVz~x_Pj$p-`=Lx#;;z>{<`VPh7Zo3={B2A
zG)|glEUn&JQP(F_dUE@P1PkG=m0aycex>3w%ulx!cv(GEIs7YR&smPeb1pErfBiH;
zfSt$DIFiFkGqm)K(_`7S-K!_6sq$p)*%0ovZ>goHj=yBis%lI3#fLMmzILjqka1V^
zwAgaMEGOyjr868JDzCQ49(m>vU~*4;&8x@3K?^r5-}qX0)!mfM_V0SX&zl^+pkSJ-
zF~5GjoW-`Xm#>O`-?aLW=NxT%FV`buP3)S9v2t6&Q}a!eClpKPeK};#vi)M~`~&8)
zU7Asge9NoboS!`{TKDv<`Ain>x1M#uKMrNAitIhVRWn6qqkrng+=)V`f;8fFg4*Th
zvia>Qh}3&^%u8S)Yun6SJFRC<>b)ovE_)}__Sr(-ijEfB8L|~q-cElTXeMfWL-SQr
zqixir1&n!DbNjnqPxx@DNT%@i;@Ew9ttFj%-dsGO-deM2^|wuv9lBP(FTWiucTbJ~
z7bD}ww}EoEHqB}2k<?r8wJ~7Bl&+|7$q7@|TE=f?o@<!;A+tyBhnZw2f0N9Y%FjlJ
zFM7)#?>3xu+wT9T`0ds#KYP;8%9S2l@lgGvOpbHQ@8zc?=Lsx2xNpW~$<I3{FIyyb
zby2+d^vs(_Pb5tJY#9$OrfQ@X^L<y(oBQN{!Shp_?%ld`ZDr2o6w`*B<AJlAJK58M
zzFs%Dc~<&liIVrK?>b?^x^@2=8q2@wEp-S8eeqDyPCt6p14jO`Nu9yXA}&JeHC*D;
zmn)b4ENafsvaA1{FvDj~)YI2zCd*wgxM<3_xOc(hgsBH+1TXp9YGn|;K1f?q({#eR
zfPlRk0*qp&eQX@7*CxvvU)lL_$F-g*VLvR`OE$=!4g9^bTy3iCqmK)$&aLV%c34)z
z{#o{UgN^cBj_3YDhS_`c{>)t5_)lWP!9<CTkKSAm*18_k{`$CJrtJB6<~4>*FYgGx
zWPByKGEs7!P2l8&7kiJqx$ynKwT1d`FQwQd3jTOE;og<Ym5-u-eQxJ(t6uftx1mf$
zw!((Cw!>1-rkwnx+W26_rIuheLHF0aDk-gv8P}Ay?PHoR8pC!-r}?cdn{bcH;`XE~
zFAi$)ZF{M_p+Mv8yj1DS2i2|qG<){=t=kiL#q_bmc~w5QB`!g67jFI$_^e#CAv^2y
zr1w{z?M@Cjw)FUpsH%Tb4>DN9?$2Q6e|LXF;jKnpzs=KRme+163&@Pv&2&2EV@FNm
zoYc-ni9GSQ(WWv>9ourw|C{k=?)8)do|7cBH=J8AA!M7p?~~I~2i{%KnU>+Je6D2D
zn@Qhvb4xqQ1y!q7{BzD&y4UlYxZP#JtG6C5&*P}EeyhxP(E56i5zF_W%~8|Egq!;H
zqQZ^_=FIxMC?#~xu4|FU!!{@EVCbF9eAVS_QuBgGXQuA!T$Oe)En@4dreH@?O|RpO
z3=X#fAAkBadD9#b(bUHqG<obrSoz=Ym6^-!thB7+_<iTwRZW)?tZccDEDE~pl^gYY
zm+Xr#Eav)4)LRa$I{3J$pGVg7+0v6~k4%?$eK@er{gB^zC9%^6(faY17sWmI{~q~>
z{l%;HQ*{UZKUv;r^Dqm(yY6?_fo{P$eO!u+|38;(nO$^kf9aJ~6O;a~xY0PTOnTpi
zbB~$5rEI)kR4ilDeaH8BeQbuiQPRc3^}drbr!9_Zmbofo<FRd{t&Y>K7Ry%;ZueE)
zG|3iF&19dxVnOp?5%Z;rKc~IRpK5*K;+X`CFAIdvZCbMYQOeprJuR)M{zCVr#F~#~
zqEniZ;+IUSt)2VBWj3ouN=a7Dp4=ag51i(6i}|6kr+)HG*7eMS5*aI)CrPm9Z{hGt
zF`3xJem(7>uk|TQgMu9^cD!@@ZN12bE9P2n?4nkGKJJPo2NLZgCWzT_T?xL?BzyD2
z5%w?q2a{zUuVKmaDy@vDW@&5OaNGNNhWo<AjqOKyRqxz99Qtj;Lo-G%DLxmOj*#ia
zHy_U2!NxOdOL?34n|sc?#Ep(?cTJe5<7~8c-;t^{&WU>-nAl#~wC0Ux^ON=7Cqnm_
z>98!n;^_7x=H7xyUh|{aUk3dY>T=GIk~-VGV(y7Pwua(Ua@`K@Jg%!EES#DyJ?dxH
z4@^~-nsX)cVS>xcb7edi161Srv^>TCeXwv6R|~H_pmKGQ8-qZ^O4r+Z3o4!{&F)$k
zA1PeC%lT1L!aOy@JwZKUC3|j7l`DCD{jfKit%#iNV(l$Yj~$5d<~@7IxV`$}98K@N
zqWhld7$#JD>?m<uVl>C4;BA|qng8>A?&@_6K@&N@uj%FROHkYw!r)u%!~QyIp0iSg
z_#3f*E<f%YTRaT8!Z>@v0T)x*wPg<vOj*@s8B}Rz8E~)K$(D2X7xs&xQ#Y;pdSOob
zkIfgO@^1UG&0Sl0X^xc8iyLeOM|h{dwLQFc?zym^Z3pjl6pOzuI?NEAT3x6x$*)Bx
z_t50#Wx?Vvb?a0w=?HrJilsZ(-`LA=U+>}spX!g-LZc?ntybYUrMk&%mlfv|ZH_?0
zOlg-`4s{M)3!V1kZ4YNLrStU~#2LI?t=w_uhVH`kzA_xwRGE)XTvYr0{-s$0tM9~E
z_Q`~Zo_rK~Fv2QW@4ITti3N-I3pq#~oF*sKkhkDmjD@}Eyny8ms~4tpK6>=5nfc;x
zo((?XZ#^!l>vV5WdC9`~tM~efZ`r{|50vvIgkLMXe@TT`^{Pnj5?KYMyrxt3&DV8K
z_3|`l@=G~hJDjJ(dPGj|`MpOAc)QMAbKH^N8@KLSQ+0m#Z_6uQEP~btS}zuF{d73Y
zC1G`^_|y*%*{)is>s?In_wjgkc*P}wgcGwDKIA_Zto!+g&9tiYu+;izEiI4MO5}*{
z>|$A+d1zyc8t?VL+T9D-{dT{*_cp>!;f0BbrPHx}78}e3qu4%H#<9n0{n1*dUt;U{
znsZ;qKa2A2ukTj42IPESmKyp}cB4k*?%Fu^IDsJ3?wjc~tAYxY6;`Ucg}U!J$bDsc
zN22a;pGS?2liilCtJ`!wLR4*w!mQlh*=pN0y{dh_hD@?*h+nixCM!DWA?v-|{YNkS
zXzF^q-G%j%NZaM<Gq(wM9n@;ukh18+!k+32@3%`In^@9O9c?h@OH~<LLVk|PrgIs)
z+<k0r=$U<q6ig2M?KQ`JV#$89wJMx;Yr;6^&8rH1>A;=8BKUR8kDaxQ?_aIDaa@D7
zu|2i*=GtVDvV^r(IlpJQF8Nw=@0NbP@ynmzA0D3j@#pQ6_qGUJ+sl8YDxoqrw(Ze2
z&ud)bR|H-(uTt-Oz&g1%t0d!q!IE!zW*eH=O@4m$eJCMcvst@n#uoRdW=~@8v9FSQ
zKk=uU`v<?ALtQ0De(!d#`1gr%%h?-OpL*^R)oo{-tgKw)yyxzglZ@WReNk6$_U_17
zH`&UaJHlqh8Os(y?`IqL++C@W79Mxy_F9d<)xx(NpUSykQB;~C=5j=U&x!j3pIt_*
zn)8Cl&d2OM5vxxmc3)ttbdp~oR2BAcOY`yrlRwQ>E_vOtR?MH%HzIlIzthpDRf^gz
z7|s4L_}rG_UVm!&ij<@~QpI-Xq&a+)pE%Ao*~hc!`o(qP*JTg0&R=wTvG*<$zTF!a
zTfDv~6w{l*DtfU-nYYkWHHV$+uinPf;=AM8XI?OxqW>|CcXhUaYvRsXJZ=INSB3Yo
z3QMex2<Ql1{pPgI0Trgs&b$>Y2gO&4Z7aK|P&a3K$`yessiMV=FV22sc@aKi)kEbk
z9yaB9B5d|HJ}h1*-8L@!$MoI6=9<N;kR_&bx^v#jEBw(_`YDt1`P@{Y=yJXQMLEx!
z2@TVVv?cU+be3fWneGhFERGAm?&Qz$@=ABz$`alghBumAtlsKf$o=DbxG$N}cGFht
zPFcAQMfDlnxjUo<k1l&8CCImBqiCs8vgr-^A95e8raoP^>sI_}%e1{#HklF(%Uvz@
znKJE&vdwVcD=);oy)d?U%aaQ&Yrb{v&P`gCv*TmvtgGDjOxxKD-K4iVvOjiu7qGqg
zAcvD+`24M=H-3dadUG>UqF?DL_pR-#(oLnd<uUW?WU^<6v#0bnmqw_p-8HAPv$~Jd
z;muE<HH^-SgroadxHeYz+W#n8q;v50+Q~;+TVB2{n6^)4&6O>E&p*xD@Z--@<`<W@
zw@kD=8}D>${{F4zG4mItJp1-^WuZpWy_-Aocht_AHdmTex~4Ny_wI^!Tv0PrRm|qT
zJ-zGK+bolu?Y>KSWmkWB>~b^u=u_=#zQ&F1lQ&-d+#5J|OMlwS-)`~_$-8Q}w-+XO
z?JBcLTWqprv!k;2t$<t8zF9N}^+~v1TfO+su|IF5vi@w!ve|I=+wnhbTjxBCe{iB%
z^XUFPPg^{qMZW}T-tS-A{P<}``b;S?qi0>L$FI(MdPIk#^p$O~M)8731wl6H4a&!s
zPyW_-S@T+y)3XIyGLKKNe)_&$rqI3f?*9&<<SA=<11<hDn28>}@%!ZchhO~PZkzQ^
zcHzG_?;ROf7K+LpY1IGh@Qm?U(VeWB2fA7WKCgT!tm~j~sae?N(ShX)-4|YL;qG2-
zUUEsqLqsC6W}mT*+p~2~Ocg}WT+sWbGj*HPL<I-0=-blDvPE7kUga-lc!x#z@)hS=
zmwdl;HDmG5ggfu^Ig9e|6&<M2+Wlc^=>$sy|BrvO#jeXNU%CCP=V$S0OZPq5qhdZg
z(8N$y@!X|D3H_SYi#c?oi`e7z4lo6CPFMd{zBe>hWr;Ae@0<CjUie>qcO}~G%PEnK
z_Nx*)ou}OR_Ii`xhox7avafh#`mkVLi~S=Ow)rj}_uF1<=AC)7ZIj~zuTHPUg%wIX
zQ+g)_$zM)VD!a+kZ~Cpqdv4pOFZXs>m7O!<_bAPXNGnSYF)3DK|FQASX_XM4-B!#s
ztJ|Xfud$MDH{G+byr*Ja_BW0lmvsBu9-aTrBA3vxpgmz>amv43ov?<Ql>wOzOJ@G8
zVmo&-b7tAU9-aHg+WS(PRd@7o^cb(oIklttgrExZ_wBpyycd|!TY6yg@AV7MY@8jp
zU$;v6D}!fm*xpYq%UJ}g);v7sH{p}Ptcd6NcP8=mye%%%+j8gokAoiWEG<E%RXx3V
zO1s%)-}^sYlKJ{h>8aQ{cDH>y*DxDcoQPDqzs5+SYto8s*TmACO}^dLZmtN}aqp3%
zfYrKRyL#q%3aNBENC)>yFPN&!-}@ut2>+y(1ecrj{A<L*s}@c+y?!dU`)Su~mKXgE
z&G{>;ChR_EsDJhF8TB30N)DZwQZ>2kt|Ma`--8utU$nF<P6)nL*||#n#}<(z>yLUi
zJ&CWrDse2k^YD-E|C35oeL81I1gDiJCnc@0dX%8?V{Yra$1Rbw9%ba1Z@sp>Vft2^
zC(q)i7|7X{&(x{hU+^KWyYTpbE<MNEtp}PSpU<-p<lB*ZCF^p;_cQ-I-4esP*v+oG
z99!PT{cL9Ob!m<r&vhTRJ-D?hl9NqundYpYmn45b3+axjm@&_XzyEw~o~im4#>DR@
z*+i2q`BIaQW`sZg%-1P#BcAW0Do_05V||`Q8%n<^8ocy7-9Mu+v;L5<;HL{aUdwUi
zTvxpI>yy$dJ2UI(+hq)AcbhCs*>X*Gr>wOf*Tc<AT9?MXk9nx7U~u)&^+}aVOz+$a
zwrYM6dNr^8gs8yV=)P<zHKQ<woZnF&Ce7qJzNDOQiYD(fZT3Bf{Z)=j|3223FyW@u
z<xK{wM9LPr<?4uBUX>~S;}GNJ+h<MVEoMkLJbHNNR7`lI?3uZ<PA%H|ao6KLN!%gV
z%nR0va0}0`def|N`(F8j&M?8JTnV;P#R+New4&A@V!v+C7oB{{Y^qB3bT0v+?P+sE
zGC04Q?k?TPk-gIMa$Ra?+MLkP_=~q?eH1)ou3cqL{IcUq8E5C^r_U40-mO@5)?nil
zD+b}9m<3!h{pVk4tx=scqanM>D<*!bu~*sq^9=gB*<uYdPYY%_hg~jnXq)u#sGNtc
zsie-9Wgg5*6RvPRi^-~;WS|-P>WFOfF}@QnWnVJhu)SZ|ck=$RM(!`M4uQHkAwi7?
z?uEX*_%z66yFl}nn8{{yp00XQxZYSoE#mx1rROsnzV6xo!0>ahRMn0-d=-}M8EM5G
z(<|0=9^Uy!<cFKgVYfxUH|Qvz4}a<S*<7+_!l{MTAt_r{K2=iIm(keuGGxJ1Uw<tb
zp5;5|?)hSUt!!79?K6+97av<SHorAv+#2nD`(flqvr_wF@!RZ5lUJ!Nj-IK$ufig?
zUR6GX$8f#{H}ALq8f-g`uLwI6bNSKl%PrEbRav{%<@T!-x%GS#n|^4Di~a-|6N^6w
z5^o6H-R+$rV9;^i(B?#Hx^~Tn><`Rs$Gi5GhNc)EWO-7!Ojss4_cFW9=9WfApDbY?
zv){(aTekE01_V!$j@@5i8Q1dqM*DTW7Csl*)Vn_;5=$*!W(uuLDR`b@drR#3%Erg%
z9b_4P8}ZDOYE=9Z?xgI=YxeTZft`1*)p?nC^Y+DGy?AK0vQLtT+k*DEO_37i^S;E*
zxwBh;VP48hf42qaA2jRBs(d<-@@_HD+?73FOln21CD@*|IDB~C+{Nq6jx?W}u{!5L
zv!<Y@;PgEvOU_PMbZz3JP0Ga@%a<y$39iY|nDmt`Lr&&oNcPjy*Z(N4beJ_+P4Q5d
z_7hXf?YF(u5?8Ewu|vdkhvdWMv)LSYmMNKh%MkECsJDCHV%51<uRQckNoiM9<lUh3
zX0^ui#hylgBcA&fT|Cjw9VjOLyx_j2foV~K!o0~3Z2Ak%H3m<-H(_VSE)T9I>qAQ`
zPp);~+EF>1XYpGLu6HY&O&t<aR!)Dj?b@}iagU5vGF7HO%e`xQbSFoA-8KE6Nm)Vj
zl`m~rC&3kTUf51{$B8{fm(DmyTQ$}$S=;dC>Uyod6IGJ>EtNUiENdRT>!><ux{FzG
zPIJ}ags;qxf4DXOb$fhqtNMbKW~qA<?>~@B<#u{**Ei*F+~Fe;(!3{Bxo?HOGPs?=
zWBW)}Cg&j^%e5P&-yP2|StPG<DB&zCu-TF%%aOHqr%`S339e!bhwh?+4g5tf7ELz~
zHF_Fn5~Y|I5u<f|k-p5{{OyxCdpgAIyyc|kvTwGi<nidP>EI7OSNB#oBXLK8hWi2j
z!wY;*F{;koSX!_^vS{+6_7tY{9RlV}yDa{<w9I?^zCa<qZ<okT-9<~1EN+}V6w22f
zD)#chRR$N^T!#rQCk0k!J1AI$WJxnu{*^e(*cjB&{=mfRfRd-jOIgkS*4HYR*Lf^Z
z?B(IyqrJGb$2uzVfX9TQ%$OZVA8HwVyM4=J%a#SXg@+F>F6~~}_$9PU)z(<dOJ3qt
zj!<iP&B~8m?!D5tbG<Vid&T9{PyM-M!I38?b2a62*$wwQCw8_kWIR2wQKwyBn#pqM
zd4sMhasRxo+(en@?+vn&)9k)J5AJo5=6G~l%_XxhMtSC?Ewhc?ta7to1?RqTWt!#Q
z$$D2Y^XNw}3*Qq4x40wRY!=oWV#q4q-oAD3{+9JR-Y;X7Ba}++n>lHnIB_B>s@k)j
z??}?yXKu>oYZCl!?J#~VcI(@+3vM%e6tuQ0?>f}Db6)YhKIXrV0?!<oV0CzIbMYM;
zmWv|#pAUpbR$r}5kS_c*w{6{LhglJcJdUh^&lNrUW_8YS3~;HCJLOQKeP*-8H=B|t
zO^G^j#~$swz4^e`qg7{^qSR7L&o_xJ(>u0PUGZ*;#zi$orUv%8^VAeKs2TNn3Mlm@
z3&}jQinG`kDSjfPkazX+c^Vt0btgnL{oBs@w)fdO^@fOjZDEtHJ(|{#I8(xSVo!&8
zPQdaH%jP`~(mNzwRUy>43Dl0{W!!Kfc!7mUR_z~i{Q!%`?~@%ItCkil2)h49y{oQ0
z>&vbEGFw@!GnYoR>icN0K5v`8%x78mm7}YA+s~*j;chH*?JDU!{4Q#p^`i~!r#Fc9
zm`rqCx$fcD(AzTV-wd4{AE{X^5qf`0>;L|WH3zk1wjY^((NbuS*iT6hjo1EH{C3+$
zigVdW9Po{2{Sf^9-!iqOim|Tq7$gc}qc<d0vzqR9SbKQtvhxSa?ywZyXx@0jGpZ)?
z-h1QrY?n*Akv0t7>*RyvH}uS5jQzDOv*4i8rR`QF!kgDM2(+(g{_?jubHd4o6`Tu`
z#3dQl$Vp6SQZckj{2(toL*RzO{s(*}+h&K%zgrYJ_d|EDNO4fYsjlv;N7+Ow%O3?w
zS!EP`-F?6MpyaB%wR0vI^_o6#-@hyA#&7m1$yG%=1kEHgQj@0EC5k+p)n;h4yGFd~
z{*8<-)~7sf6UC)BpKR}ZadFC;8YOYVhcagA48Pjf>^fK<{H{QHu~bE<j8l-~Gyi&J
zsl`UEEE<30`nKG8Fqbh?b?yw4xvM5b8-|#Ev^m>olq=M(_4uoddCa5*2F{<P)(Nyt
zzGt+W^XCbVle5g%d!*h}zNEp_$Xm@Jwo2dABYFRdY{m$w>-z+{q_42vOHuu^qd%hQ
znb`|*rW~IW{WBu|$39KTnfUr}@5(0z`z(T=)Ld9-W6a-ga$>HjXhpn2=M(v$`_Gzt
z7w)^7{a^LcPTqrRe~x&~v{@?3%O<3?MNE8kpR4{dEs3h&4gFgr>~H79O>fo_&iI-&
zb>@Rk-z`P^e>5CbxglgL7kn{U;8XDG#afD&rL?>CFX(dFY;j@ivs|`HbGLbC|MX*;
zTnR<Xg{N96FZ>&1H$^S}-9?L>-ZaN{g|8YcvgQ+(n-?z8R#*G#xt%|87kkAt`NcB1
zZ|<x4n9pig`84fU3SZp9J@;KXT`dAsZpB@;3On%lmH%TI^S?%NbCTMYe|*pvy`yLO
z=a;Vc9~bVwTOsz!;*jHP<uK+txA1VkzKUo0+w3ew8rP>@<jOwH@btz6;Z&aU(HCYl
zKQyw~t5dfs*^TE8=l@kLY@0mN%{?zw$G7Sx$CzH5uMuo}VB6jh!-&5{4$~)`e5w;5
z(r)<b*^EhRxaRupjWh6Dv(qczWK-G6xjCN}x!;Rp+SDhrXx{9=zV#DcOkr=oEfn7K
z&v5b2XtPr<uL-<7GL3~{rc}aSv-XU|DK=7SeiM7L+1zh7Z4Ou94YRIuTf2|decPm2
z3k=^i&8-!!U`amF%Gk3nynV%YrJl#D8{0b!%JyE{JyGX->e4w$p^ttatu|3g>pL%d
zjO|xfXXt;C`wCACZlAl`a$3Q6r`wIGQxzWYPJULPsvsAy^p7*T;*rgj)t{xiXLN*C
zEv~6v^l|!JbHzBG<it7p7ZTsg>!}rf47pb&>@@MnW{2JB_ZaGwt_nFd-aNdqp6_JC
zR)!}lM1!3fmy~$q{C_l2*wbq2)klXND~mgJu?5-ebJ}rwOV^j>CQH7p({U?#`jGLZ
z*15)A0nu$j6J*o=PBC*%o5k@(AmfqNA_p18BYtg?l}(+oKe?ng+?(y<=WnCCBSu7J
z!BT!x)vvuvc<gNr_$~{o$b_Vv2o7X?V^v()GeJn}VSU@hfVwVM$)8Qn{w-42@^yui
zpz=Z{w?n*ZZt`_}`*!C*WTTBBKbz1zsZBDg*%ob>d*oiHfb1%<sM+jXImh%OCVoh3
zH*LASx^vsYbB1AjP64UAcD`ay3dmn4&a@{wowcIo!tZ1sS0=ZVl|8CuSzf2z?nQJK
zRWuqbQ@Jf~s^`$fC(ylZ`bGxB{^*M_xj`N4zj`SC(BWV3?(Fe^GcR`uzQ4HBr+mu-
zVa=rU(j?{gM!9>feNNm-kLJ$qD4i1FD}HEO-N9S8ijIoh$&jtQy7S^Lz2&>hPIX<n
z`S<3D-|WH4$9_$C?p*O%ueI`m;|bN%4kzZ>dz77f^OHI4?wh_;Ik`vM>&5h)8@8*9
ze4L=NomG|5V5g{#_CBLaN_P~ReD_*+ZGJfGszj%Sahl2Zi%(8-+`s5M&%tZ2_Od71
zuKIW6SH%6V(1_wb{l@d~@m7(%bdHtj>*k31RjC}2D^}TOrCY0Bc`QR%Tc72h_&cp9
zR!0tn1u?8Xy?VpRWiMK1cy21?d7CoZ_43`yk{03E$)_ST9yT2neewTa*#gtl@aIma
zKdtACSBb2xO-$hJKRLrlsKg@V*pwvOfP@n@llseKmf23S5-rXC;ZVxEyX=nF9b2nw
z8!s5ghi$s>Sx5hihPyT2Wx2if>kSOUCcf|3S)1PBV`1s)w7=I@Vs@d0j$&uvWYdNJ
zCbw?+&BtDL!^8JnlKC~&BT~Ujw({?+QsDTWsQmug^<G=M7yk{lPQF~T_*TTj<zGLX
zT6ikE@Wun3n0mc<-`Ubt9S7epeEQ{P=)3v1R#|aQ>iQn)-j#iPn$~nLW%k?ap7!qj
z%u--6#kqCL)+>umgsyB{H_6#%LfhtfuBUpp?pq$QG1<v-F&j(QHNRb3G){SJnXq-$
zB-QVkr@}%f_SzJ&<;@H1uy>ph@mqc0oxMRknypQBs#Bj|3OC)^XUlmk?L<N1j7^c6
z?l+sn^-K4e1zo9`d|YSBwKv92eQRIre8YJo_-xMfNqb(ft#*~GVt&jh>g~4iNSfc&
z_Y>CkFuu{M=twGMIx3|-fmP0R&u!a1QGTcR{2RkhCvMyvQV_3r*D!n8oE`TSpU(UA
zOz)@^@9J5_&4wW}Z%Q8M-`Qzuvh?pnUWfV0`}>pc7kK$yTi?8^{Ca@2_05zyk+Y61
zPM;m+k#{0Y_4-4`%yzT%c3X+ny7H_aHC}C)C72O&bV*chv-zY77J&_3*W|=l*2{g(
z`J^%VhGu28!{WFan|*KQym!`G{j=#{a%|2tk)tvz+}#BC%xB0_{=WQHumOL`HeQGK
zTQ~n=Wjnk)(m?UYtLC1{Ra5VU_wWd-`8~9|`F2J{rq=Xjp<;R6ynE_TJUH~@#LdOO
zJWieYB7KojF}Xzk_PvQ>Qu`-8HZ-|px%T%@RrRu{tEw+QALEM8b-u`JT71%K%l*iS
zo5b4GsweE*@=zc|{o>7kt8H~cM3>4--|pRKKhfpHk^YG<r!O^{Yj(u4KDA@bs-K}t
zYB!g%Esxr`-=8nuO8e%FEv-S)Q90=zLh}6+tU8*u&kZ&T{9KS&sLwAxO}cw^Zt|UH
zzl{ZF7|j&c(R<zbqN%#;uw)3&ku7I5zi(EvlaD-bE933=oK5A0Q%^VTdaL&Ix%KzN
zZM+M*SgtP>J#d!s>ih^LCXGcECpU`7EQ-CpBJASRR~q$Gel?v?aa(&Mxu8Pe+P-sV
zA4GY6`zzI<^yP1pYr=j0kFRz%=CuSrd3Qf=bCJYqy{M(HOjjRW%ahvSzMS*no3tCx
zW1pp5-C93OYKy_X=wqfLp$#)Oi+a?)|1074u-}|np}NLUS;k?V^aQOS&3z7&+^2js
z(wv}?)8m$U>SomDJk5d$S;<B=cP5rJ_scN9$SB=lR9t@0^hb?V#DooN&R*WzBr$Dn
zet&h3Ot@<0^;1sUl8-W!uGVpwtF=1FbY}SO+X-=VZ$JAKoZoL~(SGXK9Ot8nuL2m2
zyzX9Z5<V1j*G8!@&41gKrIT)S>kFmb&%R%m=YHzg9?rBIMm=GB)9fN2-}|GabawT}
z(5{Sk>vEo+mO0nDN#MPM;h8(?+{VvOuDTneey4q@iq7+spG`hIdGK*zqTj<K{MXmq
z|6zLjo6xTLkIvpX@F^|NA!g^wM~%$y|NB-bt*A;Bu|3@Tt*Yi~1b^3VCFW_~mmN>9
ztaP~Zu<7uFjCqL+74J)}O@)`c70261G%-HmdKtVUY%TK?A-3Eoi7m35S01pGKU=>0
z<;Kv>T*sGc=8NiO#y2y~=J{29IpKet@ieFJpF1D8N&hqadq`kI!n307#@-ewxgrPL
zimUyf=EUW_e^_((>Ra16n|^CFu`OABM*H{jH@4q)ubKW`W?JMqh3q~qg}}>UtEC-X
zeT9rIzB~-n-)MWvNLuq|^nIh<X8Y<NE;YNf<8$T4+#-*!b}~m8^4>>m<=e3L+=a!<
z6>|S`=!S$`nB%~n;OO(irL4<oi7`*0E3-&t9tXeS)l-{n7f(}*SF%)2{_{o2*^uLD
zh0rIhHx?~Bm$9ypd-n3*p@0tp%nN5G|7HjgH_pgRmW#ZT9;&S!`FZyLs0-!KdzdHo
z-96X2<c3Bh$1$51j1QfhZDv<YdA`~6gV!zNytDakJ1==~Ouw$VN{}y+CE3cAVZxm6
z`B9HtkL-|GHRr&hr)_4svYRq@u8woLc~)B2^7Dcv#j#tCbcgXVH7qz<b!D#Q`VDU+
zif?Z4=%4a9<@_O^s<Vd{?h&kS@H?q??8ckjnQ1@Rv?cscO14dVa7ga>bbhyqyzAwj
zvghr4ryGB(@WzciPv@zMo38D=_*C&y*))-e8Q)I)UU1=e;I%Jh($>dHroI2u;j%yB
z#7ceJRj1E4aC(Ind2iiy$dAYN#?6I?&P5)!F|+2LZFc;e?ZYDF>TS=s5>(e*)!V&b
z(ScPFmA`gfXU$%1=2{@jd3`s(Mw#j1iwvjZ>tx<-t5&oR6ckyqt%03+rm|W?$R4rt
z0p}<7d!IPqU{#c`LHB5-?1Wi?+1g9p^<+J#I-EWbHBrTD$NzrI1f9&j3)jLfZtH(5
zw$k?0l4naoOTAeom-Zzpui!H~TXLg$<GwjdckA>$Je}8Ic_ew;ZHZYwx^AvBR$sfh
z^S<U+orlMlEl8C6CGs(?D~7*3b=KF|$=l0!_KIC%{aokbynX-chk>8{6)b13i7QKN
zV0IF5T<_Nxcf)exo7r74LPbl2O1QE^u9v;4-jyWqf04{9S&3*T_JH+AZ-k$yF*)?m
z?}$us*q_6qoWHJr_Fh;o{V`}?LC@+Nc?nO?op)e)&-2zbZVKzth$$s|oNS(Gq+3e$
zhTT)`)ago`J8hjlbNYeEcUt@=ohdQK>s}P`NG^J3y*f5DszgbRdCBLRe>?Uy{GYp%
zJKW+E=NXaShOWHK&p#aWJUedgd2QNoAaib_Rqe!V{-sqD@+~)9I;_vO*r)WmB17BM
zf^&Jk52j|<R_60?K0R1_ODA&PkDz&J<uNl@oP77)dc6Nk`JOi&zxQU^vTih-W0QEW
zMRe{GgS^bsmv`~=3)g=v^m%k(>B&plVV+-wo?Mbp@A|rcP2g$GAs_pF8=ba(N(_*g
zr&Vz>C`ghsbV^gCQJ2e3n?qC1>BRjA%(~(^``L#DTjGzi)^VIU^)ZlDX3Ni8S00q_
zoVUx=;$yo?&eIc5-zYIpyqL6i#v9Jf4xK_RQYPo}e`;RTluXVJ%gPlHpZvW$mF>87
z`{9$koxJ`hFLlIlWpvMfn6OTkom<!EeM`~zztcDLDTRl3r+s7dwAjba?|*)SwaJG^
zFCUej^-F8{wwmd^{FUOrd+PVBDccfxrAH}p@mZ0CmyIP}ETMM_+}=#I``uY`=3|3O
z+N#12yPM_Zj+w?quBh7H)z3CB;SqoB9WKv~4_=lB?wP!2f5h{lN4K%LBK983%dHQZ
z*0u!nN`2uJm~)<;bFY$O^rAcZev7v+Q4pU#TV0ze+r%%hr99@_<henPQ(^=|G@nnH
zzO3uXf&+^`)s}nb-Fp0R-=3<g*6$vEV6A!bWMbUI#;l$Gu|?fgvA!pm)~wT5q;cL>
z(#kyZY316L;!9K?tp6ZZ?3yXYAEG|{bpN84(`B!9FR87q|D54B>ErXl1)5&dH1GTA
z+}(V-@omO_=BW!Dmx$Y+X1CM#bhmC>E9c3xXo2ASb6)d$j&qjp;A+3;{bU-4jO+TG
zb#{{9)`{3&biG)osV{Oe-I*_DZq@#Ewvl}W8&96Nx#Oo&`RYl{Usg?P|6vz?(rGUD
zCcQJK@=F>XADew`v4XpUzovMpL+npR^PQn5^a7Zl++y@<O^)+EzvyRgjdJk5?BGkw
zJboz5aq&2yIN#Q+?8~jj)lLq|vA<3nZ2x&Fw`J>7@AW^uu18LK&pux_C*!M&*6Ke3
zuGh39Uw@y)w(^#m*KBhKEzT1hWj-6r{y9`m(H7rxxFc?pUSjYmXTKTj+umDbzpGoH
zba?e~xsPiuAHUi2;c4gI&!SuEjIN6FOMTp=GQqBsN3<~RXV?0;jlVw{xliWblDhQc
zzvBYYDHDUsY?@^ji-fH$)sR-(JLSoOtye$JT^ae8t*qpPnYGImR=aL{GwbGFO&-H-
z8AaQ_&NzAO-yH376W&AiI~PAJUA_F%j#GuX>4}zWf3fT=x$S$5lmFbjGX{%_+RmgM
zGn8>SseE#>ouD3HQrpB&9^H<sUL-CR+p|aKP2&RZ2ID7@;xn#4sW}m;{c828+j-i-
zyID3rjN8quYNGM{nd1@BR>hSn%im;6pR)eF`iO?+jk2OWyqEf9Rad^xJM{6?t5XLx
zS6^mNo$vmLz2jw+<vSklNvGbjEjiI#?0PScWzueU6@%Pki+ncSt6;Ix%Sc)pAfbM;
z>#oPW=lNW7H{Cd}_r}h~U1A^hMB0l?_@K>sD#$}Erz>Q-Q_5wJAiJ%P#3q&dMa|SY
z$dz>GP?yhT^%tgRb=qf~oV_g9%P(ZhG!@VFRc1>!1#&+R>RM%DXcm&Bw_HMM!knH!
zqmxpTZheWJEbhD9<%Q?n>YYs~dt;|tv)ws=cV6WBrQVUXGNrmD%i^XSwGUS_o3K+Q
zEb`~p9T#k#*Rn|6Uz@RghwC%(@71Th6%^-c*&pgMQCt+y+H8C_CakgP9+SgImCOzP
z2JL$K$`4zb7mG1YS~v5Gj>d`Grye|*zV3z&#{?@OLDi-yXPH)Ms&meBTCgU9b?w6^
zGd7k)u}Xh2JE%2xy03xv<VTA{Hu(nZYPzK!b|YABwf~j>QQHD1Eb*7f3|hRvYmQi;
zipu)G`jeim4ouh({{Q-tIX7n6I+ymHmAla($t-Q;o#5<k`@K}(^xm%oH-_U!k6vbB
z2uqI3cAj4UT*LGFAvd4D@i!L!u`bAba;<6QyIYf)tHXC4WsaR<9eAwm-NN09{Ig!w
zuhUtx)qc<4N8dkwJO012+xGKSPaDw<LVgCv+$%RY?bf^X|MNHfFZ2J`ac?hZe$6CU
z@$lR7{}sQt*YEf%{_tnp{*-eotsdBVn7ee=Rv!NOkoQila@gL#uixjZe^_oG6wmbQ
z)9Uy4>OStSIQ?>6r{VtJhohfF{STDs6Bhs9F@68<Pv87E{`vfN_y3x13t!EtEjc@C
zzrWvJ&$VB0N8zP+z5ga%?0kAf%5=?!Yl`7|#eYs+-=91qZN+EBm5ZDM?0z->j(>Q<
zz{brb)aW;BpW{BaGg;m#U9Ydl?swOTK3Wx1zhd>brkvH82Qzz((l1$^Y`gsG^`Vb5
zvbLNL|622>QM@aB_ov$D)7zfCsyWlGH@7Ny?X>$weGCgcCS_b+y*BE@o!4?x&Rxjg
zKe@AY_s4TP`<@>c_73_tBXUWRhpgq^CHqw7KDFL?;f089m)k7O-xglsg|?fnZ`=Lr
z(QA|N$tqsTPP;_>PjPPPyYao)CofI0HD$-ItsmsxStvhzyzbBR)t{ztvuPDvv($ML
zwz|+T<kwrJ=mepQO%v-cI4SPynETDIQlEXvkz>ctFMe=^Bceyp->xht&|^X~OLOGC
zTdxcDK2~)*cQ-sUzQvsT{m(6e();HL8Cf5&a?+B%B>d^A%#m`&!}gY+<?k1`75E+5
zDR6(v!G~O-%+p2A$*lO)(%!n`;6aI92bXRx@!jXrE`5*xkbuIHhL5k_=ct$0p46CN
zd7$}5{jtqDb25*FHvg`Z`BP!SvDWa>nZu>L=RFIXB&8XJZim->zumjl_m-1o?iV#K
z$0L8|?8y>dueiO|nak8a&FS!i6~VJ7n9Wn~d)Zz2bozoj^9{4=k~6}EE3WL`dqRNC
zcFEqW#x}xJl_%a~yD(vu%JP@)U8_ExpKbT-s7hvY_mSC)V;)=EDOO57u8@{I{-brC
zsbp_Fm&C_sYHQct%=xwJ+N_*E2X7qgl6t(utmp6=<71uIG9O3UTRqNO+`P8QS8sn@
z&xX3xmppU01JttCpD(|c9Qp2`UR+{S+&e|lYYCMMmCOg*AE!>_Jh9gIcH7(dg=SM-
z<_O$Zsn$sL6u<TT@rrNL6@p|uxeDzPLp#4T@%7DVPrea<?DYN?)km56P5}q=_N`Om
zm3{qFSax-2YH?duRP4lfea`-#fW<fEuf3>tX$w{MzFF<6Ycl!f)vvq7OZTdrzQ=sx
z!J3NNhwLVwW=*PZ(^<dlM{57>cjmH<3r_9|y}bHbeAw4Xd*gaPRG+zOSaicp{_Cm(
zu79q&{o~>PZ?H(_?EaK1*GsR)uM_Q=y_3Up=Y$#GN<BI)*X_25E8X$#QL)|oN5yp;
zx*x}xaJz5sW=?+iLPg2o&u01E7I${VoOt`_z`ETQyX)td749tScL`U!A-Or$X5;C@
zW-Q;I?=9Ss^^LFCWXE@<>sz;`?i75p_iTS@ev_NXZSCHQJn{0BvfJ<H32gU$-+8$2
z@aL*Gk1A%fEdI9J;@#uNo#y*{i=Fl?&#l?EJXa?2$GY1;a{io87C&CeKkr59Yzw|=
zULT_^6wgOnT(XPVUQnsC`ICL0Zj9W7nCKlMOL@=cKD^{M@44K*UrE+K-fhTzkQcM9
zUYarI|Gkn=+Dq%V)aT!tpY8uFL;r04tpgvg{qWz}7%p0v^2xpBSzYboDqa24+x()W
z{_J}dpRinOf1u?&w!)-x=gPH(d$JxcZK%KbV|#w${<~t)>o0EqXsh=6hJf4OBlo^#
zH9QT!ziVx}>64$lv)<kQ@l`wZdGXr*glqrj-{y_qboaIH|JmuUZ(APSmbAoa*UkEa
zmZeH5C65>BJi7X$MCSh)A<Lrc#xncD#gv}wx-|$)5@60w+%%_ov&yM-)zC^|&O<gT
zx^uj`Vk8bXEw)sC=evlnKxek`x>>0|)#bzQs(v?f&|~JD+O=fbsmNDsZQlwOnr}X?
z=4B`RP9mP~x%k1SOG|kYOb+I0zOrAj-1GG38G^3vpC<n1=wO^9Egl{{Md0q5__b}4
z@3tD3hRI9Lk+I)>Tu5-Sgh#>k<SRUvIg-D#FwHm|GD%xiQf9}wG6C6w%$mgW%i0~k
z?cQDa<ifStDK?SzKkVlJm)ZS7#@Tv}X!$;w8J{k4=B$mCJNQxd-Jg3r@~3ZJcp!XX
zJ9iJyjrQmVxwis&`t=^4-85TWS54(inIE%51xtA4T%#W<QtCnF!rTQ~xs#8iY+fDx
z|7S(<olW~oW43CS{&{|@e9o@jSv<MUM(4gaZ#PXU*|ar<<!<-6$@jvRpPjTeY4*9T
z_gvW@<fMIz7Z6lG#P{aNxi9lokDj0ODBbhpcTLS}KP8fWefaRwL&j^}{$D4g96L7~
z8U?exOY_*EaiYQEd*AVymlBM*3fUj5y7#dx*x&lvl+UH5Hd@9%V&?M97hyje_<oY(
z+~{PcXN^au{QBHD-=eRnzoG7NsOA$RxphW|)aF@hxo_UFwo63oV(Em9jX8y80!LHU
zMCAxR`k1Eb=H&Ns8S9Qmjn?mEIhU>BX71l8z9i|%#Ef+JwzZv{n;$aFu2I?TZu5!H
z=W_g{eQ_SCtUXJ@HVWP^Ke+6qRrckb$DgFj$9%kcIPjLskN+Fjuc?pkb9q?1|MTwY
zR~|opk)y;Xxba}8hq744%hxBmRJ=@7_nr~2sA}B5D!ry>b^8xV|KpkuPH%kh^Ag9Y
zn*pEfICoE<{l|XAmVdq>zdnb$`R$qO|LexeC)$_lmj-$CY@Ywo+<wFSgn6$YB>!&w
zd*;kU_57CeXI*uKHB-(X%GwzC@VzAa0-d|kqS@l_)dk8lEZ?Vd&b{k(^=C=L!L?WT
z-luaue#s+z<LYltp8qoK-#05f`Sj>7%dx4}_F@~-->V0dR9L-N|LZv?^+)^n>QD09
z=ARY4%eQm!#J4+&??%3}z5e<w+n2|;|2ZkQ>=f-yc=qwj64UUdzD+w#ayQLb_V&?7
zmZp!-X0Kni>AJ3Ezq&z>m8{%(A+G9Am(KP!yuYxdctz`dx%u~=dWtUK;Cm$VQXqGx
z=jRVD=blY0xjb?Hop~HjCeM7*U}=8zM{{!1pOT`Ly;Dkd*e<oc_x7dLTZyZ^=Qe&>
z)|~v;Rd2sX&xSh7wVD>w=lWcYn|lArk0Y|h6ZtZC?-c6Xbn{o~;U6b@f1I7SXZpXh
z(^c)tCBCk_eDeCdjn|(y-><9ty8qhC-)|>>GBy8rtNj(Xop-_(1^#9oyVaGwE4Lpp
z7h7lBA0YpF&euve?vGE`{C&OUT@*wAY5(<qa^zp^s8WyL_Am6>9L-0TzxZn&U3ZJ)
zd-7ENA5Y+;(_wMF|Gqx_81`9+JwCnu&CgBe@2{5RjyP?6?nh@@T+rvQEPGzvR8MES
zeJ+)0-_ffvZV`M-f<8TT(DK+Os-(U&UQNp&;>yLGNC$%zpC3AC{ki1+$o<;1LLMHr
z(&Drd%^JxUALJRGC%*dQejwm$!8hyVjYo=p^f$!)b?-S?ukt_O|HMBQf83cY(_5}S
zlM&yS`25KRyIJN(jy;l5&%1E$_@fia_axliKi`p2G1u>(E%TXuXQW7fpyuuwKK~!u
zX;n=6^~#Qk<M@$_?SdAu3HE#48y>##xL3_05I1o$hjQHmTdhA1B|c}X`xy?YPVV<)
z`0>V;>CY3}qzil8f2_Qx{B!wtxtrVjmX|H<`@Q6Ep+$d~|J=_fdQa@Q*MIj~`^1yi
zCSEMoxA3owo>|?O!+1Mp-O_)5_nfik?wsFx<h;|P_g)?`vS&_wer9uKqR-dEM`aQ}
zrk-<8JLi3eyPbc#`}5~26PD}9`la33(w-dgxZp^sl&Zsu^=ga18-LD!pE0fc%eK$g
zu4dH5-QQ8!5^I09_>J3^y{Bz*p68~mswg*RoLRg1?X%VEzn*;Tlfdk};q%e&yNWj5
zypUIyBAR(-<Ci-hURRw-{r@E|J^Wa3<@I;!N4_5MzxQtI{AafNnvLt6-WO-St>63o
z=kJ|q+rw|QNj&B+IWsH#*2TBi^^g7DZEwBq`TOnHe_WP}dwqoe+xF{~_St_9o-6yo
zz&t5&w^jX$?R)+A7Cd?NXW_XrA;qozGyYDgyLQvhCd_}+--Phr={df!kM|rkv0c5S
z{@P5w+)Yl)T24etUYp0-vur8v?K=#K&9+lK8v>d(1*<i(ayG^8&U$)A!?<+457Qp4
z$p->TOK)2y`=3&|aOz~3k7EMQsU?4$r+WS@)R@d<dG|<GaaB+Ljh8mp+=Kgabo}~1
zEiSW~e)0GeV|Vx9CpJfYpB4uvpISKEIZ)p4Wc2i$8oSqa`4#skz2CaCYxc8xTal;+
z3lsh2Mw~x1;}{<V?{RY8bXF|Nev0P;|BqY@3m5s?bMkZ<J%7giVzM4*fST+7lT}Op
zTz);VNkTg^^;pTe$j5%KAEYIjPdNMb_=NA93a;EdeSBh}?&jtP)wa8K-h6${_fgct
z`{ytHi8TA8BV9L*x1N8~!;=SO<|Li0dnLW__9uzdPq)3#IY}<veDhiF%*HRjwjRH{
zOJ-@&jfv)ZAJ-f<oA0)=z0mSUu6TMAV?o-jbr&K_)@7#udFyATUD$h+$J6uS`?_L2
zsd$#mRavj^t&>@DwpEUgxt#4;b5YdPBfT;OPkK+S{Jv<8ucfN$W2IA9u0+jF+1;W1
zcHJ%Crq?a=*IkXZU!5JnF8`<HS<3C@wg2zWnrwDN{^FdHlHadqPQKPDe|k>ImR}do
zc!odkPxISl^}IjT?_bB?n6zc9H~rg?SLC<*Qk(ko^tEwyb?**swQsvAo&PO9>08y2
zlt4Al^B*6ESg!haI6AlI!{Xab6KvRx-b&w6l{mCmfNQDR(^-x)zXdy(=De_+%3jaH
zYJO+Y>dvVRtp&v=y0;0IbTY&+Z;caX;9TGPeD)ot8x3F8>`E=|dbQ(@%dLM>$jiwp
z`hYY4L}dHqswb~M3E%rz8FkSqJ!{7F)}-w6PLrb4*UwKq3Y3j>S(o!W=4Q{4o+I<z
zZ~i;E$t5g2t7enP+d3t;4+dXD?-btrw@PQ;vx>lJpHoU=lH-(Y*WEE)a{k*3Ce@_B
zG1+qtf4&t}do`-=Yy0%Szn`wQXX#zaRk3=(asMrbb$eFbdfst(X1#XV40#h#{mc)W
zR>klAb@=qmpI)8o`9!Z>E?u!o|G`s>6qBMrhs@S1XJ%zrozkE9elE}cUsD_&?>unI
zMQEbR{_7t^g1=wwOTTk(XNk>r(c9wD?K8_d^A1OAaU}lsu|Kt4|L3iF+n)IA|GZUq
zO11v&%k$p%bSst5oxZlOw(pkt<(>7#oj;$q9@&1P$+!8_>TvIWPbd9SIeM4r-rB#Z
zVjt2)ye>6s?dfY*<9u>Or7_0D(?Q%<=z{BHmM@{co2IR9Vt*3yp+SaAuEF^rbAd+1
z)-T;^EBAK#$M*R@?z+D5xOQcXv(v%zS(8j#->>!DwdwvEII+NUSJ3@EYae93dcWG!
zZtCCeJneN`<qM-LS3a!y9rs~Vxc=&@$fUYHi*0NFELi#D_9d0v74^xpmX!WkzuNQK
zw>NiwewmbSzx3meE0^a_-xK}GZO;B^-%A-Ef-@#vyA>Zg`N@<Ia95u^7XEFnnr6K0
ztR*4;M16(I&2BGz;Ogeb%Fp4~zs8#d>VXHQC-2Vwapma`lXVrc)q5r#H&qe&vqtUa
ztv~l>Ez$m+>1(8aeBac+Tht;$CYPkzul9VTaKo$i^R}ifyY7ciuF?7}em5*8+dg0W
zdhSzp-=p_i)NcN|9Pr=F<fO@btAE$8s#KrxKe%yz?5A~a{5L#_&9>M7`Fc|Mk;<F<
zrw4z0ov(Jz`|JCs9dTMq=ikZ5Ie9x^>g|slTJs`ncM1MK$Q76GtuR^elJZ;okiX0q
zmpv@pxOY+A-;EP0?tV)zy`;;P<4`Xd*bw~fKf7oGhcWnk7t9+8jLj4b6d=dGm|LLS
zEMjbocJvqI%(#HW^i<Hfg#n30sd*&|hK80P6Tk<s`KG31COYL;fX}NoP_Q&JP%t$y
z0G*n~sUMVIl30?e06ye9D782rbjM(^f{hI?7bmB_Yek8BFjyWUz^U(UpkQcZ3_4v6
zWHKkGzB}laIb+Z%S}*}41w$hf&<RUm0XsXeNuV<qp{8=`yMYWb0UwbClH}BP0~ulh
zb1x^Sz8lC8@KtzVLpb%_j1>$a2cN?POh5vl^Kf7SrV56TGeKbjW*`A%73K<tkaNAj
zDxfY4D9TR`PAw@`h*r=KaB)-64@s>kQPB6yO-xU9g3``V+7ldRV2%3D`FSO&c_qal
zGohA%BoHSGf<p-$gW$l^ck)%x_scKJP0RsBQ*xq$Auku24p1=S)Zy$1(!r_k;|z%{
zA1^2!u3(^N0W#CqM*(z03#Wdtqe4khDL6S`vj-eI<k({fwZ#NP6S4#pzsQy(7N>$!
zfxcr=W@3&m=zLb(hd-Nuk3Rzkx4vs$a(+r?Ub=!lDW}wfZ+`<tv_2$%fb2#OaIh^z
zxpB}Opk@L+wVYEwxHPGxvLIDK-<haW>dj3-dD1|^$lP4d!q~_FbW**snSzP2g1M2A
zo}rn!rMZF$=wNyaV`Du719J;Q_(}DqW_pIEM#d%zW`+iO7RHtqCZLnlpkf9{Y-6}q
z10=Nw8$m8W@GLAW^$g7n49$?#B5VMuHHND&g}VV^N34P+_$*li1BF;nN<qy`;DADk
zTi8Ku2BvyO=Ef%AB#b!D+T74o4}2&!C}q2(7AJ$sP$NS_JxfCq$QjqTPLMS-GS{;-
zvNW?)&^0zU(=#zMu`p3EGB7YuFf=eU&@(bMwloB}juU)u0Q5vz=#`sbA;>}2=$XP3
z`@OD)#^!oP2IdCF;H-#9*&rulKgJrI50Juv(3xQ-NQD`!TB?{6JMny8vjNYs_my1o
zyPa8=UdR)2dgU<H;!XdtZww}eu}cIO3GnUt+tfQ_i$_CU{G0Q~`cCay)%#6g?`}u4
z7Yi@DS<1AZ^lXv7w^gv6Wy-WV)vD9`wkmO*JZn?+Ci^n4(s{;3{RP%l=7--cYLm9>
zcyU&<<kp?U@1bUmvrpcVe{->-!!@wske<cfE#J1j6;$%NeO>ELw*7nObMZ%>=LiZt
zVlG!^Z(W?Ly6f7Vz$b+ktWT~Na5cL9-F@ET^|h1luLXWFbUFS}RZq+-XwjDgU(S5-
zDCwE0wP=l!Rs4!mueR^ZKf7f0!%jQ(Z@g_Pb{l7G+##kN`DE71sT$r9Iy*~_J(_9l
zagA@svrnf_XKkxIb#kYH*Dd+81vBTF?O1z*uk2*hy!iZcGjLVq;1C7JfRQEg6==rb
z8V@W1ts&q=q)%c=zAk|?Cc%d;Q*`XC39KH+S45&UHV~)yqq}kN6p^566kPHLlU78U
zg3p))6+EDmtc^`TMWmsbLbL+tyvbMvBTI#71tU|?1smWqY0WG^1&<l1%rrFs1(ON<
zDi2T_4f!$;keNoNW(xQ&^1xPxfqa6LKwxDUmUFL%>|vAOM2O@^Lgf><8pAl#5UqS-
z$tZX55M3eE{`cYyxdydm-6l>VmzeYSA4y!h#e?N<PJO(Pb>^;Zmrpr<%1ghvxH&L0
zvv6j9m_p2lRVJq`JXG(vZRyT5(E0eNE>^~Gu3UOpD8tG2^Ln7mg--r#^4F={EVTAg
z_>EfAz0d!po#FReA-iPFI>$#Z=Ekvow({ZNJo#<zm&&Kt_FlKqvI}oM(7Cxn+R!`Z
zjKT%JUtMdw{;pbR^*hw~%BT2!J*!S@>|>W+wK-t!vOQ}%qZa*fIl{e2Nm)xt*38P~
z)XOPn*Z(N4k5OB`$t0^%YU}xn+dIWldFFL`$u;w`o;G6Z|6={=?S>5bIPql#`Ez$f
zzTWM&cu`ran`ZC#Owc)#Kk68N?4NuaM<)Xumf)~AvakfJ0dowEO>s8foQb--!<6FY
zn<@ODSVSd<-h2bw0(LQa`HAVuK~p-JlGlL4e|HDiP^6H678E1)?hbJ3K?)Cog$njY
z&xF&+H<sPb4B~RTV8vN+k-hXc<0g|bmW?VYl@Ir?ms4!z^C+0H^U@vf+23wtJ#DPB
zQnvbHprI>!F0GJh;qk!CpfH80AI!bB&)A`A(y_bro5j{DgC*-2UxdFncW>>6%8AR4
zvpd<(aasO_WA^-I+;?=Z#T7ceU8vC0ctml}mt$|O=L=*^%8i!%b!z?X1wUv1h|_hN
zy5r1k4&}maF$*47xde$Xl(_Odpl89f|G)erukt@S6gx-nv_Y)M)lS!2bA{f<3)_m#
z?3>Bg$+z3bciD5F=RUrRYNu-E7yQ<KCuF=^TC}_PU^184%<gSdj#YoVc4I}?bMYNH
z^^d?s0;~~;=-GlV*#?KMktu4i0qVkoB?xCoP>U7)UJg@GElN?7#*~OA4cHbUT{(D)
z4Ny~n^hS+^rGlA(0j?{5OhJYsg~W(2HbAKdDLe=j8)l$(9cEi((&@Zr0|D3XHLcTM
zDjk~PF3qW^sxmR+%fd@_3>(|81Q|{%6#G+qmM3>fl+mS&cdYr372cJRUToWa|BgoV
zhc(yTEN2{>J^6rM!BsUcmf)ygQ$J|8pK~iT*#7xRVup{sTk6S(KXQvEmmA-HbG4$e
zU8Am)YmQm?wx4TmA9#EAR=&i6iermcC2{?l@N(y7{ksf0Znw7uDz5vxhj-rYN6Fg`
zuoOAnJrQ^?#hP=Sad?N9oZrz?#TKC~ZhyPgHE-(e{qsuZ)MbU|HRrXL$ar!rQBkxK
zO!dfg3K3Z9;=ags(t-%LjbB=($WJixD^U@0Nmp7G5YW0t?Uv%xB{~^vw*G%pKI``v
z_9=y*y3|i?`L=nn$d$0NWtXn_2L_AIvR8k)IHEi7*VA&n?Ekl??y(fV){@WseRGbR
z^p9%0vMt@&JMF(OSosb|xdRSvaP$}(p<Fd)hO@Z>?xcW*nh^c^l*GIe&|nZ~#Lv*!
zjN+Dx84)cNuq|MhqZf=Q4jeS4jTw236!_&Gh6+ZIQ~ALiC38cPF7E(ajucqXQfV07
z_5)5bNIoQ3&R}nz1o&njRS?+oTl?FOstSo*uWF7%kEc5E{auh*-*C}a%S7v#%%}IO
z)qEFnYaKqb!`gfO+vIFtmS19XUKt!pSi@(rTUDb)&OMp)@q*qiYpw0GmZ+P|++Esd
zv9+vVNhZUK>ZIoqVHUAlUVm)6aD9QHg!Q49pKqz&(Y;syxW&xLwS}SA`Pa+HU*eXE
z7m}>ETYXep_x#Dv;F>jZjpApvWlp(lQN7Z@!&)hGRS46p<snTAuKussxAT`{?a2vO
z-{`Ge{c2iw(>wDJ@%QVJ_Rm|)y1u)|e#-K+-Bpi^FYlS7JTc12Bk>fQcbConjTJgK
zt>?%7{KFt9TkndiYybrjI7p35kZ*7{249N_mcW|z2n@1-d-N2wNX$TW3b^9N-H`#?
zLX;Z^PYD5PI)J@J)*wqPsTX;GYFfx8so();1<+^;NX!5}rUKz1UyT|I8h1q<6*dDo
z8!4pmlr2McL<OAUko-ufbTJ2o9A+y9KH}RYv)h@K@zS@330A8-Wxly5S2N6-p?8TR
z(1U-^U!mQvm$-6WOaJ}6ML+WPT&rxR^Y{L&sp6<H39F8HwmSU4`2xdfolV(`5BWX}
z_iav&Z24WvX;4}=Co;Bp-rnP{g#Mf|cekDYurYOgT(kMNL+0~y<xA^J-$|=&XnejV
zb4Qz@UzOaQ(*}&^1#XvFUGt6DKJn-49}%)2n6@ssy(04PBR1B$4dMx<a^Z(xFW(`>
z7WRMjbeFmAUrm2piG7z;KJWA<&sD1e-m<J@*6f^|*Yjs?fqlS}8)__Vk6PAfX#VV2
zcqUU}<*KDS*?qhYsXnwmv~<Z6xx@Q*+-*4Lvw!NF{ng9X-E-glq4&b_ClfXn)VrDQ
zc3JwDdE1&vO*qOSaA1N1-^dc>x<YfbHVVO50XIw_Lmsd$SjC*TwYS&h?9P4q`(Ia8
zp2F!}@eK+NZ;sUY{bKmpFxR4YL0N;!e}0qW3aWuy!+y?ryyW-E!i4uy-ofHsi#)m(
z*#*t}v)_Hf|36pTe@A*()cpVW)_&hZebtr^9xL09*Z(`cz5Z8xf4#U({gIHLcYjW=
z5s?3J-u~aih5vt?umAgPwtdU-{r|*YcV@P@`>%P{fB&E3zt8gbms}D#{O82pQ}Z9W
z&)K=eeU`lGw!m9=lh)}zJ-6-B@hL*aU)(e03#aJ(_cHw6f3Mil-_A*bpXcRAMNzN*
zya!+2Y`3rdefIsuo&7ec3l#0^el6~4R=N29=gZ^U_lw#5Is15d{co|u?tY13nXdmn
zo#+4QE&0d$x5TCSH*WoN-s=CzU7+Gwh26?O-v3wRF0uTizruUJhP*Oo>Z=>|95d@r
z$S+;u^Xdls%UI#dS(7Sf>pq*me&zn33;uk&-uEb0*fU#7e)E^Gsy{zxoqB)2<eTl;
z`(MA=F1@$)W1qs;_iMHnPO}XD^RsZe`QvqOW##w$J$yTG&+kQl-o5sl`e|L~_MQ*R
zmTj+HHL?E3@A*DFOX4oMzj`T{&g*15QA0`ellwX2?e1Jo3&PTOf^YE1Ipht#!J|Jm
zw5zo4h?S4b61~;-+m5^E1wTF5D$^)X{9}dXIZL@it^#>V*Dw8;z<9z#{9DaIp{4Hs
zTF!HRj8ypJVs>)Bu#2ze<qJOplXw%WzF7ZO@Rn0LJw5IGq#h}a3fq>7g_ruX=HGX&
zsQYbye~V$FkETYj>iky+lBT}{UE$%nfGsiJ%r^OgoqWi&X(yr=T$%*B!h`q8%fgwv
zML2gKYnxy%p|RI1weO*WtdopU)4S7YnbmB%vo{_~Im9S7vub7Nw~03`c~>|j6vPVu
z2rxKxZqh~F9K(|wFAlaXEM1*&c<sV_3wx)o*jhHbxM63B?oJ0;r`NpB79WcJ&v}H4
zI<gsVy*F)kgRkSlmmM!|tXUWLFuOIik~_xJEs}9_v&rP<6Xv<%Kju!p=kCV3Pv^!q
zZOPQ<rTdkqrQ9@r_wmfXaz5=>f3BaenCkmni*G}#<GD$O*Y-Sn*kI&fF33Io=XTDj
zxF35xJPxGDoLzO->bAl$rQLPXif$M456n6!cC@XVM@!9U%W*c#s8v&0<JhLjwfK47
znzq5?+9c^I+aCRh`R4f}II}@9E7D|I3FrckEkTFRG0YR!G094-&DZ6eaf)qiI6F(?
zqvxB>=jZKN$K`(H@{RB*u6sjQ=o_fF2L-+QwNRA1*_}VTTA6(f*P~4fulq55H!9L`
z0bStXyxVu<sbd+C3p{={O=o#`QBqcS#)GpfZ`qfB=j&M2z2>*-Uh%vXp-!0%A1s${
znvrWVadjx@0*}(&yA>5yXUHA#dYi3SVNtB|S*}yZmq+DSAx{ni_vOHxjI$?>^yGZ;
z+#(jKezZQ$UP|r$_M!z><<}N1e0+j&k&>HKi{FI$XG=tvTq|0pGRZW?>fo*P#VSH>
z0!FE;!@li|^Vlc0`h>$Y-M!a1g4!=W>UjHb2hV~4wO1vnZ&diU-JEpExH&ondVhzJ
z@|%n9SsS-xIj>WFDK`gle}~%bkW-tBCLa3u#FhJC@*CEyK4rEGai_Pi^-4V`)7f<^
zzlh<z=bMFZULF*^ytrf4aq-i7D}THQTFkRIDD>nDv#YZ0$+F)Uxc+kQK6|C#OED@$
zXX}Yw{HqpumPD;SJpEW$(M2n_H_5L5^>TJEF@6xZrhIQ%?7}9u*R2awRxL_6HN$3A
zY0tzhQ+w?@&&RDj8SCA2>#F#v!sX&6H-wJyFyt$Bc-Wr1v*A+XWW|jBUE3MY-jz@}
zvUmFWe}OG0-n^Dm%b50b_2!5i_l`q*vV%9D<gVRxD%1mZdxv;c>Hi0dtOT~Ll<=C)
zAh$I(Y4M_tFMHIFFHiv8-m&-1DRZN<hO3eq*FA44<6Cj}{HEjkr-&kM@6ZC>-ZAIn
z;{O7|vQ-S#S_v=M%7Uepb7ronja?w*5XM_o@L>5RSCg5m3eE{CxgNN%Q-QVT&<)7#
z9p#|gJBn5%X{x<-TCr&E#HOUMuUoX%{)sWsn=KSMmvhnP@XK#5RGSFxRpVLIrQ`AQ
z+N_N{9vtfvoMU~WwiL8`%Iyg`&Fuc>>CG8Tj~p(3Fm$?Gyfr{ruCbZJs6($=!|%G#
zOd%Jx(3gc@t7bMRy7%xZonKPS<0=-P!n;XhM{rRI-~J<-1&VnAffCv0Qa6bO?uT67
zaVYm^s7TwHtrLHBb1}uNX=vs4T@|9Sf@8^wMOG(Eo(YOheHi|>ea4|p%8_^1PQ9_4
z>zmQ9E0>te-gX8E?=>>%hF;!L2)Vptr#AcRb`6%5uipK=a8Q-Uk8!Cg&w>=|Jrf0I
zhi3iW486SL-A=*Dn^(T6-1i`<dRA*dV%1{JRqv8soOLR>;wWahq9|nM;U5pD<S9L#
zvasf?T<qTqRy_M(K7U|*#IJGwB{i4!;70=7UrV)~X<Gd%U77vD>GJs$Q7-2V^MZFm
zFYkEXYOU-Jy1e6fPJL|Y6t){d8h$P<7j7-xBpb@_%U3Hj)k`6jUuNUIRF6%9oStb$
zjZY5DIv@7z!OlNy%fl2Qmv=Na$L_T?_%+q_<g<WU-b3GZnS@2_FZkAN{QlvAO>Y-&
zWxKM=t^4gq;k|98Iz0;^mv`_VGAUekeEyN=Db;-Cha+b3pDYfTxZU7OkJyJ=S1pE#
zUK7fqvfBKZ7*(Wmjo!Ze@_0e`cK$V=V}5a;$vjkb=WO81q6P17x9#O>k9y8+xP|-k
zvN_*!PW(~HsWDvHx}YYqrRdINv7DZjNiPp1m_>e?kg@6U#%D#%Ut%N`W$v6Ua$H)f
zWp<_{k=>=z<8b4xyGm0xFh8CVYvjHtDYM*PG)d^&GV8PMimI1eo2FELfAc`#X64NH
zEyq=CnmWv8SUIeIG2za6x7EgxXOnzF^TdOf_+8g^|Dd9JMQYxs^)XvZj06qcMV77<
z5-vSn;`?r^ndhdQ2NfC8;(tBcV;5}k>7Sf<^wjmcwIy43=3P0KerNAPhP`pTDeo$H
zpUHiXQncFoN99%Q$-^qqnyacgub+lo-C=yO_QCQ~%MR`=I@R8gn9_8~WsVvPU)5&F
z)g5*R0zJPzl?ywXG<{-;<FlMeoLjnBmMPDBuv59%<LJ?ljgqg|l{c4!==t5tXbITN
zcl>6F^TN>VgkH99SGH+zn_O!Udu4IMQq4q0bVKwN8G%h(bd_Xw$j)D}^Fzv^)f=MX
zUVEQe$h}+apIhmzjdn|ezT1{eJY~DeQLs;L_tD=@?Yn+>?2TP4E*bA3`*YtR?Fqf-
zFW<Se;?SP{W1iggTJwtfuj=GneAvP!s@G(8Ml64&G~3eEGp#gEPx!Rtkn*%@-?ZoI
z6;BwibzBy{%9a{h?tE2X{}#t~dB3VE8NTxidBPsb8!<P%i(9iw>SeQ1vyOo1Vg9>Q
zB>irl{k8AfW;s9cEp4swUREDHCNitqrc0^2f^P1}J-Pitf(3WiO0MZfdZo~tJ9a%#
zI{eE7baO`x<mL_zb{^Nw5gcZkS4++)J(gX&dUc?hDo^H~3))LlQ~iXVY9376HNDux
zDkf~N?vdrk3q>YPapulByzJWgGd)dCi}Y?g=J2t&K6Y;ntrZm&<*Js7&A<3&nep$(
ziwocHtYqa%k2LxG;nVZR<m~I~^tRuRWWSeN5!PES%_Wr`o}E(9e{1%p?XxT=fNt(+
z&1cD5tZm<zZzU4EMP>H8Z#?a1o))ctde%IWrTY!&<_<@bt2xJ>-x4wEyRm%Zjcp#R
zOGQrUi>*Ao-j7*4c8895>0%+3jK;*YymxxbQj}*sUe!EzTe95EhIX$T-8UQE@787Z
zUkW*susnmC?OTRt7u$}|?Y67dIUn>sU3et7zf3o_>xEF|&BcxCtu|Lpt8aQL96tMf
z_ghW={K@Qp8yaqW(`etOqpq6V#+@M=z%?x>@bxb?m8GW7v&$A3FXO9`UM#-P*X?2R
z0`}T_d(ISm@p||pspr|Y^ZRRFeq(gBdmOvjeXe2EhuIZ;cA$$pUP;aqf?eFvy(~%W
z>Z17Y>6tg@cOG2zym(&`d)2SpA7*Z{@BHuVI`RMExv8alx9(gUe0SN=EQXuw7Mrni
z^Pfq1_5NUqdA`!+R-Kh~DO+cyeB8{?`2LIDQiTB17cUj(P1g<m(8NAB<<%7d*1#j2
z{tq90Dp|5l)x2ZbqvxCa4<$XivTCWZy6u9*h1pDM(vHUuu4*t`uJOCOBw<_J)-c1M
zEP>dC3#vjDm~^sacsatNk6Wo-xmgjD?Y7_ShZTFt2g_NLzXiWnxoUajG3efo^~DZB
zyPAKlD|R^NA%5uRWS28i*IVt2Z5G(G<rGM`t=Uohf^%y2y2D>zcWmi9zm)Ns#KDqx
z9bcH<c6>>YTxSysy0_!#xrOgr*E+}FTza(PkkW^{f_qmk|9xcpm-DRiTR``A2=d*L
zVp+5B;fA(3Ml0jFIQq1FEmJuP*WA-^3X}9m(@lD<{UP#T>Vh*y8Se#s3?}i}@=SKq
z4=emI(~gnbIrE#&e8bq9q{I7XJh^bPwqE1atilD)h1ivYlqB_U<kWTk6tuiyy0!9T
zdDiE<rYjCFy}l#rSB%ty3?|UM9s2L?e|WfsJ9<u8RMDJoS8q8kO?=BWW#=owpN?}j
zJ!z203x9jtL}oGc-VST<y&Y1JdpmCRyFYm?b>Q6vKb?!S+~&MgxvT0QdGnRP`$b+~
z4F0-b(5jyNPT%Ho;MH3Xx5Mx4$kvo>s$LnnHoKeipu2t)<lYX~ldCLB*KY1xn|82(
zQA(ZpYRK6|jsb<wv{DzXjNBv{wtCltkPALtmkJpe0?MxJ*z<3Zj=FQ`%^f*i&GB7L
z?cd}2&b2NS48HU6`-N@u5=>_JooCwkWOe1fTU)-BT3>j{nHT5c&(XN*;Ad8ONvlcc
zyf2?UlI<t@u<>qR%iMXYI@1!j?VB>qb?>?Pc4?jQ3s%dk{TAJS^7#W}myI)DmE8?z
ziR*b#62igxWB&5Rcdu;zw{~$@x5(@8qkLbs-2TA**2Zqbl7pL@`p#dOaP)5CpRMAz
zI(s6%d|2vgbhaq8TEX3vS$|S)4!`$=b%}juKejE7GdnBg;(6<!s@jVL`=h>@9{ZO5
zo_|XAMMhZy?Bb4xNo)JoX~8e<_^72JdUT&g{I^i6k1n&BM2xIV<?`kKR6a~)SJtZ$
zd3Qf4?ci$#7B;C@4JyYD&emxX>QoE-@Zgrtoh^&!F*CP!ca@soyf64P@WH0Ml1{OC
zGGZS*8V}b6Oc0Y}y``CRu&?IB5$0dZ9~t%)hBKKj-D%@j%>=r)WBR$1eM*NHf$r_7
zxd6SlLkn?lM<nRpjy2`%`ZxBrm+7Y*(_S@U-W0{iu=quCuLC6XEqwX6>S$M=Qi$Bu
z5_2`%S<zxEpW&hBpV+2`{MusWGX0ePLW`zli5G1;ZgrNJFw6=59>HRjq!D%Wkf6{M
zvHF;bPBrO^52l>cVpsMm-<I9MZu;qI!laUi{{6}&iJM+=i>(yXWpX&6r91B}Q<uBm
zu9Y`_T{SgaZmpun@hns7@ap*|oBGz5EoHy^>+6R}j{eQ=r(bmC>@=K^y>#Ks>a-o=
z=VorY7X2{$oD}o4_BL;E7p=pdEZ6g1Bz-QKru!v^af-j%oz3Yk1x(r>w=!kSO18Rj
z?URhu!QBblKd2x2Z`UmB=PLa{P-w=Aw8dNXVrB$hHE`EDuO@zKulkkQ8@%fSVy|js
zNA;hnY_peM`*hpglnXa!sh?e|*w~lL;C`pz<~`#(w_a{JWzO@>ZO-nf>C$XBwB8<V
z^so}$w29N7&3E~_OVNM57DXyei_$sQ_V2=8hWqO-1o%{cy%ridd9G~`%YD_2X1gpo
zw}`Z?n6-s>kzR{*i<r!`!^wvWd>f71T_yA*zFZXyNqaNx!u4f*Eti)vuTnnx>)q*7
zvjSHC*-<28xkPK?(bY{GOP0mhO%o7m_WP&RkiimNmBH|fG56V_*pSLYbC}k(O)~B3
zKFiL&=(}XX%yqXWZt;&0OZ2?N$@GQ&`iigF!A~3ROCHEu^Z3*$6<+15A-PLpLDzPi
z+|Rr|@`|)1`!w4OmRSDX8$|@Fcg(5oZZ=zCberwrDY>ehQQYtL>b^@~F_lZn>cG^C
z#kTkRH!Cr%RnyaYdYE@sp<YbV!Fe+#oPk{1arVOl|3@pQRf_g6t(y?~^8B0$0e89%
zhD{7riSQNfQ#Gk9xV?W9SJi_}uixG6Gh%XFzVM}>(YK?Gdp$20wVeNK^}^_3cwz0r
z+niDUA6z#Vyi>ond$E}7#=G*mtFzv>xE{Ur_H*e2R>jcGGQWG4Yq6R$O^QqkDs7S8
z<51fvac$Fi6FG?;86nSJiU00dwP6A4#hmOrMmx_2+)Q4ze9|?>KdM@%7p8mb#60->
zX1j!x{)#z&!&WHFI#lq>DARhO#G3O0({x03PATO7^|$P>#U#GMd~SB}z4Oj7yy^9I
zyVkj^zoV1=_R%&w>7s})Q-Yocirig)_VZE>yES3F^X8R>zI5U?zmi$1_vhZehVtUj
zH_20)4jkTe=*=}lF4>6HeVc2~F1l1@mH)Os-}vUw?@tfU{aAd{Ge3&s^*#2iy&Lvy
zTi5((o98yfwH>0Ddr`0L2wi4yj6Jo?mGAPmC%btor+;sqb-X&|-V=^{ow^Yh`zq?c
zbIkX)YuqNed#8=-_DN3-5{gn<@>gt+HnU8~JQldxa<`!PS*xYRn;Nb*d!7^Yi7@Ja
z`quC0hT^A3_uOqewcmW9Y>3^X4l@^)%S{~;hg>sQ_cilJT|XI+5%%y0qw=?qCmUQ}
zFjqRouMn&Xd%C52`GLt%=LC0^9tm5$+(m6o;L86W*QN^Ybe_u~UB@&nxA)NMPa>f{
zJ?_fSAMbHIVB#dV$#Zc^z+S(yy*u7X==~6jm5aT!)bPzSnWJ;%bPrx_2@4SH&tIab
zx3cA}!^HclWx5+*m);PJVt=Z7FDJ2-caerp_~k}HmbkYr`3ISftr8PSx~f$>Q+!5<
z!o(NsR~3FNx_aoEp4gH8&y#wjocx{hO*r;S`Zv_IW=h#P^<OD|?pF9<d3&pa=G?$F
zE9)DpCFHVutU@z+pDV5X%iXfyRds&z`8}J15?`NV5PdlDNHfcpDbWWj4*G5i?p}2=
zZt2;|yD{9hic2o*{aSiSH{sa<b&n;d-!a`i7H{&#LTrQb?PB$fhnWq(uoN%kEmvN2
zD`bt}LkH>TKy|BY%)goMbH^>;l(TB~->q|!mxoVR=VeZaYFYh8v0?Sq=I1NEdnY|K
zTbCU$O=i}Gt9FIkeSN3$n#V1T-1}girA>$Ntqfi(3Gt%#ow9sA3L>Rn=Wb(L8?StB
z-rUwg5zYMzYFAe+Ki0hV_5o(^TL-UQWsH2BAU(}v^}6(=SM!t^TWsxxvky#oacG)y
zqf^QHjR*Rrm$Kyd>j{YqEn9y$Qd2WxWv1-;r>2P?i%+Uw@K0qGE}o^T`1bw%Ytq-!
zSIpR1TbU)(HKSbWJMZ@X%bSW9CpAx>arRR0vvm_%Bb^q#tns>bH9!3E!Lr+*zB(TN
z^{aC6m#~k&z0NBdR9SScotN+PYD%q1_I>kTEK--fBX{&NYreeo@rLA6M{8cG*h}nF
zb2IymC7!kfmh81Um3!v=J4gQgYozpZw*NKVpQxMuLtLWL;Ol4k`$bMm)^b*@o$@{T
zb;6!GZ*(pnayk~X@xhL$&2wh3F7(@*-e$x;lT|Qr1EY0P&90317IPO}6EbRERnW6o
z{KWqH(}LwwUi@>PA`!UJ%q{UBV~$qa#os53EdCnrUc0QnFQEQcwE%-+Mk{;af)u$E
zHV%5n*G}VHlfhx=?`waNiABiP!cm1!gx6N9S1l%D&A$b~%N!OTV0jF>Q*y@cS=Svx
zHZ+%QO@I12SXqeW#r5THdpr3oO`Vonmz+^u?GL}Sqr&a;(H;Biy(d(Ep2+;{@{QK%
z*BqZY%zN}VyDR%x=B?b~i+`r3F4ecxKj~}irM67@NMy9cml>C&RWoi*vM$)kz`aCB
z&;L!)-q2{3MZ(O!U;I<QERQOGrL0_)y6T2}=*A-gs<-N5&6(n&V(S`K#R<24R{0~S
zZlED__5Zg{Ig^w$>0@k-Q@N(PC4;Z*=mKBau`8$TxRmYvsOOHBd-=oMpX*dQtad(Z
zwOM+yzp=69f&Nl2wWUe7uF4+RUUlK}{@}Zk$1^LE?;Aeax$dU&gHziqB)jbI2Uj#O
zHpw=%o;&g9c*GippFs;RF?bq(23^^aI<rhn`1JOV7XouOuuPxWQ0O+<SF&6{($T1(
ze)sFYe65*lnCIP{-e%-(zIUo_netaA*Iu)|pW2qQL2m50@IKKb@OggDNjA6NbI!F+
z`z>cL@v^JIV3k|{#TR0mqAz^Z<5KsHe!edF{U>XKPtP{-J~-fbUZ`^Os{;X3LblrG
zCYpsL-`{H`z~1^=SB_=j<5lZlzwn&2Ad=<QjI=upYq!|wJW3X{&k$-7Ed9TCL)4w?
z+;gwQXx|PyEo#nrL7tTzbYVwq`Wf%920vM@Ps*F&lWCrLT~;LF1w&t!+xlHi?Q$3W
zCax}P()V`!8|5Rk<o~VJ&k|z1c^>QUTk^tdhLEY@vUBf_T{&V<dgNfh2kX{%pW8Hj
z3r)7oj(Qz@aQar8FVEty7|2<d&z!QyUSiMnq&pw?cV!2}>uyN6wo~1&g*i`p>n)vY
zwwLWaMbeg5B?S8>)kN(`m}gnOyRo7Ao>U&ky0z1$COk-*wQ%P2b1!Ba>lQsstTM8-
zwfnyF>YNK~Q|_wsY9(3nB_|(F34dPM?#A<Gl5;KR;p;m#W>1o-vHBenQL_B0`<WeE
z>>qY=R7Tt><!9aYIv~5YQqWg^_S|dVEE}Hb>8_AiTk4*7yl=A851rJ+nb)nuD>zwv
zwtk2*QdfFV$FkaY;q-v-HZEZbTk<W}WzIMe!MNdV_CfD7DVfQ4Ee)307_65mXrJ%V
zXa231`KZEX-DRnXL7H!zx^G2jEW3J1@53R+mv5iV66agSI-$a1yV3Q~1oq9rmm{{A
zud{w88oglSKgR1`mWhup_tgrd-u}&Jvr%hN9OIhsWWF;`)+K$Fsww0xyd!12ZKYD=
z?y#l_J4|0Ma>`!ueq*$FcYwF=v~SwkCXd%F`?c!cy97qZM;q43X)HdzbbGeP99?_%
z%R7@-nI$G_7Bi?V+2J6%LvH@r&<Jl4L&oc0uI$*iDt$`Hd(dSarrZaf6t&#yxVlAl
z!ork_jqE|*zD=&zreruUby+!{n|f_I$K;@`es>HrN*vTSE_Pomy=S?V+G+4z9gd;8
z=T>ZCYTdi~(&E!gJMt9SGIy$-FPOG^(&M;v1C@yLFI~<}Zuq)y|AUQ>m)pE}TD0rI
zQ<+IK&noUalI$yU?x}xc{vksXq1c0)dTipCviI+Qc|d%n%r19Tx7m?;R-X<zT=ZSe
zq?=zA^f1BV?As?(?{D08JM@jA`>Ni!>zpz*dBPsMw{DT0Cn|sWn{oNZS_Pw(QAWF_
zRz7NPzx*xy(}JWGKac2`-1xs(>Ve$kD8u5jcK2O{^F(g0e7S3z?W9wZrnjPFxPpWB
zIuu`c@PWBK(Yf^fx`mDh6zq<FP}o0r?S}{75BN*SY5%$wI`Jw?@Px-c<`&0pEz_?^
z<7H-^aYk*1$!}xBo6+s6D>RSwu8ZFxv;I)&o5R`SPV9^NHodD^v%zZ47n9x)tAg}R
za@pOLSr2|#FW_z1*Td}JeIVeM^umct*k+fMJ&4K6wpX3Dl<oNXXBiKlaZHwwSH5sq
z@1{=AT=Bi)>fhI?T<Kl&_aw&`Nt+*=9F_Qe(&S5DEHS!t`ODXhtgj=FN%B>fxy9yo
zfUfGOIiRj7=qh-9kIAC59k8o9E??qk)(F!PdHIDcL#`)f)z(j+Ou4(bQY<rtl-5Kj
zUVm~YPkU}l;-*E9gRUePpYrGDZje}_Wb&;-!SCR|vZ<3*=bpXtP|ax5;RzGiA_Bje
zPWhQJ$<O{;<>eTYr~<`fk6y{Vvu0oB%Exo0m}|~+(Q}psT9>4a#C^p*6${*Vm`uOJ
zwWMM8_Ll~?`W7en%jPgLDQE9Z+P-z$y02W*Geu8W8_U05r+Ln`;^$4TPf1xu(2F_(
z&kJ|)#iYbpW~NQxjXhv@Da_&5tME|wlv<>VIx0`<f-dTCu5#Y+tI=@Z#{+eXKfbsn
zd?94^u6rBuH@N>~S-81hId%W_2@=_h8F!XA?)H)`Gn>^M_mPj!?jax3wHvwci#m8A
z7j>{?t=*ab>)8a+X9bPwrw$&pJF#$e+&!O@SE?^&xb8?STp8D0_wYsS?ogiumn|Q3
zDkDnd&OCZzsG$2vKz`YspIf&tXnlBSp&X+<KU;1PzsAv?watxbCw#l)x;W=Nbh^Xw
zD(N35ukG!p1q$)&cJbWQedK+(V8iUGt7XJi>s>l{mEnj@uET_umkLqW8ypH&Tr*?)
z^h@w8_@a&kDb<8Pl_lT&rW`+Hb##liRECDKGt+yoEggmG+T1fZg6ev?w_C)py6t}}
z*;%_bBl^yVFBx}}G8Ag3CZ0UkGxd^qo7HT$hq0=<aUWL|ChyMu8+Gw8_jzg6{U&S&
z&vq}Km3NQtcbD|cY6+<ga*{8Ker!~n5d52G@rv@VPnO*fJ7!Ve?kR2j`O5s|Ql4f4
zN4EQRT#|`gJmb=)*}}qex0!xkX;w9{;aOmkW4TL|VI1djPD!_F#?vd*r>OHRFxzeG
zcYC)=O={%+d!|jQPTzBtmpJwG<itnoKRxdlvBvgJ#+NqHGbfGT`P@Bp>z>FhjguUU
zHpyNU)jRWbPNkLJmv(nUVdvL8@;v7XKMRBe*UV&(OMQFwS)<vbCv)5KJ}b<MP;6V!
zl<|3jiThcXa|#+tbJ~pr?s9$B>9ggR-I>sFbo#~}Mb%;v@oTQ@EJzIu`>u22_@$#3
z-&K~h^Qq4BY+!h>;PP@$jw>$5OgX)d6#6zDjycZ#cy?~1kMQ*kRj+!PvUh5<slKR}
zU%2<;owqCkr@t=<U9xqTYC?oslDmrXBVOq%x_g#B-#JD6A+N2?N{2{Oxt#5wYdWGA
zSeQiB{+TVV;q&0H=K_VjK|2E0=6{oR-S2D*zNSNDcV;T+nhs6yH61FK!Pj(5KO?$C
zyRpo*t)%zxyKk}OM;5ZbPSBRfRO$|jJ^Xt0Hp{#>*=<cnd<#5O-<?wXUk|>fqyNb1
z7d<TNUF+EdPkj^KdOA=4S}UVJ(~g(f40X5e-9NL$#>0H#at5}T>tZz<_BP$x>5zN)
z>azEcYdR)Jq)Za~ulxP?nSx%8U8+Z!H@x_@@GIl#6OtFU=Feu+k8t@F)}EJiO;q5K
zK=FjS|4C9MMH2c8L*8gHH(cdr4w|5HOpWK?V(wrj`4jp(xO?9&yqdl}CQSWLlJL<O
zkr|sFCFO2pbiFsXqLx?IWaqED@Ap37%eq^8Z-U|3%me*(rB4&??_VJE@??Q>jzPew
zD_VaYMIO##S2o%`jeBo?j>+MsLbkvsM~~%vG7z+#HEXK>Qzf-IiN)*=|0jf+|1f&W
zoR=KJyuQoXMeD_%oB1xuAweFEhrSnVdCK;l$7A)&BU@gEOuf^#a8>8?OuZ>vJb6No
zy|&ETq2!p@_QW(sm1pw3Nmr-TBrQofJv)5MrZ<AQB8>;wtF^>d{STVpwtofamX7tc
zf+FTCxc8iN`|;5*iF4ZR1^WdOlD+DV9Qjo=_2dmD$Soalb2O{$UId&wb6J_UDBYL!
zp16nB&-QEEe<mca$p3n4x{KBJg*RH}-_V%6d|T2%2d~y^kCLu#eBrvPX`wmmZ;$Se
zpJ$%E{&c}<mZ-gvsqP<+EQ{J1UvnTSD5q1df94BIfltA+!MAiwJ!<|!j8!gb5yNqr
z%U7n{oqgo-(!y@08FyZ~Z9S)vQUB9!$}-jO88X}4HZSm=P$kmT$NS`^ugu$1y_vPQ
z-g?h?$9V64f8aW^Z|{{sw{)m|y7sGt@7}^Y?-#Wx#b^lSuFsU!eo**zx#4l&dP#mi
z!^7ZPIw~anpJTnHBd_nrnfqJpB)bk|M{YWF%g8}ex@hr{4|`hISW4(MzfApjS;jc)
zf!~jCQ<DiwbMq#peBZ|fx};;<{2$Az8n*2XGh9(;xgh(*lOi#RuEP?=#Xi1at$xen
z;tkZU#l+{E1no{ypS|zJ#O>1^)+o2nc%C+8wTRH%qJkZ|AG=Q4r`i0Q)@yWEN@;F}
zC&Pu6jMuV@J505XJwA9vb5h~i2fwyGcq8i3e6?@>#Z~zSC$3$xETiZ5VZV4*xq}i_
zi42S1UsZgzm*cUP=?4M9V|mxB%qM-_x27&V;_8pOuX4Q|Gav6fe8VB$aO1Q2k9eKh
zZkCk^>ouEvl}a=ZYih8cVb-qA_))9#hkDM#&dL?x&&|aQ1z*4J{q)Tx`Q$m@j_yRA
zo}Wyz-~OIHx<qf@skP>cBA&L~o2sAjK2Q(RRTP;a*Y~$LgKZ6~g8SN8QfvxKofrM>
zcK0)R8DiGW&;InR;xj3ak6Nt-(<`+$&A&C_=I&h*7pE>~-?G|*{gqd)td~RCjIY7B
zd1jgfzF2wTNT^GzgrbZ3;hs4OiQ#dH%-5<fpLp51oOOD)6U&xw3zwzrn>gj+a`s~e
zvaW|*U7hB2u_auec{;geN&x47V?N%m%cG`D6gMgFY`So5HJ39VC$ELdoddJpHe}?V
z=RL#qq_e_s!lx@2o<`^jw3Z3&6;`ymqO-+JU*twl?8Ze8&+=t+Y&RFqb)E~kp`&UC
z=!OpYb>dt#_H#oY{B(W4-cXcR;^I=HX*X7C>PlB8tG;^3dT7R^y!uN!m^7^%bZ^BS
zW4dCKceH5hOZPq37Rw(@uVgIEw_`s#XPxv%xw)rH+_}vrYL$hln|+F1zP7wwbLQ`y
z>_pzJeL`1DRC8YIM?^=jo7E(}R(ZXZdDQi%CD;8T1Fd%3OaJ_L^va5jc3*x9<lS33
zfnByGW)q9kw?B%Tiqp=^8@x^{*ZKTK;QqhJJv@x}>=t&ki|kyxf}`PN*oHL~sY_gU
zIEu_JD;G&WY&zRes4&gP<om@fDJ}0`Ec91cdXLxm)6^vKcluY>)!Xo{Z8fSs^`TI)
z^(~L;*E3TiA8v8?dSmGR=xXNM-6xC}`L5j~@I(Jj=!w!5t+`7W!ls8OPCk1<JW1{B
zHN!QNbH%*NpI;QrEAiFZ7;uPNEPTQL@A=|U!DXd-TXg=<`s8})>UD9pYaeFxX(~Im
zJD2)sUgKtMJEQ(H>v-Zd<+YaswzuhDxwawu_}U|P7iY_A+kQUn6;^fczP9bDt9^&p
zxZk&5Z(tfW@qNdgea0?obLJ>5ynk%oku(`TZ;zxaCB8HMrzpNnZfCa6S+XpBqx5U3
zq+ZQUx7y=u16pctocMnEdav#N7ynJQ&c4h6-OzEls^aN|CtIy@3dHj4r>|djme=;`
zgYOrLe!bE9?w@^i4$H|SzgH<A-I|;|)qCm1=G^O_j_oUElHhw9pqi@t^_LXqs}-xC
z2<R_)xF&sKQS#dNnr3fi1*BbRaM*aub$XbqWT)7s(9liK?0kQQgqA4xpE+<=vh_!B
z%aL35fkod>87vXu3iHxFzjS?8k!-aP-)zOhM-TR#_1d{lx8mcaXW7a}&zRSqIh5f$
zU$7|0^?d652HUGCyQh3{HILB!bwOH!e?^p0o9Zmf(9??1lCTRp=9_B4FX+%a#kc&x
z>ZcoSXo|*YF0o#gcIwDqK23Se{C7rcPHuQrm?z*ob>=w+yJyR;UAXei-Hzdx%ul;>
znun*%xw5`_C+L2Txj9zn*7!cYxY<`%#e7NVNh_NLZ%;gXvq631txsPS<y>W#r?E(d
zo30GI{h)V=93#t`uC48?2d^g2^X)TQId{@_c9UC2kFQQi-^agp%`<Txxz|N$Cj-tj
zR;KVA{LQ(*tf+pLE$in4X}=j>>@B_Km0)0Vwu$rLYJRI{nPFA&hDItrb57Onx;?QX
zQ)>FMuex`{q<{QVZPtFQoZkOZS#$DB^CV`cV=wHs?Om*EvJZSc$INSg^-dn~TfJ*Z
z?Y)SHSIug6Ei8-K#P?P{WQia5;Yqd`@wW;%R$YFP6Q9M;9qRh___4CZ_w6UToIG;;
z#F~_qOD?y~_#EEu5qfsL((Bui=>@B%e*S*)!_wW8dNZScWI1=g<(qWn_~Ipes~+S&
zpW=6APfWy{r%w+RB^PeZ?a8hC@52(LW_<9`rg<%TJC<9_adcH!mg={2zUjxB6vphu
zw)@jB@9hrN<9@Yq_LcefZ?@kwYtRyknf{#lj*P+IP9Z^uz@y&%OCJcl-R8EoYhAc|
zq{dg)PS2jGjmIB+P*_tt7v*-2f>Zoo!MAg07Jbj(9%<RLsyj5Z>TFh_wzK4;i<wRq
zyCs)bT(^uYeLLTsH%j9Dw2f^^TmqK28?Jo6*PkdNc8{mw&Bvz_4;hN?HiS*|`Y5kb
z>vB_XGE?WNV;LdK=Ult>avG!fO0#8$56gO*|2QGx;J&(h>dCvT*B^X-o8Wk8lUe?E
zuB3>veYW2uEZ2E`S~s;d=lChcGix_76t7z2bv7mLZC-O_Y2NJ9^Q)?R4_bzpJ(JPm
zGj8Xa5cq1I*c^dpubv5Z8dqC+$7*-({o#M;P4(OP^KVbwWSHM1n<MGA`d+f#++%xx
zs=CZte=J;c)z01d+WN&7;-{SUFh5N=Ub|_-W1GmW^4B?kZ<x~Z)aIuR?;IH$JCnX(
zi;oXyeU;vyc011Ld+^?w(h>L0@UGA{549<H@OM9_KTGKPo<-?9F2=17>a7a6BPyG)
z(?oX5oLS;W_{3${jz5-UYxo|wJ=oaLbe8r<6&B_bwJH7&=Vi$zOtHAI>}cb*WHV8V
z=Z`<$&8y0}y5>+}<&^DQ)3>ZY*x<|ddvE53`t_3D3xEG~DR?aT&-Cvp$n_kPRb@7r
zaV0F?xp%qI?CH0wXRP17Yj3;e?)Cl`8p@{b*;N1PUUA*@ub<`}HhRjl>Ddg1Ak*Bf
zy97h7m>4!Y&zJiubbIlXn;s|c{hD@j>&Jhs({Fh^KKJ?2=97w7e-{Wa-nnOa)#|~U
zQue)7T$jGBzo0Z<YnJc}2Avh0^N;u$dX%&+T$RzFbiVC_K=9frZzZ>y=ypEoIr8I+
z(n5(TMRQvA*p<mRt;=Lwb^K$=e+3a67lkd4Z|q~Ze3Wm?7Q=p>ch;fO+H;?o|KFPM
z{+ukIi`BPcza{f~CrwRw;>fQdE_Y;er@Q5R-{$a3^FChwlQtz>O7r0-D_7eVXNiL|
z`~(@6JpVg;T7{sYUYnNrhK!vHeZAXrqTa0%4=nrKKJARnikC6sx*r!!ZDvr&*cexu
z{!H|mY_guT*vpAUbH3=DNx7~gbE@|TcS)9+VbbRJ%T9ja4KtWG$yy?+iMu*Rb-v3)
z-t}?!`R~-+jo!EI@rI3eC$XEhod|pGHog7Ct;nE+#B0j$o1NafM_#^t{)XYQ-@nhf
ztNh|_oAc||;$44uW-JIX-5#=9`^}RD;?~w7H!Y)Q98XJ6z5MLPPW70)CF$Ag7{U%l
zz1_tv#kFSD)b#b$dlPc6rg5xOepvOL^=Mw2h17ySPahZb-{t<>*|k7nE2|A>iklC^
z$_m|i0p}+kS4~P#khL_pG40hJK992*Tc=)9-ru*#Ye8zl+6*DpJO7W%2zXCZ-m>*;
z=I!HU-B;vPSI*qBDsSb2#aj$>SgsyiHj}Sf==JHyUHgw3*4*Ts;A~S?HoI9Z&hU2W
zvy@V^uhvWFng02qkujs)E_9Eq>$-OS<XNHXUf$lFv$*w3Q>FbQ$L;%Hzr6T(zC)2&
z?A{X4?HnPF`F?$IFXnhG_i@$Zv<>1kYc-vfZT;0Y)^J6AApcjro@p0YuUtR>LR&??
zw_vBR;qfzF^*fau|5r^9`L$gzexH6%Vd!n%HFtjUxO_NwA?}N7WI)%VC67fPEp)d$
zeX%0rY3!sEizKdPzSNSO!I-{twao>SNrh*3EIe&kB2avP?k(S?uIfov4Q2D5_pfI8
z^Ztom%)=Ar2EjHgCMDjppNkiHI-hyg9?Q((^P1=K%l5cxjjPRjo;oaT*Jpb?`_(#U
z1|IE)cXpaKhOc}3bg!Yw6!!0#o6{;EEwwrQZifMH%d9=O9(zCI$GDs$#UL;9_2pgu
z{M_{)Ez}GPGJ~p)u38z_6epFuD1twVA@H2J&##Zix~`l$yuiRF^uwg3%Z!3nNw98C
z6X~p~Y?*RSM89T=ROzW@mNqNiUjN8sFS@L#CX|sqw=Os9L+m>LyHY-X7IH>Q?wk{w
zqF@xYMtrhuqS%VSrhw*SvD5rJ{mx26Zw}0E-Z5iOypDCjp9G6J_a@x<a7Cy0#L|Xs
zKX}-8mc{67G1x79>fP^28~T)1uRdy2-K^5{{@~%u#&7s|_f+hvxVvextkdt%#_#;E
z_SWsI-@B%4OXQXwrJIY+@+|n`V5Qoqm1m*+?ZmvlE>_Pf9Hoq}O8j~EV0n9CZ@BoX
zyK5g^JfI%&<FMRzCn2RhL3|s`PycSTV75utejpHc-Q2NCcSpi%#gN5p)l4kUKRY_F
zcR4X_#rN*ZFLWhOod5dlWY+<yUd^r#eW&X-1#5TA(st5H<*UqHmBGhlqjkT0`<G?5
za_>&B4&VD&j!*xAvU>kFF8+|$wXY^cZ+V^NC6-X?D(G7K?&X5w$zk)a&nk0_V*baq
zeMWdl+DE6{O+Wu?Osl(@xHse0_4oH}W=&4}QyG`hH7oVhc46=DZ;BGFZ@qUi%@BBb
z^!<D0^WK-Po;w)UZ^9OMv7<cQ)c@G$HtU$y!|zl#sWQ56)SkWCpZ#~9$li;t7yo_Q
z8>Did*Rr7W)$iB0E<fcEpWQd-*jfI)(Nkqo!nfKS`5mLGT^cu`G%>7xF>{Y}epr8F
zPs6-lv0E5RAG6<iVy3v;fqO!>_zKa!pTEB9OuK)=+-Pge>{({6huI&hI5F|*e!Fwy
zYBu{iF2>$3m)zOppH0tGUZcDJ%dGHS@ANC}f8-@PuU3zWeCjN6b6v{X``J=kUKs~o
z`@^_pQbSL|b&=@j`coFi?0g`r_T^G3=j<T)qC++p_9b7t^Ed8jTX?_iqsZm`yCt8V
zmi~QCJL7NKDtS4ZBd2FM{8BRtIr8&V_?{})?~hN*_{wFx_Imu!y+bTA<y7B!h2$xR
zR&C`=KAbXrlFXKER`+Jkx|*L5-hM8vy<^vb%|Eg?TYpIGYL?lSQMLW+tdnl_=d{aB
zxDV|IU(Mlv|FPEbY-{e*nOB#e@ZNqm<<5tMZz+d5PDxtLmONg-VA`*uUaJ%%bA(6v
z=|r*SkgJEibSo+&Z!$YhXGlM>S<hho$)A%phg}K3y8Uk0vNGPZ!+XovvoZqCoo(*W
z=5h}9^t*fAY)bjJ@ZLb94R4=RNKcWq&I-DJx8?EFt5ds!!<Orxs*~%KS6G()bcc1s
zrI0*+1y}hw+P}(_C)}}J)R<{3mOSa}G35&%o7A*gPg!_|zj6CyS8x1c+EMm9-E(=b
zY;Ab{_{(7i-u;&r=rorcTIN;y*CR*D_f&e=9j8y{JXZ%Vjd1LVj+mJFjb-oBnW-H!
z_hsH%_RPgK+jH`lS?R&r(pwFt2bnDGykXF}b52r*L$Q(DS(WMuSC+k>wJ*cU)XD$#
zz0;y9uiuvLOg`}U-rJK^x_fJ~`xmck^?T(S`=>ZHiFu~?qEn}?KXUp!=euadk384i
zM|F+rcifMTW8!=n_ERt{g;Vgamc$v8&zrb-zKAi{`Ojke%~t&4mywX4g~V2lfReK*
zX^xKf!kU`(V=scP=8zIx+B7At@ye9RZ2pP?VQZVN6%_gC+zmU(w%2#VzH_J5W-NXA
ze3i&0HI2ItuZ2awO*#H*@|XS7az#|$3cJlZqp?D2xvB`~$?X5#OMYI}umE4pap%UY
zz0J2|<f{{yk4xORu#v@V%a!8z??I3K<@*E=?ATE;o8ds#ne5yfpWgROD$&h(vf@AY
z?kV-`dcA+P6oiz&KG|ApzUwG=?3CSsNr%5(xI2Np|5g2Z(A^w$zt74)dK~}%b@ZE=
z;p!hl4tQBO_PB%Y=Fq+M|L<G*C-(n8>e?J)UdQe7pcQ$Ok^P71XXdP8zSsQ4Vag5u
zOw9#L&$;{zo&W2=6K_Tvv->HUnQ~ht9%p#WjZbng@_piVx<-xXA$#R3z55>z#j<`5
zXW7zcF=LHR_fy?%yA#%$9N{gwr|po@mGDhp&0+KY>u2({ycfxBT$Y`7cazHlwW(si
z8QS6uEMwzhS67y9H@><kXX=rX<%a~1HfP>`8t?c;g6H8M(f6JPu1%|1#ivSaeLDMa
zp7_JnrGF0@TX^(5+|}Q5NA$hu@5XJK-tsT=_+43qel{+#ZZG1s+$kMouPbH#*Mi6G
z^xB&b7OTxqTkAVF*e;>?UzW4o)+syN_T1_|ka8l|mL<hjJGr-#pW)<h%O}PcjIQl}
z!>ja1@}tt^^-S`IrmhnWcTco&S?>Jow9++08y9u1!Uu0|GPKOMm}+y=N|?8zxaoJ^
z<}+6hrRiOtezs-Z`Ps4S59S`T3%T*9KBF|OYx%3l;P!vlZ*5LoH}&V-riYN7Rm$_K
zH{6&s|KAVYqTK(Y#=p-87W@zU@@9Tr&F}1+E~oC>)crEwQ!AvKU0Lzx3uu4U+dtmz
zLGvCu|GsHIWnrmdd7;eJtD;}^Ikfd;`Ir2yN!|ZgzTjN=4}ll|l=iNDovZ!v{hCc7
zF1M%bj0Ekt`tf`IzS;*9z3trFWd!@{{~UhI`ty8!YxdWRlj4%=1H@jZeqAa4v3gqA
z=6mVxdHxBPzAxKemF(*|d1s26l=<`0qt&}BmggIMn${P0^NVo&%hw-%+MTJqH*+q_
z{{#`{eE#n}EzLECmZE$6bwoq$rZunHZ29ux&nMB(IDdLvIo`eQqoG5|wu~%I9>%i=
z?tj&&l4@yZsAQY`k%7T#S$n%j;Y&OAYtoxu{%EV<5}7HQ@x8;na?_DjuPrwS%{+3h
zcj9tKMz41Z+4^sI1#?MWt(Xw??R1A*{DNSSYIDJsWvX!-ekSReTBjZR@~U#~w5-nL
zzN(m|Qy+F#Z?r5fI;-@+>DW5O8M~W%7n)UOv6m`T=n0%kE^|J1(q>ZSdOz(#fegj@
zBDwCJH;h)dN$xqRD`6G5^{uI)?&jSV7vqGle^YDo%zegm)ZS$KbiaR^r8Ay{Y}<Kq
zd)1A1U*2zcE_pmL#s1OZPwi&unKDxATuXv~ui0j-pB_5z=jN@egNy={PDx#_KXGZ<
z9iRLsYR1)%W_=NxebI%NY4^nI=KD^qUH|XX@ACRcrMKPrw|4J;vcLYfZ-miX|2(#o
z7c86J1kN;J+5FJw&DQ7p-Nd4gKV0A%cDL$Zz%{kN?wppN)8A<SpB#N~w_(`Qs21jR
ziXWb(N9)(`cDr=x!R@x+`uqQ0y?r<O(*C87Z=3yNX}urx)W7HH+hzZ@ozB0lf7wm{
zo9EoW(=!;~hjyLX&(k85ex(238<yYvzh;Xie9m907_t1wjny6h@0qT(eE3<-@UKu^
z&Gp;%%`fY3s_+@M@%x?%EOv3X{qJh}+-boxADKcGyQaSSTPtt0SK1cZs2w?Y`H8Um
zE05cqf96!om+E3Zw^FHF^vL|oZ~hgRC)LfF@PE$v`-w5l{B8!})_nU5CQLNG-|%?9
z$-x`#X{%+wan89K#akK`=6f@jm+!6fb)U>zn|Y?}eVUwM#+1-6^0ofsiM@4e^>3Hk
zsW!xXb`zL$T*2w#6%o?~y4efwYCMelDR=Ol{K3wOUgN%wvymeIqSgxvPrLZ?vrM-I
z!{#+}-mUZ~c<|}CYr%n~539OoOErB7+G)Au)Q1_nBj^5lZXRx>G`TnD!@;iXqYi?>
zb7sG1z0h?%{MD*}-8?dml{JTJ`t?3tGnbX^6PYM}%W3uOX)4kQHWLqrr<gY?H!nzk
z-2AfItb@-jDN@v`bmI2^N=DtgIMukGU6Xv8|7!llf1Qteoj1n*Fqppj`-g{DI}dMK
zcYOBNzc;=q?RdH2dbj$mxQKcCvN`V+ZxmlWf5+Zce`VHxU4KeQm}&0+rV~2^1ts_Y
zbY5itN`KO07-F83ymOAATJv_6rRh_+zpY+Vp}%AH#NY|rOBOv#)aPBeSn_;%m)7FS
zdC_h{(wfcpqJlntTBupDX~yR-QU<LXBTNNf)(a;KZZX|A*?Pk3vvqbKg$)}wem0lO
zYFwPY;}py63dbceXCE<1Y!Y(0?wG{PIpdrI&*hD`(z^xD=fC4_DGb%g3jdsAqp!b@
zzhj-INB*&eYwjsE3aOv%P3J34n4@@pYGT&kOH(emt^V7%_~p7Af%i)fp1u5T&Fu5G
z8utGmbkDag{4pW7^?(1|w7;{fdHj_!uB7cbvu6E~>9<$S<#?BPV6Md9tZUQqe(ln+
zX*s)hhVuN6U)buy&;O7zpZv*q-Zry1xnKV!Uj6$1$!(9U@;$De#lID2*)xUiTX=8&
zIwPagx%*yjdpl?S@BfnP^FNfAREMA6U8$M>;r{-W&(H4JGk1NNrQf~J60DDWSAV!|
z%ebSvE9J?r_!(`|KX0CNkZY4FynO!Z|F&%}&&ovpw4be*B7JD>kM5I)-v6tv>F$<y
z<(U4TUDEvP&x69e+watW*S`7WZqfhNHxoWi_<fc6^Vz>QTTXFio}B1<NO0Ak?;KNS
zmi>OWT(<kq&%Z~KzbWOe=gj?owk|BjWXIF;AFaX{XY5a@*ff`Up8e-Pv%}Y&uU~oi
zh;n-RsZW-Fe(ku`yXyZB-k(maiCO`!3o1E{{AYG}Z0y_q#cax~y6cD9ih@?iz1S=~
zyEV;q;fpMxCAlqUKiVE_4Uk;(BFJX%vDKeT86_n2(%%ZLGyfPo{qgd`qt`bc5C62I
zZAuec!68Y{cI!(WN}q)Lnw!2AP1?ER$y@i0TlsBSO7CBb|E9a{S9hGm`m)>lzs=hB
zExG@5+y6uPj@Le4{m~l#F!kffiRU&<dv1H_*SqK#iGN>m4b{^enY^Dnn<}3B!YJE$
z;hTJ2Vs?+tzg^4Yw@kbL_hIh;f8XxPH(5q9=LLNG!F@~Oe{ty6csH4Q?icPp5O|)O
zy}z#S*7{|||F6cMDX;(WR(~-g&%1D`8=M@U=3I-pTzGi)ybkFr1?R2*|IuGkac+L}
z>0HZKA9rN_F1hp3H9OJr)zbRCY~@8?R*M&OWuC41zm@w&?eG7IjJvP>+td&*zCroi
z`uw+VW%jC`i!K7W<euNn^EDr}#Xc--)MdU?cBJ-{|MMyH!?#6F+ObK}?fr7;w5l){
z8?!q~6_#$NE4JBO_xJwLy{&$0j|KCudS&GWJO0I=fBLwEmn$_d1-3UlH7^Cc?cC7V
z9JF&B!Zx+AFbAuGaE;B46$~J!ibD>=fE-CdzoWyA!G~glj*WmG9d2w4I*<V-V5DGZ
z3_hG1EC4#W0dy94eqM<J*tsB%0Z0jGD?L~V<mhn7L8>qTkRjmn3t<AFqr*)>CzHVh
zKu3pzj|_qdfQ}9apA!NWfZ9uigTcXj{-Gx;AjJ>pa2;@jfPF>8!Qkfb!%eX1px(jY
z=Acl*=`uX_7=n&h^7T<L0nx$uPaii29rA{33H;Ps^fQpL9T8^^K2Aj;7Gx252ZNi#
zQXHOBZ^5<@<wj>um*C3clGI$!ytI61GS&AlN=YpOomj2`JF#37bkMziP-=Q+aY<37
zf`(&Ceo`t#Fu1g!ASX2!bl^1T6n=2((|7iC3CVZ&bn#6rKpcAx^0P}g<kWY!{JauS
z_!MOpl;jsF7#dqZPx0W?C-Fd*k#;aRIG~W?7Ip-Tf$7LP7#y4rkix+&Gp8iANI~B%
zC$S{eB{exe1$=>kPikIzNd_o^K}%gw0)<sNqX&aiaxl0BC`7?AfOarA_~r|+1hl+|
z7m+?h91Ly&s^lp;v&sTgLxJi-JVhkf7NXoZc#23+H463?iA5yp!Qin9hM@aO6pTS<
z{9`>H+|)oJTEW~BR8@gWWm97V_+1JH<_e~!mI|Pw!a+3XNGoCv3pWLyb!=i_tYBhn
zq5x{gnSz@%=4NIJrUoY1E<msV`4%aHVC9^JnVu=ACPBXZ04fBkP(byNk)aVp4X#TM
zEKL-24K0im3=Ki2WGPr0TIiWV>SR#81i9n@)CvU$Hb@9^$pL!m#c|1jr8&rbkhUpE
zGsszxdJb|N5~3*uPN+zJBv^)l8aU7f8Ll$SwE=R}l^6O^S50@fUQ%NGRl9A!g!RhV
z$;rMAPww`wI?Awj<E_UgaeJLC9v_XEn6{vo%Y4yxDJ%6!5qHi7A6U5Yuf{1Mg`XW4
zHGfEkvD?o3=&6z)x7hp})9UrRdhf)|{e6%zmqBwCm&vz_FP9dtzuPb&;O4H2hIxnf
z^qKbeoWH4<azwLyv0Lxt*CM~p#RW_;n#Xl2*k-E3>i<W%*I9jkwfpmwxyN%fjU#oZ
zcr8=DJW<15;Hl)rXGgZEY8CBz`mDUX-sH1S=BBj!wpa7a-W+*kmiqBax<`_4Qs9Oi
z%g^g2e>|WR{l08F-;Z-or%%6n=lRNY_l^f%`j^pm`b*Ez-(7cKOk4HzCu?@!3`j=;
z7HUXw018uZ92kKj4oL!MLl5(KZcr4Xp9X9J%0HBqV?;Fdz_x&$k6zYdx^mEzWR{>}
z1)RA^D#`F4A`UhbDI}l;#)v&c+yaz(kivsd;bIA@&M^y@3Fos88}J-^U&kf8+qrPk
zI!o5W)3!};-o7!1|G^Efw2Yj`7VUff{#jmP(8z1Q#Q&1|t+M5Q+WcP*OI}>u9+>&E
zz;LxN2eY5o<V{Q~TlNS4I(kNTq2rzW?&CWzFIMzrcCdFY`<T~!x7&o-PVm<|6|1G{
zH)^-nKB(LJt<5-#pEZ$3rElToskhDTlrN~<E;o8I_5L@<&*2}pMz&}b&fG5O_9$tm
z!||^zOEjGfGV~NB9CiOceZ5A??c?FtHF~E5VnwdbbhVlzEE_LuD?Zb2<|~)4ikDS`
zXTOL@J!Sm<?&B{NOWRF1T8YOj4OX+h*m3E{j%}u9s~-Jk&F86=1rI%7mKflG0tc*-
zsR>vOm}6*c392)|Z1lVct~nsp1*mSoR$N$8-0ZO=qS*tsg%~Fep0Wbe4j{d(h*p5K
zdSVsKjTE94Ow2&{L0N#9rUpiOrV6HppyC;HQv{Y{HZ4JRB83vPD8Y7wFQ@^5h|&@T
zw6=%28AuY;3UGqlV5e(nXsV!VWD2@p$;epG6no>t7<>Z&*w-MvNX-vKB7(3S^U`xt
z6?DN(j^L8i+%N@0b4xvN3yGK(2sq6k`IKNG0je#r6cT5%jwpz<ez!Xs>nGmanR`pG
z$>5B^1lRhETkHl^levUNlf^23uks9Dv7o@>`R9KZii<OQ_#E!<ovO?BVr!tBx^;Eu
zg@+4xH6=B44=?+q?f#IXw_vvq<MCr(rd=^*_}lSL<PTH(<V~{o1b;mft;%JysF{0v
z#qFCrrTa3NL|TdiZXBN<*HSI2%yjm~#=wi$6D{4I>3`g5!7{CMXPNTaLnk>q<7O~=
z#vVDmaNn`RoKj!Ur)yvR`YHOyl)8$(my0UaR0M@iy()bA%`~n0nR{K17OmM8fAjUU
zxW6GLy6N*h&fPnn_=)Ya$jbWMg7{6F^#Wi1V^9#S&jx3HECmE8kidazWQuZ#rX__<
z3UHI0q9%nUs8Rr@D@5u*Z<T^=0XrYP7#qAz3KIkJniQ6X3b-#AfEbDt63}vB#5O6w
zsRt=M2$U8k2H2YvlWv19V{3a~*%ebJE~@CjFXZ$pL%VQe^RaIX6Cg+P>R0?`-JQME
zmFeZ-|M}Ktg`x7<pbG}>YDhyb7+5{|fYpu+Vbvy0-M_sbblb1F6&jd-ev-Jt*WS(b
zV8kCm&;<k0vR7^#3>MjM$?7+oJGwU1_rbHQxBNT_Hje`%jaX|>e7SV%dKrV*;@sHP
z0@v%}*v~tEw2V$*vRs(=WJSWJwJg_Xal5ecFHbpYImd`;@xP<Oe%sbfzrWVGQtHVZ
z`HIdd%AAc;R9w_m4o<wJd{IpE^n^>oLH~NDOf*tYRqHtCB6=yUUxbG{xBSMNwX5H(
zKYo0!$FY;zWm7VpW#4EfddZ&;>B-8|TIIC;)XJx8cZe?ja(cqF)O+R%>(8}5e0;3%
z)#*K38-M#Jy6@gG?YVfD|H6mZ%Ns~AgQLaR&<v~w%rP`Ez~3OjbFl!Zt8Sn`Nl{~B
zK)5*qu?6f{^r8mbVuCqvurx+Y3_uM7aPdh}$0b_9)WlpNR)L7?1WZj8q7_UnP2nRh
z;6{Rhf(dxu!PMA9599;`1yeK7n1vB|iUxEmrlEp`i4jy3A_poEO$<P)OpMJHj4jNe
zvY721h_{fU0b0&sYws8tgBmoD1}sKv$Iu8Q32L#xT00gX`*jU13=|9vO^g*Rjm<De
zS`5MWc!5I|q!p>L1B-v;rVeP5K_A-EF($U114)cXJ|tLjfvRxKcFx4RSuF+vt?xgJ
z6z|*{@h9@`U2egs(@o-k7jEMhn0%2fi^s6~;cfGi9j$C4`(|3Ee^JT2^*l_Q{p9Ys
zuI+qmOP3x^-51?>;qeNS(?t`!cJw}q_PMj+NcZm2LW`|cGa^G7Rpj^Ww%C2>Vc<Di
zyA4mydTsIQFZhvVb^h+%8S--itUV%Qn~xl{-dphblzNNGslK&eYM)+PeEpAa%{n&4
z{y7(~cSJr)+Tn2eYsVU|zbhB+`WXzmrft7MsC`F%-r+AVA1%MUMdy`+tKiEyf^$3l
zT*4O_{mSFpeSe>wdiR`V-Dh8Ru2AgO7R}#cwLD3<JJr*5Qv9b}$(!x}Id{HK?A*Q8
zZh3{J;R1o)OFQn*pXnRW`ds|Z(ut5uAu*akCI+A|1c$kig&|6@gtHk0&h_~3G%zs$
zHQXsHnFu$6Ahv)VkF{h%a^s*WoD4xZ9-NIxEu6p?N5+zSr$MZO1!%z7!U)vGibZQp
znt)w}6p(nz76N@K%+h6$jN_UZfD#mv9|@H%hS=Lh6Hn*0DhRZFw>hfgFRtD-eX?H9
z$<Ae+-El#;*#jhWJz1M}e0Y2M=&dCx4t8n(<kLK6t$Vv<!-PGON2|6NaGvB{mu1Y8
zcqG!p$@oFj&E`X=ra4YN()qh~>yDD5pe3sqCY6iFuD$uN=y}!=_DOrB`rJ-P>dp6k
zzvKRvf5%vtwobWXS}<qM<<AS^+gKGjH)S7>jk)pnl}Wv%{BE}sOqYL1Ewflxm5{+^
zsk}1CJZr_gJ1aQ7{^`fLT(#J^{@{-{f1Yi+yyZ-`zpLO2H)UHlE#|42OU!=A@!ed1
zztXlhb4r_TcJs7nA2)DD&yy1id=me1cjdN*++#alIiGgExi3NS;~&wrTf%?-WL}uu
zaUEP*V3sK0a07?4ks0#MZ6=0j4IP3J03K|CBvqI-6?5M1y}fSf?q1oNc>j&-m{TI3
zGYha}Sm(y8|7ZKeFm*?BLRiDQJ@y}pd4hyYug|&{dV9IW&9`l_#X7Z9TmpqW1Fuw{
zn*9H}*c1Ez|L*=>qq?W|@3*J%`yYTVD3}(+oB#jY{r!Kg*MI-EpXK~}!_d0&f2#6F
z%>O*!|L39a|Bw0qKRq?C=g9y6X}_oXGQoRQN;B>2exCm{zy7b1OEAx8+wWTSUGEE@
zO}clfX8p$AOYfwLb2ZDaO})2#%8Z5kr+$-jKly3BNOAppTk$PVY+F9I>FwRi?U;Fy
zch0oG-<Ip||7k1rectjClPBBf|I_%Z;Qgh(?$@`c_8fBm9^dx=|Jj@8y=80UQn8<>
z>#Ha4pK@^jmhXyhJJ-Io5BaUKkG(Oy@A>3Y`@ej@<u*&Xo?Z9vqCNd8b5<t*S4{b*
zxPSU2qn*j}OTt5a7OOlqi#}uTzjFVN1%JM|SASg9wPeb%-#UAz%GJ*c`uVr}*uG~!
zS6|!r?8<7ZIKw6X)U$Kvq@EM0-*^A1>;CL&Rd)UVA2x}v->0$v_nyF|dsaPKs<3Cl
zmrcH=pZNd(nXJpaa{8BfRaM=a*&fbYqp?Zr$@e+wdHI?g%~5loM)4hcp_mrE=Sli|
z-SfY;c`l83UcKh<wB{?R-;RI#Ht+V8uMeEgH3<|~thYR8dC#S5!;X`?rXAZ|;!w3~
z!*SthJF1@W|CkeD$1P?bIs3_dPH*rf1#wBBOA54aD+J4VPt!j;P4%T|z=<l3k4{Tv
zuiEY3{o%(a`+XUyN;852+Pv(p_8rwbJD0nA<>@9Vmzv10J&w0)0%k^Sy2mtimW<p1
zk30qb{?j*>dfW&#Yx#T7Av08~n1?+}{Luutl6W)kyT%zedo0zM`8J%mz#V$iJ?*(c
zL&JdyyVO2BOqeoPb#dg4q)CPsnt5YiyCoc6+xYInDX)-KcaO;==*4>L1?;|1<t)zk
z=SH*fC08X6^<|fGcXHkk5t-N5(RTLLi>?@Loy*Y=yv$DV%#d9(^Nq{C%H0Rn%Y3mj
z;`p&i;P$$lDRZy??VB+vwSUKP<J<Rdu3hms-u_Xj+1%9@2gKM^y?;e~mTG7AV!!L4
z6Lai7+l#`7-&GWuCwrQB?ylVC_{FvCubETNqWcae&Awf{;x9vdL^Aq$y|zr4${EMD
zOipa>q%C@a6W6GkYm^@SxbaQ%hxSVh&Q~_A(8;`S+YzQ2c-W6!PF%+ZbVq?HC+LoX
zP<EE&N5?ny>#y72*OL5b<s0L3O?jg4xX&DXsHM4OpJt-qhZl)!^Pe<CI>wlNxpneE
zoLgUOhK^!yQpR@0Yg-MY!o}u&`%-7~P}Q-j#KoO^+lOZ%Z|Co>WM_G)^to>BJ#KTe
zlU*_fA1#*{&0K3fadYT1U8|FoyJssZc$)AhE&FCFXfx;L<jU_Z%hardYVFy~8d@{;
z&9=CuB)ORVQi$q4Gx?GI`uDue@3Sp0Wc5#qd13LIAu!TSN^Gve|1+MPORg0?^HM3^
zQPQ;a{IRJXERHv(^saeRymvyaZdfF9<hCzS$`P_|-OAg{)l(T-jRV`Ylhq41^iG>H
zPx6w|Vu_7CM~*hDDIXHsyIjnB^|hx_linSa%o3O~^=fLD@6)O<y)cWJdnyzwdiFY;
zEj+_;D|=?x!b0XteV*aJ&+<L6?X;a@Yj2TUHD&3mx05rcm;8L;6u2vH<*F2u*{}Kz
z8}?UUQ2M*~Xxc0Hr%F*Jky#VB@UQZo{9=pSVbCQ7AEB2NB<&7MKd?CBb=6xdXV%_p
zT#hG0TotDnR)%EuOx!Z9*S_O?+}cyVs*Z18ai{LTENqp-mCVv$9@%liwhwekK{M=<
z0v7Nk1>XueCtkd6>vKWpa=81(8+`(<71x)gHH-gJISIO?K(}>slDV9Cl_}(sf`t;N
zrZY&wE-7G#UQ)33jh4C58PFvK%bqt?@vS&}e$#RLsiIp254D&*-Lqq(wHEl2f`5zu
zMyOeRVb~UO-~#WPWoB+Si~?`(a!74BBemth0sg1m8AhQG=O|ATVRU}pB4W^$kQ~Wy
zL+jOE>1zt&G0U}<C0$Z$(YhsRsgV}y-<|RF`J%#`6HdJGiLk0RJ<GS&UG-x2p@day
zST*lQ882g$d?=c;qT91u?47~M=IL3L4?6bR%nnGf3^3W#AMiaw_lj8m0Y8?PF4O%)
zmS>-wC6vOu>e8cEUyT@@`(8*-vx%OYtYP$1N%O>#2Yx5-S^kOgYve9&)@$APEJkf*
z$FI57pS$HQXkD5%fBK;bmgYhAL5>aGq8kbxdWtqRooW&(UFl~ur_#lB>F?0nipw^<
z@o?L{RjB%U>)sx_ty>y=qm}NstmZkp=+YazWjiu7`u3XXCVn+2f12=Cpj9FC?%w-b
ziaF;7J5+KqYux0^&pDDd_13?f&$orkA7q`dHA^Zoi>;RP-*IDJnqtU|dn>wD?Utz8
zEFfDN;KH{`DD;^@rNz?OYYMdj=52Bhx1Q4W(EPtl&8{0eA1vP@dGX;Ci!)4n{f^qW
z9^bFGrOnUeuTR=S4wjcPkNCd)xxK-7gS_~=9+{P^5?)%R{r<e>aaMzF>*-D%#Vutk
zbKI{wPj;4fY2^sJ$?Sfn{N<z^mqU|g<~SB5oK4p*{t#2w>>L`=(8=>U-~2&Bcs74e
zS!&>>o1y-WN8*+rTlJdrN?G9(TbYP$do`~ztXjSOhMfI}?1;mMB(l;DU1n0NQT7o|
zulnOy<9F?O!S&vyKPT9-PyH&^Ht!?TzV#lg3PGHg+_+O;s6;fREcRVyJGV^cOV+o>
z(mCGsO_n}0`gdDt#qxd0y}cp)p+l*iq4R8m{BxP7+j{&D9TT4%#i2Fb)#A8q=0UX?
zyL4nF4ygspY0r97u_PvM!aVKdmge1&dJ0j?lMefcn>kErH<4L!R@bS8SK|1aNrpnA
z-m|McIy`U8erNK&b&iiXSJ<<=o0^kPo;zKmZlm^4FeS5jCG(apzLS4*wpdLL6iZ%J
zw0p*;S0#6gSp0*W);`qye=5{lJzD8m$0C!^q($#$tUI~)8k^@bUK#$}$BXPUw{uUK
z_Og&`O~lV#yZhIfUGI(h@3YHXX2JE<jb~)nAH4H8PTObswD~T3wJUF&3hR0mr}Xtw
z^IE0$y-#jls(sMD&bK-F=@fp(!zWmlc3I>KTD;KxCdXgfTVB!bqIz|DbwtZiJ>}O;
zJvWyKXmqkH1YJ|GxPaqf(yALhrI+t2$WHa1WG=OFMP&2ioLvhqtTNr;#$26Mt%-b1
zL2SbJpkjwLOLGk$9(eo1<!q}ubDZmyPqX5a_+oFEel%ZoxbLT?%iZr6T(!QhU~{#o
zdJ}g~-0I3v_jkEnbtiwMT%Gt{dk@piCpKsIN`=n&eo-a!A^*|fcN=H5>RQeDu;7sE
zg|?fIbW0B}C@~FYPn9aNUHPHoY24(SKRM+p8%!U4aoOrP^XlCI(<A!17aqD#l9Ovc
zT)d(o^hf)dh6TIDH?MO0wLn9Gn<eqb!r5GhHFvw-54QdM(8N(w=TFe3PIo=afJ?>8
z3WHppJ=eIntcIJnZSw+&RRx-lopvAC6KU2Ge2I0s=^FpTw|fjuvGNv#=<|1a90)M!
zZcS(o@;$C|>HfuCyQESB4ox`4y*DT-?3hZSt?CV*??ruX?Wfml@BHz>qR(lPS4Ly*
zjVr&VP7Dl)xRPq!aklY6M$P&StJW`C<do>Y__gk=yCrV*d(7Y2ZeQc@P^UXxF7BU=
zN6y<@SDt>e{(N9J@A)+!^PC-%-)8l`d4I4v_*<AMdr{uuUb~aM2XafMs-N&}PwJYL
za{2DOhZ8Jg-|gJ<RPFR3rRqudMfM5$n$G^X)2y{e`CF#aHr*h{om@}VyRSS9U)<QO
z7c;GUS0Ja*mIDUH=H=qSn*`4mUQAg0c80szgN52}RNov}oVS0Ad!|-eNAMO-=ISjf
zuFQ8<-IfczzVN})rxuU4x$mB)=UURa=gq|flbz<hnzi>$7}7ljZx1kSd>dGn8|ioI
z7?1b`tpzeVOPgN(V$)e_`dricf@CoJzTS)6_th4kaJ<lLmmimAQMI(7#>lPs_Vf6C
zCDq5B>>m5xTzpQ#_QzQp_W62;{sw>L@t3@q5P#-n&(Axq!G_&gAJ?xwz2(jMBMDbO
zTl(K=oL4WsuQ#y$xA1no*Z&KipR&4t>&~^6d6$z+8*;A)&Te*POEdcVJz>{u^T^As
zx-0jkZ=IF$X){CP`Y(`s3Lc`}Q!q_<-l3yUUwXuP=Lv)!?N60&IeKJesCPPFmBZ0P
z*I9hbn);eU8I%12zlmoa$l0qE3c07CVULyoqnK$Q8_Vjo$#TN4*4V7GTpTZ5Gnd)w
zhs;^ezbnf(y^?vfF<3VJ>UB#6%e#s-*DV#?mvBG+<EiA<`}xp(OSud3%w`rm%4v5j
zzqFh(z5ei5sY}%H<Chq+djzb?U8)+(T&gzkgwI>$Y49a3>G_54hpsJL|K?JXO`_0`
zXC3#hT&{f-{p)xW{~_DZAAdR6^LUxAT_}if_MCY|pS8th>as~jEtYQPr<7JRsVo-T
z_*L}Bng>P!iIQ8sbErvpw#&D9E}g!@;s?+ChSr59)l>ZE>sfAm7w=T`<H<gInbNBk
z7rZ;01vMx7h~=2rAFb(^d9&))rYF){pT2u_W#XmP@w&A-yagtV-RsXZPXChs!{b(~
zuBWxBrRVRQcMTa4yP2-XeC?=FKDYHr!wbkg1&<w%-J18;@MrkBlMRzqOv4i9Ix4Q*
zB7c6;`eKIN&ej`UvLy<aO)i;klbX8Pc~7_2#lv6Z9aq2c-L?ONk9%l#`~6*tAKq^1
zw_tg{B*;kY-O{wJ>rB;H<ZUw}Mcp@Mo>Ny{{piZpb5`4Cu^wj4n8OniY}(D{cy#9K
zDV@vGPNqflmK<EUV5Z2@#|#V$-mECB{OcO&*S2a?;Y|_t{UWUV@At~|ayu(8+wu7Q
zx?J0X6$W$Xv8J62|6H@R@@*#go`M+2Jq3?BLH88&q1{uUG%azP-PCEGd(X|km)<#l
z!D`uU-?ZyCpFg;~JIVO!+g<B9_DCFjxgtX4LH)eG^5FBow)aKp2Ca#2k$q9Q{h|83
z%9;c(=QLJX`JIZBcOU+d?Z0QTY0}5T)2B_%oYwuOQRX_&o``K5@9H}4YO{=be!H*g
zrcHK)*Cjr^jjep&g73^Zc4~Xcf9E@med+9N&iqynb+W&j#H_h`G1S%dt>HTlgD?8~
zZ1tyfCB;wC|E)E*V$oSvk?fKzn|pRY9v?c*=N9ur<Ieu0XPT}%O7NImX`Cv-o^QnI
zr83LqU~~57g3EnXd^|FGT9@)R?N>gv_(1C27ecx=mO2wAGPVDG;1pFMlCgXPtM#XY
z!u&7fyN+8N^JU5NDz2RKi-m_dal3!-WLei;uKeAvy(*TsuYQwvIF~8JL`J7DAt?4-
zYJ2)bDUOUy*JSr3e3!emXM*JV72RK+NKH!pruu3lU+c%F%U=RcZ`!oHWYSXa6QO&}
zVpx`65>T$u%Mb8e>c3cVS4bV#Q9%>l?q`ly{FW?cd@yI%ait4_v4KL|?j8YAp9&wU
z-n!MnwcI33RU&ZL=Ga)96&v;0qdmp{eXwv6SM!YDuqNxG5(CScpvO1$7F0Z0G`s6;
z{9NJUUCxi166P&4-1BRu&x;>9;Z+yT#`CW?eUbPfL(+Gmt~s06+7OfC^E}@VSq6vg
z65aP~jbTD%#*PxlB}Q{x3f{Kqnfa&RbUH8U@H6F*ZFLok`UazTPKV1fmk*jve|~}E
z9_#K-d%=I-1?LoKMYW$-YHZB97M*>lRWh8nc+IDzqJ?*=o%TxZ{=$AWw0HBeuP0`t
z|JWQDop;-pZSLC2Yj>oCe%xRyIKn&qt?l8pbNyD=92UqwvU7Fm&cuebm*QkPmRxoX
zGkbV)!OJV9U&HoK%9z%%RIGdRLfaDk1KYK2L@vkeEe(B^lHM(Hu-tP^Z=N5MZmVmE
z@2$3_$Tt-@8o_QVC^>t>bm3ZGS&rqN>>=)5TklSvYPm4%XW>(eG7iniZt=#ACCg&&
zT~|_JoBJn};UdSkR|^?muy2{jT^=}<vzW_*OEp_Wd^JCx%WLBUMzS|2Zt<NVmbi9_
zFwcwpIg78YJ3E!RE|p<-XP>rqvq?{A@YacCjU78UxBZi?=v{R0gvEw8j><1;ZcJU;
zaO3dPJJCX09Ah`H6<+t|;q=8(1@Ch`?VZ<_C@x}-VYR*f`LBhs(uJ%?OM)!#ERcMz
zq$>8NlkucYj}|Xu+Z`VMe+u)mW`=)^cxCN6_1~FJ(XMF2BU+POny#8WjBuLDzWuNE
zYbXAgvb%e47xp?_$jqo}>8UMD$QRneGx75tzFj#VSMS(&;VsKr^&g8OExrrCzU$~3
znDgEJ^r~A{f`J>$e%HLKaP+vUbKLInO0R>x4Jp%ROz10U7GI$+csJ_X%wx>V;=QM0
z{wB>26cyW|Fe~?KG~0Gbt!kgIF+oxX<}cbLQ?>2LA<lc}>$=x{Y&vx_zm<EDCeL#H
z$=ijy4*udvJb7rMx8(N)_w&trlwS&b-&Rm?@%2ld1NUw$NuQfh)h|)e5u1~-S<&6a
zU$a!s_2S=KHu0wpwclKI@bcw#TCo`q+pKz@9eV$kyTUyDsGXZ8hmDT*nLOFW7aF%_
z%z2wF7Q1%&=WBJpjV8~nkGH!cX+Lf5mu0OR-qkj|YJIx3R90lW?<T>R0Otk#9{w^1
zwU<d>eQ}{7(c|sioCG%hj8Ch55_|Yh<v8(O{`Ca&rh+!mO$GAab`7wb3SMHnsla#E
zC5xE{UL9QWghNef=J8Ku%ad;G{FHPr&-v;7*%$e=-WR&OR%*&T=u+}9X$w=lBKz9c
z2^uD=J^nNZR&!Y982)mYcTqg6XI`l4+ew-ymP{+|$&=l9^_AvC#_W(+`)e~Jr`=iT
z*T8GfaC+OZqpLrOg!=SscRP8!vbiC%#U^F4+sOr0bKg`I-ZhN*u(zbLWUXFrqWN=;
zcUv-aV|*)EML+&<lX^7C>jt05&)B5vLbKN$KDVeeAnwswv9RkKL|UI_Ss64PSUvZJ
zZp49zt4&U8qL%7^W}2+$k@CyYlw+Sp<c(WLn|>6=O>$KHV)DhU`NQmwEE(Z5mOWJd
z;$d69PMp22B0^%yrI$ygeyQ(hf4K43is0C_4`Y^Wt#ACW{l%&04~*ZbXeHg1T%cq$
zsbWIItRn3f`b#{^vI0$SuG*ryes=ak^_G%buKPoFv7V9n!O~fBGj_r4AKh)T$C=7f
zs^6)URVcL0OVHc$FwZ4qc9)1C-<FM{rHg89H`ssJ`=C_o^r~Gq<4;?bMU_@wy1=;1
zb;l_=Hj7nqHtu`p8*y(hjBPb~8qj*~Tj%cFtW`NXK5CuKVl6-W&~eU1x78O8?wDYG
z=50X&%fc0_-(NA!_$yWX?S)RyUXP!gZ=<hTi|}vDW9IkCWRDJJzb3^Vy**{?t17i+
z?<|cRj(k?$%*NBHmt-kq;qqOIyJmObx(9F9p6==vMY*aV;bZbi_6z)};HwHY-nzek
zt?3f{R~2-^t}4iL|Cq2l@8_=t$+drX1Xiv7QM>fHfQ0RwBVnh_)l5?5&))jhYu9k>
zONdzBV+X%oRW@Z+l^6V)-IjlGOpU(vm*<$Jpvc_yeZ|tB7gt|U*6)7Q`gWK7bn`P$
zdHypg^DnFW_tx95W6RdoxXw>?IkG*|C(lidia0StTTCWAdz$cOg)1w+p9y%Tuvo!c
zBIiJ##C*M5)_%)ZY;8HSKuhNF3)WBT<BN{Ss_yzPsOlE7rZ;d#J;Us-#4mN5Wc>c0
z$y@z$ukw}o|KwO4IHDdp%4p1FH{uUCRk%8pNn6V4Oz>s?Jq*n*{C*Ka>|JegQ{9F2
zbSBxqn4)+=!{A`WK4TlTXX~Ds3W&a05c@Xr=dS>lCWgPiuIx3usJPs1MM-<#&TFrn
zFD9<bYkwDJ)wSGw{+Hjcr?-^m?|a(t(WLO<($Wo<0m~}>&pK`T*yQcDof-eMHeH%F
z=lUsMV=p$)RR!6ws|vKsACxePoluRLcjIZ*YBNt4b+%bA=AX*&-}>yz_MR70SDya2
zqD!?+<Knm1y97U6di9Ap<m)VhIqDDlEgBssuK2f||IY$N<J$&?94cBdQoRp54Fb%x
zylQ>CJ6>#(l*|57qkXoysN%jy-?_+B4U?RYT5Xb^><_!D;AzsWCwvdGZC_;GS1kWk
zsCDl~_?L=x+21&JY|{1H_2~R}5jlZ|g!Y7m#zy~hbpj9kLcXeC7W!2M(X)--DHt`S
zJos03{kJUF<p_40-TJ(#eR);d(Qn*dv35!2Rz2nQ=T-U=akzKxg8PRv7M;5vF}bwo
zo8???-S2nnIWCDZCdTy2ExxFmvwgwiSP{Qj+s?%<zxT8};mO(5*9RJ#=c#^5yV|%=
zV`WzLt3w$pj_r#sRVd@S9&N+ncHDJ+_WP5Q7NA^JV2E*5!Rs*aRRwa8s|tM6L01(#
z1z%O*1ih*tg8_6^fmJi;s)ESyw=D6?ntpAaq2lp>Yx>!P7Skn;#n*UVoNAzwmE<FP
zw|8Y{;;WA4g%8U0cJ)g?%j#OZG4|@L`CN8qpDr~2zo_lwjh&~Toci5+uv+(+?Elp}
z*uGw6;!c}e{m8}Q!M4EFXOr$4|DEiT7`BSt?5fJK<*nS$W)^Rk=GgIk?ZdVSx3VHR
z+4Po4&Z>Obv(NIflDOQm^vj1I7tfDA%bDwNwD!^hrD=~149$GXO6Qel966w8d1bnR
z&C%Z2<|hv>-)KLy$XeGv>Dbc0oc=B+4nJB~t+64tJ?i!8?u=hI-fY=+p3$T{)A4A=
zTI(X~vN<A$(lv!o@42`0khem@s@Ch1ECm?9D|?u=#yQ=6Ea2%-ala_$u))NQObNHI
zH(j5VS>RLl{6Nd61AB@N$kr)Y-n(JWCvtdJuAwfs@S+Xex>?B!CBnRSAK+$xvRyhm
z&SHj`!=s0HPQ`>b%ARra6~1`S;{A;9oJO@@>@mhqTRQ!%zd26HeQ*8Yh=<Ewrik^Y
zWM*i_9(^HI;|ad1VB^Y7o61z1ChRbM1-+_ZdI!c;1qVS_6|7ir9DG%QFYKxULC94F
z44g6j=bve<Q9WgZc~!v_%&Q8XP04ToT~%;$>aFEEYD=|zaa~p5w|+{)p?je(FFp-&
z*(}h!C1&z+>(ikp>((1f7_E6;qV)XafvWrQA8vdMmitm<8T+A#@8pSR0`nhjRO5U8
zsr`WYL<y<RbqSGf^VDA+e4KCf;iy*oySUDaY16vD?J)=_`MlEM^z3<|77~8N)|F4o
z*Sswgtv<6cYw`6`CieNaS%UI)bKBF8ZqNKZbN3B9ftew?l6Ozpd^~$N^S5?ofZ>&z
zBr&Ns{{wjo`Z+^;Vm6;Izt|$}T9&nIU2gx9*F92ib@f^`SH>-{%qaNLczDCYUFFv=
zC?rH6T~)vjzN%p2iL55g6Lrg^Ws-9*i`#5&Yh?6E6ZV<)cjk;YYYz)u5t;0ET`#8Z
z`cddr1<Nq5Dp(D@s-P5hRlz^$#Yk5bs7%9hRY5P}s)D!Bs|x&-_<ho(x4wRYbX7qa
z<f?+X=Ok9w9ALM^a#cY`1Nf?fEo_)q6?jZ2F3Q_JmG97ot>CK)Ott*;#TX1vxMsZh
z=pfVd_pO$Cu+{99hka90+7%UfH!OOTt?~JyifrAP&&zgZY<b}1bL6V!opL^(ZW)P=
z=OPy8wdWK+2w7sDqBl!#lGB5}f=s`iq8^Oq`Iqyy$hse#W_5#!#Vu?X<f?+MDVm&5
z=FZF~_Ns!caL`o+uk^(}-w5M~ICxj^^Q7n!b|s7UEo}*3Ws_?jH~w{dd~vJ#f>mav
z`x5UbbbsP>N|$y&RkvQz_?jDY*~^wP7i?D*s3fm(DB&$DFxrwN3%ROb8n&wnR=6%n
z^aNd1Fo~F}3iwd3DiDKSRghu$zol*7+aikz`r^9IWxYQx8OXdzo2u1*bk*dN0y73f
ze`x`gM5~TVQV{|&tF9b#h_hd0sSv>RQNU+0i_R&om1~8cZk(`eMwu%!@6vRS2eF-E
zhVN3+7$>(*iGO@ZmoL2WVt#d1QoQ!9X(l!{QQwVBChR-4Atn9Tsh8Z$XO{(5gnM>}
z@6pK1xxO}DyDH^j;o>RNk16b^^bEOt_IBcYPvv5MXXb0l%yaqfo3WH-%}x~gx^CVb
zk=utPp1(I(nVdH7*XI!BlWa{twskHwaSsv+jw&loT6B3^n%z}5eW43BUOE|lYr=ZM
z4`n*FU5ryOdd2yalX=J4wEp1ldYti**Vdc6cDTIQm)8=~F>&JC?Chm~EIT^3nqQaR
zo5))H>5Fyn_6@tt+s(YpnpUoHFKy*6)=i(+$Nl$NV9$|&Sr6wPw9J!f%Ifled|>sO
zy|*kbxXsyf`9iLYi?H?)fe?XQnMu!9%se5<;@a{!fNfE9;=H39k1tdf=h^t<ig<Wl
zKhw*jRlQ7EVyUJ5O|?3{J;nS^RhQQtG3JP1xbgB!q5zZW#6sRCqr#Zx2L{(a9Qu(q
zTjBDw><HVhZjD=GL=KC5*?)c!<f?+p-xq|2WtVy%*x+;I+@zik^PGV1k92j<FSXIV
zcj544J&o>12g~k8Fo;#@Yw-2D_1Ayq<`S-`j|i9$rx~;2((J!(7vBZ&@BgNMT=!^R
zoMhNT?qI)zJ0FGzZ+e+|_2`=3>$9{y!r5}2V0RUqLAtBp?(6PbGUnfQIwT(T1>aS$
z?O*-ph~`j>dqVn)jfM7z{gq4!+%|uK-tN5-;%qh?50<TG{E=B*Z#?;v!rf^$tQQ{c
z+V-INt>l$+tXZ$uh1HgCd#pC$u-p-)$y<Kp@4TPhmhEy;cc%?Q_c~cG{s^~o4eN4m
z+f*D<y0qP@#CY?%27&e&&0k)tA70RWxPtR((sfgYh`k01te#0Z2Oik(GD!W<_@`y}
zg&X&#)RbLLH9h2S7I?<BQBzy*nwoULle?YQuU~MSy!d_Hd(QHJ?01jbd@}r4_kCZj
z$^QEn=kpW(ZPJO&jX}%8UYalBxNajc@#fZ;7q!WYCB=M<I+XOy+$OhoW?a0ore>F3
z(g8`ca)vGZk)_T0!S^1Tu}M~h$|$XF>YM-9&BRT$T|}dX-#t6;!?}j7v;2Hk`-R@j
zmGJPj@h@KZ#5ZY$QQY~$yHiC)(mdksh8{C`sq5-{Q{ByL+n!3-&eZ;lr5r4FH=H*H
z{GHxp^2;@r_rRr!yzT`%9Ah8&njP!^F6h1C4%^>OM(N;h%4*l9ul6}6=E-lqY|`P1
z!euXhE^xLq;_o+EW1X$>VV}dLsr4Frb=jqv_g>A47kYW8ElId8>9NnesBTtfP4TF1
z?~vn<#CLKv-jjKwtb6c$y2<?I&3?ieU(=?}ZB;kBdg|{JX0gdh*)KoN(6wcEs>>=4
zQB8?jyy*wiUGK*BYe5akeVJLO@_ZkCytHFF6X>#nsc9lx>}%z{E>GHR&KJEm^1{{$
zRU+K7+9xj0wzxG#I=JfAn{30ovU~Q+FODgFb3fhiZid{f6VWeUO6+mkdEb@Sbw_~8
zt+>NhVFw;(`6u_y{&z)wPEs5H--EK-KU|rA?sE6O-;e8d|I@kR+0wktWewM#j&;lK
z2z?CPmsx8h(s+GSO54`d1|zd4Zk-P+xn~v|#IRjH{b;#m+LZ%yKdjHnP?%n_%X8A*
z-&$LG3a{R%do=qM<E?LANdbS09Ij6|`BcY1q}}k@vl+A2aP|7_wM+C_vvc3Qj3s3!
z-OOq)D(CArM!54Co<FM*uBl>``n(|ek>uq1GZlYyrBipAx>#MD#IV4bdCm1_0;@xM
zjyJCiR(U+@;Md%PH?=3Qt(LW4JTd>^M)b=H_99<a@C);@f{BlJqFz>D2D_{v@DNkI
z!CJm>rbnSdAN_9}68;>p{#d?FlESs?(of%Z9-B0Gwt)KK2#L?ER&QP}pX?cHGc`Kj
zNn=u#SjzV^(g*yPL^){~*vkBVet{=~+o3PY)Rf1;tKH?dc>kP?ODl84<oQm`c0OY|
z;ZZ2pL%q)eo90JNyt&&-^5T?s_AM(d*k7H>eG9p);5E-oo4^+fkuEEcNf1Q4tUxRy
z*V*@Ejk4xpfBv3CtFD&r?iL$y-UI85ryu9gTqyJ}T}JMe|5goU{fu`)tP9tQb2{^J
z^IGWKIUohPtUw=hS;5Q-&IzZkTzDBl++_vDPuP<J?#F10{HT&zec<urYw@*OQU;5H
zQ`e*}U$!OZN$=DZ?cyBCUc3H!KIK~Sf?;b$wIp}I=N+P_uP&4S7}a0LGXE*-mAyY@
zM3Q&q9jPwSyDV#Z!{ODY%~BgDuD8nBYwdIMPI|O(_KMOeE0$>|N7o;^b*t#A$ej$?
z%8Pe0Vy9n@wM}(>`Q}^Blh^9bi;w-f@Z5Pv<#Z>>5`m(VLL4_wx38INT>Y~l(tNk@
z%=Y#l-_B1;)p_uixvRn>a=YkM)`U%BKH71TnSyx&N0;4|J$kd?Y+8@Y97*A`wI;ff
z53Q>%t4|1e-zNFnYa{n}@vQ6ia&6ZRnO1v!FH~&(%99GYt-$rv8$-}-1-ZM|q`S<H
zs#N?Czhm`;*8$wOBN*4{tv{4Dd!hdspIK{@Bb0CJOnY~3vGSc4QXxqTThw*dIs9KA
zueW8{n+))61*cpu-MlW&cJafEZ{XVsw)(?vD_C_r@tV@o%oVc_i)R(zxcWHlQQk$<
z{;BhSW~yo1zkfef{wYYsqV@9WGo)6ZD0j)cFR3K#=Qr^}elmZOF<-l?ieZ+O`kDGo
z6Ta;`+$d`nbb0fQ-csI;#{?w5E)3@vNt8DG^mR*Va=-tr`mbKaR?+Lt!hUR#i?iJF
zHA>dZf_wY?)8Ut&waI0DsLrsgH9PtDa+ayO<EE#z7d;B!-ta0~X;QV}ZPvXT;d~5-
z7s{+!vu0^ryt1Qg=~S6VttNB6>V)O3`D%NlEtdIIk5oiJ&#o7jR%s|-bTSK4&3<=z
z3jfMQ(v>M}d3_qw>|IZ+`75kizM99`Yhl9DDHVFP6Hk`DakNNk;}K^!Hq?IlYukgP
z-qP!PMU3x%G30)1TI+UVqv+l#wG7_^g5LyP62F_U^@Vf3fX#xelM>T1o`vYP=cKZ1
zSp7h;>ncahwG|Fx6(S$=zJJKtsbMX{w0_#*r01(1cq!gBG!0gJSME{iU+FzP(RWv9
ze{r*fN17G$j~TP0oP%G>|76H0e)8L5IZtp=(0;yW_hMsnOEzWNZw~8qKX0~u!kr0W
zs+koIuP2_pnaH2C_33M8n=UK9RLErocPGFvE8skMGkKoxH?+$NRKq?Cv-Ou+E>6)n
zcEHA{?ZID`0_mOhXXiClCM>RH*m6%QTlIqEytIQY53aJm{cNJWcfEw9k(%FBySr~s
z>@o56y8KHluba2#Z^(hr4-+>Z|1xok<`?OWe2U2>^0)6@l#+@+`B6garO)fS=_yIe
zUG*|&n}=0w<(;3mLU#HZ=ik<%D}xVjNa4RV%}j==NNVm|@3(o4Ay>+Ba>9RoW%i!p
zThnvKYnqo`Zii+4*6xt2e{?o&n_J1YJj$|uK2Q9v&K#fDhr*?!lFBD6v6D+J4Pec;
zUS6``+0#Qw+WO+tUUx6vW_a!AS7qT7GtaPepRN+x_h8<m0yfdc8PhDE)?GXDc_QnY
z-fw^A`F_`%6eD)!_PU_@x>V`3+YBBmJM_-8@32hxB^>U;;3}$bJFUri%WWA`q1g3(
zn*v^O3r&^?*$BO>;Oc`Y&u?#~I+VV=ZE}U&RnV8$g1D<-qRHO0t2?GH?0E{mtH3aF
z%eV83*>ro#PkSt!!Q^t%OyTR^?~A2dTemYPRM%L#Sv16$FHi~6{MWpsU*mRakV4>5
ziK(w9T#m9nYxE%L>ai`=JCt8q$xAZ7s3`3;TDtpzRLwqF9gm1>&)&v4@|-@m{kWL&
z@leluTQ^O38)4b7GgK_WZ>sARpJ$=(&1Qr@-nR44!mZ)*bDUF?&n<jpP`rXca_PIo
zgPe)$@?<7jY+i1Bb*jgkqxC{*_ly7kxzjhLw^H~`!fAu3lK!71THl{dH^{V;j$gXs
z*}Hvf_ndhcqrv@=Z%VW5_mhYEKBolQuM^&usL6S{@>8LNg+)b8hRpJUM~6*co7bJ)
zwzuWo@+xEV4SQxv2ZZOXs(5hVcfIgDj#Y7zuBQtY?~Pk3^>x7xPQ+COY~mPK6(~Tj
zDv;a6XW%E3@%fR%ZNu4Ib3T9kk!NndEi3Hd4x3Zat=_kS4H7mVtjm{sb3gk?(2F`7
z!8;YZ>UsBbvFOa$dFQPNXZxC7rW+Y~?^m9A_Vk<Fv)AkL-Y1@V_gXk)f$!2aZ|3j%
zKIeYw-aXGZoGE3CEY4vJGR?iZOHd$d){KJ-`TKu~-d-HDdE%tKU-zb6KlWR^?y8$q
z`8@IYzI-e1wKsD-_;yb5b;IWCvR|?^BW~L}ch{`S@O!|#VS!qWko8f8i;``t7BP0&
zXdiO+*;<r)e!-<JDwB+b9$)TmNeVbuDDdgm4Ns1x%UD;)9l!jyH{gRn<AuKD-%LK@
z))y`vv)Q!d{RFc>tE>4xvk%^zYc14K^5*#*4|{1<?ZX<)asiq)9pb|MMK-h9)-SPr
zwEUN@#(A5dV^2%FswCPCnhfVEF?gK+ZLa@ODJh02G%w*}k@M{7d^h*pSt1@>_O*RF
z<f;OF_*Dg4j6ZX|?lYXu+x^AE(yvM^ZBw=w-&40goK~i@B{tqHzbf*BO<ThMq%4o=
z!B*RKllT{%XbWHeo;`2hJKgx#g*R^Goot@vkg|B^#ixp!s;+5mFvy<x-Era9#cLkE
zUH<;X<-fJhm4*ItI{Ve;2FBL0@dT`z6}{@JXj#z(?>Vxo9?j7`lia<zE3^2~9brB5
zOPfu@8CEB(ExXIg%Nlm|)aL7Z=WW=wLbB<#$BuiojvHr7_Hpg__o;Bl_PbnvIh_I~
z++vbrF;Z4*2-zd%zvB6c$3lh%6Z&K%a=c69*q5Z4WG(%2V*TP3LMtRAv}d_+e*bUC
zc4X31j@;bZTi-U`P1@>yGD~gks_M`SaZ&PSOhp?qmmQWn@~ddtyZl0)_%hZh0{wIE
zK3mWke#Y$VoSwAc{lTvy5BK*swH3Yyp1ytYiLW2>oHm~_t*xG3x@E#VgZJ(>FTR!A
z+Eo1!_Bgj}^K?BP4~LFj7iLdhEN-QKNi%q&w^M&e6K`Vgvs-?({NX&W;;%UG<zB2>
z!ua*4@h>h-cjcIOE<J{uAH}cp_^|(;>eT<aN0z_mPL8=+)~r!($1J$Vc#C*#pxB&8
zL6<&qeY~)E&eIH=J)iVEQv!KjZz-9|bEaYQolv<9sgpb0?p$~(Vb!toJzr^X=EaT~
zd<%M?|9q^)_}_XdceuqT-ZLWn%)ED3pM5;J6m(U=ZrD`?v&p-vpd96@f<rB$b5kH!
z74Y+S*Fdf+DEitJ8oZZfugNi&jdEKU7R||@@#k@`=)zN=s|vy)R~4+2V255+Fy~xM
z+z$=Y4DeM2U$1{;u@_lZR5P)m*~~uN^oQQ{_B39#e-~QT_QagiGZK*0z1Dqlo+0-Y
z4aXIZkM&M3cUhj+v-akWt&TB1_w=X9TI@5H@yqwfsmPk<_9Vz5wx+E)$XZV@YQ|m8
z)X%k^5$+S8WNkciFM;!M^@k5%cy>E7>(A4R-2Nt|{bF6%gTKvH=jX4V@4s3$S4?-Y
z$F>Y(<{ecEb0;~7n$HoePB~wvBwM^kp?78$PhI(k!-sbqTP=L`UD(Hr2h2L368obS
zIR)c1*>B8#`qyC&<GhWc1s!W%&sNwg7PH~1z^cGzTgIl(KNl<v-*f`!RRx?bXGIlV
zW;(~M)|%DK)PL&xU7fv|{q4U$Wre=q(SDfw$BC1R*B)ZNS~Y*y6S23uW^H1Phz)cJ
zoL_DA;?A0@&$lj%op7yT{~_IHl2Zfs1W4!9*>^3CFN@Hh_3i6x@&0E^B<tnGXDv#b
z`RVJCOM7?3-01tZJAhZprRwAF-v>TVD!E#`;i^)vV~EM4yOC!nf86nqFZ|(#>drNu
z2Lj)mdX{zh;65q${F1^g_O<I}PL{j!#q|FAW%Iqn>d?_;w#y4Y`@RoTWxpA!%m2|X
z{N$;*>M5}^uHMgJczkU3MZ*b#7lQY9Ut5^>sbTh=Z71|DFg>}&s&&wC{{DGKKS}@e
zS~e{^`0}!h9}06^JPs^8Dkr@=>g@qnfeRk~xhWqK>$1!a-TD-~x^n63f0Mp9zn3!G
z61C`vmi(d<WvbbK;|?!aa^4~GD|>(vqvXMLirbFGYgF$nI%w_lW9erhv!!-VS_&7`
z9$&Nb_uekv^<vdWy8YzKO|_<*f14V9;g@d6eVd9I(@h({oK0EL@i}r`#n-NP$Cn$<
zvbk_==CQy10=k<{Op%p$Jf_j=x|L5D?WTfe<eLfvyP9P-f^I61I_Xw_ZgYtV_o4ku
z7e6dr%@4Y%pxBoCbmqn2Co6B}8RS(MR2wC_Jmrx++mme3Fw1>Xvz?$GUs~J5PafV5
zt6n8872C6C&7;Nz-VMf2BE@H1e^8?psr_p8tJ`_n!MoWuKaAVWY-*zM{F&ns(bk14
zRhGZYmOf?ud-X95$s1)wdw5Uv$(pWwzwXe<Q(31}HCJC0Pq+Veq+H<e)}lMII+<GA
z&Czcv5Qf}T(4wZ*s%7Ds{swYWL0mWg4s~no71>PZw_oOCHu>Y#you)$<Lq6lUb`n<
z&Iq#G{77t4xnGp5)={pcJBPY_HmkqTJ*(q<=8NxTGgEb~Ebm!MuG`G^%DHkV#_Qq~
zwWPygXP$~Uv(B1qn5A~Jd5Kx=<u9(6R|-~nRr`l;ShM~4%RavE)!Uc9*!tzmTHC%|
zYF0bNOFx~T+R2-v*Quo)-_3p2`(FBkiMvJLihZB-^X%VyuT>{Z$eSvk=sHc{;`ye7
zKF0o=4>;sAKKQ&Ob3?vC`#OE)hb_&4-3+eRebU54p5&@p{J11~wy7c1U3pQ7;?hWk
zDMgnaXtJDI6?#F+udj3IZLJ#%wsT&)UU`#cv&r9>sZO_8mP%*jE;=;tQ$+5hZ`U{V
zHZ93@@}Dfp8v1xki?U+n+xm?r_R_5E-(LNfnj#&&xI94maWa3-0|{nnt7!+?rd7Sm
z)HnUN<)H*)Pj~lrPKGtd_B?Cz{eMowGyJey->>}}ynmKIxOBpw*S&Q6w3r*=kE8co
zIJ#3>)hvhqu4v_l75~1UITZ8z@$~zD6!-l-{r{g(^|Py<HliDZ`~)5c%B{JOH~HKD
z-=F3`wg3N1bx*7L4n2WJ@q7Q??yvv3{{OqT^_=tW!|y6+)7Y3F6zt$TxAW6#yRVH0
zr!!UL>^m89$tKJ2*u@D}`;RoF%sSCK?Wd2#A^uNSV)s36-OcrIJx7LYp+RJ%*y-q;
z@`F*C9nvrMgg0CeIrt{try;F={mlCz(^zCTF3VQSovBnX*{ipf!C8C89KH3+uI`z2
zduCSPHm{^z!4Eqg^+N9|D1qHou(+w)tLN6ItBKpYKV02a_E1tr<ygU4cc*t<-@9tv
zZ%<j-U$VVjnd#&&&|L+^(7Ouc%prFbTzs%tP2O#-uPo%Qf>^tdQ!%k|UtJR}J>4e9
zv}xMZjlcF-H$3_K=F`gz$=C7U*aZLeR7^Y>-pK#hEBw&aLJ9thnbUu6>M-Tuzu4&{
zV^MXDaiTh(s{gig4$Su^J=k|!src%K*3(;4xff=C7Q4Q>IC=xW__jatadT%r+FAAN
z%ESMr-`C8}POE!*=)>*#`~E!pE_mKHBIl%k{U0IA?f-2NcNOfb{mH+GZ^{23-!A|E
zBXqlZZu3s9!?*qazxDkWwD=$E!UIbm2X6j4-RO({nLrtL-{1O*pY>0yVO#!cq39Rx
z2y@=$vwrix3{~CwNuPP4ljKLmdbhXhJ^psy`tSKaNbv0)*V>5sj$6VzEL}Qz`@$Z}
z7aR}Cc~cP;T6f<5!GTR5TrdA^zrXj_VWq3eMnTu+|9|A)bJboqZ>z}<hU@2xUYiDg
z`sLkt>E2!QyE`rkUYYi(e9MngUH#ue|0fH2f8hW2@6Ocve=kp4&(nIkxaq`~kKf||
zefZY$=l1@ZiJ70TO?WH+|3RM?x7l;iVAU@=TOWOmo%4#_w_hbUzc;|;TVU;ku9uJY
zH*xtbm6q2KvW^X&q;Mx~L5j<xsb`ji+AzJGrQ!PTV1&qmAcjokpYKYYx{h?65VbjW
zYWu6gRk{*>i(T@Q+h)z05XKhozpa-u@<LRd?M?P4n<`K1?)iApHL&?(Kl{JNav7nz
zhxa|at?xcRP~{w?5+CR&k^Mwy|7;c=&Xq4`@vS)`^xlt2bla9!HyC}c#Oh||Fq?f)
zd2=*j!DgS--F++zmosW-6s7%a`B+<Hxil(i{>Noc)vitOG)t-5y2|xV&zHFqw=8e$
z6%4MJ`n`l@z1<<U6YEZMY;f@Vb~PiF?@_AL8`sx?YGxHWQd26E%abfKUDii^mzvRL
z?ySyt^V@-~Yr7Kyq|KywinXUaG5xXpir^&YHyxALf8)59`9Sc(<%!Ct_MLWr!C!pt
ziG`2N<rABKpV@9~kRCUWam&rsyJH`mQ`;Q#Uvcv6-|<x&|2M`x%{+7O|Dv^K9T(i2
zp8eR9SO01H*0S19zSUo+|2eO}pELX8t21-zUf(#pW$U|=Hw&Zg_V^V``2DxGI`+fm
zxZL~~Hy#JeR@W>_?)NWwljxPdbIO~Kos(=oy%IOwT&R8X-TLT_((^TLhSx?%%E)hh
z^RaW9t=;8K$JL|0{ct%gH$UrUx=o*4?J?i^H}`^N@2-5R=zRa;rr$BO-=fNvKkG=?
zdAD)hFV(nNw{73fUwL!ydVRCURrg!WyMHf_D*Nwp`rWeB@6o5<#hrdPKjY@#VBOnW
zQ@bB#ewudu-^xjEXKYA6@bKzP?Rl%y!({)(Z+@R~^KtvuHygLU*;XQDmvdpC`}BXT
zRqwoY-)yh94Bhv|b+zNgxAzymo|^fVi;;hR@B1HzPpAE5+Wf#@<G8-)TlwdIwVNMq
zW&87Z@z)}sQ(1YsO5ZH)>lJ5nyPEC4CGqf)7O%gd&cxVLc86AfecQTR@c`$PRifvA
zD;0e>X8GFv^h0IC$0pC_t!aALd~sXUzpPE2YQN6O)|&rOom|)W@k`XT?F~!xYD*V~
z*YBR)@cGKkpZCtm_1~9z|6(ooOY61|(@owlow9GqSM@g=!;5}>k8O+loc*W3Kd$`W
z(w+Zrt^4Q7eeo+VpWM7<j7bVrM_l{fCmitp*RN~LX;tR@>BxDBSb-NGl_x*gdG-1s
zyFZ71aksr)%KY@V%I0+USL?U2ExF*Y|2qG>lSNV2*U!`L#?&3%82@O`r+eE3_b>nU
zOI+sh?!*iK>k>YT{aw@YY}TLMk8cSceg8*1)>>TYn*1iEJ&yf<(*E~Isea32|7KXW
z?8<?Mw_GeVg3lS>ZYq(w*v+x2D{8|MtJ!WR9_U!y{O)-s_SoaS&P^YLSS5ACw3t2#
zbWAQh(K~(d)A?c^AM?)ZDs;Bhv{pZ@xZLrQg|X@11MR&lM3>JwBNeqM&YB}ffuDc2
z+3eJdQ!k3tcwhXd$m{3U=s1aEUf-tYVa*&0F)J#H0@tUdXm5M1b}w6fahY?c-!ZxQ
zdaf<Y+ugGE{XVjE`NsG?OtW0eejN>4wD^<9<$lHwmz4Tl&sPY}{nc<)GU{ILg9o?U
zwM6>$_tiXq>ZYALCGdNSP|$Urn)_b`P3}MIE1246pnrWYUvcRDb(VV^6l%D0dwV|e
zy7AvzQ}bEom}{?rWO`K_vw|E`<o(+>N|()_`SEPO!GTO(k3T27SuXzTG?=SvwtLOw
z^}bg+7p=bU`8My>#CMmM8uQmYKR?B?#;W+WLCJZi^S_Ma&uh%>-0NPvmLY3};moH$
z^>w7omAa4R|C>-T?bqvDA7N-=_HnKm4imm79B8zYTD;#YO7SblGzY17eb&#;yy<M0
zDzsA7Nm$~OwCnmb;rYi7{M|6`^)A~3EPbq;a|<I5v0J!I`?xCbl1J29-rQ5nGrQhC
zXSO$F{J3V~pJNww`F6A^tKB&AyZq@Yv6tKvg0*+C2}yg%S6L;^_;%GUx~HPXGXBb$
z*RvnL6<D{^;Kt@1YFEz8snN~yU$fEFTyEZmjo0R$n)1hBWm$iAoc_c$@xSJEZhBQy
z5K+Y;|LnKgoJ6Z$+rvA5KXI22`dEC?=>4X(AO3H=yr#amKT(7?Rx(J?C?cbKufDP`
z%d*d#JUE}7HTcY|ceG1e-v8EjcbmNj;x9_hf1KuAb0q#^ee3^staE>eXFboaU$f_8
zeBRRO$%@`q*S6Z+iP(|+?9;OU{fTk^<Cgoc&*W3feO*^`+3s(ps+GNS@uR1q5|#6}
zeolYF8~FCEyyKlZ!_&dXC$IXM)Gzz<Z_>2WLf_-w1>QL*fB*K~@HanypIbD4>Wn)x
z74u>?C)J<Uv8ibD{Lk&PcjEliT)CPr--J#E*yk5lT|6G}f6qhRiSCcTpZS0H`^V)9
z&2ci*b85cl*sQLf`#;_P`2WjKzOCQ+>-|QH$3M80Gxr~FOs!%vy(si-lk4Uvh3M3?
zi?%ome_y6ykoCx&oy|r2g^^3+p`=;o_*l2avBbVAe;4@w<=TLTKgT2&9>}<Dd31h+
z&c+xujR2GFmfTY$bOQdiM=tpFc$0%@QP`P<&vfMCH*W6plkS%+{q;yk?|ydrTuU}t
z>vM&lZq#(Y{JG8M?gts?OTCL{&D!}qxm;}T@A@uohd7@63Z@p%$+gN1bx9RWZF58R
zKIHt+{4g?U!P`*1!@?SCwmjqYZ`kl`lRR6~Vk4~sypj+2+teM~eipp=c$vrl?{ae+
z|C`F8?Jp+Uuda_Nd!Ds&vvq9$wg>UG_k)jY%=A}1e%|!?l+QQsnMF*#%zJ6xkvx;@
zCI3_XR>zBXLD2u_VqNL{p;L}oi--1n3wd3X<?=+JqAbXDU%~8SC(Z>5eJuaced+14
zu9|0=A^V<hnWG;#|I@qG=U&)`{&^c4%F_4yc%aR^MXSF(4k^;LJ*R$s`P&6a$LAjI
zs`)6l`h?1kt%<&tPbRj0y_qRGF*?L<{nt-Xu1grFPE|H}zD>!Zblbas%l|rD`1jH_
z{GIgiXU=zdJM%lG_g&61zp%W1dd?qS*@(z(lj416>|e+EnR{-)?JbtcU!GUF^d+C}
z{r$dv!vD9{XH(WR@`PHKMizXHKf>Cm@<U3w?#2Eh$2~Ha#W#IC^)@*EV!dLu{_EO@
zZNG|Rl`M;bC-vU$&Hu6Q<EcaEqmBLvwVC97Uh_Z5`Id6}-lV*om>Pjc3V)C5?^xQ?
zZCI*&Vn0j9Jf{j<8G%d3rKU93MI3INP_@BMxIOEqOU#1wM@+WD;xE+ZRsKIL%>Kzm
z=7MmcgZ~jm%SZC>eRnv0WM2AX;jSNdmi)N$>V+2n-<f(sLU&47cfM@<=VJaveb=##
zKN{D5WPbnn^N%CX6~B~3*DbsK$v8Gee%FhnvX~Oqibbm*J$|{Wr*fB8N8dWG)r(hu
zdh_zw^FroNF6MT<(Ov$Jk8xY>W>Gi2GvmF7U+)**>rLm|MNU~A*0>(@;gfdSTFqa7
zUjN%x_k8<_(Bs8?-*bQO%P;2qxB6pk{6np#JeCtna_@h8za~&b@vgw-otd|Ff2>t}
znq#$HTvtb|Q^Lx~!e;Hi9h*Zxe!6s7YroXRIKChc`DnrJ(6A32iFRuZWE(UeSj%m`
zRlnkXWbC{7A>r|%)8qd>OlAK6@~V6jYbo23gKs}tzmll847zVAQIW@XM{=H}es=ZA
zt<#&oOtRF!`SW&oeMRKY^EDqg+ng}0eb9Kf=jD6bZG7rKf|nRvN_cFwwR;ht_MVck
zB{_wP7w=nczWYYz_k-Zu7Y%MMy7Bz{uUE%!{`@Vzxws~-&eZy0W=EHdt^ch@{AZuv
zeYgK?josD1R`c!8JhxBR`FC*H+jp<-m*0BSHQ)Dkc=huvH}6fK&Bb5*e?0s7%D4GO
zH)Bfo`)zxE^4W~fo3_czFZp)3=AHeYqkk@6{>+~C@ZrJxm14`52HoE7!8*$*&&NJD
zSKj>azPWNc)S9jc%ICkVxe*l~{+V0tYu=yxX+iT})y=&kul6<ZocALA<B!Vi_q^RZ
zr&Hhk+0$PEbrtX4t@}6kd0yuK1I6X$|MHE?{Y&?syUSnv-QfB0?BDxcbnR?@y!LtZ
z{$qK1%8J+d6><eTySWA5>$xpjelNegP^n~R_t(So3&p(`R_>M+7JOdjQu?{b`jz|i
z+ky>Stm;<S)MX_8xzPLLPN;kM&WA6r{qos<Eq&KkyNhf6-z71$zdOIvbMX{@`!{O3
z&(uoq*KMD@W#;TFwZHe~1qr5pzxsWb=j)=$)8^G}oW12ty-lo9P0pYAV*6F|L%zSR
zOG!F^{m%w5>t}!Nukvo=kNx}m)g;q@k6%uDnEd#^TJiPJ@2~IF&fDE*`TzXONe`L%
z|5;6zQWXDhFMmRl1J`jOpi@4;$AuW08ylk@7y>$+3@imX-Uo6TVnAYgD(D2OfW#uu
zIpT(fmSzeD3g9Dkd{a|06Cp=<f{xj-G&4{zH8Fr38XlBil30=ox!58owK%`DC^@xQ
z0c<d*zH3E^doWlYBEYHd4!Q)!9OM9y$()?}?uH76#^6g*U;>~^V8FMTfCWHT7I1Rv
zgAT`nn#!r~1~vqAkP=u4^d=eb$@?$?kRcYxDnK{MfX}FfsQ}$1V~MQ7Q~`Qu98857
zNC2(^>JZAWmVq4D0zF>~e&n`^A?R!~q*!tCRnYg#FUn2K0mVvkqJkmh$QC3Wpa{aL
z1J9K&26`4CGktv&3?V0qIVzMCm4ag*t39AFAjcjOu9h(YA4!XB3H;s!BCeJ(F$5h#
zMA5leMxc}pig|rVb^s+fi~tAOLX;Z^&AC`c(9@PUN3WKNRj@Qxh*mH)0Nv<-aa0#L
zppfF$u{ar23|fw`t7S~U`2Z;#2%RQn1Uh{RT9_4=6s0ES@^Xz{EknW8GA7^<1;+sD
z)iNeV@G2c#o9a8`x@gKdBe4inPr>WqbOQxL6C-%7tDkNN;)5z2P>IK>pKb_N0IE-5
z0wy38pn@MJU=9)hA3q4b4=ddW#0M3KPz4|j#;`(^Q$HP4of^YRA5Q&rP;F`qO)Q+8
z`so%5h9<@!A3^myg7`>IbOG^^oahGP!(0fijP>D{h=Id{Q{N>sEiJVuH4oGRiB>RB
z&`$?pLk0bGBPiQM0pu`{V<2)CP;o~n4N~s{WxFYW!v&%cBmu&PAQM0g5H>Uiw}CjJ
zRR+vCyj+|R_qk;j6_<b_1JXPKRVhx8W|S_-_X=hv1`4`nW=PksfX)^zf?f*-I=K|u
z00ZgtO)M$OtWbznFwipqpDk>lpo?IFFIDqNgj#0=KByFa5+bNZ1B-;@hvsD_=clBC
z!V(sjP}hU(0JRFjGgC@3iWQ<2%q$HQj0_AEOu;t~nu0E%Fg8^%H38`}178Mc40Q+O
zJb92u%)qz0fKmbEjvE675RF;bg5nvR#KAGAPpFWA-82XaRzxA=+vm;4Y{=pK-I7&Y
zLQ|k_r+?^KrM>^RIn3Uot@HY3M0z`)*~1{$02PIbgwG}MzJ~8tNjrG`53hXZX7yl}
z#Ge-|;;Y(iEqsD>Gu?OPH=NYk>SwoG>)44<vGq&ND<v(cN#61F!_LO4i5tIWpRn5U
zM_s5?wY7*fQlYu{FXJS!BfiGB+)n*v;h*qj^Ipd47dBgQG{wQL2m990#2l;!$}s{Z
zZ!jAY3_j5Nx=dgfDI)t9tP$pUL?aNa6l@0aY3n9Npqv60h8RsKgiWA171_p$Ikx9^
z^By+fVYx6b_zn}BPv?@Al_D&eo9d<OT0-g?`pb>P?+6@CU1qTJV3YXeDU5PICT&vB
zvC>P+KC^Md$`yxB_}t<Cv}!}=*;z@FQeWTh4hc(DS#|!(GXJ&5^n33v+<fvir%rx}
zb70BBAglRtelCBXEc@XpdT!hNZC<JW>y70<ER&awGs1NsBG}1bFB%%7ocwGADz?B9
zMEV_CDxvyacY^mM7DW!1?{k{CLt6f@oDY_j-MnJw|82r+d+h{+jFr{+&7NnUdk~Ob
z_>UvgPwZ)Z(dD*)r>pP9UVAXxOe<?1!{&r&wi%t?(%t&<hxjuWyb1`DWLPb}>B4qH
zl?Yj-#FMv_cm+OMWL#A^x~|o8&WArQ>^f|o%==;Qb7PI!Bljf_)jDk~o__iM?k3+X
z9p--u`I{obq7OCos~!`1X_F$`uf*=nqw&k^gjvCbfX{7ZL5~?+O5~>8d~mGkrT3{S
zqq0T(Co^s~USGPnZt?z?{rkQ!?>Oztg)0?-f&d(3MyRJ~8-a2=Sc1r~gqG;2VQJg9
zoA-zTk8`!}K~|QC`s#Ts?b<cJw?9ANsbx1o=wOEnb9q6VqR|42)|4%&|4(e1=GV35
zwUhX+JsHyyKG!W2iCCSGdsK_*EuWaQg-7*m3(w7WH{R!8wbh$XNZ#M{x^wlZCHl25
z_~oq?w&C(1$X#H67#g5-hK)c~7+8Wx4}yv=jP{OgpEal`Vy*T&$U5Q7`3=u+YItqj
zSuefesmV7EIcB*oX3Yu9w5yD`_DQ&`Uh%cYQHNXKeP&-uV5ir_+XtjoY9BLOExFyK
zmCV25*|a+gRMk7rao(0cKaJhaLAY9WcA~h2_OW-lezqBlR=+M>8-MtB(aT0{e!WoZ
z`yZIY{IxW2`5NR{u;&boQHlp}MGcl9($}Dp3d7gB{f_He6giqfS!4!>*pbhFCZCMn
zv-5x1s&l9GouZ|l-V$A?Yix4q>H_`AjZ2^X66DG0n0M>Wj*DAGzX%50%vtu2yJ<dK
z_!p&!7aco3bR6H6ku7v>he1tIg+Smd&(t2zr+W^x^mR*Y;fP8w65g7doPI2($A0_L
z=IX804Qe|Mv_y$dyuId}^_}hZC#~ME4E`AYbE19aY4O&LCX%>91mqF0#|=#_z-k~I
z6L3=n%qB8KKm{yDh`9E8^Bp#T6dEo@2^(tV!UM(M{oVdhc%}9{H)DR`qiu&j7>QoF
zI^m<ULECcsgy=f{lI*%tzdb858$TT4?R<54#g68Qy<BAxll*@2)imzh-5hp;IrK>J
zw@ckgK{t+Gug!9-^<JVlW9@|}MhX9~eth1>UU*dF6WA+QY6p-j!M-vCwFwZ_2Dl{#
zmLSr*pfVN1yP;>jxf($AL#^LLZjqc>@$Z!%IlbRss@3#X?K6jS(yTp&7UJ8F-D+<A
z?j?BR-jcf$uFqcD)zoAeoD^_X+)U;dm#}Y<$R)8|oE`o9kDZ^)SH<8zTh0ZSXFzTM
zyV(LI3xivcU~wY-0xHum{c>R=xUM@eFSwwQLFng_C6zKPnv?$CwpnVju4bFOzt_v)
z*-Bp~N=jYc;ygcgPX665+8sJA#!2T~l1pBwM*GzrNi>)0>L^Q2XML$~RwP%z_R8uN
z1)WE2-mI?EvoBcPI6L9cq?I2Q&U^hpC_+Z*l{A0jQD1}AW@ULgef-|<&Nqh$p68kN
zV1e2e=ai{u|CYQvRkzCgo$>e5KkJ`Q+P>!rd+|4$sknj$<Rx$r7@DCbYj_C&2^&Nc
z161yz1p=f!XKtpTYi4S!U}R*bV5E>@$OS%qKbOl0+=0je)4FD+MhZC~83fBfA%`o2
zD-CBA1F{h8M03=l2%aM$E+o`afgPBSTEiHdZV505Ffb3kU}|g{X0Xv9&>+ae@QIN*
zd)Kp~nGq6<FJ%nYW@n@@rARS)rYxJeQg8xiNPj|ONlL-eLPiF~OM>M%f);Ea*xjhd
zE*rzM7Lo48+QJI$^W|$&<Z=0Kdo-qD$rpZ${$o3S?D>B!OzGIwJqMQLE6MZ-W<2DI
z=Q+6dvc%6{N-w8gSD&5nf6=Fw4eC1X@!V&V9=ILaWmp|(`_bic?a}8pGp$zY|8}3;
zoW;lOm(REPL~Cu7l}^fI*IldBH<uLgJ^dy>^}Q#574xG{I^4K?400*h$A(5I?NwuV
z284JS=^9D{aQ^~w=Op+hX;60pa+^UgcuY7rF|RnFC|{SrwFX8IgFrnN1@NFRqDKVk
zoJ4q}W~OJ9D41B9p%2c1dn902LmWpi9f6uWXc+)BaB(`X*+9Vc`@gQpW!)#*mMxqr
z5aiNzWD)<=Z_EeeRxC}5KBn{I_pgadg2cC-t9W*<XI<vqdC{t}7s^*xw)45IY&q(>
zews3mg{SK#nU*K-gpSTWzgO`}_wL+6i|tugmgq3PXg{xaE^mW1r|kpTh52C%re-zW
z4Zr(yM|AJcgOXF3-Bxk2^zFOsogepGveE74K2baUyW76c+TV5ltilt+bC=9wxMO_I
zU;LKk6l4_Uc+*7GQT5-`t|by~|L#V|&;03itSGGVoU;6;1O1)d2bLf4Z#>_beg3B6
zr^B@mls+1s+f#CW{pNMqt_KZEIkc`-oQtTc*yj;kc*AB#_2!oK*Q(4PiMvQQF$O(+
zJH5xuQS_X?!o2RMxY7wI1i>M0WR6lGgD>y`OF*K6#DNM^P?-fC6#!lRVQ69sDkDH5
zpiIw6WWOKOLm$Pc!xzIbJU~eVH2guvFpL>!*h|68&<HdPV+bD1K`V3=3{Ak7^@0)~
zSc;Tk7;u{lY2+PLs)5T%<Z&2NP@xJo9wZGZ^gu-&$~X*YL}jF5&>hXO=%qZkY(Oen
z2$u4oh7m?7KU7AJOhK*(`xb5F2wWh7B_Jg%!C(M2zA%Epw$~8UYh|g9JIJoocrg95
zoO|G`Kl^*dYr+jTm6!XpwCX>ce*DR^Q?LGnUD`L_NBaMYPBF7?-oFjqpBEjnvj~=J
z-pm;x5?GR%`YDaKMODS%?+dZo%YSF&=g%%(ekaUSdo|x`Mu$kp0)^(;x(DXn{C~Wn
zM*bJ`P6GoSTy+Y_p<s_08lep8fO8>O0^;LA)%F1AVI;>9iVibSUdD)y*a-*o4l4+_
zystSbciEZ6lYg&*cjhV&JC(JszA+oDiCt3Vm|gSXzW9o%UbYP;XKZG;&bvK*S`E|B
zV+YG-Bz$-x@qEJu*B6CfRQTKr?k)4Zde={lYv#kexx#+Byp9>X3imf#tH&jl7cD%_
zt{8t)v05ted*!=L@1{xYFLd%+;BvX)u;Tp^(~oItERh>)UvGMUdDr<f@sE;wIgYR5
z-=CXPVBwxTk+)Z4OAzmi(@O<C-p$`G_%~rc5BJ|Mb0&M)&dVyZ)(x5YChoZ2nVp`p
z`@=N)s}KF=KPtc-dX1m)XPzjI7zc+1IP8p!Ou=fv97E8pr3MOMHYCQK;4{LQS22QG
ziD-9Fo0x%`Clt*In}G(6Fp6eS8wAmj2HQfUD+kT2uo<j{McS;eg}DNr3nRgXB83EW
z2GzpYNYB*J(iB|rA#$y$xuKqsg{1-bj#x<al_(e+80Z;U8iDR2=hTOECcu}wf;tnh
znG-`JLp@UqBLibY1zj_9OFc6Sb5jK~BO^UiQwvi|1w#WP13gPiGXqORbq=}I-p~}(
zuK`CV$UI2r1T!glmL%q6COd+!mW8a2C;{IrYh<8jW?*Up>IA}C8X#jpPKV6cpjTDk
z)Pocr1PcXdBNvpuU?Vvdb7Cj?f;uFv-|bqbzf@xKQRr-$Aauz?=hxy(at$|}vsOx+
zw&2c-H+B|YIgO$A@%I_+?JHLKZ@oCr{e9j9-imvfi)DHapY?noz9Z|f(7~zG>J;~!
z-nUhU>sgwV?U$`D*}_ETxXUM&f605ax>-u^!;wYi%MWB0KV7|k73ZBhYyLLM^*lG!
z_FlJuJHIOPZT4;E{tMgIh2FSc7X`jBGV%eF<wBF90E1g$P1$EfBLv$+KRuEOJ9%J5
z{cr1{SgW6RtwNSN${ugu;c{w1i^478ryiV|!9mN;d)ySv6c(P_!E$lt3a3-wXQaQJ
z^Z#kZ5xYe?YFlpvo;MD3TC1(oW)pGeQS#)V>8%<?`wk{;JF>{ea_Q+8(#A$PM}@kZ
z&ZwLDf3xGOEY|a3I^M55gFjw+$A87L4V$y~)iEyqyd)T0n!th*Da(Qa8XPgkhA4w2
zW@ue{M2Q2wn+?`=1w}bVVFPZ(L6RJ79#BEwGbJ^zB(tPa*8|j|Lz#~QCoSZ5pc$yH
z2d7Ttb|5G*Ah{f53)to8MIwp=2TwTzs?EWEg8SXs(*=}mKz=j=1qz6P)aV7xZ-N$S
zfUk@+GEguwRxq_NP#}1Dq^X&qo~eSlk+A}nD;~{2&Oiz_Xvs8;u6P6|9wZ+UDr?Mf
zG(gU09Z?WC_TKKO%=Y%9FZAB3a-5###P`?vvR%VP&#;V;9?K_hSF6o-Vx2nkXWioa
z7qUO!i4bnAV_6>6b3uAFvtJ$`*TTaGBMw<)EPf<5HMsYZ@T>=AGnM*!-^#AcX81L8
zRWJ{?jNYx%9}X|7FG%#rKKM|Z8+_;7z5fq7%$!_X7<y}8ebM?mTShSBU|+9asqpmV
zq<<pu-R=)m(_ZIKxolCn(!j%7Vdd&AELZe1Ih(@%ug(v-zIrxK<k@qcv7zc=SEA?L
z53LUV7LoEMGjzU-->0chrx(qAuN$VZe{T8~>EL3HlfjZHhLdw8x___P`+4T6-{O^y
z4Qp@|6yQ(-hpLe&$|a8An@7PCSo2{}YI<o-Vi72LV=F7nDQ=j6XXL^83OW0rmK9)I
zh;rkgDK6maLP=|uM8mJUH#Ad-Rxma(2i-)k5UXHlp<oIrKTJ(Pg^Dp~<(HWSh-m;S
zNlnZ^q^XgKLac(hv4Xj!f|02i;zCEz(ghF(<rUCvy(Y#c3dZKfkR=VEq8=^4L5(V;
z0LN3x4B5*b!3ht^j|9sZP*scB(Fyd;ZZQzp`#k(iVReMbu3KU*8hYGvzZ`Sx8`K_~
z1tfQTe6T-%(#GhF11DyizdxIzmU*jq_0;AkXU{EiW?y{i(j%kwVG2AIp|d{nED_3c
z|0oumAMxnu-E9_gqHNEtS;a7^95lvSP%-IqL%B}nR-v_*!Yyjd<{rPBb;jIph3t|w
z>l`1wm^-if^Cf={&ndFeFDsvJTYUXbYE2HCV)u+-^Q37zX2dOc`&Be@>aSqu(vQp2
zRy?)er*PGvYyG{pH+#O^%#3<c>aaZ6MOED;W@j;f3zrk`!s8LC->v`dx<Bh-rq5%W
zf18T0e45jgGI4oI#X>iuPq|4OG&DSxzTdo8;%58xR^2;p>S5V`uRL1yXvd)iQ;yv>
zJDby_Rb&5c{p35iN+VEMg2Ubjb^Z&ySQ;z=DUAq53MkcMM9SOR=>D}kd++}KDf-*e
z;nc492FHet#`B)5@IGOmb3~ZsH_MEZ|Je_1_3*s1POJRumd8gt``N$UTwStIqf1HC
z>wfg9$^XA|e41bX`&r#JA-VhYHNT(d|M2Eiv<X`E@T30!uea;}nfL!!tf=c=x#`}|
z=^-8bf1ca_d+hxGqyGOdZ_EEn$o>Cff78!L*`_MVxc=8S`6u@O|M*Jz8lKsHXZ0V=
zeMe_{S1tJ&mMp#WuI;m1LGRvZ@AcI*bgrNBO$>Vd<7->-fKOtFDiS>U%`*cub~QTR
zd|&_T+iv@&9oubE7bx1-{hHj<taI`I&zHxy?-#cDv-`OJ|G&{Z`Jme$#ebfzuRIZd
z>OuUi+X7Wd*}wU(t~#<^;lr7aAuIoQ*RRf9V);q@)+MQ@xhfBRWPkH3e&+wVcFL5K
zva2W9y-teqHp<_8^v`GAul`z7?*G3OSaZ$w(zIi@bwIa2?pyllxPQmrInU<@{<d6h
z_xiDM+m-tKE5{<A`FwnSJl0OKJa_)dgUjoGl!(l~s!{)A#)=@j*N=i7e=J$*pSfyc
z{g3wfKD<lfE=9k3DVWZC$o8VfBGFIL=Zv?za~)a`mcH}KK?&O<Ij6kqzTNw@rvGk8
zSLwc^Rz9*z^j6z%J06`E{Pkd~Osha~#cIoQmU2q20eOqAU#ghQc)~;cTg^eCt?qU0
z=Q+PdF8JeOesaHX2>9~Huq4pskJgzJRQabq^`5**WicC9B)?+ZiVJ~jf7!M?-~Rub
zueI>ODNRP9L80toyC+zSiv^3fO1aeB{MzG~X}3a0_u_VkrRweM29u;uTz+g+t|?SD
zmp8HAAYg@8YTrW#Stl8zrgx{)URJZ|&fa(|<q)IT%&N@LZxe4?@@6<Bc*F|-C@?s6
zZjz(ewizirUlI;q*k!um;k66zE}Zka61MxS<$;)8(_$9zE&ST1DDz{ddis*poeIq}
zZsnc!J+N%ShY}Y7v(?$*Pofed?=gjM3Jg2&CgJQ8g->U1v(`Od@_pjP27T_0Z%?`1
zti1caLpAbSPqoeDf9Dci=l=gCw|>*hn4^r_3^XE*j?KDmBNM>(LM`c`(SI|?^W6Kz
zIVETKEV{WRI$iomM9TGi<s%y3cwLNdEV@xJ(ebED<F^|NT)a1LI&k{HrRGbTp1*|z
zPev6rUkaCbf7*_7zc#Odi*EP1Nqu*l7kEjVzTtULdGOF;v9Q|Lo(DqAGD2hpdOF{q
zw%fn+<1RHBVgGdbLb11D5BD9IBa`Ks`MTXqhe^(M&EH;`4O$(i+v2Px@0>odQJ`0K
zNg&T#v!kn|7xSh*%+!DXoI6fviF<m<mV_?z<yrslJdqXf6_5PxU9ErThKiJB!oy;(
zRKwdDO5v;5MDt8~T{c-!VRnYx5wEw|iWL^cDxc*#b$oeLeiicMFmPWE%*i-=;z&=<
z7tbwXk?Kdo*XQ$2eqU{QVUhdnm=_jR4J%emWLqlyWWHr4^UAGrR(7WFPWRjJ?dFP3
z7l9Vvo3p0Yt`pz1{-~DKgjDbKrcGB9w^$@qTWB(C%;~g>m9*|`&fT`;%b5vcGmmnZ
z3W@X2I>Vt^<*hp{Ece7#mAlQxXA~r~vrmZ3_Nqm?`tiUS$kmV6z*j%ILa%<bpJHpj
zBdJOx^y`m=o2sGmu~AbNhR@QHOu2lg(BfJlf7FuwTW_5Cvm#`X>(!v{oZkyp%{sDd
zt65EEj;i?j<Rf-rU*0Qi^R{M|JG$ca*4JF3CQ_nJlU8;)X(WGIvCYu!Qk>a86}#%K
zdga=jY2oo2$LGdfNc5I4X4uoIr1agQ_^=ndU)uuPSNGUV%7rHge2?4rVlmgmo7X`%
zKb{Uxhu{1-S^QVZ<kb@@<f6IKkLKCveNp=VAjwK#+e-M&k4YV0_NX6Upz!U$oZgVK
zsnRo_NnG8)@N(yZ`OI2BBftHazA4GfX@*1axo+v|1xeDaLWd;nU$oD9v4PoRWy3=0
z8)tKRKBO+X1iJWfjZ{FvgXN!Gb!M(AI47v(df>uN1=b#=8v)!5(XRW=6M2gqZ9_MT
zOr9jLDkA;Kf*ql@Yu&V0cOOj+R$6WBSo$q%n(PX9^^4Jm5>~xvnv%a-@^nMb2R5@a
zN0+#Am(O@|@bng&f+KPBd^HyEiSXttU$G76Hhn5+(V@`%!l>g>j_yTG$C3ciuGQO5
zv+!6Z<pfkNo13h$>4#GE1lNOeCoL}iu@rpm<Eldu#d?$1cKn=M{n?8@Lp1aB`c(!g
z>w2%m`v^RE#Htfh5wz6N(N)nk^s47F<Ng&Zc=l__KH@svmy)|ZEb0BK8>e3cdvo8I
zBJ@ygg^@|O=jP)x9%VTfzS)||xw?I)Hv3{{o~Dq}?{zO82(c}1_$0&^uu1mbjgGTg
zTVr!S-!^}D!1aW!`J*DUtG4IGV`}_A3uwjUm$+VzmDwBF(PyQh#2(tIRXoFH&L!WH
zIb2inZ!YfU%RT&Ic0He+^P7+#nz?QzEUJ8)FT^cRoVVz4{Pb;YdM0btRtK;&y`6JR
z_QlWbiO&=4_3v0(UJ7k|WtI2)^{T~Y2c|idDrvRc)9Zb^qAa86#pD$xOuE$%I=<>T
zPwMrEFq*8X!hWr0n-TkYQFDv6T-+NbJp7x>#8(zrop535(G$-CYPprZ?J^0A*I#hy
z=*;g02{*r82xE?lU3~Q0kG}ZB9Nft(W_NmU&-l=65Ig7PNA-`EH|HO|YcTDp^Ea80
zFS;_ek6DxAC$c##5nSTpeR_lEf`*jEzG=3yR(w?xYZK-^zZ9R~Cw%SkyFRz+%(l7G
z-_&HH=IWmb5PEjja%s+qKPovjhAZ0_6h*ca-<d3y)3h?{<pBY+$WIqCHa*_>w5Yi!
zMp9Yk&e>we#id$iXG#?rlWdkebWq*yp{$Z1v)%idhmVfxcN0au#Qa^C_lOo5#cD*%
zG*4x3KXvYOE%?qym#qh{GDaP3ds1f>HTPtcSUTv=$3>;P@+_OwH5cCdFs1(Ks-=@x
zc33Ww@SQqihILwY(fX~PlTw=xIN#oJ!{6!+)8f>sIZWDd``*1<y!w3UVl%tR?|9j7
ze0`-*d_240`;O~emouNL8@~6FTXxec@V57oIJXVHPd0?kTltRJKGdA|+*D&b79M5c
zDSD4gR0}Rdzp<73HS7Hcwob1s{qGy3#P;{B;WkR2?6kmFg+umZ%L&<5XDPk3uCo#4
zyQNbW6nTDfQ=T$QP$vB{Z)@DzMpLO9!M9iGT!>_j%6Odce8z@?kb`-l#SSknZJSZ>
zpe$*T*rCas>y@%9*XkFx>%EEkA$>LT_^&B$v9&jprdEeEE6UiGt^VH1$NO<&^={Yo
zMs^phg7zzEP4GQ;`Od8shxYcXd2-il%`57^YLm0^VGFycVw2e!@%)w2Y>QXVwA45~
z;nxx+rD@f^&z`HhJYl@naanjPTWV;z^Hst9YaH9<J*%o@7|$<c3KNt!VsCmFw`P@;
zWb>j19RXftzPlk3em8Z0?Yp{Jj*s)!p+ox0b1RmdYMeOFc<y8+BYXGGZBL>z3g)mL
z4QV|sF?}2No!L*FEtF#mE+*DW-Aii;*2{2MQ0403!qm1X(uQUBlq|Efi68r}nO@PD
zEYwyKCo%QXCL{IEUsDo{Z=YtBlGR&%Pwdg<#}-_kS_@hCB?i9_Pjhoj44nQ}!Hm6W
z@yE4?R`2WT;%v3;UAR4??()pPAFu8BerFR?^JblSl@&)nD{S1Vy;A#4`L#xV>3N}#
z54SZPyLDCi=GTMO#^1us*^3en_wG9Zzwt4#YhKFbyAvNy*ctO~>z=1--ANN|Pv&#k
zcPyKA_Gip&r(=S@O$2Yttz2-$>E}`9(jTrS1shvWa|N19IW~z|q=`Ly_sGj^k>xrw
zk1evFPq5j99F9B0XY=Ztcm0%gNo^Lc(FPyfy@N~?*6jKl$Scbg7uBbnSHC6uWzdmn
zCr-=r+Gsvmx$fs_KW53ijrZUBS61w{S-{Md^n0<)txt2N^hzo&2z9WG@N!+fnlHjD
z|J?RB4$pmLf0ViD*X-_5Vt3^KwWoTf;ESn;J|2}kn>)Y$=cTv2T{Xvcr}kT=e|cd3
zS*E6~<AeWIW1Cc$=6b{B#m|bxy^q?gI=X+I;^j@NI}fjVUc9f6z3N}?k1{vecm8*F
zz4-s|+|<&&TX*gazPs#bHpA_8i_O@(dCsIfdw;ORJbw}R!pGFFvr;~8W@voh1G(_=
zrQ*Ely1^fs*qc+Nt_Uy(Ug7kA_^7L7$vRc@j&+ZIZ}LC%=+Tu`OO4fS7bHK-W>S-O
zJbrLhgW+<G-`xTR(d%!mvd}c`SQ~I*kCXtToGIkOM_J)lZ*10?F5b$!?;N9SP2aO6
z|F2j_mhyeHSkbrn)oYmvbKVK;do44;_)=@(KNZ2v$4Vcbm*IcW&nV5*CaC>Rrs~j>
zS+5KJS}Co4T$|Zo>c%nGT4}F?wUTXwn}+{c6^p9*hzlPd*(3^96dlQX_0sO6?%&#j
z>JR5>J*sPA-p<CDonf(N;S!%))0vzWc?Ek)9+Js6@0t|KI4QFG#xJg<Fb>HT8+d+I
zvk1>wa+v?{lFQy9GBwNm4;%`aWqUf^XZoBQAM_P1Yl^<|yT_XIeF=J$km98>nRWJA
zenWdD_TB5Y=~OP-b|<#kDyXV=_0sQ48T-@{KF+oLFzFw!yyxx>s+r5x)idSS%9==B
zTjwx$wctegBP+f6Iv$p7-FNnop<K#~Z*Tff?l1Obo1?OFGt+w>HqWL1D?;|IV|>H+
z_KDEi%p)`XF2#PDGIcHAPrWP`{>}9)Yd4v{{CCJ$)^x3G-R-sm<rnN83GCTCb<)Be
z(`R1Y^=-z4nlDMIp)yC8S;qIQ=?cDX_4-Ddn2h*>LZd+6vpQBRqUq~`)Mm|8ot?OK
z8Mhzn*`*q?><kR4?!DTt^p6!8h4l8GUT*OtRimQf{Zj=!p0hI^_3dxp_Lk-G!ICnu
z8LC^Kt=wAq_IBBV&BAx~bj%fC@@;<3ZD*9DGI#p2*`3?xXkB97Ez4<b?d_s-IJZ_)
zx4UYt{ob=e_738*%YKXQzxn)uvCGGqulVkUtHkv@$O+NlJTiaz<GWWj|I1w*c3R|h
z_+h>;dv1T=es5#9VTt1AroQiYCLF!{@XuE9d!2m|e?BaAH9lKpTCH&0lv#gTZVtcq
zgmsyHW<R!Vjx#$i72<j8r0TL45A2Vg&CJ-B`g{H{*%uXM2`pa{gwJi-vi#wrwSDW<
zw5s|G)0+}&K7L%KA$oM5hAH^EM_*Ph*|}2v+xh?P`LJoSptv2^_x!@m0;K|M%)F%z
z!jB*LiaB<=OqQtN$Q8@G6?nd}QQ76_w%KpqpZKJ~5ozA$!tKw;ow7tB!G47YcR$lx
zk!=a?b`_5p{|0}QIKD&LamFPlx#jkZhaGOc<u2T`_{0W@#6oAz{GNiTwmB`n4PC9w
zqU>r{MPte;#8x&os4af?fOYrxfKN_o`xa@v^pu^H`c?JTM!we1O`zKzKW$ph1HSEX
zu~|q{@NEJ0nsphV+a9x>b5{PD)TNvuHSKKknz<(&m=9Q%_PZ`pZd>H5Bcth<dGdJc
z^o(7CvVMwTsuGdAHpe=HZ+pDFguA{<W+nGz-}ns~TQejXn8IFu%n>)RDZ1!;^xFD$
zotAeM3muL8FU!QORpYkW_iL(L$?NNfz1eMf<#d}xZWbjkxZ>q*{QXRc{v6}f-0e!&
z=9seU@cT~JI}zeGfn(v_3rC;7)QOhZ$)pjgc4%|D3kQ?-=dFwpvy!cDT>B(5>)`H$
z?H|-H{lC{N?C2`}Ay8<>inPV1LV9O*WX(vPDn6O}={@0BXK$q1uUMNk$8@#(GaKc3
zz4wZ4CmP+zIlKAUwh0H0n>8rs?|Ab<GVg6k)l=!V3gz>$dr$K+=S=<g$U$wcR^-hV
z^~uYE!{4qgRNbgE(OXw8o!OR0UtycJjmY)5#igOwQq*0$7Q_kVFOHtz;O*GC%KP?$
zS57+|BMv6A+L-lR5K$?PX#3c7G)~sB^w>MjEoQt5GL!gLG>R;~JAJC@!nmKDPc6zk
zf){m%Gbi8l*||qoRfTWvpHPO49NWHKVEMv)>rCtJ6{lKQS!1|Wv&F=B^YgKMl}wnq
z?&icPYC7E;OkT1u|7y;@^5RyE<%4py4YObD*kt5+IKuR*RHk@G&+LR>?+;{)eRVt5
zn948Zc>VA@9o8pu>mJ;jw19WjxowU+HnqpEyV_Kp@BM3L*3zyH#sbkVG5&uG!(0|z
zKjONyXoq9*Iae>8o5I4ADkVatgm`vJ%Kh=QxoWij(Z(z0U0RQ43QK{ndfe2>vOZI3
zLyI1N-tX`*SIAY5f$j<~O-yW^j_tG9V9puUcA_$lJ$Bh2t#$e(){d_^H)e>P`}?G-
ze9Iz@ZNHOKLznuwgzUL%7tbCyA;|Rf$MY4df(n!sW~!_Cy0;wUJ~O=|QTM;k=f=iv
z*VKh|AJ1oSaYs!!yX~0n<l8(`ZI@N)WlA52-vqhpkri~+<3i|Fk4c(5>7c6~+YYX3
z+miC|L~2j<h4<T~k4-G;sE)SSapNlwTS9)0(I!8Wy{<ksNA%1t<eU(^80^*T9+<P=
z%-=V#CSvU@8{4<5F13o~t+;$E=EvSz#`j{YZXDNO?QBn7dUI{E2-}7*>Ga>TT(^EL
zxp+(de%hwb@3q^kAOGGo`QjFVYkT>(R3%pC#<CyHot(p~w?gqEyD#jj#|;e+!B;)9
z@<)KKdhFvr^`=c`*<a7Sygw&=Z;d)qopSF9hh2wmM4(g6p6ZtGs`DLg_uO@wmlS=n
zNTR^f=#sg~E#28N8%!RrxY~60M0eV3r#U(ay$L}@EW#7dB)jeoHhdFPxiMq=!cXtd
zX0T7)Zn210@Z^>RrM3dYsK)mbny-}_iOdRBsXNeV%ZuZx$DLQDG$(Rqo4l&8$&L(p
zcR}Gm+x&*q=*6E_*|>^|Kfb8((;{EMpm#!h&Ls`WE9)l5>aVkI<K7oK-F<plrq6Cm
z_rmr?OLxrrz@_%6v)AN_>eLO)8lQF_S*KdIo6p+o^@2S|X6vq9=P24Lnq_4$34YUK
zv(vh$RGrUEleJWg{w|os62B$#$E~B2KsP;Jbb68bqL=NV`Dadt@EK_jmA`r@m*<JF
z*HwXTdXzjm>z6qArpGnGSFdsCUAn#B;Yf7IXUiXFtffUazVitXl=QUmaPZ$L+9Q5R
z#d_<ESxdBXPreq5dcmnVx9p<+)I3gOb~{g{*fQ}OX8#r?9^cp?dvl(3r>tPdLiHKk
zxjUo<uP#sO_F%tt<CN9KjdC~Sf5d&TnwlDZ_s@D!8S9YPi6%S^=apho`I%!@gKm11
z2jBGAzUj$@)^(tp9$&2j-}JbsY4@`a3g<Ewm%d1dIUy@nW??WXz~oB#FR3qey_VHw
zV#flP{Av1@`)aNj_@+mlOm^v&%)5>qG}E~l7JL4PiH$p3N5#JMYYoa5U3J`<+9l$W
z8|BTtc<;%@n&_GM#J6t_3fd5K*=pYD>_d-!Px4>z{uGzmI}>lG+xPePN^MJDv14bg
zYnDvcoN}x0yxaRPe=1&_)I5F0*~`6R>n5~DIxTu#<8{q-d-lhK-T5nPFKo=R&!2Kp
z>)QGr8K&fx$u}0&Bwt$gW^rWZ{TIR+KKiMGW_(YUygr_sK85{lNk)mMe8{$?w&xP&
z2s>W<`pROvq5W=l+fSRK_H4NO{rIQ0t#bt96P_Ks^2&bS(-xoT;4il{-XFhqu*ULc
z<g%r$Jv)mI7H&;rHRKMOTXo(imCuNK(V+*-Wlw&TY`j-!<+@rmMJ@E9guDKP`v23E
z-)R{B>DMt_^eDII(0BF?D<zJ-P(S_f%lSXsX5F(2`YZX~k*Q^YsNj*tNtF+tGJ09&
zZS_fT4eqGS`qd|%FyY2QPOZWP87~4WO#}}meP*9)#5#*rP2zlc+wmiJua@&3VX@8#
zuMf+bFZR));hJ4-zE94Hm6BR_7bfe))<%`gczt`}Y_IE&B+s%x{`XJU@%>qMz8U_)
z;&D;zvzb%7zOP@oZszjL?PrgE3ZEz%RTMXCcHR^pANQ`!-wY%SQ%$@sY%(o>P=vVW
zaht~xHMUt2^G_{UE@k<3;>5j1p>O+FMI?0z)$U&>&8WY2orS~I6`YqVh5mI2ONewz
z)mI<qw=&wyE8Kj*t<`(6p{*d_DYv65`ZGBNoy`s>_fE{u{k&k#J@(nj1=EZcoL!ha
z_hzr>)icv&1ddy&PA)Qh`;6~Fwe5?A?@h{&6<Xc9QQiZ(=g|Xn&tn_%J&(r!4X0^1
z><^h?;&AEAo_USMMUl(q9zF6o*QP{7UPm!SC1K9RlHg;qE@=~Z?%aP@wck0>>UBf<
z_oazv41MxbyYG7Jbue6fcHN$bD?MA}vUhA0-eNaL?be@O+nWbo%s1X~q3HhOc7<3;
zfn!%+7+T#uROW4U&sA_q=IcA9uVU-i-R{L~W0bLY5vi0PCM(f4Y1X#o`e)jr-ppRb
zTo|z9-Xli?t99RY_07}a{MF?keR+=bf~oV`Q)_gdvDdaFxZJJRUn3S?y>Rlh?9}_O
zc0N*Ld=Xgip=}krr&V#>s&-BF9n(q<i+Jt!-2H9=12dz=D#^XCxa6u_tX<dN;@qdh
z+ME4xqQc+nai;8#qmrcRKdK%LJ2YiQw_$0S`7*t>naX@^jrUiU%s2PR?OMF??$xOI
zT>I8M1zq#F40O%ol4pMpKG`ew_}u@{n90Ag8re6Wvn^DTDY(7jYTC|sGe3GRD$q7%
znw=%|{PHE%&u4bt=4H9_`C5syNAA{ePS`b%8!b0Ou6eu+x#lq&bj{;J<ZB*}9niBh
znPyPaExlXq<iYkE%MT@4ueAVO^VsR(a^mo(b=4XlV%w`;Yj<UQyYc1=?3%~SwbsSf
zWphN7(lohGFS@r=$qRbTqafpV<r_I%ds}urSKP$-u=aGJ@8Kieq71k9iR~#_cF^$V
zTxQ`@%%4v&mjCEH{_)tp!UYl~+n#RG@sVnc&xn-fKDy=BX6`)&4t2YCK5K2x<W!M6
zxAsh_=#7IaS+hF69V<OvepD=DQT>6fL4LD-Y)O_+x%q9Mu>YFQ72yo8ug+vPUb;GB
zH(Pv=v&{BmJ~^v0uC41;P|Z8LYsQ6Hud4rCQ&rj$G}-p|RMXjoVaByr^U60gBos!3
z^M_n`yy>>7>bYt2n<eiU2G8EmF@=>uc-{^N;T>}GbweV&MNAtne7Uk`->UQ}Jnzpp
zXz1#4ADB|K<W|S^EzA=ZrnqcmpEqq5OZOVhjSVa!#Z8m6_xcB_EzO#}Bl&_vgU=)P
z{$mCe{-r+CdYQ#v>~6}6niH7G%=J59se8DGV2UDpW~<uyg0K~n9>=8{q(q#5nR0G&
z<JW!rA8Zs}Zu3I4Xx9T#nMpIxD(-ud>??EbX?bV9l3|HZ?7>ZQZ0;{%_uupKfcR>e
zUGA!Wvn%ziJ{@wocy>9Hc79dZ!vu@7vQMVo-?+^><c;C+RlRZ7Ib~|{ggy3e-7<Hc
zsQl$`#^oDp6^vKjN-lZ*v{PQr&pPg8bJxOm!to0a{*%AT_<hEfu9?|kwc@@z0#lYR
zdwuJh$Ex%znfZm1KAvxxYMa^G<t=!mv#QH|d70S0TDGxAmTx=Me4p9=Va1v^(brwV
z#C;t5jPE{>$ez9L!Aw(Lo&=-$376iUKa!F!`^~}EFteoOVbLC~>l^vk$8yQeusXHt
z^TtcB3NBqX34VECZvWSa_?qQxjr*BzF-V-Y_^^eC=jnb!ss1Yolh5(Z(aw3h{7Br&
zgCAG3M(waXr0SNcQguUhcI(87jn#!k@4XJ)IpO8+w&?tWgVTA1-XBQ0w8B|^`bQhz
z_^G;)=i}x)+>oAr?P{CFi=LgQ*lQ*U2l5owPIp@)X?VqI-i|jFmQ&7O0$=nf`Z9po
zgg?#bYE<RVS*%A{HkoG%8LhdYaQ(@hMD4jPiMzlTJ(_Fz^LsZ)JW<m5R-xc`aNX`x
zCnueI_NqWw@@8Vi1h$C4kET=JUsRb}x90P*{EHa}TW54+7wmX%ZlGJ7pfEr9fzA4o
zbB)0h?|mq`STa+DseFld@yWF=TrHKe`4+#m;R<?{;4L5#d0TY<+O4H)!<YEXKCs*P
z^Tv0x9>ugwpTAZ`f0<gh<s->!Q=Ju`RXSa4>^}3_ca~&|v-pPoExZ%<y;vpHu}1%K
zt5JXM(gx8xvKuvarj{!-7ju}htd^JfEY1JMT&jPaEo1D~m9Ke!vuU1E=bUTOH|1}f
zbK06-wl|kp-%6F<xS7FM_0-zp#}aFfh~({e*)6#z^lTKmXnOPD$qT1S1y*c*_UenS
zqW0N`O#aiFn`<XIhwt7qbK=VHi!OG19G(=kSM0CS#ouMCcN{p8@i6k!hBr1lj-E_*
zh<c)E7qjzocD^I`;Z|o`raC#EYfIz;x}>Aoh0lI4)6@_Vw@_}`A-Lt}cXgAmInxg}
z*6h4xl=8h}R@=h_^VK1iI$^O(npZP+xZY}bAh@hKBbu4(;KEzCBr2}=XYhGUak68X
zAIK!;>a10oWFxjsb6xC37iURHxex1Hx-H5#ZEEOLO3jVgarB{<!Li))9&5HO%Jn>a
zd2#9Lg^kZw^LUq~t(mjWV9QMt?)O@mKfA)arEk|}=eqXm*yK<7bZG{QxqfHXu1f1S
z%9&4YAKuXL^@PLp!~MLCbG?k`EV^epX?9Yy#OFV<YPDz11lP~YQn~3c;l9~Iui}*M
zM_#A%{Csk5UDH{1OTv|DmU}1bla6gk`-J?2jplq~nt0Je!(ZY+?j&2k`@2<=QX{k9
zizx~%{Jn2tkfNX4wp(tHiyqshd+%*%vaUQfH#0io{%mJyRq2Bv-xhB>)M|O^r{D3`
ze;+i`k}_sL>^*6jC)X6!rT-ax(WA`;cko4zaz});k4y*=$d#M4FVOg7ngEaBIcLce
zd9BrA$LF>8ZBOVpI(_4gqH3`laci#YEJ!yD`>qp_s%Uu5mh<I8=gxGY1q>E1zT^op
z=}s*41zq$w`GJ9ZMPl7%-3ghmq~iSd1}5l=AKk$6_x<86=CgLsWk~udx20>_wGAvX
zr(NExNJ-g~*t~1%_JDcbm4Wv*9G<K-<?5q@W%mOZxc7>7IWOLNe1B!@A@)7@HAQUJ
zi|B>ip8eO&v3x~){O{?HrzM%M=ULs+s<~X?&WBr5a;h%wirD(`($1!m)C+khCakNx
zaraf}aT&J_eA^~XRErB-m0eN0)$Dk0txmv&9h{6SkHp^m@}Ixow4(L##0tr|Gaqby
zabCgeX5FIFn{SWqHhAF4U|!36!2kB|**mAOzg+f7<UqsgTTT4i!UL?uSLE)v_0{%9
z-)slIYN76$B}cD6t(!k{o#4@JOR5;eWMyy3ZRjy)-gRkP<%cF$oBOXWoISHk$Vn!N
z@zQ&FpJqS4&#F_pV@nw}R3$oa$#rhzbpG?=(3FGhpSa&SC0A#BzNtIiwIx0$X+}3=
za9G?LU9$xh<?3-;6Pwkp@B6)1{ElPqo#(tWFU;Zl^Fmyc{r5k{=O_G^fv$NBTo(6|
ze~}0JHII*CbIz#o3p-xC68<wpKk3j+vvP(D?cv~S9tF(Yj5}6YxNK=UH~+7j8TgvV
zKXQHF?g-3f%>HU=_|_^kb$en))}zlR;$HVumT5hHZJD=Yk>kU*C#Er}Jo0;&uF(8_
z#Pj60yts?UHo0#JR$-EVvod1EzGVu%g@M<ZH<-j_3W}Jo;9hj{*pH89Nu1xdIo2m0
zI5y?)iO#Q2wd9k#bNJ1X?s+u!?>Bid*HrY!K8K*Q_FF*rJUUl*XT=Mh-^qJa?a`5A
zGi|ntd$R@UZ4sNkqVK4Fktow%%Ny=dP4my^?9*e9Ron3DthRNRy4luKe;<MFdG!8T
zaVF$^;|IH~tgD3Lq84xb!MQ86v3;7>0mI`a#;L)REB2V=g)&UHzPn<ZB<oxKug;lK
zMg7MTvrV{niL7*A_~M4+yn9CjgYtZC2XE3(-NjyUU4C&)?VJ1VGxJRNYfnVqzHIq}
z=V_g|spvzej~Bkpy0%eBPTaOP|IU}`A0LPq?~&$zx1)9X$C7z*Uu@;R-|kIc=%*yJ
zMK!7PL3+u=BJU&BKbL(!8Nw2GdXnh1Y0RhYOpsP>J0E>wR`X+{AA5A_q7vL>?{xlH
zwTvxjsj<(bH}}F9ruVEq_D#5S75j_Z*}~1wrZewa=CdxLaiK-eMuX#5j<0ekdG(d`
z@!?skzqu)|^%lDMrCYAjo%4uwQHN`u+fJ{C3xoOiwyVY&{yg5Jes5Et-S##g^(rBT
zlB|ZWw`7v$c73ie;O$C@G2Zb?Y|dV$%n!Fd8b^KBwb(ZGib!u^_?w>42g(x8`aB6=
z_F5fTB%T<vl+DhiW#jFw_j*(I>aYIFvwGJ3^%oZl8W!7>OGv-aR=@Trc#q==liPkq
zf<_*}>jle%RW*JzXO`~}5?DX!MExPLc|Z8RD%B+m3UAEHpR!$D%DXJjDTXIGu}1$w
z;(hxVAE`$x?^Fo~O*Gl0usi)8L*1j5s!N!R4{faHt7Xh)tXLct%gg*>iSwfW-TiZ3
zEDpYDV<$7kygedA;pl3SOR>)~Pt;|(KYRZwiAB?&Ut=Zso<~`)1FsEUFaIWKRJrIv
z@WRg39bAUa9gc01mIsyA?K#A@=KHdlmxbqx#VB$GUhs1EJ(;AesqDw!lZkxKWB3sc
ze<#&H=Phim%zqW=7I)!}DpyeSdNm$P9g_ze3YfFEF>l(t*W^Q}!uccK4I#_g^p0nB
zYJ8b2F_+`w!e<M&RxUh{_NGhJH@_^xdDq^Z8Pc!LY%CI(q;>hQsr`iJUj-o=AN~rg
zKJc0O)p|owUx|xLji%jNsi`YpnXLNiA?u|Xlk(~>?PSula<IJ>cZ}(ZZQjv)S(m-`
zTw6R<VDp}aUFP$fll-ptR`j2Hx@$4}Y>!au?vCD?>zS|bCZ2j`cRMP=dGBHu<5<bt
zzqqemo3?u01Gm>FR-f&?R%&_oYjD`KbIa0|@7vFiD!tZTXV)^jTyu&e`$OGGCdKNX
z0(UJpPv_rJy4iYSWmU)hf03JbSnu6ic%ofo@7fg_4JYF^tf@#{;@aXUGP|r?B>k}I
zY-6FqG#``i7q_Iiym_&3zJu3Z>9jZ6NA>Q+uZaC$Ar-}4`fbX?$4*?oB~QJYsU6=M
z+%@H9a^I2Fm%VnsFka-lcaOji{X3y2N>{Y!u3-oZ4@um7_JVktTJ73oiHW&l)$hR9
zJkAP9TG%44v(DxJ`}?449&g2DM1C}#+P!4;dVQWn4-I95k1@;gT{T=9p)Vp4XLmB(
zp3k^zi?8!tseJ*_hu6t(7czIfZWUJdZ2HtSfA+lAwm)^X|8UQu_wU1JSgo#j-*IVQ
ze20&P<<aIk>1v_bg%&yw1s5;NKJ-YPJ2T%}_C}(zscrY&i0dNRJ`=aveR<WWv?Nja
zKL1+j>N<!2rdqX^Z@O*Wc*y_tL+$ou>rE4yHy8ZgnPi%q_hKdA{`Rm7>E=7@qt=V5
zcr3dYF0HvvHhOl9TCZHr?s?|l<_aGu(P-Dw&R!XwYZKret=e9p$eV84Jyklp)_-H-
z^_EYryc#0eu{oKhQ$AjB+P2K=+IIh7J73YeCzRtKJnM1#tLc>XcD}~Wl}0@NT&&tl
zd!JtlH{RK2%jtgR!=a-Gea?98d?i-%@zS$w<)e4Z|ITRrILlCZ&qmR`Q}!}{3kiM`
zbV+~L!R(9tdmTSCtWr;oSTs9$t4y4>aziYu{Gte#1yPF`BLxDFl<#ggKYjGZLy?Nj
zGIG{io3vY>_hruf^sugd%JwPSOC+zQM0{m2?^t;9Oag=bvt{=#T>0m2$B@zY$L^fw
zVRg&Qcy{jh>lT`^-7J|Cx%(LCrpFIE6!&^<d&v0K-7LM`w)5(=^<6(SURmfWU)-_E
zd+V>Z9F<-Ug~ZT3wmKZ^<hpZ;rg;9HvPXHrMLoMXRqOk|FC5FNJ1DSGFMS%%QJDyr
zV*)kyjCYRRp8w4MpzVg6b_^@blh(4Z9loryLtxLZ1<CWCE&V=K+4<O!m6w+9mYq3$
znP+BHso=I72fp*O#<0rgf16=D$*8qX*-T-N#NFfH%D1#1TmPhjXKsnz>$>Sr4*RX%
zxx^%Y&4(=MRe3AsPFUmoTbg&}<-;3}%T1YPCe!rH#QOI1TZf&317F^_@$SoS>uDOZ
ze;68RM{51tqPXwpYUd>@pM_7nSawaaDeLK<TBF*Rc`3=a#ItfUI`2A8I#w~|sw3|n
z**TXwXN7Zghr}uBn2TM%b?nCT@85kC(v9RJV(v};!1`UJy?6!3ku7&Lzi(EX*RPY1
zyXE=!oL%J`Pd;_DEt~%9vvuZ-T;>cV#ga;`2hSRA`d{f_=#q-7(rInT*lwETTe8>c
zl+#LmkC>z_UAAoP?1^t*zhS%XwP|^_LidHsto;wB$V*)<X1>cY|HR$>chjC4%+kBI
z<fiHB<GDPkE8NpLAHGSO^C<Rt%GRy*a>f~nd!mntbxAr*$zcw<Uv1wO7*WB^5ZAAN
zoRfXRYql+&AzkYyd{I7CHdDkS#L#WI)zdH6_#)Y2*4&!G$6u~;_knUTgY0^}z-1-k
zG0o@88(8_LZLMq%pKy57{oBe%D;}>>k&lWz!M8@{z#%Q}4GT_XU5R;i^?lh4@xt4&
zb?$FX*~9~G&fs2QafV6D!EI%ARDsis)wA7g=G?p-`RbO(o1@{Jo8ND(uY2ck>ewFc
zvJFoq)|U1EF0uOlZn{C{KCAepE1tf46&ClbKygaz4~A0*{eGk*s#k1^vR^2CX+uwo
zs7<9k?;M$$nv6LM3Ldp*U(5e9E7zU#u77V@UV^K!`GSRaLOwP!%m4TN;S%umn1;sT
z-fvY?v$ixp%6q|}z2xNr(JOltgklOLWc*Vk81{YN)jX@yfALNsf2V?m7}eh*?=r73
z9_wVzjg!e>PYZS|u$y<|?X%-%XSJB7AFo)=;rUyP=SI$k`?J}9f1kBcWY>Iu74vxy
z<1epgV&qR-S77aWNHKdcgW0Ux)mrhNi>mqWgD!h~IQee4Xvu;lL1Ewg?^d6CziHo|
z=No)%o5PEJ7+22RR&|#{D(ja)v-5npuTr-cU%6Q^Y46vyo3kJP<zBz_V~_Ru?(=Hx
z%kM!hd(6DXn7-cng{x-7ZF{HgkWdr#4~!83;&z?$lP28YarV8);5<+Ep|j7{pzY~f
zE^SefOIJDOuP@Z)XnEZ8#Oh6x1-yK@4Q&0E{AOSHK#^(T+ymcOXXutKNbRjm@w}gT
z%jIRs{-^6%f4{pk(ZS|;-MP*!w=^Op-6X#>cs+F7Goxb4=bI*#s&6Ij@8&yJKAmW!
zw?6pFVT&b#Jui6}9jfl_uk6%UI;I-%lub<Ed`soa31?5={gQO*-M<f$^!Z;Euj`)v
zW6{)R28GOxak=UHwAWZ4i?P$0=YFctXp_O@*v$nR=8yO<tX$tIIJ>sow=w@i(?`vn
z%?s6AHXINA<SDZL;nmgu4xGKd_i460pR~13Wq@!;PHtX_YsZ@TOIgLzM1D$$tdLLj
z&9_fJKI7f5x$+ZV=u6zY65jQy%Q&Ga=<4>RQL&lo?0b*gT&Q*K<|UhL7OQ8Nsh_ib
zSfs2RU97r+>sr?J*b4y(p?ht9@4C)?EiAk3ftAp@^7w!^&)OC<zlyJudAD)ph4~pA
zY(dcnCOf1ZW0}yk{;2RP%TGI8WO!`c`FQp%Wn0fYFKx>;ua^_IE}kLuLNY@8SBKEM
z|H*tEs@2L{wuWwfo4osIR{x}{HCtBYtzEEqi(wAS*@Mex@>L7H){fZq`jN!GH+&k3
za@M=gIts6!@z$((liBQJbA!&$s;l8KIpaKk)xAE&>xXA^p4Gbk<@WA3i(9`m{j_-G
zSia}=%ZtME4?ND<RV8_-fu&_d*S#j0y#^K&{bqJ;SNY<hdPC$|#=^H(zLy+b@X^)w
z%5H-yC-H#z)rMgnmQoM7)RX#tYW)-KV)_3%Ht6Slx0;plGaj$nC+)KHv$4QIcIWDg
z`lp(LLsVts73Hd?Y-Z|h54Th43>P_Ur5mft9DgA4p%%Z%*_0ULycb+NvPTY;FE2ID
zbae4y4|r7hZ-<w{KfjlUMEh!(jgKC7aNfSHvTnh2lcPENZkje6NT2)A>hFbY{-sqD
zw##IE`OtlEMeyBHj)p{Ai}F0*2in)aJ>6?)GL`*%=H`8$j(Aso+x7U6iD1^JtbYBO
z_dle%-+Ax*I#@vZ@JV4YpNN~DY>%gHtBd;nGI655+;J5(J>RVL5noqMUoidHkAOAo
zx{VsorPcmdB)djEO$?Bjr~PBnQoGb8F@}6;wSg+Ho(dLO1@HZ^_)12w+1ZDVZ}<0!
z|5$0z`*<}cOUCEy@aFqZtK6?WI4u7wLECux=F>b!y2V~YZhX{noZ<Lb@3eoXU#;P`
zw8z)j3JojkH@-RWvG-*`m2=YJ;P}iV(OfUO=RaI<rO&%XEUnzhbDuuvdyP#yqu!+E
zZ)o{x`{TnGp4kf;!B;+BKgqZF@2Uge`Csj=+gHD5P1&}{E#j`5QfEs#yls3wg=N)_
zhdp<cf4@<mm)s}5#4@<|<a@rlDv9eAr3-J})so}g)9h;Z=5bg>3rD;r`;FOqe>d7N
z*BlEwptxz>eU_J7A2h997SJp8Mp(gOKL4yLRj+L>d*kQ0<)3s2yFOc8n>pLWF0keO
zjyL{gS<Hd=yC%5(Y}->7`h}OPCS+g!rZ3BE?e0t$58eA%j!*x=V_&(YT=FZf{l22Q
zJ>&Y-DY^$<ol@%hwR3s%xwBD!_gve;eQDN*@Eu3@EHdgA&zgMp*Ww$WPxHNYonQO+
z-`T~MFT3r}bNdFy&;0Zka_i%{Z@UA0rH*`lRQ~tC=Sd}Bi#NDVe5Rl!_3>_Gt@`82
z!?FtxC4LvWIk{o+jj3l{FCW||?GC#2asQR@z9+kt+4UCf+rQ2>wvS`u%M&l}{JF3@
z^rT~1=xOIY=R-FYJ!g#+Py1@lk#MhKa~V$x+m|a<7ul}($`wq$J>?CPuH(Ac1!fk{
zvfoC&sa3vz@=8(etIe9T>^c+#<sMu}I^P=`VqIX$k+DQvYG%!h_!DkX(RB-Fh3|Sd
zYma=*_YDhOJI%s=Dt6_BZ@Tv0l=s$`nHsPEG2HSv(4BByMEaxnslavHAIPfxxm3zI
zKgj+`OXY(4<Ke~MziXN8(fHOOKG*JDUWi`)8|(E8zDBR8tN37`|C;%d`Q${UbKyH5
zUDa-rkAIf&$ssyi>bt$umlI0!-&F7$xofTodu?FoQ>J;+F?;pnxho_8vXu#zm|3S>
zVV!q0e)iqQ{s5UL9j=#muf6VLcC0vV>EcMCf4Z`~@!PAy<-;xGen&?5t+sWIJ5e^d
z@Nn~bbz!%#a~E!&v1nsn@!q58lKQ2i2hSJ;$z^hSgj%n;(xk7yx<cWl&;y>zYpl;q
zE#<wgo%*%vSMK(&LA%u;*FKtpu6=wW+Pcu+)9>zevnk(Sub;IzCE<4e<J^F<H!J#o
zz0;esMkh$mGtwn~POZI=y@Sv7s>kmVJm(ixGid%gxO36{JeEnj-AxR0k0m*6+V_#8
zWY2<5w}o7Omqd3@+;jdu&#uysjNg;e*-LdF{In>MSnx7@)|Au<em6qauA6#f`9=4i
zXS$<3?&V*46`~n7;jvg)+N|29d-G<dcFnB2yv4UxSah#y?UL(Cvv1v4(VDO6YCNlh
z_wo#FjW)h7zQ<PRpOjPC`qJ~V{w%+<7cOu6Uc`F3syg<aM8W>@>aI9%{nEFOS7a}o
zTpcL>KSqCJ<5|^<DNnCIa{4^!yI{qWywu%C*BaIDxE~$Q#QD<f=ftoSex+Zb20t#H
zIjv=Ip_*aEyf2b(q|YpTJ$+)qp@VB&8<Misin+P&<*HizSgO5?l`+cQcu~m2OS%)L
z6<vCwsd8#nIP~I2?HdcebB4X$Q_~bVD=d8R1Utu<Y*M}^H-hE5)fVob_Etn?DW|gU
zGm((9mxcOTo~-?U^wOVKA~H8-|IZG}%Q<_`F}JVZenaD9o}3pIOwv)$cIH>l{Mg?1
zn8iR}@17pR2C2_c(%b%6Z&r!rm$rQN|B&9}`;DiS>}_Q(-__W;;r+4g6$`tI&AoDN
z$nCQJ^uX}%`>Cy4zb((-|NHolAIty$)ctm5_2eHR2dWC1B>F!+Xf2E0^8e-S`U(I4
zeBS<ngTF;@LZi6c|4;Gz|30t({6oI!Is3m!KbO67_@ZDtLG{~X>2v(@6W+CVyn1Z^
z@9|@{e^2MPOk;?u`+s@+{l60@x<pFY|9u&q()~ZIxmS4lKbIx-zdpWw@ARv@fBrw~
zc`Kfam$_6Ne!TqurysimMDsgTl+L7Ayy+635hf_Tdg}i*bM3Y6WxnXW>Z7r`A~#}h
z^21!y`$sZ5jri9;c`)aji7;pQUP%G-iK$zaZ1jK3S|R%XdzW%xl+0h}Klg>*)2_bQ
zxpltsr^%1z^OOqwyDNWrX5aqT`^_($734GfQ1|=C=jQ0<2Z~9r(=Rv{zEOTO?a1A|
z6K7}KSB!kJ_@biEmy159`o0#Q`K^79F>dWY*5V7NZQ1{SxNIJCqh`+kLqfX*Bb_~-
zAHB}`^6=yNW&Iz{>YSCZDn7VT+vkYk&#<5aiI3iJZ1;6xUnHiJ)OqWzg@obBSL%kL
z5*~-lk4Vo8SiIeExtY~RE6b!h-~TK9t@qrtPF%P#?D_M!pog{*4LR~=w$(?!@dS9h
z{N=;Sd1RgVtVw760~0iUY*9Vn-t~>YCgn=h1^@1{eNVl-7zG>VN7obwo)_6Hdb?Km
z{np8WvjY}QcKmF-q@#H1g&VWv?FuC`--xeocxI5xCKlbvm-6s#F~c4c6{%l8mAsk{
z`s?yPwfGqp*!t+_+3Cln<0rTO+?Siub5bC4zKqugMjxBj*zjgI^L@>c)z6=MotOBy
zmFKIzjXRgmsSB^tR&C<<%&sWjYh$zgqv=@#>HTq)&z63$DS5HI_pXkZ+?Izk)$MOO
zIJTZ!TgNc<_tw9{`<{s{48Fm6JM%i{GWA289~b`c*e!iKQbJt*oKlgG_35)8%h#XD
z);p(ECR{#k_w2_@CHECSe*X5&=lB3M^FzFr7cGAHF8{MExbCv%{+Cni*9T8aZ@AoZ
zFkLk?`NjG@=ldRrK6w3D_T-en`KNVw)&EG|Pw+LE_;H=%=^fc~)K_lZE`NIVy^wP?
z8T-p>kNBm;sOdych_7Z={(NAv%(u^-^CM<#{A_;j@-c0{!=`FCo;=^QK5ydk?$gN^
z1wC>e%=;tRk!TgRdYi<@KV?}WH3xTgIsUNF6|Z63`8e<G!i6GFdLN2%@f}^E%PJpq
zaLL?{470!Zf1l7@kt#NMd;G7W`JY~eSlHO|%D<}?I%gxBbiQVu<IkV%F@M%1Ye@6`
zm#@C?>wCBLjE{`Ae`h@J_O~cxJ6wEG=886t>tCCio)wQuF28vZ@Jzkp7t8-Ob3Yo!
z9agW168ke>p4;xO(7~O?Q~vPBua^3`BjR6uGykU48H@i5D$iKdZ!Yz9zk-Rm(xT7C
zZ~1Fd5<Z-^UtL>#>Hftzw~p_a%5FQq<Nf&)x>Mhru4!HWk^TDXEElHji|zBPPC5UV
z|FWk3zm4t8RW;kEKUyy%Kjq{B>8^T5sn<tXS9|Lv{hL~1R->gDzv;u%$`?Nt{ct@e
z`DnkH*Ed%A`y$Hb_m|9<er%t;`%F=c#Dcfa))d`y7qC{DzgAvg&4jX>PaG0${L&{e
zbANMrZDbRq`^!In0<(*3em}GG?Zc6_M;6sxdn4iD;Fwo@%)(IO@h^VkV_%P__Gmvj
zv*Yrt%|C07pL4J=kqiFRb9Cn1x+~}0N_niFt$F-pW3B!&dFPwH=QpmrYqRQVZ|6O=
zic9ZL?R*qmSs3|%A@M}4$p^<zHotT0nA<8N_I~9pI41ts+V|h;yW7kIZY)1L`yNB$
ziF=z5Ouznm$J@LG8~PWU@8<M-ob$+k^RBP+@4d21o$K?~ZSI%3@8-_PbLuyl&nUa`
zyR$v_lY*BzOAepg`^e_;`Ac_#OTs?PJhk=O|I%~6^P?V_>wcU)?Z<y_?>)O7YZTo1
z82IUFAAgO=-i&LniaxW+mDLp<cbAjj@t9fsCp-U-?cJ6|_upCkdwZww&zE-=b@J@r
zP0C^t@4qda#ou^*rycXnf8RB3?tYxmQhxj*r%m|tUVfF7vV8&79y2Nw#VwicNy`gJ
z)_5MPe0<<al#TK{Yv*%ymHB@{3Uu!BT0gTEx?_@?bhl)k;m@1@wXGiSX#KbSZA)JI
zAD*K%7ryU%@P7Y`>q)uyegCa3dcNbr`x~F97hY`ryEV4yOZfK-+o!)>_ImX^#l4yC
zzt?}Q*=}BYtEc|Y)W^5)eTkoN?yax2RsGubeS31;pULmD;8j{$#qdd7W|2o4r~V?#
z`nv+gn`+Z{xV*ja)40@i<(`7)-LEv%Yc?mvIep!}s-LCGTmHqX{T)VHjN(7uUH!h&
z>{rTz{bACg7d7;6Ukslr_~_Th|Eb}QEB{=1arD!dlQPRbXt(#BpS8^Y%9Zu=V{Viu
z)@2siPrdhp^IxaImGig$AJ%{Kz5enwb!+Q+I=?-h?_2)1J1FAg&R>5{=6znzKkeA@
zpZdJhs-8%!libLYDY^dXf|vHSkA>e{%DKy7uPPz;d5U9~xWYZVFpZb9Kk@H4#`bhc
z@AZNO>n>O<<+|U!{}z|bj0tQ13uFaqbe`>3esx($V9vF9?;1SHKVD#2^44gg{;Z#6
z%ft>!zLc|PsEN3D>uTC%y@wio@7qN0_uB4D4yZYP^v9`}KddC%C1&e0YsBv1YIM(=
z!1it_cS&b<Zr6$!rJtEgZ%D~yHD0fJb#49Cqo32u+Dcw+TYvTJ!ZpV2!Q1OM>g~_n
zmEF7k>Z5m#rEg!ITYq(}M|n^A)&2jKHa_Bi<tR6Arcv>Sd2@b6#@d*C_KdYNzWX#k
zn$tD(Kuy`I$BcLXw*T6CuR{6l*6qI{^M7u(ukpJ7-u}1q29_%g)6J{?ILXfs`kEO$
z|JscBWWM(sS1tUJz3kEZ|3xvsOI+-OAE&o>JuixDk1B~&R?NN@QP%a@$nT?F-C5JO
zTRsN-%dmN|^7-T~GOvCtX_~qJ2TRq_w}RoSb-e`=pVzmftM1wV^@i0sKJ(h6|0cN4
z`RH9T<)f?BuWBp1=}-MrQ~&Uu@XGx7H^Bbw+sh08J=`oc|I>rZcE8f=e{AX3e^=%=
zarw@+Tl<cwEkEIZcYm9b{ocRJPTbf0ba+nuJ`4M)%lu~=*BkQRnm>PL{Gt=z1AN;b
z28!71o)kaz4SUtj+aV7e7Jhebt1J)|cahSQ-oK;ZeaQdkwe^LPmaO~Pztl$@l$ZSV
z^w59f*MFw#ob-2n8r=LixbV;6>lF`7{{Np=`bG1h{bGi?pK6P?chz0%6wB91-ZK3=
z&y#QS8uwJ3Z<r%IXV$gsbD@4*vG<Cr*PgJ6ZLB+1eXsS=?rD#9zk6go>yh=L$FCne
zdi|sSaF))mRfoIWv;J@8TfO>sYJ2I7!>?Y|-AsJ@Y{RZy@ud;1Yu8;1mkq1)m4(P}
zU3vJ`s((rCqVxGSw%*;pOr&q_<5&Mg-^g6QonLlt_1woZK8xR3{7=p1=Dd3!ALQR=
zIQ5?WOZ^cBsrN5`#O$cs$@Jrj){p%jJG`{tSAMwu;gkK^kH&KE=5PL5@Z-aNhN~gd
znRvNU^HMNR_W_?)4BicIXl8(RYzOFw9k3K+qkKqZL8^j&Kq9>^K7-ux1v<9_dhwZw
zA?U;*n1GRjp@|`MZ$2j{=x_;a7oVAcZ_0w|aRXoEVys{QzNihP9ApUi{8g9=V+H6@
zYA^v4kN}dsZl(%`Cg2lIz$&2jg6@wAPAvgl1fn0{;-;V<l3G!spzoQRn4ancrJbR)
zC+IK?h=cW=^Ycnl^Gb?AW<o6inTR;U$lOxF0OeRWUj+j9oLPVl;6REt)SJ<q9YHsv
zaq9axLvC5|@q*If3I=*4-E(FEIv<Q2dq}zG%)$uG`|wlk9E&m&bHL{#`-b2;I>rJV
z)!^XPC-0ak@C7ZPh(@{g1vQGmwjc)tPB#vkqhl;Uhhu=fMdC?Q=HT<a4HS&b&Gjsd
zjSN5sNEw?cm>4UV8yV>tnweXgE0}<ejIl5_)-y0Lw=h(QRWJhyn3|gD8JZdyn<$tW
z8t7RVTUwYXAjH5o-$3P!;aUxl)FNyIrEdh!!opI|(9FQl3`s4*29R1~xC(@Q2s`lK
za|RA5q_~BhQZv%-IRobdq;Mc~Xo>|=VFs&oK*xoj&ucc|IrhGiOMbUA>(UE(LQbz7
zrdqt|KlY8m#4vV=;35IOJ%5{eXKe9ksEdDd{#f6sU8{P(3GChNX!c^^Wj9Ni_LH71
z()YFswzEu`R;OBZdf!$hu9IhNs@`N@=2be+xTwFty2||UyG3o%b{#LyYL?u(llVQ<
zta0|qTk>x%R&=-qHXPEk*t_N1*0+L6UbnAn-O09p?|d%)$nzXQp-0T+%IvL+b5(a;
zyA$}N(1P{J^#ZO&x4*m3TfDw@^8K~IFNQA1KdS19c?B){a^TCEFCHa5Gqo12QL>6(
zaq89fo%v^%tbW*Or~Zw%O~r2GjEy_Qv?HI)dO20YJ3?n?$+1T>DY@qi9HQVDK)dG*
zd~YXM0#Z#olXlOU1*nz>6$PC7>7eS-0#xC^_@D!yEkSt*CIG4)EkOl8OaN3pT7n8`
zm;k7Hv;>#Ckc-a@Efow+EJ24oK~;dNTuWH_1HJhSet9bN<}*upy{?}Qx=GCv$&nTy
z^N<|rs9*@Xq!3!C>!-Vd_()E41My)l1eM&xo`{Zo6Pken;wCh61<-YD`rzBrkZ(c*
zsc}`%Psg|k&CnQhHyY?FG(%J9ZD}C2AZ!RZcN2C*CajVo=1w$FxG0!en1c@EHigu2
zZuxm7E~&-IkP|jR{)R;a$%k=+4wofx7PqMZELKq}M^1f|v$&1mccK|6m_ctu1Dzp;
zdMBEJg1MQIf|;4A0_;vSGegMHVXz~`3=~Ywz!%7Yq7czO0w-Uj)K8#bGBtpvJdi1f
zf@z4Ha1C)i*tcjWT!V8hSOQWAz%DK^HNa93WA6$;l!DDbxp4%X|G~l#qX~vEH1DE@
zu<g0s;QL|*<K1Yc;N$JUUPQYa4P4ZLC5ZGpw46fod%rgyvm%f4_c@2e9Zrd#s$8~e
z*Mjf&%{bq#`SWDL4W2N8XAbh~KA0+26wNli<1f7NLhLP9+klh*GrUZ{K3$q-?ACnw
z(Gk@T3t!AyE__C8U6{p*1izWu0n?bn)x_UkPTc<8^ZEzBh41z&l_cw_O094B5p>W~
z`%3%bxTiC3UGduOpMGw2E#sL?qXW2N9^`DWHw{ft;~rFQf+dLbKeSv%_5Vn^8_v`K
z6a?TPGeW%^4qPdMC5Q`4LukE=8kV6w8#xac2r&Pi@5C*Uv-fMt0)e0#zqePa_XfYb
zaL}`nt8B^y=XVO{($?6%&(wR?SKeKra_Tm}@>PSZ<^JnWw5=|_oyvdjjOaleNdast
z*p=oe$BTn&aIiR$u7}pZsIIr|H{^3R<Zv$cJIJcU%Is-ze*G%Gw|}oYUAo_?o~-jY
zxhVbRoi^>=`fT<sE<t}M^qlyqmLcV`^@5J!`UeMj_Zp{ZZ8#^MxUTtScj2{Jk-r@b
z{ZF_`-Prjq*?(?k*qTXaR&#sBzV4sJ<}Tv2Gm<6yJd@cR!N>y%p$fka>KJ^Cejfar
zVVU|9rO3y9Y<ZJ%u7>OlC|fUX`;z<cRkLPXAp-IV*yo0(DEGF28!=!BB7+2!nJ^9#
z9GrLInHqu|3-+8L>Rou?rW#m+NMA#nAgBq!b#UGMW@-p>CD>QsTSyS?3vf#mEJ37q
zp=}~m@6z?=H&a898^CTxJ^2#ciUx}l=@+bRC1X>gK!X6p-C-sHNOy-xHl`LI*s@MA
zz>#ly=SoJd%MvR@RxxyDW~DF&B_uW;GBGw~GHP5Upflm6WK3oZ!%cU|kGS$3$ab)6
zEsViRz-&VkOLzfGq%W|vfGXyM4&nRjOu^%zkl;YMzYfw50!u)`2Hp&W4U{4$OJneT
z#I(7;&J=7R*d-|U*O`Lt1dBslNT@Xl8@@$$c*Pvo39uHGlDGrYbN1&mSG`)a_y0D|
zDKAg?tC+Ew2Pm7bTIORm$Du#&&f_n^7t&r-XR@AezBA+3mj+8FsnCsn;V*;Dj?IgB
z7pc&`aTPn~t^O^aC0E}xT)ADkw|r05eQ~`LLgAig;>^BWt6;d)F3rlZTsLN|;*?HN
z<|CPn3YRLr^afr%7x6Y-;GSYQW52NM|If>FK4_i)#Jb^=-7au?g>^6Bg$d;1XRzlD
z&5XcmARJQzcxg*ysDSbSMpY6z_-@BDH3Yd7;!Bj<@k|ZiB`(Cvh`TP#4ZxRQKrXZx
zklXPfJzKD=A&w)IN{z6#)nWrrXB{>W*z;QZ+YGs;l;dqIJ&G#4KQ6GB{$|{?rHpl}
zPRh>*``63)aoKvDu}j;sdC~M|w=$kK?7Qu`<;8;VsHi#1k8-u}u`l(U)*NyuH*n9<
z6TA!O-C4K!@WzXOT~={5)ctt%<_*{G&2y}3l)jwx+Tz8(;rFgBc6s8-bp<YO8z$~z
z>)ab&_3+u$eh!mM-+I54KE1a0`Jd97b!>|Lh0~S^PCjz8pmEx3M$e-WyjS0b319gX
zzt*E?o%sDbzs{X0H=4Hj)?=GTO58u@d^q{|jYwf-PnGoNg6li&BioiGCy6>fy!p6i
z=@HWtGER$pqJA!$dL!}7hEwhJ8zWw?Jznd6{@~h6KYj=q&pg2OTs(AXhb}n5V`d6)
z*nz{^$Q-$#H#LGcydaT)cE3ar-ecoUjX+t7lKX5-jX)_BG-!n~ya6hR5IGub3)u05
z+&Eaq{y}3ekg+oT;L@ZL@SGlzw@ert>VfKH0|i4%(73;$p@N|i=n@(Q_(Afq3PzR+
z#s&&TrbduUD9pgKQDzpV3b6_%rV7ytCMKZ9iGhNp5$JSzYzNJonp!G=j+zJ2AjcXT
zn=6<a8iFPZzz5EQvYHX-;CUm67;JzD{mgk#6V}|!OaYXcL2S&ME<mQEOs>I3_btry
zOhI!>NM+JcJ%b*Sijh(%!J-Tl#TZpf>_pf_pIrKvU0W(uV-=Q&NOii(YrSO`sP@nm
zO_tpJ;C*&lhSF7`h~xXN7n=%)`regzTlwXk+s&rud(BQAG&$$TwEsY;w3vEK=1cQK
z`(><7FG|Rpe)8~z8FeYH2P?k_=Bd9I+h@J<BNM+)RWa8bv+#YtSKT`BHs>urPlAp3
z8l9a@c6+{Dx_Ld1L2hC0{S^i4|8C-+xBF4?#sk7nW?VWEcreA9bDeQ`LMzAWCr2&U
zOll1L|E~YZt}mZ<7q9SZj_PokqJ6Y!g`1br5*;-wfu$~{7dbUm<K6a6nNr!sxh?8v
z{L|_S>Qg$qvh0GGs?6(-=`MY~S(ihTe~P+w@YEJQZJRU2Rw_>oZwdvR-75R~M&90O
zn~N8owTOQ6{#In}1G75oTUWQ%?Qe*gI~!L~2MSwoTo@Z5_pVKi%y3O}I_H-bWu_MS
zrIrT-<DBR;H3E;hK?Z?gW5^1m+^1s-zPX-IVF$7W?0odX4%3x`r?>+(K)@a&skpN=
zz;k(*sS(Ifq>z9X92O(=@-9f~K?)B-g^V$%5XV-?fZ9v0-+yuGUUuE^$4Bhg1PjiJ
zi|nPJ8T(B9K<%Z}hx^ytOjZkMWO4tzWBSY$d3?PW=ef)0P0_8mm%UiV=P~r|u177}
zx_{?>nChG!DbjVj@{@tdGWp2JBDvbO7f<e<3AZ+ld(i6o-mmfUvs2;Eck$l2x8`pn
zW6$%ZP|@%U?SAX$*1l$YAUJKUwCJN-=U)eWKJ#Oi?gti2HS?kngPVR$ug{1^XdYTw
zQOUJDDdEcgAJbOp?fvskCT+Q5bjREk6N;9oICdp3QVvp@aEUpn%H`B|56PoNU8#~m
zg33>=mz-t$duQrqdwKuc)jq<enRzRN8>d`MpLpqc=aCbYfs?r`&zq}EyK{8KU!(Ta
z_<qIHvx^h=?Ff;1V-%G8U}L%Ut)*Ez_a}ACvB6QufWsCX7ifiyG0yfBX7&ZmBB5Q{
zWok@uiwb=8JUA~x))Il{tI+O&gV+Lg{tzl;j6sbWu*XO$WGsyE6*6E$kwRjm7c$_~
zgA^VF3mH&ti=~k91r;)_->r`7Tz1{?#v+sJ*aS7+ii`5EzA$Wql`^-(=XnaRaA@kE
z`TdX0<TtCGQ+*qr9OhqjjA8D^TaPVb_BdsH%vs}Me8H_%`{L?f$2wKIUT5;$2;U~{
z63C!3f1?$f{lTQ=?PBsSpWc~PC7<8$<JR?wue*!wZ!G3jaE)v_rf0R+?A_Xzf<lvY
zwPjzc`J7&{vwV(P`vk$|bKH2P+^=hV>9t*~kz%7Na=gN;G3@{9{K%_iuXcaDvbXDQ
z(7P1N;8{Yc`aaT&u6Ajh@3`i^Y)-~xBU|I#&TEri9yqd#_xa8`%ipI9`_GCMo#(uv
zS+8<x{tc!5Q5!P;?XKkBesN{@_rk0#T2j|-G?G7V^EKZQX?j0Cs(11$TxAL<D8WH*
zWMKhT1Lhc-8sluZ_#~DfuCK>hoPb&r6m`(Rci4k-9iHL@WDD4_=*0<&0|!lW#TeAG
z0Q-rgk|bKe6nqDup``+-TVz4R9e`N+Ltx910t;H=SYqi98G*-WAn{rPx<CxlV}cCY
z7=rIA1eNYiPWcrI(F(d27J8-%x`q}83WkOz#tN3kW_n0#7Thv(QjI{%6`(6K!K)P@
zH;$sj60XZejlsP&L?Qq=3$g|RqjrJMbV8B?p)$k-dqX9_5mbikc`aJ)!|%9lk`uq1
zfDo767R}P%43SaNjyjx?c0ayHYOdvuozQmioX+B>&%a%=n%z+EvfkRqAR=AqTwSNs
z!s8dM!nh5>mdl6b*{(cbF>`mRpT*X^4{I_ReyEo|7YV;Hx99!G&X3t95^JRszt_I&
zDEH<tpL0QV#f&Kl1q(d$wf3y$Y!tt}&-BXn%)67H`+wZZ#u8ZZ*JJVCgO(b-fjb2w
zg9AM?;#R6Sr~mtU^zc>w*?a6J%z3c$z`{vC17)~{^;!E$CBJ5$3jX|l`-!T~iI=8{
zPMu-7pmayB;g1QiKkqQ++$?PeXLig%8*sRQQ;LzXIam#tV`yrEvylOgNdkj5CKNX@
zOo$k?0oww0FC-D*9#|SQ#R7QLgsfr#JZKY(7@{#UG{Sz@pQ$BiL<X`}6TBb-Gzep$
z02w3!ug}C7eu-7EFjTNG1rN<wfG!g>0k>H|BQjV@7qB0Yf*nukGGs?vz{wBEj|9sX
zP{kSqDWzb!tYS`Vpm%nQfxtfKjeq;fxRthmZv0zNR^KqY=e9$y;<4uc`wWw}UubB1
zZz`F#XqTmFlx4@gw;E9;7qoSC{T}DA9um#>GM?8Eawu2h&(RB#Vm}LZ`|!29eOK1@
zZg_Ec_2kXmZ{|IzILa=zH?lMArSu!U($|I7(w}>ov)Bz+YfZTE+e?3L<y*EEjU(TB
zzw9bHeJ}l=%=~Ug52j~VdL>l-mI-HA*E)wC`xg>0@9#>9te^hpHA~+f4Nng*pH^8e
zBff`gg~AjeE1^@&r#!7EOq*PG;;?q~-bdSi?Uj^cmwx`x%TMuiuoC}6uVf|p&Kk8%
z94TJ;%buLszU{=Mt5@z$JYgIur1W~NZdS_N!@Ji1o^Uj0?fm?REQvQ(K}$dGD>t5H
zy0y;!>Cri&;Iao6a)@zR6HvH<<H6Vf`7TmZ6SM{k!3YAiA21^5ZEbY_QtQ0C)&IMy
z_$F+6Cw_p#z<A!r;z`U;*h`Yw558k4`)4n(&edyC*;TvcyZeiak0qb^68H6`TcC(%
z;FaoAlmCAgdt(3p+ugrwRQJ^W{q}VJz6biMEgz-@@#g>k6Tk1z^7_x;?z5hMZx}kw
z`u`-RkG%hX^4I@g_W#H8`ahq{>*eqL`&hqW-VC>j*PU1Y9G+gU|NrN5{h-XQ#C^}>
zp89{ZJr{E+de(c>ZGpG$Cau$bdT!gL-&6F{UgR&`dpvN{AMK-e?pL2@wXNh&+>_{$
z|2}Bpmlte)=l}gUJ$?UAZmaL}mh+fA*&hGT@tEVJ7yti!dVBglm)yU*xAp(O_2zjG
zy8ln~=jr;o$@`}q+`r|!;@{4-Z|y_0h3+>WFg_l<<dgp2z1t=}J8?g7`ZSIA%ABdM
zZq#$ktUvL7=@Oq;5shC~b!M8L+;dj!bN=-!@gf@ae=Y{@$x_PneOx>3o>%|=*x;Y1
zyU*=g_H*^Ueao(_Hj5Kn@^9`}vvWr2UHfg{eM-8sb?>9*>Gc(sUE!*y=G(mw(Of^P
z;v|QDR@KerQa{`6|0g9We4TVJ*gwDUn!**~PNg8l{m*TRtGyjLuDsHjZXvO_eTHwv
z$@BN3=Y7o$pPDrH{YE}v_LZk!^}l^<yM5)S2Tpws9hQ5p%RHCKKjbQqr*!>N#dPrX
ze-(#>mb(9IIM4YpQsIw_*~$IFF5v6`;=tGcY5!L6mQy-ie|Da#q-ns1Dvpm%OXaV2
z-FL32`MExRi(#VA&wyoKU9S!#O@DW;_2?DX1#F4&X12)}?BqkHO*;|2;L@bS%p50q
zpFAv_xm$#D_p!DK_7WO<k?#N7fA-Qho?p4gq$YE+N2I)38g|n??YYSUrpAM%z7L!a
zYFK-_ZQpQIMR@_cblbJHO}yLNs@l!M7G1lQdyethrLU)1UkOCzOB`yHuP$=iwTi>2
zW98RvcUW?`xP0ARj;ED=<%-wVIUW7L%jgu>4A~_!WnA`U?mn=7&KEl)tq=E`a(7P(
zEQ|YYo#Z*q_OaagH}%gqEIL>Jw<G*!$-485+YC-%Tmab5y<eP@b4JhN$gM~h0RG~Q
zfL{RE_U(p(yZ6>j;0pjRXnNij5<B_pDcjPu7It;N75+TTZcu!+JwxZ^4cm^m%%yE}
z8Ey0;GOirb%Gc$baf)qiI6F(?qvQGV@pmd>Mf*CIZ#=KjU9~zOKEaP~>5?m7eYM5d
z`sJ>DbK{E;J(B9YelE+q)F%-g$Am6vw3W?Hn%aA@ZPSM>)4xCF)aSgj*w`w{;Na}w
zt@ZET$qIyuM}GIN(!X;;MF{f-z;b7Yu!}YwQ*T{&`cUx9<C(2c<SYq~FOMZ|Fo-Q%
zeB;8biJg)+Uo>avZu0BWkGn6ec7J=(f~)dtixxgU!MI4tO{&FjLjAKPqD!t7EmN6f
z8e?_vR{CNUAvXb|)YW0%cE)+^6I*@4p)R^=t>6;A#YY8i&wgyw;52i^<*6GdTii(V
z-ZxM3j?!icMYl(b94AXA_TLNcUK%Q0r0e<p0goxisZ&x$H<ty?o7yeXr>-BxA(yNl
zP%LBE@GWYYX~q?X?a3Ff)=g%v@K54T_2*wVL(Vm1Z|$Zxle+r#Oix|V4xQSQ7kn3d
z1>i5w`uvSEe+6o~bayQki~Q~wYSQVKUHW7F#;Gw|`UHPRT-?unTkj=Lg~;pJ^|9eA
z7F?`S)aYELF~dl$KT9@QB{%gk|D(;}*+thUEhziiT6E_nr|h;CL*@gsIh2C>jm_V@
zK5$ZCi~HT%4bSp;gdW{H9sXa#Ddk%!zp%;aPgf&#wkf+L-rKtJ=95;t$fv(Nbo$S>
zZcZ|n6R#@$|6mdL4nVKz402mzlNK+6-U0aQz?|N_Z%&yToi$vQ)VS_>QyJfiyXQ9@
zx3AUCQl7zCd#W-pnLngtae$M>WB31xYF1wuzJ(mP!24#IncEGcz~8$ZR2$YveR*(z
ze`$AyQRu@t$}U|E3yU4OBw9BriZN{KDtq5&`hoRn$k8C5Tde`E*2=6$*SyLMjf#vh
z(VHz4IhS+M=J3mJE>xQc?N#Gh)TQI`^V+P9JRThD6P#mxeq}!7n`~3DavFQzjnkVA
zS&uX>dRW`C>v`5fH5(>&!4!d5w!k^-RE<<Scvf9{{OYR_qjR5xw97ot=Mr5y`%Xxu
z1QslR@<OJrGx&kiodt^wuFW}}qPwW>`Mo_Cn4?;6f7-0UGc#NHtGX!5jtE9>@mV1&
z0|Ep+0$ocdy*#6=rFD4yEq=q+RQFB0qO~`ci@r(yvNE3g#ujxa-!G>w=xCjlOYU0D
zcXZ?RWk=V@JzFQUMt+gNl2yCE&*sxhEa1}6O=M8L{jj&^#+snpN6q%uKIMy%-TB<j
z=iIVQ&p)<wzs(eLYJJ(eY{jnbh34EB1KA^=EI1XI%J;babE&Z8a-OHz-(I|Gzn1vJ
z*Pea8Vj0(;DQ1dRbA;L>R;&*;^uKs<y?3m$_$;x>p&C2~tNfnwefe^GgYgD=@pnBk
znX4R1WH<k<yc#H#;Jwg7P|zuR`l+%ITNBGKjv-o&Q)~;4R83br>87GG^CZh8=4`v@
zna$5XNzaLDWr;Yk;a?d$U)k4h2VR7Wsm^x(YRYl@^`(eh+s0e^=k~NS@6XMT%63?r
zz2%0S{e|p^<A)@&(hgl_QmRq*5l*lA<5=Uj?RkND&(fb0Y}iFBxt-5vFy0Se!X&Vg
zC3E@Gv==G@4x28jU7qJ>&sSCY`+(K?rS=EssI57ES7xdn`>%buH&z#{D76!G-ffV7
zD)W5X8UI7a#3x5_oSN>caojfZ;ISE6)A)GOCadyys#(ir>zR9;pDK9h;9VW@kf`NJ
zhkeA$9Hz9J$gH@l8^mdC(05a{SVe1E+4m4dwZ!~gm-mPV8O3UN%q&08$2W2A^q+ne
zK8KV$GMZO1Z|UMY`8Q{a)#R%>$3mW#8M?kIxm(2I|EV?VaPYsWtLx_axSSDm&0KZF
z<*s4u<m$D)lXRpl<Zc~vt-q8guAzJRaZ1F-Po?GZvAOG{w|<l?&$n<`AI?0}I<9%=
z@x5Uke!BLZRpFluPKI^8iaYexsA;WIyY45S68RqsH)R&AoAXIAL1N|t6T#)2jm`IR
z-haGsy{5gqAS9@EXM5<z8>uR>6D((^Fs)T;eA%I1@$Q67P@!RH&aqvu?<&Yn?VfBd
zrFdn{;X<>!0U1}NA{IB=Zq+@-)N8t+)rzmIkCWG(^^KS*dy7tPHwSy(arG=co0%W9
z)=azpOQ`t8p>?hM1Lu~l@n3mmYP(+0PIps{Ll={`SH!;v5SL%MJ^PE&W8sy`Pqp_j
z-TYy5R<~E{%<qgjTRyZu()=EA_K=vYUq-+~rHsQlAE)g~4A?bmW%DK;O@A$$q@CAO
z%Iccj<q~==Yy)!x!b;6Uct3hem;89Rr2Y8A4>G3`ME@xoE4+Ajbk(Yfb{a+}m;w#|
zT=1Rwux5AU{p(fN4!>-=w&8=fr@EYG(Sjw<eI762IDbBHk?v11DV}sk!_bF8$Ckch
z`kZ!Cz|T`WCM9Bi+jhysDcn*IR>a8(J#1K*A;x`BZRxDO$do;cOG`~pEoo8g6|Y+Q
zC3@y$mrAb<Gv7Ux>E)Xqn$P|5VWCW`%F_!>w>PZ(s%^Y@!Gsm3%LHaKJ6`+|mlzs9
zzl*EYws+n3jIzr!|9-r;<NKXGOs$)BW>r@F{Cr^J*6i@<x8JW}es5;8`q*w>*50kF
zO*frx{<iGR+BCi=ciN<DA4xafesRkG!EC;xBDyD+?Y2FvSiJL2cI9VZv4cw0lkSV`
z6ZAEm{c)#RYmf4`Or34IL5`ZOpC-G$`mp-)0atOo)2??{uy95t%$PZQcem!vj%Pbw
zB`kkC!`<w`LZNR-We)<k$KP6PB5Hg?^Hx)%ZPcVijCogc`&YdV_;9I6rttRS*!_C0
zC7pZTTs$z@Y2K?@d*7%`c=+u1-EULcx1VgTb8yJ1p5h!mZSo|;!>n8E0=T9H1-{l|
zo^)x}XH)A7lELizdM|R{S6lqS@j|m*eq5SG)zim6QhJ_kJHP+W^|!K3HOF?R^;;!>
zd0_rgrlyVKyZ=>V8&#L)TEpeW&x*x;kLs*)-M>!n@}}<2gP^Mbi`c7v<^C{(Tm^Un
zb`{{-;JeF?W-;6ZT?NR^e<tM>_$ol9%dI*q_oZ*0mGbd3GgJJ_STDx~Sr-mF+vrEH
zdcewWb@IweMXp61!t)LtefrWPcK;oPSzYq`YX!uFmxukeD!#-lCALc~VUu8q%o;9<
z;;v2mJ=oJ;hh~c^FJ-$Z%C#z-Rq4Q@V;36|wwA6*cADFJd~4d4EeEe#E@(b~an6?c
zRq89xDax^5Eexxj%RK3l?3wbp%tday1kTM@NxHT}@6XJ~jDHOinhzT!9i8j!zapks
zc3r&tlG2(#QVG3+KF|9+^e^;z@K1YqD%g~>?Vk4=nO|`?tiDW*jp|X?VY)ASady=%
z{~GWAKOQz0_>0!rA8L$lZZI{Gxi%qK?W;HA!N8@O%Xt+0u1dR}&|*Hh#x<vw)lPc{
z&y+~Ex3*23ZkHCeCtiASREy8<vU)<I#@TsKjhA)%=ll?#EMv9vQ~RQIlI&G_g$7Eh
zlRh?`eYSjt{KV$i;Mvn_mYdy=ZMKR5-38bm&n)A6;E{CkgQI_??dFsvc3<}M?z?Ok
zZN0)|O>Co4xUJItj^JrB0*BwOs-4}IY;t14+ne%}>z~fzvG5E^X1yjUGRf=r$Bvp<
z<{PrNI#r`CcNouIvir%;ux(aHcCQe!_4zNj<<z|;zq!wsglsMQu~wStzTfW-=MU$i
zyxJbbWre-ImE`o{;^b+eg(9<`)dX$Q@{4`FCV6$FK}^H3lMbe#n==GL=IlIWe({RV
zO`g@Eu?1QgYOXIW7#K9Hvtr`v1E)=1xGE>c?C3##*Mo<v_1&Kzy3nEd?niY-w7-Fr
z&+_!fh@h-_L9?&z%VW2)J$SbJ1*c+wX@$*0WoP$Gm6^L{R-9d_WV7M+#0{4>w;VM(
zb8Y$h)WG$hmw%6Zr2gVn`^mba`JXI*@C4>8+ZFp=v{78yLRQp?>EH908RlQt)W2SF
zRq5!j(2dNtZ_WO=SoibmWPVt);IXo4N@2M~{oBqmC1o+&Ki8FJrtMs1J7MvxM)8wo
z+uBt<t{b>Z*W3=&pPk0LNagJVA>on@^B*lUQMrHVum4lN5)*3!nW_t%>5-Q%7i<i3
z4;K|(dwhrTL4$oizUhE3162L}%j%=cY$g#SD^t0A`9FmZQ`wdEYDC`MPf9!ZT7iX4
z>Q#fvv4gX9nuI#l0zW*srE_P?;(5%>?cH6a<~Q#PJ`H@ZDX*kcY@UqR2am?XbpaE^
z<XCTM<{a#+`EZ2!SNkKwzQS-O^QAj&{HmGS8aLcte(q$S(&0tzM|oBETs|E7ZNoz|
zMlC5m7nzQb>BTo6M($wanYE^zUH``3_A>pHW7?}G%$uSZ85X}t?sb5KzJ)LURvqo?
zQwl#zId`tQ-sV)0C7aZ8{wc54$}gFv9ePveI~B6{9$r)_uvPeF27|@&cN;lMjs$G!
zYE@Rz(EYdLgOIP;qJx@qL;2jMyvw;Rz@PQx^g)%EhvenlUmQxgDy|cx8^zMl5E^B3
zn^mMgrX+ad*VWlce&rr90%tCpw1sz{Z0b8-wv_$uudg2_Ir2BVpMKGmv(s=w_R@tj
ztJ8LfpPRYqTJ*#0b5hLH+S|OvU9=8+vRu!5k@UHwF8akzCJk4$JDby83YfG%Ze_}V
z-UcWIxef5pf4e4OKUe7wg5cW#x9Y{r2)t_Gu615b{M26cE3-Fv*9XL2)yR(OKU3Le
zFTM8Zw!0}8Zq8CayH>HWFPFjnPQlH4#&>SL+;YmC=bPJ{-BHt}*=}gPJ=*ADCAw)7
zr$3wT@^zP@|9UNoRGJp0bFS^*g}n^-*Ifwkss4H`G;;D>+aQ*wlOm+=&SCi_+OlHS
z7T!gAEz&JwGSdzxA1?51G;Vj5(2w|XRWKy&&9n>Gm+`e+Udp^m`RK2A`=^>N4EtI5
z)S}2ERH-|hHTk8_&OQ2yDr}(Z055WE`*MK+d>!EL;HR9$Tsx$^u4(9*$;))yOK(Ws
zmF0fPE-|u2)l;40!u=g?YvX5YvHv;6P?jwFeXY+WgCO6lZns#K9;wavWBp;4>)wfl
z2{)VFE_~e}?ajEc{q)Z578%W2n{x%;-FDUw&px<!`_aEVTZ0^3*moFJty})bLR;xV
z)}uv1c6Sy?K0l-?_NJ5bq)m?&FJs#s9{zs{^Ri}Mf4=cb`6jKuGlhk^q783oZR%oK
zoq1?uiyHVoKu73(fNlyeknaQh0J;xQ4SpZszKps#zdOIaTj3g*^WFXQs$15Hfg8(y
z*T_{kdR)~xZufYl*TLR~lxZ_UWFNBW2gED2ZGB_h%g&}JHFf8&qjrn6bTS-GZcA<V
z$ukc5HsjUGC8Z4YU8jm(+!W##udx5E+jfjwD}BGHR>v}fIs1HW`Dw7NmN+!2RcX4>
zJIDR^^Ca9aDZa~n_+ZiX%aRRyH=aCUb@7Xw;m3sCH!h?*^L5W#f2C5y^?UZ`DIy2k
zudX_H`SLog*o=p5R%_3--oGvWA#Yt*ZBLLuMMT()yH;)snX|7JZd)H266ODV?cZ;y
zYS#bv)$A~?`%`vlw%DOv-y5U!b=I$ay<kV~q_u}wO<8^|c-5&~akONyl&q8i&&s{C
zdDlE(^sTE6mU!HpU*^hp`P-5^ZF^4tb~^jm)+oP-<^2({H5u-E_E)#`$J;e*lia=2
z#&!Forv?c{DJ}Ucwnv*;CS)E9Ty42qQ2eab(&9}GSDQW03Hn4B^*?><cXUJX)1!Ot
zww>B<zEC#g-s2847naLS9TJCJGg$XE@kd=h8ITe7@CT#vw~!|rTwgF(I>oOLtO|R&
zrF;2-$-m|*m%Q#+8|L5X6R|kx|6A|VN=5BfjAnlrbZ$$vhCkI@HA5o5cTWFjHpa^w
zl_%7C^_yRnZhC#R^mxI+?JqvPn55U6X#QN|-Iol`b!uChx+-dvc?&&NbJ)B7=xuy0
zzB{g6c428i+@rH%Vb>M94i%ZoN;p2a>i0!VCt*#Nqhi?FOVcYGJz0f1>jHS2^rLih
z-X=NzvCu!cLh*~q7q{jMvp=%D2%oX+q4F0GTkws56%ia$E=eAp^-CRmBjAeQsn-hh
zF5TMi@FP0pljV;y*4m=m-thzo%7JbK^akAsct^#0>xx-#LT}Bves=2xVJEA%i{iEJ
zGNtj=G`Z}0qjw?qkL%&SWJc>vw&g<BHUiH62I990%#~L89+eX0+p<x#bWyVH2Kx_t
zACzjHUbgFI{AtUws?y3!1`NwwckHueDcD-|LFQ|nm(HDIrM#ymIScQ)rT%W)%9WcQ
z9$Rg)TKtY_JA0v<^jb&u$4>7IwjXX3Y+1B!-{oryzGfe}xp}iepVCwHE%~AEuT*R(
zm99wew7#*+N+DY&=de)b)vrE2cZ*dTHavGv;*}7Jy-}nR(DBZ+?!#L*&4ah2#XGq<
zFJFJSrbaVjWv1-;r>2P?A5Z6BAiq!4=S*fDXJ-BXZTB|VIUhaq_H^*$fFpY@@5tX#
zJ7?NlX;JAtM{=g+nUuHcoDmZ8ef~K$_HUV~T+VjgrTkW5FOT<Liaz>j>OAL!F9kx;
zw)baT(fplpZD0NuMw4aB^B<b=Em@Kcxf9R?aVOvuVYiE4Uui(@1pKopYtM$e-=6<z
z+dAiAe8Q81S03Hp_oT%mTKG$p=KJH<4pxBf1Z-{X*_i~o6VTF-+i7mqc^=T6fJ%oF
zn9Gj*D7gr_6L76+3LErJz`v7}-)UU@+pl4`C@Ht+&>!X-Av}w}Prm=~%lS9kX5F)P
z`up;|BSXsqQMn_H`kx)1F&07Y1at=73D_v6FyX~PPNl*JmoF^7lyRu_=qrA!R4x-P
zAA@=CdHOqduCC;DVYSW(uMYE?FEvrY!F&ETb2Y0cS2(7=yI?qdjh(60nXPXx-1QEB
zEO}P_@xNcHj_=NHmob=sOmEK?J|p%|BJbmaV~qVS=gsbZwq8fO_GG1J-mE|)Ls`Xh
zw+<~hKINW<<LPO48c(xEC`>J=Osc;gz13C8%J72A{}8wORi(@KrMj&55&gYbYnsF&
zm)q-KyB+XeeVRYuYWAUmc`f#jSlH&feBEEWfSq^d&9;q>2}_-pUX+-}!JN8y(Us#{
zW_0Myez?)?{Pt^=0e<hLS1&G}X0zbx!bH%efEUmB@O?<0t3Nr&@a-$U2hp}KUfy5%
zuII7Io{j4zKE_;sBUq3cJ%{J${P&tR2N(|W9dt@h`FA^F4a3i%g_jsSjXzhhojaL2
zv#d^STK?mOi*F=w>M1im?opd<^iIL3DdoYxvg^NPxh_Yr+wA@?bxP*$mv6ZnrB{k;
zWNmpl)!fFk<3cj8d0Er6_KPla_it2{mUvriB_8#z`cJ|VZKgvjq-@<5N1w=ZJpMb_
zBJ-A2`P{1M_ZuggPtRpw=c}4_Vs<Ed+oC0_-ez)dUMThZ-PJ}5jhOt83LLWGwXyF0
zlUU9wT{vd)m@Q-J(?mh}?jMem1$tKee&2fak(Yi+Q1RNFXx;ETDh~A`GJ6)jax9x`
zsDJhF6X6)|U5Q3Z?=Fcg4`^7(jC3pDI`FN4U$YH8C;ZD^KdZS=*RW^*4}I70LsM3C
zf^P*>Yg?(z*Vc4jvqaw9Clhol;FYNPTy|^0w*t0-Zv}kv_t=BIVvqa&hsHGj%4%dq
zx)pHayP5wy7a3?@WuBcS^!V~2#I1k@&IP$!*RU{)U*<Wxr^N04oXm;b{Ff)ceE4za
z`L)kl%oe<{%M1`aT__<ft+w0hytPSELcQgc=>|2u;9CKgZ{}}xEsv@@(&PPGcwWbZ
z_M@@i0}^)gZM`;K{Nk65H#2kRGiSWJ)YNq`s{BdW8w<^r^Fd<MD)$z*PIovE!o6O#
zSc&PK`-WR0Rh*^gol{tyeouQmtF5yKaw}lUGVrZ{$*@}ipHw8@w+P@dx}6jyrZ)AE
z-j)@;tw~Y3Z<+LECfv(gSNSj@ilMW;Si3luwamcUwAZ!z@vh{!jjU3y<qOtM5mvK%
zdxJf2+urvFgjXxQ5<O65`s{$uJFT$w2gR=o9A9ggJX>qh)@)Ud&gjj0T3gzF$?Y!P
z$g%ZGO6LAeZpP=bR;_>amQPGTh41yNMx&~js@-izZhk5@m}|W(OIU205qpAD7k5bG
z>yI~MTDQ6g3K#hL_r6|T<>vYQAJ2zNL7N$T^xRkUM)=-ll=Ny7uU6Q4MI|D|x06j}
z!3yCgF`2bp2AZL-kH|K=v8M=GSDEZOSiLIw(`}1_#(ml=Rvnd`8n$3Vd1zJ1PLYec
zM-+6gKao6F6k2rWHBTGMYs<MODup)O`z~%%_Gb$F-WWgeJ#(CmHd`K9Ua_Y0@XkMq
zAABv^+!p=bprd>~{N=&N`BooXwc6hWc3w=I*4?+qAfV*(N{7?4=Y?2E_!V1MJ}qDK
zwoJ78%*3q4*Grk$=ig?zl&729o_=(D=I@!iZ`cXU4AGUmd&=hH*~6K?wJQS*uhb-o
zNxk_W$Xn3wxpv0Rw4>jbbDDR(xl$5)Th8-okJMXTy;jYYaSJRn3Vt*m-mq|2`SlA5
z2?FzzD<-6-Yuo&={lMIIylY=+Xo~4UktY_HdHXhQd&xa7^6&u$wauJrXaD*5e7ly&
znblRe__es+@zn*gzdzh+z0kN~@fvG+?KOPrw!X?!`R>eIbNp7)JSmHRd>PCO^dBF%
ztYk3dpIe5?%7bciWi6)PzUAMU3c3`~GHQqAAr-eo7VxEj8$U1l{^-fQTFz4C?0O@n
zS~mWDITKDWPrm6cYqhfHi%G5MwglVL7KanhpIfn-xA1~w@l^gF3aX1V9?hEWwnZ}V
zid9fdSqfijlvJX?(XLjdx%U{(Hc#}~8Wy+jS^FZUNWWPv9NJ+gOf9$H_EJxrvF61N
z5z`wzpDxd4b>ImSl&ZE7Se`IF_WsF9=h7gT0(y8buhIA|b*je1bGiKMJ(+q^e+v|k
zJ$fbc&YFFhD<991Vy-#QMbB9lXkC&v689DNR4j1cVKV&=*OG?W+g}>o>RX)PFPp>2
zq@2AsY5Ue~>%MYL&lEjjZG8V)Z19}!51%&Ip6p(EvZl}D@UA2c7hC@yB@dK7pYk+r
z&UwM~ZQ?ejOX2%hSt-4~T%mX-Ia)D+wcP!Tciu(Wjt4TAq?@kt_k8SS|0dn*etllU
zvRhZaw$(P<o>J$STPvgadvDv32x;CEOSx}_zS^+)qRf}B@`4YX<pLXy<?ZHA5<4K7
z%(^IhL-XT>qOTPKvd>O^IommG#$ncZ8tm-9724NTRT`@Xzjs|M`mpWj(kk6wor}M}
z4Kr*Mym)Bylf;Xa2Hlg7H*7iKTr;ES`Sp8EVr|^*RV;rjB(`|kE)X%^#>X~G(Ok1i
zL#?2VyHI&W_fK_`FFEz?%s-2+rk=<XROLN<FfVLfQN)^E9_-=F0-v`qItndo&WL4Z
zI=C?Ew#13o?k4OkUW#%}nNu2ECr-F!9Vo~BTIBM&j0FpOcsTcHUsO6aca2Vhl1HSJ
zcwXTSuAaKv#zNX_GotT&_>gfoDMO)lYU0UrJyS1<w^_}0dl(xZwdYaj<6~vFqoOVz
z=I)nP-EYEn@ND<uS$X&Pe)mYvtd@}4ASd~v=*Kq23BkX47OyD(`efM+v11nX?Vi%c
zpRdecF6C(^aAdo0$0eD_#WOB#nk_6mcbn<wm1b2F8=eIwIhMOb8OCug=ah7-W<0$@
zeTq8I0<+z=ez$*n|2Va2+C9@IRj2Q{%1fMjdUBSoo&M>$g3h&jcQU@TiJm!W{Lbg@
zp<DMvZfTt4ShPv@s;J(XuX8G`^uEk?Hxzb$&GVk;T;XSdkl>nG>~X1YuRd!ud-P;(
zTi$1dSrLkD3z{-MPcU&m>vB#(LupRCk-%N9&pLg!{IWX}I*u;ixa0jdoeldU)<-&=
zUbN<2<c33+j#_+ISz<2hWiy$9@qpuU{>cI>I(xE(rgS`>#nQgBPyCqqZKj!O>k_|S
zk!HPC6v*R!;lG_z_2QkkITfb8cU<j}UFv;cgU^vZ54R)IW-FpAyw4YF`X7?6st9V_
zlx1@xPns!V;dY0@j4i)@nCl13IPkmK!Le#-!NREfZ_K;u+N)k{t+&k5EW3Pa16TZv
zAg*(~`o5ma)K_+gO6$+m_6TQs+r{%zs{QWTnDQeF*<UAUOJpi_2gM$Ky?UEv-kajK
zrX#)u9;)w7sr}zyx#pmjOn&F|i;|pi-T!!$ro2_pntnHK4L7qKOTp#q41c!l-9OW_
zazdVxKO@hMb-F(is#&)dH{NPn?R&rZ?GDZ-8`w9VP|@9|^Zoakf?kbXsz;eOy!f^7
zE92=Ck{7n-&t~(FaQPM1o|kk@RN#?7@r1g+DN-dx68Z~6-e@s5T;*mCnxJw_jpyHD
z?qDYQ6Z$*2d*Ax5KA*R9jo*)>YF#@u3{sCCy_Lk=wa5CS7O$+y&R=)m?|s0Rb+`7;
z1jDnL2m0$upC-iHFO+$CvOqb<AmG#$t-o#}4`;C}8||(WueyIDqmA`3&!Q9Ey*HmE
zDpi@7YR^CA>SJ;E8DGOc#npKq?oTP-(HqFSM~hEz<$}-Y`vrRgJr!BG?jOE5O?r>9
z!rEoRmzM>H7D>0QQk%DYXTT*j!w|{!&v!iRVri9}biH7zflrlpSn#LLiIa5m<1U`s
z<h~`4g-QO+!iW|7mMHYr1zu;`U^4Hwl15&Dc*W%2507h)2<dEhtXDd4Y|5XG&ad}F
z)snl{@S|J`$lq^rVy>xZMZChwC-PDEpEdU`+;=tmzv?B>rGS5qxXrZLD$30kq_ss%
ze086zevl~7Ud<csQ9bj|=h*49$Esa;bymx|N!{!!>{7rl6=z(|H%^#;OD2?a=Cu_%
z`y94we7GRQYVmBwvSn}XsmST~MvEMH;%C09)XnjC@Xvr*bvxZ3Z!n$38ryVbu|P?V
zf`9&_jPN|4*O&9+50&tL(6e{jdF#gheuKLia<fiEzrJi)(OR^>TdJ#Ip~sfJ%SzWY
z9KSmMn2h<~OdE@%Jo3kyt@9pc+RR-pUfX~CZ`tF>6^}XCbNeEAe@Mp0?zDWQTz~mj
ziU!mA)RSD<rx{XnPV@>L{w%iXS;7vUWz&!P7oS<tX#Ft$>IH|cl3kvY?*7)=(o=Z#
zM%^NxuMD}>Ym);07CBs>aPp~+fk?aIvu87At>K#Mx7RMwXU$Hpe3PKvDeANLy_mRt
zy2Bdf_8HI9ro7fxv3mNTAo`Ky<oYuee{`i&cbU3aU7W<QAeed0^=AUvAw9>NR|cy*
zo^>#E+k-cv9?e(#=3iWue{ka3CCf5;b|)-f&(xp5v)7>E;`dhqpW|8zYfV202p-G3
zUS&S%>%KM9jMrq<?62x~J96gZoy434>t{rK_W#JHcsR#;H|KQ6SyjCoq_rIn$otGb
zJhh>sw)2O2&cn{i72(g##S8^ke{rj<Ui9(wIp2=%M4g_WOtRm;UOu`+Z{Df3=87Vo
zw%nVlpYc9W57Jc>nIYHrw>X1s4Xc9t+F4R;3QL_A{q1)5GkF<e*3HlU^sM4DDUXl8
zxE|_#4oR`!s<^ql)NqkDKYvDeA>Wm$x2&c#yfJvae4C_E=AsME3&D2+I(7K9Nm?E}
zv<`A7;Ka+q{@i-vtsEI|oqbQ%C~F?}=kG}b-3i#$Vk63XV4d;w;~bg`h5n_>NWJpk
zs-di(@lK!1DSEvYkEM#qg9!!9+1r>G?X@*G(4L_F=%~Y~VCU({TOCAhd4BP0c@ePr
z!mT|43C3kdyV}gH*C^h(=d*>k^jL%?hvU?jXG84;ntwg3T6p04<w#b!`CtA?1z&6s
zjMYl+oIC5%ritcZi{#=IdNf~tQ}5NDu!#A}qPM9!4rd>S>4eV~d$d(fmu3D_)+>8|
z%7_&2$~#hBqIX$V_lC==8<BHwoCu%0?Vjwily{rgwwhkC@(Q^;b;DZw#N6DSSzLKr
z`u4oKlMy@pa;$Z#>&rL)a-O_a4_<ui*M;ZKJ1VC;$(0BcofP7@`MLeXxtX^02iDBK
zyYb9n=bGQ?AB|Wlem5w|1wGleNQpr$`rxKVQzwc&WDCr>bvJMh@AaHx9!F*xUcBRe
zSzo!vJ^vR=(5t%!%JG_I5C1v6{dN5Cg(!{9%X#F*gKnG)2s$4#Q`E0|$q~6?mAJXr
z_I2AR-@0;&yYc^_*w&c#s2grv38j^yW;c0imC`Qd$R4)3nYOW{Tu%0(+w~<v+^RN-
zg{;5o{}wGYO$~qUbo$eJ&3KjA+S<ef-u{;}jD$)oLXJ;K+8dB?qGr<iGMO~nOIEz4
z**~0ed3TrH@w#KX>)OUk#`bGdmOhV-dl|S6q~h1F!q$}=yK3B@e4DFi^zexY=U=mL
z3TBTBBAkRkcLM%V=gxd@Ed#$3P$1i9;#KgSfNu`F?VGnR@6AWg|LX%Y{nDkc9^;yS
z?XY&c+WM=B;5z|pOmp*IEM(i?KJ9XP_|E#M)z4Hs)b54Lg6;%d9is)h6L6aOx2eJh
z3N+faG_zNRXR54Nyl#^7o(XN6=eeHh-MVl2jSbmOGXt5Kj%JC+Mv11XM4bo=Jvr;Q
z$<yG_i@i2R%;xDLkNgFNvi~2MzB{~4acRJY^;<s0{92`UeWUur4U$GNGG}hAnX)?P
zVE1&hcxlbFeJ_*6+_Hc5Oi0$Q()-QuW~JKgrAzd89n8Aee(ykq!_`TKIv3BZ{3W|-
zs^EcjP3;<C>H%v48+ATtJi7bt;nkwRG7Hu?-S(q?D<AB0+LfHO%;(Pg37_VDdZu@H
z7SC$A=WK={GhgyNNY2aR_06q+!o1-8#P^Tq<j<Hi`B$mI_jgiRizoXYpSd;DrfS>D
z)+cRSv?ANtx5(a{Bl}GuEP5Z;qrfYLS#ApoLnmi#<-O<eO3>lJs)*_cff(CoH=k%s
zzNJ}N?XWnuX3xGiXTC3-di77s!Q|L;I+9(M2K_yX750o*+}`<bUY;O#BS)TL@Ah-I
z#3gwAHzzoKc-7ojIcw^@@E#sc;pIj1-<7Gv%{sO;b874DB<6Vg)PmHSCvOaERZ@-q
zy5%^Wkhpt%TltpOW8p<MZEjYVcioRS+IV@DUgmuBu!^m`uI5+zyss_%JGbjfW@5x9
z_P5^Be2%43bKma2b=WC1@b|`zcVArRR|z!wXlV3%Q^=)E=QE%i0arZ>pZN9d8e@yA
zr+)rU`Ee=s<gqQfQ*K>I+TE=3^`pkhX03|bmP>_A^~J@iD|c?V6A_auojg0<UZ`=(
zNuLcn)~GM!ey7Qo9w69}IWzcOy049V<bhim=ilEfd7m`(bW_!B-&g0?zd4*E?I6mz
z?sPDNIlE8&A{Ul`kdK#=H7#6ruMJ$i==IgWx+%Y!j;Oe;y^&l{A#iQqxwL|{D!=P^
zT?BvC9aOTo&;Rw+&c?hJ&7$x5+aoP|R&|GFR-Mf%)OMD9bTQM(Vz=b;&+Cdey}D)J
zFSW(so^CSlQ4xirZHz15@0CBS@u$L=Vbk&H$t}z$N|~cvwT_B={OZ^gtHvrcwfEu*
zKg+dSFY7Yv1?Bp*w_8uj`!Lb4p)X8ad-87XbqAl{KG@WfntSh^=#dR?YO3ED7R5|`
z606O9vu`T%jObLxXCaYOXPw-0>n_{pS9i>&+kg2c)m*$H=Zs~DOd6l4!s08ox)zFO
zuAWsEO8-_eZC993^+(r3Z>rzUpMQJeCd2$D*&Io?)%TL^<{sPoQ`KeG`D5Xlt9I_*
zG<CY=9PU)bdyPdK9@|CUD4e(ER{!gk+6b>hMe}Oru=(-H$x9vAob#jL?62PV&AIvu
zf3LiEhF2&58QYbqv$f<bKK#4iqTaMB-0h<Aos9L@!+Wa&?ug1J>@<<xGG~_f5k7Gl
zw&RZ_*&4pbZ4Wj!G@bSPks}A&1nm_6hx4*z6Q)>PSa!5=Te6v`#q-A>@8(tITwQah
zuyV?FuIXFWA8hbt`@J`FL;ZS5?}fjAx)eN?{Ac?2l)#3BXGPm5tIBLL<4Rb(bMJDa
z+0$=V&se{E*WPx`-RqSy9Cmxf-Lx-#Z@K?;Rpt4_nMG`o#XbxxXKjnR%b}GuYsSHa
z{QXs(Zv#)|EJ?|)J^kiZ#s5Rzxl0P4SAM+tWWuXjiw=go_j9sj3%>1Yj<aRW{GFaL
zaZ%SZ7ApqstV8M>gL#DJCa%zuT5w{sqRo*I?bK>FUElpKMQ%woRTBevye$2k;#y_f
zCuB!8yehQ0d!K`qUy$Ri#Wwu|B^#M_bI&Mu|Mt6j%xn42v-P?+b{DrZPwe|UM>un1
z;3lCSn-`2v4>ebqebjiqIrD?pE#tab_j^A1D67WAEnm@Iz@aR0S(B;Z%bxnnLi$R_
zj)E=()HUCd`Er8q>DaGIr}F+?m^72!bnfd#s&QM21Q=L!udRM}X3wEr$!AgzE7=D1
zO`g{}^UbVQ=beJ}O@3$9+;YC%HIdwRkn31*5xcW@L1O>w)9isMhgXOHY@EHm`t<cO
z8MAHCpB5YwxcTbNi%$ZP*4|t?XR4mm2E6#IkzMs$()w7*^!GI`i|i9mtXyxq>h$>r
zPOs2n@2$HI`SDe4-0VDc?&j9YoU$;p+`hThhn~7sZF|O*AiC!2y4?#F9#|Ds`EA#A
z;cH>JZLs?Q)7lm@o{G2Q`@XGup?#pB$dYXh?2TtSI2A-;_W|<oEKz1>yB#$5I^#;o
zwcCQKQeJATVu@nA)}<DB=x_ZQ#*HbKPSMe>x9zq?FZrh7d3H%?sW+?a(%wYn6?|rA
zOKvnr#GktqD|Y-ts<{K-#~U|u`DRrd&AC2v^3|JH-cPBz_Tlm31&MOMLOzy>?3BCL
zn|ZC=_x`<9Y2792XMPLv@A@0d-!J!{Wzy!Cua<H%%Lpvuswyt};`H3b>VC+RNf(r-
zCIm+;-nlLK{$<hTU*cZ_-XF@~jCH8hbBkB}nbC53Zii)B*q_s)oWHLB_Fh^q{c&YY
zV$bSZc?nO?r7JX*w|!frf2t`+L{)aZ0Ke_2$i8FF+V3a1h#lSF=Y4&8qh!If-KUs+
zl_jtDNbizyW;gtPcjeuXs1l`R%o)!s|Lxe<@PF=|R&AM|Y-wHX4Q+XupMSXMWp>=G
z*`CeNm^nAms`fJUI=~fQJ{(P$vhtl3%Yh9-=jKKWS3JEHcTd{cxw2rsS@tybxKo?o
z^l@KySaEW-?Z4B1`libk?l)h%T*0huvbxTU4T~o89MjFMjr#sD@ge9oKsG&Juk{h8
zSG_NIC;N!JcH~w#^|Q^>{$9kys7eWuw&h%Lo34bod5JDgxYnZ-sNX-~(#%J#{XvWU
zZkn{SZ~bdE??L;akiPX=4;Gv~@5{UI^w)*a&7JlpiQ3B3H+S>6xOIO`+N6Gl$<#|A
z>%xxxPlFc)8y~xtbLEzTp4xly(|j`bCHa<{tC-oCdMg)cF3`0*?6^)=oLl$IyOvGA
z|9MBaPrQ0HY35!>p<~}4JbWox*3K4Z6T2tx=1IPVe^(v&&HgpcKHfe)%=(s2l-tCd
zi)m~DRSI(_If$Ci5v)!*U#BEnyhovTW)@Ff`G>=YcN|;Ief3?~$BYNeI)4)TqZK&?
z<3LvdKK<)3hjHFU(E^V3uV*Xl6^q$$RbW+Mvn^xO=bsA}hAX9bU-^AB^UE}zl)}B0
zo0K-VC3h+9dAw=<n=4$4o^?&|n&})jTWeM`Q~#;&cXjt>_P783^eXiIj`qXcKTe!n
zy!R0E)vEcso`}8OHER-UL~Ni-;QVT<7k8FieZF;B?1XC#`w!_plbjm4Ct!BYH2I^K
z^sU#3`~Lp*wcEY;QjdK<w{PHPpPyw(FXzST<+%TjUBSkywD(7>-G@CYv2SH^zIr4J
zi1t>LhkZ`5$=h)_)Z$H?QnXNk$nH%$f0b-l?{-l-R^+Y!)2T{7^G-Cb4vwFHeV(5C
zjvFOUO!D@<yu0d&!tPa174JRQid^}*WexY{U(&J(cPchl@uaYPxl(kI?MknF!Q|U5
zZ<ur)*2OLevv^kgGE!&%#Qc<3<+)k6M0n*}CUbCFeA#^b*t$6Df>4f(CClxMei+!7
zN+;(2TzP%ZrPAq7{yx~<%DZ-6M(R}lz?9vSw$`oBys+xLOXO$v3tmh{O|ii_bN2`I
z6+LY#pK-zax@wMB?Fr7$4!`>%i@#TkO2^rL>qwt#_bzRUe*PQn^$WhvUb(OGgMfZE
z)63Z>0tBBM$A5e!dbi)d*ram7TJ7H7@`_O@6E&^vntB4cR$sH~;hh}oRdnIjtBUlj
zu>Fm(vR1QYm0mHOf3*JWy94c-d_^}Fy}WxZTTS|}<@q}obvXV%>ubBd)^5u2(7xwo
zV$&|K@}IaoZ}-U^4-dXM*&;aAxWvr3?;%5$oTuL}mmL-zl5VGzb=g*~YM&bQ;nSu~
z>`i)%=O(1bCd5ttteL)c#rjqGyVv@>l{(W_{g&^_g#~kFvkQicv@M%7XV>~%jrVWX
zOM&hIJo(W~!@BIsl6|{5k87{i7GJ)`FMi5j3-CRFrwYqAELnNyUV}(&!MYc>dmW0t
zcd#ux8`0x=O}gLVxbUnMB3h4CVmC^k{Qc+bf@m@M0{t?xfa^^2@|VlAW&D`RmMXbK
z*erBaw&KQ26V3UNh1@5t)z|t>O=307OLSd!Q~1lYv}uZIzm{dro+T{0R@L`X_B`LU
zIadzFcwL;LmULL<Sy9(Q#<M3SOeeo_44S<!``4nES2%3fR_ljPShM~4(>})U)!Wry
zZ~YQ-P0l@*d+wF)T|b_mI>Kf&-DT?3^+#KuS-v;^@ZoM(S$A|wUGe_ydsu`nt^K6D
z=7bRF7Qh*q&oV_NUg$E2_|Ibd%~t&4mywX4g~V2lfReK*X^xKf!kU`(V=wA(Ot6v?
zT-r1xt?|l~$!z|L0by&Kt`!vd=-drE$hOyagV*y^;WL-E?9gi6!s%sx;g?IR?bD6F
zRQ|3{m1gz)-7-<lm}}LsOiov)Pq+RnW!9N-@x8hF-&E6lTiW{tX2*}q-8f*#W>%up
z$gBJH&h@=leq3%(W--vyyQjtgy9IEuN-Vdu<*WaP^q$^t^j5almAQJiswgqOH}9j9
z_|v>8H#XRom_IqV_}6`H?(Dbn`~IB0e|&rWANlyC^Lwm1motSO;!LtR)hv1|_u{|f
z`v2qpefF<uuPo4a{8kmo<YE5p{Qsw?>wlT&|BwAQ=YG>4b>pqC8iW=1Dn`7yEiR+H
zukqylmgM{Y4&UE@_kjKX#U+{xyzBowJ$?U=>b|F6@_riD|7_Qvxb<K3S8KmJ|AnXh
zdwP5N{;8Jh|G#@X{r|Vt_s7FzoLaWW|NDIVzSNuvN4Grk+JCTK!Di!zsL9)S|8>{N
z7Fx%Kbu3K2YUtILegA=n#65+DGiH3@a?cekk2&qaq}ALU)?{#X+N~d7y_}+_K6rU$
zR+wsVqRqZW<BoV)ADz{GT|YK`ykbAceyY@~^r;Guo*Q>9`4y~UIXPg0PTBRjThuG~
z89hZ_2lLO|x@x)Y)RU{OUzWDnkW>G{@bwetnXMUjSpWIREc6OYN!zpX_w)FDEJjlb
z7XEYIvEI2>`+eyBMU5qo_Vvx>^OrKdJb!}ld(BV#G931WFL{6Z*CbiFf|G}4P5Zb0
z)VAO+x;`_%Sj-62Z}(vro^O`hk@s@XU!xtDw|w<~_Hr|S(yP@H=k%9oRn$rpoML-$
z{(2f?RQivK{!+tFQ7$fXqWrTBSV}wQKFipY-rtmQSLW<b>v{HxZv64Wde;n3eaI92
z6)AIOL0whH^w~2`ALV8Be4>5-#<#<H!QZr>W!Q-b`J_!)xrk3!I_RW%iq7sAdIb_a
zpGu0a98=%y*_6EP=eJ3}cMBf4-g0H1aA$tl>WK=R0$Z=%J<P)NK;#y$YT=)X!$*6q
zKF+_mVjG7@q{hd~zMk)Xd)U5PDHk68!{*#P#baE2k&1PCk7qquF?r8Sg?*KFmZ`G-
zKg(qP&$YAkv)x-B^OpTp*a5|^Xzkfmb+MLSzfE_fKaE>!_G0g>{YBd!&tp1V$m;Xc
zmeq5m%dA8WrA0edx1<<t$vF3LpX>B5asQj7nQhO_+y7YK@u<ir)<-K69-FQc5`D?u
zpTO_>G$%#uy~V4{{j2u09hx63|J7Vt^DN6AkJDEDD*UE<b7EWV`%ZA*zi`*}*lH!y
zHNNg!JX>V{e3N+nN@DV#<6mw+sWScYX?ghHtC}xAaHs6}Sl(&B@6}XOz3L;@aciIc
zp5*b%Y3ftAl<OWgm5bE7)C+mO%+j(+{Al{{ag&X8XTFHR@#>Th*7u`@0?d9cNf2Uf
z%-_l|t(WgKd$R22N0P~Rl*Ll*1mDPN8gPc))M0o0v$}jWL;Q>F8dKHxyT(SXzS93h
zc2UEo*uRr%7s_cF{PvLetM^OSo%w_B8=-&talSc!#O1tNTGp+3!)rfb(~h533|*Hp
z6mFfaG39xGz%50zq&B<8Xxr6i?u;8;yz1<e4(J{+vngfhauiv;T=_s?LFxZRmJcEe
zPTxPv@2K@VPc8alr<>&5KgY$tC#rE4ta!ERj0$U<b=leUNlM|_cdKT3a$a0>|IQ2}
z&5JI^rH`*m{J2`VI3#W6x+}($(!%C>eSY#>I#^-Kxd*dWow4JNymu}oP4>=%Igc(D
zYaV*}Tsyc=_gs5lqhD{|&6?MJhW`Gt-0u}F^X!w$Uq1>sxpslG|MpulFYg|*+5BYM
zhneTMUMuzfxx%q%@=1L&$+r`4Cw8s;vg2msk$WFG*8X~>zjTj|aNIP>_5UXQ|MN=!
zVJiPLlm8RTrrr3rWbU6$+rDku_GQzV__`XKr>b}3zU%&VnfXij@z0r-TY2AaHma}r
zIo<y6k(~dDZzt_v6&1KHb;kYnkMZx`>0cF$7GQS#FFEm^{r2$f_j1-h+rJ~+{IXm=
zXaAMQrdz7@UvPZ#`&fD3VOM2J!~SnG`g~?8pUXCPdiQDJxq$t}ik*9J9Q%6fDT_<&
z^|BiiziqlwmVdS3;?auS&2vkh2Y-C=Ys1=I{aZu7Kirn}=f{Rn=9URQ-^1><b6t7y
zn@wQR_aKX3KT1}!{YhNS_5*}ZhTT1`9&LK?dFPwt+^c`Yw`YBSDEM~Wsm+`_p53i`
zSXH%6%zW8q&Yd6UzdaS0^*+0ANjh`Mlkc;a&R(^7<GhnL)&|RGMVl_4AH6l1d;4;E
zwxZep6SsK>-l%z5(slTN`%jBK@3u_YtTo53_*(zvnsZT~y)H#g^P6wQeIqk&+ok%f
z<!-&PYRc9#MdP^-%@>%r-n=<p@Xh+|Po^u`?-BX=(BHeDDd=nS?bWLmtCYU~wrc*)
zy{mS`yY0Rkw^cX3(fHSDtI{`>T*U%c&fkr@TH|`}b?DXQEEkJxL_+`i@5z6<NAj!j
z`f%IT&dmn%_Qbt=e|&k6{pYIKwQ}*juOF7Znln-6yZ_%SFH2uMj`3=rbnfNTmG5Fg
zzZx&UKGS>B@8-*^S6z0=c$gjZ{Zz)im!VfhjX%BpvTDA?-dE{<>wm4hyxL9s$xDgw
zxAUI8>b^An`Q1M?&pxj@{XBGjP2AT{l~>Q##D!b;{q~zLGyB~+>%M<?o`%{NS6)3I
z6F2W%-QTyCJHuC<y%%@V{@JIj|6H+g`l83;FB-;g{kZ;+cWb+$)ZUOE)8pK8a%b*%
zTCp<fxtKMlo_^@-JH4Vyq}=2KU!Ojvw`!B(4(989SETe;-Em!eU`ykot_61&y$+FK
zd-!x|R?oHOM}d9Qxx`nxNMBsGO^fS>$@E28*}Z?RmB@UXoBAX<a##K=xkV59wrOz9
z-T#rB>*|-O3?@%cn@4yp=?bcS&M?cZyp8cfiM@TwfeRD#J~6cDO|?;E<U4oLwd6oR
z$a+qtA2w5Y6f|zVK610ZrcmDOs>I@N_gCet3S0VWcK)iyr&sG=XWhOvOFHCs)m&wV
z+foaZLxV#%W)v!C-S%2KyCLn@@^cSotxj9@YWD22X}7;iKaVmtO8950c;sRC-?_;P
zV&^|Ly}l{=^kvWE2huJ2Zk|7Icaw!m5%&v$%erR%726HYtL#**SysIE>-^6_3+MBg
z<^TWwV`ZJ|&$_$kvi;9w&%d1g^mi$L-S$tmb{hAcMYp{veV;gMZn$vU+?so{z6aE9
ztUOx1BB@f=oIlj@_1ZH2(6GtjyW6$4o_y_b_{;t1mvXDL%-0w9Z@m#BFYT}O{paV4
zFZ@j1e}3kbv;A0-yLxgui~GltWLvFQYF)vp<{#&*dwb%I$P-&dzsdK6uP;0MdT9oK
z=+#}<H?x=SdYw@j@H=~ZpKXZ0jNehYE9#f`u&r8^zDwlILaVGVT;Db@-|0TG>ifN0
zUjuk8tDaWrJgu_Py#6?7oqynQ^X0t96LuT-36?LHJ-zFq<+FPw1>Fe~PwR_cUX{PJ
z%J;zDe<kz2efneATb0+lOSg9xSG?@~#qIm7+;zV$75W#n{tsvD@28rdvZWWS*_GA!
z_Vt#x)2rT|R??q6KP;4Ek=$4QeTi?**(&)TEiZYk+8H0MU|qn$rc$(qqg>(DTk{=C
zNvdBDt_l47z2NBUnKh-m{tI6g`hQMBbE-z^)cbR$*8B4OyL8SvbgRjS1y3}MuE!UN
z|J_*|_KaEmuf_g-J;#3R&saMxAVzS1M0>x*&%NEHdz1{F*4Cd%dSCfR?$-Y+QGc5s
zFA?-#^J@KsPo{}+W}k%*uc?oz*Hm5}u|NIoU8TS^Q{=@uHwCZuIAeBlhi_c1^8THD
zcDpL{l*(mz{*<NukLTXE|J|GYnmX%Le;RB5|N5)W_WOGGpGC`m^=|#eEc7uviTQ5L
z)*rUJ5B49I-zV~G{r?a8R+|6WmDK)5)btlF{eQXAM^o-!Uws+Vn(zFAn)7=;eqZ-X
zY=8FuKXd=o_I~<0Eq}UBLHVBWlv{tMe2)Hc=Xsof=f?jZmhY_>;aKwJr%d<DUw77T
z744GyaX5ORz_CTiCF*%qvO06FUA}+QW70m)Z?ZN&AMZY1=v%0ww5+~FrGtBm@7}dx
zOma7~?{9Yh+j8q)RqfwxPXF(E9X);a_0mlrcg5>3e;PjRN&ZAvHJ|+SMB{tcH}8v`
zzE$q`^bb@2+?sFqw`W?cjgs!F2`<-urf?nVIQ`Vr`ReRnUK5$4D&qB@{%X=sI9)6u
zJg-o0hijVe6O((={LE`O*<(uQHt8p1Kia--DdV%r;?I<y??0cqrDykh(U&_O2D!Wp
zW4gclQs~Fu?~eR+d%S<wlbZ9_CjH*K`@z-?bxzZNanAjtZgR)|jt+m7!gQf|EFAYs
zg$uX+Ec@53zD&F*jiFy<&(pA(lC1xIW_3Ni`|f?S^~XbOLH!DrB617VkGFL`u@=65
zeo<Z6q<#5J0Z(>``n3l7Ey{9m3QMXenRDaJCSAXSR{u}>u>M({q|qcJvZAH`q|)-m
zA-zjDbNJ5xW}0mGA~@{LbPYy_i_uSxCj4*xaO7UlmU<8O$y3u8si*{W7jNjEJH69t
zQn$k0Yb$lL%8up4uWjS}e#>*tRre<2NqpHlf-he>3A=r2R?}kcxjUIXL2UBEYAYcb
zkCeKJG6k6&4+|$dPcUD1SI20j;_{naFTdFD`*A*6RrA>F^*chJ9X}hc9+k@Ue_z&S
zK64d=7kAlmoU;qOjQ>wq?3Dc@{B}r4)59(LM@;V9q_R$Vb=#JkfxY%#-65%a^$yDz
z?AJ1UHJB*epX_$8a9h3IK8v`U_pRpLnrijV`mD9tU0K^ZHEbn2?(zR!)9<`=b044O
z_omM+_S&D%T#P)JZgf2=Jl{Tkqs@O-%|hiVLNC_`J%XVB!I~S3mCmgA72nh7bfAtc
zwQD68N07Qwa?#0}{l*Uk74OXA(p6Gq>+@0nbk<?Mn841%h3WS;v3y$Sw&zXL3n9CX
z+Y>Z-Lk;%}7G-brRoi`*xnF4gef~ekp4PaWWSB6&qug=RlHkP+pKTx6cCRko6V{-<
zWzl=hgN@If?#|%Z(inZxclvShaE(K!R`SLat?I8(U;B8j<MpW?>e;KJ9=<bM$2mn~
z*N@rKQt$a*yt@6kzfg6;ZF@u2*%ixsls~V$>)ZLhbN0T=+2$A1YsB+w{_=G{iTx)2
z&wksSukY0tGdTLZKT*IH`)glX+m(`z2PaG2Ka?1^Ebo~8;*Qv7)_HLc*1wXR|2WOD
z=E&us2lr3U{%7B|>)+m_DRF&*-+7fis@gIXomPBe{aUy8l!RLHzx-W)KOR4pEw?tj
zB)WWQT=}9isj>6?X4t=2-YJ?|dEfNdH|xw+fhi7$KY#h;f8X+moo;=%_U!uow(SAe
zzs6^suRJpI^G{wwGmg*3%=^rgYO<pRC%QO1`>EFF#F6hPF=f`YY<4FZg#}W4DrX<w
zow(cb&5iQnCL4403&q7uw&v;+vfm|dnEzX&ZiQxDhMrxyrrmcdJAR#A_n!Q@GeN<h
zm$S%R<-pwu4CT%q;&tXrLi*&FDb>wb|HEea$I4r=&Zi_V{<Ic+@w@MM=!Cj6#zoW5
zJMUJ0F8+PLPK$<buV7K?>+e&KN;|$vEKR-red^g0#*v?6x7DXdDz4Tx-M4v4j`OZ_
z-DjqsoLe(Bcm1hHODFQDc2`d0iraVY-2-P<`}?x5DjZAyFRY8t_VN66C#v>pRNdG1
z>3@GeUTx1(T*GR!_kmwd-1d)~!u3~IMJCnB7tS~_!_Lipj(q;xr!s#Z#`n$9m;T=?
zwBM8YhTVCS6L+<aMqWN6uNV3F=@%{QJMD{a{<(KFXZ3v7z&};`MsoT!?_8tZBQ}=)
z(48+LXv5Il+~0qExu8DJ7b!cIs6QtTt$P?Z$9~g>`KSM_kG-*c>wdjA{M^64`yBnB
z{JNa~D&LQfhn}w4Si@2MBjxYEr$>Lu>T~Uh%QF4<VbXos|Mq*HRPPeM)UWe1_*?z)
zN%iku#!uf9{i)qTKl=Aa%Pf1J=l>3?K3jkOO#g|de<@GvH$92hTPc5kb9wgvY%v3#
z=l?kmKfS($7wfIGptH=N2QwR*n;RqFx?*aAc7hk=)UN>g-AW6-kri|l6YN%6@DbNA
z0nqJs7N9e*zyhGd!a>)}=I50tfX|u&aSRj;O~Ch>f|YRUgKwn;-{J=o0G)*fKK&df
zV60#WIU^V*V4`4X3O>&hCSVE@0G(|E6EIVN9>xV0fI5WoYic0}=zz@Bcg)Mn2j6%L
z@tM9O+>5~q`k_Idyj+}|u#4>+lS?x5^B^LjL7oa486_nJ#a8<I1&MhniN$&al_`lO
ziF)}(=}-~fl>Fpk{o<0uq?}a!(&E&j`1I1ulvMrP)S~pvymY;clH43kka<v_Ipr6n
zq!uYeD;R)bEJ#Y<O#yU$0H=OXYI2D}w1Sa|iJrNcrKP2Uv7v#Uv5|p+p@OlYg`SZC
zSj@-*DhAOEKY!0BGcOx#93-iMz0J!7zQ8vYa&i;WxkI4i`@rW8fdfS!_43{1M9}5C
zAQvNan1URPQwP<q>oqk6B}#JaA>q1SQ&Z6SZOE1+7N@#_62CqX*Y%o0E@GzS6l+uX
zIjoSl0@;loMPOTqa-*}SOK@dzNouZVURpjhaqIho(phF+x`KvhN@`w7W=SPD8R`e6
zre_wH6jdr{IHu$$r9uRQOA88eQgc)DN)!yBNrqD&=LMZE;b2wzAXg)fFjO!!H3gk!
z1<rHuMCt750#XL@Cit*L5JLg16LfHWI5;CjE0}{**NC~U7ZOlNaqC!|3<`To15-UC
zb7K=wX`t_%Sm2SGnVwOiU~XutXJKSu3{K&o00*fxGBnh)G&C_V1BD~5<1EdL%=Ijd
zEX^zxbdAl;^i0f5EKC%P3=9ku3=Iqo^o&f6Ee#>*7!*m+<1H}{w?xkrIM25<*E2FO
zhdLAy(;z2fKjspg50Juv&?#r8(3%5OG!>T=r6%U`a*bZsYwdB3Z^yGwr%z{Xt2}jb
zr-9ck`LhKx=b7zTdxNj+WYoO){BtvmakOB-AqtKGBTG}T8ZgJu)D(1}9GDHQA>c(M
zai?&bg4#bpki_Mhmz<vhDvL-u>faPpM}bQdL{h>iBtf<i>B>P<OqzkJQn1HJDkd$=
z70e6_^b9P`&CEdI3d#hC`Wb8}Qb<6H6boY`JySzVQ}8jkh$6+*+)&TR!V*$?fbu7(
zNHI1r&@-|$vNT5&DG+9UUJ2}gTtg#6JyURDq@ZhNZmDNxVQ#8mW@MyiYHDF>sbFYe
zWT0nhX=VVqFBn|VLyHw~#SZp0sH}mUnv0o~a1|{^26|=&rY2^VAh#jX1IXz(iWX4n
zK?)B-MT;4z-GOm{V(g@|dCdj_E$?kw``;=u&7QwS$jQq?sqjU=*KY=vX(B5nPETOY
zkKgPpywXFVcHZ2t54O%1Z+9x6{NeuFfaxZk+b;JmE!=Ty){&WdbH6PS@(uUb{<!^}
z_T!)DV$MBwsa<&cpm(t1AO7Wiljj~iyiW4mmlr?tw<+F!*<JDDl=tzcS7*q-^7L2w
zu*t{d$}T_ssg-N1gzRpcxjz1qH_QB7@%kTgcsY;iOk5@>CFL7BdF_|hJthVIYL_Ng
z8}*lb_Mg7`?VW4)r#}63VJiDUy%RH%)RxXjVR*|h=|Z0mR}_b@tItFh)ddqYZH$gq
zFXPxJvCpH?Pocz9#Xa6Q@4wLf{{`n$4{}z{o4^;>x%RN>31hFa6O$9B>vBX1B?{Uu
zmg#;Wnb<C&IC+kEvP@u)Ui8*9*IiGKOrKpSonE{3n(w6b{QU)zam!zp9X^vFcKy>o
zrsgFZu7ZmgSkaA?dO@KNjxA%<Zj>3$mKyk+UZ?z=6i|u)r33VP0L;Kg?1FL%(oNbV
zl|W`hG}FMgfL)GWPNFz)@Dx7ew$VVH-B<-f;t%dNH8TVqo(+lsw4w^+1f(E?7FCuO
znAaH%(c`<p2?xoC1PdSR?V13`EbzT-qSZd2<Gba!hUM|yx!R>2xQYc(xPZeE?f7mp
zoUIdZt|M@Kw;8C_KvCPo3{<;-D>Fo0gx)p*+X8kx){+6qjf19eFek5N60Klr49V+;
zpwqRDP0SSr?)Yx7ACQ6_Pw6sbkM9O2KO{dADqqY&)hlM>CeSy(*??#7^Y9-#WVJY^
zY-4ZP5*Yeu1Ap&Z_6tW!Cc1SvRXw<`f1|^*TV&1i@AH!1EXh09YsxsO+<ui9^Os{;
z{g*4gb3N=bPi{TqAT1i^5^q}Kr*iSmx!?l}H~!T)C8Y4P<BiB49)AC-J&zW9+}q=p
z|Atp?-z&36-`?Hf=gVMTvS^h<vb^@*l6PCB1%x)em6EL#eir-XkEUIE`vk#hcY38v
z{niD)u&#CvT=p>}AnwshmZ-n|`Zr47UM+tv{<Tj2YG&00(S^*5=UnUzbX<|}?nKPN
zI~x~-U#p7#x>j=LBp)xXn=|(qJx}pf^w*qO{PT~;!U*dMwJqsSA09c$?QP_DEt~xh
zwBxjD_xHjnTkK~&G_p-DjNT}H_fgb4eb*^7m~a$L;2;G@fsv&dSPhtCXljnuVj&ne
z;ARS>@PIXpD(1Yc&0fEDx9_{}U$u{=tElaaS7~wazJ0!6+Y$bVfW8Y69tZwU@0)+z
z?@^DXdUfu%yq$A`uB`ibCPwCXVb1ZBzo&hA^53@U&-3&5@0^c1^!W95{r|sM>opZy
z+`UX~{=Jpo|L5;~+kdVf{)h#q?)|L4Qb7L4`TKw0E&Tsud;PCZ;`_P#>wlGR6TZyR
zKkvqw_xt~>{qsD2zsF+Dwx83gr`jLgZc*&nZ*o5?XYrQZ$77;T&8=O!T~jsfMgOIH
zk2E6xO-*{2zxO$l*F7f*ex8>f)p)sF%?mVsU*(Vg_h`GqJ6(Utj1&Fxb^4DLyuZ}f
z{rL7&pOwG<>yL-?_aFH%EqF#~)x`aO4m<w~V*7vTUfTuX=-c%x!c_OMHm3J2_j(%t
zD>_&C?8N<xb=L;oa}zpuW#fMVqyH1`dwI^hvytoNX1!%wRX&?VpRvCe^nZ!d&#V5j
zN7G|fax?dwy%hcO<MC*%{eN3-oUi;RxpjW=tIc+H$sT{D7lTjjwzqrt>Ew>=-#&bH
ze-AHT{9}#V&#%W_rhbYPpU-tjUANXNxcATD{5k{E300o?E0?>^G3EH~vbZDcM84(u
zJ93&F%~5lo2C*l95!kG$|MO<`>CJX!!J5~8ioG@{ov>@ozZ-J-JAJRRix-JFoq4$S
znZ@&p4iU$lopIieec2S0V{d$B^}ZtaQ`S!XN_yib;kzpT{Q^vv`Zzz2?lf(Ad2#&`
z$7wbp)AW5$P3n=-NU?3HSm@-w_0@NQdGY_=i@)_@3FbN#;u$I%@y6+0OoUIYNS46I
z)a%A<OMfodw8iB<)6{t~atA!}6#V;7-&yK$qtvYB??H!!T2n3Cm`gbdPjKwgpS|?G
z<dz)xq1~a7L%SIp6-#{|90ncQ%@%nhX_DcEW?tvl*ABErJMVV3)((t*YxbO>_+?a4
zqgBf_>9&Fg&*#mVxK6E!Cn;;Ut~ulErbCwn9dE2z7dtV#HMNpE=A>IB<K|}5$;~Is
z^TmHmoqW&Tjd`EWk!{-2sn1LID^E+gY5eY^&oAqC(b9jftM{B*RxHYX<IsYXlM>l+
zp9>r$7tHQxJ^kl4i>>~jIF*zHqt3L;d2@3Gk|)OQ?-f{l!(8BOLU+<(S2j^$)?3NV
zLb_*9G3hgV^Ls5<dF$<>l6{ibE52}#{%@5(>r4&^Y}K*ywkqRq(#pNE!MNc$D|dfX
z#MiazjKMb-1eQ7&sO{7L{pZoK*Ru+IZ06P;iQE$1`kSe^Xoc$1wfVO;a8!KR@XfsF
zz$yhj>8iIW1^UXzolK@pa5LO;TV!=!kJ*&g<$L$c*RSxLAUF5o#U{;rb5{K=o?Px=
z5}R^Y|Lxv_<jEON8d}e5PCc5lxHD$$raVKBb+>)n8gdp@3TSU#-}>O;nTcnrRW_Lz
zPIz(La08=`kNd`jrpm&`n=Yzfj7pg+62Et!sn5RmPaV4Da*Gx|e!;kCk(<;M@R8lT
zpd-80U`KYV2{{UwrDlVU>^`wiZ1oF=X}Wu_afG#BeAMyw;S!z&1!}KKQs1cXZM!+?
zlCg7CikR{hj~JT_BjqJ8bhk!CZB@KJsf7QWL36^IHHyJGT3;h~Mm$XU^r-cL;WsAZ
z<A%%`>r<oJkMVj~i^aY*w{G~Z@-N`qp9ftp14FJpZcd#ZQd^Q4*cO+$DrJIi@$rWd
z$89qv{=1fB{CROur&y@B?xwfRtFnY<U%T~T>Bgxsdmtxvci+%^%Tpn;c-{4N+94M*
zLO8sZX>l#=Il1`OF$vG=n?EN1cyo2vowX`6Vrv)5lvg>n>n5II_@LI+ap&<FUTs+m
z$);~Bs--X7@pW*zQ~h&Mzm`i{{C5M#%{uXOk0x0=i9C#*J<B)l#bn=gPLC>cH0Ox!
z{<z~p_n+qOmku|UC27PnrCcfN?Cny#^m(34bJGpxVzZ!|p?N8@l0yzNEqUHl$G751
z`pw7jr@C%(Br^G0>gT;_?8+7K;z<9qKt5~HVLpYWOl^4y=9>)<P4D!2%`}y9Q<lTQ
z#`&kjH>RvQWa+*_gwgqVlZZiAg0n6|j_BWeEv6?}zk<%|_HtU0G<Rb2qp+`Aq}Hy{
z6Pxbax#k?p)tjp$%NEGZb;;*!Ub%=nXy4j29cH6L(l-pmCyVLcNu0#4fBDk^!Rku0
zg$-5#CVP4VzQ^cZnd1IHp^0bFX@#!MTV0m3TyzZ8Sa(lP*x*UWM#rZ!%la0cc+{Qa
zD8^du)pzdUbSqZ9GrX&~lF#n+*{1ZY{M}h?+XbOZboZ}1G-0P%P`#mJL$~;bf`^_{
z*;qweMM6W>XP&cJw8-ess*(<E9qUP3??!d*U7e)A*k4ySA=s;B_JUIvbkxAdb@LwG
zczu~F__*#KK0}V6t9O4dZ1$Fz!*t5q!r^3DMY6Kl>MLbi&*tCX!7Q%${Z7Z}n<3wA
z;tM|7o^@VPu=k><Z+YRDG)1dd3p!*%R9Brz{8Zp&ez8z1U|(v#p4ArK!}<R#fADM!
zez<&#<VC?L7H6EQ=eAXL_0`ATlG=4)%d9m{f*jk5rOFpPzuz{u`R|^B=TAJsSy#Q@
z@pk>{zFQ2@Tvt0+2vqGh*|zxB!jlXA7hU4m@}^Pw+HM|CGo{3nKFcP^M0~z^O2#Jq
z&VwylItQHEzHjHWxZ(P?(J@?1dA9Rc-HsctFGbYuZSWFLzjwGX^|o^~Z$@da*zL#G
zb-c<tJqz>HlynmgnI9@CTy}i^k>@G(eC3BDrt#k_4!F3z;7gBqN3E+A!$h|ULb|$#
z)f$;5^_tE6TJpl;h3mJ*(s|zXjh4O<{kyHDV)?#o$-ObVAft4jfwSif^XF4GDSn>3
z;p5RIa!sdF1<w`wM{VF-wrVM}^No~~&Wlg>9iMiZ*QhA9r=Y<6JZtZ@l{XBox3YA6
zoY2NR^^Q{SgoeU9dNY*`H%_^8xn)Po-j{x#!%mzmS(uP|Z;GspmbL!(xgTb<xC>lm
z3un&|m7etbW=5%6cI2Fur`{%YU3<CfDaX7eEmh#Nx~KUqQ+n2sWD=T`^lrx5lY6hJ
zc~0YH;?I4YWdCvlch9t!g<NYYe(u`czs~M@@2wv`yUb-0uCH!BBfI|K-N$j-KFg=h
zKe9)=az>iAYp(vpD#?Rp6Ay<~F5AWbC*-b)MfkZN0tP)k0lPXbPdVV2zwvv;i|l=e
zrB$?6?!9w3E8>sQCcP7Le7PFUCMuL15mqV};mh1HL(?qz?%TWxji*#kO7{k2xfRUu
zH5aMc%62Uy!9REPCWmz1jD@|;bCVAp3S`|KdX{ma_wA%Zjkh~Hqd5H4_H?ayx^>?X
z*<Bm5ALfTFmwg>9Rr)otJLFv;Z(G5a8*A^0TbUejfA>~w@2MXSuRZ>Dt#B~2^e@g{
z%=O)FmWuA5l@+IK!#-~~+9oU)(!z1eAb!u%Jc*ulY0nnuIKP_Q)e-T|bmsi|0u$LI
zl>Pj#NKFa7%Ny$cXA_%joyyCXg)BDhToJA{CuBI<syD96O5y2Z+T>u;V^I>EXpy@8
z#qY55RTe54+}!(nN*+zrVt1=LSK`-o;*X5#tx5R{4;G4v1dHk=$K28@$e+glu&3mp
zYx~#CirIpGI~OoEz7kaw<do=2`zVkTwCd&z*JIXE*8>*&cu8EUObqcleQJ)%tKg=y
zIr`!mB|FwsMR)l3Kh{uL*&_C%&3AA7Oi9*O*Vt{%H)J^aj&0{!|4U0tP2`(N+r33U
zebc`kkA8fw_%s*KxlI+%9*UlCK5}i{l64#IN3z@HRD|{NOLIwOhv%nUXMcb8M)X~o
z6Ro`Fzm&|GwqFdLr(iDIrdc(~x7@wW`B~A<>z}60*6DKnrm|nNMtN42+4JIDE=l({
zmtAtImox=&KNau4@=*NZfumx2+Aeo9SU95|%!r(^yIUJ{RQD}~i)Ck&r9TAlR&!c^
zSaDnbZ{V&j$wwl&2M@^WdR}bU@amhpX^BQfre)ubzZcgn^%jg)(yur9uw=sWUC;Eb
zc~f>At=n$@^x@l24SX6MZ~KcfP8SE6rL{DKF+NSu6kWT{DnWCv<^4^}bB#+M+?L$?
z;jK}Z42$iH&+k&*7KC#h7f(0YUi<H<_jYrQPm=Ga*}j@{vHAX);t!HahwMYof0!c3
z`|s$Sb2HD!>WF?`A@+Y)o6qTWYJ98bo&R}E_QlWb4{uAB?yxU>z36|tb@;Wf*Peaz
zE1fO2o-t>4-z^y(BZJ8^_p@KVyQkAneA|*=)2?PuI(nXoWuMWmDNPPn7c6hDh}-6K
zkXw#tQf7cNk4vDsO>4LIrHQ+y-BH-p_5QRSXLon->S^cZd}-)wUC%iqheeisHPf*<
zi{9uv9mv_6wffPLD+=4396x6{uvA>JkP=w4t*_K)#pcgDuJv3q`(edi^1*V}<bT2M
zQ?6PbdAz{t+^Y4(4n@11f2=EZIOidL?B`^cGg8-E?Tc*|*t6wuNVu)pQT&2)a`w8z
zUtf1@>HEHv@tTBU$-9m(Om92BBuFl_F`fM2MQzty=lk5z?fW))cYkhieQ;86_sZqJ
zk8J<)oppXo^{S5Ff_!(RSk^3jxS?&5QD!_BN2ivrYAQ$Zn!6faVXPi$x=F9KJ0cZR
z7928q@m|oUU=p7_&tyOSz`_qR?HIX(Gr#G~H;gSxI=sK-$%m6y?PW^uT3qn%Y@Vn&
z(MK%D%>Kxq4w*N*Zf$zfd8??L_m#&>({<DCO=q*1)o`@@*#Ylg<~1sB4^3M#cix;O
zwOh(AWJK&{DqZL1vQKcio~1(D?W@1cxQ|y%Sa^H0z1sg%rjiAdmYn0-V=SRE_21*b
zpS##LSZ|r^y=9qTx|L`7$>6YUR!?@X5VSq>PY`xc_mwSWKXRp+?mL1H>JIa2dlZ)z
z_WD+`)2EBwQy~X+8$u82o*h{b({Svhi>c}67odZ>y=G>lP0MM!I!n(&)MWai5*Y@D
zDYB;PR_vEJeKNq*OmF_92h$fmc(`|Z^9}=(<Sy%fa<{e#_po2S8JRHc%B<zro^8#)
z-FVKg;ImSh6Nd@!JpCUhHcTvuo0X?_uV|GA|C=(EH*a(VH}Y)%x^#=qtI~g8%)I|F
z#For>7yc)0e)D;Oqv@-xOX4S17&dJVT&N;YKd-Mm`24T!y-~WsYvOsWFMQ5BtiR{;
zj{}q1&Tv`XD|QwuZ~uHfu0q`^>Eq$)VrNZGUwzXkbDd{T#I}vLI*z-RS>AeZ`&`vc
zo9qD9O!etA7B&ADF<-v$=d`!=QsoOC-)t1T(Clk*`qI3%?(J5)X03Q(du%Re+sC8F
zS1$??`Mv1Mo7E+cI?Y5iN=mY9?%DnLeCV{FTg(rQJNu8Gb-Lmx!DDiT(YL4BJd#CK
z$T#VM;+DuAneMjiY<&WvxAQjbS3bR1A?2=wkgkoT&V-3g4SyFX>Dq8@3BJ)J`}093
z`xpPC$uf`gSQ5RsE9d-U;bG3)u7BiYpVHx^mZQ9?dkhbSe%l~u#;7I67a}twB)s6}
z!^kCUOtX4+HH*Kw=X{cT=FhHGOVmp}rd^$$aokGe9Jk+PXWi4M=NWlS(^CxZy%oUe
zm+L&|!_GyHs#ERO@@`!E$y=*$L1u&*|E4k}W?qKpS8T;P`y{%|HWn;lS*j{89=GVF
zTZu($#MFe8m*>iOKQ1`7PsV4m-k+C+OZ0rqY7Z{Dx+s-_BVy_C&9MhQoNzT4jo!aY
z?O93t5!RD7zQq+=XX(87@hZIP!rFL#ec3N26<c_MQcm|a25HNly<>cNZ^5}KTkm#7
z6kn6sU}F-yOCea&QK_ZOS$zKT%{hrrxE6%W<TyW1P?2NJnd@u`nSC!4qE8oRu)S}(
zduYDL|7w0e7SY@T?w$#YX7yh4*kSN^RbpRgoR8j=YX24H$<zNX*tV+h+8Vi;pL;6I
zs!r#&pG??ndVbbzCnovZ41IeZZd#naW9#LYQ}ZPr_1ctw)idYW5c;c|d1lF~lvLq)
zKC}E{w{AZ+^~fd{y{#2<c)u9zX}GcOLqJS*FZh^l5zVG5&po|)j!e3&s;l&Jn^$o^
zWJ_di7yWR<z$tjbnMBEB++x+GELSCWt6#Wf(oo=GwSX<Crz}3~T1(Ya^(l{UDEfBl
z#qsu}8bAHCZOR0Tl274`N0e^dau&Y8pJ6QiZjqL-m`H){lr@ntZ|p1tu7FPIPIC{M
zwL$05r6s~VFZkC5F3v7~+7LhUK;ELqr%tKxCSMK7UJ|Qdl-KlfKlA#?E7Fqe(`++X
zV)=J(7MW1Jqp8}v$!vwyZMKJ}<mz^YalhNE`!apiR4pa81ECj+ZNDCm6l{zW7N2_R
zA=_C?am|e>{yrYh5<@aQ44$M_d{F-wa(YkK@u2$}t9sJ?GBomz3amb%CbVZ+=K-Nz
zHap(NM~d1O+${Z`=Puj0<no0t9Fo5u9k{2GA*uAdQnqB~r`0?5U3kl~R{hALNQ>{2
zU*EmhwdlsX{;8o;tpo!<mi?}gt#I_Zs&m{PdPw)Y878uVZ2AVEL%RPMpJiv$6Pw!l
z>!|%=O`Qx!GsGd?JD21#)StvWq+73JsllARKKJ}2*j7tjn$)U1-4NxF?xgF+60k$M
z#SA|R?7rc!S<&6aUz1nPb>rV#Hm0s06Sro4`m$xUmw42Ug?`z^55Iq7-4necNq(`2
zirloRY1{h(B@RU8&Uu?HcJ<n2*X;eZGf$q|zh2^9&->GUZkL@RzS~`R)%tX6sjSF$
z-%X}F7PPs@o7fhzte=q=viLAloATE3&5fcq2`ASZwOZO~Y?dyX@lE}!*%Rk`;#q?4
zCss~Y{-Llf!Iksl$9IDFrq?j#8kccbcIB#`PCW4Rgvb308QXJ;4qWP49L8OytUoK4
zt8i0;X_MzkK_3^Re$ls(GrAXn&*)w(8*=Yahnb7Y<)%)FLq{`M_c`%F&gh=_gHipP
z$&(F7Uocm?#jh}|3Y)scdzr%IsB?z9N}q&fFL6;@b8*H0Z%b1HcRDvSNY^n<%k4e2
z`jbd#Opp8GCy)0y9x!o|+vK@8C1AH-+1?%RB=mlS#mdFrT59<Anaokyu4#|54r$Nm
zP&d0YVS30Rz6B@V3+<kE<E_;jjkV36gz~p-*~Jzr61L*y0S~72Ws9~aFeZocbM4HU
zy73IR&#DP0zBFeE)m%(_m@V%8=y;{48~4KH3(cik?w?U-h)tZ;+J8m4_s-5hnIA6`
z69c@`MY3PTKaguXF16V&G+KFwNB(~%!Ti9p&mS1S&j~rQ%h=I1MdhOcqwUi$gE)`L
zZ>}U|O<J`@b$xWkLiHsjw_Nv!>{2}=^FyVx<YsKb?H}E3vd5XqQmWsnl({Ih%}dbR
z@-WXOWPX>fl59q@_G_2pRSESEst>*nnHF36d4E{Jn}AZ+O9l*f-33!^c?#BokLW%D
zI-*<l)Ffx|UEm|SS8oCx(cR7UZr0&ui^aXy7B&|umPg!pc)-KyV!-{E*%yABK6`UB
zQo?=WC+=I@SC&WF+}OoyvtfyB&Jw;CQtY=kxI~xQ3Sa&pBdPG{=e$VfJ{R$gGMq9=
z6}_zc?rNA;RF_=balxQg_MDgJK`-Ce6?*GAyWe};HSW{ap0VSy4rgxtf3vI`^A<jO
z_DytUp+?cYmv_wX*!i74-`m9-mt^K|9<{?sERC~s-Dk~6@w@AeHox7s^qb@HRe$#c
zx~-1bZ&bw5Bj}gZ{i)Y;_NM-{rL~Lw7Z~oH;(Ehk!sK=G{c{85wp?C#QMESU=Cp4X
z&4qp}uGd#TzH{u)8@VqhPG@~QRCZtfwDh$ix0=S8?7^$+e@_xN%JsdNy?Bp&H2deL
zDd{t(i5WdR#d`eeEYTx69;L5rji*|k(COf6=D#uV@#Ujc$6t!9oi<@+NNcjpUWb2Q
zz58}7KJvkS(~*v@?S@?U<qs@Nl2|-nr~R`1=i6CTuRXq|?_uW@XbN)?VE1~~IGtVN
z>5i*LjiSDa&sM&)j%#pCVpm^rq;b(g_oo+KIJ(cumz)yG5Sx);b6-+UxIFy6setgC
z1+jl4SJp-yVP=f_{bjG=M#bf6D@xk?c9wk2yqLHyzdcVYwmaQKzUTMr=`4HA<t-EJ
zd}AsyWpntZXx`huY**U6Wp~ZQPsh84Wt^<c%-aPzpj-3Yt-}dNrd-r;JbevvK=<^5
z%B1P9*WOYRoGp=&RHM~AFYCz_ceih+LblqkO6t_~`to;I9?PCByB;xwE>`n-?)gL6
zFCjoB>(5(R`xht9nECK9NsH?B9{b{Ap&>20*lwAs3(rlSep9!7ThBHZRmtb{9gIBH
zVAkGOnr5yRY8+qWAoF^P&#9wZW?MJB|GJ=k-{m`!$6r<?#~VJ{x$dU&!&BQVB)jbI
z2Uj>SG|4u#o;&mBc*G)xzd?z}=W~k*pWpuRLSW5?mI)IZ3f(UIN|p=EbTlfc-~IY8
zU+c>?%=7L}Z!<h@uy?9%netbrqdjK3Kea7a6RcYE@R;9)Uj?%=KAV3_VP0H+?t#<k
z+J5<_l2iwY@WsbplyKkHeOV#yI$_z`;_EBRf67W!7T;tmc(5S7b5CSxf`nJrt$F(l
zq_Z~Wui`u6_^_&*{osoow_aOSZBlum&6Mj?oYxRmB{%Kk#u@To1e*j)|L@%p74x>$
zFKXS?+SSjyX0t4CKX_1jm7L1UGnFglmd$w(b%{4v<E`4;UCm59EDu(seOaYl@j~#e
z$lfgVADcu>)*W?k`VwD#Ri-DqGxN{U=_1jb!He{cUAcL8#x9ApJ_`x9y5*N@?-^{>
z>^oK#o?WZ;W7D+udw;rT9ZP<$H+j}~>B--tdaVD47y7<h%_?`s>idz-f&;mW!)8C-
zm3~aU^U&HW9675z=lFYzpD})(XD(21KKe4R;?}EisuDY9q-8u?YJBY3nXZ_M8S{Mo
z`_I?rnX0d06#eem-WAbz_{a@|n^!CEEtF*5{p3Q#p%1!wZ)T~m%O}m}>VCWBQHSL8
zZ|X{diu|W{zgu{qT=v!4^%{$ACU3rc+m8Lhou#az%eTHe^Y%tzP{)j=Iy&7|&$~1l
z8&-<Nc|UVuxznGpS@Vm~t9k7w*jm2p9yjF`)(>OI`5pD)(oDAFDdl`V8vJLp+3!45
zmpd-~`&eVrg`3kZZ!*Xfsau$ut0Qtb>%88FLySM)KAR=Zw@h_Hg~fKG>!AtklUHOa
z-IBg8dtWqqLFYfl>t2?bk1qGsPDs7|+s|gB+M+ndHR0)eXQr%6dMj1q$y<0w%6Q|-
zMUlJBnx^b9eVyc#z3TnP=;<97ynMgC3BQ(eEb{D^(A{?rGBq7djI|AL>_44%eTqeN
z9ba0(ai82nN<m@_J{6Ccd>>TRYzs)#4ZOnQbUFC*uT}E`jrQ0xFWRz2havdX#4P2w
z%X|)PlLU{-RYYY8>1<kdgh?pi45!z+FLtgor>x3-)aRJYVALsZD|PsR?N!4_GrpJw
z@3~fG7P>9v)p+APRW4T1bwaDm646;Uha(qy^;OS3I3dw?`D9CfwrjutH68bx^Jzi&
ziI+{`1s-W;?LQ{<n-*G3zpuKl^T-9y64uj2pK2z{*?e5a9KWXMh1^t&+-EyqoZuFA
zHJ{J5X3xvW*5-#M<rBi|j^BD0u<^LeYO|_X^@0yOeHH#*yHr*cR^xN~{GFrU8qX}r
z>c6;ly86CKi?<c3{90|h{A*g-e%FVv-$}ltm9{SOYplsbw~2FSt;@cxymDUP^1Vk>
z4OF*sf8mvqse53Mv*PVtQ&SF!E6*k5Qtsa5;;-ZX)AD%Zru<mp$XEkb%X1~o$!l_d
zHKkuOF=#kh)8x6`UU>4}(i_aCN0(f@*n0Zos+i+;d&)FR5?*P%K6l(}^<hu{%RWn)
z%k8cu*M6KU#R58?J3;61fy+h)Q~n>zunB7RwX!Z)w_)piq3We<$JdKxJbcD6U1I9Q
z7m3qz#M~YoeRuTaUTw}|Wo=u@PP=CIcr%YZ%#%GA^UaMp_SvL1bX$sTbz$4#d2=Jf
zr5`OYex@b=!PC#h@W|I#sf}qz0$x`<+VuEofStE8)1rutAxoTjFWAgD8It|<X||Y%
z@QHg%JWp&$YL1y)+`hI%sO@D}pLbyM-4!;rI*dsZx;NZ-+-SkN`<<4$x7F;`hka90
z+8;VfCAc2F9<a}Sa>=ia=VtG7UCb(;q_pnf!+rM;Y&p}|SmW3DdCw(Fc0bpu!>3&@
zrv`D{nW%SGb-R$Jz_VPdo^78sJXSXAIwqv#hX2`i?b_D3iAK3h@6Vk%zAL+{STL?`
z+oU}+X6ZcZNRJ5TYn}0&)0JJ%XuWx6+63O%19q3p9DXfYou#m8Uyt}Hn{88>!V1cd
zEP68SZX?e*#VZ19>JrZ6+ibX>VYBNSOUcz`>&)LsFVUE<QgX>6=vy`K%#CJJ8@$E0
zWM4^4Uu^ke>iY)|Ccjfi=)GGe|3t^Z=$Mzw^%Qn>XYK2b3$D#teR+G!8k2Tzn@B#s
zZ=QUyZ$G8EExXt4rmw{7?e#V4OSjAW+iM>&DKBnKKY4i5=Lcfy{fwCt+kX^1J-2=@
zt1gc?-&c+wl?D-$s~j}*a%6o>4&Pp~ARy*JkH90h3u5=@U%0Y4mXH0@)2!1I?kZ<V
zwKd;e6ZCXLMCnAnb!-Y^naoY@Gx!$e@@lZOXJscph_zp2sSwEZQ=rC;GeU%S<(1Bl
z5jU3YD03C&O--pduv<v?(Vdg0nAEzaY%P2!*1r0H#CBWdjkmhCsq*^wUt8P8HgCO=
z&dr${i+&xtkak&T&*~*lwc~X2a=x$KDr&pw!=AuX-pN9D_Nc6S`Rwh6{v{Lh`42N)
zQ)Z6kyKlx)rggTUtLnN(URQ47na|}jz8D(&|E*j#F@@Q&?skjT*@?Pc+Pb?f4L4>+
zZ=R8rEW()~rz$o<`Bv9YFALuj1-H0e+>{sEBr<IG{AN-6ep1KO)U|t~TRd9c{dV(e
zwUE4-B|Y`ia|NYqa(O0Ihq>N8kt|=9n^>FAmpdhgCHQ9lEiUnA8qcj|#ebb$Jfm}A
zZkxH<^Bt8OS(^LKFt6YAE$g#`eBmcQ=k1jO-fIM$gB-V1di-)bdt|nwfr|xys={v3
zcabvHa#r`66vg6?Jv#L^GNF27+~$UPM<ecTPMF$y#NxZkl6F4Td7ceS4;EbB?a8sl
z<(MhwsUwBHO^0P3w*EZ3&0*Qf><ZhjZjD=GL=Fpm+24QZUdFpJrjDo87qo6g9TqCk
z5#G3X(!`H#ysyIUIaTUCb*((i=f5f-tegFItuv#}moN>!-fMFIpNVqGf2dm?@L^BT
zj)2_!Z_=!H7s}PWjqi)@y1U0{jgr{1IZg$Kvx7IibbXz4^_cf_u1ixLcPl#YdX`we
z`nqhf#6hbYUT(80Tvx7p`1R^78S`%&9ULF4u`CfPPrdyAzRk4<qJ8d<QcKdBt}n80
z)=2%`c`bFj`1?Z*>Wp{3m@?SszR!OaB)4StsbB`?b=ll@H{u-M#w^(OFzfpF1nWE|
z%Qv1npC*dMPybz;w#!ZA_M}&g5hW!V)d!63@x1W5{p=vO*vFdH&gRCiy*LUxSUvXF
z8Sq+Jo|zt?S9X>0z^hh9%?g!cYCInoa|g3Q&*xrvHhp`Hm|)$;&O|*npUBFM+io;G
zx;wYxY8&sYnBVWd#}%-f7R@(LaVoa@usD8+%$wKjbCm68=C$y$xy`IvdcQ*{_H%+u
z+V!G^-+O!0A`DI{bd_&3oNeR7;u;+PG<a_ZXZo!>j1KZ~S9$mOR65^~IIFPgk-$YR
ztNL%!HzlUZ1TFYbZE>sExrA-a)#pdHybhUqw{79d&hwXJG%6?0Sk(hQpPQ{!8gxFl
zVa=Cmi<Z3+R#&~fyV6zqwA@9%i5xW>mM1OzHLJ<wm}@NmflC!jT?6hc(Cbi>eti6P
zhw6>nY=2uBrGvjIt6!VGx~4~WlkJ@uUVM*_&Rq1oneXWt8{10@%CChy_|4>L`v1bW
zZ8AALZ*^DIdfGfU6Pev1ES>)8N}P_Q$Ic5;F^jCk_MZsl`0^}4K9jS~Zu8GwG9@z)
ztTJE!Mq}QMD_Y;X`6GO~bgw=(47O!I^!tj~3a^UH-eZr{UxcyBMXh2uE_3<J6kp#*
zA200)WsG@OviMe-$d>(A_?Kp$w3TXKdr{{_&=R@UMak@yRpRcRI}LOFPwt!YQtm-)
zeNWNXjrH=WyDr*%QOwWvfBwLD%J0}KAuZfToo{DH9rvn;`C_uK@N)dI=HN3Q@@#fI
z7K=M}xw7iw_li6D=JQ&uItwmL>$uuD|Dx+DUBUNHXWvr~7Oc?q4vUE9(<pY%n<8PC
zub9o(clyESO+PXlB})s`AFZAx<uUb~f#;^`_||!b>!fb`Us)-)Ab-6t&#ZX97qg6Z
zHnFxnGB|cfCRlzo)5Vq7#e4X(*WHrt-J<82a#_FXiL9!?`xA;{J0+iLwYK|NTHKjd
zarBA2@w|%DZa?ox8O?p+$#7vM<F)MKj#902j}Mw?Oe#G4U{!R%H?AcIvyY$8IJ^D9
zjj*6#lVh<Pjl&xI;Rkeg$F&qrmHL5nK=(D{HCc80-4F+K&xz;;9ngI_$NHqp2?gK1
zZZ~|VEO@}b?CwJ^hdo|O|2d;89$8=M{?Y5|b7a-tz<cvDbZ+kCEHvzC{kYemz4mW`
zVP?njqSwA2u9r?Uy_r|Z{G)UEv<X~iIFA3b{KC41^+9h`sVUEa$$Xvv^zDik_4}oM
z{!tKcPbO($qsaOokMfzz6@Rakow<K?x8M>R+XYJ=$*j=cUaG;k{_vXlx6)5M>2&gM
zRa>W|b%aNeO)~8XOZSdXT+$ov%}(?4uZb#X)o^jt<~3FA?p@MjVQaALrG}86p3tWl
z6NcUAVg!|KIH!KFfBYe!ewDjqrDO4Q4UgQtvkabWxX^I;5bv6sd?&tryL2GD(MDLG
zF=(dLE}7M;i!S&ll_<Hi&uYK+td(i@M(r?@y*CqiUw(VGD0hYN@l%c-t9<yc|8d}Z
zbvSV0f$Pp|n9lRB*ncd<B++I1sfeuQ%eK@!>7BZwUECwtYu8`T=Uhu(FnrCZmgElj
zzC*NnwXgQasQxggGoP4V-K*j2vWzu<WNS73b)Q_0Qs`S9C9_YV%h#5-YtH_ilby)>
zwNL15Novk({fOx3b-S9R*D9|!GmpCdwB)*fWTe&XdA&7%6SA&E%K!Q)kaurs0Gn*f
z_7u*RH&2~Qo}Y=cdvNXSJC|oK73+SdpEMGwsBTx15Bjog(IN)5YRCcIf`|jU&%qAp
zo+P+&aeEz;=GVL#8`q2ME~sBv_V;mShVGS{!EOEAns3rIR;RD45%tpyO6#{2TJNX*
zcG39`v#+0=9_%j&SG>MZZretth}gi^vu4imGiH9-+L!3EE%MDy>;Ari#o0lftwM1d
zb_o65U$^tZtWDX)3sa9?57C>nZr?tGj<(|^K9c<K1G+1Is>J`bIHPgNjJFhWKzH38
zuR9{KuOoiWj1SxN>GQhve>B4F`HZ{v?Tb%*wdT=YWv}0L-~+n(f91aM%sKXOLyLRQ
ztaY5-^L3W&eOr>y-h1VXPFZqn@ESwcYrih6X78HN)>~t{CGX8o#=qBBeDO^O9nfvR
zwtc<KtbNxSc+VYr`@HMwmYoZiTm6xXa-4tn$-m6KQ4<tqR>kKo*-@60TQt+8YQx*A
zdpE-U7%nfAS+!=((zvZ39b|K-$~<Z{ne$aAEN{(M+oNr<!l%Sd7X+*+-MI8>z%gg;
zo3pec@7wwQGzl$H?yqT_ZOrv`ImgVc^^2Y?J7r*_DY9mY**x#~vrnwPsmK@}<`!o+
zHq?H)D*D4w@7e2nMT+l#NftYneXQrhv9K>e-}r6>`)>61-2Z}Yy{r8fwu8*8=Jh0Y
z=J{PMs#x2@P$pW_ktEod)ytOR=puOkt=v5w@#Oa42WN{a-dy2YCo<1^S?a0w-?BmX
zg6>^PjhLKxRrroVo0@Sm<DVI`tDJ*>%l~9pVEO5{#d4ncPnOim>g?Iwc1t4Va$(wA
zDS6x5cMd&n`=WKTjeU#!%{j8)RKlY7X+2uJ;_;Rqm&dF0uD+7qG|@z<p(XU=w+#wA
zs&qD;3{?9X{Hd?OZTF9gsc&lDJ4>(r$?AM$*PKWrk>UhFN#_rLSqh}{>u1@sem{`*
zn_<Ddj;%tVBf1|rL5}F2elNU_M^bpX*Zg;7DRHyZmS$dcy#YF+Tckj=X3x#!Zyu*a
ze)ZmH_>fd0fBXJLIjQ}V9vhZi`nl$J>?D5cwa+G9+OzS{>f9B(7M3|};(MEKvc!-7
zuv~RO)U5)JS(o4B#Aoqy`?@YoPTqZa{riYTIggH?Sd+5y$>p{m&(`xzTsAA-)$Mj<
zI>)N1pTD2{vUK;v-pu$FTNkR9v3p8A4h&;A{ZLlmrJfb1s1sD#y5UYlOty6L{P_FE
zjdM=cBotQq9}>S4EOTz5lECGn<#*1{s<7MCu=V1+`<q|hJE}IF{p*d`SLfF+N!-S}
zptI$|)0GXgnbYh8m6<fMDqe0BVOn(e+6vQ)Utei(FWsk5*m+Uwn}m#9%hvUqrDL>D
z&Rf^0<K!=H(-d5n5ptflM7c(({D0Z(sfROmMNCe+zD91l;gp4Pb5&b5&o1mLpF8>L
zwSSdo7PNlMlZ@6#V+h>D>rwmuuY_CTLtTan+kG<XG7jscFQ^4+?sK}-uW>syNFng3
z#N1a?E=OCZNEU3&O184OGqI$({|sZvo?R|8FU1z{+TCXqvx&I&Og7Gu?{r;$zsTd>
z)st#6QWdQ?6ftnG);Z9mwK}kPX88WwiE&4A%YVvly)F^skeaNw;E@6M3I@rg?=lZ^
zCa%kq`&f|XpT06%d82r|>Y07l|NY#_tSS9j@5aGt$y;vOzPtSL&hGd_OMbqpnYw7&
z?$yziGY_{0h&^J~V7GoaxpnS?lUaXT{5%dD359)l^4FxG=)=c_g-wS#<<~{-|Cqf^
zR<*?5bk@#B(X)3N+KPgYvh&saF@GrRcvX7w0v_{QuR~W|<m=kKka^97WzAs$pPM`i
z4ki}ZOiX0>aql%>mYQAfGcOy?gN#K}-vsYi9?34D&bOtqaDnU$U)F;^E0VU)mcMPX
znj=Q;@meL7x6uX(n-A9I%e}dueJtojo!!Jc6>ast`?*+bX6!ulR)n*CO)t}pjJ)?N
zYtEj2Yg+?8qT9bLKJ-H4B(KPu_TVGBe|?&F*yt-y+*w1`C26-_l`3bfczKwIueRz+
zc20j#`eV;;*S4Qq*ZW<6&$VO5?`-t#X3Na0lIK%uxNW^Wl6}tJcMHUqCglF-&<zT`
zIOhO+f@ACtmAWp+Bx4>^S7x5dvKD^Bt6q2KUG%y<sbbDV3H!Ys8f;Hx)D_pC@^jKK
z)jjaVV&c2}mZo-&mNKT>;tAVsG)^;pHc_>9d8Y8v%YUcs7kjh2*q!O4%x_EeOIeFk
zQYBI^Fl)84e@uE5crN|&lc`(M|CH=!eLB_s)Q&xVf&7mrxEU-nW?^_)`Tv>fz7C1$
z4pXHg_T0JfY^k%Ee);8Y&E3Bbd+)PZaek*>+@tO=KBk5xN2|8Z{kd+#JBi|-8!F^9
zkDoko$fxY=p@nxk>>ZZx10T|D%DV3$_p#+q_}b<P9Fhw^sUEneEqwhiX7l*()7JmB
z$a%BjiKDN=rmZ_KiYjiZn<f@9Bk)Obz=FCdrhEVP$R_W4U0&z1Xn#UQaJ=R!?Q@_*
zy6;cRDqT8P=8I5z`znic@6R_Ltx38y$Krd->E524vr`XfMXZi3cXVzH{rc(6>p1<0
z=(UnfuRV6$t99HsTe^>LMg7mh9mkhB)h|+%@W^HKXPPM~?4Y$z%zwr66OV-o4L-<N
z8vK|hwTG`_*2O68rS8}IlDrnAC#-#;?6u>6zoo*oH@z3Gg<aj&|5j|ZtykFRi>r2R
zZR)#pY=fW)`}{PkH=b+OC%jzOo%~~y^@5g)H*d_?efK17yM5;5tsJRxFWc;29}O=U
z@Yk-YvTlpv&sQ^99dkMV{ic4gOWe;Mcd+06xNf<-e+^Ur=9jNhIhch67HL&+7kxSO
zz{M(6>mKZs?pDYt-N(d1r*yvnozlJbScKx!j27)V9hT2l{|MI*`m?^=^J%^G$E9_N
zeXD=v2|PV_-hoA)=dJ604Q{`{sU<b76)ytMahb@){hXi@7s&H^OUYE88pib2)ixJQ
zCKsOFu~6HfM1cGL+-ql-unHQ=I&?n&`B<y*hxJnKaEnj8XGHj!dGFqO_OmhWlE~(t
zY1bK;=9jj;{^GmdcFHTqdqoQ_9@b}D>{ohSk)iGDgF8D-8`sC&p8oyVg%G(r%g_Eg
zC9MDS=IcK0%Pyc}y7#5j9flm!?eCbwqwXJJkeI42*%N*1SLWU2?XLSOWG2tpVX|^>
z($(d0O>t6>oj1yDVOcaMf5xB3y`q^@+Z_`t);;i^_G`+-qN5fwzPe6aG2Q*dOP{ZY
z`hynxg3syxZx#1o`5}|O^=bkO&aRK;t(*Q@HnN$&{zdcJGco7%j0N<g*66EMAJYlg
z%#z5~yIaRz)#~ff8?$<&rH>qa^7rT_=Huqe4!`8><n^yzDwwaiK)<f7ImlX1FlxqK
zPSv0LRQ4=B@hofO^t}g#o_&9C__A?M6WhLuT`70t)UA8It!BD!zvBC^pT9nCx^*+{
zVw}jyX}M_(TiNFY3$1w6W?a<&X7l`tKFhcX&wNbP_FMmWnHcl<YHL>c>I#z&d}2R0
z^hZAwRH|7jlaT-I9s4Jq50cT0?I(8C2`{<c#Jz2nlWEol|Aq%Ob{VgxYTOk1T30Bw
zSCu(3Hh<n4o;4SLxCrihyvhFNN?w;*Z6~Rx(w}aHUNqPE5cqT7$xE}p{V0f!3;Eht
zZLz1J-@I~)R?UK__rcTeEQ$>e-o~(6yIbSc^Lcz$=Gk9AM_tzQ$UYSRQ0#NpDV?|#
zzGkoclg{f~uMw~P_Vu-R|Fb3f|7`S4Tx(NLeHZrr{-`L?`u2M#(@cT$-S@vTpZC6W
z_549G*ICUgGLDp|f1TU&oVUD%tNpHbia%3dQn;D8FZ=H-nY|Z}Ui=pnZ#n6GpUjSq
zU%z&JE3s5MvP^k-@n_%nVXEvmLv{H-+J&DyHCH?(cE;8F3JsNy&)zbeAbBD9wX1Z1
zdF27$yx>jTTUd6MHQstKWBu0jjo*7~)PqlNU3q?4#xI2?mx>1GZd>!Rz_$mkDlC{7
zmyz-*u})DsGxuj}R@}>7*`Mk@+&$bTrg|&lX}iXz*ppHFubX6CPG7X<H*<zEqdw@Y
z?j!LU?mO=_mCyL#eO<N2>+b~NXN~`4<Imo`zxu|9MK_e=N`CFw9k_GP#`SxeuH`TM
z_3Yr`J!|+q?)$WLTEsu?3STc#S2J_*N#@+x%sc-%E-H7|Y<g^aLT2fPsI`ZW7~EW{
z!oGHGU-`1MuhKVMFWh`HAyB+RtUkAl-Oj0Sg0h(J`)zT?Hzm$jPVGzc{IR{nq~`9c
z*xHz<6>rlME!Tb%sZ_k}dyJQV-#j0QNK5B*<Hr(w3-&3W^qlV@&Tf3zqjHI=Lg?EK
zLEQWHta;S9#Jj=xNu>CU>rZMlBDG(yezpDXHSf2x&VUc=z5+U|dt$gqo1Lm<Y5eVg
zd+YaS^-XHbweQ>Rcyr@oyH~q+7i`+(u~Q{gu(t5qUynZwhOw`EcQ>ono_fo;<OTcl
zuDacV9`EEX9@!$<&3W?IG35&%o7ALQwJbct-?)9Ut2cge?I`=5?zys8wl+L}d?B%6
zS$t;DG)Jq%;H|sDgyy@+KQ-3RQ>@(YxjJ}hgkxWH#LUcZoK@9n(=^k5`Cc~r>KpQ9
z+LwuO-8oswi^cXW6*-%sWag8+Zh?f=1#`*8`&6nYTv?{>yFbIq)Y<>`z0;yPuiuvL
zOg`}U-doKo-Mv?~_Ag%7>i5ny_D}KNBWz~VT_#VB@8&-1eb4>D#NAWhifupj=UH8T
zEvL$o+fUr1Cfatq2tWA1+gN|~0f+aD3#u-qZ^$=jUl;Foh?9M@7-QGknP+r0Dz;C3
z@L>A77h)_KvS&MjT)nnCM4j@SynKSj>Nv-23rn?WdFvCJ@2N*@{rrhDEi)>%*Xb9_
zQt1qniwXXfI<s2-MQsb7Fh#A$WM*)HslT^{(4_7E#JxYS4lYQ@|F_<A=SI_N_N|t7
z{|>PA8E;tlm@_A1=JS1TQ;*3@^$8!?v!h}+!-1?b*||49y+1Rl#5U*2jQ`xbd+OQs
zy8nDB@F`#X<j_8;`;S`n&fV46m{|Sd-HGPoU-pNKUAy&u|DU7pA3dJ`@2~fpnc?am
zS2lcoz+x!(^dR@!Z5jX1Pv1ZF|DV^>KXCB3=uK!8m;3*%KmOmp^K$={D(W8S&&*%N
z=fZ!9IWp<~z6ZN*KK^t4{@-^WoBrIk=QM4+;&WsDtM)w)OWNHY&(58;XQ$?E+cz~X
zNgr-;_ZfbOG_K=uyd!;#Gu1Q1W<Jkl5ig6(ry&(T{S0cv3k-bQ{r?<%+WdF+=D7aH
z+NZa0-}^FA`Pm^4(Hj=4CE4n?zT9BNqGnQJdQ&WQrRG+TCGpA(-#h~Ui{E#<a_g7l
zk#pi2?awyY{g6IZS*Yu3%YHJ-gMHoE2fU|m$yTzcpV#<ip!Dd#Le{gB?=q|DG<V<q
z%$C3xymRjij{=3%7mv&zT$&+Ln%1UpyD0d?<7RiM)ne-ZejXLQ=HK|S`qc7B8ws_?
zi^T4#JYdrf;`yBAbMoojtM`6-9<?>t!@o>zLNe35Pgx5;uKasg|4#nV>nkrEHWU+&
zY3|7VRLoFtWuf3v<M`&EcPm<s`Dz`oTyEMhzvqhkU-2^!jxG-V#Bn+EQ^(x*e>q+#
zmYm)weL?I;_KWIF3%$3hPj2kIcI)Vmy&89A-X49ec3JFa_$$RYG28#FZwr*K@V)fE
z^$>#o8^7J)!`I^ZQMdC7m-zmFUAmD0QqS5ZT$-Rfz0zFFUzVNi!j)?&KV<gBJgR;r
zyX4WN4%Y{joJL_Xi?8)9S4?*nnRGFzS8J1V-5oRjnD5)?`~NwzseA7Jk74?89g_P@
z8P)e6t^VGl;}GN9InS$!`Fg?m0-no)(R+{fJ)a(|Y${P3abWq&Bj@EGy}Gy1>2grP
z$+?RSn+jLNS>&dB98f!Z-!`kzEbPSjx|fF&POS@m_~ENb&9VcN3({T-RHuFAIpxi`
z<gxo(zncy}{@)0`w!eSv&(-q#{v6F$-gkcKeJ-7T`MUqAn>N~~>)r5RKCWkKR|nc@
zcJ%)n$X2rl!Rn&v>JL92wzp|G@BiTo=f6nn$H{xz{0nmbo7?|65%3|ggX7rSiBImY
zndMV`ba(o%_y<>dIrjg1d`&st{FL}|r@u2Eec@cb#^%M(lyh}0Z9U<uZka|t{5?bX
z^pR}I@VgVtEuSv@&tG(HfBl>}R`=Jj1^<}&IJ-hvrrgPH!AJL1WpSTh{pWrn;dwDt
z<a}#<(1g^@M|AuC*%saTXHcXgC4KRLVcjm7<(>L`{}v_9DHKtRF0%7IHed6EWW3HB
z`Aa{PMTO_x+#Pn{e~6*j3*EnsQwljxSnQg1V!2VwKLeu}7xDYM&wlSJ&^#fvbIJee
zqmSQQOX~kqF5dtDPS%~>Kjad7?2E%Kt-n9KwZ86F#%cASl$hU|x8E;Q{PSx1%{u<Y
zxAeFEm6NLf8@&B~aOvqU@|yFyTAqs<b^h&}>9X(PdG+n(XIPvC^DiCuNm^_i`F=*{
z0?zhuyELKO(HoA}l%HWq5B~97)Y$P#)u*dlgpCv1*yepMH=G<{no)Gz=fjqk3Aby`
zut+qk{W;z>>%(zbGsP#5)pnc8n-|LdK5%l`MOMFW5j78v^xk6k<7<w2@TA}ptDnu~
z*auI1`nl)KsoZkF^No7ZBFXprcEp{YWmm-1llRlr*_8iZ-yDXv_4jL^usrC|pEx;0
zx30j|ui=q*>1B661|_A!^G>NB7M-^)Vv;EAd!ek(68=K%<MLL&FZ1onicVQAywz*<
zvG}jG<J~24m3GcnP4C(3r=56sInt|rVfERGUvCN>`u1o`<SD(fqO{_*-~Pv>eD$w-
z1VR7JZ9hsSzrA}r;$i&{iEMva$CCyzJzF2I{+MatwEa=F?L#qde{0uS6A$#Ir?X#n
zEIYDc`5xvqzZQJvGkx{=kh)aoef79XDeH;8_uqCl$}#z``NEUZ9&A0o#?t<`Z0y@u
z=81Ycw1f}#*YW#1rKen0+B5scI>QT3npPjUl4PSSXSbs(-fl;gmc_JpZL*(bIrC<j
zZOpT}KI6}u|ANV@SN>UFe*K(4y<`2^k8iKfzaVda(4I54_SAg;L+oFxW%s<bmYvn#
zEG}20sMjF)`@a3Tj<+F}c7ML9_q|T{WBXj`EiK>w+Wl3K|9}69|KIaQTG`bsFRn?N
zw(gz2*p`yqf6tzu{n{1vuPNkR!Lnffr|Cf_*C*|{@bmWj9#65F#*`y}K1$S=#RMJu
z^-bx+{9~&BfAI@XKeHqA#w%Tk`={l2Z`K`|{l543zw_}gS><Q$-SMH@ZC#@M-gm<F
zPaaR#di}>$wl@FGu1^;`roVlVuGOi<{i}30fBol^7yds>=i7TOe$uD5_TapY{r2TW
zR`VY0&|UTZZpNzv#eaSZfBiO}|M0QnKlOPJS3Q|=Sklj8Uiai<7r(sUuduph{<7N~
zwO4-5Snl)Wtzb=cjq}RPy=4o|2pq1tQn0`-PP>W8#<?I^;RH8p)1IIUpRKuAs+KNz
zUM_M+l=-KJwf>5U&$*74>mDt?d$io-X!x$juP;1${bKRr^~bKSW37A{HDUU?^-*W;
zcIwAo|8c3bcYW;ZCr8SSCGPtc*Qj%U42^rV+GFRs&{sSUlstEYv^-x_u<($+kXzTO
zQxO{1PyN~wl*8*U_c80@y6FAu_2O(Nhsv(6yZ!xY>&);Si(>Eon_F7hoP1sCe)#GK
zhgY02EG&Iq{!N2#y_L?!Elc_Hg_Y{V#NX@fUA=nq;qdFb|K#Q~KTG-~x~=c~lJD}b
zzJEQ&J!}2mtLLju&;R={_*dQ6oAM>|pFVdhdhyZv*N-Wy{Ad5#a_o=Yvky_`Ys-$$
znSby0^5QSo_sdw@zy0H$^+$tWz^(SF<GX7aM_Et5@ws?adS8EVuvPt!tsfUGpXXY*
z*G0W<N>|VFnD~_!cKuy@{8}N;uOheJ=NlgN^l@$ONNy>-kZn;i<>TCvp6?|!dV+7&
zy^pN_|J&opca804_kM1=zxGbt>wk$;Z@+x&f9mbrqTiOmAMJhG-!2r3owI|<Fk9#G
zRoj0K?SH=s%bMA({IGME<-rs0!>VV0_@A`3JmqO{<iC)xWA*ZpKjq$<-QT_G{@S~K
zckSECs+WH8zjZcq`{6nM)xTdBe|dTBpC<n=|8<7{AJ6=$nU(+fK{5B+;I|(y`);{=
zyME)kUwt$GzjXV(-0Mxh)#r}HzxEraJaGZ<^)7}UK885K#vHVbJ3lFlm&?%9+}sGP
z3dRK;BLikb4uS}&EJ#(*r{7VarY5k{DxgP!nu3qp107!h5&)gz2|t_(d|V_ar#|S6
zCg@RuoceACpu_z@``V#;Ku3W>P6&eufD8ej)dLd%9R&(Lr2{MgIsk@~Q=bawdYVI>
z0WuLO^wEx#A$*>tIs9l5NTi_Zpx$|w=IAGt_$ui8<rn29=77#E!ebBkv_D@T@X?_9
z!Hx<gMWv}AE!Ym{GzT4Mf|SCX;D@!LAKi!Tpd`piu?nE$MD@u#s?7p^ZU`i8gHjLV
zL<6KK0wqGC+&E~CLxCTVt54EFZ6ohIOK?CT#Vzd2m63LyB{&}-g@apWPDyH!g1%c$
zVo9n?YI1%GI1Brv=B1ZpC>WZ;j#ma1X0R%yVovPD^Lfn%JjdQwa>?&@W?gzAPsr(&
z!&Hkm{l~sBm>9+`5nLp|x94wD?~E-T4R!Hv&L8VLwQE)HH-Wvo9nD@WyzFKv(|*#k
zMf%=W!FHA@)9O^KPVd{Q#C7tlP1T$1%e+eG85i{zSXY@Jez&Mi+OFfpS<RALcM`vc
znl;Woc}xDy#flEsz=lJ57JIjR+xk{e$?NuYtvlKF@14)ZA9<c5DD;TAT$#OfajxpF
zYj*;l6k4!8xn984==OK_d5hQAPQJeu_{GrW_(xSeF|VLSUk-dZ^Tng2XQtMoHA+_T
zD^9)IzBB*qlGP78?bN^VwyD@{oUw6-n0DloSudw*ct_~$EIIaQrZolUS%O0p90O?Q
zSz5sBXJ~m3FCv}uON%m7i~Lf{1A=`+Kt(LJLec_MiBoiDlm)1c0@a54xC=?JEnw#p
zcIDtHCP7sx*ki$^NhRRM4Kc_5TAJZI&(Z>9C{jp3i<A+2o+UW-AcY6Pq6O6Mz&!G4
z(rM6nmagAxTBpBNV*2c(+Tx<%q4O&s)4t)r1SQdCnN1JgXFr?dvP#wAcyaoU#~bHP
ztz7vl@`ij>j@B&K>#M^qr|x;xcBJ#%-c3uiZ|$3D{;1se%H-79PqKENF`2STdaZ@n
zp?@Y9Pp=XGIAz=8&Uw1OW4AA<E*0~?ADOyim)~W5-X&=dBRrL&UimD&URAZ4UC3<t
z+f&z${I0w?b58rC?3o@r&Iskr+PL&|i20K2QZ?<eGhQw+Gp0r?xm92IQt|B-Q~RxH
zJJX-^O}63;KJaAM0;Va3p6sV&R0OS?iq!N|ixz%aU~+T@mzumt&J*L-NtzZ0uGJR=
zOA@#OjZf`dd-ngoYiAc%Pbo0k;jG#zm&&1>5xVS#OOyCP?LRy8|9nh5&7Ch)_U@qN
ziR1lF^0SZn9-3{jogrOHL9u8%TSBGm#j2_AKIgBCntkze?c<s2FTWGLyZ(uZU-q?M
ze;98H?wSH__QOhYMB4{^YCbsfj7?3zYQP*rQwy98H{?=D7j(=eo}vlVvZAPHvLvGY
zW&yGV>}-5R6OvO0P5ERAJ^hT6v}T-z1-|kLY$#H25GbE44fV_|%`7Ys)k}#2QRnSi
z8tPeCnwT0Z=$acE=$V*U8W|~=8yM=DnHd<GDHs|V8R{8Y8k%4n<85pJiZ5`f3~G)0
zCFZ6o=;KIKxDMSlGte_MH8U~=IT}%CfoezWXYPWN5mJ~CDx)ls`f{*LQ!yuYf^XIl
z1D@9JcCFJcAAR66%OsZNu))#^uJswWm@T$Vl9IY@aZYLb`ZqkmD-N{vFITrcqJK9y
z-IwK`+?-d2hcedi?bu<e(ZZ;nd~+pBZpfaXe^+&EAE&(AuKMWC&5Ikiu|AMrqGy;>
zV3BS9K=yIIW3oY6)8Xq&)!&7`uP<<uUYOw2aBQO5UXTA;=`8bdkNZu|dsL=!KK}Ug
zXM(5BEVu0~k`mV!Wy@4g$#qm+P`gZsXYIe`;k&aXu5Ra9`Fr2OcZ*hNPh3%T=1V~O
zs@FcgJ1?&@EuB|AcY@gx?>moHo3eP#J3m!<`G#YU-Y&ZL^NH7car@on>EJQ}76gcL
z0~|o$05vi}Ib_ZfXKMz0{w1iq07V)os?d+cwWPQqV@X6q25bx1<>;jaiUS8v83Af;
zfO88;ZJ1~U#Id+03Z@nY3dW!lFwG4O6wFLPM`D_p8|axTn46gEnJSo?8-YmhvAE_&
z#tN~ZE;p#@j}+k`XCMU|v{V^JN8^GM50VcFmJ!(7F#(QwhZO|&eD1Pc*3L2e$%W=t
z5!F>soNsI7$u}hCDqd|cu>0{n(&Lp^ET`Myb8Fh3KL2*fYIZ~X;_I?%5^IbF)Azgd
zUU-}#yP8#E_2tP^qy4oE{GR2_74};zZIdm<P`CKqoJU-{Cx5ivXYfyw*X_02joSIv
zkM0T`;`e(Y6yoD$U~yqdxv1ThmIK|n_oZIl-tz9`=jA`5n42{A)GfJq?}5yeV=L}-
ztXa82#Uwvu(n90^zaBk&)$SW7@8S0$>OsKCKN@|loxzRCv2K57eY*1Jx9+C6q$OKY
zT~*WgGGz0jdF)cc?aB*2lupJ~GJt{w9E?WBs3il=76mxtA)PvlwQvAe8lZGZ=9$@M
z21GO^EJ3z_9gnqeKyu??DId%X$ZJEuPR0cVilHSa%VVC9YitZDI7}3x6^tz{6k-)j
zK}=I)0|iq{1BF-xGYf@i1yci1jGKUmR85UQWw?QYsi~QQktwLiFaXmQMuuQ9kT}Rj
z69Z!f6JrwvV{>D$IA(zZ@fT85;3;qnp~rJW(oG5Ih+jQ$(*W1)BbFu#x`q};3WkOt
ztqPWg7J8<Tqy=h`K&}OVwg4al&X7h5dOF3?I)PkMKt!_yk|dG*NTA3uGk`h@R5Zit
z<cc}5f#9ywp5NLvKKz0+!iyX{bOTlRYFBKLXZSWLO6!=>vjg|9zqu5$N_9h;?PlX!
zy|12Kl6YJB<(b;ersvIOrw-ca`Z2wKxQthrGd${-?8ErJxv7By+h4y)%sFGQanlo<
zD*pAG%eC!oR;_Gj7u##a>Ni{3zUEr)fwxI-&3h7T`XfUNS)E^expQ-R9*f+<H#b&%
zSogPzXO{i3<5`XB9jr?yPHwtcCKQvNci@!8oUZBD3$)nW{#Kv&yvqM+b@2&5X6wGm
zJ8lI`Qt(>ev56;8kwdg4$SK{)a@U)`UH9L8H&Ak$CGe!kajk-X;AF|j<yY)%A5ML*
z=igzJB$lof*Xb15E!AD==h{{3^({gqW%l81>wiyp`Y2|GzMd%i?%ojT9q;e@l?CVC
z=YLo|haY>f1qoVkR2Ul|cZAFg&>A!Z;|P=kFuJ#IYopia?#{jU`<LkFoep6o`x#st
zZ}fh?^NryzqjhOl(mMvv|MmfODyl)r>mKg?cJrI%*5XG8?tPBl6(Hg|QDo`Id7qyA
zuV(pm{{G(G^S8DfpT0i-|F^dNQv?nvFO`z}|8M`jf6wcy{%Ak^X}j#y*EjJYigq97
z|NrOD|MU3%|EF)?{~uiO=k))lWl2&GFAAG~KED0G+y9^2&9h978r&~l|7H0Pxpcjk
z6Q5Q0=1wX5HY3}6XL0<?+MrI!UyHYVxA0n4zjVg$>i0VvCVdw;#_U|RC%D<=BBw;^
z{@*X(zW>kg=-%fgjctE^yzDpOOY8h|-ar2SKjViF_uJI{vd=f%^IRltY1|9_|9=+j
zpK`E1^L_J+&b4ptL)Hr2XFh1`zB=fq{@=aZCO$hcKf^m~%J+#K#-(rUTh7#<c)xVX
znL8J`Uasq2se5tHS+URCqhFbeo_fEpT%<f!B{Or+dC<AJw{@r5-w~)j|Jge0y=Ce3
z<Fd}L>O-?0>l82h@wRaK?8571>g?O=cgP-%?fvw-zf<e!y6$Ml9honuEtC4m|NqD2
zRgG7?tNd+kAFXNJ;V#v>#i{Om<+E=djS^R0>9ku(EN-6>T6yvOz36#gH_rCjc<y^d
z`>N(EnO~28t2m$AWoID}%wgF6eb(bSj~#<pp1M`(_LfUA^p+%^=bjc({Y1RRZ^e10
zr|!Et|IJ;H<u$YG+;^dDj?0VVXRt+m3W(fi5<D&Aii6^7#UsqBR;$A7+dtI&zMp?d
zl2c7|$;w5mj5gfpyt8w|3@gnm4v$X9o|kAzbI#11xR2G#*3zb7;+{quTfgGzN{82N
zc6`InB^0{yjG>H%b4Rn=h1#1wwdWO5jju`gS{!f+_FsF+&dA!ISxP}7=sJfPpWCfS
zqZ5b3CQoUU%aMq>&SrK;>Xz)K$j(by*Dcv+cu$|iJw<WLJp-2J`PD^kR<k%vIyB#I
zyTg&gB;@bTlDK(SnddszWlwzzQq3-L&5&I))25^5Q(0qt#iidTG7d~{y-}8^{C3Z~
z@*|UUs*l;uoB8kD;Vz^9Uq#n%c`0+0ahpNJri>ob^_2z_*j}h5Jv8}m<#?XiUYyg|
zV5Lhj<j~xOphI(&Z<-67UC^C$xRp&*n0w1{Hg6MCZ|*%jI<^{fCoRzzny8~{?ooU6
zW7M~kAG|Xg6ulx#rlq`*V+p;qBFU`bIioP>(A=%+Ou;u71f?oS2*;ncyML!5R=BV8
z+D-R4uDhr1@Hg=1%l6EAz1qZwNzPX1Z?DV-Es5p4d&|-a^p%ev%Ft2lU6gTMQ|zup
zsRp-yb)~&N=+NAm7cVwx-J7%OU-9I0g;{!A-cA1&w_{VMNzs8r&o!4GU9-4zPgLgJ
zqzQZS%q3ZhgwHldtgO{#;ZK)4Y2)tXEzI0mC&Mg#;82Q)bd<4?p|W(XQ55&u$&XfF
z|K4`;`(BAHFD9yqTlw%Ccx5ede97`F-S3h^mTvkrmo07H=^MV?j1ZovATWEAnfLD)
z{WJT-v|l>tMOUpAT*J5csNn6xo{|oae5SlSb;DC;&1To7>1|ss=(w$zxTE4ihTDuq
z->)QPhPKCePqMW*%+s`SQ`?!O;K=z?n??Q9_~QiRlJyOWWsDoXMJ+2^ai?KR^2Mul
zo0u#7pYW%i=Z`bAowTZ|X2Y9FEBgI(FI~`{ttFYVdFSJTHIL<%c+}@_T=_FFvQsS3
zTes+TTUVCS?6BJ(mTsIX13or);{M5yV{@0TyRN4_<-&>(fm1%BB2JQ%-Iw+nPWrOx
zqx$2`;ctt!Pf95J+WKk7Wmef;Er!eoq&1bE$(_G*;Zmb|^98xoeCAoZxjZ_m_2a*6
z<XU)hx^2$|pVQ%K8(;JZcvf6rwrsNauP18Zil1z@iJa@YTOsqpao@ufD}yz`hAsMx
zMyqxoaXTsSveLiLsqsytrF8I3*Sw5b$s&+*b9qEQ8NdBFeN&2=(+r2;bKTO_3sR(8
zg_?Thzc~Ar++g(4Y+R^)<7!UNhtx$Eb~z+6td$B#_z?WVX_}9y#dD6SP6;peC~)?u
z+z8-ih<4qtp2%BtuxeG3rkbK+$fk2MnxBBr&5fC>qc>M5YA)xh&EZ?$IM`Zs-V<UA
z_7q=I6LmI%?F>hL!r>U7pe-NxCfiiZn8xP*=4oUr(<_GyAMBj&7H<s*m1|@d%n+E%
z7C2|EtCi{mzEv)TU&|yL72SJywfwgh^R$Y^KM~6a{NQ(Taq*9ZevQJ#%_|N?6zffn
zR{U)J{n=Ex3tpF|tzTu35+}Vf-bdiU6IPu$6+tT<ojes?1Fv>2Gw#>W;N8z9`-JOq
z-;&(zVM*^7-8lUs*h~0Ei_jyr6+tGGJvSep@hHo=;LX-d&eiRe;e1}~k}NAvz56@i
zpem0a!$Vb>1xu{=Y!aLunzj4Zv+enJ8oMVH=bd<(v#5HW_?#O5uL4>z`6Wk}SzA_Z
zHn4h?AZQq(vg*vjPYFw<Us?!i+~4FbE_<o%k@|m`9OpM{J_O(DdBNc&vH3z=`e7T_
z<NN(`c_TA|dczbsS+*zlT3`5_fB4+NI=LOiMJrY_T}{pVU3zt+*@0<?UbTd9RPWBo
zao^}X*?E3Xkn)91Z0>8yrG#=_j!c>vqG-7x?Kb$}+yhanVhM_ef8S=2C=19ocyTHv
z<#RwSx5~FoCSmd70WTiS{9f>2(_6*0Y+H7@b-(@C8t=@>o!l|I(}R1)hpCBWpo4RJ
z&Y%2id51SS((a6$v*-Oo7lY#zzKPys=*VH=ym-YZM@U2AR>tHgf4BC9>^Ip?+f1)(
ztemw$uDm>_#PY)BZHf7Z7GAAPY@1-<e~vS?`I&m+<8DtImWijG<~+8|Jg7Be(KMd6
z4HqZ1yDgUOkJeK^F;P3UrFnOiUd9%`gKfL?d>AD8Gc5v6=w9IvHaPQkk)@Kb_ld1)
zCsg0~md*NpXpRp%SJ*S(nGXYQR_=Vy(|_^<$C6tQUNNjqasE_i7B$y1S}lFmr!qs&
z*CjWLIQ&DL_B{0be=5{VJyfvR#b}mRa>~0EYfo0M^%K&SW|6yf>}1`fL~#k-%a3(7
zJb8Nho!zb<G3u)x2fw^m&=9N7XY{^;_nqAPtw&0>eG;BouF8KkXKBY<*C2o88)`*2
zwERQ2AN0TI+x+~Lq&!R8M9C$3k3v)vUTA)k<F7qiUeWHNx^a4S1n=bdV{5og(kHh%
z%<>ShIwq`Ct|N1$ATT)R*sj}m71*_=tK^$Ft<*eNXm&H;#_G@wZmiW=(NkH=t~H2l
zE8I}*6JfC^Vf!jWfn8g4)g<odsI5}8nf1YI(X{Kol*(Tm=xf~{IJ0bxf7X?&?Ycpg
z{aFSri;w$#-FHDz(eBy3yo;-Q__y#~UEjf#GWD~`cC%Fl?-zSrIyAp&`JLoY{@FPe
zj~rb)7Vv&O8vUy4;ESv*zDq_awLyY{r}wIT{Vc5Xi6Q&Q%g%`AEvt4fdek9*ZNXvR
zN%Q2~4-|JagdS<X()gf2KP<FYra6f*QbEd1W>=>{#7*5_`$D7n-I}&+_;A=G-DcCN
z#)<Qct<_so>iUFAPj0{Pz(TldC0DzlU#|EL^V97GZdMPM9R3xu=PbwaITsonzIIKR
zz{2BbT*+aj8Jc^>>9Oou?-di(RC!+QDG2d8b!m>uwdFi!TldB+xcG3(t5QWf+rGsU
zRD_})NSl4E%S>ZY5i7mLmsG4^A$4DS&#T26GXrj1w)i4;HGk7h`S-ow=LLr)6ihp6
z%)h=uPGwt}VrlE&9N8Zm7Os_&H&ZdWrg!heI{tgBH*Vi$2s%5rYNB-0?H5Y^6K3-r
z7O}m!Y`5}Z#m_~SptEy*x>~_!=cbxmU32dFEfJ%>8_T<HeDmN;)t#a*xAHLmqQ=R(
zF<~9MHVV3AG$t=geCM|=CE4WoRW{+Z$8EMS@?YH0zJa-a)89?@r`9F4S-8d;d~o*`
zGErEw>u(^ZtWaE3pK@OP7VnoqC#Ib^EzesMbYl6gSNhhxOLiPXIXw5%g=x=Ka?Wrt
zu4OuOFi0yZw)8;Iw`Vn{`AW`BIk?=o>cQ<)6-$ny3(xPK?s3o;?SmhlTdwg*^87U0
zS91an`#-b1(bn<7f2y%fqDynV;qu~V#p>R!wyTcr*HgT_Y4yazTF;C36|z_T%l%Q}
zCi~9+j@8Tm56?|a-Me+?-r$?dPG&RQ?ptieKAGptl4t7^H_bM`^zz8Gko%h}e7F4A
z$-o?Mv1<yGW9Y)=?LYS9%xq$}vG7oH<TVoToclpDCT3#am8DPEE{4|V{!W<@Gbd_k
z$um#>7c+j$YPjfjp>Ts&!Wqp=|D0IPTwA@x%g>89MO(x~pUtJgy>~I=p{&;t$9YQM
z*{m~F-YRN$j!`zpz4%J~tGSV>?G-jF`Zm9MEHlCKu42t`ONH|u>X6fO*K^lD%YdDp
zYhnGR<)rELhrbG4qK;>0Hki6`%(Ygsb+A=3)lr_Jo+c!-H~I`;Eq{*euS<Hq=Y+)?
z)!W}Jn|Dt5{-t<sJIQw|mEIjMc(AtdfRq$pc0`cc?ddE|i@bzAC6CDDnopV}%D5=9
z`^GP>q%aQ2jtxBDzDxKNOzM&E3S8d4!s5oV{sV_rnp98A^=Y5;;sd{;q2113#{#eS
zGVh&YAu&_PGu1Kuv-6q$69?C=*7csZLbv?*0w1sb!mVGTq#k6jh~1yb%>VNK2G3iK
zx}KYn4$plZ)7epzI;XU=Q6f+Lb+oR`Q^&Tv^Z#c2;a-2TVX{hL*n_zT6;{5npLJ@w
zX~W%xk$M+rxy^a0a#MA!PHyRmazW*)6@Q&GmhScZCT@3G@bayP%X2wu*xxGi9kkva
zWF+$4XmiwbIpInDdSPKl19N75PD%-#v+G*qakI@2b};l#7QTAqOj7%TM`xy<axvYU
zVZ7#6$-$Kic8M%~%)p@Vc15A<-;)u3U0oXse~7fnw>7nYkK=oEXhM(Xy^r57Y@55l
zX2!X5Oq*9++Y&YV`o3ItE9--2xo>hRZpi$w=YjHJw@H<mn`Ty=Ua4fe;q}A~n>TwL
zF}icjJ2UFa>pw4Rr~P2u^&;S|{*RM(?6(C@VmUnb9O&>|)8IAoki&Du?^V_$csi$X
z%C5h&;OO0lf3|YJ_i)##`*CT>%rwhcrY8!04>qSt-#)Cg#Cz6azI|`kOh3DsEp$>@
zQKy#G5C6hqsag3q|6SX`EPI~E&4J(Sp^kU8mfyWsFOn85`YutfCUHz$KHODP<D2WM
zo8d2ysNY)SuyAqk<Hxy&=d;I^89h4W{_yYYJ32119S0qpWiK4Ds95Y8ptQJ?$EL-M
zJO5VTxyD9im!rAnx9(4T8Yr+SPew?$rYJ%|nU(SP!LBVI0vF6XB=+V+o4VbCdM>%g
z66wku!C5B`|57&KS#me7W3g;&+fhL=^C=(B39j4J-n)S_U{k?@M+cVdYC6q#Ud2@4
z!jdbJaT}`n74=ijg^Q@#Mz*I!)pov(Xg^eWFtch!YURzzY$um`p9o!KwuWW-7DvAy
zF&7t1@|u5(?Pk!=NnOqvQnSuBubF$Ik*%Tllw7xqJCEzE2#cVmOOyJU^#e<lt>(C_
z@i5p_l5X9Wv0{@x`_(1f^;I$}xhK!IOSqI3Xw1N|=E~w+aRZy8iN3Da*RSccysKE~
zXyiXxCT^u0w^iI<FaBL$Uq4*hJddk?nj=^4PQwjXg4~V2pLrQ)k$&n@p6eP*Z@vh*
zNqVspR`w_eI_+LK`TXUbIS)^WI;=7hoVQg_kwfRqbjazsv8RhY;HT%ZsyB66B?Jr2
zSg~wzs1Tpe&Q&v#r;1Nze!5rv%H)lw>ja`hEmw!}pRIJWk>2}s+u@WAH)o}v%~Wjc
z&t-7GS8(&9@ts>Q-%N#^p8FAedhR!IcB7XrCoielSY}$4Uc4t1u5?;x=anagW)}`W
zWIa;W+5Y5~_m*{+X1(#5sIX%CiQ6xvR3-!kEP8awY{f1CKY_4<2*!S1WfRtuGP4r*
zBy0+I7nr-TnrW>s6NlTRMj?;DTeXo<!jGm#YaHL$JWDBdkCepev{O%OH5H3qyjagN
z!F9vdc9jLvD~!d@Em9Je0-c_#6B%=-wm@OUd4|&^XZuu45+hrdda6rYkl*7rb=_G}
z=KTdsySw_dy(gPY2@PH|v8>_54$f8odEz!}m>cmdv&~?ML_R%N!z!Bn;VG&8F{@d>
z-<$TOc-2%5CBBC41<$j-wy*6t5GSm!HSsX-s$##OMJMOYm~f^&aH-<K3Fgj+=l3j+
zdKPFi?bo?Qr#_zH<UJZ~ctop6m^1FOO9E%C)Vkl{Vy^si%I@yHy|K^XQf5X`OHXZK
zLcY=#o=Kng@a+ou85$G+qN?edaMHyXi}KT7-(|Q4<a|#{4PDshGG)(QyY<Za9xG=Z
z{bOtws<}gO!WH4g%ajj2V14F&WW%(2wVwwLoLqD%!2V}?4wrD$gtOa@`A)tqveb52
zm7b^c0sY8GzOA|&KQO)Dc0Vbj#_{O4=toSET!(L-K69J%a6+halu_XmgJZTYzTf73
z>|u3eudak&nJqi>26Hp1$aIsv?mjk0^vo`->F8WBb<%@CmD}rmS9^BxuMVBGe0f}`
z)rCXSudbMh*X6|@*xjb}&Ctv7QDS6f*=vbb=7`n2xA&z9=Gw+?`S$v@Pu0KLBL(R-
zy4IGn#18HH-WbNOvwrRAfIDU<Z#`&|5~{uM<%r;(giV3HeB2U!SMHr<3;WQZy8o2O
zxsQ%B?@l<p#D3LwMfp#50lgLdXUr{|_>+XgS_I_Z%RSusL^xyi#_SW5bF`!QnDyM<
zezm#m&Ya9VElp-?)&}Xyi+9un-MJ%_X6RV9O!RoRanaqC8foEiCb!mV{H->=<@nUL
zZ-ujqk?xERMVTJ42i#8<l+NU7OjGTYFGyOe*skj){Y0{M!KoLKu9x^`Hu-p29)EFd
zVzll=p;;S_x&6JqeVXS}K2D~bADlC`nTEwp^$$FGw8CUs%^Y)q8Ez+<%`&I(BwfF_
zPW-y;Vb=MpPA~S}ZQ{3k<6?`&8Jg?d_B3^7Y@FD(XNgc5Lu=ji8%vMmT~A!Lh3BdF
zp2*9uq(TBC7OFK*WQqIgl7Eopn3kMK(N(SEM*IeyPD#t8wLCw#&T3sBYtkwITvbxH
zWnSBz428O4JH{7W!MZg|<UF68>pk>fd3&d$=1q-jS0Jb7rqAu#=2kFq?_Xw@J+3D6
zn{)5&3>12Oj#EoTxszY$LU11I<5rW4e!k1pf~RhKQp&6QrDclW-WSuouD3`w>v}G^
z{Eq4Nv3Qd=7Gf8aqjyifA=oHU)U@+L+it<Y8m&CRmk!d=k?KZa&3_x;Gp-Mge79=#
z|E*2QZdV084>SCTY+1a<@W9qrj@GaKPKeym``T)WYP(*_R{uM>!r`fhd)Hsm(W<yE
zBX>kH_X?kE5BE;z!+dPYoUTr_*RChL51+X?Jw4H;Yl?ox{blpEW<XERT?0Nn_w@#k
z=u%7J$sc5l8;*RQ3OYSk9dvr`qYqNzKdKh3Ie2^V<YTREFJBi-^AZZniaK6g=^Ig_
z`;+BY&@_Xh<vUfj{QVid^5HiTRrBrZJ$judem-}u_VC-sTmIb9xbeXI%&V7fyx|uP
z=_qb|oum4C(e14nH{Q+8lC}za`@FMgOV{i0J{hLR9O}v4pLzplZ|P542tGbH_LNeN
z%#6wF<oj=G@V<R>;lw1fDchFXo?9?S*>U36R~Fk1?RU4$+OtNCKj-`3je8Px(~pQ-
zd`|HCx<21h@p72xUXxSblV3lmvAh+zY*}m1&Z2{bThmw#xr63bou6|`CPU1l^&tD3
z6CYou?0sC)wRYMB%avTmEs7fdoQ?(^pZl;rrPI*s-Z70o{}{|fk6QdX`Ly8I^15i>
z_p&Sh$-H-DVp%9Ec%*Ss<%6e;(~9n7%{<VxMBwwvm)!aX6gD*rhdgq)cwzB}45gN%
zXQiz&xm37&4D9Yp$|;wJ-!oMZK663upU%~7VjmqEu58<9?q>F63eVJc7YwJb+a@Oa
z>{r=~WtX;QEdH5rC;pz$mwPo&8h(ZpKJ<Q_P@FLH(eLYP)>--o=g*$}RA0$^%ac7O
z=DPz;3}rRXT{`@rL(_dRhi-H+dz{_@ree<N>Sa6ct<n?P)Y+)k=bw5Zc<P*ACr-r8
zT=dOdRHv{@=yzSL8Ph)S0lJIS=A4`S!F|qw1s+p=+~&5wF>z+@3JI3HDLYK0ma89f
zys07i)lgUQ(S)-fA|9XEz9mz`|9$i9#}9N)H<+~drKXv?g&OaF(qJ)ds?VXLTV@*{
z_@1@mV*1&e7Hb~&)*kG5zALT2Mf>if42^#^{tp-#IjT6stkR#^9}{AIF`a8No5!q~
z>(d|1nKLc(dD4@gW_Bei@;ZtsE(vo2OM{Qex|~yx+_C@e)4KKpZ(t|rCRXW2e{p-o
zI7xDC*;7t`Po*yrhkNHLe0^xL@$CH_>ar5QpUcE#?0o;xc|so#$J4AY64rN*l=)iS
za}`{Y`T9=jsn|Mpw|zU;FdJB$h*Y}2#z>-V(u{4_#M7L0zWGjdw9$yk|EM4#8(tmj
zc3y|`Q<sBu@LcHyQ*HUr{)jlk|B2&Z$EN>s5xVQXIjKjloBCVqyr?;+Lw`ea{)(yz
zp3mn@f0Z~*IL6y5QOs+v=k9k47?>F?R!QzX#U)qdV(q#96{nppYiIUHWyeqJ_h#`t
z-g*RdhOSC9XRwmqu_-t2&e$Q51wKPJed%wT#B0keq;AKq{i^vORhNI~PjS^=_w%u8
z+4t7Z*>gSV&d>c#-a+xY9}=$ZRQGFP&XeAH%jCLkam}Q_9aDuGeN88RUiq@A^4XoQ
zY)tPey>}@t+4gER3$yrTk+U@~dy<Q@T=i^x&M#Yj{JGusS;E&EI)10LcWsnu@7kEO
zW%cLE_7t8slbn+{4{zVGF?o_q&JjCSwcD9T1&#II`nxDO$;~Ri>)iO>>PU2apv%_d
zY3cd5`4&`8SDP~D+Aibm$;UkvlcsIiVDf6N_97ORWl=w(jQm{={N>0qYmIZd`&nQo
z<D=Tsg}#T6bc-_F-Y2%FWZ5CZmvfm#y_$cXVtoHWxc_l)?PCXn7ddA$BPC3^_6KY>
z6YI*nnlAq15aZ|DXHDZRX3TPU^zhE9nD9o~GcLZO7w=Wv{kS`cJLIBy!CDb-;rUf>
znssj9D}U5!Cis*q!PcrcA?>Bst#yamuNd@2Cu^BaHOZdtHbH26+FYLu&#$KYOFKED
zS9;F>duq~Ii`BFCC2hB!;jqDC&1!a~7lk+9P7+#v`usteJAuKo6NNN+8PseF8`TPI
z?Xp*FnC6kiwD6^7Wo_s=4NLGbx;c>yX`1e<cq@Ia86>^jM5-TTt~{Br(9~5-pfSa7
z!;_%*lc#vDyrlL{!i3L3?bBlS#|9Ptr9OJn?0Of<8INw+5a`Lw^gCdwd$@;SiXwYv
zt6HvwcF4)cap?wUHq4uxdd`^nb!Gj*WU=KYUpOpfKXCC~Jo8LI|7V17d+|@zkG(2w
zb6vtW=%}AJf9cq5E?KkT)WYhJCtFrNS5nrWqp|B}NWxR!^I9@I%Xc>K`C@&otgXxT
zS;W?hkF6S;-<mOgjrP9%GV-HgseQ5dZFZx{tL)si$Ibik>fx5hQ)>bYkJLU2&)D$a
zz3_mo+uEdOv%>DX3g?NuT={a>Hrq)rBnxjv$FKzp?RL1g;NU}czQb)d?!^W*H#pYz
zJ#<`W9sRI5zIlFuP1v`!*-G8qY6|_vb00`#&$fFoQ<aw|A!vTWrrYx+7w;{7!EEZf
z6nu{EBFuAiC;O;2Tiah-T>H`5l;e-&3g!n9Z3lym4O;%6LODmb7IcoTRK~-zf_jEp
z$`_sWZ|d}Ps_zz8|GrM;Os~$D6qR2*c0VpTK9Zer#^lt6nWrn}En9zT)|%z|=RRym
zf4*il??=!<y3#*V{9KHVJdKswly)KjdXR42v^Ex(4U1NKxba@Fv6#H_+NtU5cPh+u
z_@(CS)Fx_vBD?6_hN(V>0%9)~YGxIfEBW*LHb|Utjd*iWVO~>g`P9X#bFW@~2tP^p
zNO)jfzuL(!$#cysyWP0-TwG(C4%hB)Tsf1O`R5##=aox}`Q~(eX`9}??DP_a9m=t@
zrr+^e;xJ?TNrPMG7AJVguHj@-_TK$u`_^sizD}CrDO^#WW_K+%cux0+r|G&U#e*jw
zlljQ=`qV;&&o&ER9B_U1RqZU#mW9GM+;6dY#FvC}x?DS5vG7cCv}OWpxx0zix|^~m
z9>}=xHecoM`7F)*O}f|p`n-m9x2Ak;t8LaiHLc~GN#B&eafi=DNb}xM<-TS5%HVbe
zkL@Q}nVgq=EZ1(7es?^_q>{YGrNpzWz-UX6EJxPbomREpC%lR+98MP%Z1697ku=@h
z)aYrPNtI$|M3C0?MfyT}^S4jp?&%S;^Ol=6mwmfMC67mUO$UGYxw^Ny8HqazG~5sP
zA5QQ+#i+V-V`;%6$$M(7txuTJTLjFTw*C0a>1liWX@Np~-!_q(wu_b}S=>0Q6w22f
zD)#chRR$O3T!#-FlNB#rYj7%9vBiw--q&Okb`>v0`KI}SOk$qST%{>CVtJEeb}MzZ
znHbqTh?UfRa_8bHCbzCB*^dwD@`X1R-nr(sXe(>3x70kjwb8u1Ht|a%E*U33{L;Aa
ztXgD+yXV<(o2WZC-bH6|XKngm6F6=9G0%d}6IQ6r-hS9_l3QK1gxCfd$rD9Cb}4QM
z&S(q1vfHI7IEVYOO?`Wyyz%Fi_Vcq;ZaGZ2Z?@2@_=(ubsmt!pG2E0HeR)RKV-2AT
zHeNak?OQ~jYd<tmJe;X7AlcdSiIaK9*%bcQ)ze+p=y<=qtK_0oa^E~i>%_?uQPC@x
z*s}|5{8q4dqI6h+dhVT>x!iB7i!&CVaWk0uTQK_J0hy<N{Ej!)ebq=y@|gW_?&RV-
zHY^)O^gka6kF360nIK>IX>QxP&koZf5_vpX1D`9Nlr|O4XFDkHuu_Bh=Gubuk8XUv
z@KKB>`J<6oc;0!Y?c%QuxnIoexoXQDHPfS~*x#w@M8G0nCJ_dHtGzx>3En9(lNEeq
zj;mOl5sb6gA1Qt!q?C94@_8B?rgbMoH2vGI`L_4jI`xK#eQjZvt_e+RNS-NSJhi9C
zJSSlJC$&?>n&MA+t!+A;B6X#<{cdB5c(F1-Mry0=zuDm$e;U4bJ01M&_0VDI-kbg+
zCGA;%Zta)Z&SG7;G{RNK$D;K?+x2B<mUUk{x~jMRoaz$p<}&B5l9PwuMXk4fR={$4
z!_*#=k6l5rhhMMWYU%eTxv}Y(FNcTfy{V!9>%T@chg-;X>Mt%<tI+*qJR#`X{EWF}
z)t~f4DvTOt@8f!~{M}#QSTE;Yt85qz9_-qdaQGWnR#{_IyLRmS=C?aIpKMT1o+zLB
zv9xmk`8n$ZPi{;3%AjLqwZt|-GM}wvVeaP#O|CZgUtKtRW|xqY%p%51`tm-_K77x;
zImCCrU`Y6Sph3h&Xt8kHkBg0*&Agwu-#H{#dwjmBJKeP<J||_yWX9mIxHWoa3o6Rh
z<+dg^t6kssd$0JMg<kJIw}fP@VYdI}+Lah@_dw?J<jcJq4j#}DUjIdVvB!0jo{2Y?
z#=NLaUaTn=VkB{N_l+68cA(RA<DLrd?cjXA#gZ9znyx$aG~G*FM)kiyr|DX%I6Qp+
z(BnMsMad0e^Mog_3l=TYZd;~i=U=?w%<Lm8PyMLslh(@&*r8a-8!mCU|K6q*oWD<a
zp8S;;H}Tje_a(t9Ow!*(bVA}MPdHW>c%6BJ$+|59UD8)rFQ%masgU2uQhR$ryu=2>
zMEjzo+MTERH@fEWn=hMm_{SrkiJu+YKOrBdYw~}>w{1wr>9Wl35Y|rrG$qbN(qjko
zINcem1zwyzXm?5IPtNAbSiVg@30GH#r*)~DZ9Mh&5wqCj1n;jEKB4`N74xH*Lpk-=
zZroVWoEQ3F;Zm-GGlo}vZeCHbi<4Te)o^;QU&yVVmT%sF17=ORv$*hv)Y&FJ*H?iW
zR__%2-#_BeR9Ab;d9&T<F0;++{=h!FZ~4K?q|Z9beVX<yh3{R!z4wcjD9LEZ-HN+x
z6?W+HqU9f@&Hoz7%}HvT{_#Oy^p2k8pI^G(e_Xi#ZiUz@l|zovN@47EZsMBDUG|(Z
zubw}r>%jF*8LeBNHWcNZ=rn3OAAMm~^JAkQm63n09O$vwA^b7alQ(7Rxx`6JzVG9z
zKDHxkjeX$qs)pL?%%lxJpEl@ePS%cCpuv}Ha>nrKMlFH4ReKZuY<RY6@5K|>RE2Lo
z>6WW>=R9Fu)Zv!rX6f~CVX&M`o_CDluj4&p`8PG}x3~GIe^X&NafRXaR!bLa)#n!t
zIJ;6}j4fV?&DqP8`Qg?_<E+oR7Tcy?Vd*Ule<QQ{fV)9kjKqN#)ukP7`iCsMcxyU1
zlCNj)l|ES%ANEQ!Om%<!B6sDaXFu*F<}6r0C!*K?Bd?R+=C?j-PHdT{Ob@MF#KM|C
zqoiG%@uNoPAN8Dvo%a{U9m&^8QVM(9`{`}xF;(k)r#%wK4*l5c&|dqqz|gZ}`KN2M
zCv>SyWW8nkneBtHzpkR_3}u<$&nJj)5Nj~cI(jvL!QV>dTm8q0!j&ajtB<!ge|jds
z%e$mviqo#sTiU)XFIn<$osQdtPhT1)bQLeqyEAPe%O1YXbzbuojs01wxJ(K~0~O8*
zJW@E^V{=etT}>-*#Cu<(<?432JDfz8ENE?;HR+gJklP$NiRCXjg!uG~p6pz~P&Rj`
zl3Rt4*2DU?j{$XE?vg*7p6LZnxK(Acuw!EYWAa0`YdP#G)zz5~!W(Ub`5A>~N^O!^
zt+r^x{391T1!PyrMa^dC$~mSNG4V@UyXlhKtGl-?JZBlk=M<D$wc{CkQGk3O7vnyO
zjZ8N73;sz2Pizs4)Jk4Cch;p(6V1aG$;2u2YM%V&K9_sKBIYBD-=^v~+<6@KWv$uD
zBiE~z2qjHp5BUBpS>svB-Hz`sV%Aw#UFa0qy1C=V3GtcR?#Zg<yxY9C)%1w9SI#o-
z<mmkgxw$(Zapi64+jHwqM(p&<vG%E{FLSEQK0R$-DVSb+;<<ChXT8?c3yu}u(;6r2
zt(ov{&dt;8cXr*Jd&0){$o+qjn|N67#RWWZo^(%aipYT{aU0hBIOWmJ(ad4?^_|AK
zw(PKUl}Bf0T)g8x8GNK}4U^{Abu%`t7uj1-zo6>x<CPh@Yc{L%%8Li>n6J2I-p)^}
z3!EkzRG*pn<JFc6e!qGys>Q`|{L#M?dZM(WeeD{Cu<($?&Au18jVJH9W;o@9S+`yJ
z^NWIhCB9n83tPCw!WaFYzMXlk=590bsIVH}CrT$@z2<JtsPH*9<)cHpbE=Q#HD=bf
z>HeQC_8*?2lo=ejy^TNQ`i9rX*B<e`xUsKw{?AR5TIZ+NK6JPIRX8K)%hS@<&dpul
z`yy_A=bp%^zP#c>ezO0uG#NhciX$sd&bsj9q|>e6e(Ys8Jbce3nO{>qDiyqBE&t9c
z1&+%bChEJrJ~mJOLVb_dy^?EzxobWw|N3F7^VRD@8xBV9_!qNrmYMk%k@ow}+AlWG
zzGJ^NoL5LC^!@5yk?VcBzIv10__oEKm;QZ7_`u5mKGCpiLH)NX7WCy#m3h>NI8(Pv
zR``^Dmczn~*D2oJ3wzqdHkpNP+EY7glWAy*a{nJD^Ya>4<|~|8^H*5aJhbbf=fVX`
zmwb%*m8Eulqx!)kJo+&b%aX!Q1#W-PJ>4o^TJzPulgD+YT$eFEBprRx`zH5><+G0J
zss3Cfy+`cl1!)%k6%|HZs%6EirX0>r<w*!X*sdWaxZ>K42AvL#N4xJHp8YiC%?FW+
z%`$S<*{tDQ=Vdpip5p&*y=2ewJxjeex*c96b|-<yH;s?&!|^*uq-S0Fe}b*y*@^qd
zHyZs>QNMlN@$l~K6}`<lM(1>5A1_Xy9bIu}!d|bu!_1fXbI<Wr8-+#NX+2uJ;&7DP
zqC(N>Szmc?dI$+R9MY<+ju6;WWwPnyVxLFLpU5)yR(<@aar5V1{>(McxZ65PH%11D
z6fY2zbcLR(yUL#RyF>bIhJf`)vN(C#{5L;v`f!z9@^gs(-t{t)X+Cq5YB$|B{Cp`y
z(|5JrAu;J6pB6TBKX`mrZmWAx+QR!Cd>s02-#7l1eYx;sc#%z;pOyXVx@k|^=Y|z~
zX55Q-2tHOfO);|lTe;biHSG)gZ8>yvEm+QamTlAD+TOZs(S?m0@4lQaK8<7ckK~l7
zO(D-NxBWO9FR3&;t4>riciTCE5bbZ@Prmd{SC*c<FCg35`wfq$&||?ccEb;41zu`d
za*8_3K5-=O+_>YK*|FNX%2cLewa?7mr>m9rJ(%~XfKQa!P`CWl-!+}*-NiPTMg6v&
z{U-L#lTQoec6<N)*_t^cmpMa8u_RNppxEK9`n3**E{V7zoz{ko>!z!GOLkhFY7L4P
z*m)#Fw3>&H|In@LJCV=TWzx1+S@oQ4mtY<AT-_Tb7uBw=i?q#4)^N79^5#f4KipM5
zbMn<||1#4q9Qu(bxjo<tL(<7Gg|B<RCrh+)=QAF7{qg9W0*0M=4zoO#{^0VoTeN1n
zXQPW?a*0;(xqGuFE<JE?Rqx3U1@4!4?TYvoJie-UO6M-?^#`9N6Am_~=FWR4`eehK
z@84!5?I{eM#J^T2g*}Yt!iG~!CMz~cg-);hx?A>{>z%Uc@hfbPJz&z3E@l*M&valt
zp;7A3?Z;7E`njXsxO&r4z1|~nHB$|K$Nm0R%pPR+EY{#K=v-aX?<cLkzY{mijGMbY
z=txm{sdoIc0>vq<KNz|a#q1(yu=<C+7PCr}nl^DmlluD02PQZ7^Ye0ZssAfD`>Qv8
z^IMIDzcnwO;a!vQj7??AY%RNj2aor2&gWQlPl7dd$Hln*px(C&c1Rl~w3^6nX`01;
zghgD2&Apq4`M~$M@&MzHmowHKnXG8xux?Tv*Y#PY4Mm3*oaJsVOE42<dA|5)p1J+D
z%rL<nCXi!w0}?hn)*~OQn{n8FSv(7q+?kk%Wnze9b^pwoe!Kd|-gmFQ$<=N8y`qV)
zC1l#vzro++e#c&${#|BT<oO3zWkMa2maUC5Z)%%mbLPQ?<?efrebacIV{`J}uWL8A
ze*DY5e(T2`>-plh)!LWeYj2h~@K!ea8soO>l2rj**S_^%a0+ET%UQ!9cBIw+$#M-B
zv%><xCI==w@B5&*EGlw)`j$&eROHfAdhGX}2;eznIj?1pmNjSM%1p*(?XJ7_8;RH)
zamWz6VaKrbC{NV28Sc}*L|)eNx&}H|_si~LwZ@9RyXQKW+|r1YIA-*MaiWv+o*5NW
zo^SU2<aNt9?{2>1&QBf^)30l;GUUr-Nw#ukm@wyie%zz(jzZ25%f_Rpd2{2eQa%@%
z@13z}w|U&B)6Jjeyndv*FXO2KgGbaF_uDh?i%yeG){_@Iul&@)a+AU2xXlF``A6gz
z1jh*{=X|?s%3aee-s68#5`3<%`$_f16};=^zOv`-d#4-!tMJB+L{H~Xg-zRbUKCZl
z1U^?c2zIXS-D7=*bH7^GyDW+~*t1e!<f>@;0hXm&`QBT1UGn3xJ#urQ(z(dXHrp(^
zXPBv<vwc{k?7r=pSAy!At9rW^EIP2NqViYidhTms*<BB;gw~bI2fTUJwwU?a{y*Sz
zb?X*E&edfzO7~${`6J54+1A}oPm!JZ{6yyFe9eQe8<tCM-5ON&<kmzV&M!P`L@Ql5
zzyCL6?@_H)-m*1x>)YhrN3;5kR{sPatlJZGd;|1g-IEdV2QS5nAODbAen9Av;q6==
z-<qR2+h<PRc2niul&Wc8l8r$J>vmNcJFjam7o8Ql?&S9Jo&92$SU(rKIG68v{W7rI
z|3RTy<X)LW4J<7hU2)AadkYGbB4>7OS9#*0`a<N|iiK~ld@nhw@X^)sinYPF7QO{>
zs|(jmc$(3oJg39*S@_5P0F@u{=O-QdZ}w<u-9wr1k9QSL&9!G1tTEUk{&SIz#nDwu
z9%~<Q?kfsgaIxa4^P~z_!!?&Lg&KX}w$P4w+Nd_OC;OOaY@?#HNlp6N)t=l+Nk$GG
z&p#gzW%^h?O)uu*33Y>D6E>|~ThD%G-m9XS_BnPvBTL;i$#s{*cYX_4#r|^|v$XA>
zqX}15zO!OEut9Fl=4jy`r?%Er=JR+yJy?57XT8nGr8c#93lk@CnEuS_*PnU+W2*a|
z_r9-#1*8w36c+P|xarCDc-pp_sP8WmC+XYudCu8k5?Osz%YQG+PLpH&N2>yaJBsWQ
zpUK~kSQz%xK!fMJXwAu>c}7C(G}t%q(GYt2iKEzRbJau8(Ym)x+S!->x6=C%oM6`1
z4?0@+`Z~7y>91SY9OSP*(Y$uf&N;DZ3UON^;(fmLL@r3-Jj5fF9{F#|iz(vC*<pFP
z0^*aui=XD{dq0Oy-CV`Y=IK<oJxd$*{V<l%+4@*uVe8Ae0c!WBx0H+Q+!^&HHGf0P
z=jsm+UrL%eGRND*Zd$i~vgG2ws}6kUf3>r2U(KF1W!oaJh`Vk|o2_}^7V~*c!H~kk
zk~`gh-SoFPF2nCpv`k7JdbaM=)>Y-Je`GvhRr`6NAAYv(FX-92OzbCj)d+*n)}7>J
znsvb+bhfU?D^bmxLQlbG>$2|Lb;l-BGGg&ZVb>phr~joaHxYQcmLqG*{Rz|8b?tF%
z>_7G0ciNpT$J>8@TC}SC&f$mLKPo1>uQ<fM>Zx7nN!?earit7ec5UidRP*lSg`JVw
z^RLgUa*PuC$CYmwJ|*p=L+PfS|1^I6*>t#SVtV}kJ(VWvl^>s1F3>!s9lURT#4hpa
z%(rjWv1@rYSH%5UBmZNMitJyBZ5oqgTpX46S!=&fvGL!b9Afb$PU*YL1C6TG;)^La
z#Gk(C)a(1^UHj0(&bsJ<(yP;@Z%-DvbojcRJ9jpGXY^E=CE;6bj(p$gCH5|6LTO@H
zT{FWu>HJ%LO>-D+m&RRTES<`J=Si6AZU^59+3Xs;eU)o%yZ7Zkv7Q;U&bQLc^%A?F
z${}W%pf@`=HfOP~V`J<sSvYYr|L4}6C0n0zU#(gCdd<o2&FAIJwrET|rd8je^m^)=
zuhqWICb_~(?@BB5vh3j~^Vuj=zrg0ySFt^ZJK{I#Jq$k8KF5In&Haz7cmA#xm5vjs
zKGN+cpKh)+UHx0@`UPKuSM000Fk|{t#+Q>%8VEiQUH9XaXuG_AvB^(|=rF1G^*kHh
z#eSab3!hLt<xtjEKGDNVrcaXDvdwCrvFYmj2l$$DHaok;KG^&td9(42mO}!<-D>60
z{WEi9&hPYczpU~n*h*?&-q#@caLaXnb##_rou?qa>2AuL4-c+SmUIg{H{s?Pi#BGB
z_a2{?_%G>ho|(AB=916^t+I%ftnqPT9~~~K9+3RBhWku*k=>LvQ@@5jy`A@ZX_;r*
z;k{+-UReR>&NiRW=5n4lY0jqgxf<`U$E&(~9^58>{I<f|8-a3P@5Wk0MlO+=w5h|+
z;<uHMy@Sv7s>kOxsQB-+Z4mkSAZB8|In&9z%9Cc8B?l@--mhS>(#uF%9KfP}vg@wL
zz32H{b9dc1u=mE!=3QbRY9wU2Jbq18N!3&lHgjF=t@<hRNub@=M`Dw{&)#Ab+9dj9
zN9)v?%jPe*o}OlT)MsDjtz~;UyY5Z0xwLwsZ)VPwL;0Gnrn4lZR~d!}@W`H+-4hr$
z$y8<QOV7#rv;0n8n7r+K5$oxy-FoFbJLd1U?T+)FzUx=vm8}<MRtJjxkI~=Qcvf}e
z$y3n7br+nxd#bEEI<>BJ|Mq<>LYFc>DX;aAclok9;e)sF^w0$hzB2^ao;1FpKErvs
zzVgGC=FMV^lh)3>0zO>#;KBG^N!t}1UVFGr(FiKzUa@qJN+nn4rbnV%+9oF-yYx~t
z=fZE6)n##Z2X%Z`bqAiXb9~9A<(so%xs8~wOTF%GO%Eqww^>&-S4>*&D#Lj)`hWM*
zpRYtD-kkk!s;Ry$?R>!8<j?G83Fi*9oe{oq!RUPL?bAKxQfD|H?AcMV3v#&bi%;+8
zsJ^Va(J}Ksw>9{1-8)qVmt!?8H|U?*Ua_FNSpC$E3$`WYPaKW^o}b#f_1p37`~NTh
z@nib`-(uCzR!{yBa-gc9$<Xdpv-qvji~st!|9AWUbNluW@WXZgA+{nl?oX);E>)<S
zAa_FO_pi3sY5c#}|NrOT&;9BBf2S)f%i4ODxIgCq@hINYW=r{9ouALta=&l*EZBK4
zTi@c?f%LOKk~yB-E0{B3n#<A8Ck=cTwoDH3Yt_Fm*!G@@&+qa>^?wgO9sGATa^3Nd
z+NX2G_ncOCpTq4On(%l{n#B)o-}bAD28$MUpWLS5?YqKN>8}*y2KTN{`+t}%x-yMl
zsjRNC$b;{7bNyip{dG$<o-0IhojkBqa!+F9Zsq=iC(}i$B?Jo}Txfc7@*ShG5A1y1
z9eZb-c;ImA!omClOACXhoaJf0Gi|n$on6I}jaeU$*x!#yteM|+=GubRrI9s@x{ihN
z3rT%?;&nrWV=M2(FXvWO@^^30WSfx8Sl_8)QkQXm$JK&I!p8d_?!M`zV0zE(tMP>&
z8`3;%E~c&isK_vHL18dgfnVkNDG_b`TQ{gptUt&RC$njin%A`@oO8deWBW5pLAk^m
zbi(fU<QLV67J6@4m)v=>dWKfPsj|xRdHSAn72gzBzudL*it4}Ctpf3)TmLuZSqNU^
zeQAF8!|c2tzUF`0FY%tf<Io{;f1<~qox8qjZ(G8cIYY|D%egM*S@p(>XBGt?eBSu*
z%{|=j{byPg`^p^(i!PS$W02JD3&=ix=WH8?io2KUq7$;8+H*f22(AD7^N7FBt{Xqi
z@4Y<w+TieZw+Bz&f0$>h%q(y{XwmXX2OG6_n8_SXITDq>@$t_z(;rRoxz5oKmp$ZC
zP70C{E!gY9^`m;8TR~EPn+>0|pu)`gwl74&bISitGC$Z79d_`>uG?EVKd{`0kz8rE
z+)PEEc|vb~)SNAqAO0uXNB%d{{#<Uq_wQeMrF~~q<2iNu=l}a5wsYhD$2uD(vhl@u
z^#A$t^{xHn=QsbKe!Tqu=eGViA#-N69QXhKhrurYLrL@ft;Tl8vUeO@`nUei%eQ-N
zp8Pkw^fh1V<$O6MJ5j-d7i<qnly{r&`F&Z}t?sdge9Y?d#k%G{-sgX?*SWRN(RpUY
zk42SIhu+uq1aCa|eeuB?brS-4&sRULYQOm7w}0RI&%L_#xr*yo?Vpf8EiHyEV$O2b
zV^xYSb^D4}R`Wf%{O*a)28*LA8SSjcj@zjoeWzn!r~j&G&E{<?E2RGzS90?xyb4Kg
zWOTlLHn*+E_2-Pf+}VGU6er%E!+K1@$KYrCt%OgH4Gyss{ob|pSq{Vfjhn@L+>CW{
zbk4DTTwM08D|v#XS>NO|X5D4iFY^>%PM$V(w!7ipM<rzulbHR|w?0&zVmVEB#kadp
ztc^6~w<*l4c=<_}Bj5Z}yWfw~+s++2a(nK_q%KvP#!F7tzJ?2aygB=2S;V9K@-t;V
z%+1X1Y3-WRD#RasZ<$+q_P*5f$?<0UKenyEk@U$wzb7&>{rY>ix$F;qmG3*Gb~T1e
zdeTq1x)0BmO3Xhq+psNf`|-{9{wU8@{k%BG>U!1x%6Yf)XFW3a{WyEskN)MF>*}Pr
zX54Rk{q$ab_FUPy26OITld5(}wpzc?v~b>~hg-L*)lDnE^~0F|)uJtB7P)KZ`bpQ#
z=1=LJx&6s*)BUG7O#Yu{+Z4Oy8h<};&j&eatH$cbGTRzU7RViW9wfw;wnOEsl=w#G
z_ctF~vz<$3RttM9_i=``y>oqK|5+^w@3o1^`_vCEJK3@I<(=eDoBwlH<!JsryF171
zi2dU8&wi9Wo^$n2?GN4hNAsV2-adE1TYJf~&z{s?Yb+}L{QQ-bq&8z|yqiFt#Yf&h
zvu!UoSg+N5EgAFYxb4>++q>FNKi#jup#I6%P+?ig{jwGEmuKgxIG_F>d89yC@c(P|
z<s#D8Enc3tfAQ&Zh<R+b+xfE(9`{=OFPP!*m@hA4es9wark@?E_Bwibg0;~pc^~9O
zCH<CZ=l0B3H2m}Ktm`eiwJbuHn0_*?)jev>dZXTlr;v3|Ptlpj{aH0edLILh8kYae
zYu?>?>~3zscCP(*AKaIe-E%j>-m-k>gNc6y|K8d8;sO8q?wG>8s<mm6N38$2P05>j
z{(asD>9D)o>fO)BT9-fl|4@JP9d5h)ilT3B7WS)EPJTL)-BAAf7(chODy!%(*BkGq
zJUPqsGjQEiACo_4a<_`@ajMhWC4V<Od+xkRA3VJtWXE28FjwY&?lJSCpS*w4i}$(i
z`SR!Uw)e-%A03u`ULRp3ZD;;r=h@$Gj{jH09IBQRcl{H&Ge=hZR^GRF_RPf}=KQjG
z+hzT2iuBX!-Su~MKU@EPnD>A0%xNW$5Bz&k^7Y*E4fftMcH6lA7Z-kJcl@f?KH+E5
zub;T@H2xsk@b7a=<%OU<M&Hh#m=k!cdt%M;c{R#&?q~Phm29*>^-QuL&~*Oqm+Gwr
zkDi|1e<#ddIQ>I?*V&h9KfWA(v-0s@nTP4A6Q;=8O(=Y>`)^M`=<(N%;#Kc_j>&(S
z{9Gn{_3pbTo-LPs(a`hlcI>muiAqN0bxRE<e)+T9NGp$L{_Y1cdv8X+x_hr;F<V~q
zn)2$q^ZCT;?y>*9s58NE`n3Cdd~Y}K^4C4HT5$I7`>ScYawo@3I9+mg=cDqRb>%s7
z_7Z9*Y8GsM`AhQ9{p00o+XJRwpH<&>XWEYq|0mrM>%Z~S>DW@KEJ^=Y3t!srQ~cU5
z@Q<Zi!Q!iOO4Q5_=_;0ood&HzldE)dG}IecHCOEpd$Pr`>BmlC-PYHcPrX8P!xwSv
z6l&caFTRLlmyqj)sVg=wdSWEzACi!_c?r8<ak$35Eh6!|y7f(tiXVDhTJX{8UqxzQ
ziOBO3)wT)ThAlB2icg%*1acn{C=hDS*OEK(VA^%ho->&>Gk^S0lKtq~Vq@s8JK5E}
zr(?CUn@SX8T%Dx3*T*o0yvwrFOs@IIu39UT{cT%N4)6QB4}V;Jb?yAsqm!pE3W~k^
zZRak_lC5m9cmJK-m9YA%)cn<<Kcx3xxVG-ypP0K|QvIQ`SO4OluQF}Qq9eDGUoBVN
z`fA$lT@~x!FJ0%OQ@?ic<@@U<3fJx3{Medhdcb}2>c`!G<%54Y=Kp-hzx~VKcklQ&
zaeq!<<)IUoG*|x0j-{`*t-LMux%kY(=MFbcl%3i6_U-TID{9T>|1Q5iqrNI_-$~{t
zr(-GuuC00WIn#9M>f4>{Jdb<c@o%kNw|!20b+G*Q{oij`1x4?_JNryvPeuRg>lf@c
zY}n^`ykhC&^b<GVp6TD;G*f@=o=*>cxBijeH~YhF`#VK%zt_*ozQ1_=X`^|M)m^W>
z%wGN5`$hKax8}8f7p?EL-2UaR-_f-uca5Hxt-Ra!BJAt*^SoDAKD7-A&8u+Y>%a1J
zwe`PM>rK^q%Rd}?arZ>P`K^znDi2@Q5%0I(|NTmFZQvUDFMt2es^@<Ze(jH%^L_n4
z_amO)->j1F`ZR3wy{^aa?T<4r|M_3(^^0jA@--UX-xRWYdCubO{qnlF|1z`ZJlno&
zf6KG&_v$YH(VumH#^>~yt=olu|9!JZ_LX^7&G~5?DnD%Br22;O@2TiR>MgH-iyl}z
z@6Uga9e1WB*!=icTC#dwe*3S#X8(2hzrFiDlcD$=zs>vtw!+3ajxh?;74#N(3y24J
z>vdR5ST*fndbqB$b)vCdczuw;qp3_z>qL5fI34WJ2T_b#av~xv-}t#2=7=!t3}ATS
z#JGT)wLwp$;OIB?Mb~0h7%X0tz4D8<ikOGDozUs6H7a5U1Up#^T#~r!ub*x@Fniw*
zqmCa&mwp`Tt4NL9Q)C(^`F^*WXw^%rC)w9qVs^Q$U7XEyZXKt^?qlAC?$@=%Ke|@L
zT-Qommo4i2I?DCxuCUB)>p~yYUN4Q?t@h-Ssp9l?fv;c8YS;|YHSt+l+1&L>%et?X
zgQ(N@OXun*EsHu*I`{W?mOq*Ce{M3?hkxJA{BPa6<;?$rq4de?ze*0&XB@bH^>507
z`!$R;z8`Kp-gj8MptPPb{=nC7v-JzUvdR?y>)CjFzh3--iV5KyJ0Drz{WD4Mr=!LH
zW1If(VT_Mk`6HC)N4V8H)kkLcK3z{ZQ17<$Ynj%H_knrWchyHeP22l-*`2s4xBGpL
z#?R!t?X0`W;$y?1H5(%YoQ&_<T}Z6oaWV1nvO{}!t^8QrV!d@c=l`i!=bb#I|8VpF
zRkw2cg41jI%Qo-Y-%_?a=-2GB;#+5De3mzRc&OsTbe|m>`g{ML+Vx7<_<#7^f{&c4
zVL?A`Mslosr@!DxO#Xh&jjM%<&-{!&@3djzzp3(;Q>Qcj-Sz6i$qV<>#15rjNsL^$
z=e_-`^3r<F(u}=-m+{44S!np&{>{ZbA0Onq`oClRd#dV_@S(5awI=^1ZEu#9e4hNL
zxa!iYe=+-CRexFX^_%&6_5Tlx&lFZ&n(^8D#mV>o4}VY3tN$c&_T|a5&GX;>essHi
zvi<Ab{}z}Fuk4p#+UNdV*S2zXVeqdz4Rhw*Vg5Ds>l5{`d*A0b{E6xO@tI5f-Ryt%
ztL&U^<2oq<bif1nqzFSZ3nS$7w9O1m6$})>Qjp_gLcm8(((ycPbC3f-hed&o&o)#r
zG&MI<Fi?OAfR4fjpZW|I039O2$%*AWZFA5;JzyoA`feaYz$cW#1VDy>4+n$^fX>qf
zpZWz8Fi|ixwS=1iwI-k_KRGzHq*x(ZK|jF7O+h~-wW35p-!nHcJ=F<HJ40zt1<;Al
zV2%3D`FSO&c_qaPhLDpupeJj<52i9R0QnFp%u$ca#&RaL8Th;!oI3Cvd~KiyJ|)lB
zN5Rklbch-Lv#-qzKw&_RJtQ2kZ3aF}580B$;#ANfHVXQVMVW~?NT(h`PRB_}%qs!O
zgCfGv%n)=K4<!dQni;~6AA%%yklAPlY(s1z%8i5OR3$^`NjoH-%sAo>*fs+P6jI#6
zj%gZU2W&&~0a7>+Iwr^vbgU4xFhe@ZY4m_?z8%j#oj#qlt@6~#od#aF<j)q&oM*OU
z?G3)NlTq{H^UuvN#!)YWLlhhXs0VDD8Nw@UNUiMb=@OFf?&;#2SfHTqnUb1Ul37v-
zD$kuW5{p3fR5A2^3H@{f1w%7Kc%7=BZV2LoDjaZKr=M;JRscHx3?^U<QUNOXVFD%~
z0no8>Pyr(aLo*|AvCGTF$*G?X(qIHDL^<`-LF$cQr4Ofmx*144G_ioxn}hfuA3@Et
z0P&HW=m_E?InfowM{=PXh!1lhq>hDOtpE-mPJNfmw6xTs)V$<WP%UAg015|?-}Tdt
z6hICJIT9jfrl6m0uArZ80afD&rD1wp74*~H6u{vG(EyS#GzN*7fGc@U=#k?vC-8DX
z?)lJn%PcA`0Y!)cxT*zJD^5=N6$;S`y5<UoCJJU2<_fxIW=O}jf$BHN>8~Ik!a^L}
zzVS^gDar)tHPABvpO<H#po?IF8XNjPiBRi|!1lq<+62{V#-PLzk{_Cv2|6cV!O+YY
z7JpFJgIotv6P}q;k^u@cGfM*nBLf2kQ*&blP^%Dfp1!Gxg#ze=JTqfZ_!~oAVxVAd
zW~2b}ikSr{UJVq?456puVN|4`cm^kNa7^hFDrAhI=?WChh(gA<&zq0gki+@AC9AlE
zra;|J|Io8ad;f29n7u_?=k?8q^mab8he56ZDhd?|pG)F>4d1VlcJTTiUir?=>cK3D
zKQCCsSGC((_yp-@y6?(wIH|SO&u+KYu@j+U>zABYN?K5pyyNMIosCr!H-61NVYTIt
zx=^WVYY}UtLUZw7#z|sFe2s6po%+kdKjF*fy^Pf_Y_{Ua&|ueteQRi94psx<m>GhS
zH<%3x2H33yX2#HbgX~|hMwsUj%|@_Nuo(tm6=0^JnIR~rfY}hE35GB<XCm8JF~|1Y
zZr;NNJS-RH1>a#}^XXi&vQmU4b5p%^T}wz^Lw~uE_#J_xsmly@9&8f7JcUv2$D~c_
zIaYdU*=IIxSh?cR37<RMpH^+?JUc5%QtIp5-63JADyz<4S?0g?n11iwg_}>l=G4hA
zaSkk57-Tg+&d=rVlVv|VMbB-Uzs)Q4f4#B%hh_4zaYom{{=(vOkdwh)G(<U|)65W*
zD!~#&`W=*7F{&`zes4ZzMIPtxa}J3+oDx4(xop+01>f(RalT#i=gEW{JYfRQ9OT!1
zFjcH5nr(c?UwGq%*jui)0Vn@wc$t2Ex-`w$t@-k!BdQ-3zL>RK_>9=PFpCojelxWL
zrZI=BiNC#^xc$55^$&gv-|bf_N!C-9THo*^=%A<emG;GPPiNk`;<ej9{oLwW#xt2l
z2XOfx<ZQ4v4NXwv9#m$4C5ZGtC^usGUw4A{Bo;*um+y0$xI<e0u$&K;mEF8z=l^ZO
zYkTbkgN&8c_|2YYpL-CHUignA(@*SaebME%fTyeP#a??b+e|BK9>eB@Xto)h-qPLr
z@`v~{7rY7xlVn&ezUjhtLzM_wrNooBlz0U`T4Y>RIJ&OYbIyl9FYG#Op3M7U?{i~~
z*(3KQ57jztES`S({_ZB<EFI>53i+EN!lDl~^{XBed1;d(+pom#&7<+l?1Wjtg@Dg(
zWkHV_TuS7o+<b7X>81CnDx<PR{3kPRHeO%4xNh<Om;L*`Fz-0+%Y`c}K|ufxG9yFe
z!(JgZ99V+LumojkjIgxrvj&w^tkr%8Stp!1zv1~!4X=$m>!mk5HTlLN$1K;ytT|zs
zc9jv=J_(oAE56n^>Tv73&+JPH?DU#=`+&4c?PF%ECAXWjlKEFWn|5b`s(R-+&fD_m
zr?J~P2v^I_P87G$KK3rx&o*Px>eq#9;}8EXdfBMWuNP{4{{wTFzm^6rUxOSA_MD+H
zN(utk<6sFQeGMvYFnsNL0a|**1s5<f|M8x4+;PI8oBMe+)%=dK-?E$gCZoYXmd~7V
zHWv@SRPnQKwk=A}O|KX(_ia18NS*btrCH^(K2E-etXb0nPPfOqu}Q33^1QmMV8sXV
zM$w=WqkxUC4k~o?Zl0ABd-tW(`h#mE#ip>D`-Z)<%<J+FR?<(a?BxAAwejp4?L67T
zioKuZYv(&J*<V}{%6qV~c<r(x#d=@n)j!lS<I>Ld-HaDIS6?#svyA-4-=12yf(ztJ
zaHtqspp@g_W)4__$lwAMP#D3b+wZupMUkT!l;LJ@h#mR-XY$GDJv;xGtvYu~-zi$^
z=`GQPy2d7#t}f7@+_?1FFF~H1j(NB4?6|m9^owA?&75WbxSQs)g?~|sc+s)rL&x!5
z8QDVDb{NzYRR{#W@=WdVe7fgAOJBFd7LKR{BjK&N$?3;pdhE9^ZLZ#0-JrJPKueVP
z#M^7mS>M@if70sx%HWUTKPTE(o)&N2Xd;O#L_i(^d)&~}0;~qYF*Aaf%|wO>sK~+y
zk<hc=Tn(V=r`B&Gw@A*c`1i_>oZjy*)oOaH_L;*uY1W=X3-Rs8ZZ)@l_Y%BuZ^_*W
z*Jm&7YHG3!P71gxZYJ}KOW3za<dWDf&W`^5$IegYt77n<E$0GuD3<yJ<OZ<&EiA!G
zz-&V^@KL~EHgSG2fi|j8t5RcAqd<cI1M}burpBgW1{+NR41zoipBS05cReeTY)maa
zuw|WKfFs}Z&XtT@mnBw+tYYZQ%t~PlN=R%xWMXW}WYoAyKxe{B$(YO-hMVq^AHhz<
z^aa><uxl-h!AihvLo*|I2}h(aur|3uFKh%i2oB5(E@)&B`nhCDr3{Paq`$XqmYS@q
z*(UGr^)h(2(wB*nQkS<l&ySsxfA@=ahfa%e(m9vpk{7DcesxC@&850J%97JrUn-mx
z$rZ4@vU){9=TVzCtLyaa3syJIPB=7a<%fmyUOy0ukWqRi&EI&`*I>0-S)NWGzxTWI
z%^`y4d8R#Bpti+1W$M|#CGSqvtulXS{Jr$g`sb6j?|H&r{LN-6*xy)!2IM7ZaG<7E
zcsU3O8+bd+1WP*%(%dySQ_wXtHC8Y(GE*>8NHOFBk4NTm8G%zv4w%+8Gc{7k0m&d(
z1`0V`8C+?&>LIX&U?-ZR7Rd0T2jW6P%{dcL{=>*mt`lHQ8YOWDrswR>XRdm+Xz%}R
zoKs$&@>elqGY?QUU$xA~Y>q>J+?~f?f-j`KsLo_P-+X7ruP+UjOj4m6{lZ@cn;n}M
z@h(!Ked8*2&RhLkK1;5?X}EH`bZ_~dto!16CxpU1&%~L1xmLk&sa=|tW4Uh3TE!`y
zqRdA!8x<~9eCZ9mdM@H^y1+ffaK?UN+5exH=X}sQ|A}?OC%av^;tk{(aG)5Pp$t<S
z!HXXvLj}}g!U&bnK3~2jMIM*$wnt+cmVDv2=s&jO$DaS!!jz6(-E&|`zLHFjV8%nP
zc%FlMFH8LVrSx*@b@ka9{}+8~*`TiD9?yL?>4Dp!U53?xwjW(C*B*UtGt+9N{%`lm
z%~^che))WxPqfxXS?Q!acHOl~eRD|>-_vjMQ{Q{?S1~{Oq{EHN%OICRyljM8)xZlW
zh?kuc3p`RY(=$pG%niWZJIGPtCZJv%s5b{W@H;rav?w_>I5Dp{peP?alnRpfEJ@7C
zOm@sm&q;-JPJ>HQbHfyjAO?Xtj0)ghC!#|N(iH)<&&1LUy<2AtD*3>!hB%I3Dg~8E
z81WGscslE_fxw>E+TUi#HKknF)Rl1dkovHY|J66<l+3qWS)M089juSHog-2;;l|v#
zl4UAYS?AY=$-UTZyvUiq`O>9_Ib!MpRWei6Tsea{_m{pD6W-p!R=E9~-10E~wkxI#
ze>pDS+$~z>o>{d=`O8_)60iOZzpY9az8A}`FK~L>IB^+cr*lEo!*5glIZRG|Tgy}Y
z^m^@uKZbVU-2uz?ow&`RT(~V}!Q(2IAmeKewL48%w*E2K-n>Zuh<SNqB#T<IYPM6Y
zPwCewCDMy`eOiAlRV8$0q{~(3HS)#<9S4e6a8GM2X6X9Ok#ch3oim$b@96J)sJkO#
z4)@H<&dWC#F1u9mn>#xv<mhMaXx+AJxRM7b;J^WGgj!CRm?@x4+#s&0L_hN#6sc$z
zmzbG=N*Rhq(M>=(5;UNLGN1se2@yS3uq|N6LsAKDHx8OnbQ4gn1A7ZTo<hw1Ygq0k
zFja_FFfue!h*dB#1l>7cW`=qFfT^h^czDIw7!)6%s|IjgL11bMs-TcBApqq-bFiVY
z=(!W@38Zj`jc{8)Zyi7?N<g;>fbu#dkqn`W2*BwN$&Z9eAlNm%pcD#gFo3Ryyq$H}
zfT!*KUy)sJ^t|}aCN>MaFyh*IqcOF*;Yyg*;YSk3cb>R?e&Q~^w1Nkdzy1$evLbVS
z)M8tg{JcrBRT5hQ`JQJM3O(!*&vlv9bm>xj=f0vhYde~DM5p&BXSaEVh&p_ci%WkW
zc0=}R$uVoey;iM$v$@~c&DJZ}9`U<ZS&Dz-itGRjmgUdy?fata<g%%D^`YJ0UfX5-
zGqMZoo*<-tr+1FXxoy*5R24f09({NvVD6!ntWsa!+ooTwoDjcv@f+t8eUDAnb^7`6
z2L5uGBI*+97NX+vbK(k}m8Y)i|1RBcD!e7-px@EPxpI~_3O>whj<I@P$MsI(yk$hu
z#xGGlZ@2Hiy{$lcZp<9+;KiXAcWiUaY~G%G>tx=lxBnP~woJiQYk@-(9QsC<hTx(L
z%rP_rUw#Z`qi1>K`?7G}zXobY87NRxFqwkd5a1k)sMpXl2skql>B>P<G?{{03Sf_s
zR5V$b<GFgx3~VS;NI;8<k$N>GsG*Nitr9F&K=m_b!)Bsyelw_8`6+5w*51|c_>xhv
zv}Cfy8|UP|j1wfpGFvoSnE%&#-r0IdN%fNQ@2zvM2i~0{t*YxHpY}{QN@9r++w@9P
znT5v#wWcjmP}v^Nr9a>5tde@(_M?xktVm2t<rJvh^&;sk+wRFTs%sK1?iS2gB9&Oa
zGWz)2RbTo2R_GjAv&!MY1FgMfzt+wcSfp^<{Ls;*cfa`+pZ{^o#7W9xVdf8=f{U{5
zmsbi#O70GJ{Q1c5Xh3KE$EJ|K2liV(-aPq8>hZ!~F_ot_IkdODaQNa;qH?O!&&73t
z4S&cI7uG;AwH@EQ{#)H=ujR@t^c9xzlx9B_tX02nn!?2Y{ontliN*I8+O<AqY2ITR
z^f0%+>RQ~>_xd_g6J^0g1+4f*G!#rhp$JZeMyP#R@P#~J2{MZlP`yf7aY95p#}s4>
zk**v(#R+*W9lSTqnwf$OMGA=#Uz~ta4^ns#Do)Hmtvbx&WYX!ZW(SeB?{-IZF1voP
zn$^J3=~i%&+xItvTmQ-ccgeGdw!g2ao9w_YV)xuWyxv-OlhfA88|+Ks=Vl7|uFmpJ
zuD>kW$sHS=x^v!&+gVYa_d~<^rsX!B|7;N$zGB(-M-d#qFW>2#Jn!hUfbZf}8{d@2
zPR_d;nzQfn=7*niCF)ixn{poa5(*4XHrhMwaP-ZI8!U68uRPl~_u1OcO09j*8e5LP
zSu}gq`b?QqT_r2mr5x?E?CdBm7U~Z9`~Kct<u{i??3bqP%zx5XTp*-&@=4_anJGp)
z^<J=?n(>Eu^796xfFmL-3v4x5<~q2m*{4jh<M85K%D=S5$bq$!tC9VbBV+K3rl1S+
zJew9xonY*APQY?;Px#h%F89p8+<7rEmCvZs`b_^UJ+Wu&mm2ytSUUNLKKU;BQ+b-E
zpnCa>1JTwFXP@rZ{Z}<((XPzgKL^xOly$^1L~U!Vz8n_XYE%Dd`@W?(iY0JtfMd_t
z)D)}+%rP`GgO4wv7fayI7oIC4&CEdUc#29SGa?!|U|YbB#p}R9Qy7_%*S0~vGSWZ+
zbY-Lo=*mbl$jxu&3egJYh6eC%myxj^sGb33F;im`JyV5P1#?SKFU{OgAy&Zxd^4OG
z=w3CD3IhdGV~~0*_q>4}ixjxfLT>n6ENKQ#Vn{wDSZsm96|>ly=$+kSAkzB%r)arl
zERU4Dv8=$tt+E9d*-L*ho9w*h(5rZ?_5Z%g2yR}DnmNTq`s#t9_E&=>I_`ZvB4u)c
z`=sf)%ZntP+M6e|s2yN6mi}ok9qp<lop<f#gNW00O0J9owGpLeRjr4a=UeSjzBv2Y
zidLBiA0kbs&30XxFB2%$;Tg$v{NBAUmsVXbbLpsg6H&aHd$U~bv-5?~qE3%yw&mV9
zQW&P|eD@Tir{L{ir^2nvRWyFu|CI@fJ-;vN?VXdGOOF?Ri?H(2pZ96<a-Gj5iyGfC
zKW$vssO4XI;hf{?)ehqO51MuV^SdX$bmjJo2CBX0<rnV0TK8zL__mB(?T_yt>@Lvd
z==>eL(sSpO-*pV_e|n|Cg$QQ*#|#vH;P5swM;Qb(qiB=|e8C}QWeuqQ0{1y^cc#F$
zfE|yutO-g@FU?6T0u3?@p5g}7OaXg~q^=ZflqXif$Up&fKcs~L^572qs>xUda|4BF
z1<(bPun`_ekpddsiB+&LRIo4tUm|G%8YDs<)WKHTfZU1{ym(5RAv>6321;f~ek4@h
zn1g~7v%CpBoz-d}aQC@(TIKE?88vs~1Qy;9i}~XC_Ai64oAe69BRf94pWVLoLSu@>
zOw061lUL-)No(@Byst{rm6B+AA~n78D$l~>fgVo651MAm{+#POS81Z^_S;DXSx*cm
zZ(`}N%PBRiYQD@ozZzEDJS<rq-F-WBW&WH1sSeLj#^VRI_LjWbI$J==-`f1nwbq;G
zrhUHtai?a>kz}d7!)blpuOwdi^?97S;l}!Ob8pvzC;wk%CVXZ7{c6i=zjfQJ`!+8s
z($KXz72Ln+*5XI6rk44ATV24jWM=;2o&K7<cNR>!%igIl<Fdm1mcz>nBr1L$UGBY!
zpZn80)^jfp%Wccbo%`|rL*2qOj?Ux#D<dtZMcdzA+Lwr<%mIfXILwVKP=;{K(Hb`d
zBLm!`fef+0infY5Z};BrTf4hgwkF;`@H%7A+Ruy`EFH4D*H6w-;NKwhy+2_c!`;ey
z1)1h4E@xN0-23fY+4A50w|T422L38ppwYEN<CXH$lmDyvKh3ZI|FG_w(7pY&^}m;!
z|5@51a4&e(!@u+YAHQAyyZrrs?+<?jgP)c^kN@OYbG-iFY5P5|?f?ChzyI%@{Gs3W
z|MIU1U*>pkyK$EN-oNQT&)e_yT&mgjb7J*W`=k99#h&jo>#p2z%PjBSxowK|Z7=y?
zuQM0!d;jiOobofgYiIqJdE8Z>1P@glpK#B9iPOuAymRLLeYbr3{@==0-zP5TF?sTR
z{y&w+3Z7r;>wf+F_Pwe7|A&8<|JQUsR9<eddW%y1&-d>?O*i^6{hQ$u`;A-wwr9;h
z(y#F0%*UFbpVR*Z-u5VdBEQ0WzlOXrXX>jP^&B(nPslG_;`8bT`^!+_%UP2uXX`$j
zzkcQZ9}E7xo8I>*RM<0HN`CW~u&O^lXPuIdFZpJAHva23)1`4+KXxg6wU5jPUn2SW
zv7Y|1*xTB66+hdjFRu9N`t$Ggxmr&{h4m#Ly87z>4pIL9p?$s&&yu)H?yp|jo|9^+
zQVMj@deT29J@36HM`P67r$X$>Uj#OD>i@i1eR}i0_p5@|d{(}e_(-8N^6$pI^-s(~
z<zh|<au~Mv&w4!PaqJF`L%vU<q~whlBwrqq^N(2c<;46CmWp=VE%Q&P{VZ=<p_wXW
zW$(2{(Wk#ISw7{YbIQ+4Zz3lJGPAC47tjy+75MgZHAnyU|L=XJg^x{XG79~)l251X
z<-3>&pIDYGfp4jojoIFQc1+Fe+{3D+YiZLk;f{lx-1ME^6E|e%aQtj;ytF#xnFQYz
z#UqN!FZSh3+m?P|lVrA!noPpPmD8hA<!8>l+`z@ccHOj*pLOvY9m%_g#3uJNfbNmp
z&SiE->Xq!Rh|Z|&?Uw8_ysuB<zM{D0o<R$<{kJDQC82^T0>Q6ycXHkk5t-H3(RcRM
zE75&n5!1FGn3^(0)WF)q*s`PMa#`bji<h-2ArDSB<?fyoSQhu)I>~dI?PIy~Z|a|K
zSah!bZ%_Eml68+5q9vZ_NG6}nmgCc4E)m{XFtdL4g5$0CyIWX%j$K@HYwc#<B%MvK
zw+kkT{AF7snG=|^<HUj_CFkm#35%CTMLtMPc<K0J%932p?iAgfj+xqh=Tqfd?5DCx
zESlz;?0Nj1;}<V&(>FX13J*Fh7Q6QS+N6e+ITxx*9R$?s^nO<qKQ0ZmP?~pa-y)q?
zYn^HvEiI=^3c6mtHbTOtD&n@ZWkRUHbl$yXLOZ5UOjeZg_E;=&E4M4u%uV{#q04di
z`qlTS6!f2ak#UeE-|y<box95&LSj?y>c8Aupgh^*Nki*-&8bIo7I((1-IQnOvF`R=
zUdBk*&kA8#@!SUw&s3iI-6JJ4N#SCDasqS2jJ_o2Y&W&El*Rmuww|!k{P+3SMT4LF
zrZTVnmob%F)}2p4)bNr*Nz)%=^|cCHrx~kGT=Vb}=QTTN)rkg86Evf@ZaV+f>C@H-
zSGG+#FSoi)u<8+W&w1Z>nt>~Ikze>RzefqPbv12`ceth*I`tfJZB{crBv-pc%zL%j
zlc-7W4oYSTOqpt$vdMR;jkdU^jDOq~0h?oS3!YgdF}&UClYL<YW8U#atN*I8f0%bf
z?$kWF7(?5x6;=O}ZmNpP$7W4g7`{qN^6s)-;A<qec>K@UIP+Jarb~C%QnASIj-e)<
ze%YlzF5U3bi#py>yXM9H*4*hOY&KnA*Ii$y9daRKufP<SP!S)=$?jYG3@2^d^pXAJ
z&DEwmvpoZL|8lZ?_oam|`p^u<2fi$VE052V4znsSVtE_*-E6^5>E@Ol-#=Zo?-H0<
zd-pKQ*-bU2V%={!0%w%xW|>tk^bgy~)%kSe&VsNv#~wSae<vRk!hXn1)cK{*fyLXr
zb3#NW&inpELc~RW#^#OFV}H6Wvvdp9x$rgS!a2sRzazi>SiWhIS<}o5%jbxjesgd&
z=TdDkuKOaNw8)u1!Jn1q?t#3l<Q84wt?Ri%m`<#6<mdYnu&YBYSoEBw(-IB|EAb@_
zffCY5j0vkVzQ2oLjt}q))j7H(mLqhFaZtdSRrA7@PMzO<EHzkZwXtK#x2##RRsC*@
zuD3XbOk~x(A7wm^k@KNw&Wdi&Zn1X;C!42dRX*t0Ya<=(Afq8==eDAHomkc(<pKdm
zwu`9(M_)!M1vi~opk=!*PG8vINykRVCo@a>7M^(2y~a_DwcM-k+{5V>ta?XywYZYc
z?)15)^s4;bS#H|}p*wW#yAMs+X%<u;<k-+Hx}jj9=Tt6M(MFNb5cQeoY!)pt`m^e<
zKyXBv%Ie))g{s33#<|UpiaM~&RxoQ(cw1Uv<~NDpm{N_ty=J;;Uk%EiCj1p>RS3Pi
z_kL*sXLGPaCMUDTO}_k;BWY7_{mZ$0JN(^&s}rm9jy%cHs+RNLabsSZV#thp8C|P(
zOH^$ZkS(3y%C|};^qE1O#nRa)EK)V%H@k=1Z{a(f|I6|R&&J>f%eQb|d^pA8h*Ry{
zuF9^yy4Y7zyDoe&j%+<7u;zKlI|u*$yw=RW3m=|4F>x7}%XP!s^TTDAGHw&;5*Ae4
zQnoV3{i^e1XL*;ULLN7n-Pe>$PRem{nl#f#!E(d1%~LHa^!6WI8S2r{%JVwE{6Ru^
zK7UVLYTzczkoe{ed-Zy+UK3vN_tBYZiw!x|*Q1!TVizC%_M<cIu$9=c0At~KVge7X
z6K7dme$4-<c$01W?nIrl?N2OMoQRgFa^wE7Pf4`FL)F7t*VI|PkzrD=+01VxzX~s`
zzRiBEQtvP4Gm}Kych6RoSYG&^dpNGudF|&;iCe9e!G6_dDRn|-`(|8m3fQOPWckjM
z+w54##*zes**cXTCO1Du6z_DbTGu1M_bzScf=gDS(rLRkFfX!M^3dUJ-bAk(jfH3Q
zW-146+_HN)mmz2M<+;xmPnh)5$??>l>av24H+#;MA4(RIb99mRkzEj4;_)th@zt4Y
z(hQerZSU3$TK;;Pa>XQ}EMEVg;p?KTW_HX_?z$Ax*|{rum)iHJ*(#A{1vXoHyZ<dY
ztQQcq?D)wINl#zDv)gqm#ysn>@w<Bk4RPz)jLP@0757)K6_^`UC-imQlf+4DMXv5`
zd7a7<?aCMZWabOI56-EVAH-Nbbv|HV<d~`CC(OjY_vXFF3)lbTlYg*c$*&^*)kzyq
zd+bsuHap1@<;rwf(Er1oiIz(qC9S&AQ+j>3qm`DpdcKL%ipciIIlC5KSY^7wjk!82
zdJ3ylwgY#m%o`bDsXne7x><Z2k+;MI`R?@jUx}$OdKem^yZ)={vkR@U-1UpC-bTz1
zTKQXUm&a4Ns|z^X`|m!gUFaNJv*g~oi`_l?OZsZ!ABvth_B=B$GbHhz`{O08_9Ff}
zk7tQ(dr{!j%q8w9oz}hm3UBkJt3I+*Qavhz9)j+X-27SC26B&NR`aG+yBB74#NS$Q
zm|xx2hOhm30Nd&h{4*IH%k{%Td%rkNbQJ68df1+Kif8$owA%RBk^IZKqYfX^SDjn2
z<V547dB(kym2B+YJGVWF&M=t6dNicfTXOm??lZGfoh?*j3nnJkO5ICq3DnDISX@=<
z(ZbxeC{l-I_LMBEw22@4u3f#VF<Ge1B<{u3OPh?;J3mcHFur@*Qc6~D^*ymihaX#T
zd7fIxx-BvIb$FVaqhjFnw+d$LO^ZG*KD26IR~J{SZST768D*De{{47y$M-vXm|8dM
z%&M&T`T4-ct=ZwzZ@*u|{NBuF^|9T&ti4-Tn{L|A{?_+q^jVn`J9*829WiIxesSvj
z1Lm?_no*N{%d6X*pB3%A{^{9lohH|BD*H8S)MsUxJuc4Wl5~G_IU*-|NmCHlQ}ymE
z55t!?cI(AV>)sW}DYWH)fw6hHc<?5{vxQd=`rS6{&pF_%`sV1H1B>(aZ*kAmO4|^;
zg_XH_i;64romIExLa#4;u=J_LqiycHr|G$tbnba`@xWxKd9P;eeWNnr;j`a&zfEc1
zezLjF!6B!5igWa|$&(BZvu@$iVD(<PqO_KI(xq9SO|36T2D9($y~urEZSe=k3(a=<
zacLG+OABg@+=_2MkKb4FyFp?8$8|RspOdit;cLS_U-8i2;IBOXoEH<~&%EsUdB-)_
zusiGG`qihmyg7d);p%70_?^tQf6Z#77xR5r&x?KXzu@_)UH5L?xwbOza*}C7&h^0A
z&8_TdMqj@t?3!&p@ukzW5c^G0zMFnTHXJaonjR#uLh8#0f%B)QX;mC-_A@HY>S)q<
z)Uv#wu+l2%`Xp(W;E%;O*%J*5v#ws6Ia%()h6|>QlY19DP6$0PBY4VRS1W_)^--%O
zG)+6!1qAHX5?~ZF?PFtEy*61^_*IV0I@87R(lv9Lt$xUy_58iEe9|kKM}+~h=~u5?
zDrnw4SaaP{A$<w=!#|!%X}zxx&9{`hAkS=O!J`~@$MQ?dDbO{Nr7ls&pI>6g?n$sJ
zcd2SDbE(?E6FzU1r@@!Fq~{mDAG)@1{hLckHi?2i-gVr&a=G?V^snbl{D*8qfBfZO
z&*NpfcA+4`*>C0*eO4CtsmtaVwOEAZizu$<QQ0iE@vG>MH4lse(j>Qh=TMXIY?o{E
zTr9rY;)l=thSr59)zi+;(6ih4Fy5!=#gl#ZBBf_7E);h*3u;d65zjH(f8<Yx%$r%a
z_B^rP`tzOCm4}zIV{~ivcneGzyYtU9ihs}lQE;nO*Uwtl((iZH+Xa_4l(C+Q`PxyV
z?iX3)z_Wezw_K^diwe%$((8Tx^=2DAQ1R>)jYtph(0Y4Z`BN!xLV1Szv<zS6b0w4B
zO<KMtr?jIyP_=5tKjn<6dp*C4&wIHd>+OeVbC!K`zX`TKn7eff&%wP{)?C|qwB^BK
zb=}pEG|bNaTmrpEGHi1K=pM<&tW{|j6;@ajPc^!DMdv2Z>d@E%tqe8Smlg~R8rE4c
zarJ@ICNEr-6JvJtpuX$D!`1rk&ktSb(0uo!IwRWOK+0!%dSk?=t2XhuQNMS|zWBmo
zuD?jV#o_9Mk1hQ?vYyYEzD#>$y1eVdfjsv^e&>b6P8&qe_d2~O?zzAG<|FzSuJTX*
z+jaj*@dwF8H+)KWztd*YcPp^cYGL_v{_@4VSCRj(1+I4O`no!az3Nu(kIphV`G`vo
zA{~#XXPtQT&fwoI;kPbsI#oX|Da}mVxyp9J;#rO2C(X9Ct9o2FaF?#R9jHG$jdzjC
z+Xq6zB^%~HT4thh|I%Oor+g(Q)&??F7dX=+FI_I!80H=>D!TUg4&{Re`+oe>(GWel
zPb2<YsMSZ8*-RovR;F_K@_z~+rm`#R)rh>ipOkj+wE_#9)T;)SV+UvJGzoR81%7yN
zOXtp(#q*e%+q=6;&2Qcpd>Z&*Q(j4@*gP4r4<3z&>jEZ-$+6zj%sJRs^Wg~dul7fV
zeTCsn=1X_l_*FBtHEy`Q{M^YtrNfKbkMgS4TsR#1ZNoz|MlC5m7nzQb>BTo6M($wa
znYE^zUH``3_A>pHW7?}G%$uSZ85X}t?sb5KzJ)LURvqo?Qwov0T4JtdJ1bgj<ug3=
z{1e;MkY8J@T&AD$Uue;^Eb*dE$F0s16NWj#-y>M8k~E@@9ugFqB32($(WxeV@xhdH
zTI|YR<=e75*iAn@O_)^jkiTEKByrO#Zn2eOx=aoSv~=gaW$JR*+qLq>udAkp%dJ)P
zIG$xn9bP^EWK-YyvZd^Ie|`Nh$&tU={q&2joSlXfvX?HLS)H~+{M^h<*P<V0pOa#q
z*52kV?xJ<rljVBei=@vb({#VYFi!DTyR$jnrGQEM<5s4OS;<y6u6>e`I=DMw`v>(y
z|LvNE{amF#2nx+uk+yiNUd)WZs|M~`=hehd?Nz@rdxLj<K<rhG?5O@Tm2LLYYoBhr
zn{wgiEcLT%6&w3<8Qkv_+`I?6NOH?5bDnQ*b9P5fmu9=6_4a6^hn482O`QI0zRTBL
zivH`hC{k%!l+L-fe;4*L++TMgz^D4_wb01Pb8UlI?yGJz+hxhQMWkiLtS!8Y^jf4_
z#AK!&PCi`V+i2YGDxn|o<*Hyv+M8(?t}o+jxxAElmGaSF?@phZ6|nlxjv^V$C0Y}Y
zu5Q{`vMk1Knt)KV-#@K}43_As42EBfxz7&8hEyJ!!?dn#l4)1>S$6hC-z5`fuDdmH
zi+_YzqUR+}rZ45|0$*QWc8YPoVZ+^s<5Q=4O1Z6CdCOzBgUcP3$@T1Un^%|{@#$1w
z;MgTsmaM7pt-$iT7<+C&>Neg(Q*FN#Z56vy9ew9~fVQYhNrU#{=T-aU(_LAjd}BgR
zwM&~kj@faf$<|PDCg>)~0~2OHJScx8SogD*ocCXa)tBa5DlXh1+Pqe2wa128YBJs#
zpB`+hPZj-gAocp)-Lk1HO@7Xol~dkyGgnVukjgRtdFh4JL+c;?a@sDuW!{7Cw1;>6
z*Oa^Kb|vk$j|#hbkF&dL>+R>C4{$rJO0)bX=^x6K$D*?N$dXqa<`s><gbdfD&d;<l
zD7d)d%vJqwlA(!?+>35r+mTu{d*P<zA^xgsnSTU_OmjXzEn>%k-#7COP2vJ9f3FR2
zG--YKCG}F7lVQYsMV&~EBF)EgUw*%BD^!tvbWe;=ugZ2V;|=NAJ!^!0<pqWLw{`Q@
znmyU@LUZZ4#TvWfXFvBAtch4FWn=qx)umRkycL&U#r)V?%lQ7;svE~OSR30@TW_vS
z7O~n8CY%0ymg~~5CHHQ<&o{pL^ZV1ob3Yc}^vsXqczusOYww0V+txKd+UB{9OZ<w!
zi{@48eGf!0_hyx3957h&EzfL26T8XJ&}9b4*i*|~`7VEZvYWSZ`uEmZ$E#EBJ>j_5
zsT*;zucH1t$9!+QhHa9&ciOmapY+rqp(v##f5rA_Gs}d`V}YwJcMFQ2wOU%dso`p~
z=Q%;22&4X|Z~cyLD1Lf$&)v3D`^^{1hS)voFmqwK+|(g)$Tfp?Un76i^^*Y^VGn;W
zDt`-kvcdHQbEQ-K3c;$dr(3$0ADA3<PH<Q0k+9XvUDVbDuKfS++NO>>3;h~+?HNvQ
zb9)$C*`=j+tXlc`<2{ZCOq}F4c`i-~*y~recgH&ky&qz+a<P||8oqfZb9Anp?!l`q
zVF7~u`AZb_R<^u#n0Q~cOn2k!(i?(N>`zti<s_E!F4E8mzuYLu68F|6{~*(`RbnDZ
zSG8(qiq8m9nD~PIs=|*&R}Wp&6FbuXc~Xy*lfQGm3CCVZ|AxBOOes63{wu}L-3lMH
zx3@ZI&JA3%vc9QWLN2?<Dm0V#xzgId+%5ZERp&RK-?KR=@%1?d(T5X{G_!1(5`D1Z
zpzo&O?o}t_mY%J=8^dj@xa6|luceoC6P_JV_gHfJ9n)RNRgxQ&Zx^d?Jj`tPg{62Q
zZ@KcKTOn%%A38`!2dZ0LWB$#2pF3{(rkqu?|8AX=ygYomIxllVRLkl&iVdr;Ha}nS
z-8<=_*}Ck2X)?1eT(v9Q?&~|1*F0`%<lYDCENwcBZ)NaWNr)G<@08{1Q4lHpI(Hk}
z+IZ!2^X9e|ifGy|tX*BT{8;na+XtAvZymgLl`-;hg7h?x)$7ueUd>ZxY_YW$&OR{V
z#i41+jZP)&Hy-#dy_6;YeXNR}icfs|=AfVrL6@!Ooz6b===mi61@ljFsXa6CcDi+c
z|621k=K~Cje}B4SA!7L6<ehY${PNW2Zb#Yl4QDTvJ{zmZy}8BZ^3N%2R^MNDtoiM>
zr>~p)zJ7h|_Hyl`?^EYFCwwUoinhH!<BI0*jBESyzc89CTfV74nmy>!*2f!-Pc@fG
zne1A^uXX#9T)M$2&c!dPN~heOG5>C}TwSDT+>N~7*>#7b&VA4~_>}PK`ThGvPD|Eu
zR;``#J^6LQo;h!HE+29_7PIlej;PIZX0R^w+ne5I#6FW%FmVH;byCf)jQ19E7hMxF
zYF<^)vsnDZ{=H8-ti4M9D|_{<h>%`v@Snj<^ze(nDVB5o&Ac0S+1-7G{a;&-27xVy
znk@p1_*3K*raull%@StPGGqC&`5BB%opN&&gxI^<<fgg_>*<8mU(gI*5SY;Pu_nF3
z=S=L`Yz3_wj=OJd{`7UFASct8*O$K?b7`L=weXUx)w4-gm%Fv^+$OuL`el~Q;-5)(
z?%xx7a<Aq*<LAsbhrC}a6f5|D{AYU9^s&j?Z96mmo!WG1`kd)cmPx7#Ulx3{Mwh3`
z=Vh<ZmYkEaJ7OAGgE*&yZ<5p%y4cyM_G`J(ui&-TUu~7EQdixO58Ze~K=oE#tT|I$
zRBT<tsyN}c&nkZe)eSU+uKxelDQA+BCVh;paVpnTx8w>Xo+-UuLGqWAly>E`9hb7b
zANAbPa_{>!edi)SHH5Xdm8O}i%}+}!YLI_D#mDRDmetk``Ck_-uV22)xbO0ZWBU@1
z6vu9MKQJ}7&`6|y-|`O(%q-R{+;b=Xe4o6L>4|r%7qiOQGp{8r)TgK3iuBRBf6Uo^
z<3XVqH>P8fzGkU+98*|M9{Brq-FIt|WgGb_%HpL?$=v-Cw(Umm6>bsJTVGB|&y#X_
zv9V3s+HrsTMVGnzH>yfYye+m8k9t@ACt-;;)1ehowr-1~Pvkis->osnBzNv^zrCm5
zA2>1lv{?f)yRG+=v#Xe$1B0%9+tPY7pttt>D+d{ob=xZhTKZP+Ten!<vnfq5BY9RK
z^Oj4WHgxp6{#oG3;dbTk_d{8Q@%kk}#cOk-b;IwdIMj>C>{<BAv23oP{?)@zgk!vS
zB^oWgyCk+epkX01=pM;eTyj+|)~@SraqiP${hDp)IpJUS`dQ6|x`sXbe@t4Wo#=Jt
z$PBC9(!s)quL!a`AAB#et6zGV$<d29^0L<Yv(CTv>B8*#z{3@9?xY5Ns!RV6*Iju0
zzt%d(+N}qgBA?H*5aipDdnIdg#CM<nDuFYmzH0O}?fjVe5Oj^?TQ;V5mDxKKcWjFa
zYijJyY)gx?TAY7w%Zb+ZmnXk`_;KfXSh16IK-qkg6&+74dU|;$$Ig8&D`mLBoA0YC
zPyFL!>pY7-ynN%FcyaDDdBew-{<WwpJxMIQZYy$Qo%7nSPhCxFbIPJ_KWCV=d&`2P
zE!Sjs%3AwzJ={E{H8t*i%tKWHgR6(KPtNIR_${~wdW&Ra<Ar@scPvX(N@hK<Z9S|0
z%*+CxvgZe8d^)hF=zwgUlI6V{=6oW}XSU6l*6O)*1GjEg^1>Nm-n$QQvoF~`J3G!|
zh8W@!Nk8A@i}!ZCn-QMVc<dK@jP}!(PJiofj#F~qTYosRs-uc^LtL+=!Q|atSF=AH
zH9b<8edflpu9UY?oKBCft?A}kyKvv}yjUG4UDL>0>(^ZD**xpj>Z;w%tSp^}cU3Lu
zk(+*Ronqm(KQcbg`&Qm+X<d4TamIv4OrZ~|YRtkDbpwyE#9R)3{A<;`z)O4WnfGkD
zqQfxxv|yHU*yS>Zwn-0<%6aITa*9O;FJk1>c*SBF9yMRd$Lp$9;qe6*8D}2plk3g<
zFz?k29q<*Btf5;i7GL5L`L@ohUvIk7u2zX9PiNU2j$G%}S3UROgaq5=!j}F_*M9$N
zI^H+`(}L-zUp7rI_DC~p{~^+ET4*udo^>DR@e3X$tf!4W)l8MM`L~QYeo4^_xv3Jl
zX**w>;AVC;pUbsn&r8qN=7%QRCx_P^zm*rh@wm)Nv#MD2f)6`=72aOER8|pIGk@Fs
zo!xJlCwg9;baCw&;rq68w(Xz9F6w+%J#FE^fAUuuzR$SQH8cC$PrX?Mi%<CZUf=q5
zV#v7_7w<g^nlb4W>#SzBc6kdP=~dO`yu3_oA1&M1f4<FWW#7+Uci=<B#qI05)~L;B
zl1bln(D0gB?Lp&g35f$KW(SwtoZor!o|TTHuVG%v-$PF;MAs$D$L$ud5-6Qg`aHSy
z>cb_=GnZUyw4VGmBKk})^YQzPxeQ-YWh$ar+AiJa=v6Vjv1Bvz^P=eAnj3XYE$U3&
zxy{{Y9Qh&9C|7neE%D8s7ke#sma8tzOL^<>w&47OgVTA1Die%;uW(kMI&t2z_5HdL
z=Z(%4+}LdVD$7}><XFs8W;>5gjjkQfmI~&&iEQl?nJzoidFC`X373sY3q6*bJA6)1
z30^yO`ufO#5QWp8lLZowa_v-mUKagQg=ey;?DR!!vjgj@wlj1%YB?qMvp*7flOJvw
zdFiH)Y@U*`H4kTIgJ^2J^UQv=mtT_SnxA!D%qpIwv+mr(eZ>h;PYyWPEI&{g_izsL
za;3eB#TQE^iZGS8co&~s>%g_6ayH-Mw-#LAt{fCoFxYfWyDU2Ub=3NTnPH84j6c`j
zH9fkML*G8yGtS5NS+R@MHBo29SCvi|8@tbFtDoiBw2=FT`z<by_`j=Ob*%A!+-lID
z+u9&{N7hh(r)#-FQ?W-rN0`0AF>|>a`6hC))l9Rpg0D+|<Nc;FU!mk%;gUDsrG%1m
zO%$f<WrVLhe9o=-g7&?G2i5O59+2Ao)~+LxA-zYmW8Fc%zV@&+%?@i#zx&>o*>p%o
z?}Lk_#SM1LlB=g@YtF3Fms-nVuA_G~`=Y<h-u&%doIM?4^Hlk}&oxKRv0+={D);E{
z6zl!p#I_j3SX@zlaQxr`-&c%FXKXArxWKd1^P;n1qj5}!v}5cU`-KbBcgyfSIUPD(
zakpztrUYNv=Ax;Gldig2?T~7iv7DD<l7XztYbgN^zN@#6ImFp7vQ!A*`Y7PDm_?_n
z<;uOzPZ1HzXOy`z^QNYFJc#WSGklkl$|&r3YJK5DvG&ymUTn8j-nd>gw_93HZf!IV
z?~?UKIyYx-4El8_ApNq&p4Cf^YR8%8<!oOYuU%E~uyFB{>BkgyR2GI@K6^VczEHWC
z-<kQEGIK27eRGzgtoex|U)RmMBXawY#PjzCnaOGMetiy6KFQYfV;g7SEahyG;Ha|V
zq(zsvrP*C|(-*p6<E8VW&qMo|_CpiJ!x{Psl3!aswJ=^u+kQN=dV0%xo!8fQyKQiJ
zu`jnJq+{a5x7n|k{;}lf-db)hwKtKq_*0K{@b(Sc%v;U8jG9*DxR<ta7u%-K>*N0W
zF7V8e3s#5On?binUKN@DtT8;YdTZr^UW>}*3vb(WsD*VXu28sTqjEOTc%m^!7svC3
zJTBW0*>oqLcXrp4Ncxzmv+mA3)@$OgO}R57r(Ct={<g8i@SH8@%h-0I^C}Ju1s7gk
zR$<9fdOV9o_0bNsgNf@Nw|+dk&0$$*c7*L$x5lk8B8P>(?C-yDFXLSqQ^(Wl3tE?=
z?g|;`2yaxLB>1t7_m$YaOP^y-P5#g(H!ozt8Y%v5x7!#ZUg!qMNUgQ|ca~d3?ZZEn
zfC+J$F)OZ_|L$FMf1zB}+xWhyuDe@|)*KRFHl?Zfuy^pJm!7YZt{(G##&v0`!)_(#
zUB?p3f3LHCbfLL)gJ_S*MAwz;9)1nIEo1)8)Y<Won#B^K^3=)y@7rEW5bgVZ<n)Uk
zmi4anY=Wo032!}}r+=-Lk)LVD%WQ_aTlemtSz_a1K5;n%Tg-K_nhkrKZtZl)J$!Z9
z`-5e7Sc+~mN2E*=`>*@`_nCrTja{lonK!)nweTzB=@XI{w&u@f^N(=(71o}YbWK#?
zkwEc;y5C7sB}EeY3q#&$F*jW0W)7O5a!ifq-(v1yCixTkJGgt_#;!h}w{wl(kE3c`
zJ2ebaj~>01#N4&V`r|JttBj(ryYE*Yl)bX+_YTG6S(h8+|GqkPa9^#X<)z6F-EJf-
zn6fhT*IbQ5ru=RxWxC>3_itphu|DQmbfUZW=95IFDic%f`KMfcEDk^8Yxt+QI`2d3
zDfT<ZR<Om1ws(YF___Ih$FUVlCNQ<Wf0%Ka_nzd0u*;p9mse`-<aG`eK7TnzBXhFE
zs-Ek`cM4pa4)L7K-r*&owpVqv=FcM@C#RXO&q%$gd`p9=k^ftOPRReI3cYoK*O@k$
z%=@jRkryCdF}e4{<K!bkI@=xVl@1)6@~5No>r<`C8(pupO9!7!++z{^rRKuIIWybc
zrJkId#kEI&LdYlnwfUb99t*htYO8){NuKjYPWz34YW}%Ln;NHZtvz~lRr1B|5LV}W
zu5S~?9zQppeg3rLbj~eRn@{yU==9xMwEsuL(Iq#8Y~_qE7ArhiZss29w9HhiTmOPC
zm(3Oz#y-nsD>ZkUcOLhCEXHcE^Kx(2+`tR}zSL^?dcV79k<**zI9=hZ28*opiOaJs
zZcUZG{A<hY=>~V1_w1Kn9FzOzzWa<k6Mo+(Yrnpf+2geHzALZmjsTTgahI*a4m^J4
zpWHY5p9$#hNdLzNWw(DYnRo7T_rBwg>vn(Cxl-8DZ05d(?N86Tb$4Vw&fK3_Yb4Tm
zeN#&7*3<?gvnOty4=cGNiw$DfE}wq1+%oOTfw>>nXJsh3THRGS`L0$p>e!B~9Q%*H
zUm0?%*Cqx0EpoU%;p9^t1Ce&aXU}HLTEjKhZ?9dV&zhb4?qw_~JLzXudr>)GzcIp{
z&+z<Njc`pBtEUeNq8~|4u0K=pM^`#^m#K@@#Yqecf|=J`e<qL}(sR6dWw6TQSqH!7
z9=xeNfo-*{{o>I3P0G=pz859Fx6j?jWz%H%<q(70{ngHAss)dQW<5|;>bbk_Yo5yM
z+Q`4>Hmv&i_m!=bpz-nI_Kl7El9JBaAC+$5+5Gm6S`1s}E7L=HYgicT4RZOynI44-
zee}O^NceNW`g8d@NlMqQOFw<vd2G_$*#hE+BP2evTD`eFz1uU^W@>c4lg6Yfv6Sy;
zq!0KniE`2~u$B4!`~pt|w?ki)sVR?xSG&t^@%}j(msaM8$@86>?R>^`!lO{GhkBnw
zQtY=XZZ0o1T%^s<pAlZjcV+4=t0@g{3|=qaCTWzp=z{aY&ea`UhE5%RZIYG;53SpC
zh;7aHWfLz8`*Z7ww{m2>b@n}3qpW$@pT8&3s;i~DtHnl?_rN;i>Bl)V7YhALmyvqq
zzg0t7KjWPc>%z6+qHQulQUxA68clCAUc5I?dWPr;;g3lQPggEHy)jCG>#a(ax>L!D
z$c)@LjSZ5!lUxtamc1sBm#=oK%_@0~Ov{2(U*4^f?{KUw-y87Y_RBR){rXk)y(=>g
zbm&dpc*M^)^X3U@?LdBgfn!rjeosCo>T!`V>*6;fu?5cxwWqE2wSTl#?k|VkY3>!(
zpDi_@_eL(Wj@r-}vT?K3#)<h>xqGdBPTon6=FVPGI%UN&?ZoK%L$_`fT@|^LAzOKM
z=fz!m%XgQZ>bi9E@68k2^_RKzeqDIJz2LK6tIZ3ACzDhKHa+K`IM=xPUqht%?&O*6
z?LWSqf0WAc;Txx`&5{$juC5F|+nQ33YAfp=;$3uO%kIS%((7*aOzbdDUbM4+nW}P)
z`}<!kL9gx_D93A-J^bhN_Sf;l7os#aFXxdL54v$KAn1I|Oi{n;B}e3nRpRDe+t+QQ
zeCx_7?#BOzVq0U{qi(oyC6rc*n%(57RZ6>*BYW8DX4=M*ayi+DZr7IxajV)S7P9`T
zuikxO)~40P3sZkypQ1l$-M)PW8`_SS_(*bE$*fBD+8C!{kYaZ-+?sE*T;|-iU8Xe)
zx3$Gu=c&Gvi+vsOa_0Q7O_x6Zi+dTku1qG)_Sd({)|DH(YTTcEo2zK_@QDcLU$but
zW{(RZoP-uH%Rcl+ojX(BTINQgvZ-zN-H7V~**+7m+I@M|sPyKr+rGK`^4@%O{l7ji
z(=T26>M^eQ*A8p9tF6D9*u1&m_s$yA+`JbH+4i?jyPO`rvp#C|GZhcDd*QO0>tv%>
z$7uD+<?Nnj{;gN|K!HZPmS*<K>(@O3++$VSD-?OtZM&yPXV>~~OuXJ=w3v;h>#E+a
zEn25MwoF*NYLe;q%u~x(Et0NGVaq$Gab&)d%C&!;lXi!<DJ~7z5ENCZR~tI{^^M5|
zH+UrV_|kI1PJPWi*gf4WURpD4-^*k%x9nd%6Oy&7^nSCvS*dn==@R{22eU4=-#bv@
zaCMTQ&c!n;qxf!~;z$TT=q$2Y_{W;SMx75DkM6#Ec(o|7%z`yexBaN!$_HMGcMVO0
z)!vnR{Pd_So}TF27TRCjEV1fL3EKxl^Q~>mw%LDTyzu<Q_d-9(WlxsW$)4G}yY1GC
zl*@%_xl;Y}a<de7Dz5dq_K-2x-7LM`w&Uuw_52?-URjtbU)ZtAbL%a(e3h>p3JIZW
zY;`!+$$ic#n&SC(${yPV7xnDoRINYPW~7?hCw_>SZtUHb#CJwHnd6>6!`6wvFTc^8
z!ESb&-QoS(&0$Q<4>QGlIO1wA82WF%^t)@KV&bEacbD(>9r3=r!(?s#!)-SXY}c2J
zk(9Tr_L29T>9b!@TENKd`^LAjxeGr|mFZtN@!Xbo<(_I~QCC&pem=&ve%r&#yjven
zD$V%6K&doJV%i(W-<R5)1LnG={|>5-SfQ0=Z?;YP@3&4BFEu;2G*xfaxn@V^?6-1R
zl~pGidH<YMbMV?Z`~BPW?@rC}xqT>HIx44p!V)_<)zSdgeCy>Ui=I6_l%%gOK25rN
zb#8Lb=iBK@6O3kZicSBjQgYDt=tCYYCPUp~(0!55mANCN-~P0n{VsM*QDngT-JXAc
z_SVkGWnQ6lu(Z<dz*)x2^ECt+MMC#{iQwY9n3sKJ6==|{H7I_<j3X;x_eI|1SvNK1
z{`y7@r~CR5EX)4{te+?S!fgihzQ`53BBn08zD8`j(G*3wxoRz&XBT#r&z&54{a@vk
z1+5?RB(pV^F-+Xd>rwmuuY_CT!?O%0<l_4T`4q16W{9p7`R{nieac%S%?T@VdfZA+
zWv-o@Cs{BtE7{8C&cu@D{vO7XExRIS-ia;XwY$$JrlOPmxoo{cTk7-M$^8=_uTps*
z6?vj;jm&{NTHFT9Pp!J*^X%$7vl-#fx9$A1a{G0OInJrc=N3LPC|<!Jx%6G;LC(Z=
zd2$miHZR|NW$UCH-Tzh2?7RN&=T2Eo>Cb964o*wl^2+wv<;**?<DHiL%&D2WXx8rE
z+ddh!7cbN~VjaL&c1NAt`rPEu--UBG@OyhkoSS_9@_~~FA3Hy`Xcd-U7rFmq_O`dG
zCH7Zm?`(W}_D;jDqTr*<?Dzi9{@@bu^^`_coAleST31)FAC0}pIL-UA<LQ-^j&BMM
zCKlMtOJt~cUutbC9K3j^5WkZ_!yWf;BJWmSV|43e&W)1EuucnZEVh%o|908&u(Mh+
z)7>jq7kK`b;<=Hs;r?v4-`{6#6xlW3pT&IM!}!bVc^J9V^vbOx4=H9ZW-yy|yIN~=
z<<7nBKX<LZT|Hyd?_Vsu8Q~|je=mP$`@B3-|GlM7@HvI-K2C+u%VDdf9bJ8ejV-=B
z4AkFf>ov1?%A2+MGh?OS$5*WEHF;;FZ#P>eXfHpz;DNVugV!>jiz~mddbvXGe=glm
zD;HTd@*QZJ^}+LvNV7}2#HubfjZZlo{DxP(Zq5tzzC6j}oJWtpzEGE==5fyxual1}
zKA9!9pi0L7d%4p=XBH>xzPH>4v2Pr_r9Yo|v@dw;#!H!XpX0f|y}R?!VM((6bC+K?
zH6l6P<i0c%J#@60T`}eJO_K`Mx03c}^W7?!O%&2wAAH5xqD8Rhr3j-#)xG_ho#KLz
zlU5WlcTbbPwWZ|5vZw2+1XIoHGftjqo^`JDqL6-+B?m*3*z3^pw7A5(hR-%7PL$I;
z?s@)@PubZ+3-5I7cUYb#tZeo>Zx+w}1lGrzJDV4(?$~fV^pm5=%@41>{ylK^`rfD6
z)_l^pbt?msJ90|%N-8_n%vEI-OSAoCr}3q3is|0JJ+jHW_P?)jS!ADhV&!_<Rj1E4
zaC(IndvD!!$d9jT<7Vfnb2qnE=9Gn*<@U|3KJ?VBYTGle1kp8D*X>@g@W865%5S@_
z3ttP%Z3EvH86WT_t!**msdziS@B6A3+6M}XEZNq;-gu^iQ$ck7QQ=pXpLV$L@GMbg
zXS*FV_d4TB$+g>ps-9dA4B_0uvqsc+QOocDGnkW37PV~KW|#Z>M&86*i&ab~hh5bb
zEtz80*1N#!hRNkb{-jz<@9*0!+Vpob7Ihpymsfn@h<4iUb92_5TUNLH%H}qCc~;)f
z7nXNzUwq>0heV&vr%Y?Br{`{&Fwfw<yUmMl<+e6ee}p~GEn7WZkEg()L+i!alNY(?
z3csAP@`UO_cddiVHn<h%F5kCYo9(OqtA+PkFAD8y`1MD!w)M$kLA`RNXEP!{>W8bm
zh<`uH>%ZBf%imiK*JbT)oN7J4k>j4^t?qpq++KlGO7=L}e9=g^l;U5z$6F{;<gk@)
ztSYnd1D*1z?6cgA)=8R|Shn#cz1tnUd*zlFE<WrR&VBw<IJM#b+&it>GC$eUy4oAs
z@-jdFaMH`{xcO&8HbZ0P+(fI|>)HHEt0ruhS@Gq=(S(}dyQLfriK=s~x2t_PwRP_v
z^R~865A1TU>G<!Nl73TGd|6|_<nZd6lYbhg%NFi8U%OnvtZlNo&WsI<Ci5KA&8?04
z{xI>OzT9yYHa%aj^%165y)Sqt`-r@D<W@NKv(3}~Uc|(xN(qs+<y>)_u7tRGi7rmK
z)}s`t-#_8f%tx*LL5uxvnzXZT{cAPvLHnVQzV%uU7Mwlr%e(LN*Ok%Do%SY)+RD>6
zck{Tob$?CTq<)6U)Jq`i!j99QG%v1{OwKmT0$&r^oyy)P&(nTcT1a}{tfhiGMJ|ZV
zf2eT1ue((&t=#EmZM@L6z?9Oh5o!4oT0YuVR8+OyUDzn@FTOsyY?E`weytDx9QR&7
zzkU7mt9@qO(*jkZx6EXmBImJOCEzG;`VqOCo9BBRm(lk~UMAIiU-r)jgLNNYIc?n?
zY9sZ7g}eU7<1i1Wmhe-I-_k1W1=1VRb68~#z5b=<v7S{t$FwEuN&@(f$cz_LIc^Gl
z1>X_L{B!3$n@GWk#fGke_X=<Nmu0aA7Q1>ZJ)^kZSM;o7qx;j}@21_`a{O>@<yY_(
zk*qaOo?MK3*qF7~Kenj5EY|lV)0%Y}i&mVsl`YA;^y+ieWj&AV1Mv^VKKGo`iCf`o
zwqO3}C4K8P;=aFsy*<0wGV|E{<E_h9L@ukb-dJ*8Pkh_rzj`6fY!l=D{ImP8M<w>H
zOwL!2WC79Mit@0}DK>dK4u@L2iBpOeDiGPdY3Hw!4f$>trDH|j`rp@f{d9K%bNKRo
zw(D(U`wBL`Jdt^)=KAi?la6Jfr=9nl58V{>oHJ59?W?)ffgK;yzDk_nc(L-nt8{>Q
z-2vY`;Z59I7<QI5Mm?NyKK^{t&)yp4;L}@IW(J$o2>2<fJh+h5-y6HP?7=F53m*Qp
zDIXH+UYQ-b^(lCL<<i&xCVg*yFJ`u-YSGkCJC})Xy{`S*yUcO5op9<|c?WII6C7o}
z8%zH=S)Q88eJ{~TKX&>C&992;XPDnwr=7j~J~XG|>kZ|3rN4H}4&1kAWB#6|Yx&E5
zy*uc<XAS3)d?jbsIp=GRt`0A;w>x|BN#nM4ChzK7GA6n%d-H?G$W3!i)N2DXpEAvp
zj@hdp&s`b$m#wVyMNV1A3T~V3{bswF<(FBUNbFu#9=(2M&X?yl#qOIG{>-+PirfC{
zi|x81o9&x7%n7UQvMIgodyJPq&0no&#hitkXBP6X2YmJ@x}<*SsN)%fAh}FKk5Jn+
zSDL0zpK2>m!dcK}^P1`NtU3CY*{-#rwYPIqv#uwY-N`Or(8l)kj!nmoMFu8QpIoWU
zb*@aWzbc{1eA};YyW`D`i`Bl~^|gqLjNNIGTKa3zo97dMFedE^>)YL|>ihH?-;x*2
z#jf}BSSIauH!;XPmgKYPUImNQybCT%10>a7LN178ySwQ}L-oeZjl0A?)Y$(ua5%i)
zMB}u=+zl&(V(o=yyG{NyQ*`@;J;j$^g=mHeJQfQ}nPuykpP43^v@Cztww0EF7o#qz
z?0t6g$|*P9GfPE$GnLGIlJu5KNL`rI6KH%=PG#%M-OKc6`So77yz6@r>&dF>xOWl-
z`^&30#d-VRzx8-U_QJ_kf#UyTX5MgkHfhDCPg{3fuz6m~Dz`8CVqRhQnfLF$Pn+)G
zv@5i(MKsdMWj`02@mZU-Ow4;(8_rK&c5vT8nO*yOT7>!BbeTkAjb}y%OxQm4!2|Db
z6K<v@eQqu*6_!RSm_A){FqmUX=;{Tgb7X|Qw})<U%okp>{_`fzw9H>SwOY4udYNDN
z<<e^VbmK3Tzw1+_Sv`NZOjI-GT6HXw)79zIt^Z1yb!J?AZ?66~)imFh_I`oc@#Atg
z4j8hTmFP6`>VCa*eeabYm)nzB4D|HwsWEJj`Wz*_?T__hl~`_R%UAyo={>#Q=&fw8
zD|7X3RZ-&op1hAv;!pFY+}L1SV*cdd;$Qc*xwGH;=huJd|M*w_|M%!OGsD$Ch8*y+
zaO`of+~BlZ_tyVk-{wEH|Nlko-eKz)@s0!B@Bja?zxVI<{_6knP0!2!s2VSS)$m<m
zud>&h-_qy!?;pJT{?MxT|DVd=%YQKcf8Z~n3)Aoa{qn86zURGVZA8+U`TxF%MZVr2
z-v0Q=QTvBa=kMG9w^rl-!@tY_Yu36(IkeQaexLvE_wW119cDN#)a_imy5L9iAr2e8
z9X+W9*Syp&y?DMyi}U})4@X{Q`~J%OAis4|hxVIIJ$1eh7i#cxoqku^(ef~Ul4VBj
zLE9|$iCNhRFQw<@*l--}R1*GHaZ8CyF7EE)ey`Q`e~z5wp27UL{lY%yY)$#l`3VOX
zJt<>j?4MpU^MT&6j&znvUn7OHnwzer)*j$}KP_dZ#ObPV*IQz>OhGH;*@aI&o$xaJ
zVfQ><N7=d4?bujzqW`B<S!oLd$Im~Qs~>vs=0OW@GY0c*X51I74x4AM>7KZqQR&d;
zs;Fkg70z$A9GbNEo3P8xCmHANe|*I*9Qk8b!Tg?srRA#wydNbz`f%CVCgO;QTAs#<
zxp6<YY>_XUt+Z_BtRDd$1~VhlJgm0loLF#g!iv|6b{|MI*m3b}pmh8hHO{`9&n7#+
zd+){&FKl$n?@4v!TDK+@hbv*_{K6a!hr`XM9QpY8rI7inBlT{JZz%;laqo0BSKWD6
z@$t6hRWY#-R~uBfNhq1S`2F13lRas%->0;uAMbuXsd-&-YWw3K@4uWZeD!kg<1G7t
z?M!@uccN}y`TY7+;H~usZMDB=ZFPKq^-r(UJR#9<m%4;M35o8U;lh>3v1m@fvNn^@
z2A5}ArIR$K-2bd^VX9jbR{D2g*uO*tC2eJ%^#2QICZzC{-z@nqZ}tB|;+oVSVb|q-
z(jIO5vBqQ7zW)>6@-s$0c>eNAmJ>_r+?D@omUnR_*tztJ^ZBp$imYGhs;2gQ{`>c@
zPsNq~F!jBpRO702$naeJp-C?nEqiG5fBl7DuTR!qtvI`SKkKvb^5Rd&#Y^|Tdw=?7
zmF4@|t@jKj&5J*iByVrfssH?M*52pA;WNXgXLy#@q*?!vu6DU_h2P-1>%)n06S$Wh
z3ID6L@DIb{eb3fiFWviO>ixY>u3WcSV<pscrDyv}yRG`GPO{(Qc$PiSW23X}M>m(q
zl{I<Hb@u<XAI({FXr_y(?W3kZy%Sj~^~YGvJRY4`%~o-jD`5>MyQg6O-zmqY7cwlL
z6}jzDu+F3@shel`btb&`u<+WzXPU14|LX2g1=UH1erWkmbB&$3;7Wgprm4cFB?_Dj
zXKu~<GK(|erE*NTNd)tpKn6pp9^u;O<~PceZ&w~)oF&S?YD4$?AB`**&tAWnA+2D4
zGfV%qbS|%8P34b$j4tOMKXGT=;G!i{ccdY@Be&uegUILL-P>Pq6o{yJ?a1J(n3frw
z_}O{FvZ=FAidm~m-7oR`_xP;nnG3xi1itNFZKUj`^dL9$y3M8KT$-!4=Gh*7%DK?x
z`n+2+CisSFC`Rp;-ha;`Vy?MYYTV{mUbf1ba!-YBFE;V7+xLRi=_Sv)m8UG$Pna5Y
z?|e$yRY&&cBK~J4J4^llT2Y)+$YsT5Woni7d9C#^8{1NyJ?&3+{O!5Bw%b{CdlR4S
z^{m<AFYg|*+5BYMhneTMUJIT4GiOJ@_LKT0(k9H-`qp>VR!uw_u07GyR&L_8xWB2L
zTlD{Z($0$BeL#Hc*YJAI{nbCG-`BtRGySTK(eDS0pVW??uKoJeOf>%Fx9im(^(Vhw
z>o@uBpYSWsb)TzpYpqv3-1>Zp+uV51(gP1pmU%Ajidm|B&O7hw&#58oe>_()yTnd^
zkn>P`A)iES&vXYjmk(mEeE)m!?w=X(o=4YwVW0f`7AuEHzm<2L_J+q+UHs1bKz$+K
z2kwP@KPCsTb4X6Kk!0jMcfz&kzy#atUj%BzUfC?|y!FCh;X5ul#Rscw9vw1$uhRYc
zrJz%uk9*9{kMakfX>3(pp!`yBYTuu@HM>??DgE$yHu375EUr>N`_^5_-0FY%nRn(s
zGPu2UY0kcq-RBb@Z1$CnEB}2nQZ(<m_3PtrC#J9c`Sy#B_x8`Pitg>+y!KtZ>e*=5
zb!(43_o$1TrQiFD`=@nWU2uHeXZiZdTzjR>6I)*Y{Uh%BsFfqIz*Sm&tK@V>f49p9
zGx)7-dwk!2S3Z}nWY+t0y<nVt8oRpR4)(=jI-L9^A9l#G2cO*MulkUKLodMa+61w9
zhh?^DONI5%oxHMj$^R=QbLFS~mfg<sWc4}qn&8Ad<Ayc!rG=tgzcMV<mSUE@;W#H{
z%aXg#J};8ss*z#1AH1dBqkZz#10A|9MO^M1m%qCAvZE;B&i$2oS#v73CGF0Av}v8^
zio1b}CO1w<_YmB;Y2ijQ`<h2amu~1sF^V4BE*X)cYE`iL(>&$}N@j&_kDqmG@HhUs
zVsv5F<a~LpV4Hg}l`+rze?2(APEumso0R*!_kO?sr8N1q@q=@{2YC4(Y-u+!)19E|
z@bBuiGa7dr9(~;T^PL7yz^eSi{_F<>kN=8U&bQ)A)v<E(gDlIp&i^sl@$AKaKP#+b
ziciUXvzjXBS8`T<o~`WNJ#X2zgda5hvNu6y>bFxxPhzq^DE*0Bo7eYklU?!7Yx})?
zpIx>7&pNSC*~ZJ$=GxEMPkz8q!;=X0?Hy)EC+|7&@l);pRkjg1`hK}b-{tN2GjnE=
zfc~+EY;L&~N9%ZM^%kZ+X<E%2Xz@C?@6*DWPmWl{a6QZEcrv9b>vBnJPVb%>>_N+J
zooBCm^uoC8-?8d+1FrVfJ{vmQcbvMa^Da<%r+<m8irIwYA9#)!$gZy4#__SjI(|#v
z>`vc`M_2CbYMU#1y}eES7}utjB8_XeuT76EJa*ZtUNk%JX;sYrFTSixh3e$3=AGg@
zTDv(t&yW4Q%)G`QmhAd}-X!kLQT<c@M(_1~fA=o})8%X0LwmNq?x|DKo3^g)qOZUC
zcZM^QyE;Cr%l}HZsqLL_{Ko!%`?1Y`%Dx`7R64c$pMBf*e|yjLPcJRg@eGgW+PzQw
z$*<2}d2QaTRnL$A^6`9qcY5999d=tc&p5y2P5sRc$|@J`PKk`&U-d*u)c#iS|I6B9
zn(>dnicj;`k2u@2Pd?v#kA{6+&MS@MpZD6F3Hfv9n!MS<i8Gn}C%>p~ykq`pvy1;s
ztp}N(kM6iE|L@HYyYC;r$3G7HzdlW9;%<&EnZw5S>VG*(o&Kfq@am`kpYK0AAiFj7
zd+tBp=ZeY4-`Sf8uWxzG-L?PGliH5&&Dt;Y=kDxzU9&b$WQ+6P`OE*c9DbR-@~`;h
zeJn9YkDS)C_y6;!DP#RK$4b{H;?^^FUW)I0eZMA%>&i5P^&6*)FM8vyzM9L{S>Evf
z)Mu+t1y#l!UBB%0)u>9vqq=qvKX2JH>z??Jcq`pf1^1eL9zPZbt@B&b@jLXFGk3?n
zy{)T-i}rg3W(cl)`~IcXuUqSt{gaC(d|2(`d3d&#{)*4q?hzB-JdSg&|Hv_M+Y3+b
znyq@bSAYHWTYd?LT-S`Zv%bndow4}p@(cggXMbJJzx@AxGlQS(F(1;tUzq3iiU0HR
zho-vk{ZCt7ntNf6HLt`S&W{nF8Xov&OgHA$*kgD0=cR^&b1%#hR#bkd^6#Z>Cc{VH
z(ms=f6}zq8vl_m1*?%X);o{wAdoqqZaJ^hVL)^DMCeEaFj`p)F&-R$@OML#&vestZ
z0%Nh~rk@s<$*H+7c-&ny#inj`_lx7lpDufDarlnSs@*!P>krrU6#hPEG)d`<VO#k;
z#y?MNn18f><}uh~d)4|pLtW84$E{85D`U<XYsH*DXWa0?^X_E^0r$Pzzw>-he=q6S
zd;Gzb{+)Z$fBC<+wN8}{f9oatf9E&Z<?q(Xwb?ma&3VsWf9=G=%aPvg3#u<p{BrYN
z*NxSm&s>T;nr?Ny>VN6H@B2NwAn5;hm7|-N$39zO8E(y=x@Udtjr6*rZQM6ro;i2!
zyLQ6wLwEHIlq-HXT>GTLe24G*igv!+oM-Rfd+PU~Vq<LY@rSir>uMgaTYkLr-LWmQ
zZ)J8A@0qN3@3Wr6|0h+)r_T1@_g#X$a?!QZKlKcP<=UR@dC&4Zs^09M#iY-NJ})mn
zygOfJrvKYKuNwb5U*^W`?zDTnyW(;D1=ap5*Y<Dx6j#6UQ{Ar*w|6}8uiZb_``>E2
ze+#_-)%*%CKRJI{o%8fP%Fq87>s6Y+{hy>)dHvab$?1EN_r$-M^#7^%>m5(dZ?ET_
z{)hj}k^Pm^_eek1FFskXxwYPT`k(W{|NrmTtK6>rKTYrF{&O|C)Bo`MT;E?g{g3|i
zqT8zfPq*GFJXx>#<e$^@J<_M*J?1^0^#AFil$}rNt$9D}cv62@FmL*w^XpIFKd1Wt
zwB@nPuYcnk!|vOE|9^e=lS1W;zteX;u`PNdry|&<&wa3J#V`N-iXaz(7A+|uL0k0z
z+Y8TEv+I~xaUBhw$dJoibB-<lv(AA~nfcP?_cQ+UC|GJ2RXyCw_QZG>kHC_oMPl=!
zBBFj=`u8ErMQ*;{yw6`Z8f@A<t=9Pd>1z|zm2Nhk%FFA1tF$Wa?EH1DiYs%vj;ga>
zxH><v`Ellc^@F`<9Aq_H<5oP?->rV@<Aogk%s1Tf-*08C-*?oR_5A%=pUi$7^X*-}
zc-h|6n><Sw&z~d}@??MJj>TV=>{C>{m$L4<`ro(dyW79;%s(Dhrx{zM5nunCxy17R
zthlR3>vCn)<K|1OQB~0@o3s7c{pA9iYIgnUHE+&dcQW=}zy7~~I?JQ`q`vld@I-dA
zzWz8#)L~u<>w@`HMVH#Gt!B8si@o49*J=wp^LP6${`>0`8F=Z(^eLjtch>iAT6E>Z
z>eQn@zr`<KQ;@uR{|vpqt#f_~?s}8|f9**w^H;ux8LI!;_a;62%gdFTmjXMu0&ymx
zIp|mm@c9^q<_2acr^uUwPT&GdK~B7ZoQ)HZn4Stc<t8ApC^fG{!O+kWba)T=lo{XD
zl*~lPT~MHtODxR{6iiJFz}HFX2j!O}mOzi?4oWQspWj^!yUxqCqQpHIEDyE`bVnxW
z{w@QU$shqk&_$D=69_?8fdoMJb%Aek1Pj>N@q%vc0v!<!HI-A}4Qz-d;-XE^rI}{n
zTgSk9IQ88?hJeqQh6#Xf{Q{rv3KK9<Ff;?7&j=GRRe+w11`_~X1O`6A2rK|~2<W;p
z3a`}!pHKol{sk$*Kxc>{#R}nTHNkg};?zOCYc<V5(M66uq+F|M4oU*ZmXLI<ra9;Y
z9*T~NGKVE6JO_e<Z6V5ygXX9x3s8myrC)s#kBTxk1?e<UFfupSvoJO?Fjk0FFg8;#
zF;*})GSV|NGq*HXFtJdGR<JNO)-y0Lw*VbNX9f~5H8s;SG&M3dQ7|(!(6cbMv@ijk
z76lbEKw=xiwSul-gQ-Q>2yy{}XJKKfXJ}?%Xoh4i!Um99W4H>08xVHHDp(qWPBJ$D
z9jS+L=r}l_km440PL+YFo{_n+3HY7@XT%)_hNgNJMh3><6plE2+)&Tb(8RzDRE$Ed
zH!w5;v-9&xoFL_=u9=a!o~4ncnWciRvALO^iJ6Io3FziJ0|i3^Ljye{Q)5d*NXZH+
z^4v0WQjHW0p(P#ok^{&^3Fvpt;<zHg(AZqh$iN)xP)I=!G8g1z$klz2gO8AkAy7U*
z3I{^RCs{xp2Pz(6wGilF^7DDk20X{!S8~bkc4l3AAy3HZmBUnvH~q)HF_;*}E)iTL
zz_;gbQ}2u|9u0NzZ_Xd<JGE<7?>B+HyB*D5EWGSyDbs$^vqk#eR>5|bDbwmyt4{CR
zs>F5jtWDLM?904L=NT9E7g$%BAAYx}P1>&G#aYdgTXzz_hnh9cK6y+2&Bcli*T9BD
zdKP=PeB1g~P|54|b*($u_V1m~#UFW|BPjHUxm=mOb#bohu4{J!pA=fKKDl1N)#&zj
z_j!xg*G|5_7Wl=`<@iTcJu$DKMPCklIrGJ%q-UnqqBTlZ@heWf+P*XY?2^?FJMGlJ
z@wTbhZJe=jhnRNclUXmPYIsNJ>?}F<Xr{HtHL|bO1cxX%2GFk6w18LX;M!Cl_k9GQ
z=taLX0dl7_Bx%7ee?;8Isp|nssKKR4CEy#hK`8}%EhF+JjNr=>!DR_Z8gk_Zdh!9=
z0(LwhHx8a65_EbY*jsS#lX+)?p@N~2g0X>tf+6T&JR=at#2i#^f{H~m3($$3rY4{w
z$QV=vK?+L)a|O^Ld&r0Ffv!`CRWLVEFt=0y9l2)#I*rf5$PiR=f-$J9Lq2v7bn}8K
z_+DUB0}}-h3(G-#79ejT#SE-~8&0<>fKw=v9|;y-pq34^C5BXZ!S8h`@!>zXDd#!k
zu?xFcYF;$&`pe)RwY(`xY*WpL`{DO|g;zK<-JCl!_N`j!=Q|O?6`$U@Uv+x0cjK+Y
zCg<W9?GGP~nC7*vmn*zwy_D7QNg8?6H4j|4QJ0c>vhtJQ=HL(9_ibK%<l)z;{4BL+
zqxim`t8RDPzPVFg;sBdoL}(#zZAsP3JK5$8{sG%^OU}&RkhA#NxgRky1)Ua4^RBE&
zESk%7|0ef_pd-N_KZ*DsJ@Bgj=bVt|akb@gHzQNH6<xO~?R1`!-eKg#x^R!%7VAat
zuO@zfUatSY#l$hE(qXNIq8BS`w$YiDHzw8ua|vypAfl2M7%*W*wWp(2NWj9s4{wQ?
zZu(bq_d@QPtZ#OHBG)?>$FyhY+%bFWwtdyL-`s^yXZGOedRTx$6&wpjmM9mLS>SBr
z5qG<S1;wpA3sCI_&g*!JFpw=^=c5;4n64Z&g_tF%OaOa~q(aQn5Z~<zU_+5Y0$OB@
z*xMDrsRt=M2o*1u*xN=EPG=o4;Bo!_k4txX_d!1+-)N3TGiSwayNp}>1v#pwCff?<
zxc=K$#}mBbKwEQ(YV5^z_TQr_7rZ~$!D#E_<=wve<{Sr!!mwE)svfF;S}*B~<#F;p
zN{qMF+dGdZQ;Ol2;HK5()-rNSB|o-ZFjv2*X?ytLYH23^*<0;*EckZ7<95>#&628z
z-=^wwn4Ij}%TxLEd-8=pp*8Qs7W%|I$!(dqBTDZ=p{;UeM2Fa{=K{Kpy8oZPUL&Rc
z@oelGy;T8cBaYtkP(5AZS7N2Qs@o@aS-Z>j(nY(qE(b6BZSwh&tzUomt|;Nz#Ro&J
zQa1_rYV=;uj!s^zwJ$!frsh75A_E*!;E**!J*wOiXPXBzGh%D?Sc1knDC!tmg8Jp)
zoQ1o{0NVm~{!l71Okv#$Y8DwFLy<yaq!$_B)Pocr1d9w%-HF*EnG~DdY#`G1{<C(`
z%~%oBtlNzoYjY2F*BWe>Pneu6KEv?HmqYdYEBdk%8C%;wf1S6dbJed1>9>_%-m%?m
zcs|$c)Ip0ob6DycSDWbw#$>(}KeYc%^yx(bcYGGN?=!o5psVTg3uPDg_iFoYt$xVl
zuTxdbHODM`->+4(4xBxEOa8^d3c1ajo^b8D@N((a^||~uhc=b2b&C0&DVrrHIe#*%
z-UQ(wWp>uZxvD#^#Wac*TBz!udpL!s=a)GD?1Y<3C*NOt_>0Ms;~(wxCZ6+H<m4r^
zNO)4m#7oLSRZge)JtU77b)`1F@R_2RE3~NVg{0>BiQAeoyr&4tc9iWnvB={0<^MOP
zUrKtVUAAOSn%Wh+ShxHMn`|{bGP&N)xNMr^ciJG!KK?<@m%Fl+#d;FW>ltNd?!CbF
zj{g{6*}7T#<L}&C9)PRV0R=WVa*T~o?rXFps-XhDpAh$5P?n%}1Z71J5v>)lEnq+3
zD|(QeI#`-4<_6?7Su8B@G+7{qA_WJ5^2gFp&)m|?!UEL!g;XCUpbng#k)@HPIY<yP
zj00gJjp7(u8tPeCnwT0Z=$acE=$V*U8W|~=8yM=Dfd{Azjf@QS3@r^!FotrB4d8JK
z8i(;q%uQ9$N3P0{VhY!oj+ud;p{bdXDad_@Itk=_>_a-1AS;o=gg_Z&Zh)iN;tOiF
zw0^g1op$-?1D{zYu`GuTmQHZ3&$z{Gv2Bu+)NPA%O54}J0XJLvm#f<z(Z3s<?#uE|
zZq6&iLm6xMcI+_KXkk=OzPXYmH)K!HzpFa7k5k@lSABHn=EaTMSRcqQ(KE~`u*f!l
zAp1DqG1;K3>G1WX>hHqe*B7`+FHCT1I5tsjug8C_be4I!$NeVfJt|W<AAkJ$Gr?15
zmfQ9gNr~%=vSq5L<T|P@s9h$+v-aQe@ZH%GSGV)5{Jn4CyG1LsC$6YE^CcjC)oUN$
zotM{{md>l5JHc#;_nk+pO<BC=ou8__e8aIvZx`MB`NZqJxc%<(bnN8@B!IvHYGh&t
zRs-f3nj7G3tq{6c#oU0>hKjiX;f4yt7O-Q{OA8bS4xTas)SLh}zDR1LAYZIvM6Zig
z%nd+}MG9PK*)x1DR)HijBp(tiNkA1WW@`rRVwL#IjDk_O8O3V@mfJf_Ud?+&A}Qv_
z``PVtotQgo<`kcKs<LYKayKsKi@WDVcC)c5?mU(nXX^Z-P-M~tmK_Oc>h+se2CHm(
zSQgFW*DI42G>ze6d#Lzga|@dfJC9on?al0qIw8n6zchPi?9^Y!IF~lg2oWuic{4xG
z>gz3Ej*0!U(s`wc+ZLbwW4Ug&lZVY^1K!z|daIIGSX(M-ChykL&@T&RQT@MszSAoC
z8{y06T32p+XK_wW+x_Lu;JAuYM*gh4CGr~lC7dDEr<%*SqT<-Cesg}?{o?)E?T(qR
za<_b#Z*uRhWBKCUUHN-Agl0!~*0bMl&35$IV>@-$RPUXCnL8Hr;<#AO96V794sX<p
zRm=@=Hc-I%80pdyP_=+I6l@NeU8P_s*c?%dAu1rWp<swDV8>%EYmnSHXo?#{@|q;k
z3Z}+};0u}Pcd-iSW+;@a9`TemL-k@6NHRl8LWIg2L+mY=z|o6Uh`w0G92|z=Fh{*u
z#T-1r0G5E{XM&LdZqYzW1;pU`+uG>$Yj@|~{ryYy^G=89rTZCN8*lagz4MLXFXQgg
zuB3NNp8xFw`W(F$J-cO`F0bw@e5Ekqz2&v#(yoCju7UG4{r}xpK2iVg?egD|-W4^!
z|9vc%|KZK4XcM&R;m7a)|32RTZ}##3LN@isLL%S&@#Z?h{_per|6eZD|M`2r?$0~_
zhab29pZ)cS$)UySVV|G(|5y3{b2tA=lcNUq#p^#U{~?*K_j2O1^xoVlW!q<Dd+*%5
z_KW4yZpmMZx16`|npVGb#_#m^I~S<WSL|VL`|@K7*HU-$f~s%7<L&CcyO+E(_Ls~!
z(I5X$2Xd#%&wn4^v+)1__wn@qKOGN^p?9j}^Z)dg{Nw#w=F<EdxBfYARr+YmVN-15
zs`dYpeYSLF-yh-9%+61ilLD6Y{cWG{v;9w`*Qq6aq8{&O%?O)(=5~(Z|0>_VzKx%L
z-?!>2_f=V&S#$1E^vjRev$g7LF5moaQh)vS_bFA^k6AZe`Jb`3ck`K<kJk6^-XmF_
z`~Js+xAOP;9>sQkYL_oxHKp8lPil*~>E5@&y?+kh|C5xY@O6@1uz$Zrw!o`S7r~Vi
z?2G5^v<(tq+G=%LmG9UK#Wdl#Pn*9_ORs$cx>Cg$cBP7~UGZ!!e!V9gEi(?MpDjH1
zQ9!S$KzQf0W6OCQ+;(kv&OJ@T_LF#xU&nc-hw7U=|IJm%@|xLp?z~Vo$K}QMZ?H#x
z5{Uel{Y~fOipHkv&K=@fe^-S4kvsJHaeYlj@}U`@7WzyTx!QPC@9tdg?v>pRyodJX
zR2^GTYqvs2cj9)3rK;`h0+XaqTz+g+t|?U3%d1##5KuMsl+58qs}_qCmb>+{m%f$!
za=XV=O_*=Pi7Vb~H}#)6m+8RD)cktZf%c}rvS~eeiQS%V4*X_3Yol4E^LW4V<*spA
zyY==Q<}*uQPlsQr@}2Z6Rra&qE>m6nX3x9wBa?KhkJ-+<`Tty^>)ijpMAvV688e?b
zCvn2&lpfRdl@<$lF8Cffl=?5XX`XnUzL1cCr2FQq?dQxoHlA2_->oC?i}Z%H4Xzs>
zDm8a?^1R*X*f%XJwQ+jmQuc+xleVeqO!|77*DJcP=I=MpAE&P~IA6)X7;$N1wZPs>
zUcA=K6>%FbtY{6r7bRpcl{acVAIG61>+jpy->HZd?dw>+Q9e-YYuLhl2j<9ld9HlD
zJ4}a1&UVe)UYQMA9jDvktU2$TKCw}tS9M7s&s(#jTGESoQy*sPzkkjhC$z&oy<|&5
zllk(j|99?ME3DGn^lti>xE&KcRf-NAdOqb;(zc5(>%t<pOQ>9b`>w5F&7w*H?XBxu
zA3QuW@l3VKCKJO6FOC~-VASz(-?-3JS=e~fMfHnODRV{Q_tcsB?8|@Zu-ZQAsnhX^
z%r34yCLD7W{-5#G_E`JW$5SPHM@iGx^KPChJqjtO!q&bi-aDa2H*8|#pKV{Fls#nK
zx|O%JKQ?M`nz`cg)QyuZZlrndn<sfkX|sf)+oMH}lO+@T?Si|PhDsOddVYVvW6E*r
zl$6oUWkK_%c8m0>>ql|OCF=(i%NRC%i&|!yafM-f^2MullbI|0llW8p`Pa>ma}BYr
z+wf*mSHGU=sSDbnQ+x7)?-p8IE9C#>`9BBSohs`$PL0{pC-^(!;(qSidM|k@L|(_P
zj}2e3;9`}cM&~Mx8AfXTS+dD0xv7u+A8iiLF1kKxLD|>VqB}2HWw*5$G9Q@Dp%m0_
zZ2so;fs+DT-0$9Qc$UW_^yuE{@c$Z4Dc?%@g-uR>x*DmoP1z;!-qw{jpS0RVKK<pP
z(|@*gbCS87cvb2D2aBu(wyl)#n$94%H8yGSqK+?n)Q>Mv_;p}T@7_13%#F?(u1acL
z_q?f$Z^hm7n~v|V(auty!C8B%GBBAxq-1e`lf`5A|B7l>Ul_iH9Js*yW|^7W4Wq!{
zyBt&-)<}JMaKL|QcZN~u!#T<>T@4G19l0c0H!6xTZ0jm}-)H)P^=Zh_AfH>U0j}1{
ztVh?p$_$N)j4{!hEfhJIbJ6DT%Wp1Jn+WYy<5|?D<MH#_tc^S#9P1ODV|{*QKIEHh
zQ?YUyd*6-In+;iyG%k8r+_LL=)<QKKCU(ITfmpV{IqOu7R6BT9U3&cLs}ZAfpM<o_
zJkRG6T{`<tNTmc8EPwJsrmi#ifzzD@iwv&KIh~@rsP6f_Jr|gxT5o?^t-&)hTluTF
zD9errMsD$0Au9s{1U&*>ODDZNqpYQMc>OJY!`4*yO}nDCH<pXON&T`ip8LiYbtm61
zr!MGdos~=OTFrNK<Mm}n*T_9vC$mO=k-(BwyT3cLPdBh&oifd!Vba?VZf-eYE8ix~
zzPGQ4eO=$3Vr8}T;G3Uo4j%nx!oBd&7q{S$yGJj~Zhf($S*IxA=?bIvkB5Km>g)+_
z`(#>O^40mZ!JlRGo6ieav(|ad7LfJpbk@0YedUbhFJ4?<x^5x2Z}&+pk+uZe<wfjO
zzjAL#-Z;-)?$&1#s<5l?=D%I9G<Y{G4Vcrxv2d$*s`V<lSu(#=w5B?olCwzKdwN2O
zve2Y6DNH9DP3NyYbFla)uisiHCY_Xs`rXXzyQ``bzG!z(I=k?fRLk4a%r)EM9Nvnj
z-#grRe_Q)Cseso~y4#NHf04Sj(V%VC%nw@{IPP;^J~C6TUTFU0x0ZK!lQZp9&O5r^
zJ9NP~>cDr=l?*Ogj<+&bN?LKUOvu@Ca?A3|{mpTA?KYe%eyMM;obz>|x%<-7jr;PY
zziG*2&DB40LGR4$qFb94KTqE9@#qq<rcbGYrwaX}HW)7JTFTsfGv%c7qLY2cXPxG~
zRGivUP+)$Vb?UX1Hw-Sf$_hMH<Ymt)?+!V{*OOd!Ql_(O>0R5<4$m92-<iyBo#G?T
z74+=x=4R)V=c)UI<tBgNP`Z`yiec>{=OTOQwdYbyyA4Bk#`;XOirp@AaB|JUYagc6
zKV22CE-YB=5;#lCFtFU``jfcq$ttJW`r5Y@UYuWYgVpQw7YoU-H8pqdx`)qx?Uq|}
z?5;H5h1XXdp7mW%cvrYybW!kW|3&wv+W2gmx@gz*g1tQnt4}0$+X&xfuUnNPHAj1S
z4TprAnuhO@Os5A6%x_oQd@;TMP*`SaNc_9RP@OVKPw|v<YBL>Hdn8yr;+$t~)E*M!
zBRYHIyDD=J_ot7Z^ty4FzAl*KYc3MCmF-$af`4xJCWmC+jD>y8bCaD82Quz<J<F)*
zeOu{J<L!@~v$*}$_HeC!x^>?XnOz&QALfTFmwg?qRr+*ccgVXy-mZc#H+1ibTU|No
z{_3sN-V;9>uT1<T8rPUpGw<0nH_>OcCVo*rf<I2FUXzyC&8Kd%qCjv<;<gI!y9OGu
zXRkO$woOqNmD_kH+sNAfpfdjkw>k4xm}#uuCB3Tc$5LLaKLwXAKQ5@?OWnZre}bey
z$@iqts~++qk|~WVB<fx)J5#Xl?wa@6wyz(SIA%xuSh_^GU&J!tQt`6FpqA&)H7-u8
z;pT1IykN$v0?o%k<&Bk_b2yeS;np)+<A3;ekHINc-hvQ){?38}0Vdt836q0-kLwuS
zySQtYRBF(n3CFni2K`!l#&eO4>J6XoMSX7Vr&n!n{qe=3&uLOoMq}=cE5D}B3=HtN
zl4{*?wsAqmpEVm+t@n3rJv7hldbG*zmuLR{$hlLU7uR?wQtYhFo<EfjZrs|s`t;lK
zYmMd7^FklrZEHGq>#Eevr;gRZ-@=U9i}DWl?)%VtAh+bH`Ul_kq^@Zxm+#JdIALeZ
zyRCbEs&yw!v^|;6b-#1jtg}C2W;-1d{B0t3TWsZmDNa9+DwY1Yn)zT6_w=WW@<N(e
zbPdj&IeYi$lpL4hn9>cG%g!iEe+b~LHnje*;<o<Vz*$|AZ$xqr9+1=ZyvVTq)i(F5
zr5Y8PmVG<kUR)PHU1^s~+_#Jeo{IjZXXDC*P859pn^%46@a-p#_6iEyY)>uJJ?(jN
z#zUqkc@6NTDpMIfGtd5<CHtahCG-7bFIw{_2mVla;W*!1-&khvr@|UTH_)Xj|6YIN
zbhLXMyV-rNVbzD(6?}HiEx(t)lAI^B=-|E?mnA>%>|T~6c6CvF`1H)1N6EcZWpkA8
zrXN2U8}q;DEma6GeeqIp-gMp24^8ZIQ(j#WU=2LN>HqN2r;;V>;`0Q2kFLLO$JyN(
zyt;0#<x56h?pR@in;cerVXQrtt~cYCFmL|4YHQcTpyn4`tXEev2_^(S&T!ap%j%lp
z!gI$SM;S-mdhlB2!olYmez*MhP7Zl4(BJ&ZV)edrjGiy~p6x!zXsH~_@!Vg?Fgr&4
z-<gjM|0FgXOqAI8=-fi}kaauxuCG_VWVNr3cf&D`WyS7G#53HNu%9k?x^fna^LyPg
zzFPep*<YvhbdL#(HNNkA;cI(Wec#ghzaKnzEa%!U|M0+C#{*JQeAy>7C;wX7@L<KI
zDZy<5$6xg-rA%#1xu&#jAJcr%7`9V7&EMn>vM9g2aM&R8OOh!2{FlNT45p-=|0H?&
zsJhvoZco0sF+ZIHulF$9PPdSlD0H&oVA|*Q8S)dGV}oZ;uUT$(KepK_rmA=K()IDo
zGQI~MNf$pj`d8X+PFZ62Wk2t}%XM4I0x~0ZGo`Mpa@i-mT*p$O?RMyIGv4DF6BKW6
zwpaUq%v7>q(vo9bYm7Birha=Y_;VNA2J0=t-dmOlrdxTIpZvTwhm>1Y#G$vUEW&lG
zO8%mik((sLR_}Tca>1wTQXvCFK-rZYd;TrbQFji#xg)2mIlil@{d-*Bxz>e(!FN7>
zzp!myg2@cO^Gq9;T(Mbdwzl>zUrANdZ1Ic2P7AU=)Esng>s#{qQi<`$S;4Lq3EPzu
zm#1@fr_NZbAAcHjtIGV%N8}f*mRI{Ny8q<!2gWWNXTB=C8_p8f^PnVzgY(Dy<%{oL
z+5B(q;;?R!*WpL`zHGVuf%~nE-G(IxH#haIzcS(I-NZjz#cy@?M11)W-<>k+>8fuI
zeOYXADz|UQO;d<HER*{o*L`o!EYprjTbjLnE*z}untf?PjrVu^sn!=RzBy3v!cl!r
zs;B?qqfxT4p&?u39`~^v{_*H>Xn<B%ZJ^h;ucePV%~&;3O0sP3+5Px@=ro^O%nyw_
z`;VS!y6(uqV{(Pjv!~fSl0{X>chQ4`TO)U5y4$j|@rjGR&fBzK`PAYAsdrxp>DpN8
zJebJT{&#_bt_|0g;2TY{KOc0mfAK$>Ec19BOP*J8<(zLUJj{vP_2*8Ob!~Iy@0RxZ
zv7~+Vo5aJpOd%#R9ToyB^`37!yt#l^!X)xNU)+Xj{<m=_dcs2#Z8e=Yt=Z>ddu^dX
zT)`~4tjMr$Qyf3N7Agu|&)fRoiq#R0`KP5rf?i&JB@nB%zvU6ftTxxr3R&uxE;1DO
z-AxvJ(XlW?l-u1SAnH%yL)BS1F3rJKt7UpL?%rIdD0k(=^k&aXt@gHk7g|rQ(vMgY
zwS|L$arKspZQL4iJ6|kIdL4fK$eec*b|}nPp2@RbY%;5C{97;nU0+{6RBfKe)<5l{
z=*^;Jh3j6<#^28r=+7}uUAz6z^*N?&I{duT^*Tb@CUdO2d*SG_mw&chC}s`l^4XDo
zzT*K)*rROL3ns@)HmrSWY0^}FFz=y%%l}$d^*LQ;50q650?)c-$L=s#yehFTWS+0y
zlxqJK=84n)E!edx@Y)u+nV)&;&7w}{?moF-v#I~AXlEwb+YEg>9&Xy3zGLg<%&GYj
zZ+b1tx9XYmYzV#8%{;M0D<xHU9?vYl*rnTlO?BDqqO&z(4)5QE)r|XM7cQLf?bX`V
zo7AkUmvEed+^X_Ln<LOPQ`#k#!<<9cLZ|(B+rwE*>3rP=aT{K&R$g)DhVH`kzOo$4
zz1c(DyT0D7*UolY`|0ti!Y30}xrnXjI(BJh(a#ts4<4(Zs~Hvv=Db|U_=0`QOz!W?
zPYFL0DKMR~CNL()&O%`Cd4|&^SNoRK9@@m=J;_gCf&C7*wehpH*#8`3C`*?8zSifG
zL6GlNw_B`AkJM)TvHmd2b??N&gqzK77rt(g_GaAJetPG2i;QNi&A9^aZaeFTXCK_V
z{peqwtwD}1>^qFA)-C^Ip{;Zw>(QbhyE_XcpC3{cd(+8z(xyj?m$B^*5C1=vd08{B
zKi_!8f0NeVnZiO{(S|p)Hg&PA&OEfSMU6l2cX*g1e@xlky|)A16keE^*g75CXR*PY
zGpg-FWgL5~+8?cT`X$zmuQ~T+)Xn+b`Sslj*T9_b?x$DXvQ7-#SoXU{w!+cls?Kq{
z$1A-K_BNzUn-L=WkWD`zUa4*C8{=MfHa)4SJAWOuTdbv%;b?MOYP(OKamcqBuU0N8
zWvK5wRrKPf5Vv@R{cqj2W87Nl`$e@nmKn_1=X1+XgKf3Mp-HVu(~aIa?!TWW;eJW+
zUGBpNi>_amY}mW;<O!>bUnC7bChWd(A>Em;d*1phl_IX+vp-J}IoN)6)xpb`*J;IO
zJZ!UCd#?5VZSfCz>$+-tf&?le!e-pHa$CrpeYJ4g`pA$d|L1G}{xh6Bw?5wPj^zG2
z>zBUViFbcHtQDVj{aR_j9kY{R51XWzY6HF=5!{osE3lW3SEB98y|Zj#9~#v5@6+u0
zc+h;eQhR1~P@eO>r?m^8eUzJNZrN0x#2vOp`QCloL)Z1^JKXNM8#8ZF^vNO#152Yr
z=2vd(&X(C=@_5D7Id?m{)8<~Xj6Cq_pvrR&HJzEqKb0*{y0P<9(!D(Ar}t-H;M1C4
z=pwDul<DZg^H6CE)BOYNYhR~mn5-`N(;!%_Rdhq?OQX#~{VN={tBY<O4SwMH7wuY=
zi?C}|7!lX1ES~te@SZ|~lp_DlB_C4*_7Z)q%HO2xuQw=f;XCEM=jNeTQZ9iJ>y|Mq
zbL_d*d9R7JCsbGC$g0p^M*0RT9h5HeuX6n0y1I33tWJmgb5%*xmU(UWG6brO=P~@{
zx@=O@BDeDSx!y+y{Q0>XgRB-u1pjCHZeVjwqIA_IsdKJTzr{J~yS?n#=U1jLJ#=j@
zqt+qiPIk@=&FxJen`Wmh7Ym)d*K79YT|339oIIAte(_!!ec()^{{)ZecUgD!?$5YU
zsFUEn?YUo4JA2X#&Sy^2@7!Fru8dGV)M&PCkzdIg_HXR_#P|56-V8DSoo#vCZ@r$s
z6x)F<9M`wEGpq~apSSp)yb$;H!r10bPcF2q`_{QTH)~bSj*nVrU$K^-edsvnqFeTb
zgF7ZzpLtu5z_M_~>i1hrGyX~yetV<Sv)JP&>)Yt7)~0efciH43F7a(!$9F=C{q_cz
zs8U<u;O{b=3U7W+jbLtb5#J`mDYB@#SH5O{px1|QFO&)u6MtFFnX1pKZMydH&OK^6
zb$>r`emT9psnhbTzT(^W_peD`OJ6Z#XKiJcOxKKZsqeho`!8=QUYyiCea6{Kz0cN7
zXpMAQ^s;6j>|T|nUmTBX{oNB-wK`(orDBdAIlrXU&!s0@rOKbZ^}W}w@z|G7x_6E>
zPAPd?@uug~g1KzHdM}$#ZQF8OvZv^f#;!Qor)JO6zb|Ny59<}*cKe^<{zTpMAL0^~
z23vo8@1G-(ncWnp{q*k*D+zsd>(g5{OfU@Bu~>IaM?KAPMezHX3(q*FIl4&X9O#pn
zuXoGZZ~2O?EoT;J$vl3+`YB)D@=>4A-Txgz%39ZsX`Hcd@I7i!W&cyw@Bf*+)h{<I
zUzz_;j>Ul^>Y<~|5A=Ig;^FtI*zwwG^{T~0togSfc$vfE11yh!p8GIk#_n0y9YQuV
zmu*d7`emgcC)1WMnbpaQoc($OUh>HnpL`X(_;Ac^zPo!%Oy^zvlW^z09q3+_Ck;PM
z${sE)onSd(dBy)(k7gClD!UzHQlA?6()*lu(dC{=oi8~GuZgkQF8kuf8MW;RUyR-X
zrj;$Hg@5n9w+i)Mm5G9TjY8k_uZl?O5X#-ZPMT4Ft)9I@=z7k>l|uhIge7V~_o}oK
zbFT`2nEP{`N{7|XhpjeCPhK>0rp$xmR`F^}lWtv=J+Qs%!sY$JcO{Q!RwUmyc(ilf
zP2~rtwpmDa+20SYXkcuTZE8Jt;?MDjH4Hz47G7fTH2z%0cJ5^A%(6PQY59*AF20e#
zsi(~NxJPZa(K`jBrj!T&%C7&G<+>cfZnOJ8_+FK7xf`Wdifd$Tc{$bG#<b%?GOu}A
z(=<Z&s{9VN$h>7$KDTQ6{l<yr({mZv`KqR!m>tUAwrI(!x0&3V7fStpceT+%BPRc&
z0*7pPZLGWhB$l&E7mk@cX3JRmG*M8#`-kIXfu0q=-?v_U<VC%ERrFoM4^3IoX;@lj
zzD%ucr7~Yz(|yg7`Q|>EU5hu~y%IH_Yu}ou3(fy8YWsL&=jkO+{+@fVSL|`$|InD`
zUs;W;o6p%6D#;YwUU4;T<GY#vJQo>gUuB-1CG`06A=b}lcHZV?x%2s2fpbCb)-^25
z;+J{O?kRD*KPPh{H~;0yFJFG#d4BD)7PAF!>@oucPZvr^ORMd+I&W=~lu&PZWx7F4
zuk>!UlLwb?_HT79kE%P;<NaHBUdM#?qp{xu5_a=#y*6F^;+Ks#Gjr!NXS}=A)O9hc
z{7Kmx3(c1EL1NP?_ZGKKcQ_Ejy<W9giRqpDhFc<4oTcZTQ&^pTPkTJ8t+Pjz;r2eU
zJt@l$8s41CoP3J;^C`yiADvGslJ8pt@EF}riV{<sdPr}}ir&_wDBZVA`Z5#l<*loH
zm=ML#*<P$&9Lri}U~Ss#TK#xea@<B%sn_xaYo`dS*}c8N9=L7q`vbzOm0pP+s4{(a
zz~`M-*!qLw*9DHRHB6qZHEC<MDo1DZW<9MfZNKDpmu}?PdL<=u|0Xx%b6Km_zk16j
zCZNLi`c<P*RZP|Hwj(z`6&uX8UX~>+HqD4V!KsTor1AB~n=!3hT?B;-eEoZ0udZ_Q
z{Qi&U!=<3j3_g19D|#b*Z!=1IwTV|NY`vlqk>cCQrm|p#@ROL#+Aagl(AP&~o88z`
zgsiJfb{(u<mHg?pMM2{}?G>wzN=^-1u%SG(s${3gMcpF`y4Rmbo+}D1y7QW+jpeoF
z+!K{T8}5A<w<-HGg?(>~pZK0R&PJOpk4&#v(|LI3AJq@O7Hw{ees9oGJ|F(_;NyI&
z53XA6?*cn7rcLYa+hY(=a(Si0>Dlu_EF}Djtt+3FuX$T0T770>*5d1>OziV-vs}v4
z&23LVdVI^@GqE}H9X_k3_2i|_`|<AKmcLVNR!C&o8FKS}`@e#1$MGd$XJR%#`hB@Y
z+O;fe*Sg&PB}Hz%-^8XLni8UaLB_=5&w<1n0e5$2X9yT{oHw*Nv1zlY+#k6goQIQL
z@9)yuG%JCtXwFNv;}N&Nu%2I&n7}akCd=fsdNsA`*Be+&kM6kmm3#W*&>elX6>pth
zI9v(5Hn(3itbOvlWfQ&F-}zii&NcMsm8oan!gyhN;e$*;39ou(lSx++CZFS*b2|6!
z@*|tBJos@{M)!_PqR?UkCfhfY&K|l^d9k{%=>5KyT@$z3OE%gyv&WlxJZU`nW-;H~
z5VxvX`?#Vv%uAi~a6@|fm8)$QFM4*KVy~Gb6ev=7)?4{jk4BcPrk=G?yOD0MK}XV2
zr-^>~4bKjGEQ`|CkN@l(*r=oK>(nBu{bbgh+qp|88~B8k#B@pJxcz*Y$SBYp(sE3W
z|A^*|)a&J&mTaDBb;rf6OhV`qgZ8O?ZAS9GmtG#X%AeKkW*^hBafem=?{kfr6PcMm
z&S839*;>pur|V1G8Q06MK^%7k_0FnpXVQG|EZ3@M+hdIz!R*lu2Tnw-zmdCkZT8+n
zsZp$-&Yd~FE4!;$Fs^Q!ex;%5%=3bo5#c<oE1q-C=Zi^+v&>AJz#DtO?oyb;uUFxr
z?kTmB`Yn|?+AM1xyz8husk@6=aE^18^M+rIhWkDqs9XH;#Vz3rA+vYg+mOG({U^)9
z&Hc)$`>#)s$X?92v&3<?mu#8Ytme3ne0+8f`IxTV$o=kkhRGs%jYA1<S%J-#Bw3cM
zwL6V!i%)PB?>Hd*^g)9BlMA8x`O8vX?akPtbZ5hkkoB(n3%=~TtEFb36jd?JM#qXj
zt?-k?1hL8v{@{0iZbe@>RPZpMzhORmv)M}aDM`n!9ds~$qUOqfl;vE3VjfGW;s2Jl
zd2inrD8#SZ#dA}4(UL@q8)r|2@^y!bzkHCzkTlOs!Q)Vgz}jpF1&feuY39nm9nTsZ
zG><qN^a^dz5DKbRKb4#~H|drrugR2&ijC!}QAc)6p33UOqUrtkkS<?%<Hh`Hx1^<@
zdsXJiVYyf3wRd;;o~%1J@}j-9t12E=E=Imr#r~1oGr2alHSTP?WcKBAJh@_bSmRZ!
z?M}^Yt%m3BCtf;s#^&qum2Q)GSw7|pFEVkzrm<|xn`cK{mgk<WS=Ae-vY>KG#0A-j
zVLjo8GM(Bk#vL$v#rc$zdBxeh{>$I~3GLgoW@&kELg$6r+Z-zel$E11q4%n^OZVQ}
z&}3P8Z0^eFh}*NBq*WyyL$)p6b*OdcJY)akt##iu(vmXfKAe2eGEc54t4sg$fz@mF
z-m<yiHfPV}3%PPG!rDg!LIiT<COum*^MoXeYs=>Vwnfp2^NwzOzED}5XX6hevF~^1
zA>XSK7O_j>`Mj1d7Zx5d<`iI%Dfwl@**NRO4mHP4i*=p_GhSCD)@;_Dkoia|%ztlS
zg0A?{4J?1(D{nEMwR<i@(oeZ9U0cGov+$gDdDD^NvL~^5SL^mKHq$>T?OE8aE~>E_
zbR(Z4gIE=}NW0tW{`${Mt(<%IbBHVn=MrD_^=#eZ7v(G3<9<(HJT1w5Ezjx?t(r?8
z-1%^6N=ntlT@hP9PTJX2qIzN7i3#fpZ`?gq>Mm2Yfp1&WM72#CS55cq%bNZ8SlyX`
z2|GCXRvwAH`Q(3jziCA4<B1iLb0<F7`r^ET)6Kd?WjEg*-DU8=lfk@}_kjQH-?L{<
zVSlOiN#sDo>sw9y+rk5^#aHC+xb?;MM&E1)zG|UvpG%KU7wtdKbG>6xbdU{0_d59~
z`3*gD7-N5L%ly#fx+K5!g<4uHqavRn`^)X}KFxl7k5#91#ilZBs7iF;nsnqw%fb4R
zM6U<TKUvEcZnWL<>&>*&uUg`B7R~5p3J!}|qieR{#BSmBmo7L?UVZ=XJ??i4uHAjk
zD|vYi+n*QV;e6lTvQJUAmCS45W%HUDwe)_cQq1QBm$d8eo!(1JpWTo!$5Etmqv32D
zAD8}RX-|W9c5tTOxWjnCKIJO!zuBKSw;Qf%3_q%<BwF(Cjrk%&EzKnk534P16*ZT$
zExB5fbgN{QSKi@(t4BVYh<n{qY14ZARmMDK;sOKbPg3iI+C1}5W_j5e25owJRy!*4
zTZdVf!-Hm9QSPhLMV4IDe-*_r?O1j^%TeA}O!=Dx>uUNUnx2}y&}X?ZW0Jh##(%p{
zrQ}Tf`tVptk%ay^5nK5Zjr3<PC$jC_yo~8Rx60H%&aZFRY%sjCz3T0L7pv_HZ?w$6
zp)q;+wxoj&Uai+2C0*V4!gW>CLUY#N9^D^5&pdnm>4MWNQF|j(-9H>z7PT|J=0H+V
zPN!V|%ommdpMqyE)>6DIHT9_Z3o%x?s6`CNWiDTta(DKT$4d*lnP%L1>9+NpMn=7+
zyw_#@?-?@N+%_-po=_#y)W`eerLWA}Q@xqBx88csc*l6}>2Zy4>EGW4mr0*>7Ou>$
zwPJrC@UA@2Sx`@;bKCVTeWD+B{JK2j@v{9r?8|37JY7+6Tz5~;^3Puuz5lr5ex40?
zsm#L#X9ZU?+Am(MZSG$4G(T!SkL!c2I+2OFk_&oxcLpX^+;h4n!!!NhmrXx1`y@>Z
z)c>rOlJc17XYRSFI=*$9;X0|?{!>=UEy!IT%Cjn-?}e1n&N-}Yj|`68kqMq0y72PK
z>*76~rr|Gp-Lj^?Nx3X;`{|odN9hxR&v$x?YFk~F%gE$;?@9X9FWJ98b+OO(HV^eE
zA%>EyhOf6|l6t#7Rv46arNkKTI3+e`FH`1*TOW<1zUo?RntDZ~w^01em(T}-JqyLz
z41UGQCf(~cSht={PU+B%w^8riHr<<kwWuw$_kH;Liybp8=UMmgei0SU{-=3QA!SBx
zy7@yRkKpx!Wyz`>KbkX(cL)ir*BAWXqHANw|Mk_MV@hgCQ}1cy`<v9=+{syJ*wbnl
zzu@q`zXgUXyO$Te_T_L5I^XnWUM2I7&Jb@7)@AL<|7B(|W;31$T)nJ~(c|TWjQ@`&
z3j113J^SdeV`Xv2PPU*u`<!;1wh_JQpL^m>Y;4bqQ<s@<h0b9vUAm1=Rl)kqua&uN
zKC?8wgk(I@TIAFtuxN6ko8N{F+UqwkzTTVp<jaxEO{ZNInWBCN1RLG=IQ8K&bMlNn
zrH6}@6#ZS9H@rUc)X>RmMazH5_O@Tax~EQX&-&fnbm7`+E@wVYUJI2w2WGu($jCp>
zdxq;tXNBQ}PggEHjnEZnEfd-+tY~#bXN#G>$c>)Zjf)<h<;&*SZZ4ebJl8Oc&nY0a
zYR4<~qyYJK;#@V>b3-5eY`zzttR-cz$U9YMV{mYk*{5S(R}OQx7^>d=x1^9YsH7ok
z%ibQ=6_t0oo@QNk+H-Aj>x0dE8g`k_Z%*>N-doXsE_K&p*4ZAS)~ki3e=fUxZTI0R
zXKJ@?-Ov{0-kG&aXxmruHEVUleGm3tn;1S<dhP3?UD?amXw1DkzqjW1!7D2^+I{&c
zkautC1a{e$m`yBB-~K3WDo#5uZ}2*;T<7x_f&2d=_wX>@+qa;jU1aCl6&wvG!#1p`
zNL}K(!%<{*S-D91Vbj@$LWOBQCf_f9In8nZqVs$Quf5V~PqdHf-HBfj`@cdeiaYh&
zl!uR<xNb{&y_%`L`A}y6lpD!?M^<0HRX#D@Wp-4h;)nPht0%k;;J)p_xJGaNA+^~H
z^^f?>TALi9ep_eSyK{?`@4T25lC-czTxXrb|9pAzsNk|vy)8QbXMJ+LboIJ8+qDlf
z`ZSdt+nq~&G_P^9ww+P`nRPtzn)2Gq0o&X3uUy-ZeSGbayNk1BwQWD2_6n=I_jIb<
zQ;>?q`SIa1q*k9OcgedisU+;@H}OJ#vVW2>U%RS`Vb(6SGxeJ$eA{`rQPwQz^5z@8
zrMw%DiA272UN5I{$S&u}?U%2Q&9i^;-&E`D%bdlxA|76@s(5<g$yTeJ0<k>%>FbxB
z<+Z)~;QNK5UvIR&`)6OB!*cS-?^Vi2w<c##^<H|hIrsXfWBUr3B>0{NsHW<E)#_y_
zy%Ji~A%3ag+GdZP8?SvAkuLMqFwSyV5b<`A_v%GGF5EX)X+;*#Uskh9Yu7~gv<J_6
zoc?G!CB2>hqv-o7gC!zd-=>Dm^Nzpz#Oj-hjG1#=ceCW|sYO$DD?VO&maTmBjCt*u
zLm9sF1&eZA&!@&W*j`Q9J>`q5d4%q-3(^w&E250rRA*U+?swj1#B?L{gTT>OEM2Br
z6IkV3_uRJK6Qy^GZ~1}MPdD7q6ulGfQSNhgO6PCcAiLmucTyuJCtiJgN1;v2crIhj
z8Q--FSHA79VfbSCsdmn1-r%C3{d~{v#X9GfY<g+2*{s+7yxG<XcP50XzW&g#O?md_
z!}E@0oep=j>9X=W%VDxED`@SugVLV1OdJuS+5Fs1tB>2vmPrk=R?X+n*wWp9efr#=
zc3U>hiZ`fOb9$z#vmyJliH0oi)f;Y|_?!7n<P7udx6BK^UyJ-r;9iwY1<^SVZu1km
zSLOS3pEp}pdEa{8D;k&Ud=YxD$`U2CdsWtd+Yk_Xr7kDO{MTD<&nZ4NJ!kgmOf9)3
zQ2g(ez{*uWLsM$4U-S5FE&69CxvwOAlVL9RQnM{L-YIz2+IYQMz;&<8@1@Jx)2&D2
z;`DUP#lmkNyYX!MdKZOMBVirA*Pbt$s=E$LhOi_>J)817Quw^P*aov(pR3L8?v8l6
zX@MN-y((M}o;AGmpVGn5r4?7D!`hy)-83t-WUtk!{vbT}syzR_FwWNeLa%}AyMJ%Z
zwA%wqH){E=kJQae)o`}4^5sZ3e_V5~)GsXd_w&GJv17Ya*DRdD<Z{kT;p^V-$r7#d
z`D_l~eiZc-Fzn28SnaX&2a~6K;I`9C92RXdl)9?9d~4aR)B~=odS8AhaKFTBXT)~l
z;;W?8qVj{LKWeNaCTv)9_V(T;iD`55`)%F&R!`cKovL_yV-Z8~YMldfv{nZh&kWyv
zJ0WiF?Ps5+--}Bw;G5cO+1_>d%tEG=DZ7@ls<-UiRq68R%)E0!*S(VT_j$~yUH|uU
zv2~EyGv5u(x`#8aR-ajZd58J_7LU(Ye`vXymWSiLS7klP_p1C_70BPUdl9qF^kvP{
zf<HIic-VCKL50m>h7b2%mu0Cfb1ROw;XKGt)cQvAPVidh9wGKyTP!Y=oms~8yvAnV
zZQuU2vqCNO`agv|ob=69V#CRV{pP&i-kT<Cme|kd$g?@Te_6aFlh~P<cV(MeoUget
z=9p~%9+LLCsG9$CY54Z<2C3geS%|n-<t1tNst86cSwY}l75#~GCQ8hYQxRzn>YF?v
zJn^{V6VmQgiOQL>hDDjb%3<dRg?YX<r+(&0?V0qgXZ|zu#d|J!a8AFj`ASjd5XZ5S
zE(QhL_xHCP>Fy{r4B6S}dYU&k$|~h@QTX1DO|$K{q&#!<eZDKBQ+%xq3xi|#*HzZW
z>o>fUD89MDqkqcdCFzN3yVD*9<Q=hhz<RIB*Qb*;Ha)z$`VZ0fs+=yjQ@R*$@Z`#M
zxvNjp53np<wR34yY@#~*-WxX;o;r8)kd2wO_H47`=WHJqDceRDvu@zJmUTV$LO??3
zTAS*-uUWHKn>iQAa$eu9uTf@v_#(qoefjq4H*qigLs(c>>OSyPFiv9fIGX*jrK-<H
zPmr1U<%!0F+d`g~I%K)6UOPoD(yB|Vaa!ZnMV?a%{>v9T=tTBixE6MCTmM_Jm9}0%
z#+jjagB;y6lW%aWYW6jj{ibql`sR}9M-6Lk@=kEJDJz@ZtQKc@yYyK~so7WSrSnYx
z{Lsjl(QX&IN7i*+yMOYmud$c6m)~^be#!c|?nrZ9{q@U>kJ~ps$=Ox)@(=@i%ZjFZ
zb7b~ju$*|#Ty&?(7Z24NBG)q3y}k0i<miHbuC`Zp8$>yY2gG+@4EL~;dRU~M)HhS~
zf01j`zpwv-Ufy@B(TtaPylR_t#Lmx>9S`O%-20+?(*hA!&*R!hocoKWE&h1n)NYlD
zu7+zaU;3Jwz&7XUx=#+5J&u_^Zqqw{!SPIOd6xN9vAG>D8E#e1vtOtGpkBTFA(#8U
z#+i>47c7jvWmB&(-Q-A4-7V9G16$4+%-#2TYkQFGiD<r%svk)Pr$WkQnGzy6pPyUH
zxu+;s|9$Vmg*H3<XPcfD)_)pVcDyxH;mVV%a{p8R9XZ{%<NoYx!2;5UPYR3qL|pV_
zdpvEM-P+$@Hhd88PZnaHuC_FM&8%0dFP0jrb$wmHD)6-C@Dlm_H6Ckic(@J+v+74?
zX(=!53N*-eo48`SyT?nPkB8h>1}@K;b-4Lfovi+c;6$zC;i3f>o?TzYcK_+GOKT4v
zk)O3;>crDGUD=ctAFVRHDV)|QrOIKNap(RgjC)n)^WeT$<-h8h#V1~6Z9H>Nf%9?o
zhYw$Pb~`ic&(n+B{wAgULS5*Czs*(a=jYqUg<0RyiE^8mb1{uAph{uxBnMIRIfB(G
z=j)VYi}xt>&dlPeEB|o$@Q!1vxv#zp`<U^7Tjx(=f3zZ}V4NoVjoDBCI?Q35w^6i!
zWBu#d3VX$3He3~071(Uc*!215f`#EqDc)CpAI<zSjVGmWZ{;SX4Q|O@N_!q}n*Zhs
z*P>@#6TD_R$IaH7)y&j?>ib>Yy_x;(zdyYSeZQmqF!zrWCl~KM#C)}C{;nrtZ+Fd_
z#2OJB=n^=;+UmufC0CzsT^2jxTEqTBy3a(XM(zoioih#TUX{b(dsUvdV!c;IPrf2<
z(z-IfZB<JQJG$KVSg)=$nrD9Jp_WXU{zP3)i>}z4F|}4V%oo4t)$95;{gc<k8uKRy
zuCB~qpY1<gIVQ)dNXq>F*Syf839(l{3A`_!y5>ry<F(evzrB10d3z#l*^HQ~vUX-L
zzdFXh<7BQ=S)-W3b-e&>na^9l=uEqR!rbWVZZp%|t~UNdo-Hggzit*Mhp(62p~Yfy
z$y;8sW=8z3-VNLST*{7nxy$=g-G{q}+QR&|Y&zAhu_^Xs)c)%x8CTO6t@+8Ep~@(E
zaGmD1bMYGPJBtol`@C5CTF7jv-IJEe1+~Z5?EJmAi+8<T^^whf^5w>-rkj834ZrZ~
zY{-4vijL`~jbD6IR&;!xy1wFT*Sq7>Eoa$WxHk3J-+lqzO(&+v#ycL<XbsJlJ=S(o
zPt`Ibw{(xO>FWCj*740f%O_acnEvs4TKR*+BJ7qq7r*4aHl5u2Z%+8T46&B_V)w(Z
z!{Sdp);gYT&3!ua>hcrb+wZ2_`H=7}<xs~dNvqkC#|s!t`&HCym11O$@F+i>DApWu
z^{|(2MP=koX2<Ca=_fYp8LU6~Q!#z*iuJ4Vcdzw%D|M!=`Yqp;3k&AVW)}<>X<IgF
z&aU;j8t>n%ms*^XaQoy(GY#vqD@*q6<~**wT3dYi8o&4{f31Y<9el2zDlFfyWaS+>
zhb}vd@Go!O6n0j-Fkep7Ii~Wu*L}fbR^Je=sfCl)-RON%`!DT+Za4o9ack)n*^K9p
zzieles$1$9$@a3vcj~Jsj~prAQ|V!MoIaiNTpheL!m%ehVq)eumc2`7rgqHSmw9X1
zGZ)uv&&gkAr3Y(EZ#9@6WU{pLhC%1fIY}7~#YS#tRjMakS@wR`z6>i<C;!*?PK&C%
zep|XT`M}?MZ%<a~?wzvrc;Iy>^{<Qc{_Ql{*my=YF!gD6;lj#uzXdCP<hkxXs%x}=
z_x<QNCeD{(KLx{5I0gS|Nt`kHyornFix@+fx^HuBvt>!GB&WJePZW#Bt~8^~3l#FT
z4<4MpE<=pPL$<dg$kA)FL)IzJ=H&t!tHT_#EiBch<*iO=zNZ$k6nw2pRLoSTTP#bZ
zGinzdn)fN9cGAD=n|hm;)E@GfEXf-BcuR|tV&&WVi6;A{SlPe5`af%mboA!(fZ30e
z`EwpfFiTraJJ2?*>fP(OtUoUg8!}0Vi{}e7MD$j!<&FL~H*nIr)?S&f^@-Czy+5#Y
z;(W2bS9!KOH{`o*uUOb!WbT!7LvEM!rw4(5-%oAb`t5oD{lA)a|Gw4NADLHKD&)_)
zrbYNj#T0h!Ew>l_)tCS8`R{YN{6j&xf>;G6eVc#(_SgTpUjO+=eA9FGf0Jegmma8|
zAlD)ETThpD%axfL`(Fji&#3vy(0|rE(rcEx?lB9gpy$&iCin>Nyl6C^)A@(vyj`cu
z_Y{O5{3FV^R+&#t`*c!e_glRPZQerWx!<`2W+~11+s%35&3n_$K2N8wa9{IsR^)aa
z!5yAUkJ>dX6!-C)9)3M5?(SQkts2p)hIdyMxO_~wRrWJnz?RL~qW);Lkk7;iSqEKJ
z-Ex0E+i=_UM^^0q4?KKA$vfUDE0!OvK3caR_tYi#UALVD8(r!YUY=VR<LvjY?TUZ*
zF<<WXgBd$brE9J{IlX4<%HmV(Ip^YYPb{BibbUg2wcre%oom}0)}*JdF?`RcP-)*@
z!xnYy*Yv%PE%wTBDW5_gIPbW$_0cPhp7s|dCu$;(Shcmka8cx&V=LY8L3sHj_2~3P
zjQM^APt8up=;k~ts=ev+;@6&=U#0G(y>V_m`@cObeQCw2d8VZ=>et#zKZ}}qUqhnq
z|LNoJ|4Dqj(|mN=pHI*GPi+00Kl5gNU(@gHi_-sp`uq6)NwrJ={yv`m|KxW62^ZWx
zeE9KnzwHx!)0goATrpO1rnl=m-~S8RVm9OHiKP+e<-5cjrAj61&Mn_`Zhy&(f0FBV
z#ip!LQWAQ+;$`}+|I2gKQvR`KK6;>Nr~1!BMtwr7|CD$3e;%Hdf2G9zdExOdulH76
z|MuHc^YSX8oADnneO=GDc>OA=s;i&vySnnb_vHSIt<T<Se`1=1;I2=?ce#FvOPu#z
z^V@tfck4U%yILQz-|l**HR-oV==MJ@sn?!1ZrIinu`GW1b?dO7++i20>uSEY|7s7N
z9+58UFZ!ooTUA-im+F5H^Xq>8IFh}gX1n0Y5V`+9{rknAy#N1gafjQj4-1(7IWAqg
z#pB}991&aY_gx;jKHN(sS1f54XsFo7#TobYtbW>)|7}qPAMXEPyCTCA$lmt+rTYBM
zZ!BaK!`O3#pDdbKZ*YfwMNPw*IW<u>j&kNU8ol51CN5g8RN!Eswr}m4K&!?xwi<J9
znm^m)m>+3X%;O=hV*g>$vYN<=zqqVYT;I)9o3tchar=Go^L6td9jJ1?r+GiXb>Hk0
zu_fi45=J-Gu9qgL8r@witrDQ<E!`(`;K-tms}p%|Xzcj)j+3Wk+RBrjrD`0$)o!=c
z))>uI+5djV{pZJjas{g-w;AoyK3uY-;g0L_NT0Tzxd%@zZ|-%>toZSRhvhP(vG#7o
zWTOe+>Pn+Jn<p$0sJ>V>rDKND%%@Q@J6R|DeOZ;ezB998TInO1V*i-iujJIWihgoD
zXg^Or{nPpIc2B?5_PI5i+dulT^Ec0HlnMLhZ0A$oQ7m>`@lmAPygTW8=XP4Y{^YY@
zZCt1Z(^U4zr@#0k?}Qj$k``tDYC7@u;}sI#MGu8oiV}`1x7YoDr>`boAF^!kZ*Q*m
z|AamZ#r<DU#q#Xo<tw{iKje3R)tOiRuRG|yQ;Wfl$zMA<``aJSFPrrx^PZE8_Q^jF
zJl}UN&RDYBCC+=#>z>UvbKbkug$cD9)qMWoq^dh-g87{D#~f$y+if`@^W4JZ5TnDn
z8tdNwmyX2DpY^mfLeQdetJJHeHM4{>dHLQtU*}1_wV7wi-lxh*W=skFB46u2TI`v2
zP5hyC@CRl0-GVGW-IM<Y2VZg6utxr^8|U{^Hve|lv#39kIcK4yl;{$;?yHnxqU2n=
z?2R4F2Hn#x+KO`W#mw5l!52}n!{6SN<>lSN;u8$3j^8=^>WaPno$G><2`O9If5&LE
zbw%8{Q={JywkIkmy!BS<1CF%Ex9?Y%Ox(Wor9#1yjy)V=QFphf++=v1DY<XoE>0Oq
z8yjhPsr#E9OAMM$uDY<YdylF3#EF-E4FV0epVO!}F3`MXU#L@{vCZD@%+pu4H5H|g
zHmrI5F)i1A+g^@5t2bXCb#4=%w)}lm)AyJ+M_;Mut<SPQp8a?AlN6=7pW_82&6SiM
zm)CoJdHg4|2#y?zbi#EHd4FJ=|D~tsVBJ(vbyjoTqK_ZTys!Lux>WIr(c_z^P1>Hh
z=SiN7e<J<m+N8qi{=Tx4yI0Me6>4!*aH5&{N1piT$G<l*TV8teT-aXFTim+-aij2!
z+QXr0H;$Z^ewrmFzPw<z{VqNsX^)r^wxk(-SG#nbZ0ut=TkJ!1vcf;-*re<2<L~g&
z^x!_WaLqlXj{@pvd(-(Yx1FEx{M4B(b(vbJi?8ZE$k?S_cBMSF;PV#i*UyUiPo1~_
z@#wnE*ZG^)e)zxf@|ybM{)O!GSLGk;KK5%@)y|UpCW0b|9ZWYeg#2E6vqo^!2Z6kA
zk1U(QV&s1P&nWs^J(DB<wpK)VZpr<yp55on5C3R?z2?Nps`C2XL2<kC?Y6A1s4>1{
z{&hy|=dJVVBBk?p%P5-WY0a4a)O+gB{JKr2dRq3sRdcSt{P!nYz4N??x=s9ZS8Bd1
z{QFV;bkh9km1p+l{5!d+xbEM5sj9y_^_KWp*4^T_U-y2-)cry83rZ_fC;Il)e`$>4
z`})*{pQGRNPG_83NZ^yet9Hv7+AdEjoBQJFh03T)cRJ+^=1lvcER^sgeXrk_A_*Ol
zyPa|dA#!&=@)(pXj&rYaxR_YK#J%Ux%;ye^7-G_^-ktv~b24<Z|D1Jf-)~NNeaq@l
zk@Ai7*t#{peclK>m6<F1Xs)xZ|FdG5a<wNix94^$*S<czQcj@n*TdC`zZT!Qvr=w@
zN9%?8uTohePJWA!&ts8n7VACAZ~EH)@5VT{cNIU}ZJr7V_f>Ko{;s0^!0Iw{*WsN%
zJ`_*8ma^=1NPm67oekYq`wDw4_%@%ju#2%R<9Y4&ETa1I0o_Jdt^E;vfqyqeJ=s5f
zzTf4zx%*#+=;v!rylr*op?BBY<$WjC1&c(A*%!KebGO#husG7W{KW0x`M=&>SlPGz
zc<=t76W-h{JoCHpNJ6g4OzS6AKfW68{oX#|J^!_`-z%@bXb-yk@sz)nRN>5vcUX5m
zIUUd7Dzj|zcX5X1r%(Q{HYAwGzH2(u^QeGX{xiEo&$2f<OJgKT=Iq_hAkh`_T$iD3
zRr}^k9j>+Fza>f>F5Y~$hxNz<y$kg-_B+(a@G-Z}xmlT2Y_=-@hUAvz{l~x9CKsk{
zlHOvxQns@1>)RI<KBfL2ldtVwX(`8G-u_DYM5_7f$@P{zMtT)z7p`lL{dghzf4O|Y
z>*cQ(uiLlZ!%g>E&ewBIXUgB7jkxP_!Tr_kw^|Hd#kZ=t7!JMLr_T7m;mz-->I^*9
zc2(w#j$7ATe0*l=b@AWJy)4h8j|cA#I$pc3_W1JMtJ~+EpTKwf_rdwBMK4OkE-Ai<
zD^RK3wr6{F>byuR?H@kRqh8m~4F0%2=n(|{*Vp{`%3+FS*12YhWR2<EfedL6Q{p~7
zoh@W=!F~E%X>Rd``UkE@&ZboSoAIK4=dmxlHvK&N<FKXB&)d~PoHEbntp51p<GO48
zr_X==@`LT}jBWoXFqi*xxpdT8g!M(qzOC)+_np_*a}9iWQaI#Q?Do_rAO5yJo6`lm
z;iFjl)AH}yyNvqIEH5)x-KSpnt8D#Wm-ioI_k2A6BKC~ao_f9ak1}7+KeM}H)t~Uk
zu{N>)mVef>GWuixS#MY2-?aCOw0}qM?fx&`_HXu{?sb35?;V}5a{Qy-zp^5QcJGxx
zm6pyt6@UD%eBJG?irr1GX8$^#zxey^x_z+=-#`25yZhX<|J^JSqFrq+`R&`pZmX2G
zv0vU4?J@0d_0`CG*DNPax)3_!KF=%JiLb4d`s?SU=pMTAv6a34l69Pb?)iYt@*m&F
zzmQFDJNh~PRo%xEH$QC>aW7IxDRQ}5|L?$OhbD!&>lG^;CWQy{9m!eocd5jL=}8SS
z8`l?B{Ly&abVhkzmr>F`v4(9%MtAiNgv!KA_pkq3oH}9cTP@}XT8C@$$|YsXYnJwE
zFMeX&usOCcTkNMmVe*GhMPYtsA=9?$>;LIBRQ+W1?Bmgk$Nt<)eDZku8uR?Uxw>j@
zO`j|>&8JUK&`;WU_067HM`vYg9=){BB|%wji&Evk(^-e^?(Xxhjt{?Vf5$e`<nXy0
zX%SZEba&m}y~%_1N0iywtMV2_i@UA<H}fv&P7S}kdd7+!iPv`RH(m6KXWbnCwBX9c
z+xNVUb5Z)JpRB!qs-EUD`RRW-cg@-K%<cVr+iiT$UyHM4bFOTVdA{~zcWy-T&!V|(
z>pxwIxjg;0PW=CXI_snN`hKNrOgkNa#&h|b{XTw0$*cFz)Vp+Z|BT6HH|tC1l(_BH
z{AOIO9Jl-2`q@eorr+hguvb%Q(Z8h;|2Jte{krNa_>y^DFZ+S5A76Z)TDN&q*W>KR
zAGg-;^QpZl!gwe3)$3&$kNehdDNOwoze#i2m-D+c=RNzUn%A}T-_zNTG=J*{PuaQg
zZ<=6#`@?@hfn}%uWeca~yZ<#7nVoOeH-F)cKhyVW?vuUke_`pdy|!EKdrc4i7B8*7
zGcdpF;JH8cC;O&7=EZuah`Ax?M2GyOEM6`{GYbQAuqp`G+z@p56qpS;90GDIOh6*)
zog(Ijpd*sN=Q&aPP7!mE13)H&t`IR)Ff;?-jsX(@T?Ycb#sVw=I;)<OQ{OE=uLSi@
z5%47xU?rUT;5$VujG$*^f|P>{0Uu!uQvteD1bjd#OaOGJ2>9$kn1HDQ^iVLEfEh>t
zba)R~0O}CR?-YR?&H+7XDK#$z9217-hM@D8z-&mYIQc5*`{ftqCgy<7j!RBdFy!R|
zxdBNB$Za@vQ0-0;b3@SKh~(G<zH!0VM*(~xL$ISlNl_{I+8V5$K|A;kabQ0B^$FNc
zNiqT-21LmzNk-7)XgG1-DPj(`1vwxRi&Mb~Qy<-pgXWYZBUq*wy;B75og(JofI^B}
z*bz-5>`oDLa6Ui^2SO(Y8G-5<Xkk`dQk0sQ%gZ%-rw9diikO2#6dVIamZr${wh^e>
z1WQ0`2zc>B%t3NS;Od;BA`(<Xf$BnhMI^`;qTD!mibzm33icMM=T;hn4w3`aJcgE_
zE0^FmiNq=xBW@7^U%X^#g!L8?0|irXq?#HUDwvv@fo~82nFqc}1j{8N1`5XJ#$c5o
zRR#*ChDHh|W=0CJplC&H92kLog%lC6@@yDgA!2R>N{~o?Bv@8~8Zy|*s;tAH`;Y3l
zWOqAz&N_CIO)(&d%kmBX>2C}x*Os&$HSDWCar^wlU3_UC559ZOS6Q+ovwy8A<0NzY
zm3+)R$FllAmwe@V*dv~NRF63~WQXA2t2eACx)g6e!+87}-{ciq4Nq*{o<9)3A@il=
z82iLMRlWCaaOc>~)+;J6eJAa{g)u1b`hvoasq?D8U+U-Jyt!>{U!m}{+%JDpYjpS&
zmG6Bt$+~2*J8t3ox2&#HkA*vzcC8o7_`1L1;JVKX_Eq`c{5@mtvdAdmxih2|tx-7j
z-R1X`mmX8>g+wQLcr7woJa7A}Pus88Zn1eT6tn$C;Zo*q-fq=yn~pOPPbyPRDs9&*
z7Q3n5uVZ&t?ZLd)OxK+6ZeP9b-tnWCOfwh1*6Tg``{3OtVb_2CWq5pk)@yKS1S{nc
z4N)UdxPs%s*uW612Fx)uH^SMdbIva<%1kZtODzuw_6-5GaIrP(j6umf2$Z-v^~t&i
z$=sNTW*yiTu#3^lRZLe7no`S{yoQ~n5xx_-!G<D*1hmi?sh5aAQV&vi5Gr7du{VY$
zoz81E5CB~wqJP=7rE<m+Atx^nrHwC~m;Png&@Qr4;`9X8`gmh!;g!=4Sp7KngU{G8
zaGuv?Uz>{Z=2Z!ga?`go7w)iR-P4$z9wAY9cV(t(&FX#IbUqxsYU6id`ZC#wX@zn%
zKQ0#*8Q+)ra^Zk5_q{o6*Jo<quMwU4{8idp{x1n?dJ*%AdDou*5_J3eE_S(u8{4k@
z+cW#w+WtxnyL4_FC%%)tQYJmy!X9K5vrgmOUo<cF&nZcXzwd2g4$lg!z0UV^<8<yq
z0n14)T}q3%0~<x!T+)|#C>&K^WE@oF($%RF=;Y;jN=0dxfT~BPM~Hy!;;&bee?9*Z
z_)svl>B_}<cLJA9;Oe;EqIuIQ;GTs2sjK{=^Cszf78bSN?t3-8Wa5(Uvfo$5BqQtI
z8L@mnw{mvzzDx_v8*7*P&u#o|aPy#E;OWoYDI9B_fXf!l@&_F3;Ak>7M!p-s+!%k0
z$tgc41!vI%YRFJl^nhw7aJvFBzyj(iqIcnqLAHQhj$ZVDn{+S-4xUm6)T#jciPW}|
z3FvY)LrVoC0|iqH0|gT^g=hscOACcq1ygf{Xa#daa03Y>Y7D-I!_>%F4-`0{8o<=p
z1bkwzxurt1f|0qQLac%XsDWi_W&u?Ly5iQ<7^DMBQ^*+PXrw@fmTHz*nnFg#i1bjR
zU}R{d2R^wUa<c&D1(6mY`*jU13=|9vO^g*Rjm<#r1Q`K}Z0LoM;LAC|VFnU}+#-My
zySVNSFb3O=NIak#vM95lB)<qF8G(`-k`D=%Q=kePOGD^3s3Fw${;$ZcH+o*@a@iF(
zq;Wq<VxRVwQ7HN(Pj|A+ccpy$+pnx<9Bku%IsHj|;9a|IUQr$Q&K$DdV&J99v+nfK
zf)+;gl@XJgCfteB+*9+;w0q8u+hN_stB<u#Rdx9CZqaH}={Ismj2_5#$MrfWUuD^S
zepm6G*e(B#NltB@5h}_d6T9?z-2N}dP9iD4!*=Z0a{FH9KO;M{-U)1e8B+T=VoJ|n
z{F3DqcI;h9fZ4kco~b{??I&eP{0z^pDf{(g(_;(!@OhhlI~-LEm?vcFQn|p{sYFSu
zLu!##faAtwLA4#<yy~s*v-xhCFfHJ&j@sLqRo6lumFPMu{g;3L`>al#;jy10(}a0G
zUGr$&{`aM8_0;|LfvYBZ<0^MR!3Yj^BMTF-8ZgJu+!$xO2ORN8$7zG&6#d9=6HuC`
zsOT{vqSXVo1?*m|MGul22Tkc?LSCC^K#u$dyA>&T@f13SW{^?_k`{<4b}UU4bPX+x
z6bubPS`{n}LB&ukYOw<kDzrieDPD1uJC^1klZYvHz{w2BkA#XH6YR~S(IdY<5`W}3
zI1IsIj&|g?30hl+U}S)5SByH~ZSC!Ksk?KZ{{GkXRYu|VuJ{H8hc`Fs{C+X~Z18&H
zwn58b&VTk<$rC26*qZ(O%0}xv_S#1W)|q~rGsPuP#4~Wtd)S%Z-|qfhqiVCSruO%F
z^FK>l1mrZYe)w^C|K7i+@7w%y{_saG_-Xa?_)ktX5A6T{x!wNnG5`Mh-$(NgKmPvT
z)ylB<!;8+8y6@loKh6JNBfLnn?dQDesrE;|TNHcto7~UNS-fTU(U|B{b90w|*YrPg
zL4N7p<AIz0Xdk_Ezxq6@Z6$xAjlq)Ry9K7m-97N~rha|J@1yw_c7C@>U7%=R_hW8P
zv(Cl;KOerneV<eA-@lKC_wPUYVP5cz(5Q*~|Gako7sU4e(!KUC>f5&c4|qHEhaAg1
z%X#5i|1aGKpZG1i<xB4;yGaGh`u>7X{EqWF^`vj_1iS1cDb<<VZzlaK^!htl{FHwE
zD-FABCC#ND?Y#4s9+zJpQuo<2-TwK{^u2%Q1kd04QPTO9eN_Hqo#JIb9zWKb-?Mw$
z`6mx9+t*lioxi8C|5w>^ub*o={aGIhd(Hp0((T{F>-ICGJoYa6e&w?AIjNTFMS(8b
zPrlDd&+8Xyaa?<@Xl1iuRmaUK)Bn8L`!rI1c1Tz0zT;LtvP<+<+iyEwofrJ|V5>~4
zKyk%-%X5};O0EHUi>_a)n9g{@L;PFKL7}bg{~FG7evMr4$Hn~Qe&G;b&C3^l#wGD4
zR(;|At>7)Eb=v;yJXJ~4fD=_5ADx!UUya+}{-Ngg{rp=qIF{LH1goxpbs%Z_yK}8a
zuedH`6O1>rO}=0!A2My)i|7THCLLy$ILZ6uW#P=-BAmOAwQaDM(Aevh+V{{w)=9>w
z>D~OZm%j1*$~h)AnUg&t<yGsdH_Drfr5qd*JYt1^6d0U3H|e5oj^Rm(7YExGmMU*}
zc+H_aBUx4JYF;s)!Sr?hdI9YhstybA{kb#Q_>!yA358{sa(8mx5D}Tz*U@+O)r+ne
zZJpE654_Ayam|ojGgHQ8U*+xt`g6Y68FBnbSKJnRQ^R`wZ`qA1r{@*+r+?dD91-|@
zf8CMQIab#nGek>F(UD9(n=Qwu!CWG|v0!HX>;=zT?{~NG_^4e}d3)_9o1xgvueUi2
zyK0#)@@&&Ei%AJE3|wGqrg70JOsqmOqAI{jH8WaCDRTau1zSXqA5Wj(VsFE1;8H8r
zt17#j{i3#N)(y!6pPO3Ub=Q1ftI8OBbHUeF4GBJfe!Tg7w)gtP0w0^++V0H@qFaA6
z6&I~gZM_z*s>39QeB!qx%8B2rkWc(x0zUD(3wGkShj`?7?`r)!H&mo76CM_Or5fJO
zPzqnYCYoo`>#}lZhe;W7N4(x<D^^$(t9+L0)bZs}`Bli1!@zwxFel^ei6cEZUp%*n
zMXDd&A9r6`?f&+n1y|)&cU~y`!Vnm!%<H9o!oE0&Y30^AD?3wor~7UAc5_9ii$II-
z%@e2Wu5;hKo+K)JBHeqvY17rjEfz`D7Mjc&b2_bJC9OM~bGJQtIa5*Bs9P{gMNiIT
zrr@_1wp$~jwklqqRKkDGpgCd98pYrot*?<gBOa!Fder*B@EeoyaYN>e^{G+K$9O%g
z#bV!@TQ_`H`4{l*&x5X)fgx8POP|(T`Rj#KU|U?~s+5x1&-xB;?5n=u{;RtC?3sQq
z)u<5Ntsb}7L$9ist-bicKUsTcg{<<ojf?8VH^$zQ{Gf4dciirE0gj8mIt3Vo26CkO
z$c0KF9rzvWX|Vg3ljXZFO?=UZW-vbR6%pKde5Ulbk_Raqw-&$4btpDx<Scyubaj1*
zqS5bN?VPhxf4<TYyDhkg<Nd8GIiH;7tL&5$I-l(QaLtY0<E?Rb?RU)JYsuAW`=sjN
zmOK5%3JE3K_a_ZCI&2Nnll6C>>h&q^$%<I;dgp?<%vs+zzxk+tzUwAOqSO4MxH~tP
zMQ>|N5jgkbV*QFvKI;ZsQG*iZ-7|Xy_xW7erxzfpu$s-*;zRIHrD;B)7SB1RDkZ##
znZV>Gn6rYlVeO*3yOVi~9Bo54icBt34B2?@gk$0Aswfxjc=7Jj%Ur_Jn_j)Ss$=~{
zuGb}>vw7tr?x1~Z({z}P4oTlI5T9%pwd1e~f84UCjmqCX<v1~xF36~mU-)ik)C$f1
z1CA_`F4G-F(z84LI2Sdq`m&>Hx6gqI%E#EIrr)w`Q|i{A)TG1pZi>v@!}_IMF*Bq?
zM32oXp1DNnS^2xO+O`Wqm+0<ab!fs)v!HrI$A)h44FwN9MVp$soVr%6n(UJ<7Z@m6
zceSoVTgQ6R#k{pg?uBlgesQ^-Zo=hx9Of6boj1=gsqWF#lj=%d@9Q05dnVR0!v2VY
zM`-!`c0Rqt0xk{xhYYH>ANKa%SQB)6eQsU#Bfc2fozLB3&Mn*Z{AW}5`%F2f*4Mqu
zGIn(@Hs`(=$nN@NfmUED-{khsCBm}HnVxD^mwa{3l&JfB{$P5?TrT^iXFK{997z;=
zQ7ZLJ)9PR8Ler9kFS9psxhi-(7bsuw{C?Zq=D&Lio<H#jW?l7q$J_O*`))Brb6xFR
zAyBp3WZU9f3r{ZeU*yCR_3eP*>)19G>4_Us)Pg<u*8I##<(sFSSFnPMd&7i>f8X-S
zym|Gu@#1<NH?#IvnjJS@Uy8`x+i*+&+@5yk`MLZ{r5s9o#cn@luj73kA>n-2$0h1O
z%lej=k9_*=JI|l|CiAXsqmKNh=L;6)KYSsnFYvp|gh8oS;q8`yHeV)I73o}~*Dt?3
zUJ$;Wf6eEZU)*Oh4^`bcd+|llg7>%E_HweX`rImctF^M&ui7l7PRMNEj4RFoJ9Q3O
zzVqZZI~cOHB!OeLPGyG4&5s^C?<gpTALC#z{~Y76#qVg_PQ5n`68xDK0lTAHIIIo&
zZmSlns7)*TK0#pm2J^d__qZ)*>WQp5vpb!={nWYBwdyu%4+UMe9=ysJb+qkComte}
zlN#N|pwqrDLQea(S$Ge8+PA-Yuwb!^;Vdmf!}2rNpr?H|wr?xk2s-WC?erH5*04R`
z)4u0}PWx87E6umz^;O4beb*nnD_k$S?D8r9B+zN!o2M??Hr-=yPr~dIiK}gbL8pD^
zNzKtthoAQC^<csF8`a>`zGa1`UWt2`C@8kSXAQSe`edgCDnc!N6;4n34k@;D&rCAD
z=3Cy(6QbvNFQX-BGvD!>CC&@OvlDvRzFpa-#a(i(LF|^r4NEm0na~Z<S7iitZP8Ve
z*)ey<iq;P)hgNq)#l7~vvygkY*gv<@TN~|KS5(Vy^LQ$EHG#vu|L&{Wh0e}3Pwp*y
z5qivgOW&S&LD3Ux&olFKLmu99pS+~iUetf*@hrJ*Hwq3lcL_L3KkMFpg}3?Q)iW|v
zQax&e1O-p;Rr~x|Sm_f(_K}yJQO%oH?Oyn*BmUZg!~H6@wtWrH0~l9#@XusESfC#k
z+S}t8=pe>%sKeP@wC(d7v0DGHYuYcfF5U3qw1>Lf%A$lN&wZXR={R#faFOm$F)5jJ
zN5jyEM#oyq8ml+gaHKEc*0Ta1_FZs_m6s!AJx8Yp=&<khgvmi?kAV;SZi627y*TLC
znlqk@>{M@@`Bv13eAu^FMq~bsE5AX9eMekLweC3E_#mTZ{fAZS-H)~$ns@9%w8{RL
zXZ}^>->J@vY&;k#cHU;sqsj@O!@jlOlwWJ)m!22;_;4HOuy5&`@0-7;y;+;a_vBEU
zbnQgx#@jEn{3p!jJ1nAma@lU>!-~Z_?_^h=_7yv-R6Xgw$UY%o)7hVQnzi;Qf6G+b
zW*g+Vvh`E9`>PMDFCRE6rl;+4H-m*U>cNc28N0i+Z+1M}kpVmGo41<N8g$tA-@sj6
zl8-=#eaq{5UToO#>YKZ13FNTvzZci}PgmOJ688^!*mr!H)QN)bzj^hi4&Q$2Xum*V
zoBgSUy5~J_&JbjZ;@4pJUb$e`Jx1@BXDd(fm7KfMn4kXT(Du_BMFL+IoZmfNvN5jG
zVxPt0oo_$u|1YU-SDOEE*_*)UJ#v52<~5%e5d62Ys%?2s#s~dpCFg41C9Ry{zV*j-
z)0C)h*^f57`Z-7aox}P4y!X$oIQ+LWTKup5ot>N3Z8zIqzUuat3f_d<rB|LMOl+Ka
z=8x@+ch7uFc5P6-`h88@WSu%YhX>q?y)`*Pc&n;9o~ND`+4JC_!b~>PBMu^^hk|$P
zP?BBwda|@j@W;oS{SQ5QbY+!)x?h#U;X~J1e9W5qnnM|r{Q|#<zdVq$S1YtIC`%xE
zVZ$CN0Y*8~J~o!sYm;S#U**`WGhLi7T{D;2>W9o(&)+M{H@%X1R2U$ee)YPgg5_Ps
zn(LMd=}WjD|M65x>wSG_zNOp+d1f;f9_6q*mS0*<nqGhStJEdx`0?e8*CZ56-gSIo
zdfV|OL2{vu>Es75YP;q--{+2Q-?z!T`*VxygWbwy!T#Sn^Iyu#*9g5^sr1g>q99vf
zLtEQnDX&vYYBd#9R+&tlqIkw|SKyR2TocYj9k~`Ru-WN^Lu=}V`^qyOsL0kysP)Dz
zdi21!mPu^cr8kjw$-AB$X{+Zv`EYXe|AH%~j~(<?`P`Pd7)5Tl`A6-U`;&z0SEi}n
zU#VMueL>%pxW`#9A75s07vAvWm`sJ||F-@mu{S1dxjbp|mi)D{0=(Jb3(j5bI1&En
ziYoh&g56Q~(;iCj8<kXlJN_hohZ?irq$`n)<!sGMF4fy;#b0MAYcDJ6yk_#qNByN<
z<-DnD`F`qUx$tkUXIZ<+{N=wx#<HesW$SLY9VowG_efyRWUrF}cTS(lijDU1u&dg*
zNvkjE@*I7)u%j!p=a%LebN6vyu$Z}GS(=z^Q<rggrP{2Ss<RVKFR?CfdKNULkC~xi
z)8b>IU&WIxC089g_B2@LkCBMYp6^8^dOT-mJnGxuzU?i`<AWt-Vl!0p&wjr4Z0qv3
z4(aMUDg~_-S!S`F7q3aV;bEokYc8B`8M=hM%vz|dY+6S|+wEVUw&=Vn{rAPr`w!c$
zUx~ZoKhCb@vvU@izw+IMTGvNMInKGYPICBDX?4%n_Vs<UtgSv9>jcXdJipr(U-A57
zqbl!A(UO`cZ94Dxp0D5g!LQ`VqxSkJlgm2dH<>NhNmgvkNv@7)D)BAea&Y_HubV2b
zE%3VJr)TKO{$DfC&-t_N?f(Mh3m)HW6ui*vYjOJ0yteM`R=Z}c$gn*&m$U8T(c`NZ
zg^2uKwCCpa%bn`CLKa-OxbkDg?+53(^{pifA1*HVFJ{gi$ew6$A%NY)kndiK;1my&
z&c^l&X%CmlewC51a0*#+H>KWvn!DqPU4|-A6-5yW%B+mP9bKa;L^76dV72~qP?-P4
z{I25`$9!25y|^pEXMJaG*9V{VeUzhH+N&bHW%Zjx<s7CE9hnst1}oP+*mQWa2QLfK
zS>I>ELsV^7g3tQ4zP7Lca@Kbo=&bLTLPb|s@J@XYBK4@{yeO~M$}gEFN2Z<9Uun^_
zEb*qziCdjKCJb|ezelK8C24piJ@nx8^0w34<8rw-qrfXYv}xi}>)WPBnx%dh8Tjt{
zu>APMT?U@Nnp{`Ao@Nl(;MJYJyW!!)?mVq+b)~*%Uh;KvPpX{t?8B?<O$#2cj(_R6
zz0P(|$%V@gE*kApiq7Mi5|x?pY~IXwt;NgMlxQcNjVwO!=|aiNCZAN6PJvszu{HC~
zrE@EXGd!Kz`QeSEVAFw9HL48W#Xjt}qvkmqSBSq6`{(lOzI%bviVS8uFDBuuIa{u^
zavQIcdKU5Y=o6=%-&?AT%Wm>#t(HnZ`)Z=)`Hu9(Tkn+3;4zE-yk@7a%7=}-4^Bwy
zSy#11ThERA*`|2!L~;20qQeZ)OZQt$@LcW{X7=#pl9yLPtFvP~b-bShbsxWZLB35~
z;I^n-SN8ggyR@=5ZFcW^uvg`t+jfOUJ66?Idb!Q3xF515vbKwUxMAQFJmE~D<S}ls
z>Qa`glDk#EY|UhNSn{$#%46fc-|4BoE5hrXEc;}gyh=VQ8B9An<@E0$r$-k~#<L1^
zCuH;cI@m8b8?!?`bmoQy4T}Rdr4?@c`M}|e9kb5miL#!*TT%t5sm)Drs4wV^+HV%l
z_oJ2bjhfZF$eBwL*UZZ5-NNm1%-7&=`2*ALD&@xqHnI0Ec%5iIjj4z~yddB60$XVM
zZG}6V+vEGP4({Eq`qyV`kn0hK9b8rGp8qWjb6Ifxi0jg#9gfB4T)lK|3JXuFln9j)
z;@K%F_s7%bs?qx6$t&NBgdQ_iHxb#M)Df!E$+A9EX#@1AZ&&D1-|h-8k&pU50Xph?
z8T_d4jTv@xexLmMZowjrZNHOKL*LHrSW&UNb|2p!g{4{39?$<6vh;zQgOR_FhkMIG
z?laRn5_SLkd~R&)c1>Ma_wjrN7kAWzv)hj8PQJ}E)pl8xo+j@D{m4i@+vuc+Oz+e8
zAH7iF`1H;8L#!J`+BQ!=d7JZa!rrzmDGyJi_EcYZzg_y+#FCEcXp0>;zVfgo<mVV|
z@-x}%?qhRA&+N<13CfF}Yx2suZv1=8Cco>^;jF7qUS@_*)!S0wJlC!G;rDN>d!kn)
z$uAaBk()L(ZF^s!#DOT2bKgw6vtGYkv^D;I+NRI%wcD&8A5T|boT<2`T7E%QVr6bD
z`_bIVIV|E=CcI$2B<%j7>!q8il}>_1P_?;q#6jk1f2x)l9A`hD<HUFQ+mpS#KPP-|
zjXF}Da_<R;U59SO#l9aE-#O&x*D&Q8mvL8i<*J@eJn-~{$NdW#+jEKzT<TdI#$BeY
zKg(ok@umjTCeM?CJ}yT6qHq0<ZYX|wbkW_mQ~S*q%ZA*0++pUTa=EEf;?U6y)_o3q
zQP)ofWQ0xp!KnUCpy)=@mqwe#`d1`uS9{%34W8gxd(LoI>65VRB`#`fF0T0h>)NIj
zcNRJ}@Y;h;`hFT(*`=j-Y;oWx#7W;N0lQ%*eTT)$#ok(K`1YC1(YbQEN3XVo8wmR6
zEK$^7*&^#O@xE$VZPMk^8-Y>mPgU>bWR~)-(pVF4xp5*(+*_CYgG|R($%zzQ)k>Zz
zJ|jeN;!F0cDnAybJj@pNessLjldbi_<qOihhw`5ZFNjZ^)!KhWx%bY_K$#ye6B7fx
z(nYdg#Xpd1J1(`^FEm<the!T@Cc*r`v(FzGzgN*px;t}$lF_7!2@TVVv?cVHc$Q@u
zn%-Q!MRk32#zOTaCAVDnhwM^4BlAP0v*c!M!tEd3ZL-Ii%2KM|sg$`Ww9QM<+ww5a
zC1ie=$V9#^8>f~oO19l#|6%WgQmxa=cKwXkwkWGAb-iT3FwJ$xJX@ZE5Zj8rs{JQ*
z?i?%SJvGT$c-JlUciUF3-t_R;YLnICcTC&a3*DsGI<h}@dbeT2;l_zAix%#?d~Lz^
z>@znvZ#L*tdMdspKlpus&5d2WHXD}6=ETZgFy-5p*tzXhmD;k0mPQUoJ}Yl#lj+n;
zvJ|p7@<B@eN7dph58hsMee87jOR0snKUY{*)bZj<--tgyo(R8aPiGY_pXKj#`~Lp5
z=1bC7?ATfBnkCaUr`!sB(Dx_kLEo2q#nyoj`hHzAZ_VoaeUA>7-Tw5=@p#qm%Edil
zAOD^@p=jV{(YbbBzE8#}yIEV`OV={>zI+<l(#vf5^47;2l20A2Wu;;-u}{s->^GKp
z?h;V4*XmsEne*=)`}gQ{fe!lKwkJ_H{fPLCN`tRo*XLU*UcM%>R|s^__YCks-&-aa
zhU;0ZyS7Fl&2d%m`<W}xIHoy<NYotYlbNq~&Dw8y#@3cIOCSe*>*rfO>JvKr|AdgT
z*1cmIYrqG6yV?Jg@%w)!fA!0~%2(%qlv8owh!S*^sW9RXky|k3aoA~=Fq769%a_Sl
zFtT;Z&RHPDF2`%D)vx9hp;CWAGk8H{Les~Z^a`Ilv1_vx)NVNL{<Znjw}l-{jK98R
zRwpMp`<(?J^!@Uc^Tot<x$W=bth&-o?n`{1zMW;Sxx8h9oo`G<rfd%16wQ14m+eZM
zx9qN&`004puwRotU%FGWI3>v{XwKHwgB_ZS1DmF;-N`(idxL}C!%s)*)@{$~cF9Rv
z(D`v?&%cn@ezhqn>wQ9hFV>niW0A}K^{?Fyc(2yx3oy+(R5Gu{{t*jXzf14_+6U~i
zGjFzaIw}M{yp-YN-_pD((C}4ql+%$3XFo(FKZ(win{xTLf+btJCbJhG@9Q&pK5=K)
zJZZ4FR%xUuep#)Y;r=T}|NneDjr%TtIJPh0NOA0D_d`>23ynnT_bva>z`$b7!aaB9
z&;E@rjK7v1TEaLf?b%nJIg?Kty{+-Fxqr;r{o_F)CpV^JlD_7tcN|mLP9FICcHMVt
zk!73tD$4$w^jNmNe0wv=JV-y_OvYyI{E950g~z4x-muil`w8d%J2ovR;mdi+n2eq8
zKRQoX$HVbB>x;zPyu{tAvhUpmmt?-aQ~D~lj@|8E%r-_Dix-hf`C+mWZIfngTdsSi
zE$YqgaP~(F3icjtPAG}_va4^N4ri3>g5Jz?ycfLAA2zZR``j$1C=vMmKKJUQd-q=O
zJiT>O?$?;Y$qau33qG{1V!v7XY)=S(uwQ}h%Qnp^Ws}S9Ix@ELJy?<UWtDct3&FP{
zd$ZJkY!We9cT~yo*ZRF#e8;vPG5PmszDP7@@FKlqS8m>&u}dPY&q9K&ZuzC!dj?xI
z`;L_bXV+@|*fg#E-k<JS$C97xO`i2#d-C_F9_#<%g}$#=v&x;Z`hKLd;6U!;u-Q*{
zr5{u8Jhb)-N6sqGIsV?_XN;fcnF|!0kG{;Sxb^BPA)Xi?W0TL9B$JENT=i^x&M#Yj
z{JGusS;E&Ex_&QlcGWqan3OZ)%`2Pt7kV21KDiKa=!1xPneU`#|MdA>-EX%%>X4lN
zO<hS)k^l7WcMA`c%f4E>USrYC<jt3F+p%A`vy@eI`PO%5-rgt->X@-qN2j~$d6!0G
z!%DF@?`JM7cls4>ih$4gR$+Wtd%Do~u**@dhTM4WIIGJKX1qDq$oaIf@@a$hAD6;C
z8}nr}*yiS1>T(M&`oOK5oxE^HnD*`i-0V-b&(4msm@&=a(Zf5ZV!|6`&-nQYU%a>D
zT|{_JquMX_811J^I{mG`IZn%cZ~gIzhs$23i1o*0W@yG9eIZrj$y<0w%6Q|-MUlIO
z9KG($Dm7eadiDE{wcainOVzZ0Pc@xg7-n31HLrX_LqcIhIDg26$D3}Os-BxRzghB*
zVesq?9aC5tguP-KSk@g+=N7#t<m#(nVr#m7{VPe;!@rFcyu42{87!4qY4*tUEklZi
zWZ;{|OF@$pCYq{>O=w8+3n*IpRrA!6kfoj0Y`u&pRO-HD@HBr9IsRmG;RB}H@BrU#
zV=dJM8~8)3N?JuO>ON6ed*O-XIWEXC-#o7^=bouF+Hmi?xJ}ukDeQZl{KWS(L5}&Z
z0Uz_N_|aFT&2Lfl1|9YDlfOLZG?)F6G}Zb0iX)lE=Uv_7W@zmC8IthS_q>)2&+?tk
zdp=oTD{JqveHO9x;%lqM=JUBsncJsryS({P@~ygOdfWI@)Izo0wrly<d@Z>3(Mv9b
zr*wWqE8Fk-5cWICPNK%w-+cX>ai~|x+BEk1HuoUg#eUV@rxU!g#4~uMWa=Im<g9pm
z*VL3l;>vRgxhK1!$9x}8PQ7m>6d7y4YI&}tIeAU)ucq{CCI$^BYnnW_+Y3+LTN=?g
zE9ugUU#+J<u8KKsx2H_AB;l3D>vPAwRv-5CzwEP=xm@h^#%&SH*&6pV-(rwBZSi3X
z56{#6hElFs8$8q5&xvmP7Mv8CRq!XPQ7o^op!1`V5cHVujn#!k@8`Ab1Re9;2|4Eb
z3gnpY7`Mt<`{K5x*siuXoOu4+n$^687bJ_P^8Zj#UnKD;YP#DRNy95vUNL1Me5sLA
zf&xdomMYD?$8ffJrq9-}xP8x>lb9lXXSMKX3q6@N$2tde%y&5CnD3`A6FCK%V_J@a
zkNJMT?s<x5dU5HF&Ym|0B1;&<LTY$ZZD%dH++TWci&(GS4gujpUcT?K%$JSW**;ma
zp8M?eT*gB5CGXVkWv7=2>`;!K<(;P*q;TeTiA3)6zzxg!wy`u$oVxA@_?T~{R4=B|
z^k>O;O^@#6(6_%mdC!blI?p<c)@Zjoo%!72&aP*)ewK;xi8j3i`Alhr+OMm#6gKVa
z5kF<KZ7Ne(LHUtIPo~{%<T<CfS25!6ff@HJ682xLD0$17vC20#|AzUE#Wj;I+&n&U
z)BWrdJzFm}#O_)k8`wU#_t}E*ea+4OyP6wJ%Wl_B*vxQJLR&C)vg{n5wK43CQQ7b2
z?o&-!Y8mt3WKqEe|DqRJ)6I>IzQ&nE31&tFt-8J_UZv`Oo~XElq^^y(+_bsu+bt@2
zJi2X;v}>2wz17V~+)=Q?{lNL=gR`zMdle?XPFN(FHF;6{Bc}8g0duCPHTDZvrvJ8-
zIWfI^n&NKPJ(&`GWt+XG9!|RIYPCbEAz}$HN0))DOD3-dOS{%q!+`7k8GIg7oa|Um
zYcO^%QrudeWFvM-<odddMGJd)SodgOR5~|zjZVTMkDq3GcODgpN<7|{uJUc$qFm3z
zmlv0=UfB34v`y98ILt3zBE#(Lq22Sg)Ew=8bgb<5uWgIm#paoNRc87$&7SUJdUucP
zH{HyXw}}x4s!|r5e)ziWfZto=Ig9R@PMVz*E%Et}tXl4wGr{%qvQ%z5Ot^2h(5qO*
zwQy;wxw@KJZnju(ZjTb<*~Lei-gRtC+9%{EY&7Q^)5MD&8vYUoa?7gcZ2LaBV`^$`
zb#RME%e&idUac0AH}7qWJ2k(#Bcgi8#TUHVJ0_>!nYpcX>t4$(ftv(<QmwPJV`jXz
zd|eXrBD_CIt?d%ed!KWKp9QW2)y!m%OMQFwS)<*fCv)5KJ}XR%P;6V$l<|4O7Pqr5
zXB8xr=Cm74xXbljr_YvOc56b%(dip^JpZOMA#Tleodv0eVc&IboW69_;=9U{c0Sd4
zo()V77F=%k<k;eJ%#`!gkwV|5!!gIXKhMr>^a;NHq3TsHQ}#}cHq{sP@=Nz#yz`bt
z;Pm$ep<A}LsXmBMOLA9Le#|R<W$m7&&v#A{f68lZv(hP2gn!%ZHl~OdYXfAYdgcB<
z6XoKrs1MN4STCX%@)CN=cl__^kEbP>ujg6a(W<#z;Le9zQ*x><f=>Cqw6m!s^@3W8
z$90=GdGAY)%eZae+cs&U+A8oV-z&}*Cf^s+$hgze5b|hU&aeNgk4x=2^wDEa&pDqD
zQD4#pmgd+y#+Fro)Z?iTI^Y}6{NeJqe`$J89e1s?VKsQLYukh7x1v|hv1UoHGpps_
z_E>Gg;dw`ty0`o&-+4cMS+>hY-Ia0;uGjgOvg<5PbGW`QS8h*&;L~W?T{9!YojRO#
z9DY5OzPw=a;Tq1TN#U{#YvLp(G$|RHC3eWi&M^AnP<JpkBZpsg{@tR;xgWZHd5R4a
zPMzxBdX!D1wEWRmvz!Z0UhKYKeNgtwuHSnUg=bxEkpKJY)WLl<&BagDFZXUZct9g~
z{TJ=PCE0R4C*J&uc~P6ZSW?W#sAG|yS=!|G&KDQ2tg2ZhZurn=wl%}A_EozM+6Uhg
zG-H!=36)Wba(sTiPFZ^KBxf#>I)3-)ypD4XTciAZX8VQS%$4x)t(o`C>E!GqA*nUC
z$9cm|H115;)3&-N@nUq>tWExNrsR}<?h-mJchPMkN6m)iNeh3Ovu5^m?-FZR`tg>y
zV`1|yg;_a0^6!<WC2ZyW#m#KC?2WtMn)-E{B%)Pp@67Pxdwg`}qUX(gPtVxcURqFo
zE#$#(CQsA<0aej_W^7ffumAI$QY_u&d!)11xH3z78qboL3|+lI+3xr!S}aw?8~V4f
z*w4RN6U(>DC*kVs@G=qqoUEz8kFx8i9i8^-<BXN_m>1e@WnCqtwf17fAC|kT4mf*@
zKA4d_Yv!iv$rXD{@<JJ=Ti;!Asi*1N^zY7@zn;kT9=?_#R-zfy?{slvqs`v##j!gL
zmoC4%Z^}!#2Y>%bJk3h}Z+EI>ab<>L{?g^eA0$ux)yvX4)Vk=xw^`RV3dx1nOJ(2r
zGX3KN5#t&O{&zcCr++M&7x%?h?)&ZD^o4#(GFw!WOdq6|ls=u-(f`T!{p6J#d#0&s
zuhC_nvQyFAi)a4!38w7FQ#b6<sf$W*lfBdVW7RUYpryt>liu75Uzpyr`q($&_aXcj
zwucKfKby|HYnjiwgvNyyJsS;<Ur7pmQS$05YjWb*uixC1*Ls(2dMR%EsZXe*{E0yK
zot`4wRwu+M-~M}27wc?q^HHxtI_3Lwg#j=4l<#}G7S*hm9&CM_Zt_XjVjK9B@BKF<
zS08XUXp56L@S?i3!&U##j(Ji)1O$)eU9U2q^mX5wed!Tb|J3!$^>)mByz}r4hj`14
zV)GyIIxV|dRwk_2Z1Pnq(LAuJ$$o}eyEfy;DxshLHx3EE4p@IKUnfcF+HL8lZ#$2v
zTbnEDwQV%G#$9q_dcK|-@5hk5y__pOq#`HWHO^<S56t3Rd7!7@&3tF=1YHKxtgBZI
z7*u72{>Illaq0F;{rsaK;GRs<!bXwx%O|`u;#d5=l6U6*)!l-zl~oSAyNVaAyK`+J
zOGta9{noP+P71fq<MNGh4e5|{;xRgNf>W&Usi;}PUh}ha=Ka|6fGe=0>6+b@DLQ78
zj2?YCFk{(bj~zQaP845ccw<%U+7lq8^|1cf!-fAs`i(v{J*!)!u=T4_;)%qCjP0$`
z5u0TvynVa0F|^S}Sf4RyrqnK()vAjw_$QSpxwOw}zxJ$^Y4%3#Fq6GE6M0{Ld$uTd
zh4JxIjvlLg_}%Li*uOrkT6kdk<w(|f_h0-qUABl*c~{7>AZyd5PnGl6xY+J-kP5!^
z)?X@I!Igc5`|Z;a4ZDu7jaX||+j+g}i|P>_{RQvNK3_27a;fsY#l<_{WgJusx_a)_
z5x0FWwtRhOkXk%HS9i_Adx48)uItJD%bJ~iIyAgsap@D+;>D%0e&uhcOkKM9_vVTE
z_h(3zUTd$jYnffHImMBE;WVAb343cg-p#prn*GkMn{!Xt*dEFMuM^qElrJCf#JTHU
zScu4h6zzzxJw}(54k>i`?zZmQ{BYJ;$xaJnwOPM2ex<m)d9e_3%=a7QW4=pa$9$i9
zHB);v=$P-D&||(Yrn}6pf*<qEe>;M4&AJtb(q=EzKjRYxIp#a;9m+A^F8}rOLC1WX
zh)0Fh_&!y7`RX-yb4G>F@hO1|4llG?Ci1$K$@%HznyrrwUQfJaa%Js9?yaV8ZWU@5
zet!{l{M7kBn<h=2|NZx={vwcyi_`nHeddN<v0k+0J=a7|_2n8bwr^D5DA|5ks7t~$
zR#?nF(xdwR%L9DUD_=&wIkszAL~>WpuM4Z$yEgDk|1A2oYvXhCU-i9S*;cn#n1%hw
zw5@r1;mcMw@G;-vYrw~RKm2}y>sQXC-^;gVIX0!ds=eq@`1XcZ(M*%74R53F-4OR<
zxV%ti)tWU+<MJ0f$mUL!dDLn$=c`Uw-kPtrN84hBPjyKJXt>4ZWSUM1%utkGIce*+
z%v0?l7kh0sF`1`}yz&<`%Km?3^6v1qg-Zf9ET2-LS3B`!=^Iarq&6;bc4I^Br&Ze@
zbWb;nm)3l?@8xlwp6fl53y+0;3Hru(BiMJNx99#BZ0lX^zpx!-UNx^Lu`|!_>hplL
zJq%@{H62N%OzTahCa?;+)@-k?*c{U%>(^+0`r*c4?H$Vl-p!b%$^G4W$)4qVmY&|A
zc6gQg4o4mp<7UP`GiFyg2j7<e$?&51$@ju@#yTfGe_KUVl=E&iJhANYnOi1yRoiy9
zK5F}-<$0L-R$tCJzG|V>y7Bst7O!|5;I^nRbb8iS-kTm$f)0mPRa8d^#Mp}6e4;V=
zmu98A!{XSQJ@ekI`M&T-R^35?je6<Rc#g_MxEvFxv1h#F_SXON@&|G^a^xBIZa;TR
zSc1oY^8=?3ubTTRXHCBs-p3;;yxeR4yRwwHS!zo&_jYeM%C@g2_(14~z|F_sOq`<m
zMS3IS!lV-U+xIVuN$sEX*wExs<h8$blUnDB?OalOFXG`<vpu^OmN{+Wd;8vGi68gj
zF58UwTLl~^GRwBrXYq3{S@bPAdG|$q`G`e1kB*;sb28}Ua^8*4*7HqVHY?us+V;)o
z1VXf*zn}cl+k9egW^_fiv-camNhZe@ui?vj@b<wJzbkv3BHla|Jyeujc*X3P+5Vao
zCd<i@35AvZhs5s$%bZ)NByhQC`JMB#D(p5jY`r+|{^pnWTqm7wu6m>P^||=B#BIC{
zE>15#?P-|JoMs=W%%qW3@p7XG)1tfAR!n?RRXT-#={|+RPDjyd9zOm<x31shSvNK1
z{`y88r~CR9EYE)~3<MqXy}<=?%=g6-!%1n^*NAO5oU%}Eu4>EX*@bfNt<<}({i{5)
zp!H*(q^5{*gT_s^CHubD@htxEP?uqaTzsD}pTc!sjn0s+dc~LSQ{EbBPFRuD<5qg=
z<=VM<k_8*HlC5m+Oe|^cKf_qEXP3*&OR)vKcJ~>@M0B!0^Q~8CPrZISxj*pnDi!&t
z$P;{PWDXqC;@+^}lv0-7=d5z;Gpmbl$Nsx;JDW#u!6rlTfWjH9Aq_o2-?uzyF$g#B
z*O+tja^x#7m2Z#YIXA!GT3`3h;ncA`++`b{O6cx7UTf7`{oQ+pN&MXPL05{(--pFL
zD^Q%$`h(%rLBAg<iRu-bR?NS^`Flf8i>S>{3*I?0H8mM?78E>c&%T!bXI8E|=UxBa
zw7djYWAg<I?}U78WS0N$`@<#R>oJY0HtDxtt5#j)>zaLmG0fw#qxOnQ$2SEB6ANr6
zCNliE_nI$DZJJxLzYXU>#v=Wj%M17;*(KEZwp11_ke%VndhlmO()QW%w@p@a#K=8f
ztEBQ)Q)0u-g#G6Huw%YGAjf>OGRd8Zd05tkIOaR-b5S+_YtS*@8&bZ1<&wIvE-37q
z|J~|y?>Ft+^L&GkZSyM2Werz+qSxlJw9FDqD|m5vaa?ls6f0@fo6+~JcAMSX{~<~`
z^-g76jhW??DtSJohTGQdYnac)m0wuBJR$eLSk#kH*J3952G-JtlYeNkb)Gf2BEoC%
z<fee#kr3_DYPPA%{1;g$8`f1#4B$Cs>E{%uZ_T;z$`*#pk6m`{7vhpr61c^g6W?$%
zi9PDt4EJeYWG|_CE&r)ouY05Xc^}InnctS`m#({=JY{fd0ec7+|D&Tv7SB1q?4)+)
z`5&2e+^4krrxaGsT_kr*u{XgdorB@h=YMCtYXlAT8nw(fRP0=M*1J6?F7Hye=I)<|
zy~E_L6s_x?{$tV9W(I}Kjd5FyUvs_gGn~%f{mH}9&rK|CQ??l2Q@207C0VA1Nt@p<
z)BM02XJDsVZm^|A;M<OQHA1eYd#d)@7kn<w|9PwL@G(AbxhpJ6(r0_uaZKF0dCP%A
zYuxSFTJQC5TDE=u#$=!Gzvs$Ne4#Iq^(wpnRhMx>Q_$60L2K7-ncN)r=uLp=^PEh%
z=sBT2vxT3}E7&=4;@X`;5v<u;U+ZOPY*-aHuNHL9clRvC9epjY?~04;-uW=2;n#F|
z$T{BvO^sK?KB!EXX~?+b5$v3AcIKxi8V_#2@}Sfq(`|8>SAUIlmu4gAoNrgyIp4h(
zu3cN5D}P%zta{3tw2P~DZEfnibZmp*gl2#6Ip5(MO7?dr|JWqGprzu?8#8v_JxSX#
zpQV`0J~lV#{H(ef9+NZ9^H<&LQ@nn7H|N=^buVG(d>0;Rephk*@?v$n#z#53sw59J
zu(Yh`y4NJL*T7=pIb+eSuyei_LeBaA=n6XLyUIyCAU-~M&4eP8L!y31WHxL46YXO8
z|N8HePy2g+e5y<ATm36f;OV*Z4lMFKZ(a9maQg*LEvad(coBGx%S0~j=LD5i8f~Rf
zyXNt%Y1n)yR4!xI$sK8TE{IB4b+o?cD>cr%*g1o5!QAIRA6GGbEcX&$SMWr7hNc{w
z)UK^(KTB762A_GhJC>P4=QYpum#gEdHLf=AdFrsZJ)Y;7_0`yR28pnPJBzcK;&*P-
zf8V=sCFr2<t*1Z-eU~0@%~S#(^qo?7e7bDme)F~djyXK){t*U=sp^tF(YJnO-d*1A
zy01cJ@{AoOEB7W{4bpei@7)-%hF!N&<GHlj|B7VS6`u?=c+QK~oDA}o)C})wj@0gQ
z*=ytEm%d88Zi<vi>SY<ZE8kvMG|uO`Y_ZQn!C`j%Y^gtb*W2@W#r|DrT6-quoSw0O
zsO~lK$+pR2D<Yc=nvea}u~)U)nv`?)*jnC4NuT~D-E4epefi;+wj*uJ!!liTS+^WL
zUl5RWT-Awtv-QF^`|5@61*+_fTC>SK;?N(tnu@Bny9*oj=jlamf0fdHu`cw%Z}zWo
z_VN4nt|{9Vxur|#=BBee3%)s6sy1rnStx%$VfVYU=*-6^lk`=FKkpv&=YK4<UN2;K
z^wGtQ{2NZR*WTfB?f5XYs9|s9UH&JM4~(}l@l7oKtLCwuRXoSEHS0>ke1?NRYc5>T
z4&0>r>hB|yDsQ$=rF$zk8EtS&?o_Hdo?5>tnA2sgsG>_G=&0|gW+wTm?{`O6U6zx7
zcY1aB-p6u$`VSVX^?&1%UvcgC71iw-*RM{|J@D$3QrEAY%bU-gjrzOi+7|9hvp$6H
zIJ#$%QMY*3<g?%1H-0+J_uBRJzPifK8Gcb8pI0u_%$lls-%sam_vzNRIs3V<E^(Y9
zzW+YIjlO5NHG8z}B^ei2<$czxOO584-w{MR>s$Qsi(b9HZ_~d|RsNZGqH%R_eBAYU
zdhRVZN}iPD?R#~1)f0u?tDY*}d#)9^^K;W0?#;iXWfSgI7+bL!F;~5+zQ}gPSFT|4
z?I~}VbRE~lE)bIW{Pk_*ntc=VQ(hJ4X5AF=m3NuI!D{hk<MU(d;;ah<!DoHX1fTW2
z1$x%^{U?7P>~7^<J5OWdDgMBe-IKP~t<Ma&1U~CqV`4*B!gZ18=lW9?$83EdtM=zo
zDd+qkd(c_m^~YE3{9P?79cTNkLwv5?yR;C!{5Ra|7krIgv9IcbfqpjQ%h@Ll1fQ>t
z`S?ooaKC=BN#%mI+P%N!6{}Jvs#@DMoeAXX&XQHba@Myb?5uBP5q8TY=vm(%=Y+q^
znATG7?SA<BTDv{{t7X=|)zMk*>OXOM-tLn-9v*ykvSs2_;}SFDzK0B1vYvjwTy|N^
zkaRnxtjoAEt9@$Jho`Bc{3@|ba}>|-I<QCW`RqwsH|<+hcRM#U>w1dWo$T@j%h;aY
zvFX^e$Y9HqCs%57oh!rZuga)0-`4Bf?s#+KVzIAxeJvs*V|S{gmi~J5=J>=Pj7ht~
zdUrRg>OTF(5cH+F*meJ14wdr$jHFvVM_W>A9}B*ya1`!!5}mU|yG*%q{(i}l*N>Rr
z9X-ePD(b-J!e5CE%i=SGra4+A25;T9PsOfR?5VMSo?_+oC0ADltx-6xyXK6^Z<f7N
zXQp<|th>C$cWr0awMk+xx1LxgB)xURv>=nkoi_}6cQz$uIAj~St%V-;U3al0t8Lz;
zd#6QpUc(Oi)~wRqyC+-TJ(hd!o$g&fp07H>W;Wer^3?cl?z7(awjWR~*S@WrH}&V$
zzxRF#d3bC;*}p|eyW>Up!GxtVr-vpi_|EX5>XOk7^BK<9^_3sCG)Hzb9KGiAOibiT
zuBye4rP{k#8Kc~d7lll`q$}WMnfXaXDD|p#2Cw?@BbVNa=3MyA^7`$bnx@EE`_{QB
z);3+@-C}n!!M}2io#+4Tn|_X$>=KupoYS<bGV0L8346ZokC+udw~4v>bG`4W-nBQa
zSDgL$k=?9dP9v|Ze}eOAo9|nuOV<A?n8Wbw=+WD(3}MM}*@vgqr%zjwov3{LPyCJ4
zKh_12PnNeP?~3-<d(-_<H}1uwJH0~E+uGl?*;M%auTD)|`}f^j@%_F1_y1pyels&%
z{o~4p(1Iq3{!b5D%c8gZfBkm;6Z`)^#pE6~USKu)aOg4r|8L*)>p%bCKlqus{^XjK
zRsyyj{3)HaQ>QUSz0#Qy{}puDcO`@T?EFnrw)92y6q-yqr*F7mhFaF*)H*eum+Y0V
z^zMIb-OcrIy+?*@;f9DvvGdV2<p-lOPe{Mm6W(w|<lvilorbjf^)ugx*l}7t^1beJ
zYm<wB+ElUM3~g~6EMntgS67y9-+X0J&eS6%%MS@2ZBD)YG~V%z1kb}iqW32!bh5a!
zicg)f_37-xdE$brOaC59F9?u0Tq@7HQ+r?d8}?hvbZV#Uwv`d|_`=@xPUf8Hl_z-`
zf45ZJ`SR3YhVJ&XW_i<}2HCl<=6qr{d%oW6iSyDkrcbWMv8Xxcy>@oEw%O>~jPDEq
zd*(aaG3zG(J-rWf+IM`)r_~4A3zup?d}YzYfAQsnpQ(bcCG1?(*$N-Lxyj%%&tj_0
zO)FvE3h$=s{O&VX4~gkrpRU`o?tFC2`h&R#?P6|xs;?*w>w5kwGPwQ!^;?@0*G>J|
z+Vya{{hq&%%mwFHZ@4o_zV5r&&TapvP5t{^V@JJq**E_9`~UpRCVu<gFaK}ueLF`-
z>4S$Kx7XL6h|jvTUqN(7NzIj<|EhK0rZ2kkVA|qoNw)PGzqn4VIQ^m6?uga@ONqbJ
zTV7q0Ka~H2J;rXHsOhfn@|*rDE?DuyCilwKwQZXo-`#3xCwpr7+WKoJ^zBu@TJGPH
z%pB=2xl(WTjrBj+=cJ0&y(!uMvHzI+P03du>VF8UJ-uvLXQ%npe16HB%l09%r`Fe3
z9RB;{_|NtA|K2`k{dxHP{Rw;j9gzCD>c5QCnd<WRs~m<0SY~nDT5KTE^eC~cWtzHD
z;>3Q@!d-8aG~Rq&qOWdvO46v-T|Q7pEbr?auYyH9`|G3_{$CPOdmqKmulnNy*PX-(
z3w<w5F|i3ZyYX`?^OuF$x?<nfe8?7hqiestN$`R7;wIZKht+jjrhm!(Tb7r;F{xz3
zL`7La`8ka;UV;5*Hrs8HR=uOGE%*MP;2aA<tH&J{#v)ULUYjNzGTL>+wwU3W!PL9m
z-7M^vy!G3d^>{hA<YjSO;wvjYvG`fL+nKNTXZ(6TyV~l}>Hf)*T73oqDY{ReRWoi`
zw68jrW$Wn!g>TO1e|UG1aqcS<>o6C&m+fKZ`X{%YuxXsp{4q$9CuCN}<5|3mn$!2X
zIW6bgQBtqAc%iUQNN9P8{<0uB0oI51f)0^JkLBzRJ$)f(xyP!|<=WSZ?rrk7<5<k)
zzg2zoxy^n0bGh!pYQ1ksUxl}aZ=L^m>%Y>=NhcdW#|KE7D``Cz-|xGnqW+qUeRkh`
z)8pr7G0#f2+-lKr_<Gl;fV~O(KUsZiakhR^?k;DrT7SU|yGg-DUQG`>W~f?59W(to
z=Vr8abkx1ClWNcXaC3PZRUh~y`h`OL%;icsygg@_ucm;GeBLON{5*e3lRM+4haH?|
zKbL-A9l2!2<9o>^vMOc)j~?<IF_2xocbmk=n&NyO7Lg4rWK-A0iCJ6MI#{)GoVc)X
z%{{&v<`pg%?mlkRKX~Dk<R_lj7ANa6FM2+{T6geciE!DSa^ypwpFBFAB=sI~=yT$l
zX1kC>+vUGnZ+Tj@=+cpoiv3@b4fI!~ZN7fA`Ov{XX48Lf>pJcHU*30Jz4zq$J!_jv
zueyEDJ-Q>a&Zx)UZ}Xz6yLbP--L|*n{+{0cia#kk=3g*$f2=(B>^%E>PdU~W7AyYw
zbX(=~`u&qr+%k`pZC+S^>F-a@f1K4xKhN2f#68-3{Oj!ZHRTVwrI~N~J-_>B?t8zw
zuiy5kzWDlk*94=lKQirWX5ah1$@!Z}%%k0rKj*%2u*(u$`YiJ2$|H43WzSC5*X;XS
z$))hvp|b7S?`em=_i8_8-n{*lM*X~3Cpe!574E)T_%r<eP3dWW&&)q_VZQ8~W2y_S
zt$14$?ZxLVo8i(HTYiRDLaF|3m*3+gcBT5WuFJpvWAEBBzd+vL&*r#`FRv)Ycj;O2
z@*G*rZOY_qeo1s5TNmH&4<?3r^LsMY;=b8z^!xr?R=6~!?8}#|g5!~~*TXEX^(Gw8
z{ToqU^WETSOC$ehzlK|zf3{3J-!ezw%S?;74q1J{ECrdbhbO<3*ec<u?!?QpST4Lp
zYWm&}x($U&SN6z<6~C%mvGt{WZAVmot7+=xq}a78b8RNGI;&q2UBuQEQCy;!B@_Fq
z=2{i&%Af7Z0?)51TkV^uoU+{7UBZ8R|BYWCWf|?~Sa2sApV6OrIBNfnYbtlT1JtwE
zUz{(pe45~_bthJRRSKH+T6B_(c9-R|9%q-|#~-izzacJ@^HcD?<{RmZ5A9WzerFc^
z-2CCEeCClGOrLi=+;^e>|HJ>e?e_f&^>R!8muMUp`FC%DF;`~v3ynyrN1u#@v*O!M
z%$j&wmX%H4O76I*K+TJ?qkRoZZ!X5X;gGO-@$AmC7OCDJ%ll;+pIGaavG8nZ|9rF4
z_3yklh3^{|?LK?7ufsNIOMS!_kNTL0%B?X1j{=GXx$ke_&Yxp9&*6k*H}|X`fx9`n
zlP_={v+$dD;_T5c!p{mX7b`jC$(g22IhU=)5YC{P{`9D*J<|z;miH_UB42Je>bx~b
za4}!SFUL6NqiPw;c6r0e)+H<=@pZX&MJxh^GqR;P`mEk<5DaK3U(_!p7*am_evZ=t
z$7Z)*{_-YP=j9e!x%B_o`K*7=yuQ4`GUi)F^}My~1&%M>J4wd+`lQ_w`>!vXy?Afi
z-IR4#|1EEwQGZR?{&na4uSfppS3NRaaOQmC{0^fczgm~dL!Mey=^3tC%PUNbdEHdQ
zeTo+?b3JO<-ml?*>$K1MJApy-+#*;){k_X7N;k=z?>rE+q^#$gfc3?g`)@jb&*Pi-
z<AdZ0KE>oUdW(GgeoQb5%9X6k)mx^+SCukn+m1Yrj((8^I@|lT9><w2-ha4tsxoUS
zujQ?$j>#Tdyqjl7v+y~~9zFbf^;cuxb<5N3?#|HT{K0)}%F)$-x{prrkN$r>>D0R4
z^Ig82Is8jPbM<_i|NQk+&h@if|NJ|xru^KZ<M-t&?AHG~+I*yRlhf|kf4;YMNPlks
z^x=J7en&<7vj5U<|MnUtt@`joy;pWAPqxd(IrHtxdVQ@u|2<x=Q2)uv#_;v!Yn^X5
zEfL+9x$HmdDf3T{zm&(^{`g>W=(M`O!r`ygKfVk2Z{xZt>Ds#E_od_SZG4%3_Q!mQ
z__V!iKgUajeK-;L!Gi0ZlVs^$hhOFSKO$NbHhA$Ke13!>l>OxS>C1)edMoWkZ#ZVg
z{a0N3N%2YJss9#UO<S4^l)s$+@LTkspj^UYro&7zk3Tx|KW<Mva($uIu2a0s7L}6W
zivr$oU3Xm9AfLC%<=ytR>y~bC5pv!B>BM@YlaJOWKKZ9L#XH0<xA!Mc*^lkBPkVQZ
ze$>n=GhCN+cI%X+O!*>3<1>;WZgrd~50hMv_xAXgtvSEjTz#kEKczDb+n9|%#jENs
zDL&li;U0hN)Y{{x)88+8cJ=k{%ys`1R$J_1c^ZF{Vb_kttFEf6TeaO^ul@ZcgSYlk
z-qVzu4gP#v?cd5xin8llTl4(%-j7c|Ubi%x(o_5P-sx@sWrOD(`qP<X8C-YoZ0=I~
z<JSba{%t6Ua<b&#zU<nEquy&b)_8n8Hr+I9-O0HoNBsW<)a^3(^CeI|@rS(GD`mC3
z3&)#&^qm!t4DEOyvs-V%^w{YE)&h2>HO}(eBW#X%>z~c9F;`kE_(58p|M$0J&u4YX
z{}PV>U9;lGhPp@JW*)u&&pT)S+pRnI-<Z}|#jN@G)8+2@jh9be+q6IG)9Lpz7hEQC
zSaH|ief;wrr<Ih+`ETm^v!37Gzo_@<OHcD{@2^hoh+WxTaPRNQ-9eUtljrZzo?HIk
z{YComxAW~@9nSs!?wOg)rvJ>f<(6x}r<P!zsAK{<8~}XEfT5YOxdB)egllescGe8!
zpa}Y%9&HXjC>eB~4)pYBb3@SiJ}?0z1w+Vz#b5!@nTVX6n5RdZ8-h+~0V{!=9&K&}
zIz9m=05Sx8b{$N>Siul-m=sLF1S9}A18NNw&V~k`;t+&>zK;pWhv4vsp4CF|Y-khs
z(KOg}I6Hz)ljhX-aaJ(k<>J)$@q*If3I=)>AQ4|51w*hDfn%FZKw*H>Wq9l%<!os1
z2};P8zz;q}KX=(BwKy65I2}{)VK|f=B4`RfOa+qIK}V{fM-kW-qTD!Wj?*!P9>>Bt
zdNwrvv!THOg%r22vwRFp^^DAoO~A*SJ0})+q-LgPlqi@Rn(A2?85o08I3z)qC>R+U
z>RB3^7?^=F7p~*P%#6(SER8J9EERN(&CT>o%uFmy6pRcE3=|9v3=Q;*OpPrKA?X;D
z0^KrmQjHYAi5qNaeqIUWa53~uf#aMXLt}G2BLj1&LlG$(<Yer}jDhn3QaHF}=9Hus
zDd@Z9B$lMQq$cO5fRA_gNzF?y$xtvfH-(m|pyCl$$Bdp0P088N;1C7JfD!81(5CPT
z8&cjod%A?=yL-C$CKf2@d#0r3m1LGwf|7}IMq&}Do+^gkrl6m00E#J4r4Fv!^wSMN
zd{Bi0<AdrtQ&4>Z69C<mU<xYup#q@l(#$}?Kmp2kRxmU-gC$H*<RhKl3U(f+zDs6W
zT53^hUUF)&LbQT`0>~L4tM${3plp~JF4~!ZIztl${d7Z9aDIUu>JK|ZmY0hY;w-n!
zqT&)zkU;7`P_}Y%%CAs}R?sz9Ff>sxGcr=pH8X>l0&YeiatFwh@QMMX(>JlCC=;aD
zK+nJc<b4ALT?7++K9^4-)H)+@=>R`O5tRFkLD3VEADWj5%19v7;pH<(S^;c5NKJTV
zN=XJN*vu>qK*fWCsX0g`C<2hN8Tg(LWD(F2(;ys+QF(!)ADpbf(W6f&W1C^k*uH(<
ze9VR%&fhIr#U(Ta>UR2vo>kiWf1AVXE!sM-Z$_lI^O-#iat%;Xs7Ux+67OsHewDO?
z*Z=U!cWzb>W=Z^c!6Lq@-PXb<NH^1cSAN4ut*w4`yS0v;2o+nu<h)YSf|}$VPe1Hz
zteUv-YxW7NEq~O7N>y8nSR)mhi~llC5<B8+e9P_BUl#reUpDV$tbSp$72Irv6+DRJ
ziovc2`_|CJ9IOVyF*gOJdN3Oj4Df=?43xW|tumN-V2v;ilHnkwU^7r!&EWh47KRv2
zFoZ!df@WjI9Nh`tlUNivT)xj~;tpx~!*V`YR(A7>o&UE9ukE!H3^G<$<2QSreeOX(
zdf`8gOh2)w^+lK40-mnE7kll&Y%{H_c?_EqqS<D2dP{ff%OB#;T<|I&Op;->_@)cn
z4OJp!l@d?hQsNc(XpwPM;pn<n&p99dys+!Ac{1;Zz0Zv`W{=#LJXGtnv3UCB`@5Tb
zvvipMDdca82#Y?{)USF><fToDY`+q_H;=|IvlC_o7Xm)Fl?6R!a4C_Sa`VBlrkCEQ
zs*K7O@t@4N*?4{F;=0BAU-s|&!o1_OFBh(m1O)*&$czllz-qu8LvwJ^17;H$mY`_G
z2+Po(jhqJz1ekx%cjA`F+50tRfk4oW-`gwIdxKwIIOy5PRW@aU^E-ueX=`lXXX-uc
zEAOsQIdz*~`Km$Ia{u)w+Ey3ePUXLMM)V-qX;=~h$X2i`%~4MA2N#rJaUxw0EqOr&
z7R;84IktV)puEOf?RSuM!kP0Mp5N5)+PJe`dc#wbZya*Wa$U@t6P9UL8FB5Ca9O?L
zYmK80x4!$#zLdaDuZg!0NUPL7X0}>#yGbjVf5o$DcNVCscb?<CEq{I*yPbn@we0Lf
zaSQEZ?{fWYGZw9WUAQ*>@b99RjoSQrq1N|5Fo*eTY2flS$gyD085*Oce{gjGmLSsC
z(CP)%*S@{Gc^eFPTz>mJWK~iX|9^vBk?Y3(qlOAA-kmJ3x_0i$i7Bg2DX?;E`IaPh
zeKW&mTcd1qPMNiVu1cpTtzDGLXTB=gae;;ZV;8>X%?-y7JT?9ILGH-y{$)k_(K{Kg
z9F}Lp<t>nFz^=En1S<iv4b9C!<v*AW@fA`d&;VSVLt1*^1|q12fV9to^Gl18Q-c%p
ziUW%Bbzx`x;%KEAK@39F0Eh|*R2M`*8=WSWX6S{w8K_b~avY%|#~f5uU}Tfn0PnoR
z3L<xkySDp?3qDY>=3ZGSda}DNWIOwT4{wyNHW<YH_{REXS&;Yw$+KsEUtCt3wYJmY
zep9fln?%o5#`Nthtrs3==sXn7Sp4YRsr70vIej1I%~keWD=V`yo8i~IE0%4deEqk+
z{&0AaeL<o}_Th({C7tEn-|t&2>^;ySu%OUm>b#}(6NQ;{Hzu#1ocE~8XQut}<F5o)
z9r|h3TO^gPFUpqbu40<Z^y;>+z?NV0%Wet%U9d03!*AZ4o=_i^7}1(%lIGI;rb+Fd
z{Xgxy*`GN+e}d*rzx?jbmOB>m&-YD?a`HGmg?pOrr$5IY{XKE-=bTgT*_pQ1>w}{i
zmfsM?J2;TQfof!mlEBSD6+T!3niNQDfSH3*614ebVghPVf$MaT2q+5>+knE=SQ^RV
zpx^{GzQ||<8X1Bcfrj8lAX3*0kp~qF&EdD1fg5O~Gy*{bYe=1MP#y=D8pw@6_|<4A
zm#%Q?qcj3RId^biQzHvdiyM??kunV^aU<mof+Z2C=Eo?BhD!4ie0Lq#w`k2vaE=B`
zK#B;0!2oJOU<8Bi1nYIqiaajW>kmmg9Ewk{b-Aeh>D&FZnz?L!8*Js&N<OEE%DtRj
z%iaCi+v9G;l>aBEiTtp#QTjD4wdSScT614HGx2B%hOX&SzCWGgUQIhBCsFXlbc;t~
z&huN${M}d65373S+DLC#3D-1Q%`$s}#|v);=Y-<Lx*LMeO6k4)w{T(Nkuz-Pwagw}
z5Z$mt%-hRZmtD)J&f|RM8h+lbcNKmMR$iF%HNoM7?bXW+6NU6dmV7Fi8~M{S^6;Ho
z6a1%K5&W}eN&U(AUyIFa85_!duHY(YL7oQ(mJw(m5-Bl(`W|2jNGJ}fIv1Q<ksL=b
zib3rqj3|zsa4_$%f`H5Wnxk@;omo6r&6}`PD^x{(QdsG4Mu}^BL3<aN+WmOXeZ_03
zoP$)F+!>|wZ@s<k8fzXWSo;`M6!jEG+)(;rQ6<!_Y>|I?*{eKt;np(++s|<>pVp?Z
zg>Az7n{$QNZ>TO?c${4^{-$EJRO0u_cbnc#lh|MA<h8)%a>HT8`z59y)6`fZH`c!1
z^#1a$^Jn58CHHb1U&X&aH>beDJ$WK;uf~=j-WR8r3VOVozg_Te!hRm^zdxo-_L}Qw
zx_hqJDxb3T$>PuMEa{8ao^ssw;otV8j#jPL>_264f8dI7P*{M&&d3O*#cU35eL-Rz
zaWx<@r>R?j3dSH%p@dY4!iPk3JwUA}lzupP*c-VBwg6S_pqdz^2u3a9z_x%LPsojf
zX86|vR4RkL1^2$Qrwgc=3aW^VK;Z&nAdNeKM{1%KOwsSXGE^`$QZNP$Q<{S=XfQNV
zh*dDOP%t)C0A2N947$|8%)&q+R>1^xfrGiJnL@0B8TbMR19JsaQ%eOCGYAd34a?XV
zl=DHu6rfwMAU9-zSQbe4VVQzQB25g86-<mxknY4XHv<`MXlkqw4YnG~We{LrBSjQ!
zEEmgV5TL`=L7@Pu?NjqWW4HvagBUF5vV#*Wk{=0`LKdK&0%j>R>15Vn1A(^pRa~-{
zoj(Zab4oZ*6RUaQG}o>{xi{ERmpjt($6M{QJ2*oU4nLn+|Ll6t;^gA2Ek!oJHZ0CK
z_%SXsGf^r(jA8$Q(9CH|VzeHL9ojBoby!J1@A=7t7hcq*gdVN@@^bOy&BpO>pH?)g
zi|vi(411{^Un?7Z{_WWr@)8c#a+`NO6RL`Txz#xTE`yEJ&0Q1i*4^3jZI=77O0xsO
zPg?GD1RhGUV%&B)JR$Ur|Jl{z^;v9D|GK9y+4beo?#(mye!N*Y=UC|i6~!vGTS~b_
zOH7<k2`%AGO`9_F{lrs3ncJPMroKpc8TzNRPQo@Js%FW&=vOn9Rav+CeN5iAW!WxP
z%M%{+Chk$#`CV9Jd9)~dk-KT}F29+2+fI1Q2)yyMmhn;A+WEG6GVOB5)|%Y;&uKhs
z0oQr`Ss4qL<0#_50S%5AV?ztD8ZgJu+ybpqLlkkCS5QHcV@hIP2`I0E#sLk@EkL7A
zlofK&HW#dw3^E(NM+vqC>|*pn4%3x`r<em3C!`m178VL-1_pWtmf$i4BP2kEB83FB
z6dAD>Wm$ky4^ns#EO9_}J!Xk>@oZL$fdIpU>Ul|hw+}zMpQYWgAwtaNOZzRm2DQb~
zD-4fRe0VEue9eiOOWt_0kD6ns{dKP>j(ca1NN>5|t;%!ma*~Bpdvl0Rm!n5s`A>WK
z=(9}Wch+n^x-snUkuD~M9|ae0&Jy(tH!S^epvheMf`{pWm#eep%yxa9FB2Ha5gFNZ
z;NIIWmtI{jbK$7Dxl>F}?`>6?X}#q9)ovYom0z{_Go{}xGFdA%L3ClXs)+e^uQsng
z-Ood=e*JS#YX00EZw&UdJzdr^<=rXInb)5_n(DfwXUc?m9-1qao-UDI`N=C;sC4^x
z!M|mtF-pEKGj4r1yti3%Uu?GYe?#Ma5|58Py?^3-=IjX}6*i0KeF@uIYo9!6QWdzA
zz#NCL00kg8z>UmNOA?%oCCogEtt7FexVdCWL~{vj3)uNXs3fr@ufb$#h_5688;TSX
zBfTU6ryiv6AXJiA;%K`-uiUF?o&HvdDMzleWkS#-51n5Dnf47goU>NKuG|w^InBZ9
z+ntAT#}Y&3vlgq1)$MRJGuY@S{WL*logb6+Vb|FT&wMg1*S6%}+-}CPcgM`*oWE|B
zI0uOIw9fxmGUv{jdEc@u4i^jTvu5?1&0YO#oz(fWS8v6?IOwCpb!w94i<;%vukG7v
zyFnmzcGS;e+q2T^D?@6|ib=Tlo$Qqn>De~*K~!<$f{s60k%gaD^Bh=F|J;uA)VaBT
zGG(W6$IH3?Ug6?3(L&uyFx11wNr-)sZqOv5P#0?zN88|6nq@AM7bm`8)m%7F^Q({0
z5*@css@zYbc{W+yyZ6Wb)4Pp2RuitvY%S~&DZXVh$usM`X0lVfV78W!N{UNB=ZTZD
ze|uFH3w6!nyk&FGt6*}_QWbyAigVW)QYs}+6;-|yo*w@E&xVg}52sB3nZ^9wJA-}q
zifPaJ-GsMK!ci!J;{qIa#-_$#HDHdRxh2l#4Y&sf8v@5#9#Pz~u>{pk;06G4cLufl
zW(l$d>{#^j2*rVercq-FYJY(JL~7p+yp+s90eWLGTF=eMRKeH+dQl&8@6FuMK*7uu
zblb6+xdHgfJyUZdJyTGR4%Fi_H8fYSG&WEG_3R83%)mEIo0*y_n1b)aGX)1O$Ou@k
z4}7(sskwoIiMhD~h&BaZ@MmlaGTYS9T+dVia<w1mu0I0>Q?Sh-wuOliR0bk%YGw*{
zjfny11}qa}bFlNFa^UL#4HWQR4G0cLq<DvxzQgEhKyd0u@*%<U6x6W5Y?%dt%hNrd
zMeVk=bMQz6aVnacOtkp2aM@pmBz?^w!)c1_|Mneo7Fs!t;q04pRnzWnSQVdj*H`Dy
zhGv^fM{fCPdp|DNIO#^`xw(85XF}AMi~ijHMq0SVuV&8i&R<d6A?2x_m0wvJ|M@J7
zi^&4}qFuLLPXG2HR#w(7uIJ~{d0&n!TA(v?(Y4U3+%wUag}L|U1Z#`GUsn0p<a^Kh
zn*!ao&kB^;T^DDn+;p3-si9Qv6((~>lljuCc$@ZDS5D18_Up}&RQEucsoaltx_fec
zVVT1Cwqcvx(dho5hk;F6Orb(AT%O6UDgXGQ>g!!iEjLk}1qRRMK1w{1OW_JSz|_t<
zp^!~oyK={}icL)mL)+iEyg6yIcbU$7o=+wHB3~xIwb4`%&(Lm<Ik2a}=Ki|9i*`Oe
zuFqXGd)1zZ*KDu0pYSi5nYjGrwv04`?ySmx4BMSI;hOfg1VsQi!i-IfPzq6;Ejw@-
zg><nSmU7g>fYNrI1$apdxXi&>jzVk!J05E}isZ(@Qj}U4kk_h%4THrh7=nsGBiNvq
zsR?-G$<!1y1Z4>t^fEUBF^x<>x0ZrLLBm#{$N&v-VGdA1+=CQ^c#5Q<IzR<UN=SYr
zP$*d#U~lA2JnPqLAkg}~wktAD+&o}M2e(sFfUwv<moJQ7)(OIzzM9<k?v)+LP7=OV
zWBHuNIQP;P{<Rn7CYhU`=CkFwrO|$Rk5%V|$18XrOKRx;b=-2=Gh$jx!FFA_<=1$O
zS8Fvqv0c$!E<NYn)jN-Qz2oLOEkDb#{QNTRJ8Q4iJ#IPXeCm~y2;ag>n>XkuIeBQ5
z<%M3@djFi_=jT6e=s3BZ`JVS=O~FQ|MZ#$=VM`OQ2H3WS8k@YDANOWu-Gul<uIA4V
z&RuphSyofOvy1!U)4mtm6tuV&8QspjeyZtT(Ur&hudYA)VNTATh06Z?-`5@g_Q*6Y
zefsL+#GGB(v&{Wg@y5+Re9mmyqwmb@>)LC<#RNtt5fW_RU^X&C?j%|mptZ*chCirz
zgi$Gg?g~t??7LfCceK*%LB?JE0|y+!cV^Ga6@S2gqOd>FMQX;!|IE*nG&^q<hNvs)
zho<gW&VE<&b%wWyYoLm&=XL?>|MzDv{{QFr?4L6ySO5O=^z#1NL-CV}-|4ozx%cmH
zea)};{~x}s7naMnOZk`gx7+SR{*UwZf1jKGJih<`>*f3ZY_9%&{r};wKQ7#f=8ZXf
z-~O-ouk-tB7kM?8{}sz#X8&{cd&Ac47xHgTpLXhA(iznwr*d1PmkZs!x;-Rs-%^kN
zTz1!@*BUlXnqB;sH@0ebV5`eTKAlr_zrJ3MuVXCSeq-fgy?uXwmA_)&?DFsVb^ZDO
zIt#wfzgPD+e*T`_M;}xz3wxpe|C3w2XYc=@yxtcdm!7dt`FrHP%t6~<Up=4gzY?vd
z`$cU23h#X$+r>JJcb>K1aiYFs`xK{?cQ4o<UU9iTE8|Yp$B&O^y?WUE<?`yi7N&wr
zmX*C;IW6Sxanq&od`IS0)-C#WW@WIndfSu#Yp(p7SH=JDaouv~{l%6i4}Ro79ye#7
zhy8y45U=HGeN6=`UU~$7`_sPv@2V_?D<XLd+syB8R(?0pO>wP2zTvlsdriu0Q}0|}
z#uv5voO@{8m(ACNs_SNlvd;f~_W80`3L&%p?%Q)W>E$ARvlLAh`MbLA_p7UwHJgf*
z_ln)>wQ{hPz45n+^_tvA#`m(Xj2(YY%v)5?zGBvtU5oxst0`L-{l)mQL$I9I>1k=F
zn7&GBq};XKztF|~+WGH#ckKV3_rD~;sV2H);UfQ~$@_$M)+X461g+>hGJW>Ddz@#v
zm#%dEC8n`8rGVY-6I0Q4i{97|JhP8UZM?7P5z=}k+IT_9LGxFRTT_*{-km$8cSf?w
z0|sGU+pAu$J=WXstY}E^h*hj8ym0xHkfYeN84Gx}BsgAQ6=v`-C?J3Gu}RaTR`*#R
zn6YY#%z~1ISDN&6e%P@uZ(YmfKKDgXerM|eC54Y$Dg~}>UOD|qRKl!#Ea_>=XB*-U
z&N?@@!#bb+$4vIU+d8;%B0F+L%`TnFuB-MrY2tq8(ZrYQ@9643o-hB=r~6!(OhRF=
zYWJ@hk0sh!gV@hH@XR?D&;DZH!`~{2Y;03A*4;X@nRAi;mRHlC?NR^Dw&-O^kdH;+
z@|uLkZ4t?x%d#??mba~BUpl#Ii>s2*(kCn{b??iaz9(6y!F!=nv-?=nm%B|1ytG1d
zN+0Yycx3UTW8ZHHH7fcBtc+5Scr1VVp8d>!v$S}G!;{|^ihWIcWOvZUVvXv`b^1Yu
zoIAE}*m8Z*;WY_!#J<GLJZQT0h45m#ofjr83T=-lS$usRkIk8vwfi4vI#i{&L>I2A
zNIvoFyyrcpz|uvP_FKLmnCiP^qO6)7zou{6+ur9ly*`W0eNt(CQenbs4Y4CWYm=2C
zEQ<Vp-4mWQ>qW=*zZnq>Y-)RFT#%U9Cph!P+>3KE=BfOy+$YMjFE`b(S#D*~g4~yk
zZl1j&8nW*HdmObmmL54VtK(V0DxPPzxU-dnSdxOTWM$4>-FY*-MosoaYVg^c%~#in
z-mj@N4q}^N@i=vdQkW3)>x{sca*DbpU2<7R_~k^T1ed)K>+)C4o?gtgiOqe6qd}P4
z^vE2e*PFL&Japp8G44Zq*K?-zC9++Z6?~m-s`P|1pItHKWen>Z|18Y-dC+)SRZwXD
zd!OA3uNDXOUio@vnHS5=oOcp3pLbYk2IU_WH?=p?zNnJ5vSMBJ!bP)AEW2uzlc}RB
zy?*a;t7%W(t88<&X3q0mxq9a*9@Q(_qAf<jtgQjR5&~B)-m0+H=g+x{^^vpZY-O1d
zTe{%R`vS+=eu+H{ADp^6b{<#0zGchfg9=-!B5yYwTgCL~Pt0ld+BHrYUs8FMO)h<z
z8tAi2sY2-9#uYCg?7X$}RA7fqzh<j#vT2_5u8I2#jASLQEzCG1&MtX1G-**v#}x~9
zcSZMa4)0r6u2C{KIdiW&k?~TplQp-<C*`#tr*BFzbDH50+|w+*d2x#L&L?+X*}rI?
zwPFMFj3B1i&<(3@zIb@LVqs~+A%<C|3la{NKje-yihLkp8^YDN?o*4(g~<udx(qs!
zZ{M|uo?v~wvS+143(NGAR>^#mqC*d_F!}sErSRp13vYM==9;cfWq)<CWBW9N8D6^-
zj@->UW|H6*!7TkOX~Lq;@EHjQ&u)p?a6C#bRAT`jOX>D!pJY}yuKHAPhtqxTiYuKd
zIl7lL`$_`Tx;Ae;%~5i3aehGMs=0f;O@7*3cbME1?)7f&LGx0sIWu0ni2jmEeig$#
z^ZrJ$)n6LYCT*(-ZPoj9hvREf6N9>b!h<7|eME)4xK4Jj;xn1EvC?tn@5mPl;WNTi
z*6yD2BwO_8yr{Q9vkoXt5iob0x@e-$teeLlxXU&rujO@)&^@zyQ?S(u1&+wD_vSBS
z9G<fX#2sSf+I2`<dSgVZk^SsH+onnv2yE)--8sj#<ow^J$?sRnIkmm+U3Q~H-F>~f
zTXdd|61Qll*WQ&jYc92x%;A`__U58yzLm}&=hm~u#jaWN!Ffi{3Jx!ww1xXlwN-v-
ztDpKR%jn`0<5{gL0x{=T-D#LsFKov5t@d#5WM^O173-dEi%*x$X4cVM<LA-3Vf*Q0
z+r+I+B)*)}2xZdUozVZ&FLqIDN5rLOEfwZxJEj>ie-|{5*eb+rF!AAEUna3_fx8nf
zh@L$0Y~3v>k2k4VJ=^paTsW$npLjg=^z19I0$#t+opzkP&Q$fxR<%4eCEbKW;%zsN
zz7*SUe9wA&dco!1#GeM$VqU+*`sRIN+Ngh?ts!06qhr~u#K{hf7oDW9R7I8Olqgpp
zG&;93E<sN1%<-Et(y?q?w)ozdRj^`f{0v2vFLR5XA{T$;jQCL_!0-6PNbq@uuha&v
zWh<7lI^W1R<-GV}*KyP3vQJJ-H9B-4)K)xX*6sw~SaG$6p7sko8c)<#wQy#fe!Iv}
zN!a^DZ0H2<i0(Be+mFoQk>(0J=6Unb!cC70?n~y)efZ2{>%psxvre`>`MPH6o#tyk
z=R%%6T{QXH%1uuM<W{s)9G?46bn_IxRZ3N#Q%q8iowySiJ^6Z+tja7i4x1^RlmDvR
z^)ratbu=>J<mu^G_lADlSr+np`6b&#_T6zZDRCdU?%2j<cfQPd%5L;NC}-8pAfemc
zOXgJ>_@<bL&Rg}4^}egQshoCljlhejlnJvw#7;fnRK9Whj@8L~?(zzW9*J9*7vfVV
zx%u418Kq)OE0r8xNbq;u*;o*8)YEt4yU%ONn`BnVOtJ~&U%HItcU+2N;`*?IZ$#HD
z^a*`-Ba(U6jbjH-T}*t~(KL5eTH}SKsRoG$Q;)iswzxCT^SttCM*I`L+#6;e)wK@y
z{q&qV>wRK(O59>Dp2Yl(v3vQqcy{#fG|%3m^;mYT^Zj%e)<vf(Uj$31?)V<3n)#so
zpz|8L)$P7!G9ML`T>@tPdZZe1G@(S)ls!{wlikUVj-#`hfBj?>tZcZM{M}`Z<E*Qp
zfrUrRvoAdGp7c)4{lMnVhSVeNR~jD_=%<B#lW9(3lvL1iliAf_ux3;6m)y14b~-{!
z+8XoStRBw`<?Hz(ansUM<?~+E^}+jgFdd&6z%%uBPvI)-gL@_IS`067s>_D$ezdgO
z;%SQ&%PRMl7L^5@QYW1+IG)T(R(qAN9qQC;qOmUUap&ToplQccHrS<ZSn)QMsh4ee
z<a*(cd4)NxEE6xV+~3gg-CJ2%VdIKRMGv|e4+hqs{;+EMq7<h@-^Ukbhwsnqt=lac
zS6vp_cyK1$c^w<jje#+(R|LOBe?HL0dwtEuL}#bkb&q<_ygyiN`pwOl+bHpHXWWyv
z2bWfz5Pq`kkb$fBmKWzvZ0NR${kGHQsoJEZg{CL<xZ)*vEmwWE6l?9!{kBfY%r?j=
zlKW`4d)9~Ej0Y*)%LNzd<**3OdN3n%#_mblkrKUiR}Q+oHsjYl;A`?m?ahI`I{V-B
zZ(1#(=ohEX^XH-nODV@{zxoiT_Lk*BwVyA`uMM(N-K6^HgS+f|kx%Q^{W|T&thsLE
z{g?ic6}xN}FmomST6|~gLrYF+WhaNl4Fv{Ed!mk;Cumj|Z%bpAO3ymD+j!T*%c&}s
z1)DCW-#y*opfCDOJl$m4&i|?2)1^f!zgM3XGd=g>Q28^-ic-Oc^L45#4s|g7UsV41
z%yF-2T~#5?^`TD7GV9#<R=+ua^AvB!PxFU&B~5qSEnL0i|LmLL(|(5i`r?;5Q*AwC
z&h2ftczld5G|$@4J^AXM34ZF^T57r<nO=PIoQbFA*^8h8mekgFVvqiAO61Bbc&sp!
z#q@-OO6j591$8b~PE#idy9EE+_-1ZmQDM=vOB31eE=+us&EUrEc=VW7qaB<7Yi_{{
z-e-ffEj4dWTst9PuY>@foar_;j?+t%<cvdh7TQ1SsagAB8-K=wt)}j8+oNWNW()UQ
zhi(kt`<B^gxpqtbZT2UEE00+0p4<`mxH9p(jCjU&MsB7yIpe(CszXm+B^TG;RyzB3
zqsf6cwk_v!Cgv^3o2aLwG(|m4NM^6{HnUpuoSa{mw0zGAt2L^&zgZ^rP4<3>Joi1x
zb&AUGj&FFpwDG_jF0<^2AgkNcS)3LH33_H8ky(3v@+48lMS-6qehDRoaY%M-F!}af
zf~R1Tn7zniH}gQl4^nna!pkq635=_~^~7cOe$JDRCjYD}yke5<psmX0w#+3U^1{U$
z@y)hI8#1#_O;XJ|b@$pz)uqw<y()BgH;6J#&OOsG`-^{t=dCtg&uCpq&+7bl3xdqU
zSg-9A68w3{;`JofMY}`S<ZmsQ!Y;VW_Ezqv^ET?TWs{D8?+jGg{C`KtzB7z#_)?z=
z^(G#f=Qkm=XzJ3Xd_VP)T+FxDbDZ5`cJkMuYOACu>6-1ljprBaJ+4;qG%Bd&kz88X
z%1cQOpDrFfb?QbJ@80;HH9fJ{?-b8Y6O$2Nu&;R0tQnDS1XAAY43b=*CZ^jKx!UiB
zXvlP>&>RMaC8AgRSJ+FQb__H$Gn=3EaQ4E4hdZY=TU=L3?h5~Nb8Du$2LG;&n-A#x
zTD5+?+WOqPY$jz*lH!|$=OkZ#P<Jr8rB~%~P>SKkX~Aw)30HL!lhY@5xb9dx{gTPb
z<Nq$NRsYXt^&;S|{*QBZ%<J_gou88a!cO_)BFp5(PM!+??(n|f_2#R;v}yLTh`U;5
z3!dI>(ciPV;_#HVGeWoIb~;YpedwpQ_`QjJ5`Q)<^)&vvC3LsKVN+J~X}&pS-4nDj
z`)>U-+8n2Lo-4$2#!1yxFCN(cJeirXFY)*KQ@j}!+Y(s5BnW>q*|Pl6leOEl)U=|$
z*QGTrtpE3Rl?Ln4T^{k*0<AvunP~^Sco9%hUH$MoufMTm;RD@|zkKt=7V#ZPSfFQ~
zk(9INqKe17iw<mZPP043bM=28I3T#_(Jt<_?@xU4;D{9G>r}gE=`&$sOG9n4>#Pdx
zfbvA)uqUnT_ZIBuepj1at;!Lcbs~AI`+{tb-FpSxwYf^Wm35YBzdI(l&SZD*2F`#@
z1q&V>SYp$3nyp{ORN%sbE4ns`U-O*ib<bI^;k9csU#H1$rrR6YT0b}4Et!7#!zSy}
zN#5$>n_Y4vILlTx&-q}t$We32t*v~UmOfGyZNG5AWHx)G^*m-?hU)32Vx4_2x<U*K
zmaw!c%1h7N^UBTSMrXvtgp`-xHkB4GJhksd$Yj1hd4)^#O4e01d#<iL%b;Ko+?~C%
z;i2GU9WAT+RKG8IW}U*5D!ZP1IF)X)@bA_2TNcdRFD7U8VqJl@;F1fIUdwvxnqEon
zo%61>cA3W4v?H??KWR9s_VN<v%u^gfid$Z5{j`~STCFdJaf!dxq0Ot^IheRVFJ+3D
zwN^Ufc~SnPgVqVgAFVI_mpj<EU{P6xCMQqG#d}(u(#v8(&ulo=b+YZ#t;e6v-AJ_W
zSi5RY=<4=kHcIn)uO-b)G`f*<bW_^)2?vf}YEaI%IQv4<?`_DpQ|de)-RAACm@do~
zVf4G3cV@|=luW^Qb4+AcW#o5iPfYEM$@*l${o>&Vrlj3RoQvM7MorK33tQ$PP$Pcg
z_6jML2|)pi9$gY!VfDOBAZ&v)V?U>|3G2z6S&23Yo5E)c&ozu@TI<Th(Y=J#OTjgB
zdupa%NBBM`%Qo2%(U*?`9i`2JeYP)bIk9l@ejx|3gIDAxHSBYcwcIW)I`hJUhLwu0
zCm%g}HkZ+{mSx7SmD^Ysa$Y{f>wD{9!>?n-AungeL_SFOO9;Pcn3_3Z)}~e6ra@)`
zlIDJ2?>8OSIMvz1dRgkqoHOk=BMMH~${gIQ=qM~QckNt*RPp^jYdN3aYx`2XYO013
zUqknT<9qhyXS-Q^n^h6iDdQI~w|J6}@3$ijF86x8SUKDFNa+1JS8-xx{?Xb~=3=3J
z>17!jab1dG^Hy_wm}SM}ol*2~SDkC%mjjts=dPB0&7m@Pms0eJ2yy9aYEHq*mi@_#
zy{E<>``Eh5I>S^!>}+dt?9O|lTRFO()<s4}u22?K&ENhl`?zq>s;a1elJ8fk%;Dg8
z)fsqIF7X4)=c9|G58F?!NqCSFn7Ly9A7istPTv!0(tnp7)a|+?HCcE1621r1*XT5_
zQ#Jg^vOasS>-8TEr=s#Zxl=SvlJ$-At$CV1N?w}OsXW^-&vExXKZ)o|=gy}lK1{h@
zY`~D6yl`Hq+u^gx4;0JxHKe&t>sS{gWb-NI_tbs+RF1aa)H-=NwqGkZ;}PrD?77VM
zr|Ulmbrvm_R#p6H&}*`LWA7oxHG#*Y_Eibx-u2z`?eucFlK<7+56k{XY%4Z7yR+~e
z^VYlw8Sm>(g|}3)TA8&xzBpc$jsDPd(&?&}PJ%^Hv1#^<gS^xJXiT;^&Yqg)$~O7i
zi`|?zCwy<qI<ni<?&QN9f!P~WT5eR77x$~ackuom>O3zc`eI2&fu+(VbCp}Z-7*_4
z)SixPzI&qknN_F7tOG&^Q%)-OxEO5{e9Py#vGj@S;=5g!_Ny=Eosze&@~zUO%!4i^
ziOE|S<}0!<J(a+5#n`i^S$MaW(T#*JO*)IsLnQBR_PC`MJi${lT_RSiXtipP6LZ*&
z75_i2bP3w&+r%Kek9k>Y@6_;Tu^~l<_qe?6zDaZNoIUE+ZQ^CM@pZ=4&yRZ^Hk4mY
zy|^%zYx&(ZYj?O_42Ws1U==Pr>c;hH(xlmpBERO=OcmN3*Q~pAYk=JmY16gq97J~t
zW<?oHI<WcO3*H$H^N%(=t&4gV@r;cv(BsUPRxhENNm&oG)qNiwuk&=_UDu|jF4b{=
zjz7b$m~d|SmF_}2jrT@;xO?cx0)a67V;ABdyqa~CD}8R)Hn)O_d;jvf>~S@j-*|mT
z@lus*Q-wo3+?euJ7A%br`o*2OXzDB<-(^}pCs#{FtzgugTXjKy$tq4`?l@1SsbS(b
z%)Tv1Ji4tR@8&w=PEo-QHR~D7x)#z8k1l^CHIdI`<HS;>+Sm<uKiqw=QTw!S=-2&j
z1v!CRT`yf=+$WZ(y;~w7YwLqsuWF}9TJ&a1EzxXOOW9UFCs#N;^-yd7B_6Gct2tsv
z<knti<LzPI>3f)u+fAse<yTmA@80;-b24)q3-z7$EGV5-wfb0V@8tu$!M6^0Wi_ue
z+)&oNC3LE-A?JBRW)B<rnO7fpgb1A$JD|w7zOYf>`jph3J)xI&TreojITz%4D2Ok)
zTCb1sGbs7UpAvF=XEMEI+x>cN)0p{-o;<rIxYAIg=-$np`WCe^ZS!BVX4iB?+QzPb
z$Te%mN!GHt;U{fgn3?M3Z1auR-_pDOz4fV!TL0{dp9n~}TS!Vz@$Y%Hq|}7#t?*vv
zuMdO75|fY5F?k!2^R;N<R9UH+m$;XvW`4V@`P?HQWuMeJ-!pyhoTl&TkuuNO_IKZ&
zL_PN-;ufD5oPHi}ceKGLI`m7B=KTJ%y`P_Eq`sUbcInp%*5emv2_EtBC|zY*q_uf*
zpn@oy{061t%O`#9yQ{e^D(1-&t(?av7(bn#zv#H6D&K!)@1DR<W>JrRvu{|TaqObM
zUi)49ueXbKgf972yoa4rpe4;kK-%kA+idoTQ-!ORGJ8*QI<tEj{~m_s6MTFDoxHBG
zUk@$r6A%mEf5FdLAu^%m<3GR65<7Pnt!JE>z`gd-`AgSVyTu47#IN6`?q-%Uoo8y+
zg=_8W;!LH^Y{|XgxpZaW*JpF<>i>x>`2H)pM8aQG+-?h>ne{YHyZW=QW_>pKy2Uc`
zpVB55?;hvk&C;&S!4n_p=$iD+C^G4~U}C!c@k^#NhSLiwlBTUzeXXK6TO#AZj}R8y
z$df1Y1#fD{Ua33X#OfEAbbtLRrvvR_?lKDAS6VJtGX3k2l@R$TRA2po-P&lci74~&
zsY27E9)5AL&=6K#e6L;6MP^f`n6}K%X;$K=4*x!OwXk4Xs>3Sh!$zBg7yB#Uf6`!a
zO-r(+J27lK!|hj2;<c-HUG2a6;fUSh<FzuN8wB+VuZZs6uU^p1U~!kFc&hQ|`?myG
zUrgtj%;xc8Vt;zV{5i`qpC&!|DR!?!MP5fC#bv?!xYFPwk}l^IGA;JUKCNj#@MaD3
zyQ|aM438&P>CXP*@``Pe<l3^QeC3`>TOtm2%BtT#oS8Ixe}VTc!*Ay;cLXHO{oAgP
zD=Ba)G~cjnSLfSVB{tnk9>K@<Wl!JyhwV#EQKa>T1oi69noU^;4W=B~5}TW7awKVf
zh;D~<>tkIpmc@TptoM39Q`Ij|P-E@tVrG-g&lgI{H~;k0Q_P6FcAxk3$r{@W=cZ*p
z+jg}0s3+3}<%Gw=tHe?+Sw2^dp7E6B_@uHKtwH{m`iwOWI52F>iaKl5JUi!N*`?LH
zn*D<vA4S!8PWY33ZdU8Zm`5i6QoJXvZBY~yUwrz7pHB>rsXGr3^Zrej_P#gB4$kR4
zyX@E>kq<`GXV3ZbdD5}PzxC#tz8Ckqr+x4IpZJ5SEA`bY43h5)TOZ<E-s`0|>$RMv
z-ARo*UY!TpWKR6NQgZM{@|r3p#^-xf?+OIX{u<WQ)|}bpW><1-qvcj5_IJBdFW-Gs
z`!4z`U$(=My_=nnMtt!-8etf9wQ|3+5nI|xwT&%l*>i4~d9cMDxyPz@JM)O3GT+;B
z7p0h-S>>^@P490ViIxv^*?PPxHNQI7;j@;nhUMDIw7lP4bDfUpWF}=^u}*X0<lwRV
zxG_bJqy4jBOm2bcPMhNgi&>BS7WymE)+epaFs)Lj;)PFZ?FD0Ytts5kl-c(jDv#;A
z{;ZSv;DXJj%Tp6VH2*lAy(OX17P>z60W<rVeB*014;ExIb+#sZ*2=J&83<nub;*8M
zdHj19Z-8rkWAd^!CLh<`wmY$DZK>M44AHnghG%OHncb$XTk=(Fk0<YA3)5vulRY<w
ztz^+GOullmWm?Gnr`!1i6SYlWY>f}xBv~DHIs8o-voMF)?!qq)EO+^L#|Awr`6W4{
z**YuB*hgt8<ADZky#Us}<L<no&z^YtDwy0=U9W#yPPP5}Zs#e}bh!`cJoVVBxIU9j
zA-1a{$vj5)s-%y}@)Jx-6V7l>i^<wM*~l~U)e*_&LyRXJ>Poa_*w!m<KbKm2nDLj^
zf*E3~!-E<Rn1y6s6bxdCJmDy{@Z{CGf~%g?_1j9MMf4`7o-=0tTvvB6N!xGd1>GlG
z4k}x?C`-@X|0KCI=iJfuBj%GN%7lCmn#{3@UdkH2C-b26Y96a<SHIa+dY3*Q>0C6~
zpEE3O`<g??3SJnW@ZMjmSH0p!Qd_9--9BN7in(eF%8Ip&ZBOqnjXi(n;J3CjOV&)k
z*gIQ&UxdY(3f24&lfwBw#H7~zkCQ3r4qPj-bJ6_six}0rO0Jj4+|G0S(qr-VD1WnN
zN325mg@n({vlD%D-fOLNJg~qndb2|PZSP0D_gU{htmt_Y9qcM1?&I(-{l>v-$BgzK
zwDppbIIzIZF@3wekz025W$vs=UW*rUw?B5>xou}<ZqSPZSEe1C**`I?eeOJ^nO@xM
zY9jl$9sPbq;lp-^w+zRP#O|0fJO5bUb4=AVV##90-yG4m6)#3-ZTP#YQ7lg8q0r-G
zm8uttvl|URrhHF&es4<4PQliB9WL{aNyp#vyu&O!)9s~IvE=p3S3Yi3d;PN4_|Drn
z%hy>>cV2dE?Bd>ItZpOus7RkT(l}*BXiQ;bVX;QMw=<Jc#HElWuDlm+SWMP@ex`l>
zPKB8cRqDPDZKB~PiZ`9#FqOwCI5x0QV^yKCl7IdzhKn=0H{AH!RKf9V`(hd2mn+us
z=_~0<@rYky@K)N_^{Ljxu}%K-o)fVqK?Mq0kA!5_edhByE0b~Jxr)U%-MO0+!<UHN
ziMisd#(Gfn<t3Y^Zc40&_PFi}Op{{`&PwnV$OwF;x_|AI!Zp*E_^djx*Z6Pl9Mhxw
zIOOZDO{y_4%{U`?eM6rNm(h9VE;E@Fx$;XT?%Y<5TU#?5t~iEIb4c0uMf}vA=@Xfz
z6_mLweliPmqoCUrgBiKUE%p~4EL*toMTGE$ke5dHH{=<(7OE~Z?$veKea*o5m=kl^
z$riJzQaQRN+;>08^6a@J%W-Dkt5?l)SUudNJ6}wClaP|}#7ZE<%kcgcO-1FiiOk{C
znj3Q`Ig9Szvtpv=^F<fAJP%I@vJ|VG_@Z*x)R=^nEg#~FF2Awaar9u4L)UZPnjJ;2
zug5g8wK2DEVy%gnSmSwffr`1Axu415yGs^Kh<VT<@W>@V{Jy>7%Jj`LW=}4MO;_6N
zTC-BZtZcEz)PptCJa1K)F<kVJ7Kk~tMPTJ>M@5N{tZd%zzYL{hg_cg>KX_e(@$(YJ
zRx2Yp;p?93VkfyczmnAZaIQzK=v_t{qq6I%_{Rry&B7ZC@05LY*)O(*Cv!)%iNEQU
zg4(G`j^BG)FH5&sb*DVcRW*$-TwR#7IrnGO1y%0vvZ<Atb6BpMcWP~_kbYyE`DAx{
zBID_4jXv%A!c5k!X%?<qy;RJ97#W=VY%a0&qVoG+pVzr9U}gE4E4#|1YTd+`%&4=H
z%ConL^sW@^Q)2AZ{mD|~5nZ@Xs7zRC&Nr5c6FoHE8#LVZDT~fMKdED?>(8od91{z!
zZtI=GRb;fNZf(e=`Ldl6mBxD~3WpV_hwoRuEq3eMlM600dlR&_D{nj0CVA@TyguH)
zNr62sldbOdPA)!UVX;v}|M3C$$n0x{3Gy31&um-u*kM{k5|1Zq+;PPdvZk`-YzGA%
z7JBgBTw8FyX7=NNLUEqtf0x9A^ZJ;sKmTmTl`*sDswLMi!-+3`%d~t@i~X1_uz+F5
z<%fv^GSN!8(kzKdx7iLRw0$`8^Q@KQu2tC;ww3OUQ)jRo7TL0Y`lWdpYj!bryxe`k
z=T_7qp#mM|WN*;Dg4|cu?dkk9<C1ITVLtvv0dBqAvvZvpc}l`H*uF-||39lGvhToe
z$Au57RJSh-ieGQdwJSF6&#e7C+gWZ`E{$;0@v&%q&~|m%nPuJAj;{GS`<&_$uI4n?
zu8@<5*Zqn$J@b&`+95ZipyRq;l_l%@ZdKjh_??wY%3MJ~v?4U@@BgDotZ|9e+%*z&
zjSm)2n%_5N(?6HDTW(D*UwB|H<D4&{4ECjO^<M?)Em?I+m_hbjGH2Y4IgY8a3$DHM
zx?G*E?Z+hf=G=_u-cfJ1@44shcl|?3^rk9?XS}jO@*6s=nO9vft1LKZvo7ECMM|0+
zry|=$hL_LF+Z@^2KdZKMhn6sG*puiWq}O?o(fLot;g*Bkn}qY6Ybz(eT0B#)nZx?#
z2?KRzwcb4ub8{RD-}l|$*TyU5^Y_{JIR)IIMenVbIBk~NuvdPG&YREHbCT<db_t3}
zNTfcRT9+vDau#>;l5oxES#u+_yDX>jxE1P~xlJ|~b_|>z{nJH1>40T!9^(T3?XRq&
z)$R(IxtVsXl4#k|)HDB|o0(f0ALoQ0wlbMJ6|9)AohnVbRC3}_-qC>2<DX5WPwnBH
zv#RHMu}`^Y^C8~O#k&tl?E5m!)%S+GpVyV@&yzyLbd`FQ1S=BD55{bZ7Yee_%Zg$U
zyERqJsj$gPan_oi{O!*sU*668s+Cb#_?xo&wP~koBxgVWRgk15(ZhdE<)*xeM*o?+
zN~~4sJgoP`ITrn#eZ~A~Leh%-fL!lKR@>Dg+~-7C3h&;s=%mA;)}TKESIvGLjcIl8
z=es7>_Taebtm`ioF0+K~txEO&_(Lgd=iHhDH3B&+<hobBiWGRa{F+1P0pIK#9k~lD
zxpYiI7`IvOnx#2;)`8pJx#6q@I}i7H&7F6l>gT<sN~-DkJZ4qK3w$R=iFEZzcii1&
z;dH9cv)1X`GM{wz@9(3%qoqH84_YSN>#O%^+OHHIKaKU}aY2G+BI3FIiMh%T3oiu!
z=$l>jlE2LGu5*3Cv9qzif-Ao-I`?nJ{blydrb3AeGzAwkS}$sz600QlboO3<Ki3Dz
zktT;v6*yR$r?^WV{w!wl{J{>BeQ{#;rUuG<dG0l#LCld$i)X03*t!15Ji|Vz*Zwt=
zbr0;@8*=f+A0vmUQ%(x%1c=NwlzR4}C{nb8&otg(Uqo?@ZQ%K9s=|>^T>C8+vpkWN
zbWt|f&0Sh>QL~(Hx#~KJzl(p1=FilK2i-3CO@-ma1%}l-C0wLcpBE+yiF8_|ZK$2S
z;XBuo1KG#@*IyM+zcI~8@XGI>iBBU~<ql>PB{1w=e^WtfZ$Ym1)ei!Kzt$bEQWtu<
zXHCuWh-rW7I^|6JCqAxiH*2&iN;0)Os?K3~cAL>m4#^h1;~cBIghc)vT4E`~`61f#
ziG3m`e+~avg}Nj;X2X5+H0ICKh}rZ>>B!`Tygl!^O>R6dSD)NcVWhv8aixb)<btcl
zehl`7SA~KaEe{#io9$%GX4tVfEQXi0V5xJ$fARh~Czb{W+S=tz5pT}OQ24P{<WlUf
zRUY+T&ad8|N@39~=jK>>gMHPZ+?QR4-x@q#zU8ITXO{)L9c0}FSs(Ez@)?z!XZCq?
z%Kb*e)hLzXU5_&l3NBJ$)irq{U}7eu^yte03txAE?S&H+PrI^ic=bil@X*u%#{ZYa
z_@6GXm@<z)<D3xZ%C*s=T{>b~8zL+k4R7(?ycZ_*BTV7+5#I)vWwU&auj$lyqh45Y
zsIqxgd)Tiwrq}zprm5_`nZWw;+p9&sD~kH2HckkUyyx?k*K$RE8yBOUeiG}B{my@{
zEmz@GHVVBJU~Sp*P}yIn@+Rnl!3j_MrNk8~m^<8~gQXjG99MlAoBK&n{`JIufz5Xs
zY{cicCixuitmyvsaMxm1S&u;L=8n#qX^E?^CLDTp>-3BW-#v>Dr0p`;c7;3a*d*<B
z4_u177oY2VR%mf|%Vf7{=a!@^&A%@xRd{W-jr^hRaxa}`wnMR-cy?qwZ7xag53_r4
z?Q53HvpmJR-{~ieL@FvBCh~h$MF#{i%#A*{<&m=TQDq*bi0hjd-;h2RI9IUWHrXvX
z*VU`)NZ-9DoJ#^$C!N|i<;#J;ZLdD|?_OlN@!Y#BwK5(L%VurZb^OfsL!7RM-du}*
zu=ui*^-E*7?uyEDANLo8DLzw^+qQ`*LN2iNq?xP!8J?nO_h2P&|EjxlU1#6EXt<(h
z=M%jd@}2+Y+vjHRUA$s>!Q@f4lDK19ysU)F;iOB;JGiZQv}(ER@-+<Z)Cg@a<5?!+
zIk#(;<(`FB?Y`D&YJOeYDs}$!OrNRq=gxldx+QC6n>AhM%csw<SiR$Y$I{w+0+Jhw
zySV?Vm8GxwowlLDyQk|6XYYKTC3n)SHXMx7*d%VfQA_ihgwoo*CoeKP&S>kbiQD4$
z<{#hR==D$h(%)V^B4od|J)AEz-unPs^}}DqN3y);Ux<~d<L+H>eofK8D`BP{0wH_*
zt(xSuw}n{xNZq_)rtAO4n4e*}vt&rb%;0<bj<J^Jtaf>Bz9eCN`i7#UrRNmGa-;+H
z1u}EFW~)a>@ubFV5!kv)<mtQ10^y;aVnyf83qE%^{pCD#W|n<mQP5I}bs|MkURwPt
z`?8YqiUp?4c-Yq6x^l+SEw!^hJX+d!-DT3Q{7*AlKg~*Z+mU=aTC<wrS-|EStqS_P
z4rWhmzo$^)aCCB@&W72Om&)X6Co`<(l3OI<@?i5JwiG89!S`k6+0!O(JnWoswy5IG
z8c`q3nDR5zG~@5&PblFo^qQX3x@&59L9=0qq@~1x{+*rXSC;-26K9xZyT5<)sSi`<
z<iuO^zVBNn#<$7Sez8ff`+2qP1v?e1r^d9iE|HCz!&{cFGkr&GhkM}dRg#^@B4buv
zG)qzTaADwF{p4+;(}y<~PpEx2>X<K-&T{4T!Q*RFp8mF5vPni?Lg`v&@1#W%%)KWx
zn!XDk$i4G-<v)=-%(8D;8>&>pycZbnnawKR)Nki8e|Oc((kCYjl550YPQKbVQ+$_K
zro?@v9K*)*@40qx*u8rbSgqnB_Nz0ay&$<H_wxOTVqE(tB^#Oq{fzp)S0(<9$trHA
z&qsvha}O^U*3wqVzEG9yoVE4Bmrd*omzp#$usV5e+tRe{0aL}T)Xb#+{y89&C~WVx
zOf@*o&bQ<JpQ(DAR;Hy-ytM6^WK&k=-@V1ZF2$WZvP8GWbfIDyH>c2J!7yvX4`~Hn
zY^(AWb(R%zC(hhA<Cfa7+`76Hred{EtlfvJmG(WDlVr>%%529|e(KMe#_#TI24c6q
z?iP>Sz2nqF$GvCOo<2`sws1P<g06-OPk%9}vtOx8>g7=Ae5iUmh@&HH?&2udsf!oK
zXk1~O=-m^w@mRv=1HGklXCK@+DdT0<38gJ12bCk9&UX3g<F0-v{K>idX&a3sX6r>Q
zy=A)iXeN*A3io8r#P`eAJ_<dSa>cY>&p0EYW?N6TM;61z6m5Z5F~2YN9%)_9@Zj5z
zEprMO4E-HeacJJ;Z?ajmrroo#LNM7x%lX{BTT0%Iy`jRB-#zSE@^a5}8HdBGeWyh3
z67D;A-1a~d_i3;DhqX^6&iww?@aT@mTCCDhk|%i9=r|nKV!p88)QXVUXBXd<%wR9P
z99y@b>~%Be3ZFA9Aw0_%MHO_PTI$?T?77*ataolrqHpQSBiB>x3-_Mexxen5!>J={
zxVLS1DA8Lr{r48B?eD}5SH{m>Kjlb~`TaDzGl@<b%o`b}w66Vd@<7;!lq>t3)O`*c
z2)TWDQYcYT@Zm>5wBy4A{MUQ#|G0X(M`+f3p|f)ibfoz?IPFw?+{i5bpSMCuBRW}R
z%0rjxdtRd3n*XfHU{qd`xj^vB9R)RuMB^LlPZ%)l`EJ!bt8u-XvFbaXgN#P<FN1fi
zj$+nO7c;5cxIl6SFXzF^{Yl#=%U?D*%@L#bSXWskH#;C<lViQV+?o5yN19fb*-X5%
zW7mG({TwVdGwcq%)e&No<YwIvcIMXPpJw`-zkR5^dvlF#P3re=oKgZokzvpLBdf2y
zH;KDv9Fbz%99<m3*g4ZIYA%PCR*_+|<9o5KQnwea*<7evy)roc`Jw0fYpxwLeYYom
zkC<i5*Lyri82sL^$>QB`ZC7jFl%}m;ZA~sNZ#u?c$58y}5c{WK5vAD+J2hV=oG5m#
z=+I2R_EvDKh-T+$Ny*2{#U(%aSsZT`IDXvCDI%+@`Q=8XyYUi5Vo3+4ir%=#u=S{z
z$r{6Mo|n;~t2Nd>TmDCM`TKLaoJUIEWY71o%hu#N9Koim5VS);TTSfgN1aJ~gr0S*
zf3|!<Or=Uscd~e?AzvoTT4`s732(mp$31d&v1ieGd*H#-7Bzidqe{!way~Q9>c@RL
z+gvpF^#j$oEk*(iD!R|szB}=q>vY$}cK+_y6BoUgiG1PMA1N_K{89M@z3rWb*Iwt$
zV%>Lu`&e)hx3f1#;`X&q<_6wro4)<MwBNpSs`0lBBW5R_Y+dExvbK1UveS~cJh}!3
zOHUkI;85$GT=Dvq^{*}U@jnGSs}2?{-xn~&eGVhD$fi5Gp`SdgBVVYUV-qdxoAu1_
zXylPC5{2s++odfxU3F*DPE-w#WEEwdcJ%b+>wEPgB)4idJ@&A;x7TssD(OD9i2t7+
z7vxXo`q|l)pfHv3j%3FiLq?UyTPxbKzU+y0;$vH<%+7W{sOdUixN%mlX6X6&Y9rMP
zMjIwQ5mKG=|G0#K*q6QwLC2P-=H2EEi=GmBc6!*;m7+_g-)iq%VD-b~ZbJF7R~*yM
z<!|JjpT?}CC>Fi?tP``m;q2053rfX0ty`s3|5iw5NVMN_-K*=oZr5zCvl`(~-p1xF
z-cfKcN2YM0@x9XRFS`666q(K3D|4uU#X`R;u35&kus~^zkz~2&iD_Mz70<*u-(Gm`
z;U~XG-J4c!Pkh6f>#(ox*hZ&mi=S;PP&zgv|LA?Ei4W@Ud2{{u{yhD?@bevA@7V&^
z{o!fZeDK1oC$5nNU7?;wwU792D{@;<`0-SmN@4dR>D@~gFL^9o;I`uwldF;B@eXY(
zCTH%8AMUP-^^FpEc$lfB;$FRssz81E%R_>FJD6>M9CdJAzHR6J#nV-euDSn3qTzA&
z+=o`R6O;KhqbK-VZn$_@pY8GNoIYoUlE;U3mS!=nk9mE%dab7x|GCR<JD+y)KYjVO
zk9o4oigWJOIVUR)pYF4`FMTXnK=|-EVYMFVo1R>cr);xXTfN=jq<H>u7QdKRYxdSm
zTOBt?M(S~QlI{vl7sGc3pZopS1gza7`DE5puDDH8R`;}MpE{^v-c?~~b7)TAnz$c<
zSyw!}(>5>IGXFN~KJGKeK8CR}ZTWaB<Z<~<xf5A6AKPPYoSJ$1VhY<Mx9*Qgn^Mm(
zsCo;e1>8RUDR@zAUeDRUou-a5KJ)aa>E5_+A?xSo;j`nkZto6n#@vs_GCEsxg%>uy
zoEe~Ye_BiVlbyTfd`ZjS(DJ$Z!-tac$qU-V{oB{Pew)&Lu`KMt-{w8%=bwM?zj|iw
zv#)LwSKLhF+VJf_sTWJ?oC3FZ6YYL?zMk=y&GTHy!zbm;_jP-c_ZS6!%@NJ#wK<?7
z|7(Y+p5h_xrwrK_tL-PGH>Brq=BT{>q~>v!lRZbZbyeze|AvJ6d!DaEHE%w7T2q*@
zm4)?Zv1O%^(T1pp+Fc*|PS<P-*7{Hs&Jud6{DgO~=eq?57Jn+8q^kb*V?n%3$knc5
ziy8*`@=qM06$_%y1uu`-BNr~bjp4L%_leWR{@iaTZ~e3<>^k$MNgt+HbnaYa(j~pB
z`Rx7eORnonuTk6i?dxat?qdq(|L&NZRP0PWwe4~6)<>HXjc?~Wt7ZyZ?|y&Z`kp>#
zv^BT1h$r8o1#<7towAkuF1wCH)XaAJ30=V(ljLs7nCQOQTvX!D?*95|^+S(4(nb#y
zUVScoce2E#!?)_(xwGPy(V{#{+_&l+dA>79<Xy~!!i2E8W`=Xp`ceH&a~SVFwO%i~
zN{ip(<XW$?hFJ>XW&v6`e}9$wSM8seyTp6vrKh(<JVCb(iWhin{C&i16|aRB%auc|
zZhm$>;+rO36Vng*JaOG$Z#(%t+YJ^vc7{y*so1r`ebce`hCD%Er8IKu7=t<w_a@vH
z(EccWYOhTBLFt|!s-K1ImfAdNDNOj^mw$Hd`%s^XfE+<>tF3R(cEr59k#5%%R=)68
z(!ry9G{imL`?Pi5SYLG1eZ9q>3dzOiq;DBruK1hWVQX|gyv(L)&f+I-Yj>`cV6&Z)
zvS8ztk26=!d&{&<aEq9A$`#9d-S@?Iv+6I5I3d)nlpei(qK?e@onG!2RsO_Uam8(~
z`XT3Tx$Z5GPFvu71@TR16W$a&zCBseEzEE7#hx2&%o^W4J}oF;(%n3BUF(fQ0uyw~
zB2IDY>vvZuyc9|(-}s#In4!gcuWKiMo%*!x_KuaYlWrEQyW22HN+fxs!l$m7$*Wa%
zugMnf`ur{YWMI&SGp9eQd1!B&?p>QM>=wqRIeQ7uBJ*>0-;R_C95#KoBRXQj>O1!u
zR4NPfPTuZyNZQ(=vaED|h{rMMeuvwvyg4FW4_Iby6z(kk@4GNoT))7tEKi}I^Ui%S
zSuT%XQ&mzmRhX~2u0HMl<noE7HLs5Hs+_aVOkKg^eWI{f+1Pjfg6r97mPdW=ndrv8
zb8*df)O&gL#IlfUMUQq**(2rKV|sOlvPK)*6F)b7^OJfiQ}R3~i~H_QdEt4tcvn;E
z)|lniRx#hN&U0Pga(eqOi&ryVoUzrPyuW|;jRVg_ZlpZD{wQYSr0;S&p5&$M{<+d<
z|BU;=@l1t@=07KfEfH6`6?x&uvYDrK0xncB{IEG;dc#^GcIxzr8x9|g>}EK5jpvn^
z%AMP%5*|-qcSE<}g4HBJ)vhUbnO14CdCqfMw5Eb}X~Odv8#h$53U9GH_``~C{(|L7
z^Sc92*g3A^((=vO(0+r>*QMU?vL=U<aFx^*%@dQByUG+EjQZca^y4cLog1_MCkK?}
z^xShQ?U`<G(D;<cC!>-{SnAo%wbe5|cDFrcDTteMKb9fk=5a&wl3(HHCYk8^q|E%!
ze7mQfnXkKM>jt0lr74H)wD13E<2(0OBiZ-*g_{#tr@!2PUgyl#{q?_2+yCBP|JQzg
zO>a$!kUwh=x4OjRwKf$CL)G8b|NavH!v6oU_Xg&1-UZdRzKuS8ANK$6_y7Obe$U_h
zU&S@WU*?|(Uv0)Bcu0EE(S0?C%pOU%{OMKs_ICfj&$s#h{N69*$*1!73uq_Pqx(ra
zUjCi2|KH!q&!he?J|b&<?*BxO|G%DIw*UDDvggPqzNCfw`kmYB|9|@C-xnhCpK*G~
z)|T?xul)ALJ>n7p=XKso{yVLom@h6U|A=en+aNtrz3<!O?Jbve>{9%%@M-nFE$aO<
z9ri4oDirrZAvf^nDvS5F_9wzOtZv|TF8m*TW%-2({=Kim@Bhf#>QkkCk~?$Z1)=Ld
zD!Iiiof_|SgmlGyX$${n)%?qU-wR$=1HT=A?mb+pImI=ULwd<E-U&ty4iab0*rrO<
z{dM(Z;W^|vKV)C{CFf}jP2PXn_@W+$o!qCexwm@rzrOFrKfE}ih5gbBXWhD|C05b@
zVarkh|NkFS6_#o5Xtg=5e0JIGrIQam_O26e=TP3N$$!x=PVA0rT*1?;$I6>xADcKD
zyDi;oJnKwBkD2|w<bQl@A$4q-*QT&ByRH7TVS!OY^jr})1BTl(mT6D?-S6(;v%Yfu
zz3Qj85&|Cd+ZbmQ85MjDxl&}y!}j5~R&fi{i9D0XZzI|aPdKtwayeFPF50xu)F}0~
z;iv5xMw51}Fb~SL&PqFw)HPFka&=jpq~C2z3-{FdYpv>v&Fa%iPkM3cojb8(qZj9P
zsjVV6U-hk-mXRy^_wnSIsNE*Kf%^51rz|Zmo7#O87yqfhqkwPYv#+h&nod9MWdGQy
z@6xRJuJN?i^0*Sqo@2)A4k<gQ)P3Uq&nmsFGd^VQ{4JN&Z=Q^Q&?A=Pbl(2QWp(wY
z%?3*kZSC$jQs?vGbm-FgeYN?`2e+*GHSKVFughD-ybsD{l6>=DpGpq+v8!6%ZrKlu
zJ?Rgvx=zj1J?|Ob+ZG@DT8UZ7TstoEze8D<yWK_Ml3b@NhZ-kt*mQrfw&IN+3vbMy
zZQu3xCx0%V!vWpRtmWM?9?F*=wp}mydDkmO?eMY-eG?2PO3jhkbK&^^N6%}7<i5Ts
z3fEb;&hyWN^v@Qnj`ll+s9b$4tKJ~D{f?1D(xI7O&adEl$sf?QW6QFyXYwC^D1I3u
zX6|#zN=fv|vA$@XKkHZB4`!@8#}MB5@K?BA*QzB!tK`a?RPM<4q+gR%33~B=N7Dh7
zsy0V6z28a`teGd&x&Dh^(-rfEm!IiS^_j+cv3;5j^Bm`wGN?qGwC&w{sQp=GV(b>i
zBTx4o{Kk~<DTjXsAG7Wj57X1q4Nua3=IrFyu=La#QyKl5*qZN0`}mq;-?`0ytf4Rb
zA-ds*c)H*0rkzIYdnT+8O^XqKopfT`&olW>M}xLhs+xZG4&vnZU+4Gq*qn@;-{v1^
zX=mINwqTDF-_p+?^m)T4X3Z@4xj~lEg5%0^mANw)PyK0XnRNEH)Onk=E^=>mf~0=N
zfA@DY3UgF;UhSrwzpYexc6X5S(bfKL4|4yXeG;+9=yFEkRUb=hrnIVc7mb7~dtcA^
zn3Qj`OFXA>Ni(aGisWbIF1cswQiZuY;=NuyzZ@Upy8rw1sz2V=+a~wb|9tvI{OZK_
ze^llEf07PqS7v?sV|sG^r;oEg$J?#x4Qsx?MTh%-^lr&%?vJ0XKm6{%T!yo23eq1x
zdw$ueEJnA#RF-#Au(bQ^=lomm?K^bq57+0H8ICe1t!AB#Pi$UZvqkW{*s7Y#1@DxU
zZvJ!bI{&W4RIvK5V%qPCF=iK2VpQfuWtRTEQBmg?Veb6H=7&4~8<#KnC+=M=tY~|1
z*Xdth+lP%4?@xHVdC#2KS&QXA{Hm~=xKt^zB7IKpWTww?tG!f?SE#>C-t<PDb-QcL
z83XO#N4I}Zm9MnF{>(lq%ICtO-mR*~12YdTi+X!sY4(1@*?m^8ZOr3JTmEnP^?XTU
zee%EB#ZjALE%`ot5Ba-ZzvFn{lKp#kHRbn;r1LD?{HfCDL)zD){jZ;Ff4T9#)WcMr
z&!-)Jo?o(Ye^TtPeUE>-ukqQ!rgN%JE-U)m%>~OQD)r3PyAv#(GgoZN*Laz*TNAb(
zZQE^M;M5`f?}NWSXSBJmH|L)<JD)F?nDF_{k1VN_H|0;Jl&J_+X-;#RmM*t3_F+?<
z%!&GE{Tq{#-pi~!TXoXf=xovzAKpKcjSKSf?!7*HKjA8uXWnTSDI@zA9ul_>%c>sO
zW7E@>?cK3K<)(td^!ZcV*`oyC=vMq?50v^+?Z<HJAj5s>%N!kyOAe_9&z>Ia9_ZcM
zCb@3sv#gAi4X0=Bz9`<GEWR$`@u_dK5??J`Kh2Rr*@x@2C!4h2i+msUIbC-g4cgls
z{ZtJepIBa6vEZw*V8d_q=sh9NT7}k#K30f4etP*djyV>qKdqauy2C*}?4E2~toDxS
z-t&^9at=(~-em1QrT37b%#30?jpI|dvhJ>%vo^Vnae>>*Hxoot{(Zh}ke0w$_H^x>
zZI3q_#{KU+vsqJj^O}jPB3Dkd&x|knyljEiQk^=j^Q+yxKjhxOE)tm&6`c98_?+dl
znk%#UpFfFd-lFzV>a5{i)on+<Z(jGmY0(YAFp-DyU5_B>f4r-qaNP$BJ)^vuL{o+R
zt7P`SN@_9rb@uxP%gW<gqB3_@3p~6qYtN=&rF8;pD}F2VtIxgUtEaGbUGIl#eG7&M
z6Tc~zUn<J3xuRuuXUkgq_dh!S$V`&?bIf?=4cqKxMu)8K<@-c$-ciR~eyGw}A(?kK
z+iK-5&-kyK4|e=s{?*l4D_rjvW4I5W<-9Ym&Q7?H@~3#(JdKUMeXlN;MBmMv!`fCm
z|K?+{LnpRekN+gszagu3L&PqvxHH>T)+9z9S@&>G?WV>2D}P+zT58(zU;gx|AKz7X
zcDqTMZ{Ro@T^4@)AeT%T(^jF$0m{-ByLyzp#m(zlEc;5;eC9Oit+9H1|Je4L_uO*-
zCjMu-Xl+y$*Y`Dj&(n>Q-+cP5@_N~s<nX#W`Sa~npBh!A!YkL<%YKNzcl@en)sp`W
z@-KPX%T6=eUzpGT)c?oouP-VbW%w@rZoHv(ZMJvH-Qq=_+ANhX|J=JUY3@|D3HP4-
zcRc;$`|&LbGv6q^J6N0iUu&LdUrppq<+<`T-mm%>_uS8SbC;Q2sQPDxq^xb+mSR;q
z<E4MQ7uCP|{a$C&#zGE_n%)~iExxZm?X#$vdqb^VdVNmo|DU(5W(Yj)TE6q^!R<Sa
zUE2O$YfEQI%m2dF0jDgA-bPourTNEN>Il1={@#B5)bGP{eq1bm5&hh2UGH|UTj6J>
z-YF=)VE696Rd~_y*Gl50e|j%3wTQ8*Quy5LZ+ouz&7$vXH!pn<x~7}!-@MC9RV<Hu
z;GO(*`SqNIlMCc>H&5>U{_4rEgOmS8tA`&gb`?MR_01Edb_qYPA5tq#*SY!md%q3W
z%R9|FGxufKhwIu)UzX{7;#c}Pb<uZ4ZtHEC-{W>Nb7mJm-oE+^M|{kxIn2MT-*!(h
z=_^R@tmG~ii&5;^&F{NIIHGXx7SSrkmJjE}-s;rMHZb}drok?8$lmNla8gZA8PgH-
zn=aOk3*Y4|^6mNg<g(aXmRUbvb&Bp!;<@Pev)#@5>2a~QA}3nTh2^T9Ns~5H-0Awb
z>+afpGYsax-O9-+#kTgr!iP_|OrqwkpRq)8j_6*K#Tp;a3Vr4(6Wh1rrr7b7Gw<!%
ze$cO>V{xv^0~z1mze2BBeD-MEJ!ZwI)FE!B_TY@~LGMpy*EmHc9?VFd%OIaLmuFkd
zWx3ZZJ|Ww4lIQYxo#<en$N!^XP4K_W<hiTYOk5eca-!YkeG@Nxz7l$Vb*bw2ZJ)E-
zbnMp7+#+F>J}33>tXahquJOb*TR!`BJ-6$Rvo{p|U#hy!TIpbG+BTOL-8<fP3N%Pt
z{FMAHm~(vY**(t_4t;7dy*Ky9Hy4hzH;!kd`Lo=(Bl1u_Exe`vcCH}XwXnmh3Ua+}
zEW7^gs8Z3}qBZBv^a{M&a8n|&?#5g}rVn)$E7P)7ENn6YV$DMyM6j?Z=0+>GxZOKs
z5Ut!(sQ37dnd4`%MISHc^{w$2%MZVrEutfsy+>?kc1-woGtVEg+ugY~KL7qHGA#Q3
z*>uAv^PPS#zi~eC^rJ0b7kYl^|DpLTWL`;#0^_5<YtF^QipDHCP@O(=idg(&0p$|I
zxW?M!g_Rn*=eYS;`~C|(KdR(i=HcXBnO)Em@cX{KsbfLvZY2v>UJYrE<r_H<oe9yH
zazr5Be04<22Jtyu^8>nq?Crf52wahR6(8XDN%8(vB>}w$4}w;&TjVRXLThbeZG>Tb
z;PjV^g*jHAds8+osJmm`Rp|~Zb=mdzHXQfdnP=y!bgXr?gI)}4$wRFL+~JI|JGtH*
z3Uv@)SM=99oH2ICsikG>;ufsh61U@2>D!ppPvz^1R?b~5-m&wP?XH5U*|&Fe{q8JV
z_b6)}cR1&+qNxkC!wZ+5ow|C5`J+RjP3vM@|B9~@DtW5q6}w}Xb7<z?BGJ;=9bBLE
zV_a8qhnIWo=#q=w*>x*y=W*xeZBy#koUu1~DgWXV|B>JAa=+Nkez3>=WN-V$zV3JX
z!jJrqpUbn|wC`%F7m)a`5W0D_^Cvd*ww$WdFD2wEJTA1h8^%=bP=27Ob*r+&$eO<}
z^2#}9Cq0`x0?!m*-2@A9?))II_eN!h@g8xxrWbSDS5!S#%-CkL<bJqZ7vGHvja7#}
z1&DM#eb}dSHKkJH*Xd6IQ|3HfnBjE#Ft4H2)lUH;>z^*nNI&fy_;6bLsu#Nasg@gT
zrkEc75O8hkQRm1?9ezQL{T~D_oO4#N=GX7I^S9=q;`EypCjx)=wmX!`z2jK_ZAJQH
zkPt`8bH(pTj}<3y^Ur+I+a9y^sp93FijMo?a;LcVe+=MZJnd{KuESrRA}KemJ!x))
zTo-3@rAArb(}!&m-6uZ<oY6Y%ym7A%|51m{HX+96J_YpHo_5~I!OMR%E5=4-chO_T
zzkg3T-znVsIpDpgk<A^!eSN#*z(Mfy>cZakmY9kiif5d!Z2l~eS|%q{^iZ*C<7a_2
zJ3a`wyti?=D$Vb>`KjXH2%D7WOy)dyKNJbSGrMCJ#&vI%+rK3Fyh(57yI35naQ?m_
zw0O<M#}m(Z&n=u+QP{VhZ;w^{jvMPAxgGG%-tlGQWc|MdcUaATwt4t{KRMUx@^yhP
znRZg2mKff-@0Pcs-a?>7`(3mD(}ymVJ6&atYd$;h`TmqVmbOLJ7CoPTu&%o$^GA{0
zfVJIQY2Q?P`Av-LlTOS$qb+@F?Sr{96Rf^o{_XODtwb$wrRni@;ky3jl9U%4?f0ME
zUK#1aXP5u{&c3oIb}2F&d9FW~+SZ%<!)NlYn}<8!9x$svu=?crGiM(rwq%zuPA`8p
zuQ2!3YGt{P4gSZ9*YD)H<UUPxUBa7p4+CC4J|Xw?<N8zYWiCICjJq?z%}I3r%*b~;
z@2Q+mw36zu>JvG=bgP&A{O$c;t=`FBpWUTayp~bVEBmute&bp{o=Bz8mx2#}N1Um*
z)VQvG+~Dh)!nLk<GkN-R_u81&1shzR+;eto%-1}LNXDgU`(q=G&iP&sT5D$Gag$4|
z&cW$eap(!P7~=;!jOL2Zy1b>X^xTv5lgE~JcQo#vnL69?n9P(1`J(yfm-Zk3chXg6
z&Z8~i{(S%4S06r@@FO7Ec2ih-{*H$W*Jefhh+SspX&U!5t1L^qcgNP*Et_pFu5SKR
z7slr8G3%psssT@9mtlI2bKRa3`|bJXT~$*3z<SBM_+LS#mI2powZr%0=h-b&s*E+B
z7Ev#MvMH~7ca)v?wZQ-XOs+{Lg`5Aaj@p*>^KmNo`R{-CZDMVH(?5N!TzyZ@)rRHb
z8!~)v232+}X)em&8OQqcM|;1tw#tdj@QLoPpQpyz`MUCDHLorG)gN0sZ^>@avj^r~
z`u|2_`yG|^`j4^euNK#=w2yQBvEj5k^AfxBzs3GG_m+gEx=X)2@prLdiORp{>YT?F
zUHs<GKXYB=VvD)z?$8zPGwp7b9sifH>t(WZeEMmb$Lxys$J@^3ugo*H__JuQYUmxW
z`W<;sF3$WNwf`CCt2yT;sKy@OC}G1ju|oQ9`=|AL9%uiS)w^30+FmZcuI<|%m9972
zlJxFbb$z`4<4^7xeVe0V@_Rn?zx-CSC{x#F|KbPrJ~H#-pRV~W{%4;Lw?xuhdF@%#
znR)JK-2d|Lh4VZnhjj1t`z|QN@t&>k2>NX??Nv}fo{jM9+L?VO@0hFYxc)quaxgfq
zYEx$4<3QPO%XdEfvgL)$T6@Quhl2HHLGS(=*iN_q_+)!v(-OO-^2z6(tTeV>yZq}+
z&+l)fo_6ys(*O7SxM#ojYxdt#?_HkuO?;DoPwAwL#=UphU+i=5Ut7GZ>iz9+cecyv
zm)Y0MnfGT$8E^jV{LjVrKkfc_J^yv_eYYo<_Wpmnxbpeum;CC@1-nX8c7^80?&81o
zW5S0ipOhcI-2U?Sj!X08w0a-^bBbZVbU%8}%52v2nszH3+_kLQ7n|3qC_gV}ds-?c
z@BaGv^AiUuud*A}S%p^pIXrRS;|yC(rl+<$|J%N(4w@Mf${}5Q{F>d5!^hVy{dFVC
zvh?AN?T_XAzHH5xIri+H;-3|Azh3gY8}-G@q+j{i{aC*5iQLX_OWa<a=&p}C)^Ggp
z#2n>^_VtTDy?F0?ZhzhW)JG>RUz{wdPMrJ0L3Qt;n~O_qEkC8~-*@<+dg(LaV}Uag
zn~InIJ-M-N{iW+`m$7%nZJ2dtyMDCqv)k%Rvm$-@-|kc5Jgy%XKWW~RZ<}V#ll(V*
z?XrTqhkqomQM<hTeTJ#6ru6A7qZFB|H(pD9Trp$*()YGI|2v%hH&3cM(zk8j{exLm
zX-<3INyxsmHu~myb^DrS`9hl)yM8|S>;F0VzHQGouHN5#^~-|W`@8Gx!oD_^{%X3K
z!ciaVE>j&cPx)|!?|GkY`{h@^@H|}~?Yr<F!|Ke?U!q}`r!ER#v+V2J$sd)HP51s;
zyK&aF?dzj`*XzHO*H{p~W|?~1|I*c&VZV+?`L51izxhWrZ*a0{?9*4GroRuHBw3#R
zTfXr9jtV=?MaQzDzWkL7yDTjH$U4f`{qf`V`q94kje6XT>;yK4@B7i$c;@=rWk=`y
zKfY#}>ks*CQ(Hsbe@ntH3s2dfXS(zs^O|L$FT*2zUq4oV?0PJ#>SuJa>Dv7G?X%`R
zdsO~$>%P(@Jy*Z5JX{~`yYj#0nq^nFzn93ank0QJYuBl(<%V<iFTVPPrFMP3t?bL{
zqREFMd|xWs{&bJ>_4nzxes<;czw_0di;iVgB}v3@pVfElVj-`+-<<2BkIT2r5-a{E
zzj>C}!}>K>zvy0m)W3Dsyaj(sSFilVzgWdzO7QPqulX^@*IwOXS7&>z<n3AQu*+NT
z^56X3WBJu(>HWgBR_E5F>&{R0vvvIO`q`B=U;0g#hux1e54S7W6mPg(O!Bzb{^T!@
zN{e4{{_3l*xGPf|6f9Akb@6-kj9`ENj`vBT^{bOp&a8C(@p|=@*Iuu`PPoMW`dq*1
za<O8&8#;gW)Shm1_xC&Z@7|M|yK}6H{+#4kZn}Kl46*v4;#W_<&dYZ`mU?3E`{K81
z)42Vn<QSiQT=nF}+rWE|jo&UWzk8lPE?rW0)6*)Rt9EPuy>kAtcfZ%VqGxmUL#D*9
z$i8P4U3<p%iTbW}?4qA^+ghTRuMay^edm(0$=7EmHoVB5Q2%)CM@#MR(kaYxj8ji1
z-`-t*Jnp?@-7C9?5+OZa@)s`_RCRqQh<|tb{mi*?9F`A0etB~yp8u`f3;T<etB&ve
zVe)9@Jo`7bJLK=Km;bmXV1xUlv+O%>FIAEGmk_!4uj2fD8_wMOe}S)l!<!rbKb(Ha
z|MBXoM-x}g_me%d{@Y=`%f&iByFOZcdwk``MqX{z{r@ZG?3nF;=d8P@&88>MFN?oR
z6|^linD?(hWd7$PmLFf~bRIXfFa2<%fAIm?{T8RLx<4{Lv*9y$N=0B3fATujFE_<c
zJbTrxt+(BO{`GV9B6U%seo_Bg_Wv;W__6i4{N7u#r{rJO6pGr|zNp!fR(E7oe)#>z
zM>vjG-r=vec*RwJX;M0G*{??{c+PA6N}XFC^2)vF@M-Sjg_0i2pT5}<H-F|2_jQi-
zYIo=EzMd^DFY<wV*Y95+p3HZ5-@ocHpZ-!A`Q`Q%X8#)Izu;VcUDMy{<CC9rueAm5
zUhe+d|I3_`kD0s{m2=pu`sA*5{x92e=y7ON{kh1Wu{@s^+ga)Psh@xO)l@^K^n2j?
zdA~mXa`>C<`ZIXFhU)Lx_e{S3kTGPc`Y&$Uw(Kh}S884gmQ&L}hn?joW$|(uTAG<6
zU-D&P06Iz*ECo5<5ONSA9q&E|pWX^OgAsQ3xe4gBNSFZV+A#2i++YFF3Ab49J~suO
zJ_uF<z55(|c`Qr-WQaNJ2yc*n(B0?eptC1oDohlh7Z$(-K=;8~AgeG_fS&maQ(+Dg
zfUAJIETAYqIXJZhbc2C@fQy@gen@IXiGsdoZen_>6O?v_(w^W8T)-Ojo%8cbQu9iR
z6$~K<*+CDcOU+9GM~$I{0qAsGFdGt0PK2&Yw=e(&BTgN7t}!R=x^xQzP#BP75BR!R
zUmpb%(1j$yjtV73rQo}klM_KVxr4$5;eA6;{32VDSey#F&Ot#R{bp!v2Zb7f;~pH`
z`mp<Q5myKkabJ#wA^b#5Nd5rXjdp>81=tp%-01A-5?onalA7z8mzEE^wAjBWCABCs
zFI_<ccDJ!6FBd1Leo$(9W^qYTrGkcIN`6u*L@>CtpdcqT7j%US=x!fSU~%d@<GP>E
zB^+@VFerQ=S79p{S{OnPp+vf|&6%kCa?HUQ&OpJ)++5GX*vP<GAy&cIOu@uh!Q9A5
z&(O@=(p<p=bRCX`v9X?kfw_et{C*r$Gd)97BV!W<GeZMC3u8+Q69rSa80chVn7lDu
zs{xW)gpHsif#6wKSn3&?85o)&sYTcTQfmxXfv^u@N34RSG3ZcJ1JL=Vu^4d+3Mizw
zbu3N>g}vnnyDlA)50Juv&?%eX`<kJJ8LV0wy)K=C>(VX2AqtKG)a%kM4B>S=q=vv*
z8aQLSF5SWq)D8gGZTg_=(k%=@6%LGV04gg$^$ASC5F`L9_+bJj3WgR&pj-wMFa-&K
z%Uy6OmTqVU5`Yz>ocig879asozJh8o0`WnoxI+106F{DV^1%imxe}}&$(5EM{YZ{<
z1o4sF=%Qd~VT|NNHxM7@LP!Y;uN=TZNbHsFrV9G$X3(qKEfn<AEfw_B9ie>CEu}6{
zwj1d7c94LfAyfp+F#!pK%rJx*VhFx)k`s1s5zJM*#9r|ZI&c~H74H_tuvpLsRb!;w
z?r8+6t4otgDhpB-z<0-?-|lH)42x2*G}2XTxUP6N10Bl`ZuFTMTPT>Bn<yBA&*e5y
zFf{~4C+MzvGf*u7KKC75Lx5@w1(3Lb0;mqdEUrPx1e{605lQIscMD@^vIC_8L^0*t
zHzY29hqxZ>TSJt~-ywMzECC4y*yZmQ#?Wkq>|Y#R2e4AG87SQbaLj;(Ax0Cb2#i57
zf>9CJp4-iP*no%S!o1)+Ol&@#OIB8juw-tkm#%9GscYyjHxj=ia5Qz9!OnwC;+Ll|
z%KezMNj=9(FD?7b#tkc196I51hx^m24V`CaB}qzseY-m(ELCOI`76u(*B;aFy}NMp
z$=94Z`6bSQB@2VB=EwQD{C%?Qho|VdZS%KzrT(usmjAF!UN+9?Ixe4soDBA&p)vAh
z?G}chLIo^Aq~D>16mn=+%yB(u&Bv_B<9cykXa%#!vHOX(E`eN|{+pT23)GSi+|%vH
z%wqmx8BZ1q%leCV9)G>vq4LgdyKt|<VmpzCi=^1rMG7cJyuBdc=u$MNp-?33ocvp^
zx8GK>d@c>&y(z8YlJmFOMvt~zZ3x)vT*i3r<(!3?tzYM#JGc8U!^|(b6L5JM<WjKD
z42{geY9Jg)(GF%4>19yH#fWa*3Eq=f6ggbJ&uQWgY5Bu)K3G<E^NOASw+XN9wG#|7
zR#xLTd!BvnK|p%pKaNa4v8VM#m)ioKuD%z0?ZIp_t*m(rn-ikhW^{T>ck9a^;?G?0
zDj-afVYT?C3)>A<B4m{kPu^1E75He8aaG~yx>nCQAO5_s>#%t;?}xq5jWuSE+?PC5
z>$I_W`sMq(n|!l$nExr{Z;A+uKGf8&dQ9Y{O^R&461z8##xJuIW(5}lKDU(xJ!Wtz
zk(+Y!!Lg>7-lwXJ$`<jT%(&Tjed*%5#rt3O@B6~M<FqdqIGkXm2BOPi3<?5pkQo`G
zBp)MCodcF2GAu#K4I?Z=dp2?&Fc4t=J>Q92B4_W{lm!AoH-2xgRPPObdEuaEBUjm!
z3C`~n&ZVufeV?iKtgpPgLgmzLe&wqMS<C&`pJ-cMd^?r@-Wkz@xSS8N73@lLQ?L>+
z+t9)YRC$2e#JS!CTH~T7{?K#Ye1{cyST5}KHx%z^+28Uxz%_Eo_xslzq?c;X+aRfS
zC@_FEddH#JO}zSQq0HR(p188@G29k=eP!kKOrw~BiIKk-zxnF^jZNG1VBbWmi=Iv5
zt`)hyJ<~0xSnqlj{P_9OH-~Q8uC85OX7zFb|K%37YhXWM#uC_hVDA{B#S*9*14|I;
zPf)C4#FFg<a3*)Do_|Q(;gfvvJeNSOqW@-T;@b`;&#r9t2vb?JxK&$?lWU)3#NK1}
z0q;W9GyHRml1|FpxWZKWMJRc}#AM^wKbRI5p5{EZ@p{tsgIraPuj0;%n_pTt%jGre
zCO12|lhcbYCZ&1^RsEc8usHqb=E93MU#AK0xg1v=-zKz8aq6wN3$D%+dHHyWhfc-U
zp!tCkPKH*Riwc8Wiq>0hUpQ;-p@-~e{qOx<D7^1Oqy77K*Wb8;3gkm@h!|QRUxj30
z1gbs35<~_SC<$Q(Ri8B<vmpm-wckP331`l4cz#pEYvay(=?za!zH!Jg%XKkpPFSX0
zWyG~l!e#Y}uQiT3-1_b_`%(fsy(Zp1AgxmSnAvK{?Ix{c{uR%r-C3Zj-g%Dmw*2{N
z>~;>q)v~h_#Vxdtz038p%~-Vhb>Z6h!@rAOHfr<hg<9YLz#QhUrGd-WAjg6|XK0L4
z1A?yv0!t9-Yfys1@U?5NH{W3cNRjAbl(3;zE<8~D-QVpGg;#3Nb2H`_KH7HpgOTW!
zs}nvt8?-IAPl&GLFUhVe_1m)|v+=_r-p*H-SL|q>*vnNGG0E>IUrpoA-OXVqm_v^g
zf4kJ36m;Y0_1Y}QTJI%_GuB>sVwCXz>c{78?1e`)KH>5%$dzDU85*HRGQ2h<(z~EU
zf#KcIv))_{20SbmYW*g1i{#9Tf3N(=>HYpvt){nXpE;b9X6-4o5Z`|6R&(ojFTor4
zmfW3iefH9>rY6haq=2j9W-`CHgnf%dE{W~p?C9Tr?EGZDDhB`AaxS<$19Ah{GZvO$
zC1AFpg%P}(BhoKenoAXPLN9CtH(n0R3odA65c;`fNu>;n=A^&3ZI+s>tJx;+@AWcx
zw$hi0l2VtqIM0urlYjS%c85-jand=L<dPSv(SCJD63wN$I?9sMSzjug70DH_y|Q{m
zLFZAMH>>OP><d;m&Q3TqY2}B7^Iks?ijYxyCC%S>)Yo9OSy`S=AHVmz^UWcG=Xs_*
zSfIAWIc4hEza{TZ)vYprXZ*eN&-&++w(ohuUi{5wD%jsx$~};mAi-gVa*u`)yxJl%
zY(VJ(Bc6SG4)Qh_@G$?Msl*+U<t(NBTj2=vxBrtGR($$&a@)BDcO;LUeRk~f+}7`o
z4qMDSpH%I=$s)Akm1yzYzNrf%*EiidzFzZ(Y=hHF%a;q-XFrl<$K?%>?O<=96-n^g
z3*rlS%NI7<j9eW-x*O(Z3c6;d#tKG8W(r0MDTZ9;pj48}WdttXa=^5%nW>RN4oC*U
zGEm6j%HT@F)eHbz2zH@4O7UR~su#iH5El|^K!ZC-7~yPex+TCMz`#8Cf~m1-n88Ma
zK!YF;!zV`O>|M`_W=2RbzLYUoo1Kxulp@9GnX+u=O2G-7A^i!BB`F0<3mF*{FA0|8
z3R!qMFhj{Z#_(EzNOyx`0>j;*eZG86iaajgZI8w@EcwE3(SK~mk3Ijdg()4oy63=>
zd?lG4!HkDo@jM6jUY7XzOX=m*>*}*J{xAB}vO!(PJ)Zk)(gU|cy9}!XZ9lqPu08tP
zW~S9j{on4Bo3r@1{qp%XpJ=U(veHR;?7C}}`sR`%zNg>hr@r^(uVQ}mNrxMkk3lX4
z#|T>E7u;V4OF+EroLJzInwg$aqF`<S?*6*vB&HWb#<4*?YQMzXR0aLu{L-T2)ZoOt
z;((%jUD$nqo+XJnnaPfM={c#8G1=gf)Z8!yBZxtW!DYlSEogK+0&1U$r5XCjB)Gec
z<Tyg<$P|?BFybS2;_18=1(CMzHb*1<#D%Y9E$2=)D$IJcX!@0Jj3Ry0mM}TS{P^}X
zDfbfV6Z`4!+4;8Q<*yYHdoeq3jWhS+33nbW3Og*oHm5};lP$(zw|ioG@p{hEg6+Cu
z&%^q<rl>O1mR~(Oi`OrF9ort|FINjpocs!Yt+5s_Uw!Sq#o{d!CahxWTU=cA?yI-G
z@`Z-E(eGXz%1b}~r?e(VN|C!zD*v#^ao6uWzWVAasgpti%zRw~KGkov5juQgU)5u)
z;OjG0B7-dFvd&!|cYo2kxqkA^dU^-*)%oY&SLVL|MPTI}YnE41!s7EY=J-9X{5kpi
z*;*x~qkr?{-u~J9H>baG!&M3M?hlNK9RGegJ^JV#mFfTUEAxKs?wL5!2{;77A#P-j
zk~K`xvIdDGaNrBzp<`Vp=H?297N(%e7$gEJtvC@=7vN-wYjg@UrZkH6(}#N)fRaco
zcx)9?YLGBWXl9^b2%3K}QqVOsGla~GfeJ1}p#w^MpvDs@@sT`A2yQtdO(}ug2QDW=
z@<a17lk-zjLB@j`AYkJ`(l~|*L1ooQ!^WT)DD+YuTsDBq9B|$zIG||?Y8PRY@<U}n
z6YP4hZ_x%c!382%g2-S1HQ_LV!M4{B)YD|CjyuS%)Oaxcvz&Y2tUvpE#cRS1H<g$B
zw6y9!oPPYtvs17Bgk9P<-$(lYicT@JZr;BQ-Jcg7va<-5Yu?NmAre@UnffV>w?$RO
z;O`5u+RJ}u<mb;WU4AFbRC_hwYDR}h#{z}s*}4bj-TZ&NqDKA~^G*W;9b9z^$f015
z85*Gs7MX%_Ay@+9<3ZK-057sYavZ_72dGVn5goA;4(1(J5O8^4b5!oKGm9txUIp*W
zRUURKYhQh1Hdqt8q{=b7=EHsQ6;r)z8%)mF%y6A|d-}8*rk}?Smd!}`@I>PIh7GPS
z3cslExfk49=6m(7pBmT9hk0{_{d9R9Gk6v5Z?;yCODr#1c${4^{-$EJRO0u_cbnc#
zlh|MA<h8)%a>HT8`z59y)6`fZH`c!1^#1a$^Jn58CHHb1U&X&aH>beDJ$WK;uf~=j
z-WR8r3VOVozg_Te!hRm^zhCA|_OhLqRc5UlGV@K`alJD;J!SWYY4leg`pth-fIIXW
zKjY6lQCu+&3JY-985yAru$jV}q0kt|HLH((9?uL^UV_S1&=i}3p@kW!Q3B&Tg9JbW
z8ZZISoR}G`mBFc>ZUmagGXteLs0t%cJH!lDR)bW4rq#@##S14$zzJk1DE-2;fF{<=
zK;DB2xPlabd<Ei@(v(4-CL^{wcSV|7BUTScouM;m8V)v92NFTYMxcp0n4pn4l08PC
z**+sDBoUA@BR6o(O2#Z6c&^k;!OX&3LD$^K7;Fr<7DlO{&0#SOmLg>u4>U_esD6g8
zmm)Nc2XX~AY;FchXxL;xVx~ss3Z~|uln3HLu#q_^Ss5r8SwLu0(0$u*HO3a;fB>Z*
z#2`C3wS#jJB(o4Ify_Z}!YF};O1%hnJ=nKs^&&WvgC!ur03YrEhaQ@LaTG{krC>8q
z#wozD2o{DIO)!L^g$F2}V8c!ob6h8Q_OTdpu)MEhmEZ7$WzUCsS-sB!{{GKaFVhzn
zHVScjxGs2>#gcDgk2Z70$Z2p)I<<L4KMU{FQ`2S^ixi1&-uhDSS+`{Q$B(N+r`KP|
z?Qr$mu4+~IV9{YdC&_o*mzuBYR+oe={;em`YZ1HUV=#9|QOe;^lV^_1tY$tw#at5=
zZ~at0xL0DC&89<_=3a@tvG~Q_H=+M_>ZN8>f4;__6v%$Y{72ut9m_P{XUpAQy=}gl
z;5_~X6BSSFeY>QVcja$w{nH%o?zjRD<YRCM8Cs(B2f+m^Sc1r)gBG)>LFWq^7gykM
zF86!Lt?-n8PW!4?7w*;P{s?(Bg}p4PI#}RPfHY?eb52D;VBv-b!9J;t*-=$<H18Rl
zc3aH&x$)JNg;j}Sl2rjZm##{y$X|__K7)Pr=>xwLl>K=AE1x<z_nge>b+aE$%Gfni
zVQ%=|=<;ddYM+Cu%BFWTFPeE)=0;)87wv`H`k%UAO`DLxX)AuLHS)^i1!cC}(noST
zxo>W6INAH_=z6{LpIB8UI?liqL?EAmL&6YsHVItSfF+0wB2dYImYyr-xc2S_jW)Ve
z`xkP%9AYn<RM{lJ`sV(l77i`@pLJ*YSlyPK5na-FBlOOrYVN6p>kBW3*&0llzpJck
z9qY+GZVsni+@e3Zs^|2n>4zOHNEK4PxzKZ^{>?8p#5do(BD?q3?Cg!TCzvnIQAxn%
zKajJ)-Y_&k8BGP(oL~te{Rgc_(UJi2G&$1=VOP)3H#mY+es5oxBw6tNz~g@91sv`#
zy*99)DV!A`>Q>XbRc{0Dmov7z`4hQCE_e1{IG&XDPP#OFQ~$>7or`ANJu#C<e0P*y
z=eH@Q_r1>iw6EV=d?GsT6Z7UpinxZ-!Gob-j~E)FmJe{R6X`=}!vNKXwtX7~nGHEu
zidXGmt8;6Z5McZ1k454Cm8^SYHy*sJo7To=8gos|N8--Mq)9Im4z^caW_a9sdh5E9
z<I9em>*|=ZOWBKa_KhV0?yZl)^k3+>KH{-o<omuP?#{D~T<4v>H7K&0PFQhkqUP7o
zM-7|T@xO|g>h)t~_}WyhZ~xC#JXof`__t9GuDAs`7~*qd6R;Wx$HEL0S70`gK8H4e
zP<`$@!86YVG!i=JkhsGk<pQ~=wK{e0_WRx}SrYegLLu*u5GfJ2yT{e8E5teK=RH(d
zd|yq+)qmo<7Q>adJ&YFGd5Yaj(3p2Tb6IJ5tKO4WBK$sFykTO>w&E*mADBeGUZim#
zs3gC^m#6ag(d8e#?lAV`?=q~Pm9y;J1;<|<-Kr;Lrs!H7{t~iq-Lg;?ZL40D3%-Ib
z-`M?vUG%RkEnnzxr)b8BzHdLpQ@`fdPk4IwAA|CDr!sITzzTOnWei?X4Gs`P3nQ=^
zC<oja1ha_?DGN}003(-&o_FLrY{0{EV0ZjRc@B@L=)ilEgQ`6K*RO4n_0UiIpvRpg
zz*L%($NqxxZAIqhhXIGT2Ua!4PFNo<n4YX|7Wyb_iHhohHL4ueHIL5Bto^&u>2vD_
zu5O;S6BpLMu`E1$s5x(9$kf^F?_<7C(mA_S!awuGBz}#^@U`0Kzh%Dv#{4Yb@HN<1
zm_7$P80<kqv@`;WbFc)FK8Lo}QPYU)1aHt%5$Er7l*ApFp0hunx$4!Tz5lmyPI-CC
zU&V~gJV4oe)iNKmIS&1CcOHKUzL55!I+OK$^PL&LzBE`eNri6o3x64Gc5Gh6yGVuh
zjjPx>Z}o5aEV=ro;mYmOz2$qd?u+Z45DND^6KD42S_Q+Uc4=0Q<+?Fz6{mEHG9Sro
zRJc^}r8n^Exrn#v0{0Zd8T*B0|9@Vd^FizUC)N$0>~`S_6_97Zo;Nf@Ne|$bD_8;&
zDub$13vT!#IgU_+#{z4UGIrwmycPw4WAAN_%4~1v&B`(N?K!#b+7ajfOSbVZFo>Ge
z#d5Pb|32dzvzLsYq@Vq6lY9^wy*<kEL4KK_td+#nX=2x(X0aY>n0!g+tb^9WZyIls
z-tj(8dAIHA!#l4E6I~e(+}GS~wfo>ho#~A4CF-{dt-T~HW4F5R(YvfO=I2((s;tp*
zeB?28UiIfo=Q(U{^sQa8r|9-XoBFQ)vkEDSe#z!Z6L-vtTk!U4%NmbKLS4%=C9{6&
zm&?l@*4S6&eQL@S&q=DPAA=w4Q9JkP0Du2H|B2e?eIEqNWxWsGbbr?GubHlkw)CyL
zvisbTo2qgqyG^@l+y9B?FYaEw)ugoImBBjskjy=Q+ai0)e|}|t`>}m4t`q_aJ8)PV
znWM}$TY!27U<qgnA*~Z^0cw(gdYhd3=_baY{-_101p*T>0j*~RcQQaCpu9FZxUNsq
zfH^2o_0vsE48VO;GP=0NW<(4@TYzd<P!y5e!v)Q06YAkwfGT#d>4SU(+SJHG0faG@
zxq_29QZ6A_RDo(EjCysb^nStHvB17H1Px#y+8yA$4VHiu7KDPq5^M9qw$Bk%$uhsM
zY_;DYq{uk!drs)rOaJ4g)mNyy9g<7`BF$@7=)3>n?FD_)z2@`1{n54E?Zes~TPhpB
zwz&(rm(1+^#}v)kpV1+l8`_co)g#1E=#}x;6YAlQyLZRBFI;Eg=R75#&E<Zd5AWtE
zwU#*kTQ8=1S=@HHW#sz5elq)>r|hq%7)9YID8Wt!dl79dD!3E_OAzUIP@RmC1dx{H
z7>a8w$*r^PSJM0PFFKg@=v5o185hM8Za8er6EHVfGj-1As!2Oi<jSW-xo=wiFC%uc
z?;q9eD(tJ+y7=5ucJE4FsL8o||D)r}4b$z<KAdZ|i{aKoIb18sEJ2O|JKhqd*96Y@
zU~!12237k2Tx=jYj$mp7)o~ah9y{S+)?otym-oNAY?rkwsD8XC;pKIpeVbyQy~DI?
zZUO6CbmaehkJQZLvdu`GQJGZsbZ2e$N!1D0U--6jvbmc*dNVykph`xz^RVC=<ILdH
zS)S~QlJBlrKD=`2fom-D3F+O%UD|Kr*1rGfdg6SBp_NqP_u6+6<=!0j7K*9?i!u*9
zI$*!|^@oM(ERh>(vu~DX-ZlO_{YMn@p^YyNFYf&)_Iv@ao3C<L)JnEjr<V$Pd;<-7
zZ*W~L?7q6IJxD#YBVPY-<-v6A%|}kOo)Yz%eCME`9lvPJiIBSTt26R1;Y!7zpa2J*
zkr7H)$`Y-*cY<&4^GPhp*9}TdFU?6T0<DAqjew@+r6lH+fF>+K`z#GDEWx!sxF$l(
zk?X^D(Gjz~&l1);KpE@=H4G4?4A>U1;~|L>w;Kn|_C8B91p@_e4HpdCvO(PTK2u{u
zJy4JsC>UCTw)PpCDMTw6o0uyY85$`VgGUNMWvHnIXtSJ=rGl}6f|02aXa``lf|-SZ
zf|-fALac&`kwUbBxiKhqj19~cOiVy5Q$rI4OCtjXb5k<~b4v>aGw`-a0|irK0|iq{
z0|j$qkeOzny@RF(<_e~!mI@|j5ZctpM8VkDT*1`P5WE4z$ka^1$kapuBo1O*7(v8M
zP0bWc!84{N2F3~|#wK7VgGCLE6wJYs7p8_r3bCLhgBHo45JQS&*giiCGd)vK@<S?#
z4531h6j=fa8i*RmY9K=+ka|!eb#ltDP>5F0wKP%CHMB5NFf;^dRj@R)&@%<OfD_!h
zam&m}HBta&5O9QnG(y%9q2~Y`D~K%3LG~e9G9YI`_IaYuC4&<?k{<~cV9-_=D5PLr
z--<c0L8n0l*q+zgB|iKI-`gCJXu90MUmLJp{(;Bqkbu)pVSN97d+jdc61|b+X1#fJ
ztZQj;-j*Vps_lz24t|Ww%uJMeAI7l%kZ<O+B{5nL#aikOOWIuH?wp(4yzt`R6Q?G9
zesOrd-??)&#giV3&WrexrW&y{zvgr3cDe24$#n?~Z!6BM>hgZE_p*0-+-}B-mQA_J
ze|HvrzLxz@$u6DQ#&u4BY0?yfnSKp#zwky#{to^4=~4Jmhtu`XEmyAF`{SLCTe_W9
z-{l=#8aEYB8M(aV4BY1)a;4*&`<GZ5zSZ}YYlV^{CQW)jv*x^u-Q>TWZ;H7zHN2ft
z_P&~6BUBlA+G&%UQFNB=gRp>;mHQTLcza^=0v^`b^!a+?3nn@DAJUO$7AViIeP8(C
z#+M6uOCNqzJCo6*RkJ^I`@;3O%0^HqgJZ?m5M@5l(n7&N0W5)D?l|X{7G<Uu`K6Wz
z1p9`7q8}9L7^Ne)(FaLrur(qiZGN^i0OfUXszf9&j6?;pg-BNpmh#aOyv+>kF_Owh
zOCtp{0|Pw+OHfgQ-YAC{iWCyiBE-VjNYB*J(iFT922qTdnj7jFSy&pFA)>ED!Pvk+
z&&bjUlBFTV2{?Cy3I$kcVrXQjXKG<&U~H(MYi4e#XJ%n;s$gbhq-SbsVQQ&hXkcWZ
zXK86>U<rwNkXA?$V+dZR2KF^b5K_osCM6ujjG>W%o|%EE320F$tlI}N29)x!7B`U8
zgA^VFiW^G<Xc>rB+)M-)H?H4*bww`ge&C*D&6w;F%M|y;@ors%PH(WIE_Y<)kN4Wy
zG2&Vi9-KKdcjCH5yDGD`6bbCT8Mx)eg7B!QImdR3a>(ABlIF=3#JN4l;^+b1?mau^
zs<%5Y{ylN3s>7Fen<sBJexq0P=0l_F`mjZzzu0!4-}Uv*z22Y47`Hah2o?2sQ@cDp
zFYZT!0PD?t6YbXD+4FtY{;vL;3QHP=clAoB`n7RyiMc;v>c)7{DdGFI+M@oQe!k>Y
z)yJc6gXYTBmdeOa*19lLgTKUv^_1}<?m)*7;kljbTuNu`EVKV}?$)|#OBd=`2YfZn
z*xb`(vc^O6hlk^=pgGs}UCFGxmh}JG%pK9M-*VN9)I`YyNo~(JSsWR1`X8f_+@$^3
zixfymf<xZO0(m!=r2)?77Wgy;oMnln0jLHKf}|)i%Mwtt0-X48mL(8d!0tvb@sON1
zcnT3vlL71_k_wS%1<)A^u?oh9CJNCCh6bQjU!Z^mC3|?I(-Qr37HDCD^V|V5J!1n4
zQ%mH+#K_Q4&(hEYQo=wA6U?@WnVE^6si}dvg@UfJk%^wUfw_UPf)U73h6V<vdKRXZ
z#*jV9NNp8k@Y*D>&p{;sq#!|xAsi)$g}EN6yaO$IA+i7gB^jjTK(GJ-)ucE&Ts&>>
z>$qfZI~Pu#%cdA$#b#L|efk?i-`bQmSF^6-6Sw`pIk5}hQ275}z0Ny+_wv3ProYDy
zew&f-<%z`f4Vzpg3O+4aB{gSz=KE8*>B3XRcHE!VQtX}_;LE(=zH6*de!-3%1`h&X
zhL@d~r)E(TSN-z0>9PDd6NTo4-flV^sCL(<#?ZJ)@5ajFMZdSqZTVSTlOwoLulDQg
zV{Gl-CSo@)w5+o9-g?2tdn?z;zn9CiB;HO>EDYxtFT8#=Irh%)>Sv$+zgzg`luqR-
zA+HHC2Zir_7jZrlVrTEUFh3ku82}0laNrrCEG)CcI35Px<wC9tbV2LZ@stOkTA!lw
z0DQ0uI1S+`4?wnn{eWH`;Be}oDI36j8?f(4DjV=OFu;Z)1qZZDz}3L8G}JS<G_$Zk
zE)$4qU|1UJSy-Bw8Y}3U8ye`Dm{=MaDVQ4=>Y0I0Sur#+GSoA)G&Dh4KMZML7=up)
z0{a?KF5rkM9A$)|nSq|6sTuKQ1UMNXg$bcD0(PDcsI*1u(*&N*YBdnJ`&>J%a`%oO
zJ8qq373^C3U=e@TZ^l_YW&z0^g%9tWpN!y^^>}dRjOFAxovWU047}v@B`xjVqE<((
z#DbaOhXt!-mL_>}ITh_*T=042Wu2lYWzjl*y;5mmA`BOIuhzSkQ&1&P++VI!Wy;hW
zqCCfL^|gm(SAR*XhlnMGO;ac+@H#)Y?xk9b#)Wge1*MtWH$R5#gW$DTc>P1<gGJVT
z%Yv0RDU}5}1@6|6)cUx-PBF~>!}@bS-l-JcEu3RFRW3Eu;rsT6BB$%o0k<q~u0LdG
zaM~$)ny|UzQmX|v%TipMG*$JdtkLw`^T+G(rCN!TzvU~I^H=}K>M2%Rqa5+*>;$g<
z-j|Wp)9me;1N#=@C|JND2o7=7T@aSwGljqs_;M@mGR2VMHU{`46ma^(U8aC-A<~tD
zr#K<6sbOJ=ufGC5_ys8>2oxv7zP|!aJxJj}uqXl5uvnTK=d%tQ@Eij*H+DN0PFkDV
zETECeZTW^D+}>EycGRq|_{8n=6P?+GZ+vk6rBeH-v^cMa?|}WDsk&@0wg$?nTUU2p
zc({P~G<QH$TknhMiwk<(3wQf49zXVF+Ei7B|2;P~f3TLRr&`w}{JE?B<rdF|-|KFl
zc>CrKe_sYu%9>RUiSpKaxxTBpvG{GOU7Qrxo+@uzFB;$NtkLm#OYasgb#;}hM7ESv
zvBgcFq!uS-T-pD}aOJMJdo9af9gmosx_pgNm6{fxi+^XI^wrKdp;+OoF6}lKThsFH
zUVr&|>bq-C-qe=3E?2Q$EtvbEE;s$|s;K+=33;{5xXKGqFoA>B$kYg|2Fx+EB=IB>
zOG8j=03*EL*4|u~W108#_s^~hvj-YynG+;d{Ji;&<qzZWby*UHygUB<cPO4X#p7+q
zi9PC@FT7hAv+eaUt6NeUT}ql=yO!Jhtj}xw_xXGI_s!D^e*gLQalZTyZ%)NKL8~5q
zn_mC>$MpTX|FS>)DHr_o{hRnNj(Z;3|NnD*_MgZ4_5Xfcl|TIU{Qsk0kC+@<tG@1;
zzx;of|3A<3uQEAm@P23bui!n$XL|2iTDg8>@1=8M#krd0dD?f?r_NY--)r~rK%>9f
zNAJAf`@Cu19cKx1o|k3IxmLQXC)oZz%P+tG7qeCQ`N?cjpWe3HU$mH^@+scF=JyZw
zLx=6})&2P1FY(T@HFBlsuhaYQz0gnn5Pz#Spgt-4H-D&o=XZw>XD-^U{4>37eeM#=
zPvuus<EQ-gaG7cKP2TC5{gY}<P2<up&0p4at~9;4=d9Rg|La%o*96pkz8bhETglV+
zv7LAR(&O{jt^D)QH~s$QKe74ugI~o;zvl?5U%t0@^O>2C{QGzBku1-B|Kq`1`Fnkj
z?utL%zTP_Y)NZwVMu%q4y7z6R+rPu_>jMlYRC#{Ca#{DBR7aIcpoi9z>T|~1qq$rb
zgr!>^IVfR!WX+-Ox^MSBt=S$M+EsclSyqcLX!%w7+i&OH7O5;yP!mYv`#$UOoX2i4
zEDzm^bbGCN8{BqnIL_*=WBW<iPW?!F;|JxNF8}=mOqcq&KHqyp>d==L>falu*|<#8
zKWpo4lC|K$SAj>3LH4Wa>i8ah{Ah2##4yQ6%Oluz{;2~=%io=AJ$l7+0b5dhUez&$
zTC*wB#7;&pxH9Q5Gsj8k6New0lxrHjk&<@#w?N^m)>O+j=2VWt3mm)jXRmxKxg_V9
z)M8Hdh>TY&!*02!J<oJtWodpbb<pjghqbrc_6<i>R2Q&Iw_V%X#Jjz%s@)`P(Un`J
z=NO+|TKa@3m1C_r&%p=B=gpber^UpZ<h57VoN0E0%Voif8zW=)9=XnR`IFiXBgstG
zGklkP<Xr4BcOUSd_r=ag>qF|nZLudjtk?gR-KcVUUSWUwyZYyet~3At>IuJ9()WlV
zTH;Kk$+212Z6rLHON2KT%&MQe;CSQw?iS7&Qx@;c+J4TgW8;N&_uV=sev#ggcENSy
zL#O7hPRU!z&6cxPEoF^kn<m%d=XptNqsO#K(o42Is?htL@MERP0fD7DQr<>o{ENba
zRwkJ>9A^~njf%LR?ai`mljGZ|jS4<BdcS`ZJT48jP>M=kuhCtl9XLN>p3JmKA=k}U
z&XBOFint|hnGkB=CtdZ{=RurXU+cvPCn?v9>w<MQ8NLb-oA>QgUCf6`2W*WNFJ=|p
zV;TDQ`MY_ID|TJj6@RJvp_kgE6O7#RmroJf+^6;_YiVh><ELGB?<!1KogsI`>ut7T
zg~ex&XO==yvm`veJeIh@Af~qX#)VlEJ0)+vXucSgF<0b&<z922efdWhT$Nv0wD9l~
zhQ%swQZ0T9>Yu5IF1c2e=IN5Xql7Jcey^&aA=5<7?5$hQe?9ahd*dXYC!3aDmvVe%
z5GAwmuFP~sl~XP=*Y(Uja?mO|q$;g|`)pE+L}xc!Z(2)riNEf&u+kG-Rc<yLUs2G|
z&OUL*Z0gfUOOJ;YpBAt_H2lV7dR&k>V|{8?vlnlHwOH(1b<2kDF5d#aeR&{yS-Er7
z?e5g+E;S{qCbq>zhMs(3w%VHSxYawyt}oTyzE}HCIc@2P$eQ@tEW}0l<(8;+{ob`t
z7L@kfINtSV?u|0f^aG1C-dDZd<iy!~i`!}Dil!#b<WDQE7`jagGy9iN^KF&yyC|V6
z>-Gi6mG4^MJl!CTp+ed5$d$)4rK7AqqzK$v{3h3-IGl~M@cq-(^*T-&-%|ONO)h_$
z8mY5O*(K@T)|D@xwA$@F722WGf3|gVlDQmvRmuH=AX$lPD<zz!Gss<yO<KI9<I5g(
z_k|9>4$SGTzS)|eF)LZ*C{yft*0&NGch7G*9)D`mEsiv&`9*P8ZZNCf)tDlX^XG;A
z5tnwk1GcILC9Jzw^$KqDnX*qWfWu)mo2|hQ#S%r|Wn6QLTRapEO5!H4xFzLuur{n+
zba!(yZ_UA?RY{s^FP&B_nQO>;a?PvE(5Roqmv)qRWt6IQoQn(H?EL<s$Cp_K9bTIh
zo(5+hGfHr(V3mHAG-*+5`HUwAowu4;B<Y_&B_hDy)b^XB^!!z)&<Ykgmj#X`QZ9wN
z#7<6eFj^7Rzxw)V4j#*-9Dz!$xyc$^ekfgc=x!?alAC*&zmRKAhqQ~xv0244W4Kq|
z-)XM@r6KImwi?k^#m~1q{w``_P}fd)=rY+$RLF}-vulN)$=pg8$IKt0zZ{nty!D7G
z&sP1W*R;3CZmCJ5Z<W&(m-QlNmt1;dxNOHO0h#LDs57q;?@ev~)-2K#lKOq$$p=Dg
z>J1l!*a9xe#+~dqtF`s-&1Kuy-)UT}{QS;@lQ&(y+2~o^oR_5-GUHxGS7^D>m$bx^
zD+hIwRuqKHbpCnJ%Y0Jdp@4m9{p;#HWV_~nDc-=laq|KHOyNa`H4~3G)y@_DEF$~Y
z>Z)nV!jtJ+xH=Vg$gRH9IIm8+jP2Xw19K-j`-*nx8Q)&Nx^F4tHW4v(6{j1wQd6zF
z<YvkIN|>V6IK|W=Y47C;8OlnN&MaX%*=Tw@?Ae2zf7rsbCo*tLUc3LUA<;db*KNO%
z=1rTBc;=0Jb$YK}W1Uj>@l3Tv!OgPCQOsGfi;sT$;j(_AEO&CpOiq99jt{+wW`)a+
z%lDi=`PT9dZ*r!ckDRmTy+ap*qYiu*jb!Xt!{WJoW!eiB0f#LY)vnH4Bi|->*DT`M
z&M(|&F1LK$F*|wb>BfEe(%-aXvgV2>d5Ayrw0wDU!B5W{KazyF9e->Rcv|5fwZUjv
zhidb|oGnijFJ>HnJnJ;)rsrOq4<D?X#;vtBc*DYF+~o~Z+D&9M?&^kcmM6@(>00cf
zHLc|ODuu}#%x`ACYt@{|C$i+s?({b2l;^4YjBV5oD^JL1Udg;=65q++H#17r*3Rr%
zdFu92m6exMPb=C4a&Bx>|EnFYIXA@RjG$-cs-B6v7VlDfztzffOU{Fe3~BYho^7!U
zw)pfLAD%Q-fA{YfNyT$l^!e|sKFnCPSK`E;$EGu?_gojc7<t-%$-SvIA)BTu?Gi7v
z?M+yHBC*>>^e&sdiy7}c?d3HB5^iY|W_1L&HY`-XU2XHl^!`J>KCeak-#2Kf?e6gu
z&p4-M+!!+PKuM2!#k(1nD;_Ocb)%>B`fkUv5Iw(p87%>q`HtUAaZX$vc2G+6&C1+B
zu^SQ0Q4z-vo-<tdu%qGbqGJvxE^X^bC@`MCV%LX^L)sgo;$C;3S;%ZH_RlT#)<(OP
zLEmjlCZ4JeX;zZ4E$jN;%2)W&@M~FbT*{saR$ppc!xgmWFW<Q|u(eWt>SVEh0ya<O
zR!7}fa#)a8D~2U^h3>tea2~Jl;L-`x6i-j)>W_G5x^nLP2NT&Nl>Pi&q?d%=6%}><
zbAe4ZZ_bww7BcgkCDt6WU&6++yL#iQtQ2_>;}cAQhJP;j&Nz4~@7njRx2iVidGK=E
zPboR3+%2Q=(sFZQP{;G<8iCVmxOv-*7tUB!pz%1Qys>g~4#)B(!hS|;{Ey!5F*wD^
zTM(kp&slgtz+`gkg2_Rl$8}8ZUEH-pDl_QNf@9p(OPA=J^-QWfl@NUQw561+-|9H=
zM~5F<aCshD$hs|2`1SNOHwUG_<!=?t*qau8j7toaclB&NH1F8D?JLSApZ&MP{9d(R
zT;rigv9mUN{!~7=ack-7({IyXAK1;Cd$nS_;=+w(8{NKrU$9rJdbMQpoZAJ9#rG-h
z=+*nfvhQVp&qbl!UAK*8jP$1$>*nt}sS=Ul|7rFibGP8LSvBi?6(4uhYIWy!PYIaj
z^fPIq)t?t81(#Y+7X_M!HF4+~oVjxL?#U@RJ<oQ$df@lkkU#f;v&x%;Zw@TZ*`L$D
zY2}QAeu3gVZ!S(^;VoF5R~-`5-ZFjK<Br>MZ-aJ;TvGkC$(?z=$fuR-Zk_gH(p<Oi
zey)FI#cZ1w>?}vNxmRYKE)p_I+tColxG+IebnCi&hoEiGYR>YN9Gh}*xnb3V+bJq`
z97PwNpFPdvt}ogro@}zc_TN+Q?ba+md(zL!l^$F1Q2nD!j&sZJ<)<X)2`oCeZ^mWG
z&pRhCTO@XMQM~x{%$xHk9@KhXyswD8>R0X$6F1p+{&%cS{(pFGYU<vtJJ$x^Ty`>x
z;bz}rGj?JAGfQ5rPuw)ye9}voX(8_;*QiDPiD_u`|E9OpAt3a{Lq$9N=v5CG`O7AC
z1~-ei2&va_iBDgyT&lU#(L{9qX*&ru;pJhPb1N?~OR4QrOV}b<BC|$FqPT0z{s8v0
z*P&Ue%1hZUiE^zHXH`0|=-5Su#I2=klH07z<*v_~xL(xm9HVTGd-0XJS93j6+be8V
z^lg6iSZ0Fe-Gep9Efvmts2}<{+2xGXdhYsX84K*$atb8e)>v47X*p$j{o$`dm#E{#
znGL3H26L^IY#nTsOmz-VRnHRQ*}Hv)>@T?+R$rFJ&gxOuVY)ASX?B&Be~ov&-j9SG
z%enT;A8y>v#+035u_n=P=9+jRjy^44i&TNaE%!W}!X!G<bdz3de~3Jos&K~W#=T^N
zgC0gz8g9LEYaS)cwqxRMzw{<@o1tvYqQmwxj=XrX&%A3_n#_xxM-FyO@i@h8HCx}%
zUWtA8GBf?3e!2Us*-~SwdR8xeeu=?ddBcxmG8F~?+j=ka<rL1^`o!Yx)mx5B6W?;_
z6dzUo)LS@Bl`UyU?3Vni1yk50H`)G9{^TDwnNi&{Y0UwvW~ZQ=btV(_vl(_fZ;n`G
z+G}yybCY*e<gHf%@0Gm11pIBk;8i{OjegBC<yBh```;D#QFhB+rm1}0(iDz&OVhUM
z>8i2F$8K5EwfKg~bJvrrEK1jI?pvF7uz*oYoqbj3tfOp>M`vnJ?Oc_1F)d>2tEON_
zQ%$eqj0_I90v~_+HF?t<5z*Ag8#H<BMOgXY@0FR$?X0w{;`n{%+f_}M60B^wk1Sfh
ztafYW+t+0aE(_n;Ghv<p(`vSUZabqAm6_AkW_MnnqjiXRw;ZRnZFhvu;heowmbvad
zH~-z{BjPV!wV$dx=>N&`Mw^FO@ZEL4yAE^<&gtV)Wc>fRWXtTLYx_&DteTkgcg2my
zd1cc3E}VPJ>@8*E{i0$So9;Wl$LnJ=+>Meh9-gjt(&TjDTF1UDE;*IkH{`?=V-Lxc
ze#mv-n={L_W73vp?~n@z>$+xNno#5Yefufd7a3^=GF2Bi(<3hh7j6o37Z(*>dwhrT
zL4$o2yScm^H|k%SUOUyVX3<$D5hE*8yL)DT3Lm7hE9=#W+}nThOw;v74jz*$jGjHs
z=20xFMzcH)HfL}CuuS%;jD$r@NKE<Szp{aHta`7H>0Lae-p*<h^k9R$jt93q>nqKi
zgMB#_kC=b8KQQbo3}Z51y31ybEz@C#8*i5uZ&`d{!;Qm_+JxS{d8k!=qhL0JDlfYd
zpUbM#JKucpiD72*y=8rvyX?K<UGABWMO{7orzy@1i%+t>w$LE1V3u4~WZ1VQjzuqp
zibU7*av#(zogip8-F(H8OUti0?h4u0@<?D-o7-oFEcH!`86V8qbX@6zpz}m6vAzil
zw)}W}z&qq-2b+3nn1w{(uFbN}CLt%MH+x-bwYTZJ(0Vdd-oSI~3PA>zu&j&QxHaT<
zo>;c%b@;U-bKXtZp)g~)C(rsCH*TxAw_g0azP^5_+APP_KkcIEt)k?FbxYgQ-pxF`
zx8U5ArT4hvi>FC!uu+NGr4S_Pr?jKYS$+2M;+u!&X*Ya1*;0MYjYWNfK)hDNGRtMn
zrMl-81@~~5an~#Tc`rGqK<ib5uSde7S$$!<3lh9SkIJmHnJuI7-ge=<me^m-FIIU)
zUaiVFXZ+`8hVJ&aYR%`a*<||ha+c&UTRdtz{cYaEYkujgYYr#mAKBSmx-+q1?WVmJ
z0-owl)65>8biBN>`-|9qq0DI=OVzqJFSLIX*N{Iw!(-Xriq~3ePoA?CV!5xn$!wPu
z=Ms^Y6*IQ*F4AieZV{82b~yQPfp4R6yPJgmj4xLOUDDo6yKr5NkLC5G#z!6(_x;|q
zMeT@|d3c{Pd#LNCico`T=cb&l<y16!@nSv81h)-K+gTP!uP_!rx9E`YE0F@zDLR2M
zcWMe0s^&9Jd$~&1^H)o%;53!F3J&`}N?onXT_y43B;%V?R_k<pF9ihoUUa*~sPsr}
z#UJB}vy1MWFqrXefnbX5n`1!^ZypxC)8)Ih;6#pWi+1*xqOD?gs-y3mUl^v;af4B>
zXWr^s`y5x6ZL=x@Ipy;LdW#<k@qRnfl494R#mm^XM^frvg3VQ<{zn_HSZ~()ZLF>$
zl7BQ|^@&iG2w&koRg=se@8Tm_YzuCce$P8@#N@bq;YmTGZ$}&Vc3v>*IRDw|MbN|W
z!rFzeIivhPxE4RWqkC=lVll^!cV|xvU0Qx*QOetIm9iC%9#?hJ=6_u2b+ET#$ux;j
z*@tZU0r5(0Ti+OWva|U~P2KhDq+N38j0;T}+f4Ij-C3sb*6?bu=PQP~&QnDzaywha
zE4Kd?bAHUNwe7x;s7J7bUwqmvKMl6m#x1JCu6(I?n(Ox8HRxO7eCKx4!zI@@8#7cV
zFP>QHcG))R(ZRBf3(t2+bVq3x%DG<pduxln=ZD0tULU?(S?$FhRpC50>iMDbZ@DYN
z!;jjzX>!=;XrIZGUA%!g`)cCt>pDtnmw&!i_j`ut`ThLz?|ROss#jljiui69@VfEo
z)>6r?+iH>8F#*mC_*c!dXcG4^TXk_E<KYRncHca}C3oRT_{>9wb{d<ti)L(bzn^<z
z_a6Qb+k48Nefu8Fz0o52vg3Ps|A&}Qj9bp$xcby{m#A(#<78#!8s|NCx1413HtvhM
zdb4*&#=6N??%WYJGtOAH2zo!;xaaOljkNH%E4SBb{H+$g<@i+2{feT}3^A7@0(?%~
zA2{tYV%3}%M0P%A?}-4lg)gvGI?1mPstS9!rFr>*$wB7?ca<Iq>t5cXwq|3{|F?@%
zg?2j6VUVt4SeDz{8vZmm#K<tO*HZpDFUvB)PYZmdRGVLvZh3vQ^mxI+<u5+Hn55Tx
zIPZ<dxvDKJ;mT2tt|s?AoMVDGZ#O#a_kI(Ubp5q~a8%nT)q86aOL-S*=!8!`$icL}
zYSH!treslWu8mn!YiF|0a8WS4$U9ZxhtkzU*Yu>0^naezBjx1poM$4i*K!`iU#?)&
znijdv=jVD4J!o(5bkMx1aqUX{1G%>2QtorRwzL&bT>F=~WxuP+{N~(yJA;y5pJUWI
zqTI<ZbRj5@^)ajYML*wFYTvbT&%J&X^@3AzZq-Hosp}Yx*`g<SEWgXTt9O6KjY6FT
z?%T@LHy&m-e8N(^khffU(T$K8<wK2T+ZOqytYQ1je4jaP`KCJ|;lHyjkFN=DSLbDZ
zu!X}tQn_LE)#kD*zb8fP=zT4<M73QlWvl<4T;br<!@cV-t%>`v&eEpC_|^(uD+%$U
z_Fb|(ZUS99eyv%1@Y;Hz^z-KqRfuTDU)UFFyZYjWQt65WPwR-?RtniNYYr=AUVZB0
zbEnvcA?bX260d~N+#5wI0UdX<V;<b@+{BW<-A_ndXxaM1ky@S+D>G%!KQ&GKxbq3~
zi{QvZC+0kxG~wIx{I|T<mut-2SzDPU(>0^q?45L;{PNW2ZU@=olft~sSM6>ROXKYH
zP1lYL-yhrC_IBILZ0F;@eibfyv-Z(@?P|WpjqQ^+Uj5t~ICo2b+RNW=@(#(nrnKI+
zFi?%PmfIXCb?fGWiK@98x!%=t95vm0lwMyA%uB8-<29{|G?lxN_uF)TqHg*Raf?q0
zr=H)pD{@-0maA&zl=sK49sF3dWwQ@2w`B3rrpH-li;~1ztiH~(oML%FX97nv?+wAn
zmp!YGzZA*VRV)q=?JIo3^z*rU-;Tvc-qpKw8hTwjrZK0UVRl#2o4-$rEdB=XUc0Q?
zeTDt+Y5@kvj8^u-1u1eTY!1ZqMe7PjOcY46Gp$|3%HdK~(BvVbAyp+J<-23Ujw)w$
z-$s{4!DG*@4=1O*^NM2*I>_@j>HMYZVah@*C$3-ncFd!Fj?ltOvR2O~T@71&IOaCr
z-MuBIw=&{-et%YWe0MgQZ-#%W_`WTCM(oct_tl?$H0!a+*KL-W{|;@sGJVeUCuzoA
zYRi<5L`F%xF-*-DS(xhm?!al*hy<;NpN{BVkG|^aWMz2a$iJ06|3cpS?M-!A?<4qo
zG1oK;m(JY%deV&XQL%LmT5-aB&pm%A`y~XZbp3zZDVKBNjM)@krf{zisoulFi3@V3
zO!+lKOnBqzw2CzwpGUtknX>%*v8x-4r&T(vaz1RdS$eU*ae7gM{An+>g-N%rN<N4-
zz49yl>P?F^4|{8qjugjkc0VvRuh2xKexLdW24)sp7Vf#qpYxM9GClEb^<q{zd*-@v
zfuG;$EyaeLYNX|@Ch<;tV5DSlZp9|e$9zie6L{|2e^<2MIl=52<N0^q&NGwE_fFHT
zQvS-|*&DX^Q_FG|!KyV6kNHh_pJ=l2-2EM@vJ$tSzlq7%`Tk?`#6Av=rCDDjr0=?v
z@mk$;eYhm^^_|jFv32Zj`*yBjHn2DmsdRshkwn*|72B?fr8%2?yQ|$?5wPRlBS!(N
zb-#A?%<~jd>2{C~?v-9JRhPf_N5m2SNi7L3H|zP=h<*R+q@KNQ>TR*pqUM|z<QduT
z2Ygj1pPL-Fs(q$^f$qzenVMhK-tKB<;*mWNc=knT*oO(qw>*nN{Xb-CcEop2W;wb4
z+bYAJ>q6}x#p5THsQPrykO)pIPfki&Vf83M<Hy|AcaK{lXFbZuG2eP^dBgOrHcy_#
zPce|QEuX1Vxxes3TzBE||6F>GwObD~MLwTrA;`BQ_e$2~i0^0qdAcQrb+MaWbvd@Y
zjr-Zm;_K2JJD%%4Y<qBPRU{{y-ZITuKQBrCeiqUlQ!!(n4}bsp+B{SBEsTlZPqK+7
zTk@qQAI%7V{+X{+;)ZJb523d8g~`WNEN@u-7MM}8{Hgny9b4=lc5+l^+$rT}-S%1_
zyS7p=RDSl{wYk;}&thi<7)8DAyVEDD-ufZ((xIUB<?B8O3CzfPn0?Ylkny|nj$0yC
zoTcZTpKx`2(>-p=D=ewau&q|N;-pV&@+E8bQ&ZSJPi4OMP<_(l-rC0w1}AcQGb1HJ
zxpoIEHWTa0yt;+E=3&Fjx6fwj%lPmrd@RUIUAOuG-!nho)Qk5j?iR*vWYu~ty(6rv
zwbS4Bo8y$+_tqa=R(BM!ZjkG>G%zj~T^s(eIa}iRTEo=YUX!+Zt8#QkZ}!vL((-H8
z-CYqaTdyq1+`q}i_}r>h>tDR(Qxj0(d;O}>pem+ncgvBNpNb8v%R{cF&4}=lZQ#_@
z3t(M$JiS!(nvkc@0aIJmb?Z+_s_y=t-Y|WdDffXhPdT<KuFkYpa6b7ViGRtoSv+D<
z!AlqgJzlXC>ut63oH0eK^iiK<GJA@Wb(Kk3^Y@VBPc{`kV5$`l2;r8V8lteFJhZB0
zr^rR!BMQ3Lm++?V)T+Gmnx~EPTJfe6m1+sL@AWIr{F%}wr?;Fr?wsPRn=+47<+2|Y
z=-IRG6Fk0Q;tQ^6sZV}t*=GDxYvvEKEa~s+G20rG@}!m7)qF13mOU>$Tbm!6Y@a;6
z?)WXg@Quf1R+?4Cs26OwtG1vlJJZ@m``)s5>F<($JER0%O)1g-e8il8`P=nRn!6OA
z38ybS_)q>Q!*_|RT{E+P{nVRPu-L=j_xjei6J5@AT)g)vXvU-$tdpAA+T|^Hq!(3}
zbMi8=eY9+2|9Sf+m;4{8KMfBzF3OJ;jr1{Kteo?b<#@#HFO27P5)&9E-(s13_TL$a
zw`-k+uZTQ#yRIM8C;rgt+rzEg3z-AmBg^f=B4qulX1Qod-m#4A-*&Vz>%kA>0QLj>
zc$$~HC2;(mdch;8+1JXtKyUlj`9f!dnjeRkZu#(xW3q(2@&#x8n>sz#{#E*Z?_xby
zNJsvfEcn9s#{+NnP8)-nzcrlGwUljr<K?qA%uAc|F!B7kz;NkDj_GGY%|0BQ(y^q&
zJ5K6Snn&PkkHVW1EvH<*B+$$eW+HO3irIv}FJ;x%PfxS;JhUb}TjJTV;SpD*@42_z
zCV5I|X<O;J^5(hyc)5&Gpm`-nudURP;0^m@pJsTbo0e7xOWsWM@L*oU@muTE&x}bv
z_SY&W$Cv~aD4u%sName2`!Y8^o+HIVbDj&Hvn<fMByA+_EAHu7;J(8|f2XJiqj~=1
z#4WP!2W?9?uyOS0e4TXn+O1vJykpct72coOvv&6~3-O1i&qqztU#9leQi=C<*FuG_
zHVa=IaD6s)avIyM3!HD1b6J<HuL~`7xpulj@l0~GVghTq`xWnX7iBvh$Xt<TTP-hf
z++6C7xm5o;TSnilny-0(vwhcy7O?tWxa7@uDYav_G92_GFRTk{zv-6zLh${A1nzQ$
z4ae5)=1&qkAeqd%$a_Qc<AtKH9Rjk?)?PMmUt`eDyhVeZ{kKB9UR7nVYVbSP#iEbe
zjxH_I{dMT#?=tO~2RbqyZho@xVx>X%<l_xnPPG3pc>3o0y(Y0X?)D;<KL$LvmdFH5
zl8k0&pQUK7S>>Tt(8gV;yrTQFzsHN4dhN_Vi>@p^ktZ0h)z*AhC+6vfh}4OEal8&!
zF0-+C&fuB2i;bnpdFeL83D^5C$_Qw*R&e+&X3?3{GUeXHPZ2x(jNW#!NL@NH;lOUA
zs1rLDPi5_4(X8*~-fj`YdaN#5y0cC<Bl^yV4;gopG8Ag3CV8IkX}!eWW;NU8p{%ND
z+{YD#$-8rZMg=@>J>F@w--NGeHoLp&%{{W;x}+_?8<-?m8clfmA=g=9`4>sI!1s?%
z`fk+idHhG#E%(fs<^O6{P0V0+thwEyadu+1O7N_*;$t4mbA4-9_3rg>_^h#Ufwjt7
zi#X2ZoRV(UjHf%)r}#@a<i7j1VOzQ9k5ij!_GYtqx4gUU=D{i{8M*&j+@<-<8zXk_
zym*3Fd&Xq5cV~9BZriK5B~VSd<J8-Zbp;9Qp3hnS*kOOAh_T_4a|O>I$e8mxnjAfC
z^C9$FT&dg*w>dS-7rwTcpcW?K9N>7R(qq!%G^KO_5y5%wMgn)aKI`<^^2_c_km#Pi
zaYs?L*p7V>{gDo*m#ldgd7*!0ci}rv4|7ScEuIYw4;+^-_vBd9*^?~P((!l(OZ(0~
z@xJ_PtVW?RhhME!=UVerNn+Z9|G7@pi+8@}RG7AY;nXEtcc>;rs2%fBQGUcLeMNK6
z%I7<$bbn}*o9D7%jTG<gTxSNIFCrRzy;1W2&vJ|SJ@~5<Fd<G;X2lir-<^x@FO=H*
zP2XMjpkI_`*h6k%uY)@uF4dg;QmJ%f)?>wD&X-OLVkauaKH9Lm?z(K@jpo!FTyC>Y
zEDE{);n%9%KH=)K0TXs`@~u3wd()}^`EuDCxQ^?7OfBhSS?^lMCUokT@Yc(D{?}TW
z_}L0Bhco`UvUmSV&rFZ-iRuh&G1tX%Zp1mB)eCrCu=Hi|23hk)nQsX?MU%w->%RX!
z^RTJX%V|1t4X)SuSMo==oompmy=}51LGWd??5@tpaEA`(D~`W@CP}3fS;RT5xZ%pi
zu$rB1iGpX3pTr+`b~P5W6Z$)td*7;EP2V09rv4{M`RE*x8Jiv@m2PBoy*Ia_hF8{P
z=dZi(_dejc`p(YJW9Bib4~yet4c~lbeL7>FOkN8wo7c>UrS~OVcPvZnIivT~>AkeH
z@5Tjl4r+W#N;dmxAZR;l(p3K^N@{ZsKjU%uKOxlohtX5M?S`uw!;dPeh^GAeV!p^w
zE7+sq(EEoTr+M#5P6)fy>3Ml2*G^IAP~r2JWi&3U6|OLfJ70KMm6OX@W&K00M2nZY
zn`cev@0qfu@^e?nG+U)!C4n0o+7lN3(&x;4BVMY@;QjcPxKm;Ct^>2zw8(!K^uBP1
z?XOcqFXvA|;n$}_{f>$4w7WCIi|=u_vFkZ@*;B@!KX^3Xi41Q1&N|8CpW@eCyBiX(
zqW6ANop>&n!|b7Y*r_L)YcmWc1T5UTBcfEN$}sfch1pHDOOF1ynf7^?Ov+4$)#0np
zu=wXJn)>@FyN=qyX)iv`=#p!mFh5E*lyl~_h{&4eyub$wRk;ez7>4@Z-0NAh$HXs?
zVY2ny6;~uV-%fw;oEcQqe=ITEgxiW`rMu#b9gQ}7JC$QC4OjZ_s^z$Bd*JhL!&4WJ
z{mVU6vbfSiDSxH^vj?)Le#cG;Xkm6;^wxB3GONwHe<tS&FY7-(sF_wF#s6+c>*)%s
z`Eg%t<-XtUO<&ljEVIQj$@D>bN$Jxk9qIqlUQc!w{1GL#cEdKFfIeQ!z+)fwu&%X~
z&}+VY`q6T$v?B-Repv67q0n7YHd$rw_s|<g$3m0;cIK~Qzp-t)7TfB0z86A9JLj-=
zJu+~+D-%2^bm8Td*SU{%nqI#y-Mc2XNPYI67ZbNnZ&;(;zT$b>l*J-Kb3Z*Oh<?;{
z(LT+j{<NFrT`8rxHzqMC1T(L>{!AcuN{{>DBbt*6&p!CE?ZF#SkLIg=^8;7sADp;$
ziCRX_@5ATzaoIE(J~_nTc7L_=m1@Cbfmsg}m3m^=f6Y@lT^sq+Z==@7zmIIC1dWeB
z=Sya;J$htSeOJCf(Tv>Zd52ObEQ?WobIMELLz`#u4k3a5Ngefv#O7J>e|`1mn37sj
z?cTtBwikD#JooJoKO7<PoV(=4^V3IF^yZz4&Uez7R3Vn}{fzVh|0PjQ8V1!C-_9#a
zZV+pb*_xE4(J+Ot^KHCMk&@@~O;I%#8u@&I*B!dtHCuN3toEq)a?W~xD#;~WPHw`w
zM=~q8x29?^-b}papJ|-3tkZ$NQEi<P*AYRdHz_kFs?WGFb^Qj$*Lyvmd^vKt>9ngO
zQ`E13;Gp{+r#@U}erzD?c*xPU%|=x8z&hjU$2l|?3jNEL;C;G0V#-AQjCVq;3)i}f
zc1duG8VKbjoGo+Mvi&*RIj$$26$TSNT$%7R!c?I3t;#pQmKOnAFWj;TNH8ut*wtcg
zy+-j)obMLi(!PyF0!><%&xYCyG*=bx6?kyjO8dZL*Z2K~qMQ;Fml{pGu~Ji4x-wby
z)I-)oGbZKKU)jN+Y2~1EEAAN65t}^M;;kp$Yu38kHJ$&&@akR-&(S&Sq(92dJze6?
zZ8cG;EKJ?(ljh}XyAQXVsol19LtBJ<=hYI$oY&%O*6N1)9PGU|F?_D{+Sf(9vX`&X
zn0t4AZ_U0LQij*sZR8KlF4sKM%;%&R$>#L!kK?A|wDa-?uhYtPK7SC{|95kRB-0+-
zg&plGJ9RZU8&0lGi2OKpqS!+=!JJoj1LyEwUvtdk$V|h<JNwmCm22G1E15LEuA4Dw
zy~y5z`UO>gA1}<%)!D4hD=!|jW3J+oc{_{3EM86&s6I3C$Ez)0=01^J?7L=<z>oMH
zt0%k`;EwiWT%))CklO4;;z?>JuNiKcoGa#A{`{h#Ux}|)^1>EwvG4`|pC50$HYIj0
zx9;ivYBdv6zJ6_OG__GnKIL)YVSr?C*H?!|#m}C0w+d%`^LQ0<W$i=etEO*m6>1lL
ze-Uxq>3mJ(NvHFls~5Ukf>gZtT-n;Wv8%@Y%v)>cltU*qg?{C}Ie4Sza3ZH?&#X0^
zU+3#Axm#|r;jmj)k=X8ydWzR(D6OqMah2I|2fy^sE&KA`d|dSZ_zIQfoBOhoTjyUp
ztlh4){%B(J=7PUFYfN+VUMRBdZ=ZHKJ$z?<*6LR(9$NRpWi{8yMz4y|>XpgaJ<a^v
zN#O$z1NcOPt_Ah4pSYl}bgImwMw2;Tb%OHNe6>B=B`bVN(o`W}OWCERu7PfgTGxb5
z)!FGEylqui&XbA81)qDI{%{^Ta?3uj=)0HU5)rN_FRk-S*Jl;URtxo<o$&CGLF(q9
zzI^VuJy(9-@(BFwE4MiyYV&yx%WaFEZ&FY2H{BfT^=Xmx8nMb3yglq8I+90)W?P1y
zQjC^lz7hIC;OHwByX-X%Vih7E^S*z`vedM;VU5#mKYA|c;8dqw$=7@=3->#pvVD3s
zw#!s1%=9^1@(QEP#trht!r2*Kzm=sM?A+_*kDn^=^1HUac~|-M0BP%+DRUxc9b23}
zJIW*PM40OJhm4u+X6fy=603FP<sSuJNi<cyu%pX!>n*l?m5&?>2~*eD>Ttx_zPkA&
zP;F!Ir*92zdw*0+c{As|v)1aLO$U=>bEb(Lm098LCb(xlLzeRQ<+p+j_)E6&I=tVy
zIf|+I;bol}0ySS9kJ()Hdav!)#wonKVE&sjpFJj1y)XX~%j@Q?*_Tp~So7pfV694O
z+OOUh4HFD^_2<6#;O>n-`B6gZ<(zAObxwB94J-BhwP)j@@Y^3=w$0j^B75uo8jnbB
z=gGDn@wW;%R!x496Q9M;9qRh>__4CZ^Ziu>jXox)L~ROLcDc>s`Ffs-p{D!0w&ZU+
z_aH?3+xL?Xz0*~tCvW?3wN31{<fJ3Vm6z}>dXW2kiq93Bn20;454S!&_9*MN#P***
zeOQ+HJY(rTU8S_^!MsNWY@*DDy2YpduIW7QF1Eoe>bLFeH?c8KH!aB9?fLWP$=VsY
z%qx@*mS)O7c-HXBUq_HpByi7@2rj;h>#{>uzbGo5!o75#f>CFn_BRO`xt6W#i;Z`L
zO{(3`wuqy4e}Z7dPsKP}^9#KNU3dQ8&JE*BzUsO<WN+Hm9a9(be0*V|IOi^p_PtcU
zu-M<rS2}V(-klob9LU;X8Qpm0`@Q}|5xqT<3^yNlOFm>My4w&k(d(nUN~KGr{$!@k
zL&q{gmd#mf`g$4@`${vl!-r)(&3~LQZ0HMP*ETK}k7+)?yqT5r^evma+8v2Ee}3C>
z{6t~sr1G^oDb`^;0ozY8U0JzFD|B+@*4@0%uI|j$v;X={qPciQ&Kb)PnPq&U3X8AU
z>RKqCxq4PvDE(WCcdS<D-XH#l-c-N6eg3V-%^Btgd7|4cuDX6kJ^Rk=c$X!Wru)1E
z&)%(#{%O=+yin(ebpVg?_mhXtRBp;Lzs~tRQIqp@<tH0n8_SBCj2Xce9}k<pHm^Io
zZEwrF<rT)}8}`hU76{K<Rq^1!?|R{R9IN6aUC$RR-Yd6M>a}BGc*=pIOsfn_Q~nO?
zm;wozv&K9O@Au{{PkVGFW8INvMG1#@%C%hASCuvd9a`Ya-MlT?Ow{7};-7iuw%fA8
z9_}!Cy7rLj+w6dZ$&U5;Qg7~O9}9X>XD4_k<FNg*cnK!4GcoVV(m31K^fKMZ$a}wX
z&e_v%ZRf1ty=!lKaGCu41&lAXKA-xhS>69v@AXsL_S9*{CuS{X^0>0)>MOT^z{y8=
z_-ZSzc<1zQI^*W`?b`M;>w4eESFG$cc~=vcGg~HTFF(6s!)@!Zwahu|jlaCm^tc_r
zu+>h~MEwF|gn+Q!#JP(EUh+7HTx4*aCw<7-XX~b%^DCBmda9(S^vsV-(O_FB<L?wF
zZ_SsuE|YOpd*!bEh9Wjc95SBWuw%G-lqc%e40o~bkylT7UHkKFzu1?%mX95lByTTP
z`k6CDhb39=OGCjz#d*Fqr#|0QsZf0@x&4{>;+Ra8mea3Au5z>+G#SoSV(>Wk+g$gf
zQc?_0s9(axBInuD_-<~w6RN-H&9mNVb1DNa?bM5U<f_fi=x`y)_SLyL;Sps$J98qI
zxSuNAl%A-zH|=4-y^i<=!J9e_&3@<2lH7NY>sWA6+d|bH8;%ElI;gSf;nl~#8)vVt
zK0Uom#%x>krGV6qHKlnal^t8=s<MhLv;AbJ@uhBx>E64?`V8mZFRyc16mRh4%5=G_
zPty;uEY;e%G%7Yxy-n`Tn}EdUYZB#V&u#Uco&0=W!On@c(Z#GAgsx>xj|~V+2wh`S
zd-rwI*3j8XJNjB)-(?rsJ?mjc!&7~GzVh39C(K{L!4(vJpt<pkps<5hTzC44=O>P<
zrX(oHS{mG#_Gk~E$JrHIr(RO7m-U?LaQZ;hL=~?c|NAWybTa!cT)VbBSN^tcQ1ukg
zv!1J8P2)21l0EDeAe%Gm<p%cTT1)Tm+b!DkcQZZ{=)aklobgCIZTGo3Th6J~Ex)q4
zMSgZuTjh)3BeOM&Z0}6X4BM%e|Gr3CcM12iza4FP_16zCem38s$SiX2n?nrjEgDU6
zb7l5!C{~J`*%c#Hv_z<cD?8+R*{kYZNdo^D$-I)4h<0KRSU-Q``UyWXS`N?cuza@W
zN4vJrm-XqM3+tsneyV*a5x(*6fm3tmH*(yQyw$x&gWGGP#><M<iW7n7icF-|?(r6i
z6gh0A8>`BkejxIl7QabnN{sQk7ezdhi{4qUjtz|}QBq@G^10^U4zC0M&)sR&mift&
z*5&5lx_wLKo(bMUNoMb>cohnw(r5VHe{#!trQDNfzBOMybRYb&Y}ac6hQnSK>D$#l
zoZ7l?k9k|mrw4Yq({%i6H2pVQ>-jJ(REvN6QT4N|zV)NJ{3w6N93FN52!ljdb<LjW
zTc5VPJAC*^e2vUxi-OEeU%Enr_Ok3WIo6qEyMocha=yXk{`@roYilG#+Lm+0ZJH9|
z<|Mi_VOoz;pkBYhQsZv%x+zknmzG)DXuQ2%*eK7mxu_<Dkv(^xndy(%b<6X3{r)I&
zMq3tH?mpp=vL!-at@@Boz#^7~Y`vRx>{YE)lXK2`t>t}`^r>#+nFkfm3oLdjZhWX2
zDK*iXG54df%$co^6Bf3<oEz|NpFZbnjiS=68EN?wS{_$_`0#~iw==W;JiWN<Z&KVc
z_G^9k=V*KV{PWkTTNj^QlqPagDt8%!H~*4gr4^6bjFbAm-1J|P+{dnB7~I=@U-r)j
zgLNNIIbGcyT4VBoMY#UO<1i1Wmhe-I-<DO{3#2!s=Wxm#dHqSvV?C>Qj%rKRl?DC{
z4{Gc@UWjtu6na`$D79CW^=I+U%1ufe+#ZX#Rvb^Yzo{wea#GZBY7t*$<|+?9E*q`;
z<=dYuvz2>ydUg2T$8vn}2i*PSUW&@CnD+aM>h=}aueRtMc-5uU_36&!g~gM@=3Spv
z<ru~Ek1O9Wd`j9!htf?ye+QcU-E_EW;+FOE<>k(L8vV23GjTm>^z?S;(&{qH4YF^`
z7YLbje0lWzd*gZUOBeeRSGx-}Yh)bRy?K)Q<HAF->kcjaF0@mX$^D}C?A88lwOX$J
zC4pPw_lb8s*{sOE&aXD^`aB)?9XC>*<lL#5ygT%yV^!#B=bHJeQx=|MjTBFNYHoF)
z@UidfzzNC=me+`vI>i2DG~XF|LN9>%$t^~&*5tVT^IShm|8!e6B|G@iGLIh$b6h+Q
zC?1uQwyt`6AXIU|M7`Q44-VJ7G&^+b)6(lTOJDz)^qzgbZcfHm7p>KQ1YECaN51|(
zi*4mCHLuy`4qBWiILdrBmi=?6oT4qh=Ws{dCcVVqQ_g-f*tfm6$bMJ1KI!o4<8mL@
zTt0rY=fl&^+E1ce>Wr?M^Gki)q%y&-lSi~L?q}EfxQ)L*8o5vA-;%oY<G<qq(J2#y
z%WRru7K?<fE!B`#+dJjSf~{9S&RrS#m#wVigqgL=6;``$do%0iUQHguZ5c(|zs@*$
z?B5*iaueP|_B$6pEM2|)ec{x{x6U0Ziu%e~^m5zm9$~pTwlfo5p7P8*+mme3Fv)$A
zdaY87%n=^trxV4RLoOcn(ygeByus`^ogw|iW<7)TCo4}zYQI{2>UN%X@NSmP594+-
ztD0y$f97~Zv{iAX%JMha(x<F{uRfxod84do5AUTuS=E*A^A3GH_3G3?&DEFLQ|G%s
zV()kvW%-WBd(x@5Y)eiw7rWleW0|zuUBw{x*dm`z_bOPd^fHo`21ux%?7Hi5?|DAg
z+)XzQ?7gwGahKSKJ(2bz6Fz8jo(l3%%jpW4-hX1*#3eOZM|D-+&)H%W+9Y~pN2}<}
zW&RhkXGQWEPB!<wJ!Q^{3|-GjabI)1QWuMzTPhNonUu5QNQ@uoI3LNyDU(c9w!Yl0
zra#NC^TOm^--}pJR_)d+=h-oTx9#RQ@9Ftp3$JXwFtaL9?0?M68xGGVMWjBx{>bU`
zobOyF`=T%A6?UJ=fA@XbbO$G^(7G1UOedH9Tx{vHcCKM!-OJi=e)5uob_Zp4?dfR|
z=Ie`M@z|9Xw0VI-zIJnS{H~<U3J$M4T&8dYnQ^aJHb<p`t8r73=$5w0$;U2bisoFn
z&GP#7o}8x0Sv7iIinm#oYOknGYPEg3@t4cr^{LXVp1)cqs+n@FI+7{q>h$T>f2GWQ
zQmky%U+aBOb*{Z>9P<3en?~Llh8q+&vzTqUQXKz1=<!<qG?s#x7#m-P1k-0*%}Rcj
z_f0C%%{g-Af2-`N{mj$d@^ojsT4!sy!GCGA%>~z;!l^kg<aSAaTCnop^HYbSeqTPm
z{+~pC{lE47H;m)w9tmdDe#nwsGlgAy%j-pd<-yyB{Oj5)Kg2b?`Fg_BYtdW%|KC39
z*O&k1|5dz?^_Ty%E326OT1uQZ+}O@9qkQkc6Z1zmZrlI=SjJTU)3{V~f%pEO4<Cou
zcWj^YZkGJ#cKceFbzk2feQ#0tzdzzvd%paC0S~dikKeY}ALnLE7O{CCooD~&^;`Kv
z>m}z!IIay;<_d2Uo-{k`&X@2VhJRMuFY(?jTPS_vpW4%3`CINRt-r#f5mshA@$|t&
z7Z=sl@eec#RJN|4d~sg*%ln)?)vtLkN<>+C#83P%ckv(5X^Jj$l&4C)>OcJc#fSFL
z^5??wuE!Uh(~wM;w6~Me?LDFRB(?IYl1RJwUt=fVmCf-*YmH;u`fkJpb(`I(S%3NT
z!ut0zB^Elz=QS-6Ip}@*LC>!v2CP5xF6*tY`TkqJCGnxjo?@-%KW8Oo3JdrBt^Kn$
zq?02m==h?rnM;^YbUU?ZNQ+Htel^+S>fJ3Ka|`z^;$aQH==<m9Yq`6-SH*`1iu4}Q
z^H{m8<oDgzbs974zqS_zDQxC&UzMO4e(F`Ex@>xQ^r!5KU~>ai&$tuz9)2a4nyfPg
zK4l5qI{fW?|B(l8cp`cP`QyuSu6PKym~=<R$-J>>I8Z%h&cO|n${6O$#hGR)o7Fk1
zrIaz3u}m{l$$X;i)ltOUR$uhbdEfJ1fu$Xn4fpA{D66ev>$9A*C#1l{FXqC71fIJO
z)^9HH^;&e8cfCd;hrrbX5j#r0iIvoz*PIY|r1?huvBxHJ@{fi#NB7GxRhe+ywS4sC
zcqwmxR^cpJX~s*x!|VRu>D}rZq+(I|O^wTONpAtydfz>5JpXw+pV-Xg<ZVvQ&vm+0
zG0$R|{<Ep~4;R%RTk&)0(pcXIf$zU5IZJ$*@Gb28hlsE~mnvxo=R?!xER)w<b<95h
z*AmIeOL+gO+>?1Kb-#q`<YkHWKPPq{doQx~WX7MkLmlSknYm}vE}I{_mhzbY7~i**
zhJD$GEzVda&&il;Ht*|V<9B9OH?(d%`SkiI$LsKE=ML;-NL}>p*Pj&M=A+8{<rg2!
zinCEtlz3~pr(@X(_gD9CsVcu*oXnZGiQ$xx<JN%w?{1!EVd0GI3)##6{%h_KH%nBG
zE82SM--Z_XOa42<vZCgPJZX`6yga%xI{fF`-S$_mdK~6vzxyi4k~>z{DdN37izL@1
zzejscu6p%;l~(e_?vg_mJ}K;X;~!?LdRy)AU-qx@%FM3k@9JlLTe_0v{fu>cHUHmO
zvS;as-G<k$vh8OVyj<>cvO2Ewebj$JuYK!%)ru4pOqIDlrlx9I?fT&;R&gX=sJ_B$
zU;4@Nv+`5kRQ}126MX;t>D{g$6ElB)RkCvuJL&S9&#P|l)a|9IsuK234xGRB?o{1w
z>#z+```UHuKTn(TzEftp9?MCq<Ds7qRx5;`O+S}@HvOFVEdIPJpW7ap$S3SsxFeQD
z;@?gFv+V3le<oh8X^1tIx3j3YRHKr}9JJ(S+KCyNcAaxmw{`Bae}DE`=;rdLix2Lt
z-@R^a?!DfG*UWWmq6-Zc&8SN}Qar0)d2?{&w-$@5Y5p>0ne(nYe?GX{Ok(Txnh7Tv
z`<bh*wg+q4t+d;0yVCB&{ff}qw8!;wv-thEKJM5YTvMPD*%e;RQ5jY}!QjcNZzqgb
zPyJuG!uHdb7eUoef`#1u-cB_8Wb<|2Rq@MJW$nH%3m+TJJ<gF}b$;38c+J04&uz}E
zUuQdW@m`btOTIjq`fL8$FMpgA%U=k@uYa|-qk47ep8MMWyP}TwYuMT^jGWl8H~H?T
z$&XHaJ|4G9Sn;#*!Ku>B@mfzrj#Mr8J|fijvs#ZM`t+R5Thx7BO@4mTo^*7X%F9ln
zInp1_KfHT!)@&74<=K*PH+nYTW~~49;7WJK)D2cY5-L6%OqTy;`fuIL3inBA0ljR=
zp?f5!8SOu{z%lv?d!}Xa`6tO=wiP(`G<ZMilm7qxIlH~x34eym`#(&Ieo}Ym1Gj&$
zPdNLAds*w;vn@^T$OMG!V&(DIRk>c9pt{MR^fAjVrgPdoN(ZVky;K*<Y;Y6~;Fn^a
zo2q6n-E&s-p5o?ds{c*u4@yc_>{%`2H{IY<;pSfrCx5I>wOg5Gx_;Wy{yEA`$McgJ
zr$tP-wc_WI-v6rc+_eplX3w4|I3XmLg}u$s<8pRZgI9U(CyC@`XKOrEc>;gL_wy$+
zYp1_S`l=a!wQ@_2Oh)aUo?Y%qJa5}`*5n_#sCwwSxwzo<Bro=zxi@bfx$$WWXUyq{
zCto*D?^La*RzA4%kcj2=vy&c_zV1v_xmUfe>QVRpJ%8P%ehk0AWPAO~cJEJjza7ru
zYCiHyuKvI4;?H|UKZc!{-85V6>eD4PbKie?@%`K9^9EJ-r6#^-`&s56Ca&qjbZ3sC
zd*zARzpS}D?&4n$CQVopaOO))^u+IL?|hhC#rffo>CKl{J-*#*_`gg0(f8HKE3f~k
zwf_0vvdV??;M>3Nd0xz4@7{5>RfTQ&)v1#--d~K2^{8hk-DVvtbc1`fcDs7L@rKp=
zXBP9={G6>=yY64wKJ&V*yEaKUKHajbsOFRT>;{q5+VN}F{W<h%Q`VVRpLl0oojQN5
zo^)emY~Gr*(%eNBtFwjAuhH{QGoGH~bY{(_&g|glSEFO+tb3GHT3FZLeU-Jx?JnP9
z?n+&QjLkb65>C|3S!r86J9w4<y=O;G-to&f-jFMFGiFJy&CNNgTXzRpz192IT<Bc2
zZFiqr&*3%J$2za&K901vd;HFqBbuc<s%~q}s$Z#Jb1H6{yuJF<^sx5&weR=#{1s&U
zQo8;6_1;DL)=itYHBPt8lrJp$`1aiQQqKSPe81jX8vD(I&3F5Ei+#EOUi&@WZvE(d
z!MuI<weR~sjxTPmUVnGbY_avu6I=>ds^9PPF*?;YyRGK;m*us`_ut#{P(hK;<S(n;
z`Sp_bShcbnAD;d1Ww6Iv>$Hit<J+lB6V=2VxU$wWbXR=uH{2L*7sxMtZ$sg-TiOSV
z@`4PGedAJ?q4`zq=I(?ICysx4uChWx=RkmOnh(#kraAYs6lUtisIUf2?ny{86&LGx
zV|~Eb-Sgk<Q=1+#o!+fbzD6oPgo#hxh;i2XWToGZzSFNgOIfV>tIjtjIQy3VTl?Lb
z-g|mV9{GC71WS4T*!gl<NYJT+pChYoo8<k{mF(IPpFNqeCwWEAr7RAcrSs+gtQV@-
zvO6Ymv##g*t@{o=i}l<0P^m59;<T;Zu0F@gij_5!qQdN-9ddi2G(%{)i|JKa!R{Md
zZcg6a@pX3Up=(D(Hcno;#4k4TmWcnFEz>QWxr@J~F=?ltN%|@o{c~C`<J$gXE6l`_
zGtD!SYZv$F3NBuxtLC2{U1nyy%_f(vRPw*hVd>r}vn=y3-8=X^TKU)7hkMUWiIcea
z_-*{F+qbr@{jm6z`_nI%m;d^BZPKsR^Wy7#FL)Ita73NVV|R?6D%o$Uz23-l|2A#=
z_NgU%^&PptXk|3Uvgj^IhcJE5UEA<9Quk3uR{Im?s;Qd~7&ILU+A?iX(X=aUQ#Y4#
zZTD)FoOeXWV9jsuWMjL|$b{34+pFy#mwnw?c&<WpbHlXv1($R6%x4R4X1FS!9&8xz
zbJNHB%(*2=*QVa?zH)WD_~z^zy4BZ@>MGpv*rrgJY}Wa>W3%gI<ws(PeRuqB?CiXm
zbTKW@+kakICSUN`plcf&rW%KBeATnE=J4#_Yub-3F%wEoH&02fUfiq8zj&dpihpi&
zk(vI}qkmos{fl&(Hk<E+<BOJ@N^P<F&!rz%vvpd9znWaUbYH=`kd04Qn~SfG`1`hG
z-4^k4Q`PEP9`RoNc4_COBc_6Ti<fq?A3mPK=xl!JWlX029BtiKY8u}vc3XtMIiGf6
zyZAZL`wJ{N*JR(Go}g^7+`0N`%uSa<y`FD}c0M}sW{*;})12>1s-An*7OlG?es1co
zLpy`wWiyq}UVG{>+qn3u&#B4MS+!5&SL*-K{@Pl<^wh>OtH0V`f5u2pcT2H*eRO{i
z|NpMqtTm6N4b@gd)$IGSUP3iT@yhefx&Bf6cf{?8SXI99%KF_Ax2DPNkL&Ba;-R1U
zcU92d4F~SuJ{Hf<^ymH8F!_hxvPr*;s$%@#6)uSvdGVu8$6hr2%Y6~G4__4ye6jw@
zsaiSp^{S2gGiv4ssXi)p>G(70!rDYNhOdc7tm1b2oO`ixN5%f;wEN;$zSsIZTNm@E
z<MUhhS(Wck{r<bV>|Ag4mDk67Ph37`d+YPD-svajo4>m_-#qV$(ayX(6=&X7K6Y!H
z{Q6igi|X~>+45(rZtdW#y|v@Gg;^e7bAffk-<xGztB-vXxxe78-L<WIJ#TX4m=`B+
z&CM4+`nGR&Mc(7Glrrmg^8~gVzwb=`b?x;r+gG2D+5Y(2eCN+GUkSI^^S#n1+l}-L
zcL+Xt-dp`dT>87m^#l`#bOWgg;>(p<?B3o|UVGB#`8wN4_qV<cK5qW<>dF(ZdLADx
z>2<Sqdlq4BpMP_9NZm$>z`vWKp4d;HpL^4)JO1XT^tgu^xhLBi#EowMP^~_2zT;|D
z^&f-lau=fKAN>}z_gd?8HqUv-uNxlPr?%I-P5YyVXlQI`yj?}0<E?k4eKv0Y<!0^S
z-B!2TxYpL<pS9Vs<sW*#*Z=%wdFs09rt-#y{U%KJ&QG%!c=@G%zlY|JpC9kUcRKdh
z-9Bp=yDe7Xdan8LKU>~1Ro^Qs*73ic*Y{MDMdrrmZL^bWZ<RI1ZjVhkulT@W{cXME
zZEw^3wxlZE`CHjt6@K=fNFUqxXAgI6+a_V&v{(G+#&^D_JCdqr3!dK=>z{U8Ki4TI
zersp)uVtsVaX;Dh_L;=|ZLtaGZ|6NLkvzVQ`^B!eOx!0fJ=%U(=2_`&){?y44)eCh
zF1VgM-C*t+gZ|v<{}b*c%$K_V!>#9VSb7hCdB5!8T@x*@@%i6gH}RDIv>!>gO+U>)
zou9uuTkQL`+x11a&uX67CjEK+{?`f*Uk2-b`;_tZ=dFL+`A=;4`}tvA8(04ay_%mZ
z-=Dh@@?JS~PimL-pZhmvTV?pBGRm<Z@OyQ#ljl!+{sV=TnN`j`NsbG)m^d1Dy}rbe
zIn79}p!6sI{R6j-xV+kP<#3Fz%Ppx1sr6SvUpU0%{=00x!R%9Tq#(oR?(A1{p4La}
zwVb$Vb^F0gzex{Po3zYTdU|MnU7}ap{ER>Dksn^n-1NTxZCiZbjGuz8Pv-9X99Gz!
z>1w5LVAGN3_7}3c4!>*&b+(`AyIQgPn|{IBKk*gpU*{VAEl$e3w`>2DAJHz2n<t2f
z2BtpT9n|G;=l1`{o6j&8a%WBo&|6sC<^0C^*PYL?!i7(beyp^)^T=^p_z@na>_nyR
zXD+XfXdLyL)Xv3tZo-$xAq64L#nuttQ#W2v)l@8c{j}%%+ueVJ6JIs{*HNf%ZgtzL
z(8+6X<*dZ5!>*hOS2!!DOtW_5QVJ-U-d|+EkP~<yPxF=iishdBpHErt(JGU<dIgtZ
z!;|`>SH)D%S6vHQo!D0W)@SZjceeBtr!^a0RA%w*ss0sc?4#UsSC~T~_r6!rQk7=r
zd?8sE_82L>?%gjFCv3Mj@1HY&j(U{6Fk3~<jz=s8x?2th89LaMPOMdD2&+5hlRcS_
z*=^a6s$yqmi=VpY?rlx&MbQtWi`@(td=b<;FOkU@^!4owHny)zZum+ju<SfCdv*j{
zr0cVl$NkT-$$g#Q&;M9VJ3A(Is?`6V-+F`BuAaT{?gX>v^3C_Nk6g@Luj+nb>x-5z
zk@D4Xt1q9u6n8Yw>Ux#9YtQ^8+yAqB7AomzUb?Sx6oURApOmC->Aa#l<H{t_$a<v>
z-xk_izO@x?2<qH(%J^YuK+L(G6OX2`-OqAk^0b-jry$4ts%CT3=CaSHUt3Ib>N(+2
zBW!uJan+NmlIv!cW}5whZ@x3{pLmn2+~8)PoQ1l^hPE|sOwVl}HSStmYGdDKUby(Z
zX0yqPWFM|q2fm*6oqoLiH%GqWwyr5{>wZm<_AQ;^9{!<B`J>BJuJY|4JyJSbuPv6A
za@d%i`$yAz(wjVcL)F<8-+GldUwyai$oC_@^S|Em-O~I1LGStZn?C-K&EY+8u|EEc
z&XXTI5A*Y~{@jsiF)>@}$@#rH#;><$F-%Onm9$4n_k2ZN^K$cw+UEDaTgz{m{jA?O
zd0qYb4U2x}>Fn61{juLn>~rvffS6?&ced_b%5$jtv4vK(d&Au7H(wj}%}&TluC-UZ
zf93zWdF8^<_k22TW!|@c_+H}qdh2`h&ni^hSia@sG{?C0i|0o;)Mg#o5bf~($HKpd
z{wYtHv!3<8sl=SxISXaI|DQJg%AMY_?Md}I4%QmeMb$e`{$F(N>-+Z$E{SFS-ecGk
zZ+801S?}Ke{imDe+b*8y;VOO8^KW@_jk^B56LZ)1J<YXExA|M`=M+}^t=+EIb+6Zd
zZr-#XZ@@?Kz>Yve96Sj=We0LXkA;yj@`1#l!@CWT4<v>hvK5e+o(ei*E+DZeHLpa$
z&>Vb@68ID@-_(@MM93l7pp%3x%?uPwp*M%<2j!O}mZT~efV2js7U!21C8riEfKLwN
z)OW2YaSsN|Lj*YW-9b0E7=Vrv0-4Oosqb#6U}yn8%Md1D1QLLr5yZ&}I^d0y6MSkV
z)KpG=H;^IV6XT$I+(3rF-3w9<G6a53E=a&w!O#MHGb>CB=%Q2$V+F|h>L3-S3WgTo
zbL?R%%s>L5!<%6O<_d<8qgP=979as+6_yHykn_{PDxhu;D9TR`PAw@`h*r=KaB)-6
z4@s>kQPB6yO-xU9g3``V+7onyD8$qH&iQ#Isd**EATwc>=sV`+<%5lags8qFJXC@e
z^h1L@K^Ka{j^%VrF3HT#gNTF%c`9gRl#~<{Tj}fPCYBWB<d@`RCh6rDrR!^glt3Np
zlwXvRTBH!I0E%hY?J#Z%CLksHL8-|l;KNSM^^8mvj4Vy{EDbF!EkI|->zP?tT3RX?
z8yZ8!V!=9sOOr|}3sM#IeKPa1!6J~<2KELo7uct<XlGGd8o{rX0DDs3$yY(&FTW@^
zF$a{&k`omSF?4{=90sR$Y&x7BK{`0~eVifb)W-`-hbtK9fzMU+^-(YcC*fd6g_5FD
za7Mst4=BNqV~-)o<-R`PaMUMc3FrVloR%afDj4V)8X20JSz?3&+Ci&`8xFvyy6WOT
z3)ILAlo`P3kGxwLERA6KS|1Y0pwlBU+z7G-*>mt?OVQov?CBC*SzMBu>zS994^8Fz
z{-D&EnU}7h0lOXooOtzvQqwbwONuHLG#pd%lTsmq!KDQSIjOmz;tUkI;1sU!jO!*U
zmvBg`0J$1*8n%L=r4c;y!BaDFw=kHSLNbw&xw)Q&v5|qXLac(ZnSzP2g1M2Ao}rn!
zrMZF$=%NG*V`Du719J;Qg;)j1%?YMvdWNP(#wH48h6Z{T#+DW)pc@mQVg^WTW4KlW
zB((?|K`ub>EG#Vb48g~LBFsgwKx&QQDoo*SK-dwhU}>xntze4%uw!sQA;m59Bto2r
z9h>Tb&p!uc4N!oC;)%G!j*ZOqER8J9EERN(&CT>o%uFmy6rhJ48ye^tnHpPS9BK+G
zQb2_=xF+#S%uQ9$M^A9L&N4MN*E0g0rwq=+h?EU-GWHYG!TA6w90;92Xaue8KnWC9
zlUK|E-9Xn2I)Si~OMbUA>(UE(LQbz7rdqt|KlY8m#4vV=;35IOJ%5{eXKe9ksEdDd
z{#f6sU8{P(3GChNX!c^^Wj9Ni_LH71()YFswzEu`R;OBZdf!$hu9IhNs@`N@=2be+
zxTwFty2||UyG3o%b{#LyYL?u(llVQ<ta0|qTk>x%R&=-qHXPEk*t_N1*0+L6UbnAn
z-O09p?|d%)$nzXQp-0T+%IvL+b5(a;yA$}N(1P{J^#ZO&x4*m3TfDw@^8K~IFNQA1
zKdS19c?B){a^TCEFCHa5Gqo12QL>6(aq89fo%v^%tbW*Or~Zw%O~r2GjEy_Qv?HI)
zdO20YJ3?n?$+1T>tv#;s?RfU-^y#c^m8VYbH1N75f3{%eJhL5ZZ}63!jG7mpe{O~`
zj@A!2M8Pp&WQo%DF$Se^umrTCfEPc=2i)R5+|(GHjwmT4jX_lvI3*&I5_%yCwuMMn
z4w_=p7*sccJr)eB^oc1Z@t>6pHWVo&phXI<vy#n+`(+H^)Pocrgo+mM<vkdOZN^SI
zo!4w2;QIX^m;Pl}mS=*S96UHZRm5snY>{_(qv)!2%qZpH{p&xTDP9$dIBr~={$}Qa
zHGEUwsmaycaJ**naogonmn>q|s?;s>UOuy9$EznL%KxX=CPzGIdR;kZ#rhKK4K~kh
zew17*++-a8_DaDraj`wouG=n)@B5{fef;ay8S$??{cTcQ4~lN}d%4vx-`C&fL*i>M
z%WCtp+2WtS{Fuf2@x*2a)1m;AS#FbZzqCfk?F#+y=SkQ>kJa^M6BXXvIW_-S)%P1a
z+aK!b*esp5h+|5l&;`zrDj}v47Dv^#t_Ck2QO2nfT90-F%u&?iO0=%%S~&B7SibF2
zO^%zvDgH_VdX>9<tM=ditXp<Z*Ji;ro{gNFa{g=+v~bz9<cMOCntMuP?&k09FaO1z
z*pzxZn)SraJwJ>j`^!$P-nwpbT}=)5^k=2B<b>1MHoNHFm%pOF;W>_S2ps(2=rT4z
zzIEBs7-v%rxf~+UVlxJ{rGh9bjEHElfo%c%0bh}c<kZ1aB9Yf{voynZ+_EvqP^91>
zP$G?p)7y<f$p|S-2$o9N8$1(EXB{!%0hLO+%exQG)U4HMN|e)0xybJOo3U^0lD1=J
zU7Jtb4=-!e3`scbxNExh$>8F=J>ClUHD`zke>oR@Nb^jJfR)S~@!hr&>6cnh<-5tY
zrWEe>;XHoqyW<tphCdJ9P046Hd$5f!zokaG`^g`M+3SN(-#KUa??H#1qv{l<Zd>cU
zFMh0YXNgR?eXQvI($v$l_II9FReHny{+fwe#GFND9=G^4UUhjp{ynplrRw+k`rWH`
z-K)tyb-CPq-nv!o?x8O-mnJX#owc;Ma975r^m~7$Zk%zMvsGqA%bAaJj=$zj?ueXv
zU%&Nb39exqV^GL|L(<6D5?rW&Ifj-d=na?5lH!2WBIo?vg8V#C%Ng8{b<WSpFA6S5
zOioqMcS$YFOim4QcLKGqam0v6YG!&yiGq<iSa+~*VsW;Dp`{79kpt2OugSrK6(A8v
zqb0&WDJwO(1SAlinNpIWU}9hf;`pTIrI%!YjDWUsP@A-G=YB5_xxV%I{r?~8PM@mk
ztUfGyyzI_KVe7mdM~-y9z0p~{y)a4I<-IJA1h>!D7k5QU8wC^u6j+2fE_SbE^2v7+
z`uuILbZ`64@AIlp?JHKfG5_h*RP9T1FJ?Te{%)E6{{8p*f9;79ZPY<CPEY>-_x}IA
z&t_%k?fH1@8PDOEYcaK7ukQbOHb2Lk&rl&=A!%EDR9j+DWA5IC?5o#H95x7N*!Hze
zE+p;tdhNpoD-UeDci}MCF@tbEkZ71e+s>j5Yt6rGXfixAwK;e1!gkS~#C0+`uX%0P
zB=8hJO^D8ak;s}nL!13}mGk-h`ro%tM<1;F_q62Lr@78tX6Ivfe=qS}`*yi7XY?xn
z1Me$-Jh8m(uM!qsuUP)~->19o!JiABXT4sw?$6I3H$Mx;?yq>gP`2IgVw~{33DNxX
zRCZo@r@Z|6^!LHP1aDUfbN>Hc|KI&nm6@5tdaJXM|9_i(uK#}aX#Kl4vzGr7&;Qd9
z6Ek}n=l;94wx9avt=srJr7AV_pz+R)wPrPb!5<28)21Chy!ZFxRT_GA4}L_}+zyeq
z_bxrV>hJM~O&`ARDtOrR^Xj|zTN&1Ed%fY1cW!jfi=8pq1{K$B?Ggn4)LQ@BlK1>!
zaKUE1n`J+KzMpm|+)ejp-tU_e8Rc7+?~AR;?{8uaWnY&!`(|EQ>rr*)tryP9ZkjK<
ziN$VV!TXM14;|J$-o8B7CDd1`ws_TtNA@DQi+81+Kf_ybw(IV39(~sLS$jm*=s&4H
zwe8-8;>dT+vNnb5T>l@MZIz;bvqt0NYtyY?<$Ls7?W?}+`nzqOw64PG53hY9cXI#x
zyZUAJ!*ILGbGN)It6t_+7^Uv++hdz2I)z;&wXI=ISM7&_;PAgZ|E)Ksi2wW=FSBh+
z=r5xmu6DCF%z8CzeP0ZpILkxXDf>@;2-<x5+k;JyULNdz3US3x%^N>={hEHcJ5h0S
z(Q*BI|HZpDPP?z0drgx)MDOeQ-Z|HTuOE0{v}_sQzr7{T1)mG={gfW<|IGgKwR;y;
zx9|IR$Rs@U+Iv%7<0DJXu4<UX|L;zD`T74jMUroiKHT2W?X3Fq<B_WiELE<vc<x_Y
zoHu)>XhC(W^~#4=9he<C&1EeLy`IiXjn03u^N+}y_UIM=x1{-BFh9`6Jk9b$q4(3x
zT}``waW9aF_la!&&nZ8_{+mvPzVakrMM=3AdmsGedEWf<v;Ojj{swhF&w0qd+quyD
z-^as6Kg3r|e6TQ6f8Xm3pS6ABHfBG0l>0$n<-2uFq}r4>f3D9E-SEwPkJO*L56`dt
z6};_h+q~002g7pyv))rFC>N`j&a-g7IB8b8sNm`{i~Vo*eA@eQeU0(rJ(0)f+}ic)
ziv7&L$LG|(zxYm0IpgKq*rNUO;^gigKIrVwd*$Qu(hu*MKhMc}^5&=2q1Wl_Z}aaz
zcWZvX-kk{E|C>&&pBJ9`@mX`h%BQ#a4qtAwpZriuT5M;%{KlBC%R#wq`sAjA)ju}=
zYb~(mdpoP)(C*6Zf3CYvUGl8c^~m<0vmZ{be)DDhUY5_Nzuyc>`?F+vj&;v}&h=|6
zXDTMVzi9lSK=O3if&I>VdH=_4{crK`YrAM(WA>rnDc)Z>e@wrb+NiqMW=AUfRoQE$
z`{x*0S?pV#9XEUCsqY-1T>W%Of-{%dVd><H%bJbu|GDe*TsLax^iR3-lN?n46|M9N
z+0D!Ffzk8tWY735qH<Px%lB?xy)JWhWUzFoX~dS3E7QBSTdAAA{wC90e}2t^H<L5X
zcQc(jF{3)VrJFx?LBT!oBMIOCa*Cf>ZNu<?)3fxy>nwM;9~OOJyXIFjIQ-oX^3Atl
zKh5>?n!=AYcdsZ~@9Vtsq+zMjpMA1-QbUx!e~<d`(Ph(S<H`q9_vj}^r?pk<d0yT1
zGWE=*w|>j7aV`($)>7Tuzqw)iv2{K7Wf#P#M+$DA8Ohihyk?<x&bwQC7upN4<gN6L
zURslt3`%V|B5N+s`5L};=KiHo50x)hzN=axJnO~6C%^U{ui@9Ro8?eewv1(s<b9dV
zO8@4sF1KV~{BtV1Qq_)ipSALH=F8sq+O^!>?(IdM6XG2b|9*eIuUlKX<Wt{d@rv4c
zl8;s>t&x9tlu_{7zL1%}Kk2Oqs;kU>&1*Zoz3Hu0&97Tqe6Hp;o@MtlxyyE4Q@i}&
z<ooYtR!Y8G_blkn9DXk**4*hkr+!?2KzPAhR^La>AD8xj)$jTLocr*!eP)x2!ar|2
zxASd!{F;3GnIYc_?zcX>UQ-ls@%H06rcSkgTUXys`*wEarF|j$cJsxq-p99ft@)Q2
zIj(O%pKOx8l`b1F|6fJk3!$ZL2aY-KzA1Xv>e+#G#h0(U&0=jncs-rmcvZ&c#g0d^
zo$-4v-^}XEa$E59f@&wbp}e0)?nH%*wg-BbHyr9deJL+*Z+cy1z|kKUj@-TbdH>9X
z`;CtNzWz@6)Z%DxY&sk)ld)obeSF?bX_LCLHM{3JRrgGlO33`Y{o(07@yE~p*~q3X
z!W*`$R<>1owebEQm%ble-}9leO~vGWStpajPj**@t0D)cy_($lyuZR@;T4NlOP6hv
z(=*zU$ixx0GQU51Wv!`A`yszHRdBXxY}z_Ev@mwJ&fbr=<NdB4__R5FTHmio7BBr3
zTvq45&a`du|0o+<WP0wV?}5riOH|*cPd+X8M)+i(%shTRzZvW;PgfNSRka;kl63Rh
z;g8MdA`a(o|GZ(MC+odPBdJ|A3maOhCw#lQ>)h%+JDdF?GotffWWM5J%kO!8Y16H?
ztsA%+zF%7Wmus=yqs6TKi<;UP7k;WNobhkDb2H;k>4iLgujam(9LrkXZgt-3y3C4Q
z53jQ)cGjoH{fzr@>eyd(k9Gaww@V&8y2^DoZ2P6TZoX?P{z+_i`<Zk~O1ScWP0>x~
z+LCS0K>qZNJ-DEz>3rYGzlO;-`6{w=S1zmkyqqmZK6c~X|Hh*BTm2<JG=7q6=!@Sc
zJnzZB<dkbBg&W+Wc0Ikmv37#^d!w+~g-6dtE4|y^_BX99k0Icq>b26g>g<BswT`dV
zKxJ^|C9bkZZ+=EwJ*zP~nX#(;{zl`@+uMAZa$ea9UAWSFeB#BQ|0*-5?&JCA`Rmc4
zRj)eOSe~sZ&02Dny>9QzH+Dr<?=B|#)o)+Y6W*U8l4kL&^RduJEy3^Cw&<GA_saMd
zaA@1T3zwIO^4yj(JvU`?McE0Vz1FjI_sxsbTd}EN+4(z-Uh~+i^ncuW%(wAmZrIG^
z3)>}+tWdo@*~+aTy=T=*(XJcM?$*^-p1*E6`$Joug=C&<m+p>@ZJf%v@*Wijqq9wu
zZ(ozHnzgR!>h<`Hi|a3>Seu-Cz?6RALx6HY=CmhE-*-p<lyy-mSlsVnRnr*tbk??+
zwVNjIp6$15?Wg<Vd8+kC;vz%iW(Ti0R@-l8Qt|zGs6UU6*Pl~!V?XoURW4leqUP|0
z+H+OU^_X7=?_GWOmZtl8=Sv_zm5B04&-ZZ4Ti7Km{mDe@LYh}WMd7k#eph#0ZegB2
zZ<Fe!HH)9I`<|H|e7&kSRqo~P3kCLye0LNsY*#-wpH0W8<V(}_g^|nW{HWI}U#r=@
zT}J4Shd{ymHtBZ_cY3Alvq33t7uUCIH>L)>n!j50Lr9|*Q(o4@T?Yk<J{;M(qu*EH
z`!|h-{>rR*=U+YG6xWz!-<9C;dH&+?Ei$`QUUt|2-4}5<_n7#4iG6eOsy?1qi@$VZ
zf8zXNlbK6Rd+YwZseJph_I8!Czi{Y=*mnQy`)xIq`pTlmPN+Qayz}U+5_ey?n@+Qn
zlIeN&?<*cEzx=yDVWoD&+pN!1;;l9Qu>Q9x5Ip&H@6yM&ABX)tdPe8P*FaTW;WC>G
zvKg1S<}PNp**0U9-8I={)@+lK`SF#$w|x#xu6nalq5oPJ(;eZq{)PwD`(_5t+aWHi
zx%h5v>HX$FjROmKl<SY|-u=8fy6kdV=pE0C&OxuY=l{Q-nf*T4+{KsW3AfkrAN7wO
z1pQK)>wD<b-s4+$TZ6Mm;K6fOt{hy{Usk#4?E}ve2DLqDE)7-j_w`O&3(h?8z4ct;
z-_9u}Az#jYyBY32=j{AG%X{l*GwlBnn)~eg_bK<8W0r>%*GI)a=BPN!>#iLAMc>DV
zr*S%W+?IRu9`j31a$}nUYAKr>-D3J>UekW%ho%o@S<P>1nB|_Rv|s$?BctN!rEf}q
z`}FOa^5Jf{`<CP1Sr)u*EteKp{i0%bli7_A_QhY{9npWJpOlpHR`zL|Qe^(LBTr;5
zZ@cH>G}(Jk?$mv6Chp@t`F)Mu+>kQ={y)d|i+;PZz5BoHwX+@X604+-uKMwAwQ^gm
z|GtE+Hmh^WFI}G;<+k-;^UEgQ=`ubJg?#Z>4D36ZRb@nqI^zph8LhQ`X3`vfb=!>#
zm!D*9So==eqDybF{N33VS%;QwWo(?98EElHuQe#SR&7IM#Eyykbmg6&idC_7Ov|yG
zl5u4{@2_xm*RPVNl)oL}+qY%^)7C`qual%UEHpQica#IAn8~-<U(ek6aMre&&$?Ol
zcR0S<yVG1tWhrONyS8tUvCl)h_V>0tyIb?^s^Fx~Ln;fbKAFxue!NL^+QYBU*X>PN
zBdvL_=){rIw;lKI-I|>oW+NW3yGwG$cFuLn%#HFvi9U)eEI9i9p6EE2i5(xNHGEPt
zS$S4($FY->3-a4sPqhpCB!@b$T)SF)%hnKf^W9m(PfDBXWUFl1Iv+SxU1|~xe|jsZ
z=jG(iG$}*>_8B&FpTC;le*;uROlx|`_VtjK6gQLpf0?~XnRAwGY!q$kQGJ}P+$*y}
zMKJq{Ywc;{SsFe}%Wv&1eyx7T&c8T5`%I*_Rqc((+wy&{W!>*$z0zK={>o;7pIN_d
zRaa+hD}$Q6*RYE9&)Y>C<~X&9sHhv5nSBWGIi~+*|K)4<E-Tx=dM>=nuVvQEYuUT<
z`zAkrW?Rs>USigHW!ueWG1I3_Eva>`+;ii9!AqXN^JjRkZ$Eu$ht!m73)?R`f=!>$
zbg*{9HvapkgUWX=_RuT5#Fd+NYTK%$Nu?#7y&f;(YHjW{b#2?M)fC65k$J|P@lLo!
z<WFBWK}MbqpCWF_qL*v7+njs2KCd(v6uM4aW*YZ@dbm}ERlMmbUai_`-rEuGt~cF;
z>5xIkivF<W>v$}0`p;Ts=pN9R@m*ad_P^o&3j&ihzs_7;UafBDR&CRyQu*?C(%UcQ
zpu`XyXb@p}?|ydUy_cJXbbpENQ<j}QyGriO<_E_8!qfF{hzdM;?B$xVI{o#^?2OOa
z|Lu}~o__gHdA@#7%DRK1HSY!M-$X8u^_-dVt82lJ>?gdoh8sNWZd!6e&Hi#}X1LtW
z=U1OkJ{`27c8U93uX74)?_6>vr=&<dK3X1qk|kmq+ufvpwq>err)GV4GeNcU;@(0B
z^DX=b7p`jG?|P{#ZufDXcN_)r7pm1j&6H(}5&~}Dzo<I>h_^e>wQp*7uV38we@4??
z!*hJ@7k|w@;VvB3-7NL-#RM%^jc3P->rL<O7t69uJ<Gh;_x0ZPUpimb7WrPw+c*1L
z>#n!^wwIrL`{A<H-t;6;$O>_>J^j8lbLPsI=Z~D}h<SYMgoc1c;m=7DHnM_iFHQe>
zEbN$Kr&c%f);pzdH#Kc?bmn%FeBk=|D*IcuD>qzkzj|`0ZmRUAogN==oJdizImVU7
zDYJONsY^n|%a-wlW&JHuviW$$?ZJ_!-HB^f@$`R*{jss&v(1XuIR3&!OO5-PVdfi`
zJ3QvTzu)f9to~P4tUv$hJX@ctb#9%M8WSiTN$qbs==;30(RIu7$fS8PAzzMV%%3ap
zIwoeK=l0cmP0OAJr|qj**fQ@z;$4rcEjsUXj<S4<XHuGzVj*|u`_pK5&qvYwU-Akb
zsCrV)HuDWAERU^E$i8DaYeC6%jSSn;v+}#lkDdLaSFD}?YJ%>5?RU3txp?@lJ%6A`
z==R?;Sz83nFPzi6&HVrUwr2IM>+1tU!+x#kDr3&lN#H+Q9$_SMpHa0ERGjz5AG~#L
z)sBU=VOp2@H(tqXx#%k2^F2S5tLfAieU6z5u3J7YDmv-F+_gYVFlT-1D*xZVm|Bmp
zh3w^fXwM(>rOxeBkJhXGS)UV|9ak^QpOm|I;qr;vH)hVViddd8U-ot5+@DFxRoVxF
zqE;%OEBBZw(6d_L{S%I|X(lsXpWNlU<V?lUSyR@`?Kmm)b>BSJ|6gCL?$*;?oj&dV
zN*93z_tf(JKq*r>++a)c)iTqI%(ZRqBCfaF7cj2Lt+nTHe6p_J>{r;O;%9zciSjJA
zclhRg(C;rin)Rr^<r?Gb@4xmW8T0Uk=D(bAId$E6&s}ajs%i_fug?U9rrWxNdTF^%
z*=&vP-!y(WX$xCgC0tzi>hp$U=kulr#B1y7dy0KjtC_7oOZCd_NG}%mjWxfYY~4He
z^(*}Y{J;J^lzX$;;cKqh`j}Uy{NP5{3{f80(<>J}nfl}U3{ii+tQa%v85@_Td`J>{
zsoK0lsmpoBlN+URPtVFS37ZFKvq{bP>G1IH?uHhTn1rk)#vG4iSwFKnN=TK1+E-GW
zo4%f0w`<kennNC@OWXG?%T42QV|Ws|@*YEH_0fRsE?=go{9b=gZhP0OGJ#oDW!dVB
zr+oOgQ+nZruV)*Zj_!zCZCuviQ2PAu{(rAH+4))Bb+-1;1jlyR!3V{K{{4S0cyxCh
z_!^kCsZQl*=2^LeYGnc~)d6u<f402ac5dgw`)r#QzdbSi$ZyG|k0PQYrq}A3|9t2D
zeCO+Y&JFfo&l*f}ys-1vv5cp7|G&8UO|96ac1PiyI4G(Xhi+gEWj~>N?diddFEWo!
zJKFLf`umcW?TJcKuSF{Drg3k1J9Fp5U1cVR?*?rA6FS57-<JnR^Cj<m-8V}vgS&I>
zk^rWaal+l{_b(s5urf%WIc9QAVblr+h|vZ+Zr{6Vs-M-oPvO<8xl4HNe^!nz`I9;K
z*ai8Ww&6<a`(pl03h)=`xqnqpTBtJ3!{gE&ZRKfOy~NLEb_sf%+Ih>$_PvGU^jp_2
zpAPK}*mZt=OZl=_#T}sDYUZ5G><wr3FUw5}+85W=$ZvP`pD|~ES7yZz?nfDCCw_@P
z%Dm6k{rn93M~7?w_9{O*usUVabG5i@md;PR-bOR5k#AmB^-xT5O9rn}ZrIVeQSW|r
z<nHZkahp-`+xendudRI4tus2H(V54b2U<TlCr52AFT1)m({9}-6^FkJp)N1B&rI=A
zFLa+Su)X(Ma1W2@(c{ZDXk75PDaLYz@5J2|yHrd{dba4AeK9#C#bcM(|5bm=m!Q5r
z!#w^nk%LpJ4jfn4m=<_I;&I}01)0UOx2%bad}yZMmiwf$pJQsJ{KAbqYqsW_8r%>J
zp9(6<PO3ajW_n|3`KG+eBBnO~bMwcg^_O~ocEt8^UE}zEa9Y0g9f`7wg)I7-@yEno
ztW=t}@Ea>{Wy+<SArt%G-wdi{+E;uoD!4v&%Qeq<m043?OyB%*mD%U5*?u1bpKW%Y
z_UH8ZeW5&g%)g`xvwLbYW#ZMqC3XuJ+jh$xy=tuAmdeRQU$dz0VzN1PJ)qQvqg$!g
z^PbAX3GX!Hgno$63{a9%IljtGt@oUG;b%@AgQMyT_a*etT)!fz{Y;psac|gRXC2j}
z;8J#WlWfu32<!7#^SzcZ-77k4^>jtwT2~e}KBvePznV2_jZ4l(usk?1>5N2a?%c}}
z)*AOszL$MwTt02K_L`?^(=3*=-HN@y#2oP;cJ1LQ>pnAWfBpHc$hJ>+xxV#Rl_to5
z(p_?}fzHmvyNSO$E%sRCtUUR*Phd}E_8y%O&ueiT68$gLY@Hdo+9qh%<&E<+?r2;(
zW9jsn%kcSYr#I)mlwG`iMu&gX?9aZ3L_bITKg6%DBK`FQIK72%g~iuDJZQ%))tSL?
z|BS}<)2-_4{OP8jjE)@pq_%+3ZjEZ{zMqZvPAQ*>OL?>3Nw|WwC2Ho&pC9V2R=%0I
zkGuB2ey^wMgbVu1v)c9@jX0>prhN6t>6VbDu=ah+Jv7;VOMEq3!F&I+<AZMHmo`7Y
zJec4YBDrDTtsvc7riT`YUH!qslK#AwU1H)s%h2%cp?SWQ)pu4Ytbd=&?!W35W9zrc
z9UIr0e=*Twt$uzyRP6VMy$cpiTXJpg8Sx$c_E(Pox05?n?EIHmfcNF}&4K?O%UJQM
zFweUa%I*KoY-e?9)y_rI-`oG>Wb9e5-*kWPE!){ACUl>7UY9@p>fr^8wt)<mW4&Ge
z=1gerv+Uy@u8g}bdpt9CJEg5Wjg>XD{nL6w?Rm0`>i@~P+*-r+Q}x?#Nw-*^6B`Z{
zFd7<)9ID;cdhmBnmD$?!_1nM9XIy(?hqvbYrIGnL@+qK(felyNvUihyYprDD>X~hw
zGCSXK_T@$M_jx|3U*>8Q@#UgR>&hqVm$Sc1JFRRSzhD(-r^rs#@26z{sr@mG&0hzq
z)DBks-&<~CGTDBqZRxp}9nyMlI)uTIrovUWZri%b?KYE>A9ZB>yc_g(Nt#pM%NdLB
zCSEe`J|m?x@w(fzJsP&=jNI~*D^pySy=vAvTDa-#)s0Wj7qLrde`hQEpH#geEAQps
zy<!|qa#PMl^35x-dR-T@?0#fA$nh#%ZS2uffBgcPS$n=dG2Qc-?dYDirsp&E?OUv7
zW9)M9I9vGy9$979_NvZ|^1KHOixWfxR+L_-Ouue(@ZRsYTGpQ>*wT&Gf%6*=7u(Z=
z!T0srl6HUW2|RvKF8}9*n;Hf^F)i{f^7jip)E7A&VBYJx)Ky6GUCx4s6ISNutr3qf
zdOdgVBeUrbUPM0lqWYjJaq7}9IUm<BdO0ptpU?rS-VHS*_?)yX4=m?-b6e-G<PP&m
zOdq~p)C>6NGWAb*hS-GtkG-AU*VT#T>L{3BJ1xxIeebGKDUWSd%>M8x+h23PE8*<f
zCm-DDXxKk_Gbkmnu{M9dEgM@D%D*!B@VUc&e-}&f`geQIuUw;e)YSd%gII@*-&I0Y
zuh*;mGf^n;wh?@rF!5fVMN@*}f<%*AC5vawfwP1z`AK(zqG;o~gx!4e|JlYWX<2S9
z{d#>_>aDjQ58MlUJN3=KWWUQ7j|iO-64#ynbo-QWX>oo-bEfyJUq0m4d;4x;!0q}7
z*45kcTm2Sm`(}yf6oj#4KULdV1Ih*w;T!yluO05y-xZTtyx`n-w`0pE$<35rXKvwh
z<j5k$SLbY)w(UCmWP@4Hi{G_7S2~w%uYCCWn*S5CKYLsHY){?zt<qRMWAkaI`ofcE
zZCzv{^*~cV$JaF-T>IzPx0|1&4~11!&*@WURGjatSG}QspKkgYi{>-jX7#7|-^&E8
zxw+?x*ZSz&tG3)y`xJLft59H)+iJHLLjMkPF75aJ{!6OO^;pEg6^^f$xIJ<abm2G8
za<`T}CSx1D$|dTH_MZwR-z>8xc9~D7B|lpQ*!ACjS?_)MrEPU?isuUB4`*dJ?e@CT
zSoq;bPyyHHr&qRqsuPzG%QRX68WGvJB0>G!y!>mL?rHhg^d^U~s9jv%CYIKw<*@oo
z>XwzNHx_REyuqoRP2{%PMcs-eO35Y5%=bzZAFq#-4^{d%Z};x!+Lg89Z9g-&%-{R2
zPw(N(*&J2=GiTJ_x+Yzvqb1R|GxSZK%gRmr5{#Wi%$83wd7ZI~&BP@9yHVB2va5$#
zPuBiWD6mvZc3C_(i&sDJMcZ@bTJgG7NmKhBU74om-+3}+&#c6VlpfI@z8(E{uA1s+
zJlY!As2;HG&9cJp5?Ag$QF@yu?OIZKP%&(2|E2ltdR6+)_SM@fx-WZdh&iOr^7`=G
zSF(GI&Mx)mkNfk@f_1injG5q@7~T@sm45H0wkU~tMgDaE4$4a#r-rtepAx;DTh`@O
z^zcw?bkAyqT#uYZ?7NzRqutY@LDLf3z1P=Hn10#x_Ld26O8ru9|JwUdw0hpIQsbiR
z<uX6^9=Xr_`eV48hDAYAz{CX#Azj)*pO`-$1r1BQ`mA(*-um6k-S=&a^?6lUc0wrn
zX;SCzHq#!h!wcs%tDjgSWj}k(osA4jy(e6p&-3Ycf%w|l+gJ4(9H@QuYJ<l18A+d=
zeUhGgW!^hwz-wG)sWoG&6i<4ubaU|nmHB=~Z__WZMK_quZ2jN%?%0Y?$6ko)?hoev
zV)Exp@1%Q`lkXdPvwVKDFIr+#)c=e_uZ}OVZB5EsmKzWt*mT<Gq_N=VzdoR9@YVN&
zesgT=-KXDC+sG`&9-i2CjjJlb`QOFMZWFggoX}l*dLPTrAYOs%#xwhs_s1_W{4G4W
zujTjqEnB~@oUyiaZg^!e`^9sj_hQW6Oy0HA!kn*p!wCs(3D)LM=BAy>CtL~)ZY~jz
znmunO%e%PfRh&_ege!NvKXkrna$;@Ztxex9rRJq>ZaA|^<;$-0jnT>`|Aa~+G==w^
zJ=3+j^_`E`MU}OedJicjuSqy|pz8m$KHmlGI-Q^Hx`+C5uJ}<?bd!0nulR-;hm5T(
zTHUAKwtC){SEb%~+Tm?d(7nvCBHI}*&F@`03VrX-neg(xio<hxu{?=sD<t|Qz*(yY
zH2#o%*~rvy*V`sO=38>jYJVQLKh>8^Pq}hEzTv!V%`cC6L9%?;HFj;)Ub?xmQa}0X
z<mM%5yB*?8+CGNoO#k#RD0g~o^_^AwInL`(VY)tLO$E4ISrT;cK|kyJn#oH<yAMPi
zSfUs#U2%ERlr{A)=KcR#(wbJpSS2cJW|{F`?oaKJqMwJedp$O_hMvn>=Of`J8O;B?
zqBP}%%Zy7*@~Z+?xT?zE0yn`=iSWGZ`LKM?>g;(bhZ2$(UoH5%MM2o((mF<sgavX2
z`~7^%SI1=TeB!EE`01eCDaPHCw(+mpe0AYuFRzDQZHW^N!wi_yroNr_-`mt_-^{>!
zd!ko;-hKYci=3A~n2t8o7_`qYwYT2g#J!47<8R2-e~&)|&lH`-chW1JeM3R;)Ym89
zebIi=`Q!G77Xfx}9(OjnKJr|8VZjHNBW+iWKuxxw#R={H^O|q7*EDVEU$mz9qQQS3
zFK&;M%tn$b$wny`jAQPW``Di}eD*AL%j{UipJ!Li{k(BUZ_17P<|RSaoa(*~5xnzO
zm*xdIi?{49Tj93(Cn$q@_BI{7`}x)upTpaHc0XBHzAWmR#Es;vhTErAoS(M6jp$6s
zKY6V=YuWc1JC>yIOSqR7%Uzp&o+t42|Nmz7#x{E|9MrzLp+Df^)H$pjfi0l&bc=(&
z=Hcr0(rqF01!m{E9o+M2uUEDhqchhW{|sN<gBeTad5hMBte^OMMb$wz&YvI4dYgic
zE(V#tVO}S>>)qrpatAk@;9;JALPC3n)rU>y@27n~azII&_if98_7~rCT^1S#HrR%^
zizL6Rof)u6Sa0ipiN@L6Q+7Ujx^7)%=H`^}rp^_06}Qi=3b?yv${)d{!8|8R=RYz0
zxbE=sv)e^LeYuHR5w(9?ue(o;xv#g{bG`iIJJ&Zm>{;%}cdK{Ok&LwUx7A<174Uk#
z^R?>j$CE2Uu4|Re&fcsa&+t9O@UD|nwEx8JC@t}CjkzuMBCKqpij(FgKLba;Yr*$u
zfh(7`RHPm;`ur?Nb)UgErH;kZuf5_vvE$yH>eKJ1y*hh%U8%o4x7mq#by+$yRo5C{
zSm#@0yy_OOmXy3&`6Tt_5R*i?%){cZru}1o>@A%rv|TRXmHB(MS%u2&8(5oEbUA*0
zzcIC{FztUx`4)$1Id)5)sF|m&{PapX&wuTu!~OcNL!Sv6tjGw9Jh98)=w$f4$AJyG
zdl#xJvEHtEz@lUF;8~H^xm{~L8@An;lvbi*qxY~{hx1{EN=Md;`Fr#?w6wG?ImZ7;
zXh+fdHP#nQzWT`joap>>1OJ_G{AZ=w#Enf7Ron!{B$HVuKR)nr^M+G9c30PB)F)g{
zs@r+%`3V`x>j9n%Dt64uFxli<fA+0TZg=2SzlzYK-7Ak+o@}r6Sa;|C-@vRVmu+;6
zj&Z3S{Fj{m(2o1N=Hc0{$}DR?Zz|b+D)i##2muD~gr#%lD!dEI)bm{e?(uOQ<12jf
zmRIm<X!;pjfj?<&SGt+=^G|NzKY8u`dG+bGSJeLqB);-;KgMgk85GM~xVAliG1L8*
z-kzn&elO3dB{Zx*Rro!_bG>>nvyE*#tKe1E`4SN<+p7<EC$OjOmubCn-Qrea;tNgn
z`}-FfeplIVHiiH9iAlx!ImVlv(&|NTe|XY<sut9!5zvabxlZ{*d&aX9({JtZ6n=DW
zUFC;5@3YAdrCjX9t*6xgNtiW9I{Sry#7>JP&IiQbcv=_4>{MTSd(WxaEq=>AS6EqH
z+ua*I>G$VP4`)wmbBcY|_G5<<IOaDnJm580l%cI7us~v4Qpzl&IEif{B?_kft+(@9
zo_&+|kGboVt!z7Se*MMuJX_0)_RWi{^XG33e!!e3-CQGm-m^S`{oY}t`+uHEM6Q0`
zvtfY}3s=;}>2^X{JN3a$r<j8Y2RZ5ket7SlzOidb^&Z2|Kc5(_Vp|(<Od~3=_0q@X
zrQ1uxx;;KO_0?2P%{nH+ab@zmeG@+M9c~x)k`MRX5g@A=5@hppLx0J3`A;RjCmwEH
zlAZMZXIAS9eb9QHTvqF{Uw_VA-5t#v&!%s8M?QV}+nqVT_OUE6`m{KF+OvJ-0v5a_
z_jF8)KBl?1CbX{pxOs=|(u<RS{#r5Vd8pLM2d>Tb!T)1!p0!$<wsZZm(`~g0S4C!V
z>r}2b;_vQ>?c-WDWgFX9gF6im-m-KH{<wVLG#~596Gw0BEnlW@ID>s{*69WAuUDq<
z{`5FjlrFt0s#aP{aI*2=++DF-7uq$(O_`%;$gUW_Zo?G*-xKcao4u)M`WeOK*P7X9
zgoSfn`>LE!zjr8?>D6=bcHLH1<vSNnm&pd6n!BH;L3F~;ly;T%y;HJErnqa~(C+9q
z(wKf>R!dx0fX`|9xRVohR;<2UyD?{V$nM=WH`<>lK9<=z`_OO6rS)<dB4U!eWkk<-
zJ<7ezYTq32ZTW+Z58iT>a~<NIw8V`s_JNM;*J~F)<<)tfFwZ{P817#;$MNK0`R!{{
z;uue6e*ELLGOhaah7&iQu1HvUzB}jAfw|wG@!eE8_I2T%YnI!Y1D)-f#L^3noA2z%
zN_G}9-*Wy^M^&Ty8@20eMA^f*0*-jqeSTwfd~@OKJI@Y8yj*y?{K>4hg%1q3FkLa2
z_Z3tFB(erSU70T~o%Zdd!@UXe#paA>xIKQ}af>%uwer@ks)}2y&gFOoKY1Kl#__aW
zFJ4x2>Xi0n!VCXyKhG0*!ip0#hIg22*(vtN-q9yym(2#7ar@i4Aj^fHRZSQI&pc)p
ztF>^<4U5fJi{1BJ@md12YNdjz{I`!ycQ|aM>d$KPuk1a07}Nskd2LmZ8<lotqUwza
z{*NZiKM@=I`Bv7>CC4f)_eN||zAL`M^NDzQM;!m!AmKGZn^)9aI4R8Bol<7>QGAZn
zH||;Opz3EvM9w9ym7DXOIb=Tx2j05>?WsSr*i4lVhnW6Y9)0`b)ZXK<*;QK`f35qx
z#I1A!Xc%~6+1#n$yLfoDoIX@!#1x(oeET+*<C`mJS;U%zRS))MZ@k$Vr?L2@%qQWA
zUp@*eyw`o){p4eeQkDA(=Ff8y3r+?_u1v@dxbk5G|H&AJFSUR78Kg8F;OstQbawZ4
z@Y=PNn~w8F&WjMrEzw`-T&Lu<+d1yR&jXuZO<kIAbgk~&F6&(@e9aO!JO0cw-K=(|
zehN>=|BOdjKll3be4N7hdxA~HUW;(OJM&dIyL&b^8NRFLv^)B&+}SWbz$BrXk#T2i
zpo7rCtb<45SLFL$y;}5kLE)4r*+(8}1<LuW*5npm6qlOQGRrvN-1|qzzA3&{^4k2I
z2~<L^Nsw}obWZ&zbHu)Gf>lR2>-8`x$IKIP+yBj3Gkdpeu+3NJ3lASY;M`i_b;n~0
z&&eRGc^1LJ>dKG3W(n`Q7jnu&2(tR_@`L-y;j>CaPB18~yj7}jxIZdOz&$_MR?vq1
zX1UM7x|mD56ghtiAD&SXCBVeG#3#5bB|uPU*K>a%P&JYqV|6yNzPSC3$6gDS;yIy?
z=MCQ~`<;AOcuW0)_G+$aZ&&fR2(Ov+Zvy|<$R9sbG#_WM{IiOE)^>(NBlU6HJi+j{
z<?m!?9^-osDu2QZcnj9K?4HEQx_x$=Xpq?xWd*x)j<3SbHir~nb}iWuZuC6UeD@>2
z(s0S8H4#@0K2}$?EYC>}n0RJls*jTA=cI@yZo%G+x2v4_wP&z#uU_?a&M%dNx4-i|
zR&Ac{%RcA)*O<E(J#uHiuy~QIJU>?Ya@K(kQyEGBNX@OO&rP&e_++12VygL7<$tY9
z2cv~2xQkWjIDfT<2-`tE4UO;<>veA0NVeRY7NX>pt^MSFa=4wbOXc;CHzXtN>*ws2
ziCJJ!t|_dyGR5QfwHp(T6zrWQ1TI&@40yA$Uaz0Tmv_zKl7UyV)zlN2`gfm&-n(({
z#0!b#r;o4lng05$;YsrVS?jkMcQvN&^j>aQQQ?uiAtgZY)5#@9g<=L$-gzs{YP~^C
z$%unrcI>~-v~+L0>IP}yRUI07b?(z+_HJ>1aC)WNF_8n6Uz?tvbaZ{6(R#$Q>eCy$
zqNuvPoen3ze0eZoQ$d?_$d=C^G-q<R@v%+-xA<nT#mVlBIk_{o^WA6d{0#s56Z$iD
zI3MAReRE<#);Cu3?rXt^mvis+u=?o{<*f24GvcI3a8B}Tlk{5ShY8Oj7To|fzxlOi
z$mOPouJAj4f>~Z*ra-!F!q3m!H;4uZ=-0;cT+02y^6qWmhpQ#5{jJfVGVg^mFYf=a
zc*EasGcK1ul=&>WO6K#{nUQ>-H2%#inR@T8-A%>CToPiLo0vOqT$8SfIQZqjy-yut
zRqJ~qz7<*3I@^6ZSh4lVCYPvyh!D-6$sXJKe_bkiG0D6|m&;?~?x*{_mL6O@yXE6i
zhVnm-MjlF6cFs}(HCT?BOxT;Zf6wM!TDreHMft0ioV}E}-sxS)o7taOk3`y;MwtFI
z6!h#4S*lx}(jdJ{JxpEII&X`TWtCOI#Egu0vd6)zTbHqa^T;+2>umg8opE}*S%vxa
zf()1L>vfiHV(Sfe=6<mF-9Ptg855{CB+Ps`_tn$b#g9+;ly93GdU4O}H*=Lr_-uWj
zW<m3CRl@B(Zg2cF)OlC&Ngflmwm#GDuf;ENqCBGWXVR%z?7vUk%F8j!IQX~dRn*J_
zXALi%lr22w?Q*WxE;7;h^K#SbBWH!yhQ^sNg7S}F^yO#s<bM7)E&Kbm>F34Gr>7(*
zs$T3{;~KB?`Qf8J`?b5*ZhoV9BC9!5>SRXLnf}!)LqEKp5&EpeE5}~t)szW5T24;V
zVV;MSlBX|j`rGgINO!Ww>W9nfmhVgWwd&i8q#s{Pp9f$2v&Kf?iTD3Iz2U97N=E}<
z<@hs+?FsjMQ)itv>FpJ@<HgslcQ1JTt)t8_UOMvAqLPHd7xGVer@l~S+;+50Zr#Bx
zjZ8XUJYtzmzT6I4oAyGT|J?)6J{$E-0Y}%n9pHEM+y9Q!@_UHt?DZ-e<}+UV{V3mi
zc4*=BM;DI;g%^0Wlrx@Op!DR?gR%lKn>*UROks~eDWpQ)N7{yw|8K(zqeU63|FFk2
zzY<PQ)p6VV;F9N6?W?D!Og*>mtDNQc5MKL@7Lzn5cu9wGOk2!!uyf~PmiJ!$LM>%i
zCqXg;%LbbOtJdiYS6AoB&HX8H?rVm{x_-qh?(=cWFYH|qvO%@+_T%WoD&OB0o@!<@
zdd|)NE%HOFOMsw|)DE?qbEUg-L5rMyW|vm?NlH!o_37i0s|$s-+g>~^OB9|`8IZQ|
zh|rts?4{NAD&}V=Y20{_)4%?&<&pD_X+GASdxfsqdd*92KWyXt@5bhaCpS(&(%adO
zo1ZVvsLq(W&i<=%=RMxN&8H+6F@*fP^EK#N{ka1Rj#MtvpJbRT#ci@>v%v9=`#0=%
z|E{^Y%<juQah7!xA>Q(C{GBs<<}%w?o;G*NAF5AYRJ7M2&QHJXkn`8&4<c<By)${?
zdh%23rsb!_J*S8KSZWtqbFfg=PUS|Tv*rqoXMFya>)a0>4!#cQB+l@zOuP~FlTlJ~
zj>ECCAjM|2J<~UOE#3)QprgY6%iaHai<m*7%I{aT6Q`VdcK4HMp7V!vp(klsTU77g
zQQV!~kjnn*;r5>_Z!d$AZJ2@Zz8Ra`b~}Aw{qB5hg#<$ugM37<;MDYXol4^~GeX*;
zrY>gL;n?wZI;+PnO|NH{)C%3F-}$zgd3vct$P$r0HG!ZjhvmC`mMbQ$NjS6gz;S`D
z`r`AGEqIqR2UWY=`f~baMd@vyt8YKDS82<v>)h$8^qPI*$6~%mF}blXo`|1X=~nsp
z$zs;s(-!joTw~PwlhrZq(or^v$KZjQVolz=%TvlO+;}5fRg>0nOeNvW)Vb%1GnpRz
zyRrF!eUW;0|BSa>ZF%yU5kATrwzZ1pUHBipG5X;aCc!WL4~u4~Og{*Y#WbdELC?cy
z@!dLd&?V~Qi4B&##YedIt~A|x>fHsVC%bLmznQiCZKv$yjLd*86R#((iKqV_4cWaR
z`N9(JeP);bH%Wh+$;Nve)PdR1G_&By-OP(Sn%OUEuYPsQ<muPBS`xQ3Zcc1Xc=fmc
z)!aY(wn**sd1mnCP%HO_TW@Cz??{w8b+}f%POZl{plhlR%ahlw4>r2bxe~T&DQoeR
z8TYg$@2DMvy0YfTtkP48nO7ViJa$W3q_nJPeX;-fAkKzkdS5JE>N4{CqrZxGnpG4p
zUbviHzs~!{>!l)Z=brd2xwOeSs8=ieLFz?=dwEt9rIJ~bZEUPlIxTV|JHuX1{1K~C
zc)(Uudi^HjJxRMid&cjXxqycu%73cW;iIbeo`_m~Yddkjt^LdG?CSUf>pwWWKM?Pz
zEEOT}rdw~5THwn<NQ<Yf#-?zq+oBSIfQHU+Ta}EQtfwA7PM)}2`R-SA%S9WGcmFl6
zc6qj(vpMujP>$)^q*dX0_SJJ0Ua=nk?0@QLjY4i(*d5t~Qlq=PdBH^!c_EG8G>$U0
zIqQQz9OquN@86-VnKPU0Je@+A8w}P@c;d`bGyDAvuC{#{r?+dqZ&w$5Wxa6jVUBvW
z#?>=|&ahuHwXkJ5Uv839x))RmMI7XDoc>kTX}6!}hPUlm+hfiw{>x<_CfVzfUa@qM
zQ^S(WTPq)4&nxp-b5g@R>G6%s)c4(rtV)7nCjtfjHec>&6ScDQQ^{?IWD4i7cNgw(
zeGA(6dqtM;L^J)`^#T$i*%m5GKmD0_=f%8L^A1jI3D#WN`6qm%)S6KJh3?!--_MqO
z*f`0PBZcdA%_Q;rkSOIi*FQnTZ^i?+t=CoDP9By00a{g5H9_){*Sq=sF>hux&ul4b
zduH(M#GL}?YSZpamp7L=zUFefcB`!Mu6=vm>ikvn7ap*nx+9sN<1gITw)T_CZP|qm
z69u;9zd0S9JT;erb<Nbxcgzjhot?@jd~tJ0=KVL#u~GBC)aFMw6}_kEX=qsNpBGn`
z-_O*m{_-fqWqcyWDtre5_+zf?X<L<FbNTfwBzEy8gUWx_tk=H>7<|(x@p03<dSd#_
z)pLVwDt0W${}FQCC?j#|WT}8{r}w+B4&4=UI!~#|rJ;YpqSyY(Rhi)JB*xDVb1qdm
z7CGOC>kWsJdnx<xgLd3a&-zR!%yIj3XUBeXlMs$P+w(jZSL$wb)H`7(`0DER<16o8
zVVSfd@FHtsbpDHnYm|x$7KdsUT$sMUZhf-N3ifkL+N(|+U)U>n{Kxx$2ixj6YKp!-
zQRQ>H&KY!Oi)`UVR~7XKH&jbzo#gg<H0i9}Bn`_J)#lv2oh;|NO<1ODJ^PvQ{d?4f
zSts_XO;IY>uYJn5GVaUf=d!bBy%)<<tYJ#3*9EO1jhD?#QRtKtY`R#jG3`jQyW<;+
z60ZmIFYk$ti_V-}!{WZTrgy5tv9I%%h~G|f=D(isEaBU<L~)nczpdG4md%(NV5DR`
z|J}z=8T$_f+@5osU8hNO*U7~><)v-{4eN5N+Rj!xPL7mX*C`SH<h6$O=O|B52l8R9
zL9xLn<-0nc9yjb-y`1xRpXDNxjV@kOHU#SSpL5YrD>o@9|Nh6!__VJatF9@_`c<!T
zoaO`{41Qj<u9M0ArhUoz|7mR(UkgB5M{Z7^^M1zrnsXi2y8AMsS9ist5Kcy;e@hEj
zT-qgES$wAJd0X2XKkI)jX%iWD{Np{vuxdU3$?F0NC!QTB?wZ(r)o0;H{YSe)rf=WE
z3rQtzPOBfD-tzX2U`{aqEB&sfG}+YC{gO)+Z8@b{<{3}Q+1GfE<Jz<1=U#aD&PikZ
zI{VwA+vc_^CdWKLtGoEMB{(<S5IldswdwBT^sEy)-<>NXtWtUAihXI?+|0q-v?gpj
z!>6a;^mfWJ^W1Toyy@tj``HJl2iJ1F_Z8~Ax9`r=bdT=9Np004&=N@HPr#Ei`(<p`
zKC_vB!rb`O*I9?RRu<j}IyrgYyvQ$Ww>5t<?_?J;fBniqsL6xxaLiP7cG10$pHJO;
z>#JORMCjTo$NL-lyQ3>zKL3N{a-j>MH&T|r*g8@5eDD&(Q=jYHUe0IpSnBpK{noAD
zRhN9W9+7<A7x1%>QE7FD+cVaAe{Se*%URuYyG&_q+wbp_bnm?>S+(ZIx;L|4d^@OS
zAA0g9t0$zaR7u!%&E)P^4;|IOyPgMby$ah|nfUftDdR%jt*p{>W*?Gzd}G=4%iaI&
z4(-2kChqwS>2>#4TYAYqnYy+%^8UH2ZFYuDGx{a8C4>+B-1RH_R@%37*WNr^RlJvX
zYkds=oyy6DbF(a`T=JCWw7q}C?%~^G$FlQ#V}E{0sQ-C&o4HGr|3~v#^VU^=_&DwU
zT&C<mt@?a$w@gA*_m?;q6U)&zwyQ48b!DwGerF}~?`P?@Nh{h}H}FPWux*+=TP?b~
z<G^J3a{d0-^8!j{ZN9g?!*%`~=T~yd`;wovE?KJs2|BF=-;d85gKm4pdBs?#uKK-3
z<x{h(`L^@#%=&XQgbuEh(b&?o&rv_(PWJ)5t@~$I`%n1UUsE{S<#wd#+1;wqa;cY&
z)*OjAI3r;W^X@G=yxY%59Nu-f=I9a@H`R06{FZMHU;dNWI>mV+gGl(JIGx<*>r^iA
z-70@~@4{a76)mqPuYDFHvV8gcyN^tg7vFM$1bRrq?d5xJJ1aGRGCz1XCP7t-b%o+W
zG4l$sXV&Y}o%UL@-%_u5%|GqQEz?{j$<uQm7~hvDasEC}VRl$<qRgA;d-Z2(Ds+OI
zkUd;EdY8J{eiv!g?sn1$P_an1j#Nyx-r_m2^UuQSf7dTFAOE|hHh<EL-DVeju72nd
zO_ni#;~jV3b6H}Q<lF6Em+w{k3e7;QdyX&YYs&I^oF4C|FUG#vt)<79S*u}v`3l8)
z!CMS=*Y;nyFoP*_)6al_@@ZLjJcYcsTZHR<oYC*8HmTZi@yjKfFYdDp4Kb8A3^Q;$
zvG}iveaYF~PXlN2Ybbseymn5R`zdH$cJu6t_b(>Bmfd)fAv-z#{bGCGh%W~#YA5n+
zdc*Omg!icVZ0nLgUeHXb_&#;br4PpHhR-iD+wJdfwS72mru4f0V|)L1H`J|~aa+ON
z^c;_BukoK9mzLlBF;8w$YL15E@s*C3-4;H0`C*l}fBXJf`=)6<Q$EIZjHA*2PH66w
z?K&UA<er4fXc~PlFW&r1Vb|H!dp7Q^pMUt_<mXLiHicNel&b92__WjU&IP;Gzia;L
zO;m7Szo7GdfF55+-ky{NpB8hbK)lFt?CgrZ$qUx|iAeh{OgQ!GrBtBM_xtWT<|cex
zkA5Fo>)5|<>8+PvW+dBOlP%`gsd+9tMdnhC<$EhhK0S|pOm{@A&R;F`J(Bos$v?4(
zY+=4Lpn2bjgB%CT6DE{b3Ec2<EWNRWrL5tNz_*2tj0~v`BK>+E9!JFD@896&omGB1
z-`Kd)o7YyJXK~lUHlJ0GE|?Z3%sbb}C-q!SvU{t_*`1*E0~?wInaopn+^zO~b)?2@
zr_cKjcV%pr3%mS05~J+0w@XRnjCl0h>H2Nex29HSN?oiif3tnp;U57Evtw@Vp4_&s
zb75@Rz6X67LDSb4v(NM>W8VlK>bkgSV%_bc7ea?-uMzs8Dc19CfppCT@6C!#zyETo
z`bocPd~BDyLh8q@;3+S6Rj7X2;V$hPBMe#_cwX&l{yx?vW{{j2WjA+8SU~KK0?^ij
z3wJhlIH*5YoHuul#qGn(#C-*J7(UhzxH{pGwf!%XjEO!z)v-#~-<uZs?%C=5iDOk|
zgo6^u7{BPntkx@@^3MEtA$QBQMa?Wbj&fUZP22rD(DCGzHjX(T<~m>MOYsf(|Ft;d
z2=f%(t8VNX_x4Omjh-96regIoZMM^wj+}G&w8Rgz_j68#cgLzo?Q?HbWEU)-H0{1_
zZEnf~sj|M?6Y_r;iWhi0+&Tf;y7TSFnT*S|`}}XS%{n4=PP*>V$HONh_si?;&g);6
zopfoP_}Zf-Z;C<;)*Z|^ICbKmXuf^I`|8)HTUn&mm?VB({Fmu=ubZA((FLxj6B*K@
zZizA7zv%Sk*h=H#_nxyuCr<gGWRWm+;nNGM`6@F!AGs}6*cdJfDi+^2Uo3ifsCD<Q
zXD8F$54kUhTs}v`>YnP$nJ<@AuvDfvel2qT?IHDP;)0FKz^(3&4lWJvcQ%CAn7nvv
zcu8{KiOeGFO1~>f>I$B_oNE<AA(1(e`TGTRc2Uo|&++^9>nv?2)dhOim2^AAf1W8}
z*1{g1@odlU$E(!Ye(eeS{#ED4d6UH~4_#_}nd~Lvf9;65(8-W<%6964@V%Q>t@FNo
zy=H}nuy@jZOJ!k5QTJrQ&J{lGT5>Lv&gf@1H%jgEjWm2!=A{p6V?WhwaawygMDyOG
z%ipeL{V*!F7udq#9b;T)yY~<O-O06KPc!YS@4k(#`zkg&{$0lVV}DbAPXNVvm_bp2
zzPX36(9Rv1X)>>}n5?$49W`>xon@$Sex|#}r!Uq|=AG};R=d5g?G?8kN7jTNuKC*2
z*(%>1JbSCfL3M@JQ|$tM&vRENhgop#d@pg+Y$c>HmFamqK{7ltpw!{gN;|894>zw%
zGWUP-RbzKP=$|p^Y^Jk-uJ67Godmx>=RnhtKCACvntL*LV^e{-<Rl+H*2RmfAnp4T
zjawC`=o#I%u!yLA;}fD@JL%3f%j?^hmU(~m>^1aPl`^`ncd<aEY^G9}P|UP%XMdJP
zdOf|@%x2vwcBk!FkEdjD#iXPkD#DNmay_{J*qRBQhyUdi-INc`(|ZdV$v-Uot*-W>
z+Sxaml?AoapB!swmCS8Fx!0CUh`(dyo$7)~AKMqjt4qE&(tcYIwq=du-u-iSP5UMb
zYRV<Db~EKT{CXPVaV@dCu9a!_(<vY8+*Yn<7X7wLFz-;sLCY6QBA+!@&fe1~-ezN+
za&k7O*51VV=g-Yx%eX5%|7m;D`&DM2e@jm(^SnIkN#;v%jBL<|c==4H+n2k4$G?gv
znrTuARx`p4cbzGnX7H@Dm&t)K@7096UoUwcFf%^wS#(Y4=l7*2@3z*h4!3>xa-#hD
zcYSlOnJ;rF5HQ_Wq;Ai>4P4B)9^83r*XvuUoxw?k+uh&fOqMcOTQpl;ozL#8+VQMO
zTR!B->@}=%U36>0gey-TyluLmX1M;yo>n>K508pBfku*Vrp%wonhQyYf)}%XY+5q&
zzRHH&o)0rTrELOEf8TNEfYS9n_Z39c-#@-2&Sld3r||b~wg(?27v+CuPA&+o%zd&x
z_REcmZ8@v|#d2O>_~G7x|9e_*%{dG1n1~7fm?-Eo9kkeCOSH_b2etMmJ@;)}CpT?c
zTya{_rL<6$Zv}_kB~D$JE2%T$cy{ldeOcj`1KTHu^<N9Ve#HEC;@9WVXSD?5r!C^&
zcHp-MGboE|N4V(Rs|iT3V*FJQ-2SG|{^my3&zJT@*9HAPZdUHN<oT85EE><>3thUy
zCu8sZ`dCB4ZMPa5cCiyx6Z_&eOgr}KoOQ~QgT=gu?=IM0u=V2--t&;y>97b6E_eRD
zM&Y&7mxIPzEYw)06?sPcTX;uojJ~YuHt$X8IS%Ka@49o}uD;_u!6|FE;+x#=_W=j>
zU*C3E#MsySxKp=t?akYd^~%0Jp6#N~Y6sf1%dZ_#0xBDRSBd@L`<e7mFmrK}P@l7F
zRM?}!C2>V_*lyeqkk39e?cCZlZbN;~&#W8ra<lJD=uco5w>mV@r~A0CaY4$;o^_ke
zk8vGaVQ_Y9*C*ZNIN6<du1`KF7BEL;r}>`GkF`GYFXmaEoh4je{p-0^w~<!;OP7SD
zJ;w8H9G`ThWf`xQf!Wi24-DsCODJeQY*uB!cC+mTsCSmg+T9oLcQxjz`L3czZz?q^
zPMELuJy3J(NW$yi)w(}s=qb6MX|5GJ!hAP@SJn93f`gxV^R`rci`vk5tc1JzKmh;3
zCwaE1y$@L*&y~CTJe+II?JuC6R~wpKy;gro{ZQ!><&os2{P50v%MU#7Urds|f98Je
z5zaf3&Vn;_5C4{2S{S^By-NQ>X|Cz>Zq4j>Zy(A?J$miGHK29+yJvhi=RR9=T(a`B
z<BuN;L9?!`-*!Ta4yDwjlX~lO|Jl2*Z{Rw<NPo5dhMbxe=Uq>izu^ktmA}q*&3Avf
zwSU2x2?jTmCdzkhTWDxEPi~S)vtq#Ay+%orzgBj!8>Sq{EL?FUiZ52F!{EYUNMhAo
ze(vhMONQ!(yBTk9`)V{-Id#hG*G)g~#{0(KUK8B6uziosi%mOfZa-X_=e{DbEm`13
zUeuPC52BO9f1PX0x?C1^bnV=t3ySwQNa{Q*J977lSZR6bS>YodFQI`w%kE}q=U1QC
zn%V2TPg_+S(oj<8x{z1saq!vZ=dT_1?K8M{ej>Zq`s~X_)oFPztkw&~$sDd*rBHB~
z>y_<}<uk0CRh!;!Dww}(U2K@{QHNjLho>ECnttt>AhZlTd-1YqfpKk7fZ!kQZ+5Cu
zp{80<OZA(dzLogS!IL#L#O}-M#a<5<KAd0Qw=DDWC)R&lA66f<pSi?0Y;~+N=a1)0
z-)AcEFIaJyds6vSP$6xRtIMi$t3<%7`}OVAgVmpYzMnR4W#^ugUi>`kTk7Nd^!;uM
z2_0mMipmbtuQ)T^g2{ntPgud^rqky*4PJ+(o_yx~!{(&9ckXLnm4ZjPTpIUlxBPum
z>MWi!t^e~jr+2^pGJi6QjC|s!f7dqi=sFMiMa#C;MLZPyyjDy9HvinFubL-?gf#C~
zy4aaV%0YVR(1R`>){=A_2EVq%;TTJhk0K6AJUay%MJ)b$HGFfE;Th4U+`S8*oA3YG
z`*!&O1D?YJk52uuf4sjY8+?9CaY<2XVlJ2oJIV!gHVTAoZf1gd$_wb^6|fZatffri
zPI+-JN~{E(ze3zGFR<g;NIujBdcvEX9WNKmTNQKO-mMJ~`7V3><NJ>*7IAp=3dk}Z
zeXiDa=~uwk9}_ZkCTC<XUY6ptNOhK9)@zH!SK1dDe$ABeU8<Y8cHYX1j}G^!WxUo{
zv`|aw(OpKv1B~Wk?HXZ)dzNIHEZkjfbIS5w{?7Tozy7NH%UHdA_Z{8$ckapl`(&-e
z00JK}pKUeSH|K=m(YLpjt-h*z;I$OHR=iQ!?#RU<fu(B}t*vm-`M?$OaK%oq6u-k~
zYwWx1BH}-DUzd71eSXO5zrWhAoypy-^!8o&x&9LykCa*O?%sCv((3Y4>eA&b`&R5c
zwQJ3R10U7)cdu@Gv}$=)cGN1B7|&(D!!*Lh-P~j17UUWJh`%Ued|-$22iLQq*JQ%P
z-C_gxEqQ<Cnn`$M?CdLvtwp6=7mw+bb~j#M&LUOvy!P7Og{P*Mmj(5oy?XWZi>1}P
zyu9UoS=qBz$J|~Xvm?Ltb){?P%Dj)C?DPNX-rB(Y!Sm{Q?f7pgE4r1}`O5|0+_h}y
zsWVNwF1g`v_N?a$d~t8T-KpPieqWpW^0oQXa~xiB8Lz_4FYd3%4F4~9|LV0ZHtSnr
zWBhZ&*W7o`UClF3L}p9!^v3oF&Aal7?&#Guz6kF-pB*mb`u^{mu*TP}`LDA#aJ;^q
z8-65Oif`-6PazNI&bG8@W@KPEki1xM&q}#a2`wklwt!aUkcS+h7EYplEUVt^h+9=_
z{`Xv-w?fs{O`k$TCOR)T)xr`!^<}+zubsc(Rl$c>AFfbpJt3)cEcEH#oi0xUi|-ff
zF6?5lTJ@wy`IK+WrlyRiLT|gaEK*v`fB1OCVlFxDdu_%N?pCY*1XOO*U(zw_!-rWM
zArqYzoVvGb_twv1ItrKHul5q^jN5)YK07k~OX3fSJ>5?r4nlGp9;U~VQ(KCD8-4vP
z*1dF5<BRO>r_LbryXr$@CX~*|{<&7x#m^=zMR0}DGl{^eUD-e1Y+j)>(P3)j?asK9
zSHyl_|0#S|TWiL`*h3n&`Io~}Uz$BVJz3;=#=LDOUmX5m`0HH4^kci$8J%|$m1J4P
z5^|g^vVFC;vy9rJ4+&jsWZJZhI`$aNiwoR3=h_~JDI4Q<nru4~WwgF>>c#el$shD4
z!Gjl%7vSEtUHm2JweGZ^Z`Cgw|1zlQnHN~K@|MH&vdJ$cYbEU5&P#}gPb~`$gm5Z0
zT(P>{Sa-!LSK94m<?MM{dz)VNPQH?7WD5%W7c%K@>ZQ{SI=}Q>>Q<T+d7%y}F1d93
zx-+xPm;6nsa+7cCKe*eYj~J(cQ^_S`xtx#c+wT0EvDH_}_VGcrvc;`8XUO{~&0VZH
z&$3xd=;dtr9;5JtYi6BaLOnG(j;+ZRdTG_{yYtTNQqi>B$<F61Hl(k5#JPFf$tCGF
zH#)OlWhb4vrN)2HwWvi)W+9jRibH~{3a~S;Y&>;+MbeJG(0z`ghaYY{G;z1q`&j`;
zBi^lA^H-x~*}RuOR_Dtt6`zx9FYi1hPk(-wR?rUH=Djr!&usiC8@8qAQnhjSvy{sQ
z*#$XM?N^<6u<q28J;6_#t?fdhj_r_<c4jp9d9`R$i<Z!i)kQ@zwYQB{9`2g<F=1(K
z=PD)R;EsQbdTl@{r20bkh83IVg&#~ldRy*C-BRsy3CCVWJpCL0{e8jQWvNr{ou8Wi
zyVfM8a@+c2oA-+3{o}iqe(~8Af%3>%?k`Jk=Ii$;N5zHytNE-2ilrU@Uq6}fG<*4u
z`U5r%pcHc_oO5oyRlUwCiDS7_pXX>NwaRI&codtr+C`<q)KOIb@cybo?BRnX`lNDd
z$K$ETxAMQ0sa$u)Z1#zm<c&QpqMA1AHx)|i-d>=`)3yA?t_|0I_5~b$ZL>Z|&NcAq
zS@AU=S13(<9xB!0!|Qwc{_Z#K&x&qOOL!{;N?h!rep6P(g>>I3iWLsEi~5<wb#E(I
zzo_PyIR~A(XZyu@TCPxPeI9D2dH$R9)z$@f;<NZAjB;c9wSp?*mWJm&?d0&f<EL4!
z`zrg<WYwj+cQ5V|sSrPjGp>>R0%2MmYc{Q2k@cpsx=dh|$HHWrh|9;z-_3T8<PLP@
zvR$mXMQfQf<1HPJ6-tfsJ|^61U*&eI^Vig@>4tJ=Zhz@vzibz>)mPLeY>)5rj<C-<
za}KIpGL&2M(mC|I_W5u5i@HRh=Ep3otv6WZ(O5o_Kw^Zr3YJ=5N-Q<Mn6$CRl6mts
z&n4+o<^{b-Ge5(xHgTV!UZ%XjDvu@k*S1YQ*%EnM<&t@Jbge>K?qtvFk~tUW$J{r}
zo~>f#_EJ#PN9D{dwaI;fRU*Y#{de|6-hM(-)^rl>vswRX@}_*DSntcH-kvs?KF?=f
zxTMvODXSqxp~SOGlRcjBTnllXTd!p+YaHmgWbvsrZ(Y`>B<b09+Q={c{y?i@O@;Ki
z1eupBgaTxxQ)K&geo^_f=hT^7|KqIPF1mLv3lGsf9#duXFjfUQr^c-cioY^%u}9B~
zZ<q29+^`OLKUeF!aIfwk`Sv%`3FYm39&Y@vx?#8Ty$?733*ES@nC~%p&)zQ}83u-b
z^LMsISL7Z4dZ|7CirfA@{-?w`-&|OFA!=LH3$;J`Pi<-zhxG|{-?&_UqtRc#U+~uA
z&9gunoSGu0u3&i;s940j?43wO-If!+I`@>rRD)8okFNVEBBHj#|M`x88-r5%B{piU
zI()t>_x{?7DF?3A7OQ)%y|nq5$~NccJO3rdr|^H&G7NWeHT%BZ!rZ22br}1;$todB
zm;G3D!TavS)@R<gon5}Y*y0|r^!HJD&Ub>-%nyC;o&4V+DRkbFd)GLbZmZvuc74B3
zw}^YL+J7Fgikyu%__{*9ZSI%Fu6?{&zpVT3AD+hf{<ShLkNZ3BI;flSZWmC9IQr#Z
z*uu9jqZ6-~+DB%HFFfw$!OvxB?fc~TbN*#LzE0&UF2@|!wb{P?UEW)p#<#~!Z|O{X
z$z*L)dNOR+tB13<s)neZ%hDCLN|K69u@=!Q>j$-;7;G->n3>_}*1r0-Z{R<H^t~13
z4xdwfm#~L2$z8q6*lYY(c57GEK~K-+{Nd~WXC|IxFiIB<Rhj&M8TU4G4bA_DyCx`K
zyL9u_H~ZZQwl{j&M5e4M4f=lP(IoM$fBj^Cd}((7_dG`a8Bgh#oVAw(L~BY-b#Hk+
ztN(HIdYNam<3ZPrp7W1i>i_R^CHU?>@r$>%YozPx76dtHxZd)8Rk!{3ues9cUl#rl
zP+uE)GwP|u#pCyvd$ynWvul&dCx_OfL7!uS<Sr^4Z~J)boBav>l_wX~vj?o0%w(K9
z?f;j|Tkrcd+2lL*3xir7n@eu_tNQ7;*Kh4>D_y?M{%N}O)MfVNt7d1^-|q6TT>IB^
z&9h7|Q}a;IvwSM<JyEVVm5i@mc>F=vZ&7c!QN~fWSr>0?I~BN}@s#A700myI!1cZF
zoKCi1d7J-*&n9n~@@CDmp55Cn9&rnq=&<tB5pl^cE{&zln{!3q-n{pIyXw+P+pF2j
zZ|R6{`M<w7(f6U5@zMF)bN6^neC|~i=O${lYi7o|#KrGf?xgRz`t75`;`c0|sM+wz
zp5f&-Z*aE(*3?E^?qLFIh=aQcMwW&s=gOL(-5r3VLx4D^(G+y(Kji#rm^~G9-tLV(
zztlQUwjzFiQat;K+rR!XG%@7ee)~FwZ^F*?OKdsHQWKv4XFj~u!}CgA_V<;Kt@3y#
zlu6%xAGfr9l17)3rq?fz%1{609RGcmx4&~f>d@oY+x7o{V*MZF#L+(`tK!e=|35z6
z|9ALtJ?A|8q*Z_3{ZW-a!v61b{Qs8=>;JsAum5@2zV*2M|NKjxnJw=ADxaV0|9AcO
zSwFrdqbsrQN!-)<kKE_%T;e`U-gH~wt=Qysx=+vTx^#SskntDyO!>koI`vCu{C0o8
zbAhV7Vh{VSFFypDE-jL_(Ea^bKmOkbb(43>{x365^vD0x`K#dlrM~Xxx2N`;a{oR*
zp8o%*YFq!DLu-P%|D3L`Ke2zx!TL;j=Uc+jxBmyco%}<PWuE0cf35#Z>#vwylKIJ=
z@lyP0vdTjr+28U`&+MP{2L-8>ziIxmt}Am&%AK_CpVu|Nn#)hI|935J&uS&jr5_Ew
z^OqivUmo)B%d(B{EB~$A`rh*Ey1sIrmH!jg_HI5i^U?b6yZ5{-&wc;o!CU)1Z;$TQ
zKXt!;f8f$Rs~@dZ*t77<Heb_E^8Y@H2Q#mn{$*lS)se{N0)LaPjMhIBKc9I!vB_Y?
z)kwWk12=xd*`FrO-@D!Bb@F7djpzC!+E+GTN&R;G+m92utL%16SS*mlCvSS(^0@O7
zj#Iv0qNL<6F}{3xXr6w=qHibWf3RF=$312K3$>rtj#sA`@y?Z3y(X~Ceg7t2qo)fu
z)nsnd@m$~Nbj`U#T<h(MZ$Iz0KA-;od3TsvlO}8GiYLKuBi>xPvvb3YT^d&u9-Us5
z&U5Qo^QkLBwcH_DMHLLnI~#0l^^&J6C5GP=_{Pq>G<4+|Lzxw^9nMu3YH#Y4o?nn^
z{A>n~#Q`N}{g71InR5>_Fflp5nsuPPIWTNmPg-K9=P?I<vy!#ajlA30b~$Tn2d*rW
zE^gRaqPx@Kt<!7XSc?zE{O3HxI~C^6@Y?=VEg?9d!b(ZXZ1rO8qO}`*@*A~pY8WS!
zZAjZB{PWpcru{`1exFcyaM~$n_ol$GxbN0UUejzJ$(_%sPv5?%ul{dOcx1`CM-0&t
zQ*>S?pUsxx(~vD;-dG@6FTLP->;1_sJU(g{Ro*_k$#zjZ^6PC5!>(H9i#%qUW-&{G
z4Feb0nrU2g3RA0)oKY2ErJ5P5q!j6$7x1d<aq&&{hyF_$+g79oMqb)iEwDCdQQKTT
z8~uoiD~EpF%Mvn}${V$skK@>p^QrUWW9nr&j~@xX`Q3thSLhCX1NQc)pp4q!LrM=W
z9*(+yf^l=x4xJZUCm-C~Bg1_$!b$4rg*@jqy9}ek#pZqcQn&Acs$*4&i#zwSisDt@
zp6A_Tbli1fPyDUwhsV?|o?sN7@2oZXW|gpIbn3lDljm&TEy*;=<+DOsR=n`R!!vDX
zmiwn<EmFStJvo6fV#c>5=WG`>x0J>Hi?*Jy(fs%M*F}RL`=&9k{iboUwQn(dN0(G)
zfR*FFGoGAFt`#j)n`9Ydb?{dDVl^R00kc$P?bk8-De>K*B?_mf#bvXsKAcf_<Xb@y
zTY!ad=?<eXA@<uDo-b!A>Kb(kW~u1OnMew5d!f8FB5JGN^+_eX=M0(?)~wMB&e8fB
zxijKn%BM%I4-CIC86P)f&RCxs)q0HA!&)u&t+{o>ca?tu-~K%4c^MdT^|AG3y_LUS
zI0f#C%UqRWGW%KIVZ;9F3rc?%A5DAazEnte)wC#;x6P}vgl1pM_;D%1OE2ztN9mdu
z`@3)Gz2&J8$&Otgo4#Vf#VAFMnX5EfjMVzIdJQLC+w@WW<IUBfJ6EdAh^<}tro76r
z-8Zp^;e%RN$DPL~c(r9MB$~dh$d<lv$JfE>PWI0%`OuD@ed`jN(q`_n>N*<MqH$=q
zn5p!h3+kThoE}x?XwDH`{c*>I)j!$AFE?)BJsPl&<;04$LeiqnOP<?Wu(57rf0mPz
z8oqO4VqYLHw~4Lzm12k7x@o5Wmadu6E1<ST^ZC)<yMY^foj4zUk$>Ah>%|7<8$pcD
z<{M_;lz4dBCHFPcR7Ruh3r)=SQ}vThhO`#<1!yw0o#WI@5INWu#c)IG)n4gq3gTCS
zMS~49g`GrS_sEEBU$xwI%ctUvJ90cy%G6ezi#xl?`E{V@muUtww00>xy`6Q;L_v8^
zBX6-`=EXyzYLy?1bopgAPD>Z&TEXmk_&7&t|5Yd7N|rJu5A|Ioi!7qOOS}YRLzW)B
zdOMY=P3EHc3Y*L43`J(vOcY58Dp;EGUZ!qk@Pk8l7OXP3Hs`d8sNw$N{J58lYn5_;
zhKjbG**Wo7Hz!lfo`zO#|5XAaAtFH`p>tC#K6i9^eP6xJIVLf3VozDN>bG@WdwcA*
zZfWq1R=VS|n&)iNr8joVc4TPuZ8g(P{Av*XG~um4vqEU>Uin))Th3`N*wey1C8yQg
zENP=xZvD2OZ#%6EOrOX}7h2AKHSamM-oE9P9HQ&YS1o#}*LP3H#a&ipV)H7Osg^!+
zelOLm{8&!~e|wSDe#zj^v-!>b;?|;dUb6*d9Xk)}TzGAACb;C!Yp3iNE|<@zh;=zk
zIH&l|;rxDHYxduj56_*PxQZ*}dg1N(blI(p(?nJY2P%Fk%gk}#>O9$bzDp~|mN$*c
z&vuu1iYX<Y^jS7RCgOACDH)saI}ZXx#S)Yb|Gv#@apUSO=Ebp*Jvn7pg9SETU%ByB
z730=enM!{4X}SDMr5sAXik*I}UdNjqA>n-2$0h1OOMc7CM?U@bo##*fl6kjlqmKNh
z=L;6)KYSsnFYvp|gh8oSA$Lnan=ccq3U{v2>z7*|F9_evzvgkwFYYsmhidLzz4)SN
zLH_Nwy`1c;KDSEVYN;&ti#AKC5fa-s<BD^@PMt%R>pZ#54u)(kN#L06Q<-5B`O#zN
z9R=m^V;t<|pJN=h_#JKAsh86r!JlanFgv=1L)xJ4wraA9+BCE869lGjFptf&<FcHo
zC$i?u?o{^nQ|C_Cs@teN6m;2o@G4`}(Y7a5W>IrbYIGZi?u_xdXcaqM=HTQh0r?fD
z;&*1fOwmf}({Kw`ReRQVb5=}t?u3+E3Lh?*>3y4Aw);TFOu6L;x~8vR{rknM;=3!p
zo?lXZn6YfH)rpvoQg>|EZ9P;H_0#jr?n&*L+k&oq6IwZ4E=SlhXKMPY-v|7!`Zgy&
z?crxUe1c_ZmxV8<%onlh{`P&xtZN(=O}cg3R_D;8=@UyGkL3h$OmS(tAn4z5C(xp$
zz%V%H*shm(6B<vco|Ntl$h!8xVz!>fmn_~j7Z1$46_(m~PU?b_G`sfkme$2wWvgc~
zJ5Aqqw1s)Qu<%xac{~-Ofv2<UI;~3*uOGR;g3tQda)HwOhs9RLESBPV_+n%9Uj34c
zj{ZBhMfRTh(RXd)d+kL`H=o#?UE8a5=Xb`WEgzOY()=EA_OO_=UqyhRQpVw$kJEM~
z8tj@iv)PDurN5R^($4ECb#+cIatXaRYy-0c(n`%kWIvvkD)}*S$@1fZA7r!=L_aDP
zD@eRMx@OfxLk+GIOpX$TFP0rDIF)ztd&v133*P`P?)^O_k0xrdyH%Yl@#{MAM@IG5
zl>CJU3&lj7MfH+nGQ@Y7pKdR3+x1}4;a?_u&T=e|xzOP7wQE8L3y<sO3Jx=kt2t+s
z{>rY+UJ=Nq%CmBhf!5O0R3D+Qng`RiP3JbTib>n+dt~|XjiQr6oVaTaFT1zCr>E)A
zBE8d&IeaYckKJ3tYehwcxw564^Dq8cX8h~%;=;E(Q(4*4BW*r^=z8v$lzn~Kx()Yd
zvfJfUr1kPkb4g`~=cm;3-<!R0`zp%`+|qepT=Q7+7O%E(%(LPNzM|6ou8*hv%*&$l
zPj$^BMY`8`)&>4>Gr5{`?s=4m(Y71QJ8yjRU|lM9N?&f};q`9J;?X<S2$U`sRLN*e
zPD^~Jw=P9_*5gG7-EN!p>l|=4eWUv3z+%1qU)*16rF8^v;bgAgqT<SYXw_}`s}~kN
zSo+lB(Kq+q)AU?(I`{m!cwny6yH~UJzcHEcQ0({Je^c7GpKdO5aLlQn5*s~l@+L!N
zmMvTw?A|LE?ApiZ{qk((DZY|(R~qxvzZ}|rTBAsyWbygk(<K|@G-cxFT)gw`-*o-E
zb_-6V@6oKjV!4=o|IFtPF1xnWuX^`TQ(5Xyx8+>p`MV>uo(1auE9IRz?e9#BHM{Je
zcUoWgoPT(`@vDOUkFUA@=ik15&F8ge-_Ctyq#MV4qbzr;WkgDXnsGh<velKsbM<mO
zzbdc3t}=N(D@RRgi6(2~Do20*!u>fjo5XD-R4y-QljvCFw}V?ee2H?Y?oP)LQTyq&
zLSo{}!*u6bzF-vPju$qF<ghXeW9_kYjf`KyxcTd<kfWX}9dlZlK4m$uR9v|sC9q~&
zU!~8A&7XEW>#58Au$BMCgUzPuUzguIxoUIgalg_xq4B>Po|LqIi2dClGf}VSvvsG0
z={fHG&nq1E^WG3J=$TQNepy)Udd%$C*Tphr=X*1+F?4!yN9-l*EwPsejhrg8)DB*(
z?w;#=pF4W?zD-`;pIba1%vLT7_W$0O|8hRJ9q0ED!SBj4J4`qtoDZk*s-|ArCn6ve
zI?L;nz%z-v8eU<n9&WlxFSR=&6;l=*GJ5e|(5GM$pFPiHFa5y650Z9_+`*aOH0ImI
z7A4)?-}2<c$=Z60SE~vaOc!ET4py3}b0ecp{IhM*hSgc8C*@z6wtIE3yVv@<tzUMU
z9Jt7$v(Jb<?$Z8;%9-NZRNh{BqVl%7nBC=Yl<10LQ>9P67NsW{FWy~uZF{7}v1XpT
z^ZuIs3_o|WVXjJP*n_zT6;^(c?>}|jvf=8&xiO1Odv09z+~qZI)21tm_g#BmB!25(
z5PD55Hh#zQ#mlxH&c7}2gYTAmPE&c1res(3%*eIby__fA^~1uBhULuqeDuVs8>MSE
z_vNM?EM$~Y7ruJs%p&K2jnB1G7tM^^BoU?@yFoic&-LXE1_ll7teC)h!)cQjX63}#
z9X+V;eDH9!uKVLd7kV_;{n(v-+s{DGCq2C}^3zqD_}sYaTYM#DP152Ug`E~;eyBO<
z-qyS1@ud>OkJEx(s}i>BCZ?x%cBJlDtG_fgX#L;i{gIE#FI?rj{I~1=o8k{I7ya-l
zZGWdNr0-T>rZt7-(fP|C^IpaM-xjz!wd-s524>s$W`7P@_w)N?o>;Tsv9WndQMpC^
z+t%_$%3}64nHPOF$E5H-*^&0(=%(Jcd7PI_&t9~;Uv};Ev&d#GPwSmWL}dRg-(ksn
zc6-i$=R1vk>FjO}{ALezysM@3?!9`EwP?{diE=fGU*huXyMhAObbm^XUn*R_Wu?Qy
z#lerieLFZ`Jg&^>(INMTzjX7&7V#ZQSg?>UBPnOkNfnKW8A8nb3(p>MwSHx1P|&i%
zWB18leLDS36H1dkwiG<y;NZr^^sTvTOM&)<vPAB%C(Y`47wkp*3wvgB9GW8b$>J-g
z1ly&&cqw)5u99v+vFlSm9OMYUdDra*%Zdn#fWm~J*n_F<=@X?mGB#b4-IMTD?$(|O
zGuN;1stRgPnOWOew#ND4o&<B-E1UMb(VUy|QmE+a3f`#?LZlwGoEPQQTKOf@<jAyB
z`YSD(mL=Y_IdQ9#$An={@bw54t3}#gNe?|Zy}a%8_PAW`T~Xkb9NIK-srBuvN1LU7
z7a92O`mp@?#9aoSznWZEyPjqc*x=QhzO&)s#BMz;v-(oMGcV0LxhGZ5diLQ}y3xYN
ztK(lfn%CRzDY<a@!9}B4O5S-qQ=(R8JexQ3U2E;KH6_|fXCsRbe7aEbvdJfvrBmP*
zZ*0xHbDLTxYBzj3=~D6S3x{Ju>OP@{rIyQ@bM?+Il-$EzCS0%d_r0-&V8|9edDX_o
ztZUKPhgv1Wd5hP4N-A0yQ|+`@a`zkdt)ab})4raVk$z-zV050f58LdumDlcw3H`Xi
zR`7&(x~%Qtm2>^p*Blnef3kCR`Od_KwU^>$PAmyl)$aa~a;fCis=cP`RHmsGtvvcT
zCxibmcgI^U{-ay3XT(mmym?c}^+T*s{^IBf4&IKPtGsV7c;&RiG2&n%tBqOD1re3v
zh_;VSN8@B2OOLJN%*~Z@u<*57z!tRT?Y=c<IKQ6q*Eqh>*`rf0j^)^<nMFS%ygX#A
zeugt1QMz%<S@;5fhO+p(MOwmQA_XE|*L3v4<YhXpr8lHnZBovhZJ>MT(h^~w7yRb}
zv#&op#kk+7@vh79sZ$-Lj;&gG&11Ji${m)=_3UwrSEw8D>11Evu#zuJ)l~Ri!1{d}
zOKw2vw$ejWZT}R7aG%?&`!apiR4pa81ECj+ZSVIRD>Lm?^V6Don0HpOUQp7>c@h)O
zoLzBgLc)ooA0GHWS~;y!w0~(`K#1h|ITr$Ax)j4EstD~_)_Fi^mCcT|@sXmo1(BuS
zv)pAHmt4M3!Y%pw(Schk8InrRD|1U`ep+p@??Nv7TJ<A~A}zj8etp-`HBjgK@l&gA
zSqTPyEc;#aw!+cts?Kry$LqWfb~dEUn=zq}qgi~0zTn-ce>0ykGmCeha{Bvd{zVb7
zEef-9zecldm(<Gk`5F@>bs&DzCYh>fM-Fk`J73kk?qkEL$oy9BBu$=l{mI*f+YbKX
z$vk;z;%SNR3*z(5dvsq4eBV@1u<^Ad&w*PvmZZ<k_|+j%(Gi=Iv02gG#b1+G&UNG8
zTQ>1sj}GTteeyEXeX8D;0>`;-#Sg!KV%-zHA}N2dh>F~_scGA{1xg%<GCB9jv^(qd
z%SBu7?>m$7`+hi2`LXk<>WecK*A&Yys7kEVjb%TYIXQ<#{K|wE%$J0tKXkoxGPTl4
zun4L)m7Z~sdD<VX;2Dpbjb=|cyv6Qkp0nMP+J#~t<z}i|Ht{EMhiy@`yJvgo`6T}Z
zxySMp{Wq>nvEtbwBl%KV>g_aFzKB_cSF#S~J#n49%*0P^gPVb-WmBievyF@Hu9PV2
z+Y_<ncEHbS<6DkTmHRScU5s>Rbm+zOggwxHvY=F!r!`HqQ@$XHU$I@+P5y-OFQ?v%
zn^!G~HDaB4rKs=XTIKCg%Bn^Qy>5TE>+5!(l9gh)@j-ZlPIgG#)ZHr{CD}-+%KzqN
zS|<2uf~%Bj^R3cNua1@;D>%6Q)u$Ji^m;SR)3x7i$<SP<wx_AHB1xII(o^*fL)Ra@
zjoF>P*Av|{Wv8@PY+icRbj6|#PQL7JLKRzO_p)+JtgZ?;5xTl3H7+5j)n%D{$m9pz
zlUmou>U7HgR+SWS@^|((;n+XZzoD!(Q_L=?-=yeyRpEo>?X8ZQbK}-5tZ%HAkjp+}
z6`I@oKxyw^ZkIi-rt_Q6@0h%zqcpv#>x9Q6H>RvpYZvUFpcc9E=#`Y!m!|E>Ti7~p
z!lg|1zd<jj85BR5ta2%}v@!QFzf@Tc_l;?9Ehpa)Y?Rp5yz@faX2HN(tsobx3&+B)
zb$<JLpziSZrt9l;R=;{yzxKh6%&VfF&g>PsheE#@90>gS;O48pdYcQRu7_#_^M$_1
znQw7>*}7A0(*2j#gcV$skvk%nyM;@(hk57WLwxLRLS1dY{9>E$tv5{XKX>Rx_mubx
z`+WC0e@u97^5MXgvJIxC4%aPi>{7k8>h-)CZO>0I2%bNGMyfz%SI1M22Lgw)bw0dx
zTY2#I;_hRuZ7;Kn!@Rh{vZ8JmSMo;uiTT9&B{=fnk-2G}8NYvT-`e(tN7Q`#dXHY`
ziJ$$R?|b;AFsd#uB<F*`=E_|c4~ZHXdV7@2^*_1m)>{p^oa?&r@+E85&o@7nA-aEk
zj|@|C%j6qbKaaI6TeCRw_P&ei7iPqrQp%Az;Thh4+)tnX*2@borr52}@!mcEpoMzV
zqR&?g^OEaI_^Y0z2JYDq`~CY<-eODTeFx4oubf~1dy=qGuJ1+dz<K>^n|~H<+T`QS
zEm{1u>2bzct|YM~R$u4MJSCGN;?jDM{mqGwFO&8rmv@DEpYU0A$gEFJ;r}mH_c?({
zKjb5mT#nwBX#LKg5NOzQ(SO?Eck_Sdn%0&q`DJ{snT5kqTd9Lt_49$V%u|ZyWX(L#
zwM?M+`WIpS0}30Pg+m@WT)eROQ-)HD>nHZPMl7>f)g-=`w;exn_i8oo5f<x=@cOWQ
zb|Qt24Ry7z?#;L{A=o%%m-F$MUB3cKW~{!waQD={M=#Ho|N8sYyXoHSei?&#YI-(X
z_{`W(iJXrQjy3kb>^Hmn>3SvY+>@1=dAkCQ3}iLWMIBB!GUcL%<LPU68ZWa(C`>P?
zNSgk7?JX6-*%BE^HCl^pug(gVm%OPReD&XoF4bik7r(#WCGg?Gt1jk{-dP57)gQ`l
zWNuape4Ic3hogJiw!|a>kB}WEQkR7vF31V#`88vjfMJTU%{7UiVYAquez5cCI~aMY
zVUqJvt4-3A{f+aB9AsWk@i}#L%SqV-*Q+jE-sk-8%j1we8`r=17<2s1#DY}sIVDHm
zzt^-;U^r-Y&?!CbU$RbML)}V)%!Va1D{Yv6KQZ#P?(Tekd&f%+y9lQf9tSKIzg*U1
z+;K)h(qjMJuQlz5O0F@Uf9HL8M)Hh%r^Ku$Ry8KM&5o@+96XuB_F6%b`it)cvob!L
zUrUi)Tz~F?)9Kpp@=YbF4ie#ukH0A4zODPRLfm!2vbD9>SEm1zm8dMbX;tuGL3O81
zWNCtgSJth0y9}hVHogy&?U;M$qZohF#lnlPZ&hznd7;ac>r<T95LP8O?c>H7@?V6S
z1WW(!-4J!>I``ZyG1{-g&WoyZUXWvD_g_&p!8iS!_g90bEXOD1&2Y+8&%7=vl90i$
zEz51aRdajZMZb%yw>9erJ3fxuqvG-Z*5+pkbG&^X>+f4~!%IS_)NonfyJJ_58WbNn
zXz;;$>buWvD}6VbZd)DoIr!l8oi<;d#9uLyyInr>%AWf(_FPZ8^K*Y!c2K<ThlFeU
z)XQ3!{iL_v(z$MHZ09MGx6~~m*!NLQ)UJeimgUxs4aN6n<#DWBTc&;Rz(EsdWB$2@
zX6a#14julIQ&m;-u6DI$BJYYF{#GGJie%J|wVhmb?l0e2i5sfz$AsFJ@7S0<L8eCP
zcSuCea#8m)7F+BEJ2@&N?v?Vh?t2}OU+XG(R&Ms(d*5z0Jk!!$VX?L}J@0tmT&E*C
zsY#JntixS6S$wvBh%jPTdQii1a@hs%71c6IoE-0?`?4j}^42ii__p!EQe)n}ljme+
z1jx;B=i70}Kc>(8TPO3;1)Fu3rzSdy)GbWS)e$+IbzSen0mh$ikIiD|Tc$dp!eYD8
z^}q!7&4HI)wwRx@zNfv-LHIB8x|v0njx5jpt#EqV_qi2GDvRV8*Mz6?otd&Osf2gm
zk~Ry!-kCQ-F0P5~R8Y<9-8JLFtXI{4uBj?*37Q=Hd#dT|!Z737t9j)c8WIX4-1$Q;
zJl=HMRQ24l`OT7d41;HH=$OLFAiQn|1E);?c`>aus$H`jGODuT;;-6zwS7-_m@;h|
zYl4?$Q0|fJTZ|_Hj27Ks4)^wLa(y->!hxyF((&ZfTgx>j2TfHwCt<>-F!{&D#fCih
zf@LSCK0d(sYu$obV#~w591`VMeR;v9xhV34W7NWvm*<MEO4)y1jz{uZvDM7aDG7Ve
z>sP!vqRC&?I!CX9wLK-JxI_PEgz)U*pTUo2d+^M43E!Zjetz<o2c71!Ka!?8m#;sP
zX?)(bI&Ox>uAd<ZPkqm8<?t-u*}UhI^|iA0F571jTQ9!0Xly>8$+U9&v~8C+KT5t;
z^^9*De~Mb@?w-86HXqL(&OENYGtlr#?IT^2i2sYN9>@u=lGvFx|NSCP^{$-jC9=2W
zJiqo>z17ug)?698p!`C@XXe?7&bjZ`t#mxF!0z}5h5d8a7Ciobz~4en`}ehpCtfva
zo~T<UEt9N!S=?sxvPMRqXTm<a{?44SX6<3U6`E?j>tZcr)}JbUb2fXr6Z^8hP3LOX
zY_WRt#pG;=Rl)OA+c5F>D;*!aZ@9*I%!toMm)ZGee$O#g(}*RTnV)k-|5n@>owea_
zR->3+UqR<bLm}HY6V4vGQL(XlWAS^hLw8Qxn%Cnp|6s5FYn6A6Cvz5;&5b$s)ugsI
z=VVpcW1ii%)|=Ov9q~)=3AKALc}_=C$LqZ&NoPA2UMoDBdi?CdJ=5G+Ts9`H^jL1{
z@Hs&(c<t2o^^pNS3cDw(DIV@(u~dJ~7yVL!=d!45`y#g0ft6JeOh**N6E_}bF68*O
zef1olmpSYB#3xRaZR5^t5EYGgu9Ww^^zgV%ewBEySWHLf4z~8+`<O2qv9o=$WIgxU
z>$%Jg(U-jD;=a>86${*VnJmBKwZvh@_Du6z=N2b;%jR%0DQm}myd4#Nyvp^|6qa{$
zXZDv~6Zx%V^Cw5O(!ezGjNtVR>twhL&kJ|)$)v=UUpk|}y{n;iNp8cJtLs)Zp7?bs
zUgPtPFs_J$HwC*VMVGM~S+s9yOZY0AT=%%~uhZj;Th$h<GArGecsHT@lc!U<wEL;L
zwTi~qoS4gAwv@TZmWj=3j{C{SXZMni>DrClua4)KRFc=Yl=zkv7;Pz%WyxB*Gym7L
z2~(dHG^(FIc+l?T!qu_&&YZYXd~t>Al0?sya@}<kU)1gjjY&w^QlMWMQ6_ii(Gx=j
z-6CQ6b$5PloxY&;;emyDjQ0F&*+J$SM|;;ccc$%_Eut$TZlT<=L-4|*zrwSsww+FN
z-WRil=cef+@5385&JJBABevS_(!rYyN0f3M3OFx2PPx|LRInmQn)&-L!Ly8=K_}WD
zn0g&pl;M#(SE9ew<mguISs5C(hgt7U%@BO<mnLQqxa5x%d)~&KTs?)iFAM*Uy0~r0
z!<QF#UA=JNYiOJ5ZR0S%c!><NvxjzjMeTd!T9~{$?{CyaW$yFROZS+l9X#v3XqMhR
zzTfjqKD|qfIIt^q!R3dy+Yb2U8qZmD&ver4q-crHe`M84&zy;^f0v~a=`i8G*+Q>k
z71zS0six{`X1Up7!MQz3jAs`gX?oVNEoq-nnXu8EZ%h*}dT5kO9LP1Rp0lgm^T?@9
zb$d0PRGhw-Dlc`K(~}b)t^IU<b4Nt=j(aaSwRcQjet+h+)~kChw*+ny^hveN(vF#t
zZTbG?jtlv6M?H9!O4`ks^Z1zJilsk{_-szyTHVWBd*q}s@7-gLIvbsMJXtRuQ+z3F
zDqPNXP~f4(l*Tt<JJJi^6u#KO-4;>vvRiw*d*hd+y>5)A-5YngAGDjMc5ElRqU{##
zk338w4Ayh)c%2rg8m)5-Q0vPUka;E*H{*VeaLTM*ZP$bIMIuhS8u~c?|E=-1_gS8G
z!;F3GYZt9G)nPntBxtQADVZO!An&QJ?)jyAH1cme^b|d{sA5B`xyS*h{MJVoGQRxC
zk6ZYG>AgP}>vio`?$D~u_cd<GzIu55-_spSZ=BUWtd*2_N|VKWkD2Q1xGj2VxqC|1
zDa1-{;gq~&%D?+|`CY?y!8OfmQ<ii_PkHq!F8<219UI?si<sm&IcODzn*IHMHkmi>
zVTFpETe@0>?l0qxpl$OP=&jycA<kyQ`C!R<#vhs4^~TdbDclX2$Mm8g*89W3Z#-Gg
z8Mc;&uij^UyHMyvqJPrF>05r}@4T13EZb$H?n=1^*Xw*s*>xVDYgm_i+os~6(z^W8
z7inp+oQixK8D3t0&(qAu_gQsHcWf!chN?sdF1^l;jLv^v9GY^F{gd!Jr{rplpKq3(
z&T5&TlQg57F*q!4jj!2)9p&nA@rT)b`}Y0btA59E?auSkMhh)Pf81NYOy<q&atrr5
zqq`j3JUvEVz4i;b?s|5x<IK9JPVc3q&u&PV<S6nzDcNM_%nmW%y;J?aDzVMUEM|B3
zU9dXuL+UB^L&p@FS9CeMXutSzGe0Fcq{yT3(D#BZ&)Qz_M6ABvnR#`k)^1+rm7UKs
z^``9c^a(xo+H&3QMUD^Ko?MMh<<Z}}bcN>cBc3PA^5X)NZYoD<3N`Y73(*Przf_^O
zFfg2XgGt<NB@Mp-ahJ)xA0H<l5qgu?{O?dhujcQG!mm$<#vK#$<X2xd>2O8CvKRjr
zI9nR|_nW+!YbsI^udwo&yjT9|gU1~5x89n5q%_ZYW2eQ&LN))jM<+E-;a+=Gbyf1m
z?wD4Ge7<iJr#*OXJZt@B$K{-Bsy?6Ud(`Q>w#fcx!_g%-f^6lCuNEuZ@y~5s)iV29
zhR#06?OGo$1hL+DHY07>n`<h0`n}Pj2cG(wuQFM@;P2Dl0kfvv*;{zy)!8OJ*H?iW
zR$&vCmltl)G+*{*%gyOVcV+kNmtP!H`sTj-%sdnRy(gkyzLePGyz`!`uj`J0m@RwT
zO4qa;zdG-jb>1)U`VHNZc3;`k?;P^3w<_2F^{)T-+h3al)CKu&32oH+puB5Vk@u1G
zpUb|V3}KNwJxTJ~H0D!xCP=HcJ=aY+cd$@$Pn?*&uEAoycP=%d!OSZ!Nve64y<2_3
z_*h`_@6P;H>@RL>cRGGP%@`Z37QW#?K+ds<8Og6wLo-TVePw-obk^(Fy>3y{b5bsg
z+kWa3>L`CA(0!+;XzC%?<!@yCy!Rx1I^LsxZ&P60_BJ2&Dj|lFjE1kbWRj+KeXcOz
z?Mjg`-my>jMm6iD2U{Pfn|#u>*f#ZwNN-{N4awC9lqH<`c@})%YjtFicw)>_HaR7y
z`)?!OyKR~`{px$3)wAxezqnY?u;@;?g!Bt-^=prUZ5&US+&-74lrmwNobnqruYeEi
zmtPgAD8#8w{NJK#^HJ{A)gQgCJV$<2Ew-_}7_q5X@KK5c_v6||zTdy@o?N0h@6=Lr
zMNv;>?oCzCcps>*i*nL3P?q`q{DSlbu?Fj`t5*#e!mU((?XP&^qCfZ4vyX|3_gEfr
zV%CgXI^mrWzvAzeqBHleo-F8FS>-Uht9HS<JJ;5++~M0?mo-;$vO1To=q!t_6#~XB
z5-Bq#GV44#rJQr1Du0%x?Z+(-xB@$xu9;n#qGLA6=+T!0GnOs(*s;UoMDaz2HCDy0
zJq4;EhyM2*cK*9kF7*lH+1N!2TfZtLo=9BC*xo7~u~>G(+qX*_w=-3$#W5{0GA*$R
z^LAM{|HuoM4n9-<wP(3m&62~{WK?ZFEOqJaS=ZYE>3vh1CxpzD>-*!t_v-Lgr^fZm
zH*(qRzx->pzpJoY$*P{EWm#UQ-S0(o?y77wS+?Z#{E&4HU3>xk+oo@1DD98lxck-@
zWx3ZE`vo@dY1kz`zd6b0dS^xdxu?4pvq^h|TCWzA{<-S#wcUrOoUPqvy0NXwy)$i>
z(YCMRYu2iU#~$pxHc|X+@3m5kyH|t5rk%?>@3yZlJ>yEG{I41g@%KR*&3uPqH?cT<
z`=q$5I89%^;B{KL(&sM%_y0w1;$gjKx9~)}$lkRpG#XAu8LX{HS>oE_C^EaOOr-j-
z>1<=6jp;rn-!E=Sae4D%p})e?d%VWqrY5n!)4$SJZ^OH`)vDU-d!a(>SDw_bXQpmH
zl-WJyW^&(=#g}iDT}*eGT~(?0L4Qu@iP9DAxoa50!b1`_pS>WSrnYx&a)k12owB=g
z-Q9OwG+lATiBmr!rt@F?{+JBkn-^m;B0ri=?Ow8Zy*|&PhlX#1kFm<~UA0>pp)Vql
zXLmB(mT$9|rmyo|nSBAX53iFm7cTE!SGnfT8GYl(pOy9N|7d_!)c&<Od?oT|t^1U3
zwazJr&S~m>xqV~ujh@4aoYN&t=L(D2M|%9e@$vwl^vaiUZ;tI+7LnZ1^XtN5_O1=Q
z(m$(i?b`Uf{8s%}ulFU};&Rt~$h6&4l<_Ny+3W`Q_W9ajm!GxGd-b6@gSFP|<loC#
zTNNCQzV6FdvLh@<b*GQi-5X`5`ERt@8(s$Rg@#=VTED)~Q8ss~%%fJ5H(zza^45H{
zJ<=A-d`jAMK|s&08<(;)9xrOmS>knVw|}tRk}ka`6U_^XT^9ZmQQZ8^f6AS;Mm*tM
ztlCSD6u<2DS(nUzNYMCBL7{>0=Ad=?+;Mxhe7xmh_}y22vq7A3T8s6zMbkI=ACSxH
ziuL-nNP3T0?F-%}_7Gdi!$NoGta@4yEy=h>tD+;xlxe=H)C5*R*FCpw_eAO)<7+=K
z`{{=pD@9{8W6FI_PZ9ray`*Nzo~5TZsNG$qzQd76#kiTV=8W&&g)6`I*D!3c{8T$9
zxGlWs(mp=1d$F;(JexA@H;47QpEuiHuv2lb*QE~)*Oa?AAD(w4>-6>Z3XxKoQywPk
zUIne)r6}#G%;XUvn$IuXwE4Kw>^G@F_NwnWGPX4Lho3z6+ipt4S$zqmYfpP7EtFvH
zJ|WTcUHCxmoxhp?MD8$4zhz$V^;(2><GBKJZatQMyNvnED__<=Ju$(saMhQWS?<r4
zW(Li=ww)t7=fUf8))-d#@^3S2CmFTYDPL2(BXRfmxAHA*$HI$j+PtjRm+trel(gJc
zFLSneSj86J`FShmPFUmoo1J%M@Zk-o<+kYNTChAZvA#Y1)?KERE8gC?vF^)j^=TTj
ze@M)nsx!6bmcaWzSM@H1eBONGR@pPjrmUxbey9Ap<eQQlCBE<01)<%|D!m^yRyRvk
zSX(S*HeD|u7G2r8AtqjCYwyN$>*vpOIF}N)VaFczhur5h`JM*|c4Y1hewXfhM?UgE
zRL1%DH%s0soqXzOTQ>FAXYJbtx7i$&6iX`Y4xD7%Jb#5CqloFAl4vf*i+ROYJW6b>
zPC2dA_lQXfI4aeAwt2&~(y-=a)tlS16}m5M=axIDX>YRXxz#SgxQV;#cON~KXcF7A
z<fiHBW4S!3E8NpL6W^!Jc@%p*<>D>-e#tEc^K_M4lh_1QZ#P`|eycxEMC=|@!|lhX
z3lA|q*~O?j(d(nUO0COHzR66TTE|v|w9mPBD{~s7_-eCdcMnT?UjKPQ#^LyC?<tyh
zS&u*XESqq!H8uC%L(wN2-u(V{Bk4|I=p_ENIw|a7d<ltDSt9~c1x=?{UfnJG?COrU
zdi7avud<5=+?>I^!r}~*mV?{M>WB@_GgeEx$IQ8TdFCrGm2Z#iIXA!GSzq_g;ncA`
z++`b{O6cx7UTZbA`n&fGllZyogRT^n-w%^}R-ibg^#{YLgML3!64fg<t(bp-^Y(_G
z7Ezm@Has#iHg+a{0Tv%0&iX37Kkas))A!)TGo>Rgp5e{VFb}mUc<^{Xr$0+*e$S#*
zi;HpVgL=yX?zHf2aGJ#z<#?7mshQiX`Ee%?^MUI1)+=UKn9kDvsKUa2qBh0<q1+}u
z13#IJ&yO6e4Q6vSeg1eP&)j}nW|-g(n`6<g9=C!G5;h;K%a?m|Kl@0~i#nT$cPe((
z^X}(jv6->+&|4AC_BE|cH!||xuH19>^jh0J>v!+k+8$mOKYsyJu2yR5|0`Rc|IvH>
z)V4kKmE@gS$y^?1w}ifSb6D~6C=Xw4)s^g={-E^7Uf-^5Kew*;x&EGO$4uYd(YNcC
zSyv^`r_^xSx_u4vxv26BtCuF^{+Ek-66{*cB;UYV`f&0OO}5Un23JIQ4W2{_$|bFu
zy34lN>++->b0$j6k5dt8F6wKZaQ(QSlZL78fiD&l-{rS7wR5zTG2IqV*mk3Fn(4EN
zs<rJ~IxnrPI~~vc?cJS;4l&2;zIA@t9JtA-$LIy))I-e`h95PKZ_fPWbxXN!)%~VV
zr<7A;;&!iSFZ58BxGc%kP_n=Nvyi^hG1Y*lY-0N6TPj~pID6W+$}ly&zT)I;_ODjg
zk9zOPc&fnQ5w%AA?V0M<(xWp@w;%oLVd>{4mbNKbjPI$_AK8*uxk*RT?uQ0HklvGE
zqgrlorA6S|4lldTM`nAfYV8X?mFoYD>OXvp&s**ai<0!&-gO)kuWsIQ;LsXZJGRzq
z{hQjh&)>J$|NHm3{T^S$dCFg9cfaZ~PG|_ax_fC<Y^FN<-Xk{`YMr}z$!43y>KSJ0
z=WHJqC@V)7t8U=BmUTV!LO??3UYqK>uUWIZXDM3rwLHEnF0y;)!xas`ruQGVEz|y@
z&T-Hoi@QST#F-fkK_8=R7S2=N?tSFofzl@j9z<t-uzHZ?wm8hI|BqFdX5*~Jt&65>
zJp5yStRZ5PwNrHT{B3)4w@17U+%#)?*wwY7Tc%%Y?`@E&ne}pm`o?`tOMge_9G)J_
zsCpzheXC{0Bf-tS#_Ef2n!KA*b?wXJ<OPW`ze2v2@$8hd^T`O?xh((vrarMt+|M3&
zu;2Z-Zn?XE4b$|^FW;ncFbfGR(yHPv`f})ji&d)DyGa*xrzSW@EN<NveE+a$^D*(#
z;P;1KaK<{+{_WZ5bm}5UxP@Tyndpz}15|#*zn^sKzuBYH-&-x$z1r<K#d>}thn>W&
z?tL2Eet}a<_Bh#;Xs5GE@vpD(5ZbQMwl#W}7u&st&4)teGG?9J;dbYOsDxEV>wCUZ
z<IIa4Gx!$tKL7VvtMP~RQf_yPPrPSD_?da{-g@>^cJC6+w9kk87+K<8^IU&9TdrE;
zYO~E#hsEvsY>#KZ>T_n`d3|VSaTe41nA@kTlQXpV&s|R2`?RzD)0?v6t(i(!o?MiR
zH>!V->OSYa?`zGD-o)pe!fI>Ys5BRPMbE!hTNUx7`?g_cr}yMr+F^TNslHff7$@@D
z(Ocov&$g5H^CARS-QnRnT+FH;`6|@yl<4DxYtpWZ<m42W8(-y?U&`hiY0}QV^`BMT
zgXM=z`t*f3E<C%witYZ>Usu)~?6&`MC@f7ceY#|awC=U;lk*I@ujn|=aD1$Hdb!K;
zdlJ!`3$vRoX6%XAu`c+NU^Qpngc~2OL`xM;XL|L>SZ2zt!p;ka-uP(De(!zAx=SUz
z`|cawX$Je*`TfstkT&`7=;fr+-E-d<+&a&-r#|5Q&(B|fU(QOO?YcWqC3@RT#w&6=
z{5%(Q37<P*yD8niP_}rF!r7TwK6T|EE+4iywp#e=xv;|Q2f{j^68obc3MuUg;@e=p
z`#W<bTg9=k1B#p0<u`qaDmV}pyuyw58w<y`=grIFIw$D{o)=$!G1_Rt{MRQZPi-`n
zTCZ`)TJQHsKUIOR>o^ooSwGpjYEgN>gTSBrW-nEL`>`NCZtW}C=LHoE^5vg0R)28V
zI&Zn&PFL%7%W@dQ!o>owJfFvBWuE=Da&0F264Qt43py)ZQ$_Tzu+6^TpLAW{dX4zr
zZ(m=F_di=={?A6=#C31#sq4bt-yanvTHk)}WSS{(z5D)s_IJ~lte)4rRxFcm(IUb3
z=U&-Lo|k^dA<Abx{lqL5nWKF<>&#@|tS<cGChq?G^!HN}Yr>x#xVmEf`eOg(%1$}A
zimlA=f5{0gnjm}ilfe1nscY_3I$mpx{M*ZBkiSP#mU$+l?bqEIvai(mEl%col{HRN
zxULt#+4u9;SDmu`6W6C??KJy(OT<^+WdetILB_`C$JT{e7YMSLT=JHlSu-PkR_~T=
ze=cRoz1+3`$<GJ7+j!Sb)7W^bU1O8%$*BF;4K!XF2Za4)oZ@kyH{rTK^ke-gdt=HE
zTKoK1`dP?ssoj&7!Ugrmql>>+i%Q4oe(MmQYxgcIL@)o1cK?E}(JS^<elXB~&3egv
za-!0?@STq?YPZS9AIm6mj!u`lZtwKvgwpyqKX{DXHFZ{%&X7>Ep7LbD)+-;+Tv=1c
zxLc}3%sS-?>${`z-FF-N17x0bxL)48_PU4JvEsO;iz9{p>B{o1kFNbC=WZGIIx@nq
zd!Ca1*|O%s!_C{(h26r=UATDWMjP{r?;b@L)Gr-9c*Y<|E|b$E)OyX8rs>l|Z6=g(
z7PQ&CX8J5O=e^gpQ@>XI+ID-_%Gk*_3)bCjoFz4-__M;Nu0t1At1MraEq&_uxA3!p
zMjPIq{%EG5U3SI0wp`RNEG$^hGqQJ|#qXW!`<f-zl^(x)a8lgUZwx_S4(?o(Z_ae`
zuJWuIX32(%k@+@Evicc|0#`ImE;*K`^8T-Rb6#xC0o$9Aj<LcOc7E187rtowo-*=a
z&si0Az5mGai{3xabVqyKE5GzAKr?K@W3jNbS+<V(*UuOo^|^178~onIHP=)B<<=9+
zgrv8A&|8|}CcH6Gs+jd?K;ylW5?|GBHZL)&z5K=X@=D1nuWJAB4QsYvf7!?Py?X2N
z7hAu4T5H?4OU-Jhc<HC}rNYuTVuXCd_KAtln!e|Kqx-wCZP9nMKF|KW_p9oJ33-#{
zGhNFR7tLpFHb1-P3={KS_J;G5<C<%mElX-8Ijv>RM6qaWOEcQO;K9AHre^)vi@F>a
ztY!%=?V6I;7;wsS^7089tK%HAZ&<2L%Uhq&d`~?h{`phkGnc*;n{vGro|3m<YbRUv
zspPGmx8hHiaZTFBY3ut;B;@R6p}v+UYyTg;^yig`%#GRqvjg&Sdha>r_Vn9tXnf3*
z^P+-DI_lZZ<$KTkxZL)b#Xw*0o*u&nsn4^d&Hh?%R*B`6wtV*gkly3_ji;6DO=T|M
zjVelv@6G?{B>p^a%8d=CCE-sFCjYu`%w7EUeEh!;{vSV{|Nq<j%}jUok0A$k6*Ng~
z|MZ}>Z1$G_*Qfti`u}sf{zE}Ij#vd|eVcz@>uY}I|9|*#Kg)UkKi<#gu42B}{Ka9~
zjqUmtdEYGle~thD@?+DV*Y@7oOwq=P`&Y?-YP>5e)hoX(;?t95I^Q>Z7VJEjtAFFz
zfz4?(JdSsyk8!4Yg~ZI~xh&#k@$&e}4<F_xREQTC__l}tIry~s@9fQT{f~7|Z{fE4
zGD-Q_p%dyG3dJPZ>Zg`Oh%!w!D>1zpb~@<tHKmDlUm0#FyZ(*e)4L-6b#upD^8miH
ziM1chdp<wXaJ|cZGRnhxT}nZF>f3ddEb8Ai%FLA>9azYEcJf_WHJ!QLcR#Zw@CEPO
zJHw+uA@#*0^9Pq^h?KguDP-<ceDdv}a_?7B_J2Q*ie6iO;K#gAirw6Ym&9LLw42l7
zV3)|@Jsp|Fm1$ec?N;uvZu@=k3QLjCfzUWzlen$*KUzPpt(dE2E0bJ!z_jCrnmrqX
zyR1~8&12IU_j|oF?kr%MQ!K^!CuND<t9XNE@qWLP%0BH+1g+zL3tqT<LHGDN=jaFP
z*S%l)aL1PA6Oy0L$`*h8eMw337WMVgKC_?1uWYY~`0_`5%i-Pt>m~a$+ac)x;Vp-a
zECtk#MhmSJ^{e|U8og<O$r;{EFXz6PXE!5aN@XM*f}<xtEdEi{`F&-%iD<iv4%2z(
z2^*87x0c25T1qdP&@(M7WTNP&!rL|lckb8OeH6Z|SN88%?A{%UX%$&ae*2DAU+>Xz
zkn!!@H<g9G@8P_663cA2y%)2d7k^HC<-r$+S?rbw&$mBvaqnd=U+;s8<=>7;_4s~0
zlxQ8xWS05wU0nC(jZSsny!F|F%jWX)#q&QjX4%J?zQr&3{EB&gm6{DDe^%Yq<mUJ<
zpMC1r?;Eq~|2#b{|4-zj-SmB;5pw(g{Pb4Y`2R%AhKX$3VzX-ge0qDjUdaAm|NoyK
zPyhe(sek{UQ_E-iZ`r}`94B8lrTw4%tS$ehsr^lDV*R{s;p^EcT(h6dj{BE7NmN{5
zZ|0Nue?sT^&FuEqNC^Mbyw|YuMhI7b{J-DKKm5N{KlnR)QtkfaKRfFlPwc5E-1O(=
z?_T}-|I32kTiyPrBy4wCKmUVy$*CV3KTZr4c)qJf{IGm|p3H{1+Fd+xkL23_6hBtz
zK7L%+<)Od*HG8&8-onfe%4f&ha7|x-Q{XlKHZ|XUZto(5|2=#jp&a+)czj|}XKsVD
z_WtKj7A+EYvr5}D_22&gj{mw|h(<;o+wT~lb}u1k|8k{sH|7W`AN6nf_m}UOx$OU&
zos%oS-?iOaKViBgzx%RmssAf3*{@!>=DXP@`>54x+kPLupKp3crGER>57xbZE?)g$
z@a%rA>7CHOd8;30{@H!?x&HdL{rj{!S+-8!b%_5~u;F9AQ?rlT?_Sg?U>eG|-17g2
zzj|`D|Flh{<=!1Qc-GkNt9tm!z0>B0{d=&*I{RCB%CGezCwvXpMf9d_&?(R7v)XuL
z;f*}SdlQ7!r%gXJ`+rAwZOYuNr(IWlcJZC~XV0f8*KoKt>+;TZ9={L7Up$^QAy;Ak
zmuE?)C(HycEw)-NIb(}s@wV;Nz134L+<KK{dO%?H!~aoh+UnysN-3TDZa*bv&Vle(
zNnFco)qfQHdiY3W-*LTV4`&oFlJDzQ4=OVJ;}Ux3!ki!7($2gWGTu#M%}d&|*mTbW
zCwUbsLxsGKPsiNE^&j0^uutM?viC0w;g~A%)<c&KKdMF?o^3C<X-AXkp4Y<se|{$L
zI<Pq25;b7%2p4{rz?;w#wut|lK+MHON9K#Iy=Y&%<JpwbjrPj3YNrIemJi>OwzXtV
zM(^v3oc_P|&3AZ~c$u?8uI}B570>^0E}Z9RweXtljO<zeZzt`n4;Fx+|Hm~tt{3Dz
zK6vaacUm9+^E95^lZLwr^4`__O!5);I%5$PbX{6e`^AjgS3a!ne)`O;Tt~cqcZ6Qu
zuL!-m`4?U&mNl)|cS|_Wme(fn=H-d9JI~g#H;60OC~Oyv+H?45p>*7o_j{}=%@>Bo
z+?}H{V~^DBth61bJ1z7KwhET_hkNXQA8*%JZD*ll+rt03R`{I3++*_|-l_ex_<uOh
z<6~38j^zI{lVASlZvV_Xx4UgZ|7NUtv}5AC+wvujN8Mk9f4|2fR&P?XckZG0rcdv`
z$ot6lr{?ps^ts<S_I_D6*ZxiKy#D)btM0LMWdHYEcI9Vb|Bv&#J|AZ;-CHF-O)kGG
zx;|Orw`}>P_$Rk^fB3oHeG%8ZnHu5px)VO!EdGB{;c;K|zp}t0u4PB$=QY|(|FkOo
zyXK6{($G57wBPyCukJ4>IQ3k%TRvRp>GpS*Wm$vjvU6@~Pxutwyi$GM(_4QQC(ae#
zQ6&2R#c}V)f1asXYvw;(um1GycdimS&HVjRFKZS{+}B+9Nm}&oZI4&GKfV8^USDE=
z!Sl?!J+}pq>~*jB;q{+8X75D#_~U$E_y4Y&{Mq{2zhetI_6IudHGT8%<M)-{-(J`o
zIsIPO0cpFI{l6_=9^ZCVo%6@Vx3hO_+jD38{@Cn}&40o#OYL5F-#<HN(*Ji+kLRA)
zBmA~Jk|qDlj`FuU_Pai;J-N^F)9zK1k`KuJ%CDMqKX>z9>CO+o3s&tjo^apy-u+qs
zKe|=!)BP{~IpmQ4J5S5jf@3dyr61Y<TQKRNa+Ut$f48Tek*T*;-TeC3-zjI*e!gFq
za&K+>|N3B~*~<U@yq;aCzdZRv+vcBhwZELZU8g?b{gjiPx?kpK&Z}UZvbS`9c>Lw~
zbE-v?z8-s2x&6(S55GU&t-RU(KL5w>&0epT@b27I7v}l)iM;#gRBzeun*(f*$Q|)a
z;VSt#ac$|!(0|IcSL`M3o#Dv;lv}-LRp;-MY#x6rueL_(3%Va&d|dLZ*1_vXU)?O*
zlDJjp<C<sNMQ#5c{x2){|HJ=DkN&eSEA~#owFeuta~iw{+tAd^*buA=!nHIpQ!r2f
zvmvKAg;W-#D(D9!rl*3=XbMOyO3f=#Ff=y=nGggL@=Z<2OmxbxP>5DAP%u!iG&4{z
zH8D_#1<3{Fmn4>?Dj0y-sm1xFMaikf3Sfgd^<67U+=IdL5CKkocLN1OOC!)RQXrE#
zIrZHQK?0y7r(gm`AOX-0a+rWINC32P94r7j-HDS^-z`6{1ZoYZz8lz7n0rC8AXAM&
zjs@%C)OQ1!Y7AEaH6)-YKRGzHq*x(ZK|jF7O+h~-wW35pAAInX6O?v_(w<=da_UF;
zCuOB3BkYa<*=+*13T!f%(09(yD@n~ODONDF1n+wfg6v~Q+9z+08WB#u3i^KeMY)MN
zpwLWCR4~NQVS!JFvm;0cr@oIfBtCq+pmex`fu04(OkW=b(1v_Y{a{ChlA=;@gk!bG
zl1zIHp|+TSXabg)f&vXG9b$OjK+n*~(A3NlJrqnq=?7V3VsR=sJ?J|YWhUn6I_2l2
z_=bR7;F4OLoSK)Cm{$Ul2gS3Yr71YEfn!tOH7_|oB{MHwLEkeaHLoPIq*B)dq%RnD
z1{o-CfYWwJerR51a(+sxf}y1;EOqLGq!qwv5yOojTZnR_v!_dNWpPPru4i6aJ~T<|
z`xm987J(e50dtrpFBd1Leo$(9W^qYTrGkcIN`6u*L@>CtpdcqT7nE&5ZiS{kPnVE<
zcTX4J!~%rxKz?%xholNnh=9VUD6^m>zX;?lSRT`dd*9j91*8n*O(T$A5Ci64PW^Cj
zfe@`=4vt9!1tW8FJqu$a17n3)1!FS>6JrH)BO^USGjmIG1rrN}Xax&nV?6@{a|=U-
zSOqhXfT^jOo}sCcv5A72p@E)-v89EH0z%9HiERwmYJj8`VIwFlA$S%RmU@O}28L!x
zY7sVo)EdK8AnZff5vyQntPrhWYG9xc3rZ=VAVuU`Q&2!5#jPVKk(DS|8kp)CnH!sc
z)4p?Jfk$d)dPa$YxuL0^g^>ZM4Cd4a1vn_4j0_F+EDcQz%s`>)mXnxXtY8QZVNh^8
zLCRWPGb3|7OCw7&O9fqHb2B{?GZPCF1tS9k0|i3^Ljye{Q)5d*kn13&p<8B7s*wUH
zYk<l;aH8}}%uQ9m$P}I>i8-0cj(O=h&~iJtBsDio!O+-T&&a?W>QF>XgPaUWBN%BM
zln;=?fzW9lrqJ>i6q<<BJYpxF&ucc|IrhGiOMbUA>(UE(LQbz7rdqt|KlY8m#4vV=
z;35IOJ%5{eXKe9ksEdDd{#f6sU8{P(3GChNX!c^^Wj9Ni_LH71()YFswzEu`R;OBZ
zdf!$hu9IhNs@`N@=2be+xTwFty2||UyG3o%b{#LyYL?u(llVQ<ta0|qTk>x%R&=-q
zHXPEk*t_N1*0+L6UbnAn-O09p?|d%)$nzXQp-0T+%IvL+b5(a;yA$}N(1P{J^#ZO&
zx4*m3TfDw@^8K~IFNQA1KdS19c?B){a^TCEFCHa5Gqo12QL>6(aq89fo%v^%tbW*O
zr~Zw%O~r2GjEy_Qv?HI)dO20YJ3?n?$+1T>tv#;s?RfU-^y#c^m8VYbH1N75f3{%e
zJhL5ZZ}63!jG7mpe{O~`xc-KP8B$6Fg(x@%j4VyTYQP*rOH;Hu-U(hr`XrX*>jtH!
zm*ylEff64mdNGPfP{kAkNm^tUk)VnSoDLBQ2_yM{YyrC$+&a+5?Z&}VM1tx?u(yI?
zH3V@*q^Yr?9w@FrjRkP=2rB)|EKC(*6-*5kq7}>x5oMwQC|pd;K%}XWi9)P`xv_$|
zrGk;EnSzA@s1!9a1Qm=>460`g6ikdw6pYP{A!3F`SW7LC+mV7BR%%(8>6wBO0&<B3
z6@sLV5(OheBZwMYC6%R#g07*3k%FP2p_!hkf~BE_o+%{xfXXvS$pmsJIOsq^kdg^K
zE#fGdEX_ggLnI`Svv8D1pk#;SM?xi%8K^3Nw##6-t71;<#JgE71_G_`KZ_La+#B(y
ze7AzrMxBa_@>#zbX7%JPI41D8HUIvMjbc&(KP`&Wj!j;$YJRq=F3bD0N4!xlmI|>w
z&oq=-c-T=(?5KjucI%(!^3i9R((|s}d=#;|F3FWqpvIzfTUzVo$uq2K5)RH5%vd7z
z;7h1!-)z^{`7(i#9FdVt2kw<tWq!@JR${qVwyyQ^(%AFoK8JtYnbmTm*yZ*I&j)Lw
z`<8_=Z&E5*-ty>~-^qZ^`d_UvvFG2f{dl!=HQ!+i9rLbY|IA04in_|WzP3*V1w)^O
z%(N3qbrHRIHGjkTu6lL(?q%j#{=uJ4RU5yW9sBqBq&K=Jw){Om?YE#<d{3d}&(j|n
zb1!<d9{>B&Gk@LNpNzt#6WPEe3@n@wr4Tq2!J%$s0V%1#979VpP;CTeqvvqv{L-S#
z)FQvs@_=C6O*J!cnt>!F^2#AIP!$DEb%^AHUJik6A<~tDrX(^0wL!ohBdH{^G*mD%
zFwirwG&eH?g)68kMv6#~p-3SCEg~$8jr2@G&0bJ8L=+RI=7xGk7M2F!HVi0Ff*Ll)
z1_pXYmPU{)3n?zZxfhh_VeJ}2BSSq?aFa+u*Ua2f&&<NyRKd*1NYB*N!qig1(7?z*
z&(hM&z!Ky_l*SFX<q!5X$UI0Pf|-<X6eEU426|=&rY4{c1t(I|9prTE#R)j|AcY6P
z;sjL0V<}EfXB{!%asB>}OLuv<V!ztl$QFm$W)ocHP3H0!<fxjOY%84O`fp#|661ho
zUiO!9Cxb4PoS!QqHi>_6M8BAu;?9GvYuglgEI2(k$?QldTmE6w%&bWkh5L2Ip8NH6
zg@`(Qdbz0ER9Z%Er__f&mG^Cn1&f*vFMTQdef2eai^W?eOxnfPx45`!>95{%9G(+o
zt=~O5l;^&DXKGEZlp_C}qj@tP?Z`NFA;3~`Wl(w6im39erb++1rw5w$yqPUEe{QOt
zweRQYw}Jy%s!k|vojA+kspf^19bZIV%B*@*_jCU5wKHc-GuwE|GV8O$)7mZh<=q;e
zY=7U3V?Pv@d`IUH(;<OB-&>Eo?%Q%H?&*8|D!J}^xJnUF;DH0%$lL_12Fx+EG{f1J
z!HjxPT%xyTz%?mFtr;^=wE|9dcuEmaeGPUo;j(V<lp>%u0oY@tl_ExXOA(NvNFg!e
zOA%1&K?)B-rHDE9M#-epdCdj_uHS1~r@vG>^h_{9VM&XMP`6#kEq;b-kBMCydp19K
zpPd$<bam3ib8{unn?ByK>ikwY8E*SGD$)gO<hN`x@GsYHEG>{OQBYdO_R{RodYNe9
zmVG-S)7X>O{?^psI(Eoke(v1Z8}C*u<BMzha93+X^S+ID%db}Cy*u{j5XUV;xhbl_
z7k*EUi~fAA?|_re?dzwGvu}S>d)D}Iw&4M#6vw<LOA^f1vfO?p&BFS9b;{AJ>x~%J
z{ySQ{>Q&Xx%TZ_gYR#Uz$0;rK2y`h?T{Xd_Ph`2v^r?^DG>H^;&7Js&N7Hx0q>he1
zIdkRh=56zzaqRpR<K=oxo)-iKO@%o-pO}hWX+6?%<gnVLiA$6UKNl<7mwY_TdGw2e
z(p|%DPZe*?sp&t<7&q<tcl#@^4V(J=YrkebbUv84Hd)HV=H8^4XQH;gv(MpJvk6?b
zV76kw!48flV`C$*8ZgJu(j2`NlS$mE_d)JXpb8U5bVEl6jLg8p1;M_F#n}pmmge9V
z4@et4LxM*mK_ZZ{2Ri-;5(v*sDalYU29=ha`tUO|&7n;mP}L6eWyPGgbIW5y!oUBo
zudn&<XIvR1mn_t)X{V{SY{tFG>U+Q6`@Cd^oc3PL2!W*<-@1~*t(q1!C@67hL^x<_
zEofTMu;u4m<MN2MOzWrTPCcsKU!!{Z-J7|)cN;&SSN+~{{^$Sy<eLvB7)bE2QHv_z
zXXBADNI5a#cHZt>mga*muJg#*{Mhw+UGc_N#?MS{&z$N@*qR@5#pJ{>Jlb2p!}eI|
zz*n)hh;7_|cS`cKX(x!a9Za~vzS)3>?Xca9)<gq|ZwGaFnh$Q^PfL{GX{$BhKAd3i
z=I~dsv<C+o|6V<0GXMRJ!XHl-y-_y4%y(#iXysJ)Y^mM5cIlPu*C_t-Wao>X!ygR&
z&9=t9*jEtko&7vV+xpstH%-N*Wo4@3^CPzJUbS}d<-TwI=38`5=&aAoS$HF@wD$9+
zIg8VyZmltAmA5xrziG|8H4Dpk-aEw5%*MOvU*&JU1ZN|@D|MR-p6fn-oG-E0^V9o_
zp0m?)ZLfGdR)5E>bI#5vB}e9GMtOy5o^?PuqqVVNqW#O0^)|xYtIyx4-L;_NVTrxo
zP1o87E3&ip-nVC!sy9%WdhP0^f^~1@?x$pYe*8i<L0)IuvyJN}{CQ!J_o{yS>$BeV
zpAsJ!H9Nj-&5V9HTmIqnM_c!4l-}o*@Q=Q2ePF(2#N{m|$1i?QPd&JrpJmCBx3*;q
ze`kwI?0dMm#?pTKs(qFJKN^2HcyPr#>$Kl%*PfVmDeA=;`;FBL)C<DxOfB!KU2h7A
zxXQ3xdT*A0#wo^%2_YqO@_siK{?3!yocZtDCh6ljOs74Uo_%oS?}c0Mwac8_b^BPC
zpPwghrT6b`$C>BL@*3AW{g;l-PyBV(%BS+~&GXNn9>{0E{;g}SXhP_fzB{E~zIb0Y
ze&BJwv~}A()@?z>%Ti~!AKE=J^7-x7{(##Zhu?h;-oERfb7L<1?{6s{Ro>EdZxfzB
ze9c;&cVDu;|7PuOcPHoK=xX=phaG3z&zS1Fv2aJlyAM8pDkJS|{*^sE_xn$<mCkON
z52B9ti53m(Ib`@>?4No~EN$vxbDq9Mf$<%Y62b@ax7$2_kt-~8z_S0G#hT~;noeKJ
zPd5DHmN4an@58bKs$7dBD&J>TI6W-<5x{M9I`+=YFO#G!-mlu@^-2AY()yO%=7(38
zh3e1Pb|Aeylj*0i&0mE%e@}QOYYRzD=-*uVpR;05p}(okIh%~qU!40?w=j!q+5EHK
z#?aFvy87$gMRWUoy^KG)r6u+-iQne${`_G3Zw;&870nx6EhSPO_Rc?dwr~gIJEwma
zFJCDBuuJv)VcEZVA!273V{^<Ns_!^%9{I=g*po-)v&)}MkzF1g-%$SdT+zahUBS;E
z_)ElOY_%^t8~1_#WI4y@><wv+AAjp?lid1LphU>VzhaNt{z(-I&t^5n|BSnzG9!0p
zh5lxPwg$mJH#MW#`g@z_pTBcSa;M<GsK^I#)jkh)-G4i|WZTx*e?i9>WB5DYmZ`@$
z{N4H4yubVN%>bRcO)Iz7zW7n`p4YW(&d1|Rcf0*q+EHKlVfwxKQ(afr&d4}ia_r-C
z>xnbhpS_c}(f5Ou9KYC}zE!`{e)K-e*Eha?<>4*0ir<@Lj3)=AC4OPvekt~zXTjpg
zFA2-lrXPB5TCKfR@IqdKRl#EkR`xcAWuHz?_)@OC@@}4A<4M7q#@*VlRL|G%O?ZCd
zK*+0Q(mbaN<}a}i6X}@G({r0WjPDQc>$lfUw;np)>0$q*LQQ2Oi`zyu)#`Qf1v>Sy
z^WOjX{BXh9l)1-QQd;ldnPj)wz$$X@YN5I>&zI-fR(+atblC&3A9aEECTuMHRJ|mh
zsgLoFull(aew+{AHE4eb$eo=1i+S<qX2z98@<pzBtR;(|>}cE@VmpDgH+1jZEoXlh
z=30IhXgyoCX`1T1`xA4Gw0q^VCs^s;*SYia%oN>cQOyTg^}>sTtJ4y{Fzgrk6DNP}
z+%}6f78w@T*^*BsPrfAbT(*|$PUi<7k^Z)#EUD-Ne-3SU*Ys~oX$jwF4~gw*>;Ei0
zb$N%4(fKzq4!t{Xf4IJW-Fwk1*Du^*tGl~pO3>@KlYfWr5wD!|J!?(H&dlH0N4VV&
zOnGu?_OTqJ?J?iJHpR>ko%Nb?v%#%~{f4%pkL43M7VMreGrEpTFL3rXUX4u)9j;$v
zI}>m~ce~uRry>%s7utW+I_R3P<>B;2)yD!)e@^_QTK}&#GunRc?Bu<F*FSsSl&@3y
zY2kq@@n`(97&iEQ(7ig}`h5l4KEsMM|D}@Ke_r&QT_3gUbd3Lu){6}9#N+F_e|{I;
zeLI)q=Zp>81bTe_UA%lHdfAETpNk*<E6TD;5aWywY5e<npTWHc^X;nRK3=`J`rDn%
z+~}}#!HO^MYelZL4-@J6;Jt0%8|Hg&G-h^llnI^7-gUM<>AS=IBj=}FpWFJLS8bBp
zY^(BpviCURcki5Mz`dAl#uWQ-u><9=x9&T!Y~jw0OWz)BxHA2)QH;Tt*^Ae$6kTTT
z`0<>xPvVXi<*Q-Mnx77?c_Z#@d?ijbds4MFFU#C4=FN&31!=b&e|o2UTe8t+>HgY}
zM*4|fL7gu>c|Vl7Jlh?(_u9RORr@Mq=5%HxZsOTm=)V<gGlx&t{`eM0{ou*oxp%|V
z8o9DRuYP0QD(a!K{M^>d{ORfT*=4$c>IKJnW#!-RUm5YXVV1G(g@-G2FG*iBF|ci6
z+dl2usrXxkKb9!_oHMaZwRq{Ry>g<Bzt7U0q1ii<-hcCy(vDumwERWA_otq1(*im!
zYdg<mN}AC+v3T3ozmqMkA4Io0o_bf@_?^j)=f}xf;|t#xzj(7;{q@(YC#!xWT9;4R
z_W67Dt-6<gHJ)`o*z#U1FuJSr$>VDx>ZuQ!qGs9&h<!ARk=x~YX~CJNn<lnCvfQ-#
zdv~R!)VujoPoxdz_MFt|VfpawKF57NzE`K_wxzFmcEToP`3v><f&-26i}Jf%6eh0w
z#64T-a*$WP%;P6n|5ImvI<&?z;X-}MrL?W#^89|x@z=e6KghiEbgs(x$!pit2|Um0
zKJ&im=Rbpfmc@2IUxZ##m321YR%WYt^L%-ptd*YK!U;vs)|kcXpV)iYSnyp&_`EBc
zM*`1VCnYHUIyoV3<H{>PbMpFXZo4{_u;nej5ENON^5~iT)$M^>-uBDg<GKGYZc5Px
zrHXC09GS9oZWglaYg|>eGVNT`nIhr)XMS(qbg%1#$wgkK%?5l49Bqm(%lcWaXU`J}
zpTF^4e(>|-s+R&Pm-oc)7T@PEd(*lF>IQcXPgqqOk!QIsXNgF3l$_#()Egg4T2tc=
zoiXugG_f^lux9jYO)qy^$}(fsexYq=T{hcEcjeEXpz!~pM_p>(&W%@eH*Ea0R`0I?
zxATqqKWF~_(=1?ozssTe_=96BRR6^YMBTQ2@JN31t&?wc8e5h(P0w?m&iC=Aq2W%y
zP00y$jFazZda7PK?~#;m(j&^5b6V4QW*+Ce7PmAjpR7D{yOj?s{NFEq$@N+{<?yWw
zU*ykB*(s~Re&$fYpB3fH!yhp-YF=SJ_tkmQ^z_`f+N%wdY#IL^$nbmpZkqF@iC+E|
z|9j(RZ2M{~wXxuIv4L->vVV(??M!b@ma<Rp!gl2-cW$tdR<~ATahgAC&7Slt*DhLC
z<ivO^YK(7xb5{41(fV@-b$EILw)gbcYpLx0wB>4xa(6>G&*n*Xn^v0S@t!O9DS7sF
z=I#3&+h>Wd;qW>5?t{-2<Luwo+Y)y4ANsU1Fkx5W>z0aM<Fb;ngGV244=nv2Gdtp5
z+A7WaX|h(CPP6&!OiMH!RGS}vd|=X>s%n|?V6)NFJtuT|{v1iT8b5dATK$fw^v}@@
z-eod7FUSf$xhTRMIhRT9>x7Mk2B8b@X@B@*-*<1}a}T3m(eg$Ip6!=;mQwwF|3b<6
z=Z#<L`}!S{$=aH#ZPae0wbS9=)_|k08LppusV*dZ{JB)bMTdPEx;%GWRQ}26MMeGW
z5o^>txc>hck=-q~zBq^3Jg_tU7`Ms9QT1g6PepLT4z-uj0tLJ37ENYn4w~EL|8Gml
z^p|g!#7}#g&2ju-Dns597q;V?yDQc^=T^Pmxb6erdY8XzC-zzv)=du7^W$co{(AlC
z&ktAs)=k^qwr|~QMQ`3N!6oZb<m9c>{gyYW$hI#FxF>!)ICA~O4;qa}4r#XidhM<|
zFP@3>qM`Zr+T3Gi1(QwqD(YTcTQ4s0S;ceNs#{%3g8MGV-)YJ5j+FeQ=foX+`^K-d
zA7w?XaRvE~Ofz;1)@jDi__{0e<I_KP)SJ$BY!Zr_u`TrXF+)Z{g|!w-ufK@&WLJAp
z(sDvJH&3o`dikXvTe*xx_zvtjFg<gH@1m=VpH0iYEpKVBbFSK}JYc($`0Uo3(KkO7
zTzD3(e&qYjTS`kJ+D>1Y^Q2*FbK+@dRS#!=;cH@ipFI}L?zJmBd(V2W(AR#Bg8W%x
zF-jJ9J(MOKIq;RWO_(|H)x(fC*Q=W!^1d$2{>Jy+GpO41{fW%wnc_)tvv=Nolu-CF
zLgL3vu~d0UE4_aU4}=tJNv>PCZl$Qz%dP*KULKpE)0V>BE#YE5JE_U|xW9(ooZJNs
z9FZ<tHyJ)JQSM||-Vk}|O3LA&5LQu(_m|i0cDb~jH`lqw%-mhs?|p@H_d?NazyAjR
z>(ec$n`0&3+1l9oQ={%7>%Mx^Ou-F~cXkHH<Z_13JuiFq8Q;=E_DMSrzq~WiXI+tc
z`I?5+x=*FFKF-)CcJ9{~E~(5_4`1;Wg;vJ=EPMAvah>xFS?BP?J<Ap`W;ZRUxWnUQ
zE?vb@t9`pm{(sKgYwm5+&xI5}z5U_AX7$b%<)eEpZtFX@Fok{FPm}Tr?(m6+x2~9>
z|D&`o<)Hr7&h16ZjGHWvy9GTiw0XSJXkGBLNsj3cZe^^h%$c-NH-X9Xltsl8jqqdh
zT@Srf{!qJ2R3<1y<=TUnCtv=Lo^m?$S>f^TMRON<bF5p}b*JxE^Dpr;=eL(PeVik?
zpWA-fp7vimBy@bPEu3s%yepHZ?df+O&$nwU9zQwr?9snRV*8Hy{^fse-0*pq%X|Cx
zr*|~e7b`mNys&%chxQ#W(s!_~FFI}aAZh=jYyZz2{eO6A#pC@yF5YPiyz?r5=TrHI
zjGN~@Sa$!guhf~JaVsyR9VorwbTe#I?%q?aul^>*&6@YI?unURt&+G!z^%O<?H`*D
zEcgEQAgFc+@BXCrhmU{9>i$a8dv5mcUrK<I&%?~p&ND9G*33HbGwy2fqLt+d=|aaj
zZ6kkJi5GQ0zPgO{{avG~-l<$1{A^2(x%~S2CrCK|0RL=*HgBo(Yk&02wu`B_m+lY}
z@u0r<xz6FMKd#NtjP28}yfydEEcp+Q4_q~R%l9cI`b4gO|IDTJTy3}gh0SDVeTpfc
zpZ_Fj|C33!JD0vMY`i{Mefh8d3ytrtd~{_eyPLk1^p(GB+j<YYue>ZDGq*AI&%fNn
zb93|A<HhyPsXJdXY+k=ucJAb}br}LO;e3CNY@UB;zGz*?8;-nuop7P^vbTE5b}Nbh
z=g#A?F#c`!$a}X~(ani5$5QmJitBIty1!uczGu^FJIu1q6~`P=u6TH`lrQ&CFWdhE
zT&(wd#Lu5$-}xea=h6I!`h51ncNRuFU)c9H^59gJ1^c&DOa3eSV|!`qle^cOuSa{D
z8~f%azxG{hE;Hw&TAi`s{DPyeFB&(>9WodGZXUP7SpEP%Yq?d8mBG}6;s+;NHpb+c
z)Mb8%Z9MvISBn1$Z{-@z7yAXn-mUqOxQ4xq^Bn7a(J$)BT-!f!n_T~QebLtWCBoug
zCGIV}y}Wp-=bdQ@78Ns(M=wi$C^hSLoP_YjhqbK#HhtJxcJA@DzbDS_;P+>rFWV++
zkXIn-;QwqtPrI#U;>JM9jrPf9p;aH1Lo$`7TQW<xcpv>QC9^Hb?pc{jp=<VTwR;n+
z9&-Mjon&xS&i-BapG6O(H98(%tLYCHsj>gCdhKscsV8E4Z@w!%8vgKORn+amA5XeI
zt}pu$cUDyAxPIA5>mQfdc@OEknE$<c=)hLl{oijmH?B;Gs|kO;?Oj~wV?M*jA6gHe
z<x>{CW5*jR^2}Px*5I?=j2Q>~Usi|yU9$U~^xh+1BYCnvuVy-4+kamu=JT?~?^Us%
ze&49SvM99o(dKmvZWR}VUwIs}`w~z1$JKrRmmhw;>AuqSS=P!u?yuGUY(HDC;J15=
ze|S8jSlYcG<-Kj++5P9X+&7MCkvd@Tr1azy)mg_o8h(bXJ6_v+S?<ME&ySCVk6uVv
zaX-H*DtdPLj)R|P8K2%4l;<V?_tK$;VBX0Y1(RykS?A6Auh_@^A^6Y*hR@R<mBtj`
zk9{U;G3n;h`m=fc)wS27R+;87tv{-%8y8-7up;Z|hqBVGXDXK5Nq+Gv#_DR?a^H`~
z<2QtqcDppTt>RmMTD+n@?Oo66&0gm!<E~2l-aN1Q^|O8TXFeZ$%iiN^nERz}?aA-I
z;=EOhUTHsQ)}LYKmOk6lvfA2Kf9>5DYYTnOE)kq5$NzGoQQY<_%{hCw7BrvRtbOUc
z&Y6R=js<pa+AsHd^U2ps&EoHEVBtS_lYPgpTlT5(%ra5yy%+7-SCBeO$fC}>#;$Fl
zytvugizmO=|7(i8R?Yg|sq48h?>}>C)2gYL<2AnSkbPFG<|nn=g6Y@&!iejyy#8*x
zS@2<(2(zF|di3r7DjrLd$Gpqk=Y5f$_3U^2+_P#&lKjufUAt9cE%EoL=K0rsSFQVX
zx@Md5y;s;Np5F2=F)@K_&c^*!SuQ_Laju{9(dF<Z$r5J0Niu%Nw~BvXQg$$X?Y!_K
z`K7VCM<<<<`q0&Xu4=wh^xL)Rd)NDZE3ad>d>Rm%yZQN4_GkYSzVxQPZhqi(;%2T-
zLz960)7hWn!XK11@a^)Oez^0|vy4hUAun(52fD7S)vatdWgPpxb>8*uue)vh`~C>$
zI;{>f2z}Xhaz{Yeo0`@v?-T4_?_Gawxt{G^ULv3D+OB9h!ROzvd7iId?Ebtu_w}j#
zoy?kjbK}1+UA=JC&DX1R9rJg+=~=0*{LtEFr+TAT_EACk=B@U{=T=>dNxS6r;_5}&
z*FF0_mfX~<csxz?vd^57?dP4JHuAr)-*>P&q3Q(tum1DiF-*1ATTbu1Jz4%SyL(vZ
z%UdF+x#~6_OYit*DEd?LLPFUiqvdPgeyv?$@<Gt{`PBomx<0wSrFoY==?3l>`(bzG
zS*2y3Z&iG_;qSxS7V+)~y49~S<F9Sa0p<4GiO~}`Ctq5<d=LA@S$@-0&bQ82)4yHw
zjZv}o+x;E+)z@|yMWnlTU!N+O7%yEL@16bH^8D&D*V@(pb=lSIb{&82`1g3a-lsPH
zs};8@bKdUT^7KVf%IhFGy9dU53LY8XI&O09x?^)>x6PbwWv8+e@@^cjI=8y<weFb%
zjm%%8XB_G&jpSBOas59{_FwM1DcisQwyn72edF5u4|}$p`G0ROcb)y#{O;d=ty@;E
z)_D76Ps!~!_hSq6cC3}MS$~%Q_k^(K^w)id&QGzse>ur|chkJpA7s<s?QQ?_Ui(A+
znHRhHroU;O_k8`_b^mo)1?OL{j=Ozp*>|fme81Nmd~IdxE@wTVpDi(W$z|o;R@Mnt
zGi5){y{tTY&$@GSe)fJdOqcdMRB0@3W$too2V`9G(#^fH#`_Mqik|nLZL{9)o#_&d
z2N&;L=r7axW;0>(g=;x+n-BGB%=z)9aQ(rzx!e4IeM?b05Wd&ElJTh7>YBW}l1s{`
z22EVIPER8ElasF=@6*=Wnp>am&t)@SQl_%LVf~{Ie$3I~tQ&Vc3l3Yi{nD3v4eDNh
z-(4<FsXiT<QF(jL{<(6MtCn#sw?EA^M=tVVadqB@)whnz-0UwtbBA~H*ODOS>$An3
z?au66*7j_3Z|tXrx7}?`KP*2uzrVBT;ydA`?)}GdJ1&c`Y>|C4_gmW1=K|WMajRDq
z>^94vxqj#N_c4MU-4gCSQ)l?cx6FQgb~(?Klh#wV%Dq2cvR8Wd)qCd8eJj16AKZG+
zJk7uI{L4gD*2oL(O-FwE_1_WyQZezp$J=BsBQvM$-`k>Zt$KE+SoYbXMQ>xAS6^?K
zq8Wdyc9G2gbgkO|&fCu}lF;Ab^?mxx^)^%I?&A!1F%F+yU7h*NYR^aBThG5-&_7@K
z_w<El70IrGb2L(0*BKn0Hcf2C<Mi_vt$*rrR_wTN|7VwW;oehaOD$|SDSVmhwSM;2
z{*y80+)>tb2PQGG9oOlxE=aiLJ#}7l_S&oN*Pf*$7w>(()pg?hOS#+1#QT~%3s?JW
zpRj|2IX*huhii#>==<jF>iYbqU-S&Nx&LXGwhlfmX>oB`$Hl5XU2SUy_V;nNk?FUq
zm+vdPar&oMNYojV7~6Ga^PbMNfBrn|JfrU{tB~2^kL0fXWZP@SpJl*(`TNS7GJN~L
zeyZ@Ex_^u3&1s$1hcpFCX1}#6=9v{MYk07PyHH}f(SbkT!lJqF{Yc!^^n`Qn+*o$o
z_P4X2rOb5l+x-3NY_*q07cFm_KeqBeRy0>v{M@f!Q=XUlZH=3}_}@X_37^jyn|?d?
z=!xLvU8Yg9e{vs-i@Fz)B6f_|B9!g=;V%dFzX^U4Eg{==yLjp|?tIP5SFgUQJ*#EU
z+^8h9t-`)o=R=-$?27MuH7~}$?_v+A{3WxaShaZW`x723ICm%?{atD6uC^|g<^H#s
zL3>3dy{7jcRh_7%zH#fx$@?vymu{WM#=lheNW>A@D8bV!56WMwetmc1#fC_U?F%w5
zZCJwT|5SFP$o{o#66-4M;vY7oI-3N(eZqcO-6n0_G3`Cs^N-8Ar%9Bl9|>u*ne@~!
zs9y3^Pf|?ux`@}wKU@}`e^%LZA^3mc**l#x9M@Z$F4ofI>GMB*`O<BcOMm07-mTA$
z{-2U)<R@o-G)rdl+4nnFF?esAdqAfr`ogwXyMyQb|5v?Kw{rq}wp6gXO`v?ydfDFj
zv;HUUJRVS7df>8`LHENSo93@6S)lamFjv1~)vFzXVJi8DulDFXw>A=5^}IIhY2{?O
ztt&)>>z^+-t}<;u|7`uClWB9p)|m1L@0`a!t=(qb@`HV=?%sHCNu&2#S>?TOv!9xC
zZLc&$N_<zyXN(cjuR61J@tZe$-lk5S*L+^@_nfNJ4%M6dcRx>cl%CtOzsp7SVef@W
z>&jh2ChofWe@hkLjSbQ7uN6N@^3ix_H6iDV%kpde*`N2+oYi~&RX+Sz?Ugshy^YIG
zZ%>wbnWVe8{MVbGLj8%U#$TV#_|O^RtrV)9zF_NNx$QDs^~W95LleY~*{;xS^?tOz
zuzu|c)BT@UA2YugU3qqq=ap!;Plk-omv5M=cJGxf`|&)Hf14a`Z+m&c<A&N^Q%5y_
z=dW5*7MOVaE(<w2Q}X!}7lZiQ1`k^=JGwD3|A@Cwa+`2Wv07WYukv1mWqf>y^XJTr
zg18g$S?k3^&979&)t59*-VtwW!2MXRq^yjUFXs9Gf48@^zCWN@l`EqqTHu=fVw+At
z-{ijY$Nh~0r@!iVxDx-UFG{;-6Z>M9WA3m2mK?O(|IqWi)OwBW)slNI7Vn!Zu+@31
zZ=|r>wN|^t1y75YFL)}+Sf3#ywEug=<mdZeh5cQ*`rtXf41-(YR~uBs=VyG|vng%r
zD$Yy%n+@^~|CyexX5Vt_qNxe@ToqB-|Cw(p_AK|i5q!7dJ_qxA?oglJ3kB<P&sfy$
zU3AbPXDw6v<%JXDn+|=EiLQV5=gi0XB~|eY7yN!ZMaXCOkJ6$o-vU?u_IvYr$Ktwo
zx7niJy?OIxmrc!~=Ta9hUVQoD`IaRX{*nq?e#Kem|EbQ^`YF=AE%}IF@T7a!OcKP7
z<$BDz@U;5r+T`o(t3+(gkI%STomN$M_i5?M*vyx2*A}exll*>l&Dvv&o*D69Ywi0l
zW1VKWcIx%sKbdz}Y?p31$fGC!KPr2|<cjcAt)d4m_x(7o@M(3Nvxs?VDPii?bK#YJ
z!M`8nt6qn;S}}(|jN<L`c>Vazk=se?dlrQ~%)8YlJA;3QXx@s+T?X8b&EE93%HK`@
z_DQf#Gt0R@@Il;;`}V2FpKRZ7rKy&M|K^MD-^#mtLfz-iEGu~V!`w>UGSIs4T;v(S
zZ&Kek&r^y#UEHVUQ}L{324m_BxmSFLI^B9@7wg`zu6uh=ZT;$v9Ib*;P5JSr50}0<
ztbUd6hcTBcYvHnG{mU+}Pgb*8dTqh;Ll!x@^&1!ZX&ut(xqYDjX!Ya8bEkd0<ewPI
zyd})~uV&u8?hvUEwO1c&51wyIG!ZfUarV&M+qLtL25E}DeDmhhzM5k{{KMar?DKfH
zb)Uxd&j<C2@3ZZXVp_(tN56Nm-ORJr(l4V<Z!0?2-pkUw;G^I^UZ=l4dG&M7vCU53
zJK^oe1yM)m1TO5}xHakUs`#QAt%cGFyB^k7rgy!s{io@+dg*GxSw#<y8P2v+<9{3`
z&6j9;;8XuA=XV!_7hYw&q4Z<MQ%B{ET$56Fsomdo>T{`Ws>%KNQ%jG0_tViyYC6X^
z<8o`?|D=g&u1Ce0u7A8Nnan9QxA>q!&zw0+*0{3Sy;Xnw;}q-Ds>dzX)9M1=6h8kF
z^7NE@{I7(b`3qO6W*Kll_G{^VkYvZ#bKkroCx*Az<;3;0oa*dnVQXr(+&o{Ez3Rx{
zyMiC`HyC7p`g+ZM^{V5mCiXgRPn6Yu?P9md_`%I`rMWqW8zXn$R)5)Z-#23NA(2?e
z=4lmsUT<~`W!k=U?c<Mz#Xn!32}<_WuU&to`iI6;uPk@Jd4KcPsP8|yZuhMpv*cIp
zZTlm<S|O=s+t$CIH`WxkdvP&KZZ>$w(zDk1ops1<mhyO)T_;PD*`MgeNz8A&9wg`c
zP*YP<!?t$)^R|!KU)g5n+$w(4c2U~8cKso#j%$%0PF;N9p8wtBg5IoS*Gul*cxcP;
z`svK%Umr^Thwqy)eet)dmz~F^AOG;~;6LAEQE^|t7T%AJpTF|Wq8!b&f3s!84jq1_
zZq+G&_et$r_lsPioZsZ_m2>p3z0k5-&AZv)oy#iyU(#=%CtB2LsoYIcN+~&(xWV8!
zS5U^!!>isLa@l`>(Y2TQdtdEeS@EO7?oQrrMosU~u$n5h6pNY&gL6{uOQ&ABV>ZkF
zrJ3=ghbP`F?^d_{Td`r4Nukrjjr_;`Oibnq-uO{H`Tf`LzqH(?^iOGhm;G*^6Sj8F
z_Bm(&&5fIGC$mD~|LmBWq%S+{HI8t80L9^($dmm#zr)_FY51+W{Z5e5li3e%$G1e!
z>lZ#;EAU&xw<TC7dhf4ghO?ziO+97yh)(?Z_>07wh{m{1W?i$Mtoar!`!<%&+R6Mt
z%+5q=v+;(q4VGg2OKnnAYJ9f3oX*r-`d|8aVvd!w$H!M6_A$k*G4_gI@c!7NnR4+D
z&h7hWFfTWFq4f5?NM-#KrsdHy=O?V!;J9kU{n$_DwsTW{;xd~v$`AWRS)WB`9nieg
zbC%s8lHt~tt!~byS&`y-act>6`i1K<O5WA{KKuBQ*m{TF+II`|dTZ5}RFwYYk+8DU
zb1<HgaplvW^UML8r`%2tvnqP}ym!y$C1RpK4?o)Tpkd>&WyUOZ%PLR5Fx}m!#iCcY
zSE1bZfO>>(tiAQ31qUB4o_?~}Y40`h*6O;>xl0zto!05GzIg4-L5rjLC4JGG%U|rM
zC}!o|`A$>loYb|yEvz?lmokd3I{$u#aY@adc|l)q^IdVg&lPOAuyggYiGKTdkKVt>
z>;1D}TbSXI=gaaq`#Ow_TMIY*d%n%ndEw`e)%}|L_=<1eFwi-7Xsgs3k9p0rFDkp~
z_nr(rv8JZ%)U=+H@&%LgO)n_em)2H%sj0kWePi|2#`y(||IMyBi_T~*G<JI5);Q_$
z<>&`q^A>HYeK|#ZSuSX>w`R)+(>$|Qm0I0f=O>>z)xWs>K<t|@A0`}`bTIjGRME4?
zyZy4?{(04U-e<nV<f7%_i*6<52WS88O*YGolFQR<R7%VVKTvw1@(0H!@kBc&;T3OQ
z+_!jtnrAxe^UbT{W*E5d3uK+o;ZuI`%l4fwze{9n5D1?$Pf}QPr|Yg%hW!_}oqR93
zIsBCY_v193s>$6#CJqT}B;QTGQgg4sEiurP?UwGTN2jkHPThGZ<!1#m3-2Sdzo2>Q
zIo~UqCrjSEEjV*W<|f-KXCl^n7>Y4@+?vCa9xmK<vra&E`J^3^f4G+4i!Ig6T;ccg
z(UmRdpK0Z&zg>G|{ob03{V@|h2CY^7IOB^+={xn}C6x<Am!EUoJoVxFqKR&=j6X$&
z%>U))WwvJbu3dSvCj?|%iCcMCr)T!YkLG!gc%LMGdpNluQ}<fW`=BG$&Vpw)ygEPk
zc;~kFp)r#xWn=fA*)hNS=aL=2cuFFyw@uSI#B%ig^GUXr^BLQYSGk@laQ|1~IO*7R
z)8x;L6<aI4S1c7h=VKBeJS~6!b@Rx5m$y%fpKrhUPjud?w{6kSRFjmRovT!Ei1JGK
z{7?8s&XxL|mb*-BSWg9PI&5t6>F$ZR){C!aMH!kEJ<E<ca=6WUCCg@mJhuHy9P$`<
zw8eAY{+8mgYhjbigVpyR&;E1xk<FjQA6d3-OP=OC_if_6?hpJ{Hiz_|E?*kOYP4<I
zwL_xw!h)I;^A(+6&iPxR*ySa<cJF!nr{Pl<Y}J4M+|D?ad%9RcX6xkneQWRRVLr@|
za?`U;x;tM|{ywMNW1iTpH>v`AlVUz@EMAb>8IbN`Rn_)3(0^h5>iMT^G78@9@%Z6)
z#D8+)>yRhiF<U0T+G3R`cI>Q1l=3zAN6MGY)}A#N*uFtY-2KuS=bCqCHZplftN-f!
zIb(Kb>fHZPkp=DPi)z}hG(O*TC|do<<16_;-Jj@+JeWRf=boSTdN;ooOmKR_Kf`WD
z{y*911FAh6w;YPxA>|hmGGXxyYc}CI(+?Z%IGSI)xu@f>z^eeig$9heXU^RV<l2Ay
zjhy6+uKS@q6QwSjMm$%|bY(f_*Ijl%JXO9i{oMJgzS;jbJ@nH$sM9k$aBKH=PN&X|
z=gzGI<sK!AwXyNrOz(IV*!&T$`N6z`qjwW?+2()Zk0vace&qn`oR~E+kwR6h=BKxF
z|4jH=sULXycuuZTVaez1(+}QUog&4NTAKdwXR4+9&QkkXGY?r<G(7CqO}%N}J5le@
zcZrQV|C<(nHVbh&y?oobwmQAL7qhKj9=*`x|NL3O<#z_tV#<DTs9nmN!^!(@?VHZa
zpCiIKoE^fiB;T1-&RZVDnU;8mC$78U^sJW^Oz*;Wcuae4F}?liuIt9tVNRcZirl*V
zwCu|kam~0n=S2%<Z!Imk_jK+OvrxtCg&S2Kn%68j$>U;~;I~)*vDxp5F-1F1yN7vr
z^_dqL&Mz?b^)wggd#7M%bKdu^(n(p1Gw=UCj4OV!_)gGs)ug2#I&aU7e0bPK=m3Ys
zJhuFT6E}8va{k`w*<9G`XP^Fh!NFZu3{IZ90h&DJxZn5L!t3?_GlzCa7HnpTIezr7
zZq=gKXFt4E{xfOrwTlhP_q$H)xo^KTebOYuR%4~A{CQ^#j(@snzp?t?Vxz!Wb3&LF
z|9`pp`N#eV(FS4dVvg67nbOpsnf=@6B$fR6^rk<8b(%XS?)^~e{hD9B>&Ju>TOX`$
zP!wI?FQ{Dhz(x7p#Upj8J5u9Lbl;X@5_=FTly+eA>lc|BW`b!cb>Y&dA2!L$`h*<|
z`JpSL)@>2BIQ;FyW%mxQ{duoIeQJW(vA-Pk9!4C8F4R1p;p=ymb5d8IckP=W7q>92
zo^#-Jqi}lXnx}cUlzTm!Pyb$d^5uKi)QR>M_qETaE1a77OFr)`|A+d5`R_jZirxSH
zp<>73H)rZ@-KbjG@@uin4$eC&JW^|3&8%%WE4ZleK+&N&7d2kA#hzRGi%tC<`|_iL
ziwyebf1jJ-P~2Gkv`y;Et|_<Q{Ld44zvaUe>$Gk+Tcy$&t%df}Y8B#{WcQcp_xzKZ
z>Gi<a#@6!h$_ZcMw9T~lFA)9qfW>Z3^XfyqIy)B2^WD<nUw>B9`s(A2$zMLHzDT;b
zsQTR2g$tz4ZE{}n*6rNxeG8=iZ?Ld_VESk0n-1ahs0C+Nyh|`Mn8(ky<X=AL{(5%3
zj6)H|y@w+v7_`0dwchfwE@l(=^vaV?m&=l$?zH@$eekWKb&SfyEZ;g+lYRexNPe0$
z)9(~05E+gi{x9XZz$4lF_Tz(@{H)88rgRJKlkRSfO)&f%cc|4}{6O}NM@}046~7!$
z3h*D`t!PhQv|yR{wu{AcS7b>iocnx-X^m{<wyl55`dQ|1lo*$ty?0wpg`;(a+WoA|
ztZNs~m0oZCnV)ei`fjV@H`&L`jYZl8@^ik+oH3Cz5}6}EgS(l(`J<CT@v9ds`#Hk<
zXJ>ubW4XE4RKlj^_J?ex_cw(mvtC}BD90&lz*ZUG*7*n275aPPS$Dt5Rj+yXf+Ooc
z@35GWdO~&m$ph+fiXt4+54#%T{4Q*G%9V5?K0WHzgKIx>^7@o@dhayb9{l#?hpqOC
zQim<>f3BZu`d^`DHs^5aYPWsrwx|3aBt*#U{`=2WNg{pOLeaH0z1cAd0s$s#HnN_+
zHao1HWAE(fucm+gFMg3z;Qo+t$C^VmpRXhuuL`^T?nziZ_kD&LYdSf9Kitl6|I_K8
zJNr!Kjpt4|sMGU%qrIPRea_u?S~Ij8Ct8+nJ3iU-c06<Pm+pm<T-~c1uXl_0=C<7D
z67+VTbj5p-Ft^^XY~$_x-#x9~z9<tt)|{APt(#ycp*H2L>cXQt{vRs59BeoxT!8cW
zY7WWJ3sa3gy5$LrnXR%Y<*VbK&wKRjbL)3seZ^WXbZ$;OXWm^gBl?@-pZdfw%P*Gi
zPprJ3T-I#gR>fE2u`n_6?z@?fe{bG&fbpDlQPhnS+3TKv*VYt~dZ5?RDrr%mu-RbR
zgTvN_*WEY`jGT`jJ$zS6Vtf9-Z=2-Bo*ztQe&(vky?brzqkyL@M%Es$SMI-j@#fdO
z5HX9`3;sI}Eu1X<J><Jgy$0{^vX;1?JKr_PFx{D5@Vk1QcFV))2sy?TcOvh4pOV?X
zi(CG~&y~^nB{~xY(+|&i;rqqdWvhf*Ny4TCH_rH3-`VOa_kULj(ciJ=FI)Sr2#dg`
z`WLrMw-=`OC1zVcpY?JH&-G}DgbNECL#*m2IvqPGyDIf;;<1lc|HSMle=v(Nm^qmL
z=^Kwt9}}Z;PiizWtE$>0eE3`T(C>xHncyW?i+;wq3NMWfZQR*^|7zd<1f`!ZV|w<m
zKEAg2<q`L-k)k4V3+=Z*3jQQub8@?q(ZL6Ydps*d?Iyldc*VNDsCb?-|3S4o52teU
z&3~|Fmhp+t@oK9J=FW|^*FVjktf5mr-^RuFclS?&cN{;M?U)S=1B7P?H{M^g)Q9`C
z&W;IQ!kXp&y_$z*ns-Y`OcWJ)*b?9%b%~cnY0K4%+9@6pcS{4Jn~saD+f=eB(*MD%
z{*Jh#Yx~k>U)PEK#wdPqvMula{PX?0>nBU<%ErvDy7V#pJYQXTNdHW~Qw4il6JHyM
zFofUP#j(F2Qmg&?CG|gw%!a!n_xO2l-srR?YQocx#j|!TPWgCz(aEcRWfn7%?0l8K
zY3KbacsjjeqxhByZ4L9CH_A*k_@W~DZlTbbLpxM2o)7ZyxqWi_Rg2)ae>}9#)E;!0
zf4OpJPWRW8qb~}(Djb=oRBbpksa%H1j_bgm6JOrs-}PU$Dq#2YSttJm7)OTeYtNg}
zTIijy?EYTkq<LQyejYjKHf>+KrlpmqOuJ*eh-TdLKi8hQ&NSG5h3muRGdtqHhAw)V
z=T~m~PyWvD;1(XSUN-H<b)lZ0S>Cq>ZB*%tlrU#q{CEB4TPKd)-{EO~@kOs)Snc7~
zdrQA3^nSc0lTuX_;=O!&2;1{4Z{4{WXZfRC50vYgtY0|&QSZ&gT@x%9T=aZ;?EX~!
zhDBSaEpe$ntkV;{>Fz8MX~k#4#z7v-Zhl$rJomiivy@pT7L$%zu8leH+C5TNXv<4}
zp3cB#@h`{rqzUKn9{avc`)JPRrJe>?4+%Wb(CQ0jt(n?BIn4W?Ajq>Fn{!K2{SW<_
z-uqH7O64kh@%NHdNqSYxi%m70xDICI3kOHW`ORub+?$m%|6DhJwrE>$>+}~Pa$zT0
zuCFkW|LOYV$=T%znY$Ckj_GRNKbBv$>YCUU*CWbzE`8T5^<a1TAN>66RaqW4Ud3a|
zZm(zPzVd6TYndJEdc^;RiTTzh-#_w^+c+jYYF+ulE%5c3zQ|{?x{{!{d{SpPt6j-a
zr1lk8**W74rK(-gi<{?Jgcg5a$#T#;P;(+fUh}P}uHYYB?x&XC5jrNJecVl8mF0<?
zeI93yTY*e)xpN@t!2V20#^MPxdZpH`>b8wIQ#kGNrH1tO&NjBfddUdQAZ7De_pb#`
z<2<T=XNyArF}o|r?i&Q&(r8*=6!gm`Cj7<enL6Lp8zUvkS+xcJCjNWtG<8ctm26Sl
zhS|!x-xu@P)(SB$T0Oxo@b!$X{|_HX?w)XAN^tws_@i%UA5@DLGt!*G73X~3)NI3*
zfasfQtl}%KOiUCzR?8{xX_V`m<QI5^OLS+Ivg^tx7N-lfW-XUJwMcl=)zx7??#<Cu
z;7HV}<kCM{m#JpAO2Mu2yvEJRhjKPbrzPGIy_35!fOp!H2XA_pURSJ2SMe&Ga)r6-
z!E3)P*$qE*3+MHDZaHnfprhqx_x}%KIguNeef!jZMkFA(yLw~9rKRR)4(-rhz29|b
z+T{r%HgA6j>@tyizBKTeh5aP`Escf$N@f;W?-G!jvD#RvQUBbEU1!<z(px6pTA#Fw
zTT){W%eIS03W8_7m|*s{HA-ck=8V?D@D7>AmnSzV%*obux+kz_$6mdcvBgzheub+J
zX0JQf!4h;KtA5U>)ekCXtxI(%X%vZOJDjm-+m(kUsb||u?Spt$q=_Ai-56mJ7coI+
z@hx@V0}{V@4#*}hKVX_~d&}ML%HtW+Rvi3NT_Bb$xNn-0SbfNmuGt}*<F}?3KXlHj
zd$TG(AYn2n|7-7_9?A9g+^mzw*Ix^MJK6Za_iMq*&L<o~qAqP=x^}M4^L4|??GHcX
z3L4y!TIjWT-jo%`CGsn09`ZK$9QCd7A=~QDQ|Bthd|Wnd(?Ok{-HX(x`Zu4gTcMu6
zi)D}HGXCqKJ!ia_HnI6}yRq{gnjq0V;ey@Pr^`M}JhsaFbo4z-|A$LA2;Mn$p4WWE
zv%Ig<c5UL=Z19fDb4y_0>(aimrg^>xY+TQCtdrf6CbfL_#eLy{D;SsW6=XA;wq87e
z&C%C3=%H${s?^mvi(K=gZY_HQ8t&=ZV4A#bQNWw&daI7Ar5)7fTN<hBu{L_~%tL+`
zuZ1oUZE^l`)mTk?f0wY~=8dOPR>o`;^7?T0PFrA`bVza6uCLWA59svlZgN~TT}oR;
ztF7wOCb@*B1<T*r2s$kk3BJX=EBBQr<B~}eFK+5A+7R_xb(QJ$1<bb$Eu}cj0yK3j
zKU7^=Zq&8rNRPvp&36u6Kl3F3)L)R8%e}no1k38!gSX@h1<Jkd+~1+%Bs+ugpp8fG
z=F*DYZ)dnZbh+z#Q{=<`HgBo?eW`bPK8ID@yYt7dplg}e{Qjz*=uhirzSBIY(<5#C
z+41w~wuR*nmo4c&xW``hQq78Y8J6}Qd>8+PUJez=+O4ywKxwP!<9A74o<$$Kbahio
z=p)n4tiYG7-4U^i9<W94T$f_N{rFhK#0gwQp<CSzn~XLXmx_q&*gQvG#XWjTLy}Z$
zRML*GS!*Y=B_CMJ@^-3xZi1Osf54@kPnYwjCEk&USsSXEzmRw4#o2L(4SN?{y7u6S
z!SdUuo}HMxSateZLBs4R@0czJbu_tL^ZBgXoV`6vY@_m&RVG*0{NKvuCpgd5c<&*O
zGlzB<u3*p8a`sKWe>tp!V`^~au}b}*6a14F>)Ly_)U0F?T7A|?%KydLGeOC}Y`N~W
zURbj-_UJpU+j}|W4(0y1>XYpS@<l^(PF{F;|B@xLFGN1~SM@m6O^|u(wUs?s*VUja
zFxpkz$ZGnG{K$=~=1z49JjywD=Uh$DpiOeennj(LR)=)|l63IcUNVhOpiJM7VdY}o
z#;y6v`>NJ79O}F>seeuQ+E5=WhVI-d*34UTxsEy)>Yq8(7M?$&wJ_P^+uqJokxgx$
z>v(G~Ezw~<UtQ5X`EWu)?0@6Go4G$LOr3S{$o^H<4i8<jIIkQEI<NLwSNoQpZK}wX
z3D0Lw=3O5WKiL-4jFfhMrPG|8FvV6o$Ma8NSJbMxEe9Gknp|Wb`rTRaXVuiGOra~E
zs!UkoN;Z8c<!PVnaD+MWib11I>ZZlL)5GVcY-%?GImhSx>v9)OZ-?8w6&wX|8}g+N
zNW7|*JZiXw{q0rtPjly3yFPT$NLjulbLFz*i{>wVuO0GCbzb7lFk{|xbzGY#9GP$<
z?dTnrU{H{5G5gr~?lSNG!1Nfd(l1j)6jMdMaD-m8wbq<n@lU2zc%^37>daFw-3^0Y
zICM?RTW<C#b9$6kV<gBK2|LWi_0|O@-wlg8XJOv?Ao60@z3KB}H!t86ys=y<y^;0c
zR4y)#T|16Gi;nv{x5;eERMS_j>phpp{yOUS^`K5qb+VsH=GX0aOt_`?FAL-j7EiAA
z4(AQJ;F8<QxcXq6?{k-|lY%M=?rSe}%3b?^sP&FgZBPfJL1<FN$=wpt3T@jwHbK@7
z%xqoQW?8sd^}WY>?dcD<2ng|fENDGkkk1}*;Yje$rM~q+!e=h7V_&=Z)l#J{%Y_NO
zh8YX*_%zRW`!8XAddt>LQ`M?94u2J6lQ22acIIZc@Q0$W8tXhd>e`a3_8B(iA8U+Y
zPE1!hI&E|IiW`AG+f}}<e|kFR=EN}Z$)d8lZ*w?ullC8yVK>~8dLuSJZU(=zaIsTR
z;`dpCu}hjRui53C8D<`1a-c~~YqHl?UIpP5Q`c?VH)GFD`Q}iSQ<jkr_dNNOY0Ud*
z(U-S-=LtF~2%Rb4WWH{@L5^&jnt{^n2|))%VmBW$66>rv;_1e4^hT7W@w;HtwFWnP
zmZ<p6HkP(`3SRrAa#L%1s$t{`joN+JCx@vpn*Y&?opP<u+k|hk!Monh+H@X^oif+C
z^f>%ZSFV_9wUkNBB=BOGk@@|QmXzWv;U4pkXRUoD6j3EG>2fu9z!KJ3<}o`~TWq*)
ztdilranlk|C6<4s&71ecw8FF*xwV&A#AnK1w@P>(^LaIw-^CNR*giXD=X&WfD%Nee
zs=#=3{%x<BnLFRj50JfGq1DB8=FkrF*3}=YR@}^gplfzD=PIX9(3a`e9ez_@dKKSF
z_!=r&`p6@AcTv}y+Xwu=eDj!p-=K?IGHYe3>w6B~>kd=REttj2^j>b=pj<NVmd?~j
ziSKSJrtLd>AbQR7`;m!v{r$A2adnGoMNJp${3*dIAad|({%KZu&Me1mT_20u0@kQ(
zeHb26VtD*o!plQ^g$H<gBWD?KKfX8PM)a1_&BrwTLN`x37TjGkdGoL6m(SKPyZ*E&
zZa5h3BeH27pO(iRk#AK&yS=*2KIQ5!ytAQo!-0Ds%`Z-VnW*5i=G)C{>b_>bHQ#LS
z3gq6oyy=(?>(zT_u1QV|n7LeM|K=~Ys~h_cDS5s>qo)1)%_o@%A+Z-B?E#<`hWUg0
zhrTlGTUWP+B_lHZwuznElQpjxXIykxtFwDbi{UD7u?H3_rz#kB%}U<+AawQZ&_hdh
ze0Mv)iGOEDyRVr?iSN<GW7cUO&6c05Q3thrZzqTNwjK%Dvh~I_Mc<aY6Qr&(Ppe<D
zD<o-dh<wQP>B=H33srjkQk0%3i5AauS59ViZI#q^O=z_Yj683AOH{JwuujkI<Sm~9
zA6cy7E?anE+T&*-F4Hm`#mua4EjcfIlA|)$sQ7>gbJXc*h1z?&{%uHdY^l_LsJF-R
zN#tawfcVuv{l2wDN^E!6Q(D5S_TbLDKL)c4q&9V{`o?d6{U*}*Cu3BYUu(yrHyw+L
z#T*-)uH8DrzC(0=RMyTk`)x5hc3q#mdA{3Szv2_-*E+jc_fFb(=FkpXzvLS#5i_?%
zAAjjLZP6S%-7ANFN@;!k8O!~0j;pU4U+VV#o39x8q%U}S_jHwQ=g+V5vvLCD;?q^@
z{6RIb+?_QhO5Yxt<lPUOGtDv}WdHKkSx(#&bruADnD~0y!HLs1@Jn{hjtmpn#`pYd
zl~GR1Pn$4BcLx#wsRqYV1oc35M|DB$(<tWS!E3#8X3VPPs@o?Kz1gVy`bVu|*Gtbk
zJuHrDxD+ryxf<21b6qiL&e?-MHa)AJ%sa`({o|#N$L{a+G@to?Ax~Q39l6CTw<>PG
z5v1*+{#DfPnevWopS2PFB0<Mo=anSy<!Wd-&?phD!KmsV`el7d(LWh|XQ^ASJqvob
zsFs^dn7%sVyE2#hrRGS9?dtiA@=8nB^R#DX#z&dVza}(Gjdkng<~LTmqqeNwU^T_{
zt;<1kZ|=>n0tHIBe%7ftEqEYx^l$DaN1<KHVInbKdEfbg%{e|{0hc68X71@(4jRW7
z3n|^Wm63nXTym4Q@Y3_|`wu@~T^?+G(d6ct)@yA$&NHn1)HXHZ;I8IN7v_r2U)05C
zJEOI*x-U(70*{cB>9gB+)O}6nXegEBYj7SCND*C;(fg%xF6-8>#*gbVbzK*Fc`Ug)
zjrm`%*JD19&SPim)S_40pYo3q|7x@OOYPI5qO?S@V{Z*r?)pTxUgep=_@(`m_bu1U
zYl?Txx&Jm+tJbdGaD7+7lv|xj@>AKaYvwV}Ot|zQ?!MedPTr-x9ho+b`R9AzRi<5(
zex}?48d7{~XkrnylHY@ShU1FX)&nu;z4v}tT{<gkiMdGQ6Qc{>#{w^Gwkn-rKJWC}
zZ8oV9>wlT1#APnhl5f=MPHp{eWBfn0Cw&3?W`jKcboFV8ci*gkouK%)e*M|nOD@XG
z-g&6mKla}I`bySoo7>KFpCn7MPL`Sf{wvQ~E#1rSABNT5{j470s?W{(=E>_KiD2K&
ze5{)d{x*7=zwA{s-10F+Sn9gLP2Y7Vw!XfS<$7~Xc8T`{ZqtyrkG{9+X8&mKe<OM>
zr7+R=#vWl-cBk!Em-P4^)bXiLI97Y9)YWuOm--HdIWJdxM2f9_sQgIhN^EIYl1|Jf
z_2=L9XQdyMop~=Q_=v6boV=}1BmEQRbucGBJ$2}bw-UF%wZi1c8UGI45&xpbG+~W!
zRb_74gzJ(e3RCoLk{;g_WzH7O){J6gHLhM>B;#|mzs%%z*69z?`V~u``)|E#`1eQr
z<<(rvFE@p;C5kPx-|$Cy@5!EsA2()6Y%Mhjk<UCWuW9fztaU<K2>&w46RQ-Kxobah
z3o2b|74LZdpui-n87tI&*?(SpGC^#aJ;U~%ZF{yg&+rd$esGBC`sX9kQ{p!T#rUWj
zxOInnaT;XJ)|k7paZiEgL#>rU-IglaHrGDOs(7*=bY61t#5Ir!6CN!sf7e_+QUAt$
zMc)P6?U<*;dwo4xYZ$Fw_~6aS@=XC3o6=^?{LtN@m{s)b)%EVkkD2Q&mvtry3oZM`
zC&#g6&b*t_X^Fp>e`WI=tljdZ_P6zt&ZNwcrm2_gtvc(%9M^Ns>#S>g7I{hi)9m0y
zvvitlK5?$r^**H<p}#;)GwI!T{j92^HfIifVQ*m#l6|avX4CaQ3H9wJC;N`vn`gcB
z!=%euUe_W&tZEWhkF?v`S99LaH}1TKg|e8g<jT<c%l<!{ZJENviUp>CJQFafVR~ff
zywA$a>t0X2TI8sp_^V6WZDaf_{WA-N3m!gEbzP(V!fQe}=gAp9?*Gd!&!18D@IaN@
z)ivrHMARHlcuzgb9oY~$<DY}8UYrE`q`5L~Uh`KxHQn8_XzMCR{es!<c3JOlhSx2e
zV9j%W#<b307rC1qU!zUAU0=E=S)|q0$IHCBaBIn$|Cx-SAh8l=^9=Jlmoxo~r|i~6
zt7ZN!kzl>{Z^edizVjF6+PsTwoF5qTZ)%vXcMQ+|J<t7LUtNDBbWV$mx#(B9U<2;U
z@)_%<KU=RE6zvq;d(Ffp&#ACk)b`u<x3<=2jGkys)VTZ8`t0TtpZA-5d%?T0RU{=-
z{9lW_?7tkl+<lH4C)os^XISmZe?59eBQv`Zx3lDjy@uazUq6{BwSAkmpoq#f?L8u9
zPWiu@GbgEOOzCc_Y`0i<)v9QxUzB65)6$n}56|ZY|5SZi{7m|YP=#{qaf91U*FK3y
zzg@xs9$i#eC3uU+FMdIYr_FwaJ*QP=gW5Z`JkbxV$o#Z+?-I^83c3R4_2T#i%>urt
zE`RM3aPq{9O17(-@5Abw^IA4Me`lJan7-Nhv+b-SbvK1`Gd!|A<ky+&pK0INI+H(P
z&pNYDLW{&%wl<~C>1r^GJz=-WB4@{1*7+xA_<Yt`lF?o9*7n(Bx$uKrDZDoWGp&wB
z@AO+&cf?c1jAP2qdxtiZN<`22t`sJIwXG$^<ofO<&abv?|FkJb@zV3cb>%ZZ@0{nV
zV#n~@XU-j&<KMl~o4W5G3srmV;bo`VbCiQcJ4d2**He~-Um8+7IR(!g`Xc;=XX5O?
zAH<feXiAcD<z!tLvgoYV)7@epn`VmIo^P;sh}|8rZi8?3>>iGoD{qAV-TBgf^^@C-
z@OyKeTu-ULyi#+GeY3$|mP(`bGCQP>9*hzfa9tU<NHY6-+AbTH-Zx*n*EW`V%#50G
z(W0a7SWRiBVT$2etN0(6t16X0n(Yc;D%!o2t@^NzkG<km_UDgpF~&YJ-OJs*C}e%9
zp{nhPP?0CbQm;>3pQR-Ka9XXy!qftTBUZ+%_ifwNpmWY_>%6Bb&5<+eoSyMK&(xQC
zRHWw?xGH=C<Nbv9E1w>{u2u9S^rpzHbiuTmMGqp@=>27Fou(R9dF`piHlIh#Ik!G+
z{Hmia2?~QU{nuL=R&;Pbx>;iMypl(CD#N**YmFYT>|D^L(BM#<r4UjfBEEjkFL|p|
zev=jzdEX25*lfgdGe()w?2yQ%O&z@)X^Fo$tNz@+u-iauvHpf1x_Q?oUs8X#ZsFTS
z+6>HF!rwP(I^ENFYoK^CtL%fo-mJH`=4iayx^T}2(<_TNIF-5hui7neeu1T*WDCeU
zOTG4n7>04lTuwcj&h@fAg<<W@{P!zcW90$^A|GZ&pVRJqJMl`ENpH$@ul+8YrBpV*
zJY!h1r&w<OhRD>dla*$)zEq#1bvT>(nOD{XCpj_g&6k}FTke@o4Qu%%zbIDj?<=b|
zj(w8mKV*KyG+r#cwsQS}dseRwG-+oPKGXj9qv-{U@7xrShji0F+&VF5VU<I$?*840
z+e*Y^g^oR#q36iKv1P)M<?NN6K0zNgu5A0%dE|F$R_QDshdTG;^Y*z_TF>p+{=PFp
zDaQLtg4nY87p^`{nes-t^D2w$Mv+A}FHcBq<5YA{@H%h&%hZF{@NwOhE2;u_MK5oS
zKkCso>E-tXfhN%-nGc!{tW2G$14^UvDvLe}z0tdo#SwJ$>O=*f0~hpHrCt=7_}r4~
z_SP-Bvv*W15|DE~+^Axd)HjFw^(nJMOxF4nW{4^Ha&P6?Z1A`J!^9}Q%>u6i9vtFZ
zxw&{<Q{JVv_`u~ySv|H$nPkaFFqS{ry|v!6<Ndl;ky%qCJYFAlZ(&&IQ{%(+EwD9m
z#=qvWXWsW}!q+T*m2%!Ij_IAldiC(y!@j#Oi>6P1;d}JI^4eS%){l0ZYM4)R)rEhb
z!hGP7^0iGDkDgom=+_L>8LcnvPh_ihD;_<!#zQpFC2(chP4+77@TinmvU}6SBG^BR
z{YsDgWtYY!VB)gfry*2o_hP=9^^Ydm>TFf(D`q&HZP*{gw%On>``aUKArq!$?vB-9
zX<W8;?>rWHo-{E%hU*EgUR7JREL1t5d1%-A;+-))qB7ih7RkF<#QoPO_?_M~&t0=Q
za>hUAiPp-TYDEcG<{6#YDjT%C%DgNzC^s@D>~Pp3x%ZLHPpeLQ1f`t){z6AkM0ZuD
z%<l(TUe;|Zbl=`gaY?QgZ<Xsx5L@<Nf$!WD=I>MPwmN-T93hi<tae-X7olhWwuj5S
zS!BNRrvF9z({1sElG7BXgr8V?dDG%=Uf#`<6*O!+Tz$8y-&zJTV!_^Mli!(n4_~i)
zJHg6@OU-=O^~n$BuiqNEWO{>|>y%_YLyIi}>t{`x?-o;afQwI&!}H5r%LI>4uh!`&
z*h0fXF+0MwHQ`r*-Z$;*WgfCScQCpORc2gE31?mI%K!Bb=jP3-?=RSQM>vKTzCUBa
zXQ-{%eBhSajva23c9aRJg5qSt%J!%%p=GxJp5EeHsXYBjX|IRA<EAaE-CgdoJaVv8
zeA*S{rdSd4IqnF1$d#W*O63mjIT32Q=Ae$x|Akv8^850KR&-ub7CSvProdo=^OKD`
z+?GsNxH&IO<j&^4fEykDZUWjW5$PYJ4;>N=EYgU|UTIpmHtW^b-7{NX`Zq{FDBoI?
zy3sDkKkUqu+tq7#?by`LnOxO+BQfHQ#@EGXow}q<u0DF)bJFB<?X+4A7QR4DUWIRR
zM|XyRnga2Shd*xTI)DAmaqo=<Q%_qj>3foNZQi4ctfsxLnN0t#2k8CqxUp5hKJahg
zzn+?nnNdIOwD&(a^zJD87BA+62_GtI5}K{Ai|hDAM@L6S-rTp3@e9i@=kMNSvYY3J
ziESzGby%vX5(^5DMD6%rJOA3)y?e94+pK-fJE2gPT^E1!No75nqNHuH<fKzuQ2Fy;
zO|6Zycdc8ut~<+Zx#a@>3&JnXx4!F$oVM@0tIeVhHYYDEU-cnJwDZqm?c9X2l=G`P
z6xsyb{_7-#=Gtye`_eqotcKULFlvjaOj6{eqlQvnSh<<!Ima95v%KK^^4#hBA)VLt
zVf!ZK2DoqWI&=Ka8TRUbCA}W{iuH!;UzM@QPcF*&@HfD{W7Fw_$4in^AG>qE_Bi_b
zhrw*8)x1_J3N`DGe92n%MUdP1yL04{^<R%Or0mmQ|H>mw>gdr~`WBN!BpjDqSG`|z
zG0Nt8r&5hi(zBJ<n#48kx9Q5?YwA}Ov=DRbZC(9=ajk*0QnKp$eh22X#3x_2{*!R<
zO&4{uy%qU0Y+_1M)^eK*PZi$B%G_=2UtRX`w&BMw=atSyE{k5Nr5kXebJ5Zhj#FCC
z&EKq?&=4tMS-aMrO(SOM8_qR<7OfAdF4^F^<<6;{VKGiJe`2;xJ@0vDLA_YvhOUU-
zQ&vsxw+^MYUJf)n7IL9nM5HJ4fKJbxeb?lfC&<J-n%O<`yU^TCZ$t#YY|n1BpKMzo
zc);{@p?X*KyV{_XX;m9l*6seqd{U#QW=fjMY=xO|_p^h~aH&kWK2LR}U25VUbCJE`
zQ&WG*?}`0rTvbuwGh1!RfgWjdJ(Cd4SD`EI-?h)WQ+|U(e5vkh_f2gZ{)s2nA7Q;B
z|MYUDm}W_{l0o>_S9-CsW%_d`ZDKjzBlOjNeL>xx-~ic=tg~OW#q)?Q+q37-yy}9!
z3pa0CR(yCcS=~RYUOg`-v8AN$=DqBM`74h;YY<sk!Xc$`En_oh;X3(1o^8p0+eJ(j
z9_dbENb43kl5jdf;DI^sqJ{r={>Yu9(HU!9^+l6AS^m7;@0_~2Iwz+?xAU#_<DVWA
zV@s1{yq;Jyea5ylE-Tk7g0C)?pWc^PamHBBYU_kf;hz576#^;>SEfJYKE3Fj>fSAv
zYo#}yzq)&+=Ow|<eyZ$_ZLf7fdy8W86O)pX+<K+H-m89p^ypDb+Z(;QJnkiPs+Lci
zV|PfOLua3ZY>=bQ+G8KPd&RQFr4A|Pdw)xP^80tlj0)!MFa7_Oghz#57A>}r{T;JU
zwsggz43!5B^{jDXoK-EyRz9lYX6BJH@wme-e&^!z^YiyVofe(9>*cb(KECDbySKMS
zepq!yazX`nEsK)VQ;$-fz1`7Yx4u4S_fl=)9frJF@!8iS1B(7sFMN>v%O&fq)whG0
zoNg0uUORYYo^MUnj(dAz1mxL%{QLdhz5iP1_k(+Ndt&;hv&{Iqath<Qg@)2Pe>xBU
zm0xFVEwv^8!@;&dvvmfOErefna;o%;-m!oC%k-CGQsi%Q&dK_#cHBD@Gof_GxpU`s
zzu))!0Ap-4+q>MvmJM+eSG$>+XLe2wI5P1P_hgajC;bJLcC~6G?|1rYKf9w&?D}-6
zer=DosKzVhr=t&KFTXq^Y7)cjyWT%T&I)nyc7gUM7Zw_x>Hqh``Mto)dtz+sQtrsC
zd{?QK$m7TI%ja1*|Bl0->}wWmV@;DUju+TcIekyFw}V;Z!ae>E!*-OaS{a^QzR^*_
zBID%F2>}I4GhHujeNku_A+Z>gB_BI%DlwD&yz#YJ6R+Uc83rueMc?&ey5oM$3((`$
zX;^fRRW!-YQ8{4ZY5mzMf!Ws<dZq8pFl}7Yq*nc)UfMq(BY<VILD8?M`W{C&pTdO`
zBK>bw2uCs=Hu%x%b$z{S^Lv-D)lToX1uDp%FWPPLshw+Icw%DY@wln3UDp!$!|RW$
z=gnDqVF3rUgkWagtM_)QqI8Y%_IJy<uPc^5U{iT0bE`DsjY6i)^Y8j|EN^K|ko#_a
z%<9mej;b35H@P>*1x<7K6F0-`7taE_*=b^Ke(|sS6BF*leBS$EhRd{|J6cOUHZ3pk
z<j!{2^IW5rGy53(Ez=v?6Z%%aoBmbk&C;V=tS@|B^!2pd$s^00-fv2d?uC>#Z8N_s
ztxFN|(AZ%Uyi)(cjVFgTZ1)a*{qWYob*?psl;tCs#15!!^F8`4c+bcECHApDoL>}G
zMC$$Uu-L{v`_s-teP4HVUpVyU-rnjbCng?l<K6xFoON<i(i8R_ds`!aC!bGHVL7~`
zfN7Du<H>C-sfy~nWiMBHKWf#nk3Oq^Ql33s`GM6bU3dHL)OiM?ReG)0JkBZq5q>=@
z=#kPEgQZKCsu(QWwd>cc>~$;Gub(dS;G0<6lUo9^T9Y35SO4teQ~9-5hxv4Iz?6o|
z%#qP;kvv>Sm)t59TT~?ZvBQMzl2!M;0~tygdkRcjuX)s%{)zsi*Ltn$@^&4cKN%rL
zhJW?rEK|ar_dZ;=``x7WhdcMSDhhp3IhgWw`xpKEs4H)TMRa20gJ<{L(zbiLIO6kL
zD{jvB-}m`M&b!NHD9>%y_<|w2WlHUlw<=46EUxX4(CL{~<?QEoE_eIgYnrF4imSPu
zr+A*=vHc_%et*xe%<O}^^>rI&*J#h(!S~nX`r~jBJE8yHUQ#z1HLd)&Wxf#lzWsuc
zXlePP3*7&6Cj592Eq2W8$t&LDeX_fsPK(~OdGk~D-FsUf{y1d5df&mlLPgx)BbVL3
zyf^9Pp@z6V4{aU+8J^!Pm#nP|eu|vi^hf!W?qpH9GhF5KPOk1g(0F4OZ|Pz^A#UZs
ze2d~|JQb!JH=gpY`Frrtk-FCG<tetodaG`hH$?Z}(cI$7JV*Ge#QS46_WWbs&ormC
zOi(G2ll$Mrq;sEbSH*<v^w8;v*vlwq|M$z~zNwOye-9oK@ci)daN&}&-aXqagKAr>
zpRN&p==kfvoLMZJZgKrAxuSjc;FFGZt%~>Cc;CHqO-i(wSatZ((eD56|NndcF0btU
zv}LQmvvXfAVk`G}J2Ucf%bS-i_i7pae7_ib7HzNf**&?=fam!6PcNco>}odCt%_F>
zd!`hWUl0)8<+!=*h4ZDQD~~O`xQFk+R&SZ~-7AjH%v$(Gy0lDx>E?+k#^TMbJ9k`>
zmgw1c<Y+=-&!y|X4kzr;uRU_8<f~+@$_q}=iFLZanp!orwO6lR{hHg2?H7Y><G+{}
zeFhSLTlOU+-nw<`!LobT%^T)9)azY2e=y;T@vkP(0e62z)6kB#`|#l4nL`E=;+*TY
z8(fbqpZnVX6jcxDLpE&j`A`2DRrZ+2fsamv9XyztmjXLQ5p*mem~CWWYGDCZ1?EBz
zJp{9%N2g{Icfg{1QDP<N97N(ySS(E{0bg|EnVSf?>4w<z6hVg~2SE;vhIy-E&fDA7
zIl-wi$3EU)*C1;o95A7~`3%pD6D}eb8hIV(Ozz<D;L+m?bV|BX(V2JdbcdAd9tW2|
z$3-1_Qa$DzGZz>H2+ZAdu9Pcp@dnM?RvR`b1&h6YnQ5+7bZg(T_w!bsf8L+_w(@@Q
zF8%y_TRGiZIyyQ!Uff?$k^5lx<+@qT>+R*vYF?`8G^}y_pBcCQd;jCO_jmeUEf)>C
zJ3Y^`>uTtZWhYK<t&3VCSKavP{kqK3K2!OasJbmLEkAeceRxpp`W=U_x3l=_OV;Il
zmi>J0qx`A=k1GA|rvChT*1S7r^Y4t>!Uey4uCp4|wI5G>6a2Gu?eAx^mcO+4-mzBh
z`PRm4HvW5`{^~D%F8O~7cm0<=66!Bg-J|XaO7464VV<;t>aL&#Rnd8eCdbd>FMH;B
zs^W9U-oHEL!evf>2%mq)XxVY@+kWf5{`pqP*)LzQ@%WW%A{+a=_HTG;RsXfp^rg{<
zfV@9b+kf5cOFPlvQ=IeRj;ATVnt$He5B9<~7JJiN9ywe0OkU?N`{>-nNsE5WyP33l
z{`88#(;gmOdLk?KMW#F{{CsemYi+apo3~~Y%jLg?*T2o2I7K*9ef570qf_O5Cl=~_
z{&?wm@2l^j{6duvd><#iJZpCTOx(fCEaz=E8pbVIa^t_xhX==gDt+8PPkmp`V<Xm0
z&q9-Tow=D;Q~C7by5D~dt-hE37fZCU*uUiI>&$0@yKn#4l+wEY*Rk8Z^3wYDk$;OP
zmdyX??7Xe#_9MGX-<BEfJ!$`9sagN=;x!KIZaukaa7RYk=KGxWz4PZsW!i~aM7%X^
zliPpBW@TaTKkfRmdrIH`=h?iBy?9h`*PWGDd%v2mKKsl*Y2DXytLwXTOV+lBtlztP
zxlU}hk9=*xGLMI+`h>q%mF@m%Taj11c7Lo)(FT(Z@5@8XQ?@U?zhk9$UG|pX)%UOX
zFWWM6ck|xAGoN%GZ~NWtQ<(lWB5g|E9H|*1QFniIS7mPAU-jt4vFy}>$Dy3IZ=27}
z%<GO1N$caCXT5Ws!pVDCdjB6BlnkADDZMQH>&<4B&p$TY`~7*+Bt1z+&x@^oYxixt
z`FhVeo1}b=EXxVv5$)XB{OirP-EC#JefGQi!mG{Swy%rN3!A>tH~jRDO^4s{I<rlY
z{g}i1$M=mzdD_j1uOy!t%d&soXC1YF*XCcB?JKjzJ5q8A<bUaKPg)ec!F)md!T*A*
zl{Z*j{NLE0bn@&ghNo-z4!q)6(+4I5mi>D5Oe^fVvd>q~<cQeG1=c=NtFwiCzp_4k
z`eOP|`NLab>Z(p26z2UL8OvVh<&;p$66Q`B(PD75_}dkc4ZFmyT@}u1SG9KAw2SZB
zRrM)dB4S`x`dXor(eM6uepfvjWpZ`rwd7uFo~F{TM|Led+2<2>UGa?d@jH9Bx*mFE
z^&wb@3FJcxiHNZIZ~r9gtj<n~taUjS7It0r4Bz2bw_Jkfepfwu>;CHeb)ROR+qzD$
zT!JOceZv~N#SgbH3ktj5Jb#ivglywgLCT1On|@7_*ShbYT57Aa+TVA|(eB9D{sQYW
zJ=-H<`wOnx@6-GMa!1sR-;=uT^*@ffez<Dw^Y=E+5wZNIUs+!L+j7-(<C?hO_`r`w
zt6v}V_k=|-IF`vI5+eU@Jk{lY4(z7+nnmjW{nx8KESqsibj`Z<(y!{TRyTd;{jhII
z1b1=#BoVzwQP-94@EI@Zy83m)n!0@_WM6|F_dYbV&St{ZuMd{1P@HO5!rVE6|Hj3~
zhh0Cs>(_%zf7h(*Ed5%#ICjmt&eX3jPq$nx-MB|TGkpHJS9_#&uC2NDYem}h)qfr8
z*OlrX+FSgDZ!!03W%ARD)0C@spVmLr3SVO7_`Tu->z#|C_O4U@hyAZ<diU|}d#1Y&
zO-pubtdVO5aRMV2R6~SaTs$nRv$#Tzt<PK6WutNAf$r6FyG4$D|8weLj7VifN6X#U
zQ;+T5w>se0=NY@+wZB)_h*ezFax3v<-$X89wcfzhb_qRS?yW9p+#%w5%QWsO*Y`bZ
zBlhM$F<f|WN9d&BtIJ%B7KSX@5RmFNE2?xq|N0QAx?|fPi@5RsD%o`HRqeN<n!WwU
z)`Timo(@f05$<nYu<X!_7OwY6Q#Y^QePdl%?fvcdSL_iz^Xt{uyQ_1&!aG)QuUcMH
zy!Tei6<u)``-)rMiy~?l%y~OQ<nM=#Zy%@JO!f-z@c7R+Ii#xp7RyBUcinYwCiAX4
z7JpqUZb8IDroXXD!sZ%r3Qdr_I#sgk>f>uVp;GttL#uM<FEeq?U3<H#JJ-GMP|I7%
zpgk@xSzV{?-oDKvwFX?oh#pJ-t);D1v{=6W;k#3-+(Y6fWPMHKYY%>Deokxsp9eZy
z!(G7O?%DaCJN-6;TSTx122#5T)cgQ9j*JY^&ZUMQm=9?-;b;aS4u%GuqmS8;*&BO)
z>F!?HiunCW@$4tEYwH;t8+Pn|`#Obh!p`+aY&ptOFU<YV&vRW#HSqV^x51@-%hMZn
z+})79KD^&0P{cK8%9n|sp8U6M`t$sL{f_xtTaI7PkN@|S`(Ka~NB@+pia)RG|9^`A
zfA?`c*F5{ARe#?7@wV&W|MPtRpPvi=|F~ZN?^C;d`*HjK`qzXnbM()PI2*t3Px{aE
z`)ek81@nAX{;pNuC13b#l3Zrpl^brE<=s2CO|ic1B_Hf{=7Rjv+9QFR{%9Y)V_$Wi
zbxKW(f!vErkDawdy7C?bd^;Y$@6SVjg?GySFEdW`$Ny9MtKj{mzV7F@r}i9j{~kY{
z{{N$DTmPIxYc6&DdAi^BiGJz_{kO>+wi~zpZO@v2q+j8~nU6I=Kd1i-yzNo^M1F<$
zehqnL&h%F|>N#fCpO9a=#OK`&_Ls53m$N1n&enYvzkcQZp9}tcOt1d9u5*cLZ+~Q!
zw(Y+v->3fh9ku5_mtWcU{K{^#dxlH?Ee@1UpJ{wF{(X7n<@dMlojiEke$U&ZyY)}m
z*UVoLbkFo-n83X&U#2aS`q^Ip>*y7SSE{v3=E)UaQ@A7Cs}!YJ|HP)adWiy0R_Qcv
z*`ABeXO``GlKx)z{I46KOCz4UuQ`0h@s-i<<m#FyW})&iCjvPP+xurdp7U5Sh~=qT
zm2NNp%Z4u{iRZ<20;`|+|CkdnpY@b~$>cxQj#sA`@y?Z3y(X~Ceg7o3nV$k8_nByV
zU&>xE;j6%-Rxa7AcKdgK`17g0_Tn)YgQW|2rq-;I?T$S$m%Dpqw-c|@zMQIK3ryrg
zmQ8yRz2MTM!^{#VS)aTtl-w=Cx%*h#273vOkflb)3l@|q^1XEYp1OI9ZS%CVGm?!S
zFm&_my`uH{#2Xp55CwxJ>o{vHBvMmPDsX%I7_n7tSeSiR>qbHLit>zP)vUF5kI5wH
z#d_-n?7mRtEYA1mPP6f)P}d25K5Mr>RZ9pCsIXGvn0@uCcG21mKKYH>H#LkC$~L5J
z68`z@Ez|y@3%^gSI555SMp^3OHGAHbADN<4eZ+R2XMOtiMSb;ud%`12);(f~mYAaR
zGWl$_44;N<3G>DR$$IGp&s*<LZsGA!ySV1o+0DF*^f$fQE|?_pn{AO~PEgJckL5{=
z9IA5y7A=jM`5-mnmE+4POL99qQgnAZW@`7HPo3XlKb1{l(KOd&&)@GH1C~yeDzo~q
zC*ffr_v`9x&jTT586mO)J)QGU+wI@+Z<m&guz&LX$2zap9;$7$w74=U=(_pZ2o{^F
zh}+VZ31I@$S@)J1?U+6>Sy9T{W3j}o+>TIlx7Vi*U7mOEy!aj!kN&<F83#r3{jUDo
zdD2>8m7dZ2>EGgZZ1glKI&kFqgi|To?zx-`o4Ngk%Ja8s&JJN0Z8~P&y6*C!AkF{T
zUE!ItUU+=@D-ppUwruZ>3sMt11#iBXoS|#v-}Qe_oe9sr{HG4xa%+ngK7PTtXpx)L
z6u$}e&z6WTxmL7HZIWe-)xlfoi`9f21<X=chh5tlcVeH|>K6{vboXB42y4IisN?O!
zB|HlX)Ls>&u2JFJc5%`rW9O(85#=i$F*X@SN=sfSZ;goBs&{=-3GX?B=7cqC^n!D=
zzDDkhc$o6(QR@T4Z%oF=4Vg36r$#j&<Mpssi+yWu-SA!IU%<CN4|-k(hFpDYeOYhi
zuNOg!OZHw0IjJ!FS>Iv9{^|=#e-|H3d*;4WNO#q=sFb_xp;uMR)?R(+ovgXDLRR_O
z#zpnw8)I)te$a4>T_2miV!_1~0#kfKMVurjyKn6?oV0DzNA-_4SDWt4_B7c2%jxF(
zFHL;24@odS@D&l<d3>UDm{oxR%iF-~W(#)CZfMzY{gbPFXh+Y!b%{-BGxu3_9Sv*I
zIJ8^LRC><^_0=)0M?T*Ovd|8DT)0sDC%gFN#tpnj1NO0;Sg}?}TGV;Tb6X2G){X4X
za+YjbedmP1@fB^X9_Lx#$^@J|zv<ZiDWaPN53$TDio0_|R`j;U6al~gj`mkv+GQQQ
zSb6Rq$V*FZ(HEY2ja7>|<yu1%v;9>4q>~}7#eD&qOl{{lH4{V*wnZ`A(7LskGkXH}
ztCd|VXH01cIBKQLest}t%+RQxJ0oJuRE(^JL(<o$-E6Ef5!$QDv#d+c<L9<nhP)>@
z@)Hin_(W|fX!Vra<8zwXea+LGEljT*E`Bg{x|_T;AXu((F2|)#y}26at_jT*a$yf$
zxT9*f&w&Zbzu2ax-?D5|nykNxZKg<!=1uGN_*Wu349r((^_V_4itL_of2aBSFAZT6
zxBXeg<^1f9$KRtYjCyeg4z;R>YKer11cijoO|kgg(dG4h^(Do18`gM)m1nDdTi3O>
z$8PJE2479Vye2K@%`;4P_iL`R5;-0<d)kJo8LNv7td1yngoeLwFVkCC%%!3KkU=&2
zVQ+85nxNbBbL)PelHI|v^SE2gxn;Ya|7_}hpDE|m`nq>n#;)$g=G+$p*<GJ3&<afD
zo7^6}tFte-@snwF$;E}G5_O-?A6(u&m&<<X*^a&iM-s(ey*4=$T=M62(De(Q%jTcd
z5ot`YU0%dq^)L5^<&E>)<$ir8p$m5P-Tr6wdIj%>B>{6gxE5~rPPSepJ4@!5iq=$z
z({dI``@E;8C<;wGlfref(RBXOGY5;0^7^ek#N?AwQ9rw(IrfU2L`kaQrkkPh%^iFF
zdaqvNUQtr`#8xI^o9&is4N>9w8*S<yT{k#%Na9tR(j_Lf8f72x^r}CeHGbQk7hLa6
z{W-ywU9^_l{d`5^jqoLm0+}qD7lVv*gftW)GbTs+xA!&2rN~Dd-}yy+#^IKqJ7zDw
z_|(DwcH3Ug_NeFF##34<i~TgEjqEtN<9%K!u80wPD06)Y>+FP8QC0>mzRPS(X054M
zv-6IEa`-V0_VUj$0hx2Vc#C5_8YK8LEdoyJ261vq9Dh5>P)OMOq-|)2_l?=>OypbV
z_=t0bJ@dVJaN(xUMfW-TJu6rOa|=ov!Zs@IoYxzczG>FcnX6*-mSxOc=iT?f(`$vf
z&C~duSuazxlKM2<f>qU?_1&Bmlbt&u<(9&S3ub!XCYS9#kTFwk`GKzK>sSAN@v8Xl
zim&IFR3Bz6+iP_q=A+ad+jUzHl|=pYJhOXJd*-&FE8m1xPM6COw#=EDzUub@|Es>u
z$xnOu84sUeS=wpg%PI3kth&E_-!bbNheeZaowi-mbyQ#ZbyLsHB?1|uoKEgGibd`Z
zCv<hsOftR}`<_j5Ma-l<7de)uu^hiy;<zw8JE52D+m&rv+$Gl<#BNzcSgPsBgl>qw
zDkHFKi>{i?j=3{dw0=lAu(~5E?z8uuh1|Q<{<)RjFtlG9^xZaR;wjTr2L<}%c3=JN
z)ZX^v#NOD&;ga_+T79Z@4N;gqXZg;pfvwf@zLUiMh1fimTU~i0=`bh1mJ>_v4E=jS
z<~(lU#>D~46u)}9y6AkLb>_T(#|h>&g1gnTcu%c)*S1QzF0z@=e$tmO7EJS;S=T7p
zrSP#F-a8}I)QHWMF;YRxO=j0hgE^a`ztpZxx04at($*U9X7$lyDzma}x|O<XN?o5&
z?y2n;9$0X9E##VRs8=e!!~Ar6f!nSJiw^%X*>jd-dCY|dhp$}|I#_sIH&<|&X<W@Y
zqx4sHZT5;lHdUU?JqB7!Q&W9}zG@y!+curs#409jukVrN$2W>j3UT7DIlS!N`ktPq
zLyPoIJLd4QxIcDp4X+gy73Rv8a?Zc_XPNP@$BPT!?o4H6OOLeq{Gsc)V^Vf_Q234a
zXPD*9Y&IWj=Vk5Py4rlxe)jigZ$zJ!Inl~%{!7W6Y5T>{c?#yTZJJS&T+7|toS&8K
zeEw<LY@IIGYbyISYLsVXnLRJo<&unkbJ-=QdP!3d_fzryD-Xpl9yltdr|oh#gM~Bd
z!HmcmySue-c0AkhO5x(Rv&!5b0(h%Atv{?dt^YT0SC`}?k=#QE<aIqSHf(tH&E2#_
zqaxF?Z^z$@>y~;8Ml0#pn-nacuzS}teQVy79Y^c7+dqBy_EQ6&M#tO!P1&c5gUr%e
z8p0T#CTNOoU6+3#sH%8h8oO2cs{`AOs~+A?6|v;lb@BP#(>)IBMf&v5W#m==KRrE9
zKH!P*J=5wdmW$c<&wT#ivTIBIs&@}Hm8Jf4Th29}zdJ(fS)lH}Qr?-<{?4>mv&;Uu
zcKL$m_uKN*uRN?fzP9_Hd|rIy^XS>Pt*@p=?P1&S_EuK$h7$*T(*DW$gnw4EioG%E
zm3!EFPc?gPfgh({1aUEiHqVoLRCm*eRlmZ(W0@nbp@8e$0&%@{9`3KAikdUD>hylA
z=;-;ajj}4fz$_)UPc31SKuOLTE{Wo<P5U?)H-BBVwQF)v^9?T6tE(9W9|R_6J8ZaR
z^~`YLxnqxK8UNaP@VecC=JVI)Y?)uBzWSV+ob}a>;k9p>Cta33RQ{H^$Yqzox%Vnb
zS1k1Z%zMoE*DS&LfI-r+xxW50Vv2Lu#YZnGt<mG%aExPNar6@LjOZoor#YUkoXO(;
zUboDwRzD~A*C{RCbHZwk>h5or&3h+%|B}6UjnKQ5O7Gk)3Ni&Yw6&d;@;bGoR#QP`
zmC4j8if1-fE!Kz>Rgm1;v2?vcTI+;HuG0(lyBi$zwEAP<BemD%=)v?KEIK|*Z!WI+
zRdTYk^uN%g!|LDvK3tJ~tTE0@rpKo<WmCf9pRs4YpE$T~rLOn96}si&%loFp{mpt=
zoY}CLGomJ$Z_kqY!|s>#ay)Nkp7gx+{TZJYZ+7T{b5}b~m_NFr%I;FWJL-PgLkWJP
zlIm}_pTt|LGnY-e64_YJ*1Y6Wy^U7<bB3_?vZBsw21)+vFSRO9oeFBN5jS1be$&1w
zEOK^9?ZbI}v##;&&vkxaogu%G^IoL)$$&ej&t%0$`*_$@ZQP`_E$Q+ceYdcq>$2yT
z<`{GLabK{QxnfzGm~2y*ZMdfJ*)x-lZiu?dy1VIF(3C!2hK5axj){I1Pqvg?b?n&F
zV3|KgA~t)j7YT^BrTG*dy&rqKtm$Kdl{NR7N$a2e%=&!m`df!|^&N$R)`~2%*v^aB
zq}=eZ((@G;&bJI*!d`Y;sH|*SM?~B0UqMl7UvJg_nxR_99$PZwUHG50`OW^~N7GkX
zm&8x3Fl^c!xKKr)eqLXB@b_Qad!uxN*TjojU-+DNSbxvw9|xwio#C>wD|S{ZZ~uHf
zu0q`^>Eq$)VrNZGhrVr;xz4jEV%x^Mx{kY+Sw=m-eXi=JO?H54ruy_5i<<w7m@i-W
zbK2W_t?~trZ#D{EX!f-@eQ91>_japYvsPr-9-GVA_V4KN)r&$zUN5S-8UFH!Y_3+o
zix*dR?5+Lqymk8Ao*f?ochq&yZe7uAAd#_xd6tB9z7eOF%B&*?oHI5TT<qJ$&m*I#
zb?t6St@|{0#}m5@RibtjM<^(>GX8dSjoKlav3mon_NRlw<}c=V9k)0Z%Xw&u*e8p(
zoDyu8^5Q!ti@NSQ%F+GW>qkP%>Nk1HIZPosGAk?$R<3)n>F{O`UKSI{Qg;1_z3r34
zjXsNpdiuYbptD*3VqdAo9Pu~H+M}jTw_Q3}C)R15)YgSUbE4WU9u~Vcdui21$tHO}
zogO0NczHvPT*_M)HYtX4E3<WkWG{-YO?v3T>E&&wx5wpjZ$<&vMy-P<F3o-W>XBn_
zt>p~0*dLc4d&JII^Q*~qwd-jHfel{W={p-9PVCmxGOI83JM+@4lY3I-tY;ryr5i1L
zygL4+qj|mUo{|ffA6zu@n5b&b=C#(ur1-qg_d|BU*Q&IW&PEm=_;jJ<Ws^@TOQ*ms
z-q@OX=Qg!Y)Nc56(xu|t7Y@gS)O}$L-o-xbw`1lx8&`<GQTyle>wbEH(uxdOJ1-{Y
zt82Eq9cq;f=Ph3IDXC~-OtsTq$=z?*w}$p^PWyUdM*5M>7o+m5eb{ENt-N+eOz6iA
zwt^?T(`9WBubk_*zUHt%{*#@n%XcO=ti2R3b7D!bs&@B>luISAR_!%ir!q~oXywtz
zISbk!vK}dGZGUttd&|00bKWfR5UiPg<n{|Ol?y=ui(XwaTd_+ZPav!yg0Y`h*@X3^
z%(TQk2^+)R1LkgwW?JjZ%+bDtIZNSa#`n}zzZKziPL_SLK~rBm3OyKM7OW@l&DrU!
zUN7pP)3nysgz;~KS<yqiRYr-9jN#5FXB|EIteM%dmMvo0>N1t3oR^h!e60>P{Cgl{
zy2~t_@5fZmH)>Yv*6>_12=m?Qc8gW%vD%D()*qx?Z6_8cL^iu!__;yan{j8m_Kxi;
z8O^IUuN7YR=Hc|!TOZuHJ*jS4)Jml!h8R}c>!1Hx7%N@KezYXW^3DRw=Sr&6-gGja
zywjt_%h?vg!~aiZUe?U;j}fofU8jCL!^wMesYH@!q-)c46Tt|l$?V&|YOh|zuDAMK
z+}jn(6H26J<tZk|%0$d&(RF@ev%Xg^xK8xA_^!7LzP3b|a6hjr+H0K^D02Gm#!ah&
z)RnaE<;`C&tM9RL*3%#9cS1ES1Sgykp1ex=&;!<I-Y(mx)i3*b;K0#En*#R#NH=L^
z)jg3G{dd~I+_qCv!M4-4@IBCvjO4TRPI}1lK7Ft2^$LflYqlR^-6+zwdHTuQoQD%?
z+qR@UJdxT{ePR7}>0{GMI;tZrcHH>N!<LYnb7`}mNv#Wy%@IAb3ppnQF9v%xy9eg%
zH#<Ll(GP=Y)5@w_flIk{V*-|6-T9&VC(}LMkd4~|xrF#ndu@)st-+J9*6Q3R)9$R-
zFBfgSzwb=S@B86A<;TvasxQt|TvIH+;_IPLQM>rMF00+tiV1LD#J_6ZjizuP@l_WS
z84pjqwfg1(9=Q!q!e<_mk)Lu?)Y9kn<o9MzobQQe3BI3LIZ644!nOog&W|783EEAs
zVahcw<F4$=RlS^e;OPmE`xi2{>l7Wh)U!B@yG&VsRw-AZQKM;-=Se{y7o&dBw|+-A
z6hAq-=x*Do{pO2hL+l=PTys^q+|>Ev(9sOmeNKE)*AE6{giZXxsQxYF$%dmZm@D1l
zR~S}>P2J+XOkr}=Im2D0Pr|a7xUj9cxZ?k}rKy2Cotqh?>zJmc_MTc@Bpw>m<G%Pw
z@_xqyCQfpjJQk+}?Dh-WyW^aM-jA?Yx!7Av4c|V?IV#&V?NQbt?HL{FW|t;R4>`oQ
z;KX~O-P3M-wR)qmw)vAl{<bZ<*g{3ZR=hmm!L)wc;_V5H$)WsQJF}*4Jj3m?YQl*x
z%~?V<7qcE_i+evhUgzn?yKwnJb*Yy7XVe*D6KA#dUs3M8volWS$IHaT0I%iZ*)QTB
z$h94p+Uyq^t-Qk{|38ype&E^X4~*Zf2|2RM*wHmbrBIns_i5OLc#p|zt|VnmTD3)W
zeRRe`^(7^@9QTLpQavN{L#4AMGB)A%kLEVn+f3V1tIw&FxhS-~OVHc$FvlfiewV3|
zY(}#7YnR_u3Hu*bAIuJ)=3DxCe^|krfKt~>7Z~HZ3#Qug6l|^fkn^=}dZb0~YpE%k
z?P?|4{O9Bbho>Iyb<Y$NjWKO!-{>yA){*_O!@CU|4mVD0S+sE9<!cMRXP>#bc(cJb
zrKjRs@`K-Bsn}2|RgvIjeZxccf+^p&yv}W}cBwCWXldkd<g@W+HknSnBugQSBOj!=
zYjy`_efaibQQ^YGU$^E=ozygS*0pajam-@&(`%UihJ+auE{_zt_3vNql?`^zN6)_1
z4tgB$WY6WD`4+Wvrp=cYm9{yOGcRvTL95RhA)(mk!JG7U#rCq_&OLpdUH0|s=e<Tz
zN8f8Jw;zyrsIpDt{){V{uQS4Kng3#uy6hd<(#vf5^47;2FP}PE%Sz3?#6C4O^SiOc
zbC-aUeOBjk&-A}@?BBCSN<U}&-`dK<G3Pq;4L&EldVYW3lNO)o;4e{{=Z{}ISYsI(
zxol}`&(5NQg<H~C4Y`BnR-N}r<ul@1bm#$d*^?h78}Dtjc3rKSq86Gc?an`;{_iB^
za~g(!`gIH!J<9Dl^qYOd3W;Mc)K4dVKmTXjEIX^9zmo4AnOYWz3La^kRQcc;qnD-M
zR-Xjd;EtWyzdFSeCfqp4sa3cj<3(VliQu86uk3S;SZ1-RNqjGFJAUNu)oR`&EY=y}
z^<n$$OdmBd{Qb3Mui-|;<!LKQ+WU5vd|i1lab0eEo>pw{a`XEyzhBqqtjf15I#4ld
z$A=46H)J$|ZR&kX&)WD}=ju({-?iq#q|cY`lq^n3unL;9we?_!=HkGnX=`^fFX!Ii
zp!e{@5xwitTRoM`3@;q{5yEDB^~B2lo;OohX4Qur6$+m6;&*8*M@2^IQN~qnzBA5E
z{^0)RzygmeKW?knU6?pCcZLK@m{yEb@5|1D05dJOS|9HYiA|Dn**!JcbJ?GMu#1pw
z-aLhIEg$de6L~&%XZM_BEL;<8q$z%R-8+VTSDWR2`IRo0U;ePS*0uk+Ra$?GcJ!kq
z+I98*4;dLbwsDGC8Gn{f?qvGn-RjA#a`wz)$s6j^GjB!u*xWzn>;CbekdqtJF-c$Z
z)H#kRY$p%=e7o+swaBu~d=+K!QpaQte+k=mqw@;4i1DpAr=;i2a(S__P1xFTfBR*Z
z+50!DzLxk~%qAZ7ZuftICECn~c1YQ}EswsD=Xrd$Mw3bI+ueS)r{5nqG5PehMrQWA
z-cL@hVm=%Ybotws){6n%wZWwdWn9OjZ8+SHhsIyOH(Av&UoaziRx$IIOP@FN^dJ4R
zV7frhir4R3uRhur_hQM@sGHlW)>(KmREfygEPUlS>D-*@uM$sj_Nm@AXuafjX`Qjg
z0SAU{S#ImCn%na(`dwVTtyw?V@p0516_5X0)6X8Xm_FlJe2wSEsRk;ql6++E_O9$s
zeAdyN_@G?t?sMMY*-6<s=3AdFZ_+QWd~tIBicFhr?~PVg?l-Jle{{#^deQ4k_C-B7
zxTe<s4F~%iv#hO=>#EagCTZO9>OHV*){&oEN)Fl-zbj*6e7?u@u0T-q+pwm_=FGM<
zIjiKHb8Aktw!ggj<;#ydzr%_TNd*+nFImy?)WWBScXH_5-?Fm|H+b{)s`A7?KDN%W
z=!4?7l^bsOY4^=2%&1oq68yAb&uclZn(GVi{pwPhWou@=_w8oJv!PJ|g;B51-RYCH
zZtaLXb!5|u@^u|T95b>WZcO2GIq;JsY_^mB!gqxoYaA->7sVVlC`@KOu&tj}e{N=h
zPua5rEuRk96de$)dsMV%qrZ#>+uU4BUGB+V55=Rd9dj~VQ}&jLUuMGnyfu{%5~7$o
z+l#e}Wm(G%I%laZ+FN+<W86m8Suf-Z&Q6)EW|w=LJ#yRL_eX?RE4>mtP-Xh;fX_><
zu=NM0UlBOI(olG|)~v1Bsve!ui}lpDEc+$5zqFHM?Uj`4b*X35=3MoO-+EhCM<GJy
z+C^s3FFW3p`F3u8`8<KG{LB?K9i>#p11;Km0jzz;)44^j3Ay?znAn=GU;j!@_3&?F
z1uyT@Oa@D3R+>FBean!dAsP6larIKQgG$9-Itq+O=PY>Q^*VTp=gKJca}p+O3X^|a
zTx`g5FIaYR>f-~9zt%07CAK^~s_~Fr$jghOK`fCc9HSPVygXNQRm%SBay*jPimhgT
zPD$8%Uccha5l#N8);W3=tnDc&#U1)TBZOxc{|tUK+k<DWOZWyI_4DB`4+`g7eK@Ms
z{w}Wba@xG^Z+i>^OFpkWaBB9v&>Iqd#q5<&%h$Z+6Rke8F>CSlLMHb4msu|5>E<p^
zKYD!2*E6y?@+W*&l}X;+RrzRk`{lmyqQyxoejka>*znK2^nk6})}$x1YWH=k&C%Et
zd$}~HTIH(ot1a7i@GM(W)_Bjc`7D1<8}HV=yO*&sHvf`2-2A6(+o9h3%=Ql}*1U-h
zcMTKwar|a{_kl$A%zY1Ln)31_7|l<(^!EIblw8>|M_<Ftl9Go7d$g`^G+!UfB|F3F
zl-1{rmtJkSeAy)U<$<}=zeYswS<cqDpE-(M;<UwwEj&C=_Zv!0zmhQV9N!%6oVV>q
z@>U-Fwwg6+hs7b)W5+$dY;ZQ?R{oguJ?Z(qsVzGvPMz1|GXG$&{%e(YjVG4`?)KAr
zTs3Q--L@3l-Gyy;=go}_mrh!4d`wIJgQuU1;gPR#QXA8b1iaqyXw&0o0dd~SOp78m
zhAeUBy<jurWJvbYhuLBx!YAG>@jS61sddie;`X&A0&Oq5`kVus&#ths)nQDU(7oZt
z<3<aX-?u~kmX(-=w|Ad7!FRaT<Um)~`h|P?)n0x`o@c(d+l^cAh)YcK;oAF+nKPN0
zf6ifgUb(cG?@ia2w%OgwPA?JIp&UCaI8QZ5;mqwV(z(wACj_xaHyt<;wf;x$+O^4h
zl~SWv-_4!bUwTdCx021D9Mwt#)5tS|*Eg(_;W9ig+{Gu85?6ldi~{$rhT0{$4PRWt
zuR5gEzSN&mnWN3R=E0i|*OR)tnI-2quTYGrJwD@pMZ*3I6(wsqGgkS|&5tnm2(<Hj
zv7~Uxo9j|W$+{*9)BQ5SR~|m+RD41E{=tLlcO4H%?OtnlBC;W+XKKf~lYD+{Ve6V5
z)|!6zy)U%sl8oMm6ibU6>Xs#2PtTT|S*0hnw!=h6^J?-%eWAVn+q<}Xdc@wT@}EA}
z96iT|ZHa5%qr+3J_kR=GVjyF2Mfbt;g9*N`*p}|tSZZ*Qr+jjgQ(>dAQ-`!;?4Ek3
z;PYjcIVYyC)^jfF{&C45=S|vFt@fj<CYKbLF>LgZ7Kk}iBCs~wLD3>4TblX%FTt~n
zok1tsADDU_Sd`(h)UW6GA*-WXwP$5$*dAuRH#I}>xnG)?LEw@<QtWvfcXIU<-o7mS
zJL=-LB@bU-+;#QBfv=%$s<(~9{Ng2E<;-d=pSq>y=;~v=Z?}ETcJ0@($)ED+(hL@J
z{m!gi71nR6FP+%kp2+xmTBBckzBH5d)HDm%z1b?}N4FU~`)TcSYsSpo|L$D%*wmn~
zKi6sMvlCKBr%t;%XU2^!Ya@NO8g{Xm^b2vH5X?PVqxwcI#o{fi(&C8$?+hAlt5na~
zR_=M^)TX+<*)1L|?{2$!wOUBt+-Iis^t_|X8rzusFD;^XPF{ZRbNkS(dos5)ZgMQ!
zB)e5q?@ZviYAd}jv)v7aoL}?E`<yF$EN~^LMv`4F_3hPTjdqWo%xuehtS~J?v296H
z#^VWJ`et=nHz#xy$eeO0)4sFW;+sXu9ad+ZeP51Fy}kIrucW<hjJn+$cex+56BBxT
zr+I?ht*I4kj9d+K{pPbNUJ#PJuAm`&+?0c_xJCS#`E8b&%ho;odPSP`T2UZR@P+?&
zUe$|t-sV$S_TF)IMmDeafsH;#`n=qZNsFzBuH=5YbBg#=UTd3`PLZZ^Ioo+zH(ZEb
zXkijn`)78z#-0PeCp#Vd>h;iR>%N=$A|>rrKepCe=4qCFKDD7MVnz|yLEiPgCzpw@
z?T(bzpR4T=&i1y8=jE*SyKi^Dn{k-q+QBfROGk9QN=w(Tzx8a##`oMJCV5T{T7{uz
zfB&CN=8bz;p(5v&u2!M@%eW(G+x!)=Vbve?cq)Vrc*Zk-xP0wjn%+~#T`O%^FFf2e
z?LqTf$t&j=vtF+=t1aL5SY^WDc}JA=Ge6!h+I!yTdPh=pkS#-ZAKzO3h+}gZV>55t
zR2)=VmtXoKEiIN)k#8fz%j@rXn)&!Xt4`^TEoInHmFU2w*SV3=`Ok|(Qx39!5`O2D
zT%GatrtfsumiakJGrAdr!{XNXnl0E-t{xYEn9X-x-S=w$9nDfZ&r2IEwB-G9Pd|w7
z+gIy3%Jwt!T3FfKW>zh|-=P%yIl(3EdeOq~y}fA>1}7D|sy7<Wy5qy*8l3+$cy9+|
z`mH;R4)S?ddH4DJbhsgLRbka5fs0&Lb>F0KN=%grTJXVECU>Wz74x-MrAfC+R-MW_
z9B}o>XA^O+dn(Jc9)Fd&9(!>?f%B(V>x|l_-wV1jrS{R1l-=g*Gg5CV-_j6j<o_0;
z6Y_tlLT_Q<b*2p_ahZZ5>MOVxojmsAqhS(f*>=bJ!~@5s{5{e6^{JMAa`zg3^<|R|
zR}?IJ@o#~%rICNX$&0zBA{FrpE1$_n-JjOnyKtZDR{hS`ciNJK3zHuE%)8a4%B(3K
z)$JW}{E_%huEu*ZZ<KWpo=-Q4U*7B|9P#zpRN14#v!kBYePZnP+_<#LCT-PohaK~8
zF@<uPue}&i)0`LjVBu1(4QCC{`rN#tlBeGrEqdUopZTg%H^<+nzb`b=-C6y3!`0cW
zv0Yad2bAO}_`iRop=rMCtLDw=Mt5cR?3Z60ll$hr`^-EO{=FxnUtcz?XfN8^J*%r=
z;f{=I-q#VF{oV79S?B%ouHVotY4?>q{mvopdaH8%U+?;Vzx}m2KwXgUme5A256Zhd
zcB($wTyyz%iWXCU>PepL(~PNkCwhere-<-({$K}BoPPIwu^EBv<x2Zjt!xZ=$un8S
z`g`aL$;T@;{yk!TmHErttzC|vPcy~_tA%ek5Rh{$Vn*_-)KCShufLi;CY}BI)lGS=
zx6sWmuKjx!vpkZuJfdX2IA&?VMNRAW%R=jC{7F70oPSeeeYEp3VOvfHE0Y6NxqKVl
zj#k>tU~@I<lZ?49_GT|r=7(D!jibKmT5OwoMWnZ|{)Xi01IiN4{5%W3@3lIzNIWrS
zDVv;<)BU#*@7*@dn|}2@&+1wC*I!&LXjpWoTtfPVw)(Y4!8VR3Om6!b2^x6>_Y0N@
zt7`mc&MdYN5?DX!MExP5c@_L$mFkiOnK$mcr{V8!GVM)Fi-qK|LlyB04)3cgH_Gf-
zUi8w}!}ZdMrZw{_nSXSyo;HE&49D?*mS5P`us-OEDmCRfFqN<KpT3;sMepUCDr;_N
z<nwL3;LsJWxn%d5;E8{)w4J$s^(05oJh_0Njr>=p-o7=p;dbIR|6JpgPc93WI|;iB
ziYB!QH1il2HMqu9w(v&0_cdOwK2I!0kt^_mm$UE5BxOxyKmMLftFD&r?iL$y-UF+Q
z!;f%;JE{ITZ((y~{;NPYxeIqxxq_nCYw=j>m^|1}z?{8>dDGs#CLh8S&L8n^2wB$V
zcRZ_8<I7};xf~Z4K3ll8a^ZorH(jE>`DGE#yY}wPkbZS$W0Allt;>f)?I$$<DhSc|
z@Ks>-fzQ@g;%l{L87vA;)!7;x9A)?EnAerF+)E5qWB)BFWDP25sM@l(hjm5uovyoA
zm&t#O=&x&;@s#z--XAg|$-DfHRF~*om({)Du<BN%OU{$ke9`aug3Z3)ymmzDm8|Nl
zm#1!Ai{G$qT1+Xcd6auxY2KD~hhMInyJ=I2nXUBCUvn1*rq{mstQfP$dm)b%NBK!1
zj+>|3U!0q{x8}gw*>^k7Tz0Pcoqp0tq~dprl6=sYZHpE$s6`*#@@V2jF+sM#oLe^o
z-|$|~Ip=X?p5eti?w2PCZd}}M*Eprh{LGE;F4-OX1FZjjG}$8d>W${z<BcNQjHg^R
z4!_5>Ttsv8ahXo{<x|Tprn}6ps#N?CZ?Ss9>j3`S5sYirtvHl6d!harpQ`BN21>Ve
z%I?l}ci(Z*bj1-TPW_0O&VTXyV={biUfp?N)1z!HanJPlcnO!o$+wpGa9hc&s`c6!
zr(tlXX43jHnKY5ixox{FYZjWd$6Dv9<#nyAT=VCQzH#Kw%KG(xG{UX<jJx*L%}ac>
z=FvW7uiyI=jS`=Wi2urc<C$~p;f5CPo>}KOyXWgHseMzD(B6BcM87OKHh7JpOW5xV
zi`ly-wDs25ZpnM|Q});TxR-O!U0dBNYPYsMoX<Bt`v6<@!*9h$vu@qF5G-5Azjnd-
zbw&TTgz0)r@Y%cGDkw&KTi8w?sk=AIbo1Y6vp2j9;0q1A7PNkSp`&c>RGCMuCU3s#
zgypUIYI~$Dmid&l>4JbYWgC}X4LIh?eRGvo<a;~cpCO?oiv4>UXDf4kUCuFcYyF}p
z%T5`@Xo{?v5;o5}{^}E}ZwfMohk3=>jSaP*{@V87sJHa`UXkMaUkte)n<l&MNY<{>
z{LS)a;j$Y`m+0?0n0>MRo<fDg)yalB7tgMY;@dt|@W863b`3GXA8Rf)=yYg2y8G_o
z*&@R-3zmC2?Z^GrKJa?DD>-V}o*nlUpDI7qjcqf18D@KsH)(~DvBZJncdkg!y7lh_
zJHy$D?;p=G+B0eLx6%zC-o467p5Xg?=GIJ`s%<-4PxHPE-NeVAVZF)1`i<wBZ8fzW
z?t#ZwN_HL#ja_xsEJZofg@JSRqqm7p1>Yi4Chzrmwfu=JV{h4qk6Je?@3)7AedccK
zD79RiqH*kil2O}(zbpmP<@K}dS-&4}`^~W6UdL9U7d+*gA2@w@(fqA)*7SSfeLRxF
z%f05WD@%!+rM5J)wtK@-wtaQs2SPs-ruW}e)(n1Oo+Nvy_hM~My?b;<jq35_j3u9=
zzVBAiFN?aWy0kL6)&2H|mu<H=Pg-rMzc9f{muL4I$IQ&biYxp!Z?0W=S2sj-YG3bL
zxBYcVotrxQCq|wOI=P(p<GJ{^O1`G{-96ik&kKZTKYu^@rFXfi^yO_IuC`6PA*+(v
z;~pt{<-qNOnzAb@TQ_(-6+Ki`Tevm1C%5kJ8I~fo&rL_4+H%Gh_!U~TcRBc+o?B#}
z{pjBbrfW{sb?295i?5E6yOM0a(tiJ>wwq=RT0&0KpEJ*qG5FmnCFl@%*n9g@0fDz>
z?rXc&xw}Vdd}ZzQ?upuXEa9`ln$o#vA4GV5E8$HMtlITJaLy;^#Z~JTOFtCd`Fnfx
z8X33CM^~BbPTRVpcOlQ$7dnb>?)C)lc|Bvzu5ag)*>ro-Pe(W#GIvbMb$C_%*4><o
zJD>5u+mBBz9x@c&Z3vs_^-*4>*5xMOWTsB7V;LdsbMD<zJl)V8Dt-Cg!=5FtYf|_Y
zJie-WYRbE&<PSgjHas}A$?W|HuA+!<wbe@`%44QJan|O(**KLsA|jPhEF^O3tkZjL
z-R1kNl(+lz{1tnDJz&z3E@l*Mk91%?p;5}uUB*#d`naRpxY{Z>R=acW5C21Ns^86@
zZ#`j?;rk}p980&=_a58LJ+}9^s?V(T=fX9!cJ9vC<}cnMaLTEM;c0?;&87{)Hj!KB
zU*OD)a67~`uSSlIk55isN?l{lkAkzmdgC|0)mZp@<;63+Ycig(nM|3jC1>&B<NX%(
zrd8%{j*@;`uCESREGts(${wNU%f5EOGuDX@n$A9`P&&-;;ofV$EVa1aXI?g(2N{dx
zZwBvJ9>p%9&bOtqaDnU$U)F;^E0VU)mcMPXnj=Q;@meL7x7h{>n-A9I%e}dueI)2b
zoz28M6}#$r_j9q>%-DJ8tq5oPnpUP88F_D4?m2sUt?i!myLWAE4=;<KzkpG7>ZVQg
zuWl9BP5=67-eIG!Jb7mgS(l{U$|_Y}vEt=X9=_VDE7>{yLFtdZzFpgXZe8zl{XN%?
znZCQDZ`Uoeu1cOyso}Eq@+kH>Ti-1ZUz(8nUoPrNuxl}sd;@Fg!^uB1**eb}ToK_l
zcyd!fE@{=&UABv-EmJMDR5rBR>!HE+REAw~egE8+fUKy7mxW4q?{l#73v#?=*`|LW
zXCt$2_8DdGUw&8Byq5pet=GM=yV#wnQ1<st^-Jg7PM$J2wSYZ@i~rHlBa3CuFFUE7
z+5aQ6j{B5$|CGYYw~OSCDfTA#q;oJ_`up#!_nr=k=?+t+Blg_6@NB8GnSS}zZq404
z4}0IUS#f=*Ufd&BZFWY7OG$fQo!b*05#F=2CL*SP%Hx!jL^bQQhXHy=?mI5Or{<RP
z?XC&yzJuJyf{WOly*U#5S3jAok#~6Y_3zB;@!uz{e`}HRX2TOlUxiIqcU}}#+*CGA
zEMi9BljMK}byH0D{QV+ZyKDdZ8ka@;6Ltj0Yp&8h*TCo%`hHqg>C(9}Uxd=zS6QTc
zf4=c(P13D77T;SA_x9wRoq9kkVs&h|qjO{E*H3Rs*Nd-NdyD5_p^D7=eG6`!<#lJi
zvcE>=-Nuy{=C9yj3yMB4*&*#1%Y?4$k2t@|?2J|7V_T=p&UQbj`8s2`aa8WoFDKS7
zo*|SW8KGU(DRl0CGEax<Zsjdozh>UPUDkb7PIYx<X6W50$Lh@58yu^e{f%Y6say-+
zP*UHW`(u;zf|iOmYs}bvZIZUVK6CO_j#RmqZT7E^h8GO@YFAZRx5e<wtC_5hxxBsn
zrW^N5*3X4Un%`Aizr0x8uJQEEl5a*WjGP>SqI+2_s}c*8<{F8Xd%l?FwLx*sMW@><
z-#_efeB8ZjWqIP47QF@g>W)PyKFw&+p3`CYZ0(P54WU2l%RQggOMiU&`;bid*SiX*
z=AL(8k>`2q8b5_~`3f(qI7PW#Q#Uj9wujrPbViFDzNH(h%A9{7@}U;L$=Q?`<-8YM
zJhDd)l`k(d&UAF~VGnq;^ZyPng@1l84+-|wFdH8|?BKk8TV<WQerDIrKO2%68n0U&
zF8#IaxSZEl1%Jy6FCKOu{IP7;V*!T4y9(aTnRP(>`nON_Bxapz{=6kJzw*&So85N{
z6K8RlR&F^y{fvCYO~L2Ym#esvl5bQVYT?wjKAAA*(zWHK^X0^TJ}UD`dUR>Yx319j
zRh(5BJ>o~JE(moL?MwXBuO7A}ERU`A;m)S%I$yPvpLP`*yzW&B<nNzwdFHFu{-DKv
zktXfzTmM?cJy?Foq;I{Jz=E^ueR=nt{@S_bV7L93Lt$xp>C+`Uq;;=#pPXmNeMQG{
zhT~(s)5~3!-;;>mT$tT#F=J1>j&;GG1gkmoCfxXNC0eR*I@7I3#xhfG6?R@Y^u|Zy
z<agDFvaVs_-FM&cPBYlg&hLMI1E*BQ$C8t~?)sHUyiI4lXTRe6pP#?}W^UblcF|pp
zNxHYsFl6z^ELRCQ%9;K|?&jwCJNhi+COq>oRoid<<7J}E<Ex!n>8p2`e&7`Qx#9TQ
z0#3m=P4*kJ@BVJIVYW%uejpHe-Q2NC*CJuHX2@c;Y9^N7pB;nOyPTZ1;(7Pw7rK%s
z&VPM!^3(yT-f)qJveW;jEDsa-x{hPzl=2hV!LIKY99aCRcJfm7w;v1Q<3hgn6<gRe
z^jlX>(Xt6x`+TK$-o?Jvn$Zncr@D%K-MPH^+}Wtwxa?bunZ7@?W0K+mC697%J^1YV
z;u~L2^SyRmU;Fph(Z!Z8d+pD2`v&IE{Pgz7rM)|1Zk+qJJHS`!$k#{Tzc>C?eVO$<
zp<C&!V~EM4yODd<A6FihU3e(*xzNo?4U2C~JnMS-;65q${F1^g`)k(AoGf?di*c!~
zom*`sE0}b7-sPP?m!+?s)cj_}wDyX5t5cqy<KDz~=2gDHfjuA7zDk_nd9m`o>+1mX
z$^)Kx!JD|Zu<R^rjCwd@ef;^P@6tcrmQBkJUhjMHiz7>C0b{#Zb>5prw;ESFIVkVF
zaN^0~KTc+sZhhjuYICWy{^aL_<=oOyQ!-Mg@&~3^Pug0yKJmh;^A3@p*)Mo8<+1E;
zyV0>f;9JpM*7pVvr=RowG3D0;;bV>eWb@D7eIJ@r5%@+>->UY`*%dMOZiLG@zTO^C
z`}sj)+%@hc`D%w<=BzI|x;UK2eqYbUCvDr#nXIdCc`?y7?&e3yl)j*dt=AHhX1ocQ
z)O;=IxN-32U#xGGUg(saSiya#d%xIjX8DB{Cj`5frAM!ynA7uokC*#ql|Ru|QgPdV
zeX;E;+Ouu*hB;xiU3(_HWqaJlp6{>Lvu4i1#WOeZvIo4M_+)|qlJ4f2iA!uQ2~Aj4
z7O|35Uw?Il!b_nCJeAj2pP5?RpSou1*U+!I+e?FYt8IQ5vzyt}RO9(G$0wq#3&TDA
zVy~M``TlnOti>q_x2HeO4G4R)V*0OlYID};1nGH3y2Q`<dq?=bBhU3+kKZMDt}m))
z(ERlv=Hhng#wYIteSKzcoH1dIxm;tPxXDG0kb|C9$>x*3|C{Z&UC-{pyf--u)^Xa%
zxAQTZ{Pmi=iRTjI>{VC4Du2xU5@h%Jk=Uf~bGKN9bcsIM(K>Zzn*W8{rki~XFPr<`
zzG5ACG3t_cmF}jMQ+uN-rU#iU?z~~pyR#`N!{L2OPu1i%jzP2Mnbck^$!eQ-ZSQjJ
zh-<fBm$<k8-g_(fOH|d*YjW<f!gKF*Tm5{#tCKfJuTxDszMK23_r322l*_em>*h`U
zdG_zUUqT)p+fVjyQQ9qV@qE+4*=ccUjg9x14?Oo=e{kPHnO*yOT4edsbeTk=jb}y&
z6y$3kJUD&b3o(`q*|Qx%u3p<6vQBwUUOqu%b(~}N4NJ9YdFvCJ@2N+`KYuEG=F*p9
zQ?8f7Q}PyEbZNGIx-moOSN2Um$DmmkE~of8UbWGE=;3kiSG>;I^?nB%_x{|^_Vn1b
z7qVB5{rJHwZE@~ETc7%dg{kv?@0u=IpJCz0@cGfBw@eJH4cG5Xyu9Do`_k486O;ex
zzcKnJyF=&G<wJ&ddna-K&Z_Aa-(^w0_(<E@g}W8`<u3o97da!l{^zH5`{T#$|F75I
zm@YT>NHF8;L!3!>PBn|)%DwbYKK|e4KhNX$wYXO(lr-|}`S9cV|9?;S|J!~1zle?f
zhv{dmL)jOxziiamn13nA!F#Uw)9~6?%+30&A8yo4Ub*D^ilY+lhp+xrWs6zXx%;Bg
zd`{<Ij`Mb%D&JEOuJ}ikbFDI8T-daupT+LSZU~e5#AbC~RKe8M;J3KG!{+_h&*W=)
zFOvJXEIaM4k*k2(RI%R-Y+4nTv2jbT?m6*xPgdYGucTc;iQSJ5X5W4q@AyWd<l!ID
z_nsfRSi-sav<$OPo3~%pQwn?i;*hb$4vE7P`?+^&-_!mkn;X2$ZryHM89|RP?0R=C
z=Vb4gy!+v+<wqYclW#wmv(r?n=E{@HE4HpoKE<AME`IIl<<pG9r-xSy&M4Wrw!NWe
zlTq0Ga`u8s``tBGQOABw-|N_7uN<H9DfGeN9hbH~dS%hm{$k7Nn#dy@hn-831larL
zl{!4>bUrzEt?`A1?J7IoZ#xmAoAa<}OO9fRNq*s8tL?163ldNNe|UAK=DgMEezO1K
zi_h=cnf5GPtIhu3r>Fe&T@~*R7J1kGJU#uy&cE*~H~*JmeV%{x+`p%{r~g-Y=J2n-
zKmOlw@x9M?cqc#nc)Gs&g#4-bKiJ=F7PULF^IyQ^x<-+Qmp<OO`Oo`#yw#Z>Ju7bi
za=zeJ@K7pg?epdZp$A`P-gtATUgG_&3jb@nkDa#P^IK`X8&}Q+yZXHolS)38J+sLA
zbyaWQ`d7M<A9L^D-xeqRzlnL>qX)<36<$A&u0Q?YJJZLqJNLUU<iGfH+fHxUmyT}R
z*FT*jL$4|o8$N$;ay~u1>+$KB`yI}~g}eXrUs=ZT=dyl;ZQ;ZxTdTMnZ13ECb(3B6
za*v-n$2Qa77v*-yek=Vd^5*iZmEm{yt(&)J_t#V~*YeP!L;CY8<_5i(%2~Wc%iy*6
z;)st?c6Z~qpDNp$^R#a3_UVl7H=}f8*uQOhw0qa|`G+TO_L99f_v_{2pKEH;ZO(C3
z9$V`x8@j*l+rP@cN7gQ{5L&h4Yp}uV&GGh@uLLs<mNVZ;a}%5NI`irNq|e+MZsGfH
z^c>F44*Qs9$UaBq$5-L%t?OT>>sw9R8}m9{KkskJ{oI8+qi#HUnxX0E)B8ku{l0AX
zP5i>=cy8<|Dn43x_3Wy%|Fgf%{d(E$qxv=fLXFbDK32yCl^T@RK4$-N=(p*^yYfCq
zJJo(3h(1$eDjF_n`|tF8dHoan|83TJR^iOOuHnyO_LjWKTrV!La}>WUsjT!7xOsiT
z0lS@hTc2=!wD|EV`P5RwiA)8nB>9t_uCViWGMsrdzsup#QfEn~oGq%yLacTD{xnOL
zI|MQ)*c~*BWinna!q9Q*=MT4p#f_m&6ZXjIv)5j-eHO*q_Pgl9JdTw&?2pOR8mRud
z7`CrGi^JH=_su%ZCr`8zURAFCnWrtfCsV4ZIEC?W>!qs~`PV#HnSI~C;gHm%Ef!2Z
ze|}AoecjO8B<pZKb-`wzsApz!EiW$5EA(dF)$sJ=4dLCpym;*{P5z<wewB|w+1_1g
ztj^cP&w9!0rB0crES~y3neCg5J4;x5p|SgsX7O(ui`dLdPKjG^ZL~b$t|65q)_#4@
z^Nru<zFxn$>8`2bwBxs~Z#cU*Bf+OsoX7t}LH|3Rf11yZJh}4R<&^o`Bku!t9{p1C
z?8N5x+l2ofRxtPEQ@`6%WK$mezNc^Yl5~k&z12lrAudMGzseh3UAgX(bgAgil1<mc
zywxAt2(4S(e?08x<K6p@{P;He&pZ8PC-!~!t@=Iv-#h(>y15VKr^WqQT{T<j-UO??
zmLK<T^!_A$qU!jR_^%#2l1|>S_<vONwbO<q-@H{~d5Mqb2bO=g&spqx#zn66*ecVB
z#}2P<s`M%=i*xBc`*8)U_o_wAJ2rPp)NOk2D(Uhpux3I24#zovX9`z}RfIcE%QzAv
z{XbJWLB7n_jL-gbc!cK%G1m2sOdY@2<HKE6cldqYwq3|H)?|VMTkY&gXE(h#mBD2f
zw58rbH-gtE&+$_9oaQM^N)5U99<A=46*PP8jl9_v>*w~|Y7v@yM$$UA%R`%|ck9o0
z!qev+tNX~6!FSm$VdK;nD|lRg8#2U2rC9v#5x=;SzkklcR6i~D`*tA<E9yQz%~lLw
zwl%Z#`k~LfOJk;l%sHSlOYG^1bsm@A$bJvnsmFE7-1GC%30=HXFJwj9guV+^5qYe8
zwmrS1^{AH7+;xd7&#=iUuGh*D(7x<bcygnB_JUnpD=Z%T;aGh2oBx|Fd7M_QbJxtR
znj2H4G>1pNtAE4peRC@dKR!I8czlcTZJGM-N4_{0F54iz&G_bB4*k6gUdyjnv;NN-
zTBN+l>)(gxM^5~>Z+Z%j;xB7t2lI5+G=HqQD*jD-?H13Rj)$wR_7%76*~{BssJL_Q
zgR{9yW_<G6KTUYOz52$i7s>}GPcIRTxy5Near&C>md8)KmfQ@wCG}$ld*0$L^ZoxE
z*>dEvDChZx&r%`x*6-I6&Uw_kxX83ydDRYcRV$`W-U|EW%59nPZ#N(9crO0k^>|x~
z^v{P`ZX8P=M`^k{AD^fhbKt}}oh<8n0!L@;{HG9geC^H4PX)uQX8pb7{kk{&H}mn!
zu^S)nQ$E;xS?yZy^LJC^>rWhA|F*O4MA6~@$GNurJG-^Ldg&KeqkDbNi>GhCbMA!8
zFU8=dqiaL+m;7sPU6p!Iabx-KxUZk`?_G;DsFm7P@T$ac@uv&_*>}Faf4Z_JI{m2b
zb@Q2;Z?x_gJXjxo^9AGfFSSPhe{DCq^4D7D_u0GBJ<Ff0J~yK-{{M%L>^<%W%S7yY
zbN<d<EWD8Y{jxKG|Ic1gj=2!`(wzUj@!$GCTkHOMC70Ii;W#8;|G~TE81uS_pSL-i
zb$;yddpXbk|BvP`3Qfw!s=pU%<Uji?o!RmDJFo2e=2PEOYCC)P{1+2k*YV)QceSVa
zXQX}#F2BD;HT;RmrEOPClWN8CWyD)7pYxVZW!$>?tc=5%5S__YvtM?s@3OtQcWU2U
z$?8oh(#joYAI+cM+ozzn@1t6kbkz3kEe)=<&u&Zla`2?*^jf^;l6YJEFZt&4KZUoS
zx9rK>p8dIOLG}&l-q~*Haqsq31Yh}j>-O4q$8$$)=af9#kiKj4-18qSjDPnmmVCsM
zbeo^!K<ZTW+7qQQZk7%a<u`>HH<Z;by(Y*bVV3+=&GJBIKX;zll7sbIZ!55OvG3Hc
zmQh%9J6nPy>GgA?V~vM0`tFITTl8-2v_C6yy}l~=&lFpyQZ3s@&u7^eRdL*X^u}t-
z(|@mi%~S02u2!=wTc=rWSa;sn+^w2#_raLWf45hDslP4^LH~EZ><qV;ooi87CHwW$
zW$j%dUsRrd`v2;|;_758|BXtwm#llvIo&^UcixZC=gY6#ZJ*y)Z*4DYzjuD${o|i)
zr^?FTG_T(C()q#1UH<OdlH-n-y%$&BGv6*DwA=gjoi7)a=GD)!3o($2>vg=hr~ERz
z9>>AgtIqkdFH?K`?qkO9D>MFn%KP>6!G<p(H8b9OS{yFvusyu<_Y?R3_b+)*=Q=As
z>;Cq8r={QT{j*$t^MU^5duMai|Jvw3*S&V%U(5bqCGUGL2i0FNw7&Pg+~a3&ouvHz
zQ|9?~`67>YoU=b`^j_(G|JkR1ZT{3(9X|ihdgi8>=e`HufBVz#U0ZeaUci4fg@9M_
zyc~Zl$}hz~y_LS_?}FLU9}dOt{3UUZ#jx&1X<MXnmC=8;Kr1da&(ro+%=NR6%=z#j
z^Y!;rXTqYEpW6R1;Qx+8mMVV=1YT;0x&QC4+auDE{hj^m)?kHqkL9o0&D4JA`<cHh
zOUI*y_xo{spRJj5?mK+CrsH?&e#c?!m-Wjd@3pF(o?mxA$MWD7=grZ@1y?oh&AR&E
z>8$yu*I(Z^%zpgb`t8qSTR6UcKO6Uvqu}L7-8TERU+d!J=3G1d@V?*cx7+@eMdgS8
z{6F{FZIwS_Ys+8!&s<x6>o0HA`<g$WquyWmWBvW~HmBb|*U7Yg`)qr2H;><s|NqzV
z^l!Rl^51uA;<Cl{6+b6;8SK;izgskA`<+PlTm7$&HztS&MbyQ)%&F7)eBaOh-L`*a
zzdla*?|10F=bQRpJ3qZIi#W~y>hj|2W+(Sw*Dug|edXt8p$o_M&t-YD?O&PDhSfFC
zz4pmoG+!6@)ARa=*qCRzKlkgcv`<Zbe{TNPpWn4l@6DNe>;8)Uf7W&9tNhkoeUB%$
zBKgao{cqpy&o%$^#ORm5z2+qQ)9vM%^7+4hZ<{xNuGRZne@|A`z5f)cbnZ}vW9|03
z|CjsEuANj^{%Y;2xXmI3`_-I_Zy0tNE@hwR@Ut<8b!Oxz`Iig+H5)$aktmenzri3G
zzIRL0s(+hq9a_!G;ilZIt6b@nwm-Z3?Bucw8#HHEEJ=-D^|AfGvCY4a|I>Q^^M^Tc
zSKvC(0dx#Qeo_`Mm!X+C+KCS43I+;bDaeTqkQ1r`pyyQuBo?LSl_(gR8-fmg2m+ma
z<(rz4ndp>Xp%ATLpkSb2X=b2cYGR-e3z7@UFG(y(RWJavQ;YLUi;`1|6~G2_>bq8y
zxCevfAp)HG?gk2mmL?zvfK2A()OR-o30No?D8K}aKmwLX0>%o4mZl(!!7A+Rc)2(^
z_1*IGN}$$o>brqVH8n)&aRZrZ3JL<S9!`BXkf~<KDnO>1!Bs#_4JgV_4o)p8R)|*6
z4{&i)&<{ziC{fS{ALiu*rJbR)CpZ8&^&|X~vQm=~j)?#{#vE=H*kmxF@0_1klA2di
ztYBzq4h>w81kx!Spm0En87E%_eZTyo+{7GE@FpiJ7(xyRL(%~XD4aT+9YH!c^?jTn
z5#-|qrNb2r^ejMT`uZpsg5xgOQK6)$G!-O<%^nL-_>*IgA;?5u9|aQ-O~?{Zpy9M6
zIZ?qt&(O%w)XWk+6fBHTQ?yfJaVj{0=sOl=Cg$im<>#dMhJak)l3JXcnwOH8R|1j;
z#j~NM1?bGUAaHEzyXGb5r)1`(E9iTsq~?`mmQ?C`fb<2!&UFK27I1)t<cH>ECg-Q5
zDi~T?fKE>Vr8Iqzv;sJBVz?1x3$o{My3yIwCAhM<BsJGFFD)OM#`XP+Qc{aR4%2`+
zOcR_Bf>P5ni%W_s6*L@E@{>{_g2AN)1v#m?pnME+D=3k1>N|V7gyg$>y7(p*Abbb%
zn@cz(Re(YS6h1|n1ts}KAa6kvDW^W%`_7&&AY~wL8iDkJ7%=~G>W70%h-d|KaCS9N
zFfupSvoJO?Fjk0FFg8;#F;*})GSV|NGq*HXFtJdGR<JNO)-y0Lw=h(QRWJhyn3|gD
z8JZdyn<$tW8t7RVgMt<zW}tvz8^g64AgM*z2uiRBo`r>_o}rn6p&61|gbg6I#&8wb
z?1)vcG**aKFf}kxhy|q-P>>>Wp#><QkmA-6l*mdHEDcQcjLeNqz-iw(vA`oWGd-h3
z!Q9YP&%(&S7@Rdg0S<~MBSS+yOG6U_Gf=3y<s_yTD;R=97!=%2kiu8j%*b5N(#X=x
zQbE_)+)U5J%*4V(!N|bCK*7+!&_K_~)Y#Gx<T^<4=$4t2YNP<lQ{bctGRQA6H&p>6
zQ+Spn=42*2=B4LA3-aKS)Z8!yLt}G2BLj1&LlH3zaxx^1V5D(SK0pcwLT3e8K+9iH
zXu{4Us+bcy@qAvh0nf4bm0a?>omrP&$P;pU<uKLaP5-fP3?_!LO9U4Q@a_5A)H`E~
zM?+owoAbx|PVHLN`%Pf)Zb!2h3opA_%Cw*KY>~dVRj{39%CtJws?+<nDsi1WYg6?m
z`!cW6dB#Qk1=dyOhu<w~leX)4aaObB)}6%fp=OP<Pu`M$bFresHL&53p2glR-?qLL
zRPwrgUF%M^{d?zg@kgHL2ns!7E>~u6U7V}B>)M^bCxsTQPp%hmHM;%Xecs~rwUh6!
z1%5GfIsQ>qPs}T5(U${X&V2DG>6xjuXpNFp{EAbrw(rb8yJYplPCNB)ylpCW8)t0X
zA*LPqWY){68r~5)J4=o|nrZEEjc>=ZPp403ZL2(Wa;JgUE%~zrGv}G@SbKx7>}1ru
z`22G-jB!-^;1C7JfRUvsSPhtCXlVhebHQwIRgAkdaL!090#$?XN<1A@pILxvCQvfs
z)K3T1trnnq2gWy1FtoG;<sq1WDM$d8@Hq9;L6xs1sEmdxa0bbP%0mzz6#1Npf*0&O
zPJNfmw6xTs)I3mY0@Uo#Pd88iSq(A_!Upm2VP^&W>I_Xl2AYEN3n#STh86$3T$~VR
zxn&j=mw<u<QAENrqq%~iiGrDtk%F$78N?KDxsS*lAWwoa1jv(MDc{7BqD*irO3%Om
z6g&nBx(0A2xH;vM2(``#Tsj0JS3Aa_q5-+uu>=)6VABzq6Qm|QGo>U0RJWN~8i0xi
z1ygfSV1r@^8Jih`T!$=TYH9{5VL?Fx@;*`l2a0~A)I%s^TVl=FzJ1<&%!VA!-z{0i
zB{T)<cKU~&RoeT1o5Soa+B&aqMx?j%nLP}04Ny_2Ncdb5?`!yem9&G`|M1FpZdMOw
zN&I=iBEG8K*1{)9H`9Gre#1$vt$ud9wT_(#6<fdLyi(GFn&cf%KkRI*nz-?6_6e&k
zf7FFaRa=W#BNdv9|1wSzJK}46%k9)(7XAreHt%Jueqpl}oIzj(55l)#*Mog)Xkrdl
z1L0VLQ$3gsPNn)jsd?!o8K8Iu<*pz|aR@UHtP#dRG9087Y=!|?1(*rVKVUY*Xo4XO
ziV-v$E9U4<@Sen?$l>yRP7`-X%O95W!LqWOSM2=1O?YjuonVl$vKqhH^XzjE0@4fr
zab)_5J*_Xg+!pY3^}X0@4`!QbWzA#QoDj`6qtjcuTVMVVf98T$0b!C1tHn26*lws2
zA*+;l@|F^>z(<RWs|rWgwR+C^@aKhHhs~3DKkR*OtTB7!zT}}=r;WwaFW=wY<eR0#
z{7)f&Q$$$wp{9P-V<InYQe^v;*u8l)ewm#xE4UEwxvebdF@sBq+?1OSjy1jXK2>E@
zwut{^#?8j-OBdHI-v6?H-xuZ`r+vA=;e;h5K|ufxG9yDXuo^JO(9#l=x4>*7!xCDU
zfzmw8nu<B0JsUX>7zi-`p6|phk+b(}$^wC)8^5<#s`m!Jyl~L7k*jRV1m|}O=hD{L
zzR%Qq)>qzLp>parzw%XstmXdePqeKrzMaZ{?~Ld{u+w1XA|(WntzcK0qm<O(f)XrF
zjO)R*Ke+RR>U!HgYfxTet@b;}I^oRu4bN|Ccx~KSFTLTZ$u|x;X1OkA%?Zo2tBknz
zNw}<D@wLWLhg;u$W?xERr`N>W2c%VMA2VAmx!t6d%)jE<v^xt_)jQ8|-j+W<jor>c
zxLS60qPT_jv3I$Cwi%07zb;%GfB1LN%SLT}y-@4>ADF}ZwKTAL8tPcE=M0Te(?6($
z0!t9-Yfv0xq<`Pu-MkG3JTAX|9<nN_ivPdCuE=#`|4~DQ74J@#S6w@I<;0X#rxaK@
zwtPzxyS|xWv#n9KIj79pKv$*Hlh!Uu<uhNE?6|<f|FH|-^X7)*2cDY#`yhAZcK@;>
z{pg(xR}Raw;qn&9HDK3UT7s2;*@l*upb{3$hWHAp5oiD|&LJ&5a03z1J_`o-qJtCj
ziUW%B!JQXSsg9$SW&|+^Q3D_<Ads#IXrt4_(hO2OAtgXi^?~F#{6&tDfdRAzM@?w4
z0p59s6-4e7cWw6(7kr>%&AqZv^kjEk$aeMvAKoZkZ7_)Y@s0J(vLNvVl4sBSzPPM5
zYi*~){ia}9H;JCBjOp81S}#1#(0M4DvG~!sQ|r}Ua{4~Zo2%@%R#s+ZHp8!ZS1j8^
z`TB2t{o(K;`+`J|?86T?OFGNDzu&i5*n6NuU_qhB)OkzmCkiv^ZcJW1Iqy-G&rJK{
z$6pDqI`q@5w@4~oUz9D=UBxt+>D6stfi1u0m)#QjyI^06hu^$8J)u4-F`_lkB+aGw
zO_SO^`+wSZvp;iu{shgLe)-*<Eq5&BpYNL(<>YaC3imYKPk)X*`g`Ku&pD^wvome2
z*9S*4dai~B5;#zeOpy|}k%0kP0>{}M1GP5L8(>BT2B4G#s_QxR(@ji_LDf1a`amL}
z_#n0cg|ERhlI1`_3Tl9n(GWDWP%u(3GX%E-k$PW<YzT@gXnP3KF(aiNXil&lXk=gj
zYEpnw0<;wiDoH?jAEh0L+|C<lwyBW?dK(j(!ofKQQdSZyjzHBvW(_bT+L%TL1|Zji
zeT&k@G%_#%Woxhmk--3JMqmU(Xumh#VFOS@FiB6Kv;NKJEnT}Z-tE`jc3UI%<B<bA
zEoKHw61}}y)J6Oi-^RV2d}qn4>TAAE+|7UaP5+t~9NwaFWk*2O%f$Go-^x$hlwY_`
z+B3&5NdIo-tCg+S7OYLVFMCTky5M+oPvyf8E5mK9mu)YOPS|<<&XLk5Q;n4Pe=+oQ
z7#_z}M1oul_MxFMQp?B4zyOp>z!DIz52D%<n#qtHM<{t3f-)IKyu?m$%s!$Z(E9#g
zmt`J*_q(!%;+#`-xh>ypGkMEzVCC7GHl@?@$^G!$8&3RO=fB(4F1FdOultkbQ*ZNI
zgM$xF8lFo`?7r~$g{Ms4gFU{pSM8qbBVu&;u9f<nD5<6kQV#pl%l-BodUvx`PQIlk
zwf#+I%iZTYPw$FO`g4p^vr)*GnXkR(^3@}=X9}bo{kHb>KL6Kt#`T^3rb;ra?fz`r
zc<`Z2udA8Kq6=Q83-qVEDeSDj=k}%fuaVA|mzwHRt8A{mDT`WRbaQWC?2O{cR&{Fw
z<i59jm+w*(TeU|1=l0xRIAR<e7T~ZmGD3-QLwLIh661)0Tc5;|eBGeb^wONfB2ZZd
zDo#-cZjB5K!3`2nNrF`UkuY#;WMBxYlrc(9P=yL>CP8fhJD!jm2g$&#kpZ}45B3&(
z0D-uHTT^30Jy7`r8u9@R+8P=tL@O8>8z>kXKrkp#8yOlw#&e?;%)s*k1`6h;Ak`)&
z3egJ22IdN}3Z{k%(F$hZ=rvF<H3n%jHwKNJLPmKF%oR*cEfq}6AhfBGiGs1Qxq_*o
zA$a`32t0LTpa7yRj38o=u?bL&n-~}?m>8QV7@He|Rhxp-fvJIs0*Hk%JPQpDq!@$^
z&sv!2nS#<5QaNJ?6@nzU5(OheBZwMELmhKS*3v{l*U-X9!O#$-Rl(BGLJw&$2r>i<
zax^$LKov7&2o^ng<7nJlnuFYjy={+{N<k?Z$&Un!Cr~tF7EhCIgN9z)-hUR^_eM`k
zqy3T>$I9eYM~?DI-DbXUq-3I7hf~$T+xj<bJ-S(5Z2o(Dzs#atm6<)?1ZsB#ZhNut
zx|`*kW8ITE)NQhr%{Vo5|4x0O+kUP~qvLkvCkvBh@~)9gF7p+wE6oqTT5wF*uJgrR
z&5~Pl62Hc7Z@k^Tb-%@ej{@DRm|AOJe7SXVd!9pw$F{tX6WR9bo1X=KG>vX)sW_bX
zWJSTIxh~gd8h07-EpPfH;ir0GMg33N)qZ>byp#!DzR;>~@(v{{qpL2SZc}n+a4qXu
znRZKf=^fSQdM~GGrrt7q`sBHl<^G=)H|zo;&(t0^ICwaNi+y{JiuJu)!4vkjeG|EJ
zdAWzhk28+b#CNY|p0`scedm$i&z>ILxuIlN=B;m=(sMujGrn<AZ`ISE%#LLX9B>tR
zpzsC9hp_=tm(U0_1%WdAiYW4&^Gk~|Q;Ymk%L9UO%~ly17=jyn6cu`)rUy7ZA`%vA
z-w<jG*!k#%9;Pb?Pq7DTSb#l7Qn6=YreJ1Zpl4udZe|7wSG0@;G88E!poNEpv5}ss
zp`|If7mp}FOwA4Tj4Uh-z|%OeLd4j>K+nk12$Gp01qnD`gNg&#XtJS^p`IytR!BkD
z%-mAX%);ChG`g&3YHDF>sbFYeWT0nhX=Y#vav`J}0V!Mz;q%_$F=j~df*DCT3K&Bp
z13fbXQxnjfDy;7Vau&$x*yebQ3=Bc32Pr%V6*NYmvLCacnRq+vumMlo`@bT)-spLq
z(`^;dc+0l)Mq_Gq!;vtn!;d76?>uq){KQRsX&W9o|EfP3RI+mY){AnB%*{`+*?zgD
z(SF&&y7R(AU+IZU7Hs(<eNnspT9-!0?9@*dS0KgAdqu0t?FZhiImRdN^5vC?Rc_vf
z-+N3NXWzV)FLR-y!!@+=ke!9?_HRpN1(YVe%@%!hOaJ$RpQnFB=s0=JDKIYzvA7ww
zDEln0t7Lny<4+NAG4ru0G**9ql>5!d6Mc`1V+2KAGQFl0u6Ynqr)V{&qie=XuTZo7
zf3E+%=QAlFYSO0n%D?40HYwju&pAJ3{tffzT6g>pHYM*8P5%A0{I%G-#gjJ|CuVKY
zlDclCk^5nvul23at@q?#vrayQqf7w@B{=Afkgql~GBCo~jKWL^pqNE(NEv}^C`ihJ
zO@SchhzZYt8yOgZsvmIH!(FC;Z2>!f2$d;DuyGgC=D;nD@RccGLy<yaq?ak+)Pocr
z1j`gq<%(IROgf#{Y#`wJy{2{gTct;`L7a-JEgm|*0y6CzZa8PHlsG+swLbo_x6sOI
z4p#H7&z1b0TDxZIoEiTU+3sC9VzshmVc`xbzc)VOEB6>AIep4h{r<dmwe5X2^UoH6
z@vHMbe41nU|8msvlV{#!>bDu&R{z^An6hNohUM=!ZM+k+_21HYSB@~P*O;;3Tv}D`
z*XY~ApJQ(<6T7CjyfQgiPA-14nwTZu!Z!XUx4T6~Yj;hU&i+kA$Npw;#gZfTyWbvZ
zoooH?vea|A=<f<Q*jpE02^4AcTW~2*;=pH)RbpM6PX)3>^F+&7c_nlQD!R7*VBNwR
zx}bS6OJq=rr;>nFq-eVN-~KxObGjM}OW8{U1e9F2aNTrDY1?DCO65Y=hun_Subw^9
zTc~$5C&*+%qKoFL<s9eBR)?*Kezt$l<ljX<uS)C=|32f6)AUd;*YDq#vF~-!y)VD%
z+2*UbiXu=9fMd+q1Tq&5<`@|mq4nXhH*a+Dt;jJlFrv7PV+5+D2$e@5Tfol7R~{ib
zb<i|)j6iJ?u<uA~=vd$_lt6|e1qXpb$<k2I+|mqG4{_>4>XZ^tFOhIV$I?*G!qUXl
zSV7m^&_K_`#L~z}!Q8-5&kVdg$I!^gP|wiP&;)5H71Gc#HUK#g>}ya9#Sgrc1-X7h
ziYZ*J9Ww(xLsK)*7zA;R9dI&23KK#F6S$*`SujoT%{pSh)B4@6b=u{l4}4~s#IhVV
zSUSPAKI0a%#kNUOQnxM6DQ#c>h9`K%fwunT>b6Jp?*^y)viy^q^UCm0#u~mIJ4`iN
z7}b++u4Ks#*%S2ds*dgBly}=zAKkfmapN}D2l7kw408%BvdtgJKF)VcHYjU4e0{0<
zyYTn*1#Z#{6Py~3O;p?K@n0*QWnS)azsY%z%2dwBAAkN#@YI>*w!KAC;-Fa)^^{yk
z)djW7gm~8eTOPhUTjJ_=o|V7%Equ3Vh4#c1RcF2gq_2AI<Gb_nI@8j5)pIA9E%Cnd
zXtgPe*Szynm6vZg_UP@Rdq1Cey%)FNU7n7k+yDm<I6#d|kmhVbtD(@A@MV@12c#A`
z=jRsW=YbYTftM>f=jY@X1s5bHrz+^Xq?TnSrv|w@fx5^zA_hA7Wn>0!j|clE7H2CM
z85o0`J0NZF>;qom2@-)cU!ZF`K?2}GbOmG3^cg2?!r#ci7~0+e^%Y=~KoxV|-sPUt
zd-dP(kB_UCg>(g(v>jV&`8cXx<)zC?pOa5lOo>q{nIIfHMP|_yy%M2Sm!B%k&5IM_
zD^e*DT-g0&T8x&LvIyJcnfL$yp8fRAx18x|*XpjVdH8c*{Q1?_zuegTeV%D`{k*N;
z-kg^I=iq_`JPh5Ib5kpH)siJk{>Tf;UY|61vUbRd2iBH9+Z+^w_p$ePa5cTZcf-I~
zLvfM7hr80!%hv64?}G>?EbcgTxI8~+L!isUhr7+qZfJbcGd3>%`|GQ=W`;y)Pwtn1
z-|u>P&ARp+j@7iawY9ds{aw^@U4o6_Dv8@K=I*ObZthijUvMOSLCk>_NjZzZ|A46O
z-YFm0aOm0!{e2UDznh$UTZTuqRYLly-wmm+&u0ISd^*`5Boe`BvMS@^qS9AaRt7FU
zw)J}4?)3BX{?z?8K5t{3c&O!1UHJOAy#)*Fe_ft0Bqa3e$qbXsOA8#EpPiXG`TpiE
z!<ru-rpMP=>M!SsUVN|GU)r>~Y+w777aCj(0+)JCHHzPof4}a@iHQ^c-n@A;GBVOn
zzv^%sZ$|Ql=Qo#lPL{9#V+ht6w)T?S)3x_qDnlpq9_m?<etzByx390RT9>_<F>BVY
z!pFyMZcaDPx$$Ao=W~a3vahd;wYX{f{Z8{w|FuzD-|hMA_viiJ@Av=zc-;TE+goqv
zlKlJocAQ?aWJ%4RkH>RwZCM$$_0@q!=Ki9KhP|)u>@-db{;?=%sn_>=)%t4T7TZ%#
zPm3))Dthwd$sJYCQu=MbMeMEmTENQ2FDFynX8-?B@nW~$Mc>cNx4(bp@~dlWf1lRh
z@A5zRhSb*F*=Da!s(-F1T4Zyw)PC2KNinx?Y}_Thdh?9GkB`0l_vK5Bb^jTYSJ&g~
zb8l{XdfDH;H%~+}=*i-KyHl3^U%K`8ReXPU_s6e^?sAe=B`>z+-VQMMy!@D~b(zOI
zx3BN-%g5XNd@}jz>FM`3rJmkb`}>^T?>D*bbyL1+^d2%jDBd9#)v_%iD`Z`a<r_!i
z-R1A|o>hd$*M4nc<z95Y;M0?n5e9DWGcPVW$}V5ipf3>dr^j99wtxxO<VQ(IpR8c#
zT~wpp;5PI4;s@Jq=iT04Z@(*WXHn{B|I5q$^`p0~`5As@?yj=8UArsa-rBmm<Ykl8
zgCmo62QFhPets_Z+M1b`>?-dr``g=Ia+O~ic)#|$?7oVRN5yxSzE1nMHR)*A3MIAt
zAK}GQSB0$nbckEuWxnF4tpyJcy|6vp&Yyo_!NC=Qi}(Hgc6)JeE{7EBiJE@7N_)$T
z@3l{CohNv=H}mqcy9I}N4VNE(lX0v^@<hnxWxlHAi>K*CHt9b*JG))7&$2M(d7|vn
zz!`@gb{9TA_VwM}+kaNytUNATZu9%iW_K&+me&UwnGLO{>&N$bCIkgtS{1r_(f9TZ
zfh$*DTIPGt-|x%sKW1FoI%nec{d%Qc(<^#^mTC5eq+7d6wf~hrKQ}k^)Rc)#`6Ab<
zW{A&pKW1><DEwH&#w6F>Wp9)8lJ4#*eb&7#_qN|mBh_E?`<mTU)zqG?4xABSo;T<F
zWZ}Pd`+FzNX`Nl!AhpbI?yl6+(|&z@{rL4P)9gNZ`?ybcR&3d_<?L+p<1t%Y7ppw~
zxNerElv$31r@(`(9^=<{G$IZ>QYvUQR6N3C05+WQS$pMg+tu0Yr%su&Xa1ZQ-#=Q;
zsl2`>(pbgh{c?Lgsj2rXL(b0&+Li<M)eVjEzGk<l-#@N!Y+m9aX!%6YTB$l`inU_S
zm0<su!Alm&9aioVmwxKUA^r8$>RT)H_w!U~XdbztQSNkOMftspZfEDqe+dZc*ckY(
zWkcZn`gOghe%{s$G=L~LJ9}%OrM|Hemm8x=){PB`D_5@Enss$m@bYtuT)Q_spBA0>
z)98PHq)EmFhUWnrla5~Yx4*k5EcI|3Z)RrZv((y;8Ta=5T(~}^GoC|wYyEz+tQQv+
zv`=z6Q@U78FXqOEMCZ>>j(z#^#d&_(%=nAvck#Hmxw-xQ^_AJ?aEE{ym)G=ZcC}2h
z?p)^AduQ2H7Ilm1CY8C(lZjguvU2ykUEG`3oYvc&^YPKq8};WbpZm<U`l^vGaarT@
zlLDU==WM^<IXBlje0A8`+TY)bpPk9PvLf*6s?frDlRj(B){EVx;8ObfTJ7t#+mp@}
zJUcV9{C;iumwADU-DaA%TYj0U|5NCkTj*M?_B||<PsBZ`EBXC)V}AaG^}P4%B6gR(
zJ+z4D<%^q}pa1#)cdz;-jXT^EIBG8LDt&!gf4_~f@#oFw?GC@}FKX?-vLfkdmu~z%
z8*S~^e?FggpSWrB=822L)<!)vVP@l*VNtl~$)20s>pCm7XLQ)r{yH<)+PupD=clJ<
zkLaHZO|g)^x?y2VS)|Qjw<+DP-3~S~vp+jK+q~k#1LN~Hm-pP$y|iMIs`sqzT~a0)
z7d9jwcDdiIvDzez+r4awTjI5pZzXSTT--DLJ*YS;YOjv$l`=i!93iS5*5k=OEA1YO
z+M`q2>vL{z)7_L77n!3wr+3#gsg<$T^AeR$Emiox&OGyy%I0_7aj$3AckL;N;H%^<
z>QOe;`gH5z3GQ}f>%fIqSBJ}gyK}+N_<C2{ihaM|?f(1gtGB0TXXWi(HJs^-ca=@$
z5?yn=M`PM+H$}ee>+4M8`DH9FJXzWx-MUq7-%+0%b|?RCR82nC)49iWLu04RzQ7{8
zgOc6*DyCIG%(-Iw-J?_J(D|Gt3wGpPxwO<<f6oV}&jKa0&2rDop8sTN;B51JKW}gA
zFFd+ZQzuTmxY)gamTC5~Wy{>|T{(JS&p8oIrp#S07IhaS)x7`k@bKfGHxJ)jA*lT2
zCA)R`G2<ea{hXhRExy0K{rrn_#o?PPK0e+WXqg}FA<|%AerjuhS=KS0+>m$Xwd$LW
zyX_P{=T`e?qgmFiEe`FIoOr%3&avC~lEKY%PVcP^j?!NrbvO2@wchyk_4Vb;muId_
zNJP}rhZhCzF3(;pSE+J=ajC%RGiQ#(W~#FCF7DdcE0=YD@5aQ78Zz&MgjAj@FY9~}
z@o2ZXnU0j|ugq1Kc5d!gR8eZL`F^Y|cJVp;_;tHZ9TgCo=)A8w`S7~H@Hox9dvDu1
zWIo-MmM-hv^-^tR%uOWu+TW)F<BL6AS|`50cVk2L6=(jJm-&s1VtSMWcY-W=BlY!8
z@vRm4`w9)aT%L466iv~*wIcO2T#b;hu&&hCf4^_7*nYnZsw~3G%j?v8|6NsE&9t8L
z&hC6M<Ds>g*_&s9_J5c3{yJ_C*ZfAV|J12TNk^aT`;8EjVtsnb^ZUC-enmmcC%etf
z)<}mgZrhS4`vc~&U4g!{JRToIQc!xgwCLSVB!R1|r%%xoM$*yD{`xZiqaPE}m9#QI
zfwL=cv3vI7ZF#&kBAq8hK|y?X#r3$$Zfhe1e`p9z)P|@jex9}X*;#HRHRtWGyY2nx
z_F%Dx%Q{eV>a|<$%|*RZ)@C09Rg}VOz8`BVU2J5$HPE@8%?=i3c_MSFR^2I!-r(%v
z!uRuCZ*PTE=-OFZvc=y(eWX0kEw*A|OjRb5imRKJURfuLq~dN-_Y{43WP$4SQ#2HB
z-aOa`jjl(TS2_fLeQB1pZjyCXDmq%8pL68$3QplIf!WvDtf8*ySRQDcp0!v^kEaak
zb3y;b({wJn`OcMk1NFJ`Jh$9CD|)LQwkEhw?1=ezS6cd`N!Itg+$$d*BH1P~r=aOh
zWqJe5TNct&r>M-eVzp>-c{1Vsy&D~y1AkoGvW2020we_%nysoVUKy@`0Gedol9G~a
zdS6{|)C%P);OIP|cz^H4DO0AT{8j$`T79V()SMePI*R4KemMN=OLI>T1I#^zc5+|;
ze7?29cQ%s@%&#|BXa;Wy^q$UU0rTtTK>3;ly|YZU4?ttbZBB30W;bcm!lVXh4E9<`
zZ>`;J_Nr4I*`PN$nqfX{JRAkEFiKzi;EeIo=<N&Ipq}|?zADW(^RCqjm}ma<X59+W
z+ogddu<Kvd$~apjfmc_({j7D71a|$etNrDemKFeW%@1kQv>vlp?ea}hFmK&oaXtRJ
zTkS_zBt>7}?Y^b)XL<*h<^8=I1?v}2)4%SPXy)qDItLW)`vdRSuLmW{6)<oA={<Gk
ziW{$_&=pt||8qN-x!m*py+$5rHe<>R*_!n$r&vkrNzM0TZVJ6wS3Kgkx<icQSQ5B4
z%5!ZLvg+-5Mb{#c1g<nN2JP9gPhDM5G;LpXvhoDCUYV8t_BZy~PJlT>p||R#YVMU=
zTN`0T3{&QnHIcVg@Z0mGz=GOi@ie`wZhOCmDZm27L27H^VzXC2pEFBB14Ttm?b!Vl
zw$)n#`R!#+K>ehtsj2yI{@)|QPy4JN*-I-GohZ-AVKM4&@|wCN`S_3X(1NhhMvnFC
zE6>l*KF;TblrT+MAs-+8njivo_zE}0fE<xP#pk=t&6={V@S1xhCH+ZvhUDD^Qdbu?
ztEeBZH-jW{%ud>(51@Wrj!0kysDLo*(y*!devD1pRYVTbBje(~zjxz7H^J8S_xEm)
zs9pJho2sg3S=pcGF5vQ~cY)N`ACG_8&EdC`_-`o)F1M6dxTU7Pe11qFIQiI-`ZSj(
zE${E$;8+znVWy^Tbk?%CI?D;4l@~RD3L*w+*6QzGlhuOO%<!2ncO_CNFaZ?z8+x1O
z*Ne@GcWTm!5O}atD3Adp`k=Q-zJAIS5zD6{k=t}`7^^MX0rH@DZ&Uuhi_4Yf6t=C2
zll@UCJW=)j-i;4e1a3&{HCvVBdUMOkqc?>E_x*g=%Uj;t<ZpLTH2&+WO{J?Bdn+ue
z0R>fOXXiU9*7tkWUAs>mXnd#F*zxI9dA^RSs;Z@|n9tH*-%6`EU8bn-OHMxg)yC_F
z#v&(Buh^p2=2XJs4lYjeL$kS8iIT{`rCr2l@w(l9_Q`WQ{(vf8)(a~>pF4cQqf@Bp
z<x-=hmNhY&H*fmsPw3z~U!I>M;;`7rIQ1aY%lq+J*RDh)T0fV0c{e)k%!D4E<<os!
zcK&$R+sl*@vc-4ylbh*FQ@t%ey7XT4R6luZD{I+9mqbt+<=PP_SpEIfi;J^X?kwj1
zcc|0pRC#{Rk1UY{#uILWqAGX-NJv=trpBTPAMQ$fdwP1twRQI@X(jASPHz6J0ZGO+
zHmK?MaPnfipDxm+f4^=@@1K5Jol6!J*&73I-u!fcIcQ18m36wWuT}2ka(M`9K-id_
znqe92XYK1}8+xCuv11M>Jnl)e#@FkXzJAq`bwc3esZZ6h9ewHhs*@KRm~ef2GtqDE
zmxn7?ub=kzc7NHaqur^0e>Lrjayc%3fA7XX4=Ghke*a$C)%n+F&e54)KkxPYZ*MP`
zzn^2~>(*!UL$A^$<sc|b=ebF8i+i<l6&>O<Dp>I4mFo0(y{X#X7Z<T#7P;AR0yN^H
zk<;5GUpK*9@1nrms#RCk>%YBy`oTe?!bLh!D)xU>uC6-SYyN9rm&<WAki{I*s+O<!
z&9&zLe~~9gWTGiZ%tE?U1j;VdF?;pv_0N~#E@m~~j~z3-zCz0M%feMHEPol+aO+Po
z%l)$OE4$o;=kuq(yqtPc=;u4@zgu*atfsubcf;bDR4Z4ngkt$!Rr9+l(_@#N)CyMn
zw!Y4_>x5*w$J(f0=?DGhep&oCuKMivuWDK>Q1cJp+U{?^Gyh}KOsi1){rM*Ze!h-h
z8mhhX0n^G5Pp@fL3f|s*{X0tN=d<1BW_|r`vUeBvXDw#qoAUep^y>Fht>0bn_k4HF
zcX`CyTPJP5zt}AGgF(Et5mZh%FOIAIx;-_aQ|Q;j6A^OL^w$Tk$-26vqVVqg85;G!
zXYX5jwUK$>dcBFppfdh`Z`4+=eSfdr6xg*Xy?-4$zjfrTeX(&>p5kqsoKmZco-T3c
zpJ_Xrf6wK@6Xp3iPu2(Sm~5V<vef%@3+M6suQIOdRsJolO>$ltB(-{y>eF4XpS)b2
z`lsTqeeJG&sV@$-e!7{yDXq7x>bBX*6Bhs48o>!g`Tpk>rLUJ1Chz4>e)jP&|G8tA
z)Tg9hT5@B*s9dV`LzY;Zq^%uOA2%@WTW@=DBB<P%eS9&W%mw@Z|3CHzZCj%g|1M4E
z?_vL+pU=;F`1SSE)B0a6`MJeT+|EBeJO9-F|7-n^SH04#d?HvY^Y7j6r`v8X$-drv
z^3avnt>PtrJ8oW|qWSAyZSk`g-|N0i+-Li#OLSA&+MGKY(c4~}<~OXoy?_2>LoEeR
z1M;6?@tu6@@@v*JINm3_?XUYeqxNWys@DrC;m;d4pPRHqWo1-oQ1I8a|6g6bynNNa
zpXYz2Y<PC|>8$K8nX4lv+$-wdR`{c!cHL3w{1eviGZ@TsF0A{s-O(MCvzUJDzSk#v
zX#wN?SK&oLy(<Nm#mzQ586KZ`)c$YC{H<T_Ro|L0)A;Gy?OW9K_v`5I(>QOVyx8sJ
z<Nnjm{C~eK;W%@=>dS=L`Pa&;Gj4}<Pno86cGgR2N0Y22@0l92uCCF%y888fRl~`)
zIq$keFE8Kl$b?t=RA{(oJKv?{{ST)1m}Wjb_3N#8%z~rYH-q$-R+sy}zW;w+@u7>0
zQ}0;pZQHSG#t+?SwbkLT&u=PSz3<3xkNT1Y$sM5dwIFbZ`J=M_-)!$PLpB&0ec5Us
zQE-0#`qy4d_%BKuILtrPwNva-*}tE+mR?%Q|7>-z`p?txPflq+UDRz-K4a~|QuX;Y
zGs<6BU79vw!TXuT&u0EQ(_4Igs#WQhiW$#h3tQdz#k;y4z6ZGad}iaFlz8|{W20em
z$=_}Z|5;1wYY#m7{`Y(7&z|hQsqe+(UvRS*Y%Sz=+E`e%X0f6DpX>WeB75^^T7{;a
zy|h2F=0ju6pN;=+CO!44?S7fR|7zVMh0ekUlifZYD$mbh`TR#iCMo;+wex-l&Kx-K
zmOr@NwY$XV<5_bXhU)LH*YA?$th3)Sd-?L$S%pWr{_a)e&^WBUK0{+(UDUh^C%L+a
z`zKb{*YEsWw)1OP?2GN$%j+#2Kh83_XeqsD`lLmkF5e5H4{TZMA^7{~`lD@^lol?Z
zv*_}P&F8O$mn>SeBQa@jPo%~=m33Onmd#jjuVQgry-%cJ;n6RmlOra(i^!QLPIea&
z4fgV>HC+AYef`&GHu>}XI_>`i9A`H#IAa{>%_4R%X0zM>SzGG%`dJrV`SGv%=STOs
zA&ckl|5Nl~rM^V{`|r%4hUJZ7i;W=%bcMG2Eq3jW**?!*p7(*$i-_jkPyYS=B_R23
zgGEr{sg_P*HK!RaiCV3kqR%{p)nCag#MOrS&zZXPd+ME)+jA$MoozZ}$9rX_6$cNs
zT7|o4|NAUI(<aj2KC!7zIW6ObdR{HR%>wN(pL-K7%(MOa(MqStaDDdODDgcrg5qj6
z`u#j-?H~WRlQSh~lHHf^Wj%I05sO?Jw~2IroTR$-q59k<!7*R{e7Rhj6}7M_WX+0+
z{(jf?3o8HEu_{Ano$<THyizZeC-+LfKJ@>R_g8hNqK}IcE9aGi3a=B-XFe7a`)T2S
zN2c(^Ohf1Rv)xx&)qd?*np7~`?CQazhZJ;u^V1J3mkd-)DB6`h{hr+RoQw8*X1T67
zseEk)x7dl@@3W%r*G1=F=g?Ueu|oA()DFeuOJ6T}&*Hvw>Hkmvxs`o#YlDrx2p1cx
zh)gyK5!r0IrvCkI|M<q%r@8y<e!XHl^Hd<z=hcO)v-79*$$tI%$^6a&|MQ1q*^NVG
zK3r51;VhTE)3{;Nu^`#KPFoA^AKhi~9@G#!xK}LgxnHgbAM=c|#}#4w_t{l3J=>@w
z6Mkyy<>Qsr-|Z@@WCX2CFS(a)Ty)@#%>Fn3dpG&r_@I5f?dkDXS9g7Wz5Z)ig4vmy
z8y-sV{0P6}QZR3ai%fZ;_aVnyZ;qeMJ|z-+{=tEsn>Ky-8%|nX>WY5iF8}hNTzd_3
zd$CSk+WBk2ezTX&ZWK-q{cxw4J%7p%r=qA{h1tB~?Pvdd75-f)Z*cqF-CZ-EZ<@W$
zJwGk9?Qiw>XSdEI>;1@2;a_KV?oQ1k@qgX*huZW%-L9E)FXvg!nNtGc=W{0heKx1k
z!7>fhE<JL@<^1~Vhaa-9e0e{fUuDLu#|g<-RxaLrPb>6`Ve6F;-)Vxz`EFSW*Vf$l
z8zIWTS7iA6EPMPzq2zDLrcBIiN8Xv2|Buc;yH)sd2{Zei7k^Kzd9p{b`pit5Z!_Ng
zf3^C?Uya#+-a9{CY`&(R!TsHgzZONzeUA)(U-UoucbCg%-MBTs3p4biLc}E|=3dph
z+yCbHoO^ptWxlv@<FCa&2EIRrzkQ7jIXmXme|)s7%FwF(n!T->%8Rsr%Q6zW3O=3O
zHMgiMFXE(xZuF~7$8#c@A9ke0)a_i?swABz%BChP@!>?<;hBxbN3{5&e}3Bausr=i
zTgz3EZJW<u<F)S#TscW^qmp!8&B@BIBH!H2Vt!6kF0HTHWp_?=Z{jT$3$>(HvAqu)
zG%Wou9z0}JWxU@-=HG@n-S-S!nRPM>Z5Nx%=$+M<&EEgwtc|JQ=DmNwO}mJh^3G?L
z$Ve{}xS<rxts}9~b(vC{y&Ch3EeUGPCTpXY?+-98y}2vYUjFrE|J0X3d$&GFOZfKK
z<o%xFf_*KO;%Sk~0%w#zJl6d4>LS-)y7OzxKAd_`vq9@X?C;<2zh2v&-2Uze3+MLq
z9A!6|J7;QgewWR?lIXnYOq-Rb-{muR^f#@ISoqsK_tJBF*ZdjhW@=~t6JKij+0!`l
zNcqAKJGyx#7j<*x+^=2!d%Dg=^V$P#rfokDu}EgmIM`fjtbVLK@sYY^?vbB1KNjR2
zZhM(_?>gJf<C$k>&dxV!ZVv34W3SZzmu*(3GryTkyZ}qh;>NV3iI=yp&)a@~-Snh{
zi<g%7=SBQUILx1skauVG_59hHtTVPh=**dMT<TfH^}W9jo;6`9ICpo~%cfH~6OR|}
zDx0boTX#FI(zX22vesj>ct2O>Jj>{aNj4PQn<$r8*C}iD<d#qIht-ZYi_OoRPkicC
z`@pX1@OsV-+m0MktUBBzZ1*Ri|G`CRzRG8AljK3Ymj5<g9bBN{GmgX6n*}C9=JFuz
zYa+Xe9)5mli#wb^HBZQjfP>#d6_jWJ7G3yRA6!2D9j=*TW7veSxrw<YSP^927&3he
zW<%F)5II%sUX)k~n$ab0t{ArSp5&Qf6UZ?{=rhChKGM%+kAGZmcx=i977kChU=xMc
zVS<`-?|ATvvYM^*^ip1XR;jlvq*tVK>B=oSfkv#Ziwssqo!n%)>XO-Qsj#i9g`BPi
zxr8oklMmdkSJv@SvN@~joQ{jA=%%%c|E{l3NtX_0w?A`!XZdsechA4NGez*9znTB@
zUCz527X}D8a75SOl1$VF!!EI$1+4NJ2ic=OG>X+=VJco$y1&?`Bw%Uu+jGk4+h477
z;0`{qWrOIX!+ZZG3D2#a#W!#1vb-$@txv309jN|)HfELNf<~!Rdo!K6jXkz*_`UCq
zPH5*TW|1A;8X;X`X%lMVM0l_3<z6(hn)R~vywRrLfw{*w^cl_e>Hg|ka=d+a^_JZ4
zj#X~A%i??PPXMVf(%shglQ}o!X<+r7Dfbswt-5eXq+;!HoDRnB4Gd8u-Ba!A>U@E}
zm)pfF2d<X7(<!!WLT2EzMOTBbzI9iQ57$0-YJ#lp8HL?_Ro@pzbYBbWlDXd_rZyob
z&~WcE+c)pEmKmRQdH&6<t|j?juiEuRA8yIr$~a%SPJ1EiJaM<lSq~*FgsRI}HuM=y
zys~rh`uW%X=_*^*G;Yhd{qFURve{0{T;J;M-)8;$*pB`FuM3q#YAouUmx<e*ey~*z
zUwmMA1U>E)>(A7mWS?IX;ImCUbU(MQk7E6q|0f@p?3pZee|v8E;#SQk{XhAq1x8Nz
z_rqf1H_@mW4*zESKi`=%Ke%4^;sdiS2F-sA|3`8E@^|8%Q=e$^Gx^`fKBL)x4FB)H
zyzQ>~OTpaRZ#yAT^Xd4X_0oTy1aaPs<LW(bE}oI7v*+4lX5AkS+;$h5__sV@*8L%{
z-D2l4LyPM@V%LPWf4G?Z{F+uqqHbX~!`@xp7Y-#o5<6dS^DN@M*u569WszyOW0RJL
z-go5APPFgh-}1ou%ArOvNyRL~Th$Agbl0fIxQEKT*!$}cpL$e8_RhDhkB_U{zF*k7
z^xyq$)xuE`T)zWBN%-_u4F~SiozXT1mcHNjfh{hW-tT&EjVrge?&YQ}Vio7_Bs~(#
zw|!75vsd8%y6mv(E)Kn&4PwWHwrkXW-h6Zay6*b$=UrPo_B~;WlJL%&zb$Fw(OmiT
zK9GtPe-7WSt*za@J)-C&>lTAKJ6b=TmcM%a`u%H4FDG$Z{6Ca&`mMX_+Qk|_CvjKA
zNqFCR)R~?gv+n5S(8ane(_<XClRKmTls)_O;X}Zm-Ji|(&AO?-18mJ5r?bNUDpvaF
z*Gv=K{^D+f*frtp5<kB?JhIb`ig3EK$c{^QP3wNukBV6z&3`4;)&1+P+_GWXilY+q
z#3dE89=dk-2yC5UDby@>O=#<mi{ElYq9V9oYuIgg`^@>uA{JdEruAQuBL*psAk3L!
z7eDK>OyBRooqTdj$Gm#Q9e-G(B)ot9;XdeodU5N<CD9yu^^Ic3E?s`K?R5NuKir2C
zWskO(a36fCf8kJsk?x}B@el=vvTfnf4>1~?5=dcQxTs|FPCC|tms$7Bg5|E7NBs{w
za2vnK6|_Dgse5L@;-mI^uSbdb9qu?__}}gF#U$a}fLBS&6CYG2veo_$eCxik&#1qq
zJ9KsCRrlRV%M%y0N<N7W(L8m8vukc!qgdJj3SH=2-yQ4t)go$!V>x&A3N8PYZrs8z
z@&b(=uH5PpQ@e0C>HTUK|9Otw!b|QmJ&%{*eXU_vvi-!~xS7jy9Jz&G++UtMhik6F
z76Zn(*B?<cbj@P1;>CdvFP21DW~J&px?`TXQDN`Au)b6GTuq*BU(;Z{i%IO_jQg9I
z-o4<8II=YAM*pdMt}G29LVd0irv16ty0YXfTSj8bTi2`aFBz`-8$5sg#1)~u@1{tH
z+SynZdi+n>m{^s5`n!g(Y{<*7-Jeg~T)RvAiJGvNjhJK9CwK8>LC?94xSQ<Dzy0o-
z;i|tGPflkYjg;Kv-K$l6@zu(#yOWQ$y_|bC%!BXyw{G8(Z<$sV(`M~@swV99$9n#j
zC;fUpnLA(aTrMYCU7~c_B0$;p?r#2<^L4CrdT(;=`F{UQug!#89d~A%y*xQdMXp;R
z_oTb{sScY}8wLMvb!omG)Zfvc#s7PE*GnJci#zvT+U&djqJ3n^jCVKR?9;dQ4$T!6
zUvMDSWns|GlarQSRr<M@J2)z1Vef_8NsDct@6@Z+<y!yNGkMdC4JK*YQtM2YxkkO#
z@cQ-Q(3DH@?nnP!-h8cqN5(UK(+h*Yn+3PZ8mGxlt<Y)GIp{9FOr$a-Sy}F)*>XAA
z#arAzePF${DA#xW>D=A9>*p^sQS0WtY<>He(yqsc@7mtl_FKVraqe#YQ@(1`3ZVLn
z{v8W9{++Cxqu+W=^}5u>!2F)yzqh!*aMAd&;m(R%(RI1|L%xH9{<hUK{w;x1-QN}l
z)%CwxIcYWzs6yU!tl-Jn3-No4o=0DNuQe~C=(9&jd5Ox3KY!W9^lxkrI32&Ge%+O$
z`%dP*h%fr=)SY|flK4-jcT44#EKf1(*IJf)>-6i|TIcEO|6DJxxG%ZrA6r#w$s*;2
zM{OsIy!&GI_e0nJxk<n7sUF=uvoH2*`Gr;AryMx{;-}~Tl|J_;>s<IRY*nZADeU;Z
znL=GQ`eIR2Ce)_9zOLI>8vNtB%fG5$XETfJ-F~uK|4TXja{cd@^E<Dt<G!^*<8rwQ
z_n$vDKi_q4yKpUxQ<tyeZ?SLpZSMGd%hvtg*~>f4s>9E_)KzG``MmP?e))Gb6N;v;
zv#p%DS2}WG!8KFST5f|&3YQlBOkL#7J2lI2@3!}^pR>CDubX<~(f9owefpXE?zo*h
zwr*k1-DaIjZ(m2`6y8r=bgRGU)N|=~p+#nO)2=j4VPE-|b=M~iOYX8A+?ki#tUqU#
z=RahN`n~?lz3w+3UaYMai?(Q+a(J7$eO>yJ#<<y1HP$;@x4nI*yKHy+pX;k$T=?<B
z-t7IC-|O<UKmRyB|J0kkp!i^5XvlB<&p7?Q9Ig!*#-O$xxaDbNVqu8VCWWtuwz0v}
z#)KXiWMp6rS|*LLQ1oqWbbrduiTA4icGbikP`#&r;LriDX<y!aW%yRTR`u|SZ5u!R
zXP1e0nIL#(jdASNyT(RqZbrTdt2=wx+d#sc?d0_->i^H{Ua0^7@ao?+s(0?~+w<o)
z_rIkr0(qKO3x40Oum8FJf64Fomgm=JXw|3JUu6H-_W$44^X5Mv=hxT%ygUE!+x7q3
zUw3A<MEl2_jgR|h{P+8N{gBMA#C^}=Ue14%J!j{V=vnJcw*}t1nY2##>ABpc*F9C!
zUTnV<_gG`*KQF`Y*Y6cO`o}p-nDe~+<|P``?{}c;+wb{tb>G!X-kJJKWt`YP|DV(2
zgh?m<|9*M;w7sz0zsGNv|Nkj;INL8VEUWe3)BAZ}^ix0V-*VmYZ|B;#^(%gP*6^~N
zmw7w+)c;HI+0vPPe;Ri^>HcIT6u7MKFTdhv`zP0fg3?~SV1K!)bEWCUJ!i!}U(bFe
zE<fddeVItOugc2IJ?Ab(zx?>xbgF%9$+ub0!uRf7b|q9goMq*I&uZ!PnZ`%g_wSDB
z*}YBMZpWYY(}6Lyf&V_#E%(})^=OiyUe>NR!M%U@>;HHjb$F$^ciFtW!fOs!lslb*
z6!$-~Dc-%*fhDVSnzKyLMdveGdtRi!*F9f#J9KHp^XxUwM;%{n`IWqT?=v%3IhhX5
zmKle$&la95RMu-MP~JK1m^N>N+pZ12nWsfmJyEam>p0K!(0x<qKR*G}r9Q6DvpY>&
zUS2eR$E;h~p%Xu=dRoR6hl8&bk1#K-3;Fv;=Fs1#^?N*$kIV>}u&m2&YU5GAyK}j_
zS59`|J+kl4mmbGoIU2gUleRmoRBdM$m?V1Q?qid3O`|tb(k}lND16nLYT3q|%29ZM
zW0(Hym2V}N<Q$V)%*h^+@oHt*CFRYZO%^aU9W3olSe&48cG5-N6*HEwd`UQbVOQ9O
zht~q$PdMf^C2IFM%L6gHro=4ZS@^Y0QKIJlWaCSLt_vJ}R&IalmLNPK!%E4@Z1w8t
zKcW(%?y-ccDX(p~={W0T^9l7_@gK(~-*b0k-KTS78@HtA=Uw*&y*Is){9f_wU%6b^
zl%MO*SEw#67Gb|}DB;{9!)tq<9dwXdFuSAm@}Ji%clrOssQ4UMB6Bu$cj-3Ap4KgO
z(u!`I@(;{%6hGR=&8wxBmeJ4qEMwI)u?oqEDgi51&*&pckzRQdZgoB0`DX6J<(C+o
zr)<j5IeEjjBhGVa*G-0Z>^>%0iM8u>1!tUM+ZxW+Wbkq4o4-eUuZKSD$mrec9(g6Y
z^B2qKCmW_L*|pE(=#d8(4_~@>f^l_IVbF`M#*NjImSS$noS7o7yZttvIJUw$vf|e1
z-~Sq>v%H%qDXY8U!P%9s=I^d%TlC85b)Dz?R_&P{O6)o{^MazzSj{@Idg?V@wv(^R
z%9|b5EvgjI-nzc^!NW7kGoO28WF{$G>`!)J)bVlKxX@Ht*m%=L>&06ySZV(I{Ogv%
z&wZlJVf9N+wen47?wKT!DPYz3?~JFG$J(c7CUsmZc*%3kPTE^3iA5>+T9)VeuZNyw
zZ=A&QWYf~?QjV_-qGUGSm6^_{a>`}qIv(Fg33GL|Y>jucrWrc*9C2-SGd^Tn<*Pd_
ztn|cIm5T=@(*$~^nx>@9KJ{sh%#s3|$_q^&B&r){KJH-La@}aF<5IRAvfb;xO_n)O
ztyHg3UG<^s<wTdOZ|9~?cd02^HL)%3X2{7GX0xsNj$6HR?D}$DZ1ybqsjV4;8?Pu`
z&t1`>wkdNfU%b?+Cksk@E+o7Dn|q_oGyTBgjQ3S<H#u?k-r{zexuU5_Gx^hsD~4{9
z!p!Q@Yrd`WeHSHkX5GF3x$-K9cD=+i3?JN@I#wPxHs4b6;H1J9_lvm>#o=t6g|9zd
zwHH$~`Mu~c$Js44sbbw(EgolfPnqQx_hRzunAQ`YZ^T$=Z~16(Ve#*_$uAFV@H;B7
zi{-<Ltj^v^ikCjmlWAqT$y{vqE>(Qr!py!v9_|ub@h!;<O6({1)oXaCDbL`nJyjW)
z%s(Y(ae&i?kBk2c2+Ni+e4ldQg6NwpGq)c`fxmV+C^D>-`f}jG?hCCtGqnoN2`aT7
zxKQaRB+<E1QH)_*SK0YK(+{ktS9UF(v4nf!q|##|D%)2r56ygf{^X-enhUSaRIsWJ
zJ<Ye*UHM}4AqB0IO;h|=OP+4ve8`(KquaAf?3%&J=Jw3Yf)>5=r$hwUo7%1mzM8kX
zb=3zBn+}KO7bYE#a&#wYHl_qDl?%_GE+|oS<c7kh5Ub+>86REOHHxujd&$i`%wNbg
zr$gFB<k+m@nK9fm@9#9%|I!flXxkqRF6U=kC;n>YWSX<5p;g#dE7U`SbBV?xtBWPi
z1X-6p41dYK^U#usTi#vsdK1f1Em`Z8$u#>*%Zko8%~>ax+)VZ<ysBtXk{fmARpPZ%
zj=vq*99J#cn{TwE<shfRmKNqIA&0dk7p@7qJwLbV_bJ&ORz>G{ch2!mIscbY{eG}*
z3)gjN-;FQ*`tIrU^jXbt<q_@ED%P-%c<E;3Cvocfn~PWZS2};3T*tRfu}tiTX0B5S
zi)v5AiuIcl=Pg<szkFAlj>*rSFhxU_>&a8CFI>()eD2^r`5nbYD^@aHOwIfKcvW&H
z!_-5MT3k4)cjx4|Z*-pQ{Jtkhb;2e#_ci5GLYhiSCw;Ug$V6;jX~ceB)O<r!CriYM
z5C6*8d916l4Sr2MdE(i^Us4@!Q#03WlXG|}etu6o^YmQvm8J`>nMSQRu3p9aHbTPr
zj*m-}LyJDo=5Ax#y7U^qyz>w9Bu;-y{3PM^Nvv<)C8mw*Pp~<pD0^7>njThbWKeRQ
zeWhwsokUg1?Sz@nFUcp&Q(JTVu8edn-<R6k8_XXDyslAbD@mL;W%4}US@T(richZK
zI5fRg<G5Ak!BaDortz?CzBsAfMY;F5>2%>IC#DJ=Iv8s!9ul=Y!8um^9fKr)rbWQ6
z=oLcm4j63je%9fm^KxCNqh4bEqRcq%U?W)#kD2A?dD>5$J6)Sz;nU`>aFH#XJwsJ`
z($||ArD|(u&RKctRnnv@FBcVY_=h;{dFWaHRBP$vt`18jN#Ci4M&(zorNpkD>~fl|
zv3*<Nruiv1Slv#4u`t%D{JH3^yZHRqE~Pc6?n?7*czx6{t@rwacN^EKF4{bG{)s)>
zl`B%TU32swRY@H*n|N5PQfn9QzU~|;oA7f#6byRKD3}T^=VEmB-}b%YMfSeK+7?=!
zd+!`xHRF$wTI>SL*=JaST$wH#&J);~{A@v2_pBu2Yq9UyECY60R4x{D^0k&p7j8Wi
zx3<Yt>qhYHMLHWcvu)YX%Y4=_@nJ{9-9^V7PF&j7kx;OC#)`HN8HcntM#a7EzO#_o
zTI`=&>aC4-D}%n<=1e?gwd$ZipPcp4-%jl<KW0?zcGEYyH__@#t!s#a_Wb2Lmj<?0
z%TJvwRwr)rRBm<Ejg-TJyjo5yxhwSV1%>mtg$EZ;n5KAoa#u&hJJXf(=L<|^k5Df2
zKO(gx^scC=`=1SLvUzh#zFRQObCy`6WVeKmrM-INs;nmxBE~0}0u3Ks@SSn+RNl4k
zTW?iu(DUHsw(lu9rra$f@zQd0aZtze=Nf_2Yq)v)j2F&WRUq*=q`a|ua}7uO5@A21
zHU39$_Y|Ds<mCui&%s%EK)_^j`+~_qSC8qK+`G7|MJhAs(1K&!?n{^Gob^nqJe3f9
z`!uVRtl#Q5@ke(b-{A5*w2*aQqVW6aX>JZmf$F6KvzZ+){)l=QD(`x-rOEH{h3Js|
zC)4Wpm|e3~Uw`0%PIsDI+((;&oVS;*ihkQ%`rvTewyc^P6D~yTu2BA6eIc%Q@6{eh
zy__8v+4m{#=+*nfvhSsV&qX24yRwpeGpC>4InDfjijdBd$$Nr+9LiV~Irsch5u<H4
zmT$W8&4V*lbBer8P`mtGHot8Jk&3U5xd|*}?VH)Q(|YHm-itEfvUf7?K2v11aXBP+
zhR>$!S8Dx~*rPmUUAqz<^iNaCaEK`Vy;#UfWzQBF_dEYGre9h*L3iSGd#Q@$6Us}k
z#+M0s6!!kjt3P%4_ESfD1%++)r<|kbO`c$=%(8`xgVlTGiqcx<Nt?`{XO}G~UdCfL
z_agIsJ>`#%6MF65$EC4Utt_Z1a4Ww3JAPkDb*sYsk85r&J|}7VM`d1fZU@Kzkei2v
zolJg+7h9#<m2V2UvN-C?Yat`u-^N7|srBc=-#Pg2=be9U#o@nw(ds|#@9f*OX1m$;
za;>acd)Owty^&RH@bQ38);}q=TYDz@sBc>GYu3^1MMuxGN>n_45yZt3+WJoJ(cev}
zTyh^CD9mIrJ>j5IcxZP)p{rHU^hwe#!5??NnVVQtm^Jm%Om*7@iHowC+`1MdCr>>v
zBUt6HlkAMO;VY-knId%}Ok+hHPX|N4R5WwT)oUC3BwyXBh{<-_7xv=@d&!2}vw^=?
zma9$8ee`jG)wfmswGPWl*gwnuZm?0F%kjKi$S`}4-k*7k8|$PuC?-g3e3WxpSnYbu
z?AOP|GG)&%WxOVFuq3bh3qxu5l?^=s^JaJ!e9<$!{l#{})|cK<v*xJlFx{8kG`q^G
zyvDm;uOfZN@~$27hZ{qg8%<4et{E)%*{09Q;yzVvj!}n2RKAL$Hjm3@v4y|5lEOG7
zIX3fr`!3;AFsVnbD{wLUYKt4o`VSmhX;M8c*N1)nix2#2hE_Y@_byr|$zG*bXker|
z=~L6WXS-*}Pi&42o;|&0x!HZ$W+Oe@V^=Q~XErPrjHpTGv)NI9_*f?UHjA@SMRUI0
zyXCkvF_U%LP9edchb&GDF&o~|yS6>b!mF9*=DfdVKc&~7Y?!N381`W9L4}oX>}Q>r
zZp!fXg3j~|U*&HllQKNDy;t%5)Jt;V-&)VHcFAm){U7G_&A7&ApX>a<IzxUV=e?cN
zCMoWiKJ)6XEi)$6d`U<R%{jWvQod(RSL}7G*EiC{WW*N~7A=}JBl3+v$eW!(GgqXE
zX&zn`D*lFRm3N?(83V&4w_fd6{>O@fLV9`+FE{vOAY!wp)Y3}4EyZW!vHQ-q%bG4F
zSXpx)S+ssx?bgh<ugex}7QVA*!dwBS*=*n0Yf^4_80q^?>D)d?>k{+sJWgxt?g*X3
zxwRU;-BoYx_ns5F?-*_$@{PN0()ojCE}v$;;=3EJ64&z}CxnCZ$o%Dt?@rnKFL!a+
zS&`T7NBO>Nx&49pt&QD=B?mXR^rdHAc=WE|-!1019&S2SKQ5`vOtV~NdLq#GU~`J}
z?ZZk-yk{-u+xK?Obl=Tvfs@LLI=QTV_!kCCP0GLdFKj2X>{%W+2Y$1MI^I=Ue)nFz
zNLsY$t3<h)#4+*w{-&US7p}iHt-sV+z9q83$!+<u+qc{9^Y3|+a-_BY(68BdbX;UR
z4mdc=PB?O-VzFz0(&A1Yn-()}?YA1g4;&C&^k|p#%kq>;k(M>m?JnH!WyC&sI3B3m
zprE@)bj9ustWq~W9FhJ~elS_)@fwyyFW$<CYL>RfEw|gxO>|qBSlDuuS9MQO%j!3Y
z$~jC^bYwa#1Xiwlu<5XIA+Ll<=6fFf3-_FNi5orF?wT-9$JuD@z9VI8oFDE<Ft@$3
zY0n$a<|mg_pJ)Y2i!}wmQc$m1ml5E()PHSr&dNU%x|}nlW}R(bGxtOzTSIYIpX(y!
zHl<J<8BNE`kH;IQuh=BW>-TC+fx)JdbnCW^6_fPYr!L{%UoEqed-7_#gh^R}#ta;5
zt}I%~Eg`qFBk1B+?d&AK?Vd3c&RkY$54T&)Dl7lji+|VG*AG>j-*NR%yC@p8)6n30
zkhAgkGcV(Aq@N1PcU@!Y%@-jzNiTN7${qzlr`-!DpTE2_=iv!ahhHg5HrdKf0udeh
zq6aR?Tt2vK+VcrK_gHtg+E4uVoyU(wwDf?Qib0^S`|4N=gQcsI`a<UU@=YoAU!k5j
z{jb8dRY75E<z{{EsW6K=o!fpgVY8|KtjkVJvbP!f_B`CQINf6F<(t~~4Q@zRzIzm#
zCy}uFjXqz>rOpYesy3FHR;3f~356@27TS5`Nuk-7_QTvAZ-sbIZk?VHyVUgNPWPq<
zyIt<NT~}zF(j*`{eVgNz)`F%DO^3NEawHaN7CgJa^O$w=UaO`PJ$HqE-BM{th&2je
z(!5n3KkZse#Z$3Ug-;f&@(^3kb!^kjqRLpO4jHRo;Y=r#Zd`H}y1;v7CU<(^Lrz|<
z9a3J?boBD<EClwRXE<GQwNIt?&?XM=Nqzzg?pO3??KcbMsd>y&mMR-QO)XPn<+2Fn
zw+s^tg+u;H?nw*uOOf!g%3z7)-@Q>}LiLWO>h5MU4WnrGho_|W#;j$1eoyRs@v5mD
zN_-96i=SuR=Z_X_+^ZHBa;RN8<oTQ(E|YBy6=#|+_Hu4g)OJ4nzGr#Vvp}0^zfP?=
z_3;cR=h0OXIifqeSk`AMZD>*B4gWjU^#Zf{+TB}aPjjfuZBvUraiN=eSLX$zj`N>y
zy$E_3URbm6HD8o}himb}JG$3*FBWrL`0nhfRhO)j0zZ}gu92y5^t!6^Z2re}UI#lH
zmduj~l@(;uH;7ki+xo}&Bs-g**wnUPC+(AiXIyB?*=CwI>&`Nbmor|iR4HYsKXIyP
z#mXaxxcAK7cl5%KhOU><i<lz04&OZObDQ&ULT%fYltm{Jd#W$IzRjELZFOX=7?1ky
zdCiO$dVAfjN&2oA6z1R7&08CGB;tyf=Ld~RZ?7+_^=#r_9Xe_Ga=B2e3x~K$v*vQ!
zUlsqbZeiEn-k=E;5n;3L-g0}$aBbD$E7x_D)-Lb9R#!RG^ZWjOiFZBcQ`OxsJ4HOV
z3wYi5bm=ahqnVS}i0Z9SyvQEvpL38~tt+b};y}TYZD!ID2brh+(F(RW&YoK4$~XDj
zi`~3GCwy<rI#QitcT%uMVD<(j*^eLJ3C{Dr*SJk`cbm=0ZHt~7JSa+8lJBu)_7s^7
zCXZKyHs3wb{mg1*@s<YFrjv7=B{rtWY2TXLl~ne`b@AP<OZR7A;L}=P=pw5$Dbvw~
z=b^$DhWrQ3*HVpGW=*xIJJ7kcOJ*BK?gaHOjam!SMg6QRxNJ0^$}Eg_&)e$am2pT)
z`fGe#l-fjV6^;!LtrLQ>b@phzUo@$^F#F8U8~F+by%X3qGpFz*U7vWZ`*qL5CjX01
zFRI2$Ex&ssY|hsV&UJ2EnmRK!PHfw=M5v6RwQl;2rAO9XPgL8&^VE4y<mFdVE`bpX
z)tV==#Fe_|A7nYEB_~pJRqMDBzd@%%(jsXs&kwGvTGz*#bjtr$l{9Uc*ET0Zp{m%9
z@t5ebs2?7-lTOT)ZarAeFWeZkDR9lo`i5!=x$HTmT9>2_x_<k{FYr-pVh!K6%I994
zYpvB+2=uGm^KkIqDcU1`$7R+mAK!POx8__o-Eu)V$m;8Yc&%9BG@flL6a8+nZtJzr
zxUo@pLG-pVwT;S5hAHgD3whI(7ySr{QNGk@wr!JN${M!cy!V;oc5k{968=A%_4t}_
zcNJdd2ibyso7@<}SF`7?{vMn3&}3cqglRIfCS0{E+~ylImDk+PYjf4XsNxEN>MeoN
zB?f#?_;{@)dQ?O>zeYwk?~PYIH*aq1M~$F5hu>yj*SH<NmieGj^=-o2R}E_lH}G{Y
z37u|h$a&t7vBP$Lr|AQalBClU9TfT27dGmvpAy=0*UB@-W5zzS^pz@!OP6i6oqoOL
z=<`YC3;a_#mCI*&JKdVUf2(=S{6$ZmeG^?-s8Mw9=FWVJ+BwtaOS4MXbVS<TUGb1B
zYKE#x+1#}$v46`<rMBH(ww_n^_3PiAMO(V|ua~i8IVR|LEbP3wTj?aZvzNa2-fKMe
zB|t3k@qsBNZ!6BYWoD$eyG`4&aLKf97R^C@60X-)FTQi^&l{<%Kbx{_Hr)O8`%l}}
zIfC&I&NOSzudh7GIdhxVi={z!^3m+iPftvnIZMpw*(uiJ7iWnc(eWsKWm~LOydY9R
zkWGGr^6}-9zxLhL+!p2ZY>8IR;}eXZwojKSbn86)|AbKTls&zHKmIXlh#s~0b@J(k
z-^=Tweb>vb{3r9?k%?uYsNj*tNtF+tF+MArlQr`|*Ajux>s|`$Iw)*v7It~$aPh+8
z3mHl+N3Tj-Wpb%-_ZZx}FDa*79{$c$LHNuCy?;8jxu%br7=GTmbx-2vgkYnPUCzg2
zHr>i9nUQ^a;qK|{+@#N1Kd!6xoKXFF8uPQ@o2~q7o6j^>cAbykyyKaTuWhd1wEY`&
zzN$V~-FdTjQRhpK!f9e`?mm`Mt{FEcS$`;E6r15?VYBh{*Raxw6MT703Tw0$+lTHB
z&X>HY9em{9iY8URz@+=@yOka|uh!-ZP|Z5@(uVVYhpdE1r%-+MB6e$|&Ah422c`;5
zb$k59#X>_`b+O&Dqb@R=B;~SYeonLEefn~5VX4fVRJjSSE^IjS=GcqNXUr`X`chRV
z2N=G6#q(jURMy|kuX1FreK>Z{;L*;$o5~NpLS=Z5zJJeYbAZ9o{GikGGk<PJtYP>W
zlz553)A;j8o;Q;(8@-L`vAKV2cHfg`)s`NP9^+Lxr!1OJNUAVD-@bd!dx05qOAl=R
zeaYaNh0prb?s*=z4n~WwuCsZl>DeNeZLv}KNwtM<&S&#HPxfQ~EZN1Q-c|oeSfb4A
zv{K6Un4kH?*vWn6fh?J~Zk5k1ns&c&qQBm21|Ggm(@&_c=4o4~vTW_v)|&#|wck%E
z$cglAuMlYITfI+jarz{dovsUdSDxd&aB5zAT8+*l_MI&WE*JN+hjst1S~ywv`l;OR
z=UtOoUi3FK`>&{)u=|{){?)^0)Gel!96B?lYEs!;N5(e3gw<(Zw6rTuh`m+Wxyt&-
z77>+oN2jx#jIX{baV)#@@{ewP&uv1>Tw;1OH}5tqG`u2HXu$L5oYVKZLpr`2O}EXC
zdL4YAeXGrrC-GBE<nETw)T!KG@F}jl@cDl(J<r;$2bv>)&$}VWXOVj)>vGKZGao(O
z9)@|bm|b-_w|p7*vzf)$g*hyq>%MGzaBJ0eAs!i@V3W@ajr-276y5p3z;@<4x%t)i
zv-~2M551c#t97hM=G3vSiDA$G@|~2pq1t{#sBL{=@^KZ*8&=igGjf)Tx}UMwVlUXq
zQJHbCl%I9qYk~Y)SHY`tv*+&3z1@(e>#Je8wlqEOc;8&7BRZLhnOCgCT{t;>wtm={
zGOwfIvtUdv*WQ+0&lQVUU4Bn{Jgco!TAN{8txm;BpVs6{#_Xr2uzjA$eC>nq^vAum
zj~on6<ebfnlnCY8AF$a>tSj?sw)l?&jF)epHI=uRG0Wl6!#k&9+#6-j%$;>=(cX`{
z9#<a~Td^kpL6qh+HM`Q=?2+5{zCR+oR_T=Bfhv<{2hQ9H-4fTzzb;W``LQXvTAtVR
zrYflBowb^IVbZJYy4Oj9+kz&?{hq2iyD-eO_Gn(YL8C%pggbxB#mAd&tE&1<pWke`
zWAQSx!$*Ro7<_g-VhVjwQFARIQFr1I7N^U>pMI@+6IfJH&*qYOa}&dvn7$C{PqWGx
zjHdKxd^>P8X!1d)>@FPzrjv6L&Mm#B&N(?~soxyK44DR>C+_{n5<kp)H6zB1PiDb;
zrmoDy#gn*LzAg0XUpGN%SF6kt(OFv_t_e`>uYP;b;9!;CG|TfWYo7mP?T?&u>4Nf;
zk^|ZnF2=K+Yfc=Wbz{zH|IYj)hHq4MHKkfs?(^c0+H>+ja|qwv#Y)S4ZN()kAG%!h
zUCyMPUlo*?Y;jih$<q59w;6}LF?3(mD|ehzCTBV4in~#_{LXi6U-|2dY>xa1pH)?o
zcXw4j>TbW>7yilZsKEEm{DqDG`X4n^_hcPCWBRv7+}9#-$?j#ZZ+!DmN<WgBUnuG0
z`G#p{Guv$W8$8lU)#aYNOl%)5+t`2JzR8vUN2;d%@y1R0v7(VN28@++Ua}mI$okcg
zKF!3S!LzpMWL|w*Ps!^G+*w^ki(iZL9q%rXt^Ry#>4nA>i`N*-Yp><Aw)Hid%JZ%!
zvVYsr?^hH)q%YuWNS0*tKYKvnm-fO!Pu?jdWe;K!v+Y%@ym`09n_f6{N>I<x&TUb<
z+@?s0@_BFK-rU(e$-sQm7j@-}=^u_w=M(yVAm!a+p1CV~UT6OL6*2kimt&H0-`>nA
z-Kr>8ax5m5`Mpo4N864&-p<!}B(r40W6JKxoVtEVpqV4gMD%18vkCvXlvP_lJ<Qhg
zP@8bibMl15qoSW?&9Tl=ooo;iRwC0Sb*JaUWnW<hwqQZAYLkxT3H7^AU7U38)vFCc
zk~b4~Okj%;{1!Up{bEm}zY))U-z}Qh#2qL${XxO~@`S8s2OR9w4_3;(oWs0ZY45{l
zi(VROa=i1H{!Dedkfy-1T%(?CpEY(Y=ex$zIB{v*r`u7{$E!L|FX6glZJhsljpjGk
zA0IYPd(ynpGr4a^Tj|q)36=8#N**YD-ZeRmE$9Wyw~5;rFNN=4#iI23aE0QT<Y>(V
z)^v9huXQ(NPdt#hBF(m1UgEjA)Em)W_vwBP!MUfZn(sZ3OZ9eoZr3+u@4Cb!9arX}
zlTBq)t<H$_E_C15+^l=I@qpCsEcquo4aUd3T&Ab6A9vQi-nih}tl!J>`64s<*fS#e
z_`Z4a#lHEp%x&46Za3{CyxrbUBfc=ZzrVcp36t{T*6)+r)1DvH^^;@1q?G^Y@YK!m
z(X6^W?0l)*Kk_8jc-~x~V!n;f&*bpkB`*|r9*|T#(z`%!U%gY%`7+C#6Vn&#xt4YR
z2r|rhllD-n{is%V$%ib4MH9^wcC?%nSefmhU=flf&HVkB;VfpMr4#rMUe{pkR#9A9
zo?;`mZgR|SrOq}JqnHP=lDbdsTs+0()-+}RvBv0}bxe<UtnGE#FSbQDZ%6f(JVTR$
z+NnvN-+NjwvA0>xPI)M+Y8wA>MPc&p+@Dbak6V9t8tpgnYnsjOZW?%xuex9Q=exv+
z1DjG6PCq=|=HU0zc+R4Gs*`3XMN2&YY29;c#?11+mEp=0nH=kGw`iQ5n5_~%Yl~%a
z%H?g#46hywR9R3tCE|kYq_8>bTkf{-EZ^IZsv>mCnrDGod3D6?-6~0`k^AnMHmN#&
z&sAR9G^b}xe763}`OF(5cJI7+f>V3PWV3f?wzY2CtGOjmO}XRL+m5vb3G1HM_#bbq
z`>2tY<T3Z*)XBwnY*;pm$UkfB-}G(O=L2?+o*47SK5x|7ct~Or*P?UIldQAU-tjak
z9{L=>wki7IyrUbRFMO;gaqQ9Ih?t$W+%fTMj_WK)H46K#^WylGqZZ#)mdxf+y`|#7
z@L|E_%PK6}T#gxXIvpwWX*wKpocp=?Yo?i6>mGi+BFuWNNRY?-!hf@cdoSK8WfwSo
z{est}s6#>pI>O0nlO}#-V=d*%e^sgX)Uo0)pTAN-SZ~|gZHf$HRa_$NZfpDhpXC<W
zci^|@f(KPg3l;?3f1}=2*Piv|)_$3-EY_JzBV2WSG+H0DO<(4-jD2Nys5JjfZx3;%
zw_PGHC$-=Gy8B(nVL_e4VMdpZ=z5j%u3vxanZ?HMl3YUOiV9OBv{(Q6|7auI`hq(`
z@@~(4K14l9S6H~lKF~U|`jei>4&#Q&`?ww~fAw#f-crR_*Le&Q1+iK;HtcPhCA;9-
zL$Axv6RiE1EZ>}qc;X%PXZxD>#>=x^Ht9y%Fm$hz50c-|W6iwlOYY?djNLo-U0pbP
zMyYCxg$whN{P#Z1K77x;IYf7#U`Y6Spg|-?Xt8kHkBg0*jl7?@-#H}j_WXKNcluS%
z{Wne+s538HvnL`p$D#1OpUu8D-dQn!-+hlOXv->pufD`5nfJ%V_3I?QedBvNW8R!R
z7FOoPK6@_d_bA0)HgHRuUbOIgZ||~*fO82V-;<KfDvbqgXBBDBKjG?QvHYxL!@q}N
zcORUd65i4q$h%03PjRKf=jHn+_6E*$ViKw2caO^JIM=YHXzmP?xvM5b8-|#Ev^m>o
zlq<Ac>+x3^^O#8s3Y<SltrKX|-<ujH{AuFkNnh{nQJR|C@3Gi}#q5n<#EO63PEyBR
zW4RAps(8b_(84iRz&Gqr|8+s{3%hxLF*BN}J#qJ2qaXg$XxoXe508WtNyyL9++_bE
zVBXB#?ov<A&EndlKf&b_|H}N&2ag5Zf3;P=^Yxv!1mVJ@r9Sg6b*V9Pibi#JhaO)f
z9xTeUSM!E@RL}feGx_PwI>HfOUrn9)pwo9v(f%I|M^$bJ*~$f9Ocr>z{F+1PA>ZsA
zowx<jA{7~(OgY6qrom<TLizf=!6FBq`l)M`x;gzm{C%N`=1%v=8%$@h$~IkDEKqXC
zVcxx?6W7g|aYg;EUCT?k2S5KxJk3b{Z<e_0qRkVf{FVOC9&n}BimQq~bSS*|ZPvAo
zLUQ5tQuhll%O7iwJ@dgtZcZUL|Kpc?sxN-8xRY-_uhpur;KH+xs}1unUY$BwdEU?2
zd;R@fA0$U^IdrSY!P5MRi{#<YVq2a)*uk?ePR!oaK$-8IOHF7HbL5iZ87eP#u0J%-
zuutl>e@(FMfqi>J3~&4?a+p5lq^M4S$ZSKYXETZ-MXlym)gJhfboT34H|6N*cTTG5
zS3QwcRd|0wQEI2;Q;pVczsdp&-H#m?<&C5Eq%N+xD`hnI#$*PCVCFT~p9$nnnd5#~
zMPpLonFl|%CA=5)XujSzKX7&a!HH{^sAcs0K74K?mrax5lLHKH_g6ccR0$pn%zB`x
z)DzqPHBaSqW#mu4jaond3fW2t8Xy17m&{!I^hj1sm%l*KtlZ~$N+}bT$tb@$<t6Z;
z&9m4-NT7exiTWlk{~G?Uul^iUQcJ4c8)#>HaYstJ>XGh5ou2pHB{y#G?)G%DnHrk!
zq&3M!%%l1l?*sL9QBGP0?iSz9E1D<hGL&EGTD_2AU5Uq=|BogL?<~<;eZ0N*(=!2H
z-X#@NoOYew()DGz$&!ETblggwzGHl;^{sJNKy;f>f%TbRnz?OfOax!(T{sfx(rDq_
z(adA~iA8w#Cqc7>z2+z9%&UkhXw~p=@RrZ=l9Kk6EUZeHvrO5;V#SFG%NH?Suqt-#
zDNqeL^k3S|`KP8_>J#Q!yImZ!UI(@+xjC`+v`9y6mYwkS?as!0)=w@r5*`&<CyLh0
z>Nr#<<gV^ivZ5*@S59Mt<n9F5OS5IKO~_lXcdO0nd4wg0=hT<aR>_}m+`BW5<3rk9
z(Fgzh-uD}ddP+=OYBcS}N=;q)%4F43&sZ<bn6$z^E2cq2RzWUTKbi57-1bG~TTi;z
ztZ}z<I`fI)RhV5{lHc{tivDv?cP(a}>mg{pT3EVra^~y1iB8Y#ZbwBp?^%2#ZI{5d
zuk34dr)sZz;P(2&>T|u<N-geg4Gx=j?%jE}d-rBa6<%w%kw0{5x5zU`_J?|rY);?)
zIBqIVJ1<}GI;~u%_`AUVznd#0nfBN&JkhSQQ&)qt;pEzc$d3~ziV3m_=DfNY_=flT
znsXjU<{2*D*{`OmoaAm^$)x#p-Hb`=MQjV|7gYUuye>mmXR|u5JbTcNxr$5X?fkU1
z;F7Z9w;9SGFJ`{9K56VWyP{I@L%hZ639kkCqdghdtXpwNZT2GmBR)mZ$1nJ8i~O?7
zy1%brQFf3dx2jD-q3W;wdu1|wZ(iMbVbi1RL*kxc@$nK7hm(z#^>ACsXeE1Xl+!S{
zQ!}Z*OlFzwBrDO<>>m!Lyt~Wpc-^tJy0-CxvHhBqh0lNPy|7s3t%XnZmv4Ix9f>?z
z>wf0#@3s>ybAw}EY~N^|Y|PiL8k2M-#W&+misIYS<;>POOVp}2O23|z)T?>vR=bR?
zK+Eq96U|@0KKAbYm;Vw|@4Q^I_*TTj<zGLXT6ij(^G1SxO#QkD-`Uc;x(~l!DEj4Q
z=)3v1R<UtT>iQn)-sPR_J@xdGiM_ekKOMVQ!DJzOYN6Aqs8=6N^;RTDtF~7t@K)P)
zPm#{9_1~Cuyya7`lz>K*_03C38jlyXt_hv0Q$BxLPN-<$lZp8co=LX;5N_$*TEFPY
zyQxV#f;2KTSK3V9x9Vi+8&3nX!@S~cnzN@C)kJ@IwDjC{x2|3JpJudPnw9LfBU!sj
zubSywi1F>ED*C$)W>0Ltcc8-I=;T11jkAN7%H(M$GeoiS2d?pZu=yBUild9*`!fFg
zX_Ge|4t{X9sN#)|XpCk|`I%{&@ps-&_%!R&GrglyysM)Mnhir{T1p(~-`Qzyvh?pn
zUWfV0`}>nqe|Y(ATi@JPemy{%{btIX$XUl0r_YYsac9C_uXTr+FY#%nx8Idqtt&78
zDDX<6sq)1gUEW)7vE{3DawsHD-D9i65oarP^GTrE$KX$W4Q{qSDyF=tx!)cV_L;e@
zqjY0rkVx?YK}pvSbxbRIciUf`-&DO|b1p;G`ngwyBzWGZ9c+EDnBVBx%DAd{OCz5d
z7OlTsZX15Q6r$(*I=V&I?87&`X70z2&&h3d4@z5hzk`p%-0l0uzp|MNKWbabIV;ay
zUuy6D>8Ri8T`INrA|5Wz{ZZn4)@c*p+x0mfk=)Mu)f4t@c_<K~e)HzOD{^A1x-Rwi
zzID4l&qFEY(eV>oQdasb=lwW$zmbdC)jwL7_T98{4p@6*zrSC+mG;dUTUytfZMku7
zf{LM>VyOUgKKt^NMb88eJ&Kc4)G-$ezkO`S+3o2{2B}8z8+PnbU&MV*lka(ep}^&$
z<#*1{s;Ez4^uBoO{Y{th!l|d5cfD16`ds>Z;x^s|T`d=u);3IL&a&U=!V+-g!=zkI
z7MI=Y0@p4&eKAmP%CDvqs%~p97~Zhq@LpeRY!No8c0b!Dj@tbX1S5Vb2HKim==~tN
z^Y`}PFuvr=uB$_Kr)}NQyO8JO3mwHbcX_n$rTT@%{$4)Qk^AxH)EMVL<_^o~#w*+3
z9XH?-zsJ*X`*FABLx!Te4IvY~KFX_9x<v9%X6ih2EF)yuoV}*6r!ldwG*df#Sklw{
z#|g`ZzA$!e<8pDC=JV+dtm4zQR<?ytIK1io?Z<MD`&Lh?$w*bS-jLML7Am&Dacbzw
zU1wI`eQU7(TyFW#mD`U?#5klT>n(U>z`KG$a_PIwgM5kW^5hB&)BLwxSvu)P_kWc$
z`>yZ%d#7<qZ>9K|4NoQ3R-LWgbZqZ$SC?7+=fX9UcJ9vCmVZ{DIHmOmLsz1hUE~Z_
z|FE}WRuAoTloMI~=PhqkXYc3d<>pea+mZJ7*!r7gQ!f0SlJSf!%%qrE=#;N0zs!#x
z`G<rZuSzd|A?df}`r?peYmIkZJQ0e%>}wZ1V=QdvHfvt&+Q#@`?{(QLJ~gJZv<uTY
z_$K`Jn15(%mh6Hl1{s$REs&kz%X;u<#>U&e{kgM3S@h0Utmg3iEhTaz<-+~hY`?$H
z+9<MXzQ2n3tq=V##oHR#jl*}$jXb329mpVk_T{`&+bb>a9{ye$zP$R!sdtZsO%!5N
z<8Io!e!ua4Q{27ch&0RQ=;9ED&Y9by?s8~l6&W@=znA+ebbGPR=0er#*U@R$k3HAl
zbLE)nyFKwaUVPzu`PmH{E?bAKW%ju)S@lI^$=mk}TkS+m)Gshb2#DKFoWDrmCXchv
zMF!`2(ubUVwr<KfzhbGUXUw@1683vf1n@Xn&TH9YS0-~P<}#BHe|JfJqDDnW;{}}!
zwG3I^l3Ugo_UpXcylU#yH9ybR>%Q1se5`Rt-`#JWPc{c`66mSCz<j8+t-|c1#`*Ng
zPo{23zccH8&nFLM#hAF=E8HxW2==_>VRYDZe}87DxZvZY6-7+l)1+^0DLJw1>AEVx
zRP+2TPiC_}wYu)=y(i<T0)t1?8uz<1-;0X%8cyf$em${hj!fhX&;Ce@DWV^(Urf1u
zL}GTW`B|R(4_F^-S{}Y2<aFb)MrFFl_J>y=|8AVTKKiM*HJ`M#PUZ?Dmupt$yOdmR
zotwnOeOd0Ogh-YBsaf~(l8?_g_ukrG>7u;Bot65wtF+HGaC(Klo0e6&bgo3zhRx2c
zb2l%m%qbHy%k7(6edwWEU(VU72fQLy$8K4$=)kIq%3r&#GhYkK?RsD#)K@Ma@a9$9
zV#aCv|5)6~{q9t^NJ+vYm$979DBXu)Wrgm%h4Ym2r%z~Ze0`$v;PxpGN)KG^iHg>=
z{d9ez59b!1HKIFRIG_JFWbaYktGs3F*Ua0u%et?~r3QUo8d~bjD!H^TQF#TQ-Pw{G
zb2sj5TKYRW=kWBq48<MCeQrz4`q6Q7ow54b&7OBOzv{d^p0*%S?w82Nw6+-j^`}f$
z$4uT{zOz^C67#di9c}L_uHRiOHvhoWoK01hEsT5|fh>F3EUO+qaM@%eTJCvbn%4!*
zHG$5zSH6GQ<@l(3)5`LMH=ME#wSRh&ThF*F%RF>BV|c%-zD3FLf7LXRU)u%c_vz1h
zthG-%V&`XLfrISM)f2^29W}*NW!DSv-#iuB=(cz&zvm;dqZ`V+!%rSCf3T)tD*LPy
zqji$uC9G{c7eCCsx=u~kN^mmcrOJEtF{%Rf>F*8+_SG;MyDBeO6n*Q?{fXX_lFZ`2
zN;o{op8L?Mc49LB(y9smmK!b})@OS>`&FMa1JCP2me!_?;p@IW-D{{amHm0<<~yH`
zw14_icD&V7>B^JEw);}*j-KwbxIg<^uz>X8bHZXi5jQ=#9#7e3v$p!X!AJ4@<0^hJ
zvvl?*O<f(=BqQ~>JIQthr;Fu$gUkK?YXa8pkrZiL&K0+5%IcmLEw6(*=3Oq9HixF1
z(~0{Ln03X|tGFWI*80bc`?${>`xwZ|wB_f<l?UG!*_LL1I4WP1sGY8tK3%dyTK8J_
z$$19cQ*<0>I6l@n?ceFQ({Nkb(ravm29^6G(h6#xmRMLSZhWY@-Q<xT>z1SE3k<IJ
zHMfc_OLyA&d!Ndl#V4*_U1VO}tTN|*bNll28?sUrA4@*&y62bH@@+NKd-*HHfA{R&
zzou+k<P~YxO=+_=4_sott|=H&ct~=m`>!|Z>yrD}RV;&hC*PN?`EJnn@s!im&7pft
zKd=bbzjz$BqlIJr6y`U+@Bcc?W1P29wLoC~>DdZ<#bh>26<HP7Y{%I2_ou?jaFrDA
zDW8vKewiln<oweoCr=%a>RqpK$Xf6BNxzi}r(y*|H18|w`-<*tX6irn{jRQMW`Fzd
zPp?AXTeKf$|4^vj|AmV`<aFh$NzqpxXE})_l%@*0R=zuVVW+3|`D|ZX1zpbi*3dJ`
zUYjcxSl#^dSEK6hro&Yev*Yi_+02@J=SQ*q1(B!IH1GTA+}(V-@omn2=BY~@WAy9l
z<SX{8$i9`>R;6Ou(d4$rTKjv-9seE5Ar@a^l(xG((5Ol&{(5qQ`O+7idR^bz-?u9L
z%sJ7xIyk>S+kcv}Q;tzlS>C=AH&;DTuwC_3(e8Zcrhw;+k?d(t&8-epKK6YbIKg<q
z@*43{huEKt>N`VE=miKrxy9(!nrv5R+kG$piS*2%b-p{zTraT;svKgK33{_{<KpXl
zF``UTFBkUDshJ_at9Q$`KNqs?E|u1ueBOLs%xp`Q($vtp4yD%<*L<z^Z4Sv5UV2tq
zVJgcVjxwK(W&a#1r@YpyXcyd@5_@R*l=e9W{BQ1mT)Xr4-Y(wta@9vR`^l#pADXWI
z?U?(8UnfK2Z8DCWE^7SZnKGl}^ThQ(UWm5K%RkHb)V6Jn$+dc(jqYMUPxYlwD4ud?
z)mFaL!%NyH$!rOcoj-HdRqYLnotM3t5GY=u|1Y47O*&X2Dd*yooY#hvdmmf&-??bQ
z`Tt2@+x4~c_8kxGJ6<L>?eZ%B3GI2iPg*=YxLw`2XU!bN%`-RhvIo4I_{4L*hd8_8
zVUNlsM-@WfYzX3xixd0ia7p!m<fk><XR?d#JzX>PYv|M5?WMuHRW?72+0CqKs`31p
z;}g+V#c)r*i`mkret!!;85p$T?dgwZ9#Yn)mhRild0cz7Hv955e)3al<vQgRmSx{9
zOplnf`c9rhmyJdElecaPJF8uUE~n|7QhD9$zTh#VZ;lApW0lB_(kH9``z{O?line2
zZ60u)X`cD(cBV;ns-BTtCtG|czWOBi)1*jqepMm&$=`laGqnzK72P>>%IC8Bi?6dH
z{R}6Y``(^n9e6Qnl6RHqCe5k6Q9tySu5c4hc2<4H)wPgu=VZfEzMI;XnAKi?;(A$A
zvMT6%+&YEG{QlFj%<q<OOTU)=@?mtXOsQ_kvbZTn?XUahC=`3<Z2FX4xUlkEHNVNe
z=$m<k-DmXQeV;bn!O6<EZi(p2){Z(+o_(3m5=Av$*fP}2dm{Bl_{_r7r#)^we6Yr~
zAthU_l$+~aZfd~?@9;NbEFQ8aJA@oh<uP8JGFio6F)(aT)3pu7XCkcjHt|-?PpF+c
z-QU1_^7*40Df1VUux|Cw*|6LuZ2pS>TXU8xc+NMtw8YPGs*Ua<5087l;#JP}`!ycC
z_a}aGQBw9do~xE-^$E<+cydnIH1g_xzH@!=nTprVmW*@6#r?$@B6=&=^2Yv~yICcc
zTiWn*ePa8^_XkoZMsug_%J%1b<NH#Kza;RTi=^}_=W=H`lgs~OA|tZvD}Uad|M>0t
z|IbywopD$H7;<1&L6hOVQ_bSHN-zGKKK;MX|G(Dz58FgcfAFm;im6xX-|c$nwxloT
ze~P`>e<pl2AB*56-jhl3aT|Iom?z)wNY4NN>-lZYKX2DxS=ylY_uumA_y20%E2_Hs
z+pzxEY40ad|C^7<s-OEW=>7l8)2H*3|MqX6|L?i?lkUEPhfzEJe#zfn&!@8JhkSwO
zRgH@4;r}1<^E_r{yR!MTdt3eY<t5v?JNN@z@04kVTTTD{*k8Y~+U4*B`xU=q<8Mtq
z?sMSY1TR+ok_lU0)P%<LOq73;eIxWh>%txXbzcW(oLGMB>uU3T(Q7B&(fZ^Rm9^v%
zn|;2Zk-NqO>A<MV-S<A6x}Os8|4H|~0EW*kr{6Qj&2owiY2Dx`d53|MnWg38n}h)C
z!|V5Fh%+vJtm1EVUt98^H-n>UoiqE|g4HSU6K)<`ys`fHZ^;_fmi3(Kn=O3b=7@6H
zDcQWO?pR*`!$`nf<c?F^(}`*3Z_GR&d{o`<rg+FB=alo7+0%H-Cz{7pmR^|qz`(-y
z!r4IS_h;0EWj3Gf|GuN1ozcp^c}uodH^b`C%7_5Y18d*Or3o<Ho{^_9^LW3z!<`kC
z>+Rf@-cky9)UPC*5o}cWHRMXLtuE7t-&)meLc44;j{e^1lRas&&!@DelFv0s_pRoA
zdTa4-vz?{i)_d0LzA=|-ALw{=?bNb)@!@@!>UiHpT86JacR%iIzK&j`#=)bJlIC$5
z55pD*8b#loc~mIU)0ZW9%Iu8W5tG!eZ27nJ(Yc)u|GBo@bSMgTb36TyUC>(gov)io
z(O>5ifB1KF@EN{XUms9cf3-sLlYUKpiHvFORzcA=1NH*%>hiTyLc?`UOn)*f@BH^<
z)6bQm6W6V(nEAW0r{mX`jw@67OSDhyKTw%>!{k5Tsw=KjdxF27HT~2cD!$XC^xOLD
zUswAi&ket;bt&=96!AK*@3$ql_MPU7_w)LB+4Xas3ajGLyIyf?MJ!rt>lPfJzIx*c
zF1Hqe>$|S;|2gbf9r1tn)UTZT(-YE8eYLOIs<+8eVR3|kyjc6G=WlrXRG03JiE;X6
zVm__s+qGjt7vpqZ&;Pr{^qTv<D-lzx*DkpGV)??2R&U<&$leIxy>dG<?S}nqzRg)a
zcYm_^8b@8<#<o>(#=6pE)3tj#A8q-rHqTgJX69Vq4eCcE`Kuqz*!S|{wur^wmbLcG
z^2tb#e6iwqX2gjVzYEG*d92PRulV&mG4zG{MQPEf(oZhe{N{+YekpUw57@Hu^37+N
z0T1MR<lh88mbu=xaYpH}h>KQlXI$$&xAFV3=4iI=n7V@!iGMFe1sCW!&Rn(E$v)k+
zXTur}(TqPGF6Bxeg3SK)lztRdZels5{bNe}m7}KNZ<fsE*lD@v=85S=pW}PC2NsIB
zt@(Rn!|4dC{XxQoT_W`lSwk<i?z!AQxvz8n^Sl#$n!aX&MvM4n#{1>&FcS0+D#+Y4
zuRvV>!ad{rce;&*n$0~XEIwB6$s3|zyu<F0q|B;S-fLGg?)j|F%j{Y%lwTvfZ`aKq
z+tTamnlG3ty%XB*aI`RjrT*?m@p)#Gn0_>_zO{Tki-P58u6JU^M}sHq_;jI^Um;I^
zeVqz}cS`4@V?0}0HDaTmFy7$aubwl7#e%DSi_J~O^G25q-Fb?x96p<N?5gUVyGQCj
z);?MHK!EGW?A3(^iUl9%nA*+Y+nIIy)_KL02^(KG99z^R{p-Pgv8Pi!ob4tWYMHi&
z)C$xUsPFQ-J8QAx-Kmw6J!QOCe&9L1b^DC32Y2`N$(A{ux7_V?K5bp@`N_LyAKO!H
z(sw%dMxA30)6cD&HFt{5@;jpRD{9KlT|Ym*F86;D^+IXayvMRSXHK;mJg&3j*c>q3
zK%3cL@`!Gu&l%f)-h2O~NqW4mxvaPU=i#U34`0P6?fEsm;O6T)^(p-8+^g<3&#?P{
z*7R=4GY{uKYuJ<zI-EIPbX)E3Dc@b+jy_uITKBS`&aXAqFSd#6@&1U`)D%velQwk`
zZycK$pR|5e@Km3_BjfXgT|54;XIi$`%$sxS+H1{IoKKnBuN;q#U-9Y!zi?&iQoC0|
zO&5<=ypXlwZacUkOG|OZJE7lPyH-C6`nPoV2j-%UKdl&?YL;x?d+PiB&4rn@t83I_
zvQPFeI@O!czl&SLbC;P-F2f|3o~yxv3RjLdpJbS!lABXkCh_FQp4rDwwRt|xU-e2a
zyrA1A{PDEjb%p9~vG&`KlrrC1bd&dP%MRsB)4ui1iq^C^Wc~Nyvy9bJvyZHuRM8e$
z{&CIbcSUy+tj^sy7P7E#M)<5_J<H;HvweA`>#b{ZwGWEy)|E77$SJK1J}9<GQgmC=
z*&i3C{`IxeF4p2&eyi3c{qM5We|AxB(>`4Pa{By{(shs8=C6NcwW?Gy|CjEJU&b3x
z^1pf?x9nB^zwWQw|7=yY`&)DE4uj{mBkZ=9es0OlJNsIu!GD(YgU!#_x|rJcvk8P&
zKE3hN@!O(XHQGT3{JW$Tjw$J-tq&CaUgZ3dCD7<-ue^WP?#~O`)sNn-JpbLXkhv!4
z&fI3h{w`^aFLxf6Fx3RzVYnZ7r(wQ`d2@f)?$1AdZe1A{Qn<S*`rU4+?R5pc*1nH^
z?JVt+zHrSq@5QnsG84CLE533k>Z0Jim;UDN(U)(j<hAO|Tbfhu8hWQsdd-{-zF+m8
zKiaVQ?%A$uj>(bI9fsSbH|jDg_pTLJUZ|_<pA+3`rn{-)`jMAG|I}K~_D(DKA^kK;
z^Bn)m>3zZOpAQ!Q-6LEqdi{S*=zQ^;*P~wE+Pdr3<sH`yr_Xl2{_4}FpYhJ!|F=#5
zwsr58WR?Br!fvhKpRDHjsqQ!rN4~=jS>q)v$<m8<^D=n4*4;6D>}_$o<LuiRjMaAx
zFL(RNm!0_#!Mc3Q4q4-bIlmr#v;7g+-BbPcPoLz4<Fdxba*pe?79T(J_w&8Qg;(F4
zowNAh-nWl;Z7XZP!|}~*lKks?`9_OwY?~r@zU++6%-q$d)sAdClJjWBzJBYpnrjae
zkMpQY$d#XYGV8^0S>qVf9^D0X#mW=rE~?`R{byr#=9#s0+UL2vn}6PGyIGTdIA<O2
z=ARo9&H8ya|2)@rvnKy=&c4lwX7kO@{COZ#oUgURbwkI~>8GoIr<yT7XS(w{HCxVp
zWBjy7_w<7$8;+m+JZE8DSWb<`;m4m>{feHm`!rvD^S)m*PrRJJ<uq%R$+z{|ZQ39I
z`>u@_eB%`xyZU1G<!7ITYceBi?Mh!yp7>H^LTvvDlfR;tlD5ZpK8gvJT^#+4CCqHi
z@~VKIgDlg#|2@o6EO1+J>s9cbO($8eE}Q>mzv2wH8B+g)ZT2pV&o0UD3f4HAAyUxw
zy<`33E^)s?6HBGOCnX=Vm;YEY)jNx25=)lbjQ;bFL!WH@thpyDOk;B0qxM}sySWl>
zT+H5W$ai9zto_})t5T0gmVa+t8ULJ(E5v#GY?T8g)kTx}ZcNx~zu3^>?#DZm56-Yy
zS$(NsqtP;v_zw#O<lbr>Z+B7Q+WY$P>lRh6z0%KCcb?p@b!$_}ME=YRA8wy*W7669
zX1n9(ms2!e&Tx}kP{5S$=4xknC{%mzW|7H$A6j0X`EXPC-Me{KZ7N)`Kh`QeYdcbZ
zH@=5`&76;2q3JPCrOp0r){~n5ZlZ+qZ$;_X(uFyl5`ww9l|{E#ZSLH7HB)#;*vIXz
z3x)4(c&u)^E$Vmf^DqCu&oC3}|2@I`{`DpGVaD~%v73rR=f9bB`p=^5=bt}UeUlG4
zy?x^rn}0&O_kYy{NqkxFA0;>AUH?orCJn9gA)*`Hb@|^!o@Tz9@E~mR0lBR<Kl$z?
zSZ%QhD9N=D<y~`nv#EvM#wmX?LZ{mNP4$wqmz!#{Azjsfp8(62Zy{BzJuExFg;eqL
zDA~(CX8E<^Nn@r(MKIqCw!YpY45o+nJa5|AZYlkTZD+~0)swatEmK}&cUkq?hU-?>
zTrc~ZiCj)L%UJ)h$0piTO4PSmYVY24TW1=s-Lw4M6!T}HQ*53^P5G0?sGT+^X{)6F
z&$8a%Yub-3tyVa8uI|XOA8yjo3U1EPp7U;PdzKTIlY8sWTGKziR&t`(+zbET_WS%l
zJ8EXQ+{f1+E|)CyZK`<c+xM}}|F|}P{ZHoKOYCodl*p=i_fx(`#Khj!@$=`MjZ@~I
z=Vho?=bClDvnh>J@8{!~8r^FB#q$C${He)fxbb)=W5W68Yz=m<j-Mr2&+-Re_~R#H
zvR|0>D{qvDiTzyZ0_6=C7D%r?DqtQMv%+w{Fzea(ZXkmhXIm_LA1q>WdPR4CQyS-?
zQhC<1Mz8AJ96uL>^`AW-7+}NJs2?LBBEWaRno0eg!#sB$5smVzM;$&YwVz3~N?!1X
z{}|7=l^c8Wk4WT{9=lQS{l>@F)q)rP__3Jm7iKI~`P!W&_&=t`$g?`PPLC<-nwEd9
ztHa5S=XWSQe*C+rYHFKxfapKhrLpq=B)*u>@%S_GTG`L(drwb0aQ-Rtq|e7?7w&oY
z;rZV=umA4KKK~{vx2CE;U*6+P?XjDe+|{14FSCg~zOR10Rq>UXPX9a7{@iG*J}-Y$
z=Wid+ljmvsCinM!?zKOxf8Cl#{?#Y;**pI|nRN7c-1?fc1;-Vezc2rMW7FSTA`>J(
z*T}O9?fNOG^|NyO{N^(Ye(P2L>-se(s4qq9+95XkbycS<!~zSmb?WZ_eJ^?BTyjbM
zSG!wJH!WR%x1Vvw{d>XsP5-w=8>;Cw&pc7;S&(hqS;r~#=w0vrn&)?A;xm7zPo41o
zMwrtn2iEufe)HK1D;Mbgb$pvHBwHi;D}3p3)8qAV9x==J$Glo_THtEwqa*$POK+}b
znB2&n`cW_H$Awaz4aIN%7tDF(kn`(f&>ddsKk-k_UwLA8Dtzw|p6k~i&vbN|Rp6}0
zBbT7-qq4>~##(Y|gy*Ld$__=7zB~>|x&BJD`M9t54*vLe{d0FrH+X*X`_0eux0~<V
z>$<K%eZqdm{2<+$S`)n!%XdjSSI5dTb+q0swJB=vJ2{#0h2FP0l?(>w8tw*Nv0t&=
zbN}<=z8!8>=ML7g9AVJ&(^<Doqx?#`?pCR^9oNrYiL6a2_{93DT1RktNxN8<t=n0H
zUV}1!g@&0vtKMmzd~l%JkNqO!^ke#AH@_I15cl6%`DFLq%0*v|6B~YaYx^-=cCywH
zWj<o8xR3w9hn~pzsh;(Wk0;gYYAc_f({;!^O<J@l<Hzb;Eu(`Cm)tY&$)qv{eSJHF
zm5p6pX$L2>*W7s@pDml}cr)kdk;m%y7t4M1zZ0~h;^-+U|H!4sYS&dJ2fu#tEX{nu
z*>A@$d}k^Qxy5~QV)5D?%^#{WZ;8AWeY31+ZE2x>Tp|0$zw#cP!iky_>n02B_w2mC
z<cR%>DL2FqpFMHx`I*MlhCfn^UtN7@V9)mVoQ1@h?Mu{c7I)cB7A#bLFk$VgX&<lr
zao90`*U|QQg(ofTL+pQ@3!Kj@?s}O=@!DZ??!{aA;?6LqfBW)W*1oV`y3FoCb@GEr
z8A@A1-EP$MR-8O<-kpByLs>zIY)X&YBlblzdP41^TXyWfAug<Mdu^F~!BLZHleHDo
z4(>AedGln*(sfsF&RqTO-Hn1}Zic6G`z!ALzxQ2Vpnl>hJA+A4N8M`fv(8p~y~g*s
z+~oOxxAX6?UcbcQNBzR!Yxnu}*w0Pc^GKHc%a0wb1&^5W=3Ma(c{uS$|AdI6SHJN$
zs^^@YHv5nMteE=sYiFI_RuGhA#&h;o*X>{Xq>i1x9=Tl3WQ*4J>`xbJOBv^VtZIy(
z_;A&{%D{aw59)WVNROGa|A4Og@8_OJzwcn#)1JMBYk&RzbAOK8>Q<clXu9ry^GVBz
z>-_}pZMdLomHoZx+0U-F`X7eH<({|w&rRHQ>HOdQ2lRhe9`t_N)V}`^v-~mp=>FW#
zwYQDV&Yizmj{W`Lm&rA=KW;jESgJfy>HgXIH7>h9CilfZKmX%o<(^53`;Gp3A6~er
z?9zwkFZ#7}d4H$Ah+nYo{Jhw}|6Q}hSAU=M`~Q!fpFSp))o14YxEGnv_<sKP{Fz_G
z3b&Tnh`-^V^QEm^!TI;T%>4mz;fKC;otb{<zgK6?G~c?!ZGYp;UOs6rOG?{+z<Wo=
z>*ha~*)8|{?W*7R>Fp8a!|M4lQVikVADjf^HNSYv{itO9b#|M<&Z+CS&fzj_4ORcf
zYw@wQT=2{L(DdDFHuF~)v)^4;@&1y+&&tQ2XIJL9*{GD?`Zvw(^VIy0Rz<cyFIT(_
z@47WTEX;;){lVWAG1mlKi$CsIquBLg5wp}ni^qkLP9har=MV8pEjnRmu(1ADLCiJ(
zRour@*WPM>yy@FRp5v)+*YY1v<+O17>wLKI(_@a~oKF^8?>3X?DB}IS;NrW*-Fj~~
z{&1MWd+Yd`9vi(~sU;;74g8D5O*Wq_d}un`mG{8XjEfdN{{?%MA6QDUe=w9{e=|2j
z=E3p|nFGr+VluzZ&5*eO;m9<<PII4aaKQhe1)Hu+`+TXs$@aAt=b)KyU+v@I*RRsj
z&6k}0cKpG2roxh2+$RM~*6wKjQk{8A<*n!&wc@p3^Sf{TS5t*#x_TYWj}lwe<9F`Z
zP|Kq#SNL1vlgl1yeUEn?290x>AKzr{pBVGs?}gm=O-gspEq4rah|<fxnqm6C;9~W^
zw}-#;M0nh}nsM>-;!^G{yXQqY-0RI`e_Q!Luj72l$G{q<58L?U@{6vD*Olv^S*)$v
zQ?B%r#oy&lrs=MQjB_?ceE;Fiqc`KceXYs;+Q%nyw(i#aXj^zWeQ%j??qlnU$KgD$
zo(D~1{(ADns<c_PS1s-{R%E|AY}nShS?TScZ-?z3W!txvKlT3qui1`GXqsF7e(n3u
z9=RsX*W>4lUi$2D?QD5b#ck_;{haDQaq?e_6X$=O+*+?5*b#qD^8Y<qh1=H(7VqL}
zkFVSwe(yv2%Hpl2Up`M<vfeLNOQqAz@>s>z($9hGtsZ7DRbQQ-uBx8!>v;Hs@9(6d
zqV038Us(0$VDMkg#>?_)UtV+H<P=l>A8wv&uP0l!)V@S|f)2~nZ)T6~Z)5zwaT{aj
z$xjCp?@OnjOMUhBN8f5YjiW}LjdL~_{(U@cVs6Plqtz$Oob5Ms*_~{i|FrG&)e6Jq
zAC<!DcXq9N_Gt3kxV-hTTdKGA7l;0v9;GXKoad)tgZ%cmR}wXsa%&D(t=zHokE3w>
zyX7@S`=4DFdh4|*ey4Hx-#_PSWuji@aQ(C_GW+-a{bZrD_B-zAyIxP<E~(FR`t;k&
z-DUf$qc`<mXV3fn=iTGyJMWaq%TBL1TKeX)Tk>B!J(-F}TmKiuSZH1SZ+Q9b<=OA|
z3w%FgFzs|o?Y|dokMFJdWAoeMdd9Q(^QO0Q|5{wn2><!LxVKDv-%(SePyZdRXN3Ra
z-sxuc=zh%NdY|hjZhSkw)9qO3{PNzq8%9OzF6wXUnv?zIYv`BR-k-l0W_ny|4Zcvj
z-Q9W3FO84&Da#gpKD6&t*vG70dZ+$RVDayK7<Jz+<4Hl=^X;DOn+pqWJiWfDaLroz
zw8s%s=Z7)Rx0NY+8d7T}|8euPuk7I$Z%sGsnsM?gGtZp8?vG#nKYQTkZYhiVxf>FW
z@3%Yil0CJ5rrNvP=eg(0)Z0GXeEV17q4e;d-Q4rfvmN~xcPKshiMWtm*#Go?sXxs(
z(zj{8$@qGaH+9qdRNvdn=f__*{Zo})wf*bkYg<bHKW9F7{>T2BAhsCROZE~eH#=3X
zJzbw7Vq^SP-u{Nj#62fn->lo%&Qe#G#w!^l`h2<IuA^7u<vpG(|Mk*-mfp|i;w45!
zOD-L_Xk?UMc-p1<d(rYHmg_#t{&M^)Q_q`ceSi6$sN?M7Mw3qLTO+dO{@?8dzy1Hu
z&i=DMWT$Z~__!|EU7e|UDUfr#48SLGf!T(ZMwX^vRbZ}>fic<z!H~N_0}|6yK}UQA
zBo=}0B{eiR1fBf_zL(ZFH6=6ADZfG?TERfUK*7??K*7|+Kp_^SJSe{;u_RT&0L)G;
z&Mz%WPAyijvEk+7<kWYqC~*%4%R>Y>_1z5=3@yzqAZN*Pa&qds8-fI2SKxvKj1&wl
zEkO2w>;?%Kg9JcV!Gi@r2hehI>Vxjeg<8X@?*=l}0(Si=NET$O1<0RZJ)HV(MhZp-
z2B5QdVFJbqMh1p(Q#tkBOh5u=2$#8;Di}eopoeKO0|~%YKphfLl%E`&T2ibKt)L&^
z;-;V<l3G!spbtJ@*9l5HLupTNm~rYy_$OthCYQk7A7KExz7_5mu*qOT-#I_8BsH(3
z7$gsm568T`e6WR(P}O&Y8x*Xd9~$Hd3VTj{NVGa8mt^MWK}14>JQXxDN=gcft@QPC
z6H5wm@=J0ull1b7()AMyGW828K_c;q1(|voCAm4uNJ=15dLVgCkYQlgaq2te7p0^Y
zLDK~!MR4l7DVTti=m&wk7_DGtVW?+dVQFcuU~F!xXK18gZegfrVPR=$s$gts3=#k(
zBu>Od^gfw+*<b^pJ^=Zamx~i*Wh^fjh(b!{priy&*Wj?wck)%x_scKJP0Rr$$mB!?
zLku0Dw1!iMvm;0cr@oIfBuV>tLFsS>13e3nnZ7;>hTzm5?5I#uR0_^B*z7R@C1GTH
z5{py8iB{jSC^Iof7ynh^Cg8*XPA>YcdCB=HnR)37`kpDNc_o=8mAW1vmjuJkat4JH
z*hwMzp?R6f`6;OiMg}IZ>;O#&AiL4S0&ELWZX7gsgqy(fFe1G;d%A!;2MPrvP`H2?
z3g7|)#0v+f&S(X5Q&5B$C>WWW>sc5Z85k?XDj1t7m>4UV8yV>tnweXgE0|a)L@QVr
z8|xVum|GYs#44D91WZlM^bAdnj7=2G3=Q-wj4drp6cAztNNi)cRs$rp2pd5zK=3Rq
zEcFb{3=GYX)FNyEsWpbHK-h<{BUZuESRq=$)WAR?7L-y@a|Sq|kmA;{I2lx~TN;?^
z8JQcKfU>B*b7BGXDrs{=Q#}jNb=9CCb4i7$H8M2Rvotg@Fars?<s_yTD;R=97!=%2
zkP1Q9%*b5N(#X=xQbE_)+)U5J%)|mzk{TE&7#bKF=oy(BTVmXK4o=))L-X@WAUB?)
zX9`?bog16$85x)x7#o7LBVrol<f6=ilKdi!G!DuKNa29vm~@}iy!4U`P`&{jhKX^6
zW$eWBdCdkq$KF?R$?tY%U3wu;$mx~CREszL$G$O`7{)FUTqMA^=WkQ*j4d7wb@6Y`
zAL~1{YgO+zfxWvO&0Z|L>}Dy`e$ul=`rcN-c9tpA>Qt*v@7t=xb@HrD)tl_gyh`U8
z7xfodSD7Dvx2R3puH(g7&5~Pp62FI<HO@YHOa9HpiVoMnhC_N5d$)Ys`c_cM>-Kf6
zJK6T{ozKM|d7dLE^oY4!nZ0#!uIjF9cLJXjTChI3UclAp_ILMri`UmqzP}du#n9#W
zM^!yBub@R=4tzQD#iOKWrq-f0N>=eJPQBW`Gym+8)ek%E)W7kzsn~6tv2ll(cI1;;
zFQ;mFN9gP<IreC#wZ}ES9nU_UKAp9#^3=(l241)1&lb#_XSQSQ4ZgCIQS;*S&&@Cf
zH!?7rA|{{^1;+qdL&OABqk$zLg}1Y(OGv)Er;Bf50ivt}#j|rpViBmGg*PnHK^3M6
zyeigDHw48TyuQ~@Hv}sHRSw|FTR+_ptO8W_!vsL76kI021VHt@DJ*Gn>Zco8C>R--
zf|3tZ1*i>S3M+p&_0z!`K%RrjgVlrl1m#<T^dmXa5yVGwqzj0T<VH6TALc|*ZstUk
z{ooMd)OX2DOG_<E%>y;EK&>(TbOQyD@AcD-6d-I6-xP^$p`f2`si2?kh$Q9$WxIj&
zf;1Q!LPfwF6Ob^n8HN_1@`V%DrhrvQ&`Oz8-z~GKxC9hQkjfIdcraHmG*PfHFjCMp
zGcyI70xp>m`BlNlzzkH@fx-+d<(pVilnHKY>KPb-qQgKz*8t80wH5Sz5~0=^fs3(V
z<ciQ3lwgo6LNkyVVAB!B1xQVJW=cs0sM%&_2}&#m3Z~|uxHV8PGX}*Wh_+BLGdEE%
zhPuMk5ENG+Z<v8<083EJf=ho;4FGN#TNoOHya<XqL=y#^Op#JKp#sPZn&LpFz%o<C
z9N#`~K4wD>=kJ!R;u4wybvyk-&noTxzs+Ix7Hyr^HzU&9`OF>$xdx~xR3v;ZiT5>p
zze?J{>wkFVJ2$Hbvn2k!U=d%{ZfoHaq?_r!E5G5S)>c2e-CD;^go>?Sa$YHEK~3_G
zryq7UR!!XaHT#6smOtu3rK+t(tdR=M#eW$mi5>AZzU6l6FAM*KFPrx=R==>>iX*dw
zT@UuHp@}(I4VYtOU;;|`U^X}@>%$9NGf=3b6}VuHFwY}`608(#h5=Xwm}z8S0*V(f
z8)7uU5QgSi)DX5kx10B{0T0WCdBJy>*nB#dtgIAa$=p;gUDpy)*U(>XBz{NWXzDV9
zod=u5FHd2V`!Q*gdXAM|TK1WZ8&<A3bi(Hj_or1GI?v8Zl9c-Tc6Ufvs>-VKSC;v&
zJ*MA#cj4xfuQ_${OPm8s76w_(kMnc+`()V<PtkMR=5O;#{a<e^|6!TDY@E?`u)nbQ
z9OPuM7Y&Wgz-qu8BLfpqc>!h<>32}tMhoqVIj-ld`Ir@XTrbWGtzh;zc0bY9C6H^=
ze>1arfm-r`d%FFYS<GK7<H=%SS%2})<FB_nRNmQb7w%P9Y$x(?krdmyNCCx&w-*E)
zU5e&36pDnMlYh(g_S;I9&!yqJH>Fiva{e~k=+Sno4FOx7%NWnSoU<^q_3Qj|=XU>P
znE6F_0@yoPybN+F*k^`DC@BeCXoDq)^fD-;Vt841g7+jAMGlwmbDFqATK=${50;hP
zykh77ZNh7N?F562mDTvoo@bwX5RhK@k0aAh>}h?`<+gyQtMA2LdobHfD{CIZ=7ear
z8J*tJ-TLx}_%j#03J8;ASS`Nk!gfQI2wA1Xled(31wLA2Tva%_uGMqShd(duI&7ZI
z`(f{MV~yD(_azV2I&CbTe)<0HCf_U_=6?$Ln<B!Z4>k3x9us+KlOo%%#O}?b@yqOl
zS;2*X&uwKvj~QG_<fhzwaIER2_o*tQvPJwSGj29sU%I$%@&1?n`@S&mIPJ@YD=a}l
z01h%ELzLtLuJ6DSM200O7h{BFXwOE@0|o-jzvnw~OXTeRnzBG3=*I8umFm60FE1SQ
zY~(7NGQs(s!nw3Hw(m3bp7oV?SE!u2&98jbAZxk*`V(!di*Kj$-#a6E5SQ~owt`)0
zjxv$~uAIT*M7kbSP++*;b^<u@yHw9VB<}D@zIdKXAXm|Uvo!H-2a{)4HhYArtXbTu
zt;Wf<PcmZfG5dgbq3Rj_IYvn*Wo}$yD*YmqykKIo@#`N<iwjS49@}_5Y5PI0D#urG
zXT{Agt()cYnst+#o!rUk#TS!OJ%p-$&Nf(_espu;MVqhFg!f#ItB!9I+NL=5*4qVF
z=ZU<0yu?GN;%m_SKnW*9E6qiPK`uq>Ew?Y6HTTd%_Ot%?{w@^W_o31LeY@*#Tp<PW
zAvi<~Eg<bNFvrLM+-?E0i3}=Gxq=x~eb%5_h_%}9AnSxP=QljRso}M8XT9`>rzYPx
z<e25Um^CLX)2=e&+9%<%dd1foM;&f`_nCbuft_9xZy%6WseR0Bwd8h_Rx<yJXVdO1
zP*v|d$9Y@+{4{nu2jObj*@@y7+Q;7I`q^eITK&3kZT#WiMK2q*`Sn7r?|)zp^VibA
z<!g{*!JacTMyVN0;l(C#zBY%pL{Mu6*IsYF!v>I|!o?_IL#<qRp!mDL+aC(A)Sl;N
z%rAVj?eGU9(JNOcd~`NwTW+5aUB_RNU03S2XGLb?heN!buP(3H(LAx2t1M!Y-%q}p
z#+|#H!%i@V9x48IsXHm?#?kAwS&p^dOB83Uz3{{+;s4c-&)e7wk7|6v;a#vRA>K7Y
zjbwO{Nu+n7O(RtAhF;hRt_Tmz3odA65c;`fNu>;n=A^&3ZI+s>tJx;+@AWcxw$hi0
zl2VtqIM0urlYjS%c85-jand=L<dPSv(SCJD63wN$I?9sMSzjug70DH_y|Q{mLFZAM
zH>>OP><d;m&Q3TqY2}B7^Iks?ijYxyCC%S>)Yo9OSy`S=AHVmz^UWcG=Xs_*SfIAW
zIc4hEza{TZ)vYprXZ*eN&-&++w(ohuUi{5wDz2~rc?l9WW)@&IV2+W2DZB_IGHkFn
z!+H+#HW=_Q|DUPE9g^iNrTtss2=ll9lNwfh`gC&JxdnG5kDYyX?DE{!?~V>z%sZb{
z?Y+q&wBnU$@!Y<t3nSMz-8#Nr^M`DM(@V>j3)p8rl4S=w5wr3$2iXpGIa)S`mxK^s
zz*|w^wkukGg*05v%@lOaOpO(cjLZ~_6jBVi%t2=4av2$cGDi-W)-^LVQpf?xAXo+p
zIb0cBX}GEsu!Ue3nxkepcnJh?A)&^YImi`g4zHMFY`P`DAi%&p_=2giX_&!AgFu5I
z55p%$=ImY1ie^SgFus&ASeu=Z!jvM#=$W!?=1Rc{oFV-QjU_1sOA8qp6fX&u;|f`j
zePDN+p<KUa3NJ&5bT=rkVYoZA&zG-Bk;mn`?a`QqC13b0`j74SvFHD_Fr{Nx_Z(P~
zuO!nWnDLM+p6B4+%Mw3-DZQL}U43@O|3#l#HmK{k$8(=edf;|wmtl3F?MIi(wMU=Z
z%(Pmm|J!|Xa~2=BUq0XF6RovTRyrw<U3aZg-&|6}_w<|m)c2nJRm_h*>2TxnG03H0
zAEPy-!2K?;1jNfo!$Ah%ZWLt92i(U3_30oZHNoI9{@}#C;((%j@GvH*H|1H9n3I|8
zn3tXdoeT&rNzDxd4O@d`5j`(N#}6bP0Udrau{1*;w*hzCkQ_%a9f9&UMtsChJe}8U
zAmIA_UsvR^?h|bdmsp*;JSIkbS$L_A;Rf@@ke<{tP5al&t4!Usq4b#X_deTYp~bmV
zwm8_IITO9bz(bWs?{k)gQ~%-+6;DTxyzd%sYF?Qv^t+SSeRO5uVV^FhhPqvElFqWV
zch9J<QTlS1!z8G;;K#Zs@$IXx*;_2!bigCB>A*qDy=A}F&KAg+AS?aw)1^H3<v&;d
zxMkub^+@Gj+j%DOyM-omr6!8>ObxhF>KV{kztcwRSL1!F$6CVSCnHXI9nXBA^Kp**
zIh%Op@V?2<5B#*Oc(1p7_w&8A8oOMs-n72bH~EHE^+&Ur_8qpLF257K`tMZTn*PWS
zS0&8b41Ry8`(L#3!$;eyYjIDn>+|01nt>~sfC3O4;6~;sB`3JN082oUi4%Mz+b6Lk
zUpFW<y)-AW2o#;5$W6^lNz5w&B^OZN+Q<Mh*#qhpBaLQ|G?Hx&%9$7)cu<{%=ox}-
zA<B(|W+WRv$3^N$wyCk99w<wLCcQwT*oKA*hDHj;pb=M7g=hsM5XZz^Ay&c262vt%
zf{b*7W@13i8xS_N09BJ9maze-HZV{yH8fGMGy;i$hOR+l-=<~?(F*3qpuuIxFt~xa
zf~l#cf{7V~HZ?L)Fg7+<Ff}v;4}chfYgmvdh-F~}5j8b6Q!oX$(@hMF6-<mx6pYP{
z!Rk#xQ$c2C3Z@1o3LrL?F>G)UA;l_e4BNs?&lHs2kP0kAs1PIxmViP5q6SiiVUAl{
znkeWRS{Nx98iKScSQ=XBA&pPDW#*(BDS#?raKZy6XGrOXp5$?qdzR)P_hB#g&{8fa
zbtCzaP&o&VIm~iy(#fpD1_EvGtGHxuJ8#&dsw?6A$mD^u_^WS>GMRI@vLa8MI+!1y
zsm2|WF#G*=9eZQHS!MU7-d28ksCKjQd9&H6gEn*LvedOqHq$w~<I<&gj{8M#biJL5
zwx5wZc8y1Pwbr@G=L@W>w|{6~JFD-*iAm+l4`dcU;=k`JzQa2DH@C9HdDhk0>k>Go
z##R5m)_*|QCwi;ao$UQ<oX*)k%HDXu_{o$zCp-`4RCBH~S5KJAvHaOp#W}MY1OLA>
zpHeFG#Q(j475_!2ltq10-c9_Z8x*D>s(Dd3(DRCbt@6{5rAxFdU8kv9?f4QEZ+*Y_
zoq<ol(g3-m%t2ZnIV&VPEjw8|T??1~h@5=#QESxX`Cs{tCa}16-ANITPEk3h@$S<$
zhRQO%Gjig6&i#+CvE}`5nVWN_>%9Ejg9|s~C=0=X42~3ILldwXFvrLMJjo1ZqnCxw
z`K3jfsYQON<pIIIA)wfYBt_KH&;mTzMM-IB0cyX16D1;bq1T;YTZnY!;3*G5Wg6IH
z@bO$?X7((N70e6_^b9P`&CEdIikiDDK!zfP1hfRPFgDUNHMBGZw{j4rh^e`uo{@#6
z0eHd-5`870f>qDR(g>2HA*Bg8bA!qR*d&;tk)fU`c>YX5*Ua2f&&<NyRKd*1NYB*N
z!qig1(7?z*&(hM&z!Ky_$l?V^31bKzfC2j&WFDl9!AwdxN*O~V13fbXQxi~27B)B!
zG6v*y?6YCu)Pocr1WOxGqX4tC2?V#Q_WaiVHbYM7UM?TU$_XKlF0_07W;_<RVri02
zGT)!tzY3ip-V$fuoLghtH|yISuSA7k7mQzDIG~_%eaD&AX&knFPLotv^=90hc>ku0
zXy=+8x5b)+wcBS-QFZu|xw`wJw9LGpcOEl$-ZORAeZtZHe%a<7(NljN<y_i0BSf@7
zX3b^o(EJjojy-Q~6h(`tSx24S`#3w8W94yA3*On5dR<0WLi#*T-B`zUN_@9g)1?2a
z(;ct!ziH39K38R%b>C(0rvYUjSFEr-^|;~Oz0B((;qAW<+}eKBx4?=u_g$deiQ_60
zcGrrXFj%U=RQYNDa+3*POSh=||K>d8Q?4uiU)OkBR_^0Z`A>?AI5|7Fr-y7V()#|F
z@%NKSufe4SW{1uK6p-M6H?lw(fdj8n0ZTwi6oN4V>R(~R$kp20eX8DhcdP4NZKVq|
z--$aIESP9gHLaGR-r=<J;TyRQpZ+sHQ<8Ladv-52_U`kZr<VM|)um}M5-QCp1~cAk
z`v1Ehz2N`9&%1v|dRP4Z_4f4s+JpP22po#`GTrm{_x~TC?*G4h`@fpa{^KD(ZGU&i
zb>#nezyIIm*?&I1|NrZ0{y)t<e_#K9Se7L9aIJdYGyV8~GynbGu74$?D{<fRxR>)E
zRnOVEWV^}z?3~40HXo0PJ~j8Z*ZaxyW-Q!4^_!gg$uHquJNJK|$L;n>?oh?yDfjNJ
zbd<WtdE>;tFSn=f|7pzjeV)3n$&>B(|2ch5m~`U*-*0bE-xremclvhz|JU9;?=4#+
zSBn3dUSGMmUbFfC(!Kmr{yDk-ov(&Js#d6Yma#tM-}HZRw>^rV$Y*%p(|E5enEL9*
ze*vTa&UN~#smuEIO^7Qs+^QP2{btg?9ZUZ`YW=kQ{JBS=;+|1b?>B!5tNOEJ>8I!7
z&9%Ot!xz{3t_-i;qvY|IT{d@4>NyendF7Rc?{CF@Jb1dk!m>L&f6D%PyA?rkr5`5=
z#%=jh<YW5D{?Ft5Rct}}FKxem5liQFvAv|RMD$bjIpgiyMLHbTo-10>Y*^J1IaU1c
zo4rpX@0SH@Ui&HcI-qodm1liU{`;N27ung9xD=m#h%25`yhl*nap%N1@5gi19E@Xc
zJZ@6GCik=LJm=TQ1%EuuFW%=|wQS1D7d84D+YD@fO+D_Q#6R`v{AUwYXPE|ksN(qO
zkSP-yZ@>J*k5BgdJ<^ZN_@baIx>rlMdv2SxxLB}yt5iqr&exL7JvRe{bT4gpSg8)W
zXwQ5?`|-@TK`A#%%{u-#I!c9V74xv45_z;hvgCixvVG|j(v4Gk#AFf{E?pj$DL-@W
zbVgnQo^{zQ(yYpFbtDfT5}Q1wK`v)T)O9wqJ5sk~FGY4<%DQgKKEr#uy0}Jg#@<9O
zHv4andP+<LGlYU~<?a-`!J;y&ucPtot6Qr3#AY0s{oquJ3g-;jB{OY0Yc7>F##dha
zeInz4J@>Y^PHwj<@4n}ls8fB^c3$P5xywaU|Gt)8zvZP&KXXo^LHb3R?6}tn3ceR~
zj~vSUTiPhcUdP2LY@q30eA(}uS;x)`>+ZXCOnf7~AuV9xje>=qN00El-FQ&O_w1yG
z>5LbfFKK%IQW87)=?UA)^%n2W+ez%R<u!1r6q~C$b2q!8R%VFd>;sP*I^A^FeBY|h
z6nt|*-zf(HwR`hxYYIP?`dTPOrJvX6F4GR2pAaW=ZPJx%=9x1jY^oxDNn1K-Ni65x
zTc%c^uYCMahK^$IqKxaRVs|A<wYdGG_sEOyQ7PzO^CH7hG~X}u|DD6e0>0vtelOiC
zzAi<nS4QE-o+T=0tY)9M<W<z|x#`ZkM1d2&Cj3r8zlB)%)90PENq1V*+38~6-^iPg
zXw=QSR&-{>#9ljzwXIK<{J8$Q`tYOQaXe9vC#s2C`S2TfWi4@h$@0rsJyT)pG~;Zg
zNe?ecuBkP<=5mC?W!ajum+Y={PhNl2%WA@W-M!a1g4!=W>Uev$P|{(M&y=U9Zg|S9
zS?%h7o+oc%XitE0;l%|PyFPT>3+`STI=4vI^V<U+V~%5|W*KevO|1>%3$mDJli^s=
zv-iN6!Xpf~vS;2}7{q*sZ{g~{D(oNTosd5@Pfo|scG9Y<YNayIEAGq1GG9&go!XPQ
zdFSJT6NUVrJnHi|uKXDo*(nz2ty^@vtt(4ucG&F?{>j>w8M4aXHY)x1%h|of_(5Pv
z$=<Sw0ZxningY~TEl4;u!$vE&XX29Sz4j9G_hwDsJ(XqiYW*qC=jy!(5In}kkiVp3
zM%A7o=lOhlBwD^{R7+pDGu6@QPW4YI`PBkZwKorQoK@Mksmrw-bkUxfY3!a0>gGG;
zl+Gs?KU{O8_jse+Ve>gY>}{o*Z5LD<+)Jn5(2!KJeSb7iV}h+g`s2W|htg5cB#v%4
zaG}`Ip6%2J<F_BDr=QGWF;4Wc)X#d;IVo4fi^HtGM?P!OVZH|wg(P-0#hyLJ5wCVC
zLR^DIVdX&%o;r@$6O&dlJ(pP+#KAL{b<zQk9^S1C8$!QS^Q~#rkMIxeNSdVB;&n|j
zc*31k^THNSjaTpXp5C&=*s=86s%f%r{eFwKw>XAeV%3}<W_$#8(Vm>{p2I5qa?6$;
z6s)ccTh?GDV6vw_;CqyA$W-?So-DImmV1h%XHWFwT+*!7yQ6A%&w&Zb&)B9ezh&9x
zbVz(Bs}R>c&B`)9`zx9SN_hgI64~cci?mbfp5NPZi8-qC_NP$MwlkY1{yNIS=ofe3
zP^a2dDU~TAK_a1ZGb}%MG+p|#x~DlN@z%sGZ$TIBiBwD0p1RCpCdnBnyg0~YvghXK
zGah9*7rfb;X}G$*GMvwf&xj*v>fPVIYSRrY8C#|mG)#K;!OJZtY~|bQW_xQN^TjY*
zUT=#zr?%^P;lY#NL--dS`sx;*vupBVbMD29`O*ZPTNj^_ImQ32L|Imy=V|n}7gFt8
z7XI+GXTL3Ct^H?;nW9ybkekky>o*PjFJ4?99PP~F8>g(P()OTiO(A>LuiP7!H~N{&
z{rE~l7wkHdyWdMTn>j~wjh{#BhV7@1m5ErJSbjOEValYNUC^@U@{|l^rAcR&aGh*4
zy&d-K!Oll)*R&=wH1WL8=RdF^c?(-|%*>vgd8_gpZ^XGIe=TK9joI@_j_*%S_2e+-
zsMyU%zf~;0exb3|@W@%0C9Ez#jv4H>xcr#^*z+g<WZo^?s3Wh|zi>(Z!xx&m0>8U*
z7+lPnQZ8IE$`R5~xRo(E%HNF7xj#`_=XK04)@P|rHt*iucu}-K{&w45&i1h9trA8p
zl|g=PW*N0YX8UFwaTeI8<6?Plve=p)&8(9N2GX52CQ@%J?i5)%_Qhx_%G|kH?6|m;
z%j`<&L&gaoC$urA?r4>I$jDQ?JEQl+kx37ugr5j~Q?ou>o#?fUnN{<%+{}joH!F9(
z=jlKBfn&+72d@~`rZ|79GmDz*8LgJS>QkAa=j)Q2MI8QLS}G1t{&y;Lp5H2^XB{af
zp~p_#35=fnJt|g3NSa0N*0GaylQP96bT2<Xv*F3p)9>td{fJRt^*Q+6y@G~VeLkc2
z6}<1{-fwj&+4f0zX1OZ=)tsdrZ(U>jjc=$G-O%z6-F}e&qHpu{Q<Cy5Z4)Jz=sgNi
zO?Ywgn;d`b+VTo^ch!y4t0Q<P#~)k5y(Mk(Oov$>30B91mCDb^Tqy_)&N;U0_FV;b
zEphdH6Q`9g8y@FuTDT#6bwV%Kw=3JUxZkW{)XjOE@O;LG0+)k%p~(s*nb9r=J0g8T
zoGZ3Gm>Qw0|5K^_#R0y9_gCmxKbb65`u?!k%02F;5{E7(FRzM!F+o5+IDh+#&||`D
zo!^JMux|QPIV)N^bjSBV%gl%T2ZP^jT-EMtCUbFtlFNm*UypQ4k0z9unzDQHM9vR!
zIa0LV^Y5RQ4x0l~g;h$|6g*4ALu5W4mMYm%c<JzCjtaiS4P8GbSP96yYYn-2!cZe^
z0_&p0BMWC6G~4cuyuUr`Q-bpZF|j&{mp$%bmIjxK)1EI8IDbBHQ5WQ<y$H}vdsoWf
zH|<$ry=kvI2z1lleeg|tfrl2H<91*ABr<C9kzZ2|F55Pp+r(<lk~r3n4+~{lRUTeo
zy1$|GySKKo!o(Gq%LKqT?ZrI|mG7U#*=pPCoFDjCE&A`rdlm03D_PmnBTYVk=z89m
zoIQQvx()MBHu6i)y7FU#;=+w(AKkwFUa(iHdbM<O%#DJ@;>b7c3Fq#zHj**wKCO9r
zcD|9O*saNbmVM~G7_!-Fes=H)i=_Fdl5Q)jPT3l;uVM+GJsa<woQIp7uJraQIC0Au
z^A?vEsY)-lTxV8sq3VpY^alanY6I&J8n^X-FMgwywjnsAvC%$i(gMcBt8e?gUQGCK
zsYs^q_u|-jdaXH~d;VNJpx#=uYW2TOmmRvY-<1Cjmb<6Ne~giJ<KMt}w?55j>5)`i
z@U<ae!<4SD>(&aI)y4Z#*{#w~J-94s`{AvTkUWd!i_h;;-4;xj>l05m*<Sna>HNI+
z0Z)wQ=~iE{T--MQNbv?=!H4s;(kq-g*#0N^JwNl@Z(3JXNOxVV)3Vh4ZhWifod0=D
z_QlKX4=+oW?yxU>z2twpb+}k%c5(IcO}>+_Gi;J|&*f8-o8fsj{&0$U{*ud`IxF|3
zf1Ks<<0m8AzM>LM)}~cX{QMs)ZyK@kR}@U}X_87&m}K=Zc*hPU*_Ed!OS^=B{P(6g
z5p>nwa%24}hvP2SS$fQx`kF(TlKm!r6PG%Wv)60&lO<OiwmCU|PI6$WxMCrtux1;d
zW!j43=Y=PG_N@I-$oC?_de-89!S8*vtdBhQES(c7|GdHHCEqjabBvX)R)Xi|t0Y~G
z(EBrUapOM;&{cbig=H@|Cugra{Pl6imcHMY8M1p4tjb-g8me5fBHT3m&!|{b=^I*q
zvE5Mm!h5%grN01^y$tB8J^vc-{q{c+pjYi}XJg9FuvnAmH!~+*h@(%-*CJJ*aLZi}
zuP}*@Fx{lr+8vRKDGFzdZro2cIOu6qrQtSLZq1{FXgenE<(J-sZnKoFS#;Tc#*r6K
z?wNP(%9DAq^T@#yQ#?*_@0#UrXs^t^d!3p7PsiMS)@rFSRcBT&{e79iU3tTgb21eL
z|J!;m^W_xI`ufD;?aVg|E^a7ey#~5!@0i7FA!ft7u&eg&&iiZlGkn^~hRG_3tM*Qb
zOCET4L1%h~uJXB(NpB{7)5$G8Q7))lwc@XH#?rl>-^A@M3tqnUaCt6A4f|VVzJu1=
zgN#JJ8*Pr7E+;&xUoR}|XkgB)&q*nvb9P;eJZ`r6!48Jr$--BUoJne5@aW9cd7W8l
z7t<oPzHAD1EY<Wn&dA_!EAVmGugM$dh=?XX{-DWY&%?_9ey>b3x3kf*isSc#5qIrv
zU$%E^=G)t43pNYi*);)t*Iqxjol%ZT<aD*!(7X2JV0Z29wefY@dv5-{^iKZ^rhHfb
zHqC!hyuo*3&9Yt2-$gscl`W)2y_h~ef0<$abWQ#36`{sQe_h<bZ2Q)%X5rl9>@HF^
z-Y<3pH@ECQ{4-np*2KPuFCY9Tr_FkraZSP9l$C!{ZjOKV1ij2YtDoC8$C;g#3h}&k
zQgzjf2lhvOGc)$3{*HdkS7Kr;!DxG<WwXxPl@^t&7k77d-AleRGhs%2&2B9($Bp`z
zX4l%z{oyiORHLLMt7cE`kH-g2`?<yZ(AZNyd3NgxW<iOJ70k0F*z;9bRE=hxIN+SI
z`NJ~Vr!o>2P9b;77XOuvlw(zVeN6G<A@z1vn;?M=@@qV}<yl{8<{a$Hsd&WvtNnpt
zU!hr(!O}LHHTF!09d5l%E!eX7!WN4|kCqADvpf{~ZHu58qn8+8h)hRFc)`twGk37@
z%ql5q6Mu8hxea{R-lTbJoQ*u=ldP{TEQl+ZC6^T$_ic&ir_12G_QINiZ^7@{%WckC
zS>t(B(S-NxGskOwPaK#JSf=*7E>d2m<cqj#Z<nB~pA_`2y=CCL_O34BuCI_;$vt_t
zUBV^kU3-gj#SLtVCi=QQ4Npn(EBAojwHK${*cZP4QnO#3?Vgeg&JQmdwK+xS@toOu
z<>DFJ;$7nBW^URNEtq|767#h7CEnsGTFM?R7xG>_`CL-Bt>6il!d@f6d0QnFIdqOp
zXG_TJdzmoxsijJD`9Z%A>X-h%d*BifsGj4+#C^47n^g;Q@G7lm9#3yRaj1OH`Bml3
zCix>_p{G_|b<UnAc-}34=UW5GoNdoMi=#XiBugKdXdYAcg=c%2RrOP8wrb_`v3pMQ
zGUrVFd$iHVDsa;lPJh2yez9A&ADMb$lZ&2d<s9C}4?i#^?RIf4daD{0?x|+o?;)^f
z`ia{wq*Nv>U*K|dX>LHN;v9uF4>mB#NxNlm&9O8&TyZdEeV>9=^7odFW}FH)Ch$yg
z=<2&`?`@<Qx3jfK#&U(`rK77GH|8vhxi?)%slD&tREA9)+rCX;DPb;sdg$kh4=rr0
zG2E)&V&diUG94Gw8&Y?rxlb~5)H!r%i7?BHe4WKs>wHC-_ZKnk-qcq;O$_<2z5kMX
z!UFSBBz&qba47Nb-i)|w&njB|;XKo-onhSX_UgWS9-<xSBEul=cK+%;c{Rbty=r1w
z4-fOMD)x(6baGzAgfs1dOBD}JFn2yI54vmbV};Jwxsg*J&lHyG+Mcu_^og3#o@Jc}
zgm#(4d|$8AC1>$=SM~N}*~TT8FFfIp{Qc;_J(mp0BhM>kOIChby<^{nuPkfTk1YBL
zxol6=apT?DQ$tfrjx2ie_FLs#*kyYwy$<$*F55GOUbeRk>t%cSQFoSUyfwTU?0Ji!
z?&PVW6}g?Qtb1<Pb+7!$DtbG=lPg7&Ctcq-SDmN%tJI}Qol5P7?;Q8v&y#S!r1&oP
zV8N!>mJ$tnH(oqrwfLoN(!+yg8xzlTNp#-|7P9F|`MotWf6}AoEnc6#Tv_eK9#!Ey
z_tvvR=ihQyTn{*E=ceglqoaK`Pj+zuL-y9h+t+m#tzF)It?swc<azb-hIb_2pZDuq
z*1F+c?SiY!r?X!hiEQ`XWVT~Ln~S`OZ6S;PjGU0ghnd=xx0Y{a<doa+<hpTdam|M_
zc_$Jt$?x5+DF4YWptqv`jJahKf0A%mih|ue+e3d(vR^PuzCJ<yW|#^ev!1)#uQr$6
znUk5PrO9l~+8|wd@s1jAA4`PNj5C%kg5J+IF1ou?BP~46<knh^zk4~~F8CzpennGh
zrkKkS5k4pG527^}cImV^Y!*7sZ?W;(gu`MBc|Wz-1*m>mb10MDzft|ErTdF(6Qgw}
z3Po)==Jt2HzV75xvO+93J}?{PX0O?!HGk2h?vK}Id@j7_kRYYVe{0Fd6oK7+WqWtL
zlhFGS5-S&bYiZ%FUfH8JJElF#a?zgAAts%9!dokmJ>W%oXY9NiZ>`QunYOT|(>yyW
zwpoiy`$~$zqywwxz0jR;AmV7V)4Hgq5ziRa0zG_6oK-pZd2If$wOj4u<2@>iTQ6Lm
zAkFKNe@^|tjzb~b@+;kib{20o`0+4NDZtCDd+QhR9qkV{9*bPQXsuvOO8$Qa!F<89
z&l94{^QPR`Rouk&(c@7w%a<w92Wt-cZV8^e^5kN#*`If{iB&myEsy)+y)^q!&%tRb
zmom#6b06zVmC10wn7H<?=bH`(9?OF<8Hew7XxNEv?<iT&yLOH6%+&|~9r)gGeWgzM
z)vN!b4jM{d74$sJvP0+4$2Ecnw!U(-epTzGbLUv8?4%P5xhH<>+@1SqRnCr&p|ec6
z?wPi;7rIGrb!LC;^zOoj=7Szi69eXdHNEjW^wFEEkrL;Xo^s#XzA{}`YFi#Nf5(>Q
z(iP0Rjvchpy%ZLE?ud%baTbMddxWzOOnh-<nsTF)Ox$DkeRDOkKYY99`Pk|3mr@IF
zf1$9fsN=<zx)FQqe=<~6PctZ5{?jw#_vh_>ZMTD`+_|$)$&}CaoVE3L-tGODKNT-d
zXx2Aey<FNf#<3~VDe3ynd26!otaCkFcK^$^g~@yWS_Jlmef&LDx&45}p_4bHejZ!l
zd&_-uPwis<1%|QnTyIzysK(mMZH|<>b#tNMM6)T|mfD_QFh$u-u(EW@?HTd0&b{$r
z-R#?b*PY9s@U-U#Q@Wf_<=@-W=S;|4-4!SG^!LWnf_*Y?b%HND9gErdU`N#ErWvd&
z{r0B&rSfgzT5{+CbJ>$0C7bRQS{)7ZJ~1bxHCbk-!@sZIeLEH(d03y)Y3OzDm_|%J
z!|bjknZHk-7yJU<xAz|9zCHEN4o?}M72Sc}x3}_Tub6_s&4Zj;g%2)XfZVrtR@y3)
zQ-!<7!0tZyzP(pc6FAc{#OtTs+a?yM;Bar-K65v-CsTN)zPn&Jecd)O*=N7XUdS!Y
zzL@qo<zD=Ll^1(|PGi0ne6v-5E%?5@_wk!|J+txM3%PHvSM~W)(0zNYp!@dZVE66K
zvfi+Rf!jwlX5NkSU&BH@PN=cXvap+KIB(VAmHCo4wS%v~@7p`=c3^r~xXc2tD=n8R
zh5iYu8&s%x{dw!gUzU<4eTuD7T2-s}*vrm>05dPQTA%Jtixgv<YZjk$bEQt5{(bCh
zVZpRYhgr_YH*Jz$9Bv$5<REi;o{!VfEwhaee9v0Zdw$mD%829Azq=&Qm!6g54BvJ1
zV#uGL^A0fc2z(LHDLHqhUb<U!LA;ialtO0OzIlzsMM9U)^-p|$`^SZeH5*zc2sReF
zUG<eL7qDzjdGN1n`fpjL&71iu%Kn@5Sn^$dz1cN?iJZdBi&^3GK1@+@>NmY}gY%Q!
z9JOsfrN1u`PX0fqnOpa}ZN0&ziHr+FdgYRr&pxrv^Z0Mjg?m=zbBm_mZ=9H~_nL)=
zuV~r{^VN_G_rA7X73i+*Kcz5FWF6$fy}f#y(<ia4RJw31<T+bL>Un2lJF$<=B8n1$
z-|jQ7KDu}Bg_F~=pYA(aeAJhz$Nj)T^AOt;&d=vef0g)5IL6y5G0khQ=k9k47!ETO
zgcw(ea>^CCSbMI2#c9{sbY$xej|qRaE<I*2P1WzQ{y)!6Q#YtQO7e-k+uPZ_@L5N5
z;)C+AUH!soxm}Al-n}}>pHY94&68*GQ%vM+%V(~s++X-94*9;l=kqKC`F7yEZ%>+I
z2lT$ZP);_zWty{oUXnci>`GTm#f*7A{Qc)^^Gwy(FeZLK$tRj@$(NdZG$Z`^XV86n
z{(POPJog_R>vJvI!23<n;HIB;-;Bb{dL<#jPZ##QmgB0qu6XZPm(nU*GwbTxWejI`
zn=E{?<=WhxvetfFf}2$iURqJUu0u#*M%KgZlY0ahzbo&!DN@B*y59K-TgNxu<6C)z
zMM3xN=~le-X-&Rl4Zd%0D)YUE>Rpd}Yacrpya3;~XUer7eBWN`)lJ+r4;x;-y*5i<
z#>ZFTV?kc(y445xo;muaUc49aZpXSCOjEz|#!O1ed=%VYJ0bP<Z$F!hYKvkR*SM$i
zojDWhdOP&T1F2($**-UyO-g%vi6iLIwN;Zjbyx0twp~vwQQI{0=6ao*J)2j()GpiI
z%*oPucvqD|kKFXTdYXk=b$rhr^v$}(BkY~YV6gBA>#PG`f2>(}C`xH1XUnqXPrim)
zE`IXiA5X`nO{t7CcFL?Ydt&;QAw@$n@J-{TpvecFj9kS88dLlXo(H|3JjHY6CAD`F
zCVUQRpBB46HmL9~^{F%Ci-BCXw|Np9?7F=+$aQ-!*954Zubz7laoyful<W4iXFKnC
zlI$yU?rHQR=|Uds&UXhl&9S+^gkASu$_GcS_IHsJFE5+deP&O=q8H188>gDvt}HN^
z^NjD)rS}oHCAGfIP`>Kc|C)tw+ijLB`MSBw(~oXn`FrN>8+H?BhHRC%yUOO{*~6K~
zwSO*1>iB&mG-Jbm_re3VZfldC&f2$6-gigflI6=@-}>gU2yxxsO2_8I{4#C48~5&B
z!p7MAOXhI%pLaQ}{B^u_2R=sJ+`g_;M{h=h&H0k1<Tbg!P_Ntjc5NYRR#(wtX>q;d
z-9@s$KR~bBvj$zarw+MpFJ_JV??+aq9DgKN2tSBuI~Z(i(DKhKLuBPawYjnu;WuvS
zcZRJz_;EE`R7G)%chB^RFBVSE5j)nbzFS=V`#aAW(vim|Pkdqg<AJw&r<K9X;~K%~
zT8nLb<Mp#Q%?q3JF!TJm$Z+XLp6P2s%|0BQ(vi~P9V@jd?L@$9jl!FOmQzl{ZrgK%
z-M05MyKaJy!dmccd%T-`&dF|@<SMaB+e*)s_nq61mx$Z;rYG#*Jx_V!xmT|~s2OcK
z900v-@AXBM$hs4ilcP*NJ#d<GRMp~6Ij_%I8Hp3mRV>ac&n<osvcx<@Z<gNVrU!i`
znPNMqdNdm3PtM#j*ZrV!=>|299-X(7?q9pL>za3rn(u;lXKJF$eGBytO`reObKi_v
zCeJ#I)@Zjko%!72&aP*)ewK;xg*Lwg`Alhr+TPV(3Y+4dai_}N_F~lDVZA7@=<GWO
zw&x2j8btg(VzK{X!v2dDC2u)jtn!^`{zlqnQI6*en`09<-OrvOk-eC4r^|xa#eAE4
zk6lo{fAHY6cMb`?vE^89+pAul&xdi_-kokY{Ue~;_M*PDF8=;Dtf+C~#Y5>Qoi~4e
zAg12Wm^qRE<HJ)o*Y9Q3<q_w5%JCynVvVQe0?2K9&bdK76Jj3p2t0DTAa;HJge#l>
z%J4loeQ}!7ZudPaCHTrV7fd~zB&sN@!|PyjiH*f|2G7K8Y$8q0OSc*ZT<^aqGeM)Z
zhC^>Li_WCBDHkVxjM(8@^tMYy>e88j1G|l)PV7`Z$>i2G<^HkOXc_QjduLtli*3=(
ztEkwLXKE6#&uin7^kYshnVo0*Zu-!tZW{kFqcC}Qer0sP<JRMd%l2;Wk^R;qz4M!a
zPJ*S8K;e&ViW7p5@ho3a-uYzN4Y6aD|M(W$r9BI-x4Y`GrBPvjuG7?KCv+!i`|h?(
zM!9UyK;{zYvc1dj%l6cH7MSr@N8JDIdF0flJ$s{Byj$M=cJpGjl#IN8E%1^(d(y^l
z&(f65*F5mMwa56j*sbr&F1XF?QPBFXyzNlq&WXiy`<VYe3tV$#g4tnf_2)ZEIg&Kv
zt~IXT^ljB^&}Dnpys_6|m+h@{o+M=|Y}%aA@xf|J<D0M@>4k4fU#ws~9I@xjQQPg|
zjkmkMMzDVIIrb`!wRUEk#Phh8FKWS^+c*LkY+jZ`w;Y&u!a~fk!=lf%V1{(X!#`=F
z6IQ;Giu1P(OwbiSsL=FpyXM>8XY14(1mc~wGqX9p4{Y@5nd#+rOxkQkaOLF_#hT(z
zd97_aog#Imw*78nig>XyKt^h-?LYJN0XrJL`z~CtC&(foGyj|L(H+jFRd3__qMGJz
z30k8hrZ&Z?;Ba=Z+GW?*PFar^7IVIIT5xxQQtYP<yZ2p}EwpG#z2W6HYsI3F>tB9l
z<@O0zp9{FKgOhRPk=>hK{m+-n{=juS`qAkZb2#I=|L`oC@>M-*`Q3SYxLM_R9xPkW
z^kZdpeem>46V_?@Gx+RSr+Z_AuH#v~fY&8UUl(tZHE)#pmY`EKQS86o`|mR^n=0L$
zwnnbO)toPrKf>*7gI@A&lN||yPorgbbw-9ebvT<i{Q7#*=)|LfeJueSyZIQx_<1}W
zCrZQ`9O>ut;mDaFzJs~<t?#V!elgb+_H3A#=*Q+0S-DXw$04v>T`vDHoA0{X@73IM
z7Fyjo&Z&7hg1zorwnkfRt&`<4_2tru&5eO-aWBo?Ca%krP~LpHcp?0%z0!>vXVuK;
z5cFMnO1(;u`&?!*TSCo>RnmWqpUNgCn>4TJa`w<Z@#|%NN^;1u2@I|K+m&t2UD6$*
zG}YB&muo!<<MH*anfJ_Lrden3)Q?|f%wsQsuG*WmPN1#(p3!Q~pC>#|MwzeoNWQ6j
zNmHnix0*w2RsG}%#|i_lGjA|im#ipazJhzvNv|It?UFd7ZZC-E*kGt=UzGH>cxv}X
z*F1jnWs?s7c;qwjvt#?GQ#Ll27L;ELdhnac)8zkzZ)Wm2Ja5+q{#Fk>m&;)$s2+Ce
ziRRu6qX_{Ex9*52)u}QJJ$PYuQ|*$YKW>J7*5XrA+wkhDw((Kn*%43Uet>S;3$m39
zzM3rXDmZ(A*1}6t(%t$O)^gcw31RHBTsBLy+N868`mvQ<4~muxPc>6s`1ezthVQ&P
zn+tEuI@`qO`YKSv>YalB`$s1N{CsXrPLw}Y;{TzhzNhHR#`@VtcQfRIPDJ0DY+BL!
zsSbS8USLMG?&}E7{%o7x>^omh*A#R~=6yaWyS-qh|MSb;`<_3p+x=7LN?}X0nfn^P
zKV9n<&XFm6p8w6xQnYb>>cp0<PaBHzPIMZzosXVy=3t>@OdQHZdrOOFsJz?@x@d2m
z)NB7e!Jv!wObl-zF4}7cU9=aphO60cZ=8YNnw|IVWu&~G#D4Qhw_K$==Lzeg4!1lv
z%Xv-<gXhWQdB+(3N_Okso-^h2TE)wqwww%`Ob%4#@?G>hS!v?aq$GKrr>~s*TwJ3`
z#oHf}TYrkl-1N$7I<_PJjm+u;?gni!5(nN?mv*@6AF`My^+Q1L*}Cgh=98Z8TeD|*
z#MD1^opQY$Qy&+%Z*1IGlw@jm)SSce?6%Jaf<_*}>jcYERW&LOFR_l{>^MI8MExPL
zc{}*NO8q&eB$l*yZ{R-Li$6}Dn=Qb7I6~q&cgc<G%MYn2&N~$ixo9ur`x)s2{!`!=
z?TKy>YmnOdC`+SZ5?|-v_?jm!U4E%we-s4VlUcN|QKWzQgm*@375{3=uH3JEsAHjx
zje_%0%K-7L(;-Z&4zHPiDgA_xaHAZPZ;Y!*hjEL=2?J$)gN@qpiOkokC!cxQ>Ce4R
zfK@X?(%IKDSy@xrkH6<~2@5B?sN|=R5Qg37Vg!|^w0Qm4pJ*~={-Z#*eG7KZ*YL=-
zofUAzV@1Qn0_N<k%$xSwniqsB_#bI*Y+2sck$lxf<lAHmE5Sw1SDmvzJ2alX!Kyv!
z-kS|=CDo-D&8}D;KjrAL$|rx_&qkRm=H^_C`)(z$R@g}XHC(R5sjQ@xymIcWOP?m1
zhb@wcQ|Q$^`OSSU_k=~vM;5<L)p5A<IBZMU>^(=WS3OZZqQk%7-Pz*-YhLaWe1CCg
zO!=1u+?rYGyh+OOsW+?2XH3|6ej7`6NBNW+KH`VA)g8QbtLUicoebH^tvfI7(p$c}
z?$oJEHy__Tab4Y8`P{Dw=i5I#i{<*fpgF*MTH^%U`U&sm-2BXbXV*>H(>69o?*EJ2
z!^3(nPveuKXFj(VS3;4#fc8G4OG<|nntb<KcWr(+>#Ag@g>jn6_lr+XcHFo)y9RdA
z-d@l}dw(A<%+Ou4S>0D&JZQ&!&_#Pip%#)81**?X{PAi_&)hGPi+%U(5%{5hC-g*V
zNBi0(3}N9RiIaUVavM$#c`ade!mNAR?$0kc)OU$Z-579)wOjk*|JT!**J|!I6ORh3
z@%^FH`Q>YCqp6Kr@hOc94+CZfcYSqeT=>b;?pNWAK95@=S5AItT*b4yZjQ=3LD?dm
zFK5I(#j57L=e9j{vHx(1OZ<BwwR2jpWDU2!=bFf=zFgzQ_KobxplkL-46~GkrR*a;
zs_(x%z$d-(WaOJ;yOu;GcW(Kr7|ze~&@ku8>fX}ie)Y%pX{x4kOT(nK|76<MJPr7|
zl_jS@Y@L1hnq_BsZI3+seu3-P8@2ELZ$q0|Jg@%FQa-vh*?aQoB@>%-uYW$a?-Nsj
z)fDH}DO;~R&J}@OvzKlQzGhE<W76@aB3E7wk=(gCnTAsWGZeFfRlVO{p0akOl62)0
zt~+}c1=KegZ2abLv(tU4gclcUt(VmKrR&p*WUB>x&IUX@WRSW!sIQ!RU&YGTTPH4h
zH@oJHQ|4Ji<tsP3=AF(v5SNv<d&-mUybn=NobwZG7CbtsG400Lm7io*O*L$YWtCqP
z(R?7gm-j?dhtj^=wtFJ|j`8U?nxB5SadTLK|H3<l(aU0X+*f>R`}AyVm+7pqtq<6e
zGmMH28tk8`-McX5pSu}Da^Ig?nd&z0qD{53CVO@-yJc}g?em#Srgl}^R<=HBdlOnD
zEjOVqqqyuw^Tu1BJ}TLDS*=M`kqR$d8Fv3cuZkd}%9=^r*&7pHUOb_8-l%i_q;eLM
zS4WROK6&n|-I9&7^d*$89S!pgT+`^5B69G%utV;Ze<Af;?;6)_W0cs-7dHPu$`2E6
zJ(l>|36}m}Fa16>G4aq5%{%J5Wrg*9pI+K>&-F$UbNqax9R_w;-&WX8GBW<_R^qfm
z;_mTp<xAR+#h?5rVf8ZR+TWT<+}3NKP3oykZe73a;Z<H!?vqwq_HR~9wdK+MrjVR@
zSTVzI)8@ay)lnH*r!362S^uq4?wrtR@3zc;+NqLT0@wdc)!el5*;0?=X+>=dqBhpg
zpR=#TY?I+j?)==0jdK+}lWd$`DX`t+^E>HuR=MTqVjHK3JiT>Wdkg2szjsMEm7)i^
zX73&HHG4m5QW&!rZ@s_y<h`T5di<|)%Qfxyf09VM%`nS@BlZ^e4$B4KgtJ{3TzT{@
zr#U%nS>2N*9J{XXlk-abj+mq^UAAoP?1^t*-{D<1HN}2iqmGlkUIojyKND8WoBhIV
zhs(QvZ_TvZH@;ltyDD~b)tzGjZB-@H1kUBP+1^X_4U2}{v$s3-j#D7yp1tq)`ZGo9
zDvTLc9TzV?#Q0<vW2Vy7NAVt?1XK6=aH()fFAk0@`gScRf=gz}tr<T2<tlfdC_iVg
zijrM(=1yz@uibn`F%g~Y&phiD+EcIJek{27Sg5DnmQ536BMco5YjIy#a4IV#_Sx0<
zWizfn*tWYy`mG_mc)-mW+$$`6n6(_-R#rzAIL%lc?Jjce%}JM7sm{GW!VkTP{`U4c
z-;$g&yA#@Uk7sPnemA-F-Ccd9OM9&1mv%gTcW-UY%)_k#Vvm?L+9H3XB#PNYu8n@t
za(qKii>S>`eP(?=J3A8{jX6IKo4z)$JG*Uh%e&<+#^xIq&6J)Hkhki`fyVy-YBfqL
zs***N5BGknvblPLuWPp=bC}0vN9`4r4mJ;(4nN44n8@(s-fO-rHND<v^C}Ej*iY<T
zGXK!lH2nAMiNWvLi`po%D;{*u-k1KTNcZezFJ>^Cb-P+C{Buz?|Ml1F^4>q3boaRS
z3x~E-dp6adx|h8F^si6z4ja9e3^^Ofs*-l=RjG2u3eQBgb~~F_rrX>j(-*5$zm877
ze(byco@;KB<#zhpeEF8%Yj2h~@K!ea8soO>l2tt-OWvNp;Iy7=mhcM(oeu8#C;S6D
za@rJ^Wi%+Bmwo8$vvpJ6`HZC}Cu^KLAyHp7aiK&@(H@S<y>Bd9b}nO`At(0o-?4xX
z0?Z2|6Mi#X5i`z+OqPqhlkTgn9r=Cs|ELS^&q=Z`lG#01_+<9t6h(>83)ow@c|Ybn
z3XD6ic2YZY{f^T8l25&q6=UL-BktKNy0<^GQ(x)W(SWBcV!GyAGG9*cJ$?6!(y4d%
zGEPoqUpnXYBGrAcd-iV6e9d*b4|LDoCl5=%KAkg5uItF0lKv=M;$>=hEbV@*@nQ3d
zgFmLsNqoVn_@>b2XM)Jp53fG{J8<^;-lyL7eA3W+_RP#d_w1d&#Ke7B@TY``oBgS%
zdwIpj=bZa)UGK6e-r&lW>4H~9(+@B$)!Mo=DmGKSP43N`fW+r(GUaB^ZS|d<{Cr-)
z&WXy=#i|>Gu4PS+4G2sK-DC52*LBwH)uyfmvYgj<^J|oq9=^!<I{u%<o!fG)e_Wgm
zCfs6@<4HL;gCXeS){3^OzM2>(KDJX6nVa)9558`=)N?CJ)ArNti9VcPc-Dw&E^7Jx
zKZ5z#q-z|xxqEMY+jv)LtNY9=F<VyUtyS23#WIKG?7`(T`Kk@Bg>NX?-<|wplXU{$
z#~E+U+SK+XZM%KO^LCC<xtFc?uZ@x!5$$%aduJ+MKfK%MY}LAx+sk+Mi(O*<T<GFl
zzUTGBz;6Eq7PCF{+YJsdDt0ZpuHddOGsokbkE<@HWf14C7SpT@>#uub3_WTB`M&b?
z*e+yVas9eQ*ohjGLxO%sq>4lTD2s6Zy8hX7VZHRnPjwGv!av?UaB8kSvtW(E7V)2p
zbTp2xTJl)?h;v_2*n*20Pn{>NSR`>R^JSG$0qY#mb)Ot2`yAW)sB7JU35rttHeb8C
z<fuZDkptWL=l!oakKCWRyP#Eh{sEth94lU2GwWBc@(eojY<C<pN6a<Jb(hU|ehXN|
z{&O0$wC$gx344O?mU1*Ciq6>_E&Suu*1F1k9?z!-Yj5d<&ifHGFRVOfhKiH#zFUvy
zpLzddlk&Uo%f4!M^gevT$s`<BHtEogrMmO4)mF^-(cPacq^{?CEpDUN%IONzkL?Ip
z!*1HB@mx6V*T-Jbtf~CXhdzWHoUXHU%ESOy%^6D<c}zL2?DO)>t5$ojUbD>0GICS?
zz20$vzwxGp-7JR&v-sUoe`43&-oPgQZ$i`BIXmaXrYUGet<hJjKBN<{i6xP(_jBaG
zDKDmUZ8X*1YSz(x@^^PC+wpS0_Q}#h(({6r3T_p-AYR|ryt7P3XN$pJ;Zujd`yaCI
zx)Y-tbyHg9;UBr0imEo-1&#Xi^y03+N^#537ya?i(e~-{*Toxe-AoJA?n*gp7TmCv
z{S@e$y~C0_-GANmpMtn%@6QK=bsxJHyt=DpC$;0?5&2(*+9HaF!cQ@NTUKg6A-&=J
z4Izt;>rX+~?8QK?*{fq>dH&fkXuZeDX&T?VFTc>$JhA@t*~wEIO{J!594e3brf$8o
zQDdvpiokV>`mv%b9UJ>keYe%wnc2_({i*4ydxiY%`VSVX_4jbeubB4xit6?i*RQtd
z9C&p~sq52Db?4`5Yir`NU$JI-{?OiYG$t_WDD%~$&%V1~{B)Y{wd<*Ub$=gSoU`Q7
z`Ns~yQ?!Ej&5ziXKArjY%{q21&t?t%x_$CL_Nd7ImDuJ6zGkncJnU79jo%K?HG6SN
z-$B>xr55*|+_2v3qHwIp+v(q1m43cC(U=_&zkZYYqYi=DXXebEonN$F%hF?gR%OTg
z;;A}Ub}GC+wC2w-28;YXnburIY+t5)U*xw!+x~&tcCDMNSxqt44w(gKUf<rFQLB9a
z<do;PrfkxjWY?h}$W?G6xxZI-aoK|`feRkf4U0Y{?&Fcp%>8MUweM2tzLVdZ&&!!@
zaZ~CI{U_jhO*``S_b9f^TVh_j%^jpTS8$Z+Y~=grP&sY2*q*~3aZ1xaXg+oJi(vou
zen-~3e{o0Ku6Nizid^2mS^D8=;oqmiLAUJP2i>w4<nT+y$mdAqQ|*0KM;{(PE#+%>
zLCo{<-+sk!CzPhY+0i^_u}IkJQVnUfy;Ghn*n0Kj+?A1k*~)lMm|3S>VYTbFH?wZ;
z)#NeUmQl3*YsAT8ALnS7oA@5G-?{kV>#*(L3#UH5b^cIM)LYIX$!*a+!g4XTGZRyu
z@<g8PNw#PRa-Sq#s}w79gh%=5M6u?OjfcH-e|*}sfqjx5<GBgxu?cbApQmgNyB0n*
zfA?Cix0BAaRlnt%a%I7s+3XX;McSrJnzLzruEzUU>nAN<l5qRzM>7xWvMG!9?dCqN
zovp#Xe2t_0l)dMV_zRrgnsrBV+L9@^r6(xK&(Z#ba><@_zr%4>$R&FdZ}dK?{kQDG
z%5L5}htA1fQ9bba?6HLnOX59)ra5g&2;Q=5kBeQe$kSl`JjKfEOQtRrTBC4Wcg-1-
zzbt#F&3r0i{Bv36>>y#$y{ej*R!{WJ%(-%C>y$-OzCFBGXJ~7*@hwqHp5g_%WAE>U
zC*8|}jlL{-s|&hgFTC)0%kQ1HjbCpqsSLO8+r=_>rMT;l=c|se8BIT;rd_YAXL7#s
zyu;(&Q{RehKlSHXU4AX6%96`Z+@mInxqJyS*m3EME0@R@Ifgj@AhzEu#V<aks>~@U
zxTfT=$#n8AR@TyJNtr)Owad7fw)CaAbSkB8Z-_eOIcfO>4edC`YzxaYow;!b+4lNx
zxOeWf`i!L~Unhxd@(<Y6WTj?yBUmom$K+qsw%`dVJ~J|dmM`#{Cl;uplK)qK(zDgU
z2^-A+UtcumMwG2{Y42J28x5As(nkIX&Zlj@=jt2ZJC@+b@cih}%d8Ax$#I(&KDuw|
zed+54LF518WfK4SV#IcSO<1<O@5zCET6Z5c>YbXak?j2a!rh7NXTR91a&P)JUBCXb
z|HrrS|IbgqVH`jA$a1EzgPg~HXz<5ngfIM?58hE^{*UkTgS{+QUn??AEV;e^f4~0!
zzxI3o=KuQsN9@J^Gh0L17jeAgy_s}>-vgPCyfOdWbbfz}|NrtW%fG+znLdokzb@y;
z|9f`+qwex@-3dQ$$M18=`)cp~pzsls!pAT9_xJtD?fL)o?e_n!%TzT}KQ&+co&W#S
zx9tz*S&oH%Xk%e-OiqvpnrvAZ_fX6KamKQcOE>Pf9=>mAqc~^n#SfzYK4<Ozthj2C
zbAX-Hk&g|BjB;G2bi7)-R_<%2%HsuBPJXYhG2N%x`{8=vL&ci?-l_@i4E^6;eJ#24
z^TFlAtV>s4x4&Y#u!(6yroBA(|HJnGzNvmly2y1}e#<7=`|T?KL+!pWT|8dS_2KE-
zFeUNXvkl#9?g)vxD!t5E*E9X6a^V5DX(!x{f9KT>iEmqe!!75}&Hf33J5ScE<aC{2
zbzjRdNyy;ON!8asvh+528HrDCyLD(KgXv}C<P4if-4-u4@E<eask8okq0Od~(Y)qI
z+j0Ze<j_XpRol;e@~LOrlw2wFd;UjTLCuMYXCEw*N`EUWd+1Il$F<!HA6k2?=y{aZ
z(Dg=Ce$BVy+{q>OuVkeIITrD%d^p`*!RvZcI;+0YNLY$(x%aK6ErszG%k-~JwNHHV
zPjd6Ke8;zG7NK_0?Gp{pM7i&7pJw>_T)b73@rfBFua1XUMk<~$|I0J=g33qj{CP#4
z`pYZ0lm+F2j>J#9nLW|qn&ACEvzBh1;VD+UzO?G|oelA&HIJ<dWtKG;*6eV5BXRBQ
znT_9;H3~PnYU%5^h3JQM|5^Uyq*3n6Kc}LZU&mKOYVSVrIzFU8$+zuQ;u5=sjVJpA
z*0R25vMcHHR&P<VVtn}2DfwR2jDJg4dMU4sO<(nmzkX8q1cx{)yVmXhR8s;yG)la`
z_3piRU7Gjmqw0T+?^f@*{LmonNV$F8)70<5vlrQJe#HH7cmJyY4$;LfTxa=tv~^N_
z%q02Vf7edl>vX$X#<bRE&GeE#e&4eLcf6_dk)QlJ^}YPWiQ78MYec8*zu&P)D@Sk+
zN3IO#RrMd<r9Zfjzfa*iyKI#S|C9pF8b?uiAy>}Qgd;6;&i0*}%=yVGz;KmEop$)w
z^8zMQoMe8a=o(yFu4#BJGhDjoDx<k-@y9c_+V}O=i;KJusS|pea%@HJorMQf<7?9A
z7)rTL+Q;6nYt;2ItS;zT!}<)bP_ch9R~~%J*e9849NqhgrEa0nhmu?d<zSuVccY(*
zZO~b<JoWLZn9U2fJ~=jjsRHvh2J_$rx<}q+GWERCTsrvzpM>Y$pt?ZG7b??ltY=T2
zUV3`*KF=W6XOA4`KHoiW@%`#&t8Ejq|E*3>FsgqUc`V}4jnDDLjN6{=PviCZH);FR
z`;F^<>RT~Ie~uSnH~S!(6lp9geWCNf`PpmblCA#x?7#7#ed<~DEyviu&H329HGR(0
zYBRYlhEnTq#q_NHyQcSlubrB@oBQMyt{+$BcfYxLYevs4DZR*PvCr~UKJA+v|Hj(r
z$c0U}%cs5UIxV=OH}|*S+4cXH{`vXT`sLI8U&8+j{rmDM{$Jh7o$vFOpIKX{|M!oc
zaoo$FQt|H?)|=hGetVG*yJv9g{#A8LZ>8_5H+5f{HaWn<L;k(@`t3*g&Cm3QEi3X2
z)bmd3-YmX#G1up-3mJ<_GrV?Lo2c3rgXsh7_;@$$b`HLDcOhe0X+}e$#LI$=hNJ^G
zElql6ItO2Rd0|KWJ-02{X|r#;x8K$&caA=`d-lO?pZ>;dw@z>|Tz{}5ov&AYbEVQY
zg=ZUY95Sq3&*$rzq`BSveow@e%a$ew3|<#nn5f>Bk#aD2cG~c&I-jrS8@Ut5L(E@3
za7j`8qxQ*oKHH0{%N<+7u7CcL`9ogD`A)6W+a*g5FQ53ZV*WASTZV6qmmj-$u=C*E
zm60vBb7yU3xwmrT(py5mESIb4N1m_dewkRZ{9_6G&na3pOT*%|wuNhL`ggZ0d*P?!
zE9@66h+p-^-#W^2O@#Ee-jB|FXHU<3ezp4GPv80V9JTS=zD|l+S|u8PIrQlDlJJkF
z_d{#Wo)4)J-FPzYXt>~<7fY9(n*TE7<JNnjHEYX7<6j$##=q80J31ry<JP%a_x{~1
z=`u~eb-X;I>Qvjdt256Y_%d(yYRwbABFo*)KhEh2H(DNi^gU~#RgJ#PW%Jn38sF_R
zLRWqi+sstfA30SjPitRW^cgOR|CK9#7_B$dc1S<Nbwc=W+_TvI(^qy!K3jSJBmXhp
zZ>v7`zCU7-!+Y#ULH`ZIHM3_Xzb)vFlw7%I!;$n?wUhsg?3djfwfcwT*L#P$BLD8a
zHS0<Fr>ouk&IapEua%2T&Y0Zzx=XVBN}b}rFSq9XD=AUSRCnFC;%e^w%AK$GF1dbs
z?km&4IN?w0AJy%-Q}Wne=dS$8$;#({^;(F#N7w&c7$JIGT&-S`p}y3w>CpDmKLu8Q
zS@Ey-P0X1+;>T3Xn0N}M4~B`bt~iqG^*o8$Bjsgh?bkyRKfnLrV^W#-*z7<U3%ka@
zxsIG)8JvtiEimbQZ1+;&23IKK(F;<Gh0>VXG#^Btd8qq|g=xM%+rQTbRb5Wpe7<bQ
z56`FXgCm6x2$*ZQr(1k;X*tN>-M{dsw2#>zmG8HLte%~0b!B?J%2zO<qbbDQGND8K
zY4fp~Cs7A-wn-K7RIiKj+O(`@&Z*aX`gZ=b{Fh<jZn?&GUFOM)0<R_K>s|4fDy=MD
z{)D6ZEUP+)Q0K<T^C^bXi}}w9sO(x?GN&g~#6weW@0*H=YkBK0PEhu){>bohr`1{=
zb)QdJ#j}<?Zu&dt@wB^h9&2CU`1pXWOY#+4;o}$c&h>paFP+nqqh*y@^rft5d-$=F
z&*KiN9=8`=?$m6OvngnTv1+yN&*RfCuGn8MSzIM~`_kjS{zu|5O~-kirb-tvc)VOz
z6#BqkYC`(7hgKmvH|ET0^3n(|biB#M$u%qDq4Ae3Iv+(2$W$^e7QZT!@71TBd}oSG
z_+^W!GU9PNH7u`$Ikqpqr5ND$OhhD6s;!l4a@)r>S++5%v;2-<<UbMk$yZ>R&~xj<
z=`8E5`0lH!=*iW6`BC>U_V~l@8H{O@l}~W!I2;zvW4UJXRmE`O1<$Mc$2#hEy2aee
zJ+k!fll4olui?F%eQoyjY%{&f*=BW@v(19nU++;{cD<);+4Y`NaqDkZ&4|0romSPm
zRs8vZjkg}2F^{gSK4)=c*6lS<ew)tQESPs~OQ!_?Z%yg#(uF=+JsoQH^X{l+ZZlAu
zxUE5Jr@eUH`NqdrmR*iJcCp@Td9VEC%m<6)PEOn0SR>#wjo;9!`m6QwqwAYbu5WsO
zf8(|Iwx{vO&EsZ$JpFCov7_N#e0EhqA4NaSzx;A1`_-3!#9x2$nYTvnL5}Lg(4&=e
z=eZs|c(8;^y}K*;bzn%anCNkTJ<(~QN3S~HO#S)&$<?H5WwV0kM^>%*9Iz$w__MR;
z_B>};x|Yq<w!6gZ;;W@^lC3T*IN>;NdtKwiGfOvb4|-Byu&Yq?--f8mg(rVBI^H`!
zlS%dL0_lbeEE1Xmpjv0f3Mv281&b!<*h=hPBYo+d%g)d7Ywp}Fj&|PhZJS!5t@Yf;
z$98O;Jp1&uq`Yf>_bq?roPF_Phv<sMJA$|7<!<vUTfM#1e7)}L3PZkyk7ecGJeS%3
z=9^6V&Uv!@?+mTt?iLruyiI%iqyF;olP8xgo~+?ss9s&2JE!NJY0RcS!BO+1WqvSB
z3jXqS=_NgV(Z8q5KV=91cp8|+X}`tNV7XlNmG?{Jyw9$Z`>7w+FXOkTEApxSk!{X0
zfi>-7o98xpzX-Ku+P%s>Az{g7F_u-&e=Up4ihKTlS(|{t*`@Q`^aG@3M;%{vE9;?U
zhjah=C0$id_zgBztx>f4+7TcAHR9)@JE68=`|`ymZLex{{4-nHe#7o67Ots}*2X0S
z*xuXBUKZZ(u>RG=ji+}h@<&`z{(tn<MceJJr?+l*z3}x-%hle(?ya*=i`AQFFV~Q%
z-R4zTa%a`?z&o0n+s&fq?!0<CtN;46tIF%mSGyl)U*^^u?{ilwz4B;|O@`K;imM@e
z3%A}E>G_}g+rV;T?lF~9`5tQ3+e)wgmePy-r}_27;hAp@?DsF;7I*vL+h(81{Kdi_
zp6>n8u3>%TgX_(Y@oU~>^^`B{e3{10Bz(~Rh{3()83)##;=6HIjHN2H?7+Hh3BBhR
z%`o+fIi+o#Ap3Mv#N?x*M~*CC8hU+d9-m#^osihbmuc?tsdr>*5>A~m`?X1EeP89Y
z!p$s=D<veKo{I3ypLZ;E%@>R4UZv&HN7qNq^u9WEXUJUJ^i}6>8Hc9ZR)?l1n}ntp
z8-}KD{<iAei{w@3USzB~r|~Xy?%Lj!yY^Nrd%0oLnwJ$@BQHw|-$*{DeJ!d+>~P7S
zbY&B}turOue_Kkwmo9x|+wpSA$;-E&oC`bl<Z_t7KPQ3BpG5Wjw*6+b{$Sl%T>tA}
z$m-61RXM}U_r2$S+;{X<kFH!;`qulbi}~)^&k|QS^lqE<h1GA_-Yh%!s$$u>fH|L5
zoqP45Y|p(FpF3Z&eR*}0$@ucxZ5yuKjG31^_vT9DfAhXbu4nn?GWYE6WbQZ1&ZSi@
zJD0ZesCMJsD>rq{U%9DMUTSu__Uf~uoS*uE>EGsXHg8RLO17>3xXEyq!mSvegxqU!
zTYBx5u{^uGu~g)H*3oOnL@vbHTn;Y&xpmL2Mdy0B-&j5t%RcwxRQVps3vL-TS;mHa
z--^xdnZKIRBO&TL%Vw|dyPQ-XyIj`LzIwm8fz4l!pG%HQ`}HrOWs;@tf5Em$?$g}4
ziIod|_loEX>pq#S#$0wi#bNy{o*SW)8FyzJEeQ8zd$Z_dRK>Fvrq<xVxl&AS!2;YJ
zb-L<XdP_fDYO}69*uOfFjYsa{(#?{2NZJmAOxP+pF9T%6u^XjVpIOyE+#fM{=kskc
zJHBn(vt!=el%0lok|o7AH@!-GyX4lz^wawnKfWg1_sDPIj;%LW9T&^b)`*L|ma^y8
znv*i(H;RwxUW=)C)+EJzi{tQJ=2Drr&t=}pt(YvhIH}@Uqt(vMQw@J^5#`zcpz)Ky
zYa6DL^?Of#`V}A7{w^--!1ez@$JiSW^lwr7{7U}u`A0%qSDm$-errzo`Hp{I*O@)9
zS!VV;Wtv4wz0vb0&h7=d3(WLywd`Lk_k3abv(W5s0`oF_7li-jpK-H3mbvW9nt6pb
zAEsye{@Iar_S{y(_21&3pJG^kjiv1Bthtl9)<+3znD`cnFqZY+VQl^|Plb)k@O$^c
z8>ttq{G;z_tTMe@9Q`b&I@&DuykFN{iS2uK@66fzAnmP5$KvzXO#Awx)h)ZMpFX{o
zw%Rg!&syHy^U@mR7iIY#XZ<#(u-i1f=IPdFX%3fX9b4}AKflketn2LWJpV|gN89H8
z^vRrcW#`*Ba{UoOe~P_?W8?SUyq>uG`l&Zxt=FITu(RU1p5nad;Pc76fsEdhc(W}g
z^IDpm`IF%3e?VnI_RBySiF2;|;`Ruy%o6xmva_urMSSZSodludr90agQiZqr=qGII
zjPjE(uzdPyXPblSuEfZ+mcn(4|K@8ueU1-eo#o1G|1sJ1Nx1NVmWws%8m@bkK4nK7
zII#07ul$S;JLaoj5S<t=^6=3ysfqkjjL#Qc&zY<%WL_J+#ypzmSeQ$kxbD{z-lsxm
zRL)%5vdM1xBA+{^)59*@FP#(9*THM38tR^>m6<;G#*)dW{S7}YS;DqNIr$c+zT1Z>
zB_ctGqo=E>%C27<8zm;BpA)sR&2;X{wr_Kir`?^CtbKiB@_`a>(=9VC+RBQ{*35sm
zvdzs^-MjCe->Yw@EMCTN?`ZiUZp^z-(S8%_YwxY!<{r2g|59vi-><`O<Zm!>-n2J+
z*uP1tzTetMJElS3`fA0JrS<!?4lh6Ly=UFY4_1d)?DHzT^viw4##^s>>fgSOn7{wd
zpP#cu^?z5)z56v>Gw9Q&Q(NahI*|U!ZrPvL+V_t?o%(Rb)8l%{-{1Uucs2LUr}FMN
z-CjGdUlX5J{nTIo`Qx7xTw3h)H7h@q>gyk``P904=T~EM_5GJ`^nZA5d3yitXUgGE
z9<N%r-(cJMpJ(^#{@%1bHU67esjyja>%UOl3ggU%&b9B~dM`-I%l$1hAtE}>mvQoq
zp6$CEPVJxF%GNX6(0SeVHOHoz|7_?|PdTP&Fq84j@q5#1Esq#1xp^r*E&fq^&f{w=
z2A#D(&$;DgN!{4cu(qe)v?`(ex6q0ov)lv|QuemIeB+%^aG&q9kis9E?IJv}({i4y
zyQcd8=(VNQd6MeaZkZ*n2~U5$<6-XV6TZpO{&|Paohw>$Q*5U4L$f<F8|QXDpOz}!
zye;o`+7nmbLoKJbmGEqsU)-~4cCpS=E3<pIl}mJXr9YZ+^X$!yf0y-5?(=n3ckjFB
z_vqUpi<2>@x3m0Mp5vYOJ}IkK{oIdRhW|Q64)V)>=zrt#?9z!!rTxVQg7alXm!7EK
z7$mdwj_R5#vx8X5!n+*wy#z0WYBKHCc3lv@l;h1J5%*00DM|sHtE_w5_!Emh%q@+3
zxk_YthUTodE<3Nc*>L?irf;wyn<*fC?atq`Qu36m&-Qc8NZEPwL8GI`B}3l@;d43O
ztP*a#TcUKJ+b`wCrX*w5tDS$uU%Pz2Bczp`+dc2=tCTCe`QDpnADdQXp153ICUcuw
zppcwZ;l*DezS}gS+joZE-qm;Agp<GQYG>YG-*Tz>GrB_itV%yVvkAU+Y{9ZSy;J|1
zCHUk^x1DUu)lqY;<2I_?y!X_TqW2kE`|OtrRhmfdy!d}%$fN$LGnJOr?aw&!SE*h8
z^Z6F}*L?QRynh(lbJ{<fn)cpF?Iz1r*6>eWo68+%)a-xF<7091xcukIKa%T&>d!bz
zzU;7nrvCBxnvciNd^~>Zr+!U#sPWkk!uBR7w$5f)_R!$Eq@CO9#?7`m2~r8S53?_O
zHfgqc{i(2~ve`<14n}jn%RTkcyik?rMFvj@b6d5k#N-{1;!JC*BbeLg+}*No({3T}
zus;`Pt+xJ`A$xtrEl;bsPF3rF8Nn;9|7A>Gr}r=835b=lM*HS1!98lWcOHt~?o{>c
zZ_Ii7s?R<t@pYg5HSa$g?K<t>J(G#v*(b~VPEl(9HT93jf0_J?n14k6_2eIm7jGBd
z{Y&LvMD3rA|Em6Me3Lx&=g;N|PiNJu`Tw#$uJ!*zAsc`8o^Qrd`8mDU^`zFj-nEo{
z8GU8$W!<3aRUdEtJ+Rc)vLN%kNL=-z54VI{ug}xk^UdX<X=p{RX!(Kobvu~rq8J&o
z4|Q4pIJag;Gw<mx@f#o3o@t!FT-3#&E8<~`uf^&O4>WVOO62ISNo!sk>9uK5&~3)m
zZ?df~<X<hncIU>gb5?Tay{xZHEcuqF_Bieq<Bh#rm;<hs@7}_^Av=>j;rE`SVQFtZ
zPup9fTpY;$XMfhN!iyzeZht&pQFP2`-n@-Hza>vsEP8w_Sk`>riygj}>UNJ`f<@Y{
z7e2mT8gt+3-PV1-I+GvxhZb*etoe24ap}qV?_)atExhn%y=?xR#>kuv@@_uy*YkdV
zsi;?)^k>t`|I5`i)_X7CXQ%z6Ch+S1s>B0g#lM_i{J7l8XrH84-}LE!BIla!Xp8zo
z9*4?ZuX@Z9SI)F6<bE!^y}-_N(zClBv;2FO{5%7uD%Ur#zKLVxesR`gR+fsd*`yy;
z&KI<lHeEh<V5w7y_C4Q%nSzFsmg&1HM<$)+<({$2w))3`1Ou7NEIah1bEGwkm7-6%
znLA{yvS4BkRnOCBO`fjmZIdLK{m`|pX5;gy7_&=xd=qYY>`qPy+n&<9;pki8cQYBH
zrv{Xq()~3_v)jz!s>>}CmSuVmmziyNEA*~3vv7Ay_CpDw=>nN^3MIXMoR;?bHm9)5
zG~MQ@wb{GPig{{VXG)m=wv@gvUFc)e)1l@u?~Yp0HUqU;)qkh4{9m;5$|3$GOZND2
zROagK)wBNGteSFQe$1l-Z9giLU!A|5G1Kte7v|f?%eyw#SMC1$C*4ZSk$K;;2>#da
zpSu0{nYedbL)^BnKTZ1NPc8m&u*uqfhWo?rhJSUgZ|l|GK6z@tN9}`m@vG}yLGmlP
z=5JqC_tx7uecloMXB?H?Z>{%T@ZSC5^8Fx-+%?ncjvdoFeXQy5+uSwN-kFJQSl!F|
zCNFtw$>xm=vAH@4=F;2`t{!75+q$vgZm!OPaOrM?Z5u!Q7wR|^uP4wtU+momH64Mc
z)|(xs@Sb+kHLKx1^`kQC$1#nh#Cg6J-RzZI(N9iXJH+I(Elu-emzM(9>Nm`RUw%t<
zFqQDSFy3w~mrlItHtp<^JIsLx-Zg40xb7gbAzOj#hOGeW7om<Mk2N}LvTufk?Tm<g
z+Br4!oulUcjgR*iaeLkLk+Gk?JS?m-DRruPSXiZ4#rCO%ha&e(4XwL->XiKS$JKKu
z{GRJ@tzR|DBj6O<N9)wcB{CrgKgN6RtFwN8Xp{e~IRPg<qq~;>IO!SP@8|b)fp2Tg
zPamase?@9+Gd@c>oxjQFtMokQZHQ&%eO2S9Q@+pLEOO+yz+bhlslk8SFXz{;={CIP
zBA<0#e(u+udbe+^_!Uz(sdu0M({IVMYW1$4=D75H7yp)**OuRtw&J++{L`--&0nkh
zo=wYXS$f|s;@8=Ew|||TW&Afyw)$_HvdP~xW5d5`#ovCNU6K6j?23$EXJ5SiI(u!;
z%k6thmfepyn9?iMQCDn}a9(nKMDgsEHT#d%njJd3#7yvUntkfyYURGpcEO7*Cnw)_
zIhSkmd7J%8mj5v;1GgOCnO;Am>i5PaoDVHxp8fwDdPl<h=tKR$!o~Izrx%77CTApF
zRcuUt@%)xg$nhPkcWlhEklAG4CT3U?mBe#)b<wSqHJ=3A?@6w{&~iB-xk}Z%S!<_`
ze_`Xr3@<+WbzXcoVoyGumgmKHBlINWZf(m2;i~L!7Cm9OJ5}bw>Pg9OHf8Kg4K4a3
zu5J1Kj*!sxJJVF(Mm){-oGblsn!ovE-Q#)Z{2s}cZp$kOxufOsa_y@eP3i4M(b_jJ
z<vu<7TFWc1ZRwL9cAt}y>t{?dUiT^L+>i5H=6qba((-Y}`e!}geb3J9m@&&Z@l)2h
zBj>Kn>3kkmtaa3W`7^fnB5(UQKdM`}mES)4#<k-gb3W`Ba6P^8>&4%>HS%{Ke>mQH
z-!kjh7sp5bch*(>eR|KIo$ufMc?P#qZTkGK%<uI3B0G1*^cOCBm!D+Vz3e1Iwb0xZ
z-(R@Y3e8<{ev$B3&yq#=E~hlyy`0i;Z;^25V&SQ4zbn<-ewd!+{;N~|74v(whRl*f
zrPC%H)><xJ9dRI}^!-ET$&UrheH(U3=QJ@~{yf#y++o*V3nu2Py%~^lXoK@l<@i70
z>5uQud+n_qRa~p>|9XeDX}0nkPvIkXeST>*X9d6Wyu9>j>QdkP)r}W7ycbqjy3J<0
ze?v~}FFVFt+}FRCwT8a6HoK_5vGbpb*~R&D7``r7clcY!bY=b#wL5cU@8>_V_;|ym
zr0L51V`{%9-*EZ9vGd>Sjh);48{(ch)h}Oi=C$yG>z<AJr>p+HU`<}K%Y4ehjR*h7
zvDw?X9nYHhKWXcXtevML)|zkS@HuneIV(HX@3z?csOcAzqZV9y%34($_&QXVY1gWw
zA-9FMa)ii+Ue4UA8@;~BY|ARwZC4|7FU2nt`{=y()Lj;Xt>0tQEpy9j__=R{>M{l2
zzJ6BtMW{YgaCVg---KJg`wls*uQFUNyXHprw1;mu#XZ>{p}*_-w3waGw*A=IH+R7<
z!MurO#y1zefA(fd%i?ok>U~|&uPv&q|2_#z%QlMMwe~|rY^33*sLe?wHVIr;Dvo|x
zQ#kediDUK4cAL+h)n#7yZFXbfzPD0p3fp$i(D+$<qUBtfj_|p?8&~rDpR?2dE$_d&
zoxwfpH_!N=tm&5Ku`ejS`G3t*R@=o(L>0P=+p1)bzMt3`_WX47yX(i-&bOEUcdqhv
z`u-Qcudk^6@N>zg>*{C!|2TMN`eTE-Lxm2G+NCnbjuuJ;zB08|PIFm%{mq%VAKyIg
z%)O&8!noU#@A1sX2J<ZV9-rL!tfFd-<va^MXW90R{ieq&*I4!?pZ)kGqS(gvnv8#+
z>G8?QXFq<4D7LY@c4tcQ@$SB3?-YvGw^^@`=|09)z9!js%_jS6ZyuJdxq0|+#OC(&
zpI>e7^qW@ikk9`1;Z4Nm_TL-R?#t(INIolf$8Br)vi7}8*Dig1P(J(Hh8XrgPh;7u
z&s7|qWxVc_tn~kz0_L-C`Si^HJE!+^ua%mjo9kp%|NO~T(UQXF_BMF8)n6^0A-|i?
z{_Ee3^1mna$Yr0ie-IHYA|v15b9&>mX`<Fih7&g(me8*$%SlekI&Ka2UD+DTc{163
zzo8zL$>y`YCi6R@c+T-zk1ZfRybSfQ<uw`qevpTKmFLLnR|(yAT%y}HH~gKcbmGhH
zg4615_s^`mz1H&Yw%@j2Zp$saoL{ZxxBsoB{IA^L<1e@Sx-P$OwwM3!w(w&ww{I=+
z+rP0X^7yPp_j}my6weNiDehj`S7-ixr=Xr%sqoD^H9nP}_bQ*8#_xVa*OPtc_A@_w
z)9-y#pZXx)_SzhIYliwIRhyH~{tQ3c@VBJp&vhe_`Zvi>^v}LOA76OsY}X2J6`sHD
zcV=8pd-pLt=h>c|XLA0tcOI|SQrM8aK~^HX_=8z-|Mm#$1*=c;_+%Zjnk>0sN=vDl
z_nzao8t*2*by%-voS0+u`2W$AWAW!wj`^q0IJ*1f8*AgqH`|`}9I~xRx7$@|<!pS<
z_nEIn`cA3Fxt+Vi4@DlTK6=Bi?{?BT@ovley3hU`Nji64h%s|ddAFtg#u=Z3A(XA4
zzzthLffuTR6BIYk_`Ge#=c7sI{B@q)os+!kkB;Dlwv3or^CQmuTzPa3i0V8#XFlug
z+|)T4Y59iF<G0PI{?(}abg|Z3`}qB_I%(2J-e(#<Pc`hWD!#pmvpe^`TFADG)-R2_
z74Cgvm}@Y*^Wo9D+e*vi&!iaIZpxKjUvP$_tGs#U)NnuV-JMZi*^KQI(jxarpK(u5
zdv$Zg8I>&;XMcRLJTonAkMtQg^Ucw+wPz1(Z8fmIA(qp!^sZaPt+Vq^mseZbZ=Alj
zY%}9C^>0OWN&3&1L#S%02Mh1!B>L=rJN0z?-Z|U%&d~=;L>JFq{%Ny`gZZJei+^_R
zoiqQ|X)tx;^t?N21t8|$y?-{JI{PMd`JK9DS-<tQx995LcKFvExBvgS)@9ePpRar5
zcX9QP&#x^$zkcxhx&E2IM|8LEKlJzi`!$cB>mU5@GV{fC^HcG^?e?p`-LB5O@!*E(
zD?Z=<Arc?K6zf!bI%mD(s!2br<!e4%xp!8pdA+OF`(00Md)_^pTK4F@{pI@q;%S-5
zV!T|bc`3yuMX8CoU?%tgSR(@q(BZBSwxOl51&S2fIpL7gpXqjMvyp)@$ZbKOi+RDf
zHX9ijgIoj_0G+uEx^+1}4{@il8|YF!@FlolC7k+hhM+qdLFX~U1dJ4n48WHQzyypH
zpeJmD1)!z|kbJ>1SR?Y)$>1|~L1yYx<?7^u#JrTmV!eXOl*E!m@a@SE5#5yh<YN8e
zlEkE(RQ;k<=tYf?tCb;IToOwX-HH-(Q^7YWgKt?T^*Uu^OG7;~6H7}=1tViKJwr1E
z6GKxy6GH_fQxgy`78F7H@DsF2xl7p+boxIy@j*@^CVZE&rJ;g>0!|&&yGz*;bPzu|
z_JD7R_4QEzUtvPv!e&d*(d;-aNlsKS&@(hLGzFct4N73C@T=A>K_{{!YlPpA;Yh?y
z&z9gEp#X|E#BHA>-H%~ureL4|PTi0)0dxX5`ibyhTZnSwpg9lT5_B;I*jw<_Ow4)k
zBk!hXa6lo&E%c205qHxwI3FN|gIi`!NotXTzFSUWNvca~a()W<vUZ=;JjhMYme2|f
zl$&8yamAd`o1V$P=@}fN;21!=>Ddz0Q~*mrs}^_>iGH7o3;6DFluI)V4L}uB5Cuh~
zA@~Mga9M)0h=kZelp6<25ou@usu#iDBC&`xMZZD_c5zUwf{6j>PI>SJD4<|BHUQlu
z1it{tfWY-X1`5Po{$rp3zOF;T2yC6X5y%oFGb51I<^~FwR{=r1iWEDrLT(sc1q4Z@
zNPZ+xfEgNqS}Yh>LBvixpLG~?Rec@ks`}2yYA@LoFQkeT-H@O5mN6*$B~N#<%=Zb~
z=j)cro)I{#e@VS|+NN#QuhwwdRDa(5O7X+Rh_{I|_2U@r58jNJ=Dn_$EBsKjZ*y{_
z$oJPm39sH*fKI%s?!Tz|V`@HMmEA$v({X#*^54wNx4UguRA2Z`T5Urk_cfE4!xGxI
z{O?j{G^A_XF0(r38?im`^Yo7!tsV$js+(tB+pxp2QT~l&gzlrvirSv#i3wl#|FB)@
zxA>QoP1^gUZ300i9`1|8Jnt!sss?(0X$TSV2<;1zoA9lANpg`w>l&e_i@fUOT>I+Q
z%`M+=m$$9E>s0XcEce(G{+?>un?k33nSAH%)2(`;UjBZocb*N7-P6DL$lr%Nm%sG1
z-tM~lW|CH|{qaRJ^uZl0SlJJ6(Ln+h91+F_Mqo8yj*+1O&ZeGoerXZG>wgRlC~fQ+
z8W3*mL2LoL7`?Q`bmibF%gAf);l2LH5PZ2AQb<5c4T}+a{SPGdAcY6P5(aw{X%hJQ
zAJ^|St<zsB9kStB+cH6Dl84T(fK2;_8_roPB~DLZt&cZ$7Fy|{AbWo9#l1a;SJ_>0
z^Vj)P(43QyG}r9ZL5rBVEM;xoW{x7pOP_8Ls!P3pOX17evo?Mgt}l~rT9lyk=gZZ?
zBIDa{t`xK_SEwoHnqwxu?dLkF^JlN#ihps?r-wcDq)18KrR?ncx8x!^a&Jfd+%@mn
z+V_<j`_i~|-1<)R%82xAoBANCxN*UQf0~hnpZp~o0{_3dc&qH)6aUu%^C~Q#TgNGJ
zF0oLv5)AbSbSY7>(wp+c#qfAkk;177msm6%RmH29OqtR&CDW%wY1M>H;#>AroyqT$
z=lrhmcuC*<ll)IRG#s1?FU{$Blac4uKE-Ro#GXT)S2=u7p6Fj7)3oe~h<nI(hKh>M
zUhk&a@4M6U+v@36%l)2v>~<VVt-N*MZ`;j-da<W}v)|0!s0J=$u#`if;0H&Su?g}e
ztA+;X?WxR?;(*j5=ltA){Jhk>5(Nv;1!T_oIr&Aw1&PV23i>XoWtqvTLGDf<2^`Vx
zk(!yFQKDdIVhmCg?3-Aetzcwm2x<nPHZnYO6Vt(MX-I1-!apf1HMs<&DLgZ!BtyXr
zRBCeS!&=&ghM;i*jEd^*-IvkPsrT3m;?Bx1(0{gbPep}R?A2@AuDx3E_+8Jni?4R{
z?+%vTy0|ZFZ`)dKkzMbtkG|8@y)tduqzx^#_qh}Wm{is%I@}PN#-MoGX8+{LTduCu
z^`2y{{<BUmZp+>%i|a2ff8P6EJ8k`Zc?SHz;{M$7dzQt|&QyMWrpw5{kf3N_@L}EV
zcS*C`L|R2U)_iASVEAFOEzsjf<imOf28J7nvTb!W8k_I&GB7;29MP_LNq~XjMzU<1
zhqHh9og2TM_n7$JOWha|na|D8uzCZZ^OA+nrOczZEzwA0Q9a8e_V@n&$@A{doUCzm
z#>7sB2fZK@E;yT(@$cPZ-tY9`_~)R%Cw?5|`f7Z8(~Ir?`DeTIvllN&+1tp#aPEi|
z&%`#l<5^peP1|yg+k0Pq?5c=sg>TR6immpzwlODMFZI!4X=6XJtv!9SCG*r78iY53
ztWSR_ZB|#csOQtWyE7K~{e4mYpY_x!9@p!ue}8`YUZ;1;ktb$SJ!;?c)fpO!!5Y|4
zu6$o-5M*TSQe(0F<F)T+0@TDbs_%8`E%J$xnYhh-abiNro!r};3=c}y92UrYA?SAe
z>}#QHja&0>&(pom<MT&;+V(HCHCtN#J^Zs(GdlQHM%K$+y(|m`veyzjOj7(WT7Gyg
zYdIw&TQAiAZBRn#?tk6EPmP-<J!@5US39|t**r3dmEl7Q$m|o7jwabox^7|}vL~fB
zYMGPu+4t8jnErUX^VII<NiU?^R6|z(=JmVj!N6di0E&XN47Tt8{EwQb{`tM}(!7O+
z>9x0~-FvuzJ9M*?i*d87{Sj~J-R*O}&ShkXX)l#f;=Spy@@0(3JS%gbnpG=~W|jV9
z{wj6%#I4h&#ZE^}LjP!ObGm5RnLUw#;oWgi;J-^Vn3eI)E%=al`E#wU>*nq#<?qWC
z(S8>@*T??dW#QCIW^=vkWf%@j0f%FBpq%Yi(`>f@q1GuEpDg=+@&(Vaxs!hVzP>a_
zZQuXkLeJp&)pdFd2abSM&z_-st#;<AnFkly=XmIceBD*g+;+@|eRHVywdH|o`zkjW
zEZ=uqRC@~pL-1j+TNb=C4`2x7S!+`qnxF7<#-EOhH75Hzg=U&Pd%CxBrRm%i#~2v=
z4}g^Fm9N}X`|sA2-`AG>iCOn;!pj>oPRc}I`t{?P&pxTgMym`N8ceSxzIgureZNV`
z#Kwys^Us9^Jla#XV8Pn+kLUd}o~bLYedT=K`DMB_S=nJSs|*i#Z~Z2fp>ykk=?lff
zfjcy>C7$5q;7Hgjy(hpk`2J#PW2R=;-736l{C<+%N42Jv?%5%IRpLSJ7v;wrRoCXr
z=qyN{{l7}X>r?HXFF~o*>p#!?z?z;ow`GR3mHhon)#U+~9?v#jzwO)RdviD!8Wt~e
z`W^0WdhFqxV-F2Ok{c8*a?Xgmz4g<Vt2Y-WtrIGVzP8UNwRHEt98c}PiuJ{&|2r<b
zZCvDV(>U$Whx5uC_?%<ROExW=_webqY4_wGEp>L{7Fj3deD(A8!!f4E7Jay~SCZFc
zSK8h{24N@n^*(Fkt9L$Y>@fMq5Ldi1>ejN~S6{8TnY1?N^2LpRpDjEz^PtkN*~N#C
z$jfPVp3GhI`bdzLHz=XLFe#CnTe{^-S6;?T(M6x8{qygeT69$+JD`_wp5J2WoAZ}G
zS>JG;Pq4mlm5uK`(}~Y3GxvCH_TUPbW&cU|*wTrULJKdobbWj0sIzpJ^lJkbDJ%A;
zN7J`Wi<=cu`ocXTzpprC`|JHSx$BQb)Vtnm&Eol>G9~r->8mBjE-HF0zxSG*%TIi}
z&ri-}Wp_{PymW19`Z_(H?fOggZcp9q7&80%g=X!S?+${}g5QMT`@YVnA{7_i-u8uS
zVvzNZyE{)END%DZ<t&^cS5d6<LuB(&uk<_HpKE1KaGUw{$FnoCnP1P^9`^h5FEs1!
zKA)$zFSeEhUGASDto84K2j|?oUFR5emhR#MIogk#SL(3v(~^BQyKQ&7El%HSsdwd8
zHpec7$EywZxtp?Wa7YwUT~({$<&=J>X{%<5!!*<HJ5A=b9ruys%F~=0-?nr;yRxc@
z#h!?T*Z7iF9ytjr9SdH)vSOcq|K!#$>-L4%CVlDLI)(4=iCsr#?M!?m>FD|2rg-Z%
z=BpA9il$f_?(98XR>;qIF(K#ZN27^r4*y*}UFxn!Oy=$IjiTK$-YZLf1zSBgD@oS8
zstGn)YtHRU+7`CX$+IWDy(;nLVn}BePXVJ;V%(~n|1UC5-raV(>Gbz!vZwPuwLE8e
z`DOabufI1>dG8_~8|_v5fBB;qGNQfw8>d*Mf|7tm=B>ty{C!g{XnyDnj;>;T9)4Bg
zXfIEkE8o5LP0IqV{&wE;WuK{LNrvqv#oFRcPAg?o_Qsm08_Y6#z2#x&r{^->E4{CI
z@3RfBe7GvAd-plDPEZM@uD*3yaiPntI|d&;uW$Lnb*}fSM81s92{%(VpQ%CCTU1>?
zzBtBXH4Rh-HAXCWC3qn>bMCK;KQ?V!pRE0ZUGC@7D<@Pe=Ze@Bsiw{X`*~50?p`Bz
z@Ad6{A(4`@=JLfM$$Pe_>$6^!Fi5ODeC#pn+0)+(-#hNI)_8eXS#`SBZB|+Nk`LkA
zU-PG|yw|HaOZL!S{`9gHKlaW@k}|)R@x{WljvE~L9#f;fZ&|yvym`m9T;07*&ehLy
zJYNe(@5t)0e}7`(d6SUj1NoB1GmmcS6Fq+VhxnmA8??U{_$~gvRxfBx`qfP3bthi-
z6zD8nR$IL7QO!;%{ty4SK<3^%)~mahb(P$;*~$!Rn^hMs`dek{mMMLVzo7SOmTvw_
z?tL1M*IU?2Xm<KcI&ErKSZs7uzV*TWb73FC#a_Jjx89_wp{d7eD_$lBs($uNExUVS
zc6*NQ-sO_pzi{;(P4Zp0Z=uxU4U**xfA6>!ci7L<c7KV1xsT81#czJ)`L8Q4l(n+X
zGWq3vbJh2xuAkxE=lKNxzb&}fs1sVc`@P=MO?=Kv9_Bxau6iFkx8`1QR26Ic>SHS|
z?<-r-FrU@s`HFzvhuL40AE$S{-RfoBv?E;n*z~QO?^?gDbKZPt&ab>#3ZMD)FJEUC
z%#1%Cb|LQ7mEYHbw7}jza^S^}?a#GdZus;1-=Ar5%lCdfnI5PnwyNrW@55DwVr|Rc
zdAggneU~<mR{8XLtJnD(SyOM7#(m<77r)5Y6Srg4GXD9huT^V|?6%ul+XT*Ac|oe@
zo_!stnmin@ox5%Omv>XH{C;NC_c|u`?f>12rINk74hhd&!uEX8ME|K#<!i$-3tgoC
z&ico)T6?n7?$z6p6|CI9{_{UtEaScMy^HwU^FgPs#O<DP3RJ3GznD=Loh5t!QuIBg
zo@sH4t1iCCJar&E*=2#$;pmJKWs~2#!&bZeKWbtwbG)MHmfP{OJ9+O0F1jV2^M2Xm
z;}Y>l!;VbdmboW;-C2-nWij6C-*zs4&wAsMwo8nu+nl{p%1@M58Mbu!P5ZHFTlQA3
zd>I{!;5%K>=VDx}Evhy;`Kq65p7?EPh*aH$H`dM<pR$HOiELNAG$DG5Mfk0%^I7Yb
zny>V_p}V)~@~v!+eHx1$mPEves)sI=a#lDamR(l+-8^0USzF=j3jdswcQjWXcP-n#
z&|lZ}xr0yMV|I71A4{)9DlXd2Cwl429<Q~+FN*iAIeg*#{rmT)U*1rE<46DG81MJi
z7w=uZq-`<x*ToMmmhrtCg|14>>-|@*H2I0Q^4qOmChPU{3v<^B-MRH*hh_ZD&5kj<
z&upBs%fM#pIc2FQ+^@H(!Yk1mC$e8uYIJ44w4Ji{(>3nPOqYyJwpm6V+`qc==*LT4
zVKKYDD%@(kc-XR6-y&<Ooo%4nw9=lLA9z-#zm${N9ddJ@mfx-`8>jsGvTe=Q>DiaE
zcia4D5_qlh<>F4o-epSbZbVnDzP)$n((r;WZ69MNwY6^J+W9@Ht6Qqt@O?tZ`p{nw
zIu?gz#{c`+^lV?E^6R%vw-;<)wlCX2ZTrW=%Bp{|%z6{=*@WycU%YVBS?B3Nk?jlh
z<II;dx71%S)j1drO8>_;w(rQ|;jB+~3!5u8^M#*S_g06ipKJF_$=_I0l6>si6sx6T
z;iasdZ2wtL&Ff7%8vpIa^q}|g(|3LPa`ncfu+shPclRE%;;Gf<eJT7kV&C4S=FS(7
zRuw-md!e&z=83IYJx{Vil6T0s-g}mERC!x%-Thfp<j;F^hwi=cHg0iwN3_>p#kgMu
zA-ifdOS7-N^1hn+Y2CrVW93Yn`JCmwoZmip(Y|fkz5f1bCH#+e<{vberSshD?Ny2T
zTN8bs8{O-AQ1V65llkb=>d!x-miG5??F-|~>s`ji8{6#uY1WI+1#uBZ`=|UmcChL0
zOJ32ne|@Hbf?)j;#oih*_a$dJMd$0}9Gf*;Adu<ObL0C4|DH_qIprRb>?416pR4&5
zE#2Ewr6<2`-Rf14ovc>8a8-HnrbkO{EB_QP=DxP9rf}6CpTgDF@+@hxZTIH4u`Sm8
zv8c!Xa;DCas^WyGoU0OZ|2*w?H(N5_!SvXa3k@6A%v>G1h~M_sWN&5Fz(r9uH<<o!
zoT{(xWokcf`loP>9|zMToJzBNm#+rL)AZ#Feb&}j&0f1SJfwT~!M$v?Gt#eS#%~Wz
z)`{%T>ha8YDSK~X+WOF0;?w@D-z;kR_3pgNcEt^@=`(|@OHB5^oSeM$`;EM1Ts&eI
zJ-2&b3b=Raeb;KyHHR-`U!LIi;csM&_xr<vFIl~|e5q2jitd)GzTd6+Oy2xnZ&uI!
zW#&Ee_3|Db=QpvaF<<tgX6LQX@(#@Wi6)URVs1}b6tVC6zA0Aqxu>41pY|8sy5*Zy
zuIAKIiK=v|ZLi(#6>a(Qil@Tt)alSI-_~2iox0Dw(^B%P#Py5q5wrHZK7IM=X6GY+
zE^jq)`LZe8wt4nfe(Cigng9M4Usdi~dPRL(N}Jk=Nvo~dmu&}?R(lP2^}S6qUVe2f
zI(y)hag6D)I|hXni|$;X6_oGNzITi7_Gdv~lcLvNV%`>|Iy0*OGUJ>MKK0P=7dHM;
zlj^?rI>M{=t;4~-Ex$fZ+o!1mD*xAe9X@#R<NF-lz3Ue(y&kT))p_-!B{imQ8{UT|
zZ@HZ{b>7WsN3UwNc4byfi0h70EwEgCGU(2Y-MU-ze(tOJ9rS9}l=FU5=IUh4{NZl+
z+ThDP6P@gL)j7e(?mBv!7#;kaVb|wma3rwzV{FXQ>-$|=k2Myi=Dv3k|EL|FFQ?O^
zn|U-eB*7`&pesezQGAu$-5CevC)D4W<LG?($*aC-`N?YzUy!~up>5yoT;07}&R@L5
zef`fOsmEVJcOJVvPhmk|eAwJ?uOq70UYZ<jRKDE&$E^|xn`u|Ga$iZ>1>V^6s6z6;
zS>3NGb*1(HzHO<Rwdc?GNvy98L~5kWtfQ*Jk9yABAIV`eAv`QOVAJ~jO3$_9-^Wjv
znx(L~P(hEo>G+~I+PUu*XP(yn{pqLqfy<gdUv?Uu^78WecOg}_jmgjXR%7AP-0y4r
z;x?E)^_trD^;v`aW$9y?_e$1EEe=pUk=3)V@!|^^(f{XuMk+2k?>9v?d~p~jOPimY
z;r1z7)j5-EHK*1&?oX9%bMig>FY)nn_0yT=`($G~tdAu&wH^1FqE=&i>@_==5o=Iy
zqQNX7t##M6F24Acl2~k?HPzw4i#OTtB$qYMJXZSo`jQQN&W_6zqpA|E+>W1B=bHU<
z`O<%z)UPM6Hrx@V`cyw_>b9lVR_@ySr%&O7@8dM?*9IaHQhhVeO!O?;cR^BjuYs)F
zWYu+B-g@@0ITnz`ZvJ;u*vb`xTfH7Ujc8vu;nIeE*&kYC@4TMnES&OU7US{<s|_`H
ze}-pmSbOY+td#Yv`(HM#4bwD;`10}Mq|-sXe5D@**BlOz$UL$A%Q;R_dx445;<~5B
z6&TGbTY9Br-xl@$^~WsY9$d@f`4#CIDy!W${nJ)2{de20YVrPhx4Yzk`9?lx#wCii
zIyEIzvS0q?(B1pMtH$)0H2d4D678Ep^=j9f{@rou*}etbp`UZNdhxq@nssD}&b{|7
zK;;0-Mm}fz`uci*Kj+RpuNkAg-*ayH(zIK|{M)|&!G`}e?(2Cr-+S=ndBp7Mw(ZNW
z+V8s=xBAQ7ou}@wUD0Y>pDf!pr=fx2+U|#HZavQgqP^d9XS`$;)4E-v-8cQ?_l-GT
zVPAZ9OF5?-%+t!MJR7+BOPtTg^G~x(jF~<}s4r|k$GiIW&S`PKE_66~>l=jLHvHi4
zZhCCjky)A{$r8TPuFN{8?{_nM>b%?YY8AY%E<EnMiDCZ%D<0c-yB6L|T6(@KQZdFm
z-!7`^pz(@b>%)^-Vkh`6d3YsjYuK%<sbV+d8aAiYMpZ1D(^eVrfqjSOwZs>ZnJWsn
ze7WQxrMve*W?f)!;kuxedw(+R+jW0~e(=vNi^DpXO_SuhqQ!WJ?X|&|1tvaIvc%T-
z?o2N&iiwmycK*S}U2Ja3>rOmxRsDQb!c^*aw8D<4rI)sCU(Ee>t5-YM`9)!z35O!u
z7rHNbxOLjS@NZAezb{xS&a$99BgeZdY2R9@$CHzn#vczm!}(N?+it6AHh<Ps2DScD
ziB0~8KTX?bpZ6@PYWwo5$)=nwt;_1B)OH^V24%5n0kvC2w|X%IAF<+zT(<CJ&O(+Y
zGBr8DZjr_ElXDqn*jY`oeJ;D4f$69f&&;KX#pge0Z<}`S{Ufc5m$(@oJdS8rY&Llk
zRdxD}?%vLzEnk=z8qP0WcrM}3Ba!QueqU1ri^#q<D9M(3rd=)9=QUqc$!fyVL(!6q
z3=gEPCB9f@;^M8(z;K7@wLyuyl$k|Tm9yTWrQ!?>c}=AfyUcjkhQ0pSl(uhaxRN_q
zoy=>4l0>O8{=V9r?3aH(cyM;@VPtq97SX<N^(BM7)3RUAmDO6dQ}Nz8Mh1rM$E<kf
z&Tmt8E6!lLe(Cq0b91Ud?m57+fzMfed1C4Af0EG?eN!gM=<a1;FmPOR_(Eo8#>NQ#
zv|`=8{H~s#q%K_IW?-0nz=~(?<Tk0h9PzKe{XF^UUn1C$CmX=Y`+w%Lhf}rOz4JAr
zsu&p(v?AIS)fE&HvZU=TtoCX7c?BPOn(>mAp&>J2ZcFfd>A3utzH6O9KJj6HZ7}Cl
zsq^HUo0viNKd@PIxZqOejZ4;lUe!f=zu$R^5oAw;@dm!bo=X;9&Fa<9-d$e$>CaZp
z>7cM@ICt2JM}1bCRrANwm%mNBR|ZxcypiuP=hDQ+wM)y>He}RK69OAuvgYsyvrLOL
zqkMs@=QtikRi$QuReNvXI~=`qVUYEXGZ!yq8_c@1C!K-eK=}r~!?Tw!yqaYjd1C7q
zy*>|bu!DC<yf)b52@d+AH6mbh&DI?La6NOz!WU7S=4HRMop!%vdLI)*L-hu}!>=<f
zl1$oFLq6;7Eu9Mr0fz6OA<xg^dW%ffTzoPA?mXYX9sjy&O2C2tAZ*Ry3-9Zn-w`(`
z|F=fq;w2ByJZJOQe;FAV_H~p>{Q7J6Vcz|}=hxKF(E+<<!yzl4zf8~0@Xy)KV19;y
zfx&sr;S2c(4;>ADZO+2LP#|_K(PC<yGXn#|^CZxK9s@%{f2qVTRyH;zUPgun-D`<2
z%8$#IZ@9;Te^{3+*%>YW*>8Wdj^xF<LK8BS4IYv=HMc~W8w8J&gJqzzZbXjByB8%^
zf`-nC8<a0iDyb|;RnRAS2p+mr0Clm;+dF|7Q%fa|e|)~d(svq<mq);i-7C{dHZF<j
z=vg4)-PP*oc<6w^N`(n}GR=;6J4%ET6BXiIRHrFibYQ#Lq*s*u)N;A+Ei3mn-moa~
zBo@V#=eD;kKQH?{@B9Bb@zv)0=FgtnY4hIrU;O=Y8H-tr&<JVxe>ZnQ-gQlGp~+KN
zIZrjQr8+imTHqLYVS!FYfS8E}x6~9?UTngJsdIOkxkhpbgkPJdcgm^b#_~k#R7ID&
zsj_qC#Jr5%IIG}1)G)#DYcE@)KeKCacYgHK#A76qO@iTJ?|mL}q$=*5v1wM9tnN;~
zQ%*^Ssipn1c=>|Fgt|4e?|W|kdwg+tO&NRVl~}RwIx2@Q3rHEJn#SL}H|e%xq=(MC
z*!F!l9|b)9>h-?sYD>A-LLxjhg|+uqs;&Ls^M0qCI&P)fR{S@g(yCDC?|jNh;#AYI
z`YB(phCI1xed<wgqDM<LIC!?6el`F9@9lx7oEYwDwh|Y7S<}Cs^Z!|#JEfIj>*=ah
zH~VB4>#%gxN`0$$isTT8zBXMyP>ktFZCUz@n6!`nKi=>Ob?!{(t=V4qbN1AGqN_dM
zZmQDH-}iVol*6?@WwW{lH)F+e5nQo_6tu{};CX77<xP&_m6DsjEnAW?_2g{MQ(i#}
zE4;eGJTFfXSvx7itLvNJMXk(PlNN<)Wc&JhUexMbCX;hQRN6?@b@h@=udcAn3nC02
zlkd$uH1WmjU&gH;%id3De0}rH>4U51>@o}eH>+~}g!iBLUhbTDmXCe?rrbB5zDVDT
zUF96JJ7>lT-~FO{3+4utcD?Ud^YW6%+}$Rk)=@=smx`~Sw?X_|OWZo6lm`_LS~l6n
zb_af$d;X2ocfOaBAJ=SJdiveGw<Yg_WFOs9y`1&>SozHNEz_3&=sUqzAN4Qt)s3aq
zS8@tAd`a4JdshAVme_SxM|PI|P7;ydmtnT~sO6FHuqWN>cX#XXetfs-WBc(l<xZ!A
zYuvYdJtX{e{?fkKZ*xs<%g5$qt&aS7Z^P@*b{?H4=kvH{3r2P&rEI_1I@hq?JkR62
z{LatThr%__?%Z{9@99ed_w{^l+MoV!x%fHQB`@A6cmMZ#bz|wq)VrJS#r?F(aa%Gm
zH8*SPzWIm4H(q-`|MUAzCP#LA-@f7eOn0@>(NdRc`whEJXT7<+VaZFk8$BM%^V=rw
z{7@WWUUg%?cWOtm_~wV^XaAeT%t@N3Y-MHt{dK(j_3hrDr@qzQ`NHpS)XVZs=b7{)
zWP_}l{&hDxuaP=>dFlOG>U*5uoxZU+y!pK1=Zm|a-CJsPWb5f?X1ibC-uujY;Zx0X
z%2B)0uWt6fpHq0^UfnUXnz$J+IQGV*p1An(&JE^;&TqaPTKki^oiFm)-$(ri`4^m;
zaD92PxIBMc>i4%bX1AZ;0ULOD`lsN-?}S(ReUuH{sq<bBTC!~T_J_Ny%t;<s;SDMT
z!9}#8kqK(y4O&VAmLaY1CTl_!w1|Yl303eq638N7*tBuQoVRyhhEGlhO{m(|ANX?g
z^Bg%jx$f+>*Vf+3ePeg|)s}6SuibiiZ{yr;ez!MnvpxKbsp<DV#h`N6i&|YOI*Iqq
z6?GIH4oNY!Y-mw+xK>$ra_)+)dK{kX?wtHyT%jnV`n~h}-1nui-#>l*2rJ2<!Hz*4
zuYR$xUCn=<P4clGRt5$Jogcq{+yD7+IOp<&MH84Nezj&~V2JC@6%on{`vIDqEsJPh
z$S;0s&3!foh7VbwfpiWAhBx3TvEAA^FaEu3vT(hWX*3f&p}HA7q5AuhwD0XnOC~c3
zsj+kYdw-vE{kwBr;@Z6@To?*i_Qu`6aU<d|$6k}%18Z-Cr^@nHEzJJV``1#W$v$2r
zyY1`r(<1tBPb|ofzca6J;gYFMlfJSsG3*bNTX{8W^UQ+`v*V`3%`$s%O&&C~yYTkH
zzbeaCq`G-LdMrJub?RI5x;&$qtW)25e@h8gv)gR>HpKCB$GsB;){G6;Gn$U6a9Mu2
zw1si|zZTHw{ax?#6W(=CR-IBV?;>83;a2xwJVV@Ta@oF8gX#ay9V!ScDQgZ(FZf%=
z#Bl$vnA;ii2Cy!Vu-NOu4;QU;Jfs}S`+Z+pn~|aavO4=!4Mv4=5vTrb`SnlmukAlO
zh6A}1+B}@iO%|Ewb*x{OQJtE;%;l#2xB7@%cRt_TsPwCS^ELHc|5Zy@F8ypK#9-5z
zeQCqu#mPszMF0K!_xbtx_)RIEv9WjWnt^S-Il1i1|H^PN)myu?Lmyj<MqFL?^H<5s
zB@Hc-ik%NRg+l+!PK#h<$a~skVlw-zzwOtMloXZkYa?{dojbShHXA5r6us3Z|IF}v
zd?n#wQ?KUBpsOtP(Y4PHy!!mKpGD<@K2PWBpf6dnn<g?mm>4smEi*H-TU=l6F+{7e
zN%QX))177s{rg+7v8v!o;Qnnpt2G`39i5_Z@QK4gfAJ%{vCVzI&N4jk%xk&W_T$xe
zzUTeFyZ`;X8<+I{-rm*W>-W89D*(-KOz2(ms&D7Qlb4-amUGXVTR3s^ru>S(S6^iw
zbeg4ACmpQzwxXeUBEth-P~dIbV#R#+Zid&6lKgExPw#X_UqA37ZDGl?TP{^Q_5G%G
zME{=itBB!%vR;IyudnY>FU>oGPcL%cHdbR*3GjHyqgOT0XMWiB=#cL}+EPv(>95n&
z$$C?G_BB(3b@ACylWsBHuCA^}`_`^laUj$r!DJ@?lGAGJT=Q;CnWg`}>@OQnpOljE
zQ*N_m0cv{vXU?yBo%BP3iy`5hX?cXk)KgDSPyhY<_xU-N#V;={{rdH5`E3T!6h;ZF
z>-uR-9Z4BiZ@!k&J$?I0d+D*{oxM{|Y%$D#bKY~^I|oy?hVnyqzk4`~?+&_WmR)-(
z`Sqka-OwE;OLDFx^k`;9?lGOa`q+-HEFOmU%_e(#*RR*VbiwnN`<MIkwHF_${2dUN
z-GBS;-*kgndeb%I?#=X!{&DDAPee#^LwnZCYnLLn>?=Ot+qO85Df35lU0vOpd%XN%
zS8jYh^UUPG!$G;gy$5@PkEIxKYu}#!&efEyLh9@WyJah$-aTP+Yx~aiu7Zo?^*h#2
z*<Nb>jxYY7Q~S|e1M?D#bxXfbY-l+eeR=)%FPrYoF<fYC9J}h*>b+8rJ;DxO&{$>I
zF#QFC&)SzUrO$p{Nm#g4sKotPV@YJ_>}N57+<zzR-Z5+U(ag;Ov($t8rS_EkXs<hb
z`@x=t$)>B?r$t6r)$dY}dlJ1MVwK^OSNml*h9sZi^}RPg%zttAHEC7@wJqPnv`k*F
z4?EBA{jlsoY51xmYiqaH-jeox_UW44t?kq0&&`+7Sg_yH*5${^i;G^oX}iVuKFaIr
z>#tMX*S*-eU$`psRzvi5@R9=Aw!X#1-=@VK)YaWv6LRa$@1Gx&yiJc;g(NrZ4*td~
ze`Z2q`hn$aocrx!XDPjuIsJE!N!-#%6;_S2@;f;nA1b&wE21zaGWt5hw4m5tP-!6B
z{OOT*wzt0Tnp>ua*O(tSTy@Lj{+x}W$vJz}Ub>jF?GQe-se37x)uRmYrOxl?I#;H1
z%|2es9vprD!_P<4Letlu=iI8hRPW~Gy`BM+gV!IMS#ljT3FORvV%6(KichB~9ITD5
z`suMu>c_*Ho%IVE-0mJMoSIirs8b=j_@s~fomZcqns_We6Sc>*Hry+Aa@C2({rjCR
zmMg?=Q_`BxmsQo7dGJtwzu3i#x^G{6U$rzu9JCnbFy}(Y<cvKnebc9xr-f;ot}#E}
z8MSLG<8-Z^Sv~TBy^J~m60RIsVy+!8I%e;+>nuAlX_?&eW0x<iQ1s1;^m;li@#X8z
z0zqCr{pp$^%n@3J2B4HLv;S6KV|aOVRMqvkl~UI#k4AazPOEUP`T9lR;gW`y`gwcf
zF85{e6j+^_`{GTTYPF6zXe#(=r;uan?$_b^Q)>@zJi7M&u_<S_>My<Y(EsI}*!!(Z
zL)t;Xark3Fj<^2%73}WYRc@^^e6e_?%vFg8EGCEc1l{}ga^oWRHOpD2zddg`@AeD6
z@0^z&#;?2}b7sO``Ot!7&995&xfXAFVq$kB=+zET&GnEu_-lVn&6W<n#`ChbE}gdC
z9-1s-W>6twSs{07R!!x1fAJ&zYrPl6zJBSuGFo`4(N%`mZ+985JvSk4HCONSJxTFi
zu^R%n{Hpo6^fj00I;(02P`&sgVbW^rXRS+p_yy+``FZQVzZ2E_F)t-fZIxldo|IJw
zb3HGmn=QY%&!jk4i8X0n%-O}KFIkx=i+e@w@78>rSMg+8&|zVfl7NbnGpBHZde?_H
zZrb)G>{fKu-I67zPIcU?xD(g=@z=gNDj~@SW_;y&>G#A`*E*q+?~*bj=X@F6T|xJb
zz5cOa?*3K2#Tw5497_&fQ8@j%U>O^?eUILf!sM+%&CZYWKqYX2kCsTSepGaoIcIjv
zwM(b1znq(+omH7Pd#Tjp^Sd{_Fy_4~QDDB9ZSjUpwNE>R-ZdJme|yqy($xo*tGh*B
zOKx4YAzR2w>5cbF&HMAUcSo!`z`JLAqHLST;om#9E;aXGm$ui^Cc$9Vqf@u?!jeU{
zC;eeCpK<otrDyXFoSu3|^11pU*N2=!otL!r{FeP#Eb!<0PNR2cm}>uKhO4ov9#vic
z{7~N^&^+V!OV`Zz{MoQ|>35#T)8g(K&OFl@x;-TMiTOjV68-C!*51`!^>`ZJvUZNl
zx+#&@pPu`wch1?}eQQv$Mex7G62<QsA6Gga+AphVF-38G*5`XmLqKVCkM_Ey<<D*%
z>CU@+>9qB<te&W=x7$DMh;#^<CUaHdo}2L+`{<0-p|eC1DoY-=P71qcd*NPXM%awd
z>#o8n@1CXpnk7H&Q>>5VUT;~c_fcM{Aa7g0kiWRzF5YkV(|G=8X64pzI{o9ijSS=O
z{dL^3R4Umo<I}#7kmL%xy%$v`-B}Y_buw!8m21xx`#+Qlh5kRW^flM750M)JkElM@
zwl;Qttokx&YS{CikJ-V_jV+wKc4_(c73Zv{7tVQJ<^BHt+p7|{CoOqbpl)g*)?1?`
zQfr<y^;zrE3-e#9N5obtOjEn_?cWNWpYHob{5I<^-6tPfVBj3K^1}_N|2y3_TTjZ~
zIqlx1w7M-{J_T+Kat>x&C#B4DRbrmgO>>{k`=z&feTnxecD6k>S=elmdD``ISB|W>
z&33c<q?2o;gT<ontopKMrx|D#{8mI%)!K5Kzb6h)i?iDll6>UWD#Iqd#Zt}dUnJ}d
zxKy<`?B(4Pdp5V~?s#&>GlW@r`e~7p2R4Fv(Oyd*vY*{|dC6S40=IdfVpO+V=y`Xv
zTx@pcOWzd_%Dwg9Zz;)U)(;O-2+~>CDSA4v_n@%bWXsL#UjHsmz3i;>y5fAU_kG<}
zhds-tFZ9>VbgwTdJAB-|d&kl%nvPB1`JP|?vd8J-@yow!BHI`CuV263e0k#g3Gd{W
z>*(%%?_LSYpCuV?PLEY%Opj@WB=0c)b)VCJf)3C2t6CTL?Avm4=T@(ReC4X-bv}DN
zBQ_t|H^oZbWM-eT)RWJzH>qAr%y{_x`SD-53Chdk_G%oubg9}R_}xnNWtA?r7Q0LX
zPuZ@neA@YFlh~YHrOK=RO;nELU4Jus>OPA|r8PP7rVr$TzF#sms9L%w*LO|D!dlI*
zM`a~nuMb;(tz_4KPK9fpFP0WNOZm3OZr=JOY-?qaxBmN#Ex&9R{j$8qwUd7_H@DO-
z&|L89&|g1R><xSA@UC;uvU!TKuirNPUa)xCx?%;Z-47=(cD)0d3!Wx_?*9C+_<OIG
zd9Pe^_=5C#=}Ufx?!J%`dakRxcaQVq8;7T5@d%bDy1A|8n)$*@ZL+2Rx_=*=W@K-y
zNh`kfZAsKjuJqE%PPYG*Mqkqwe$oG(<Gr#!-y^Q{S(Q&<_oC~)>*A7S+wM(m`_fru
zbN$+-*=lc7_F5Lmmxx^UdE#d3mL$5$a8936e)gg-nXjw=-PpBczJAx|r*|uE+q!*U
zkgEB0Irk%V<)B>emA8$r#jW(3Si;w1uuo`4sYF$v)G9VNyN%nv)RnDSk<IYE_H*00
z1grR*)yIBZUgu*q?PCZ_`(l1iDGj~b^ABIus;%nz4vI7r(-rS!EM{HynBQ*fB(!ts
zm2&0J-<DmQzV(YyBq+b$o786VX{PuzBi)D!t^J(Yc{MJa9`nz~9RBh7_9adEz+S^b
zliy-@f>v)y@h>ac#(quf;ND)To}ZuIt?j&Y{rl5`@4e^Z=70J6^3vv3-F15eK~Alc
z$|`LGm2MOLk`=GbW)@Cbd+fynzj~X!nqO5`86In8Yf<%`7Nz>@!s7Cx#2p$=0nO6U
z5A3gfdRnpZ)AR16cRZ}-KX^J<d#!s{@C~%U<jV(>H6a;scM@}7ie7n;RnYG!|4ef0
zs`52gCAiHNNj+vXDd&IdwehOfSq{%X*LQAOvrF&$o<jmR7A^K!CS^12_K%+*AGxm;
z5B|x{^<u$o<yHE*?@Eu|<hqvlVq>NU`;UV>-rnyg3$Cm*+VZ7J!77SdYL|VF-jh7@
zd)-+*yDw*aP3M}u^CL4apM8hkj)+wS|D`V+@O{CfW_4|ws^|2#+jW<oi<<xC>dH%(
zS<mX;<%<S|>%5t5xwVJi-;A#My=8~_sl!vZepzP|cqW#4r>Wpo3G<8X5nW3@&o*8f
z+}v{KE@(1%gS%~W_gB7`>q0gD|II#n`P<Sf&$lgQKOU+UR{F(12Ry-?AQdO7eeu%k
zR+Ur#Leq7xN?dksS@=;XKig}s=-Y3PuI(!gU-c|9d+M|3?5SF!QZjrG9JW}W+|Abi
z-0V_B$+B9_uWy|zcL%-lnq7TtBWQZrR*RS2?TdXxbk%()@Aca!tz^4?q-$qZkHh=b
z$1*lw)7ra5`Ebx`5uGIu9kY0|rXF}%!WNw9{JrnVtyK1+T<?{yC+)L|ELydo@{Rn_
zHHR-0U)r!_<@1}mnV=rj36}4RD=oPWDpZ>u<KOsH?!SPj6#KDhTlUF^9#|Wr+kd8C
zGwWbvNWvoj)xsg$*ke{zq!mkTcm7wHEye3Ay!zJrz5bi{oc%qVrGCBJvhB;I>b_}l
zJ06-}l}KObJ!M`QJ7e!JqpZ;TM{i_Jop*oQKJ%^jZZA9hVB49r;>A@jQtB?B5>~x)
z`NzxPUu&CpS_i+%`1I+wD)+U-6TeMzHf{g1u2a;wev`ls#r`$N7Np#-@I4f|&u*Wh
zrNz2Q#~LkkIr6$Ut>3Y-eVJ~)+=-|282sCxh^u>RXlokojGbO8@yUYsC2x;zUTsP4
zqc>kYuWL<NW6pkOmfPy(m6v<7dTK27R~uUWc3-sV$sOb8%UL-0*+fo?XpK^RAZaDh
zI&JBdQ|a4pObdF+|3&w;!INyMZ+tKJS%rG#Kkiyl6JyAiY+{nNz~td7!+Vxfrk|Uf
z#k2ODKzP~auuiw@%RkMo3S7-%<L(|mxvHZqP3rpDsOd+ncq(VMWxQ<dl(;DE|IECw
z-1~28{I=U+$q`voQ}(Y6y)`jL`~9a6+D!+nU-qh9OFXgJM8;I&u&_$ZLgT2aM5Pk8
z;GDwOpYtMn6@z(me&((Xa%9e$df@OzK4-h7iLuWQWLN9-XY=)~cDc@D!4lr<n0dlB
zs5#fv?fZil8}A%5U$fQgUt`nxKG9fF?TxFOrzgm^{qb;Kx3oNJLqT1HR~Bzn)xm=q
zx2A^N{rGF2%sQ#ZF7v!s8@|{oq;)HNp2oARsngzVy{5%m@qTm30qc!?&T`<%;Hop1
zF8$VwsyaAxM^;a{a_&`$cH^ghwd+jx#uNtoA6VKIc`a(GtKcHvCaKK!<#$Cm4cyio
zzHt2d_3Lvl2dKQ9lb`$2wsTrs!PG--@A~UBpX5Egt-R`bhHQ;|_T;LJbg#RQ)^3Yh
zDt~Tz`t`+OoO@(n8*KUT`E&ALvpWYjoRdh&eOb$^yZ3-oW%hkgQYzJn7Fzm>Gd%fA
zX6bV7S@*YH*Q%9>{gJ(r>1+>!%r(y!%Zd-LGV}J<ug!2-uvC1;s?7KQm+zHIcCPtq
zvC6Q7Ex4%k`1R$vTfNr5Ib$<LG5`7lwaAA139@Z@<@YXR7+p?3Iz_?TJ6|uV>Y(k3
z-FacjEHSHOybrIunWMM;n%3E^b`0qUk4?Ey!O8o1!vp>T_cezv?7b9_ng4QWqe)cN
z!MlH!Nj<LF=~McgwZ?V*H-}wsT&vd#`RZO?vLcje2miIi7jBsn`eC55`o*myHztMk
z%s-f0`mMhucJdhx&nK%4S54iv+#w=sYFBi)%hTIgQ~93HcU~)WV8%v1=j|ScrFHk_
z%bmy#TD(-eVnKC5N%W+WX<MZpe|~)Q{?RGE+}q}e)g)FQv%8|jXk&3L@q`_(_w4F_
zJFZ^3wA*+o-)heT`X*l&znLvP>(7t2Clhw8dab)6lu1JUTH*;KUS2n0RfVSyHb-Cb
znpHI;hxx#fi}T*tows0p09vZ8!#n$mbAD8GRegspXl}M)da`UA&!r2OE=4D0zw8xX
z44TE=qsRMu%dYkQ(NR_Rt$U`$F)(aMlx@@VJsdOh*U1i06UbSz$Y!b_14CYdY@42!
zGiYA&fb9l8=kO(od-pCie_;fgSAD=2(Y~<w@`W6;`6sd;MOC>9fz{33$mguSEb;n*
z7wOlg-Sh7gTX;g6f#F?asf3j_Z*aDb?%v?$Rul6hmn|6>9^8v)U-<ZPK}0%F-{vh}
z_U*D>%?FyqG+<kE_`<==h^xygPe!E(&r@*p)@NYo5qxb>5+OCq=h+D#Z}0buI0F4_
z!46^Ez~_8?$-+(fGgg=Weif4WUH~k7a08#Se0=<U&Sej`a#efh8-hd=Y$Dnhw$7h_
z|A$#!g3ErjFrVN<sTnU>85%ef=C(YZFMTiPrSCddkbOQZuMK3*S2{Oe+`<iV)dPz)
zhd(r4-mtU!#oFd;)9!tK`WK{;!978?jekO0+UB25p0Cer?c97#Jr-<$1>b7}nQW<V
znWgvVY~1=~+d@$2%XF1W^l9>bUZcBrGBYc?aSGUs_GH<%@1BPPn+qo|NDFFMx^#O`
zBPeDHxUMButT&mml5N_J=&G$&&E5AU85lmutvUSRTxN#ZZ2zaxQB}`dmo8ZVGJ8%>
zsl+`+-ra0&_V#h$m@SaJmRM0Owan96JZH<6FLLK|k2t$CG8{0CXn%OtMCO{L^P^Qe
zrro>62a3Cf*Bkhp=SLPl3z7=cHr0QBW{Jj~3SXl|pp?Y0L*%u=m!J1D`+xe*H&yl6
zU=TAU_Wsdde;F7U@{d^Y)c(8u|Kk5&^ELllgf@X(p3qt<@#}~0?5Fn0W_mLi85r6k
z+83UGWBK{m^?VKnh6fsJ4j0(`ZDU|y=sRk~GqH_<;egz0gD)Sye|MK+Vql0~bNIq@
z{`w!xuYEDbp(z(=VE^!6D{x@~t{DZ;Ks<Qfz|_(Lbw&X+$`6(yZAO7k)4|Yfq@&Zp
zI47P*r-MhQgGZ->hxK$Ys1O7f(HPUgpv~xD8A#!cV{Hy%gDYsGF6IW;+UWI5cji8=
z{@e9eM&bCb_yz@sH#h41mNm}&?)AoTgLbpUe|d>@u3n42SsstQYkTsJ413wz(l3ER
zu7N79p81;o|L!ZFsQ>rt?B6x2Hv8&+f69;lFkQ&0VoAv1$NvBSJl+5A>f?CU^ZACM
zb>;t5<&Uuc``o|3{)PR&FUR%w|EjI{^YOl?`Z7T|+lgo7_x)-9^Zfokj*B9PYfkSy
zHUClcoSjSDXXTr23%nJZyiWJ&xm}lTPZ2Wy;+~mbI7R2bm*MyA_lh08?>R~Em%RL_
z#<JAayddh^Yx#YDUX^FuiJo`q;skm7KaRf~r@i?9=fm66_c`SLefxNLe@*8@-Q@<W
zuPD|3T;Bd?DbK&9dwDbcb8`PLyruq8m&2ymW`4-OrTed%U6T1}o$*rqX|BpcAKBmh
zil6y^uAMUFr0j2n+OVT0UPgJFkN$Z)<(Inrl=%Nw;%dTNgS;N+PP^yTZ|}GA&%4RT
z>dt*WANAXEx!vl=#%)*jZ@+dd@|n-a<G*9=UY6(1KY4I@{f{l;^J@d^J{K<b`njgd
zpY@@z*ZgfO-Tpn?Za+iHWABpfS1v1`lWM766zHP;Wc!@-ync}u$F=8*RyG?}b=;gX
z{m+}dPb1}Lhjf+hJ8I=4yF_oZ{kG%LdBI-~w#u{$6j!XaJZCAV<QkB-==!CK$$TFE
z;@@fx3T<_-Yd_EVHFCip7xR<*g+qKbFJJf>mc*M_^+o%(La?0H>FH^wCw-C9NU?3H
zSa_)~YySP%in^cg<F^<I`e<r6tIp3lo;3a0xz?jsTo<wl#)sJ^UoevoSvKuO^n#$t
zhnXc#vOalPD7jmNbN8vX4fYZmYrRtY9y+{rlDX9U?sVG9YBt^3hR0J5Fp5c5E!28_
z;*AWOfPh5Mbrw6Bo=uxlOt`&$jM%C+EX=;kk+Z|}f^1Y|r`OioGnmgT%|6MRB_5Uk
z;!xxK>H@c29xN}9gzVBaXPn)1=(6C&4Uw|36SG@WtGHuMy3J(V+-y2|?g{gJ@gGy0
z@42%v#)~E0p4z+V)2{o1!JFO)ey>RTZM|Ex^v~<+J*O5Gi?ZK1v>?S(K0EGlfy2uM
z(jBd*f81uU)&Db3B_+YAQ!Uf{yjjP-6RYmKbp*bV?nv9<x$&XW+^$Zhw;LTh#Wooo
zJbmCw^CeBs*Fu6Pql%h?!e!o{w&UEd&1>MI+kI-%x4X?5Q-w_5lsu?BcxbWMweMk*
z8&>9Ah$?k3P}`^f`_H3auRSc(=AE*8r1K)|;l2YhGFhGrzxr}^H@Nd>*DAB0;d-=b
z!F4~j??y#BF3FskBF?*cH@-TS5gS=?>+<iPP19LkUKEtoo$=`G%3Jp3pZPd0xjy@Q
z=^nSaS*IJ{j2|*VGtXR`ed4CpXR*0Y_S`)yFhOM&yJ7I}SsZfb-kjW1trRRQ+qqAk
znft(@E#lHq%0`At(zQZsU7vY=oPT|L+rjT!Wiqz9d+L?Q*gAw<@o2up`RV+eDGph>
z=~+rM4=)v7Q)`x`B*>B&Y_@6Bxvx&&wnn(JZ_0VO)op`SkC=N7zj`V|t8rkvcCu>W
zhTdsY=1E>sS}d{9?a?F0$%2X9_ky~YhQ2P+^}POo$C%^TsaHlvmj%tA+AZp*rXR;4
zm#lA4EMwg8Eoxb4#+`;O$(OFyZDy|Uf5e}9p8wnoIoD8IyBTGkSKY<CE`9Y1R$YA4
zq+F)2@=mkZ%Y0okV|%Ts8G&1`C}qlrgigM(#qIF)V?jk9t=!fmyZ+Zp+P%g2LExIw
zy=8M3Ho0ZDE=XCmNZ`~An^h*qJfcn?n|~yIec01wlM>3lwr;xrl2z8M)sX4HYz?KN
zer5ADB@YrfZY^Gy>riaY$XU4l>FU}LMWbK4+Bj#W{(7Y$7A?4l<9*bXoDWX(Rd#Z9
zKHs>sAZ*RC$4={?$;bGxA2Jhh{wbuec$-&F2+zcM-ycYb9Fd!`dE?aBr*3VQZl*dH
zzQhEaXWaTT^4gE-o080&W?Wb{N8G&3{iqq2YRl#NE%I554)Y~=v+~?Mke8O+qA$F4
zEq4gpi8YSge1Agrb*Ki5p0jjX${}H;zN8_LMLLTyVfBjdc@fPq0sf&rN0<0=gsw3z
z3b?asp4i1x=Z`+xq&V^B%mr4}rl<MVx~pD{K9sQPMbni0)smMRdOon3ojJP1l{<XK
zlY^(X*c2Rzn&+#rfKP-sU-^n{7`N$D!5f_lb6;HQe3YYmQPZ&`V5(Sn{&Y@>BA5FM
zKKWQ54@mjs8Z^Q4;M7Tbi+?QjYve9&UUev<SZ{L3kw545RxV}V(zWGjc&LQYbGKLe
zY8(Y0nZ)#LRyqX)1bPI9mQH$jMp;Yi?)qDNg{`TsMz_{Zy|G*Co6)Z;mzd0QI}3!@
z8kux^ZvH*v(V~SG*KTcTxq3KeYV%fSo~Dq}uXP#Eg{+o0d=lad*d%)IM#oXDt$%Mm
z+phlZz|{%WIY*x6tg4=;zvIWeXNn;^?ycxrw%ej=vw&=AfD7L$q0narl@?29zpxP1
z@V~iuwXE0S53}p}>|)=9{LsvGD`8RP+w8FZvVs4_kL$VDE)@2)pB$;d<Y?8tgW2}K
z*&CTR&s(k4-B)P^#2(MBpIdr`Eh1=zpG)h7+e<gfUgh)Us}&Mey0D48Z^rves*xQn
zs>U;&iW1JIYZiZqDQtEQjcDlPd7p3oAR#=Pzo#tKaMR6Df5#(n%a5&k&3dJ*@QJNV
z#5UV0SqxXNM(gyy|6#f&F_EX#STK`Oc%R_1Ze!bjDt79xi+8*}wyEaCyymWbt&7w5
zIK0um#L!{VwB@3cq#38k1f4A>*DSx>*Bp1&ZbM)3OMQcO&d-J6?u$=1?#q?_rY5uE
zoOoJ>@Uyd)xi=?#^o;nC6vXfNbQ8z(9csEaSc0!!YE;ZIdb;pp%2DN~Ma?}ilFBl7
z&K5IXv=Wtmwrc}plFgEb4!L=PN;wBC@}~DpoDp&Bj<ZwDp?f7uE481b><ZXm^nRMG
zjFz?j_qiWtw73ggWeaD|5S5<v`esI{+G3q^Ay118U0;{P7P0sTIqiL@`Tta?w|cN(
zv5Vm>EkncdGuNI(WjCu_W@~KUR=9EgmfNgur@vURhV7||z3U!6|FzrNdbPXKd>dY0
zb$r%!{lUA!wW7-|pYl(-H`T^x^VCJ#rhDxDk}&&3;%b}VyX<wV@}y+6(`z^++|)Ee
zk7Rm1Sg`#@wapjPdk=Yqre2AAmnbN<zh@1%QQBmu1u8-<eHBhm`VJ|!bk9sOzUEur
z%oC#Lc`u_SXfxaKn<b75!?P25*}h%bro~-ytwHRTMTDiAj!fu==&LdUySC`6$?TXr
zV@2zSlmn|fqT)V#-&x4LTkW4)=?z2s))l|yws}02x|+b@-hcO1?LuegnkV;`y$C(V
z9_7AoeFs;{<j*GC%~ln>U+j75(EP6Dcalx{qjM}CI=Xf&;Qf3w`c>P(7g=e1r%aaE
zt?cM{8aMgpPfo$g2GgYPE^8fUUcDPodPG0_!bA5-^W@wQ6t8FqJ<@)rF=2=J=2dRT
z7HBANvm_o_IGgLR=5E*f!M2|tnmB6e{4u)J>Ap%v;-%$fOHHNE#ZxkZ_qDPej||`m
z-O*FHF!sSc9r;6&FPpmgUSIxTraY&}k(ueLwv&>OfymiMiZ>R7Y&PuvQod!~LO01N
z21`C2S}|qXR71}z%UNdMjMKaDqG0A%Gr{?C$HP2=ICVep&aT>TWW>eQy-SCEqosgM
zZ@y^U*U%6jjWwA(dtE=zKKG)3`?0Ohr-@3;N&R@{u=YIm&b6_#cO9xrm;15d;Y?Gz
z9F2@Mv3n=}wXMiMc5l@)2fdsf7sYo9?&w|jiDl<Y1E0XjI=ifmWQ>-dww=EHPD-H8
zCbgfg52Y`LY_^=A9eCnK(tNd~+sdL-qBQnbEaBTP#T%3JaFf%OUbhJgSo>zS?%cg&
zQg23IH=A_sZJSLD{8u+j-@x3z>(3?mrK@Ks`dw7x`EzlS2rtL#y!sI5_NM969(UZ9
ze;c(+WTWb*Pwvd+Tsv21|J!ugp)LAN`R`!4dwTr07+E*|4J^y8^gDH|N8p0i0vVm9
zO|O2j=`1yWu4#S2GMIhe+>6}z^%kFSywGd+J}!-=YH2}Dp<D6o-|_oOs+*POe_Zw^
z@Oh8ipR{?+{^ElFR_<zF-jne`|5?eons-SnXSi?uaosc}>RbAw4X^&qQGe%fen0R1
zb1M%2?TZ%wYkz0orgPiPwwJFuy`_RT;r7<6&k`m!&OGzScE-AAz9qXhs9xQ^CT_A%
zotVOhsTY@uu&iRUwLS88Qz}>7hlB|}%~DAUT~-hEVqzxtUD^7CEikku{+nk+%$%sL
zCC?VHhv?M!9!ODqaU(+1;F(Bj?L@XS*H#CKsxM{RD9UwWHKX8zz~pR)4Y#bG87@3`
z>hUb&Ut14ew_DJB{@R=?^Q+WXpHq{wzPd5I_AT?I%d&^c-!d1u>@qm_UM1;@h5ny;
zj~V}(B{&~2NIEvx*MCM#aqhbK=q06l^m#WN<5*Z6y+k}CdI|e!j;AYUvbetwev|Vn
z?#8VzQ$wTXsQWP8m)SVGYFBxUcYXW^&mGIVcE~?Gu+;H@l$2SvhUVmNOB*JvxD*o9
zW^nw4Ti_-w2cs-O?|8>ET#C%1(;Vyj6PhNM{79S;Qq|ejeEtJx#0;;^?mxf0oFx4E
zpQ=i`|GVFZ1H*fn_fD~pm??BJ<)GVV=QH0=99*|b*Lz=J^t*L_vYLB;UA^@C5`(+&
zh99S7Dm?$U^)HFNF=<Qi<jGt5pYe6HZPf~Rp5^jHy71K`=0&?>*XD07=wX-KW&1n#
z)A~7+8Ld5EtvO)b>=^XYUT*68Vusbu);nFYB{nXfTr$-rHFc%)zHX_Dhu_FMu3qE2
zYhQuCyKi>;{cVaLWViI+V0phJ$VlY7(dMY@Qo@t^<JPR{T6@FfdH2N7jjyB9WpAHp
zddy_vr?zV4OxN}WN#{dPxfpLwF<j%eD<S+sOxLB2j0^!`S9UD=m!zZaeD%hTny%*f
zwx;&)QGLf+7fJ@ld@R4dZEk|ijC1FhHa}Tix$oAVZ(C$vykRldOHyxfxcuN}Q$LTi
z=kcX4lOE|V@A`5eFZ$5Ab3%fr3!>w_PA`f3?VrE-2>*qve3$=r-G5X3;pL(qKBevN
zw1xED3e2>ousk|{`D5Ozxc}P%SEqJ;?cTs_``+x&A?tpApUe|$7Cg2!Pbn(5sDIm9
zzDQZjz9#dc&*qpE{wF)q9vt1&`!<jBlIhutR`<)UoqiVCtmSFF^N5J-pXEC&dCzXo
z`R{zEu`iw7&4J(Sp^kU8l-|8pFR~Ub`X*7XCh<#LetlO^;F|7FsqssN%eSm_ShzU&
z@waaW=ZnXc89h4W{_vM>p4cM3LkSBO@?|9D>^Z5TF)>4knSbHgL$21Z><kK8R(R|_
z`KwQ-ziC2gvd5N!=NlZ{xR|~*cWo)qzEGCP9rmPIJ@10OXn$ePY>q=y#6DSk<&<E%
zlov0huH9AAEhu(<>W5<-;WzKP-C$V}VG&T65EOebwLN{J6i3FUYqEP1zRKO&GhycX
z6<$?A?I|;BJImHMKirdGZhK|Zo;R9vQ(g)cU0uOD^+AZ#qn7icyjm;2WSShAc1nMx
zMbomxn>HtIb@G@n%n808p<=a2+bijz2d9^}o!%ao%e^ZKypltkCN8zUef4Ow)bAn#
z-(4S;AD_6(!1Gs=>uT523<4Xxdee6{Je=6Ar)5@O>UZX)Sts|T%304oyh=A(_;_{v
zOGop1+dU;0E<d<vG)u`lk7r8M%8Y08X1;5!UACq~JLzm>@qtelN?tbkq_T7h+~SR`
znRjke>qPB_PbXa}zJ1|vOi0}))UecYS#z%5`Gt~uxXXm=mHxiBwGa&1!Y8lV*qC)K
zI{Q$oWH@i}nomhZ3uCIC_Db%4!@f1NcXQg;6Eo6}Yz~ahv-V+|y|(h&9WkLFH`ofE
z@J^StJ-l+R-};)v0{KsNt}fr1*s%6eyv&Iu!K&KbA5t!ryjr!_be+mH)uNS0ALnH7
zALj0O%f)|m>-CJ-sg^fyD!G1$70O>6J;A}-v2&I8?FFx#b~r{HOk}k&>$xDJQXJ9t
zvFT`>tYhi1b)31mQVtfrRtwmI*1X-f<_zc8Q~nyqH#&QC>cz1f+cdMNGTO^S#_H#4
zh9tq9w+lI6uy2{jT^=}<lbg$eOEp_ed^JCx%WLBUMzS|2Zt<NVmY8{olkE%p^A%gO
zi=Q^c&peQ~=<%sj3cSfzL$a5|Dj4N8z1+{dKJbdLB>Obe43@e4yElnUsNT_3?cHRy
z!s@ow!&7o~maABw-<$Tu_^OwvAoByQ7dz*@KR#2iF-};0>ZylpXD!7wH>UXWcsxrB
z$@DOIl2q|Q{bR`KJzd9x?rW^-N%zap&^s!y+Czvl?y^e)XQ<qrYwOo^$?aIPt9t9=
zK8H)08M|70N(&Qmg|_fa{Jh6(m(R~onfMpmny(2bUDTQL`{dVm3l?ci`<<K`nme~+
zMaAygePw$TmS#<RJijn}=>r!BBYz(c_m+d)XQp@L>Hhcm+}POdn!2#=<M|9O?x+c8
zxBb#>zRfe$bXk?2Chr6N$Vfh0@1%z;@6-3XUaxR?x@P+!){P=<o2Q?=&3QPXwrxww
z!xO1J)fd)pmp(SFq@z00V#kfIJZuTMIhQv3ne27tu{ok=w&mso<weV<u=OvxQI|VU
z-}PhSwyaNIwk-A%kJ_=oZ}H9#)jyf;>4t3F9>^ucf7)wv^lc5E1YN20pR-)Iel59p
zD?dJM)8F^nZPt%}Z<>5@i@>#=`~iD6?3uQ%`Oy|nvnK8=k1vcbJ9R6LmMoN#6*G`o
zxpx-tnFoyCbyGFZd~}@Ydm=Gve$948`A_=-x-0t6OqMywzL8b?mVo?wxrenU)i0PO
zZ=bOIMwpQ-TTEZi7vA2o(@N|*XDza}CYXO(<QXibE*zmeV~Wf{7nRQu7vF{OSi8sR
z+{#_?r`q_I<5S(fj93>V-5DKvF+E`qw4W>}mE~zo6YZ2QNa9y)*L9OWVf@Rf_u}SN
zOJa>!XI?4lySP?)dz7-OQ9`fV-|hOk-KS)wSZ;g}-k_5m5;t}CibqK{QmXR5d6||8
zewyGarP_R}bknP&rN;^mZh!UZ#U;JoO!IW@cUv+v*QxDk>a0jo=B@NpeZ$c8M{i?x
zr|<Pd_e|L-?G>AsUNv2@XoHh4yPHtOR@uF*+!Cv+0#1ak?n#YH2x@g%CLc2SLHDHA
z^|3mg^1oFjMV$Pd{Y^Ob&-8C7Yt0n13+gv1dR|rdV0nA1qvqVWH4Ez-t0m;J&sc@#
z_C8SB`<L5gkE`kY=JPuyujnXEZ|XYX@yLxS>(tr>`zNSHt~`1rW%Z?Ld-4{x&YN&4
zll^bd%V`G14<@TzN-b^7eatUamcxBx+FQ%XHv}6cb~W$3(6(7HuvRO`#p=Sbuxp*)
zz8<JM{JrV=I-S+8p4G2?a3k}osHZb~h3=uyZw3bfzdpG6>hFX|i{95-Q#9MPO1AmW
z$qf!qJ>2V_8K%7>i;q94-z=(??^xrV#Kd-HWlmS;+U4sU-(R1x**!h+jq54>jQh*(
zEv(p3Dpir-Wqo6o)q-r9oV!A~S4;hU4i~31bUd$4<FycqJyN7n(DBez>_^$+D-YgY
zbbah}_{&yHZB<rn)3tAR?qSo}r~i}X*Sa+ckNh^PZ29~5c9e5fTi5K{;Y*G!JW;v4
z_<q4J3tfA2EwhS_n>Ked9&*i`p{la$-13yzw`C&y+g?vw&u?|@`g!TpEnWA+-S`>}
z4|(Qntx0wYzIJg<?)?|S89w@{f@XYAmaIOWynH(Q+mehDFZqyZOYfdfm?P|X@#iax
z?S}Td*lj;;(uljU?sszK;h1wB`Uam9UOm6R?@5bKbnq9iDbJH%C+wTEM(6S+r(-cY
zA6P_fZkoZm(r<72G9z|L*1*IMjMhapyCUA-n7inzkkRB-8+sSBpV(h_QZRjr#6S0G
z5`iDh+#ddAjtJpN{xbRLhTrLR(Z2bzEC2O;S73Cy(8ck{;iOH$XNILR%cImbEYdu3
z$F%l1w}Ho-2P{)90!+TFu$je?IPs6;a-PPtM$Th@=RPznEdLtEY<Q6G*46n_*Ymr^
z2rP)7zsp?B?8z0LsqZcrPG4syBKz!B*^9iTiz})=JMQ0K=Xs&}^F-!jmyfizUpx5B
zVdkTs*{iajW!}mx-uNdpWvQ;E{#jphFScdMM<cT(dS)0&sb<`qWnHj~f%}ONpZ}Yp
zy`i&Jl7yLkd;C+kERQOFrL0_?y6TpE=*A-=s=w-D#hK)yVhbBq1qv_wtnx?D+CW3d
z^xwBW`I3}0X*IS+msan^hPHxyr`(RN=+ER7bT&Jj+&eLUX=MQ4`{pMSbC&XGSca@o
z-fj5P<g*(4k&S*Qm&EwYzQb6vmfiNP^%FmPzoXK>yX4N7o{{4W-*&_^{LjC6hnSfJ
za)fnC(w^BL6JmWaooh0i$E=yhjW_t~UEZ>JM#a9~*?o_iRa<&kdW>h~ow8^?!857x
z^X=I4<r+TevLD{;GwHExd$~4eqwq>`jkGN{r<&WCc3w#4RWEC*<6qusR-f#9&G6TA
z9=$Dh%Ks~RgtN62npXArZQpQrQeSx>OXjUx<#Vg1-EW+zK7B1SJKwJ9Cnkrow=G<<
z?CnbK#S6uL=Ur{Qp(&I9Q9(jheDAuw>fTNFlr9`IdCr!x^m(GBeD_aBeMO1D>-V`=
zAFbVc!SnRiO?h8q3MVnV4J`Q3vWop?$+JBn{K0+&IxpKar<6@9o9oEf#+I-;?aM0T
ziWg#UMfPS{|1c6YS$EXC=}Ua|HJP5`&dfhYr;9{$Ixo^YcID#T8M`FX`Ya^a>Xu)s
zy=SmhbK9}9(Cj*`A4b#L=l$uPbu9U}-sD-|r6+%n>aqSGUg-O3HLKj2Ti=iL6&%Q1
z95(yuuJmK-orl(5;mBF#Imh2y{EYGQJavJBbJ3T16}Mi^Q<book(Tjnq4BY2XS!l4
zX3X>T??1mc-&B1Kqv&_f_O6J&!$)oyL|)x_f1xDv?k5)_4t)?YFXNrm?4LZJtNZPi
zM;(&w-_(@^75Pu^ez)*Ix$LX8>opeLOx}F?ww?5an5C?u%eTHe^Y+HZ;EowfeRR63
zo_A?9Hmnqr^M2;QGN)hRrbrcMX}_}y<HOq1g}jH4^olavwiDY^vh1MY&6&)?r<gyV
zU=07!dHUlqyTSz$CEK2E(eddxq`zfNZ);M-+gq%177F|CMtnYSa0`nN|MReCR$Olq
z%(7;6d^=Woy!xnE#-jQIron!*er(B=Pr3PRpRj+A%N6B@udB{9&b$=bv+m&ZD+0$?
z8Vb+WnzdD1aLJLif#SkZ!L|MOce%8LWo^pdzbVc5T-LJnx8CxJ3Fz>>e$mKP6;rl*
z*^!%HiVd2r)3SucCT?O#I3y~r(D?Y{O{dnaE`h=vzW!%luioW;^20x#j!Ty|G5Bb@
zuj;MvwPuj?aucb3khRit!-+XU+#U{w>KZ$Pev70At-5qXviTT8ijaMkN!!8dRmq!j
zWGo!+i-uf&^u>!)<BjuFxmZP46K+cnZIjAfo1Lb<`F^We@o<%&dhtA-HQ#@-_RqC=
z>bQQwW!Ci%CiLX+eN>gtPAb;h?_DF@xp49eu4zx7R8Eq!`M8WZeofJfcT+8LpY6;z
z&n@g~KA&sNo|loWy$?;wCxq7>zx6I)<8hhQW>vE41s^PZ6~11(R8|#M;}d=U&cSbu
zXO?75zqod``o2nww-u`9T5Y@h_q4LTt`A|qlk6m_eErSmSd)h?6W`8Smwa1!<-EY<
zdyl3XsBY!{!Y7qemtdT;;_Y2iQx1tM&n4uZY~L)J_ebsr=kes!`&L4cu?DO+&zCeO
zuSxyYlzz>`py6aqljnAO;mKP|Z?KvkU2<_Ncl+beoqc;N-v+%na3%2C%>Joi?Q`cX
zo9V^=ZqJ(IuO8W&a{Q6KV09qkSmW~41dac_7k4aS>n<sK5R;f~uTtjCyDeV#!l9#r
zdWLpxi`r#3MM_BPm+6<ii}jo#9eI25#23apKBmq+Vrwun_sY7-r+3U-w!U9C@_gQ$
z#O>+n*RHnRc-gb@6no7i;Xt0kz0=*+NE%+TTDRlP4$CRmFLg9%gz1RB+`^V2cP3@k
z)=wWyxw|-1$}g#;L`+n8{^U-gwroq{u0@Xnt|XXh`SW`>NIX%}`BtI8cko}?)XAE2
z&t83~WVGpUfg<mQMUS#I-Y@pF`ZMFX@B2j;o45@HuRkcbU!D;4?0|#a@&lD|FXu4t
zR@(dU*`k+5nk?@;razk!-6_KH+3c;`?MjiHmCd@22`Njp>!Pz?N38dlIqAS&<Ifw<
z%}R=IX`jDVg@2h^x8)<LYg3&SpH(_tY-~RB+HaO*ilg|3{w=%{_T36K6^M-g#hog5
z+lx`#!a6Ci==3`Ww&xSB39Q+dd?w#!LwttKu4^nISC^eLUn89pXy^GN=ds7l^`<Gu
zqB0KX&ArgK;_x}A;tSgM4<1y%>v%wF_gcFXkqs$5Q#;n3<nwC_Ti5Kc*7UpYeW6X4
zWb{6ySX$grw=CIudbZ@uDm|&K9VR-OSCcR53+?sa-o@S1Blb>}|Ma=$=s7lQOI-6F
z9iD2v|C`Vj0~w1ex(}WoOz?fhwsgnFQiF>;<&zh+K4MC55in<p+Eecoe7?*w=fw2x
zX^OkuYBD9v$~JpVJ)Csa)5=1+Az}$HhhCyp$0ex%4!+Q=<Ogx~i!2oaxqb@lapQ~-
z;a#~_`0>UG%XXBx3iB>a-*I5KknW>9C(kgcbxnzXd_dPMywNbPx+*DN`_?oQ8{4Su
zQc^qio!XF6eeBdrZsxPgA}hi@PlxZ($jiCDHeS0b<zeOGDbtUs?5Ok%xqS3?qP(Z_
zd$~5&HPLKVviov5-dr&|tobTdd8g*KR>Sl66N8SQx%2h;I=4xzEI)IFSDCm6iG)Xm
z6(=QK-j-%~^_Ygx1sgA&jJ^!*XWEJ8iib1x1tfc0irN|Pq-{RFvU<A98lBhIXDhiV
zmBgC|X&pIv;@j4(LH}f2j@&x@)y+TR;9Q%(=eFpsd3SbU@1))Yt=ECk4-dthuJk|N
zTK8GQElK0-hhtA<%=sL3k4`Uq5O^&vSLTJX-@MEhW_(GVqDdZF9cFx<?^n#+Va(CS
zaeN_9%JxIH-O2sV$72nSJo1i@*=ftQMEtcW*NVuVtF~O<Hkufov*mcXFt#&YU;)F8
zmtXP(m~<x=@-`V2#xy@Lxc=eLpS0Num#>)anOC*=K$KorBG<3`?wR=}<+mA+e6h_C
z&0U+wX)&$yM&QX46^EHhwevG8^`5#`9_I636(DxB`R%TS3}RK<BJFOAkMFN+J;c4|
zzNSdbdJ(;lmuKr1XOypKkN-XW@w6oK^*pOPS~Zso-1%^8N>0_qT{E_RytK2aB=v$?
zipO=EH+lC<kIT4i;M+E7qFP?ys@2uCfwLbUvlG+ExYN=Q@@Q4gum7`;OYJ%I(Zi<a
zoX>}-FX;kHbL<^s!>T{(@l*&M@Qi2vaQWK5G`**eyH?t;UU;}`+Jok|l2^_#X1!h)
zR$IR9vC4$Q^NuL#XMVh2wD-Kv^^T<IAX|p+b+TUk5y$2-#@^mm`Ju@*=KiY-XV2^s
za*|16ytH1Pr<srMv+9)Y*iwcKRf!H<dYu~?o&UTzH02=sC*gNa$<-P^-z+<w)iOUP
zX+}3=a9G?LU$X@}%GKlI53~99?fbn~{f^_>o#&;E7Fvq_xVL_p%$wKjbCm68=C!c0
zxy`IvdcQ*{_H%+u+V!G^-+O!0A`DI{bX9LOoOQ>?rF+@EQ_HIana^$6$-JO;N2vJ^
zqo=%y$rBtyjw&t^E&21te3PM;<r0U7)fQ33&LwPXuD(99<yFYkyKRkEj(j!|_qwOD
zOzZJind`9^7Zf;udbQ4|ZTh{SD^qG8ElJsJzFuSF8^N_Aod?*fwZvBa51Mdn$BNaA
z5mM`O1x3_Xa4$M}?8is5B+jz!j`fKLj!pS{qVwxhE&b%~CGEn&ClhTff=lWzER>nK
z++FI+IVr9^`V&Gv^Do{0G$DDx_NceskF2&Yyx}tEhQ;LN*OE>;oNB%HNa*UuAFk`1
z7MQdD_VE7jS@P`lmkTblgzc?Nb^mx|S=i3`H3yP{a#qUq&wOPm@NW4whtNa5*(PH4
zj@z|9TnJ*l@oYxgvNzXM^7MP7MGrjnGhb!0c){PNzXN7XyR*0O#;dbUdakbmHLSuW
zEH5wIqG`VD%a)tdjqb|s*)P91ru5By_nCPn{CiJCzkDfC(^j;%dsbJ$!W|jaysslT
z`&Zlcmf!g@{a=E(@t)WG=XSJC|5x%Z?#o^I@3+6EFZ5HA*`k^h`oO)!^y##Y@1K0%
zPhQDkGfmZajV}9?or>mOJm;fN%xQjXRIyj5E-JxI_D<)IRm<3dmKys^dUGdyVS3Nv
zW8Z}Dhwxw69xl}UY&!F<Wj^Z?8W-N^*=TV5%IQ@XUR-(2eXQH``gQ5vEqXUkEYq)g
zBC9I!{)D2~PRXZQt=)b%E$2+DIQm51cwWV6x5~RxMsr_yGF({5crClQBUJ0$<AWv|
zlM2r~__ZzJy{Jd?^}hKRPi%j1BP=M`<k;WD^fgTV2|Tt24fnpk66lU=DV!=*(ZNx>
zJ$bM6$*Q=p{l;su>h`<!yB#@Ect0^`!TLE7-Toh06ffsk&+eSyIIF5>!)y)5gYrJB
z4^M2UnCkLRc-n^})hogun~NC=ynfyL>5EJ9$#bq9lM{7%zO!1rdEGwQ)7fUKcfOO>
zBsZ~?uV<tW_{VH*2}y9X_;!Awd4euO`IS|x6B*W(czmh<c%n1TYU<g?hutcRJ6hR-
z_IN4YO_g){7OZVlAFi%E>(iG8Gtu7;u{+nsa_*2#`+LR8S<PRhO3S2BBv3Jp!|;TG
zGJC|4sqQx#zTPt_u6mStP;`+1>)PBEnvppwsYhNm8v43VEGV2f;rSxQh|*_W5)Zvr
zwEUNBZ~ql+d+G%9tlch-S+89WO*rht%*SoM!OdFX_HA$GeAZ7sdssYDvtE>}nbzTC
z-+8f9KsHM*YPL96&arh77r&&nn=ZLMyL;Qhb28fOiYtw5WqvlwTxrj4Ws3Jt7Okke
z@N2cdtFT+is-C4~Szf2z??rU(s%$h_w&e8ukaZ4Sd;$I2rf*~@?T_BL`_>m_xz`u_
z1vc+#*d;!{ImzdGXGQ<Hr@I!jNqdA^uNIX4x$5w>-G`@~t=(q2v8~FzGi{gAwy)xA
z)~bfb9_+m~QT%N0wNi__SA)Z*oy$A#wy(~><kcGfTDz9+a?L4@><{%KnG~yk3f#5a
zJe_|>>1OMRl~o=2|8*kUnDXBTJaO*27ZxINAVqgZn2pgTr9%o`zSh=Vdmqj^E7^I&
zSZ&ttj3^_evM(3ZCj`B3ll<+qk@>rL)^YoJZP%RU+AjTVG2u{E+oq~#r=lNjaXt0M
z(EZWH%-r2Cj2HRt-6QZre@^I$(iQEwYZ$`9LlQTiy&#^Zws&oEgz{~jvb%HL-FI9x
zU2(*TQ$Hf6^I!b_m<->W7h^IaKblVMUb1<;KF^|uhHrz9vC8sYwObmYFCvj=cQV|T
zZ?l-Duk&4*eF3u%uah$uF7IAfx#rIqedEZVmG$fYXn<AJ*4iJw5_z=Neag35=afU|
zH1)pRzA^bm&*4PQ=@O=Mg~jY6J*scNJisTt@@3qcW4o3`BzN@uy0DnNYXh(J&#GIy
zHa=&6yT58_xmEOfv#=jq<l-z%YS%JKziGXFUUYS4v9o{a58EwGcC(-S%iJ0@L1AW9
zyh%`u_O?keYQ1?myJwkyo63BkM5A3xJA38z>pK?oZS&&$=p^;6N=)1Q+Aq1J!|NEI
z_DTh4xW(pVnocRa=wue8`ugs2P5B^K@lPkDcUUe8sPCE(`CHxVU6^E>c5Bnrphr8u
zxT;;>$o{ZHGH-{)jLt~S>)ToN<8D>tE}8LrS%0L&dP(C$ve6g4Z(1ktn;z9ut-Z(_
z*KPNO?I822c|D1pd45-mcC77T2otq&*(lX`UW)fbQ-{*Mw{rJ%#FN{dADk_!cyono
zoya=tWvQpSf6E5l3%YkHHDYq!RpC1dY?EdlWUza-?B0bdzufH@Zpr+#JEwVA+cGnr
zo%{W|b!Kcgx6F@ReQa_1?C2eLCd8>`Rye$#c=TqXf6~^cubpkWtoTw@q{2&AhTWae
zyF`#tWlh)icFu!0lPCIqGg>)+QaOvst%Ju`r#!Ef_geEzoJa6=k=x0Do<`Rco`b(R
zADF%SXHw7guCezU<Atj1HB%kZcg$uLZ*rI4a{lt3FZ+s8PRy_f{Z+D6`ST?cP2bni
zExKkOzB)68A3Q$SHm!e&&%*m1r5xsN-#7l1UAyq(RGI#Tlg?$|eLrc>jm(MOx1RNi
z%H<wjE}f;W^7_I*H|JMZ4Bl*F&-Iq(W3)Vb?%UF`?G9R5)@IwZ|NiPzJ*8&nmZs{h
zI^XPwb^X?EldFGpHf@_**|s3cvVOi#{I1R%pVx=NrK6I{CoD0PODzpx&Szg<vf!EM
zp(O3~0@Gf1FWzQ&?dMlp;S)2@aEnd<u2OT*^5{buEha<V@>74;bpBT6j^KX#({}c{
zSe2bND~_)Vs;^6xPP@(Eq0*vvp54MS;hV6jQp2LQ>3QCY3b%6mq&nBRyGLq#W$pCl
zSrw7Ip;F-5u5(!hYgB%h@ump=Dm$ob@wDCTYmB@3A?>2?`P(BbdzN)iG})bYbw}?)
zp06)-6yMzK3EuO1hECM)=Z4K<$2O-f2{^;BC`Ee0uejeAdk-CoW+<qxvGlWOh%sNF
z5~TUBc}c&<?ZhC3z@rjVUro3iZGG10LDJP@TdFOTUs}n}WPVXm+G(_O_XCNVeat#L
zHmo^oy{AcLTJ3$g=pO5JUY{0DZGCg#6r;|XO$^+tbQV1`T3@yO@E)n{cb}H8-TUhS
zla_QbqiB1i1M3NmQhx3-j^fhC9o@#&R>85IN8<jdCw{a2e*V0y$ITh#2l=+iEO!0A
z!+&|v`#R3a&sKj9?TUK$?)Is}GI}kW1mqnoZ*b1ndBfr__Ep#_QF_|M4NdCr+Z&sk
zkGCJ=<Wjeb*<APddXBZ%i@Ge6VrK1GI~jSOF6(0FtNCO8uyety-oPz9>bG8puDZzA
zHTwc%n8#&D?G=@dIRyvP3T!4OGE}@TWj7UG?^dijujK*5&i*%=cbu;=9_wVzjg!e>
zPYZS|u$y<|?X%-%XSJB7AFo)=;aSbamSc9~{n_Tf)x8m1cl*^RN&A0a|1i9<f!#QK
z$6Td{6Sf90NS|G6J9T^I&aLg=OT)K+`*7;rYvGUuzDw7<nZN7XocpPJ_dMU=W7`~E
z?8CTn=C-W692};5XB=GU-(S`HHt<zW%*lJduHD@F@lWgZTRV=;{e3ij;^ENuhaFi8
zs-90MJrMbtuWGBvnz!-`UF||m)ITsr1c=*p&QF?fgU8wTB7^fh(T9r5qE_BEUSXo!
zd0Mjb<4ad3LyhMa9F?_iR9b>AGx_ujzx?N>QPJU$p}wJ(F|AuRBQjYo@>03SY>m0E
zw*T3h@cx`E=aJGk>GM78rB$^LYc$IRXxem$3-=e<%vM{!#P-qhU%DFWZGw(H-P&Cx
z(QeXYI9HLu<NI%O{f|mXF-)O(2_K7`XHVz5x#!Lj@!+zr?bG*E2COfR-E*WnjE|{d
z$<eBd=k|n0g!k;MiHPZ+@;D_WQO!E-VSwHd`31rG!pdg9*Ue(O|A6(e=FaAYYAqX%
zhko)D+5YhA>)(x&*H@psUL|8z7V&9;n!wGByb{-rHS?CTilym(GSt{oH^p?%-!HPY
zyY|1YaapuKVMlO$bV&FdM&>E2?&)5A<z;R8LiHS9XyLhO&o&;7Ji5iQ@EvEnwB*fM
z+Kr(b!gjA~YGYdc>gmnbarzO_S9lH<s>r<Gx8TNEUU$|j`)g$0ZH!)M@5sRx6n$W_
zL)tNx30>D8aekHA8LPy{woaLy?S4@6b;fXGsjWd(Pp$|0a9-hABf8gx^Z9>6wj-17
z3f{W)Ys=f*-AA+fCtcmMWmVqV1$(#H<*+<?aM`Ebw)3l~&fWV-()-?UX(-BBuRiN2
z+&?3CmZjv`WrfSHY+fcW&&>Py!tzzylTUp8kmj`clxc1C^wKR8;tb^7ZC>=1+uBw=
z65cV#H(lRZVnTyJ=*8#>i^bX0FKGrBPH)Lu$s&D7N_WfLUvldtO!lpqT_x`3|AOh&
z>+~Mcpgy-9hdL#a?{(F;Djob^H9h3tcER|4`ezD5@AEFY^OMKr!@&!2UtA*#x>hZD
zEc$3+w59fiii)SslXkcouDN?D)aV1-9MN^394`ADGkw&y?!W~{otp9$vpu`rj+8Lu
z+I*J}=R9&>GuGnJ#QcP16%rXQu9=<Z|1xRWjI-v}YyuT)jboPQSG`#n!vARsbFbV!
ziJtsb)_jZxYq+1ETgkbnC|Cb|@4}Tf7XGupPE(gVwfVNJ__EG`$?nxPC;zlfmo409
zzIM5SS=(H7pBWoAP3AeKnOht6{bk}r{k-EUYI?p|>m$Cdn!cd@SViC(cHKse=hABb
zE0SDS6d7yqoEP1bvNBv!GrXrcGGC;#s-k7ixe)!DDN-h>7iHwG{CZu{IG^jX#Xb)O
zhuQI~rD~?Xj@`_r|L+2K^vs=eV$&4zwnXTwRUgv{*vyj1*1KD0zR=vN<eam|*780|
z_*A#?&4G`-FAJ)ik`4#wXC8^=TG4&JARz0wsuTBS<Api<^f}*aOp4Jh+iV_j=#QL@
zjqTyQ3kSNFdtZB7w&`$&z4nKHj(eY<zuv$6>N&ISvc(?Ta*UZ**cQy4<RGd(XJU2A
z`MO6|&ng^e8DE|8=iP(l?S(zz>Z|6ieRS=Bb;Ogya@!B7x>PKcNysmI&;E($L(kd<
z=aks{EHAe{Xjr=}pjYY*r@))@?7n-2RHGNo)Aw7vJw?I(`eb!&=4_L=z?SluZ<FVG
zDZGjmbed9rB0JRe{elCFKh>Ih``>!}aNnM&tJdcpeqgYB_vB*O!^SLI|Jb7LvKZf+
zOl#KZELw5iR<<PX+N;k|m-#%h55+$e`rLI&BW?w+*?#$>>*C8I^sC;!zOFBK)-(T4
zWn4yA)#)kg)u+8X`t(rQw)?GFmlW2C@88dVN8dBtmOWbcl8lS1^1ZoNtBvNF-x1W3
zDbt&1%4yLhdow22>PGnE7rlCY-=@Exs{C`^iN@7|@$t{+`MI~;*z&w2Z{N$CtDY!W
zuX?ID@3~gw&d*J2m^c5D=1sU)VQj@_#9Z~N{G!zrU%7%wx2L>e(sf)HyFf_h^Vipr
zZ|aoePhKg?eYI6{mR*N}px%QEN#}cG*Oom{;>cJs-OT8x!G06z%-o+#ui9KHtv~ts
zU^%aJlx|?sRQ|ve>q%Sd)+YvBN?)+%7qiC12I+(A6t^9V*Qnn4uBm*+2k+;qHD0wR
zI3GLw@7w<D-FGdsJyCB2^{r~}TwM`!??$+s<Lm7KwVxj(#$DrHlCO5yWzPDdql?3N
z?DzFteA2e<oXNWSmKPIU<8FSGOX&-W2zhN_=u@U~(lLAG<C!ZX|1y=CzR)Q<v4Z<f
z_kOY6%<>B@P6&1{OOIYZF{kJG9xwOJDu1G_q~f+$eYfo^+H-C5hB;!ku5q*8vOR8N
z&-YjBSu<zh;+Y$H*#q8Be6qlQNq6(i#3eSDgeI&ii&)93ufMuN;ib?6p2};i&rB`k
zy{?`5wd&Wl+q+iAPQF>N?r!5OsVT*u6+U$xy0BVh`MPZBQ@_83pA9tH@b>gaGY##s
zE8ex`qJCjv!FryNz56VF?^EB`EU~Wi_}zn(;+}qE2>Nnx=c0UbrjvJ-XU#B6HdKtv
zw_%di&sY?=qG@u;u{@Rcf6bfoVrvfA-i&mN6|S)Jv*x+*Mcen3kq3Lus<7+*N0wjo
z{&}W5+T&jNrB?x(VG|yUg{951b<Dqh#^|WeeUsea_b#rvp87Aho>(R%z4e3M(hN7@
zjfqmltVaVH@12zRs&=z^iCOLCFRqtYN>+JQ`-g8>v;F$ZKEChOTbIAs`sLGF+rC|D
zRy)N@Kb<cXmc9`q<Quk6Onlb#J^cri%e8Oo=1u*1_V2x4LLMI5Pxfz7+AVPLeAB_%
zX>n<djrW)jJoj9GaNj|hUHf`kWcku`nM9(EXGRAU<ZB;1IDOp<F_sM3vmHUMUfUfs
zo-R2V>@g*D{Q}cBGQ!^5!#6m-7hbde^C!-<%wIdDTEB35nP0f&(ro*5<1Ll9>r<^+
zJ#V+nQ!D0L^(>Rq-RaY{|4Es3rCfY(&i*&mFyH3(eu3Gs<MKBS6tbC>*fjF$e!g=#
zF6~d|;X<Yv;^O(@3=zGRXL)D;n;SW4U0bir=laCyAKxEHoj6~r?`59u&JF92ZLe6^
zU2N`^b3<yE_NNDif8Wn+-TAE@v@59Q&&T`wkIbtq5%OnU!>!&?sLdajvEB1`JamUp
zi+hDaNh8mm4?iy3*Z*8!|Mf@s!OzU~C-(%GDpXC7J0bL2&6M@ZmCC@ntIO>SegrY}
zpEaN9Rn;HWQ)m)1H$Le=>Z~2ox}RqnERlb*a&^sd?sCyX@e?mtJ$jIu8flaN@h)rj
zQpNlQpJNz<f>}1#e`GTGU48b?vP~*4I?Q8@Gf#^+&IrkR!z>YX@bt@1Sy5+K@0=U1
zdn(A&CtNEh(551H_aE&J*=D^t`ybhI#!Y;%;=ux;&D&~9Bi<?{ZCw{z!NxA0yyMwp
zr*~c7yK3EUPg&XjI*;F-Md)v%cRAm4sdrEEcKpixxZ~yVM1$zOUN(8tO7pDTS2I2_
z&i)+!`qRRoXRki3(r22ixBaWYgsp3Ou0FrZ7<2Eu-u%948~>%|3p_l3LVRY8=nsQ+
zC8{y9?H>i^md(`fjyU{5V6McG#>MHf0+o*fiqc>6m^{$se79TID4aKXM@;lKfn8?#
zg?p{Gv;HnfJpKRS)tQ>}R;T;P{);a@ziVgOvv94p`2QcChVSpLcz3YKyY9!~=_hvn
zy}svWeP7e(?MdnXKfFDC|AdkeWQSE_CMUbr;y3*Nzf9Oa<^Bi#8yVU)oyC6_mi=3J
zIO;sdy0`juYqw0WiLsjJc)NaMRK@B-8B^J$sr8a4I8J#mN7i%9tUsWd+i`v#zf|Fz
zry}uYa$Zl%=WqFbxo?W=D)&2oBK9xdIe+V_DPLW6jrRQfviO+)%uCnfrFLD~zxaJ+
zZD4}w_n(jFu7A1tmA&k-`>g*SZnv*F82I@3&-L|x{yt{?d0BqHg5Y1q!vD+u%ScVH
zF6K{Zkw`e}bL4*Eaq&mD6U$sW)tjOw9_{+!U$#tmS^1^@$v3X|)IECmyRAC@q2l?K
zEb4hzu1Ej-sK2-OiSPPthjXibu*}mvabZt}mz1A|_M4g=47o3=)^bIM{V-sOK0Q77
z0<(>z)(z+T1`p?!dG5cKUSR!R){R+O@{-`5gJs7Sij;o0&R!U+`7o}s@?)O-!OpXD
zFZXx6wZF)>HO^K|XK(jiWA+5T;G27QcoZlEe@U`<aA^Yf>$Wxp-zf98JEnCRAEN*F
zF08LBT&gTrILF7Vu%%InQPccB*8<V-t=C-xX7k8c|ETdR|IYU!<p1@JN=4;%TXt1?
zZgb81d0eJv`l*BkL9Wu*GX!MsY%>+IDmk$9r?DijY{H^dt&6QxrhaN@VEf-0abl8W
z_z#Zhi>se}$T}hzdHs>@t$q2`LU(Fzd_HQN>#uYEzA5YbjW;G=<-arUYF*FuKi9vu
zZ)czLzv<Kt!9dCVziJnK{3U+&BMdQ~-S{W?&B})l7utmA-&nt=%;4c{zMpp|UOL?^
zQlM}5$;T+~`=LDj{OcK#>i3G%vfr{@`n2r%)8b>r{99j#b}8L=Vqbau&Vz*9gcP|Q
z636Q7J_=tpEc<tC?YkY`ITlGxzIM0jLc4PcWfFVVH6CHh%eIg;^!c4NU)RlM{|<e&
zB<2}c`i#=`-|JfEI;6F5oVc)V%{4xo=fO%Z-u*kEn=s``NoCts<COhh{&_sU`tQKU
z65+Bt<-P@vw@AM}R$P9n-~P#?<A;RvH?8^bf8(V!^~Jr3H=5oB95U|vwIpZfpM@qH
zg-_i5DRD;8Xtm6|prdlXw{3W?Uh#|Nf6uue66+rd+vsNhIscuNpX2Do+VD^L+ZFpi
z3+_+|{?EN<m*B%2^VQ`mdE@p~ioQCY>-RSK&Z)(Y^LcLfn<zcDJ6zU({bSfE=l}91
z*Z0@YSypj<ZOiP8p8XpZmhQVNa<;TupKt%~&4>TVy}z%{w`lwQI1ACbzqRv=Hg7hu
z<Jz?I&&)6Xp9%kYZ<qN`ebPtCxxc>Gmx=v-6X-9y{#5*C)z)~kXPi<2y-WEc{u$4<
z{3!IcJ7-#dq|j&m?D}KXTg2TDz2E1bP;^LlmBp7=`_ArP^L*y^mV0kI_XpIb?AfdR
z%kFnsol?d8hab1!KPg<h@9DgT+3Nc(#O6<wtYLj@JfG1q;~NX#=4bn_zjEq1An+n5
z+`#Vf&8cQd#Rn@AI7)uKP&4?mIqu+(o^+cE;me)VnV3JmP+EQ9LQje7<Hkh??WFvB
z)YzPN{J7En`0o62jvEti9(=U=kZf3)Z}i3V>&>#uzSZ7+_~!5w;jeaQtUp$qe<ti{
z&s?PRF8#rY`=5j+us6j$Z&zoYEquh^K`vrR^ke2vlK;9TD!)FgYLGT7dKDfne4lBq
zoznb?PkJ@xKbI*t)aU!W^Qq1H0-Jy%S05klkBn)ST;E{x|G|>P`d3emg+5X_BlY-6
z!PXm`YhKS3etVYLoK<Y~pA<`<ua~nn{-0N8<x^euZ%Knq+3^tXh##WT&nx6!S06ew
z|9C}xQORF>)kA;wTXy|>$#-aZ;{WsC#q9n+*?hJ&`Cx5%#omq+Q4@HA@4BD#y3*iS
z9JooyG)|zun~&pSQ;q9MuKR^Y*K!<x&E6K_SjN~S^ku%C2OH1)5OEb|wo6x8)jN&~
zy;qP7*s^V>f~29#$uII^YM151=lCd!=UQHg$v77N=8?tnUiC-CzaA}eUUyk<(vus-
zO@4j->Q1E_|Fmqr^I*=2>C&#fy;FBQF1Gp;zF^IVhTjt5b9fXE>xL_T@T<BmE>qj=
zoi4KcmxAO0$@ruc*55OEx1atYAQ@m2cDts9N8yq0Pbt<0=FWBDH9Q87A}+Qc=g5j_
zRMxlGwOaQ7%f*es*Ep}Ly*lFmT0T4_XX}=^2WGs!C|G^}yRjqR>~k(wf9@Ff%{gCo
z{OP<|=@ZV0*e%|v_WOMI(*Lf$e;}xSnOYq4^Q2r8am)UjCI`8;9+P>t`^L@&*^QZO
z3E@A&4t#U`5|ePJC2%M62B$*|<$vbb$1u#@U&}K00H>FAmwH|8)jFrU>z1mkz5BK0
z@v}EOx))E@x0|5Hz;|(boZP&cxfQy(_k1&_bVjX@*mYpfa>r$h-$yy~DJ+}+y53uF
z&bj$^^WN?Im~-#S-w8XW{djnL?KkGVzspY^t4|7%<#+izUoP~2<-?V-x%RPtjv77|
zPPBLVfBEn+b*Vb3k9!**i+(LT`~R#y&pG8RL4imclh`@mroYcBiCbLR`?&twvSXav
zcbnCuKbd;HVPD6YPNRP(wsS6DQZRqQ>}CJgxBe{u^T+w;&&t4*HKxWfHNTe@{u8Y(
zzxBjk>(u_ouk2%Q`ThB$ocVjE?fM<z52O~v%RI~9bL`8!fd7Gs|2kLSvwLz}zwhIA
z!T6*<4rzyzZPX=hx+T3Z*||a0z~#;}(Z~4}`*%KUy(Y|&Tcg9FFEV$6=7#Tv|Js%}
zW*nWzk@HxUJ!$982;B|e4eJ(U6qFg(B|XtNe8^Y(&c~$h&t=2QQp#9<ttxO|6?-|%
z=JwYF_I<VS<t={<p0Zrx|LoUufAde4=jR*dDEyPO_+-BC$dAT7$9^nbS8iCB@Z#%^
zq(8o58>dUyFSssYZ}4aHFNyls&GSvfpRl`Kns>6+fa(4^1N#ft4fZFP&C5QY#%uns
zfaOt5mCNz)qLw!%&p94veiMwozhC)5yKuTvPTNn-;)vJk;T7U9?VGngf8pQtWxL^Z
zuO+9JAN>5}Z=$`u)&I-||If3mSnm3~`Nyx#|L@OU^Z%t~>-q0I|MI?WQ1#jNDOt92
zp>C8>h;ZBg{!dRX@2lUZ`^kFso&=X8GykyuR-GUEPjlt`np=;To4@+(_+PTxyMBAw
z$q#MkR@kq7&T1Z6V<Fgff922C-&wZ(?^mS!dE!-fjd6~zzLDX=zW%FckIu9|+;ILo
zr~cbU<1PAs50=V3vR?kpHtA2MzrE=7^Rxe~wED5{<Rkab&#!#4oF1#r9jEuBz@pId
zLb<`u&rvbz!9}Nz`tO_g>^S>@clH*ccP@S3^6Ix)=KIK>FV*jB>go2q|M4U}qjkRG
zv29EHk6drN^78w?wXB8isSDOAOlt4#YSK8?Z_WF$@qfqkCI1ta=pF9$*dgJYqx_`W
z`+3V1`LNI(Ws;#M8J_9f)5&=nESkOiZIjxXva=#{`#-JzFD6(2-#%`ZoVWJ>)3@Rh
z{@337w&LcU`!|1BY&iKSN<RGce|5)s2MTeWN&`BM0DOFbp_z$=30M`FYh-AMc5`?L
z_%@LM=zZP+iAA8>!wt<1LFd|l&#3oJP037j%CAs}RsdZDZfRzqU}|EZ5X;NOsUMVI
zl30?eU;t*P7U!21C8riEfR9Yz)OW2YaSsN|Lj*YW-3=6s3@kyWfK2A()OR-o2^cCE
zD8K}aKmwps`e6dbAOX<f{9pmlaW$Nr`fmAoB~WWP_1(axf==53E8*041Dgu+CrrRd
z!N|}6t^#UEKv8~jaB4}hLbQT@fQy@gen@IXi2~$e6(=a|45dB6{^it<fZTKrw>!cB
zWHORf5r&`}(^1_Ewol(VKd&S;ucR0x4?0~U2y%LVYF-L7W{f}q17?H6OW(;?LEkUG
zC^s<&6uila3WgXuKp}@yhqEI{2dBP|GbDn1yr6Wrf`K0Ret2IW1w(M$1v@H~6qTmp
zv<DO+<k({fGSSyZ!30DTvIG=pI4wy|R4~vpG%_?bv&0AmP{bl@Oe{_XClGzdqRhk`
zU8nq<6yFe#3tUo*lT-6j67xzx@}P(}GBg4wba3?QyXGb5r)1`(E9iTsq~?`mmQ?C`
zfb<2!F5LlT7I1)t<cH>ECg-Q5Di|3WnL*R9K1f;toH#Mu2(pDJH#&Q|1XmW9q~?0&
zrR77@nZAEfN@@|vVHz-pY4UP$a_R@Are_wH6jdr{IHu$$r9uRQOA88eQgcE1801!H
z>hp97$#?g3@l7m1_zvVZmvBg`0EGxBe2Ov)O7e?9-hw7lPJOudojqMZ%0S*U0_g=Y
zVE*OQ4+obJ(F*3KpoDCoU}SEtXJKq)V5|_UU~HyfVys|pWTa<kW^QS&U}B*Vtzcnn
ztY=_gZegept6&BaFf}#PGc+|aHc>D$G|;m!wzM!&K!_P2v5nzc4Up6#Yy`Og!LzWi
z)H5_QFf>C_i?9Kt))=k=VIRVdSOrUCg=hs+0|SLvP)Y#>DN?=#1r$=;I)V~eiGrnp
zsh*L!u?aZsJ0})+q-LgPlqi@Rn(A2?85o1J1}MNm@nmFZsAp+tVqgXeRkxhP^kM}=
za0r8f+X+(m>Y5pu>scCEnprC78k?KxnSe@m1tS9k0|i3^Ljye{Q)5d*kn14Dqg!T9
zs*wVyfB+SO;6&+{n47AAktsY&5_2+>9rMz2papqwNosDGf}ydwo{@n$)S-x&200m$
zMljMiC?6n&1EDi>j6jtXv=l_#VG=v>d|tBw&$0KFT=Kh}S(jeO6LNaxFxBEs|FLfj
zCWf&~1Q!YL?fKi(J7bGSLtXrv^T+y5?ON6QO<?bCN3$0TFS}XFw4d~Bk-oQ8u$^Vf
zv^v$Q)BCn6ah*JCQ}rhMGOyBk#zp-F)>Y<*-z{pBw(EFtR<q>Roy6~<W{tB?-jaWF
zv7*B@u;GxN#ojI7w!Rfq^16Lp>rS@)d*^fUN1o>h3O!;jS7vWroU6L)+MU2Bg%+$&
zt`~4My8YdK-s1JOlkcwuelc`8{!vv=%qwWomjhqUeDNshnW?pCjgnRTic_z)@612D
zWc9;NJN0k8Z7OyfXKdUdrXBfY*2}3H-Vr)GOO8F7Y3*^1Z^yGwr%z{Xt2}jbr-9ck
z`LhKx=b7zTdxNj+WYoO){Btvm!4*0z%#czdC`7?AU}R|uRs-P}8i8skFdJI6z>7%d
z{L-S#)FQvs@_=C6g`_bkj|4#y7kP!GF+3$Ak`j6X0^35QD+f(6X$-0x!C5RAR!b05
zOj?*Lm>C%88CaT|nSsI;wMYRQiWCyiBE`bkNYB*J($pAKOdyIBQ*%Q-BMVCdaOnZc
zpP(Ye*uX%~$kNEt9HbUfq(GSYc_pwC#n8x5&lFr3Dd?J+Tk4rvn42n?85!xBnp&7z
zDi|6V8R%JBni*JvT!>Pvn8KqIR6;=t7R;oCt7tJY&@(eIH33!SoJf@>$m!UN7I5l8
z3J*d>i!rDzfmyUnI+@pOAkg-{j!XWsa|@%h6sKb9REv_pO!<Zz&RrorsdJd~<Bgq#
zS59;ImG<wZO&{OYjYe~yU)(Jn!aHyK+>3n29zGNKz#U_K_)*Jizn`ri*8e)TNrUD3
z<rfRr`&e&S^uXp9$GwZYJJ*+0?KmLZeQyri^_kl7wX&}cd_8+h{>8xxy@<#n-rN&k
zF5S4kj9o7A#;!{T@Bhq{O_J+6f0D_6Lh>s&UMaWR8U?*OnY3LjRQ1n2oWj%d?>YbE
zgd0mk@Ao=aN<DFU<I*`rQI#`DMtE+ApYc-ZMJ@~UZH1nC7`b`{YHqTfq>}39HB(@2
zC!fbpG0nxVq*u+$?NH&{RHF0$SN)mY?lTwooHTwq^$Nf0nPj6Nr=6;cRUTi`j&<G_
z-xc`lC)0D+``Z`ioohY%Ap1b?ncXjV?#TDZzL7Dl-+$`Q@&Is|f?4i>gBu(@#zrWe
z4P%^5GoQqgeBGeb^wONfB2Wqi#XWk{%ox;YqO8;bRY~B?iKo;7*#dSvdfABX#=%qO
zfLa`2Z;@2yL@SsY8|s0)YoK6g32K%Znkhsp7@L?Y#44DWfS3j#rl~2Yv118p>_D1j
z2IdN;rj`mOW)Rxc$V9=|7~}?1Q!@o4Fa||5hy`w>ff{NGrlz2h(Zs-5!Nk}^!Pwjw
zEQ+Q51U3mN0-%MRrG=TEDJW?m3OaK`s1PKzlz>{P5H*kj4ztZ<X`-NOXknyaXb94(
zU}<QfXNq2!ft(2rOhi$J9`iT~GDzWyNLnCg;V8gB2@%PU1Pd@wO^#WBO}q_i8@0Xv
zEVA#7o)%y0w#fpQ*j67o$|rS~*&!(c)Hc$q_|4j0c1elxSI+<X9$AslNX<;e9|p?n
zFFL7DHL&R2{E$QUThK-gHpQKHJMPtFm~hY85vSJeymZ&ZR7r;qFE>p#<$g2o$c;zL
z-1mANltcM<uU}Lab3W?-gN9R1CqBurl%0FI^<w_n27w7V@to7Am)*2J8-KL)B8Oq&
zlid#&AMiAn@m*Y%68XZ9@8;3Da~2By|FklEtL*<go>2LiQi)@U`+`KOv^pO(X;i9M
z&FQ$*qOnszmU~y~XYags-_s^NNprk9@w(mbgqO|fT+1eI|Nd7dzQ*9|LE~D#k7YBr
z$N$f}d#JXg#_X7HZ<y=jD0WrRd)rsK?_G86xwwGs6lPon6eu{s!Ec0mXR9%V4I>kZ
z8%8GZniP?a&>KczTfojoFQPE(+(A=FnZWZENre>th7s6Mq>zA?6(hD`1Wr9j;X$Ze
zF~Qz2ns^%2FmnC=uPbs{_X!7&ORP?(Rtt68h1}vd_~xK1dfVt+)Bg36?wujt3UjTC
z-yfJUe^zmF3B$jKYjX@8*7tt0xVd^dhb-T%4SN`trtT2j`&2{b@x?pmf)8vo+?yK8
zdcZ!pl&h}os^d+*`4aWtx%Qedui59H`{diJJNkVYOet&DIVQ?aj%%$JR%TMay(@6z
zy2E?==D8og{zic7kxgyy7A|#lm8wLxlu$8$-mBg=rp}B1T|NEeRn<>ro6`K`@@b;3
zdjsaF?-CG|y!gx~<XvZ(>eG8d?<)I0x@VpC(|l=J$?uXXRQ_8fu4CJ56*<p4?<UP?
zduzTuQM2yn{M7f~Q%|n`Ug%$9xn)7B>8%HU|II1w&aV8&@TPrYAdV6R9FX9EH?lAT
ztATI~O+Ymvm<`RVnI**msYTBDxdr)opoTek<jpxhC%-7TATc>rLEj~{EHgQksEb66
zOu)K>eG`kb6^sl`Ky^8|>Vju6Lf1kYn}f$Ad{Xn$OEN%4fGQ@8istPN$Gqrp0hhq{
z2aOvO7&0GKicRlLt><Lqx2err5S6;Oc)?DOu*Z)c*Z*c?fPtF6_xJbL*VO#^@$qr~
z1Mlkk`ughXXuUJq`s+{Bd<$nc(|P{%>GR8{>kqJg<NmxkXa3*4jl5jUPc(QYEH-fH
zJH%j##L@ZvdVc-o`uTrFABwj|E;ER6O`N956COAtmFsY*NZQOp1)_se_@@4u#~%YE
zS|1AiZmq1en?L{WUi;odTQ+)Jsf)8YyyLl+Sm!PMp6>?lc6PZg5=om`otHdOqc!r`
zyxS2fUWwCoJ~tEV44RSpZfEbPG>%~T#{Id%M&y|7_YEFb>JsDToqztm&M*DKF{NB9
z@tfyQzmZ(_`TFjeuD43`HpS1lSv})i{QESq%*#7F4()g@*}dguj7#F3&pjadMF#IG
z!P){PzS|^EG@IM4(NjHdqsQ!Xt|G^5&qplreXhjycwV~BrDer}t%c`}hl4RK!eB2Q
z;skr>VGB4^3Y@@UVzCe$B69*j;UVY;4h;@<a9Cj1mbBlX|G0DFK8Egsr2Pi^=bwKr
zw_jeJmn`V_=J`?MGuIOY{oaTltDdp`pc3(h66Y30_e2r4A`!Plg@I#0k|LYl#`qc2
zpMU<jdwy`@1OF}a#m^fQ^#46n!O#3XK%%u#rZrIFMBqR%=GZSaI56KMu|cMlu}FmN
zM4*I%JDhV<|IF{-yAK^u{l@+I+qZ51{jp!{yx`RTvion8!Sx(w_um9mhk&a*LsK(D
zup%%IT0w!?q*aE*-GKqC4PoPMB-eeQE-Yr<cgHtFBweQA<8_r~5>8(iTxgzfqdT5s
zVML&auz=SFcEPXHoLoO-teo!R^l_QT!R88qK>kbp&ivCV0#<f>32Jq{?$Uix<5E{r
zv9P{l)b8E36&l9Y@2vCXde8Tt%@Hd5|M^o&*@+l67SBm4o|En+tq)n2xtdukj6Gs*
zLTS@g&M<XqF`k6jf4-i(diliQ+Ry4?{wnWzE@yvr=?b|Yz4F58ImtHHz;;at{(F46
zzWn=*Ra|kZf@}OXSRH)DvRarbjFvgCnkNS<hxse*uKL~FZ=Jt(Qx(_EtL8CW4-YV|
zUOpkV_W4SIeHL;5&;90@veu)t|Ldm8HpP_i_Z2(Ve7=^odijLU^B-TU=67qp8vH@4
zlgi-}F?T{_?e)3!*P?7Eo_VD`J$`GImSwucYW3hHyUO!5ZvS5$zb|(C*<@SA^9C%d
zg^gC{*V}x4GwJGO>N_PR?EklSKX$r?`73Y!l`i}6gy8Ds6U*Cf{@Z)?@`=@TbthhB
zKDpzb@a4{)|8<Y=N}rlmyQcnU^!3;BFH+AL&b-QAA1}0Ko=4i(mG-Nz3Wxb0Uadma
zlmtqVP6uCIo~kBiTJ2c;{$j_=q^q;Feq1khS$VJT=((AKo42dG@7cJwPoua+<>lVZ
zNk49Ed^q)sme+=Nmp5enzxKi~-8;f7`0&+<3l~m&bt31D_VF&=yIbET9BFC3uGPN2
z=JV@}BOM!OebzsAOvz28B)_iqcIEz-z}?aHulJptFQ3c((Cx@Q^;^5=)k}!=xcBV%
zc-P_ofy@8?bqKQFeY-NhTFqPHtNZKxxi9$kPF;WKY{%aFIW|tFNiMgq@Bh-;F38L!
zJ!e<Jrzb~O&NyEtkw0TbX6>Q5x5B?4U2J%AU3u#^0kLB>F-{S`E`RJue$KmP?fs3(
zwbfTT(rax^_xeZ8FIc*M+e?ez<wun4GIGS%cS;0)|GDr4<K|~ymL0pyzt%tESK#B!
zWXaVNRXpEMsAoJq*I5f(3}PuOL1hlOL^L!24Id#UZ%p806p*r#U{?+_bb(oV)yA&R
z-JN^)_fOH+I~}%t{mUrA`0CiX;@jL?-m7ozPM9lJ_}@OD&(UkqwR@+(|5DbyV8Qoh
z^Rao87in}UX?lHDetPnMHOtTQ_iJ~|-`aBgyZrrsPo@6_IdSw)$*TDCaDV;p_5a^}
zv}ZjpZy36-{GY1+5%zzd=l}n>@c)m)@Av<GC4czw_y4m?lB6D96h8Uq-R=5G|Nope
zSDckJLw;xY&)`2D#?!xed|rIa%xib_nXOCj+zk6Q<I@qIzk#>hWmHe^4?6RA@%NYm
zC*3(7H|p8iwJazoVQ$|X|NqO|@cpdC@|9lh&UJsjSifX<UG)F+<^KHtaUVW>@1Otg
zXEcwzWozV8(VwU7ZJ+3;e$aoL%wfNA>)-aQ^+);@KAicuC+O$&e}T6>il4+gc;DBM
zSME%Cbpx~z`h@(_B|a~2aKDTdzN~R_$62w@=YwD6$7$^U7hL^uUFVW1$Byglohny9
zFX-o6>9qT&|Hy8CuljXeZ#mP-{|R@%S57?t9eeM~?rr5&AHMPDSATrh`$>L(+Nvq#
zzI#Gj%%|M@6r%k9!|eHIc$UOna)0$wFr8P)cB4j;=qLAc#@pSwloo`g?>uu*!uCkc
zG4Hx>_dc!Z_tiRTWuGLQ#uqgGru^;4%G+0dd*IaP*kM_7MdrB-|3xJU^Nrb=H6H9s
zmUCC{OX$3&Tz}|!%TFDHx}@1p?sG0%HYM}LAB~M|2DZQE+MJlue)5z5<jpF3*|=i)
z72{TX2z>i>H~0Dc|Bq*zsdZ`cp9(m+`qsu9t#@~Bn6XRZio&bY%hGvHeRfRE>fFn!
zrE6*9Fd@cap4{|}-V--u=XCsNZafsKRm{VlCH`oFT*?2OY1`5-q#Hk*!DDei$yq-n
zRd(jw!wgJJ&aY=3aBm6>o5r(k!x0tX1?<whuJs;hi)OyNuy^W;klnqO2V!>F?R0qS
z^qM!;;zKe2IS=tpg}F1lwm(%%2o6ZGQj(Z`^`hwBu!v>b4@^y(B57dlVtli+=5$%(
zeajcMDFPqPJLT@~3Ji<;Zk^;c&GwPp`6v4~M+Y9?Uw3S^j@9+Y4ABx-bY3Q(&6eTQ
zkS$@}SRh$1z2JH4{mCs%KFcnuynS|)?V@<(*V`P1UG>aYdCWA;VwMCO1}?NUTXE4T
zOszt4MwNk;YG(8zrO5er7Hknc{ycqti@hzcflIAeuj<>~><6bpZ=6tCEOzbpwMn2G
zCw5pVun61R|Nisr*J}?8#d*i}P11Q0HgVqp8JQ^0g<qXHyPMqkv#a4ZPB5a}IB^U4
z#)-G!8z&xuZk#Z$W@mY+^tmqbee3KQN0iuoYWP<Aq`mfik~6ik+pp+eo*9cu=QGDM
zSN5qjwHsF(y`OjDii`WA_s0(~Z7_IywC!4lPtOUr`7YTLD}(;L{<=8vL#;M@)E|wL
zt$oSt9bJ-{23C&$W=<CJSo_q+TcvnMNz>NzZr&<g3Q4Ej!mjO%)7U4r`i6sDbk$nH
zMSP2o3f?}PDd{lL=gPxV5uP$Ri&g#4^W;tp>@iR-Jh|Xx$ArcGSCTTX?uzlgWNLAk
zw`udHT|Qe^Zb^SC)Oz`(w^-Bh8{Btf)Oi-{otDWv%VfdZ86{iqKVrBy`H1t))6K@q
z+zmtf^_Rs4eZJVbsATV@(31(X-}N0f?61Dy{>#1l?45ou<)|w<TRm>EhhA2(TYK??
zf3oJz6j|kK8yD4!Z;ibs`9b4Y?E2XB6$>uz5SZc=D&i$M*?sCU3D4-8KPLZpb9L68
z5TQHk_62;i-n-!NG6Oe;3SnoLmxWK-Y-KGZn!c^bmcDSu*U{-t_RmNCYA$Z^*9{yu
z`^3v0P11G}c^cb2i#P7YWR>gALX|nXb3|8v+;O4%Z*%u+hZ}84D`J>Ru7q{=b}3)_
zEGN_4^n<zBtmtNFe#(sGkmF2io;Q{8t$33j`8a-_=yt(VEc1%uF5Qq7y{|Dv!0-P-
z`!g=>@(zCB3n%iDU37$}UT0m!kaDe|nb|&6@6pMS*5W<`O{TVUoSF$DN82J9ZfM=w
zE17+P`_{^?l{2Qa1{}3s%%ZyHRi@zDnphh>X`z{OIhSn?|NQ2FtyJed;kJOIVoPeO
z&(2^IX(`|EP*1IPOF^rr+@6@z%<gNR-kiep%;Dk(L#MmRTLX;c8s~Cc>eQR7aqha%
zY@s7;p$~Ud?e{q_LHQTk<n(KnZAz2%CpGzSt()>@?qU66u9z0-D<a2c70+Cv^sfBf
zS!vq^p<8tK&pI^0(mbfX(6PZ=WJAG3Ptm5PF2}B{Rg-zr<pKj=)`i-sh)febnXx@A
z>3!CX(=USOi*3+USMn`L%@CWO_TBKPt8?L+t(lsu+jnZQKX#Tux^Lo?5F_Zmi6h|q
zCT>jw-8XUcgsquSk=a(;^Wrf{{@nsvPWdLT*JGLXMt1aBtx#eQ?bRxtVK-;_>>C!L
zp!+7e`IjdC(6wiuuU97ZXUaAOt4Tuc5eu%roU#1Hlk2V5E_5zie^N)JRbj64oyNF2
z=`zM|pAW@OQ1%s_u}*l~{&QAQ%sQGT>Pb!#Z!g{Kd)2PiZr8~r7;%%?{Y?4GNjfe{
zlV+Y#u-x!$^AyX9b$bpj)KWU&;`U{`q{WS+ZyOJWi>c3!{VL+}wlr(awm65U-OBGD
z9!S6Kypk;-cJI+oKRn|OOK>M=%;@ytZu!t`;5_H$NA-`EH|HIWHJ|p}`J+t88(k*b
z$*e{36ZssL2ru#BPW_=`;IQd}+UI$E^6YzWAYC_M?!NqV<Gk&>)#7|1&$|t#v{rii
zSxOt(adOA|NGYy}6PqY=eF^LAq*akt22*^O+33t#Q?Vo_Z^BG%;g;szu6hbl%aaZ}
zi5n@LbC%)@DeD$cWPaQdYvlGQNpp95OH0e%mtLO(HBOc+6iB@{M^;A7di@8;Z4;N<
z0@yP|<zcr?91M9{WO(!y__m2pEpCT{|4m(OH}{Oo8Ns8OtBxGGYZyN{doAxIA88f2
zTgQ&pU&<4=(7pUPB%<?EX{mf{@;d3Q|7MouTO3$_onfYSob!(3Tf<uX^zA#V!#^3E
z4(s|Ax9IDo=C?}ixu4FI$p2WmEwf<FoX?605;GT=2ridwY`&NE{^Nz~747^PAwl&!
z+g&3b8FlHMnBl9{ILRZx>JjHmYpr$xy=Pr#Bh2se8U^k&sa!1Rc2=Tq^UJ0~E3O@o
z;(fC+H&{$!4WsUt!VN_}6&6_u+gDmD<YY!WSrk}X26{g{*$^JMb<eZuEzaU)zJGdO
zZAh-;3jA(YGx3z^s)K@ka=Xv|c4}YtLu0S+#o0ajYx?%YPZT||?0IHhc8K6T_sdIK
z?M3}}9?ufo_M<?lxl6=RTC98f72f8{SI@{!$@HiWnkaaBuUhwKVWUqB*+<@WRy7-~
z-n~$&BmUlk!~JTuwtX$n16Ws|;E!ZDSfZa6+Iz+^&{2%z&<SVr(6-NS!fO4$o@qba
z6cq8}=@Q|76U%~2#c2gWF3+E9TwGSe&D*$nfyAl;%g0W;74}3LwiI7t6_>uY{9&#e
z%hM({l~v(wE+z>Yvs9fnIIet_EcWt!Mr?4ekw&7&<JL&c+OT6P7v~A(JgeU6viNZ7
zwc9Q=RWi|vo~BzA%yOjuo;snSq4a8#%#mjf9wv1mE?2KFe&m$soBT>Q>Q0GUeT~UF
z+wJQPJk;?{lZ*RllacfG)GM#wb1NTQZcD%RW6Qz?8_Rm#zWtuC*Rp!`Oy-?i9=gSU
zaeH94>y_}AWrq!2y*Ishcc$RP9KG)`_o^lz-Ed;o6Y*Agm*BHvHS1gzle=qYb-nEf
z35Z(wM`)tepCqXrKMtiXT_HVJ!I7KE*t@u#Q&sw+j5x0m<hF^e8>Vjp-8Nw)m%3uc
zLeOm!k3hFgc&vU`5fTi!ZNgga?XMEeN8V3F``O-!6op@Zl$zeiv;EHdzU4N1oaH_+
zGH-kwSeEPRr**7H<U*B$YJ?Z-)vtUmr!vk3mo4C4##h6>SbU$e+r{Pu(zSMb&Ukz|
zb@-#I#M#{U^*@*2X6O0YW1iZ-E8)w7?H^=nc6EI5ziMkE>f&5uxSac0vAF+HrB$l?
z*J)nf6hFBk^!sz0LiVbkxj*>aWZ#wF*>&Up!*5ed_if#|I5>8hYF5LIb!*MoyZO$f
zynBDJ#56zYva8O@x|H5oDW5(wGTomU>*cs0>%wK{JNnV<9<cJOoitgg$hT;Q@Vi4t
zr@r)voqtDRR@eObwL;SbmWS0^6<=VM65FYkut}gKXAPG`ao47O9L$@)t_o50Sm{{P
z%Jk`#1B=U*8&U#mw)Iu|tl0c<$FrV&xgWOjzj(0ORQ>Jpdzz~@cOLgEeG?l0yJ1R6
z`={974Kfq;nm${1N|>JG-v7M9VL$JU2?jkg3eztO>s^nT{rb9CrtJLrY!S&Vmv-u2
z;@+ZrsX2AYrz^fr3%-k4&)z4#&8#+c>a+)(lMifGt_$}6-k1M!zI=_)yOm1s-7N|-
z1va#`ot4TuwWMBC!DN-m)hUXH40i?gtkIg#6LsWL_=L?)ryQoH8r)N!A)q2#DWTRI
zx9ZUY;~FNhX_wvv+STs*a%5M%=E;eZtN(jkF@5Z?UX{;nsf$tUhKqlMKHC;;$j*8_
zDLw1;-K#4XFAd)x_3Mwxfr~6U`wZFRZtZ`#I8%I^$=fYYOx~{E$-F3WE!UQvvjl%S
z&e`^);YD8f``b1$lO5Y~&)3cVWBokkfZrrG?T&K~CWIX8KmO#k%z;-I{B$o$xxIO*
z603TC^QJ2c@43!>k@&BFLFhHL*!UgG7q8oTIRC!D55HUPIZfq3nv!kRJ0sU-cXJ+f
z*N+Q38kRHb^U;&5Zj`Rw-1jz3v4BxZo%`yQvq=sC8=q^PcPWNnH{k@oZer8FN1*E_
zZth6xYL4$~YX2U^_w3MxF3oj6c4y!AH<0vsp6(d&>6%S`Ze;Z>zLL5oY4MN3P7AU>
z)Esng>tFKtQi<WmdBLug3EOoOpQm?rrM9fq_Xl4$A;0;E{)MCMH|vh(f3*Bj5}34X
zSMYbyR&iwuc~Li}pU+>Wn3t}v|Gna>*3n<CHyY#0r0XWmJ<h(&q$KRZ$4Duooz_kJ
zzbRR76!ez+m$?yg-Ncf#2da?kCbpgdT{m&{^t8xkP0!ssj_}AnTE0V-_w@Ff|IT+B
z{nFUoocQe?>YT2U(!2QT#j8b&zDks<N`S7LXaiq2krwZ-{x0Kk!y&ij$KJkew%6bD
zCh16P|DmtZhjdb8T@E-n%WgPwqhhjWfYL=3KDnUTt=(l;Y7-uK1WqiQ{8ctoj#cyZ
zu_+l3&m}hYiKx6`=goW=w&3j{u{9^y{qHQO*OGfIVJ^5tQ}=1%Enx$mDR=i7sDrMX
zkOW;fagYae-NY@H6%`f+g#tmbCsW(gFG^`-7`@|*+fc=ys-JRAd)35wTNESH;up!k
z4q(y0;mf~ujYhSX`p**1omtn~+zPaKIS)NQ#WpqMmx<IP@2As)WE?MV$dU_r>!K#b
zaBgL`4wvjjQPqtFQ&^TRl^2g&bkohmqBZhrLdeT=Wu+e%sO^(EGfD5y%fcyoK9lw(
zY|Of-#lW)W(xXVd2Nh2ib$6YOpDSFv%lA=J(!6D+dw$LGdGSLkyz0W)cz%89FD4aR
zc*0Un_BKXo^Pat9e0uMO^HZkgxvsO!=8cex(u)mP*`p#Dw0oiVnae+O5}$D`*kd$t
zo~^BuP(<r`mIs-AFB4{;F3w<m-*orLe2xFVdHhsF*B(CZk+5La*J}|w3?{Ei^b3je
z)ti#-zhZmB^#2R?t@6CKM^5r{PmNjB>D=WfA8a<&pLN^0N#-^~->!$7Hm6%`y(~F3
zU*c7-Re7(TInRdBW8KVCOR`c@1?TC^@{3)&{n^wbn_YCby3FDIW3ad3&bku;PSt0x
zh0dHjS4Okx`y?0XyOUUciS(>!+rqm{uSL2=Tqf*L@?j5ON8|QT3H^vaR|T)6y_t3(
z`!dU+#Fq`TJPhys-E5?8qGi8QMx9Slbz6m?#Od@?Pm?7TIbS?k&(z_*VQstE0{IJW
zdUyI)`9%aB2-JvNz2inrfx?dS45v#{+=J#B=pNd%M40IX|GB`&+1^hZ?nfTTTlIL}
zR7WYbRV(j#>~;vb!?L-aJ#O&|bt68V><b)L@@2`I3%(VoexJsc8<4xL^pI`!lcy`h
z=2S=DIv=EM>f+O|deQT$d-CaSEN;GYLRPg)Z+Q^2<w%#Up~B4BflC)2n9%+3;QS-O
zx}U3Tru}jZO|>gN<W#8H7Ueq0qhpqukaxzX2ixjWO}`vSy?S@GY%WWepYvtilr`PV
z*^?KfcFcRe^<wI=^^blyZI|6LZ$kI8!#n3kz30>FO4?~37Z&=?#Z~pz+s|7cv#N$}
zp7Wz;w-&29(<Ij<Co3i1xCi@OO0tipNAdH-*l2lw^{#OXkGRm3we4!Y<ejt?YYeY?
zduB4!uRK-sB2tK3y~6&r?yh6ZTIqX5H9M9Y%-QdA)6atKwdoYqZWq1uJI!@_?;31d
z;(X`yp@T=)ryDV3Cr_SNy6B~H(u0L%8ynM|`?}^WH>ngk`aS#e9?drX&7s}Pm&=Ck
zx^RfKRO)Q&{nO$f@>X{3?F|a3hzOf`_m*2CQ}#uR)7N#f)-FGN?cWcx$#3i9E$>L$
z+gs1{<xZUYo8c<=>Fk$Q8h*1=ly@v>bCRDh??zL&kNB#K4;hsw+**C}0FT^<C)bTz
zP3<bugo|cuQ-7a(V)-8ZD@ON}KdZQZ@XR^bW%TItUFDj(Pn=uM-q3xjxo@gZd*cM<
z#Wl{G?`}H5=xy8=rF*k?SH>lgXDLkCY?Egx&sdQnr+s^FSK{*%-Ko2Ir`G2?TCb=%
zBDl6&V_B=f#a8bNTs7@-Th=u%ys&1`M`p)2icdDEzF@9&j9<Z76?S!t_wogkf6Wmt
zdA(xoHJ?tNh{eJGA4i`~Dr#3_H2cG%b6To5{Hflm7Kwhhv&ZY28!}sLQYIdo?D*Fz
z^6Mk3<Q)%gmsFNSPCvG3_GZy?i>S8MoogN_&Aa2_92>-G-KezR`^~Q-%U*9t-okgv
zdC$#LucUkeBUUbBUd*xQR^PoQ)}ByhjVr4{pBd>JtaMy-fq#|j2iKEI*Yv`U^#7g2
z!?kevLUk#Zdu!Ag;uB}J_g_*zduL~y%#W9ef&pI3#j{_;KaguXF16b4YLxQM6B+-R
zCgum8e*VDtor+f0-N*$>R+Dy2Y?xN0{X&0>XINID>B-Prv##rIy&&vm^>#tL)?KbN
zzM3wVU2F6{<o<Cy+?UIEdy{RtkhPJ3bGd=|tpYQpEFae{4fb0%R#{!#CwC+NN8E>7
zQ&WTQK3YFj#yTc;rb$V|b)}f|a*P(M<ZPn%#&dBmFN|$AdU~Pd+_%onxl*fgc6`)0
z`>1L4vkwa2G8UV@NRT-pJFU#Zpew-SYWXdxo;qKP>JqVIaZCO*eS7;#wu?P_c_aI>
zEzP}G8KWO3yq*@ZdR=wWta*zWTx{*RvlS-1STs%9(aC51$3}T`FYbGCu{wG>KJl|R
ze_E2TblFzh>DL>Mp7*zFtg8w$;9UMwWzFBew|6MoI;);}s~!9};L0B39r+fubHe6G
zi%Q!Z$(fk9rKHv8jF6D?^Uo=<HP&71w{uV5W|w{a_Ia;S^wICy#_b1YJXG0caeu~z
zDWxXb@1<**dS5<`T++*|`tsJt8!w+aS~E+{y~I8>HS@dij3+LECHt&S=AP+)=h(kb
zr%Qa>?SE1C4W=7^;$CAj<JYhLe9MKGuJP;@diwK*RfN8}_USE~CK!h6TJ&98qmt&h
zGWh+>rDq)79DO8`4)jUQ*Slw3w*1A`mNSdAavr~6{Pg~Q(Gf}2W&Z<J-9i@i23GuM
z5EDH-<L{H=8-F+NSi7vhFR1=mbpV56hAUg)1MqbdTV=r4O{gBZWBONxo5SPJ1D44a
zA2MD9rkYGVr1Z1dPm*aZlW@;(>%+-H?_TX?d(<SmCEG?jU%qRHg2R2g+<c#!6Dviv
z?k-H$i>}qMI<xidg|p!6CS3RLulL>nxo+Z0Yx_0DXAW~8{mh<~eGPQo#K%9OsjbuJ
zOn;gtp~`$Y@X;Dwo;07Cy+T`ZPRm-vHn4hewyS?D23<GtNSN98jDPBf;NH2vPOONV
znf1**RA-}0=f?Q!tqtvA;c^SIuC+Y1;jBNx$0OG{tNynNKbz5J-r#13MM_IAM$GGA
zNL~Es%JD5zIy7fL+<5HF_DePz?cW`Xe9i^2Pmz(jHu3I^J+mq&Gk=PBesW0=__~SJ
z?6!Yoi<ZkTf7n~=-v8Vxt-nb-`q2{Yx_bYIjI12nIK`~AKg%btWP0P>>dmZj_RM3+
z8|u?DZ~dI%0=jNOs9AMM4@-~ntlU!;%_q2E*G-&Bkp1xHU#3N|&*j^jkNPc%Td?Ee
zv+#Q#t|&S6o6fnx`OB_J?bn}P-N@q-^Nn|2D7yc*T`5*nK<(-aL$<q0W!hHv`jtE{
zU)%Tk%H}_OJvKXYWGxCV>~)#9#>zlOwKUg1T7viM4fAmJq~!&Bjy4OF#C+NHZJrWm
zRkwrm<tFI`Qzy2E*62KB-`kSl5?imoM(q1HCw1HFr?#0E9ra}Tu=v3P&QShIrPn~$
zP56VZn^+0GZi0<%L#T1pRY{wY?y|1ft+F*Uxn^B|r0V!<y=^w%v7JYZ{ymy663^+p
zND+M9M4QC3J_`xHy5$#Z?-{HGT{jVoxNaf}eBH#f@9f>*qk4A#3oq1twVGA%%q{qJ
z6IXYoKU42iT62XbXO(A@zc%8!iPO9bk*}M0_Uue|OvQ{iAAiVo6MGm#zn^RXT{m$B
zdfkL5^Y4=jceXs#%zGoH!Y-dSpR4=*mQUd8CX56X`B(3Lw@{%>R%-2fokc&BHyhuA
zTsJXw!Pa-Dz}HR8S?Z&6y6SnC4%X`?Ce|WfH<7dKAn3Y@;8UpAP2_C53c7AWNpH)l
zUf6XL3-&;+n_z-pH(_Mz>stMI&*QyG+$LA;AI#ER?o)GX8~>`D>iezgZc48N4^){x
zJK*zH%kBCD@9d7pS7xmA6+L}xDu>sjYb(0B*Dl?so)@d-q;Gn2YkcHt$#m1};eX56
zxj6*eOTRdX+Uo6(^?sD|%W}p^+2XC7-CmJQ1`oTqCmi_rBWLBIs6{h4mn>U;?Q7`W
z#VJ+wY$=&9BN>)WTYSZB(XzP>JgUmwwgp?Ss6?drb+W50*dcr+CbPE7P%||1QIBIX
zlaZ&4t<>cQwpR^*La&>+4!Le3c&c2irt5}QsU=fq+1!m>>GiGp?ZJQq+vUNQ{*2dt
z|7kkzH}BJe@KZ0F!izlI%-Vkh^_y<AoNh0=uk)CJM+yHlQSfyWKbJAbF9KaR!ICQm
zx^9Bob^9EyJ$qidg0GvH1io$}WaIHUE6iZmO}xE!sjL!y-NdOSkn1MuDlFdCsG4iF
zwLz|%xWaG;a^1w&zZr)*m2R8H9^d93WWCt2y8CpZ*DLWCvL-kF97wwnaDR7prhvhW
z^M*Dj%G0&){ILBX+<1J|zEYJ<Z3$eP=D%b+9&!2$>-jaQ2@I2uvP@2_S5wP=y@5Nc
zD|7K<?)Jx5cYv;&@Oq&DzHTBEeBH!U$aNF99@(0DfUlc~Io7y5G-1Ub-wQjIuz|0e
z$jpXaH*xXMQ9(t+IJbrEpz9`PitiV<{{GH$hjir6lNw(n@BG;0_egGrkKESRQ;gOv
zfB8C9``Tvd^c!z)MwV_>EVD{p^NDf(6c-WqnD<Ks^W9{&_G#-`=kYz=YO+Y7OH|v{
z>JG!%=BYkg!{qioYktIZbFK-eXqd_gOUv?GUhIi8*1oV1F}>0A>hfVO1-7Le{kC!)
z&KvH>o<BL|oY<=ZLCKqmJ0`G21b#K0^8KQUY~7j9%gQglXy!H)z5WDz-Ne%a4z|k=
zRK`7>!wkJ{LQ9k7od)Q-iB=I0@O2ZVB2TUy3{x=JbZP32wOdQqgm3Zjd~k2(&xmy2
zjrxZUpZ^BBZsN4%BdKel&Wi6U4=rY9pLu<*iSdahy#)D8YlYg6p{9bM>n4)rZfk+B
zn}{r0{my~)xj-IA*nPum=5jamP2^&;nPz1LKbOA7TQtRA(5g~K^Y_-aLlNA(N0tiT
z5-hzDnZZ|e)!O366l;!%<n344O}Q`hY~;GQ^~S-M7gm)Dtl0YO-pgp`u$hNh=V`IC
z|5j>WS66AQ9(>+)vFOFNrAw=Hez`9G{xXcSG4SG{y-yOaR&sPtKHjk9gl|nt(evwZ
zO=4}#?Ymh2*huX0yt`nE!8SgzSr7Aq3N#c8+_(yr7aaYqzU51feLL^ZqKif;+dIs8
z4<E}5TU!*d#>$gDomt@Y7RH0BKJ0-}%xni2dgb!mdF^h(F5<ONuIai4V|S9`RO>=H
z?o6+Y@GTbts@k~sXkS!1IQNWBLXyW%Grl`X#iA0Qw=Gxywrx>v=HbhWOJ^@^e7%~-
zdt3UNN&5^g<V3ZW+h%_45<lAecH7rn*M2>l{3*XKMX;Fb_h#*?uzsVR`{eH74-KWK
z9hM*N=XIQO%D8FKJ=4jvlcFVF|B+S8J#!|u{#}+zq(i`cvqZ0A6<5xssix{`cDdQp
zf^*L(F`iv~gsJRE)W$f@-JFt+)s3ez)TUVTOfb7CxBTs2m7>(h`}af^3N8G-Eig#Y
z(QVuIUhkj90;1Xc*QIR}TMIsYvA(>0!?x`$W?qI)D{|axTe*wpe4f|G{r6#D&yj#x
z51Wr#=E*cwb?HAouz1bhTNVaxb8IeO$dx%FtbHUPL?BmY(!D_A!gK){!9Hin6?v`|
zV#np$`*tUE9G$*z$MbI*6XMof*I1BR81`M`#_2;zbE*X{Iqw!auW*22!{wKk6<Dg2
z9!s%^KH9-{FtP9Bp<kfeCeD~HLb`3@cn0FOiR`tRoGjBiZy26jQE`~5R675m&Gb)6
zdmgr{n`(4FI#_nwfPs52Z<q7pi;wT`aeT;nZ$1y#x^OP>RbSHf2Y!%!HSzktr%RUJ
z(A7SyRg|cusbapzbm@$^HF{~edvew(#IkPTl)SW+Z};u$yPWNkYns<4E$NJ&^6FJw
z{FP@rHm(=t5;Ip+oVr76_TT>xH@2-Puo2>4yjf_E*k8#b8n^uereBR)#LYa9rQp(a
zhCf@j?vM1SoRFvH&sef!o$8N-YPPM#4Yzi!_Psy%tp(?k4eA?Dct`!&9rND!wCSQB
z(@gjeEPCwxlJWEo;|1FJ(QNt=N4~D*yL)KOYK0?;(-i*xJ8JOa!G<`er8lm!F{~D6
zTk>F%gtWnvemx)78U_1@dM4Z2C!NpRrK9#IMfiA(%#2O1l5#gO9^GsGu}a!5qv*@s
z_qGrDvfkL`pP2H@<U#fR2+JGa^;O&}H{Idj=9y#E>s2q{y7Sq=jx+1dx85^1o0WLb
zq*>$L(PJ4!#)2}wd#C!pRbrcyTFlN+za!NANBSxDOUD$N*K|1_(R%UYW`0O=h?hs>
zq4y6nPV?TB><C*ge0f=LXrVM)knsHFI|ELsZ48l&KVNuPl)KA7W&OKV2^BAOLw%2`
zJ9=%a{@f*WTJEA-AV<xH<w*;FnX_h|>E0#Qu=L}p?gbW(u@ijF4)*s8dT-dx`>UJ5
zY}q4s-!=8?J{fKEsIoAeDs!ya*!4TR?5T;BRZ9-OTeI-Mch*T!{}z7PCYQtWMeO=N
z&zR?CBC}5j&rbPtC2Wm^$I=T?F{`Ym?a>I;_%ba)K2x*KZt+hm*^*fYR&QVNMq=KL
zE85>D^GEn}>0W+pXl%=V=<k(jE4+4O_MUqrT{4@AUpKfRw=XmA)HAih>dZUK7!=EQ
z1um6jeXIYz{nD3{cct6c-qU$uv_!6TVKQ^&F9G++orX)7=foc?DgRJc-&3@8W4(Ox
zu8THbl=7D@PyWF7v`T!d$U~>Xi{GTKZRC;@w})RgQS*xb+zzzMCX{8im?oJ%a4*?d
zlzk-qZ`zlWK`e5oCrMrlV>oqdg0yNI=&}jt2awAqlH8c@bpBa2jqTDBW8X<{?t~|%
zfG?YPAHr|2EnKMi-E`(%(|p#YfG?Xc0bMq6pybt8*2hO@y?)#4Ry93k(@SyNPv?X@
zN}dRuzSC1=+lqYIL=E_|39Y#j@XIDlwGKW$Xrc+aY@%vA=&}jtE0D`3j)Z|Pn@CDu
z$0UDHqAG!5@B6EY)An*auF87g?DAr_?CZN8*FJChH7_yr^>5Q^6D7C4-+al;wO5Zs
z)pe<JM5f(7sTRbR`O5H6-YOR6dV^d(ccw>QRbI{C(4v0NdGCz-5l0->Y&So3S-97~
zOwVZ!PjccO{R@fr_s{W}^=M^Gm9W=Dlg$dN)9*3VJzAwYg~|Bv#(KWJjM<Dk7Kb_W
zG8Zg$PWsc`Kj+2L;G0TzIaAErBeE2ZzSf+w`;7C6x-4h0_pee|wEg)tR^MQMrIq{E
z>%d!s*UPs_8l^6}5WKK+aR=8%rw-3HNy`I^*4Z3lTl0O{)XT#2#bPwM3@@B=_B~mo
ztf}nJ-;-+9)#BaNvPXpXz$)YLV;td5s(;Q~7+sk!73d~+;f}w^lx=Y;JeEo(4>}5%
zv$rs>+Pl~6Lzsg85%0#3<!ye)vsyKJCeN75adDy8!mX7H52U^664lKwi*Vk#w>3lh
z)tZe(0$o~{4^Na|;aF>-C-S3iM(Bf|tlz`ucZv192$4Mf=E{_?o;@3dN<TBD`gl&a
z&x~mlkzF8|tDnp$CAU4PeCtbZn`?{p71JvjOZDy8kIq;p{84VMc8NQ;*@UbzF=6SS
z>p+)Hgq#6iHsR*pnYW7zdf9|C(q$7{gTtntdzP+zf4_tj@3r<i@MRNMV3$q&6}WA=
z`8t0~>1OMxl~o=0|3&WNVZLX#a7DYw?zJl<8cv28tgT2{;=069WOiAZNcCaUXak{*
z={_dkFMc`Map$75edClW^D{@nyJUCl53v6C(PWF*tv8x?k2i{JGY+|89Da{$xy;H9
z$7MR*mrpI<nC>#$ty1wryv6DXuP<=ic41tzZp|UF*$ed#`BX(8H&DB+gLc_O>%aT^
zW1*K#{4~7^xolz;mdhrr`HcIfEL)hz7r)|c;`P4SowFBb%dNKgeA*|h^4|N^Hm9!k
z9qw8Det!B4w$(e{cih^S-{Et^@@Q+FbhXgzLJOUTLW`FbANr)uohiRt=0>8j>D}(T
z5!Z#Xc_s$RSAB61{Ip@>`}XU-w)-Fae>L^q%bdNpA|5XP`eCZ`=IgUI9E{uXH)iK7
zGxIN38tyx5zufHkZvM4Zs+^N%es@(qx;07r<kL$pj%~}XOulc)pwnKoqHEK%s=dA3
zuU@QvBA~w{aeaDcQS#dNie_)50`9F~Y)-mzbb6S(q_}R1a_FXewX;4chL$My?`fQ^
z%=LLWN9)%5M<>rtP23TraU<BvX8OJpPprNv$e14H6=yd#)qYyF{XzG1vp8u@v3)O(
z>-bzdBl)mz?Tf8%gg3O$%9=i@?jmnsciju#F7^;*$-_d2=d3#aaGMcRMCb>_uA?k*
z*(D0xMqNMhzJJKuX<;qH^nRLh((=#(|A)JhtCsEAabNMN^3%1kZKf~7Y)|qgDa@S7
z^WgX$6RBCZ{+(cFI6v|Jam(``y!?J$KX_^P>eaoTW^dE4E&F(Jv#xGT-iZ~HOl%gs
zJ@M$x2K9}%K7CcP1Kl<uA{EZNGVJz+-X)TZB5S<1w1aM&nCbh?D09xFayHOy6R%I6
z`)xNR;;g=e(Y2>NlNL%apFSbc^j_WJ){ftoA8EF*o84k(_<n4SZR5EDb8bbJe!GnM
z%UxgAUOf?DP`K*b%PjYYOEaTpUEA#uo%7)Lbgp$>{npiI<UMD4?H7D4kk|7r`MC8h
zr^n$%Hf?TJ>r3~~e{$5XJ0@tJd0533-t~Da=1y7T{F_~N<>f;gPRmW1ZYIN26gBtl
z{9AXKR<5YY$ua-+cd|!_&mW1Iwvk#-w<zBGxjJ^q>SyT_KbAd{oRszSPwl3fmui~~
zbGh?#GgjVpob;?B<cg#0p1E@_HO>m>>W+!i)VVJ1o|~NW`FFZvfYD5GopmofpEMPB
z9cB$-Ns4+n<#(j;cXzQ3Vz)k5o5k+-C~^(xzq{n$A3r(pZ4*oM&U0H>Cj1lDRcct&
z2fA%S5q8_e&wy9llO{-nY&@3mSz%4-+_MiNJipcOh6q;e6A+y9ygd!&wuyD!6HWG~
zZQU_<A<yR*HlW)kK37~fjNJ0={9`uVp7hfm3uiF9oHbMUy7${+=~n)H)&p-pK4p2x
zP;|FplE=~?;*;uJZt_iL>Rfd!Bcy%K#aoG|8@xlLFTZ=(v*dM63h#o+SC^i;@~$cQ
z!%x2r4-RcId;f(iE8<&i^%IHmn5j>KwYhJ0PGydWN@biD66vCw68H99L#5&N!%zM1
z#MKsXPVL><(sfv8AydkfUG1#aEjxD=9yvPGcJ9h`E=l_TrW*X7_xt&Cza=?m+7sBL
z8!s-ZKD7Mu4*vZv9-mErXt~;!f6sfG$T!_7vcrFY%$p_tVr7%myMKAkozVVNWzCb5
z&l4X!c<|Wyu}Z73J@mE-?-zAhX2s0fvv)H3K3&$uFZ1J1{vq|IRpo96CH=Nsf4$Pp
zUL((mJwnr$eeIHGtP>wLoqbSYbeQ48-s^L(`0SB7Yx_~9h2g~Bl=+8jQ)Ck+SzMTQ
zw6QG7OjPCh<CAyuDs!%{Q7WvQv%PD|mgNZt#G3!!GrF<=ddJcWe=8R4_*n8^sxFkn
z#h`fU?Uh1&k=(2sF5bBnTseDsbah31d1*HP`ZxRH9GOpPm8Sl`vi12Nz1OF!`A%;!
z-eG#2XTq+`)mM8P0xow;%KZAWV*3rbrDu;#eX}-ycC7UI_=?rN*>`rv*N9ohe6^Et
zVOU<y7s)<n>$?Tw%LQ`(bLoCswaC(u??6-A2hT?$%}3HDUUjiqe9GaFPg*r~n{Bh#
zW%WW!Wy89vi2*!XmV8ce`qsP)uWezt{y1e<y#SY-lE5v`ocM;HN$gSgX1GuLCVOd_
z*Yclh>veCGKks9EWc6*c|C05+lR^`&IP$L$lRL7y)7^5OZ+G}5xsR9sgiQ&TT>0SB
zEmzwnXUT&z&IvLs`TaL~+7G3q7_QK~gp)<i(bM>DZo0E%dO+D{_i2#pCN>=rUn|4H
z;M)Cl(cH@Q8`en_AKkD+PV@N5GlzW2&Kz18)3M)S`8_qaoNsqcME5Cj9b5i{uWj0d
zLvq(A`!CwTyFTtc|D2k;-ut#a-mvlVBzDu*6K=(ewVhMm>S%8;czojdf&+gwvMYYS
zwEk7H|Nc+G&VNl0{c4}CSZBk`rV+X~dezm?vZ4##b7fb(nzQyy^6Jg2GK*i`5#}>D
z+H4xmxH@5NSu86rYnbV&&Fic8CgcVhvmBpTu;+JE(slzG-V6UeJuc`!+xm}1(ZVB_
z(VuCisIY_9J~96l&riG+;xs6bwKO;~ZPp&X9kVX3n0iV1e%~Xn1*r*ZU#NOn{O>nZ
znD(ac!nJFwbMtTO23Aj5^lWKpX*BEGrC$@3720Q{S-tUGvp(fzo%rn!spby6A8$nF
z^3AF^l5_dY$qciz)=TGY{qw^jL!#a8>K<A5b?yAYv%bb$&VRqDSL_n^v(FvucYm&1
z?(Sd5G=1~SH>q6AQUZ&ls=SN79D3qnbw1>d>cVKPgKZn!ymOcDYu9EwtN&`*y;eh^
zT@Al}NfozVSuD7&MCsU!?T_MDdYssQ&wtgQ+a3Dv#jowidczj_?hlX4hm#lLzI1Pz
zAmZzJJiMbl@97$s#}lXedp;67x}nVb`s7CQ2Wv{Evd;=LS|?~;qT0rn^m4cJ-Iyo?
z!OM(OD&N_!Q=d@3yzC)|`@Y7Rj|3MiynV}N{|4`<Bs2Rr5)Kcxp5vHX_hMsvknM?J
zzLKgRM-%o0-!0^5NQ|{8_w#+Aef`_hy@p$+us_e-eDBi{=gP9(j}L7T$oiDgUvE_Z
z;B=qG{n^*x7f!4KUpVo1%e%{m7scP{^VEr%wIy!jt5AJM{@#y^BKV^i1J9ZJ{QP*N
zE8uBbfJB_uk4a18QkMi7a;EJKRC)DK(97!bo)3$!EYR$J_F=)c_~YDvLS~%%=*q--
z>(8w#56XAiZ8WX;*dBM|)TyU$w3rJQAN`fIN&F1cRxg3P3p?gNUGB2{o<#I!&+KN4
z8GH6els))yu*kwzapS|4+f5$nv2Hnfz91m`_)_qV6DjxYJ6}L=oNzhxORlD(s_pEB
z1LFSE*WG@b;(nnn?7?sLuk-Bh@1Ga8`<BkFUZtC>&hjkydZ5&cDRfSO+uMn?--NFl
z9_PL^Yvr*=<?QyhJ;{5l0^jC{ZfCPQxJdq6p>~W@%lawIZ_d8^>oAwmE?N75K<xGW
zrY}(i2g1Bpxbc1iUpb+>S4cT}5%kK5`0JC^S2JaUuAF$k<BflrR^y6tSB}7YitBwv
z_ck-hPkldI*EX}C|NGOUq3<o)4>SMRG1-0RA@)^YZAwq--YPT|<=(JsRmY;bcP|$d
zcZb=pH+|c%MeL8Lp5gixJ&#&%C4BxH_~ut?``1O+_tpJ>c5%*^WAmT4E?cqP=Vw{c
z%eYv*obcbVE5vvoRek*Z_rTvtC0mO(9G!SgK}+i6-N?P_k1G$$t~`|ZT<GSchQ&7~
zo;`Z`;J(=|`6ZrP_U~CQbh6x;FUF^~er~mu?8KzY^Ne@=T$sLkQuCV?)7mTMtxlPG
zj(Zc|nOFG+2X=i-E8$6D{c`2|qS6(!?H;IXm%Pau)flteLDk~f>)V@e{B_$mapn1~
zE3Yrh_^B|-Wk-Xve0AQNN4FZg6&6g4t4R5nSeGcBn)|agTkhqq`%iv8*xkyj>o+Ch
zX}iWI*^^QGuN!E*G!D4-hjEI>f!>7c0@9zwPsOd<{Xkaj)1}JJ8A0|>S_%_tjz<@N
z|E^`W$KqQ@_*}bpX(9UgZ>;+le2rdNSMh;E|26BS?Gqj<oeSUl=%V&A`S@cQMb6Rb
zQrGRBdQK><fAfQ9lbfc_s?r%!YSvSpEZBPG<C!aK>KJ!RSar*4y<+<QX#LT52i!IJ
zimohrdGlJfiu7m8^|vmr;rM^8uWfyFZI!&cW!&w^2*2)mO8Pmw5AJw)@b+ZR#aihv
zGSYGmGhV4yv3w!?^pQZCgl7L1ktM6-!?F%epB`!(P{LWzX7ifqv(y}Y)9ldN(7)g-
zC%VB`PDFvPoOp$D<;2=RBjhV5g#E(Bw5KoAS*Cxo?p^15g|_Uwh2<NTgzvO%5c&Hc
z<|5?Ei73#O6RMH-D_E@JF1RcY5LJKKbJyeE?|inq+kP}uZ`$0rOYK9Aj2+K~PujYW
zD<?v)PghxX(fg-P7yQbJfX8BCsk3UE?yZ}d+BviC@)qB{!lG+c_b$0^G}|lZ%Aws;
z7FqfpX^T8FRm7RON<I0?>=gb<x4x`-Dek*G?1koA+gQa-_u`gYTitnob>6D$mrn2g
zR(QqqqUPQelk3;bzM=4J(u+->vI`ehp8d^bQ?-57-A86K?eDzL)o*Mm+5JaDdlR?d
zUmb}(na@(iBwi>p?3wpP>W%c7g|DYi+;I5dD%XZb*=pR}T<>yKEq*N3ZewK(bJt#U
zWrC58fR|<FM-i@6Q>_eM>*Gf*$%^J&IL`9=?VhBj$XWZ=`6(thUE(#F_hQ3x8!`Vw
z^}5y?9;bw>X6b0Gh+3{H#Cfv%zxR@#rWzI-%Ku+qaOZ~9-sW2p^D7dV)g^9R=wvb5
za;Mn8dgsUXc43wcdV2R188%3Lo+WMe*Lt-|EVs1fyZ?vup5Jdgt!%F=bN#Nx&JFL?
zwpT3lE`nS+A^qt=A>_)5-TC`}9slv;@Be>d)z2<^)@UWfS~&JZS9Un<_PzE0(_8zK
z_5YqmSG2GPiLW@o-EaTrd;b5g_ig_zfAF($f6Bd;RugPJ_(MAX{%Cug*8e&F|4(^&
z{S)$a`gd50l>II({>Z%VNBAX<w}-{N=iQm|RIbj>$Z*G7*4q+4)=1j7DLmx;++w7v
zwa&jSn@f4lm!}~WKl}`8#0xg~w1@vueA4`X_GY>M$GWG#aNB*Eq<rnr3GEMsVv=h0
zQ%fRvnS|wb?aJxid}T_s$ffmi4Ao0k{O`_Jes%ko<B@aH8tvCM*!_?`S6Mh^(Yxl9
zS`X`WDFyARZ~JVUCRdB>mKLmhaG~ki$#;Ch)6N}zm&$C=zVcF>lZr)vQOQZ^f=rz*
zD`n>iTkZ%H{eCd<SXDRk|3A;<j(uNwB$xNwhDk@&S1pPEnzV4C-@2BwjYYR7c)m9|
zyF0qcx3pmn#}Cy>7b-6Pn;3Su&;QJx!{yzf4vP2OzA9hX5ov5Pzrt;Gp)f=Eg&m5l
z7R&F2YbhN*9+lzwCBC3(dds=V?o;_rE-tyY%ko2Z1K;B4?%4KiyW(T-3m^8(^jDay
z)}J)%(99cO?RML$=C*7&_jcv$woA)?lt(GbiQ4{Wy<MQZh4*FtwucaOe@bq|JGP)D
zKl)rAJ%4p={f$YgOCDx%X!Cw8ocTPd@N8kiC!fDQ%gzZNSG~9N-a#$Cj)-q_*%gwH
zie<f(*nM+CW6H7+<F1?u^4rcbyZ?RrT-e_5WzzHfJD0m}C$=qDd+?;Z;{CKh#*Spo
zi^ZM=4>;bv>`T0rT%F(f_~+X_2bt@(@-B9|#L+s@P_vJ_C2kSxpLx#{Eesb;?0Ecz
zV?y8gcO_lg+jrN!oSUGv_VXdZ*UPHe4j304d$pnJ*q4%%uNg`nr`!5P+Whz*;eTy^
z|MZ`)=kNRbYP(?kvrFq)rXBa+|69!S&HD&evr7lsx^GOJUsv<{yHMq~{q=vooWK8J
z;^eN_$sc~aoG*9axwOsRgZD2=#y>XQb8zav{JLK=*FBglAlP)<_T>J^{7nx;&F8(W
zcMLLD`t<AZ73KG)r=~A)`aA3Km3_zFR(|-LcBZbaz32DJTc#0-lXdw2)=!A}|F3dV
z>Z5->-Dy4binB}WVpy{47IW_ZyIA?3<oo?T!bcM7?<8^U|CgF?R2Vx;XQ%t2{gsFR
z)YlwN`Lp=)!}D^QA)eD4U*9sz*8KDJOLSO(%<C8X9rm8K-m_=oiP_KpUwS!VW3_^I
zW|_`@$tgc($D94LeAu-6Wvk4ms;}qIaLkZ>=NospPjvr3%d7JljilcdGl(T05$9)K
z*S6LAO7*kphq=GAs;zH(`{PBetKFIhE;Z77_Sv-e+^um~`+#fdx!G(55ldezWj?&l
z<@o$U*}MbZAJTUPy_`AY!m;UmTWmkxZ*1h=w{{M1t<WE{8lKQ9fx_V23w5Ol83*<q
zkuG{Fd-(bJAIFy5dr)!W!6%`4Poj7~T`OI3K$&YtkLjKCzWm3Jw)tFVu35VJSjf74
zW)(R<*v<)dIV_!WV7hM^@BNoqd-!f~MqV(eXnM!vE<L}!_mS_HnD_RZFZ27i%{`ZE
zF45`w>uyd#@iD*hx<6&54YhuMU#<N6IWb<X&BJBs&r^>%_yjI(a6jPC(wrkNy>%gj
z)*h$X-zF$_9^ZK8%=NhopUH1C+7Z6}R!naW>+Lf+rZzIxwWYSjv-YMwP&*(rb-tGS
zin<`(kM}40w`ZRB?Y*3-ERl1gQ8-_zVCDK5iDwo_Ok2Egn{4J=xxx>hZn(r&Y+!BB
zzMh)4cZcJ|c)c#?FRzcr@y+>l(&E*}&+BJQJS6&d#knfelNuFTN}J~VH<jA>bgp#z
zrf<9NU4P2)@o<{q-%02Cw==zdt<QU9*K6;p?|xTAg+j&lKJvMBzUZ6#t@ZD3)!**g
zd1l9E(fJ!>_Ad}Emfx3EzwwT;-JZbsyGkrEMn5NI$AvpzseAnG={IhcZ~K037utPg
z(esa`@7vRV)P8=y<x{QlbhSkOSI<lTuT{B!KJ0#-W9<3!-;b8>Ke~Q*(c~)YzWo<E
ze%#xi|MYE+Y55=jpy}m0^6OtZPitm>r+TP9^sc~8fsdcH-Z}K2D0>t?bN8gJ-}p-}
z7<vEfI`a8b_?;_<rmlS8v)6`K=bDJ9_fCUyMw5rZrcIB$iee(!brxq$h<I=L^0r4@
zNYXF;TIu@mkb9n;{!M&}6Xr4bW(&+Pm?#uKFJZ0gqC<K$udLQ`H`!)!|A~+M%6xz7
zJ2R2~Ewg?I+kg1G_?ZX8>)!48yN^j}B_y4=xRI6T{%6m=>V(#nTKD}I=(<z~sWPpZ
zF7|p_jIx<mzWcGu_vWP@vz02?aOinpw&QV;{1+DX`{zFAI>j30>Q;1_x$U3-bt8kf
z`?syJ5qneVerHkLFD9Sg^;Nt)|D*O^+s}N|`d0Q-WrGXz{2sZ!UOMYrRWEPAht>W?
zA2==^KYBt;>}=AOkL#arU(EV^=VIOVI~TRHcc=$@X+3!O;l<0BCog8)f4=y)yH$Fh
zjOM(XPoCC3yDK@<*#11ny2>?qAq!5c2*>^3_-N;!V;h~6m!@r;a(v^a2hyEeC(d|X
z7kPW%kJC|y_EkJTC%@<O2N!Sqy#ME}*;NY8OZq2rG_|;=R%H5B+kG*Y*Sss-y?Do(
zcZHu5W5U>XR&2L;ZU0*KSZejj_QIPTzYX+uuXxo`7%4f=uIKbwrX7ET4m^G4y#4bl
z&byzcFT9<Y-k#U~TKK|_e{)Zyb01>$h)&QeD_&IUcwLS~e9qg0i+t>l=Kbuxp_~1|
zp!UtQt=Av--QC2dau_05FSvW^7tJ!}lH+*}cE|G^;*-q}=15$Y-Tjf@o%z!98)v07
zUv}L!Gj{)e>G=)addb~S^^>;$aeXswf6v`d;v1vCZH)eRIeGi0XJtXomo}6h30_(6
zxa0Hk<01LVE%wSbHK#vVtH0eF|J`ifANFFw%L2S#W9#KF?CIT7cdY!+ogdNL|L$G>
z|J>5r-|hBi3y;p#FT1Pt@92A`M|CW*x4nbJIoyk_@9uE%xn7+Rk)^)zX$WJe`MM=f
z>llO0*L|2*SaX+YhVExi*<FeGtEJgP?lZDkc?D)Z?&HYZsOkFDY5i=5{MHqpPXAWD
z(cV-oHiavu>A<vyS6i~q`8%bGp37~SBg2{SLFLue89Ri(Shgi|OVmt$b%VVvc56wg
z$ci7<*J?#M4L)`Ul`djtV_y~L#HO__Y*n5`OQ?CmukLxl7ZmH()n}&5c5aGYbUC8%
z+~vg8Ip(i7#IGv7S-K^pIQna@u;;?=>sxb$V;5@A&{LfLc+IYd8ejC@ddjZfG&g`J
zE%B!!+m0=z;hlVc>dtANP<tM-QYQVX=H0Z5n$O>L1t(w6T>c^2CNC++@RrD<Vv&ld
z;1g=M<)q9tuXC*1`8(Zm^^*zGtm&$q`LgG?rqn!~^zYkS>z8lif9>9X!|Zza+dtVB
zm*W2%-L_=kqqX~Tm+$?1Iy&opYQViy5Bk46xBv4p=60B{c-MUWpD7#Nd5c9$rp{a6
zwNB}u<f_;jS8;=o-A97cnK+K>{ap2eX;whQd#zm!YxBd_2~EGW_}}I562>Ri>lSfK
zWc=>ZOA1`PJGhNm<c(SQMOPlx*kAmsUtW?A51j6_&hJG)v8n6ohjr6SW##-AUV7QR
zI`h-svakMr4$A|wJU9KEwMzBN?p3FI&uLyMI=o_PjKuTUYoT8YepSXWbS3@RwQkkz
zS(?>y44V$U(0jww6Sd@(_HKrAKZ0(C1{Pm(+O562;gt7k18-Gs0ny;=8UivFjpd<b
zjBZ*=zfS2jnQW7({Ilhf-rwcx-&&oQTWaOf|Lf<s{zY<O+wFGi<sRK{wSRfX<jeEC
z{1#-NTlr%1-F^GjmP;?S?YvvC?&ZJdqILhy2K<4b*~TL4Ll^v*utT3&x6JUsI%eI;
z*BdwYm5Mis$?WxC>>ke%#dg!TTsGrkw%e^Qr3+Gff;plpTwaGXJ^CKX#dY9nlU&z2
zu`8zUyd3%GuM_$5<;9gIF*$py{feUTyi(bmYv$(g$7gn(-?8^fGuMoTf?-puv?93e
zFNxkdEWVS=!t!^FV$RBS8dL0RLswKE55JxFYM;^d!bhts%&+Io@c*xO_Q(DRnXcm7
z|L2Fa&s+CLdusbUwtx4pw(t7*>$PZy+@kumTo;``u8&vxm0ngpweR0otLiMTyDR=w
zs!p+w-#_c6u^jK8uhPE1xnHXks?U9Ub?&w}F4e+XVYQfNN9{Ci3nG4qU-9-@{7GJL
z<G<!(T8AS#+08#JEV`3u>+rICwQ5XfcUNU0XVEcR^@HJQn+lEi_{5?G<Cj}Mow@&4
z{=<*_|6jL$y;0y8^yFXVKkv%*JO3CyQx=;2L@s{m56gF{3m#v;^IzUj-B=UXQ4OF2
z79dA8n3-9cfK`FHMuy-M?!j!xSq+e*8|in6h9UT_2++xIoRCX242@vNNP+}F*IgJH
zL2o4h2^fP;N;QTFfX<rc<OClH54~Uja*2ka5$NnXsHvb!G$7}O!vsL4f)DhC34lxm
zAD{^qfSO9RTQ$H3=^;!88;^X6h6(7r4Cwh6sqjlQzz0(!#SGy~G{DEy;?zOCOEgSD
z;ZKe|hM+@miM&L^6cmFvEx~h%hAHSML1c}Iq+Ft5Y6ePMkb`x}J0IQ@bS?@gwvo;Q
zM?VG?Yzt9tbRI01XqZA1>F6aI3bA-E(EtY&Qrtohb{%n-Xn^wpQaBJg1;`XsNkL0N
z*l9x*b4D-GApa5#aEO9qzzFpc4KvVL&tM5irSAkUBAxSzxkSSZTt!n-NSeXwbUcM5
z*cKvPIcSPWGf>?KF8$#L**bd?zH7+RSOL!^8el__LIPT(Sd7$5G{C6`DLe=jEoPv$
z1ZL4P=`851=$7|3t^F?*ADws5R$S7eBGmqG#TI^t1kZ_G8+j~0d^5FHnb^g0>G@p4
z&2hUc3pGN_Ilmv~DfOJ3VSQCXs(tlJ&p9tIX&&cyxqS7q*Ppe&y{y-nPXBBX7{8*d
z;8F<3_se0&Po7EIoZV(@Yx!<>=82M5N@n*fGk5OE`s;1G(zC*ET4!6-?#tOr@2{HI
za(Y|t#T!-TXQN+NYV1q%RZ93aahaTyRB7nsl~-ElT-ofec4>00QG3Ye^?BBbw|B0s
z*E;;^!YSMQ=czt|!2%6_3+9~szQCrT=1Sj!$4-e%Tnl&>@+7HA8nto;t2nw}nCE#&
z{Gd9sfK;Tg`u0Elb>DS97d@$TlRNq3ar(l3-i;a;llSO3DJAv`dav79U}kv9^@FQ{
zip3(0{jSfBPB+!Qr2BmToyoroUavMRTURr)V!>$*YuE3;m$C2NG3`75vi+M+fx8y4
z(i_p11xEll!i-Ifz-qu8BSSNsjWy(wh`_~XW)!#C%!p{Sfo%ah8(*P`<kZ1aCXv^4
zv#`KhCV>n^3JwBglBJ=Zxuux}_|R_`@a1(S3PfG(V`->oVQFG&te|UdXrO0eVrgWg
zU~XWjX9m6n&CtlmP|wiP(8Lf@8-Xsqa0A~LW^4d$Pe8hde&8F!a3m@mmtq*28R!|B
zni+xb?tpZRLFR*;Uz7>DTMoTh4^Bo%VM4H6f;th@BZOs|iaD_pe6x-i@U(unYn^ua
z=mVcwCb2As4VF%Dt<Si{Y_V;Ul+<mDb4uISzu^g9aiFb#xw`EU{ky^GzAXRb=DadI
zl(B|y#|~4C7Dn~tn=4szL-qvyyQ*XRIOW}T)kk-3Ufj5i^@02nJ;R&=i)`};vXAo}
zlMTw64qsoY{x1A|eSw?w!UU&=V-wZ(di>W)XPK9K+;4K;qcWBA@yDM(6FhZhxovNe
zl(@bqTc&zSuA}OL+GRpKYyT||-<>USbvw_>-}@H6TeL!Z;)<#>Ujousz4r0ld3l{_
z>AdQ>6U>%)-+8p!l*Mb_`KijwHynHPcG10`PrTlX+wU$<2bT%3AV4ZNKmh~}P$LtR
zv+2#zTQF2Tn;vxZFQ-22Y<hEWYX{VIg;(i>&gV5Z1SfR(+4Sbn<_>B^zrDM0RZOb*
z@kDOx-wH-O1qY5@;y-eX`$F6vUhDOTz4q{X=k8(3Wr|uN+<nKf>xs0-<kAZY?+fSu
zzxBRK?$V63GPUfrpOa<2%q@o<Tu&VR@8a(F`+h$;Il15N*Nb|F13&NHy<7X?Ap6UG
z8uzN-@BOlyiQ!NBrPRPZ|Ns5o?q0>p@J2~i{OIc+p8Hi94%Dm3inm^3XgIs%@uC1J
zh7B`IVnn={8RT9Z?G`^j&$e2ssQTq?<~=`cUhdGC!p2~8;cfcg&(F`t@2mOwL%+8A
z;%)Eyau3el_c`vm(1hVZ<2<`ssgpg|^Ym-08_es~A!f7h`rd5!j{#=F<0;4D>;HcJ
zdOiOB-Mh7)PO8V(d_4Mo|Nnpf{1f`RoiZ5?Fz@}@{O@pneayeF)23Ja{PZ+^e(krv
z-|z4LcO0a1dVJl_+w2ufO&AjN`vaux|Nr^?e184Ee7OfxFEKRiwQ<U<`F^+je$D5z
z`zss5y_gxkEi$<WHrLiE^Us&d{{P-`GMxEhai8Pwm&^Y3KOVMU|NrB5{{EkC8Vo!i
zIhGcJjH~;4HN3pMT)zI#N05ET<?H{vW!@7c#jrvA|I>Bb1Ed%}ICwqQ1%=6kOBLKp
z85#JOKyCS1zjGfbOxdfxy}9}M`FZ7yg%|-9x2K};cjSMQC*Lk@XRr8Nd8sf^gO}lk
zkCh(RQbvZ^p2uAacg9R%V|b$?EB-xp{q--=&{+K8!^~hdxv%@scN2yLV@R0hV2?zQ
zGLW~^Fb!WgV44S$w|Y0){rPs>wr=TtkA^Z(AoXs1)Vjcgfo~Eh9rlRovn*vSm;lNV
z$!jVUHFz7E!MP;)D7RxKgNzC&bxUZ+ad<I5Pyj{5v51dO0a6U?o}kQdtV_J<5`%>Y
zC_)Xx_6SU2JK%`Vis`3aGtY>?Y`jyxH|}yiCnMCr>8=lrk=%CZy9uerd(qwpgV735
zYCGlw4aMU}Yp=gH{X0!SK%Zr)WAVqE+mv;@p+S57yy()MKXPshPFwnT(Ffb!jgL@7
z0;H0UuAi^%1=R$J;CTD+DbF5l&UKHN21zgb>(*(UJ(_;IZ-WjbZPfjZ37pk^ew%D!
zBqSaD`L%PAiTM0n>qDC$$?C_~V%JPPyW3?gsn8_!`gzx-n3`>GIZi{9%cw(;LnKB|
ze5qkDN;twZ3sTUf2LA9#UV|FCHU8)#Q;tP^MAB3ks4*Jx0}~>U;twSQfvP?CAHm1V
z&z^&1h_gr2f4f*u((8V7(e84`|FiQloMvc(vd*(dn`;-zdLDQEm~kJw#6lA(KMrG1
z*1Ql?v(0~tGAOgT9p+422FmlZy3c>>ECZM485W9XMCRvOI~9MtX?L*?T;B7lx6A}(
z^9((^+v>L_f->&nhb;!dpiByN6Da?i%n?ZII=@YJ;m#j9^E2GRxwlRDkPoPwF%h5t
zR`@NrGPqcP?&?v;5fgG<r=Kn|+2xBCi#y&|?X^2J-|C-v^&-^Rj1_A=k0sV?{D)QC
zZRiCh$HSsaJ3$Hgh8w7wdDwNy1(Y^(ltHynforCc-R&}#Z4*I>bjKnS!TGt?Ot(Ei
zby!T`td8^BWE*qA>3p4r?~(M|eFw}yNtZW#iW(@<CrE>`N}INqFen{U&$^0FPdYCZ
zxV}_?x{aH-&JI}Bj2Hh8tke_3(aQw)&cMA)V-pj|jnrVCks-M22WCUZe2DC35_#(j
zw4X`rtuGk8O6XWKTCeg>ea@7xvIjn%-@26b&8iE#0@xOZiEo_SGGQIlYd2#<#iKux
zH~Gk%-F3sDjcsw{B_pNa$tSP$n6e0)p2_JsvHtJIjcFIA1U){J<K4J>THd$g6W49n
zC?+u_PATp1yLrzKl$|K9)ndQ@zP4ijqVn^9UwqW8eEzYz{FycrIH(yIvi5AyExQ|N
z_3B)HN#A2pt$Y4YY!3WzRhsB;*X6RWd}rGHO<BK`9?qI`vAlQH&%39N@UZuUzfY31
zH2*!hZo@u>r`_kL_wMVTmDm_@cK0^EQjwkJUD4;i=a<N9+A0Qp?O%BA_uXjk{yFyl
zoZh%={Wf;5tE)J>@$&kmJ52R$EGh~X{(1AL^~5vjKi&-MBF>7R3Nkm@X>O-6{mjpI
z$`@z7x3i1=^seXbF7s5s|H|(k_TBIK_4DDemGSRZm1NDU+Gdmc^JdPuvj%EmpX(+z
z_1}?xzqg{&R%Y$bb&W@b-E6l%oBl5J?|JvT=6hUHN}Gd=E4{xwV;8-`lWZ4j{+xHY
zrTM;1f4>}Lzw16{>M`N>^Y0qo-CG*}c;!Lv{iXc>|KEv`h;99IcID2j?VoR0WwjZG
zU(=bi>CGYCbIN{al_GB^bGFZ)t6{p)ynE{ZU8zr=&n^Dk?{@BN{mKb$S#65p*Y-Rr
zi>yhU^toem-oG%nU$-|Je?0JgX@x>q@v(!on}avi3;p&<-jR6f41c(lY5M$XrMJ7E
z7o{9OomMCO;MA<`ye?Kr`QH|qp3jv0Ri2x(bmN=%&Rb{e*G?$UKKs$5B6(Z2&7NmB
zX2vhsH9vETjFe4?(xwHk->3=i=PX#;_TI>rae~H`IT^yyPO|z|?2^{ivp)Oy7Z)#l
z=E9wFswM5Y^8c&(Cmvh-`ZLEYKH2`hJMNn9ge{jDFK=eJu4F1vd32|pm9xqm<7=B4
zci+ACBUCc>^Qmjs5)VWzfAnn6zvD$my$*lb)3814{G|N-zG{DO{+!P}uWKLo9n~v5
zuPd+HJomVL@$08c&PIjh{@!+`hwJW{#?O6O$(VnI$99EeRe<rA1!*rF&t7PrwUFJ^
znLn#dj(|kPb(_r}*UO%_U|-sN@Ih5p+uuFe=jN)%ztAekTKDu$&k}+9r61ebS4f^z
z&O2LK8|im8-Km;;rR2Bn@Zx6+^R2@pX9it+d+*@6*bPy0W~pDX{r<A>{nJ=c-}BrR
zpVwJ#*s4}$psR4S_Kh?9@5<{jMt8(`rmc-q^)GLkCAKNA?eC9oEM&ME?$5)=?MfPb
zZF4`bko@*}BY*78dk6lcWwrgSdE@;3S<%FEF<EV2Yu-4AM=M<lcycH0xn9KC<8~#=
zrp0+}S8LulANOMRJapWy#C!33rf9wU*;R1|X7|^=U|QdPyL*M?x5u}INeWE3vzliu
zbe}WpzMRFYxaoXs&96b>75v%!dF-m4(~6BJIqjM1CTFU=^2f@bJ{kFnribh7vd*2F
zvMKL-N9~IQQ+ZSCs$vWC!&P=!^TZ}R+Q(pexT-MgUfm~q^?5N{z2?2+Fx3^wYWqq_
z*gZ^szV5)XdD|+l@cjOHW9RCe{DeAVkVDE8DvEb{r0bc2tY4=qn5nTSEh0b0baS!z
znqywfRX<i#W`2oHIQ{gu4=9Q^7KcChT2L)$dbqBpnu)wL7-0ORBlz>AbMvyE?|Kws
z5aD@t!~F8ID<A&(63`g@Iqlq853YNr`YVJZcTbx&(PmF}+&0%GcQ|)GO1b?$Ey(!I
z^Tp5J@cewp_+78;UDMT?H70XRzbHIUyK#Q^vn|QxOWL^>v+q>uHw!d=BmP`?*QRwJ
ztSVnB-n<}~HOKet2KoE*9Eiv!$T5q^ST%3%Ox?J7xn=*XM0<Jb^0jr&a`!=w@BeG^
zO3dTdOHjnweY3Ix<#^|_8}9AM0;Ry-scc_9Y%IPWe6hT7cgw6qTY2kp-#d3NPx7bG
zIX2nzqVC7qAGO^j!SilmnhN9jS@CP9y$ZjxnB#ex3j6t4*2SvZC(oMbW0P&CE@bgs
z?(g=kF9oyQgns0l{oQXRSLS8+`rb#?lkfLlwoL+O6))vi*H2rRAFi8cx?ikT{Ku+d
z16AjuUEHADw#IVz!s`Danzxj=Z#%#B-<0Pj^nil=0t(ghv-V&9=o$DX!!zCA)Kr<X
z;#$r5yYG)>`SCtq-hQKz!BgR!*W;kG+^<}&ty`LQBmd2;>A8ZM_ut5^%gL3^+MBlb
z`adDg10u>-d<tI~3&!7Sf0t#deyrktMV!2k;iI$}k5*~-vh0xj_wG+pm!SC)Xz~#L
zvCI7M{kiczhL5WJKECMe|NT1U*L;^#yAHh;`guxQ_-E35>ENCOE>P8e{q&nvzOz@o
zGqi1$O}jr|a&JshMc1SCo(GFl+u93qO>GZUgtD#<U$cTQtpD#B=?Cm-|9_ay-T%He
z;>m`ansv9X?0R_M^Ly1V&Z|G(7XEtt#5~(%`^##v!gEf4$-7*<<JXygAK%WLbp2P4
zjG>L|t0$i$jaHt0BhtQos-BkZ&WwpSHIKbM9C_~PnsXcHmDg_FdCT6++SUEb{WG=F
z&1uUm9{p2pTkcW0t!|x+vGw5}x-W13z83wvif6s(@8{>bPW@hfQ<LvZZ`_jHy%}X)
z&rVKKDq8*UYu|~UyR&)!Z~s*6G4ub8<j=vp{2x~feSampIrz+sXK}T6--t-QOFg$Y
zZFzxC?aePNpkQENSoW7cx8=!iT&+n^s|?&`G%_(nxkJz#Gz|@wfwU$GO%IuaCP#xH
zlT5I=k%~EQYrXr|?#_L>r|zg6yGP`Eb^(?Q^=-#J;}vYzAIW3+y+rW&f9A7WJv^_h
z3*M>zeV6-Oiw)=FmiAB509}h!<zM;fzntU0&)46-OV@q)@#EXK_wRq0F630PB;@ep
z^Z!46^RNH<!~EdqYM-h1=hmNO|JeBd&trMHU;Xy~U%oZ3=jgZp%l`6+$)UySlYTzF
zZGWQv-(TO3WfIS---Z4Yx&Qc#s_mtk^&5LHy^|`=)hxd@_1^L+GZxx=RrfDW`5E4|
zbN}~w+)<z84pl7h?k`u=(B0K|dDH!WU%t)0zqs%{^inMMm+X;?{(ru_efxevn?G+K
zFR!oderUVgVD%NH`k&9+|19PCw{$OmrhiWE|An{IKiYEG6x+-X`L}fcb+bz{KiM;0
zia)JYdFUhin_uxW|IfWsrks@htxy|!)WpjuZ}ZVVpQrp1m!ER~UwHM$P*G3K-tUoB
z+P42}mVWxJFZJ8>{Qj)B*XR6N)wf<E=>NSa>GYY#N9VsU|GDV?)>>8e_<s*i$JKmw
z{ki+S`Kl@FSN#YQ*tg(I>g=p1@^#-QuWY>HUFC0U`)G~h4s|KlElzdkE1!MyaFn?6
zN@u#2#NzfDzLh7>-;192b))Cfi09R74qtJ6W%N6_de3vSQ2Ce>fgFbI-)B9Z^H?#6
z<*8bgZg2U^hA$<F=f!mbtDpG)m=iFc^^||f<UiJqSEm^9&V8?XO<<Y3{SCI6p8_KH
znM6-pa@|4kwc-)(sbwL*|GYc&`EC9F%v7ZrK>=-Ec31n3>Ybg--MzBgiC1agnyO<9
za_v_5=w96JuvD#`-Cz>;iOY|T$~1+_rt&7%8w5m6JtcFv@m8zF685{(&jx+xi84#>
zJK4ajWAw!-^xDLmmOKgy220j))>ufSrk>0Yn>Hhb=Sza~^<9ED3bGeiZ`mX?HEX*e
z`wZ{vlen+wZMk=$mD&FLgPxL!9G5y*mPF?<nX$GmS6-C3*=m>4b*|H2#CA;THDXR<
z&sMXZn14_2Lv!;zcQ(d&v83BmdpCXBbzd-e(;LC>6=}b%cZ-((d7ZxJ)S_Zh_8W&5
zq<G3_$2~4^c)38jqxJNU+YGk)f99#ABp7w7WtyKi>)3Z<)qS^)z&FwzX&XE@K2)09
z)yedBqhqJoCZmI=4_s-!r0MxuNbqD-QFBnZ%>2`Kob_6~1}?hYrzU;7+ng~~$n;Ig
zgUW-47K>f`9yS?tEml;igMnI|-tU^?zojZN!v3lEAM3mbd${j_j7*m2!mqxZ-3{*i
z*|qR%vDi?q#d?K&E!NA6g0i|Z9-Uoz%f9?GAIBxvXMZo<<2E<zbmN=xLndhEnQOC8
z+|>FkHuuS%yJrO^sLWzF4E{ZfL+;$0lY6R_f`w%}_sKJJA2_r{TslhG$WTeTR%os3
zGtZCnuYYel_<gHP##VPvy%HH)hmb2C&6hYoou4zsAxk$sOKIlerNV1!&9amPSrUWI
zHf=ih)#=;T2v_z^IWM=mZLsPQbI;*dPi1H|4s6#>RxRAnJ8jB5$xBL$B^J6pdgM4+
zFtPhyaQD*C*G0OX*B|g0a~wPM%IN5_p!rj~Mg7$D<2dA!^$m(;j2pg1Eep-K)37D^
z($%`n%oYBR_*2jGpPM1)8fv@G`0b=s{dyuxUr$};<+eHVorTQj9qhW7?nmdO)rDwX
zT$Hua^^)C+RcaeEd)xGTmp*w^+7ofS>tF1Vvdr`Yiz8lFy|r>??Y+k3crwIQaf)GO
zNM_H(Ez^4KJI}|hJ>{!<@Xagk)cu#at#Y`MSsKg(U7pCf=S93ca8O{2d+hCoXL(FQ
zkK#^;|6bvg@}-nl*yQw=tARS(lw1VwZC!EmL93l-k*Lu5WbcP-B6^Rv#+|j_F@vuq
zSEKEds)JkZ)Eg@#lx*K0G}P#@HAqj^-hHZ<r?@98V!_Lu3+6Frecrt0qkihqoEC$H
zzLxrVZ~D4&MZ7qc|Ie_$;?gdAU>cXiuEx7(j&a1RWkrjx;F%EFEGF|~WsRWsGOanq
zEnb2KC4L@^i#g1$FdYaBe1CTX+s*~^R?X=0oGq{_BK^sN9ig_mi>A)+KAP&RwAt9P
z^jp?6*{FW6McZ2rhFoOTydP$~j8XC-Z_bQv&u+1G1}B@RXI4Jw*lII7z(H0+>Yn?G
z>NR3nr<6AcJ6c^_Dtz>2)S}>~7Ynp>*WJ?-Hh9vp&++NZvc82Uo^&r!nB1hTTK)Wk
z_gp6NXKbOZ8=u9ft?c+YxB9aee}-u0>Gi7&QqJ{WiT4qB@Q76>rXr|y!Gc8-7Oi@v
za(JeDNXV}Et+J1}PIskjiPqj&9{MKr%gUv!Ik$u!szs${h)qUZjKvAQ7%RJ7f@S5a
zSAQ>@Q!Vjhe5xw5AVqu6M#1jTtlyi@=KJ4iT&?*1M#t%!A>VD{3qIPObzV`hH&E2K
zyzon!qSdPf9Wo)RtIi~TD)2JDSf~{+Z<Bkt^^~@U=Kp1CcHLO{A^29$3l1-tw8psQ
ziSrgcju($|R-aX;wmE>Msf4ePz3N}?4a*znxy$|fLP8hp>bw2V>h%iV4NC&%c5p4+
z?wxGCN_LjaFBL791*!ZphWD3xZxZ12PBUtKa$wf^pl1(uK4NQMwShrc^4|Tt0|(b#
zlaqLRDk)|2>Um8ad;NMtuXC?>`{+cq#fF?}jjIf+R&S4xv;UYKarltLt2CucOlmdC
zKH}+Be>`jau01cf-kbV!f-SpfEw}smipCq^OBe+*Suz*58s!LSC`4vVj`UwH%f5G3
zZG!CcOYsSO!p|PB>vNmVTzlK>jju((T>Uc_)XvN<zO_m5@#GC3jxLdFI+ZGTuFyAX
z1Lv|;OPQT-q?~eIe6q{^)KfOeokngJJ7zy;T2!iKcBV9u`ACJw;l^8clw58!6yDL3
zR5skWWoLWK4)E1jaVJieEKEqfr)zByQWp2l`k^6bzrrfsb$l1J%v7##zWB<=EppDv
zQ%{q+uD#s#gk#>4ma4<S|E8{<=C@4gSx1sdXj0O<8Ea2&y~gIbjF*W&_i>Va=63F$
zX)g=8)>Qo5wX1)f-Syt6|316SWfHEhZayQr{@~rmQQAJsr_MjJN4s)Hnzn1M{=}-6
z2hAoP4y#<Yi~mo^T@#D2b3X(OdVB&_bzGiuz%hU0_lg(Udk$NxXsz6P=dhAaon)kV
z${Dp*2Tv6a*^ezJWLup%#Ep-pt(pCfO>#xdq&*iomZtH7uEug&54{>IRP4nXM%^u-
ztFa<1RwZm-WvNh-8SP_HU~L%44Z0dj5Og)x4wS30Y;(X@V+r)h?Y{ckslDyTiM_rT
zSNFWnko~z&No#`dxyyHMtvIx|U(J)dUTa=a|5clujSpMcMHQRO&WPu)lxADJdZwku
z<q5x*C@D>=_I>tT-Q@}6wT`>OTiH^>%AKzY?qB2BF7H`YCBt}rAyb&3yb*iT!?-i6
zq$HacHRuSm2)5^G@hpEMR_p)uO#5Y)r5iq+_E48wS(LEkxzF<@9cRu5F7o{;CMA>Z
zXc+R)=vZr6WA)}5j`StmdRA-v58v)7IK|4#5wf16)8jyZNq2ifbI{piI+yNW+|?$P
z8gOXBDelEVQDMha0_O|mq*d>9Sd4Tvmg<%R<~gsxS7YhC0$+_)V6rc~;%a!H;ld5e
z48Mq-&9_=?e^2`Qyy&omf@w#M`PWy-scb9DeZ>X38tX9VYOD>QtFgYief$1kuVnS=
zS<E{(JamhH0=gROl<<>fhYehPH@$dw0(v!8(PY<+;H$CnU4qX(tASpP)sfpD5|Fj<
z&!dS}f3i#pHnyJT3N)8;Y!b6b6MOdVk(b#bOFgNaExDghFxiA0jyuF>^Xij#{gib{
zZ5FPx4L-Pg2bn0W+4VP&SC%U-s!utueoOYtpd-^xoR;Ukqxodrx}T^0m?iTz-hb;~
zS+UzDgI(mvH}{)cpIT~48#_6yZYbI?g=^Jo=?zov%~}4&;kl3Ok1{v?n%zB0?2hKY
z_EgUld@=RV$D@*GbKlqhy!2MKtLE73P407zt3J%G<g<%)`LX<!+&rU22lvmoZ25U-
z_tGS}tB>NZPsqGEzw_{_-^KHGFx&n&tFd0p_uV=#_RIf*->0nZ-@0>erQYR7rVY8*
z!)7<TvZWb){+_UFmifh(ho*(x-(2Nu^fR*I0Q+KZO^y)Ws;Z9Psi#HuJUFN@lg;#q
zgGlM2*d05RWLIXN<XyDt$IdsCH|((3n)ULGBmatsAF~=xI$hYfQ7hq$=BZywyffB@
zFV*t%;!V;PnGnvbbYStZYYhooOV1=b&7FGOH2q6<^ZHr`_W5fqSK5E|3!Cd}Q?@F3
z{jXc>D$A`~-rr(>(ovE)=f3BW6@_s>Y>zYl%01B5ka(oWdiFenozHH??BC|``bUgZ
zLa(6H^KBmb7q)ruPZK;9Y|PnrZ~Bd!U-oX;`cixK77PCwEc+~z%)ger|1s^~&IgkV
z{6!1x4>fu>H<+5_Tnh+Nd+W`p7`Sxh5}w4qi@l3dLK{-9C{5efG(*&hO-rZwpWHzf
z^_L$G8?5{yB+5Sjq3{NSscHS6US3vJzxLPLgKz$w@9m4%NwHUH78)3-PCD7t`>fpX
zzB2pnRoiray5;WNZB@GD%d2qj`QFSjz6Ty@7e7$_D{VKaEYbUtpReDgedgs3CTl_)
zt-_U+?so)Fml3%8Hmi1aYqHIW3vX}cPp&WUV|$~rax>F=9yZUV|0_cFonu_X_x6d<
z+QcLC{4Rxlnlg1M-%q_P7yixlENeHJz5I2^R@QW_Y~Ag)1LYU&l7#n6_Bt7G=k%GZ
z*lZsUyQ+<ww6-N(o}=#;c643#+|nFl?mq4d7Bg2YOB0iA>aq>j6h3=q($Ni4FPmZ=
zi#5HDvoSbC20rfk)xB{JPiXSvPnvvnl3a54vMr^=+tPdrkKT{HUDot5!OEKZ%%t_t
zerA2Xb-8T8X5l+KI_3&6`8Gf2wlm66k)6J*yL0;-txL?ib2+W8y<Kz;=hkZKPOf@u
zzxTY*{^oUMGv0;&Nt@s7FMc$Am32w{#0tZv&4CM51nTGYl?Q+SwY@h=H+W5ai|mWa
z?GMH8Rn{bUIj6D8&flpxdH3O;+4_5gWjFqK=-r(*>#0(;!f{h({b{*5<=zw4W%gbB
zxovZt*?FlD&s!%|m%VskfAnl-#=g|w@{jmRY^)8Ksy1+@N8Y+z@G;CiTv&AL@g2qo
zFYNzO5jv$SDRzqfZ>_mI7W=Yt$<CG9zMcQyo)4QQ3yRxuUC%GvEKn-I#>`vlAe{Wz
zSIx20WwJyCN3NLOt-$Y%jmj>rw|uXar&NlxtdVwJ)N0+%Y7``}K|W+jYjoo_?&u9l
z@-~Id|5jG?B;RonShi)t@s<7u3?`KQzGM*@xFot~!;W<=<!(Dpy)!$c=5X{-V;A$}
zS6q75Hr-bo942pl_keZv_Y2Qj&(yevUYcyBa{7(;mSkD3=d8P5E}Zr>)&Hf6_w)&?
z-Evp3EWae6Ub8MEz;mhpV#RGCb)H8BO?Xc~bG+u4vVifyoL$G1E(*p53URx81w?%+
ze5g7r&!sh3YPC?0&fS~q^yIGGnBJUusny=L?@FuZC2^f7-6*z(hR`gV)2uxGF(rW;
zf37Z0^4sniGvUl-llE}?$(*wBf4%s3{e1m!Y4bd`{%IFQB8!q2T=8->{(h!J|BZ3#
z(rCf#bF-MIwJ-A)Ptj8LXt|L0;?d`lX}Uczj8pv84sBlU&cUSpc`Ad>Swq>J;!3`=
z4`MgW{vrIbe*VGE1&d05XmIj`Y`zyItaoNd){Nw-;*+_b-V%Ow_C~7xinUpDOjo-f
zvr(Scd#mVnqS1|<vzwo7n{eQ`S%Y%^jyEqP{oa;TJ(X^&P(B~K_cSka&eVU89MtA&
zMMk!$PhJ)r{&sDl>PDT3-nw$>&eale4msf!8teADy<T<Z<T)|TruUO7r0+JdL~(hA
z#NJ{H6+gs#h>K7A!N$avWePJ78}*3me0#;Q%DBuoBl|MLq0CE+rW2BKzo(}9tq8Ak
zvh0&}@+$eLWH9aQl+(Y1oE}{`8P6)vosiA%>tMg2H)cooDxZh|(A8L*cSO_{C`8R?
zoc8iW-;&%zTR6NY`xz{-w{Tw@J6oImPXg2K&OUAJW|N-K;I$LW8c*!tT=t)Dk6WOB
zicG|{1%f4ZZ%zd{ynD#?PM7o6f>$}OTePcxK(5BRbUs8o)P<*E^@8VB`#@J?Rr$^d
z(Q21Ac^<Rm$Rz01Sc(VXS7T|(dDkvqVKmQj;ldpv&TEuBRVsXi8&yLp3!?XL(yDr}
z>D9ZdeO64K%NM>BGrD%PajWMABbRfZZ@n;j8eUkl@HStRe~0Vlf_LiIcQ<z}ig?#Q
zHFRsK(xOLizx}-Rv1!Vx$iDhxu~VCb8Bf|6D#{A7=^Ml=?b`as_$)h{p4imZUq|g1
zYwBb;n%#c2ohQ#Y<l2l^JC~R=>`zIx{G!v@D!ga@SFzZ~j8iw?;}Sm-BylcIEnl6d
z`K#omNv+D$4c|HLzn3QweM#|M>ca;~*Nr6_wr=!1Z*}pDoZ$z7-8U|zIrnwU3zD+w
zO8ULEa-Yc2_M59tUcTI?6`S#}$*T9+q4!U@E4Bw5z2~OsVWXpcHZOOvLBrOJIZw02
zu3o$Bn!SJT*_7Y+!+FY&oljL?oT<2`SbjlOVx?{@`_atFIV|E=CcI$2Bpm&r>!p*a
zl}>_1P_?P_jDyV6{%8fyc-(9>d&1!@c0co+?Vi*w6#FPQQ{A$OKZ!eRi=y2<+e6PM
z`7g*lmZ#{yacznf&kh;Mm(o&ir@8V)%qqN+bujOV>*Qr7erg-s3^Xm9Iz66kTy%G(
zL|NaSh%L7Retu8e(tN5~=Hjl7lqdti*c}pU53oO3P%6vQnkL#QUy#JF*skj)f5P~e
zQ}4yitCqwXvCh0w)OT^M^7bfYRilJnx4+xBPjh|B$IF!SgEL~9sn+^au_1+qa=nxK
z|FSV&=BPZO)H})XE$n8j=+erP%<0FrfNsW$+9DDz9Cy&gX5+-RJxhej7+mY7-`EPe
z8EY}*W~@uEq(TBC7A|8}=7imhWvlUIRp>F$%~(!Km-$zDesDc`=(^rCq?@r??w?V2
z*nP-^TYjax)Xw6)79TDjKD1zppZ>KA`w!Ui^qZ#5UA4`vVB)=htV;J5%{qTD{f=kI
zkzK})t|=;o%8aH@!!E>oOkQ&(DQi<`rgz--3r_wXFSj(;tt|1LVfn#R=;fwe2ey4=
z=e6F(nsfTw9M3l$4m@`c#$+76*|EY-R8vVdBU$^k%kQd${ST`TW`|D;E&aSdtl-U-
zS6xdMGVc+4s8ucTU`5r3oUe7$BQ1JgYfaH?*DBfOKPNXhJoRv|duEvSjx0X@q<*ug
zR=#76cM=oZnUy(Rookn`b9{e&#%A~Q#5b;|^fT@+ySK1nL#b3nf|vD;Syl_OWpeHc
z<z6lI_c>gg($MidJ&o5wDE3H^N<qg%Q?Vaqi?2L*d(ri=)8Q{$EwxoywN2N)-MNQN
zr%vxD%deGd5+3<&R@w6R@9ik(s<y7#x5JklTX>>!dGY;%UlzLd=2~VI9XD<6W<2DY
zIYU)t*SX~>v2V*n__w{Dww~YW+V%6&sav}4hr97L8Xoe@*;<qA6nyRCn%w&@gfo2f
zQw7cVo-A2?JbC$a_O~S&C0_C&)0W;npD;(*@#4={7TXQ&cd^@k+N2S8W8LrHpW1fL
z5sXiGcJRvi{d=Fb_(TVP@tX2H`E|m+Icsz-UvfGYv-5#P)aIrctSkNYrY|#Mmt+l0
z{J>~kRI@AM{f)Vct_m4VUbUfjG5ZPodqqbiRonhgRCNp4(+j;BOX6>e<(q#q?}uHk
zc3)-x*w&*#V2e_dMSv0i9UBMD<143euF2psEcdnl$iyRLZQ-cOC&Fv1)vx9hp;CWA
z(|JK;LQ`RVdWFxO*uB>sd^R+feNBJ*+F4MX<;C^o?|M6VElr)5T9=$zx|-j$edjLO
zUC}Q!=H07VeqTPHvnt=N=s?A+9Um@O-H_1;wyF0mJ!|7@ovSx(f7hBVs?V41eCc-b
zK*<t|Y~E(UV7J9Ay3xh#e&Pv@F^3*@#;)6*HQ6O6X+h`5l|A1=vi)jPQr7!~{$8v#
zZN?&(`|Dpj9dKT)%@<&rb*N-si+vJ1o9m)u_w7D5_npZ(d_-Zwih@j&W$K3<Z?2H|
zYN)H2bRw-{jp3)YCj6%!)=rRV-aLg-wY{q}#awNE+Px<Y7S}XqPU+5^Y~8T_>w@LA
z?RQ=tUs;hX|KelJ@i!9-QoZMt9DV;@(?)^epxHsE^t6A;I)M#!D-ALmmdvcQVgCKZ
z$k)2N^ZD%^FE#8UoKAQguvq+ZS&wnY83jp;{dd3Cv>z(D#(4gn_u(1IGwz)dvz}Ph
znB+D)w(@ZBWDeVF1xe~Jz8B2O_-uYHMRsxhxd%?CYro4km83dIgfBk+qJ;al?#l{s
z*9ptk)?Qzk{!><>vgoE&!Gi_Woi>rB2@+mex906KkjmQlK1{Y_?xBxj{7n}NFTTE2
zy-DSTE>o^gab81MmE5$C8)wLW5o!`F{kwNV)Sc_xbGO83zYaSus?K>qj+NbiMb!k~
z^mE={4W6<bpOiPlDN{Z3x}-=#2E(>2xAj)d?RgjdF0S6ztRL+7IBJiI$N#PAXAfFT
zpK&a{#&hFT1C>`vKC*XvS9T{p>u64VP_A|NIdAanr0ksVt<RP>=@(bNIJtjCrp>nZ
zMk_1#8&<AAy5n=b==CN0q8=PvQ|teRgME%!*4D^%)oC@8H12ry9#}T($j>b$2W^Vq
zl`%0s-(z}LASn86SW{zjW?Pz^RdUX`H78ozU*7!k<;R`hVa11}0t)Astmt@Z;nTxA
zIdtxC*;$4gy!m=ndHf5LuPa#oF!{D}!wo;}z8QrX^-4m5pEm4yEyq=Jec`=dT}rcT
z&8+vn-OPA4G%BDl>h-xheX`cA9g(MwY+6yiu0x1pM%KfPDSR#mesWCmT{u19yM>F8
zz`gA<*A0B`L@;i6n|#naT}o#1TuXz6HU|AN1+DXU$mG8fX76%LkM=u#s72$C)9G6g
z8f{nC#Xe|c{&c(7lwZcjTj66tUh2BV2l&z!FYC<6pHsdkJf~6Z7kiBH(<Pn$x4$_~
z%YASC@rZ|uEmOq$Q!+C&V~@U&s`2D4oFiqtapj`O-9nCDcce-U7n)xE{$s7TOU6>Q
z-QTpc%^t5w`?c!sy9CCAk2dtltypk8b$hng9AA5O;~mM%%n}7Pxf#@A3K@kg<mT&!
zM0kssHeUF0WzW7<)l+!hpKs96)#W}grD(~mj_X^PCoD{H*~q?b+ANmtGnyM4SVW4O
zCTVZ=4^&&K<vYhPgU3Pb<6`$@i9O4$)J`93Wd0KCXsYYCeoDh3yO5U`MT1;6PiWra
zG<mtTcF4)P^|lg5Yo3=FJwJJ%YJU8O8=b*&U$`t|KXCD#Jn>8*{?kS^v*(|dA2FXO
zVb!@VA<}Q2`pbjD`Boo}YPG+M>%5#culw5`gTRu{D-WESJumczgkLdx<<s&tZ}~*4
z&uq+Ee7%r~eg0*ZpnToj<>^O{Z~1ygHb?%1&#E%XySpkM&2GQk7hbeDX~pj&(HR^5
zxtAWWRSPjJI%{{|RoGAD=DL?w+iWMjk}SOy9m5tJwA<nRf`iZ4%?`KSx)&SV+~8Q-
z_t3G<I{M+U_l@%lY{I^+Ri1d2HF&~bA9IUiQOooz(tMejXPi-=QS#f^FfzJ5HXztX
zDt32)McmZaH)dbgYvuEiO`ZEQBD3_y%gk9TOCFp%UA0E<UU2h)`;2Ruds1a8qS)F#
z-IwU~&f4IS&VEjG+c)Q=?N<_hUuDvbk$EWeI9a9YhT`njjUSV~Cq2J6wPokTt+tY#
zcFof9*F5hqPrm8))@o<Z>&#!jZcO_6=9pwzby-?$ZpYkn602(ts9Opi6}VoVd1RKL
z^V-K<r~76*SL*h1bR-=On&_9^@a&+^vM6o-_{|GuIFzaTI<<*%7Wti%-FC@QVwtuT
zpDS<J;!j^Tuyi=;9ZKqFe<biGKiqQWrJFIbdP>UHJmQxaw6*rNeX^Ui<ZyrGy)SxF
zx;q4f3wimz*Rn55<>Pr$%r)ov)N_^_v@c2L>CMuc?DU|oB-3x_RF6i3{L6V;=DHu8
zW_3e|#Vu^tqwQO_^?mJ{qRDy3+F1Ve8qII66+dozeM-pMG(&k^VyvY|(mZt$S&I{U
z-YuEwC|1Jw+v7IF%hj==%oD#Z-5>C5<64moO`Da)RJXt3ODW*X<URPx`q-ai%)eWY
zEzb6J2+e&}b9mQ5v8R(;&YAU1`5Wb&wx*Ts%_Yva9ae92OxX8+l9j2sB+Ig9<Ly_?
zb67o&MRdNH_2xlJ##1YfD^bPwzvwDzpMA*WKdrgBc9L`W?maUnu6({Iu-oJCq##?d
zze*Q>m#p4#;6%p5xKA72*z7oZGT9;OiJD!^&d=HUj@*YEo$oT$$?;rUk{8e=9nCI$
zw!mC7N<*)}jRSHsmdV$g>4)2Dc4kO!%04o^Eiu`Ab%>=-*xV(}n;AP?Z#6s+TGp(w
zma+9gz)~}|cVCrfF$*o7z<)4%N`vdg3Ad~a<+wAuvcpX-!fwVo2f7(+k;hL{KJd+0
zk3lzMZC#Y>3A!0;^+MRqSaU!(W6f$UpSq>yX!oOIWp{sVUF0q{&)lmr)2C_nbQjau
zJ+j|yGoRc&ya94E)^^^;xwq0RT=!<Hm>=C{@a(6x&#M_TcmKO{)nikG!v0*Rsn0yR
z9(kS4^7F~Lbxmj4EeThqS?-;zX9aVQ)~LQwOR;#%s<e1wz&nG6+d1DXO5acFn40>x
zD!9d?<=tyHuT~4moBOtfotod=5mCM4-V09c9g~;epSi8|>R!t&ftv(<Qf;%eV`gMq
zzJIynLcZKl51yrx_h!y{d`xl0(jP{AHm7c_?q#k$a?+Uh?lDK5jZQqCtQU_dzLYf;
zE@wL^@X%sP<D0M@>4k3!U+my+i>P_ot-am7@k`QPH%8O$jl0|r+D%hCwv%1ac8m5$
z9wre6>$!HkP773x);R{K^<@jlJd=u>aX&{mW!A2?>%sXV5vN@ZeH{P))_B|dEYG@O
z#y<A7i`JUzFdjD&wAPZ8%#T=*_f%K+{L(!d`8OVVik@0ju_4x6<bYFt>!S-9Uw)Xc
z52$GTuHM@8dg`H8t-Uw%Mc(p#{gC~?=uXg^XHyeJHyS(@X_AhcJ;_%;N_?|foK^UQ
zbv(CPcwWwGzx#IgyBUW$t{n_Bx^zU>tF&~zepd0F8{b*Eq|6l+Kv!e^`~Pes+j{WT
zSjNJjtFc@(Z-cMK+Jk&G)=clp33*!njHp**h2EcwbT!uYnD@q)O&8sm7Q%mEQFi+!
z=4plL4%fHk%I!%IyuRJ4#CY?%7J>GNhA)q;4=-pwT*LV^DO{FeO`ODpChw%20|NHD
z3{pQd{%P5L;f9=--R_s0q#mlzmUxzQV9HeS?8&?u@9uV9zrMk7^5XY(?>Wl@vfq7f
z^U3gI-S>U9Cj0Lne9uq#FOyDeYz$l$_tJck$8{Tti8r^#yr@lHEGgz=)bS`Tr$^0P
z_~N3K+dr+0JJMjB`;H+)KJO~;KA%eW8xko3p@kh8tg`mMdvkic_%s84$n{;jBQTdS
z`>U1VTC331?THGeA8pRIPBQOYd8)$pcxkwa#+?a!cCGGtxOBUSY3h6n&71GeYJ2Ha
zyJ)*AeK<I;tM%1>ktK$Dud*1X9m|epIm-E}DPxmi-Jbr4rn|Wp;w3g1rrH-J)$TlX
z`i9cWhetw+B>2yX+?6lUaDVo4BHP~0ZA|aERj&SVewk}|L*m8Su-}t*oXgcP6I3@l
z_hjYP2%`x_3%BlYDb=Z)xLV-F*@JeMg#OgHeJ-_nVbU0yA9pj*X5-4xck1#RW{5<u
zI-b0&im&DOO5K2|1(&6IkLq7o%Vo1AgmIhYvYDE@O*?OUKMrFp*m=2E>#Rmb{ZG3o
z%T&wrWwupqUf?~kN~Eh#^vTOuncP#onzp&$mim;lzkh#RBV6|P_rPV+XPxywg;iOx
z#V?F`zi63KjE3H=xWiUqhaPA7KbAHByVU;1QJ(p~nvL@wF14S#TfFxB@xNt%BUeo3
zV9)K05d9$->$_9+(dL@Vzf-iB`cqHxWS?eC%{$R6bojHF(enp8c;fWC=Znn<WG`3R
zw`yf$$V;BdD%RgaUr0V)vGMN_^Q+8X-cCKT;OEnZb()j4BN8;sl6B4)e%+*HV)gY`
z)5oN<U%$F3uk|+D^s-y7(w*~&by0_Fp4(2Zhl_&C_?D~28U8%pqkeBwVBGdLAN49B
zhLVhiueW59rgnX<FyQS<kulz}PxnSO>!k-<AE%pq(zVz&^@>PuVf_us)d!R%ocVbc
zeBWzzWRZAc%u+TvC8zsuBi_4hnm7IGd!E&^?ytYNSkSQOPPv5i3vKmlkAiI+Png_3
zm!_05VVRur8#S+h5A2s;6{sl0sZRXgqH6O|?$y;Fy{<e*epM~DvAr0vsaWt)iUjxL
z+D5+LKi;KW67YX|Y4(J!B@<aAZ9lVp5DwQ>6rCa1_qX^3Zv^)N*{!d#BpS43h5p9d
z6fK(Wm-_j~hQNC=NedfA)(3f%&upLY_e$59`&UnPEVHp);Cs|AAUrQSoGGt8(thi?
z2`7bH=W+SUxQ28{I`J5tIl(Aa_*Bp=VXyhwIrA!_3R*Q>9J8gfyu_qEB@3$(d@cv7
z#KfpP*_pu*Hg~6z+YTYEhxNxEF8mkLZ}h3*nO@+8TU8Sco@}_#aQG1Knu~lVzJ0rN
zAiB{;Sf4Ryrj(WJYSl#-{F6$QT-s-~UwhWdG<&0Vn91IoiM%hrJzJE!!ua?pM~_uL
z{O)xM>|Y;7Ej(~Ma}Cq^_gntG3clDPI9Drq<=k19K20<aTa*{4(5w0KlloNc35%Go
zEPk7+<8b$J*qe1`e>;v>eNjH5qrc$Y(dP>!E|)6ZTU@;J-HL;3L08XZ9dWZOxlvU<
zW7E#_+tjWFyw|ws6Mk&lzoxBQpRCf}anb72qMa9a@h#t7b?Vfmn{RKPI9}f7Huvko
z^X&y6^;(TyDBMx?R!Gs8Uu2#B?GxknyfSqofBuhe=c}F$c<@%ZtH$Hv?XE7S8EaTC
zce%Soxk$Kd%uILRXdbiKQdzM2m`ky|ueaNgKDl2kL9gx_B*$x(J^1JJ_Q&zd7ot{d
zUS1;49u#ptAnbfhrS_a{9y4v9dDvL3%@wb8+p==HIMe^u&0IVAzHaChJ@BeaD`%VJ
zuR~{+Y%k@>PMLjl-R{pXILvpkO^wia$l9%a@&DtuPT8mWo;jWFTE8+zWo~V4q5yAy
z=6oZ)7X>T6X&$Xwc%b03=e}2kGq!qUO1*maq4kzb+1DL2cSM(*O@5kQH}mAF^S`T~
zy6*(3c=7l%PjI^EciF&O-+3o;S})&mAwSta$(XNQH74mwiC@H@6vel-%bBfnmMp8@
zDE)d?Qm>-XE9ZVWjYDQRPabb6O+NpA3*v69%T*OmFMQd`ma{=T&pv$3va`IlS08@A
z!1XI<((mP0vmBdJUe#XoC|rBPt7xXlu8nWA?%iN#Z+IEN7aDdgX#M&^N7>w|GLKqK
z-h9;w%Uko+_DEYS^C@Z51pz&~Zd}UJc)X}JXNlLf-TuLLOS<%)Of)Yjc3JpOL~-*s
z|0#FY8u5g4v1%_pQv9;pXI(P?AwlCi1%(E}n}gQnbI0x3^6{33;dfv8%?5GCX)V^<
z7ERyee?Ts)E7t4RBI!M1wJ&&^*h6e34-4I$v+8L<v?Svit%{B$Q>OW*QWIDOUH9C!
z-4m&IjIaH`?57`YtQ3vWj4AgyJw^Px^^!fy_bffVLGA7;^&O5pD#p!>HD`SHE?oJw
zzlLFp<)_*?!END1m-g|A-HVOQ<=K>Jzd5Ye{k+-sf}M(cy)J!dxTf5_`S83WS*NeJ
zSBR9#oboVP_bO=ZE=6fiWhRdZ(R_a4rp?EdX1_@dvR8f2k+G$@KOBBDmJ;-4tnL#M
zP2YtN<lgz4`A_5yv-Df$1z)d4XoGLY(u3TLRr#{^>4^!3g{!{2%yNIWG&5+{we1|y
zIS(H1W?I(-x*1E(bEeaN=*?Kat)rYDYg@`WtIoZ?>%MB`#>-06x15#Mwz<{jZ+^wk
z<J!W%bK9=0OuUiGe`^}(W~^Cr-+I5zYYe$kmXj0y>tm<tDK$H{G*xfa`DRC~>$i5B
zT>Yc7Y1`b&wgpj^_49q=cXj6Yygn2z9hFo*VTqw!YH0v-KKt^L1<yneC26l0nD)AR
z@ixP2KR?doeB$$rwfl6n(7p$A9u@G3HqMx4{j~1dk-rmJ*R+27Gtc+B-lQ10E6L$2
z?d@;0-85qm;#_$8Gov5hjK40u91B)FTzWf*qoZv0Vz))FF9wQv)jB>BYSy|Ykt5f#
zb=_tu8SRt%Vwodb_QihS@cX$i(DwSp-Va@O{@&IN<6HbPN#*RiNYlJz4QE>`Z;op7
z$0F~o)Vi<zt30!y^<$2trigKa#!a>*`>xlOEZ*=zjNy)4e4j9%!gXGa&XBJE3NMvU
zmCX?G2r+b9YW3vHHNVX~J0i9kzLh)YvFn`sGX|@;*hM}s^(@%tzh~gq)5-qKw_c$=
z_5SwbVvqY)PpZjCRkYqv#K65;=RlKI_llioR^NMTu>M$X`Oo0&^>#ZNP92MJIGQLH
zz-Z)k_i&T!p_scCj~<<wcP=DcX`}dm&l$Dn|9&oJ4>EfeyP;Y4c*aHBcb8Y**&Tmq
z$<J3cQx{F!{d?OdgLdwPI!D+8_{t8cb6X#r?E1IG??zjy%9;l!!8c=lTv*t2sFVNt
zn)^RYZ}$o9nlE+s&VjD9JO}5UD<3s7%m4SSP+C!yETVh3^IO%_tS!xt)JhseFO^*2
z%8C<^j@ck7<DVkIaIgBV<JlvtFUEALD_S_bQ?BOvKB2Us@R7r8arRq{H$w#G^sATc
z{<+b2bJu~VhWE6bF3oFVoXz{K`g6knIOS<h-ye5AId=JP_K#472M5oH<}LTINYNEJ
z;8vXN|1>u)@9o3dyI0rR?%DMF7mH{{u%`C!<?C#pmq+Tqx6}zf|KOTTutV0ewNd6w
zPQLnS1urfyj!UkdVkI5EY5Ts?vRs?`hg;3o6+W-~82O~&>hA&p#yR&aQ)COS?P`wG
zWzGKm{esebty#i97<5)}&p+aC=#kU5a9Ku!;`y!*0>Nvqyp;@@HSNgLo+CfLC@qwj
zQY_Q5$F5AsX=Ntkvg4g4^~xePE(%+OZ|q~(e3Wm?8pD2_m)1*sr}%x1{ui~O{COV>
z<YKJ(y_2RUPI2U4AtHCA8+<X=WYEP}!GFc3gv)6@23?HR<1BS>#yJ7d#aOeaR|p#F
zHENk}sMxvitap1(T;8Q_&E3Bad*8EJaeb#=+#^?Qc1DLwNqaNW?`f~mJ{DuAv(Eig
zq0uIT$+DXZG{hghUl5!xtZeps-7Kd24_F^-?rdJD*0SMv=qFE+?GLZM{@plvef7!f
zRWfE}5uX;Q3Ea%cD{<{uGjA!YSeou9LyawUQ%v{#{UTetYybNimqq&%b_B;qhlI~z
zWS+9>p6=CGUe=Z`RL}8+7M`2-Y~#_$qgyNs-*L7}OWvHN-59zdZ1=jRHm23Dp5A;N
zrymi0h38<Qip=|c3vQg{b!WY@zeeWW#^{CijvQ=3(FZ0wq#a|K&~^P0=U17Xu}XYw
z>y+8q?guqrXAC!%+8R{#<a(eF=M|ncqI+F9pZ_;xJ2L66;H_J~w!F>VeKf0o($zg%
zR^_c-uy>1H4$G4Vmwno8JHLwR+`XS9z3&Z|hN7JH>a&i*{WEfBSxTN=R=E7i=4JBo
z%)E~;EMK)f`NY=`c}|;8nbuZMFWoXB&OqMX=0#t*t!>pK;T>~))AgMtCNv0yUW}fw
zSe#A$l4fw>^p?DpEYgRhbhpg?CAUt(WZ#O}RpM^`FPL7vPVW&7>T}z1s8b^OURQmq
z(!u{#(?kAk7mVMhf2J_>KJTJCKY3g}9J~<s#Wk{^Yt@p+qK_6vTWVjZsCeo;X@{%f
zn!A@mjXto=5ncDm;j+&$(?@OV4qR~5sVQGE+q2v4NC`u(&3E~5&Lj6VV=WF%%uiTW
zA(8Ron%VjHFI0UEXTLAwQTPy*zQgbSmmAJ2<(_D=OWD>KO56`AmtjhX5I;9JSh(Wp
zt+;#A&cT%h^UPlB`rAxN-)^nvBfL<p|J#pAKV|i;AJybX`8($DSo_Z~NK93i><Pa0
z3v?}(66jhipO{%!P_D&d0$q#s?<4eDta;iMCxg}-1+9}{-+WI)=<5d#%egD#erT9x
zoLXdQv*PRZk4*NW%L;2IIy9K=4>SFtcYS#pZ`_}S;@gahEq9-BxRbFl&gWZC<bpKL
zLp)ODk#?$9Uyt3G)f+8+<lvLPNjDoGTVH<orR7N5@_Uy$c8dgv&wse!N}qR&SX#Q%
z&6;?jdx0uDqu!+DZ)o{xTTxNfc6ULexc~Gux8J6;U#tsz@VB|@{QUm+{;TKaioJE4
zm~%6YEui{=m1?7wpM~=G6Z8HaDLwPC$s~Q1;m^AV{rMkDtoIACjy}4!(SO5<cH6vG
z?~V^%mIv;=xyS!R@_}SDWBZ9+`#3LUA7qU7T_|OGLs;R)eEwNgs$Sb%Y~$y+<)3t@
zTc_?H#&#`Z&mxZZJKm^UPj$GmTd76k{e<hQy6!nPx<CD$H*MaQ<A-Z2x2`ImbNC@+
z&7G5r*B)ZNS~YLi6S22DW^H1Ph>dg!oL_DA;?A0@&$lj<op7yX{~^_9qEiF+1W4!9
z*>}b6f3qR(%dPAE=Kar>nE$iUH*wvYdg{8c_xDFdiPpE@JDFw*T<^YrpZ(qRC9CH(
zuNBMWTeL{<{kd1RlINx0aftF+Pd_n>MdoN<&N?&MH-{~%7I!cH`?UJ0$3E?%2U%B+
zzrJ(%Wrx7*Z*$I_HMfnPDwE>A)#k|O7**}^xCx~RVfBj{&q(LH9d}4`@c*k9)xPT_
zvtQBdNwEu5Pi*B5X-eK#XWM-@|B3d@sCB-3&0H_D3#uGqm5F+@bK~l(d@(GHy<aZ5
zsmVW^o~FE3cmI}I?z`UUSK9qpm*~7&)oaZs#jYIpP1oL=@_7B?nG#yhpej_Le8cp}
zwIAH6`qyJW@Cnzw+|%N}lHW2>=EePw*Y5m{JK7fBZTrY|dH-&ysi&oXKM>qf$9>hD
zU+!7zUWZ?4Mm|S=YK7ZW9sTh5w1jV7#%rI)zuY_IBA-l^o$vTeqt$gQpYY+7_DM2Z
zrdiFKIqRx^LU{AJr1qX&2loER-e~<nu&Y^SV@B1suTm$ERh(O0V&Z*h|I)<|OIQ2f
zf2?sl+m`!u=EdMAOK;{G<W+q5mU8ICDM_nYlD7*OzRG#>{c_o5F+<Yrl(H`4%B=RO
zQ6D~S>SCXy$9Qf+dTc^m^XJ%;QIYYX_sgQqw`LnjpWA935ZqjpC+89uC{Z=_$(7Pv
z=gRy4R#|$nZL77s$Ci4uuWIG{b%#!#$~vX0x%#4by8ZVf<pPJdzT06PacT7(IfpJg
zi|{XR-4u3Ky9i%S(@|4--Rr*KF{`f$S7^bcb2oaQ?ERm1VQn}64s~no71>PZk7u?s
z&Z=AL8Oipt!T0K`UlV_rRB6tyEaX1<+b>F1>nK;zokOR5HmkpQJ1cV8jF+>Q<-VG`
zVukKY)xBajLy{JY-CHVhHbcqGCwbih39Sp(l8f)DR8P3FEPvL%3@cM-|IGI<xu$*n
zW_9=C!@Bj~MD|XL+qd<2;B^=E?~DBY?aWJJp6$Kp<f-eAoIX$bZu{ZH-BV@V(W!OC
z`?v375xSK7NqOxFJ(n+=6Fw}PIXyCA!FPram6x(N<QufF(^pPxZ;tF{IC{<JnV86(
z+g=49mTK=}WsGt+UKBF%k}l{@tWP3BsaLfjcVfL2&AITK<@M`5HBFJT>ejg_);3+@
z-C}kz!M}2indk59n|_X$%oZ*`Ij3n=Wz?aG6ZU-FA2BO_ZWD9$=X%~#y=yO8uju{w
zk=?9dP9v|Ze}eOAo9|nuOV-~in8Wbw=+WD(3}MM}#fO*Gr%zk5I#K!fpZFW8f2<24
zpDb@n-WBbw_vY{qG5wOlcW#}$(az<rayHBU+io_v{_n@P+4e_{&;R#W_uHAplPh3%
zVtoMLiS_dv|EKx&_1yg*99}R<Ry_RpyuR}H^8HnRX2Y(;60r5)PwA|!K3ur@_|NtA
ze-1xp{rP$R64S=Dg32#1{%FwuH}#5h_4cEa)Xh_Ow$JVN;K{2#XvQ|r^l>uBqk9H^
z8o`Sm{Ysg!EZ~r*y<cnldzQny8=5n%_B`U(lYeu6&esZ={K#doAJ$EmF%);RYwX>8
z!r;g1C5KlD%-FJU^~r5f(`IcG>-@5s{eYb2tN)L3UH(SNyS&-cSd_u{x_N)%9C3He
zS9TuPoNg7WHe2gtm!DO(*y+A;x1b<9pKivyH}4D*U&g$dXU<SO<J8-uE=|mu&f@zS
zrypCg!q|w#^E9vGc7D0cHR~-toHq}bcpuz(Q)<nINk@f4FRiaKU8v~4uH`OMZmzS+
z-eA-Bd7Nff8H#isc&jY@xajZUwQaKVXH>SoPg~vKw5Ru#`+~yFX&E*jd%_;8F|1oq
z=*(5%w|9L=MBDMG6`o(>4VuK;{Z1--wLcNGT78%2hpEHzh0$HH?b~*MZ^SCh^jCNc
zx)JMu<ZbjDvDmi?^mons-;}pQ@KxKF`@0_QFFjoUy6yk^lEX&k0!l}%g*wk)T^qkq
zmD}U+l?lsCo*Yk|*L~FVc;i9it;Uj8?efzrrdPQK7djkS^xlR+QhQrK_VF8M+c;E|
zmr4buwAS1(<CpomeZK#nBTKsH?l1J$&uf>QH>+Xt`w#a_m6-*O2QA81J=mzcW4U!(
zX8+sWNBf@N{@KL-CrjF`b;(06<)ok(?FUtzA|GteUw+`y?`G3?S=qtLZue!)bvNGq
zT3X(ux&0h_``X#>BpL2E7>6xineO91eGiX=S>3fqQ;s(O@Bf<e_jkn1{eNG+HQ(P~
zG1EJqQ>TCazaL_rZ`RLb1>cDEV&eRLd;j)U%=?=!Z~ynTw4CM28>XE7^Z)&1tf^~U
zuK!{Ei=Ow7O=}vp|K9)m#W?ohWC6h*(2ZEp@kS59H)1sgn=AeKb$+G$z3eIaeyzX$
ziY@<Ed*{?*+xVWF=eH<6u3J^c8+JqGwDW&?mFxTK=cUZtVgGoM<m2@@X>;F;ADp#+
zLd*UC%RyIS*{g9b+HgPLto8oC8`F7WrmK0sd-&n~zKlQjYcHPoG2gE}-X`e8Bt7Qq
zTi-5Q`eFLy{7A>bHH-f@R7_w0;S;O-K8^p`%bkzCYh1JBrs>b`_GafK`#Ixk&)WY;
zJj7dZx&Kgj(4VREwEsWeze4=KJZFep&B9Zg-*bdid@w0yIQjRzt5L0Ik<#S*nh*4+
zHLO=zRCjdK$JZ)LJ09(s-X<?PC1}DO!M#pD0s}Rtz88tP^=q~27w*_kQ&(Kk7n`A9
zdg=auo%s5R9HD9a@vknuToP{*6595vbmrf;>vK{M>LyQLa9lqm^v_f+PaX@!O3jz@
zQ%wvP6gGVN?e$W;Ove9VXYFh2d-bX8A7!quwcI~pr~KRU?j4%1;?~v|w3#lu63^}M
zH%qN{>5~1k4EJAJmz8^A!@qS!e^b}w%l^!*KiPS)VBxJj%kp{bPyFhf>=T}y<M;Q`
zzpo9GeZEfDdA?}D{r{7Mm#g0~DffMRqb~LRr;1Yly0>RuPURQ;*VK90)#~=%Rae*V
z*}7isMEKMH#n~^!`A>Fu?Av2<KK{}l*&Poy#DD&({rS80;$?rn?LTpF{hlN1_blBn
zGFSiFzV)Z-U!JWC{HOos?cb++UkJ>I`@n2$`0w5EXTdxcxjz=o`5v?7f?Ql;YMulC
z2_ubuyHEXZG`K2%_Ll_yKX}5=Eu~%mV2H+k_ICv$LG>}E4|_D6JXGzA+@85l7n{E;
z!uEEb*_&w}<BsQR7kruhUsSICf4#@Y|4gxw0W)yzKn3j^1@AL8G_e4kF@iWy(;ReE
zE?5e(1vR9yAXPyh?Ya*mLv#3fxW1_=nTbyM6$;S`pd&Xe%?uPwO$;E1tp??nB$lKq
z7=Vt(3`#A|FD*(=Er#C1q3>Ez;vNi^2ipX?yTd@i$Pj$1MG!9+CrH2$Bwz%(Z~-b{
z1QG!4pM|LaUCaT#2?8ttI_QKGa-J*H8t8Q&;5#3{N;vhw*L{FbIEM*<Of>_A30MGX
z2-R-)03St)Fd1w-^6ehrUBA#>yhss&c6=`3+da%J6$})Rq7GFD^=|jD0L3%1J&B~;
zpJ4$$EESSI$h$wo0+t~3A&C=o<St|nG$QoCwh-mUL30SR1uR+X!%vYV=3w|}1#|Ef
zJq8L!=H_}9#zqFl3b6{tW(p?83g$*edWL4^mgWj377Eb{7RJVU1_tI9h6=F?W*`Am
zQ!_n7QzK&&1v5hfJqu$?3ljx|m;n;o7_QX-NiD)gP?A9KEG#Vb49yG-&5+b0Yyhb>
zhO0o>hp+?x{TbkZLW*0*;^fr45`__We+D=oAcX^=(*i6&rwc&K8N_J;qxWZA<J<A<
z)9KS$+bU0;+-cx-Oa5%Z%z0)z*52SNI~g@EKL6Yd$dO;LFheS3Kp_f_0kr!wEI^eB
zSOQ$P={tM6gyg$>y7(p*DCm2pq~?`mmQ;djMdysfB2YyGuNBilb)W^P5(d{8`stu5
z&;nN5a_XlWnkX0<T7W7Cm;zIf0I2MT3V>=eOHd|*@|_io3@yQ>E-x1+r1pUqykO^X
z>bqp7rKJ|7=7FkbP(7}nZlD0NT0h-L0m26H@nL5I>I_Xl2AYD)eNJe>4RZzDS#Fs{
z#U-F1fixLF1-lcZX`ySbU}&OXW@MzGYi0&91$?O&;;40yC*c(XNT+XNNl_-aS)ylP
z0P?<pg02Ca84C)1pG2s2M&OI5;N>o;UNHtK2+0r4%S_HsNd=h>FP}lu3SjF&YQi&9
zN-~NSq7}?64HS$F3=~YwK`KEJfQ-!yL5T%f#MIObRKkLS1QaVs$qE$xNU4WV#<m2R
zjFGW@`@H#>4LO{@Te6BvXbRNr^bb9&wD<ouhuK@Sbza|$NN?vedl=*zprTNb@VO-3
z*YN!+X$P<W;g#>)tRBpg`168Ad{w)xg-?)fru(k^hLc)b{p@yY9Xk;!wtmTZrKANl
z$vd8Y*x6V$apTwQ6INUPs0)><widBQDl`}WWt=2-#Mk(i+o``S{1d)x-pg41!e%Ru
z#wghJVBZ>=n1j`TIYx%yR1ao@Q>ngBYF>It1}G*#xeLv|V2zkL)Dol=Y=!|?1(*rV
zKVUY*Xo4XOiV-v$E9U4<@Sen?$l>yRP7`-X%O95W!LqWOSM2=1O?YjuonVl$vKqhH
z^XzjE0@4frab)_5J*_Xg+!pY3^}X0@4`!QbWzA#QoDj`6qtjcuTVMVVf98T$0b!C1
ztHn26*lws2A*+;l@|F^>z(<RWs|rWgwR+C^@aKhHhs~3DKkR*OtTB7!zT}}=r;Wwa
zFW=wY<eR0#{7)f&Q$$$wp{9P-V<InYQe^v;*u8l)ewm#xE4UEwxvebdF@sBq+?1OS
zjy1jXK2>E@wut{^#?8j-OBdHI-v6?H-xuZ`r+vA=;e;h5K|ufxG9yDXuo@`G0#x*X
z*+hmVv@ipud6+d7b3%JIavm@cVE#SdiCZFP@7I(C0zo%^Z?9DE4Sspypl2gj*^~*+
z?-b6Zt+9QdsrRg}yt_i>)NOv{s|H!i{nwvpTU~rRmH*xu(Su;8!OTVEDNB&8U{{)(
zf|Y>TMuy;m63iyj_0W<R)%CW0)}Xw`TJ3j`b;6nR8=l|P@Y=YuUV6h*lW!by%yM1K
zniH03R~d2blW<wR;%kkg4!6Gh%)XSsPOpi#4@j%jK4!LBa=S?@nSaHzX?GT=s&}5_
zye)rz8oQl?aJB60L~#r4WAAePY%><EeqFdW{_yXjmyO!|dZE_$KQM>+YiWRegvHY!
z$AUd)XpEBn!PNm+f=FM3;us_S`}XeUZ7|?*`R((NRY_I+{|$CUt{eN08Y--Kce1?d
z+PNzyrmQ-pz{;`ZTawuI%?z7ujk3)-W!46|DxIFRc2O#y`Kn~c1s48~UHG0iHyl6k
z)b!s6xg)pxmlf$p?_{`gSe^}+w?M7|yWY|gtOU$9GPDGh|6n%6SI&tA9;un>86^tl
z2H@h{EhjO(SiuBTYJ+MB$dw<#;BIMfVqS4TQ9k%~7LdGWNn%cBvSVI)4z&LoT#}j_
zreFjy2vGwdDj<-q2&jD~mS*TZ5=&5}faEv=MGmMUF;Kt=^4I|Hyu%72cZ$2V`-lrZ
zP_gD-Stxq4yDnrq`+*N{l&&@y#Qpfj`es>>_yWnZXMSH?R-3i9)8T$ou&kRz&sE0s
z?JTVq9%tx06wO%t=-jFGYA-o`ALh+f_FF3}vof3E*Sss1ZK8brx4!;xc#(ZUqDS`O
zhnppx<=x-!TP*B7&>^s(&|~VnrS%hqnRGWMub!OusLE%i{qf_k1XmsUY1UgLl@7Z1
z!(GKRnd#MSUx6*Z=9k?P`nzCXiih94IX$61Dlwup&m_&I_f3=9J^O#!ce6ipeEtN@
znSS}*oh^4P<e%@G80F+~dJ6Y6-A{jxJ^Fj%-p@Iw-m^1pt=9)fGe!c31QIw<jZBdf
zxDmL*2TMSc0!a-pBLh%Mf;OK_OiUDvK)ot(bdc15!q;FL>2jc81vSFRXbc(|fg6K{
z;Km@*y*`M%2#PRhqX;q@L`q}O+z6DF@iqpH3_$G)Py&HAWkJOWNEb?D5V^58@N82f
z3yh{FB%vea6N04@s1<-wDh-jQrjY^2^<dwkHZ>u+8!Q1SE(it#s5OBR451Ue`Ir@X
zoWIXe5|`k#Zah%AY}Kxe_xsmMx=r2XVDo9Cvs8Pi^4k~pblG?l`9<8MGUh+(WHnsn
z^=w~fR{G8hi)Z$4QO=So&avQ@em^6*QTnSzO_A!tU2HdYyBwA;%RlsUafxZ>lJZ7>
zOLg&OODuLfKK~$9^pRI+`q9>XNoT5@-+IM$G!#ZAoISqp;S?S7rc3RA+I1$r-W)PN
z=DUNJa?RSOahD_Go<{Ctv9s;KRiuKv1`Y~CbL4iOkpU<}fh8beG?;2vNPa|e9Ki?#
zwTv(#Fm{4t_7Mev*7yIqEc5ug-{o=JdMwC^JhAZhr7iXcUZ{x93RHVGp+0_VBDbxE
z&HdkBdOzK<+x|rOggM`~!z|6}$1U1hb)EVbs~1`{eKyNo^{&h)@B~l!>p2BknH)~p
z3_s`HwfxAnTV1?rkMO6dvYVC*md$^z_d2ihqqO=G7B3TC3z<*8`f71!TNJdn<;Q-j
zjru<Gr+3X7!G{rFA8zmE<$Io?vuUAVYuGBr+MOm$C;xsnTO|Kxdg8+O^2I?bFFT*j
zTi&WQ`R=P5t(N91A7AHsTIgT#d!a<q!c)H(e+A|K!4>78zyJrHkr8T?!y8(VC`Via
z>XTTKuN#z_UYe6w1S<DHMQ>_eN@89Ks3ZjShK-C2L1kVLsLbKihjsN4qaV5+AblvM
zEO?#(smpC-2<o<Dl(L|vH@smFu?6gSLT(%^BfUn3u+{~sBfX}^hI*ii$3Vf*(pbUR
z#8|=D(p(`{!O&2_&<J!}o`RvNf}yzr$Oa<=1tSv$QwswHBTI#71tU`<$gps<f*E)K
z9~3#J;Gtmf*s!IMfr2^s)@d_vs2eDl8XG8>S{f*r8ympKiw(>bOie8nOw1s(sga3-
zv9Y;=si7fwB*O@707w+XvM_>(LdH2jel{^MRxmL(Q7|?)2CFv(hlHtti2{ff3rZ?z
zkqgp=6uGdWUJEllQ&93jDuWE6LXebL0ty3&8c3tx5L~H)5+`g#$<jnY*U-X9!O#$-
zRl(BGLJw(R335ju$a--418IbG7tm8aj*fz*Immt3`w3`%1SN7LKN2ds3_%?U%%W@3
zY0zDzuHXN0>0fqjseGykzN@s`F60(JL$$}mu8lpLAH2^_^H37yys&fLYik3(u1_Ja
z&V77vm~Ru)@!Njd+>Z-33so>*_uFjnXw~FA#hO$5%yd3H%aW4)vNVr<TIwA3`E{iw
zWsg=jOG#BE9^4(8U|suk_4`GiV(#|*Y?a&cxap~7_=R6{<FY@8eLujwWv%zq>(=IL
z_dbvOXe#+Yu*l=?3CDvOS)ALhg(uAX5PoiR_x>WbsK3$oC#=qV>Yuyu*Q3>~9bGlc
z3{<Ry=T3OU95h8iRq<k<hHF>yl8}UFn|}YB_cf>Yl#7=p)80oONsf>D7HR4%nKHvD
zxlp~wZsHEbiCUK>j;6ev`t8mHTg&_20XB<f1nIw&i@)9BlBKEoyKH-nXzlSo!OtJs
ztEuH*`<3{R^PuM0&o51E_$Er8c{A(1ed4p#COC>naG--D$rz<4Z3G_G152P6Kgd@}
z`i6i~10-pp6_TL*Oj#ibYSe%eDI&F@bv}&@LADU-%E41if?6VAkHKpRVkX2a4e{Jc
zYGep96e%R2C5nZyk)Elcr73ur08y%#nj7jFSy&pFA)=4STS<)!^-L{{42%sGbj{2y
z^~@~HO+mxgdZwlprj`nZ21W*YmX>A)mY^~Z(nW!kIEeXg@BlNU%)v}bp4f*c42=x*
z%nVFT%q&3;Mx+N&$}7TlBdL)gDD@zP2f@+@)K(x+`moFh*HT<!lBptAyJCwx!?y`h
zTE~peHSJ$N(^GimGzY6QG4E2_UR;ooUToWc@2*Pphnfp+mNS-jPd-p>k$qU`;M8gV
zyeg(Ar$>q$d23WHA#LolW|c+1om1(zyoa;*&Z??NxHvob!4}KUXRj~hy%V?QZ=+z(
zbHmly>k>Hft6sjzHfQP&*p?fzB71*M^Rs&&cSby5vRr6V6l8GQuj%y}$q3Q*;Loo_
z{LUU&QU7&P$X|v1*6nvQU-Uh$jZuE;;iRxM<n+pEoQs45+d@=a*cZ7k`NO&LPGZyQ
z@Q=@H_`PxsGmr9Z^=z6lVP?fL1=gUbpr$D{ottbU(^F)FxleX0+b&su$}^xVTZe1Y
zxs1C{a~VH9ikV@nC)2*KFIsxXU*WP%tF!jjG4?!P*p92P0fjL*PK*s9Q%_)yk&z)<
zdyG(I8G$N!jL5oMdw1PZ%e=d_wnz8zO)&oTpRtEw=EmdK%cMRqha|BdT*pv$PoCqt
zl4{`ZEAQ6noj>5XOn=!ot6v(Oi!>%JTGBs7{r`84PxtHp71(EU_OHLc@6T)TKTBH#
z<TS5-__6)}$EWlEU4C58J<mRA)t`5NyzM&p|9tPS|9_$W&+Yv+KM&t;KfeEu{H4y!
z7I%M@&*$U+IsW^7UEj&%sDXXa`cKP$2&U`3ocPSWH+M?e^%>dTJ2$WUVz~4O&)>jX
z?lP*U_XnN%yZC#|g-QJa$CzWQYB(G-FY?Zr_V?p-{rVrqQr{;oFEM#?T>rn$Uj^?k
z|LcB!dz#O}|NrU7)Bk@79d`Fi3|r~?@6&zxPt%QlO#f!M#CGG>zwKG`kMt{iIP<Y4
z=;!o*fww)1pU5v*8b76fVvBL<8~c_s_D}kQg4D|2G=Evwl{qElPFnZR?V4ZB<)_&H
zyBD`-wUXx2kA~j)OOM}Q7V_`UvW@R6|E=5l-tz0ZzH*+G_1SBCH=mjLDF6HJJul01
z-#>ZqR{q|%M|Z`a`rpqF(R{zELYpIBV{dM7@1Mi>|0ZQAe4S($<lk?RE%2_>O>pf5
z`=WU}ZG!~ZwpyKD%6IIAVp?$Ar_JA|rPt;JX<qv&_}ZX!!mcy_Zpg{+^u5Y1UL@jl
z=HcRJ7SAg>L>zZ^#(6(>wo<T-z44jV`-<F8VLSCJ>5ZR+@2dRw3ou>k<NVyc)3oK~
z#q~MOK9wtU;%Di4U&>xE;j6%-Rxj&SwRPnWe?G0RyLigQVCe#$sWq!)yJKfri;D$|
zw@SIxM1JjYyj>G8Gip(Oqn9rqe}anmgyqLm-vp_=(ULy&FJZwJt*Mr6%v-q&J@|L&
z&tCdYa!bxJnaPao5h*WPSFKUrTrA<>kl+z3{G-6&)Tv1qb#x3*O1wDOwysop!^3M1
z<r%4}T37Ru`3$D7Qx#tko3VExH+$W?gOV?m1eXX0zub0*C5Ma4-`(YKT4{;vI?-t_
zbqiFbQ`ye&UGphZy1ys(K{#KPyd+CaWJhke*{M^n>)d@#ZgRi#c;?&pZ^Ev8TtEM#
zR`<D3nFQ|UNvgGLDtiwzE^W?J5Yu~{&-`W2hw4ca8c(XsT5{Lsw!$x^)pgQ}ZX5Fz
zW*t;J+SXm7rN*`8IGbwJiBl~4%)$I#%T?BTyQpNJ<n@XztkL_e@@J*V0fDVLTHd$H
z`4@$HUD<HC@i{AZe^kW%XkVsfn;f&RG9H}qW9OUC-LKaxKb%pa^;<68aXZ&{)@Kg_
zyt&rqdquF=R7Jd&woC{Un9jPl%xK5-iOGsm-X4o3Zsm4_n!CL|b?EZEd*{XXsCe}E
zy~sEylJ9r*-_F_P4iof@-cSD)w_~HHNzs8L&nKKp*>=z6T-eO*FI1kt&1-8=xoFcd
z^VW5j4+Uxd&+ZD(ob|%v%U_8I2C-#(Z(NX?*eQ7P#pDcKBmb`dd+JPh_N{;Fu-ewE
zXyM}*jEfezNlo#aQ2%TROHj6Du<%J4y}1c*HwOxLDsar+G;wO_I`K{Gk7`*>NcCQC
z+H^H>i$zkkg(kDcoKCA4N$t+&+$~GKoS7gdd6dIcNSuFG4@dNuiBURhqo!wj?qW-y
z;b;&RHeJ(f>aR61YYL1iKRSJosBWD3cn0H^>qcvx9<wcxoxJYbY}o_VLiHNebp^-1
zXsmkmac<`HklK=k8nNq5LXBqm79W2&<G5|c#D5o)j6W|9>J$t0)}8dtG1RovH`}Bp
zQ%6;Neew~jurKeGws~7K%N>ono_$?XD`QI-hu1PKu7y1(7kef5EZLg#$Ft^JR%o6U
zXIgl?#_zdt7ZQUdlo|GPDk*)pC_3!L&eyiU_SG#mlXBq+0^g(d-EtRITD(4c#)8OY
z>-&;6iYj(}Sm%0{P5+DMq}3BD<f6IKk7n8EeaZTF@Mwubj<ewueMY0K)koZp3cRf3
z?{jo~(`YFjeKRyKWkzzyVJ6@6tY2jUX3tOUt=H5}Q*PnRJyltlTpp6MIKau`ulw(X
zYF2L;wuKzH!22f6%<YF!;O$)wsSRhOwmdlC|Fk>8DD>eR<&dt1g~d)>60RE-iZN{K
zs(RmMdV=+9$k7m=TP*=ct(4i1u6>m$xb{zsj-Is8%(<MaHivJ1bD=6kXs;^IvMxQ3
zpW9{`@}A(xPdFUo6SbwF)l+Vd&uM1&HBWE0FuiiP_`%TWZt~WEV7bP*9G5!v=4za~
zCNx*bg*`O0@N3!321WNTyjthC6!W;M#jCK+6p7KiY26<GN@RzD`3kKb)8|H>u4mrg
znH^r`u-YTKF0@s#IB&_nq$UP&{e*{yCTp><infY`hN?@Rvstw0(%)5Y1;Qi3R2JWj
z>fF0JNq@1wu5QBRX&mMkwVXH4FxlO&sVCKyyw=w{!uCw4WrXz+1&`41_w8kR3yZll
z^dB;)MnCNBjaU<Odwy<R^&`F*-krzYV$Lnw_55d3_xnsar`FfKt1@<VFE;1C7|8DW
zWPw&-D&OSx;9Z@4!Hu7$*zUTu(1d6I&*u*=AN6aUe<{tyJ>Zc6_ZKVP&myw_cU_RO
zy7<L-W~-9GlHv~Q3!n23pF3C=x1+dd$ttF+rFXtvk95y%P;GtX62h@JR_b=(+Y3)F
zs0S)C=~h4J_^B5=snsLGXtJgX`?Z>BM(pQB%`HM&S!bO1@UM)SuWakL0~z6B%Clp?
zinzQf&04c7&LLOa{odim)Z5N0*#cts9{u#AGybrY*s%a};fZ1f52X`#SzLbX|EPGA
zUHk4lozv}aELXgUwx~MBePo{!Z-a-jhqUgL#K{hfC!J=Wsj_-&@#5+m=GPX}|1lNM
zFpw`VHQ6Qe;`X-0{6meeY7*Pb67S8qJdIa!eoL#q+E;-Pz3zg(>`P6)2BEsL5{J}+
z<)nPWY=ZR6Pn?))c<A6=8*zcP!5b6TaZ4*4bC%+}@=Q$e5L?gVvXc^>olDQ!svJ>$
z;~PG!-^p(oH>>vNyqgCXZu(qwpR?byf+aAwptK=uqvFnay<zD_rylu)>WK$$@w=|-
z{y|0ciuAls>tnW-7>OFXi!5F#BwTzv$9LUUGY_L&fr<=i@!y`iV-vRc^am##J$?OZ
zZOPZ2c~^d=U)uYSVRxKt%DM{PcXHRG60O$$QF#`7@~}y?W>$6Q6>t7+oif`_8DFh^
zu>94sgBy#EwKpWDGzGcNS;oRw)xGz)bNpjjJB2{cw@>B75<i|ku}dM@Oq0b+$?-*p
zy30Ea8K)gHG|iIlmYAP#csl7xubYNxcEKE9agnO6Y}Yap{Bu`ta!BXRSlHV<HTlq?
zK-S%%XBiiI-%dKzc)PPRio>66PuGg4ru&b`?%I(3C_kiK_H%H@uJ?)EA?pHp+X}wi
zSbI<0%H)XqyWFn0)Ef8KC%%gYHs%z~dv?uD^j)oqXVj12k5j7GJWK56RkvBeA-E-R
zUxoKw1BuwPXB=m?T~QYm+;}J3$lhL2iGPFJn|UitH8$^(Ue)&_mDlQz$EC}UIV$)>
zH+21&U@5@!Jt^$!2?-I_ltzUfi<00(i`4Bes#m4k%~8{6ZH;%c`sgv0S=lz-O5HW3
zu1_fU)b<MxEV#QCa!ohX+roWk_ETpI<=BFYiM3Mq(prM`G8`6Exq7%TwJnOYVUeDa
zWtKMaU*9#;D;mv0Z6R?IQ!i~YQtSLRCBgXiX;vv&z0LR39$kKXgUeHEA?v=x;P>Hf
zZjOn8)1NAsu{SOLxcJcOeO+Cgt){&Tw`bH{mi+ti;*M{3HZe7C)|ppXarCpo#;w`G
z;Wyr&VU{<u*?g>>m$i56YV%F|+25bN5q(wWL@TfPFC}xP?H5DmDVWQ)X=Y7wEq8Bo
zepa&c`KM{Kb-G-ysqELNQJ$4$_Pkh^OEUV+WtW`lB~3xxPsRJMJPcpl*sU8A*0Jj%
zhtQS-hMNt_#ltrVo-MqXusC<NyV!$;Qs0Ei9t2L0|FyV8)cA<zt(Hdns7Z?$6R*DQ
z&w3H?;Zl)I;qS$<-qV$~xy1d;c;Kg4UV1jZOzK2I_ustwQ-^Oqb+lffu+9F|I^FZ0
zH)jYkMX^q4UK$b*d%t1nmuEJq>{jWo4s18BdU!ik#FAsz#picV_c*K<>C-=#kyriy
z^z=OWfG5WHrr5rkbFumUnc@#Gl@8g5e*Z8<koVuwIp=1ckJS<Vyh7~%t~Q_3|9oV^
z?#};wME1qc?GJBDmhQM;_<GU*_S@mteqMX_&98K(*m}mC-P>--=olGHp1Gg>^3^?^
ze&XAf{F-<*d(z4COf371c1>w=xVm6@`;Pc+J_otwcqU~AIP<s!s^4kt*1j}x*R(qd
ztGYlJqjYx%uby^J=1W6Y>w3-^IxMo%tC^0?S+qv~Qp3%v&{dC?Tv6EO#8_#nz+{t^
z!^;sCecVRvN@QhBvD<#LAGg>`KHQu&`B(7!l&d$7Brmu6wrYK?L(wkhAM0uz`aHys
z{haI4BlW!XezDDh`)oNJ5^iU9Y<|f(IeXpNui4#O`pz$9ye6SolGpu(DYyGeg5*LQ
z)5#BB>^*vJ+56VDzVVSuk5(R1`EXWn_sZqf$G3ku&pN-QdR517LB1F%mNg3#H@8hP
z%8cjY=+yF6P30)=$rDjs&7`teY~vTvBWnbV0um*^eCJTJ@NAcF^IST8g~bn^`3<cr
zO{%B(&)2iu_%7b5=*N?N_A;ecEiQO>Hc!-?=p&Y6vcLPMoaK$st*Ix?vrgZ=x>9**
z`2MJ0F;WjQn8e~|GV8y*|6$@5?&wKnSw)k+?cK?|C~+;<m7P+8Ki%f+deZPBFZ}gw
z9ht|DZF%SGX8+NCo^rr%l9l#{a|shde)YRQeJyj~)dfGji&AcHUaG{Z`bS2-n(%&+
z+ZTi1?iaMOC$H1Lb2;$xt%uulIcnJ7Dw`d&UO9#5=-xAHu5CTm@?^2N_Ua^Uv$H>w
zQbOPCx)yodZ1aO1484;(v$E1IDz3OuJk{vp8J$R;)f4q@h?-1aRFcEMFh$gK-HQDZ
zr%wi$n(57d^kDkJ2M_m7TU?l!aZDuq&)u!L>Jt3RHg7(l^D}GSdb9Pmx$IWf2Yb73
za4KFfso3{G`LNri!pvPWDo(FdvfXfd+J?=WU5*&txi<Zh(aP)pE+5zVX#FCq{bk+J
z{BM>&N&;(^?Q;Gu+9|GVAuZ~~^zr%23iHzS^|x1CH9Gps^+w~oa_PE<bC0txGf4@%
z@NuTJ(N60*`@bEsz9`r&zi&&%vPiv6>_sugAChh!E8EWUa@Mnqx%t+wQ$Me9oVsLg
zOi~x$zu-G_+MY#k`>*)U;rM1|<pu1s3#Ki#<rU8_EinxYtnRTE=K0&*AMUzR<C^Qw
zP3tdpTHgv;aN*+0!s_1-&U5QqOBOy{T<}-SoI8*`(cnS=yNRLMy%eD-9wwcQ?HAG>
zE|M*km#}aOS#md})_t10<B45{Dp5O%BNUWb8Gk#vM(q&I*u8;O`_n;T^B42Gj$0h_
zWl8knuAK9Wg@-wFyMFIvQP*8ZIl5na{YYq8{U%R2hbcryW`%{p%5@Jm9p3E0%VHAw
znlElc6@PBri8J9Ls<tbgH=Wt%Vts94LEMJfa#@ja-=_F&D&gFjb*0U#K#RBV(DN>~
zsUg2iq>{X!P7jfByu2YtF6FHYn-s&jmDxH%vKK{FHx?{mS*j{89=GVFTZqNdjamm!
zT$=m#)g#B=TFV(~u|F<9_K2OKQhRXG)kUcc91%;8ZH_tc;e@NW=<NMg>d#7MA7MRd
z<6B(u)p+KGk5|`!SulIQT%6U5%nuooz7ti=*}T?<m=vG)`F_YQIBb{b#%F6R6Dl)y
zl{hXlYI5Ot+oosdpMLYu2~mfiDM~igRV@k|jN&;DT#~tb&}{ni3q1E&cX!%P{P$gQ
z4u@7$d;g>Z4yLcynm#<#v%1YPtkQ62z&hK7_j+Q#HQ!owEOK*I${FKFH&^IxmsM*%
zd(9?0kDIe5huPv&+v&b}53l$w58s#AVgBjP)!lat4urkb=S#V?a?(`S3ZqP`(yRBR
z!i7!??Y#1+&}>WlL)If@t?iF)Wp7z`YR;RSiAq28I=5fc^;ocUfy>pUxdEk$cNEq<
z*uW$w?Uunc$x`QV#lfWYeG9CTueWS7<5ifWCL6%4d95ry>{(0IQ}rp2ZzwKt5!Yu*
zzUi~GMn_eJZ|<K^hK(HCzFlDX!hGvQ>+Th&T3A_SS|^!ycVA^^U-VTnVP@YOk6UU!
z-5X3^vM~Q@F1~VW>&~JB>wOZ;FBYbzPH5YhwaWC8o`9tJ!7uk4uWP*O>|s7FWzux6
zJvNf-gl){hy{eAVA#-!*7Nqj;m$}+hobUZ>X4cZK4#on}FEQu8KR(mpu)cG$*VBUL
zXLGuzL~K%LQz<rHWuhWcWN7naa>c6DxTDD{<wZh|8LOL!Oi$_vRq13|pQ*H=MT<Z0
zb$FO7e@xijy|)706<(T{+;uv(%VL8WXH?sX$~fuRWq-8#^h<6#zUJJRA$IQXldAH7
zK#|jbH*Q+B&Cexd&t1EC>$nL)rl&ui-?2KVKuKYyy4n)uLl0P=dAn?%R=@1$fdfYu
zZ3@``Bi*ExRrf?%^xtU*bK6cy1=~)a!uDbM8lCoesv8TMzHh#_DBEU1(Y5G@O%Ys&
zZ=Qbgwk2_copaQtf+t4DY+qcz&716Pb!4xOOw5}qHs%dxW-lYvXW1#S$t8(P-^w{5
zcrn<k**!34zuEcei+&hHn^soc3S7#q8xyenV$6@dHH`1YR^7O*!P?oLy7cDSToJYn
zV!fMd&MvxDwJYQ8c75ZU|GtYJp8K)*=E;mGj@NhCSHwlcd0%%dyrm+2kkwS>SHqVh
zVtbNy1@!W9OY~idJIj{#p+R;3DUoMC7MxLgVzAbK-|Y$fmGLWF_qadv?0e9Bqe(Qk
zqrbfW!_Ftd8M8M=p9s#;p2^3o=kE5a&24w;MCNH}GFziINLOB5qS-r{bB&;nS6_nC
zq{=lJ<yviXmG#BmnuYw^EBSW8CqefudP+0Jd|br!+_XQ47G2oI*XFdj>j=Na#`Xz^
z#TN5Fk*r;K>_uegCB2zVK3SH>UtF6Qy>_CI<Oa9J|87s8<~n*p_~;4Y)IK4+_9W-b
zZOdLv)i{6r+QAyj$jD_&TYGjE9W30E#%jnNG`H%!Pb!}g*P=rYn9H90DA{;#qqXa5
z)fBbRL}_>a3H5&`DWB6Y{L`;vxad)C&!OM!8&*ghd!c?h@%#Bd+h*BW1^tzL@5t1$
zKveKZ<D|+5&ltTd{kHlfxCVFZ%>LCWo-pCYK~Am01sN{_D@_CsDgA8rlVm!}B;51c
z`f&22cdz!cB{j)zS#7T!FW<F8!C}8$X}(X+iItLCcNZq>#nx(Aow@q<!d)--k6)fy
z|NZw%)$#pVcRmS!VR5-A_Swv-UC-CATsL!h=JK;gKZQ@6y6wpx6Z5+ok~8{5($^*$
zB%R8bvLH44-GP@(IupDtY&M?$8kRe$!<Waz&~EC*d0A&y_V>J*x-zRi<fu^alo!8C
zV>v1^N{=$Ga`T;WZt@5BHwPAYT={WZz3#%qnYlA0ScF9NdXIf^vCxnfU2L~Z)rIFK
zPrs?#zNya~E%)$GN-mgYwBSj=#=bYlo?JdNTSnlxmFnao!`veF4_oEFY<WMy`mcp(
z{u}Koo9l+vDls>O)MG#XuIA$BaM<9x;lj+B|0TRd7Q}1$NGW8d$(=u7x6|kHxui!w
z&GM|e_@@aN2^pNr*roZHN6FZO?OcAj?fr!Yb4w3w{(Z^dnZ&Z~n~wS|iCZw^Vp{mU
z4_8#2`c3ED;QVDfNA1?1Uen0qFXkKXxKMQeZ@WUQq`<MOFAS~j9xC&;y5}mmBs2Sd
z>8r>(cDH#k+xTQGUc@Q+hsjE`O`5fBxn56O)SKO*>`BWD_8e_aD2e&9>)SjX&Z=$)
z>C1DZ7fhYko?4^xjD2rQf=g_@{u;6GU!Bx-ub<j=wfLwf(-!xG2ZdM3rCgr*Imp(>
z^5DiL(#ryFdEP2zW0jC<SUc<D>T?ekMsErJvg+-F(;*jji0N})s(%|<Y;aC>*+=pC
zpd3}6&Rr70?&Zm^l4e*wN|5+5*Xw)b;Va8-NZk%y`*Y=k(=l>YpY*e&`rq#M$-0;C
zb1&QQ-JkfQrYqNrRTyO77q&jcxV$$iciQWDlJix#wg)M1SgBTMryFZ<e$MW>4hJmr
zea&00gzcW1@E~E<!kO*oBxW0H7d=d@GPAX{`@Zk$oDFOtchqIIk}UazlMknaKCf#}
z<9Rd5Ihpft@SPi`9(;DawOTscE_W%X$=sUX;nHHG^L|%5)BVyF+xIQ%Nb5iAm;XD*
zp?IoT$ee4tjJGEr_ft%oX0%b~)m-gGEKJLyDs*Nt3l`Wlr3AlFy<*EZk)`Fk?r~Ed
zVe>GCoZk^2F3n^+o|4YzqrrbhnLXyAy54c=-$xpgF5H}Ud6R)6*ZvEe%*479w`Pl1
zJZSh+mVB0({j!jU&7A0&uQfI_-&~QYbW8fV?0eDZ1)cvGulrbLKDxZEc0%gy-+nfR
zLV^7Z*H#;`r+I}N?qZ7%a+X<s%qM46#<g`W6NI+A#rkCUezmQ8EhHGV^5nX|r)HhC
zSUq!J)^_U%hYc2M7PD);D7^W0mQecT^9Om}%~<Ih;c|+pfipa&fu-+wI=ARGAy;1o
z6I;{u>tD&K9{z2t;N^Xq$zZ9>O0!3%Zy8cFBm>_xu3oBkP^s8UM}hI^oCQz3-Ud(c
zT<Im8&LhP<!Sm0HixO<_SN5IURQQ0QHax($`?9v`f(`tkRVA$=7j>Q}tiAB$<vFg<
zP4~0;+jw4E&OK9UwBg=!ahtM7Q`q-9`HAmoayHszd1QLcn$EL3|7d>nRcZ5Eq#ZGB
z@^jCs4@YM6)oeVqaCi8lEi<1lveowyxm%;P;nT8oQM0zocO2t>%4Y9&J}Otd=GKeS
zIR_3tH)*^Q?S1=Y<VV9?+hX?H>_(GU#ky_JoA=|{!!3`e-dQ2>%I>3>)SCZ+vIYH|
zp*=C1&zE0p5q8~{y{j*`e@T_w+;3vj4^FwFcfmSi!_UUE8y0RWzkWp_Az*%T#f1Ck
z!ghSDexNSXKehI?M@s2IkreyOynP#|z2u%3dHDc?+GkF+yZ?NAu3bwMzalc(?Yf>!
zU-(n2Z_l=RFJumOk4(1<i;^v?nw6#{yW{gFxz*j@uPA&dcX-W^EXh7^TI0e$=5CKC
zN$Fg=*;w4V_V0unx~4bkwmNW&yYD#iL!wiz>_l2(&Yl~4Z|p2rP0UNl^><rz{=u>7
zr9$5iq-+b^?Wgy+YSuoxZ7H_93)}9_n;RJ}owVHen3ntpPd^vKBVXgBHl`g3c)jD%
zrpM0$;=Gla7Da3fS#nuwL8ZaumDf%kzOJL8HsP-4<OzwcO>-s}x34V`XnWb!=N#C4
zb%l+s4r9`U?hQ8{H(Id#z8&hfti&w5z5B!ozQe612fDh}FWl3w_VPpWJoCNXZrplD
zTw<CJ*WPc;oXO1ma}Lw<%B978Z@Rv;&F)@ydWpae<=9!ld8$DQXKrti&V3%ZVJY7>
zmd1%w*Zs&{yEb{RQmPlz_j6~CTV;3E3d+@On`AR%md>+|?1*r_))~(^UD^4J)>~($
zO<;{ZV0X#P;a67pRfm+?m-<sGbF^94Jb2ULdQx{cv*aA-DCZ5o`V9AfJW#jr<BKTa
zfY8}i_c!EiaQ&&WaC5J6>i%mJB(oPX?k;h%Uc_h3eb#Y(4Lke%5_ZPyH`{(Gq%%%3
z3{%>rW^ExEwUdu&>$N-PwcaPZigz5C{PaP>{3jQ#>gA`UyxN&@Md{LpB_aK;`#rwc
z-PO`FFpAnS-A2cnKd<nU#00UOo&4eN{@n7uaH!xx!1jju?9HYtrKdbPcI}{x@g3hT
zu`cd8f=+ihGCuy}^tHYHbc15NUR2u~sgFw&Z`?Sm70TBgs{Zmp4nxvJGld;3FBQD9
z9TY7>R`xbl|Lu6z;G+4&`Gb^dLZHc#ZGJt+on}3{CF*N3W!^)k_g-5%iq(y|XJ`b~
z^)he25yN_H$J>{kwQDn?FMaruaW^aD!7r`Dlio^dFW2WWnVt49R#i9t<DwlKW4G6>
zeKE21d2djh)Z_=xR0Dm*^V@6vr7FK0=p@`Vy72Ntu5-fjZIXV0@1;)qZq)6m{Kq%h
zD(%@i`*PDsItnN9X9p~`oU~}irA@Phg=cRw?Oti-HnHJZV3K38OSEA;=Wb3(zv{*l
z87fn(c^;U}w)MNaTO}zqa{oOMMWKbicTEgZ^mE&`e(lsx&lQxe$*nW5I>hzv$;<L(
zxrwFue7RF{Sb`(_Z*hq~i#k_rrT1mFyP=SCW*fiS^Bsj8S(^KLnEN+<%X;h}U--$#
zd3&LN_Zk7`Ajd6*9#!sVkIZ#6aIxS^RoE^1E>fmi#_C;@qFDT|N2lHfD(sC|ALwv4
zY0bO94gE_y3*R|<@W1u4X=Y$O;J4hrSs<gcCtF}j=VK|B_ML6w&&+SL%v`qa;nyqD
ztk;SHd4ezexAUrAyz@4n!m{^{t245By$@{kInw9lc1&7qMRcY2>0(X&Q_^J>L9LrK
z<Z`a_vTnE#z0kr$%J$z`ZIQSKe?1pIs9IXE&@2C&wCiqX+dsGV%WN0fU6~r;s^eqX
z`k?LlvXsl+*N(2~oqkSqiFUJ@qVuk2iRHi7SwAyqD%~)($E2`3DE98_?preE-)bA1
zj`?zUsIEJ;?En7CH3zk2`i~rbafW5RYdu@wsc*tpQn!k~Kh&VkIOmHggMIGX{AWRO
zOJ<)6W{_Q%&1rXIp5t4Y1>4?bT`f<y_G7Yq<Eis$lGuOU>%Y&G^lEHVy~@1d#jS;3
z8dC2_Uf7yDn_WNR$k(-ech9WRRy?98rttUI+{6n96Zf?gZCuUA5T?)LaZuIJETKa_
zc81Xphq^<t89Dr_^Y4~K_I{Y`%TsKaaOza|){|@^-`^d1oqc1$$&2OtzqeSgF#TTX
ztY)&D>HhDlQ<`i4@{xZ;_)mu$bUY%wre_cw5pMn>j8!gb6~k?r%V(zCopt2x(!$kD
zJMO%6o0=xFWq*yl*X2pO&H1ADMqXIzVaw%uoa@sUy*{(2$EM6P`yI4wck}n}$x~MM
z{r#<Rx%b&Z@k(u5+2(SM>$_L1<Ph)b-gbRM-_#E~Ze6Z8?pyzozs&IP@_!F{qAOnd
zKY!<X|8L>`*m|*7Du*1SmBLu-T*8C%I)CWg|6(_@>p*g((cxP~4l|{T79aVrr}d1b
zg<kXZ(~p+3rd>HWw_|-)mO`l2VU?5TYDKG#S!CtdfAsyzP+P5Pm{DiBAp6u4E-{I&
zvl86JK6}@2_4@7Im#`<IxOVSFkJpoWbAByyzZb~#u}>yx;_Se6K|5YdnR__1Gu-E&
z;p5KjIa98$RlM9ekA*>2Dq*i#d&JU5HgZ1AN|MKU*5z}5i)%Egc>6=Lw}!hfSJl)t
z`Hp<qF|7|A$1X54zo=c$xABFmMEJ_a_KpkX*4K7VT=P8jtM%bk&%S4W$#ChB`7V2m
z?boT!tv^Kk1&q#a+dPv)a>>f$9J@P(ME)GyVkN`b5$^fKK9SRZPkWVVU9uqa#(noR
z{QXU)y@_eDkUVy%B7VW)eRbtVnH|fEUix~tUOLgVW?m)pkIvQ8CUBkMIR4M_3)>pj
z2YpecraT9x@^${xm$SU+y?j$;%?*uwzKs_gy23S=>^|dsqAttz+51;1F2VEUE-Xuu
zU!lEyt2X2I!)xY8rJs1x>Ez$4)~BR(gh!E0GVKXN_l{2-(i`s0PV@7((cR%BvS`6p
zUQ^ZX-X%R2wg$^yY6$7+34Mw&VOV`GMo>A1bLxls#~%XfSGh}8IuuXW@W|ckAyE{O
zaUk&_+qDe#l<Mlt2WuVXbxvnk>BBp>@2XJX3w1*)!9~tzowGkXHJ-g8sy*x8n+<Ix
z)x{UhuFOn+s-P0OtX<iDLi4YJwE+)aXRe|05#jq@ZTR}mAhmdYuJ4+K_W~EqT-THP
zmo+>4WN3K7;?gIs#fwX2{mQ>inYwiI?adR{-<Omsz1D6gf9U9Lky8tr3#RKdPS{)1
z@ovt|)9iP4-JE;E#`ehe`e{1OjobY-J}J89Yin^OY!dU)mXpjBOcXe}Y_9Cldj)5o
z^|-u|6h2#PqAMwAUG+lPV`cf_p4z218h>+deJt<qoW1beyi2t*9*MTjk+#K8*B0DT
zO8quN`QwW%+hV^+UR)Lz$MHw}oYoVoD~HX(7*=bq+Hf=N1-J3!d)ExtOw1MA{qEdi
z<vTB=LXsA?i0iC#`M*A1Z_Bbb8G2jR{Frsh_0rAj;%pZ`%=o7HxQVYlYktrgaV{S7
z`A=5MwMTYOS++2bFMh?@#PI&vox5GH+l19Un?7^RpFR7->!yHJ?5mrX_-f6geac?H
z_bD1BJ{J-HmHWms=h(vyE#5t|&T)3n*I82grX-=g_ezO=S#oUf8bcSi+7}m@U2nAY
z*4XCWz46)l?f$Bz<yO(_&BA_ck&Cl5sa?w`{igNydC}FG#m@evKWw)&+0B0PFLP_u
z1cjMZ@g_kr+S?|@sP*RM?4D)*Z7TDD5{-5(?d+A;ukTpUx6O<1qm$IPDlu*IYro`@
z4zFW;+A9^H;TD^dX*#9wqLW#W>g&79HRXd`#Xp^p-eI{YpuTHD<ZpGacVUuk+O17f
zgC6bt;;MFiBm2V+$-EsFGdd$RuWx77kGoZoyJW`iW&M#7>m`j3$wpuFzNwzTZ+cWu
zwe})!T({j9wu8*8=Jh0Y=J{PM+Of8WAxzZ9WusK%c`4o#O&v=2-pbw65l?P+esH#^
z;>{JVbt3Dmm!+QS{w*717j*AZYQ*HctHO5_*e1<9$YA$u*}V%_e!1H*+>-fecTV%L
zwq<5KJNNr_>&)10ZkZps`q<+1+0i@hOo&s>tZ;Ze@#xJ&|D>%?Upw1$S@ET+NQIZK
z47)p_cZndQ%9^h2?VJa1CQtPJX0&qtq;eLMTL+J?PI+D{@3rQcIFI1#BDa$PJ&mp@
zJO_VsJ}`Ut&!nE~U1RSz#tT*1Yo<D+@0iUh-sCR7<^1J6U-lKHoS0z|`m1EC^5;t?
zn!c~2TXfAnd?oXY@Mb(`gnt$Gp5j~6bH;0$mtAg0`M)gj%vC=lQ*y08^EhrT`e!$D
zUy1O|8P{6Zn{7GrPQf$T=G3bNZ1?#5UOJrBZaEqjr>JvX+&wpW&F9zYY7>lSitFgT
z_x#aR+;!M8ge58J-IU*v!r$G+Hi+H&Tx}M++oPy5pg(r$zdxtU&TM0x;K30)kH4Vk
zz#H`}7Y0{e{kzkg9Jbt+F%^pK@7omcid$&9M99Wt37-|#l+L~SAj0$8Td5ODU*0yk
z7o6hneYLYMuO<A+yZd<?izIx-l{3rEt}2vvmV9+F(&@%-$>kN-4I{UFJD<#^+mn9U
zW8n-&my>1+U-y1nEZy3=o#DZ^A4PKt7<T44crFS0!|o{`xb5%~hech6T2~d9Z!epb
zdf@1)-pua>ZkI~!jMy)Hd?l3XResR$M-6*KL1N_W@(NZ<o!|Rxw@H-8Onu_4&3&_R
zDsx0cDx+9Pq|4dVxUYHbm8N;SPtT94{(6u##OxW97T@Lut_gv!<iy?xJbQIaP(1xx
z$+BHSoqK=yA9_>$ZvK4h37ZVxH_7H$x^=%RobUJa-d`cLv*FKIi)_7fcl*?K%NUMS
zMZ1Qg4Z?PjH#q0%yizYYWTvB>$m(y$&&<x=&)+L7;#adH?eDSmH_N76_<JSe8C#f1
zF|*VuUr~OUA3yRB2|HeuUYsH6x8?fkkj1hh<_nqEOjy<&7Vx?0#)GD_4=R)nGkm!B
znlDQ&uJ@Uj4d+3|BKe!aJKEPU_XxA!+GBBn@658M2Q@YuZ=dbYofXQW*Z(n0aMCvs
zo*OwE?$2ib{atFK$S!$*74v!T;t#K9V&qR-S77aWNHKdMgW0U;YOVawMcMrCU$4u1
z`*7;r>*^~UW_v~6v@d;Yx&L%k<@v;!Rczaz&0q>L&b_)zP#~+yu-SRO+*hgFi?7_=
zF=_ADwVSga|Kwi3wXoOvd-r*z_SN^=n>ikQIj8u#Ve>WFFIk!qxA(V;{S3J{=Ky<x
zW9$!=x-Q2gV;)miW}eEhmi8H0OY_bzxU@w@FJ0x>a&gY13+6mlc=C1QWC1T<ZUbAt
zCBLN?K2T&@IQPIe))~5G3sQS4Q#|i0<}NB(b^p`#roGnXDgxIx&aYMan=@q%&tje`
zhov7B;(TmQeaxA)XVSNh`LDJw*z?Ila{6_>SBWy0IF6OHF(}-9e}B)B?v6svke!W3
zPxI!+S*3g~njGhI^QwH@r)Q3P&y{`@(vPy_V3;KK+SU4VTw<)@vrmbIwn2T9C$`Rf
zGo#gcr$9aX+^X3U8*i3h75TxYFX4Yumd8}F#dh5!|3y1^*T>!GpHp+!d*8Lk8#W%E
z#BSPn!mW6*wo}Si9o-EE*%SL67k*v5=Hc7r?_XU0Tl-vD=r8Nxxxa2L+VzM>VnN8)
zyp>_$w@y0h7nZH)D&A(&uX|2w+1buwe~UXOPF#!OT+_7mR;j3oNJOaq`MB>@2X8G(
z<LFa<Sn-|pXkMO$)`EXe9~boB<@(F%WH8|t(>xX<W3`5mJ!1YVo}YLtRA^8jYiaOf
zn$#Y?9kVX3n0iThe_xW<g0zISFI2rO{`VUyOncLJ;o7z3x%szs!>XsOdA2mPG@JG9
z(yxii3heXKtloI8S)cIopV;jWso@TsA8$nF^3AF^l5_dY$qchz>!tHd|NfB3kZ89H
z-7D+7uAN_aR_MByw|B2u-1?>Ir^O@3@;$F#UKE~x;AxIkwdA1&mX;M=_nKt(8dyy9
zo7uHnrNmqHhQPIqg>SEXFF3m3qwC!(yA7(G!~^2(lh;frGC3sbcSPcI*dJ{X&VSc;
zFZr~;_s6H&#J<(P@&ulqOIK*(Z~L}L|5Q_Oh^p**0sgzEA{&n#)|Q`iM7JyP?X-21
z8qFW9DVWMWE6r$~pm_;v8(-4H-OhJ?qD+*QF=ss9`G1F(!au*4hXng-n2nDfc5vRl
zt+LKtKeOxRpAE?jjn}OXm;PFIT+ZvOg1_a37Z1A+{#dr_u>iy2T?Oyv%sQZb{oAK|
z60=S<f8G+AU-@XE&F;H}iL*FNE4Lh<en!6Hrr`7H%T-)S$u}wwwQy=%pG=r@>Duzr
z`Ep`EAC>teJ-W2yTUY4%D$c5m9`U197lb;B_9cGmR}X8^GH*WgA?Bd>w5q8Si;h~%
z`06%sMZ5cnmp)$)xvz8#7CZaUaqa#-@gFM<dLMVQFm3s{b=AT0opz?#A0F}V-7t0L
z>6@u+kKDSyCT&VT!({3$kal6m=}(#$SDGKYmUHKp0-xG@@zZ=V_A~gFtE-sVe4XZY
zXKBN(A3W?!%VLza7+4FRdiHzLhd!l~SCh=En^n)eKX~}E@f$YYJr%oB?&hgm_k7#T
z^j`i-^}m|G|F+z^nRYQx<m9y6G={D0>w<+=JZdp6>VI?7KjyfMzDMygsmb?c|9mm%
z`}oRb>*mlqQa@O_Yi>La+tI?YehTxOv+w>o%wwFlQM90A&Fk3;d&OinToqXr*lf$#
z^!Mk2mEnt0ysvydn)ziK&y(j>pHfm2dXH&$eds$~w<(y@Wv{kV$0xqZwX0spid2N`
zd!P2wv)bm)^zhYH$1P>#4ji9rb4$x6VD0mj-gy`MR%=E#T%GDF@^$C(=5uGGYU8qR
zF=qPy(2hxp3zR&{z4hR;?~8AIJ<a#pb$#vMUq=^PzU;L>&+QwSKl9VqBbWB>h`Dj@
z+wK5gsUu$>egEG0TlM9t=LxG_XEm?LII??lmH)BNZPre$htH{QQe$-As62bMFZ=H-
znY|Z}Ui|lIZ;{G<QOg3;SFeZmA>pT#GyaOL%9pb_bGoYW%h{9}9iKzjReb4sczn9y
ztUDL3%{=zCU%+<L32ke;<}-m@-C43~Z72CuEi-gWZH!G<#~)b7Huor>WNBmd$LmSu
z50pjNEt4*O$$4!$srTcY@Ru3WTI#*s55EqZzwdZp-}Nf7X_pr*KjFRkZo-`p58j?^
znK;$B#Kd^pLxxwjlVrYhmJ}Ko_e^n*VhXy-r@i&T(^OG@l~|@ZisyG7*u(aG_oS_x
z_O06Yc3WQ7^%S!?+2sqCu|2(G)3Ilf!56KQD_`Gg`?T+GXz>)DoZm%zcu#f7ehs=G
z+d6sb)hXUVVT<+8)xGO{uh5o#x3GM}lJK3j4I;G#>t5XMbtwAYp|<R7gpbEH>3)af
z+_N%7Ry|OeyHWaN_5ZUAqQ&J4{L8`uuCvVRzs$#M^4DwfCZ0=-vsYdHs{AqYOOV~?
zM`Dw{&)s4b(k1$2N9)v?Y5o^(n{M_oyln1!`-*j7VDu&LD&0*hkGSdX@z$Jm(Iscb
zu^30gkOk#NZhJkyDXjFpZ&G`)B&%)SrF)k}bzZ+M-L?4e-?+D$Rl0j?vildW>-2l)
zI`>cU-6L#f(_JP{U4OLond<xM2NQQseJi&8)SqW{`L&!XOKv}LkD3_U@gn`;17BnP
z%?BLbGd}pd<a)yW1isjKw?lmFo5dKr*3LYmtFdGI)CUi|!%MiCw)CaBtW;VWtuUqN
z(i2UUQ>(%+NR{<<F1@XNW5IXMYu77(vTQc_8`JCbi)E>FM((16^FBr7PWpCz)7+*d
zxlaC*Em=c9Z)s6htbAR+(PY0BEBm)+|D~o#M=vf9kbeA_Kj(o3v$WN`18vhP-(~6>
z|J(A=g7Hju_jYcEHOKZmYxDhoPRBF+uv_2H{TojID1Wf&gg@``lI_!CZiGLM-gDvT
zPH9!M9NxR4l^<sO`+nw7%<t#=^*?_9_%Z$eXH_hxgnxS~|73stQ|mL$*_?UnpU++L
z_+$S6$EWT8E<gT%n*DS43IC1Ohskm%En%N@bYJa3vq#KM{{%W~|2)2LpZDPYKi63z
z7na!n`}CB*zOR3d-J7~I@&A5$t6crRrto;@=X#|}`)huGGT-=b`f>gLuf3nRy6-5^
zwW<60zJEXGqD4R0V}eY%?tR^A|EJR+E`ecgtew!m!}Bl4>MPkD5-q&FHAYhBd-?tv
z&YX!Q&i@t9rteN<UF-Yv{Wj|^C5OWsr!Vk5?z$?-{e~~k){puYxoX$Gy$sp#>SvG9
zz2{c-oHOeW_J(k{$p+1>XiuCXc>Knae=C+uSRQE=H|N(+uc8>+mpe`=&z+~TcxuAA
zFEbziT(<UCWpKLn*XR58IlkYx`(yOi>H9KFYc9p=pMK@7yNU0~ALgFQ-zRUsT0U`-
zXYfat59=1+l3yY&SpCBO!kPv3jiUEARDVCbSjp&TW4hQ+1*tsE2Qs?_CthM<o_Rj_
zQ+&+{v(P0e#%CH0&n*31B50;sscEP)%P#tANl(XXVa{bSv+^c~q)8|2P3f|apTef0
z?A^`qP~*-`w*VWpD3;d$ueuwi9Pka{Is7QeaT@Ddw}2Oqx9q%eV#W5X&`V;cuN-xL
zKet_s)opk8wA6ftq|bBz>$m=F;}#d%_cd_w)CY<o_hjC7JlOOwthjdNgy)9M2Uiyg
z|2(sH>1yf8H&++#DUn=%qxDAqH=iX@=8q+<`q_O7*UtE|C~w*Et4*3=&utwT?0Hoe
zDe#1Uim&OuEPCW=<)_>$-=sZLGP>fAOrE>Dsy1KcwdaP*SI&fc8Tp@m=Vz$6#q>vX
zJ7a~v`1<Ns&yQ*CnWlX|<Lj|t8xNf$iDza0Jzmwq<o8ly-NsWj%QRAD9i;slE<DPx
zzkmN~4EMj+KaYC0X;-A2m}v8<EVMr5vguckk1sC^R$TvSY$`MRoJtXot?;{~e>3Og
zEjVXV=A8BUuXgxf^VMOM+p|pP&Du3>?WU{6k~=1t?R(`I=(2yG$fsv}j-755zj%Ld
z&DAe?KfCIGJFk7gSje#YUQg@&Uv2JP-_0-1idpbA`G23?ztW@%<HaAenthFDe>=V|
z>S*cS{d*Ip?2oSZ+<Por@pt{@h!w@PihZ?n??#$u%~mvATynoU+MRupow3p1x@enY
zx7qeTe=`4m$p3BXm7zfbO$BYIezWZty}c=CU*E!VwJX(p`%Q)G57pKDKDpmNjP26D
z{qfdw9={I_+Ti}-wvym|qfdJcE$)PPF0^j`-TzuY^@+&q@45R{r|vhJbWSGcqr1o7
z>g9L)H-54|;PLL~@0^u~Ie+ZG?Irh~<xl$$p?^QB&!o$Je{y=|k8qiqwA>Y(3(fgg
zMh1QrUA}C(+2K_hM>b5;X0!GSOKphwYWlHBOrAR}=h>^b`!`rH%#=L1dX9Fk$ATZl
zm!#7(0z>q4w)p%AiF)@jFnxjGVu{>{nzPbD8Sgo~il?hyWR7e9vSQD=cJW{7_p&}8
z_&q->`a^p7Yh_dSMXMK1dUtBqEt8eI(n?M1)<oX=vo0*iC)|Dat>9dlzLKrGlS+GD
zXD!;=eK@vv=Zp45&(Av_J7M%V|3~<v?)A%M%))NGb><7W`ultN-aR3HYqlhbW^-41
zGV$y>{*uEWs&3us17}=p_B^~<d+SPj`+<a#wBxz+j<?sYI-L5LY09!U$^0^kZWacs
zG(Y_Gu=D1;{KMmbX1U7K3D!nWwe2pI&#GARrR3>}&96UC{C#+iu|1#gd6!Rb?1JC%
zoS8YR`p-3<f11rR*3RrLkJ%&9bl<QeH}LPgl{WY4KHuBpm;e9M^6gjdZF?Jj=EwKk
z-;a0iZ~0#T^K$>p$CZ!v9ho7UT>m9_<CD*FJ--f5tNEuL@o9G2xo$<<o_D%G%fp^k
zH$Qr-_2;*e{Rttjo<ASrC%)9TIGlAa|IKaHzGpE;(|lVwc~;rH*xIlxs?llc=R=E^
zwlD@w7vC$za7t>%t0D*Q)yz-lGwRh_O!5iu+U4i6=d`vd+tMA=L=NP{s;*hh?@-3P
zw!Pf%RghJ2GLLq|HH}8G6V`nN87bVBOIGjNvsid}YNflOpZF)f@*n%sdV97M&X{D{
zB(yv^Zd-!)r<`+A(>gEndffXs+qht+^rGhY4|jB|cc0e%`~Jk!r5bDREt^pmr@c*V
z-Gn2DOOGUp-z~q{B=b5uxv$mv)nUVnkJQd?zU`zFdOVx=OxH1+b0^lWINN;q)C<1$
zSr=vXnRhRkKF#-n_q5fwy&vX1n|ST6wEDGm_v@H)#D1<!+9OjPmZ+>Ze`=1eLs4e$
zg!!v(vuxJ<8=NgU`{$x<PPNOA_dEUGqP6Gmv+%G<-?bnA-m0_b_vzoF7JG8Pp8v9Z
zUwq^L*Zu{||NNV`@4bJ`?QP%h?~!l)kbFAh*k&oy&mz_TdIRpQuPC;Ec>4dorR!h#
zOj_Fi|IwxJ0>=a0OjGw?YWdP7HbZi@yE3!M>XOxY32A%vc;kP(VOkrrU4-GP!N*9G
zhDM*VZts)1kvH-rnX<P1h}+PR$$!Bw?)_oY^)C<U?9DY;aeY?1{4?1cp#yg7D|LN>
zLzhP$Sa7-KbED(myRxjmHa%m!6x)2*B4PeDn}%JYg>6kUqCQujh~nAy>|=b)=a`*K
zHD!0M4UFBJceYsfPWHUlC&FH=JMH(~`q`V%LxzR=YJGR}?iMm{p1#7ks9N*!hN82N
z1B%ZUD{VM!8F=%_oPeEObAP;5vogFJTgdd*>a9xs=Hq84?7g#d<&!XL^OxT)>^Qm8
zt>Em#`BAUC;-39moPD?c&#N!@tbcck?TK&yul4$5{#vOy-RoB$>zbi1xX!XJ;rxGn
zDaktTH{bKa_N;%Zzf1Guz5YLi>v!hz|2WRpm;UfSS6uP${tvVM@7f)o|JmZ+wSW7R
z^I3nXm%0C+boKwgz5BP%j@cjd*V=90|HJ+zPyenvdOLTgyg|C~x!Y6aFR8s>x%cjj
z-y3bS&wQ4=Hs`Iq&H3}@^*bx~W&ZoW<^12>>A%*8Y^t8GR5bB%xr+LC$@Jg#cB&u#
zihYS!{QB0o`~JFF_KBu{j)c8_A6{&~`M_RZqaO?R{_#Hj*R<yI`Kx>UBPw=J`1^A0
zu^Q_mk6FxIzIGHE{;!q!@%PS}{I_SeZ~9VK{^xuDf6t(QYo{`9ubVmT|Hk|eEgyb9
z)8A$!GwbBBg%6(ns^tAq{rc~5m5=R7f&1eZ?+NwOR+IP;73FU7h+S;*{F!<6|Gp;v
zklp*=`_qrTR`si!>+9_<`>*)CeetK??f-1$>)n|5#4>IxZey1CFD~jlb0v-~=|-TP
z<ltTChNhOFGZ0hrQovjzBO|o)OCYBX(DB9qbI^8q&^ZyX8w1Qi+vLFlpp#ax-Uk3a
z0tc)FdLMuV=!6WIfD!2YIFPqs0>&T#xT&1_ZlEIp!AF09RY0u?D9TR`PAvhQexx7Z
z;-;V<l3G!spzoQRn4ancrJbR)C-~q8utuc203bX3p*!}Gg4hV($^OZS3Wn$hei(rc
zi2+BDjSc812pZi5U}R*1&t-V-8~`7<?CS$Lj5F9#p`@rZ735H?o&m)TPR}GKDj4V)
z8X1~`4!r;cC{nng9d3a*zsj*FGcgBz*eC9zS&TqOg-~=fixDhkqMQ<l=0=b$$ezP_
zo5G+un8gT|6G%P3%6w$qRA2-SD5SV`9GN#27=iNvQaBJgx5OA!+dxY}*rBf#b4G6}
zAp52QBXEd<V*vH00wZHkH3yb}Ruu5!2lLP&&?!Rbhx{3XswRpGNn=n|1*%5z6p~<D
zh;-$kDJG3UbtBkgq@7=7jPLv^u%SpH0WDHS?D<vT)Pocr1dA3>TLQCanRGj=*+HP~
zeQnp?9Q~$uRUS-A5yA(%<yO39mXHlzxNei7_`cffKYf{E1Ae4En?LvPuE;`-5_8V)
zhj~gpCudmSmDt4-9z5CN;?B!`A&XwV%2fS#z1Gxfo#^z>sf+eqc>CbUMuB(Bzs9K<
zcQ4-}>G$Q$j`zzHFTdPe@#~z|>8GVK^()nFInR3vT@1)J-W&Ef`s(C@$ZeWZuir1L
zOg8QBSYN5KaE9utmF;bM$)S^1ewjJv#%6WF!aV;+6Y~E3Oy#(_a&5iV;fMQpzwf!?
zJ;O<Dse`3P@+85@@0<I$f8JJ}{ON(U!Os(tO3U}NyDm_E(W=>?*P<7&Kt{yCRcK1%
zH=nS57s}YJ8iMjF-|Frv{WXKfMb1bwV`<8y9X<<X>vK!Ht1c8WBu`j0;p&Y0PB%I{
zTW2KgaE{E<<!;sSj+8rJ`}pfsiQPGMiF=-=?w`Btx3WxoVW94P`3Dx;ui@xW7=z*g
z9B;-Z$cMNa8RKlTAs0vlnr_CRMiphH5)n-|uq|Le;43?koH}@lCh}Tv78ZDmCXk^>
z!9k#CvNY5)w=}b`0JZudH4BkP>scD=Sy-Bw8Y}3U8ye`Dm{=MaDVQ4=>Y0IWoH8^r
zGSoA)G&Dgv7#wo6p0NSQf#3q!EkCcsFEKY&K_5q=!gao$nSq|6shJV@@KH!d7i1L3
z`9)Zd*E0qsBcw1PR6LnrZ~08{%{pSh)B4@6b=u{l4}4~s#IhVVSUSPAKI0a%#kNUO
zQnxM6DQ#c>h9`K%fwunT>b6Jp?*^y)viy^q^UCm0#u~mIJ4`iN7}b++u4Ks#*%S2d
zs*dgBly}=zAKkfmapN}D2l7kw408%BvdtgJKF)VcHYjU4e0{0<yYTn*1#Z#{6Py~3
zO;p?K@n0*QWnS)azsY%z%2dwBAAkN#@YI>*w!KAC;-G{7)l+gERTtDQ6XIF>Z+ZCc
zY>BJec~<`3xA5Jf71|S5RGs+}kiP1*kMGXQ>r6}MRnMJZw#56+qt&J?Uh~dRRbIZ~
z*rT_L?)`k?^<Lb5cX>LFaswPd-~cr;K{>0~1ic}XSyCL3TI8IcTacdzx*rUj(46yg
z@{58C5|dLE^j%WRGLut-+?_xv5J$v7?{hFR1ou~ieG`kb6^x8bz>OY|Hh9er?&O0+
zAgLn4KPf9UxdbE-4!R#m!OQ@hW?*;N7@0s@J)q7YqKW(VZhFa-=Ti@Sthx0q@%x*T
zmb*FKC+2kZ_V#jTmhJJJlkzxZPR=8h*Eb4<mRtE1K5{9MHb|JY(J{f`Y=V_p>6L0n
z+0ZN1%wO-B8t*PQapHI7cxX_}`u>0UvnSoHUtV>c`EM6|#NCdG0XxV`l>hs}eYx*!
zv*KrGEEyOwW>}TJnxYxJrP{)2mPYCoIZlQHm$oEl>^R@~pPivW?yZE>JD=?H%nS*c
zw+u~AC^0z9E#u*pmzUqf!Ej-z?BUZte*MaVNUNIsd;B;!?QC5@wHyP3_vOBYh0o9Y
zem|pf|2G>3hH1-WogdpTzxR9N%I{DOh9>{s3YY(Xt^V%XJa&k+e?A{i|MU3xvhVyi
zx4JViY|wivA@%>m#+OB>*XCXaxosE7ZJR3$mU>mIFfhEn)VJ`XesJ2K%g57oET%2C
z6=G;8%{+eLNBRAkMYE+REPx5jFv`6)<>lry9UiGI)?1b{F>KIyD<O6H-Ar9``}*jE
zt$c4+GBD_PS+^ZqbCdtx_XEz8jw)wfy%o&J5HY2Ur<Yy6s^Z)n%kMgTbx)sI!qm3?
zz90SP-ZbN)%k#Jx4lDw@OvByP(%_b?-`j%>3~M~B+uE$V-7jbV`ID>4JNH&IBSXZ*
zG9KP?F>bvQ53&CAD_Q((3<<8c3{CDt%51WJ7bUUfPszM*2@DKjOJto7&vo6oM4efv
zZijAQwE+Wz_NBgshO>^g9xr|uE%fL?s5t|}`pbO_A3lEk_}rs|Q?%^sqg{iyf6HND
zn6?-aGpAIaUfbp^=AV8&^E?|vg5@n$6F2{EX6L?_+)UxDq8SiDLld|8(IWTnNPIuj
zmvZ+c1A~r-b=$F}kzeZVe>W~&=%>DZ7b8Q()H0r4@69{RS6(`QKkV|Y#nv(m4OcUc
zU)W*NJ@abrq@xe+aPK<I$Pm#BR(HcZW4@JrL2SmtcLfX#VT)y*A79exQa3wdw_V${
z(1?M7`%>S+LRYc>H5S?DJ{iQ7GBbQodn+Loo>Ca@v~&Lcwfh$P7g{hdtiA|Vc3CS*
zrCadl*Djb1+M90NwJ$ktbGz+>($R+u3~Su1+m4Awio{2W|NXN&Giov;L&StKp5E1)
zf3!DC&X1K`Xe!Cjz?ymd!VatM+mBEE`IGA#`!@<^-0ICUB5vtK_Go5Zk>X=GkhLW_
zBWCW=Z}%KeCOL$3UW0kzl}^|B^_{=YR=?DOSzx&N$Dx0l``7k`%;aG>(6l8vqi5z(
z-HS`>{%!j<&v7cuX)_{wwDYFus7*0h$-~Z&V0z2Yq^723-MOUf?+q!1**+^zLF@o$
zsJPnJ{&ih7A067ht1~lfP<SgOl{`=E==yKVZ1<Vn`VF^wezb_Ra@XHKxpQmxykcW`
zP<YGGWZl%GE1K9&CKW|){@%{autDmrgw*v@Ny+K^QwrT{b|Q%_`thaf!*ssXs!C{d
z82X9T@3a1@{W^J%4K%PM)Vp6F?s_*T{k5dTr%w<kIw#N3X?uG0_s`pxw4?XhK$C%l
zdiV3&)vDdqLfU(f#Qc_jewdo5FMkqQcUOA(vYNMNE%N=?7!n+B8JZkB|7g~Prp(XG
zzuDg2lYvG+&-|kc=6tUEx9!a=vwS{ipdCA(RO;QIQdnO!)g0!%$LSYemYl0IExE^T
ziKN^0<Ckws^7FgC-%4R%5L+Va{CHPnjN}aaWXB5&?mpZKi<#2R6-KMioxeXV{5rB=
z#I+l$kv4Op-og~N_4l9u5m{m}XY;fc9lMFIVdB$2e*G%@KWqN2SwHTc<-7+;1>PAk
z-?wN?n|Eq=b>M`%55Js)2HoRb=XJaI&t3cR^LE!O>%GR%z?<PArrI&dwR3TK8#Ky<
zPcFLqa8GsMg-gMe_avbq;-k|2X!mU4dADZ0XoY1{md!hUxV&4Vs>lb<Lkw>vq=e5r
zdUz$vzCJoKdAc~<z%xm4vF#}zQ^MvVi9K3y*D%@f!l?r_`mkiFHpBJfTi=iV`Tn22
zKm#uMQRJNOj_2NlJJ0n4*|Ov0mgEc{o9^F}SO58wdsWwVo*c}DHr+Q(b0>i!4q2?W
z`CH~^=IbpY6;;qYZTL~AYyDoy?{ChD^utm?o<?`Q?X0gKHi3(S9Xq!qXWR)8`>qo9
z<LB*j+rL+pK=l?nN7@A6Qi=4@$o%vI7O-ubW`tc-0_CzVFtKJGCWb4S$1i;N_))Q&
zfg$#m;hvuL>)*5J&(>jLuyNeo!nWL%p~32{gp|#84u*i`vd%Ca3f&A0rAYPNCX%Fg
zEYz8|HfyTRIbIKoDN$E1n!mUx$jGq9*}Cl*Z))L%cQ<5WKONnAQRw(?F}A%G3d*ZC
zB%XNp;l&yThV8a*C8W%!xSB7&JTvg>t``;Wn7y5s_7_iU*SDWLJ^cE^g^`R5dDXWJ
zP3&C6+`sbQY%bRSQ{;c^3v1)0<LYKd_6bK{yKu3*IGvSY$6HW6SiQ+&)z<2S{G_9k
z899ZHTR*=!@9xYZrOn&Q57Y&xK~?S0jFbtzbz`g9k`EU{Ctf-p>FpF}H)(3r#iGr2
zmJAQdmdZLmewKFe?85@JsiyzGW=xwB_$wmjer2(}J;MXD#j?(ag(GD|C&ueXo>`Ok
z`NDH{hC6awk~1nyx&v8xQv?|bVj-m+sP!<tj7R_R>({Rr=1<mPVo-CUStP)saL<IJ
zJ*&d_YwH*eymhp0YjfW$5q(7?a*maK!MRTx^w;-SzIuBk{+;LNdi&pBA2j7|T<U&l
z)#1;tE^9}hp1tdK6`Ks-@^(FD27{BJl$0U%yZue|WUcFMBIoR<eZF1$(*Dl0A6Lzj
z?7v3+_`=#a>9lrU`MJ%uJ50XxRc?FtPmw>CpCO^>Qs2Ud7j@#gFTZ^AN`6(|%ag0}
zy7h7_rUh<R-d7Wwv2b_)@=dSy)YyU(sY%GD3f*@)?>yIB*eAfy5T1Gb!i<o}DGFX<
z-qO3b=(8|92)$)!q82LVpK@)IE2w&qkV+9`Sm0;f*4E$8AIZY-;!@wk)SBAbt<Mb)
z&2_!^kDnoIaja8v&|I<0+R@9;@z2?)aN_^pH%8}r7!o8wW?e1rUbJgz`p3>YyT#b<
z8lL}lXy4|YTi@OaXJPnY@m4}=vTk=?@7%wuo4G+PkLUT-Y3`q9UQ$~=Ii8oDVY@C!
zg>iSDY;AM&BJbxq{L?M$Bqs<Iy<^&MF3OPS4YHwF?CvkNx9?R$?Y3D3J^JzVtD*bl
zY__+2Z@ZZo?)ZRI)QjD1d($U8bE|(&$5acuO-4!KPL=N)YX8_jDzS>*&CaD);v#M)
z<F&R*d(n@3M-P5F{#M44F<}y@fv`H|qOX^D=!Fk|x1aa8D;FiEwlw?2i`6;r{PeQz
zW`=(E%elGfa^?Qp^<j1ne$$P`*kb>_FFDa$zmS<hP5P~b)b=nj_oZQ5{^XRux_WYV
zb>Ic@Yc78ivLC(YPg%op=DuKjoz-r=wTqVSTDrXc#J@71l{IHd`)4vR=z|)$-Dwwf
z|JNM9CUM<9T_*ZUM9BS{_pB}cafjWFJhLiKJM)EB{;PFa?^b5MU77uQ?fVzmZ{Fm;
zl*@Q8`R0Z6l*cLe7t|)4NG!LgWYuA)Xe{IDjkfAG&nkENIfH+7U;XandAYa#9FXL0
zexgzJ{?UWqah#P2nJ*5XKJ-k7|Nob+5AI=ZHSfNj05wY<-OBiWJiC6nu<G&Wr=Gn#
za_L#Jq$y*dDtG^LoBw&YJpXO<W{}#FoDrebZOiPe_*`$!xpmePBeiucX2lg-to@bX
zb#>p9Q+qo_h0f0X`1JPUQ%_iSS?)>+PWc!ucr?F7bS<}TjBLyXBaM33gnyeZSFWF9
zv;Bw5I+v7t?3VS`v;Iz3j?|Yu_2==y9&!GZ9h-mr*}YO<_S_Wy$@bdwKm7eNYr~#j
zQ$9^Q#64I1*6%9zH}`BBPtDxEYpMIbT{WkRBI1gazKd61+PBj%@7$*i+OPE2&flou
zp?5F)Ivc}ch^yyK3%K-Uajs{4z45z?p%dTTcQttC`${>qswVbJxtaQ(lJHaW`O`fM
zmPTHB(edY3&#G&yp3PhLZ(-;4;uG&y<i7S@onbjObi3}hkgh+k_r5GPKU)83Yk}pf
zxL-@(*Q-8RoeyrE&e~_V=!Zwt)|leR<moy*pDOo#43mjuS>R;d#uoWSX7}Nn*Ng*h
z-kBSFSuFgH#_}tFPliS>@(yPe^_UuWqx{=U*^@;D)hVe*Vw3k~lpQ;?;QYFt2_Yxj
zPiB_9T)C%Vg^=adTbs_Go)~s+?f$#d|D`w_N)L0nQ(5^tO_%fMsb4eF%a@%<EOV~7
z_%P&p@p@I>xv|%)IrSo07Px}!pTqMc;l^G2kh_;AN8S~S4A5`ivDR>@HuLBIMJlh;
zcLzUbQ?c1*^=aNi^Vq(7X?k4KK0oW<uD-uUCA&7_V&jxmFAlXW`gN{v-$DLb$rQl`
zv9}UZDIdjxuHF$2y)dDE-{QT`t=8}STX5&#-Ps{K^>+qYRcma0RS@;{;+I+c=dQ_|
zUtv2jvf601-?=@Fmd~4u&$rLnEif%yeqy}7Y`<1chi29k;X)_R%QG)6Te9idluy&P
zbWQtmYTD+|wU??a^`BqcHh*>Y^ltq<7c_rPyPTc5`1RKVMYE>W9{4-y0r%V5ud=ng
zb8CHL*NL;8j*Q-SS$bC~@BXeC@j@JTinb(YOmOY_C7^$K?w0M=&u_kqk|?=9X#)H7
zwz^kaKe&gx)+PF0nST9v&D*m(cFunEKmGJf`8@BMH1|z1$LhD5zis`S{=Y;c_}tyk
z{ZDl)C+_}Ja_{v)*4NJ5=58YSoqBiW!ndh!Ose0M?KvUz;oc>u%Fl<q>CnF~_PQ$b
zTD0KNqNsS`M^%B>K0ORi;oUEz{rl;|>q&bn6drH?eW`w@`rGHbgX=dLKYjVu)BeV+
zAA5Dv=ka*_xOVJ^y4jJs)Y>zTvlsu*E}atdFg?uW#Q(ZF-z(Fvxt^~7_3W6%&kgTm
z_gtC(&g<vVc_u$|_S;YRc<JGp{jz7{3Uu7}-Pv@x^3&4mZ6bLb`dl4aH>HBLuA5aI
zJZ_YgGL!R^rM`7fj{e7^>z2A+o4V$e+0CF7`-x9ouIb+NOp(rfEBE4!^pw3x89(-V
z-l~^R)CIR_+)mD2D05lL`nR;zuO|=G%BL1}OkO-k=Eai;_3!gld1H@$om+Hgvh(~q
zD^D>7^feYqoLQ0OyFO>?<ApLpPvgS*dWv$U99}G=xR_h|NsD&7*Uso^%*$kqpKj1}
zKNlRi?mF{n#gM*5@20bO7xMA!*NWJ+*?gnZrOn3s{<P&yYA#PYt-_n%Cho1KBIfP?
zRM%>r_QYSGAFi>NDG`13v;6YB+fPqj4vrSyzqxXWZ~yw@)|Z>Lm7nSG&;OhCVsCeI
zx{k!}aFy8CX1R3>LL&Y>_`ANvW{-}K)1MQkI*y0A*A?b&X*qv)$4*AhNy#S{)qG7a
zU*<9K?##(0UQ_-Tsd#%m-*-;@+uW&>PO+b8|NGwB(|>QSUg#;k+UZqwRjxZ~7EW9p
zD^YUv^J(*^X0?tF&bS_YclFWa!}llpc&2^5YM!+J<Fwbe3)O!gzdbp1iP4Swd#3A!
z|J(gHUG+}A&5VziKA3;KzBuyV`}Fg_72K8d?744RsXYBuJW(_$HR0c?1x;5EvVJ-|
zN%cwZ2Bn_|PiiUIJKi*3^8VB1DRW)wHtiOUS-Ag8VUKd=)%VM<dwe-wBal4D-QZZw
zk3~1WesB$sOujDKA8W$1fAP+ptM`}w@I5>CaDLW1*$unzU)T9xU-;qLv)S&TB7)_Z
zN_lzFe)aE-vbD`c$2H0)6}7*#3N8Jzv+lF=`xEPHXV|c7@9cgjzv*=7N!g0aN4eK!
zywb}oSZio$`ZkEg^YF|`YA;)Lv<~i6&JUZk^+|%)RG0MdrtI|+mQ3wprzZY1jlQ>f
z`MI6p+?jKZ`1xHc+V}6L>dAlap0(uXcTG>;p~DcA`*N8MbJ4TEcV17Nlpkrf<U!C?
z%hQMDqQt%(xD;?xMrG@F9lm|lffHC_A6b{yJ&=_<vFmzX(Z_f7_OW5gkt#9o^Wubx
z{(q33BVV-lpry~gzvtI<Ob9%YrD#0y<cTIl<w?BHKW@EfWH@uS&-?xN3vvUBe*c<X
zxT)fVmTL3d-J1VSHn806PFX(5_Q~)3`4fBnrmdFG^`7+ebl2B2eJMNtrlfc2sN3J2
zs$@Uw`Tf$|m`#x<{k_UWBlkX8uJ*c1Ct*{`PV;Hg`O;7EecN<1+AVB)>+xc-`4Ttd
zp18k{OL(%r@r}Wz^j+6ym@2Zqc8Z;S=GTTrybqO6pILTdVr`mt$;ve*x0BqrNkxV|
zeLq#lY}1Q(dw1M^<G)U-a+ccGUnh>HgN7F-xH3#`%n=VNi!@eww<-S%4^Qb={*!)6
zQ>Pz}`h4`b;koVKuWkG4^>OvA*o*qR|2XnkGM{3aP}=KmkhK2qhgKQO<27%b-W~hS
zvwvmf@ei|SJ-zqu?ZfY;-b_nagIFw|cquFqSs!0hzPZFDODS^VjuUQ*YbU<&s9oZ?
zDaxZ~iC4YV6wTI2$y=9r%~D;S^YZ%o@5{VTEXgSPGHuu2obpvu{HoNYJ6inxo?dcX
zxp2;fr9GP_c&IL&x@nq+`O^=2ynnA9tLR)A61q*~<mx%ERkvQcqrbL$+P_n~loY2a
z*>AhGb>j(NBi+6Gc5LriqsOnuJNNIa6W@%oJv&0;qTb(2RQdbP^q6qJU&iqZ3f&A1
z{O;2ve}6DCHZa+A{tI8v8k4!T&F|JOTbsThwPIuDt5^9i-W1!rE5APb;<Cx6haqO=
z+320R^^hUPSf}R8&>_ls(JTxrF83{T6k}v~1?sNOwVJBK#83iiO&g_leN)9gK1yBD
zxKIDNWrf%Aa;4^_z=nVkYnMzw1H|BgZc{TOBd{Vc4?6k`W<#f)h#cv5FG{Qg4M-C=
z)LoiXQdy7+U9ASvM(n^gbk-YvU_0L@^ttSTkM~8n+!jpB?mld<{b-le*==o;mad!f
zY1y=kOSjHFS+aTJ*_N4WBVV^kx13Fwtmd41t)%SLvl*F}wW7_}rW*Tf{Iy6-<c8&R
z``4}9cOremuUz?-8^5Faoa2^5hs*f>#{PTryYite`=i>5J@@An@4fR}P7oGn2ClKJ
z|I)=fxub5meGRt1qIxMIvheiX-tws2BdrQ<$3tT-JiTYP|7!Q^vc4FOw33)f&yR^#
zz1Mqms72zjmfXK{3GUTLKbULXx~2B}_|cN2p6u`bd-k?YN)|7E;>56QN05Dl$*0y^
zUXMT=FaJtw$;e5CyQb_AIPhWz-=6;`fA(&w4^ApRcwgoIw%yq+I|L3$xUc)@^R2)8
zWy_8QZA74B8-6YS)|5JR=kBE!BSZ@oIS#*?Khb>tvM<k<-#p#P%_woN(@N<2DYc2O
zvcQgbH1StXdiq(riR$H*_Y=PI*BBl#wNJfP{MG#U(TUvqB&JW}y<ZUJlF+uJ$kj}~
zq%4Si+LD{v9o&o(VgL7BlC+%kdd<Iyo9@+x{Z|l(b7_@&)I=0I{A#}JdpEwj&)yZi
zm1jwf_`6vv^wq09J9gM`Ga2na`}1RXC%14?-|Mqq-|=4m=NNEoM;2e}9ouz(n-};L
zPTg;u{)9W`H+!SRBdxbP58r-x%bw%RhF|L6=B2)Uc*}kUu`Zcq_^2p6qox0=Y_WYu
zoY|MJxe9tL25vF$xO(4)20dMOfrGzgGyA4a?ti_dQ6=|uCC*O0vtsk+y!9vUl^$XJ
z?^75n$QfH$rd6-^iTi!+Ih_j)`j3yO%HI<ach~!IC{r-Yr|_+Z&BFWd>=w$OIVZ;>
zEdEDYS+BhH*q&$m9w%zvQUA0z;>~WSm=FEpfeVR=-L@SIj)`2qJ1w>Lk5AI#C(5U9
zdBt!f%ux<Mwf}v|qpT+<S`&_SW?#MS6f>it@X@OJQ@yV@)t0n=XAS#*K)g66bNVxD
z^X+L~k@D_(ED3$DH}3DxiQ8XvGv)t|8GdI9Wxq^It<h77w-r~?`;p$G{rFSNMBmv@
zR_5(~nmtEMkU@Wu6K|m-F{syaUB&XJb;e(kbb=gWKIG5Y(RRNss?4M$Uc2z%{{M2*
zi(8vB^a>A}7soWqz7;)}n>^8@c;V)wujGFu^<^)7a^vXyu5M-V8p-eV-CL*55fhwK
z+2}ScWsaV2j?JVBr+T*z?tPMvPi=quPAdJU|BI#n&N)45s^8PWWqO2_D70*c*#4`R
z|8CiQaBIE56wP&am`=Wm)r*<Oda$=Vs^+ocqeCn`!r}LJMz?1FSFk9Knfcb=!aU|T
zyQAdeT}xjcSH2Bm&v?YO_fOMys1b`+3!c_`e9L|Y0}1&cIcDj_h^fW1?+Ij|Rn}uk
z=+a(lZ-2Hd?EjyH{xzV~n9!A-I@zPNG-+|>(j{?^=C0s4AaZ?Ht&;ycubdKHp_kw9
zIiG(e|KpLmUSG_I*2_v)W<2tejhK{X-JMuJqr&OGyQ1EY^cu}YYqsxqn^zl>_FuD1
zZT=2{hV$Zq`rB%sJ(~YF_S_Z2Ww%ZAesy~{p5OC-{_z=#mpvBE{G{&|6MVtvr?~Pu
z%@s|C%Pt6bN-{Grs6_6$oHhBw#(l{*t-i<GUr{~$UB1dtO!I=&B2cl@8FG9Pzc!EI
zpNqFveg4oEFwebcr+nm&y<V$cmAu=(W5MfNf2Ygx-o3uc)FpT6=AC!^;xEl#WYG2<
zNqM1bv8wqh6Nk9#TYul*eeUih$wSovbK<|4uMLqn^zoSUsm}#%9*1lurEgfg*J)ix
z%Q_9-2R5JX{WTZsG!fV04V3P`l74#KSEc>&iw#<K$gf>%!=KLaw^HSz)5(q9b2r$9
zNF`XTJMwq+F-SQ#i@)ph#akdl1LnI=x*B$_;qs#L#pPCo_EFL0a@XzlMwiN+oH9{W
za=CZ8%DfeM;Zg@HpX~izukz95N6$5ZPWI~0j*$~9lx!A!bh+_6Bll`$g|o(a<&~du
zckgz4X8K*0|20p+gTMag^1r;Z{}NQc{MgMSvX7>oJ2CMHbMR&Pzq<|z9F||Z)`~x$
z<7p+h9%?Au^K_5#gPC`^<I2B(+E;sdyZ<hIjyXNI^6$@mBF}R<{;0fA{T7jG>y`8O
z$!zX95~?BUKBqVH|03l{nl@9^DxW)5#s<|rIkIwE|C+N;ce_Y=r<6y3-zNPi>YDP$
zU42`>Z*k#EJuTjMTh=@E^vx4yCx5KI`&IX6s(;GzJ0G8KPJch0UH7$o<YZfIAKu=6
z&#QjVuUkKTe)wJMllI44-ltCL$M<J@Hy^3j5~>WCSL+xhKmBHL*k3b~)f<1z-Y-1U
zT3>3??I&B6e*Uq4diJ-fap@-Y)|C&f*^lhH-m6{Mv`2BBuk6I`Z1;J^k?rE%fBa@v
z`=w;MU#ooHZT)zf=<OdzEABE+%DQepQO$W;YV3(MS${7sIyqNxS<jh;O>y7FFZ+e~
z#k{UpF4~jgsT2Kedc1v6=kI05r5{)Q`~B`d|9bnap_fj-@;|Zk<~#9yUpCk4&YrU}
z;Z){^ZM{cI-)l}>ba}H_eat7(>T7@a-Hxh$V-EVQof)b7vN&vO+NncxST{eFZZ|GY
zd6!z5+kL`zQ^=FAS0`I5`$(={uP5F4dYbUJXBSq#m$Qmg`dvNyzme6tBf`H9-z>V`
z=~2DU=I+g(=PtD?U%Pqej`75EyhYW{OVa!Q?9wh$s4Yro0mm(a!jAt8M;X~~f!k_W
z8gwQK1`6P2n~{-)8CVgNX98afMOuT7tfdQ}<yGJ{FeEHpFa)*#5K9-#6$}(Gme9Su
zn^`dDYwdxLd$Q7Ro%_N%*DuLLXxm1^V=~7IFF7fy2J|^Ks7w%Q%4`r=!TpeHYR=DN
z$IQ0%e9X;x_}gw{`1aC>_R{;4O5?B9-jB*G-}*NH`@~)$@#76!{-^)_Uzc`2C1A<j
z`6j>r{{0?#^8Rl*NRVTY63pgzOD;b-IT^Hwft!IrRLysmN#Y@vR?R7VUc90Gj0_7*
zTV+L#Req>vWC(E2<?5ALJ&%#WA$y4c!vf174u%VJZi)Eq|11~8!4Tk`%ay<HYu|hS
zdF!g!7#P;B^nG~$uFco=`|7jrFNpmr!NBk<XtvYK1$Qp3z6CZ~f2-!7>~gMh)v#4^
z%nT0kS;0THoBRKq%^7TGF>7%Z4+BH(O5caRb(f!fyRrN^T+8qJAC2dySgW1o-grx9
zl{zECg(<g0y6V5|JbM2Aq~evqUsV_wW(D0oD1YZo@$<XJs;$3+SB3gBF)YyBsyWB<
z^S#K;X?M4(C_QkQ_sWxj!DOjf>#_R^wT14V&YP*Nn8(845S-@m@VKJ*@-zHfE!#r*
znHd%+8!!2AdQO#ny?0{m_E(7v3?(UTB4Jy;cyaYFi4U^nVQA<(GvUy~#OGgH6S@7L
zua;wDaBxraSa_%R`S!RUKcBf=J<P!H;)IH3OwqCj+gKO&B`$we$-uBBd6J0S`4wM3
zZ=YiJb;Ue(1_x_3&&0yy{v{t$!q&o6+>$*U%<MdUu5O4eKSM*A&m^ahXO<m_&)vPC
zOp1Ylccyx4<MK~wI$ZM4<{C3FoHz34;$M30$Is|hQNOS7u`n!<{=CFs|2prW3bXBT
zZygvIb{YC}wZA#M{TzR!WYm%}1qOz@Gt^rjo#g$f|JEnaf|sG8&1b69|HnJO>+}{_
zRX*ooI8f{}_0ZmvSL^;w+jWkym6?&@#jz00Gpk-s5NQ)P(URd{a4=uyweae*87BHF
z8jB(xf@}$#?IbTh|DvWy|2pgcr`DN-US?p(@W|zAUBCYQi{GE`O?-3n^x_a-W`+fd
zTV?nB3Xzx-@bY<n=DTgHq(J6n1^-CD&gGhwx_gPivK5h6K}H%zb5*myopk8@xv3CE
zY2FJfGJM~>uD&$Y2V{`&vJY#UBfqch2{QtFW5%J}!l!lrrhVI|s0wy<i>8lG_EeE$
z)3<3zf^1RqNlgDgVM&2^&dy1V3=Ad7heW!5hr6D)o$&H!CIf>>$~lpJ8_gf9&p%R8
z2M%oG*4as?{`}Fs8#ennI}^i&Udv#K=sP-^KI<|*{{g!(oh!PEO|{kfk+zM!07FCG
znVC)>AB#S}XFKQZL$HyzMD}g7emil21;0PY&6k%I#HO4)!r=XX!rjAQM{d#V(aHJr
zd3#Doc|`>{ddymRW0@x%vK3!tV*@hNXSUPw%a!jpo#5|(3RjZkSMW;s^<!I0kk`-5
zIdnDAb@KC8o?Ei>z!8+@m*^4KJb%CH_HCCZgY0q3<*KczSvT>}tZj9k4;!aQ`GZr-
zR!xz8`}W0`-=E|6yyxh{&wkG;i$IQ8@%F)1|JFyXZ%_K?`+T@z!oVOEH2Y9?ytc?`
z-PT|x=iI);eqK;=o4ou(N!i@_`=2H`Z$Hik3Zs+35!dc$Yue1JJDCi!`PdW95+3XP
zc!_O4PBXzY1=wsieK|dPl8rIg{qvnHg-#s|=xd(`j;Lq;4>$Hi+1GnV7OzhS8~QUi
z;>rzOO`Ex~&u4<8?w<%Wr$lqv8iPXV%zUShUzQya-=<!j0E)aySFY#t&&=Lvap&ce
zxyB3)8=s46+RTW0{5*eU=IieVK(Y6+OXS(rGEXk&Pf|7pAT#zTwKkU>e^RNq`fwLq
z<Wc9>kHt;F$E(4ndUM&^Oe=oB$>W|SGlN9&J#akz`J?-FF7snsuo<eYl2>IX9qMR0
z_E8R$>h4WC^iT2k5eDyol#><wpfJn#Tv(x^@$PDD=3^_6_xEVDzLz`q?_$@A!nte=
z4$fJ@FCITG{;PRMF#aJZlWgpJ4RUVaY^R5>Usum9H{H3&H%KD*j?Fqy_`2n?@4vWm
z!||-iB6&S}ve!Yuv)HWl{)?!EJMvS%<d-e!xetoJPwPZZtqjO}Y!0?kyH%fk`6MTX
z12;ac6Zs{7{^@s328QHr5hex`cP>VTS<0;p3}+`gF*H2$P-Ji@hF1YHnk)<%eQ;%;
zcZuBFYqDr<dBGoWJe4mk2v1r%e}8ILLdJp4J)54*`zX!L;2?i*s#D;tE5Zdz<z5LZ
zOg?UpU!pd3tJU0dg;IPB4(xH$ot(4ZKlrucQlz}Amw<e{e7()$vJ-YT&ki#(yg1+;
zoU!4SO#9_5InJ)h3g_bFwrVb0v$;Nlr=6MMLSy*y3lB=H9(zT_-I}T7IA@ze&cT&`
zPF>q)C<!v!+<|MoM%J5uA0p08`MGdAOGMo5x$}Z99!qs$I1s<YtkurWE_sHNb8)|^
z#-bndmI@Ym)MPm~$w(ak_L-R>&mb#Uqo%g@_~XLJ+&*Sa)6LV}ZFjx<Q&CgLaDdl2
zm;LzT5Q|%P{?6oQKiYdAG=0x-Wm!SadeOLE5hjLzN}xIuEx?EjSFp0XA2e$+a&`Vs
zvt@W7mG?$uU$MsN^Y@K%9dGzwKX#7OkJn=2cFkpPLc(IBLaSq+H{3O}sf(9lc%Ym2
zMkFrlJ-^?In6hmjdiP5D=X%W8sS|Xn;;C6?+=*K4#q;l%J=}ZvX7-_O{$<zZ=x4r^
z+R%IdFC)W@3%zp>t^Ue?^YpCh$6ir<ORm%i#i<-W_I#U~r+_+J&zFx&=W5Q|W6!|w
zw8Z=2^^MkT+19`2-<<N}%`=y)-&q+R1THBsu@su*#BhOEQ>IshsiDo|Va5^x1`|k7
zgObs-TOwTX@$pxUe{gBCFz~K?tFYXOp`j=%IAdEjC{f<qXOQ#o<)0;=!v2ZzGGsJ~
z^i7Mr{PEeop4(zAzkWui>2>p1Oq344l(e{$p}<+WHT<>wruHYMdrA$me;qQ&d=%@g
zbkBa0aOjPct(GD8O&Jc{P;R}h@U~kgr|P}Ox1OU9FCDQKYu#UKplz}~G2unD*~Sg~
zc5ho;pYvXY;eoYM>-FRlb~4d--qhQCpSM)-n0+b8ZvEm{)$DJNv0KdbdzoCkee0T?
z>YJA-uUqmoC+~0Llv%ljPqPnoi_bk*|GnT__U_9)_Qk8dZDe5h$D{ej?M>gqC7Z4t
z2(Gk`ky8zvEhO>lz$=NDkDpX3F8+VE`{MRa#&y#p-p7mnJ@TvKas8?~0fq*9N3Q*{
z$2S;n-BkN>=ArHUX`Yhdt)jVoy0@pt)LQM<TeiY-@vgl~RxV$dy&(UB-7k5*Itz`w
zcmI4^%cU6#OoLu{E)ihx=@6-!wB*A=(~a56UFJupu&Rg1`K+~^8Y&)lp<>?>)wQc^
z_pe*MX6N>G#S8Z4pU5iivGZeMIL5E}Wr@Aq*`2kCH*^{Q{|`O7I{&g*%h?#Q%KN8Y
z%wN}ATjc!bbF}^$PQSl@?|mufOJ$vNBDQE*LTSXsV=pereiZ#3yvjf2TH90eFA=$`
z<W(6eB!ga5f@a3z)BguJUw3fz&UdU0uL`ZM$@F${eEjmwuEUw8yM?s3ADPDPI&BTd
zPKgSw_kWcwi@&Gu+ob)r_3g>?IbJnyE`R2)6Ed!@ywY>@Vfg-7_r5u+<mJJJzs>1;
zn74ZE&f8IUucc4<xRRICe@*}NBs(Dy_2Vb&V}*Yocs1j9xa<GV$Dh}2QF_&Wdhxqh
zvC8k4I5c1OxIX+8|8&XD2O<BSKi59=Nm}2m<a_KtUO|QnESh^JuHn<Jva|?2*T4R)
zUv;hjui3wip2?l4d7W_0x_#3<>q&nPUYzsaa+-93QvSb_ds>%&7O#)o@WiLFreVqF
zb*h4k`=@QT>#8X$ek9MA%IYd2@4J6W(8X&vQf1|y-BN9k7S?Q8xcdII@Y|^;b8pB*
zixnt+KPr2&Xu=$eSDT(qIdI{3nA`qc+PSqMFPF{Oq`UEH(F7j96?cjkX4QLreYj;-
zvgFp~n_iuJa;5#5sf&n-o4D!GsasU0ZB+~3vNU{a`qh#X&-K^5*UNmRng4Qa*4y1z
z?%ls&df`rT?tAH1QX5WYmYg^@znXOcgXR&_8#0Hl=GH#<j{2q=u5TM$G57tqpVzjZ
z{OnYuSGub10>c((u8+RF{MJu@m>E2IvGJDG@Ajx__Sw7Fex1u)bZT|ZTkY(3nptno
zt$#gfMQTX-lCW*+Q@0<RzU_#Jxx1)Y>r?Yn2S1mT-R(ScOZnw=zGc@uQp(js-}<bm
z`R{RV>i4tvHfq!yd-P%Vbhk4xVwSHLuef=7@xPaki;L9$PQQB5{-?^bg{B+%*^mCc
zy=%vDJKO(9e*IW(red?#@Zrs~o%`=h`ts)*_y3K553RTNuggq7HRr*V`*jnwj^DWd
z*0Vl2|5*Lo^FQ7*&&-!UQ}w;zTebV9{}n%<J~|MrtS|2UdU`aMJ>Sk9T5DcR{;+64
z$D`7Ts`KY+-<7Z};<_jH+=}CUNBP{=a@AdZhpQ*Ae(F-AvGtk9t)+`!PJiM!_w3r~
z!i717pIbkfRsJw)zqCv)QeA3yO#A(Nj=OWj|IFe^Fk2#^rr3EyD*RvJ3)hzyH*Idc
zw9Iw+=cU1){hs}lKR>m|Q+sJry~Pw&*V()6gI|67HSf#yvgMxd<M{lhe%rf4InwIK
zpKaWij?B;ZtEmcpblyzu&+qhg<pQ?5-tBok-Rk-=FHiXhS>;gEdoC(-P4BssJbzU1
z^8H)x!^_y({AS8qy?p(D(!KKicZCuru2+f=+_&qFu;%VN&MSWwM^ApDxM!2LuiPw^
zXt_^+CRYl*n7Yu_aiZ!chNp@i-&KDF{Sn``yGUPN$9cl3)5pE<tG@eGKXK<thSW*f
zhhj~qPdS~i^ueV3NE^Q8S7pwxn40TSHmTtI>l;O{{I#;DE_J=7%iZ&2_lAADcWiXu
zCUrA6>(;MqYqz*ld9P)sJY9Y}>$Uu*=v=;&R^by0lNDMIT%Y*7l5>mAL;hQ`pU&u?
z|6jCbvOvk#+g88YmT(8PFUwn<vgll`#=5MxlZ_WFahau*o@gn3iu0q7-`*we=k^CJ
zdi(se`5f(7=|G)y|IEE}JeR%?DmyvzO3bTo-MXIsc^%W4*Q-SH9h#KMxn;>uFSn(?
zgB&#Xm3*G*+xh9>q(ILlHG4v?%6>nwdzy<+yo8ymLCK@i|7@?z>r<om%_*ESeSO}X
zr%%t-lun43{_Qd0wTS-g&Nu2s=VRS}<gQ!rKh6Er)9+PF|JSY8ejR@Ah3aXC1D$uY
z-+%h`;?0Sfu|o1s>^4X*FP-`7T#MID)w;r;sf;%@QoQtc$BP-<b5gtAy2jrqD{^Vd
z!buzJD|Fn$bRxH;+@16^@#IXVoAO~TF;hg7N+TxL^gr=l)30^+!9T4{-Y3Eh;{<NZ
z{i42}P3H6p+leoube~A;-gb@Hmwm89E2m2{Ynpt+kD%*MKXE_J-ITc`d~5o(l9c#Y
zXI8(}TJe6@jR(8(^nSa!dgqtUetl`@ACaA5eR<j5=NG(Ys@m^ccjFh^TV`jzpPXAZ
zSM;a{am<)+!|v7n_WqyviDq$Ur*)L`-gt5|bY9xipJDSVPDfWgy`z5hT-n~fyYpf$
zP78RIwOvL?_5P<Cz4Nc)pIw=MX4TZ?Rh5VKe+t^R#i471?z$Kz#hE`$R)Kntw-RNZ
zKjqOrJ86f<)2AK34hCL#jPqMl%%8Gvr~c#e>Pzu=r+%9s-y`#|e(PD$lE;7aeCum!
z_Y_u`*Zp-j(mH+MP2m3D#&>Je_LtV3Fco@V6`8R5b!ub!-TB{6>5H8#OZ>BTIlF!5
zM639pPbTGXZhvz7$Dg3$%w1FNCPyFHzT;%=WJRC7d#WX-3%%RBr%qzJP)frwHl_Zk
zWm!6kMk$Z8nta^02}(}niT}p_Q}4uu6yu5SJ9q-V3IBX|qD$$%+GD5YjUgv?eOmSV
z?#oSEPLwHDck4)e%ANZ5XoPV}`^5KKb)?_RNbTfN)NcR7bHYoxyZv`n%j-!kYve!s
z_r=VJcoJ9CQ@;5$e}9hkr{E`19(Sxyp1QE;>bupVoBr&WCj7ll$-ZdQq7zD69)3F7
zeRkuzUXN>2bElh&?L1kgV!t|GC2rrehx_JiJiqs_jK|7}rq2pyWly%8^lsM{#nW1v
zEDuWO_$|L%8#P^cvdmT0FGYUxx4Sody4iMjJ?9Cbq?)OD-;aLWcF)mrtK@pND`j7<
zZ`m2gJK?I+x$;f1CnEjDdhXov``&j^QT^bQu5C*`g;`3^)6X=V)_dZRnx$piv)(t-
z%QwYLKlhaL=c!YQ=Wl;v$;*-bbVu*}=XhPYiK>@cL#LPXKMp$N^nEGI%AP_^N2!z?
zg-Pl!r<k0Ma9WZYWD@E6Y=^$a3EwL9tG~ZKU#HCtnlU#CJe3iXG$G8(aOvzI|I8Ir
zLaMY@AAS7VUC-)7lVbbd_PhJ{|C#VRe8$rK{JYjWp4eCTe^tg~ua+x6k88(VSMIr+
ze9e8LP~J_4cac(x-Y4dEAMU+hIBkve?Gw4&PO;ZD?@ZTH`8D~@?2}*rPh6K@4r*uT
zD{6No-`L7=a+*<!{LTu+-CqAE?9IPW%DMP>*5s=zR^Q*c{Y2B1d*++=ntYF#y*oDC
zL~6I2Ue*b<;+1zxC)YxH)}UUJE~GcTDxHDh!mL|-MOrKj8q3XEW3*WqG{Bvz;Ms>f
zC#!*aRZ&^N7Kw*gww7az(otXF!0SKqBKu`;gNIeIjJ<+}EWx9#rbeb_U`1e_k&y{#
zJQU0(ZS0j+lj&$ftrpmaTI+MJe3d=^@%z@LZx@J02?lMAj^5_!^~@*NsAKCldDqn^
zB_{Ehi+OsydN#?BCnwj#BQnWI=5)v5&f9N#+%`T^OA^0);=E39l-J*TUvI7bddiB)
zP+O<?^uN#iW%qYC#lHW&wdPA)d1|%YzlPU>?=JhloB96x?e||l|DDAMjk^Y!T`VzM
zxm#FU84oovB|0{3P;iWxprGR+Ag02>E!4u=d1iyx@5P6$*KX6l7@MPdw{xG=p{Ctu
zHYlZ<t<Qg|{W|x4`J0Qi+xE@g@IbF1+@k)2ws?0===!hgHZAHFJk+$gVFTCR`u9<D
z3|99=|4G~Y@#w$Fxy;Nz|AiIma^6YOwYp|vtg|hmK<H2K!@k@%Tpw4aw3QxK`h7-T
z&SHX1Mg5h1vu!HsTbs*woaT9btvvaoY}obr76D01*@ga=wy>7ZQD|ks;%d%AP1uAx
z&um!L-^-J~?cC>i*R!rol!*0>D3~r87TP?u|7v;OSNZGi-dV@FIl0d@mA9_HKbLRy
z;=_MfMO#?I8xyb2*}JY-=~`%FwfPL&-RJ7NN?QwrM8a;q+`4Vch6f+lWhQPs+BCUg
z!?Uk;)9&RRy(#)=GS?1`6Q8U9I9F`e)xX{K<lt{fzIzY#jMpslHawqQo2XHyA$k4V
z$BVyvHazGNUV<FzINT2x7TmUO!>6_1@2%Q!Vsd8$bK=3+8@mpv-&$Kced|8S$eZpF
z1>)P*6>K@R%I)pU_A`_EIk?vyx+YqeAolY>)vPmpCcpeQt`qP(bWK$4@TPhn?rvSN
zIW23oQ^Gs^RdZq=`cGni?|<X($>#5MAP48fKK$x_&pIY^;__qdQk>lHEF8JuE<sH#
zScPXMmiivkeNooh!pc4~(bW7$V(Pth6E-|hNC=N8R$cRdm%DJ{LC1&)<Gk<_yPS4#
za%w*)Yt7mCKtV<4^qyG7#Dk6=5scflRdg&)@MQo0EkEzJNWpHWLru(n6Pz&8D^?e@
zuyP)1ayhZ<P{VCeAu*YjHQGEozy_aqzlZ(K;?4~Z6javC+^(Gxt9YlS-Sjiq`i59V
z6{ka7P=zqP1x+GCVB@f*FRYd?O!VccWDb5E#>su|(BY_@>DSi^iOs34iFkR`s)aRu
zVdCG^4<)y+><X3V4tuC#vSxOU=N8Moc~f=8=G5NtZ=D-`Q}mHA7k9SfPTh*%_rB~3
zJ=C;$!-iLjE<SuaEpEG4M8Pr6Ab57g>H<{v&d^;`?JoSbg*AP1OQ=O$xXfC0ogK4O
z*M#m(la*~@4d2|d_1*Qf`?s>!Xtyk0%?nB!8?;-F=p>5HU8&o*PC;kKthXi3uW$S)
zQ`Xs0WZ_tqsPJ2jW&O-{!x?UE+~M-mnw+l}SMn?~y#Ar@%u+*+>~*~dO`gr#_P^I~
z1{(vz3~eKQmHDx;lM828{RO4o=A0gQcGQ(v^y|in4{0B5E+uC?pJ+W(eA4-K&)R-G
zy`EodylIoancMTQ|B1C*mXz%=`0X5G8u2q?Z<*Xn!!4gr%ss<>GCk7w&!^Y+p95Y^
z%;@<d{ir_V{%$YBwwtfZS3iH)zi_^L-kBW}YQFu<uln`18k7%K9eXjSqcrr!J>InQ
z>w<d{P1Dy0pFb?`Y}YSya?gaCX}+yfYie^Nyt%pM-V5zhOkIBc6v&`??tEu=OsJXm
zG%I|@KkseaGq3-iQ6sm~(8szzh7%+Kw&A_M+?Q{sk9q97938h!^knlr<EG|&Cq7sE
z*!F*sxK;VY=RoU|&5#5=rS9*E;K$CBY(27i#M_eEC*_|46$~uSCb3<WajPL-1Q*#4
z{@*kF&;0MbeeL7bE7xc3GkiS1e|g;tdpoJWk995o9V^Jq{_XpzfAZOv`dv{~X@5S4
zMD$)OJ5gVtJKx{MFVs&g`s_^)-#cb<R#lIl*zeVq{yyvLmK&Fu4_hy9-CA=*t&Dfw
z{<kS_wsQUc^YFz3quXU#+b)a!v6K40>u-h1w%d6>-mVNTzY#m{dtT+f^wvMGf3Dj4
z{+s>An-%LW{n5P^5-~Nb;?K4IL$|Kw3fmiW-%Yi@m0TOY`O?qte~f}IT>kT5{TZ=1
zd#R1C--0IBe)Io!Og1cR%6m`6|NC~{-*Y=SQMJ75@}Xbf65bs8rF}f&-odQdKj!G#
zWN*va@Mq5dC+|4Vd*}RmbYz|NT8&#<x7|>)J#QU<?cVpjvp-uapW#fM%$vOO{EWW~
z{%kP&bLdThckZG?^KSpRD0Vt%{{{=&HS_Hz{rW#u+V9PVN!QjbF577G^~m(PAJ?D$
zoXPcUN?!i+sT=a_6R&+KbNsqLYM+d5#INl=8+59cm;O8Bw{GL4pWnYsz3J<nr?Zuv
zZ<_AL*81(!x6QnpcKS?Q?Bx5BiGC5qnLnp)cqZGM*SY7%^Xq-vZxkoH*G-oU`}E*%
zLTl~Aj5j57bLFI}(r><+QNC*9Dtogp8+70G^}g9W|9J9m?@!js;0R`5c=(UGTINeO
zxOs!64FqaSfLl671{Q{3MG&5m3Fuq|FdNba!m&UQJ^^fs^^k(MwXyxVJ9D2_|LyuL
zqmWu#&*0clnDpFoCY#ZF^Fp?RJ0*|&{C}W8H%O>-mDam5Yq^9=g$dUq%k#SyX>={o
zc>8^d`v3QWPweY|zN@<?BzJ$`{=dJa|1E71kkh>S;m2S5{eK_F+x+wW@JBBAY4vmc
zN=3U5^Xq@?ZvXf3cYWpWtM^-v@BhR8@`%Zy#p;uO-o1VQbp5}-z8%XXo>jjK{inI_
z_)PDrB|qbmrI+5-eReD8U5@r%|H`Dce;RLX`zAeIFH&6p-d4QeliZ<-1>XJTiW)L^
z4?KKx-G0yCSKAZb+4{fCIMFX(r~Y?=$CvuLAOF6EH?{At`}1LazTuwdB56~@p2Yuq
zsrWyL?f=rf{14T)ZTr9Qmi9+m4x3_|^&$Vf>(}QlvHaA(U}^r8?-N~&O5fCT%=|y$
zzPIPhOB=;6h5Py}R(Wg|eWrd!(EmrRpI*<u)xCa}hgasF^OvGue&i3<+W)ud=K9os
zqTA!WU#&LVC*<)r`mxzLqx7!&9rvGh*IoZMRj%eIfBd&ctIbc{uQ?Z@8E^V=sZx#O
zOYeDEPwf9ZV>f1AIsMDLs;VQA%^v<bT@kH+=6yc%c48C9imQ=&#RhKthO<9Tn!k6u
z&FkdJUK`JSk7%FSd?oeU@oyF9b645!n2;=x#P{CxxaD!@EgZ*u-$Y5hzr^_R<)L}{
z5sSW_kpEzrXvf_%|AyL6>w{OO81c@1uX;^jnfv~U>@z<ZME=VxnzrP+!@}2!N4Q1p
zR_(1TfB5s;{`*@D1AQt3+Pvbf_8rxGbFTI1m7@#T0^`kWlLO}QYXy71(GAEv`H->c
z3Dc)9J9=WfT4Ix(kI3_gtP7f%Y!R?qp#95&-|3sT*f!hEHawnkfKg1cYN6Ka6K`bL
z1Oz0auCv$)^=#UdvY}N~Z6<^5jSE}zSj_H7z2M7T<FfQt?it2sm%g54%@U8we{raB
zeszJ{E)SNMM?!Y#nlsLBQo1a7@Wz_HbuYFaGTO_!PGs?!hMS7BPWnBG-p2jsnB#lp
z=7xH)tlObIn?CKjFBrV(jo|kRwf}SPc3J)VsvMVkai<*njYA94Jms_F9v3*gTp-=i
zdiuw023!3<^Hf9<jC$2F&Ci>4>^rgQzFSA&AL$io8$35YRGQn>$@O-lW3SjIql2dp
zTxq_j>3Lg7^yIH6Y)jW#*xCJ7`SUQdLGjh*44usTwjArGtVmqWe4blOa_feB+o!Sk
zq&6SB%BVQw$H$w`XTM&r{II1$>bK9P1<|g*n2HNBR9ml=tLkvc*{*rpD`TMDak?qa
zn)S}<6B`A3RhI<vyfr(LCB3*b^<k#}`{&$oLR;M3OSUAmnJ>?(&-=#5amn@B-%a<p
z%?&$U`DXl(37UE4+UyfIwLXi@eX{3n4u^-(+2$E5YkgVx)4!$Mvz@rIv(M#ze<N!`
z;;nApwSqGxCidEOUQ_zK<j3{b)rTMa4&&SMBXAP8>~TH;QR7PqB~5>3P8RZ5`_#u<
zrFch4)7JBD-YQ)RNvGVxuI-G|*eAC7hJ#&n)mp(te2b3?-aecu=`hjf%EMC;o-#R$
zRsGNN<W3CiF;Ff%x!`2SgvH;lBxPRR72|!$)Z#F2)8<XPe73IKlKxbv_3}w?v8LlU
zxbMiQ^DNjqEt7Ya$%3~tO19pA#Bgu&5$Btyn~j&b8;17#FN+QOe6e*=$=*w$ClhAB
z>pN`NUwy&-S9SN<JN;hDQCD=fdfZ|Uy{uxl_TmTsWX+u^vdY&sF8Z&RwR?^6gTS8M
zal6k2I4&+!)M#C$F~vx&U#r(}(zZ<>)j!@`ZMt)%%8uCDg>TBM9NT>pdl){bwRK#2
ze1f;ys=$EdZQymY1v_Uqwd}b5>8QMKN6)@>iA`xU_gQrv4QtUjwOh<odd~%Q&vor8
zpKe51Xoo#6TqypVUHp3E2Hv9qJ6T?=SSutg>b~T;tpywFNA_nqPd2T-cf#QKiayqe
z^Q>=W0&bq)bZozkcAoMSPMfEDmTa`v+83yyIOkt;{ftgN`-VAO61y7j-Z|D0p{BK-
zJB0DX8b)^Zx>YepCa>grE|VC<!ZTMm=zvBS?`DP#p<AkruPqSY5-b{QsL8#stK5y#
zE8^;9rKq2~Dq_r3jI4!y($_z`*;s8Nv{#*HVVADQ&u_B~c{MoRCmfFT`IYgIYqCwn
z&S~s@5vMn6vYu&N^su&N*YT`{X*NvOf=h&Btpew)S2a`Z;9Yg7@N3=721WNTylUsy
z6!W;M#jCK+6p7KiY26<GOk@X#`3lV*)8|H>u6N$wnQdO>usS2U&a_prIB&_nM@<aV
zH4+{wP1a&z6>S!|8lo<F&Sue~OMh3@cxdQoPr8`5_Q<`f8>U}eZl{|N?B_D;!Kn*6
zdS~AycXhWtipahk6vkg1%6F{Yf@S5aSAQ>@Q!VjhoT|#SAVqsmr(kzz*6*#l`Tlnr
zyC+uXs65HZs-CC6<H$TQ#gLYJ8C~mkvs7&skSz^x<y$2c`plr#!ry#j;i`ano7~0a
zy$*kfuH&<dePi-NGuN?1MYV5(!}`mH{ufWK=U%%|*f)N1qz0FxRr?O+y?@N!Fui%+
zx?910mX<-RdQSb^(k*NeK^cBWS`2P2-7I^R-<PjeNK|RVCicD=?=PuFcDSe*&vYzG
zIGe6n{2`{Y**Vmup|j^jzHz~Z?%T}G>vjChcE8f>xb^x<MDE^(Q{wLT4mY0P)*i&W
zU{_W5(~r%2+6={xT`&-yDaP^8I<d{-@?-x;#hYx~cjxJxZ+~RD;zl$}l^XYxeM+(o
z9_k)5#ZG<jOlU}1==;o8){d`gV{L-$^Gopwe8SHj=k@tbXSU6k{-!6h;+%M*2KVP_
zbBfGTYJ|l0%`kBa*sG&txz3Z@>}bg5k_3&}K9vzBksm#F-cc|PSL0wW?~ZZU;&-&I
zRWHS1PP>WBiZ^14PHe|Gcc=6mIT}>P&&kPIeR=A$y#bS6Iw_voV`**SQx^Bo`k^6b
zzrr%!g?tyZ>{PCAzWB<=EwX9lsi#R@S6}XW!ZGg&XK&l`KT}uR%{}9CM(}9nsv}44
z8pcn~UdublM_NVh*0H1Ym-56dbT2;+iRk=PS}Gr#yiR)SznNwE76;Z}XPBuS=e*<i
z*02^oef!Sp@J|M(!@7ROE&6(?`K?lW?x!;)@;_E?%Pd$k=d)sh#LNXIg3Bcvo9|`4
z|9IhgMSFQhNKpOGcGrkUMqPR*X839~PVxw_dc--?TB}_^?^)N`2=lwVMu9s`Di;g7
zot5a@{IcoLifad?c;Bqd4HlDF!>IeEa6^$#g+*4v_LY_jIhoN;76sOpf!+^KHiQRm
z-ScdEi?eu{@1NdR8<Oj|0>9hUOgv?}>Y!ks-0ri#o!XcE(AevHadwaYn!Y{p6Gcxf
zd!Ct>9U^$o{qmAldr|+L$Fl^t{U}gs?h<j77VF-Ag}3?g)ibhFGCit;CJLV3tJeKl
z*ys~O_K|m;Rn11LcQ2Ich`+bsaKD<ZZC}gt0M^wf_#+t(mguL2_MUMJbQI$_bi&y@
zwC(eouv-7GXW9=p1x5ULx<t6&#IoR0aauu;%k$?N7njv=^EPf?AhD{z^0Cuyg*}mm
zEyb5u#ig$;f0*mW^0bLfWmR~ai%EjUELEosjw_!fi@kiG5gXiVq><?HxHVF<Htd+n
z#d$(G&#HI2EIyoi?Y2uzl}xmvr|A|2vmB|vr%q^SD81SwbL5$WhsnNhm#fzoKXOX+
zO@5^tb*IFwevkP&+wJQPJk;?{lZ*RllacfG)GM#wb1NTQZcD%RW6Qz?8_Rm#zWtuC
z*Rp!`Oy-?i9=gSUaeH94>y_}AWrq!2y*Ishcc$RP9KG)`_o^lz-Ed;o6Y<vfF2QHT
zYSy_bCU@7)>U!G|5)ifUkI+P`KS@$MejG|&x<Y!cf+IJRv3GGfr>gWt8F5~t+}k#r
z82Gntn7)a*f7c%)xzrUi7W!RO<9T#(k_fNI>UR|(!R<}cr#<elmV5iFMDvmN6VZOQ
zcOpgM*B_;(H}Y)1^S*Dn%^qjD4~)zk9|xA@y83Ay>k+w7<)9kj#d`HCpUbI?bHQZ`
zxR>$OurC(h=j?W|d4Y7T-JUZZUrrtVs48(b_kI1(<+rVQe)gEB_U}sg@?iT1nVMZ4
zU;MAy+K9S1*BCD6epW2*e^hCe>i%__mp8>vZV3JU+@_Gd>Syi`J~!ES<#%@7`2X<R
z)Y5%hcP<W&U8b7VaAVzCGxl!2Gb!)hA1pD=PrB@?vvOa0@2r$hpBb6%&xrMMT#$9)
zvhyAN=yeZR`PELEtW@M%G(-5^p`%k@dc@AZqcE#WetxacG=b$|wN}L!n5D#aswHd^
zD9KsFB~je9X&(pk=C7+lR6SNY*0eHxdgZ|4a^;4Uz?yA+l|Cyrf86n`XJ77zt^6+@
zY&KPYyZoN!s?D9p{Yu}2#{X`ZQquk@_IHEKM7^fZ)}0cj=eYMjuW;DUdt-t@&y2$K
z%ffosV`jg;E|w`PKc6ikx#iMM-AmkCbT2ihF8OrD*J;6b)iSeM{hZuir?hkr3ad4y
zyZ>1>@15-ZOZIj@RPF@3-s>-Ta7iJ7mv^@5l_{S8gB&tKGFNFjw<MP=mWT{hklfm_
zbiG1)>y$>V(+PXr4HP}BJ{kB(?F~74F#QLMj?U7Xi)((ByzDIfA2dl>{rkU(E3%I@
z#(B&1cy*@iN?80;^I7$igzHzXsh+=bZTIS6cklIeTfcnFY*@@0QIpKKXG{HI_se=Y
znYS`eX5LCKW_LLpC7Mxes{CoLMea$)i+9)E+g@p**35Hz-e0qy=I2f}%vIqH6PSBY
zab=Hu|H<o?4ObV=jap>dbK|n-F0Xm%sVklLc3WLM{72q#^%~z@`wINsW3$`u?^FCR
zcT4{bmiJ47jCj5mZH~GwCfwB@w`Wb)+8ZX%yC;Wkd>xf8d;6@@111wcu~jQ)A8lBW
zbUt)m=d-kvNfEsz2iGlV6<M0h%&=h1io(>tM<e~(R&6dkD#E^BhL!*QR+%%c3q^xt
zK9*nKHb22=#<}xN8=kDKymxEUw=J?S{;-(qJyLIRxc=a0Q$LTq=kcX4lOEYF@A`Bg
zFZ$5A^FpGhIilm|P4nFQZT`LV&iM<v`8WUVy8o#7!^=fSd`g$U)8^85E3nh*Vfl3a
z^2xkcasR&st`6<`+P#5!?;Eo}O4j}SKAA7pEO@-wB&DdFrT(pJS(5TJn?IM6W~S{t
zA$P*_>;dl->DzaOmSoRdT)OY=s_D9$*@7pP6?RHm9q}*pmYSCT^I!W8=DBD1dRpXa
z4n<D;Y7(>P>cy+BuCEQ>c^Q1sw~OOlx+p^Y>Dhhr{O(*_#@O2H*L(XmdwpER&7&RM
z@~yA8w?v+>>S$<evr6dP_)%^00+&UeGB!)hxW(VD_<i8O#6?PP)m~e#vf&E4)~k8(
z(A>jJvYH+@_@yo#TI+DTRX1WH|GXWJ|3hq!8RjW@1V^2EyhS}hLSuJrqF<QEOEF`e
zb=nW-O0L_qyLSs`z{i4wM+!@JO*+kYevxUwg_Jw8dlJ6Nor*iLCOkyhHq&|2nSCzy
z*A{ZbZI~^W6&d(#ir=S~LPb~C@b*3kkrHY-Kb2Q&<(Ev8BhydmFSTe|mUz`>#jQ>s
z6NWj#*CRx%7HNAWJ=Eaz^0wF8<FdIoqkwDks)H*o&3*gok)v;o<qXx>AD16%#LiHu
zJ(zTLQ78jP#L}aiV-9>g;VLdVd%u<Xvy$0ISdZHHW><VQoq6G->AEiqX787aGkcNw
zAwzP_iAmDTTf?Mg?M$Cmoj6}p`)*fE@inOpHd|tLEeMkIR9aHzJblLU&o>X95p}3c
zRkE$FYEjw170-F#vdra!X49Wv;JU}UyVE}K-*>?|9$HcD{Syy3n7&@Su^>?`^zfV&
zduGLGT%Q+^e^BqgV{Pc<HI=qT&m@25Y?*f3Z}P$P>^PI{?JSnt7-dQir>37T$Xaf!
zb>HBMbm=>(*gT1Z)ji_uS}(7hIHhD0X)<?LRQ_4*&h*ZxtWFE*ABk0rJ7Xs<Z22~8
z?P?=+Ys(;(_o|&{yHq*9Xi5a~W=i|Sa+q`ITdZk0-ZpVoQySlDgSZVpRx7VKdqcPJ
z`ZCUz!<QIMCnoLrou2BK5mFaq=_ljlmGe=_VA}a9r+*tc30*k3pG!gR;5NCahB^o7
zodx!*tP(vL-4~{;eU$Y1VB-TjW}V9uWj!koZQ(dQ$&X`!y@h-4dflnab;*poSN2th
zv1QI!v8+n@EmL5j@R@(I6}^k*ov_%j#!>l2&5hor4Yv+Yy%R09#c}J+Yn<QTOq{+r
zs^DF2roH#tD*}d$>$>K>uB@LUDJWrD7_?F@??O}YMIr5PM;cP{+@`iMIqS8t*9-Y?
zJ@fiw#4GF2sXxzfavxnPktOP>q?k3!LucX1=G(ufUcJCPJ+yp%*%m<!D_-C26E^Dc
zt?_M|rdT!ay4!Tg{auf_@0MMta?+c{|GX}1uk{LzuBZPhB13lyi%!khe*Su&_>_>d
zMURZ%trD5T;UU(^`Le^LqVc!T#kHdIGi?nDKCaNYs{c_kHqnuL)y=T|sRgqaZaNmC
zuey}+&r+?^3)4My<~;bjX8Q{%{uOh+hAmN;cc|c>QL6Pri8a>)rs)XnoKwjE>ucHJ
z8<Y47^|{%__s=`Yu%_3y>RRWr?;VZpw~n&S<F(YPns@0*pve98XFo5Kusai`J8xcD
z$V(?~@hh1o;&uA*2X-&j`ex?k_%JatwJck@m2-{jW1aZTE4I$li~jvLSMB!yeMLKr
z>uSo3W{VxN`p&pYeA@L(r2%uyPP!F1^0wM3*luK9KSM8M@nL2+g{|S68zpTXoLryI
zm0k1UjM@`}T>pEwC-_&!uSnhF{>-!Q!Q>lFqNzuo?{@$3<B4#_?2XZ<f@`#A@-ZvA
zyZvlS+nqX*d0Lvx)~HR=r5BfIo;k^KjYrMY-5~I!P1rVT(ZlB^ik~i%)~e5Uv|h32
zxZv7ujb*I@7hAnAaMd)+ZCTg6@WPr!ADJEBC_dSs`hvOAF@6PSRoK-n-pdzE{xwIq
z<n@ZR*L*s8A{Gb#|GPHTaHsQR2I)GcX{o)(Ru_qfI`z0OewMu7@qmew+$N95Cl}Ps
zT~k#!*D&To?k<~MYrK<hp1s*+Eu(w*s!Ldbpnu+yg?cMn<~mHguUb}{bh-3~VHEpQ
z#d|rarM$~D)`VPc3}lJRb<aP@bZnKNNY+)Y;+f(zt|$b)V85#LV^NA=wz&4A<8_{F
ztrsp|5aw0Nzb4$U-r($E_m>mX-o@zi{rR$iLu2XXZqqON1^kDTdqbCJt(_Q?vZcQ9
z#P$_Wi$6$~3yE%hrxPG3>v_k+!F#9Z7x7yv+FN(bdZLwk_Vu)=7o4hd%P#0o&0{rY
zw{umB4HN%i_HRMr@of#cH|H65%1U-Dw4TA8YauOYx=hJ+3Uh8w=-iBW{x{||`W0_a
zZCaW4@w!)^?7DS6QdS4D1=pqbGsuMU&s%%XzqR%9j&+VRi!z+je;>JN#v5vOr(#N4
z;la@23W4e^7o|!J_@3~2TgyneYRr0Noy+UCUu}-96?d|JP@UuNvaftco7Y}Gz#M$*
z;IUT?YYR7&dant+Zfod!K9FJ2Jo#2r0gsZv(-RdGmtFsH;Jfrv*8F}wF>$eF>(543
z25ktsd~4q6>;sREtIv0^x6z)_a=Aw6+P{CfcP7kRDD>>x)Rl!AS@$IGn9s5E(>~YR
z#VePz&BHuumy=o=XXnDtm7DbT$sTQfyY1=Q=Dx4rKD*6a`{?)7na&Ak3WTEP<ojft
zvYIvZd#_#Nu`i!=E*)!}RPwgs&6iIL<}&vBy=*?UY0Ga(pQ1$?R`GM6m_2j<zQ8?R
z>?rr`-1>F-GfqqXWDS$^sr~yq+Hb`cQ|I+Am3G_suAM%4%4n@l%9&8^zQv~6osj{r
zu2iRK7EcHi5N?y$u=v>W?(cnfHLG+LH?QEjZBf<m=XP|T#o{Ah>{lJ>@Y-U?^<MtK
zq9lpU^K1Ba*Nbhx`sH5WtMfJdTna2}Pbl!&%w*4#TQKc$$Z3|aEiE&4FOyGUWbBlm
zlOV({$7{Q)M=dBqrT&7Z^McTXro#I43ZFx<d#^jhY-ld)O@I2<Sx}ti#qH&9dpr3p
zw>mAgE;*CBn%}j3=Qi10J4;0T^X*=K-@ct?x4FD!f{kx%MTTq=-xbYy`<LxZo4ahT
znfUqm(6EY=m63UEfkp<hs^@MUN;o#<riSC`ZFd?kvqmhKQc#g(e?5Aur;?rFg(H7L
z*zB*~SlQq6YU;|g`jDeS-cuxgm&S5bWRyN-T$Sb<ac=U5{u_-4l><NL%Rf2jkhU!`
zOTZ&!iHX!{VZjACA#;Asm?mVHYHV|D#?P=>>`y<~dGwu(eAO_?`LNX{>B-^7`9%(L
zuWe?AbY)JqZpi<-pnbpdyDyJT_H4|5@iFH3o4|rp?>Qw$-@n(iS-^16?4VP6>c3>2
z(1zNT1(^*?W>(rT|9)cRYb`(d#P-6=fk_)$rc7)obldDJnJy6NXjD+Q`}I%0R>?KY
z^X}U7ruSu5Rd2h|d4*fV{MMgS((|HRUTka=wsySle!*q_{*9`yB_0>6iATNL{XbyI
zYNkU=q->8Zh(40%di-~wO6ILw<#Vg1-EW+zK7B1SJKwJ9Cnkrow=G_>?rkRb;)Qa*
zpS^N;Bht6MLZGRyJMQ|uU=_!F!Hndn0_H77pEh*$tNvLqU7%;h>-Vi!AKi<4vE+Hw
z&24V$EIb+NL}Y9hzH;1jZr1cyiLW^ORPP#0z2tXkow3G&0}R`;+}2w)x945-+qimL
zvwpDS=cqj@9{+D`ewHxDTj#O<KhKX-4OFC(d}QzTW_BdL>u7%Xpj_(ibKc9dlCpEm
zw?13mq+eY5;^h7nsW#i*8)a7R-(0c&=#JO*qSqJgixN1vrq=%r2m2hetgVr2tJCTx
zX&mx8dtlitl^<J*4%!sID`R4OzGv$lfvD)WVNH$AnQduuR>^ti_MB*Ke|hxFmmhb2
zhZP@^4k(?^v!dgvg-<W<<j}dlWupu?%$J$vEiv!Wv2~6`9}>T<-0;IsyMIPuM!k}-
z;HM3{UdwSMU0-<d*D0l0_GZ?L-)?3+8yXeB8TESIojzIX))SGZj%->}zV3t&$Be9p
z8&mjP4*cYp<hyWsz;_E5A%UCQWv(0e+=*b^@HYA2=`<;s$#X3Ymf9Hf%M`TE-yxI#
zMwq?pU|O{A=|e3VkDONDiqL4gx-RxXBlD@-y{7y!KH3T&3-VIeEk3}f7JNBmi}^Y0
zd)nI^g8wqFn^|<~$nxCZ3r=nO9$S&5vPh0`O?WcjnJep(N_h8eX|wR_op~!{<C@sc
z1uA*HyLMcNdR6`C+ES%2L6c*DPu)7JFs!)tYJT~K27$r|cm9xzk3Zess&a1G{N|Z=
z48vz{STRMFL3rH`22Pp&^V77}sCLbC$g0YUjlXK^wd{Mk!?bDhSQD}=y>eBuZgHLn
zFxqs3Io#W~$@STk3J0bxYsa%wuPv9D95hw!oP>#*!sH_t7aQ{43znUH{#YaPmsrPA
zUBC5H8V=cozPva!h$VW3W7Nu%m*-Ahm9qc391rWYVymg2MH2R&*ROc<M3cX2=^VWZ
z)%KK>;tu_<5yG>Je>y*$ox#)W@;xEaai03igOl^EKB#K7zl-y{kT$XV+nx;pC8t*&
zI6XTq<c5S_v3ljx@-=V$M61tqW-Y#6$izPXGRvhr-Q4NvM~`p$dPX)!eudAfGReEU
zDj)4`zkDvdXmL`;k0a3;8~(ZT9<WslF)TV8cfVh4j>e|g%cVKhDqD@Ewrt-avusIS
z<2}dbv-~-2ykGb3p2o)5{8Q#|b4~fSL%sKz?FB2=yoz>L%H~+6@Ox%nLC;p7_z!2I
z*w_preGDYOr6+CL#<zRHvKeMp`wA@LdSBm|eSKXEpOb9r+@BGtr8iz?My)J)aPD-~
z8r^%r%}4Gtu4O)xDpL`~+IH$bORsm<29I?1b5pl{b57cRCE@o~A>9}mL7~T~B2_mO
zXSYtQ{8+uQ`2D<=-4mzI?{S)cuvh=J%DcvsPXc%QX+Ex+wJ&a4lI`xow!8D@hK5Tg
zEjK=<CI7+G)1~mp*Ep$<X-5KI?|8K7@w0$9Z)L7U5gUV+9Ok`X6LB&m`{~1MI}N=F
zcReQuB)T@unOwYlZHYkJ&8|M@z~-|n>}=OCBn5PRxbe8rg5~$!uXB7}<}BnBpEyyr
zjXSeJG&J71Qr`E{!{avjRpPyNI|PCYefhrEvM&qe<GE7IHRpNgIm->&m!$LbX04m#
z^q{XO({E>}N25vp<-9Gi?v8%4Ijl^|+OeItqoR*jxt^ZF@^0?T{?cnAzm;tM<oJI|
z$l5eVd0k?xsmP;w>NZvd6Dsd|8aL~_VEQ(38}lXc_)y`AUzhGTc(!q^(1xbX%F|T0
zzv2ri;CtAX@KrXs_HpB1r^gq!sx4S)R=O|ou7dkdk%g0wPuvurt<kgff<uheLfOFf
zxvkF@gzs%`_TSmuU|JSk8?c$-ti)=8*lyW5d~2iF8>6z{&E033GSxEX!OEh74f;hd
zUQIVIHu@T45+#@$5w+_0qIi?4`FT?XBt&)Zc*}*&ZQo!~$>Y&|=ZL#TdEHypj6{oq
z710OIHy@mRh1ZKS`E|lV$#-h3?LtiHO9afBqW07~d7uAQd}D&XxUO?qcg1CcoHuD#
zwc3xanp{#~#<0;xS|H|7iNI3R1Ob^<SB@RnTjx^juu$ZcVnwge1`V;Gox;yIPFU7b
z=E}{xG=0Z`-9oxTcTS#RQfr%%|M-BeS$Lyiesxt+zV@wYW;V7_+a;xT>^rp~rTUoG
zOK#?~%R(!zPYzpO5qRfDUiAI2FE0*#c3Y|6>ss*n(u!r>+Yj4acDrZG!ymDor^Kq}
zzQB={Hp&{WVvTodZfo6m?tbE>V`uJseZJ0Z5-ZEsT;XLV?m<%mqQZ)k9$ns+W_k6P
zj?e`gFP#MUHKMPlZkRnmaEthgo;0VOhZ!;_zb(9V&tEBg+Sj+ff?9&R@}*Tpg;G+g
zZ||5=&$lS)?Zc|Y>T3l2=GCSD61(<o+66aFH;$=qSFA5c>?^)^xp3iq+pdWcUdDSi
zTO99o4)Fh&DpN6KYq&J~v5v{<QoDMaE0S6zy0{kgI$yHRQhUeKq<pAQgZb)Oj`NRh
zJibsU&a?5yCGqcf<XA6tf0bh0qI2$*9BXxCL{BllQ&mRzBS{tshBB*Ki53U{l$hoP
zPBPaOEY29lMcmI3PMNjS?MiUINW^JZLm$Wgza`%GKFhOin6Zz2ZPHp(-Npk(g4Sx1
zqWKXE@*eBXc^(wkWB%vE61LPpn;Uu3YzYguI~Hb`RQ)l}52$GT&feVgdg`H8t-Uw%
zMQYlso@}kR%+xG9eQHBj%nUEClf3!9n#;sjcSlO=&(`(`XUuhKD_MK^-M6^%Ly2s!
z6IM%PJ`!8HYu9!0t(JLjid&nG`g(Y%t~-_Xe}DBFMJ<{BBZptCVOj55&t`b)oA8y?
zt<zr|YEWmK^Tm|GKKE_DSdiS3*(ZY;WY=YL+TEDv_*Q1Yws%>V%hRp>m@MCT>U^3c
z_FwP%?=wZc8v9hwGH-bCBcSSl(L0_Or*2O>$Sqb_yV`lX!D}s!!VXoB{k29sRu*ff
z2WXaUWjyezl~Hqt$}u*cpNqMJ8Rbv-@8IrzyYR{8*?Qfa_BW3hinA|UvnyhDjzi&l
zzdiTb_-Dz~ey{f5(JZz5ytL6$OWq&%^uzeRy%jzgI8Vp?5EJuqpT(Eny9BPQG*H_7
zx_IID-rlqbgR=@<)f)|G-SJ^@56*uYyt{)j{pKCU1M+!SdH>D))VIa(gu?1a0voxk
z>b^-|m6$3NwBSRv#jPUeGPXrmUmw}>G9>g)TjP}@&olL=Z1U6zJ$Ah~ru=A=63@xi
zyR{_Zs=PykKYC7>^!DDKMMpNdZwVA(l7F)@V#PmSN2$+?*0CmJ?)jvo;TIsDGTHaT
z<Ju!aZ}OV|DK+%2{1GVpdj9G?J-U<R{Crf~KR)oe_}8($C}o~p<_7C*jSsbrOQzLp
z>|M()&Aj*M)_S4qJ9&?)eLA8x(`KuvHd~P97P0B8`c(D3M7j2=-f)lVntwiHpC9{N
zwGXd!wXECJ&Ay)c`-E9+a?<H96=!_THx}4$Rb3^N7qxiv57u42jqTGk511V{F;6X?
zykoCPUU0(%>$@v1^)!8({@pqA*OPa>hr{y4N+g5&4_(;UXj9v<c+H&|mx8zHC-1VZ
z*l+K)^VW_1{f2il<f<lazjWE~2iMao@vR~coeD30le)H%OHSOrxBSkR>HiYMjcZ=;
zpWD$o{a?wuxG#6*zu*3vzR*uuW{YW(=>zwYjYZi<-2bM1IT^$vcY2cKwJ?TLw<bud
zww;eYF~|9VQN>=Jx~L>K<~yB#R!w8Ow8YqV(wjTsi77pck9`w<AHr|2EnKMi-E`(%
z(|p#YG%mc+v(e=EmD8&Zl)U=N`uOOq*Kd2>s-~xGdMR%E>70;9$rFLocY2C!Tf6;k
zTF#kPar8;Qr2oFu#e4F2r~37%Fub_H@OrD|5vi#UJ|@f(Icbqrus3?ccdjLhS;x<3
zJc%wy(q5@4^|)@Mad=~Y0*|dh!@cjX1Ww1b6xy18P*nPIx9@A7%InI=+VdM$ef>Mj
zR!UI$cy0T}#(h~yy7otfTXZ(RO%c{?Hu)-%Xdc?sXg|ZOU77J?mC#rJh(p5f7sj2*
z*GW>ic3b-C%g$r!*5ZnOZ5s{liNDy8Ki^Ny_hX3OUe2W+vmz&4HO^<SFT5(`)j0Fv
z4g2<c4O<!R1g>7##<=5>qT#=z?tWh`t;`XWH#;@kS;ut3qpu>TVxK9d*l$(rE-y7|
zn!22QO6VKr(y80ZR3DVh_!@khXQol$i<K9S1iG|FC>~Kc+#{0^7%rE{e69NOsh6Gp
z-0MVIB{H5aT$ZwP;*^QY*^e2?x*k$>b&Bg^OSn2yJGn)Bq0ql{8Oc}vy&B5=8Sm7&
zyrT7m+GGT!3S4$Hn%-i(dM{48LVJSvqooe3f}NKqZ*>wm=6S}i<wZdEg<E?95{%1^
zc1<(4UbFDdJ*O?arPm@XIb5f{e0YNY$^ttXajqKcGg=@1wESM}@5=2~vZ^PwEXzyV
z?OsIZuF6KEWlK)aH(BS<#do1&+w_eLy#3J|ci;M=D);*0^a-2yH0%<e-<;%gy|beK
zoanB_tkNE)*4>@GHJ1}#-%ZqdW_Np5g!AIXF6ObUw|{Y8yEbX{!Ut}zPjo+Xdu=u6
z-7U@4Ug@7VPt2ds)64eS*<Sw8(cL1i7Bm-3*J+%vx31&uoSU!N5AC`+_mqw8k^KKU
zv2Bd`@&Q+zyY7aC@El0do)KnabV=!wLYJ?#b=Tg9vvegoZy2l1`knDB#pT_Lh4US}
z_DZKc(mu*}Cw_(O{|c!n?%Z!v-aU5Ux-F^oYNmF6Yj9u4jpV)~i!YzreZzQ>@8UfI
zKg7>zJ+U%5WERM<T6^_|qiHX?4JO~aX4rGmtUI>+`9;CJ5?-y10f)H7!WaJEzMXrm
zru8gtUG4qLswS3v``YSgYO}2N)Q$y*7v5Sf^17Aj@LBbrS;rHPO}u1s<?KW5t(I?Y
z6&e>7mz+(WnqD{aq}KW0wNu@9-YT3?_~q?mp34cM-(>@Df9IXZX}x^Mh5TgyBxAmI
z)tIC!C4LeAQWW3TPG`2xS+cBpqx9>jq+Ug%SI+%%8cuR%pWc4hweh+7pZL9(tmm!`
zm)8EXMQ&eF#<wV8vm4yo=WB;we%3Zm>O*ygYOUGHzn7!7syG^b-j}gtM_7*P&KRk?
zH_CML-$=7JJPqIr4ZIe#etV&#Z0%H;N3AArzUl<#t@&zuq%D^Dl(cC=K+mopmtJW+
zUeubi#OvB_|6sc%U3yO@nimwiB>odwxZ#_>&CZ=hJmFld)n1*?FNx2LIWE_-IBmzn
zM+wW)md3mntND28Shn)fL*{>Hw4R)0seEUn=-z3y4BrBR-v(XM-=&y!k$<n_$A&DG
z<cOph!Cx)!gt;-S=CX6yIO9NeFJFqIo8bMoa`$w_)7zaN+%0l>vxV!OW=y%y`6=Sx
zt(WXszGv&{4Qh8+sqb{;Q8Av(_-Dp!H|OBn@;@0KSbq9#@mw<Qr00LDh^q3^t%fI;
z{XKKb#I9=F($>?wlA)8@*tf_=&XN755*EEL?udKf@r6B3k5?&P&63_V(L}kSDYWyO
zfucpV&gPSGYQ4dq&NaAM|ERFNS$V%*X!TE4=VQC(1R9AXCrC;<fB4JdAzfY{Wz+iM
zfZK0|2lr-dRlgwlE={rJ!A17BpSNi2T`wicrRI0lF7~a)9ur^h%T?l;-MlrwLk@<1
zEKKkJsjM0N(mYA_Q18XsHx=&D8GpR`j$iP2zV+Sr$$M^OPV_$Y`50IKwue`Fw@#i^
zno+-8xim_m>}K<)OKr{$eycbC4c;BCAUd_b_pRIhT7k~4PI=|c>fTG|m>sdM-`ZVr
z^^cCxy>m9sL2KvK&)13H)tTdS`%tuWR95+fC6;ocr2*{u>dQ+OJezt*X?i%<>90ov
zZ%f?%^DU5LiqA9FZtW_eoe$<bDqs|CoDpX6wC>uGzY|&4w0`?D&-c3Cq!_^~$>uBV
z_fKrUX~rPLx$^X9CO^Iz|6RH{7OZ%@^mdR(N7?MfZi`-D478i_t4T$LEp(0H4I7T^
z*mPryut~P@%%Lsw^j%n<|6CYpd;MbXhpsz+Z|jEfEq<M(a&~>BZeF^^VH+!dj%xGA
zHup+>#Mb`(yu*?E@lB&3jb{vjn|VEI*Z+Ot_V92tV?lL|rK3edjQIkUAkBZROXLH$
z9bV$FXqBPVRmJozWjBl-2wgq4rP@OIrIman^NW<yl}1~4Kai-|C#<t$!<w_!dz+-D
z)!vu0JSH2i`t!;ur?RA{4Aa6Q8&pHZ0=Z{~@3u~eJM*^SC-e4j`533vWW9xt47^t`
zNG^Ssc#tn~U7k!~VVZyXD(#6ky6aWX?0f$2=T2cw>CcKc4u&Occ`@(9OOtnp^#w20
z@b2>pJb!m@bmff0O9R9n32U%hznt7U_sPjcbwTP+5-mBkD?b%VSXlh{alyj#;Sv7p
zYwrIry?st-*Zf&$?;JRlmgf+>bLAsucDw(xKXfj5H8-%JP5ABCs#O>HyJlZt4D-6|
zsJ*h%F=a=BvBkVI1`IXtOVv$<*Si(_+i)r}6zShwUcev8K0}3XOKRbQxifrOPyVbZ
z+8!-;+jO-@jNJ3JN~&))B{m#Q*uS0U+k4X_%@X^08hJK%_qWB1G6|lEd0Doq#rc{O
zV~)x8Zz1=dJ-sG(?|SUrTZgrGuMfY_u*oa-rhVyK%l)T+eVTXJ=q*p)SwrR}dAG7k
zl@+dhNn&favwfwz%{_B-p=$N(+iBO2eHOo$^;oL>o%noLzVN;L?1Beg&UL=Vn7-Ef
z#ZgU{+xE`gdsb!mO<>-zK(S_$#ZiTil5M*dG4|O=A8MbGwKVtqf=gdKW6pW>%#TwM
zY4+-Co^buNpYsY+-2-1OX1;sh($vn;QYLg;JYnCB#%boyCN8aQ-?H*jX5H&}?r(Q@
zE^ge>_xFwP%k0G|q7tPSm{+y3f6RIm*q46!(bO&Oe@ym^J`Hu#+OelBu>V1To58YT
z7KWE~|EH<$>yVi4G*voc)13>`mO5|KF@LE#<?f$}s`+wPUdK$=`RJ<6&ggJ4X>UgQ
zJ?%Bx$6^e1*14Z5G}>%1S$1=QhWI1@3oEyG3eK)I_ifGZX!@wRvw5NFk`2edKAEhM
zcX;*n-^}Xq-zTkqYmxJ2%M(Xm#Z4FQyf`HgX?>bY=ZwWCON|2iQ&RWpe)ZYieP3SZ
zvS@$8j^KF9Rodqp7`;N@Ps=KuI#=dPP<s0+t90$pH(ssDx;4k@d&}Y8GdX8N4`@ZK
zjtzHoZVc`H^yYP(enj*Yo`Z!dGVk{-xS`AA&b(#+AB#K5#S85nIrxI24@`DQJIXSl
zYyDB-SC&P)U6^=c-1&GmE>&C4ye`coYw4F0+ZXQ;%8-oEuIdyz_dl7ZLv^?EmaSj2
zZr?8Rz9P4DMP+8_-7v@M%-S0qClr^><f|5XtsS}R{!z1<o4f(eHf3S6o7LnDZ<`bw
z&GP;1w=!MV-i}Y|*g}8P{Noc}KfF67&G!12+q-iXw|;5*Y4gajeBbMr7bnj@@HEG&
zdgh@9ww4ub_a@2gHL#p`&RDeE^Tjl;4T@_n2Hjry{$ZEn=k8rA%M*KA^cL*fcPvKn
zYetLq+z!KMYk!1m34L1seX`bnvqz_Yx0<e#+U+>i+MZdk#%PQ9-$gnquECc+iauHx
zZK-{+BIRlDq#dq?Ywlk9n(~0xLOb?p<Fcte*++O|I~O)b{CXE)K3&Y`NC`vgyx;w=
zIiK8L8EbK9Vt&H13YLr)+sw}UznL^`#@TXfHi3$@#!k!MSG`#n!vARs^IW+)Ly7kx
z<uXhO5#s0O1`Gc<wY9b~pGWuU!OB}}w%dFRn0NQx4g=kmSvI#G&p-42$0p@--<N&W
z?C4E=&MB<6=9Nlwp;xs1+TUL`yb#}>EW|xsZEg6Ps;k}?oRjxxTx$+<nDUu7xXxyy
zQpiq8k+$hv`%+ehORfy@X^PAj>8z?~nRL!X|Br@g#;HY?HY?s<|Hx!7x~#ZnqC=C}
zelyb_vFrGAc;o&o6yLU~$a427hdUV?_sw|2y4hi^P>Zz5yY!!$7gw4eyOwk5mI9yJ
zd;Mv$7W+2K`1yO}RJ_vd-Qmrc`_WkD%B{kc7Y@Dg(YX2DU&*RVCA|CY8{UZ<_OZ*)
zo0n*8^5N*^rLW7ZZwhXiFZ$!3<KE}zx1V2rb)8vv*<z1vS;ov6wgq!1If$yy39L?;
z|My7gnU76d(pGK!ardA<|6_^uej(P;N7pv;Z+OvOdxvYfz(eh)4Aq;f?E}&q&fnm&
zaJl|<w!&U9nGIKkRs}ZKGO_&r?C8Dz$cbqyo_Ak<p(}af`qw8XR~?Y*4HtQ6t@nHK
zTrY)Jv4T!h%1>kmyS`s=!2Rj(G;jY~j}O;Y7GAYJ_wWOQ-Mc4&>pnDQ+4{#8b(h8X
z9%WjyPHWMM`PEi0?ku``KHJw?VJ&NYtM?ggt;H1!&2H4xi|nqunYj1G*7f)A+02@J
z@5kpo7eu~J)4cDeb9eRW*0)*vxvwsAjM1;#FTW#x(z-IfZ5EfLTwIm+S+D+{Vw1l^
zIn?4!j8e2vfr#~{ofTF$%qPF-)$9B={d=g=&%6_j-7E9g7yB<)4$8Sz%w~T7Yffm<
z1lg;f1kM*vU300@@mgc#UtYEd^LssgjcXd_{fgVdS9+O!&J#1`-45Clvc*@h9IvUZ
z7TbOQgt^hzon~KeiRj9^OyUqPc#(X*H#Ww)K#;}c5_i9j-5LFy#cOo;7o1g&{XW}9
zzGnM|g-1JuR{s%j-KHG*`nwdHYAxHTS@sP=oI3>HNF^ozbGmuDRD922mpChZ!QfZz
za}4-;-dAM5`xke#P5ijr$5oe)-|czzw72%L;Fdb=tL6N14^#I#{1P*YIr4K=xJ}j3
zFON@4_~vE2_Idovy+bha$y8Z+$7>p`u3Pzn52v(GlG!rNYTnFQSM?LbozpiuyT(3<
z`?K|i><^8jj(t%kwzsQ#Q<CkThg#1PeR%)Y#Sf*c`QJa*IG%0IeLC}E@RQbDa|v^s
zifW_8kf%JdXM1uj8mjtL*lQQX$Q<HPemZelQ^?oDUb;U%ZCb_NrN?+~LV9dMT=VCZ
zX=_)lUv<AM+I(xaq4c?})&btlMR{^Av4Ij*Q=eQZ&2_H4|8JG47u&X4%X@68NBgQ)
zzRx@K@>J5(OH+=1QN7u3`%(5t!CLEgeAB*YZD*gbNPdp?ueWXrJF8u|FQ@4&Q+X}j
z?{J)Z)(eqUk5uMvls;Mg|LlU>V)6z4Wo7}_S?2X0ZfA_DTk0Cg_Oiiu>#JXrj+j(w
z&UY>3KKa`(N>=MASJs_Ft9&;5U$||$S;z2l{;X{)%NH%$x@7v7sI=hD-l&S{K_<&P
zZy0p%oRpN|@IIxdYVsS$pxN_G|1NrYh0Av7-sRdZ*KWTqac}><_g3)NsH)2Ac740l
ztd@$GemY+&EPW(KC^oE4SI=a9<@`qX_hDP3@2Gv={d@0Q)d>^wrpu?gmMJcp&)RH$
zcF!3m=3179>yzV}Ynv@g{u&9DSww8*2&g%mlIVDF?^+i2{Ut{?C>(f|;W|YssEyT0
zQ(bqS)50}wtZNgW&xqKyxQX}IjD)>&!+i|AFJHf^nc@?$tMQny?6)b$A9?;*pUTea
zS?T0InUyv4^%fT;#me{fohJL)SlPe5`!6*`I(l(=fb?Tw{+tIa%+gj95426IewV3l
z{_jIU6T`KmN3B^H!jj{P4=<}vpSmPFQTh1a_#03ESQk`2S>F11m$bV0x3f>g^h-S7
zxpneJJC{4l*{u6-yV>A+-S=;+_jmW#|Los>!?@q?Q844{L!3!>PC1L*%DwdO{Pz9R
z|Nr?NUD3iGB);MRcmMtWpKsg$JNo!O%X$7k-p}T)V!qk@#bN4=@8&Y*)pP#;YTsYI
zM`8be@rP;?qzfm>^~!%Z8t<vRr94`vvM6|3^^cz?jy%{Vo|F7wbJ`z?rWW%v!l$OJ
z*kLERPP3=r()8em53LV=h&^!7NH*?c`vm@f`RA%^`nKy_)~~qk-50^Fy#B!P$dnm>
zLN6tna`;rdc(qCQTu^XcpvV3yhBp%z{nOvqyCVNJyP$Rc0-318zaHdUJU<%PwTpk!
zSH-tGCLNTWw$=I@hu^!vH+e2k8lAbL)OTC^L|BRMp3ZwfW|>zt=fnpNCoibxA6U9k
z<5drj<E0|!6K|W{rC#gu{rP;>w&#6t=WVGsiK^ZHA)fnR9d&Y^8^bx9`RO*r$@em6
zm2YR6{ffa-@PoI?!jFsoDz9ymoj;?p{k_=g2B$r}uiO_DZcfXv``8oqSdC%bf<kAm
z0>8cMLtNVWw_cd^BEFz$dds=V?o;_rE-tyY%ko2Z1K;B4?%4KiyW(T-3m^8(^jDay
z)}J)%(99cO?RML$=C*7&_jcv$woA)?m`5qfiQ4{Wy<MQZh4-cS?GN3#KaQIH*}jSQ
z^j(K8k^2)p{>0q<B^te{#UzF|ap^)kz0WZ^>n!<v=B=E6@`~l79Y=Owv5q*(D0q6`
zXNHtDH=NeWCYwteO*k_p%WWd>r^DMSAFSB_x8{+$TI`!Yz13BP)@MFkVVU!X@BLjP
zErvoJ)hazsKAD5IcMW~2bKdI~+T1@UZSx@fwt<#PZ-9j4<VQOkUZ_SLcwZ^kCaf&g
zY2nw;@bbqSzvVlMcE6r}k8{~2D}9-bdArgXY?#y6@U2ew@t?kj&%ylPg5#Rq?EmFo
zpZxW^V&?vT58sCG@BLvky-sz5P2G>X(JCAFr-<J0V3yWPatH4<6RP|M*=+XXgy+$9
zo)v#S`13!Q{3E}vqFSH-Z~c}X|E7uk|GbP#E!6pZS+HT=r1+9Y_Ue&^n=c%#$&EL#
zw>$nie6DZ&gZj^`bAKHD9DnhD*Zg?>&Ogs>`<2dyIeo6>{~den`=ciFzxpS>xcys@
zl05gl`Nv<Dhb#ZNIMzBoU){JOo@3P%{SWu+`r7}n{*QkU|LNz{q(31?e?R&;f6ak-
zoBYRL-Tl}0@V}q>CO!Md+y2XEV+s%7c9^p_{;d6{t8JS)PfPth!Wq6_;{5tAkGySv
zoj?Ate|uBqqpU*xIU-^wKRl3p#4zdidsm}c&!9G~xH8jv)0z8%UaeQV`J>V+WP?C_
z*pvLaIdUgHeUoE8*IK*CseaiRo>eNkf21CA?f<nTovXg;cUA2r<EOgkpNVj>9N#ik
z`_G|rt_dvb_5KL;l&|-D-v4c3y{mj3XGeHd@xyR=m9_uYRvtRg!mfMhj@{-3Pqyv)
zz%6k||KIx7_&>k7_IFsc{|hKOw?F?1D_8q|;lMd{J02YVeuGuZ&q94sVUW$i^Qs?&
zHFhqvRGcd9+`BWSr~FUr!u?DJjCP#|8uZxz7chQdVQznVLinMS`J8)<e<j*a?ynK+
zVEiZ1$>`dWJaI}d+eQB*!w2%shKuy14(D?p|Kcy-zq7r+$a0rEzrI@EDXYHiS-<za
z^(;7@cwSt8i|xieHP=P<98dBOvoEL)`)wHa`G5cE+kcWQ>o&^lkLZinIi4M+zWvQ6
zE6YCZ)svHdPq=#WMz!0%BTq$+l&55=##+wp(f_N!{W!=<@@m?&11AiBPT{NjHHEKk
zKF>+TvLelWHz$``^2~d4=H&^$2PtZ)=g&`DU*nh8db0n`C(E6tYMzUpFEo4`b$sgi
zlRx^b*w21l&igF=m*)$QoQFbIKb{I(J!e(F?0duW{>BH#GL2s!D=t6P|9`&W;$~(M
zd$XmVlY`CM)Bc^EuXlUHXN&ef(|@+jmstP*%8s9>D~xOUj_W_Vp#PaSp7*GK&iB=I
zwO8~0DCK{=`uTroW$To{oQ~w3ezu3tcdsmLxbynld0*{QTwmhY@{ZY?)Mv##Tx~P)
z>CS%-rg#hMdCJUd|DZg%S#s*MGrU%k|Bu+j{*<p@RQY-Pf78k-cPf9LQ=LEA<EL_Q
zT=RW_J#R0puUDHt`99<RFSd0Pi@Sb4{}`{-mvFc0ck<*i*6ET*Zy%XI<@EWpr91a+
zpMUfC)Hg*rbqlNFAAU5q4^sK_BV|Y1yYur}vzBu#*c-xVa@+aa!IbFPXY=weZCiR<
z)W_`Z!M@9^lh1D3HT%9;?CwW)Gjg`o$Hf}l%$a|eee&6|C#OYy%x>@T*PD^EnrFdJ
ztA=kI1s3cLW0J|LlfPy9=KC7+{=DMq??>M^?~eOz`&n6G`_4L*m){=ly>NHlUrD*`
zyX%i#-1dKcR0ID}hFz^TuR?hiRG<CWr5=4*dg~)uKeM|B^2#k6-j*!)=Gmqxw?1Oi
z%WsvZ!YvzeH$Tso$Z`L-RO-ODcaKAP6K4N8x{5Kz^1$(`hQDiqSNUF9c|Y^s%a>_i
zR(yVW;bQguug1=OQ_lHVJ-QQoj{D!4v&L@eeDe>+Z2sH7M)cQFzduRpbsL5MpM7)W
z_^yS!3o`bF@%gUZ`mxnHIJ;=qdg)nF`-+#(V7clgA8%?>d-FogO6ghaTb)0zlextb
z`*1?`t*gAbYOyyjygI#7YS#KxXZcrcTTU(ey=&ottT_g?cLOf$np<?8msRY?lb77>
zO`=RY4=pSR=WD%wY2n{4ZP{B(V&6_kK6I5Yx2*Q<g;&>>vezFA3I5G_)!E+cYDvbw
z=}TtalGn@qsp|UWznW{y<;8EWt(reuvFWPL39&8qksl@3{a^btY^i<qv=zQF$Ewaw
zlb@~Xb>qvbj&pP8{I5SP^j2%xH_x4C<!7qidg?p><e&a0#aC@Dzy8tp5}K<L{`=+B
zSnHWr?N*-tsXW<*aeMu*zW;Z4E}m=JdVSYo``WII)Wvp_+jpidUR5kqUD3g;aNcXj
z2W2DIODq1k?^;)15O^+Pim)A@Zc4>9v!*NW!=iUci%9!^aNlrSq<hAm%VM+DUq47J
zKGyZ~efHV^SO0VM@BeGBf5+STTY|{-C+S7{d>@_H@A)(3cT2VL2|KR^w%--&pV%GT
z`1#K9qksRihOy300B`fg+zSrg!42N=ZD?w4W)4;b<{BB9qTQnox%MR>F+G)+i&H-!
zu?TdRx{;wd=tLdxIpV&lDVd2*`4tM$3ZQ-AmSzSDrX~gou^{C^`6Y=ZsR{;Qc4~2c
zX;E@&v4V{aFBd1LzH3E^doWlYBEYHdZlGXfWCXihos(1F-4G-Ix(Nql6-dAcBmg=|
z9VTE55-^1vlf%ggx^;$=Q{OE=uLNohr@kB5R5O?oPJK6!sm36GLJe^PnQ9DI0W~C`
zC_gzkwWL@fT0uX+#Z5s!B(<UhdLfPzly-*Fo?!oS>O=2+hua+ivKxFgJ=CfQklo+|
z-@yW4tH6Z5bADb)YF<gPf)QjxKJ<ij#En3vpnw6#5;(l{oqQGa{ql=)6LUbpo1Ca%
z$jb#X3P}ej<Z$Y6b_D6*)c0|QM39dclnz%g(6a!U>Fc9l2#&j8M}?B2Qg8~uY7Zzv
z$gu}}+L5o1f(ghrLY9Cc8K))5i3$dKhDL^_W|kPC0E$>-jfusn-~^)YSd^KVqwAEP
zlj0i!a)C=~adK*2N@89KNFEgNMn<OKgbt2geb>C?{FKbRbOn9Sl+?VE%#uo750F0i
zQTm|F0uHc{{LsA2<ouLW1tTL<(7_9!*wzP0D}WOxh8sb)5amW^PnY1z;*!){&%CsJ
zXgbsPFG@)*0y#_r<}gig77I#E&nzw}s#MT$Ovz75g$M?h78K;9=7RDu$gQ9x!>RA=
z=@OFf?&;#2Sb*>y$Zsy;kW>K*5m5LPWfqj=7lFJ5IyD09Ex7lcJzYS`K;AS0=>;)h
z{^isU2bU1h3g+O_$3Vfz++5GX*vP<GAy&cIOu@uh!Q9A5&(O@=(p<sBLLpkg!q`~P
zz`)$XP$5>q3?yJ`YNlssYGiDpU}k8bXJKq<VWNN#GeBY+!?hY9sYTcbDya}W3kyp<
zLo)+IGbFVL8$fD};VKaJA?%1%uryYPRxmX%P>2Pk6i|>N<w8(EA;qmDD3O&YSQ?n>
z8JQcKfYZKnVu43$W_m`6g1Mooo`sQtF*s|00vr@iMuvuZmWCz<W}r}Y%SlWxRxkvI
zFetd4Ace24nUT4krIDqXrGl=pxtX4cnTdsof{}rNfr6odp@E)}sj;OY$aRq7(JeD4
z)kpzW2!a!(Ut(^m0!F6rEJ@7COm@sm&w&=?!6m7=VG4%E=6Xg3=1_+sVjARRNE*RN
z<Dh(i6b^)r88HI|JhT*qRbdr#Vke%@Yc}9H_P&x!ez!C0(hGS)POluMTD<8$_Km^B
zFm{RHA_2ZVf17$|Z1HHQi+^+eSl_8#t9ri)?A`5X_F~~>H%poJlb$Wo_qGbQvrL&*
zr&@J--&Q5AlV@$J-eh0qRXWeOsK3Cv%KY%VMQze{9WTymmfX6N_&wCDarVhu@^3Cy
zbhrjK9MZGcyXD)~w}MJux36p6$+my*d@laT^Bh5;N6h8Q?5&G)Rd-#x6ZoXig7wMu
z0<K24zq`*{yuNnw{k6a^hAziHs_Kb(1ugn=;LDjW9wj|9wHB>WvWj1E>ecq0`Dd4`
ze%NWJ{*AXy#ctz_jXT7&BcIHAIaR|uLT6{mu}3qlJ+ATXc=qY^>8x#)r%vuP@VX^`
zwqWKwvmI-1@Rgm6nirpcZiX?qLWhMJA|--D6dVIamZo4e5RQ=<C>?;=(5eMqL^|h}
z7G<Uu`K6Wz1mi9w%|KOC5F~MtS4f(Hsw!}4f=Ei}2?%Tpk**vx#iSXiZUlQQ7<Q!|
zF~y{%k%F0lfu4b-xtSR#Tv3Y@u%SpH0WDH2jE(e64J}QLLB#~3NHH}x)HAZMGys<#
zp!^9cQj84@^o%TxEX_e`Aw>#=nV(kzD^U!M4E0RGg^_};nYpE&nT5Hjf|-$#o~fyY
zsilIUfsuiprKOpHCCG&+#R|9;3HCLpgn|?-m`Mp&(PCtvXJ%k(0;<Y6kt$7))3FyV
z;M9W@9t4XPP+J1CXqj{yRJ63cuk4B`6BkvSaLJ2f<x<y2N$kCE88ecsmIy9#(69K-
zx|==IL!tIt{&RD`h>+u_N`$%X?<~lg5pi4cZGy}?KSt}rON|{>X1u#nqWovozKxDA
zx?fk$S+L&6nkDjB#E+MoA3sUkcI)*+9(~6j?@V@_i@EV?_X^wV;o0>I*^Le5o>*SK
z@XK#~Z*6u}g5tEb+HXJKHCbPKHu$4ybOMv5l6lqzgIjKm*=JardVZ^?N4}hI!?5`O
zQ)R!@=V5<M_?~W@UcB$Q<s=uOrWGn$6Bb=|Dy(u6k}3WusJTpU(yk-wi<pC)ygX02
z2uyWhy_D9TmcOp7y#M@6K8?pq#G*e5E4p3@n6S3Od0UW`>at*=B`s~YT|`toH!V(Z
zI{3+soh`FK^W9kkk8`S~ldq^Ql~+5tTxI^tZ)T!rH|8YoH0=*vy}G#Wbj8+!y{D6`
znfq_2v+oYkeJ`J?ylo=5yunf?nZm9`GBz~=s{zNOk&zjCvn{ivI3TsiIX|}`KM$0G
z!A(@>{G9xv;DW^DR0VyP)UwRvRN`($G6QFZVBf^zYy~4DGf?vjoLu3V)H4^_<$;t(
z(1txIvxH}+lw>Fvn}h9#ABtrLs@*V>)Z4q9CDWcxJ@9c}=J_vYW)?4t%5mipbktcC
zp>nlv>9)}5+bd<WqoZ%XdSP*SYSij&*SffW?|bjfax-<Jslc=i@4XdRgg6>E=qoBZ
zh<R|Rl)w9H$D_!k>of0r<>Wv0&n<1aRDSL-t$+9X+3DlU?O34)fkCNP)2hC{GR?fS
zByw|FAw$;IW4+Sm85a&D=bD&G$=pw75Mb$F8F+E68^aaGx@=+HdG93|IGDCF3h-nx
zD@a^nb1+!J+mH|-&2aET%<SLqmzp`qKHO<met+HZ?>r1F2a9v1{$<BBpZBQT`QDJB
z;9PNT-fwl=qHj|`JUx-EC(nMdWn(zky2$Kz*l#&zhUZR!v$sg@JI-)mXTX)Tza00I
z86M1ef2&6A-8TQzll(vumixD6mRw%`IPd?OGnGfbOE6eG-){EmG_RfZ<hqB|JPdO_
z&z|MB{f~Fd;`5$=9z%6>X2<BS`>1<qeJjY~bH%yuR>@!Avae*_d$5j}+4@IcOf37a
zrrNqso$-L~`K>#b2i~zQkIMbDsm7nFA$neRasK5Uzh_0|^5uQ7<z&dKTzB^G_ZJ&)
zz43r@eNT%O>b~E8D@W>SwGhLdPcgH@_>Uajy6KkA>vvFr9bw;g9l85{!p`--=dmzs
zueq-Fsa%hzDnQNtJxB$YYpz>;yj$({?<x#CM7wVJ)CRI``vkJAb&=WUdlT02)`Fa}
zaK+iKdEZi3UP`)unBhTyM%HATV_C(o7Q9bnD9{kudeURdEg8RWwmb}ct&7asC#^M;
z{9Mb=+~B-$#o3d8!)Bj-Tm#|xzKmRb_SC(7?TiN&23&C~-5D!%{|i{#QZweLQ(LBk
z)g`Vx``iBnyZ<jaHiq^?L9<VuKlz{?D&u=7`_kTtV0(48M&7!*Pp9<Zp7)gu1*$q*
zZ%X8E)wFn4EyobU>79EiJvz5<*{^x*4B>}@W;4HDW43#8&3Wbq?YeAXVd3J9X6oM}
za)Z=<f)xC@=63Yhv0INdG&kH@^X@&!gpadldGGeE+*z_KRBX#vTYiRhKh~aI`rB;P
z`&y&F=5Zh&2wY8jve@Wd=6X<=bYvNSjFh}}>$L%cg~*~?XX+xWOut%zLS%(mx3$;r
z*-O`)d2Pe6Luk>hHS&4!Ec&OuTJbZiYgu7-dwF#3rptTJF*j%{t~z^fYS`>GPvf35
z9+)a{RZabH*5=$<*FpYs*=jjCeQTuk5vVCsrhB(nO}cUp%3X2qY)YDRJ;*6LvW))-
z&iv4`9~3(=TP6PsOa9}9$viH<w0tL2Ci2U=l08TB#F<x=9txdp+We;bLAw9X*`N>$
zoqa_!Z1x?W`p*mxymn-5PG5O7?S2-NH+gQ_R?pcF^FaX}p37Cd#_YBG52&_H+?W2T
zMP9mjALQ3{w^q#aO*yAMuZ{7*!V6c^P8>FRDGuYj2^RXlV>!r;C0l>K2*0$x70QXc
z5N37#y9p@l)|svTbyNJHH<#^M<_7JBtItm344b`Y@4RP>2SoR8?d<Ga88!QiYuM~&
zX&aD&y6nYC$;tZF4(>r~%&dhVV!_3&ch&xPTur;I;s2T8LD&6TF%S2hZ4Fv|cGEkM
zK~pbWbt~QP{A}O5WC;ctuH;-cTaC%{zZ-(=-)OdYzy9KV&!IBQ_GvIj|C9hF%ZS;P
z`5xEX>_9#<xR&PX|9ewN=Ei<dO!aK_luO=fS$g3(C=8C>N>Pc*<x~GX0~D?ivz<?d
z&F=YW_l)ttRD)~Jp46>A`>YVkTlQtm)wI-nc~F>3WG~)zN3S!V%?{*_Es*TNB+tgs
z?i4lq`}_&~^LT1N&dtnKvsZ7H=Yn#C;wHcAg(+Ja`}TB@_&IhvP(s^cCjEG=8S8PT
z`RokgPEoVJ+zgw&cx59fM<}j6+gKVl`>rR9*J&FzdkT!_>)CiUt@Qr^P?DT*ZP}g}
ztGim<x7eVDLh{2wKIR7JhilKCa8JE+8OAx1o|^GG0hCidTub|Q`qJvm4WQ&%k-d4x
z;w}3lPn~L-%gzw~=bD<D+Ot(#Bkk|(<A|Fg{l<o2$D{3LT4rY7PW9*fE?MncR<!{f
zZ&zZnx8K}-DQogpn;Vr31xNF9*OlIfWRWP43a^UnVzu*G#;bjyyx_RJtrwXWgmL8O
zPFbe5vbF(a{fg|%|I(_j@is&?-eTZj!&a><Fk@(P%w=F{#-)IxI#+D3^aD^<e|4+p
z$Fh=Lp_`_$T7ZIimszW&(UZiNUtDj_6?x#nU?KSG)`~^KMr*c~>~S@E#%?Oa;McO(
zOz7un@h_8BIosZxC~(4q!6J}3YjKyq_n*g?9)6x=cK9zy$T(|p*XPtL<xBtiPO`fC
z5hRqHwb+a6X|uYng{E+9A4`L<=}NO#cO)f$PucQ&j!J)_nGl2Dl?}I6TuPGsFZ{dv
zt=X~NlAH|ckTBkrz4+Yp6F=l{8~1j9mhE9_5QgNJ{3nI^5}B`k1M^Bjsi7{oxOsPP
zfb@cAAEReW@5~o=&25;~hASuth84Pko>{T8*E|g>Te!=e=|JbKsM)dHZ{KgY{GcRT
zL;l~TN0Vo3K7D%CR*vE7vSruYMCGREUQW3tzvO-GG+EodvrqQiKY5K`^?$}zK28VI
z6$iJjT%he6H!Vj>H8^g<yI#F%>8|HrN$@vh1xsfIM@G(+xvRBz)~PN3SDq{9e(-<o
zwySDc2biz0aY!S#Bz~;*_3`1^%J_<7|JJ~b8#iA4zk89H!;c@nyt{b=%73io{hr&f
z3zQbz-mW?O!F|c|*iGfBU-zdon6E0k_UuKN<c(ANJZ)Caons&V_r3gqudC;74Se2}
z^6m7uw=<RZY3|%Tw}yk^`r>QX)U;~1m2^)%_cir%MBHDt538qLcbjXclU$eJeeTKg
zr#|=Y|2%3bS(LN;_HpJbp<DNx2~|pVUH!Y%*|vJ;+BHu@>$h3N_vKEOElxSRpnH8U
z^MOXIz}YL5qxJ4t&HKGer^<iXzKrc9T5+|jKQTUVkX_a5k}v!JV%4JRa}De%cP>x*
zuxiaK^-SZnuIc`_`j6Pl-FeLTYSOOI*()|LU-!%0G(h^m%v}+)vlo~(7+-m26g6A$
z{-)ih7*<Jd-FfE7{F||JznR~Dy@LPmte#pgyI=7$|4&=<MtSye&to-~b99#TdAy9g
z&o8o~a>d!yqVm(b5;yH=w&kz9bpGwCRsa89`ngTJ=I$zQ=HDxS<ey#=e`D_Rqq3>r
zlkWG+ahPU(=C=%2QU88=VM=s<$;rr@(a-*$y(Sl1SHgP9b;V!bOTWGM$*T%vU0GJ8
zvPbHt_UEdTm)1?X5+}A#x3hk${G6+9%l=0#`?sA{%ewddJcrn4+s)2KZ&{<dHS+5B
zORiz<=Wmy%m1b+$&i0sJ{ibPke0R6~)#W=?Gp;jPmLL1B%+~a5yV>^prSEfnXFV66
z{!7leR6}#hXVvh(Rbl@EJ>`<kD;JeFTGa-s*(gi9-Lg$zkoO^a_OIUA|BL_bmU}a2
z%7m&Vd-`HhGbWblZ+oqCw{j7;|8e~r+cR>dR5d53{4P1^F~!z9^?y`#)#s0Mi;Cup
z$ZSqmc_n>qqTs@5pQ2}5&)#~Wd!;)2x;>B2?$qzOwc)?Z#P^jf9+xL>_ExhmZ`H4e
z{aWK^byw@|`wiBYq*e#spE`-@{(jyE@=v#$>B?t_ii?*oTvPMq)!y&>wm*2cU6@_>
zq>g3%)O_s~YfCaMt1pSo*t55&rhTo+t{ZP6lf3)ZS!oLAzKyg#^3GWQtrGYBiIw#m
z^)Hm?X8fJ`S^cI-)V7}KS2QP?IhU!NSl7Bu>TR?tyZMQSXTLE?-P*E8$FkOgYtvg(
z^L4dH*)1M#H=DX&t@KSv;cU*?r6()beBV?Wss5*LDcgk^F~@^SmR|msc6-W}DBE{i
zQdi!u{Wf=1^M0+vQMb#FAFq#gtM#|5xHK=`_MznN$0k23XMUSxyVIk4`=aSNJ=1e9
zs}xVPoivAMwW@#B5!2S?W`W+uef4{f3+0}B9lULxhR#RRX|o>2OcZ%~>+kc)zu#7N
z?h=>1o8`}S>8eKd&NqIW-fGlNGgVBTw6|*Ex5T>vk+uh-Hm;d%+j((c(EnvBd(uu{
z>bW1~W1=ZMf9gm3i5u;=TzPRc>d#}NKhj29w(``SD7vzG<=sd7q7GWs9gM55OPJGB
z<8$oqiG5$z-@d-+`<vxkGXL(+@%O(}Zt=|i?cx{hv#%ZtGyThYde`Y$jo&y*r+d%N
zl%BONy?ydq^QGGH{{%Iy5~ue*KVSHH)ibW>+$%SW#jEsgREFQK{JuSYM%9Zc(>FeN
zuc5o`wb5QT>m7kclXWtrxb|L){<7{&<<U56jbF0qQOo6e-)b_7EsB2gbAtT8OIF|h
z2^+n6{jJEk_T9$mMOWQoub<Wa`!#m4zd?o`bJQ(6vp<5-$8v;!Ph6Y$i(%RSV?tKn
z&u?0=)|T1p^{!3*u@hcBzGI_T^w9Eh)}HFZC##AV%lK~P^*z0<ymfEqvWm>`)0>V(
z3g_mVUR$(w|K%??Cz|_gieH&{eb4LLS)%@LHonRJW7>0cdG6)ix4e0;getD_4M{6&
z%(JkU-dA>{%l7g0xAXV?yzuAk@vt|iJnzk)UZ+wYpBI>T@@GSOtMroF9oJso(wnpW
zsw?-h`R{LL7G+GX)k{A!{jI#~yO`c-Uk@usNBT!zI;r<m=zmu9<umth$IF=gw4C`N
zxH@ioUeYX!*!d+pFL57^E59xK_1yN@Gj~hpN>@zI-m>xZ+ixBvx^Jr2>sB<&ZHW!k
z55NDvPc-QB>i&4^oQZ$7zODWhJ^Q=clF4u1q|N=eF8u4}kUR;^lkztlOsb+z&;9(y
zE3A3u)-(U?7T2zRdcbP;hN}#6H<P;GZG1avZl37bvpq)&=G#7g^d-?d>0x1X&-o{j
z5~ZJ>pS$tjUEJ$!+q}(h4YzC!yf2>+zk1iLo!|Ge?qao+;?9zeHU1)e>fN#Q+v#)S
zDzYx~<!|%%-}~wc_jcK0rRj4fZhEP{-X$&}O#hA-*W2JAdvkyJO|#$bI`?w<hJ6d`
zf?fx0N%wq`EBvNz-#hQ<W4CqxepP;>$-B!-_kCjSmD>D&(c4nb{#*PsP<)T(|5WZ7
zaqC`*K7H}OBWAUolCxZ&%cj=1)w{NpW=p(G*_+jM@9VwGyH8fFp8KX`b*=Y;yh*#7
zUTxiAXOLU*K5d$B?TRSB*Z}t0qu0E9|7^Hcc5&^&>-Q(NnN;1+Kf|xHd{?nwh1!{|
zf#Ro5ad&z5KNo+0R@ckAsOs^)Jx_NRJ<GTMb!&<U@44XS@c$(@qVCq$*(KdA{`h)+
zef{6=#pZjy9CZ7;^4i_$bL@gw<;z{DKhvPREAz#v!gVKtB4;Ge?p&v_YjuWh|B{F=
zCNp+jeUZ0#;+0=7Ti>o@EnB;s_e%G^Et1>hm-$UyD<9?kRm-TdM>X)e%GyP7D(hr(
zycfUot5V#vXZc-+%eh|4E2q!zzPH)Bde*5U=5N2<x^q4E<)zobclV|JIkzr!>zvDR
zlQi{jRIS{7^GJHGr}Y2i-F??4WMyqxT6J}e_)cZ{s{*Zi%)%F6kBpice{B8ba~Zkw
zB)2^~?tJ}E!G~AN+1CC#cp!9Y_=4(tbN>fSUvj)k|ML8+GJorwKFwdAS6h4PTDbc1
zJvN!%vpHwiTkHJ{Pd0y9U7dKP?Zs@KxLvzHNp5=cNOD(B|GdQ0`tu&j%kRDR`*M4<
zNr}9w{H%>nFRYnzxOkh~%-K~Yg|`Fu{)(ParlV<Fee&F!RLSFCy$Zg*yJK2ibUl6U
zg(9{0_B)>*IO+TQQxN~$u7Az{e$2YNQ`@+BTAED!9_4DsTZXmjoGabG)V|vKWQs4l
z{hb1b_1eeR-8Ij;dXMw<_vhl%#X_vAN+S!q^z75m#g>)muBqwrUjKf|oc#swYG%su
z{`z_1;)dx{r@F`fe?D2Wdrv#}MB&=`OQ-rh?Jqhk&r$ai)Pm~ien0uv)Yt{{XS`p3
z>$bh-=3u8^@ynNHg_@Z9^GE)znE#Z&JoeAlJa4&|8^1*FotD|U?{fLi@4wd96g}|L
zy=tm=$HKfo>TmA5xf3t{SX)`O=>Hv!qE&yHO;>$soaJ&ZHut${?(B@`xz^?T=l)n)
z{>G#_eV^Rl<Q0`qUa0Pz_xsD1&6kym-sSJ#@Tg|z;iH!~U8-F0cv08oRhK$nhx}A=
zJs)lrZ^a*G_3L@U(Vtn<kBUCOzdO!~zrN;+{Vi>|*vG5qtpC2E>dXFbr=CmOuAY})
z_vl5s`_#`FQ!np+RryBP-TtnYJhXinH(PpHeT>`x6W8o_FJ69X{!7u*4o4>m+?6R=
zZ&C25XI|}2*Xkm!a(Vp=kKWo$n_s6=|NG(PUAvaZ*le}jv^VF*?CoXekFvV0=UTkF
zThHEGd3OK5AG_8F|2q9e{B`up+pnxIy6R~!FZkcN$XWfojBV|=3dfI~hlKuy|K;h5
zpBY-{wr)pB$=y{oZTkD)@a+EMQogM#c;o5Vw;?&T&C^o&Vsg?CJo4eK-oGTa>X+WF
ztLjx^X<z#0#Bm!{>D^fQf3^BA<=RE+pHBaB^ZSzfb?ysEfy(xa-`B`5I_19e5&Nsp
zAKAO=bZl*(y?-NTc~|IdiSM0@rSs<MO}t#0x9gwblI6)yN@h&HSLZitUfJf=^S-C$
z_RlNVo?D(4XO(~cPFUfsb301z{rd4Ix9aKSsKR@HUR=6pFQ9!+`tr80Is1L~R{V>3
z`64Z@FmCpwpszmbs^a$kc_A0~bkC>G&&NGO&!3(?-`?j=%+oDDpUf<{dGR#Y{*{GW
zZZmKw?%%r7c6~ncgZB$@_0IlWTUPk^*cG-F%73mcb8Kd-lZTEsl1u$x@SnN&i()Q#
z^tZUAC^Zqngbf6PMpnUWQxhY|)E1Zr9kvCtq0?4G4iOW1c@uPu7&dJ~@`x~K-WSV=
zaCDAHsLb(?|G(*NaX78Zx+?dhlb1`7M@xWL{Eko|LC-Z^6I+&OsVTK&%~o47V**E#
zN>`J(RwIW<fZnwkZPh&<-kO^)cjw)F<fU+|Nw7EH?#j%()=M)NZhkCNr}@W@e?x9@
z(XRMuGv~g287Zg)28(vPi2r=4b-LMPlMTn|#T#t6uoDrdmz%IeU-$B>-J#|=Df`gZ
zn>y=Tw$><w3cX(bR(Ims^(Q{94GKE^$?Jw(E}N-sov!1u>z;Q@Ja>pCREp-DI-Xs>
zUS3e_WY)xKg-Wu@5pk@ykN?>q%vyVTx|!Lc{a1JQ{4Jhsnrd@vMVhXC(TqFa?>5yQ
zlPuf0Cu>gP_fI^lTekjL^114?)X7|q_ukW{)IMyBnHJs@9;Bhuf9MlgM3V0O(nV`a
zTSH<mZb_QhRgj@~T02p9{!IPMx0Ru*&)%*)_+(CB#kBB)|1yd*%C^+Fw$4}`6&c5P
z`_s+oZ6U5-UX|S3<C1ba>2q+*(YNNiKdpQ&cJjrK9i><Ip89O~-hB3_&eGM3`u~W@
z<%(?j$-7l{_L<LXPMoqex@d7Y?uld=XZFt~y}K1oJ2yw#=UiF;hU2XGwD3mqJ><7~
zhjCww#U#DP?}w}GPHR8h(pBxebISVZkMfx>zlx0GTpoI7q0dR4lgH0@No<dZV_Y73
z=ejG?^`+Y!p4<qT7Je{ObbDajzZaqNUO)f)Y)jW{cj>Eh!V32%&q*{tA$&}7TVr~J
z>YT7be*3bA8Eq_fZ!+ec`sDS&i>vi%V1yi5#G0q8t)q|R371U!K7DIV;=agxyEv^*
z|33XJV{+}{Kf1StHt*R#=hXL`EOVdMJ`cFJiPP%(`QK+3?ujsWe4czSp6_X{nPYlo
zedOu)|Gv&YeL4rs`$&n4WUigRonwFg)4!q!`~1y+ZBG9_ofy0HY}*B$_xkOh%x<3t
zx#;x$O@D2!pa0$GE-eBRgll{>RfG$B2Ev)M5E2&C`c1NXZBM_5jAMQNN%_hC)Gs>g
z54}C@F1~Hk9<IKp^?6p|w>J0OI}&=Qu2{!D%#D?M@#z;oXM{g2JD<BM>~qHAzTlq+
zGmU<H+4I7vYFhZgl{I+=H=;Bzg3MuBza)Uni29{%uP>sPUMc!ZQ~v(M*&=6>D_MVO
z+VAySvZ(2)=!@ll9-ViIyK&|d*ACtDUq9D9zR0$8{wGfH;z>=yk#UXx=7oxFFAw25
zt$jdSQ)HTZVkL~|T=?heu?W{BxkCQly|4Dwyh-|zzW4d@U)c&`2|ufI*X;MQoYpaA
z^SkC}eUEQX*ex4f>Uz1$RqN2gorXMTtu9{Mb?EV)iyQAf3q7!lf0lJ$zVo}XoU2)%
z)8Y&)mn+}<d*MutXZHEeX89#+wpWU7c-Q=F(q(Dp-LlfU3I7z<=2hhw%g=gS8dtpL
zdu8plba|8SbMCd>d3$43N8DV!+0#36qGfI$nch}0_qxpM%DDZJ-yMrje#<?PEMaYB
zmlwOWooVHBvC4VZWnP!YiT--i{Or<y+gmRGyMET!Cf(IK|GBLHtHt{FIo}+MPrl4O
zaktNO(%L)9!o9|Kk4l^?X_TFP<TcpsU+15-%Xnw8k9X(ojn=cj9(HRz)py~KM4MR2
z%VU$B@;|#BubMr*qobqa-4fwv+zspVB{%Q?z4*=ZUo}5dzHdG-dEtZa{dXSbzgZXl
zYv;$~GY`FB=XBj#yYEhL-Kr^aX88&6I(v4fl&E=rTiQ@Kao3j*AA{5XT?x~>s}mHh
z5-k;d{hOBkLSLoVv%S>jU*unMy4k(i_wmv<Yxae))eGlTy4}mWY<}v5{`q-x6*rr_
zt&#c_$IG$R-|MH_=ckQJryC!sIrDwW`3XNJPtKdBzk1>cX{BE}mD!W8*sE$bKdTYy
zSgl+0D|q6<!_JJ7YP-3f{F8tBT5{5?hJC@zhd%FioqZ|xp2fQ_TK|hC*KK`rtT4`c
zhU!H2lozTKKl)})KkJ{@lMz*M^YFy4#;S@Ddo?_*OnrAxii-Px%i@i#ltz&C=i9sE
zg^asrKb>BqQnW=weU9Gk>Gx{Rcz-{iQZ>E)`_gwGCB6ODPJHs{)#D=FrN4#y_x(K0
zawb+XBWuf6^HctoszC)-dau_nI^I;cxPJ4L=?{EXR{5XPnexQ3_*HP~n-zwdn;s;*
z(vbYM`;C_HOr6KB-}H~%TilqGc)dmXsc=7gINQD-FAtnlx_PhejdphBW1eb*SUIb8
z^G{C|J$u%^Xa4H!^yO)0FV5<p>X6!-ySnDWqW6Bs?kR)oU8PU2;<*&pl;UdHfLaLP
z_KT5$u_ag$glA+9TKfcMLs~Y37BrZH7Vu!UHEN^#*Fvsj`YWT5dRO0J0=s(Iyvdmg
zpW`}hIli4#IQO5uEqmgm6|u`N<(5BUm@Jq6W^?$<#VTEkJh~>`3!e9<zF*=0&(r1K
zH&6TU<Hxse`T0M*ITdY!Rz3XKUSIe7`2LDNs~`NdU3TjIx&2R?e;la)_wc>kuYUVK
z|K5hzi_7i*Uw)}Gv&G$C<@4_Cp#4_2XAAfmp80-f^&gZQnM^@9GOf|x>#u3(TtDTT
zocqa7&>NYyJh5&0=rCRGy;DF`3G?#Q{ovg)u8;41p3>L$=f}hHOZ=N${y%Te&#zal
z`0@HU|Nl>7hpYV(!&bWf`{d96(_8Y7ceVVbc{gtTbKdIzs9K=nS%uxoKhPVQ{1+^Z
zpYnZTi*e~2`<65IPre5Qsg=KJ{t_yBS>xo6vtpn7gI~qh1l0XK{_W9ftw}*r?>B!5
ztNK&u^>ll@$+zrz^;d7LxBMC^8*jMe-`cI<8=36yz5nF8Kl`^A-@ZSGr|<pos{51q
z{rnKk_|T6_6>1z`o;JIB0(2u&F!M^-jZ6jpCS4h@8<`A1H!_uiZ)Ey}dLz@yX84Uv
zb~`34hTq7vgyWR&7vvk6zMYu=!E&J;_mufB)P9yXt<p@DvbyiRM$xCgZUe8;(}kOA
zGPmh?u5Wa@=G-B!^>)R#pLbiI-~L~D`IL*n(gi$IYgWm2$Ih}A7Yi0|m2#<x{MzGq
zyCz^})S~=GFJC_X1QqcK%a5nN2~v5ZC4J~$!h$VYQ!U$=w{jPH@bA)}z4V>rmYicU
zlNs3~QeL#KTBE$VSi->}!6R1qM}fhqQ<E<0=op@qcyX|8U8(Yhhu0j+Gg4KxuI454
z8BAZND!w8%WA8$4_PTcmC0{BDE)foXx$O>14i}fdyUXFU(h}EoqSIdL7N|<6vYp|(
z=2ND0e^2ZKcJ{sfJWTs^j%?GGPJLRsUwK)|P33nV&wMK{(|+~i`uU2fuFtjjHncjP
zoMd-x&#{LMmmJLnxTk;I&R7-q!`Ab}ffOO%OL_Bh1!^aT?(Y>?e8XJeY{KNE!>(4M
z!mPKFn}u{!Qk$kXu4G>tJn5RM(xk0V*p{xdu$x{h^e;pzp(9Fcs_NU_>=(6Evu?aR
z@VTkgU3bm<wQ7vPHy3Pu)sW!xC+6GFXTM&1Sg6fAweNW3g|&xj8!auaOmccXTS$zt
zU+&s3H@+F7M^YWv&*gcS`Xr*`n9wDSwle9YtGyR@ZThff`S;JP`ka>*D_cbw9GxA!
zwf@~RS%D?pXMQi;E1s7l)GK4~(Q=8=%(dndH-|pcwK`e3d$yv2rwM=3vTvq>Hgj%H
zuKez@OwCHD)}BqQp*2(AY>Qh;l8f0dm8kABlONfyf6v?eKHKs_R{x}!7Zz0wD^^To
zTPplyzNKd4m8f%9T#VYi)gylATyat2IJ7J$C3WuW);HN3yZBOWUdrxGD3#FdyCLUy
zih(PA5nuQ*uSW^ex|+7eOI+OyoqCTPZB|o0B(`_CnD^>yPopNSJ1ChZ&@=UFYM1X)
zJ8g08IX-cF1Z<AQB|Ni8V|csOXZ3|0jG4!mtp1zE{$bt``BU@c=NQ^{t*WX?zoi-~
zAFJVYUE6nRPuk@>g%-~W`J<NX-+trFpA{jCT(1UoFR2X(^-a1g#Tzf>ee&pQiH&`t
ze|LAhy>za@edD#Sw@TZ%q}GZyO<LLIq>=n-#U%;lOkL@Eq4|5Grq1?ix_MRnRNZp%
zk{cq&I2iI5b)2y6yR+d^W3ysL|E_I}XYaD89N9Z<{kOo@6E9v%sbx%ixq5L#j%$a~
zp6tNQ2f1q}J<(E`cYNBR$c<9{+<Rx$7Z}QN+z#M*>fO+DOKW4Gp-a`h=Hvi@>V$L0
z!pf#fOFomhy20Ucv7;^fm1pUZkK<2u-Q-Agnq3rk=Z384ZH*}ce*Z7lt?1;lZqOAq
zC}G|`vsZAR&y{U@0g?)v*>o*F1pic;<`Zi1oMWm|!izZ*nA`+&R<Jg#U371EB5#qS
zZK$E>WHZH(jpt4{7Ot*}a?!RI?>^n;l9t}|>djRh>n(CqUGh1bS1#fX+P5~%huP?m
z^bG^?$zr-OiIdp%FMm29m|bbMu)!+8WKVy<_Xyo9Q`{5On@SdWt9NbQ>av{WqGM=O
z%-&eFgcE|b&8Ljt$~aFvDemd0#v1PR?cBrZR;+qwcvo>HpWW#bB>36-`?INX7ql)-
ziw{jaF-Lmk{uv4fj&eur_^^b_(a}}WHT0@yn{oe&6(#$#tdEFJ6Fr%+JuK<{svD<Y
z1bcJe*rIyKcgv{@I%;R(cQOfq?_|2hXUGwB_3H11bG={8VLIh);czmnB3W5%^_6ew
zv+vK_!5r@VZlmDz%`4wk?tAd4dRBYD!>Ywvv)(;=an`Biild<A3a^lvho3y0lDFt_
z$O4<x{&i&<yodAuS^g;582oVg7Rif(Q!LIf?e#ls<9d9*-j+5$lfOP`3prR`$~@xx
z^5^!3;tlh~-_4O(xyqqbcKhGbYk|@Uo(ru6MV<1eA1e#7HnIHT8Pef!TFxSApZD|>
zMWJbDQn*ewn$BN(=3wzrUcS&oMm3{7`|mb1$F8+CxHa|YiL`KAR>A7IQmfaA2i!h7
z@q0nS&2Is#7(>GIH`>%ay1t>U)$qz$mnEz|Kip>Mo%`}*@{c)d&OclyefpDPHJ{cm
zvA%g9nKrKXU{<)qamkH4^@d7-!=?*ro9Fpi^HrJtK45ij>HY&UYG;ne%J%B9|Js&&
zV|Kv;tN0lUeP@_I-;(NlOg-^ox2G-3)YD3H9?#m6AnX(B&EB@*<dk-|$)f#JPV*WS
zrS=pQn4f2Lc^#57<Mko7j*k=Cn78h9?byKhct@;}TT)VHF+XP^<W{B$lV3U=Jhdmf
ztYF2PJ$K3vB@4+phDgWAE(p!>SeL%|>dc-^7Qs_b9~D`9x%8x<jVI^Vw&j1c!*%ES
zxSkO_nz8E0kvoRblOeY<v4C!6s=JgYE}?t*u}H+nPoP_wYS)2oWh%+HIIu39eWrF?
z^X}tY!)Ewt+jmxme=;~5)^#gR>FcHDT&4E4pL|N?f2`aEx|Qi8_*SM6!R4Bb&G(X^
zw=#Kz1XY7>W%^^Z33MwHSK}lP0jo!x6Ro-01@zLOw=xCnRH<An=yg^~CjByNYuwsK
zQ>h!lw^!+0h-8k+c%1Nb#)g8BgL$FF4lgckn^EwfENPM0p~;Nvm9i?&>KC@_y_xkx
z`fB3wKO&3XRo_sWnjO-tC}Uf;`g<!M@5hPNvloR+-oI$|sn#__VfLKmJGTb5R?GWN
z68jfo^Hgqi<&C7nocvl&EV(oE?**CjxP==R2P{+k>gnpD^L^Ht^Zp$tnAZsIR?p%+
zwdP&hD&@M!W<L8#U%pr{&2wg5qhy!D$8vb@j8Ib}Hdn?-1rBAtyCD*OH+6r_do`1P
zIj2|R!|4<KY=WL1@Hjv7oTuQ-`HNj<f6_IvIM<Z4;!tW2_gkj#X+H(dd5Fi9M9gp7
zF8Oc@x0Jw&I6<L_4GS~G_z$uzoz)w;WdGt)Uei+xS`?>>yDi<arpI%Uo$8G<--;UD
z+E1_9-udH;#Wtr&UKx$~H?I7iIx#RH;!3Jz$JxdQ88z!atXjV)33Myd3*A}wVYf1^
zIq*QIJ6$gBqm4(-+gn#ezgd4i(9U~)&BsJ%$K<!Kdf&W1SZ(|*%#^(-@o?|H6TJs=
zOQx!y@NG}*nw4_#?!<=^EMwp8-1AheJ87cnNqw&S9m{5&{Tb8kbWH5GiQsLyl?$#o
z{XD8%`r~TGgCy?hqKooOnpkuT&gh)Edvt1!OL2_Jjf~sRCbCwnXxrN&TXE&-^nV($
zM|ldn%n~2;Pg|1V5K;Pjv6Pj_o-H!&cm8EuzqGVNcj9z=sU5*5Vq-r~pUY-+Cu#rf
z`JX<NRbJrJ=y=<|Df@JBkXc$wLm1=J1WnP9>*fiXdoBHMHlCYl_2F$#+>bIzSH7ma
zFO}bolrLzvKJGT2b^G4`PfKrGi-2!svP%E*!2GjJ&906Q{#R{nQeB$s4VM=`D;D=Y
zYP0I-{&k9%H`xofLvLmJm;0j(ax2q|{|_OzGVKkHU3N5^;r6<<X6)TOXHuTM2i?lF
z=yI#>%6;iyXQh1F%+Sd1Ha$pSh18cX0^d(h)2uky>}bTB)zPT&s%3XUp{rHU^-0n$
zp&yHHswWl}W?j8Bvso@+;|Ej5$*l{LlS2>82%hrQRmvcGy;ta*DN;wmG!)jexiq-<
zu4O!!^?Jtf7Ax)k>~k-!v&H{z;IoS^4yu1Oca7ETiZ>z0<Gya?_wXy{xWASEgy73V
z7W*f61U}yLp}LR#%k2hU#={+w<z}{tMQ69}tjnEv?c+|915(N@=W-{;Ey$fHr=vV&
zd76;SUj2=mUsfk(Uk(q;ESzV+SyOx@@72qDA9ep0A5?!hPwP=#3-fd~#_Wt6YZfl?
zxiy{1X^~g3r{p1-#nP@PS23Ji;i^;1YN*}96B5Dp*S3k%@6yBe#Gsd|T6}hg)e{o6
z&dNQ#yxiMw&F|?GWbAgn=XZ}a<@*x!C?Um5WiqSu+4o8N-1*8vb0a_X-YP0DedY1;
z>iTJR)7dO$H5?6pcEJ0Wd5y~3L(`Vboi%4kZT`E4jEL1trR&^W_6aW6vsBo1`|2+<
z?&B2`7T(@`U+w>cIXpK!gVI^=N%Bnc`u}l7&0OXP*;^-7qYii2&Rw$liKe!<?5Ef(
z9dc>^IigZ?FMVyTw#tgK{<Dp@@%@6@BWe}uQztFlF@5IMUDswzsQHqV8k%!-nPq&>
zny%RER<CcQiOGmBC^QQ6J*#8IB3ivJNNv_k)$T;oORT$_o&`<m<7H^rwCI@VSMg*^
z$yLXWJq?!mV<cj;=X#Ne9?#hskGl5n-u9N|@xhWZu^FoIXFp$kwsrYihjjHFg@V?K
zEVJ0oi`S&w@UYVJ6&KF83|+!rc3Y^dY+6S|+wEULQEFdr)mP0|tz(aUYjAh{kF$2{
z^YyyUhm^nAr}Qz2C4I4zr@}uQ+4sxdea)BN8nrB9KZo^&&v}RS_k8|wU`pE=E-SlY
zXSMS7&)4HB)UA>}9-c0C*5tJ7H;2A#wm6;JH{MNCh`lVc_H%Cf-kf=+D<*B3?Co>$
zV13u@%NJ@+f3rU#`=X*Of#pkr@VQM}mOp&7wr`!9R#tyudeg%Cj~`cQh#uXg5&tdJ
zs?dElmxz^>X<okkpUQ`+>dJaGBJ1uyN>hBLz{4i>szL48vDrRNLY-=c9|Ugc#B5po
zj+xoLqif6THSbS+(%^_RZ*$=;=i^RUqL5&}!h?G|Q?B^71XsI?M{IwCKS~_m(W&5*
zsn{PpzadfK?YE_cn-+O&mq;v(<$T{$F!gS3i*G|$E3+uO+Evk*vI?=4jSXtqcMo!h
zy<d2id*;usRZG-MJ*M59o^jkt<Q#X|WoO;fr{`VroTjH3-g_&6({HJw-;bD!3nqEZ
zcXQ5J`Dap>a)#8jv(0Pfo^W73U|HJhx=4A~A{DW|DGRndd3?y*<ZcJoa+5GsiO5}>
zV`FVrY}9AJyo9^HN@gYZ<R$tMTcWn`FfgvZQZbENLT=}aMM<B-pC6f%H+hG`%;lMU
z>+95nt@izzDp&IP`eAQ&TV6Tc#hRO*9CKJXwJYu2%$IRD(ocD9SGqRGlwF74ce>t*
z5Vr{&3-4Yy`uwF%w8Ty(jrl$;>Hhr!EMd>I86##TTitl}NoLl;-3jI&)i3?GYZi8N
zef=R&NMc3W-mPjeGYYR79M{rU6F;?8{mSf(r|SZuuUce>_4ib|*+_4Fy6tevhMTj}
z&*myN_UAIV-z&Iz(Rj|SmtRhq^L%uhx4UY(G}{fWzegK=tU@<!;_z4VUB2#C^kc82
zNTumfHs{*D8SH7evF<}aOm*+I(3z9x>ISjgSN&+Vi<NVW$dnbkw(zdfYmsgdl?gkL
ze3--6(WpIDLO<foRl$(-H?uBWTgKROc?olt!qHprPM?|+u>Ma=k&JcAloyX&6Le;4
zPXE5N<;cRx`?(av4qlU+1-X?;Jap!U1r3V>Hl-DA{Pn<LiygBL=vJoNEt!JT)aE8Q
z)ED$c?KTVN`*Dz^OjtHNj4e}Q^|C1Cw@ecYg?;|ZRv_QXG<9jiox`GcqJ_3NUcGsZ
zGyL0!(}B7c-?uH9zcOr9hXg~o<N2>O_UC#yzRa>%8Nz3tac-war)qVQgOT}SFXtvj
z@x#sboy()1h1yK}<rkQ0Q|#nisM!|bI?3b1EHx(Y6`vk#t4j_2av=5U-PN+CER+14
zFYBhP>1NKJydbq>&hxDoQ%|jb^uuYp?3Q@~-DwZ+_^&Hx7j@luM_zk%)@v7+qqpCF
z-ujqTGjy}e|DN4itm;gYDwCY7lz8G2_PLZ~|4g67&l97g#r?Ir-Yq!dLQ~GRtND_5
z(pIc7yjtv;$xwgtRMCq_A#U{w``5a=jxlSc?-kYSSZXk5ug^U{3AWe9OH{et^^)&2
z*X_M)ux*L+ozsU79$lAiz>u9hd0y$Fm$pd{6w5X)JliHCXuH&;LgeVT?9VltUHqFv
zCof+v8@lVlA=Xl<v#s|}i+{*l*tNGeXhKCq*sQy^+!7hGFIt?wuCr?G^6qPO)w552
z+rM7oUC;c}er}hYBA(khd_D9jY8PMEWwo0edMgw!vM*8J_CWM<YgS3bfr2I9vdj#c
z*>!$~E;BgJo@%Dpo>}|pZd=WX-%h%ZY>oVjSmck0t;uk%*;CzeUUk01?Vh_%^OB-Z
zmPiy>8eK9sxux4Jv%%!?imOd`PjsvKX3p_R=uHSJViBHrCfRj&u;Ck-%8eP@7k+ww
zHiLcYcZ)@(f+x2mDD5gRjB4aR;rQB0g6pi7ko|)ra!!2FJ$4h)zqCp%P7n3mox)|b
z@~O<?X!pFWZeA$|q<Vkl=j(Q#l9gh)@j-ZlPIgG#)ZHr{CD}-+%KzqNS|<2uf~%Bj
z^R3cNua1@;D>%6Q)u$Ji^m;SR)3x7i$<SP<wx_AHB1xII(o^*fL)Ra@joF>P*Av|{
zWv8@PY+icRbj6|#PQL7JLKRzO_p)+JtgZ?;5xTl3H7+5j)n%D{$m9pzlUmou>U7Hg
zR+SWS@^|((;n+XZzoD!(Q_L=?-=yeyRpEo>?X8ZQbK}-5tZ%HAkjp+}6`I@oKxyw^
zZkIi-rt_Q6@0h%zqcpv#>x9Q6H>RvpYZvUFpcc9E=#`Y!m!|E>Ti7~p!lg|1zd<jj
z85BR5ta2%}v@!QFzf@Tc_l;?9Ehpa)Y?Rp5yz@faX2HN(tsobx3&+B)b$<JLpziSZ
zrt9l;R=;{yzxKh6%&VfF&g>PsheE#@90>gS;O48pdYcQRu7_#_^M$_1nQw7>*}7A0
z(*2j#gcV$skvk%nyM;@(hk57WLwxLRLS1dY{9>E$tv5{XKX>Rx_mubx`+WC0e@u97
z^5MXgvJIxC4%aPi>{7k8>h-)CZO>0I2%bNGMyfz%SI1M22Lgw)bw0dxTY2#I;_hRu
zZ7;Kn!@Rh{vZ8JmSMo;uiTT9&B{=fnk-2G}8NYvT-`e(tN7Q`#dXHY`iJ$$R?|b;A
zFsd#uB<F*`=E_|c4~ZHXdV7@2^*_1m)>{p^oa?&r@+E85&o@7nA-aEkj|@|C%j6qb
zKaaI6TeCRw_P&ei7iPqrQp%Az;Thh4+)tnX*2@borr52}@!mcEpoMzVqR&?g^OEaI
z_^Y0z2JYDq`~CY<-eODTeFx4oubf|BeVTLTwq-A-YMeiQ?O=^%WaP4?tvx%74i;`n
zV>RRsnp<_=Cza2LYtf+x%w<o0lx)1W(b{#jYKmHDqO?2zg!(;CJB+<}{wsU;tf-J)
z{NW#?j#iuDuaiYL{u=LJyX<>kNd2+u2@HxEt}KNMQsj12HU#wr>k3C)6iIqFtL_o2
zgi2XKlb4K!R8@$aZ_5Uce+z=!95x?ddHnC(hZ#F|SFLZHk-+};)%jD`+m-Y<F0A*z
zD=jQtl-1@{{$hrAxO^91ajA95_Dg{_dw=@vx4$R!<zCH`hL0wN4;PkhunbsM@o(0v
zS(UTOZpG--i$-R8pYtxh+&ii9rAOg4DK_P0J#L&)+n({w(L2Djv*obx?wI_mYMnQZ
zI0!!umVCSN+MHh}PQ=Yz_02t0$I!KNU;OpfhW4;<nFU!_T3*_4)*s>H>2m4aU;Bt%
zcIM5tPDh2nhnF&Z{9Bqg1sc9ej&eFO;p~Tq<R{UYa#IffR<LAC*JSqM6McOm&&TfU
zo|BA)Yl4k5#V@OsGsM4k^#9Gb^KyUi$76OE9`EeCsr>NNG>eyA_wNT+I50HjHnpBR
z^XGWPB8I;~iI*5WjXzhgeLI;tt4vJzJm^xUnhh-zK$kLI23^WD6MiYv%QejN?oMwr
zJZ`Xes&1LmSEi#qX1hPNEmsq)TJ!LT--Y)NO)fsmUvtvR?f;yEt<!$LvuAmEs=;8L
zTmQwEV%wrGebnnx@QwbxF8KT>YlBZuHkCd&;P_pra?`5=22-wVu`NwBxsr5$t(Aav
z>tkIxmc@@3UElgW#q&Zm%dHvD?l7$VVx#jo+0g!lDvR=~U)70QcdQq;%G?=tZS6d5
zKcNM-TzvBazADT<H)r~*#8aGos&@@qp_ejUV92@J6IaT{e|OQ`Md7*Z@ynWyZLRQ}
z@GtxPtmZ;J!`}TrCM9VndR#d=!)ljwu=wFKg6xM6ybsxRUV53?(Q7x>Wu5hBjeqv(
z!sPnE%N05IQ-eO&C4Y+RE`0u9Yn^B9)&tFvzvtZ$<g>`VlC?SJ`<Wjqfjg#3HTs%%
ze$IT^RQc@ATNb8smD#%#mu$PWmW7%9GS69?l4CdKL{8-9zr6Y7%a1$1uYJ~Hy5N!B
z%K*XCg)=0i)mB@5w>C*mm@Xsb4ZD;n^G$H##<^iKhL11&b5T)xl301&R^-Pz=e=J=
zT}`TU%BpUsGtXMRWx=B@*XHh&wJzfl+&rZ-HSm3mpsIku)kDcAWjY!@3#!a^(qH(l
zutP;*Prl{4#2Gs_G9}zT-ZcH3iG`YVae`B2f}G_8F8e~udpFeiM4HcSn=`GIGw?_2
zw5=Nhcvi>mKETZWWV>{>oW+c34v!w*IThpHD0{}uSNP&Ri}w}lZ!r0O;op&V%2Rm$
zwzthXx9^od>YUh7#j+u8s-;2juC9xwKPE{%vM^0c3U=LGrrI=Rhv};%r|eblKSodQ
zxZvem_BQ-l&aud|UqW}^J;>B_G*Q+zz_I^y-t{RKv+MZM3Xc2a9#RStWANGWh)Jcu
z#x8orhG`mEObcJGtgH?Ft|57EK4V~1lvso2Q;)5J>oeIEoKJQn@yF<za*E9iPGaQL
zc*dd{o;81wk5}j{i{uLu4L*<D`;Qq^_?P-j>t$wtvAZcNYEGOcV{7e-ON+IabfhV=
zXSS;OmxryG^f#{BASL4b%an7I8^7A^f3Q(_xy=jFqFoO}WhPBLtGMq;vTx40r~aM!
zN`@suu?IKJvGKputbVWLL3b$M-MvD~&)SH;txR0>;#qLxRCC+a8w}?><NI{#eZ*~9
zt#31uuez;&%))24oO8*&s9S#LyZSR<&$PZ_H(_STTccg2pO2XHFPB~a#O-Ln_s;DX
z68`qTYN+;Ek@RF%?Y?frrA$|iUv1gGgJ;>2GWexTTlel>#>UwEOXhI%pEAg$Ob;v8
zyoq*KTFs4oDbp-AHiMb|1}_npGMVfudswhX>-t9X^|4&CGptToecpKK)rQNLO@dz@
zm^=MzMC_jBY>oSwqu3=*TYT8U!}D~%q15y%2@}up&C$+z+kPZ(<-u>OS)+DX98x`Y
z+~dmzXEW~P$4B2CJ-1hzvsgL1+DNFD&3xaQ$vfE9Huv5tEt0%``ODXhs;_VM8o&AW
z=FF~J0@ia4!+tjS7b$fquKRwe!&JE~>bU51S@ZT!QBr~eN4u6P&ArBOwt1${)-bt!
zX^w`CZ~SJp@MsG?nKQ>aXKAy6Pk4z;m(&`!r!NyZ1)5`8j>_>LQM_?~U6Ik!%{#4P
zT-?ee^p-G&h1Bpqtu^s%m;b!yWvoe5fuh<YDVcY_`Fu{xNSt^sVsT!3ZgE2R67xGT
zCb4R*2V`Gfnp31bkty-svb!19{Y|>18&o-Z)|4F0&(4*7EvgwTw4*%D?pkE<o9+)E
zHcx$W@JfoId(7coMH)wJ{57mlE@fi86ux^Eo6>9V`h{nbqcsy))7^Ev@@~qWcp!60
zs_ANZ&(B`=Z`{4^*Jm}Xx^?AeTWPcIDRs`dxiXr+x3-;$;O4!tRQQ%)>5a$?zN)9z
z7C)9)b3`O>zshdOJ)vi#&_&am2Txu&RVuJz>$80?qn*NL9cG=U!_NL&rF~slrLl7G
zdDq2a6WdgmR_Xk5UG)8BSYhMDi--0;NxWHE&^`Hh!<G}iH9Lx)Uyo}NYh!NT#rnra
zVvXnB1tR9#_|#@S%nRBQ5c8l%;E|g{_jmt{S2y+Ad4CpNG)lSNq0f8xSYFu5qKGwC
zp6uz&0^M5}532gG2Szb-9bD*@%X8<oy9v9Bm!f>rbq&VuMT%QXlWfE;iCkZov1s8J
z9`TCsMXqzKXGR`ynfNJNX2;QIS_a2*{r%r$yWXDEw%q-7m^1VBaLH*o=OZj@6Bpbx
z;eM}``Lj#>Xz$xyU$b5Nb!_sde7ZD)#azELYgdK!o9as^cDE-ozMj_T*PbuUWWDul
zL08pvkG!tj#514EXIwEfF8{l8^~4lL$GY1sT4yJU9GyDt>YN!jwycfx*=pFuV$v_f
zJxlpk*H5n-z9$N9al5!FFT9h;u>Izn!dLfH1+`EA`nrr`BFEk9y;HafjW*ThuAO4f
zF1Ybq!QP9)VFl{``;BwCS63HjEKX6LajNP{*bam1MfX6rGTA_GWiqw|-OA(*zm@41
z^j4;bq*jSZNVhU6f^KEHxwZiLR;KX0ex{d4t9qHT#F9(<n`(7@5w|jFFqB!<O0_t6
zgKlN=0pH4Gy2oJuO|=syrM&Bx-_zJItvhK()4%V5x1`VBEn_gO<&ScW&W>Q}OI0ch
zF*3Th!Qt+y=%{(#m4Wv*9G<K-#r0#t?mUf#)_Yt>7hZhvF+XnM2d4M_T&&l%Te(B4
zHs9B{CHv~(^?y%yEWL47`><A0;weoQ^F3y&v*WhtrRDA^S*H*yxrI~mk}3c0+vRr+
z+XdG&uT5Ff89n9ItGM_p&vtBl&n;q-=j5PO7;5(S|Jh{TxQ7)ga&GBr6}rESJA$^&
zU!b>oZ-qFU4d;U;>luG!X4e}}|D<p?WFFItf>`el2fy)TJ!jZj8oqj;_3c8T6N&yw
z6Q^(ak-zg^`m$`7jk+u48eFgQEoIkve6C?#?rocjgG%f2OJAg=#d0e0ZDe?Pyu8hk
zz5S=qsiW(x7$Wu>D6mdHa-%`9t|al)1LmKc<qJ33PN^xooN9W=-^}pL(FRRz{cCE{
z0e5x_uV0_otmc0I?>*sn3$ERH&O7tM9Il%8;lX_0KFXe(IN!(o5EJuapS_pzT_&yr
zUCWfc^TO|AZpJz@QUs3fy&>V7r?$v7IR9zz-VVm}TXz^Q*xgwrT{H7j-v+}I3acIo
zTm)asbW>ugOwfW4wlZsXDq1mLdsUhgRl4d_-eHHVN0qa<Rr7^{r+%#Jd%Z3rV25I5
zX}IKJ?|jXyQ+9<xo9@mIpAzw{Bdp8iL9?wW_tkn$kK~vuR~dAAuW#e%628KEF(vs=
zh5SaA-M1I)H%Lf6Rrln`ucE2bH@aRr+`00Jf!rL;UG^^m`p#Td=B-NSWxXfvvFd00
zrQ1at3@=2l{ia$t_jW*zl3&i8lfl^=Qxu*$Wfyk7iuj`xu6SW~bL|q<A3uAZy)L<s
z$+Y_3o=uA@l7d&?@wZDb)Z7-*f86J*49EB2=mlC2mzhd+$1jK$t;kr(lvC_u99)(y
zw0-)qwOkL1mP?1u3cT>|Q>})t_q%%*IbYKprz?Hc5RuhBae24JttryMRkz-F&wR&s
z?|y&aI;(H*7yFpcYL9!e_Dc!RKBt}cTzy@41jKCF+g7@!<@nWk$E@>ydDm~~mbClI
zo_^<$cfD1){;zlazu*4a9H1`9cS~ra)(7QXvx>Zrr2ky@{bUFW_*$lE%%|>vu4Q_z
zn{w`8q2!)8F?(Hu#eDBvYC?mVS6-4-^DKL}`hxMXz~tYZ`K#Dp+}7@N{Ct`*Hdrlu
z!-0UDV-YiwU!{g-lt8a#dfn?5H9aTgvbgQ1KB12CCj#AfdWxnVa$WvL#?O0C(x-k&
z|2^PqnP&QZfnUp{CHnkhf)w~#rdsf|Ob4?e*D~d3gRW)zx4}59(cPd;PQu}Rb!msI
z{-GUSyf!W^`)+T%*PCLizxuvpnCbrb#qP>UPj<XFFuM@$x8~^bilzyf+vc8iIicWd
z>vqF;%7O>{%dS53aM<Ie^q<qa;*sr@)gPt1B|5%-b*rpev@zwm(vgz}V#j_n$$tBI
z_v8}Ad8d||D~ft5b8o78#`{2hU6hlSfwIi+=NF_mh&5PeUA=0+5N@UNYk$QP7yY@X
zo_$PQyvOp06SHRA(h2X3_!WPz6rH($^<+Wc$|{H1U9}6=-MO}o<qqHGx~#d1lhwIw
zMQ2%btq?G7kw}>_ky+=_Ddn64Rr#|lZ9i^#z!lihbj|F_6dkikMvuN6n6YfJ$BrEy
zCyFmJtg$L~?I}<VIrP8hu=C%Qa;Z-k&&DoN*!oo|@kHW6#`ad}h{duK-o9PhxSgp|
zEskl4k!guln77Nq`A1&3bnuz-uRY7nYL*<nCZlTeVW~@R&$`|YNbj54JRxMJT;CrD
zzE_90IyLrRj$oa4KlAU^<%>9#twN6lS(`3>s+_;Z<?bE_so+ab{k6gsT-jH+-##7D
zu<Q8R8?m{+1pB|faPNqWbGX}m-qCQ`YnMIl&x`H`HuEl7HTP;qZ_SGhU*8#|7SGT1
zU9<3B;G&u9dUF4=W@n!a4KG++`oy((ajC3d`PV5^mu|kjd1C*2o?ffh&hz;nK8oc^
zz2LaRdz!<EI6If}b8nt9=iPndmoiW8(QSM0X$ueBRu}m>VbOL`QC5RU?q#C=JzF{q
zI+8A*>r2Ytkyh-c^sT4!ncb{uJsq;PUpSXs*`0W7U(lNae_L;T>|efcYe2gHOFO<L
z8|E!sGjHdoFpJ!YM%8B~R+L2D*8A0y5v;Gz@{c=Rv`F?<qO^9yRngEJImTaFXL{zp
zmbi8T<65Rg|Bv5py*5SmZ0j`9_~4x$R=<B8Qjn6nY?m5y;bFkr;I6MujSrtquDSZy
zARBQl)2l+`!tF0+9Y1yckJ03*^S^&T)n5csaq;+b$z|uX-dQi&@?Kg=xXiC`;r(Ot
zj-<)(dG9!~;^mwTKTbN``t8SFcEiK>dy@Gz)1y+(DOcL%Yy(<yZ=5)u`TE$r`<ef*
zYVW;#vuf+cL(9K@IJNL)Ht&rD{X2E*B7A2{SFJkyexc}>n=0S^S6^*nIeF#xqKS{9
zHcowFlv$E|`|6&J{Co_T7s{+!vu0^r{NpC8TUwS!xHE6Oj$Csm;&pWg?{2m!=2;F4
zB}z9gy&7=LmHVd0)HUVvm(_TP#-32lfAFls>93|!+S~aWJEK!2)`@V1A+BXo24Bmh
zmbNtJzSy3M%*R_NCcT?&mzKCE?F>hGj;ns^{07@ABD<%2aW${d{dGZ_g?~krQJd;6
z%h1ygw;3@-gnke>n#E$5ZKA-f)K#&)x?*!ok1SuK`RRungSB@A?RYn1nx_7{a*s;?
zO7H23zPm#G3z{W7(%6`P%$Qx}9Q<1TCqqW@liwE0dDcH!QY)*oXZNmK5-FGK($-4#
z&&$nwSmazab;(1<weDi+?Y5m)r>*DzsPW2T%EXMAt4pIwoy{h>u}s*Ybx%%>CB5I(
z?B?kubzb)bFJ!RGub(vcd#%RCS@8xgYfek5IvcWyO*CYAuikKb$M4I3G<UF@-C}om
zy>??5)7*!7Vlf<YwHNICKVSNNYNBHDqmY-EulAkszP!X_ZNA{P8wZY;v&OK>mw%gK
zJIScEPWhVR9f`Zgzm;!kI~HDK)8=KhzI4C$r=;bsdYQA$!z#A$&d*yhcfuOy-`2b<
zgAZ>wEw@EC*MjAViS_O2x9&2nT=DkCjdfoh3wuxTt?4=AHO<Q|x1;=DmU!l>pOGoK
z)}MJCw-)`go4Kz<_~wjjt?SLU9C@eUnQU|F)dIGAe10z-&T6+D4U1FMxi0RWo4n@p
zV`JeHGtY2~P5-V^bI|hWLm4e5L*4RIf7f*WR_2c2e*4pQ_PSV=oi;0uuM4WL+rYay
zmqA6yY5H^KIWh*nJEa620uOs{Un(H**37-v<@(~qI#Yf%9Z^MG%4BL0HmP<u+a`|M
z-46ukd~#k~wQjNWL(!eTw@0s$al3rfV^-|utUJd7+Nw&X34F^trg;x?Dboz-rA%oI
zftz?Cmog<j)MeOVyH7@4#$lawfY3^j|Bjd3r@S@LoUkIP$E)<j%e8aUBnviXCEv20
zGqGfD{~5-TJ-b|HUWzT?vAfSG787ypnQWXR-|2n%{kq^wnJ%1iDoc3EAQl$cz#1wR
zSUfX)@9o66-rMg!Ex#65TfjKAcV|P_VVwm`DN}Z}vs$<8+*Nqw=uF$WE7!Rs>HnK-
z@O$3x=g;|;<eb@^z#iRqaZ&Z1<-t44_qTX{zWP(kRk!?m?$bm*ai_=*{sl5`TKvVz
zn$)|0an9Yqd)g!7;N<g%4;(!B*!eL_tFZjK$o(I)x5=uO*qhGU*(iGUPD5K!@KI)V
zyMMDkxCDGXrV-U9{PwHX)eQEdzAqTGm%LmcdS#D-*$&X9OeYK&_I%&fJgYN&@lGLs
zr-Ft%?%zb-DZXZSe5BD#pKlBE=9LN-^8RniJ}1vk6Ky=5yeG6}i7hL$ne?0Q&kp|E
z>!#EC?zr&D-sQiqe^~8spn0bD9lwbMC!#bOdY@gJck1?@JGT!1-nBZqx+3-aS5B=9
z%Ywqb`NvkDd%r2}UU9^-c?Z{8E^D~r6TLN$rDay!nFkk^yYD^rO{3IoT}poK>o>P5
z{vFEBjd^_T@1xBp9<KWSP=U!}Z}ADM2Wv{%_eODD`}TgJt6ivx`Ul2{0CBs{`AHLQ
z@HqQkWN@A*`cQFM)XLk&D@=4dPfK=weCg_BsPWu_qq6pmN=wjXCZB%cm;c-}Dmol8
z)Hl>Jrgh6^L?+8cUMlyPtugo2_CH$_-k+1@JW~25eZGgiw5s-Djb^z3O`8sJ;r=3<
z*=p;T*gjhROIKsPP0+EYTf3_y+D)1a=PELIeE)5(|4}I^hAA{J;bW2W?CE?r_uN?`
z9$fadefpltfc3?(dyaI6@i8?lIa+n`+@A1=@SdGD5i$K!9;c)vs#&K!4A47r-*Ndp
zHMg8^v8Js14sst0E@F4~<w)#b{bVxuPNwh7>YzKBzFOqG+3>{CS7Fn|J1@EfB5l37
zb<RXRNe;;PtC3yt`=#}-lKT5UJ6!4y7A)VlZN)kZW;Tt`z0s?#PAx0C;5|on)uTDO
zXOp`(cV!kox+BbIZnViXoN0B!+Ok+yUe>Uyr#D~U8@FNG3dyF&9v1g%9XHOF?&Dff
z|I^}5@^+{CCIOx$+Zxmx&-8FAh{En<k^$ezv~MXJ{7$Czi)RR}z_^ns^Y-ns?yGXD
zt3h`%MM3XmI=Fl$_)eyXUHgxk)!Y;faI!(Ulj*VF%5-0QJ2t6f3;jd$k5730@NP@m
z)a+m1^j>Eu?oF`ktGFQhzN+fW5%mJg+2`Wg3=|j@S1sDE;I7Z(w<LJkBR$T$L7ZkS
zrcoKzUu|OyGin0Ozv}hOyTE$o`gsZMB{IDQt-^-K_K5!Ha&7wmRd3~=eC2&L@iQK;
z+9&O@^Rr~fgXV>MUvzJJAQI|%T>FUg_M)%_A3vOGS1IgHirBq$HTX)Vn5T`)X7+%t
zWNKX49P#5_fca#x-j0_Hw<_M*uM_InAH1ueMfv^#pN|F?F09R+cmJaItR%DhZzUWa
zY&};nci+p6?LoFDg859Uek2*}Tlvm{<-i8LIo8Y7KAhURcaM47vQH0ea<4_ttI#-~
zR~|D%&B<5p?MKzm)^TM=e%{+Mujz(F**t^9L#O<VB$jXant6A5yX(FkvXf`*Fj=`b
z>FVmZCON6ct{dgHuq>LBKjY8iPSJ&@&Mq*p3I8x@X<X`(7(>3ay@4vP9tsv&1@HY3
zm~~-_YjH)u>-CRW>$H3x|4?dV$gNwO^&xhh|5>R$Kb-Y*QlAx-&1~FpF=_9NH<Ftj
z&I+|in!MXo<5lviccZEFcC(J=lfRE{Vm@BJ?C?v@PG0}LO9jg{7wFj?c3detokRD`
zxt2{o_o?hz>`}D!#@TxboS&;deE7n%+mTs+o?hhk+b8)J|6Oz7H~ZIl_VV}Vhgsj&
zxz($5bJJO#1>X*odNGC0DR6r?(e`)e>lu$(GtY%2f7;zVU+$P;+}ssq+q$Be=O;|$
zuLfVpG_|N<@6EmPCyWmmZ)4({SXwK*<a!hHwpmW5SsT<HHrUIXeD#`=(^<98qW9jU
z#y>Is^VaaJxme*Uc(3rLf0<U}igH(uz<Y}8Lq+#CGxeYPepkmfv%mfKr>xNT7VU?b
zf9#m-9^J~m>Z?uZN!?q8rm5T;c5UidWcR(~!p_Lmko%Z8k?v#qQwP6~Nj_ihtY`k8
z%D9ZKs?$@}t517(^y#6pZTDNVE-9=N-@l*#j=pEOEqk=?B^ei2<$H6lRvXPTzayw6
zQ>Hi3l+&V1_GV13)s6PTFK*)QzfXTZHL)iA$$_gY`mgU?epyh_?5*Y8+4)u5v@B2b
zWmR@O-{}?hZjZw218e@dG0y<s$8@G)-mlm#e5I2?_c5vNcJPMY$Mm-fbRSc=(bkyR
zRk>Zu_?0|bxGlEaC{7MvExUt*N$Ta&ULU(N`e)suqU$nE`%CV|f2#Qqd$=vkdrHJp
zXOWwIDQoX%OHBD9sj>PWgO|z!w+-1HYd?ygid(n)fvnn}OO>4SgXD`2SzOrvc<s*L
zd%Jkoi&Y=#_LDC+)tYYp?VxhTU$IsBayDm9S2cb)n=+&0bLhH?FI^9hPdA)(=fbs_
z$G-Lp*ls$ZZEe?lCXlN;OIEGzB%i8fhHj~ivFYmg1MAr49_5oPZLI!yJ*oVGvIx6n
z(#0=1uT3ZQew-8jGGkgxy|??}*J1Pb9S`igUL`i|@}lJ@yf@!Xxbxw`+mkI5ry7@-
z7;k&X@XB_Q%$LrRLIdNTDeh5BL09>-w?259D$1`C%QQ#v{H_Cg*q-m6v~|<IRr}s<
z%gef+Vm2qce8Dodr*~{R_AD~^qIGiR>sxJ~_Wcblp2Cy!yJ!#ZsV>>CLHA=@Cr`aP
z#XBf$vHrQbcb)GQ+OqE!mTy=RzSFirq_$w)i`%^pMc+HrmYt38@wf)Lk10cB)dTo_
zOwr=<1^#7W0igSsF7q*){Pmi=iRTjI>{VC4Du2xU5@h%Jk=Uf~bGKN9bcsIM(K>Zz
z8u&gYAH&P$zPGPf2L?u8@~+a|wDO3X?jCQ=Sr=V$W*m!gGz?i#ZsfMt^P9p--}@%D
z7fZ6*=3TmXSybos+tOW&5C4sOt68PHw<f!P@w!gGcdm2)6yH6<W;Wer^3?T5Tc4@E
zuYNFb_tdvy+fV&@R+nGPsj}qu6Zfczu^lhc4?gfU*57=<;XUJn&r7Z++)v<(jdwf5
z$G%yNv1{$jGrAf(woiTVz&pHzn`uj5n#)S1rO^sgiY`6TR5`UO{DM?jU+2=>+BX(_
z=e%~k@+Zq?lfN;&PQO@|N@wIQIymoBMDC<-*Eh{=T9WJJKiQHs^z)V$WyQ+Z^&3t0
zTd}f#dxp4==`nxK0}Ezpt9b|7rd7Vn)HnXO<)H=RneOiG+ze}u?RnPb`~RGdXZT^a
zzMuOyoc>Y%VABbI-s2_Pr^Vc8|EL@H;?bR6A?a;x@49R%eEwIbC9eDX4zwpoe*gdP
zko%ZcHk3YOG0b~<ko&D!=Kt%r@1L&!_g2^D5c5Lrln1TH<^TPBEC2t|$MsFm+5b(d
zT>i@8i-PS0)o*WkkDrx$z8|#FNdJU<o&H+RoU<)|SJj=cE-TM4*>^kX<mB0#?i@bn
zuEMr`Z-O-Q`B@(gSqk$d)Td|$7S<a11ZzB8BES65;qs=3u?G&C$i{tSpU(dcb{&&m
z#dYt#8QjYA4;+h3kpNxC6w2Xq>%!HPXkBmL=x&!^SD6#~MZVU5G+R`+mS3sto`a=H
z``3f_4bF8h7Acii$yS73$F%#I;G8>)Z`|$ZU~U&P@h>Z%v7tn-?7Vb?rO(rENlFJB
zr!4Hg-{74bbVX9KY01;J3Afq%O|FH@{CGZFdyRkNN86{)V&ZL{`&YP@3l}trYPMAh
zUVirJOxF9Fpu%#V@69VYpUh}jy(cPTPuBkr+|Q#wT7_0w9DCG|EwItIj)$So%4AW+
zv226=($g>OaAdW3Zo>5Aq(|+Q`hz@iHdd<r2C|df-_*Qyckp-KF0-32w{icjeaqV(
zUz+FCH#d7-Y|s74mwGSG+mmOIJE=Z^|Ko-iKlL-(r5BcY?9XVA-*Q<0*2DT4Wf5xZ
zhn7@$D{Vb=a{c}!Z?P$DI~9F1PfR>*Bi+5akC{0mE8D1sFJAAX-PgWlk0x}uKB(j{
z3d>o1t#7qry0gfni$T3wo1E<OX0!MGzI|T3F6q|MbN6?w7B@e_<L`Um<o1g9vnH~3
zEY`fZebR#ihIcN@9^P{N+ufw&pWoI@l<KkbdEjjI@u#!QUF)?Mwus0SrRT3Xcq2q#
zX4_@egvrm|zuRgdt^Fi@|Cc0#)aySVeE2G0=lo!Hf!k}7Z#}PGPMOZ+alHT5+)WK1
z{%=^erd~e!^L6_@e_w4Ed|&)By7B49!|(4Yb^cW?KIkTOqip5JkB7H!-!Jrk^Z&1p
z+v_V22dj%#t3UjB*xt6m|Iz-R58XY)eCD^w<xKi%{yO;C{6|bifAvj%x-EJ5-|%Ob
zb?Z8|_FsS5p8u)cQx~|eNB`7z{Zs$Xia$O4{iDSG{&xLaGxtk%*l)VG{@2&gy@r1a
zpYDIu-^=axms{|!;LS6W{S(sFXD3e9;s0wtA?E+T!bz-I<&!rH{=6I=Q79>)7j#?Y
zwYZPg{=ZF?@dmrU%{RM!WV2gJ?hdt<_<BRR_!GW=&ib#`>fUssE^4;JpB6JcRpqQN
z_R%MECjD3SN(=rUbn?$4nSa$&oF6nViCa>)F0a8eOiHer<A3BY#e-6Np1e4}PCjAk
z9pR_@z3gQ|OIF>IdUReSMA$y%=UHFdmATdCc4ZPDRc>s%*x2cP@tEN=#)FG@{7Gv_
zI)3!cpR|MmjakLYw>p0Lzc*(-Vt)1K*#i@Hzmk<m+SpR}^Q?pRXU#ru7oNV&{|?)v
z|1I2kj>|IsO+azo?DaQ(RxIy5E@@L+Shx87*3X8r&3)#tEGlin&wqaWWY<B<cN?T#
zzfQk>;&|n|8vZMy?=2R1hFKh9csT2)8pC19D|OcA8y>z3eQ(1&=i|}JY56amzMZaQ
z>pFgFQ~5l`Lz-vn1UR~sL-U?X8pPavF*m)zYRxzQs&l{m-&<)HrMwid4toCD_EY7o
z9Y=4Jrk?(N^`)(`O#L^WqMjJzw@E+eO-e8LcBZs>$Fm>v#X^3&TK`!jTX&J~zwwsC
z%NIzk+hq~BRU~--p)975dmA1-GMUKv{W5z=(j$wf+Dp_jQbf+UUTJtcL8^Yo45|9x
z3#1sum)v5BwKyI6mMMO9ub$nusv@O~iOX%y<$rj@wesPl_OR&hil+A-Us#;)bV}0b
z!ut-XckCJyMc@5vh+MwAYUQnGY;|!DP1>~it<4>eSA=hsUU=2byl=Pm^%MUkl{0O(
zJe@Q}zvp}W|BrEbzf*$#XXf=4=Zc>cshc-jS<fy1Sx;@=v-&@|)ARMG{XKJlVP1Q$
z`EebC4>w!?`SVD)yjVNE@t3O3&;RL94({Apy{7)Ruye+V7T)-?Q|9ZpSw5OLtKs>L
zx){FtiSz%9{nX@L-j?@MGydzx^kZAN_-Eez^r5&pYE#0#`>&7Bw_X;S8Gdi_i~SnQ
zLZ#oWT>ri0*W<(YKK-v><@!OL@5@G!vRM1_1^r7mc-HNFR<qTu*7W-RNe%jKueCjY
zb<KU+ALD)6|H}Q1e)pK_EQHP-_*<jA=%H`Soz7=3>X+{Q-<}<KZ0pghC+3CQn>W~g
zJ5`sl&t*fQ$y7_OjqE?y>)7qEkhNEwq`UQ0{gVD){JTUY^H}G9J+j%-gDFGd>+Vo-
zy*~%%HwB#G;P^5tCU(ud-1jz1vUHt&T(nHqKMntHZS(Kj|4EPjGoM!!JqF&Yi+NHB
zco!~s*RCPx7<RBKFxSY)+z58ewGHU@8|bO#bi7sve0vP&h-=U-I-pBvOkpSPg9Jbq
z;Fy{quE=o*U8`ei3KIaGKF<j`;2nD92=rPVQ_vyZP*cIz>VR(&01H6%Q0*2S@Oj_}
zlflL#Uz!8nG7a4Vjkxl_9OO%I96-XI@TEECpkTnM!<lNA=9q&*mmGV*H-iv)X^uH4
zesEfX=h7T=(23~C8sRrW5OZmcxdkZYD1h&PawY519COgtcu;IZbBbGjUJ3er5MWz~
za^s-64Z;GnuOI9!_(Ai;+y*i7F3kZ46jIzmZ@91=X_w}J^8r#g5IP9L!Vr}6AUOqA
zL5*ITL&>E%;1C7J0NSNF7HCyE&MUN>GZKqH)nGBS?$l2=P%tvG0M$&OqJUFB9aJA%
zfa)C>AFKdWLBIsSDnNxfOaN3tTYw5_n1Bh$OmMjizWOWO&=e#9D@H+<SST17S;7h+
zPW^OHrEdvMFPxnE=^zc3AWuP!Gy|zeawS+lk}EAi@<@(!1o4sF=mO#+InfowM{=PX
zh!1lhq&|mN7U0^NQ{N>sEiJVuH4k)cAn1NUP|$&b3*>kR+du*2aQ$>M1qk0lK|kG6
zK|kFQ$_L52DCnoVD(I)XDd?vgf&>f=p|Xa?AR!YFVG0!j%Ugi!F4*NWFjw(%K`t27
zcgrj)E&)X=;%+q9ojK+Th9(LY21W|HW@e^fQ}jV~7vk<31tVhvSR{a@d=pEGGQrm;
z>KPb-qQgKz*8t80*P%X%Q0t7qw}rv$4$$2s;LCoH?wd0Pn*oYKl&X_cAAD~K=u$f~
zO9RloU<#(-#*u-7nX##YsR<}z%#1A*%*;&`AZ8dSm>OCrn41|XfV^S`x@^r76uoAK
z#-OX#z!>Bc3qxa&M?o=&Xn28>H#pmXqms}GHpT|fga<MOQE>V8dGj$FayWmtWEGdt
z6sX(jA9_}4@BeKMv$tsLyuKNc-p*(CFvvAPMWG_$b4k3f;rmt64qpGmE8n?UJ(wl&
z=LL)Ss&-oopCH{#_g(o7C$+Zv+3nUkb|O@4{gU%aNegO{cRc;Dv$1O8#;@5YthW47
z7b;b4En<ySXfFQCI7#e?ukkInQ-4|bCw$qwm$CYV%~o)m9_Bu{Zy~M+`_|CJ9IOV+
zF){+@YA_oT46yrRj18a}3)#P5jaUo^DFvHh09FBJ8W~xDvL2WXF`7WtU~B-*y2v(G
z%&|SUoA<B*56gvl!FQP0d^(q`tQ29%+*B`J*Ai0K&|hvOen;SF>N10!2b;t%Phph%
zF=>-}j+I_o_L+?vR<1a7!sib6r&Sv|&(2Dcl=}L1cSu;O%Bu5Mmiezerr&#a;pUUC
zId$?&oC8Z123gII^K<$8WZ4f-(R178Z}Uq1UvDh`VVS&aoY8f#zp(fm<YcfH4UNsf
zYQP*LBMVSE1ha|sJ1DH6odcLP6?0tAS@SU~^0;1{7h1vWaqNDgtxF)+rvGMU^8&Tx
z1NU_MF|(MzSjLmZ!m|G2oyT8qcc{Fx+b-Ozu-H!I;UX!vb&&#!5pORDIJy+gX($v4
zJ175^>+QFdET2omcW+9oxa9n8w$Y>QRvQAgI+rn?dpT!eX6x7a=g#f^%P{kc?gX%R
zU~WN5Ng$VkeP(Ecnvy^zDOiF?FN1;z!^^h)-XJeKf1h(m+~Jh?smf)mb}jgR-;DF^
znm<n_+~5flc;+C#?t`gfMbT{IJO08OFT~z*wGBA=Kf}xP>(ixa#%|4*A01Ksu<*sK
z<-%vg)`eM|NbsAf9WaeKTuuD#<;3mZJ+FW8Tlj9jQc1F&s?_?1A3+B_wXd`<j(a-u
z))lYa{^{pd*D{{TG&+FG{~%|By=iEIn%qGJ6j*{t|AWE{!~ePyyeF|Ja=3h-)5IOp
z@`vSou&nIn6+8cL6JFbECm3X`tj2HlJp0^(fb_zD9GQM%PwR^=w*@?1eJ}RfgV|<U
zS@Re+Cq%Q&==7HE)|WrTpSj>wK$s-MYVl1Mwi~KM$SNhCyrsk|@X;dUs>0EAt)6o}
z{CQ#5Ve@3(4||^*Ys?<GFL|ieX=Cy9%lCIT`DW=b|5M1{6cHAEsHtD|n8-_;6xn_y
zc5fbyUuGxF3N8eEZYv9V%-~WYH|6GoV@)r;PgNO}E#g0!akKII(#3U)_rL7l_l0@K
zX<sf}VF?NXaF7`pqGlgZtqYbQGAu!1j}exkJsUX>7zi-`p6|phk+b(}$^wC)8^5<#
zs`m!Jyl~L7k*jRV1m|}O=hD{LzR%Qq)>qzLp>parzw%XstmXdePqeKrzMaZ{?~Ld{
zT+RpC3U;MA%58<<HVjytNY{gWi{X0P3E<4{Qa%5WxWgy;;(0ECTt)xQ(!{qNOrBlY
z>=CB2W^t>w8YkC2$%wtj>;v9~s%QA;7$u#Qxp9T5^ovmPf{Dq-uYWKtE<DY7Y~%H$
z?FYH49ACwq6*s@MZkEey)=h49awn%3Urb8%5UTn)+hB3}(anVyZN5$u-g7ywI=)S4
zo8r`4Zx>vhC-U;~5)Yk<uR-$zC7cYcG#3>HxfHFp+`e$u+(Qr9&-&l{yHI%FherGN
z?XJIZg%rq#;1DsiKsg~7+`I!z5EoR2p!ys$sQRoywJ>Y7-$B+1XU=bUepAD1<IZ~N
z4NpzJamX>tbunvBSf*WN#I;YtW%Y`$HI6#m`tCFPQUW`@Cf+_Ety24#*=ot{Caq-t
z70;&KS)i)kd5-h8{P}6@b`HYTva=J#Ewqol%k{I(ShV_e;oA7azl&ZrYV+%bTHpV`
z9Okd3fy38e$AUd)XpB-+fE%%32_k(BYIR}w+O^l4@2~-+sBke#*ib7M9w`3q@Aikn
zE4Amj8S@JtZ9DwINc76p2_Kye+LqfVMAz|`WY?AY?OBo8_~8(5=c~&rb~I1y<tmGq
z<oA=Wrg7))=CBjYp+}0pUFuE>x^eV+ZI)xL_Y%b!YcD)8O89^E<MTH5!lN3WaCsNx
zO0cgCQIA2kgtrff^e)z>R_Ix8t_A}hmJ79h6S+llX2ri(e&qCif2mf}TeZ&|&PlWO
z6k3RHKX$9R^}CngjeAS(PPjgMX;)K|WpGl!RdF+!UtGezMIx8Pc5!y}?>}~aGG7&g
z|7<xIT%G~B0qhwIl!Ff~;Wa*yegXL%BkDpgYy>xI4$KQKXk-xjxnxPD42$NZzqf6c
znyjnYChza{GI+Mqmx+>6m$x|2kDZf$_ltIiPK$BUIhW*;7pl>Ibw?7-rMf!GlG9mV
zDx4L`6|lXsdPPC!QJXib>-6jkRyWR0I5cVHhlTTAKM;zLQF<lK-+0v5V6|CUo=zXX
z_q+4WA%f?5raf4ow#7MR>e;^~?@raNGJj|Mz4Xue=aaVYdBR@&&1NdDpaFRa95jYz
z7GO1Cj**ciylFsW*nq+kBW!$o4)Qh_@G$?Msl*+U<t(NBTj2=vxBrtGR($$&a@)BD
zcO;LUeRk~f+}7`o4qMDSpH%I=$s)Akm1yzYzNrf%*EiidzFzZ(Y=hHF%a;q-XFrl<
z2Rjk7A!7)#9qe+nA_-o>Lwo^m5gUTMhvr;JN5tGrLD$R_)Z;Z%Fj7b{<N}XQ=5iSs
zf$Ycu)4FD+MhZC~83fBfA%`o2D-Bom2(}RHLUYvO172-HTu7*4Z3yxan!_vR7@KYh
zFbFU(558b(Y#L^;(IC(u$iwi7kvV(Uv!a<15{xfp4Ay36q%fsOF?yyfo4HbO0%u5n
zLSsov!O}uT2E|K)<+wr?WFOewpc_)*O-Cb3czsEvyFvcMaJTCOSPM}}+=1yi`}3Kr
zUM<@De;enNm#6$y%-GBWl+9Ny^D&#_&>wf_@t5EWX)mfXS<g4$neppOgC&zx=tjTr
zm%(Po=0&`VRA}G0ik<UT|CY~^t8W^v+%DZ)z9;LxxZVk&aL+SwW?!yVFkEVvX60C}
z8?#n%N~b9Ek<3PgOBG*w1FxQoc$+S8PcfXaUs(44=jAycw9bEG-SEk77p_17c?KLP
zhGs@!HDHdBktMutBr;S$p@<PGp?$u5O^Q4&-))b^G%WeTZ_$5j$B#Y#uZ1ZcySnGV
zl6)nZ9>I)<T=6^y_g<Fx`Ag~L)a&ZAGyX67)UrWc$333=Y|;a_L%R&C18qOLT&_L(
z+-9cLO8wvNlbf^nxc&0^HlJv%jk3~7dF;AtmHOtABEF~J<fp#(<ga3W^ht*s>>VsQ
z4CGR<FHyS+knshu1jNgTtANc7z{3S@IiM@V!D9)a!3jU`#oxjCrA5i9!HIdr0Y&+`
zPWd@0yj-06p4hMdHi8%g8i0V@@QxVZ0O^W=-ezuMX$BdKgr`zSjz)4E!Q2IkKaBW@
z4LqIKY#^}bxAwOga!ScezWf}TN?k`5@=yK7d?2o4X;SntnIFG@O<WShzb&miJ#BCH
ztu4>PJlVe-&bqg-IZ!LH@Z##H9L#<}g43EO+_}4`;`2`Pma4+-x_r;WdS``*GW`8=
z_2^CBGWCV*HA-LZa%~Cn-S9ilO1^xxp}oc8q6rgsu{AC(uX=kn+FtpB#_jEgt}ng)
zE$;L2AGdg%<dUbw9o~B2=ogvX^=c}i)2;@@>X|yK{=3TOY1s4UR`mIlc{5Wh!>Z@F
z#~AeA^gi;`u<Fi@qp{Wb!EBd`gG3K1uJY3?<mudeT<5FCtOwN`oklaCn}1FbzbEzW
zX9QFH+OMCFFFk(n@QI*@kK=pH97WIRe|G4^*+>EfA2_&;%#r&5#zvr~9#{gJNIYFa
z^4&dMd=m>4^gUBj^GY&HDnW4x8t1|ozBD!hwMIarOrViP1tVi4P=yZT8-N5r)fh~`
z5F`L9tYHGqAOUEB4;p(kbOQ;PK?biu0!CmnK$#k<#RzN$D9OVFOh8&d-h&C4D;OCY
zgS-V3umlMpIn>AzB!J{nBPWmml1q(TKmtfEHF5<BAi2~C<WgfKml}gyY7BEJXmo{B
zA2wnL8}Y?GjtLrWBnP98V-jP6p)>LbCul6x2&ByjHWmuzfQCXr3=lRlhiWha4X7G{
zMpTWQU_ziVRU^=#su9Q}V*}6#ASW3EriNw;h8AWDW+ny-y5>gUfkeneGonBNMF1?`
zNggpZ0bkRMf5g-nmWT+An1a$4E{qr-#Z+Nx1WFzT;1O5Qn5wY}C{Y?H7=h<!4HO{b
zS*GSj3Z|x}U{wYR#+DWeCML!T#umm3re@#)X;9ii6r|uBh?Ic|6{IF0cVQHyLuG^&
z?0T?oQAb!I1rJyPQjWpfli)B$^DmB?6s#0%2698t*a%cGfQ2DO6AWQ!$pVTeSam(f
zM_5fjP6m4sb%fOz+_VNu5b1YNSfPdX;2dE!0l5_HGqh%t5vY_0OAzU0Xf=Tv-L4Zn
z`&bM)Sl-vM%5QkWvggCRtlnn<fB$Ezm+6ZO8-=(%To*jcV#znLN1Hig<TN-Yo!Y#j
zpM`hoscAEdMT$f>Z+)rvtXs1D<HyyZ)9WwfcDVX&SG6j9u;?(KljJ+@OU+kxt4qQb
z|JIY}wTRvFF_^ofDCKad$umc0Rx=-;Vy=mbw|*)g+$*unX49cdbFakSSo~t|o6vtd
z^-?pcKVRcd3S>WH{-f{Sj%6C}v*m8D-Zo!Na324HiHaxozFktwyYjcT{%H<(cU<`d
z<YRCM8CoKD+l`Gt^&wb-$e;rSHAZR)?RV^BcI04wzo&`6hecx9?)%1pQ=Gs3zixW@
z;<}<mEv>m(4!(w8CB&lgUajPxej<SX@5G2}3_7+NiA&^mei7=ayc}(yZhJ52n|<bU
z-MRl-TXz(G*mBOT!Gn25;Iq_}+#N?gZ+`tDW&6B|x~6A??}l&xy=CtcRl~~1dlJ7M
zaEsr&`i4O2+q)e;ykS<qS|zfX@4mgm5yCuqw{67FTm2Oe^Uk~5Xc+(P`_=tk&;KXu
zYZ1o)Tmc30A2>V=EeyeGz#JoEa76%S6B$sTfW-(X&?x?41s<30cCGpiE%g%ToI^_|
z-mAY|*s;r@auyH2bxKh>ciu(u-zH+ur%yPS68LY@PmO{(ZHEl<-t9SgF+1s)c%<I~
zj@jYY9=@(jn7m77it6*Gkl5-eDvuwqt_cw`Ua;Ii_Qa$+FJ4&29b7V5dw=5OBa?5g
zxU_5ktFNmwtirl(J-nHDxn0F@!PlsOw1*sFx)IEI)(nj=9l2NNd}@rFwf{-eM_>Ey
z8MZ-S&%+8sMCD}y@)tN949$^8ERBsoH9c5@$N&P>tQY|ldd`>6S&@U~!QSN$nAEJ8
zKUtj5o~3u|cYgP+`=aqOP0nvGu}pat+q#Zv=NBQ}czM<@bH1Bu_s>%~CU1JI`eA#U
z{$18G6(zx4g<{{fd9In@wDrhFr}is?X7wBIe4bV)c4nH0h55NllCvXs@co#@mSVE>
zHB-r|y<2vl|FT%}?y0RdjLRk%t;OYckdwh)L@#qe?GUg8k$wk-6^7qkdv}8dcwDOe
z3%Okmv6oG%Y!YC7bN^8bhnD@%x-)&OZcEOHE@`|GdgoC!_te7mg_px@4W`WBRo1nR
z_2eEmhtn=@(Vtw^bNbZu!;TiD3Mt=Q=($q==9e4dn{Qr`-TP~H_Qu*1%$Me<B;fKN
z$XQ@-7#biCU_sjEU<o4q2MP}i|M?=%STdaucJ=&xgCj`g_x6QJk_F!nJnmOsz~TPV
zYXke4!dU^LZZ)l2^)~Q+Ib*w<KapGHa%caA<4I}nq)Wp$^>57HxoF1S6Ek_lcSq@U
zew$)?-|Ngz`})1bC!*s%F>hX^h->uH1mrNVM+^;7S`5aZb{$xPI3Jo~Z<Cz^k36$n
zuwDLuY2q34f_Wj}k!M!xsk=T2_pseQX>mc6U%Jz+t4E({`>eW#mD`K=ws)9r-SnvM
zO}ZjW>WgEni~gNiwIFEA!HIigmI}Yo+!|{2$X(QJ?W13w3nFr24tUO9!)nW_x%qMJ
z#7k!C0VbEb|E=HmwM}}Ta;S~~j(7z-7VJ6H@pfZlcq4*HUxPvkBVKL$HVQHua<CMy
z+QC-m)-WN!_R}AW!v8B-_sDKMcvm;Ajm<RXnwXEoosUVAUM3uDue!|exb^hbbtT7_
z9XZ$4F=v;u7w7C7O9I?mABE|^&~bglW53AveM#J%XB)ZBJAG?VWHp_z;?_jXuc40`
zHm~D<6*1N8$I9@vsaoIupR0JVOn>ojqa0j52RRt(a}%%{FvrN)7~Ym3(&wO%!tlB8
z1kXGd(BKkiQudH?fn3yDow|4XeQ%a5iTgOAkoQN3l!)8i<7(Fx;vDt!9x5!pucqVb
zKk;3Q;mX?{Mhopc#qK3&%sZaBthBsU@5w6>ejhI0FfnCY@s+g?Od?+|(l`)QlHcIV
zQ~CSo@{eA37<=+}8P?CrS$6J%<FAfx)sr$)bgd4530b&qStyIPRj<kgUqP2|?0&&6
z`d5~gFLbz5G~-0yx1ZvvU-RoHJiYsmLHWB=88{R$%XRQFV{qUYS|AU@85_f!4n&3&
zC}c51>YOcTPKNct+~7Uj5k~tPKQHOBTJk+U`w`#VA1!B@*B)_^XglBJ+xFn7$i7|j
zLeoOuFXua%la;i>TIKo#Iabko7M{L!w)RqtwtEi#jc850syOQ&H?P!9j}>QoC#z%!
zm;Bu%dg%O<H@q?XDuv5CLUoSq|MkE;_6zIOPE9Xdeg-)e;%6h&@($h#AkxpEFv9S&
z?ga0mqY6AM-{&OhIf(vhI8r&M>Z{nvzuP4n!?*Na*zzP#;zFa{@iuP<8T(5iEQ@|*
zKZ|={6gla;h`-I-1-IO$mhiSO6Da!-)T`?&rc#+XOMlJ5)7_RcSGVk4Xs7of^-Q;$
zVwmLb>+>bmCv%>Ae?LvTQ_$emMZ1OD^b8!IE?OTQzub4V*y<EZ+4Q$dH3JR$Ol^0k
zI4oB9!n!-DHR*z<q2J1_4aRF*WQ8tk%}n6Vd$~tz;sSl;>bK25Me4r)-je@&OZ{e7
z_cypg59DcZ=ouNHrWkk=fymGUg*Ha$g`Rih0<CX3useREJcmbAbl|<oK~*0A>({o(
zdg!Np(Bn=LU@FbYV}HT;wjy)$!+^uv1FITiC#(+_Oixxf3w@NeL`C($8dVPKnn!15
z*8bh-^tp8dS2xevi3{uBSQef=)SNdlWa@18_c7lm>6~3E;h%Y862C@d_*(7r-!k8S
zV}6!z_!^hbK@JA{+|U@cRDm}Ti1axqq%eKnZwZ>Ub*=XMsGrbz^w<xZJ~vIZ@A=Jh
zPhLA9+`(?bZ*a?D<>JK~owf3uW_gP6U%J4$tWk;in&eS-waD$h>XBDU=3MzPJNWtP
ztH0#E)_LDC@{N9{t;FVgvCVVUd#Uw|pT*Zq@cs8=PQ9m+-Y1)yy$g5L%_v#kJnx;0
z_IzA^200btXSBQmZ!|#sJgCO3!2?8KS3?{}Xdu886oD8K5*z57-C`iH_j&l4!s-a0
zHE%X49J;pl!9w{f-`J0&Y-yBo?qUC5`&lvih2q1rvn%t}Ca=lMUmM1^soc7oPnO5a
zyZiK>sKyJASC}MPdZ^x!I~whCXTq88-MNJpTdQVxMlz+y+wHd4eej{yb2)jBZ)vJg
zOWiGMuFmb>eRYQXoB-<uOIA5NdN4O`N99vtC$ZGyVZZhi-M*OpPs`4{dBX7-OEZt?
z6dJ}Xcv|HW6cpun(?rx!_y5zbB`?@No?W{>W#6PrbHbLSlpaxkRv4#J!}()Qf$ZP1
zr+3ryPda%|yVIq%!&L5hr-kUjXF?szU2NDNJ^QHKd&Kho*~zgptlxawC$KT<b-AFu
zf}WyHeCD426KDDcw0`EklH7e1S5g55A~?{EP^%JCw4~w$-<#l^Us{xzTI82n9uVvs
z0vfyqjUuMzr6lH+fF?RXs~?SwO+l@<An<@CVxSg2<gM!g(uXo&XaEvHUSeqmZMMP2
zJ3(fn&vSrn0XrX(X7IUku<TDThHu}|hX(*L`x7k870e6_^b9P`&CEdI3K|hX^!31o
zB83EWEx(1aksfH96nI7ok=;$r4fTvHEDg*+fewkj5(Q%e13e>4BTI9TAY}Fm!pzSr
zfvvnXG&0mPwJ<U;HdN3xGq=<;voJSRFf%gJGc~m^wNx-PFf!1yv@|oY1i270#_X1v
zlWL@3XbNiHf#wXrqsx%lFwCTcV<ybd$Ux7`z|;gZ7mJ)8Ku#~pEGWq@LQfgs)Pocr
zgh~@Ltc}LlN$0zo4Frz8uk4c9-M;8pRJ6dtt)ez><geXj-*EDV=rxI?st<3?&)pC+
z6L@HD9RI9)@`4q9Q{Tz(+r3f9F4*&S%O(RpbM40X2e&fCIM-Rd6g#y3jr3tA{dLPP
zI>x^&ONcyH`Qhc}#hZoWWv>)8ii_=uX5Dr<eBUp<tn**b&WL~EXf3zN<~dhX{iW>W
zd$Z&!8a9<Kt=U(6`BwHk(fG-XdJ~k3l-XGqXR6$Ai*HO_7;kyrYkv`2)Zf$ZJxVj5
z`X_I+`gS$3f}?l|izmmTNh=(>&KVzlDXFOz>$K~KPl?N|78mtJOqsjg?Y*CWdG|Q;
zcSovXXt(Uwo(W2h2bX>o)AU>E?GxK!R-LtNVM3*Or{gYnrFT|5(?phZtCx6biLHN<
z_pkT!4te8A=GlKMKKMR}dDdAXC3pT9Pg>a7-~7GBD^}qsc);Nejvr$q<b`L(X7Gj{
zdY1M{EI~|}f?^)M%rOJCawscvK&=IEB1KHPVx%mPEnt`9b>QGBZa}R8u%AdOZlV=T
zO+b}{fr6o>v4XLgfu5;Ctb(C|LbQUBv4ujcf{BSjw1Tmri9)P`si8u&f*E*d7gT7Q
zT7s0CStvv+m>L=Dfx;9tEn}cyYHR}LnHrkwnSv%<^h_0u%s~Z%si`4Y#sDe`GR8o`
z#K1z&RKdj9T)`N;4Z}de9K6`h)EH!HEU1h@D+NJ*MT#3}DQIb7re_K&)et41IcRwo
zr#>VZl_(e)8bMS*$~{9PkZMqk11tC}KrYcWv@lRGG&C_*urxLUg$GO(tc(LW8ywUi
zt&lPfCDr08-i*PnL!>#7vv8DapwL9}A;EGD6o;6tq)FhJeb?{*xb!c(9#K{^5pwd%
z)Y|yMS@kbN691JT!)b+Le`?S2_%4ZJdYSR;+}@tfRljzc-TM6EaPKC@^VYdjnltxU
zasFZ2Yo_D5^U|gDE%}yPrnx%aIWxI^q1oLNT}_`~7>B68Pupj?>LU}sPE|SA95dVd
zHKD!_o@Kq|=Si^XkBls0jh*r3)~)Sj3~~!|qE`o8ue--~cJE`G=m(lbPMJ?uBy3vC
za($LugkXE{r$?%DCN&2Bf5jdYYxVQ4)f>CEcNTu1ixzHi5@KI+mrt|1vq-5?h2@f+
zqLrYnVk+mw&JLNPq7x?+?GtvHw*T-h{m-$f@1*KdmL{PNcd7ks3qLkJdlx>vXVWAF
z|8Qfe{W+;S_ufAB^y<zHxqFggK5t6Meeg~E#znnVPk*w?Yt4I%s~7_XFE~1kQHSBo
zaJHYo2_h&py)-AW2$X(6ag9-uQQUfh?bJoCEip<mkS$=xV=c*$+&E|oGjL%6&S9h$
zX2zfb23Berm@C98Knf@WPz;)wnJbu@S}K?tnJ5?=n=6<a8iIG;7=ia*gG3=L1F)#6
zDQFJaQo+Q)Si!{DM8Vh`vR4O``$7A8j1;gGO<<QJ1vZ|d$q-svK~e@0g_EU;g07*3
zk%FNiNUMUSA*iqdZ)yUSLy*D=+P;Cb$&iXBq*%sLIzbwQ#1u~8M2F-@LWL7}!#-x=
z6nHzU#Xz9;eE6Bi-x51_z1zmEv}Icp|K5P@@&c1DvSslY+Wq)`)>WrOq0u<~+{rU7
zVP}gMFJb+asCI8rYn)bM!920Uf>tt1lrq_zigqt7_&hPwY3`2L^zP)vzdA)&8UB{M
z$vMl_?rvCG;r?Q`V8#-u2OmPW@@?<FW^b`*(}W3|SQ_^hSEc^y?d32z(brqBXUpr0
zng6u%R=b^G@=G?a5wgfWcG198K~qRvRb*@Tqy<9%e*}k=+Wt>F7M?zJwcn&aQB_l(
zGsa$OI5%<kezxVlo2}pQKbxK*xLSYti!VZxOMUEI59=)W?Cf)Gc7DmHv%i+UoBg2M
zFpo3wb7GbK_K+R*ee<@2|NP8dFVM9VN5KOQI&e@MnWK#8fcKk$C7_u)v!pm6wa7U?
zw;(?+HLpYgyjH_GKPSH^xF9h(RYBh+wJb9^HOSowR2t!kGU!q>BQrCQqF~>|;%o&Y
zWAHY9)ZFNqo0y&oQUggZ5&lV8smUcE0r1v11!Hrt{qO|@=AilvBMH2{%N`PvevAFX
z-4y?_{gaFLiQJVCy$~UERPW-}HM19Ku3Oi+diTj$kJ4|gJC?Gz)9~Vrz#duCuGSm9
zUIBtfn?$@fG)6c~%yJ1}<aV8P;J5Ah7~{Uh0tYMK|337m{<&p!TKi1va=GIFHt**i
z%CBQ)zy#-(hOLe2l{U}2wq_<f!<CF)DbrQq>*pQXvT()11A%wh7z~;Ztx!A`qReoB
zbA_+8^2d<x3=C%)wlFdjE95d9knxZ%C^~xd=*g2Ommj#eV)d2i+hNMN2TopeoH%o4
zWLVg;D)%grSL&rxtFo(AFR{&$`77pj<%C1*(tEe!7F*;-ZFjiU5LM>RVlg2u^K(h9
zR_Iy=0T1b!U%aHRx7)t@>zB~STI%C5n_aGAf$wZH-KZ@u?(hHq_4Re_>hG=G;_D(d
zF52{6$|!}yHskZNv;RM|+i%(U;qzx{<20Xwf`U}@)Z?d5XMcTl^?Q-`-b>5gF^4Gq
ze^qN&+n{Bvm@8NJBk}Q}21e$zb8|BH?pw2F&6X`8ubh`JSrTx{vTXKw`~Nj=ZpZfC
z2|B*zWKVgHIm5fTGc%ooPdzx;tjRd9?$^umdzHuU-u?UL=4R{icW<t&4BlP#HsjOD
zvuBsi?v=5elr|}BZB*^QpU=P4AMcemul-fB>%*Pm^R?e@rpw96ot<TBUGt;h{=VAT
zCYeT6UtVy@-O|ft<CF0a=8Mg^u;5^Le61@pf3B{U)~lz}<MXbp5PUnYaC7G6WwyWH
zY~I40e7tY#?S!(jvgvxUIqNz3`OVXoZ_B;??8%cG|2&Rw@w^$|S#QbEzDZ8-@%AHs
zE~_s(<yx-)Ua@D(&cerT^X+QIbRrx$Kit0m@7sY!=91L3w6yJccRzjl^y1T%mBH#h
zGbT)(>Kd7{$EWP8R{!5^nV+9dkH6GvS^VtE+GulI+r1k$Y^eMDt7Q5oxm`_L7TPZ4
z7KxvtHATo|oz2H1!X>;*@3+g>Wt@rKTlMwU=JfuzY=8g$&9qFb_I-bE@Avo5oo6hX
zH1Bb2b@m0N+$6JU*R>gL`glk`-oq<tRgw`HD5&aixQ(}0o|TR5+N#jgKQzx8zu)^^
zPIklE=<RYQ83MA`OOgw#Z%G_4_3-fMm$U8B4Tx}ccc1?Kg6NX7KR-Wz*|dKBdv^Jn
zgg;lVUY+`>mrd)}%8lN=(&llyN>;vQ)9g@EQp#EX@zbYQH#RQbzP&svE30y^X~sk|
zcJZkox15Rbl*|!MI6X}_f8Wn#ci(0v-Q1Qd&3cYoe~&_*|7>OVz6-4zHW<vZ>XD9K
zzh^bqrM6>QyEf$9+|+OX@5Yang-<^`JX~8-bLzH&Yk;R`=iRC5esdNaJahK!+b=IK
zZ@Zp7&20bY6~7m7%nZ2~%sjz2_tu49t!iB@EiAiyUavGxKX;+($)%;<U+UM#?*8`U
zaX<Iv%WYvnCaWdVCuICHEITG3Ed2SHbp8!nm!zacg$v{N*UdJ|-Sl^2Smxyq7ujuJ
z{g2D}xuvOIlVRnRWxX48x_g2*sVFEY*xK%OZs#l6nR<HK>FN67-{+XwR)6#H_TF6m
zLTgFyhB@L{nHN_Et7p#;xW&6`?_K8$pC-sPmCa}~nRP0seo5%931(mG^soJUeed5z
z1{wbM?{=5lR()Auu;=^j?5SqF+5h|954#_k^set6*MYrGw@xe$y;Whd>gmN5+h*ML
z3N>e#VD{<7R5RasUow6z`A`!C7dgKpptJD5Hdk?|Da#z0OKx&|FD<Kd?tkWAcq_&)
z=&C?Lk%x5U7q8i3zP3?jPq$c>dxSb4IH{QX<f3+Nl=<>UTP#IatWtdN#K%M0-`~Hy
z{Cn8isI8fopFKF(TypmJ`~C9L($P2Hmb|$!aodAeucCIB<vyOws;Q}ITm8+%&ac!y
zuJ-FyYy0wo|6jajZ(D0~YumFemXBV4NarfhPg(Bk;^MO0Z*I@_y{Tzw_kObNIkl<Q
zexCD_=g-SuTsYV$z2%a2?yc>gKV+QG6gCSzHktKD=%&lZ?%&^E{{CKBc+`D{KOYYB
z*MB@JZt}C_{k^{z7CM*w4feMc6%YtG$oBTqu?l7bUd!_~pU)g<WS(u7Yn5=I;lYCk
zda=7qGB34k)6|*YDPfW!;OcdITdsNjy`1d_7c5vHsO)wl?(y5VxiwFZ&Yd5;LS*ly
zV~cI;^*>%=OM3m`cV!SmXxZxy4k^uj|Ff@lzpFFfxpU{1Ckq86Y$^&WDs~huHO+mY
zv7mXb-kyKIUhD7u5>#0DabxoF7vDtR6jWw@e$dQ6&!TYAmMvRqe}9{zo0^&`qO*SQ
zH>tbNUa#LDw>4|(hMHE^x1AqZ#lz;;eDd`0=y+>d`udt_+s5B9i!-O0P20cIV10AM
z_iuk~G#j)g&ox`JWQmH7PR^Sf8%tkZF|<oh@txf+S9Rit)@;M%V-;0Zmsq>H-Q_Bm
zG|B4e=VnYYTvz#gZh24sCm$~_qo(e@O=7xH63eS%Vq@PrHC#IRBa3@=cwFVu`2BSv
z0mssfSNj~_vanwBe)zlRo{S+gXRi1B`SYjbYOUK-r+id??XG`RcK)L+!Ev`D>}xas
zzF7Lz>(t~OJ9g~O>lHdVqdq6lrmd}wPugrv<mR-p_z9t!R?E(|H74c#*0NV__^oK2
z`@*2VfB(<e9gE%j&6*B9*|Kn|$laq7i~8hjvvzO&`T2SDeuXOzhehuOM*Qp2&|Ud1
z-Ee90tsH5^Wjn%tN;2NzznLj4DS2~ear)yW+4uL=_O374F@1}txA*Ito1f2>UgLD@
z$@Ay+UoN`qMsF)AFW+7l+S-_=s~o*XBV||FTQBovzpE-M@18HdZkYSc=kfHVUEJ@U
zS2Bk58t>n|e#3@<SM&R?80IQXFTNFHtNuQcdCKvbm)*={FRSTwTz*!wWYxR|W9M5Z
z7AN0Y;#PF)NN)I5;exahmnjd|Z}oDBy=s`dZqCy!olz@S={`6!Y4T)aV`D*!KG(lX
z)&=F~uD_y`+x6Kp_uILEtC9t2M~@yY37Es=z8EAIz1H>Cgp*&jE40-Zt}yIc(pw(=
z(A=Zcn886Q_EOr*(@Bx*<8MbYtT<NUIlDB!^QUa6IWvRGCDmM}_Rf{OFpksm52u4v
zL;r8lWXSNFzQuA+%Vo9aO|R-08gzCo@y%ga?)$6o>R$$i$P&-l^Z5&Isj#em$IftK
zky&m`OibP~-!P@+zF(riDy}T!Ei5j6{8!`5!!0-M-AnBm9K^N;7H4nM)E1unszY{h
z$aiLjl)%|$+t1ye5UJbx-`#6ABZE-p6tnJl0qywkTRaRCJQi<>{M;6CAv6=@kKRja
z2`gsY3xRUdzPlLyGYpJcwMCvmq1!F9_(FR;%lXqGxA++*xGvse`SN^bv0+#y$ll&d
zYL)uSeS>yf0{KL0sjr*N^0S=wOF=#{@tXa5x@E4?zF??EO>JS}tj-68UcVU`Hf2mP
zOK~&anAx!_jiJG%YH6>(`Nm!Qp`5d;>JB~Ee>IDdLFnaFGwJ`zX}eZuvoUxq3BUD5
zN?Gli*pJ`u8B8a}Wq!VFQzvNif7LFK^;JvHe*8MeZ05&TzZe-dy_jm&xp0n|=I^Ut
znHf?pYUk=5E4XzeC*(TF7wfm2Jo{ja<qnTnkT3RLTDHZdr#_^mV%2L<poia@klA~5
zn!l(iC?@rC_r2D+_Rl*I6jX07rMb#)T(Wx+$kn%&p6!?KxVcsYs;;a@Xr8}T7RaHo
zx8BS?tKTI4OzRcM#MoOhv1c=jEh7U#_HE64{OD2Ae6x?cEppGv23-NUDEF3tx%u|n
zWg5D(E<X!dun6R#ti{jtHv5)IEk7$5?+OaiE6dKtp1VCor1(~gZzx#X?k$SJ(j99L
zhnj$#YMA@1RN(c!u#2E5KECDWzx9W{hl-wMVCXFIna#_5^v*XeaG1_8yY1GYxemsu
zUiR^H&{0+`aInoVn|RtXcip_;iy&tm-_ptbXp5!%%0-~G(3d$`>SU(y_E=YtH)JnA
zI~D0Sd&N|k#-l&ym{q5*cmeWpGAPryUhudKPJ6S=?&Y@LSAcQ6<Hb%_&AbP4<>f7r
z->1#EfAI?_KxZxUePCd?b>T~plTCbQU(o!sDdZ&YWpIL-W!65u;MS8EgS{Z9EXx#@
zK9D)N?#>rbNX=Sy_B^{qu27TjdywUsw^CG#Zn>;Cg(?l6aX52xecww^7@GLb-ehFB
zvhRlBDX3Q7nOB2;)TiWu;<xs4+DGoBr>~!xfx^=~_u3vsu@ckmk_-wH_hkwjg!trV
z!PG%>Nmd>xEWlA3ly^(!%R}*lpN-DG1v$ekw`2C~+jqaeSz^EZ?9qr~kT+KJ&gx2=
z{bcVPGtY<5zCkjo=-llmJ05Sbe3%Y4tM>A<U#Whx&pMw0o05NP%GAPJ0gMj43-WIX
zbj^D3Q4Q=ktK4Ju$KLN^Y>;BiWM+8gaEqbAa)KE{0^br|h8fHx3YGZJj!pK-0VUni
zTRK&KKC6@`9rAet@<r*bCutq;t-3w^J6aNiqnQ|jGUl48=zHtD(Neo6R(Sht7AJ$p
z!s=Tbr{&`ps9tS}dK9uiQ<srJbCu(*2~F8ap5=xQ3k5d^)_F5HbiJBrwnQQN$3CTF
z_F8@U6YdBxOjvYl39sfE(bH9h4_wwyya^JqTFR@rOE2t;;A1(#iKmxtWnoydA}!Oo
zi~Go`x<Bo2`Sd4V7Gjv-lzVH(jvXOZxhHy^HokiQ$M11d4kyTBNC~<6RGoa(na93y
z%N9ceUhAA0Qzmo3-xa>ISIyaOsF2IBN}8O&A{fdm?qyCE(ev__xeM~mu4QLu&i!Nl
zMx$U)%u#-3iyEWHu8}hr-)3gu3y!_q_9RY7{m+qS{YTeKld%plp4Hj=U+{RHz|EI@
zxk3yU4yJz6+EST%>Yd8_lK$>a$~rvz<mU8Q%C|teg)bco%UtPUueQuwwC=rS(PoB%
z`&m)9B=+1^%w;HPM(VdR7_{HoQdn5%c#FY;b8DvaojZ4A{;!!}#_%gp+H^)P!<_b8
zTMkxAGdynuX}WS|%g2{$%S;7NR?F^BWmvIl)=aaP$B*3k_DAvKgThB{6CZEqXP6pp
ze7Q~JX=lU2KOfJyp6@)vqRG$5Ff}mw@-YEvg*|s#o=;ZFV%_(b&0($7JhLaaDmU&i
z=eK-)Pwcw>|5LrjkB+oXF8a=XAoA*;ErQe5FT7#z?z7@({Pw9LdH*jr<rF?_vDoVR
z$K?I9^2ZDfEPfNs+O{k<_m|C=)hp{2m1g^-Df@bR{!K9kj|VQ9%00oy=NHVoFz4}I
zzcn?nEOlz%&Wah%w&?z}{)4IauG!n|8O|NqdFj}M`mJ~NUuoFFIN_M&<z-AB(hQjs
z%(gGw68XhuekdD*yYsC(X=m+!t~vMP_>bx<;w6IGzdGdai{IWaR-N9pVyaT!ZVP$M
zb^mm_K8L>7aQNE1Wv6dilf{OBH}ej>caHn5wtm&KEn@RZ-+$V5^-0yA#j3VPZq<LB
z`TVZ1>!G}>)%*)gmz=fLJS7}{uIq}2Tz<xho7T=b|GSRMN!4YrEON~FvpDIP@v84a
z4%r^k$2tC-`K11NS@#7^rHVZ_ETdRzPlo5oDgCh*k^a}u{3?mZ&X)0<PwuT9+q0sb
zFQwgI6WzUrv;VXD<~=b-w;W4KD~>BTn^*eT-T1C$)44YSuGd4~8#dg$vds6dn(iyJ
zvh#WxVRzZwHO`2dbDgfW)wYgx(R)7G=2+wcPyddqe~&IaT60eFfaMC`+3M0e?Z2c<
z=9_o0@%ZIab5f={c23za`+B6wX9?!>N9;ejZ|VEd^<wLzCHp(Lg*q2L%3;~R_vfX|
zLRHr%F%QaBF3HYa;u_$*(s%aqSz8w!4OzdlTDs@XuXXPiZjP*6^*d3itFOm6>27p+
z<-yf=s$6_lDK9g7V0=j=Y~T8hLo!$WnIFWh^qsx!?XBvHiYZg3)$X_7dGv;?e?Q+W
zaiRE%#dG>auY{Ovc@qDS@mbNP9VK1vQc^iW&J`yX2C7%__S*{H|5*9#!pWrP=1I53
z|1kX(2|qVq_rIw7K5_T(&d0A^&$tz81<bj5a&h1(yTW%9EaZ>IFL0b$X6YH@Eov$L
z)7o4s?jxheVzb<w_{qBp)+U^Ir6E-mH%G8cLDM@odKDwrWG^1q^3@;vKQ3`u`SoqE
zjn3J;lk-F7{#W0)LA&0n&XfP)?^O}ky6?yD-DN+&FzWlZ57I~S^%fnuZ5%5Tr{wpe
z^GEC+b;-gx(<&}2hj`52V%Tyl_Sfg_ic>5PUzb09N;l-{v{wr?{GX(L`uSWt{by~b
ziTG0a$L6dTGp2~>2{lz(b=^HPQ(*73{d*^TdU$|o<Nev2mCkhEKXPLIm41=N!xa&?
ze&q8BcTF+P?+E>Sr0cpxR>sC{OLl+w*&T5q^vwGcg(iD7=ReZZKdAO^;{N)&b?p&<
z7De2g9{+3k%k1kB{{&NS%`yA)P36{uPy0VEzHm5K?$BbXy9zn0eq`#sS3Fx}IJ?4W
z@y9ncD)yREKQ~==i4)V8&KG(3B=qaj=vx#1ESi*Q?Po5zb?w(5bB_nF*UIGn)Afic
zZu&*3w|5c+<<B&_IXY(VjZHo>&Hv}_<{tk!fmXG*JMIe|a15D!pa17!hI1R2>UX!+
zKU*(7>*k#Or=}XM3Q}MH;#+W!xx^0c_uFjxf0jH>>`~vi&!+7n-;equg1f#JZ%h{1
z&)jvX^u15qgiCd9Yq#jwm={W^zuC6Niog5IW1EG6n^fOF+#Mj&?)NZaS;4Z7XVq&T
zTv(PaC7rM{+2H=9rn!&izVlu=W9o^G{tx{RMilg_@BOqd>p*1Y470W$-IgW~|6Ep2
zx;XDhDEqlz?o0FRD-+Mp>^ZS{dh+E>!A75pxbtV+(O#i6%S~ghR#;K9ySSHu)jj=V
z9aofVbdKkWtJiOtv-4M+%$JQmsh3?&sKlLOtvwlhdD+1~?T4@JRSo;!eE+)dWC>T9
zUVoFAi-!t+U9NGvyZPPO9jik^AL@ywJbv<PkGhH2xvYcC_xAAFXkRKSed#@Cg2?_Y
z|EC<5nI!*dkGp^FZ4Ph0zQ>bGzpVLw_Sp)XEfFqykJ|!X1V+ufcT78y>&y~^f7Nc9
zzmJ}0uSoP}oKZG~{Vuoq(W4Q57td69ODy|ft+#IObB{B7k2HV$dRnIE%Fjiw|Kx`R
zol*a?#JB&}GTxu7&G(0e#%-0@-Mmb}Gq-V8+c6%i1wV5BxY|9+c<4E^%&v>yKdSW7
zp|@AWPEWc#DW~KE*J<%HmkzBpn9lEMWww6lr;}w;&tC{Ev%ci$>l~QW@pNBfjotib
zOBb*HG3DPu*FV$Pq?R7q|1@VwW&ZE$HmR&Nhdz2R-}_Zw!LazL)>@7I?=vG;mkHl5
z-PV$#J@0!)&gY`7Pf~Q*TjNsCzqCD7>1}DblCNH6f|{q4W2UZ;wVR~fV#(ubZ?#m_
zc~^X%_w?f=r@F-OxRT%pmyH)Gn4bHs`~Ga9m+|vg|E!ktYHI49*3{THC3eD`nc|bn
z-WHsC`oUQ8w*NBzXnEhp%jy6A)$8;u`1$;-EBn2uq7QGEva{FKXI$8H_{-vT!OrVq
z^_T6Q{YBomLB%BV!im5s#{*~1J~)}PSHom=K-4nV;unDlmqMI3^R}uimDkNV|K`C~
zxl{$+UrA=4YAR})Exs|QYpzvNo?fhSX@<*6kM1KKKW$7dy>a1w_#v}~sdt$smuFPn
zJE_y@-!!zE-9EkCy7qA8i$z~GedDG7AI=W-^4ss2^mn&S+@+jt&v@l7h5em-{i4Vc
z5z{G4w`47IefLOQqr=31_NNP0-9f1bCNWPjo?`Y_{NI=FtoD1&>g(rM{;oQIH{F`a
zRDSc`$4?%Jr?*`6*X(0k-}k5H@WzL)`)jx9RlT^i*g4GoZ*}SucJ00k*Y16_O}Ud=
zm(i44D_*u)tVK0QmuG*Z-F}g^U;q6+9LTjxUOCuY&iAfNZQbdOTh<=G-0ZjH@~iyx
zGp!G9bSo~`Z#x>hXzGK1EobHn8S|^91{S%^+gtSIxwd<dp1l9wte6F_>%C6gk)AIo
zRi62MWw&*b-UT<N{^b|VGIe+UJF!!q@2}76Q=)>J`+iRfm$#W68!#t1c+0LWVfWsa
z?tQUs(Z&ngxVp5%Tg|<?@}>j@F1Wuzgta;|bLPTN$Az`G<}5rCbj++f_tdw*Reu~7
zOanKRCVsSBX)Ip+;y}zU{Yt-rKT8hW(Er;Pyei<zo_}}$y)!;+?SJ#`QSBwSw=X>J
z&%aotDl_cI>f&$TX6>FnX;o9J^eV2aA6BpRk6d-}`t21xr+Iaseqhha`0UWDdo|_C
zwq=W(cDNPW+FHGsnZILJ?dG{%b-X*HyQVz}(Or40aO<X!*B`CdUQIi6HY+>$t=hXy
zVb!xg%}9wp=w|!6a<$bBk-u_VuFY3_zb$OJ=Jr*e^<Dp8ytg%@XZvdV`t0~G@w;>X
zrp~IhEqA|oF)>{K##Nr*RUi8n9X`7a(l9QrxD_J#cb7?B>gD%&i{I2Ok8WptJt4t|
z&m{cMoYJ{ks>b?;%H|J)_*Cz`<i5Ev^QQXw_{A4hf8DvNar#S<#?K;`M`sz^!dj2L
za60V2BK6b4*ZeA}7tg*pR-(U4KevT#=aQZ~n<Fb%hOb*5e|rCv;0aTsJ^oMcTcBD!
zdCk^}^J^Csp59h-D1UY9_UVS3BTrkMo*I5_WqzE;pF4MB?(Kf8c_W>D{=!*XU!U<=
zTz2g2hAUrW3on<=S@wUa(Yl$LQ=X=6)=9lH-OTA}?#%@oQ>!?3yYGC>eD=@N#-8Jg
zewF=xxpLYku1B+kO0rIwtvfmG(;X@A{cS7MqOuN6yYVqPX~i+t8`p1~RqvHb4!)nW
zD|E5>+zr=O^lpFkI{uY*{cWqfwG-{{Y5i)=SSwg}e9hORZL`1b^u3spw>I(h;<wpz
zYirA@FUsVF&%YNqf6dnQ3%6fCp1tTz)`_`We{EZo+InlnM3dVL4Q*GJ`JVk*C(ZD~
z)I*xVfc+91!x?bH8aj&v6<TPPD`lG1vW2lgDC_dFxV=?b<qXsZ59I#ZFSsN11J|4*
zXs!-CwP<c&g0kbz9DPj`k&}+@MTy|!4~Uy}EKMq@EJ#(*CwYz$v?>V89Ak8jNT|&5
zkN>~vZE-lQ%epG}qm!3QkVi{^SNx7pAwkbIT@zcDXsIc+WX)DvGGhWql1f*TxK<;F
zNPyn88Ew@)9^RUpFL&qNeB`BYtVysp-|ouHyw*!I7jAwmQ>XdIj(<aLanY{$X*1`(
zeHkgJ1O|(CyNLgMsdc*9WRnfY>BSptxUdrur<a?sL|^yvtKFgIIVt<l*PA-)Tej9H
zgbKZ0{#JM5+Vv+stqlq~{K@NvTrQibZJn;;vg@9AOFVaoB~*&$oI0Lezg}KY>}1x&
zX@yF%$`Ns_w~znXAk12Odb*j}qWxEQ_xvrMZJKIxYekx_ebJ0N-|sfn9+NEFxhHE*
z;`dKHt6R4IS@OB+wA9I5j`!Zvrqn)ci<uVQ6dt6Z(|_m_SwxcV{L)2hOIt%?FK$Vi
z*j13BcUn79cm7QM%(s=HtIyu9JosczU&XZWga0y$Gs?EqxVFw%9TgeJc>B}M>1`pd
zUtX2m+~bmRJLz+9%+a^zyFaabE_U+8j~%5~_n!J}_}+Z>r_R#Vi~9eF$>oY{`pLUh
zcJ`UiYfhZ9HM(eVIPQsL7-#m+CcV2APCGY8+UHzZ|AynN__Xjw@;&6YdWUgejKw6q
z#_xx#>`rSx+|pI;ymQL>>5uZ6FTaY6<6ItkXQ9tYo|DJVcS&rIh+|wHdgr<;)Agm>
z9G=_=nHGL9Q*?V^+`kv0^Ikvy`)o_sY<KCabHWPuC(lVVKOuZfa$941gzB8ILVo+Q
zhZ$`wc5gD~o%-bU!HcW)X<&pLS;U&BtF5Dt<O!Ed`#ybZP2#@Dd%HNTPX9jrEMs!*
z;y=2#g*NZmKj+l<n=Esm);<row~5p0`uX2y7w(BLcYL0FFP`sdu9;(cWqsu7_y4}m
zKYcm}%=<`*i)5~yznx=${?osr2>blae{D|xKAjl5^laM&o%j0fpUiHb2f66<{Y`&u
zuAl$i=PoS*6NGDgG*yHPdj`Upvk(#%)A~)adu>m@h>T->{z>`C{?soz>kqv>?JmA;
z(;lwAr}cSO;kP#T+&dC_r><DXKFp1kd-3TPKWBtLEIXgOD(rK{;=bUY2Q!U+eA)BD
zsA^jH!Id?61~;NKFM`ZrTE8TK%!vA>ZLcq)mtHCQOH=;-#MvTek}Fw%Y1;4gTe7I>
zspyO4e;%E8iMw&;6W0#i^It#LJ-*1cbp9t!@#0BM!jW-}|K^2?Z7&buI<0*`TT^73
zdtxPw=v?^c>ahsdB)LNV-o3B()x1gik-qo&@n6{rVhKO1bJy(mvYgg2W%Ik{XMK-v
zPuMLRUFv$d%T?>p!kvaZXRR(?+jZ#io{JmrJqtasi+`4NU%vCZvYe|~pVQ(DESD?a
z`+MO`jc4}x&t~~0YqnR4Zg|)HY|>?E=H0T=x(WXj*5*~^7|YLkTN+oq=6hxBwRCxt
z?{n_8-FbUsRY%-hz1h<{a-wB!ADP}(G55O6>&m$Ok>4GQPkzfikt|_tWtSJbwVi3@
zbFs>K*JWOp#)<xV)BNnxf7@Fw|GR$H*CyT7I{&$>|EtCN_c`Aji%-7HJ#n|sbkf>8
z%EG<IcaKV(D`}LSedIOR?O*4gwaa*Cv5$A>?Tyy6zaDmLJ=J&Nk3^eT$;)Gto$^1s
z9j}@_y`!U}<J}VBXWR|z^CdU$|GoIl^ItVTQ@(FLFnQsF@BMck=D%4N{%hyQ<1-Jv
zVCQt*TD$K~aNVjYa%TAn@j82Ur<AC9ep}j5IC0mP4<Ccm|6K{wyQ>ovtr9I2ef^u3
z{X$=**R#FU=3nGra=O{Q+4u3%H*5BVvDFLbRJz^EyKH{yg#P(?a}_t6yseS?701i5
z)!*x<+vlf^OQ#zjsX6m~%J~UDCQr_rroVdP32CKYI+fXzuh^?<Hb1Ko>R7E?^DB7b
z!o$vtl4`rTp8S)4`dV_*tcHET%!fYjcAb4G_MXMNFIxYLCf99!a;z}UdWPym_LLW@
z6F>T9PCx6P*OL)dar5xRug0p15qmW}txSD)Pl}5Bf6L;Ht&~QP_2=8W<Asd7XFr`@
zqf)d*Lw%0k?dkVw&Uk-6pHelw{`=B*A0@s0)=qr#=+)yQ-KD>U`}h4k&2lDIG9zot
zR`XN-ma0JoR(h}3FFM{-xVV1vl<5zAR#y3+)0y(bvG`SR>YEjYnwuUZywZ^Twfl{h
z@JyY@uHW>J+*{n3lz6>G`l)a~dpO&^A1@D_RJwVu?u~YK<zt>|gIGDMb@NY86+L^_
zzGwdG?DXYnW-rd_pX!j>o4dN^!lL(n$L=YE>s_T!uj08B*OcOF*??LI;FgV%ficRV
z3+ABZfnXWPaw;4x6~uZb3&`<GpmoWxotqVN-qw2euic&dbWhz;Id+f8_v`{J9kTKL
zllM7P#dY50_~xm6@<02m?1__B#D?xOf5}$$$YR6!xTXD*G`f^Dy{h~xKmC_;{P+3#
z`*-QO4?li<{PzC+57UL5Dwc#Cer*5m>D&4LUVY4Odj5Te)_&{%llUJo|NnX1-sX$^
z|BuVJ-~Xd%^Y6?2CBm0E`saB(>(BqM@c-v`bH!OnGv4nE{~27<Z#?~r$LGDr%)EAI
zpV_+fPGor1{Gg<^e;RLX`zAe&*L?QxUbSAv$!d<rje55CS{H12!RB|m?)T^0`E^c@
z?|q)q*Y@Yf&;CpNn_T`se=eV2uUzrt_VM%oe~BHg_Dc*~>H6=}dH$c?l7GCb<uA><
zaqFM+R{uxU0u|3H>{kBqu3w+K#PZYn1xw?ne4p52T>8eo<&6E4??FLo<!_q5#EM?l
zIJx7j*k}FVSNCfI>VC(+Jz5^Bvee{W`pdOnew?0i%KyH}x9WNI*KfVI{2D8J-*Cyl
zy<5%B8Krmazw`c+@BZxHeti4>9^St9$Gh%NyVpyHo+=Nm(dM`x@N1i|=_mgE|8HJ#
zc%`~``8>J8YYKOSdzGRT_dmBOu3n<RlT|v+Tejz-^O<FPo}|CmJ^$;*lAtx8ZLcN1
zQYfAIccbmS;@PYC^`2<7%s5<qw(#6X0nMf&;l0z2?JjYs+O^?1_p}wZpVVvoR-9*g
zs=mwf-`oXRUNhUyeHY5+xV%_Cr`e}+g--k|UGGcT3nqLOc+~1;y{fjZ{Nc}U`|oWr
z67<p3a8{k4bv$YMvvaLSuedH`6O0eDO}=0zAF^!Pi|7SGlMgdXoMe6SvQToj2<Pro
zZ5!+*G}d~h_C0iX>m+lj`Q7QXmDOyzvki}@9AFfatXin``otR<HUR;NpzADlGCi9%
zrI>Jg`xvoRZCIFnmm_C~=>^%S$WE`Vw`VY)S(<&4HA_4y|HYxk`PBt(yF6H49tqi{
zYtA^k>Ck1tiyI<kV<%>}rdDysoOGMXxVhPM^4t^V`QkqgI=)wKZqVo6`1X`rWaZuW
z9h#BfI;w3p|DAic%j(}(<G9p|JG+>35(73Z={H?pXtAK=0`HMSsef`C=84z&3mF;A
zbeX(mcDl4ne9F~)<s%y3cwLNdEV)rI(eJ2B<F^|NT(~1=K1fY?<@j>SlG4tO6y2SU
zE4BO1r_OJ&pUNh&Xqs!P=kIrpTf91@%B()@Nq88@{knR!=YbHjjI~w@62kV=YxnK^
zXC>6vxqQ=l3+`Q^JM<0M+oOUq{stUUdT{Y@)cq5To11p%yx2PV;NBh??u!vlQb#Z3
zIj`Ae7!@uy@7tHUeGgO}t4dtlxtCQGuljcW?jGi*l8Kf3w|qa;>$_+ovzlFdh}!0_
zYDL>l?QvDN%r7@)QR#f<c;?DJwWfCCYNPk_PF!(uU-bU?0j3QGZ;!TJ>+tD0;WpnT
zdtznKpXXoqCVr^ZWsiCrIEh=<onJuI^wNTora#8&suQA4&z$A)tl%X}_Wa&i9xRSG
zru42^Q@nRVt!~)GMxE%YwSsH-79SP7eb`gd;i1o!ho>SuWpWm)E=_OSazevx#l#&I
z7gAhqEc$*WDf8;C81GA_7KeG7Hg4MGvvK8>^ruO!lTUVwHyyvheMaUu&w{<vGDW4#
z72eJ$*?RvC!@bEroNs<^HeTi)7}~GDEH>!t#nwe7doP8Y%rHAE+ny}<eSzz*>h7~=
z`n^=6LUgx!++q*Cs$#bG;)kUhr^M{(6MP+Uaewy>y|+9SBH6L)W7AhGxEQ6VF>{qh
zi;-HtR<GftYnwi*f4sRmbmvNy8L_ns-;`H5w)-abFnmz!>bUdx1h2NNg+$Z071`1k
z?)W-5-O2u$B_G<+vu|BuQ`*dZR$WKKS~L#r7BiLJb3xs6oztVr9L+hRt3U3zu=*#v
z_~ph8yhj7}v7A`3R!CaZdC7BI3pUn`?9Xy?Qp0ynOzaEf<u<Vuzf$awTQ|-0-_kWR
zdIi+BXg)vMdpB@nuM_9PFY<5OXT8|Kd?Sd_*?hz7n-ULCyX3xRn#yRDeW8ijeyV=b
z$&l9Kz5q?8wsV}C2_gsEq8M&yz1k~%O+oxhuxPMhrm&Of>mC`A?W>l%ZuwNaaYv3v
zN}1Y<b8%-kIlm6{{4&j8hSn~Hr?<0?nJ6glY2+<7%)EF=RIT!ZkuJZ?#%bxoTq~Ge
z5C7&U?Z4{eTgg(U<e|Q+WRXR*cZrvPY{=51S8t~>waHvGUtx3koT13fnu#JQK?O@w
z-pkaj41RFv&Vp42*XEp75jEUjoFDg+ajjDB&rs2}Gdm~#>gHsM+0)R<?Y~MuBt#@A
zBy?_y#pjMLukWk3ImaYMPV6bmR{gfFYj2O;)-4Ub(Moq*R`Z-qy7b0w*^Ug2zO81u
ziC+!EpC-H&XjTY~-79}<XUjRw1$$bUr{uJnn<Z`Z%B|n_^KGYff$0-D=|aodujW1H
z*4wwdl0$Tz`Km=P_4@AVxVX!TOl)4|GS$*Y&hMp~l^^S=;BPOo+AkUWc{ab<U))->
z&TF=ytYhb4oeQr`&IFhIdF_<_!sYV$6tOOc3Fj2wIh^0mYt8<<^5MCY6IXGCTra#G
zpDw$Vahk{~;XuVNWtlndTb(C6&v$9%*z%@P`PuFgPcfy$lRnEP$V7aOJSAfje&<1e
zs91v1;orA;EpA-B#k@E+vL~nPYOuh@>nk_Ds$$$4D^tnOJ}sAjsgy(MSFzKN)$4e(
zBP5*f`nW_LXpwJu`N*f=zVrOaUo!7@ZPbz9^nAgh{D&_j^#y)+nJ_5zD&%enX!B)a
zRpHJxdi`?C;|1ZH`PV#-`Ne%E@leg3s~2AsEy%y!wwIHA)#p~pTP>Bve$i$rH9}(h
zW?XR&*r{{Ka-Ao)*};&lB?%m}eJV3dB0qZUyrZBTevE^?{Bw-M7QdryJN0rJB=|Ee
z0%k|Ia7Y{U-BwLjQJZG=eS*OB4d$_#_qZ)*>WQp5vpbc&{nWYBwdyu%4+UMe9=ysJ
zb+qkCm08r>lN#N|p*v%IE?UJ-mpM3jN<e<asr^M)FP#iIA`{rN%**GD>}J!Q*KR4C
z+~W9PVQ$PD^|xh>7maNF8b$Tv!@pm=`g~X5>-nDF+nC=}l}_0C$aF__Om^$bEuSXO
zC|BjboU?SrTh$<a+Z$>{H?+=&d~ck;YBt;PQ<CybZ4)`YL<?sLS-jBwCdXgfTVB!b
zqPlf@bwtZiedX6pJvWyKXmqkHRGufWb8!L3!=z<5dP*<fRbZa#J;_{Z;gvN93(aB!
zUR;%mSlnp4b?qspxuy$R&G^FlIJw<L--Ma6x9H_|bF$~Dt7R$LNPf^-H0}Byq4F1p
z)^+X=lr1~sulQ<TyKc}<H&cm27n8SF#lN^9Ais0FX4TY>t=A^L*IvYQ^NG#bwY^$*
zerHVD@?rTS&F>Ls4~t3rRRjnsWgM>gIBi#=!LC^|n~iu^`fDjA?Yy2+SLfs+m(Y8|
zHZVINt<*e3_Ty=(k{=V7EI%&zK}IV<^rK?2g2cO{YgSD()ZjY7<S0@2V%edBQ+XG^
zhn%mm@D1SN-rrO5XrdOoTh+M|zpfL1WK?fW$zOP|P)x*GR4+LuLwtw%>GlG*T@Mx=
z{$;Y~EXVSg3k?omyC!t7@VIWS;4ss;nsY|!uk70F6@hH3JS+DYXe~`m^%452c`$9;
zbZ!%?n6$mVN0uMoC^{*`iM!_TvU}@$dYTR`(mU;#!^h(OxVkmGR#a4&D_hDr|Kguz
z#=jo#EquE(m6a_$(&qDruIG+P+1Hn?+i-s-yIoF2S}(semsECmeo8(6z1bVLud<xL
zEuHtpHIF54@oF2#JS(2yD=OXZ`gq#UyevBZRM$LGq<f8LUEmK#ldC!Bo=1roZM(6&
z^Tsz1)}>;n^yO9_Uhl>%9=&6YK<Q#Zm5j#Zw8VFM>r#|wJzjLs?Y3FJ&H-oBH>z(A
zEY{oq#r>sLT1W5}PUiY8Dz40jR^67rdST&%rB5v$eRJPEP0ux_bI+fP2j)7xdo^qS
z8<PnS#eU!YH>G|1>E<#A$DH~pvC;D;Z!%P7*}|p4?!9usu6>N&FV9w<;ww3Kr7=JK
z%c1S3HHrjE7N6feU9vGwQzm}S#XH~rP1nDBZ{dmbJ(|^5EEluypZWa3W!IMaRqq~Z
zDog$8ww!A`e|Ln|vq0T{rMxqz{hevCW|#f*PU{Pw^AB$~epRsl@io`~{M*;B`Mmb*
z+qtidbmN$Bl;v)<j7UjPGp^@fwz^Vyu3nDkSKHOsRVL48<)|^(HKobn>VoC%JL0$b
z9ORbcnUope%;OTMey6ot`_jZ+)9xs&>Y9Jrj<dTvc=fb%GG7|HTGw;V&|#64Ud?oD
z&Z0H?ml|$Xg|2$E<ch*JC&o%s1ty!U9A1vF=;JnOS0XE8irw~`{kX+m^5N#J$-jc%
zr(C^xBzd{jw^i$F9g222|5#V+(B~n3?B`sU9;xT8_ls>7+-J+-kZ?P*WAjVS$=U19
ze$DRQ(szC-<24DzlDzIOOu5}(5+oPem`;B1qPBak?|ts*+50wmb$@R0d@x(NEZF~h
zU;fMa+;*JbLj=Do%j_`Wh;Tlf#;cloX`hIIQ0OeLQv%N<?rM02v3j`aCcV_|h*V5j
zaLDMzdqJOqNqqJ^lfCo<3qMHOF>(iIe$$w57h9BccYn*14<~EuEnclETrgdTT{&23
zrp}Fwy3U_+mN!DTrk*s<I(_%*O68^D`=frvNIl445{sY7tpD=<hlyLbqbHSR6;1kf
z^$z334PmUWVtPCNDEP$|Ih1T){WVvt@1uhA_VoR}{|;J8ZkW8}9M>LW36-h;9tZxk
zV&7o3WwQ5{Ho<Bu&+wDMVbiRh>|P;gd*+|umQ%NuyypI1a%D@|k6dY{`;Namd_VYU
zsX7<x8?P>1YpD41#nDr%Zglw;?~{lW-My~#+Qzdw7J3ekQx?sd6<NZe^(|(pkBPCj
z*x{@t+-0n1mukpLGccsO_G-V<KUQQE(%XA_xy6rEjf#r(Pcvd9W*Ht8tuN2L&3UZ(
z<r^IX?|rkLuRfdYf4lLVU%_LgGA9lb-g){zPHdQ15;IFr?OxF;5B@jXRNuVO5!}eL
z{p->#KCia^|6=F;hbi{0!QJ&g&f2lh*XueTQvPC}(#Is0^u<n|3jb_m-!FUjHD7vb
z)Ut^E9M%^;=N;DH^ZCbtDQ#!Ctn7-N)ymsHUyrL$w@UhWc)HkGlhdx>9Qv}^;&g7`
zcsETU_Oi^{&$;P)bLN?@n6zcGx6j3c^<A?sU#L0#&Hjk&i;A)YmM;my=QeFw{_xS-
zzIAF^S^b6SO$+Nkeq5y?dUTgY{I^i6LigERB34$WdHM2xDj%k*E9=#Wth@gxP4Sfi
z51Z7h2DM|yX8SY=b*dSD5V)livt{u+W@h(}t}V0Iyg%_tgCo+s&4s(1k2__FLW2DY
z5AN+ux#HUrT<t0zvHcDHC~<s8r-DzWVt?@bhD3$8-<B3`TI8`^BC#-*^L<aj)VsMY
zz71Wi%%bdSS4CsWD#TVcHmGIaJ;)vQe&Jc}nLoQ$Em1G^n09k|#&Ii=bKGT@opn#2
zo_EP}nx0~K@2vn%zom+PKVmK}nB+Cz%{gb~pGjTH8B){EHm{j`!h!jKWofVLBIR9+
zRK)tGEZFko@gZ-MyB%E1O~O<qB6n?$jkQ^^QJ?+t67KpcnU&m=m*_`qiQ2-$z_|KK
z#WZdSxt%W-C4CNmeq>JG<Q)n#muK>=uTvAY+V^X!T*>F_hrQWtdF6B$Yi@dS%wgr!
zuC#YEU&h@?KjpPu>DnAqb{&4->3SzZ+$L}=ynEs3^Ori&5<8hR=KHjy`}Yg5ggw({
zjF^>db>rD5nOO&SCzyX!zx3a(S=iC_^@l(qi4|#kx2na=D7<QLTuWa~{M1(UE3-GA
zt_z61YLOk*-&5&kBfa(Mw!<kKZq7<So2%H^pUdEWui)lI<2kopemP~%^U-bI?yBk1
zY&W$29&Plo3f;7c!(YvJ`MO)tkG+y2m8M78oNN1Lu&3e1x(@*{)xFn3XHK508^m&7
z^`qG?R?aOVQ&#NS!n;bZMY=^)ChS1+VGdtMqxMt@{fIYL1w+!`%(`%G8Dq=kCCph0
zM{m75eQHj?`adm2GS)3qUOaM5(3!0{{rl3EBMT?*=TZ<mcuj6rL!E>4&I0k!nHv@~
zEDqR|R=Dxk1BWek%sQ7R%6i^z$rPNXHaEeczMwB^w^=yfkAo~_!m{CEY?%_PmqjVR
zWtvzh?DJo?qIc1}6BZlRI4ZxWxiNKV!=1yTccO*1I9|PZjWhh)htq+&7T>omnZGh@
zRfhyaxa0Y+HTLIvIKIrXSQ)}+o^fucN2h9al7o@?VlU?=Me)PU_MOY4o`u>>`{fsy
zYE$gwT&UR=;X29V!z?u>?-idOY^zHR{c<4n>fP0{r7V;DoG<I9tm$UXp1dHnW6txf
z7gJBIfAqs?yX=;E0^Mm3@A$7PXBTzdct>7)b=GSam!r4ee%|_+RWo$6%>SO<TCD0!
zlPZ&(tdw}-685>2WdBT`#m^I?qs9HTyWTB0;zCo-wyXJ)chXj@F}zyrnaNOp@>J1_
zNFi?Z3j5c(yN)qyrSBEh>sV?qXRpsaKMA(i#!FPW-Sv|1G}rCDYp`vJ^PSU&4jx^X
zZorV8Jb7N}qL;Qw4;0HbE<D>NBWSzSq(bEAx9ra~nqB;xLnkj^E*rY*!XegDsk5#3
zPm6!ZTiCU?H)ujdMA)pmx7-pLvM*YkzOJ)s?egwx|0-sm{I-9+#JisPr~TY6J4HOV
zbNG7bQ`9cLuFGmSIrLU2USwaQzU_hN<<_i{hyw*nzGayiG_&jc3|(e$oITY{u|2c)
z)7`e36Th8wAK4oD7qQ465nGetT(hUT<-F>Ahub}Oo#rJ)pDd9mur#`4ZgNYvTV{jF
z;}ut%?w;sY^Ua*&lhB(GRKy}Y@l3Mo?qI_=GL;)MwlDnj{%i*O)bAFHN(E1DNl@BV
zU>McNf5P##l?2yWEg|~{N93INqI>Knq<?9ZTAUv0xjTi+XysFx#nJA0Tiv`;4oLO>
zlF!%eJ|!!~a^r*W2A%AXxT(8WJW8^WQkDPB%d|}J(*##3)#h8Jn_e9)JyvjV`>Rhc
zF6s4Vnx|{O+mfNVPHj(9XGM}SZ>6W|8-}hwdK<GleXl3FXUa}#uh_iws_BYF8=QRE
z-GnN(%I;<5mRMaCa3XYdPikC3P^-%_`H;yEx+k@+kJagv|E(%1;^gn_Z^E&Erhh|O
zYo?f8P`^ph^QyuJ%iCKWHRr~ySy<m#Eg_eE#ws+o_kq&hzuYc+TutXUpWiWgMMr6R
zQ`ZTPM{Z16r`9gmKS3>W<<ToCt1nI4lee&S-h@k;?0<t^PBSQeFj?hNYH4HcV}7Z!
z9PS&_-daw+A=oIft9j>zw#|ZpwOT<gRu_(iUF-bz^+4U>?@ia&>8yVBtbXl-8<|%{
zJ)PMrbPt7oGdK|V^})?oe<wv+^uE@bqS>xhvdw=^Zg6<&;a>O5Fzp>#eEdoMW>Kwt
z#~SY>CblyxbGka$E??*P{`!o~?&*ndTu<p|++TKYVa0}0sfq+I>l?GI7G%rh+!e~b
zTI%m}xHzSu<9T`-uZ2+Tks_6Xj)$gVKMEILdGPk4>tm<GU$$CmtFmgFu6?_651US%
z-cOcaE7v4E^4qMk<?r9yQO;FuU9)e8FFCgGMCJ10`vt!&bnVTx%qlu=+T6`}$Tf3@
zs>-f&%Tr?CmWl9hdp&JEzty$t=cQA(blnek<7+fL<e9UzCfO<Y+Ql`w_g@HS_~@q!
zn(;kZvif-P^6BhvOEOBl<U^({y?Z`kj<Dm!pRX*o8`|$;xBaw9Bksn!-`SOiW6pKx
z8+=Z9_1ykmk<+rZnpLW&K5r~Fi1!PdmYJ!Tye_6dW^JV7nWm8C_l$#QHup5GF!<3R
zYiSp|ru>cH#VpR5o}o96U1WYDpKtl7N9geX6GF;b_l{}osb}c!O6;lIBvbbPO#bSZ
zdzG)w|0t*8z!4?rD5EixJx^}Il*b{bS;9<OXY5`!zk-piQ+Cb*A@;5|xvB2LiaL|*
zUrbTFpkr`w$9`iQwRh|8Wh<!NaNPZC^QW&1JGhy?ybk_;>`2?3Sqm@8T0OgTwSCdy
zn7e#;*OrL*=kI&*{djcKz1jUT2J_VPY_{;3v7Zt-A0HfR?0?yBcK6fuO4_+6D>L(U
z1sWO1YMzTaoN#2yMGeQ(*X}f4W{psoUQm%V{q@>gDuS~mGLmYv7TaE(6)Z1#Q#<(T
zzZG4o%QP;2f4xiK!-ZE}%ptwA4Cbmo?7z|IIB~_t?f!ojC>!54Fyv6tijnGl*;x=^
zrsY=a<J}>#Nm4Gmr$+m1b5Vu7%JBy}sSYO>CduCHJ-K|Qxurs1sh8T*q+3t;9%S3T
z$h@yu{;N>y-VOFDo9l+vDls>O)MG#XuIA$BaM<9x;lj+B|0TRd7Q}1$NGW8d$(=u7
zx6|kHxui!w&GM|e_@@aN2^pNr*roZHN6FZO?OcAj?fr!Yb4w3w{(Z^dnZ&Z~n~wS|
ziCZw^Vp{mU4_8#2`c3ED;QVDfNA1?1Uen0qFXkKXxKMQeZ@WUQq`<MOFAS~j9xC&;
zy5}mmBs2Sd>8r>(cDH#k+xTQGUc@Q+hsjE`O`5fBxn56O)SKO*>`BWD_8e_aD2e&9
z>)SjX&Z=$)>C1DZ7fhYko?4^xjD2rQf=g_@{u;6GU!Bx-ub<j=wfLwf(-!xG2ZdM3
zrCgr*Imp(>^5DiL(#ryFdEP2zW0jC<SUc<D>T?ekMsErJvg+-F(;*jji0N})s(%|<
zY;aC>*+=pCpd3}6&Rr70?&Zm^l4e*wN|5+5*Xw)b;Va8-NZk%y`*Y=k(=l>YpY*e&
z`rq#M$+{=+b1&QQ-JkfQrYqNrRTyO77q&jcxV$$iciQWDlJix#wg)M1SgBTMryFZ<
ze$MW>4hJmrea&00gzcW1@E~E<!kO*oBxW0H7d=d@GPAX{`@Zk$oDFOtchqIIk}Uaz
zlMknaKCf#}<9Rd5Ihpft@SPi`9(;DawOTscE_W%X$=sUX;nHHG^L|%5)BVyF+xIQ%
zNb5iAm;XD*p?IoT$ee4tjJGEr_ft%oX0%b~)m-gGEKJLyDs*Nt3l`Wlr3AlFy<*EZ
zk)`Fk?r~EdVe>GCoZk^2F3n^+o|4YzqrrbhnLXyAy54c=-$xpgF5H}Ud6R)6*ZvEe
z%*479w`Pl1JZSh+mVB0({j!jU&7A0&uQfI_-&~QYbW8fV?0eDZ1)cvGulrbLKDxZE
zc0%gy-+nfRLV^7Z*H#;`r+I}N?qZ7%a+X<s%qM46#<g`W6NI+A#rkCUezmQ8EhHGV
z^5nX|r)HhCSUq!J)^_U%hYc2M7PD);D7^W0mQecT^9Om}%~<Ih;c|+pfipa&fu-+w
zI=ARGAy;1o6I;{u>tD&K9{z2t;N^Xq$zZ9>O0!3%Zy8cFBm>_xu3oBkP^s8UM}hI^
zoCQz3-Ud(cT<Im8&LhP<!Sm0HixO<_SN5IURQQ0QHax($`?9v`f(`tkRVA$=7j>Q}
ztiAB$<vFg<P4~0;+jw4E&OK9UwBg=!ahtM7Q`q-9`HAmoayHszd1QLcn$EL3|7d>n
zRcZ5Eq#ZGB@^jCs4@YM6)oeVqaCi8lEi<1lveowyxm%;P;nT8oQM0zocO2t>%4Y9&
zJ}Otd=GKeSIR_3tH)*^Q?S1=Y<VV9?+hX?H>_(GU#ky_JoA=}4!!3`e-dQ2>%I>3>
z)SCZ+vIYH|p*=C1&zE0p5q8~{y{j*`e@T_w+;3vj4^FwFcfmSi!_UUE8y0RWzkWp_
zAz*%T#f1Ck!ghSDexNSXKehI?M@s2IkreyOynP#|z2u%3dHDc?+GkF+yZ?NAu3bwM
zzalc(?Yf>!U-(n2Z_l=RFJumOk4(1<i;^v?nw6#{yW{gFxz*j@uPA&dcX-W^EXh7^
zTI0e$=5CKCN$Fg=*;w4V_V0unx~4bkwmNW&yYD#iL!wiz>_l2(&Yl~4Z|p2rP0UNl
z^><rz{=u>7r9$5iq-+b^?Wgy+YSuoxZ7H_93)}9_n;RJ}owVHen3ntpPd^vKBVXgB
zHl`g3c)jD%rpM0$;=Gla7Da3fS#nuwL8ZaumDf%kzOJL8HsP-4<OzwcO>-s}x34V`
zXnWb!=N#C4b%l+s4r9`U?hQ8{H(Id#z8&hfti&w5z5B!ozQe612fDh}FWl3w_VPpW
zJoCNXZrplDTw<CJ*WPc;oXO1ma}Lw<%B978Z@Rv;&F)@ydWpae<=9!ld8$DQXKrti
z&V3%ZVJY7>md1%w*Zs&{yEb{RQmPlz_j6~CTV;3E3d+@On`AR%md>+|?1*r_))~(^
zUD^4J)>~($O<;{ZV0X#P;a67pRfm+?m-<sGbF^94Jb2ULdQx{cv*aA-DCZ5o`V9Af
zJW#jr<BKTafY8}i_c!EiaQ&&WaC5J6>i%mJB(oPX?k;h%Uc_h3eb#Y(4Lke%5_ZPy
zH`{(Gq%%%33{%>rW^ExEwUdu&>$N-PwcaPZigz5C{PaP>{3jQ#>gA`UyxN&@Md{Lp
zB_aK;`#rwc-PO`FFpAnS-A2cnKd<nU#00UOo&4eN{@n7uaH!xx!1jju?9HYtrKdbP
zcI}{x@g3hTu`cd8f=+ihGCuy}^tHYHbc15NUR2u~sgFw&Z`?Sm70TBgs{Zmp4nxvJ
zGld;3FBQD99TY7>R`xbl|Lu6z;G+4&`Gb^dLZHc#ZGJt+on}3{CF*N3W!^)k_g-5%
ziq(y|XJ`b~^)he25yN_H$J>{kwQDn?FMaruaW^aD!7r`Dlio^dFW2WWnVt49R#i9t
z<DwlKW4G6>eKE21d2djh)Z_=xR0Dm*^V@4xd-qgJh;7J|d{OdaqvD3(+dRuxl=nVa
zc0=r#O?|tkta0)6`Mae&#RQ&g_g!&G#xpP`GxBU_r|<1qM?<6+dpLa7*to!Q(b^g7
zTkf{-EZ^&pVj^@(maSm+S-Iu!VudztS`(k&CD3`H_O8cD0d?iu*ROf~EEW*V=D#j&
zo5))J>5KK{Z5wu(x0`vHHLYCZp4-Y@toz(nR{YoD#S)zhO%7X6F1};IvQ;GhSfhJn
z_13}#{T7wW7T&h#Pz~!)T&Zx&LS^sbv`6O@B$Q;@jV9dX`mWPw%O_iYP@r4Cw(#jU
zjR|pUu4^nvGYtE#apU-<BNpEkmb90t&U0*FN?3k*xg*CGmt&?Jr;ZfzHXV*R%>8+G
zZj(>&^$%6AdYQ6!YP4y-sFz>5_u`#gc7e;^7ldxv+NSy-LM_Q%RrxV5_m#DKmOkA%
zMf@qRwarSWNKnhMjVa>A+5j1;Ub+9zM7i`o{96)Gus3K&z*6(yy^HQHl&gCi-xu9=
zcaPB;C9!35oC*$S2XA`m`a0>_G4JPGm!>+-o}d`}dBg77>$1fX2d!>+xy{<)x^msS
zudca$(!Zk?EGQIa3hG?F>E(ZUx$F;I$CW=CSQ#J8zBu1;%BH_8rIBxs?lySf$)H}#
zd%!>X_w1ch*k3ODB;wHiI;x3(TY7*s`--)@qrTp~**DpNuUe>k&yu6{r@z`6$0~Q_
zdVXcl*;S@tn;==vR+4-B*+Fix!rIl&=EkqRI0`#hJ?!^Mu*u3i^VSgG{fZ&s>!Ajb
z7@=h5wjUQ;HJkaLsNZQl_ATJkP2cHPIqYv9F%V~7wq{Sn>>P)}_kMf!weil9sr_E<
zzoR*-c)odxQ?b^Ez45-5H;#+XQMR9%*TTx?HnVD}eTP!)=LDCu>qQH{_x7em7@Sn-
zs@`Zg>yD30_p*DZmRAWfpWCvNc|q-tQ1c%~Ph}I6Cpd;2Ra_)m^5>2DCPOXDB@Pd(
zEuxB@OW4+2eSKuhtB|R8+ZwMN`D`NYbx&oP*5j`-*JCd(C~*GtYMoKr^m{>9rqn)K
zlCs-;y~f5jf@?)O53pBjiLLq{G~w8e6{{H|q}JyOim0#PUUc%<kB@dqoMqb`>k|(g
zoAUQW=hvrN`pMl(+J%EpCfZm8m(*WaC^K`pyVRF+Qe1oVCxm?FU%LHiLh^#`QE$B;
zS#4i<!)4A5i^<EcC7pCQ)q3rb(AAAUT-P}*FlYbm;r-#W<k{;l7hGlu+gq9H{_)7N
zu$}X34kQKTtd#4Y`N~q@-STY?p@)34O~m#)ZrA#7A&B+Hvl(g2-dt13)9;NIJ@C}e
ze3i-K1%IFZ4wyCV&fdZsug*5<xxNb2unL>7yu5IWrunijTW(G_x+}Y9zx?8u(l__r
zXXcsk?>!Oy@})#gd(qzRSzQGScVtxazK-DRUv1l4e&@^de+lBoHLv*3?P#6;ujF0a
zm%H-cZ+}f+=%*yJMKvk(fqRMR(`g;&Kl#3&ypqFanyT>{UG^zE70tbP&PSh^)BM<|
zVy{kJRDzrAoz5StmazpbHTIeG=1%y+^q$4Xz6swC;lHpwT&Vfkbmm>leAXp2F1*pR
z(ct)%)2lALxbm9&Shwl*>(aej^lqM5reF0$R#o8r2}QA;l25f-yZvrj&Y4zm^ohLj
zyo%Fqm3O6#=DzS`xUi7%T6S?qsMfj12Te346`pzUYg@v5QIF>9ee*A#*#6)~SWvLZ
zvA>DwYnb{Icx(+C?tOnH&>h!OI8~~mgQIqP@?PnaRdHeajn`z=?RV>UJ947%eqzpo
z^>ZS+{XeoOUe2+e-8sQ=R#nf2*&2=q<$YEkp4d<^)#ab?v=2wBSA;({7c&%i{kr$l
z7nkId=Uh7`C+hTkXSI6s`1Hvoit|n_HCGh%ROa4P^^Es{`no75Edynl-_I{dZxCy+
z&boTlfFayU<=6g-CocMPPd)pXxOk7{5hrHNxTO=`8SyLrUMV_r|LVztzLixDv%6{+
zth;k<9m^fQ&2?FG6(_56*^17x=vpCQ+#-=OV<NN8qf^Q`2deUCS=xTw@_;L_qv@L2
zl_@%AlZ+mHIWS|{Vvij=JWdo}WLRTW?AlYH8gl4=&td1kE9Fw3FrJNFq_Fj?QsRlk
zg^ca3(h-YgC%k>Tv~fFArCJ=*5+l<Rt1xeuh4YWRaOvPP<zIW2o7F5id`(8x=EG8#
z-kx>69gyBPwRu9wOu4>44t%c;Z*^+yzZ}6jFMi9vSHTxs1m|icubeyU(x-{$VT<zO
z6nZsZeo~*RJz){^mBnvUbsX+K4tulC>~F{MsxQh%bo3XzJNkTq#N|?@dy9*AzFTpS
zE$HgGtRrrAB{!<dXKdPeew*60fcF{~eZr4z``5H}>yuU5J1$y%TD0@xF23cvt4^J|
zbo1@a6UW7!7oYoe;komUis??0B?9jzsS0eG&VO;ParMuJX!G5|Gncpj_;!9$s>X+J
zoUV3DUgWyEGWuL=$~>y9tgFPc=*E`Ki*HD;yE$iKhi&qro&C#Hm6P20Yne2^=FQl+
zUc|bfeqq_4$C(+rS8fLH>SxwmldiEkecc{Wzvv}r<cd|~=3d*@ZKr(e%4zP#|A!)5
zW7?~39OFtTbrm(c%~PA0cImcNo9U*rN!RaImb6I6Hhbwz`OtK9>Wlv$%NClZx)(1@
zJ$gMvZ_>Ga`wTkTj&Jdo6fdy|`8_3RZ$QG1pDOWREzU$OG2tyO{^69%x4Y_&&mG-e
z&o+KC-hU?L>GQvPKP`>{srd4-vTfz&uHStcZ-2L)Xqg)v^J4o(^^KD4hlTVEv#iv0
z>NZXIw(oMItXa_Iy*GMGeK#Hxko>yPonItT+U!%|tz8?Ri@)7pwY1zSdc9fLk1cX>
zmL|1p8KvK}-aaq7I<wf>zx0RgmL|K|PyS_Yjhdh^vnt*sC`NnRq!_i{yqw*$%)cFE
zOt6~bJay{UE3dO-0^Flj+ba}#t8KfdN@v&dZ%n-2@X3u=Lu9euwk=Ypc4R0@ublMt
z-Q_9#D;IHBKH<G16S%_O^~9RL!m8z~c@9r?I_RbOG3J-j<kvTv3y$!Z$H<&HvS!Nb
z+fCy7xqHll&eUE$uG4e9NAh9c+80aT2ybYgl{9_Qz87rkUFEBqA25dcAKTz!zC6qF
zPM90RYA(4&5xob}d)ZPPT?F5k@#jzL-gsE?Lz<;cSr%(J*LB&;Mo*9a<<oqxng7yg
zjpz1PoOuGwC(k4>$QK9aXJq|VmS@QAtC4>`<>AyhTh=$XmWPK+H|N|szb5qY#m#4R
zWAZ%KPcpGt@b$!_HyhM9-um=aQO;Gi-AJf+^{$ZBc_-X1bub8p9ld?H<-wbcC)BEE
zUhzL^%_Q~q!Q;?PpZD>rhJEI4>nOEcoT72;fRa($gTE{V(&hED>{-7baQn@WvDfsP
z*8<}^XPdYWF6O`WJTtB;-qI+=XO33wu3Hl;GiOa%_Eq<gnDmbyK?g!V6sGszRMrfB
zVV)#=sP|%RPQ80}Mvdz6<P}RkM}6O|qF)yEWYV_E<W~3FA6~ZI;yh`!W&h;~R;E0=
z-#FgB)aLBqw|R5z%DcJ~x^DILzV))V+vsxh$ng_vQdT~>+*a{?ec8liv*x>A+h%-T
zAVmB5`^hi8%_sI|#{S51_I|@R$>iALHGEkQ-aeSZcV&-LM9x#uLq)ZPSImxC+1nX6
z&N;a!p|H~bkocTnnR5%31TGgXzjJ=p4*N|FTQAJJzxm}Y*GZ?FtKMjRea?Q{;5M6s
zl441v-GP&go9C|(WE3&oQxeU^crmZ|ibsj9)hVZy`W`V!0Y{~p&o*zkRvOlvta@{M
zwnF!X?c8z)HSJASJ-6B=7&mcu{qCcu5=~-zmfSR5eJqzJb%lF6XX5*`IgetGr(C>c
z-!HkvV4kjWYZ9A)>g|Rr-*5HjiHO}}YPkLQbm1Y!C%YI`CwhI9SE+Tm$v2s)Q|s7@
zkoGzEZe>nm6klz&?CxPn&+9)=$T%Ed?L9^FF6;3JpJfvcwx;IZdno#3!<*mVZY13)
z44uTkRwso$j4vT^Dr-bQs-Wrg%B#C&pIzPYR<Azm?NxU1fSWV8S6G~3(sFQHSsk&#
zdB$pK_n0|1FVB4CrSk2OJ?G~4JL~J-Ih;DShr4XUQwiN&$7`*oR)6=NVG=)gebAMn
z^7~<O&k7W$wEkc?b<poeN}_tjrWNxqaNgd~(;{l~(}qVz#>URXFTmpC!&zUY_ov+s
zbow5=c&2p3#WTDa8s?!k1rHwY=k#X@&F@*1YH=}ceNb;%z?~Mp4NkN8q8!h1CpB}M
zH9zj;VLnj3-g?E%3e#EIA5~b`Pt>OPKa|_VXW%E3@%fR1wZUwzrq3Ub<eA%V%M26T
zVRJ0n)#FyMLBi&Pb@_5{?q?qfdQoRH@lM6Adfxq9EH*QC9(pUn*}kTg=|)E0+m(CH
zo?dIaXZ`M7Tie6S;^!}5%GF9u{eNZa^FMm8pW3#kzLLB%E1ApV?3U2iZVoG69_8Vy
zt-6w((;t-n*z4Q1?dR6@KG)xK?U?DiJNkCrGV7}3`IH(iTeq)aJ{MJfVfE64-2Ys<
zpH?oiY~(-CwCjWCACcxGX%bmoY!aW=aPS*m^}0LHacQP!%sG!9e|@1YN6X`mCtfG3
zD^8gumQXdv<2%38L1z{x>&Ca-2GMUEPD_10F=?OkEti)e`=737tuBA(p|CF5{<q7o
zn;MalZjxUbydFC4nNcz2@lBIT)whE7SMwb!pH4K=TOWJnu*DL=o|im~4!iE}uj~{T
zd@Qu0h`D>Z^sPN5C!Rf3+dE^^YWqD;&Nf%gef>x^ZcC8>gNp98?y_fl5A8}i^Yrke
zswFb&%G|~`4Y}Kk6#p^Jt(q;d@n-o|ksoaO68<M;c}x{sY}ZZlU$ldFecXNiIW>2^
z_g#CuVdLRR?52$;+=>@#JEeTp(cNH>J+a?$;n&4$9==`v{>A0Lwa=A>{<0pP`|H-C
zU5|Jq7KD7wTNxI9>!hQ8VcCkV;%z4Vy63c(o$W04x43iS#I+dCHBDP@m5Q2(M1<;}
zkNaMA@YbR<jy~mw72jEp=H*#vE%^8JaY6rGuD_g41`}>E&0{e#R%-~^Bj&&2`H8ne
zg$4z(mIgnjN$ug=G3(-rsh5=Z_a%8PNK07zLe<OSf4`x^v^RYhu3cN6n}1t3ta{3t
zXG=p%vsvFR{hFw(z&=0C>W$}`^$9QkiQWE?8t%aP@kV4W->ixwIhW6z%rNV<UOLb8
z?+=L#iFUity|T{h+RKG!g|2&fd-s~ftzVjcT0C+r-}CzAMdA4ep5|CpOCD-qX<5;A
zuSsUFfyG3>nO(b8O1xEX2wclp`1Z>8f};yQy57CA+n~xxJRsgadCi0(lS86@M<hOn
z{m~ZT{C9o#l27}4e|)M<>|6aSPvGgfbcH7Vwr`8{Pc;RHsLHMv;J<q+vhmnqZTU$@
zbh{GYPFpvr(fq-hf~oAY(u~##nwPM)@g+Un?R?iK%0y`ybH?MH|95yP{PTNxNU*Pl
z+4$&T2j}hED(e<bH#wTK@3vvXf$X^tt^Qs}=3iPhVYy7kmk&o1YJ%?;ax^5yT9o_w
zKA4(aU7640`}APttu@<iJ_gLY`)-GUZ_6y3TaUe;mG61e@p*5iE$c?ZH#UifTBgoT
zG4RWLeR-EZe|JrxwVGjJW>EFfRpEPCY)y`JC)s9jx>(*f_<3Ad+iB`-$Ha<t4^+MP
zp7Pk4By*-}vB#Ce%1=s`RXtpMWr1e*vkwcd#UJPX6Efr2M^`4sTYsXiKG+>If0k**
z$M(1zr_MZmW5isz_-K{kP2;r2S*jey8Fx~DPI+-fIyu`cFIRwl^7rmk_P+N%?U#jx
zq~}$6E58eJh^=XB4zku0jG8f*Gxc+=XNCL3Cs`Y3?>#8=?E8a<FD1*G+2U+sH|1@g
zEbI0=vhh3rE8BXzee=SsZ|mIZRl2$9EYE^(2THw|Lgy5?y_;zJyYuyo$E=y>LXto2
zZk{i9%rI{5in488(aiG`Ch}L`;hHY+aB5M*-kW>nPZ%FC-p0f?v9wlr$@M1YZL^$A
zvo@$ZY_OL%`RX+#r?YCGMen^yjelbN=dIycbFsoz@Lu6f|1zz{73HoRf%g>Ghl=iP
zX6irn{jQE}W`FzdPg$YwE!qz=|JX6vJ-U^B)mNL+le)JGO;foy?Ap|^$nJZ|g`JVB
z&u9BuE3D<LZ}mQ-t+lvfq1lZ;bt1d#ZYJ)1v30$CzT8>Q{6Cd(8C_MUr>s|>_U`D@
zLuK3Uw`N^ZSSP-JKmQ$l&v0AzXx&RPF0RV==3cEfnrD7TP)nvvZ=xxuMVIW&m|UwH
z?S)_5#NB_N{(fp=P56@oS6B33-?{v<prYAZ%ek}VtF~!bp6JV}?0CM@E9~7Kh1Unx
z{BvWTVScZtuklR7ykD_f_(~_U&v{~|y4%5fLbmt{mg6;ltHgHSKM`)UHD-2IZr3t?
zC65+vi!C>blfzfb?%-gOdbzaM$L@^&S+}U@x=hpllDqMrYCgmsZVU6C67keo<Yr&W
z+WXlOQ@%)Qtp3N~rSiaSLw3j7kK(7|*6n^EtM=zoCFlGg`JzJ>7xq71yYu(nF5dNG
z)knJh<jYO9rkj5|sGRXvY?Zv6&6(3xjbF~D%;@+Wx~}3&*Tdt}4QJiCaBb$Xul)kH
zn@(t3+clpF<m%3nRckxRr)rs@TWVu$x;p;AI<~n-`6Nplt3O^(Du19X!fu&#@k`EY
z(@DJ_=Y+q^nATG7?SA-m*!+FR1N*L5iA}q_X!!~6&36;-e0cEoWXr^<#w8}k+a5B!
zvYjOJrL&~az_@3MdlXa9RX**l51yuq@~gx$%~3qR>%bni=iVoyBI85vmqnXz%{G!g
zx79izxVb1#&Lu8TqH5}sE2X*4mG}Rxvh-rxR%>~WE%j($)yntl4xK!ebxKup^+oY?
z`|n4}1rBe0x5GN((&{^M4qbK@;a}dmDeSCv5x$(Jqo(q@*L}fbR$mjY(1J<lZuCCc
z`#<f%+HU?G>ekvTvYE~w&unL$RkzeLlI>-K@6}hoCjKy~(wtve$bIs+UzDuYQLdsp
zhfeuyR)6t!R^+l7FJ~{yeKmK*3f-5gd&O>sBrO)Zw^Zb8hLV|2^11~QS{JM(7vEE<
zo^WMZ{;Yi&R;JGWneSh6P5b)I>h8sdb?d*0?41_3Z|m{E>n`fw7y13$nU};o+k4T;
zQ`a9keV+7PwBku#>h7a!jp}#YkB(>Jd};P`Vpxi}(yvH^ipytC>lj?9X82+A()5P;
z4Cm|9CvG@=aE)t2Qnp$#H`lvdRf`{&MDI2+tX(V_xXR<D7{}5%CY4;Bn_h`-X`7pz
z^zs{**^AnyucdKz2X%by!xvAmb9~7bH9KR&a+|Q(Oa5-nS+0;d`@-cEKgX*!x(_`(
z?){3_IlJEPVB_AO``MlzyY@o%%CR3mn58Yw9cb%Q->@)sUiGchJ@&a4ehi-<J$lQ;
zu-b6_&cw_6jlC~j-7qovpZ*)8f3iDtJ_R2(yt`Ia{99s8xA-oL^2JBm)-K$w#4mUG
z|GdZ<+4VKQ&&oe~?En9#SoO1uo;IQz^yVlWTWeFX@UGh1{}sR4f1cmJztz1$p`?*#
z&xarV^_9Pu@2~nZ`@zq~{VDfWS_#;C@TYYCtvLMeA@ilb0)e%E9?Q#_e~_=Aw2fuU
z)9v>A|2|v(<HXCmddL3!?9ZPV@;{2XPni9`%e4A`AHSJD{9gb2$ItltGrVF7_GsDE
z{d<1={*eU+lboW3;;%ngWAJX>G`ZAfXXPHBkdGU)qY6}d3i>y=)RZYNDiB$`w)^zn
z&Odt(S(M(J;9a<#<@#1*_xlf4E#1f+vPy@qUW~8ay~2rqi<*q_kL9kri}zo<u+hrW
z>zLn>`R{wDy4~Z?3;nsuP3L#~mi2EA6&G4RP~91Sa(`dI!y9kBuSxGIj45#c_RBf;
zuI7%+GU4f0+v|V)J+Echk-YD-(9@q=kDU1AIB}!kL(jazm%m=Qn%O91sO`$xYX0)T
zqa5RJ+V9V$W@+4M$!-mwFSu!LZm;L1ZAG&)9@T9UzqE&a!#cg?_oa2jc%~g={hv~h
zbLfds{X*6Kv3CWvQ<vyoU4E|Xw?=vJzdX_DsY(yH+T#_3eH^~1?)-H>@!F)8hUGHM
zaVyOJlzaa;;+(r&v)J6#%|7qd$K~s1|B#h@`tCsS1<~sI|F&jj(idYUrdJjhCM{o`
zcXL~#u;<a4w~znS&p0S8Xxh<}^J5>+;XR*o%dF16f2Q+5uw=>S$DZdq15DQMcJgAB
zD|0d6XPmc!wY#S%_`OV7#-{he>-e6YHmr~q-Tpu^dr|ZQ4#x%`=G*^PZZF<*J2XFZ
z|Erpf?NgK-FSSP>i^?p^3@$l+S!xF7=9@LXDW$9rlwE(b-|IBx`el{#ymU{7rXmwZ
zsEEJbt8E3_l6L1kQhJ?mB~#<#%HMLky#=F_7fzh@-mdUv<{R<#4bKd6S;V3{`BZ}L
zB{S?X@mMFXzi7+PKNpJPr#9!yuL`iaUsK6)?n~W$XUXy#{&5WtW*uBS-}UjYb!R(v
zUAebb`I;@usYQ0Lt1B9Je~pf~8&Pvu@>+xSC)@VQM0@!+WrrCHu57g1zVPtOv&XFe
z++ko2@m$Vv!v9^O+wbR}&w8HKdwnEZxO7s*s&b><(p4$HOJ1B|y8qQUk#G9BGgfcz
z6km{7zwo+k^m&Q7nR|~Ho&C=rm0{yn|BqYiv0H|vYE)tUMHx7{AagqK@H3&f2btS8
zF5aINyL(B&rM5q5dD@oU+>a&}DC)7=d|9|%d0Wro`&*TE>{|Co=Y3Vdo@*@(7Cmon
zZYWeP`LIM+`R|(E^{097Oh~ey|AX_oLfOA#U!Uy=$+k#p^4%9#7uvlgbI#N5b&W^Z
z*6CWv8v6Xsny>3-bN`&UuE>(!-s6fo$;T9m3w;HqCH$~l?Ux)a;jyvjM^&l&l9wBQ
zcgb%vPul;5%{5i1PTou|sr});TgE2K8`C+;?f-N*3)NjTp5EH>zkh4$-`_{&&sQ7_
zh!57?UTwOO^H}f8h5tf1md+Nnacw>Fc6p1De*fF(S**oN7jn0!{rh{}gttAn_fBoh
zy%qmk&)w-Ld3pYNw|VI7eVY4Un|}XXy!U7Jp1R<DJ^81$=b!rjZuX~#*>`GI`d9o|
zHuvXl!(aN>e#h?Lx7vK!|EQnue<VL{D*W$OQ}39^J@u*N^Z9jib55=L5XYw1UUL80
z|8k>_CC5G~{l0(dL43;d|J`q<bQD|0J*>TcaD%oM|KIwME&u+W7EM+8b@xz0^Vj?N
zHhiM3XTEH6-CTG0z^BXRJ%7^_vi?uyns>5x;ZL)c`*p?<_c=oU{9V6#wc8%K$?rM0
zs=ui>o{{UlIO1<?*rQea;fwP$8C}+VJ8|4Ntw-?vS{9j*t<UYN&TZ8+`}Bmf*fD$U
zjZ-ffrK@)Qlc_wYs4UDIp}phZ`p?s3WVW!V{eSakRygmYDKYN%7<9c-EVm0*tEnAf
zkN+`^t62WX63N#7FDYiZ8J?L2ul#PcuDr2j`sG#^9)3Gbxgyy&NB$Y#bAL8<e;<$D
zy+@i)Ry*a~cT<tyz3gFZ`48`P>>Zb`&p37UI@@f?_uFNcIV4Xz#9m<bSxRnZj=@r!
z*{r<H$M>Ia*z&RR!HN5B&maCXt~$H@t+}MkGpB8LR~ZO7ub&*YV|Lq?-8X&~{eHzb
z*(rGcuBaa~o`u-y&P%EL^kI(kH-~xV{l>QrT(P&8vgkE;tN9Ul+H8)A;NOhr?bF-;
zuAD3r-Z^>WT^aT6)mQy8V&BiH$hX^(x#7lB^)rcU=0|07ywhCayfu9VTks04AFFoE
zo$+NB)AmcJPxV<PN2aC6&t~1jtlYO)TGyaQ#USS4y>s!WxFq>KPTpJ>`AhKlgY>y^
zCo}IzXx?Y6Df7N@EvzP7pg(->tW~UUr9YMLHh9>5ZEASe{^)u^_HF%P@zVos(wlsq
z^)A2vwpQlOiJ#q1_rHBQKk?>!omuxj%zBs^)O)|~<L|qUbE3MRiqB3Jvo3qP^WgpZ
zvkkTJ_4n%qJC6$e)n4)U=D|PH*!ANd9_(@6{HAuc-s<@G^KArMEFI35makdXogD4%
z`9FNp?(&BQSBvUmd5q_?b6(YN+Y$S>)bPk!p84X=G5h}Rl6YkF?fOvx@uKgCoM-wm
zKK)i{c;@Zrqz?5`JN>pD7ow%+{7pLHz3+U|jNf}D=Gn`Ctv(^+`c~UU>#s?!_P@)`
zo1J#-o3}K@_~=@T*_C;QB{^lQZ^#L3zxB3Jx&HI(B#jfxj~XZ!Fh9yOJo9q(QGxRK
zJvwccb#Xj}&yOxYYS8ZAoya#|-1*?X2%h2}dnBH1XfwXkt@!W36UCZ1o~@H6y*v8B
z<oL;?A6q1T-Lw4IH(&hlSv~v2OX1xQ<(jIw<{iD@R;1tdb-MUrp<Kf|+>UZpd%n9`
zEBst>+Um)akAXi$^|O0Fwys<0x@+d<;0o`XtwP#CPwlmLPg5v*x_Q&-6UD23PTus`
zdPm`v^;7OHXREnC_wV#J@s+>VuS&l)t%75b)$jF>4*ZywZNE16`Sh<RZuJ-#sr^|0
z@Y(nIE2`VOe_NG(ziSk*@Ad!rnV;V8%Pfj~SJ_`-aB=N|{r{&;zh8ELjZ_R{=i}&g
zCo847P6(9F{W&k<*E;>}DRbsbv)7i~uaZ8WeZd>ot4Tj9R?K@j+4e+zYGCCiwLe_;
zrgk6Z*Z(=}{QuyByte13j(_?f!OHjCe8R8CtGKUcI2d<_otD(wrQr}RzIyqj7dF3A
zbq}YVDD0{KY=8Li`~T*e|KufdEGuwrCkJf;2X7iTG_^pzcGMj0&Yh4-(1|ty&`UD{
z5{pvvN)(I?!Q0M*c)2+BeN$616P@xa6rvSC_sdwC87P>V7%0So<bv``5=&AQz*i>*
zr55Lx7A2<^D}XnubLzWRl(+|j<skx``tAk_Mn>kK`_(`ub8_mt8-fHtXZOGaj6edQ
zV}4))#vlRE?s%{OXjeNY<O&(6HJtixU{gWc<iScf_1!?GTEOm`0Vy|9Ffuj*xgMs%
zSi#5`e8VJ6z(m0aa`PKZz!W3^3P!L1)ZT!i{N&)&63`8k`T;I(3i=_b6(!K~fSjPT
zGnDoO2N9=!1mp%1xN{>66pTO@_82H2Oa>dT@0_1klA2di43dX>2PBc2mjaGTBV!AY
z7r<<Ai0V7}D(L&=7v(1AfFdI~QNa-Xh9wKo-DWs-I6H!LaO(RwL!!{f3rdG880dko
zN%8ej0Ns7gsUPg9P*PM1zE}mTJ)qDg#~wqF%YA(mOh7atOF$_HrzOdW3I=+HMuw(l
zmKdP`N@2(v;dhBT7G);p=sM-+q~N|u)B>Cw!Ldo^O`;aC^s5iaZJ<k$Fx&{Tg(x=;
zn!B*TSK@&ZF=_XRMk|<`f)cWUf|0qoo`tcIfw4lYg0Y!`iLrvYk&&LEnYpF8f(hvM
zJ_}=GJp%)C3q$yAS*B)shNecwCJJVT26`68mKG)orf@Ov?O0HGW4KlWB((?|K`ub>
zEG#Vb49yG-&5+b0Yyhb>hO0o>hp;17!O|FX+n|8~wyU?m0fiK|j>XBKQr6PIRL{uV
z*aV#Rk!}VwG}W^(GB5^b4a5~(hI*EUCXfqLaorJUW@N5sX=G_;si13YZl-5qW@2HY
zU}RumpkQcVXrO0gYHVo;NynfR=#~k-7Zq|`2&7E)OUzAG&_~Y{IIiU~G&a{WGBAfa
z6p^w)PA<ZFCn`7}AcX^=vrH_Y<u9ldM4V+3JMny8vjNYs_my1oyPa8=UdR)2dgU<H
z;!XdtZww}eu}cIO3GnUt+tfQ_i$_CU{G0Q~`cCay)%#6g?`}u47Yi@DS<1AZ^lXv7
zw^gv6Wy-WV)vD9`wkmO*JZn?+Ci^n4(s{;3{RP%l=7--cYLm9>cyU&<<kp?U@1bUm
zvrpcVe{->-!!@wske<cfE#J1j6;$%NeO>ELw*7nObMZ%>=LiZtVlG!^Z(W?Ly6f7V
zz$b+ktWT~Na5cL9-F@ET^|h1luLXWFbUFS}RZq+-XwjDgU(S5-DCwE0wP=l!Rs4!m
zueR^ZKf7f0!%jQ(Z@g_Pb{l7G+##kN`DE71sT$r9Iy*~_J(_9lagA@svrnf_XKkxI
zb#kYH*Dd+81vBTF?O1z*uk2*hy!iZcGmLRG48S1@jsYV}Q?MEc$Jhd`S>WvH5|Z!k
z>EfGMpa8!$8B|6)XCxMZszG=)pAM?eEJ0ZWR1|RPryD95fzlbYe$!7k1S<el5HJN`
z6`;Z#CIG6AEkT7eOaN3JTY^eNm;k6cwuBX<AWJMjwm@r1PEP%FP!(?pO)nrmSOdsY
zP!r4)j7$uWTxkK~gK9^pyd{W_<VZ&lAIXg_AU={4T|s;#7rKG?Fb9GXEGMF}0N2)>
z`YxGiX{kl2d7w5Ds4=CVZlC}PE|B9PY!Kg6K|kG00m8RX&`-Bi&`)=S@<H-03i|1;
z3i|18AiW>~Lqn*np)p9v1Vn%g0m*@|p#?b4!!BZU%}dTt$;?aV<>G`m(=D^8xC9if
zkjfuaG{7z$HCHe+QLr#DQqVOsGX<LhzC0O`!$F>gMFLpLH?gEB6WmtRGcW)JuYrQD
z0h|eLH2Ne$tuq1_e8I3&6+tBk_?l>>OSnx8U{Q)vb#m&5XQq^7fZAbZmIk0APQeu1
zt~5|EGd5K)H38`|GqzALGdEE%hPuPl&_co7%t!&`6*Ex10Zvb5hQ^>81dKt+!@|%Q
z<WW%2AR1oa<PFX#;HcCmP;i+TKocIw6hy)0+vm;4Y{=pK-I7&YLQ|k_r+?^KrM>^R
zIn3Uot@HY3M0z`)*~1{$02PIbgwG}MzJ~8tNjrG`53hXZX7yl}#Ge-|;;Y(iEqsD>
zGu?OPH=NYk>SwoG>)44<vGq&ND<v(cN#61F!_LO4i5tIWpRn5UM_s5?wY7*fQlYu{
zFXJS!BfiGB+)n*v;h*qj^Ipd47dBhL1pv%_aNj~)5B9C0i8)vem;=q#U^XNed{Xn$
zOEMIUObkIGhjzdvSR<z4V5ML)48SVDOe14UP}T#pAx0AlVM9>bLbI`Aj_tYKyoU{V
zST4*9zQe@k)4612r3g#rrh4hRmXNxJ{&FMnI|4^jml^Cl*d%^=3ZvYQNt@Jjtn|{d
z&urYVa>bz&K6ki3t=iCec2<(4)YrGWL&8#3R-M1H%zy1M{ocC^H=lgXsgqyg99Xh2
z$ZCF^pUdAT%YJx@p4&Emn^)@pdSm$y%j9L_jIM+Ig~jI}Cxg9cXlw>n1LhbRTY`!i
zFq=rfgTe~K@2=;p`Ir@XTrbWGtzh;zc0bY9C6H^=e>1arfm-r`d%FFYS<GK7<H=%S
zS%2})<FB_nRNmQb7w%P9Y$x(?krdmyNCCx&w-*E)U5e&36pDnMlYh(g_S;I9&!yqJ
zH>Fiva{e~k=+Sno4FOx7%NWnSoU<^q_3Qj|=XU>PnE6F_0@yoPybN+F*k^`Ds3{3l
zl7c0O^fD-jFuZKr?+x;@^Y=N2#2rqFpQ>E8YS)7A_suxpuKDw1!VR7<foBf#>pqw&
zRus)PzT+>v@j~n^SKEM-|1-Qyzdl`>X6)8{`Oy*84+~$+S}uG>Y+abei3Goy+5yv;
z!_~y!UQXQp-ShefzlHDiE0rYcsY<PH_z`r_Q~OH$;<%?XZ(Z@)?Vo;bbuHtWOrrz1
z{10+A*qeqXsL35vbATm?^gk%PF#NAO!Fv*mB8SWOIZfOlEq_?f2g}NCUa|B4HsQ6s
zc7j31%4+;(&$G`x2uLsd$C2qL_O!m}a$CUD)%RkrJ(z8#l{JrHb3!!Rj81RqZhiSf
z{Fw`01%yd5tQOyNVY{J9gsf8H$y-Xi0v|0ht|}Z|*XlXv!=D#+9X3zq{jm4BvBvC?
z`;v!hoi-LvzkGjplW&#|^FM|BO%Y+yhno6TkBPjrNs;YWV)y3J_+@s&tl&bx=eDw-
z#|$nda#L<TIM(#i`&5-t*&_av88;iRFI`->c>l}(eP5V&oc86y6_%hN00)_oA!_yk
z)w*B_BEu3C_84Iq+Ov`KfPnz>@A*#L5;=RnrYsN$y77B^rFw7h%L@lR8@bA+OmKdu
za4v0)?fXo<XMN?}6)LB0^DAF9$Xf2d{zTjA;@heG_s)nO#N~XDtzcK0qcprMLDeT%
zoJiM$e2d|F+X>*z?@~SgkhsGq`Qmvlfm}uZ&C<lT9Za5G+3XRfvSx9swi+kbKFNr^
z$Ls^%g{o)x=NKiOl(}(*sq~9b@`8!U#;<=cEiOFGd2HkLr0oZ}svKX%ofS8~v~HHm
zYt~I}c5)}D7hg<D^$@E1Ion`y`q9mW7j3>y6W((<t~$O=Xq)2HTW=R!ohS10@e&W6
zimyTQ10|dctuz-E2Ducix7@yP*4#r6+0Xjl`@2wh--kx~_wBB~afKAfhu{z~w1Bi@
z!5kxFaPtn#CNii%L5mqweb%5_n6=vPAnSxP=QljRso}M8XT9`>rzYPx<e25Um^CLX
z)2=e&+9%<%dd1foM;&f`_nCbuft_9xZy%6WseR0Bwd8h_Rx<yJXVdO1P*v|d$9Y@+
z{4{nu2jObj*@@y7+Q;7I`q^eITK&3kZT#WiMK2q*`Sn7r?|)zp^VibA<!g{*!JacT
zMlC8pZ3(ahk-i4CeK36O+Uw1C*Z@*gxELjDsFe#36o2=3`$OTC+Vk9u`Gt?R9sXb>
zdgbbbkIn{d%k2}Q>-bBu>q`ChtjKKqaEQ0_)#VjCnkV*hl|@YQ`^i_+xN~=N*a_y)
zBgNk?bteVgIC{M{%dysbiQ<g47oHd;{J;9~c^iA-QH@WyybE$A*jI)|$dL?bqk|=g
z^e!lPFuWUj)|;!rfQRKmt=~j$k(^oa@0A}pz29G|)$~^FGlz51tUZMm;@gkiYHt1R
zC3xfBlDiYG&tBTq)MOc)6mV7COy(Dtuy2vbC9z$c9sT={ouABC#o#|%&IOleKyCoL
z*#i0OP7`p$6D&@gUtmL&sLjUE3md_WngjEK3mO@OelA&3DZ`>U>F;fur6%iYw#oZ@
zy$qhM^kt%?)a5PC^JC}a-~FQ9q0?fVbj~HY<b`UqU)_;JbE&S5vgCBumkMV^as_O!
ztX@&jdDQ03>N-99g4K<)6An#U`C;L_*AIjuWRzY>^EV##HCSy{mZ#Il@BQw4bBN%1
zo@oyjsBLjhnR@nb$-7f^tIXdSe=q&B{`sWsd!Dctf3um2BWS>00tbPinFUx4m}6vO
z0B;%)88)ES6GlAy_8jDGFyLYSKU0Z2B+FS!`?tao=5PNeHLUpb>EyO^3+_lBJNxX|
z<+-ij9UZoqcRs1wdy_?I#VgU`xqVX?My_wVb$q?%57`E%mzFOVu+M%Z%MNxTW<$mZ
zWINd9C`A(J0(JuhusFmQ@D{NV$a`qcg>*#B%@lOaOhLoiW(r0MDTZ9&q4r!ZBO_1+
zmjkAC%}k9HazHW&mVrVJR|Z!auIdqNA=oA6$i;_=0mxLaIK+j78rDXjCJUOwE9MxR
zZV505Ffb3kU}|g{X0Xv9&>+ae@QIN*d)Kp~nGq6<FJ%nYW@n@@rARS)rYxJeQg8xi
zNPj|ONlL-eLPiF~OM>ONLKb8n*nOaJTcl11yuKvT-5`HrxZ8CCtc9o~?!fe%{rSvQ
zuNLk7zm0Rs%TxX;W^CpG%I2$<`Iyad=#RVe_)GAGv=`Nxtmm8W%=q=C!IDWTbfaJR
z%V4u(^CI3wDztB0#m;%Ff6Hgd)i(`SZkO&Y-;;G;T<?TXxaXNTvoF^w7%sI-vvMrg
zjajQWrBjsoNM@tLrHU`TfmhE(yiFIlrx?!IFD(22^YWYzTIWBpZun%k3s<0kJOd6C
zLo*|=8ZgJm#K24eCA|@hO;9Legi2_iFJF@)kIQ%4qcIIjzVKW0AKUR`&;M&-O2@A5
zIj|&ONv20I;~`f(&%wQyC4T-=dO7vF`s|GVi$1k%P}gyf=RTYC!0pg3!|FiWk1m&M
zk3P4VX|+=SxBKMgEIw|(e7?;mT5F@MbW$F>?pme3xul5i={NbQ?>+gem>+%8;RbsL
zOAZ6M6zogXu7ZgHykdkT1f+pd1MqMGWHb~!mH-;NfQ(@VgXf}x6Z47#it@n&{Gh=r
z&yvKP%w)&B^c?7<Rd7jaZkU1*#30ZBgaUXJ12Mn>(iP#6nwg$aqF`cahBj&s8J+;U
z8sa#D@d1iIjQEHRJe}8UAh74R_O}^wO36&V{2ZD}T}Kx3PyNPxAg*I+QuHyIAHRQ1
zToS~;Ev-B~ZEyCiEziR|*}ojly0@@7P%E+U;_9ay%zi<F)0!vTxx1+1^G@@Ys>1EM
ze9yyrXN8C|{QYwE=uO@-^@Z#;N?-1BZ3*(-@H@{+zI?Tzy~X092@`j*H7+i%dV4n7
zUipH??d^xIFTMRO?(^{<w|Jc7lBdNT-g@BZ7n$7kYAT`At_H;FnL4WeyUOQj*z@OB
z^!b!|GgB+Ws^_@J81&!tKJwJC>duX$vDNv(Y?q3IL=P&i^3yEj>D+u==c~r72h|*%
zMl+wAe@+p<C-v=T1XKLlub+=EJ$~@;iJ*s%<9o~;MbGJfcId>_NHPKiA2_&;%#r&5
zCPwIqgrwn16C+S-1Ue9Cs9<Db1gg+sd=mvD6JzKA2WVu`&>18Est}+mj0`{m&;lQ%
z!U(JdRItHRn1fV+GBr#9H2i1`O7buP(0HRU$a^pW(14>c$XhT0(1@ckl0%I^LypEs
zE;R-@-2};{#vpf?z+4JyRgf|$2^u@31~vqZNa8cd&>1>_2~%VQW58%5WFw5s74*}M
zKtrP-X(QyZQ6tdcs1ay%)Ce>@3X(U5jgEpjCZMrBPBMl<4Gk3xEzK0nEiDyv&5giA
zgper{L{Xt&WMTqK1mIG{mxQrUQzKAGgMTd41eT%*jfH}e03mE@3QBCqs!YL|2qXd;
zDFxA>89In6BMUPH3sX>PG&KdKS_1`8Z_LERSi#r=<SJ8ev%x^Y)CfGm1WIa%svMlV
zz`2&VLed19Q9!1^DvF9ZLuK?7?0T?oQAbZ9g$h^#5)AORq6sKO(JBQTwIo<6*bJ0L
z9=Lb{3qy=1R1KMcVinECia8@{I0+mC;2=XCPBJkDm6u=%BEu4tD=@;+b%JLfiy;Tg
z`#M(n4NqA1e3+Nj`z+w^|7`U#eQ{x<5Vwcxf@fJQ`6l*gGiQvP2FIjRn^*L+@J>B7
zZDz4Zk?7{FFZG^vOO}89xH@!t{e|2PSHJD5R)r519p-bAe8+vM`KoSpN!a4wdJ?@B
zv0FX{b9WS_91b;k=E%%y=HpY$HBs@_PvwJqC6?K2I&^97mDn4LU+jGo`fsORYDV?v
zYy3%p>}Sk>^xfOBOyhmF-0jud=Bo+L<6kgQ@x<P@OKN#n{?^t%&Ef8jD-nWx3=Sbf
zOO*buF{t<hOAr}!(Ao?&qk~3u4=eDve79@WZ)mBPIOiN%I`Llp?ZS>-4wbWb_^nfl
z(z)|4ivKnddp>=_xs<?vlYVLx%xODhkoRuS$&1-Z$HXK37I4fCzxMETWy0iLGE-Ea
zH-*GjPf>aNfOSoXknw`$2C^q6-FflCGVb7#$=dr9Cm)%7bH$}y`(J%sonaN$b?f2H
z%**X6h6}z%1*ARX2-A&V&a-A{eCf!&Lg!Os+^qdinm+p4ch9g5!WBRue}Tin&>UrO
z!x&Unf+dIyAZYE58bGeSyFr~^mumk)ZkI#sWs@qK1X$nPf7HUEW&gA8OdqS;k~5-9
z8gGQ&c~s3kwQzmm<uF@=Df4%gb**DPxyQ}nw2NExCs*~HJ~jQYqXnr#$~PB!uGGKz
z<%am?n^$D_{+gY=vGxS>r8z1Ixcmol7T6nx1}L3+V^GNrmLSf5rl48|Bk%Yk&*Cth
z5O($ae1juM<@ff5Ns<NM4?ONyUcll0(rW|znZj8CqHZ;<TlF^ZemP^in?I3T<Z@^K
zh2u$S@1#q^H}!AK-nnST-4io;#CJ#Ob$**-df)5JPy714#V4ZUJ~3}zq=;)o2kbDg
zM+`yhpAdB!xXlKZAkv4R(geeYt`n?5qj3)9eg|2VZr1SF`L9~lT>XD*!laT%oM)IH
zXWb~^kh`UJYmUc{R|Y1V;urV{UhiYytj5L8=e+5RrSjRp0;bL4MH!Dn^%dqv-dQY`
zF<Ct>=xJckS>K=q7mGaEzaLt-c8RpttQkhLza43weP6>T!{~Fh-2Ej@!dKiD7VS79
z)#dKyu~@@Uxv1~bdcS?5>Jz*bPrgfeQ@GXkMT_0m0>|%1cAPzx{ZDiIp99i$>5}e(
zIMRYC$b;YjF|<JGs)8G{U<o2a3RHMtgp_UHMnPsn4wm9oJJ{;n8YTqTe)?lk_<tqq
z9@&it@9L(tv6;qP6Z4U{^D$}C%Y=jNRhJnax1Qd*uH^W#Bj>t0=Im1T;+%bBNq~Fn
zqcHs!I<Aj+>=*gIFNwSJY$Mlsr*934tfmuI+?uHQHS|%#=5_q9BBpx%SQ)-HRqNaT
za}^Jk=`a3ml!MFXAP0jzXo#}J(gfUU2TKs?b5N;(;d9?}wxBe^`e1JG9_|RE{f(cO
zbXhI=9-sY)Z|;wlv&?IcxJa~}Z}M$>a8zX9E_tD8q3@UToy^HfT4AkneS#dT=sgQh
z-#S}+DMs5p2meO2CSFyXb&s1@>ZZqvv%Qm5vV%+hZW29o{>dBOn0=MP<sG3q$M*kv
zU>^I0b!w-k7cM`8oC@}up%H4%hZlK7`WaMGVE9>gf_KqT1s;~~bCUENM1M6Lshm^w
zRqW*7?UIe*TY4{Sd6Fk_q0#Pmo413E{iP6=ML)8i#XT^Job+A9-{$RtTW(WJc-xl=
zlzj;5)%6uqsmz?EzvkfSZp)dgTlOxr)BBKmrrS+1O!D{j`I73BInTYnpQha@Xz=Qy
z-NJ2p298e`t&fgh?z>uSb&92I`rD<Nfd+l1w!2dt7At&V-JR5$bivcmZ{^ko<Fzfa
zLYK8>CUEDy+@m#dfxdF}+vcAlb>Dw)$^X5jezU9l8(g6W@-#T~j0{lo3cNriGW4*t
z7%S$4o_FK|&3+%)9lueY!y_s>@ZRL0Dv$s5Yg=SJ^wU1*aVH5dmFDEJzhHb@k-7O{
zz~SwIRgJL|)`ttGC##!<KFV66qIzJBDu;E=qcbyW|88{p+`56Qn`iCBh4pVN3(p>E
z&YKuAbvFC^nD3Kx&MuYk&pa`SUn4Snt@inEneV?bKg&0KjmzgC2ZMc%mRG>tRj>q+
zKF8W}we2$m&FQdI$8D6~z|zh5(^lM7bJG9q51&ldcH6L7=|#Yd#518B#RB@mtFOME
z|6|Yd@Few37rptj5)5vhIC?BPzc@l_#?=Mf(+z5qpF7Rpd|kQV-6U@v|E(Vb-iq6O
znr1H@s;~i<-#|_Rd%@7a1gr+kF){)7yuoZD{RV1RVdM$he#do33^>4(+$%)p2pp=k
zlKOje{_p(bnO7q}I!Mf3u=t?t@f9u{d(`6c{Ccw=B)_Q?^qze0!c}&^?yzXnkNLIh
z<joYr#e<rgYn!wSerOrACj?}r?GCJ-c&Mo0h?vfX-?dLn=D)RkThp=Dd!udHE$J<?
zEytboc5GTXCoEjM-txK2CoaBt=UI33&93}?`T1jJ{kLuUze-JTEg%7R6u}-hG({;T
z!2M&e1SCWT)mR?5dyV8cLY*ks`f=38S?omcSf1<me_fHwx;Y-3s7w?Ha%nlT2t1f4
z*ReE7Ct2)I?cW6}udu%0DSqFx)9=);FzrmmN^{}-3r_k|4J`b-A9Bd@1x=jNIN?rS
zXvOD^S5*q1rOnmt+xkj<(sPEB?XS;WTeD$z*UH1{llDk9x~*a?i%)(0D(&JgY4;E@
z4NWeA8@oOA*Vg5_x2W9swzZ%(^ZMS;e>CmFdk;9xJ$Ctn=YuuTeak|bC(XIU^l6nA
zht|jS<$ZnYo`1h)k@{-N6r-pKHnn^;HWhlz=_`}nl;v&Reak-9^uGD_q}}5Al*+zY
zmsQ`~H`{oB?`^@GCp&Lg`f2>#GW&mktM=_Rfp7jFQvci0u77Mt%AwL0j~a=fhmVha
zS+e)Ey*=;#z7%lwfc5DSttxO(f`i`30wuwiq7{rz@Ri%n`K3jfsYQON<pIGs*KV7b
zfg70MK_A3&JotJ>T@Q>w7w}dF<OOJEp!N-D2o7b?1r+B9=YwqlJ0Fs)@wsxatll;;
z12td39)piMIeWT*M$kdy;NamX5JLexlm!Z>aPSTg3v&fC0|Pw+OLH?bP`ILn1jtaN
zkbtgqwlFr*Gc~j{1&`MwGQFv}p`MY2rGXj9c+fx^XjQbafq|ZprIDpMNDwl%4`Jr#
zmB7{|8X6hunS$3yE9jb;Tk4rvn42n?85!xBnp&7zDi|6V8R%JBni*JvTnHJbbAzmQ
z1~*s1z6SXeGFO0^lyJ-w7#bPqnHiXxfM%*Vk<tUm=~!1hn}AafQg{$5Q_Mi^D~u{2
zb`rEqscD`5Qt8kPcPUOqRh5YmUlv}fW4Pg*wNm2r1lIa^V`t%&(->sW-l;5*opyDl
zQB~5z-O?$%!mqak@*R8lOl5=Ex?3z06TD7ms@9y|x6$#%(XTds7s8iGH`%1?{P}RP
zu*mqf%#{m=f(7<jvii-|zFjkQ>+@e}Z~4C@s2yuwl)z;b|8nWZ^}hT%E;qLY*{xe%
z`P#I<=lo43;S++s%IvI*b5(X6i%~qW)1LLT{yz~$iLd%{M^&<|f8Mq5>94hV&K{?*
z)Wb<2w!>?QhLV-=T=A}Qm!@PLJ3&<sPnRizM_sBH@n{~?vawZC4N+aH)v2&cV5-MW
zx$9BS{r_#N%&9+O;&=1W%q_2Nu2?PJIBBct+xZt+G~dpD_hGYewz1a!Kj)5q+a3Pt
z*_`d1@7aEBwph%2XMMlyn?+Ic;?)~h;p)GDLmV7K#wbhFOw8boHGG*GJhg<U`~kIl
zf*`37w(u6Qo|>rg2h_R%Cs^d%h?eU>wt)RWq*Dh^Ap~vma3Y4ji7JFF@D@TKLy>}m
zKp|vlsAq0z2C8>B^+7qA=t9WSP|w2B#MD?p*WA!R&&0&i$VkE5z);T&yphDv$jDI7
z(9+Pv5EA{M@&-}}8N-$bLrNw;@TLpoLI^2Q;VOyD4D<|5&5TSzg(M<jfSiw`AOa;L
zq%a{^5P|x0m<7=U->f4BJgwjDTBlt;`oL$FNi54@gQXK(>oaaKTWp&oC3V~4oYMC7
zZ+L=N9BAubu5Noo|88))FUvo<Ij;;4Wvt=bvBOlOg;72E=1P{_kUc^FuIku6PI<Ro
z_0gT17dLKWeIUO?&oHOJBHR3d?BjgLWP`G%!`GLpzYBj~U*IOaFu|$e*hICx9{;t{
zS?1*)_nVyes7&R2{PE|{1W%n=ZrfWVC9W^ZmZ_eS>!`Y*c9{^*+JDQ#cV|mn-OjV}
z_r8Vi7Ol{pxT5OJmw@zDuYG)XUS4NfI<I=}1hXaHcOI=aW$~JKeyZ~F4aXk6U3Bl~
z6R-E;_Pfi|aWq-XKmh~}P$LtRsYo;QCQD{XaX@O3bAE0?ejX@ofj8DU=jY@X1s5bH
zrz+^Xq?TnSrv|w@fg%$}#6YK@jZDD0gMAZ=vlWa?%)!kYkT!T7?wOmI4&J5*NfprD
zhae^3CG!f#=HQuf_~e5*w0#3AQD6<TiaBrZZp@yVDR$uDLBE#VH;2Bmty54s)Wp4L
zLDFh7v#fl@X-!8<-rb+zb;&m|-&mnTEGjy~Sg1Rq({;lp?}^s(Ddi{lB<$k9?fL$s
z=Dc%P=h?r0=T7!Z=snio&j1Ij3qL(Md3m}2eB0`8@eY~YN0V}M*A^$X?ctdi`SpbZ
z|J=_;H~zm&<@9m*f9TEh+^faRwi-MF?uiW+T+CD7ynC0IpZ|ZO(qV6Y{(=vcB5Ycc
z`;M2Fm3{m6?brS<9~MEx`9;~ZB<m(bc*cF>)wi`daL_(bV#SmE`wz718Cn~?MA9C$
zTK>QN^F@DX{|PPGKWy>;zkYw#e>nc>&(F^ffB$s6U!K3dVd<fg<pwRUf@kb5e;>EA
z=;_JH>h1Oif)aNHOE{HkocaF#{`G6uwr$&XZjNQ~4`v<FW!9~VA?=53s=vMY_xJbV
z`j~w+Kkx1?Z?{3{SsT4QZeNY%pX0}l9eaGdpT81nNtfQ4?fLin<n8U|pTB<ndiv&@
zD}$H+`}R$`HBz@#F{C8X%-mewrsBi(<=5B6R)2nWwqGt`rNLcIo`s9<^B4d9^;KLy
z?$6hkAH<io^UKS9V&J+w^N_$P>vtk<i5-g#g!RvSy8oZ!f5IUVw?vUP3$DcmT+TAB
zffB8XeTOu94hgs?f)swXzyH86{L9zZ*Q>w3(-rIH7T3G8qcAx;`*l120)xMrJQEjj
zZ{EJW{N<&k%l+rStN-=y@9*vT_y2uh6j^59su)y~7`MN!_Uo&w8xhJkZv6P-;$oNp
z#QKY^m0w>?-LJZInSslz53}!ei|gm*<-M!__3$wJ{+DN66FaUv{A&=uuV!cQ^K(fX
zEy~~BIXm0jzV=ti31$tSd@g5|_d9|mT2C&$<|g8nsCBoPb*tGT1Fqng^R!oN6>Ob(
zHjOLz8H6o)=K1H)-u+cu-|cLQk`9!xKOC~_IagM$OX457WtVKj1G1Ib_aAKjSO4jF
zpX~4F^|k;0{G7lZq2*H#(eW~1hOoL{Pff$pLtnyQL(B}E;q^Vnac%FHKhc-o-rf#Q
zC@@L;!x}zItJf{S=CX-=@7n`sT*(5v_mONl+`%vdHF^#~T$l2L?f&iCuYY#2^XjiP
z&<+DzJn`+@w{z#to$8WSaq;2Oc6N&&?Od0m*Mco8D=%+<|It1yrQ+p7Mn1dqftqK2
zt>5on|L6a-9D!zuC-x%8Bqfe06gF%07#nmrK4J@$NKX)GKEk`m;M@TPwoYl6#5s+Q
zJVNFjhb)+zB~<bRS_|3O3_b2Ba6RVXNt&?3k!}Wf{6BOi&A8RD!%@x1<NqO^XP<xi
z+h?q;zp|`JOB#}A?V6w5@%X=I%U_<!pI4h_hMFxhILdYTN50*%Kd*eFruJ&|99r@h
zJ8M>N%H$$tuE+DFZ+e(%nlCbVw{s#jgp4fj&shUDOl7eFS8!J^H7L(>)$=yZkq(q-
z&7Ays-g2GipyYn*$)4w$r*{gr2F@_Ed|!F0D9<HPWSK85mA;IhaWiL`0V~AjiT_$b
zxoUo0K&z+Pb6fw&bG={Ach67EI#GE(cv`XYU+%}>4NM_w>E%i_X;5%*9hPukYVgid
zS~`)ZweWmyPK%+)G287M1&;+te7|$dO~N_xPVoRrf{IzTM;bkc9OnE3mr~5a7xx=9
z|E&49`TR<Q0+FwvU`(+3C4TIEVuF>3TcSeWAq}1*ffB8apduTg9aMC8EH>a`E*wxr
zf4PlkpA}(KTU4LO_W9?Z^!dSw4>VrQ7q>rrpyZ2w&;7#(N<f|^-nGRcT+A}AT+BxT
zB^3G&F%*ihbu2b;kZEOnq`@PwygpH^yY<ikmoNHfZrzIdFU|^YQ6MuKLjJKFeemcV
zj^-P<*#l|58G+W`AO>^5Z7Q$~v@=Cy`^~*5u@cnGBCY`k+w@3sa}6}Wg3&I2d)GHZ
zCRL{4qq)4V;gM_3+FZJwa!bOznlA)xoN!Iw$%bX^agHj@xU7wGlZ0HpEC_Mj@=d{2
ze_>U?!dY@Y8$!M;YBat3Y_W>r%1o}VXKHaQs%gSUn)gi3O}l4fT3e^G+4ID|^omdK
zHWW(;HK}+`Qt>q3z$%(~?^VO3tBhgl5pxqto33(F$oTl`_WoTqbyr?_9$9_AvVKQt
z*7B>tC+rT_{9AD~_{5rfM%!0@D%cUSh`)I5$yN8h{GB}S`s5QU_9cFZ*ia?(@s(+9
zKKttBg6sFyCoYM3x1owFPE~M?-v+CLuUJ+Klh06GT=n}&N&nT!9pUR|@7(=xQn{U)
z;QD_D5;%_cN87emd|iHz|KZEvsq6QA-k5PUq<pRTSz{i>xV`^Q#qv&nx4DW-^1Y1p
zvb3t^tHB?%I;jy(7hmQ3^~~9O_Eo0KYWpyGzd0MKq$1O2sM~F+l8U@~zBJOd_kWnZ
zeb_}wr}sB!J)K{%Kl9?F?7uVfrT_nJvpZ9&7Pa^9r)vpcT^3zkzJBWI_mQ@|>nCwg
z7<mxwPHtbt#kWP+_Evm-+Z?`jp2wbF%Xg=*o#(No>bdp9`LFK%jM(zx?=t7v&Dpk7
zZ$#by`ufeA`NicCww-Ir`__F8S>s2gF#7n)UG3QY4OLPXU$LLh=h+@@+ne#VU;ZP{
zWS=cnKc_BS|6Qm4<=lSP?t4EizU7_0C!Zbj+SBFwuLB1K(zZp}c4mBi9>@DVrg-gg
z!L|1a(sF(*O!%s@$4iNrlpYdUyKhU=&8c;Xspc0ue!g0@e#NQ%^OU(tlV#rQlH6EU
zU38?>`b~$DyT_zFE9+hU^WN;6Zr8>1=B{v=-0Ksz%hoqIM+TPfT)uks@;jTwexKU#
z_~Ejnxz&A~`t{*ee-C-z|ME=Y;{F$R-v9k;=@yci<(zu^gEQmed9i<k=g<F>v(32W
zp-i>>+U!5M!8=k_j(0pXX1~Sv=gzfh$u3jXW@+Dkc9O~M?Am`T7yB+;T4EA&X5;s6
zZ~29Dl3m_%$8T%Xwqy%gTl=f~@^bcNpZ9D#d}7i?`!M^&nva_^AFQ=G*(T+j%Q5@&
zo*1Va-%hTS$$oBi<(+j&Mttl#!Tnpz^s|0ueihc+qL=sT_rFtx0@BmBMVCF52>kdX
z+me0FO#W~Bwl!ORao(QxzyD^lt4yzo=P&u6(m%Q4U*IaHLB$=oFg7$YLRs<#-tG;S
zffUnjnK>n?MGE?EIf*5yE~&}+Dd1i(qMr*I&ciG?YrXr|?#_L>r|zg6yGP`Eb^(?S
z;oFaw=uemzo@Cxsd#U5||HfxgOH{JLr@nt{G1HRo&F1izi&eT7d2~&>7d-FJe)kFg
z|9sv3JJP$N=1;}%e)B&|TLk1ZuYUOPc>lh?pW|)+#eVoB7yPvRdHg5Gng{m(zwB=R
z_qe~l;`i0}haU6)_p~zX{qUkQrSAW?{!jD&R|qfCZ2LK{daC`=?-s?L{U-Oba~5ye
zeJm#W)ZEgg-!)a!Ui4qO_gEwH-_)dc@Ap1$nzpCiK<>q*$FUq<-FXkTyt!___wTFi
z8F#AZUAj0y-u`dgFUM&w{{Q*%_-#H5fBo+tFYn(=syMHCMr-Sd_<v6o>ouF}Gv7Pk
z5{|xIzv7!`4L{R)ne*yX>tDX#+H2zek9EtJ?oW1;3YPW#ZJ+S7{ZE|NsV9B46ZWl6
zl2Vo2elzJ`rPtrt{HNCcudn_XE9$A)`#rKs+xDN$(oeVZrGDF<-=F>V`<!3v`rb<f
z{XZBboj%j}==}HPKbPI#TC2`}|KG#gaW&svfBs%C9eS!fv__lbe!#D7zNVk}_y0V3
z#o?9e-sSV;3a=^L5$;urQr!RCrnq{E0#8=yG;i6Si_T}3?Rk>^UibX38%u)Le73!o
z_)4L4=HHFB_ljq);@5kk(K6$3_1VI69|bg<iiG!0JGQ&Tp=#HL=iJj)*nU#4@mq18
z>8biI&wq0lWO>bOJNI2Eo8$6g`J85-$`v~Cvvj>LWiOcURp3#pm-VXJy7GrVzt!K{
zVkGFJso|_TKkInX^k?T<k6v+I$R-#cW}AG$Og?1Uv=`9}f+inkmN?1!<Yl4cZV}Gi
zr`k5yOK7b1O6_~-@YYG@QuDjhX)CMQbY~kLPdUISCRw#m>-C8@GHe0@5<%Bl>|}a2
zZAvlW_VzJitJ<(I`z}Y$4$}*=QIVZqTW`-`KC?9YBx{y<RQ`)Yjq|Gu+;(}eygU-J
zOV^xncGIEDf)_VL%EnI2ZcVM?jydTzlW}vi>EyX5%=5*69CUoI+}xngz47fSx5&!7
z?>jUjzjajGZ2mj<ZkN@+uf}ny7k73s=OhMfTGDU2zR+Sp$pzjchf@FKHp~;R^A|EQ
znCUWk%j|S%m-v*c`N~H$zVW&k-&k^^V4~kqm&R{57PxRn&U}!X@XGP!lqIE|9Vxmy
z9an1ioll+LVn3BlV$n3$RL|e<9JhFNN|jlC*pu)uko$G@YR>~9W*KX(6eNW0r`PV=
z`OiwIuXFjP^%mT_LU-sJu(wAAW&8~|r1aq8;i&s37&kZV(0Q?S^1;15GTav<oTQFk
z$a7w^%P=ZjY~Hsob^9KuI#!jqxN|S7C|>pL{M|jwO(hd6_iy=rsMmMVL}oR+_7Jtr
zU)74Xo!aB7Zkb<h%%aly%<;^XeQHhZ#??me=bgCX;=btp@dHd74Bj4XyVl{;bHZ)D
zOZLRdpg+&Q?oIqqtIHnsHgFQRtUJGesOhBzB~5>f)m0}%ot`<%<5|H=mhAbxvpiTF
zZ%pZ3v!;0Ogj(IOi;X(bRci&;@GU+nc>A!Yq{Bm>D-Taac*^7~R$ZFjw&jF|+lq-h
zDlVkB+*tJeN>b+4T`}I5Of3%cG;Q3p%V*=tE9p;@S|^|E7H>L!gZqrkah?Txr)7#t
znJc`VQL^>^8-{z6e>mU#+-$teJutLie_3qM*Nd%-O7>m~IhkR0R<=D^?)w7QU)9}b
z&-8n#Muq5Z^|-|zdR4`2?ZppEH%^J!(<k^k;^O}98+vbfDnznl*T<%>Sa2~)QDf#R
zjTR%deyv`^N!K=gRR4H$b?DBODl=kh7rrU4a%}fa>|ywz*41(6@d;jSSqq7#Z!5B;
zFWm8UaJrNIGfO_Sqi5f`#HO^F`>eW-hP7xM+AU@(z2}0u=Q^iHl{uPoL|1>@abfjO
zcJa%N8+eZf>|;5xVy%$0sPmHNwiaxx8`+=b<fMl0oS4`b$jfbFD}JTeA-8Ut>A$6G
zX7mcEZP9#wwD)e{#$G4RhhOC1w$FO8f%!%dqqF&j**7H~o_5K7%`}zKDEmSav;9>4
zq>~}7#eD&qOl{{lH4{V*wnZ`A(0a93`kI3Hm0;0e!%Sf((bqjPBHLFjcir--c;k*7
zkCZaC73bp4ZgPGd==o)u!3?ck3Quom9Wzl--qXliY?yiRkf>Va2P0j6nT^xZg}GKR
zyB_|{QQCji$+wcFOvyuiSIHuaXzvm)0ojnHN3Y&aWonbTXuiVc@;O71nKctdQi2MW
zro5M_TN(V|(47UV46e;Nts-i;zc@ecCF5G9+@GPMZD)2){MF6L6tkzHmD_)nfJlf)
zP)O+96pPOtU0&Z;Z*z`GjGWk0maY12UDw_oyRBOqe4~}_xUA+mn{?@o-Lf4S8hu;M
zbQ8ZCgg;GqE6}VE8oO8i*3Oo5nhW-{Fi**8H8)Gz=#^W)?dRK0>jKj!a?*vCvtP}7
z&aJm^c_oMFI`dVFUh4JT({XW^6`9z)%4MphkDT92H7h^XQ^DU}WVK&1`15Rjv%k2t
zXr0$=L0QMn!#WpUo16(Q`SaQ-`-RKp^C@Co4inBPzH>OgpVylGcjd!#Cnv7r3b|f*
zJ3d`@E8{egRl<RaU&=Cb+_ySUcAoFj%CY55qw=%eC7xnRi6?!QO^}KB9C=E{Cj8EW
z08z07rNh5(^IF`vdW(5+Y-CSP+0|fyjn`Lhd{xD`HCCpQpM6>`|57Q3(ywBtAFJ2#
zW=BXk-}P~cI?y8D^74^SzkTQVlfPu%?b@g#zv=mcMfne3Na_px?lNIe>Q%_y642($
z#HzxbYxMf%md6XiH}kJ~9P^9&OyZ%MJ6A8hC|ZzzyKOHg`>M~alDAqai~XX_Qfh?6
z_RYBB9I#X8kmWj0ZnJ|STT2o+X8TlTm_&Z`*m*}mIs6z0d->-Whb?|b+ji>ZG)VAg
zS_I6FZsCwN=)0|&tfDr}?E3_P=^M;rGw*R*&eRiGb7prcd;6(#r)$-1)E)}DY(03D
zG3sdBlPa^QxhFNcjYD_F_*}G#oi1~5@|1x5ic|ZGu3kDBazrMuXPKAJ8QIOIJFneR
zIJw2~!NS~_H|lT88ZR2z`ZbE`$A^Evc=h?Nz}NFVzqc{JsVbeY^O5O}>X_`-ms>tf
zo>8vKe>rFAinppk`nEUJif(9~5Bc6Wf7NWZ<EJF$nc60DdWja!60&%q`%R9&wzs^Z
z-9>fl^y-L~qx#CPn|f|85zy#lS*ScuVCUijj)zIhZuFF1zN^4I)q9e;)WR!k4i=il
z2E4c`6|uO{cI(<xOmj^aw3_jS^>K2$i@pgnWpB~T?dD|9Q&-DUw2}OvwP@P)KSJd%
z4z26lA1GUP#$WN(zINT9oo=QQhb|^>uZn+hK|p@zcFn4(A6u_Ye6PKT>E;ugvuk^`
z?)=V}wB^I{N1ERw&K?$%_NxdGRLVG9^Ksg)M1x(kW;Pq~uJqSZO4@lnrLNA&MJ}QD
zhHYSWKw7DJi0sGHQYAkoE?ItD@Pmw2g6K!ZVg-qJN7t;HXsE$;g2_>$@Wrx21*h^Z
zeh)ccW8oXX#l63$<k3VecDJf?C4OBe{>Z4_nv%cpV4;|Zv#4HjOosRl^V97GZo3{V
zI{eFI&smP;F&7#fzIILMVBvAyT)|<caW&_R(qGxN*((CsRC!kJG0<9?n(8C;Rr6rl
zw&~m^RxxRNeUB_ZzEN~ih!c0s;br&M_w+O!TBLW{F^7-E{c&|`c&(_YFjuyebN<CY
z%Zz_L-dp%~XDTaOdZf+g4_(h4ld`WbTeso<Om@4RinLySX)dYk@cfi|{(G}GZeL|N
zfm=H7i)$WB-s06Zj(Ju*!B<qe-}UjdpLtny{;95cq)7J~&$_@LjwV-g&OMJ3G1_)x
zdFPF99;{2nPU*|7JiOkGSv-2j8iCTqf+`t}$!Ur2^wy;)&w9M*pxbS;ew_o(rf*c=
z99XQk|BL%et+bBdEu75tTU1<`53RZ_fAzw`2TPw?Jo@IodzzkWPUoIK7Z1#JdiQG9
z{x>EQ9*X_G`)^A7_S4N}4vsnXQ(~j%P2Oav%(8_`gWY@Of?fL<y<eWKJjGXX?n+~R
z`j<o7Piqtjlq^2Kd%9#}oTg0toQrq9{hO|T_uj%2>3cM*uUIZ--#_#DgUhZh^{d`J
z)Kr%G(``A|c>eAPt!II{|4MmhPWwC4V$Cl5=bhFUKIb3aZv3iX|Kn?}|M|DCU-NnG
z*|&3F8R^C`-zdx7Y8jD|pk`dpzif4-@Latd&#$(tud7U+&&p9_uxm<_!_@`L+jqoo
z^Et>Z$1^E2z?sJ-Q2kD8xAvupyQbYySk*QEv>j)6ckt?I=VZP#bhWPMoT0-aE4`ZO
z*qlXc^e;8stO{NAXvr0YZBC4prV30pSvkBMVbRBJ)UHHU#uU5lH~Vpmz2w8qS(ASS
zzfZY(^GNb?t8c5;*E$sKa{jTd)}hZs{MgUAE<IAuTkjX!EV$2>!y(~zX2<52oRhQH
zo&B2Ky`}H`QpRf%iY0m7Uzl>cza&U5v@xCh;6-isT;KcL(X;n$^6LKF;`v~<a#^td
z_rCm>^SSLfzlR8ZSC-jf!V%$oIE_~|_0m2O0in=YUZ(_}N!-=&3S;$f(@lD*-4Usn
zvfz->i}!*)1(W#fc_w@52Nr&iv}5EB&itk^-!8T&>F)lPCm&AM)?2(<Rk&cf5W8})
z(oCHj8FigM<t%T6ZcRODo^|@})s@Oi!}mx1ijjJd!6X(xlUe`e{SOnja7Rxn%PN}m
z?dl!IiyOjNU&Zux{88|WEpjN?zWQsfSl>ql=k4kHeg7S_l-w|R$vLh)#u6%1|2+=;
zX~n+5YRhErEp39;R-WM}gTtm-J=wiN(Duwf!7Zn5EqTrTz2wT4vLCt9O!pmscldtr
z(^7RV)HhyTy4Fzf=ZmAKR^90GE#4;)DY|=I>9vh#bu9E89;YmtH7l}&L+e}2QXdmz
zZ?VH!OSsEe&o0%Fm1bZ_b?w!DrGKo*D5SUd^m2<IsTvg(>z`)CNX#-kDq3Hjdz<rE
z^UF6n2HyK-Jzsq`+y8dsIlqF(N@Y$QCcN|Xf1KDbu_R`ep4z>lRUZ6rwyC~(qa(PH
zXZzQsTYO$^{r|<z`wvs>TZ6mnf1I^rpRd<-KBWA`KBbRIEa{7#JQe=g$i83p?rXmE
z)~IC>`#G#He9k+pzvuIh15?`0a9P<EJFAtqf4&}9p>CD*@$hu9vnHoqzd7_}v&HG$
zzVU9FLhNOkwV!j-_vXwqT`_6PWN)8~2kX0LU%pUt`kVa`*%uXM2`pa{gwJi-vi#wr
zwSDW<w6gjO)0-C7fBd*gL-gn_jreb&R)y}fxkRk2O!M;P|5QFqRae%l5m|TtQJUf_
z1s*o3R}E^%j?MOI66#bl{2*{kCuYmycg)Q09bH>yuX%sslLkkmd7BG&IUje*5`_f&
z6&~E%nR3OqCAivEJYxGB{88fgj!p%iOvV1-`3;E*Z@(=q+_cDJyF_APEa&^4f~j|N
zTYMY3TA4-J)vk)hlvRkWY-~`=zI%{6?ES*C+%tc6ty-d9>M`x+^o-+HBImfvE<5X<
zK0WV}=QKUV@ZMVioPJ9c{eHw;TrkONzMFH-%0H93lryBJoo!w-_k;uU0n5@}*G0;^
z7O9B!O<Azz$>T%bCU-lymYamBN<{A392;x1VxvC$<t5zpRWd8NCoj>D*b=pchk<eR
zm5OQH5^_6VEK2$u{`|<CyvaKhW-ia<TVJOpY_;##RJoGR*AIKM+w#ikF4o-i<e0<C
zsa<LBX1<KOk$%c+yVA8ertCWWzSH$igt$%MSa|os(dRF9q9t}RY0UR&N%!v;U<rGs
z%@{E&+3Lo#PcpL(?oKfOsDA0cU9+&G>+27JLJ}*|_HI>+nNfJv;JB8)n)s=$>Q`oO
zJY5$Mebpj6tiPwy%|?3b(`|=SHr$+*el}OJu|Jo={a(S%i^g+qz5H^@oadw4yxmpP
zrP*$1{XN>~V->n-6NkT=@A7rGq91!DMJi2?vN_lG&0tT%jddRaVyb(uh0dHjS2u{|
zzUoJ_U96m2M5e6RwS{+;UW;^#s7%;_<ii}kjz;aN68aHut_p^vznOL6+A_wL%S)KE
z6pr3{cly+vfc1Y`ie#)?ro4FMnxHdVbNctCEk_nk-p{2VcJP|qtcE%V>751Qp))ru
zXjmMuDXnnhuLllW?3i^fPn7k%-I6IdO>J(1Lw!MC)NZqIz8?o!%7kUZ!`Lz<RxgWE
ze#<nmP}t|cY(?*)c_%D3tZ`I+QFCMJ(uO;SMejrlZE?JM^BQOPw-2WSbuGScTQYxT
z*s2Z*hH%I8Uu*2o^>BQdWwA1Z&phMYPLEF2>Ldpv^Tl4yO^V`&o9#Q7M?DL*nfA*s
zFx95m$+=LoEy8t@$A?*JOx`O#J=j*48v5lx>eaieWlLEm`8i+KO<B{;oIQC#YR8=C
zTQ8=bTL0*W({|Y{^8~un9^Ua^SI#c#y77*@_Uf$HE-puJzx}-RF{@_iW|{vzyR}%=
znI=^xIaw+3#3k%=DarnsK8v3xMn{YLYj?d{aKweCoNZV0CGVuISYvp#*fW!%{^Y5m
z7m-5T>J|2{b$1<O)=J+is@Jj9V9s8jdwvpZuZ@?ea=Ys#-)XMfd)Hvw66ZUo4;?(Z
zF5Q43J9+ZF(nT+AlO8CRZCrS^O-9gmsY!*%(QnzGYc#v~H-}DMzFanR*M&o@rBY{G
z@1GX`khidFZ*S0qiiogTcW=2RGGt%0IDK7b)!OCV*Zx(^KKX6`dWm;E^H2M^U3Q9i
zZs+jz(5I+fd|j8-ZgS|YP`t>#M19)>(aWt_B@qV-mVC=HGiYYl`5C&*;5d7#nPPip
z?WenKH79;M={~YG@-JeMKO(j!!?|Wpb<26x`3|>x?mEp&iauE)QDA9w$=u|YZnw+^
zlgBHrHr+kZt>&9K$0wmTA*hH&c;cC4*WJN}Z)7SrW^7;h>HXOZ_Nm`37L^K~+>)TQ
ztH3a-k^h9_Ybyz^vsyy-501z=@kRI8O-TRJDz!L0)N^+Vm(j|nGK-_#^R~Kqr5upz
z{Ux8T+kHw_isi-!;SD<3A#qc8uXvPXBc&?;o0n;s;HL?$QmW0jN;kbaT6(PD;PzLa
zUR=`a%`{Kfezzq<bDi3rrp}5aW!_3p)i(@XfAltHclusWbkCHX(q6H7=~dGei#9m<
zvbzaYY?a;1$}O?FD&R!u>YmiNgrHWJW%41DA9PP@T_3B{DgRqlQpCyM+24d?|4jde
zvery7yP$rPqUTkG50<yLI%>|1TeGmfv06ed`;1j+Ztnx7y??n~_PCnPZ$7_c@`{eq
z^ro&89*^9ZvQDjCuz!MD<jSL0QdVD@wkL04>%0k<GTHwIy_{xH{9v-mrPR{K+{gS<
zWjWk8roFYCd_%BNVpsFd3vHVP18cQ{T&yk}3%l0&?dyTM!{3{(uhUum>RJ8T2RAaW
zih4S;SLhxJ{bq0=@auz{ul`PowCH`UHAS;st7M!1oZR5>)Wf~*nPJ*HviSIu`pu$R
z`HnT-Nla{KR_1hdu3f&)@%{A~o88kB-?*OA&$z$r-olCvrBW3MUe-5eSuMzx$+;_(
zd$rWx=WuaKL&x*<G+qm#*ds+M1sxAf#eNhnzVhJhMc2nphrevK)K+EHHeLI6=N>kl
zI=!DPzgDhEc;vTPWy{~cx1*e^+PY@n4qtL?;fc!S#rF$-S?JoEYnfGa+_bry@sMlg
z3{{m~=a#3$zAXb?Za!^2zty$t=cQA(blnek<7+fL<e9UzCfO<Y+Ql`w_g@HS_~@q!
zn(;kZvif-P^6BhvOEOBl<U^({y?Z`kj<Dm!pRX*o8`|$;xBaw9Bksn!-`SOiW6pKx
z8+=Z9_1ykmk<+rZnpLW&K5r~Fi1!PdmYJ!Tye_6dW^JV7nWm8C_l$#QHup5GF!<3R
zYiSp|ru>cH#VpR5o}o96U1WYDpKtl7N9geX6GF;b_l{}osb}c!O6;lIBvbbPO#bSZ
zdzG)w|0t*8z!4?rD5EixJx^}Il*b{bS;9<OXY5`!zk-piQ+Cb*A@;5|xvB2LiaL|*
zUrbTFpkr`w$9`iQwRh|8Wh<!NaNPZC^QW&1JGhy?ybk_;>`2?3Sqm@8T0OgTwSCdy
zn7e#;*OrL*=kI&*{djcKz1jUT2J_VPY_{;3v7Zt-A0HfR?0?yBcK6fuO4_+6D>L(U
z1sWO1YMzTaoN#2yMGeQ(*X}f4W{psoUQm%V{q@>gDuS~mGLmYv7TaE(6)Z1#Q#<(T
zzZG4o%QP;2f4xiK!-ZE}%ptwA4Cbmo?7z|IIB~_t?f!ojC>!54Fyv6tijnGl*;x=^
zrsY=a<J}>#Nm4Gmr$+m1b5Vu7%JBy}sSYO>CduCHJ-K|Qxurs1sh8T*q+3t;9%S3T
z$h@yu{;N>y-VOFDo9l+vDls>O)MG#XuIA$BaM<9x;lj+B|0TRd7Q}1$NGW8d$(=u7
zx6|kHxui!w&GM|e_@@aN2^pNr*roZHN6FZO?OcAj?fr!Yb4w3w{(Z^dnZ&Z~n~wS|
ziCZw^Vp{mU4_8#2`c3ED;QVDfNA1?1Uen0qFXkKXxKMQeZ@WUQq`<MOFAS~j9xC&;
zy5}mmBs2Sd>8r>(cDH#k+xTQGUc@Q+hsjE`O`5fBxn56O)SKO*>`BWD_8e_aD2e&9
z>)SjX&Z=$)>C1DZ7fhYko?4^xjD2rQf=g_@{u;6GU!Bx-ub<j=wfLwf(-!xG2ZdM3
zrCgr*Imp(>^5DiL(#ryFdEP2zW0jC<SUc<D>T?ekMsErJvg+-F(;*jji0N})s(%|<
zY;aC>*+=pCpd3}6&Rr70?&Zm^l4e*wN|5+5*Xw)b;Va8-NZk%y`*Y=k(=l>YpY*e&
z`rq#M$+{=+b1&QQ-JkfQrYqNrRTyO77q&jcxV$$iciQWDlJix#wg)M1SgBTMryFZ<
ze$MW>4hJmrea&00gzcW1@E~E<!kO*oBxW0H7d=d@GPAX{`@Zk$oDFOtchqIIk}Uaz
zlMknaKCf#}<9Rd5Ihpft@SPi`9(;DawOTscE_W%X$=sUX;nHHG^L|%5)BVyF+xIQ%
zNb5iAm;XD*p?IoT$ee4tjJGEr_ft%oX0%b~)m-gGEKJLyDs*Nt3l`Wlr3AlFy<*EZ
zk)`Fk?r~EdVe>GCoZk^2F3n^+o|4YzqrrbhnLXyAy54c=-$xpgF5H}Ud6R)6*ZvEe
z%*479w`Pl1JZSh+mVB0({j!jU&7A0&uQfI_-&~QYbW8fV?0eDZ1)cvGulrbLKDxZE
zc0%gy-+nfRLV^7Z*H#;`r+I}N?qZ7%a+X<s%qM46#<g`W6NI+A#rkCUezmQ8EhHGV
z^5nX|r)HhCSUq!J)^_U%hYc2M7PD);D7^W0mQecT^9Om}%~<Ih;c|+pfipa&fu-+w
zI=ARGAy;1o6I;{u>tD&K9{z2t;N^Xq$zZ9>O0!3%Zy8cFBm>_xu3oBkP^s8UM}hI^
zoCQz3-Ud(cT<Im8&LhP<!Sm0HixO<_SN5IURQQ0QHax($`?9v`f(`tkRVA$=7j>Q}
ztiAB$<vFg<P4~0;+jw4E&OK9UwBg=!ahtM7Q`q-9`HAmoayHszd1QLcn$EL3|7d>n
zRcZ5Eq#ZGB@^jCs4@YM6)oeVqaCi8lEi<1lveowyxm%;P;nT8oQM0zocO2t>%4Y9&
zJ}Otd=GKeSIR_3tH)*^Q?S1=Y<VV9?+hX?H>_(GU#ky_JoA=}4!!3`e-dQ2>%I>3>
z)SCZ+vIYH|p*=C1&zE0p5q8~{y{j*`e@T_w+;3vj4^FwFcfmSi!_UUE8y0RWzkWp_
zAz*%T#f1Ck!ghSDexNSXKehI?M@s2IkreyOynP#|z2u%3dHDc?+GkF+yZ?NAu3bwM
zzalc(?Yf>!U-(n2Z_l=RFJumOk4(1<i;^v?nw6#{yW{gFxz*j@uPA&dcX-W^EXh7^
zTI0e$=5CKCN$Fg=*;w4V_V0unx~4bkwmNW&yYD#iL!wiz>_l2(&Yl~4Z|p2rP0UNl
z^><rz{=u>7r9$5iq-+b^?Wgy+YSuoxZ7H_93)}9_n;RJ}owVHen3ntpPd^vKBVXgB
zHl`g3c)jD%rpM0$;=Gla7Da3fS#nuwL8ZaumDf%kzOJL8HsP-4<OzwcO>-s}x34V`
zXnWb!=N#C4b%l+s4r9`U?hQ8{H(Id#z8&hfti&w5z5B!ozQe612fDh}FWl3w_VPpW
zJoCNXZrplDTw<CJ*WPc;oXO1ma}Lw<%B978Z@Rv;&F)@ydWpae<=9!ld8$DQXKrti
z&V3%ZVJY7>md1%w*Zs&{yEb{RQmPlz_j6~CTV;3E3d+@On`AR%md>+|?1*r_))~(^
zUD^4J)>~($O<;{ZV0X#P;a67pRfm+?m-<sGbF^94Jb2ULdQx{cv*aA-DCZ5o`V9Af
zJW#jr<BKTafY8}i_c!EiaQ&&WaC5J6>i%mJB(oPX?k;h%Uc_h3eb#Y(4Lke%5_ZPy
zH`{(Gq%%%33{%>rW^ExEwUdu&>$N-PwcaPZigz5C{PaP>{3jQ#>gA`UyxN&@Md{Lp
zB_aK;`#rwc-PO`FFpAnS-A2cnKd<nU#00UOo&4eN{@n7uaH!xx!1jju?9HYtrKdbP
zcI}{x@g3hTu`cd8f=+ihGCuy}^tHYHbc15NUR2u~sgFw&Z`?Sm70TBgs{Zmp4nxvJ
zGld;3FBQD99TY7>R`xbl|Lu6z;G+4&`Gb^dLZHc#ZGJt+on}3{CF*N3W!^)k_g-5%
ziq(y|XJ`b~^)he25yN_H$J>{kwQDn?FMaruaW^aD!7r`Dlio^dFW2WWnVt49R#i9t
z<DwlKW4G6>eKE21d2djh)Z_=xR0Dm*^V@4xd-qgJh;7J|d{OdaqvD3(+dRuxl=nVa
zc0=r#O?|tkta0)6`Mae&#RQ&g_g!&G#xpP`GxBU_r|<1qM?<6+dpLa7*to!Q(b^g7
zTkf{-EZ^&pVj^@(maSm+S-Iu!VudztS`(k&CD3`H_O8cD0d?iu*ROf~EEW*V=D#j&
zo5))J>5KK{Z5wu(x0`vHHLYCZp4-Y@toz(nR{YoD#S)zhO%7X6F1};IvQ;GhSfhJn
z_13}#{T7wW7T&h#Pz~!)T&Zx&LS^sbv`6O@B$Q;@jV9dX`mWPw%O_iYP@r4Cw(#jU
zjR|pUu4^nvGYtE#apU-<BNpEkmb90t&U0*FN?3k*xg*CGmt&?Jr;ZfzHXV*R%>8+G
zZj(>&^$%6AdYQ6!YP4y-sFz>5_u`#gc7e;^7ldxv+NSy-LM_Q%RrxV5_m#DKmOkA%
zMf@qRwarSWNKnhMjVa>A+5j1;Ub+9zM7i`o{96)Gus3K&z*6(yy^HQHl&gCi-xu9=
zcaPB;C9!35oC*$S2XA`m`a0>_G4JPGm!>+-o}d`}dBg77>$1fX2d!>+xy{<)x^msS
zudca$(!Zk?EGQIa3hG?F>E(ZUx$F;I$CW=CSQ#J8zBu1;%BH_8rIBxs?lySf$)H}#
zd%!>X_w1ch*k3ODB;wHiI;x3(TY7*s`--)@qrTp~**DpNuUe>k&yu6{r@z`6$0~Q_
zdVXcl*;S@tn;==vR+4-B*+Fix!rIl&=EkqRI0`#hJ?!^Mu*u3i^VSgG{fZ&s>!Ajb
z7@=h5wjUQ;HJkaLsNZQl_ATJkP2cHPIqYv9F%V~7wq{Sn>>P)}_kMf!weil9sr_E<
zzoR*-c)odxQ?b^Ez45-5H;#+XQMR9%*TTx?HnVD}eTP!)=LDCu>qQH{_x7em7@Sn-
zs@`Zg>yD30_p*DZmRAWfpWCvNc|q-tQ1c%~Ph}I6Cpd;2Ra_)m^5>2DCPOXDB@Pd(
zEuxB@OW4+2eSKuhtB|R8+ZwMN`D`NYbx&oP*5j`-*JCd(C~*GtYMoKr^m{>9rqn)K
zlCs-;y~f5jf@?)O53pBjiLLq{G~w8e6{{H|q}JyOim0#PUUc%<kB@dqoMqb`>k|(g
zoAUQW=hvrN`pMl(+J%EpCfZm8m(*WaC^K`pyVRF+Qe1oVCxm?FU%LHiLh^#`QE$B;
zS#4i<!)4A5i^<EcC7pCQ)q3rb(AAAUT-P}*FlYbm;r-#W<k{;l7hGlu+gq9H{_)7N
zu$}X34kQKTtd#4Y`N~q@-STY?p@)34O~m#)ZrA#7A&B+Hvl(g2-dt13)9;NIJ@C}e
ze3i-K1%IFZ4wyCV&fdZsug*5<xxNb2unL>7yu5IWrunijTW(G_x+}Y9zx?8u(l__r
zXXcsk?>!Oy@})#gd(qzRSzQGScVtxazK-DRUv1l4e&@^de+lBoHLv*3?P#6;ujF0a
zm%H-cZ+}f+=%*yJMKvk(fqRMR(`g;&Kl#3&ypqFanyT>{UG^zE70tbP&PSh^)BM<|
zVy{kJRDzrAoz5StmazpbHTIeG=1%y+^q$4Xz6swC;lHpwT&Vfkbmm>leAXp2F1*pR
z(ct)%)2lALxbm9&Shwl*>(aej^lqM5reF0$R#o8r2}QA;l25f-yZvrj&Y4zm^ohLj
zyo%Fqm3O6#=DzS`xUi7%T6S?qsMfj12Te346`pzUYg@v5QIF>9ee*A#*#6)~SWvLZ
zvA>DwYnb{Icx(+C?tOnH&>h!OI8~~mgQIqP@?PnaRdHeajn`z=?RV>UJ947%eqzpo
z^>ZS+{XeoOUe2+e-8sQ=R#nf2*&2=q<$YEkp4d<^)#ab?v=2wBSA;({7c&%i{kr$l
z7nkId=Uh7`C+hTkXSI6s`1Hvoit|n_HCGh%ROa4P^^Es{`no75Edynl-_I{dZxCy+
z&boTlfFayU<=6g-CocMPPd)pXxOk7{5hrHNxTO=`8SyLrUMV_r|LVztzLixDv%6{+
zth;k<9m^fQ&2?FG6(_56*^17x=vpCQ+#-=OV<NN8qf^Q`2deUCS=xTw@_;L_qv@L2
zl_@%AlZ+mHIWS|{Vvij=JWdo}WLRTW?AlYH8gl4=&td1kE9Fw3FrJNFq_Fj?QsRlk
zg^ca3(h-YgC%k>Tv~fFArCJ=*5+l<Rt1xeuh4YWRaOvPP<zIW2o7F5id`(8x=EG8#
z-kx>69gyBPwRu9wOu4>44t%c;Z*^+yzZ}6jFMi9vSHTxs1m|icubeyU(x-{$VT<zO
z6nZsZeo~*RJz){^mBnvUbsX+K4tulC>~F{MsxQh%bo3XzJNkTq#N|?@dy9*AzFTpS
zE$HgGtRrrAB{!<dXKdPeew*60fcF{~eZr4z``5H}>yuU5J1$y%TD0@xF23cvt4^J|
zbo1@a6UW7!7oYoe;komUis??0B?9jzsS0eG&VO;ParMuJX!G5|Gncpj_;!9$s>X+J
zoUV3DUgWyEGWuL=$~>y9tgFPc=*E`Ki*HD;yE$iKhi&qro&C#Hm6P20Yne2^=FQl+
zUc|bfeqq_4$C(+rS8fLH>SxwmldiEkecc{Wzvv}r<cd|~=3d*@ZKr(e%4zP#|A!)5
zW7?~39OFtTbrm(c%~PA0cImcNo9U*rN!RaImb6I6Hhbwz`OtK9>Wlv$%NClZx)(1@
zJ$gMvZ_>Ga`wTkTj&Jdo6fdy|`8_3RZ$QG1pDOWREzU$OG2tyO{^69%x4Y_&&mG-e
z&o+KC-hU?L>GQvPKP`>{srd4-vTfz&uHStcZ-2L)Xqg)v^J4o(^^KD4hlTVEv#iv0
z>NZXIw(oMItXa_Iy*GMGeK#Hxko>yPonItT+U!%|tz8?Ri@)7pwY1zSdc9fLk1cX>
zmL|1p8KvK}-aaq7I<wf>zx0RgmL|K|PyS_Yjhdh^vnt*sC`NnRq!_i{yqw*$%)cFE
zOt6~bJay{UE3dO-0^Flj+ba}#t8KfdN@v&dZ%n-2@X3u=Lu9euwk=Ypc4R0@ublMt
z-Q_9#D;IHBKH<G16S%_O^~9RL!m8z~c@9r?I_RbOG3J-j<kvTv3y$!Z$H<&HvS!Nb
z+fCy7xqHll&eUE$uG4e9NAh9c+80aT2ybYgl{9_Qz87rkUFEBqA25dcAKTz!zC6qF
zPM90RYA(4&5xob}d)ZPPT?F5k@#jzL-gsE?Lz<;cSr%(J*LB&;Mo*9a<<oqxng7yg
zjpz1PoOuGwC(k4>$QK9aXJq|VmS@QAtC4>`<>AyhTh=$XmWPK+H|N|szb5qY#m#4R
zWAZ%KPcpGt@b$!_HyhM9-um=aQO;Gi-AJf+^{$ZBc_-X1bub8p9ld?H<-wbcC)BEE
zUhzL^%_Q~q!Q;?PpZD>rhJEI4>nOEcoT72;fRa($gTE{V(&hED>{-7baQn@WvDfsP
z*8<}^XPdYWF6O`WJTtB;-qI+=XO33wu3Hl;GiOa%_Eq<gnDmbyK?g!V6sGszRMrfB
zVV)#=sP|%RPQ80}Mvdz6<P}RkM}6O|qF)yEWYV_E<W~3FA6~ZI;yh`!W&h;~R;E0=
z-#FgB)aLBqw|R5z%DcJ~x^DILzV))V+vsxh$ng_vQdT~>+*a{?ec8liv*x>A+h%-T
zAVmB5`^hi8%_sI|#{S51_I|@R$>iALHGEkQ-aeSZcV&-LM9x#uLq)ZPSImxC+1nX6
z&N;a!p|H~bkocTnnR5%31TGgXzjJ=p4*N|FTQAJJzxm}Y*GZ?FtKMjRea?Q{;5M6s
zl441v-GP&go9C|(WE3&oQxeU^crmZ|ibsj9)hVZy`W`V!0Y{~p&o*zkRvOlvta@{M
zwnF!X?c8z)HSJASJ-6B=7&mcu{qCcu5=~-zmfSR5eJqzJb%lF6XX5*`IgetGr(C>c
z-!HkvV4kjWYZ9A)>g|Rr-*5HjiHO}}YPkLQbm1Y!C%YI`CwhI9SE+Tm$v2s)Q|s7@
zkoGzEZe>nm6klz&?CxPn&+9)=$T%Ed?L9^FF6;3JpJfvcwx;IZdno#3!<*mVZY13)
z44uTkRwso$j4vT^Dr-bQs-Wrg%B#C&pIzPYR<Azm?NxU1fSWV8S6G~3(sFQHSsk&#
zdB$pK_n0|1FVB4CrSk2OJ?G~4JL~J-Ih;DShr4XUQwiN&$7`*oR)6=NVG=)gebAMn
z^7~<O&k7W$wEkc?b<poeN}_tjrWNxqaNgd~(;{l~(}qVz#>URXFTmpC!&zUY_ov+s
zbow5=c&2p3#WTDa8s?!k1rHwY=k#X@&F@*1YH=}ceNb;%z?~Mp4NkN8q8!h1CpB}M
zH9zj;VLnj3-g?E%3e#EIA5~b`Pt>OPKa|_VXW%E3@%fR1wZUwzrq3Ub<eA%V%M26T
zVRJ0n)#FyMLBi&Pb@_5{?q?qfdQoRH@lM6Adfxq9EH*QC9(pUn*}kTg=|)E0+m(CH
zo?dIaXZ`M7Tie6S;^!}5%GF9u{eNZa^FMm8pW3#kzLLB%E1ApV?3U2iZVoG69_8Vy
zt-6w((;t-n*z4Q1?dR6@KG)xK?U?DiJNkCrGV7}3`IH(iTeq)aJ{MJfVfE64-2Ys<
zpH?oiY~(-CwCjWCACcxGX%bmoY!aW=aPS*m^}0LHacQP!%sG!9e|@1YN6X`mCtfG3
zD^8gumQXdv<2%38L1z{x>&Ca-2GMUEPD_10F=?OkEti)e`=737tuBA(p|CF5{<q7o
zn;MalZjxUbydFC4nNcz2@lBIT)whE7SMwb!pH4K=TOWJnu*DL=o|im~4!iE}uj~{T
zd@Qu0h`D>Z^sPN5C!Rf3+dE^^YWqD;&Nf%gef>x^ZcC8>gNp98?y_fl5A8}i^Yrke
zswFb&%G|~`4Y}Kk6#p^Jt(q;d@n-o|ksoaO68<M;c}x{sY}ZZlU$ldFecXNiIW>2^
z_g#CuVdLRR?52$;+=>@#JEeTp(cNH>J+a?$;n&4$9==`v{>A0Lwa=A>{<0pP`|H-C
zU5|Jq7KD7wTNxI9>!hQ8VcCkV;%z4Vy63c(o$W04x43iS#I+dCHBDP@m5Q2(M1<;}
zkNaMA@YbR<jy~mw72jEp=H*#vE%^8JaY6rGuD_g41`}>E&0{e#R%-~^Bj&&2`H8ne
zg$4z(mIgnjN$ug=G3(-rsh5=Z_a%8PNK07zLe<OSf4`x^v^RYhu3cN6n}1t3ta{3t
zXG=p%vsvFR{hFw(z&=0C>W$}`^$9QkiQWE?8t%aP@kV4W->ixwIhW6z%rNV<UOLb8
z?+=L#iFUity|T{h+RKG!g|2&fd-s~ftzVjcT0C+r-}CzAMdA4ep5|CpOCD-qX<5;A
zuSsUFfyG3>nO(b8O1xEX2wclp`1Z>8f};yQy57CA+n~xxJRsgadCi0(lS86@M<hOn
z{m~ZT{C9o#l27}4e|)M<>|6aSPvGgfbcH7Vwr`8{Pc;RHsLHMv;J<q+vhmnqZTU$@
zbh{GYPFpvr(fq-hf~oAY(u~##nwPM)@g+Un?R?iK%0y`ybH?MH|95yP{PTNxNU*Pl
z+4$&T2j}hED(e<bH#wTK@3vvXf$X^tt^Qs}=3iPhVYy7kmk&o1YJ%?;ax^5yT9o_w
zKA4(aU7640`}APttu@<iJ_gLY`)-GUZ_6y3TaUe;mG61e@p*5iE$c?ZH#UifTBgoT
zG4RWLeR-EZe|JrxwVGjJW>EFfRpEPCY)y`JC)s9jx>(*f_<3Ad+iB`-$Ha<t4^+MP
zp7Pk4By*-}vB#Ce%1=s`RXtpMWr1e*vkwcd#UJPX6Efr2M^`4sTYsXiKG+>If0k**
z$M(1zr_MZmW5isz_-K{kP2;r2S*jey8Fx~DPI+-fIyu`cFIRwl^7rmk_P+N%?U#jx
zq~}$6E58eJh^=XB4zku0jG8f*Gxc+=XNCL3Cs`Y3?>#8=?E8a<FD1*G+2U+sH|1@g
zEbI0=vhh3rE8BXzee=SsZ|mIZRl2$9EYE^(2THw|Lgy5?y_;zJyYuyo$E=y>LXto2
zZk{i9%rI{5in488(aiG`Ch}L`;hHY+aB5M*-kW>nPZ%FC-p0f?v9wlr$@M1YZL^$A
zvo@$ZY_OL%`RX+#r?YCGMen^yjelbN=dIycbFsoz@Lu6f|1zz{73HoRf%g>Ghl=iP
zX6irn{jQE}W`FzdPg$YwE!qz=|JX6vJ-U^B)mNL+le)JGO;foy?Ap|^$nJZ|g`JVB
z&u9BuE3D<LZ}mQ-t+lvfq1lZ;bt1d#ZYJ)1v30$CzT8>Q{6Cd(8C_MUr>s|>_U`D@
zLuK3Uw`N^ZSSP-JKmQ$l&v0AzXx&RPF0RV==3cEfnrD7TP)nvvZ=xxuMVIW&m|UwH
z?S)_5#NB_N{(fp=P56@oS6B33-?{v<prYAZ%ek}VtF~!bp6JV}?0CM@E9~7Kh1Unx
z{BvWTVScZtuklR7ykD_f_(~_U&v{~|y4%5fLbmt{mg6;ltHgHSKM`)UHD-2IZr3t?
zC65+vi!C>blfzfb?%-gOdbzaM$L@^&S+}U@x=hpllDqMrYCgmsZVU6C67keo<Yr&W
z+WXlOQ@%)Qtp3N~rSiaSLw3j7kK(7|*6n^EtM=zoCFlGg`JzJ>7xq71yYu(nF5dNG
z)knJh<jYO9rkj5|sGRXvY?Zv6&6(3xjbF~D%;@+Wx~}3&*Tdt}4QJiCaBb$Xul)kH
zn@(t3+clpF<m%3nRckxRr)rs@TWVu$x;p;AI<~n-`6Nplt3O^(Du19X!fu&#@k`EY
z(@DJ_=Y+q^nATG7?SA-m*!+FR1N*L5iA}q_X!!~6&36;-e0cEoWXr^<#w8}k+a5B!
zvYjOJrL&~az_@3MdlXa9RX**l51yuq@~gx$%~3qR>%bni=iVoyBI85vmqnXz%{G!g
zx79izxVb1#&Lu8TqH5}sE2X*4mG}Rxvh-rxR%>~WE%j($)yntl4xK!ebxKup^+oY?
z`|n4}1rBe0x5GN((&{^M4qbK@;a}dmDeSCv5x$(Jqo(q@*L}fbR$mjY(1J<lZuCCc
z`#<f%+HU?G>ekvTvYE~w&unL$RkzeLlI>-K@6}hoCjKy~(wtve$bIs+UzDuYQLdsp
zhfeuyR)6t!R^+l7FJ~{yeKmK*3f-5gd&O>sBrO)Zw^Zb8hLV|2^11~QS{JM(7vEE<
zo^WMZ{;Yi&R;JGWneSh6P5b)I>h8sdb?d*0?41_3Z|m{E>n`fw7y13$nU};o+k4T;
zQ`a9keV+7PwBku#>h7a!jp}#YkB(>Jd};P`Vpxi}(yvH^ipytC>lj?9X82+A()5P;
z4Cm|9CvG@=aE)t2Qnp$#H`lvdRf`{&MDI2+tX(V_xXR<D7{}5%CY4;Bn_h`-X`7pz
z^zs{**^AnyucdKz2X%by!xvAmb9~7bH9KR&a+|Q(Oa5-nS+0;d`@-cEKgX*!x(_`(
z?){3_IlJEPVB_AO``MlzyY@o%%CR3mn58Yw9cb%Q->@)sUiGchJ@&a4ehi-<J$lQ;
zu-b6_&cw_6jlC~j-7qovpZ*)8f3iDtJ_R2(yt`Ia{99s8xA-oL^2JBm)-K$w#4mUG
z|GdZ<+578%Uw!}RG5`OcV%5(sdfJF?(3_)hY^_bj!n<m3|5yEX|9QTCPpf-{LP;af
z9+b^R2jY$1hsbuwEn(kuq;5~*{|}5W>pE80{d-y7Fa6`O{1RQp+@D|l^Y{PCt$Fe#
zPdxeGm*3kxR@JX%Jl@${uXNh}Z^iG~A7<~b{qrS1-$zx?B2HA!{_p9>`AGp1o(pw5
z*Jl@mNtB0s_isA5P|!_n)sGvdx)wriJKQ6b>~;$VT6A5!cJ%2zmw%3lbFA`DEZq^^
z^!nD!#rXwSFWq3(3KeU&=WO4vY_pI(O1Mw*&u!P;#rv;a*l1<xb<FR`{CB-m-R|+{
zh5lUSrt>>~%lbEmiVLkDsP2qEvA-|i;f*)m*QECp#uT`J`{f*aS93>Zneg<h?e#y-
z`fC|>B=7qy^z`S}BPTvNPTcsu!rkT74jmuOW&5LdXq;;B=HU_7j-TCddq<R({@>Ff
zK|6TDAIkKW>YlzN5VpPd#FpjP%}PaQuM20q#=AO(e@|r0M#t1WzpIslgyYKZ`2Jrj
z*y(#CKFoX4w<)uOFPCnSo}(SaQoroO^(CLv?D{6!ovTkwy5DgoM@91R+~kypbI<o)
z=C3jTE&jer*;#gdh@VS%WwUVE$&X=*kAgcQU34Rk*yX({IJCv<TkWCT88tkt=W8D&
znX53BbhjQ@e|C%H+xb-wkL<o17xs1aIrj{YllSV_Yb&JIOr6$Z=34%7P2)_1*=N~}
z!onHsg0|E@cp1ES0sp+Rdj{6499bUJiu>!m@=M>Av^($7-bc%#t_Lg%cK*5BTX47S
z!ilrq+ZDddd?UWT;h8}$i&%6g-xIcb$qai;me~LLsN`jQj9+&<m*tOd3%QPdK0DoA
z$7B5(+bM;*zn{#kyUsH&O-E`~S+1MH!f$!98{a8@6aKpN)?w}#@%x8f9eX6*m&z9N
z`<>+(>lZ)Swo3CgEbjZdlUKG+(JapUIh(`+FDqAvx}s>kTlVww{j$m;)#GNbn0zF7
z@8p|zFDTz$?wl_6W8Hkt;vFSv*Ak!4Yd%)dtM=|@)v*^ouWhGg|Es_7;=#!epW_20
z&7G1JE*kvoe)a=~8lFY$WB=y;VTI4;y<C4oU*G!CeBbbi`DN3Sk#{QlWSBNidRW4@
z_rv<sIce)eKOQRGol<#y^M$QyM@kaS&$aF4SlApMCAlXpx5gm%!6p9RKacoF?B4j<
zJnzjh+rYzu!a1KD->r^HVR~E<Rl=)cRv`4h<cPuB)wSCsKGs;rZwZ*dX)4#gp-1xZ
zvZJPs5ls)Dud(XQO;pG>c=Y<J?8Ifq-)YxH?6_a|a%saUl|OblHb?jl*KSSE@MAtN
z@UHHMV7tnnHJdfLIseONpZ@i|yL;wGjrn#0QF;A|N%8H~Yn@};1iZ`-S9fuBp5_v(
zscT-I|Ka_Mp7kH4_8q+Z^iR!gaT|8wgF7!z{WE*Lrxf30xyTPY*aH7^+w2j1_+<V%
zv!rwPug;SHzB1~wwcW!oxwAjh4C<G0raoetQ^vda=M4MPW_mr}r~lkP(VBPq@5cq#
z^%MMm%O{<G(!KP*=(7Uh)msezwcj{wyz=L~`um%n&;I%S`6hOE{Zks(1*YadTl8?n
zYMU?r1F!%3e*XH^4>8VZhc2!<-K6sW>$mbfWp%y>X6?`Xm;ZlB*Uz5s@oH+4?<d{U
zdT@RJhtn;$P2T?u+;=hR>HGbesedMO{n&34vGZfjYt=uRf4+0pUwdv<H}S*t_aE{@
zvi>gnGv7Lr>)h|Q=!W{0Mw*rT_Ui<=PycgfIqT2Vk5XN~dUvh4zjpWi4XbLLpGO=1
zN&EY+_~=?Un<o{XhbM0P@ZhWzqssUF;wL}pdd|z)p=wcoc;0)JWp&r@ethmZ=|+{)
zr?A}*XG_Y}e?EO=$)mfc#lKd$oU!5B!*cTPNx3KcgQ^mk-;2M=I^m@Cf1=$h`;4Tt
z88d2nnYQnJl<<;a<^A=$3jBDt<p_!^CV#iQ{_IuK*Bt9x8=}o7{{NL6xncjW`wu_z
z|DP`MU*3~@;WS*kT0whJ!FyK?O)O22uY)u(M?1<5a*9&`^h~FK#3IlMQbva6pd-$L
zc)2+BeN$616P@xaz=ty$C|H^qD43cUD8z!~g7QleOQ1I$1*H~)uS6<V0PmOO)OW2Y
zaSsN|Lj*YW-9Z<1TfmN#;^fqKH&ie(wtyZG#R(Ds-Lh=~+LH^i8zca_xf^@~2v`7g
zh!iI$_{2!4HJtixU{gUp1}ovzcLSRWIwcDxU<A5y2j(M?eq#kA6Y$ZWFcqMSY|P+h
zK&=5?Lmr%30=flSKfuLJK|dt5qC`O-e58UCly-*Fp5PGS)Q6sj1$SKp=<XiykzHV`
zz$SwUedqkVlGMDCV$d;LNT)KU=B0pR&d9_Z?MO8zUj==?{G!~%98lONCn^}C-xdXq
zHLz}Qkn5xBaCQXg;MDhVhFrw$;{~O|6%6#i$A0<xC>VkdC=GU0C@CrhZ*azHj|J*2
zVMN<w2y(fvkAew^CS(aH261{OIZ?qt&(O%w)XWk+6u>DAStI;RSI45v#2lo<??A`d
zrRJq1=9PdB&jZD?kqIO@f@71+6J6oy7wH5~3^#%jJyC8PG)F1IbD=)`EI4A0QjAtG
z2VZsoy6eYW&%)Tqz*r$x!Prc}#8|=H$Vku7%-qsk!Nfu#TEW8DSkJ(~+`>>HR>2G;
zU}|cnXJ~3<Y@%RhXrO0dY-wSlfDki4VjIJ?8X&1PGKbj+Ds&J$3kyp<L+~Mr2y+oE
zkXmE73WR+KJ7N_qjTNF5ObrYaVnHbdl%Wy%793DWaqC!|3@TJD4NUcn%#BUJX&-S$
zt+}D8o`sQtF*s{L5@d;jk)ffUrJ)Jr;9AHTwT9pmb3y6U2~ryCni-kvSsGcISt{rn
zo15vGn3-6ZfUc@HP%tzwG|)3LHMYb!8WNQ3Km`%F2!$LBiJmENod{`cu4iOm4s|G`
z+5ou*<m95vf|C3qj5H1^$C1Lpjlc;C7SQq+6q<;W0%Iqh&ucc|IrhGiOMbUA>(UE(
zLQbz7rdqt|KlY8m#4vV=;35IOJ%5{eXKe9ksEdDd{#f6sU8{P(3GChNX!c^^Wj9Ni
z_LH71()YFswzEu`R;OBZdf!$hu9IhNs@`N@=2be+xTwFty2||UyG3o%b{#LyYL?u(
zllVQ<ta0|qTk>x%R&=-qHXPEk*t_N1*0+L6UbnAn-O09p?|d%)$nzXQp-0T+%IvL+
zb5(a;yA$}N(1P{J^#ZO&x4*m3TfDw@^8K~IFNQA1KdS19c?B){a^TCEFCHa5Gqo12
zQL>6(aq89fo%v^%tbW*Or~Zw%O~r2GjEy_Qv?HI)dO20YJ3?n?$+1T>tv#;s?RfU-
z^y#c^m8VYbH1N75f3{%eJhL5ZZ}63!jG7mpe{Kfk4j5RNA*Do6h=OCl$P%R$V1d>O
zz;~cDD1tExNl?{9(Xq1@u<96JAqlbt?0jf-1~15+F%IV*JjEoaZUkqsVAvT<#1xa3
z#tL|jy|w@uiWCyiB4xxLdks!KNZ~=SXaTh)Fb-#lopcs-EoRGmo7Vo9icFt{gE$qJ
zws^?=T71cl!O*)agvaQ~f!o*LOmJDHI>GLJpY7tUvqg_PZJ%6V@3Y=(mdoW=w=Ud>
z?^P;X=Dk|>W%sVo%U*xNV@)mAiBA7)5g7hrS@|Rvj_;Slj-Nb}RJ`K1v90C1-78OS
z`K4rbKQeRY9=^l+rAyQwT4rixWxerSfAvFHsY=YW-0oY~ZfD+$I=lFBww%Y0GeUVG
z@s}+^x_p-EKT(+%yVAq2Y$@N%U-7YQ6Xr^P4VKK~&)NN4cFz>eq))XMIHwqTa-MQD
z3>Ikm)Y>FrYX2lk!_hi`p^EM845lkeSDfTalDgt%JhFYkVO6l^YJH9OXAk~~(+_HI
z5t39r#M+^Cy+F=vqTz{$e6z1H-i~_w;EZfg>(8^6`HPGX@m`dR`+HUUj_&1%xU;oa
zUS;*nHL};0dvA0j?DF5Qyni>WnD(B(UV2*+j!uaMC=S4JW{lb;u>@7PU<rKLoItb9
z5?r%^Dr2N8C`meq-x5?^fio_mazn4uz_yU$)In1$Swg!QR6PhAY$#H25Ga;L#6j5L
zWP}tZgo-9hP#uj~G>smF4eJJj0|*?TXa`|iqBmlQJV-H!jDxT(K}`{G;Q+7I!NUNc
zek`Q8fOh;r0^yk{B^ek8VOv65JgCjvw|6&Yhu)Mr_VA!zOXizHA359wCN^^Obu@LY
zy>(;7-qr{%vCEeA&RU-3+|{!g9k*P#<urR@#1Su@rm3-APx2;MKjBk(VYm6(&iDW3
zwTm2k_QpK&^>M?L8T0Fy;HOoFJ^u0W@p8YpR>jZGtUs_sSFC&M)~)ASB|jOtq+Pw-
zC};IN^~2k{r{w}1{vWE*zP+j(bP)E1zC#ReHFz+n2@k)|5C3^Eg3Fn$_2d$Rlz<sN
zf4M>DbGFGZGnn~HJk4PK`S887O}HkntdHB%p2*XB^2&aLI=;gaT$4Q$Pb@H)DbmJ6
zJ*E(M@u%(fVLv|l*FJr`ZMtmUZzGXoiN<%nmE9H{;`DFvG_%>7K99a_I-DEt205ZQ
zh(GpcePT@M5B>lDQd{L$-<7L<@cVh{&+i5o<3FT^%C0k5c>nvq*2sU)kp#+HPwvV{
zZP)gB@jW(ilU~%#hg`zHYQtx&=?*KeNIl6Omv{&yI8{}?qLp)ZMrwQbw3-K^YHt=z
zm5q!1)EGWvLw8si)f7g2sh_;mAW?knn-8F4!hdO6?=ff%oKbg*Pv0j|WZC>phq;3#
zT3;@wNLuat62n=CG<?i=s`p+LaZB8F(l)banE}^j-*=wLCar-p@{0VW7Hjq#Dw$k;
zNy0Z#WZCRHlaFO^EjGCOWS)r|$N}UU@!2_T^UOm%)4=A|U8%8)f3;9l?E}a?e+1qq
zPMZjk=$L<4N10BpG}Y`mq`~u6MNI9N@8e0Q_|&HyN{QXF=`iO~gGlkUZwj0=eXhA`
zTh9sLnp}Euuu4B(<Y>*c*x&-_tl}+~_Zw`!>65si19C`o>b%HA1=s(3D)^a8zv%bO
zKkOh2SGw4Mi}@|+d|-rbqJ)AsZQi_j>(;N&yLj|%Z4Uf<9w^b8=+$PuZ|~l{yLaFI
zzqDOkHm<6o;cxv)1FpkUc=A=kCQZ+8n=U7p@c+I>&mjZV`rY7b00JeJxg?6P-MU$S
z(Es1J<1awR|G&Jv{BUgD|9^iU@^4sfz;$@b7tJ$oZ*SL+-Sy?g#l?r^6Z{iJ+A?1T
z%vc}4f8E-(xp{f>>}r2~V80P8(V7@#CGza#WcBj*_hkPSe0+4&JpZ1|Cx&XS#Rfj!
z?T7B{D0~dMT|oZY_3QF>H5DhA-)Qz6GSFSi{rTzX>5JX_&prP<S>69!+Gb&OzdvuU
z=Zm-{&e(9R_2!KmJIdeRi=Pj=g5c`vaCX}R^A2h7T)y<{d*Zsdy}#bv+`QjT_TR#i
z|Ns6v%Q+;9v}t~nE+-JS=l;ihxL+^#zi`9(`S$mB7N>8Fm}6c3?$*}q*|TS}+ckhK
z*k!PL_ik~$n2J9?K5qBFzpwW9udlC}<v~_tX2#B#t{)$_ujXepT;S{1uk8GCHSd{0
zp{xsvXusEo_Eda4w11LF+a{|&OTPd4`B_?8`o3N5_jhyWf6?M8E%{M9!+*Zr-Cd>G
z8zbh}R)72T^|icRjl~njU*J-f$K;XuJGRe1Yi4qCF|!9syiZ&p+xoFsBEuaNbD)#4
z%S7BjVu2DF>Hk^tOV0JnSbkdn|JRR?j}@U&SfX)eWAgERpBcY_LR73ZP$Fab^Zk?Z
z?(M1k0gZ!uhc$S%AX1-foxEG3NZY1A$L@Y=W#n4~PpOAl@87)}dv!Ix{#pZr#OUbg
z+qZ9Pcb<XVI<euuz9`$Wl=SrU9gpkRo%nF+F!P&wxmLzoff5U3TN!V?jGu8dX`w-Y
z%l|`b)~@|p9|&&<pfG;y|0MtZz}E*jx@+L(3Z&U(Xn}GvD!45KmVx%yh-`P!=KyO<
z&`=3Rd;0BN|BP#;G6z1s|7Ve@^L9bff(+RsJf2LhnlqLijcA`(7IVRK*OZiYU$+)n
zF78EVoIRE=6c=4nnW1d>YEkp@pBCmfuci5a7T6J8p>yrC#UkgL`hR@)_4Cu;i{H*a
zf9!{i{k`9I_VeyP-7Nq<zPhSIS8FNjYG$o4cFZGvkF3uB^YGde!PV)4>;FCZ{P5$<
z+_3Wte{g+%dphj=!VSNk{S58ZZ`T(6Wg>6rdeyql?nS9>chf6vw>~zImU|{YDmPTg
zeSD>_*B8F}ZrJ&QyHzMZ9Xky5lx-)+uj^jktOMI;^u6RZZ+ZR+rMTMj9vsK}B5m6%
zzFyzY_pmp(*ZtkS2~jg&t^0aq&mn<FSEKXoua-TIT>U)Y!?}&sX?Y3}w(Rezboeve
zk4{^DEf0PyK7T`%+{IVxx3meXubJn5QS{l?&0*&kulThzZuRqz_g_s{m#T7-*l}aa
z7vb`J58Zv&?(ezv@4fk#OuM8-S9j;F<qbQp5>@-nZ|kqAS3iHyqsr0QD1jId@OSS~
z)3Ec(akY<6<cFPCiTit~*mQNe(As;SU4Ja!^_ydf*xkK}C8Y&xp9@95zWx4MR{gp4
z+pEM}-^;|l-Wf6XL9Eb0$_^LD)UFu!_wCA){%hvBZ~3+FwDw`E)z1aj*1c;8pOLfZ
z>gwa}^>=oDxo}rHsQcYLgO90~*Tv6{c^&C;{nv+m0?)2R*>-1q-EPMd{cgv#&mCd;
z*2ae4f;Lo%-6Q@a^o1#3TfHK;UfLfS*EaJ_rrwm*ad9W@m2Hb>&Qbe$B}{$Ztyla-
z6_saV)Rt>{{<?qjR{5ut`^H})ZEmcan|S-;yC=!)ll^rTufKKw_U-t${#GTg|MmUa
zsQvT=|GH4SeV_jMGjqE0U5(vkZZf4HCDK@1>iD+!pmR0pzh+1Ib0lk~-^<DTpB!3|
zWApIDM&oMh@Bi-IoLP_(89ZC+xbJ1n^m}hOW^212`Z~pU{r&$OS6h^4-~U_ZzGH4d
zLS^jc`*ZDVZDxPTGKl>DM&h4N>OzBCa<iNx=6?AqY&OT<bbd)f=Goo+vbXL|DtR(h
z_N(*j2l1Ne>-N;gY_@%RW>>hqm(7IDi7)qa?q`_ars7#u@t4=+Yrt1r<u9ll1DCRf
zh8BikMPQzhi6wj>jkNNYxPGrW_%cN31yG<FE&~P9`n~1`;3;IE)V%bP3<V=o1MtWk
zWF!qXMNu*5?cKfIDo@4O6AXjc@{Br7l6k*0@F>Lu2(XGemkJA;nhQ7|e2{i;f1=XO
zH*8X~V+8(iT)E;fIriFuUa{t5C)PB7+-IOs`+fEKyz473hkmvB!<61qyE^^;s?WD)
zEqlH3I7(GVF6Y_nA3uJ)dGqGapFgY&2~Vb-ewwt=;}y?ZgDtlL{t7WR)TxNJJ$uD>
zcs|1cl_#ZbtNnuh{$gmTd%?rt&~lF9fZy`}zt;DtR^CoHac;xSoUqkbd%1G&ZmYW2
zFPL!a)bj;LCU56$d&84ku>Sh%)2C1GnO^Lldvse~bnSyuMzzH?d|oz{w-weK&zUpl
z&PB;v`@gsA^Mv2pmHTzlQbx4}aA}j+>$&Sgt+$r4HMob_v8&G8lRF_?;$7u@#rLgm
zmKZbGZ2DxW@$pG+^PY1B-+xPPTV8h0|8ckezKqrP_f&rFd;gk;p??j;w1ld;5AT-W
zuYEc--0tU-$=3VUBWdp}ZL|OPBY9)Qon57`XQt2F`MCZi55tE3&eFE?cE8{J{eD0H
z|Hn_K_5c5P-2XjVmZ2g-_%+Y<b+Nx+tzLhtJ|-rn=Fi9D5Q*SdJp2Fu`#ss;?q=!T
zmoHzQJbCi6zy037g#uR03~!RX<~{^9&uTs#ydS^s+pX;TwcqdBhO;xsg@vY{`0(rX
z`ud+wr`Ok478ZVd*e=hv&5FV2_7tnb%^>IS&t+ujxFE@JL-X<Cb`{Oa+X)ZOJ=i&o
zAvpvRGzKZ@5o^O<f35m)>q1!0>up!r<HQq;ppo&(>hRt3TkqtU<rdsuap79->gRtY
z7?-Vu1dhUbW0TnHPh~9`nl<M)3;EwOJE6@}em|WdVF{A<_elH_Hij}Sh|&v^3=JGm
zr{Q7TSox>8OJ&}k+y%xA8-jnzOsV*^tr3)xo)!l@I(eI|a_+%mUF5WZ>7sYW3_flU
zosMzoAL`f|PHMp2aAPIJFAnJp3`!+z3<^$o841fjo!6X%<_0Tf2J5Nk9Xr+YrJt0t
zo!`nbqX(YAE|kPhFMq<ovkYR5!g_-p=NSwn5w8C&$pA~)4(SXD%ON_MQ9|a#Yo60j
zgVGyL{{Hj%{Oy@_B_&_31pDv(cud;<&j;tPf{c-$tPUq_Jn{Q5BaV#y;_k<fA8+2g
z`Sa&bZiWLVbf=%*qwcx&(1k4Luih*Szb1xA%vx>DbM^dN5a+t&IxEkwubCNsEi`6e
z5VT@;II;h~;p>KT3<4o`TT9!1-pnyuef5>w#BC+k4R0S`lw@!^wS3z-1N+=8NWOhI
zJ+FJ)(%XzV^~T`L`hw>`$rS(GxrueR?7w+)9i9r-`2I<0+p^cYR)uq2*!*ebTH`b4
zWtDgTVfe(={F~>%5{UX|mnHYiXPhwwBLBbl&6fT9?$`Z(yZ8IOXuav@?f?IooxiX0
z^|iIt@(AZiE-;RXi`)0*lK1?&UoWptxBvU)^7s4o_3xQ4NHRPK;JqNZ@9($U;qkSm
zB@9-~3^J=2tqvbOdemLMR>X>7E+Yfq)N>3BE<6_`_x*e(y?-`C!$#?6wiERC{dn~C
z_4W1p{``DCe=oZbgIoHH^XWTke}A)nzh`rd-u&8cH@DxbdObb9Zs&c*7d#9FGisIz
zGYBj+W-ze({l_R)?(1JRD`tkr!FHj`=l-5?zF4=Et>LA{{8g9F)vgI!{k1AKNcz^I
z+?Qnxx9^{M%`-2X(?IrVaOtg`{b$oIFZ<T31eQ8J`MTt+b+12tH)QyEYWb@z#zK{?
z2Ww#lc|0j)d!NoQqwmv7tG7L%A~z3Ygd`_Qdcv9aJOckIT3*U`NN1Qd<-Em9^99BX
zo~P31e3AYT<E`NNvuAQ0^US#mU+!A>>no!xSfXG)qeqb4<0bbSzQfdBkZe$SYV7xm
z7gXx^fPxalXu-u;qWxb-O7N!r0%L=QPuX)j-pF5&lyLaD)z9S{f5kdgW{v&VI#2v-
zJag_sNo@GvUlt5cuUiS;w0~g743%PhpPm2}L^gw=K?36G2KTb6s$WNh{bl|>{r2|u
zRd*JZQ_u{RnLYR6>-GEB*>NQ(RL)J@81dxqLmWAX;mbR;sxS54<Rwvw8Cw_rQe|TJ
z>!HPS_Nr{#tLJ4*41Z6&<_Vv><kwe5hQH9T=Cb`h|GA6X#8<_w%?pej7JhP65c2uD
z(<pxS*|e=ucfn<AzI@L)hSpQ;jUEP9pP#DPdT?*tdVPI;_PFh9Z(Pe=oe$4V9}=E6
zJE+WfRh+sHsS<n(%}|r3b0!Dcakw<Cv<rXsx^HFd?y9)Ng87VPTJkJP2Ses-e>QbU
zulV!v`2U~N<Lm!^WnBFnlxP~}!fnp=f4gM=!NrRgpLkXOiYH)IjX(!WaP7J?(?M~_
zb3yXozq?0n=kNd9aP|KcNrndvJI^yPxS&Mx5g)tDp6Lt?wlASIKf|}5U(5e&f4Jn5
zB!fi5IRi%H%5_W6F$8$0&uF-swKZ;i`+8nTRsVZ7q)g9x$s@esX3nh#`vMoPy&ZPn
zZpI#P68P%O=8(Q19+K*#teF3vdd+k1JjkR4@m9<SLSFKG@y1(*!^-&tm#RMvQi7E$
zLgxRKVVT<~sJTC<>x|jebbEHk^aPhv`m>cb`+mK7-thz|GkU&95%9fUdUbujCqj!N
zsAP9QRdnw>vcLsNiHV<1FFTPFT>Gt9fN)*IpyYN-@|68O7nhVU&s{T&^{kpZI^OtP
zIy$HDqNIyUO8O+dXFc9==^nM~Qh&ZwRx(<x5_?8+IyjW3m)v-|yuahbnn@*w=`r9U
zRY_^GCrIx}P;e<I8O;Q#7N6_r;!>veGU?ooo-M`<49u5d)iSisVQ4sc;x$kAQKk3%
z?6`6U4)F%gAM%pS@7TaCbyzzWz7z-23WhY`&CM;riXc2l6C2DXtvOHRa0;|N4_k{u
zXx0j&^$wjCN1L^}Q|NQ8Que?{eOnuq4iEFWw>q7-zZ02q`^l_Z5z4~P4X3@_a&~5P
zscUrj&IxnQxbD2hlW&^+?CQBF$>q0?-gT|gj^aC2Ik)YT!vQ`P<s;TD=MJ-N^R|A(
z*q3r&|AF(D-*t9h>i&MVG5Gj7wfg<;_51I?zbF9>_!*j}^JTw3H9uv$mU%|hIqmKF
zu|FQ{j`zKjcYN7{Yb-VmQ})F!JaRVjeVym-fX5&AJ)EAg<Yn{6WzRk=-5+je@@3nH
zujXCu`~GfRwr^JGv*+*sEUy1Q=ac#Ge_Kv`?rId&%>VbM^ZVWF?|QEm$7{$}Rad>6
zb<g)=zP-@|@q72D8SHsq_s=It!}{p=NsWT5>u#045AQy9>+d#0$^Se{`PZ2|JJG-R
zZQa|-<a@=+<vZ@4-!sYdYdi-_dg|Mk8_VV!rM-Kw=*z*K$85g7&e(n4#`cSP++Eu{
zc|TsCT`$l1J5KL|eEgr!;qfMEe_!m|omFyQSNeAO<F;>i_xJpX*4_Kl^L#g}+nPJu
zuPlkJFngbW`dPT!?YE~qejQ!8Q1{2qC1>WHy;vqM`y*q=kEo`~truqWui>-}`JZ{;
zo2||E&!65#X?rh2`xn{2@4P5&Gv;nvZ(Q<T{-^q#ZO?A+KW~zjogV*j-L%Hp_xr!^
zO-T^CxLALI;9Do{TdWNIS@){ezgK0rJn`T9XzSYbj5GQ!ao@LnUCn!-WJ|5$Z@u$<
zjtl4P=01}h|8XyuLfQF!HYGV7KjK&gHXphD_wL<%Ub|=2vJPv??nZ5^`1r`a=J<E3
zhKRpuJ8t=x6wl`cMeT?G*#Z+*O)py*qWjiK^Hyuv7Vfn%Z`)p-yQFudcx!Y?SDE7c
z#dnuJH@l?wq<Bm8#JSd&@)C2`zJJOnyy>>CMPAX(a>e;~-#uK{_s;t17VejGuAjJ3
zzL4RqllD7b2W^OX8RAhF^|maE&2Zg)p{s1+)VuHIcz^Y6&k%of^X)O!*&mL61!+ug
zTcZ6sL;RBEEne4Or`zs-_@k#%{BHNktE+F8E6)9G<(z5w*2!x3-PV<AA8Q!F%r(2(
zjs-dIp3qk<3^G_06l!1}z->(3K0EC0oh{SL6zAQ2H)(5HTsGTVC#&x>7aH}KDbC$|
z_sh8{FSyUYcQOj!eRBHt;(M(XePxG3UE9hO=RMv$O}$_0R%=b!Zp&ugi5_-uovd*C
zY4KfM-CTCCm)dTHt6cf~NAJky+jj#}eLOkAZk1K<xmm39tM7Ta;?0z|o8CJao#VN1
zD$o4itxqk#d~UUt^kt{~T>F-t7sZ-o8QZsCyY~1;9K)6Vy>;8)o_f0au48|1=c<i+
zCvSiK#`2r|OwL=!&%M9@GC3zF?e~q<j=ZyClegdL{%&Yywz>9=$Z?)yyWYP0W(4Bp
zBnC96UB7YTTkPBYYr8g9IDBR=`w_=vVEa3-&PMak5yAVX8Irc|E?e;XDgVznR#5U_
zxc8$jgk#195r4-YadHNV^X|jKcjqnMt8<sec0AA8{zBxflb!o+@AJ7!VoyBJ*sf$<
zz9jaazO6^v_UM8;Pd2@GvfF+4aIEaz@>7}Omn_#$-1y#!@m6cto!Jeb<OYu{Nb&&1
z;_kba(_hWzy9f%yUT?F9-LF9!&+~YOU%RNcq<D*T*O%$M`yc*{^>}utJa~2Z=J!rk
z-%HyrCEaQ*Dcj8*?EB~^6POuU%G<lNtxQq&yV?Sf!I%m1RG#_TT{|=N-#XdszN?yj
zcF#4QTdgJUjGa^E-a1*O?|wN~^P>2?`>iSK$|mdQKi|XsQRZ#i>MowQPBzEWb^YZ`
zw{ZV_Q&!9-tu(RbR%;1vKe_LYj=IHn0pum#t?NBjJpUQnk-mNR!c#LQ34z^e?I*GM
zdBhjl^Y5KDoxGKLzcpo!<btVp^Zsmo%K3HX7Veia*H3(kzRfR%VvX;`y!^FmkAK|D
zutNTKS@-mfhJmKr%0HFOwLSh%+1T;#jXvMFW5-gq_3xFsvLMoI+v5G}-%mf--+MAg
z-ukFv^G4y0%=@ALZ=aHhmH^3{Ei1eFf1A{?M~+9Y=qYf#g{)_I@#J@)VuDk!4eP_|
z$^$JGb>JLbv{ibQwfAm;^H=jOYTjzC=_{K)@3zP83Fj~7xt8g@1;u*P<FqZ%q)@$M
z_2S=tmcR9u6vrt)KEuG8As$tj&xBGmAfo6^+4GoH`BpBw1<vQ0>)mY8U$;Eg<GGEo
zN^GS2?g{5E=4o7tKQ@!`k>&ThS6*F(#L&CfJWG$h**)Q0UU}jwPn&oL5Yv41x`i93
zeAYYi_#O+Q3_@6xAs%(}?XpmF^S4XE@sYB2=Ji>QyC<BhO<QqhajeJl9P_=#t!0XH
zSKobd`gVJKWu5pW%UitRqP=^+@3l#A>N_7b&n7EF{L{_1&v?vSlzwjEe!0V(aV?fq
zeXBLBuWb94EwT$hHc4m2PYgK!8RWro=c$IOs#~~Uz9}o8V~}><@K$Td<gKSa@1D?O
z%)DjO?cV*{Y!=#0E>oQQSSqqE`?n)TnHRj}c69dZ!Ww;sp42xLh_az4^-cZTtbk^T
z(>El|K+)YJYQ4>1g=0^u4uiw)+Gg%1`Cn(-PUPR0|8rw`e0GJV>5q-pv+q^fd|3Fs
z{*JbV{mV?Ayoji)@wQuLC!LvIFY)Kb*^kTC==|8YT5c`pp1Xze-?`4UUuV0KcQjd6
z?v`xOr=IB>Z_oQ|X!@h<xa}_41z#TAy8Fxa@zT5bvH3AC64w}}+r3QA`tY{z_m1#}
zri}09y@ApC=lHkXy|~f&y%*n4iRuqaE##9k%b%@%`SQh%>pLx06n>8udvGx0%<_LT
zo+N6exBVBDPjBOw_`J01!STGzZ^Z#0FTC5)U(K5FZToMh<ij)Do8@np*$RCus7#K&
ze%pL?lU&vR<9nNmfA#K;^=Gpe1D9(I3=9dg{_!rj^pywPEX2}w1hv7yEkq+@OUPPp
z2+!02w5kuxhO`|CEH*PWz`EG%ZSC!Ksn&USt80%|@lCk9E56}?gH_q@o97rOefPT6
zxbalu-2d!{3_U!r+^T+l#j^C)^c{EIzQ-+ownPJTPvNB+@5)dA<sAQgmcM`JeAJ=G
zuea;}|H1k{$cdwWN>;_6%m4p;y8rL+V|kYI`G%qU%KuFgf5iO%=k5J<FXaD!DUYxF
ze*NLc^8f86Nm36l3ZMM*@$~%@_5VJ03-}tI*?wpBpWvEq<LO^KKCeAy=CwQe%+{rM
zZiZFO{&a-rZ{V$H8P(JAn$P}StJZt)M7QOm!*scPrvQsxjfZc(umAOFw|&FT?KVpn
zE85rnTKuJ1>Ei#NFK<u(uTt@&`?!Dof7Q0_a}KS!)b;1||B4g)ryQ)$%y<6Lx%O@S
zif>*u+)U?X&TCKof9ZafbY|Zl*)3msKbcMPSl0KKU-7g2r)W*hV5@IVzt(hSPD#0w
z*8TIj=2!nXjs5?Z?)|Z*bIFurw{`YTm8+i@^z*R#nL54C=Xd;#37Wt4<4lKF@lx9h
zr&$L7`B^vJ|5xno^r{ap?Q3pzpTDQ^|7r3vub*o={Y4)Nd(Hn8qWu5i`Z^=y300o?
zE0?>^G41$rWKl=xiG0iRcjPoX8lvVtHDXWxBCuIf|L4u>)0^$gR*Jl?=`NjN=@FY&
zpVPnn&azw0+?H&L&pw0|&ndQX=}x$FWZlw_YO)jN>Am^cq#D)#hi|^{v&{#7bmmUl
zFYM#1dHKT6uq58ZsxR7=6EyiJKb^0Z?pehvvP;fsPr$>)w_cZv&x`+eT|C!EBv@|B
z!b#y<lQ(kjE>1KoHC*9%WxDTqi7C&UPhAnJ<_?J}s%TKy*<fR<mpol5@%jyckL=8?
zt3#ei@Lkb6qG<c#-%Xv|^9#<WoiUUwXmD+dTXD+D$hw`8g{AG9X=6Xj;x#&wIf<Q~
zY7YEnC2OS{dAGCea+cN(Tv;Yv+_1Bxwy5z|>ow_J1rMIf&6%ht<Y;9$HSe_Vfn^I$
zl(-m}tzN8MwRVF~exvqL4daBej<ij}Kc~HA+Fx|x_X&ju^ILC~i7sBV=Uw@cDLU0h
zZ0DV<Pv5?%ufDcFJhEinamH;1D<Ur)pLN|rCcx?iThc?Le`XHnx%aDcvd-{X?0M_#
zX5K~mn_g`fOcMFewn{Q5C})Sq@}xyh)j0u+Ti5t}Ff#a>P~vrIn~UovyPb}i+I`>8
z+i~u%mP+XOr6c8itDL_{TQ%#(%LAXAT-|ind|#`|7<_X<VW|U$+P?a4KaYOBKC!^b
zrngol^1@oB+D1!@Et8yH&lVD6?U%du&5dt{=#f;%^>dltr9O%1I3{#SqpeIjX>0Gr
zU7J2^S^oVqt3Kzg#mZJu28U+{Z?!kCW@mY+^tmqbee3KQN0iuoYWP<Aq`mfik~6ik
z+pp+eo*4;O6~6wuHt|EPHha_`jgzf?$?P3nl9>ipj{nYhaxS@6v`lr9WsKFqTj`5c
zg<J&;Q<b$}$LNd1cZcRE%-7v}jU%xA;-ikY54Z3v@KAeIkh(^NZ`;L5%hTJoozQTb
zF>y!Ag%p<)7o)Q_Zpn&Wr}|QA&O^3?k&&^>ZiU?1T-15!<r7uzgUN4L^ZJC@F2tSQ
z!saV=q0DF3t^7iU_nwayzIl33^77&ttB$i@)?4}Wg;U_JxR<L^Hu#nwe>mf~?F;3<
zYmcVAb6+Z`n>8&;<!$q-OriPLGJY)II3;Ei_^QHs@vX7fBtK{zgI-m*Ltu(isEC*3
zWcR7ZBs`;U{+RsZ&DB|VLWJ(D+ZXW7dhde6%M9EYDukU~UKT!Svqie9&=GW1;iG;v
z7q|H929BG3;$@E}X*-ELjqRSr8~0+e%5`U<${gJ};HwI||2B8OcDT`&v?7M7<Vsj)
zZ<q3=&vG)&O+T26&5CY@=BLa^4mr-W=6O>Y--<Wsk&ol&iEbA>#WJrb?$Qle(fb-x
z1pNLVv_Iq0F7M#S%5(QXUS6_`j_}m$tg9GOt~E3>+lT5s0^d|<0K2L1Xj>%14Xs;y
zC9^MZ-&)zVa>kU_fTPxnSyb1&$`o8%6KkU<Ei`j3=d#V=pWhs?mFm1F+!k<DY)MV^
z*%@piE#(^?>Z#RkDQNYS+Y@t|*?rB^n^TycIb8f;=5#lCYk;v_<6MqQoqBUM&RrLp
zEp&t}^x=-G{XPdKDF0%coPN!+O=+_Jq$VG(byMEVJ*;2M71JVpMdaA5;+ad7-j%;Q
zD{Z?Vbc^o(S%)TAng`VvIyQKVY$%xMDcaQ3<=B<AYBEo{TwvhKx==e6k!hkQGq#5%
zz0bOF`bF@3u??E)O1=fD8Di7Zz8fBObuL`9HB)nS`%W$P$IdcMA*EmIGM)=rEpIp_
z#2Bzi^xlz<qgq@4-kP>u{oR41Cv44xip;j!o)?cv^6wVVa>_Sxy&lW7H?pJ8YK0Pe
zXs=fB47)kYXWy_0)$qT$xSM}z;tySW_W62cQh%mwQ?QyO<Q}o$`pX&1Up%?qdhJ5z
zvh^o*L|PT*I^SuGtCKEc{Py`!>;z?B(HZN6x9vY?6~(NhX`-IwB=Ppr&AwOdYVCHN
zT!IldncdHnznrAwqBLpd83oG?&o)o7tXQ|_;6g2>11@e~wo6*vIQq8nV7Qq2?AWg&
zE^kY-)@+M&c-pP}{^5c2+s-T50%G?b{q(~x?yv-Ra>k5KAMTb9y#~&6UVc>nXnAwq
z;aKx&&z(QYguKyZvYpIY6hD#AVTte(AMVs2Dh3XlE~tH;$0yIe_lDhuzT%hq2JM`m
z3(eh^pKhGDowr(?FXVZ*!IaiYZ$C?EBRfv+cpoXn6>(w{Wv(w_ot?BQ(#l|p?=l;m
zS!*hm#N<twsV&^nyxUbzA!>QjVJC4Tg>%kQd?97s0*cI!TVjpe9wlk+Zf|L6+56J#
zbC|}-l7#}P_vXmTs9CT7F!#fZ7I%TmZ2{~VqVkho-^?ggTdZ?1<Y|%N(N`t0MJ)cG
zTHFo?|2q{r-!Dz+S;r%j(4<H2W~@KC^%|S!GF~D6+{cgXGq-cknf9_!YmLj#UAy|%
z8D8&=`tP&bT;{>`?1nR<>lN=jj?#8oK7Ia?z1o#CQng)c^)FVvJXkjIuvul=F8)6u
zw@oa<&ixcH=<x}d)p5D!fMfpF?-ehy_Z*fs(OS9x&S52;LP=Nglrw5m9XwSuWIwi?
zk)7(yAzpkmZO!a=Y%^EH%-VC2V{sbK@tY-%i6Pkuy=>pEY}4fCxz-@|%Ob*3%|^y_
z!|f|F0^7FeD$4AbJ7>kx4=D#$uZW8K?0sk<_inX+ZlyO2?ORt=%kT4eDs}Y%hkO6s
zXSEBRgKMVTTlT{D7<-uez4a%!QZ9cs*>1Xu<Ne~yONZunEx(hzl_R>wVxpsK*8<+|
zqtUP04!+EK#&^nOiS5c09Z%yXAN|QGS=nHk^xb8z<IJmf19*?<=U;f}K6##;`=R0$
zO`%WPbs7?OiEm!z_H4ll1#XtaCktn59j+`}y>EHdv%`swnmT`qE_J%klCgMcX>6gn
z=yUOujNpB(Z3iL)ctUr~DO?yUaBq#oA<LId-Mp_ae=t*SDsp5Nx~lE0BxN9SR!H&2
zf{@RK-CxSLtXt_OImKYf$3ttT*l8zE%JAnj`@A=1(Zz>GuXB~`Z2Q(uSRxfAAZ^xL
zmzp9XB3K&9msG5vB6VMD(W}>ig$p+<GyE#1n`gDy{+`tJdC}ny3Z|(V^RKUwGuc*_
zTDtV_IhzlehmEsqZUtP3*zKnLyY|GrIeV|3X^gp5uvouJxj;JhD`(Z^hcgzbMwXPP
zS)}+)uhz@odon2^#rIS9A@fBm)41)fFPgCNsGaZ8G8Zk4wE=aV9<p_YyfHNoHw9hk
z^_#GOwQ=Usox58m^=9;Sv(4O=D;L?&9(BX}W}|y-on*gJ$eDoU8NzHIGd#Q4mV}nu
ztXk=O(ED`Z5!wE-+Fc?aRX=sPGnaGiT%G-K(`JXZ=y&DEgXQii^8aXPyzx<E_ckSU
z(PTHS4BG`lI!l{gRk16jnmpIEzQ7vHzOVTr_kG31FB~uQ+R4YIsZ>3E_(Q1Y*|zWd
z|6G2{+g5XI_9pjOgQ^eF6?}HFF29z)lAFi1NO9kc%dDSwb}vs7ygDiV`jpI@>pc&w
z`dvJ42lL)PW;N`K`Mz7{#lHDp@cWe2{abe~uGG6MWa^M}J#2QfD|?#J_wNb2W|?n%
zsWdI*{w6nHqn|$+8rPrETdELX`r@VHyXm^&ADY-Fr_8z{z#e#pv;5(sQzc8*`R57v
z9tE{|ygPzd+s(Cn!N}VkBWw`KVPzJ^+GFV&8Q;<fx~EWR$rXitPK=eM3QS6fdkSw>
z#1y;Thu>59E%?32Rm44oUb~!sLhdO%h<Z<<2lSr8>9BhWzxy+<F?4!)N9-l*EwPse
zje;s)sVQFgEn+=;pZGSj+SIAj9&k=Ruvxhda!=uV`5K{jE0x~6TNGppY-npcE0uL>
zNxi0m$tshpQxp#w?h5Q#qcx!?>d2+=37efxIZRD8xTicrKt;AvLajG$)uRW-HB4gD
zF1-n~tKIeG$gX<LlM^Rb|M$3J`q*K;Dxcd@7o*q>7yk%+wk_I_o%MQBde-Z^S640u
z-BVcg-{inW7M*>D>~XjDKU|zCzRl$AmM11}7w=?Vl(?2_%g$MXKi%eRd(!YCFZ}&&
z8=1+DZMo;`X8+NCo^rr%5}S6%xd#(Mj`bgZ@>=G=s|$X*7p2_Zyi|!*J->O=m4)|Q
z=e|h%*S{e2np$l9j^&HjZ9SZSU*Lz|E%%(J@*qvgw(6acYqPsKkGku}g&hscnf3YT
z$yGN>*KY26o2FR6D5cJQ^~%{Khk%XGwa&W~Z%#2><F+dy{DM>0rHzaX0by5mZ2I>|
zN8S1A%^gWy&GCIr?cbyLo*lZ-rMd3M?(EzC29iF{(;Xu|U9-v0jjX=KS5ns`E&fs1
zX+idfnuG3b{YxHSDlz;xFW9v*VY_bP^YqTH)RwjS{->A3{r1n_e1!kP(e|5lNAo{g
z{wN7dTDB|ryJ)MpvW2{;8`IC{FH_7**Vq4EaaHT+FV`E5ab?nV6XzahUuIGgcHv{3
zl+jM>rv2ZPtTzgJ%l*sT=(9N{h5yNtv<Ir2df(=8UfO!*qSgJftEZ<$HfwtB-f@IS
z_R;bks=TMS*Zg<B)99DR?&idA_fY3_m6YDaS1(>ITJ%+-Tvg(ixcvIIpujcVpVH#}
z)!$`YZaCz&{Mg&K&G!0x-XtAq?LYK2`jAeFtjhrhXW0!$Zd6S63{bkL!Y3CryS2OQ
zN^QaekHCp#lfTM_%CTy`J~k!e;km@dJ`t5S?7W!|!xp?fB(~-RyZ@a9^;&X|CCmkv
zXzD&Kyd`YFGv)3+19k1Ll5R<{>r+1*;|afc*X<U|iV6#ZLV=*zld0|L7o{{ZjNb9Z
zZK&c;)la#my=vmTEsBw8@r&eN2e9bh@a5mSMx)wG{bvd1&a7)~ZUtJroQIyDVw)QB
z%S7st_tWV?GLDxwWXXlRby1UIIJYuehfDUNsOrXoDJ)Bu%8SP>y6I+O(HeO*A>`$`
zveJ(W)b`1onWXpUW#JS(pGo@?HfCMaVqjTw=~1NKgNi4My1UNC&lN7-<@=~9Y2Gr^
zJ-=r8y!as%UUlJYJios57n6!DJYgv(dmE#)dC%T4KD~Ft`6*NLT-RA<^G3);>BR=D
z>`@U6+P%>G%;ldsiO;we>@k`+&(_vSD57;e%Y)3mmkF~^7iX}(Z@PPAzQ+G*em@n_
zwTF*;BrKTq^;*OZgUPEB{X*h=^`>O|uh^b2{r`e}t30pmk(2z~Q)3o&I(PZW2b)dx
zXWe#glDW;$x9j1i&FL0fFH26%mw44{Ro<&-&a)x(SU2<3lB|?e!Ff8f{9@N`e>U~V
zW*6P9E^~PQ80>Ahv+hKIQ}tQ!J%uuwP2VTENZ*~r@=K&=McWqMWuSWs#bv?{B_H<i
zbu?}dmC%p)b5-z4+M8(yvM;k7N_^Qc%fs;A-_1tqCR+9@Wz_i;Rku|LN}NtV^)y#f
zk@LlqcvgY_glK+U2m1xRF+1c#=WbX6x~DL#aO2Mh4h8cWr@cJUx5OqfswLG^o#lf3
zoW;kkPdml9e^bNVkmI)6%_cq}!Fwl`HLlpfnf9M=k6WOBicG|{1%f4ZZ;k~yynX2P
zPM7!Af?GMSTdKdEfZS8KW&YBztd1EB;jZVu?y*1D!_hO#Vr2-wdB(w=8J(iAdkPyB
z#i92Ueyz~?+Pmsh&9j!)M?pMWyHq9$nEI+ryYS>-?%z{cFB(s;+8u6vi$i2?+p_2r
z5#sFE)ErL>*q+Z`e7Yz8=*QMP>kL~(@w4s4_FM1ChKL+3s^7C_)t$~RuPwKqXCLSG
zT9sz`QL;Rg%a28+`$$WPi`1S2wVf}nb)DZLC$Xa<WZJ9gKYG?}SipKUXZ3xf9cKd~
zlUGfjbcx|#(A1|FHmivFeW<$@UDC@Qa;{1{NWeeQqJHM4xdlAevNgQLI%Cf5VE<dS
zJ2A(zeaH0H=I;3ODGb++soB1Exg34ufb-iV=JRbbqPG5-pESDOUw>8^%p;$+TFl?y
zdR587R_<3Ov$*$9*MD#~NVHmd>4Fa%))?*H+IxuQ+M>c~>m#p3`A=W__gkvk?f?6V
zb{OxgFEg4gcF5{G<0|oK*DsX@%rQIZR^Z6nYNuekk#+qHy^zI+ncWn&hHq|^w0UrH
zeL7cm&4)8;PYiPX@7<o@Um3q5b&vZq&%OtfZ#0Rf9(lgoz2g59;f&cEqfZ6bXwT$h
zR&;m!*_O6Dbt3b$G?}eYo1{xGF3~)5lI0qYnyI@%;7OaXZPucP&rK9RT_&wnpYLeB
zV$V^*wcQ%aS_Lk)dSBqGX_ecuu6f~wHH$tnJHAnTvO)C)bERYa3eKvqt6RL6FPQvm
zj&RBA6>G2gbn-+j4*vhv`*c!KyBed}9~Pa{QoZ3%^;We=^t+usUf0}^*<zD2@z`X?
zzgCf7A6X^ucyPO<vLtf)u}!l#i<VnNwXN=4^FV3d9S`T&AWrK>rTyM-ejQo%dPDLS
zzEjS7Zk~E2<r5gOavAetjy<>f?lrOYgeq%XSrz)sNZ(+k<Dv`vt6V?0o>aP~7j~ro
z?<5|sh07PJOS#-zqs|bYIIF$?lJeO*JL6=2yi61f@LDdO{UZK>T-$M})qYo_ly{!U
z_|G&kKk)SP2gdJIw6g9-E>N<Xv}0n!v?A>n`dd81vI<R4hTfWWU3cpRVK1w<3*xoz
za;5Rrbh+$WqxT{AkK^IKT*lj*Y}19TjRc&_4a9F1m?>rXxOQo<-@38N>f%1R8~H!t
zKHQp`8hrQB`l&M3F|jjEN*b;!#hjO8v{)r)6TMfSi+g!tY_rkR3oYlqb#Bg;T9vco
zqsG}sO{<@MQ23Uy*z`q$%n8|PWflfq0VY?=Z%Osk`C3$$h#iYt@~7$B+gGw(?9s~`
z*_Ul;?!C$w{W#(Ew20N~s*`5TTg>2Md!IX7VZw_=)07>ZeAa(#%s2Pqz9$!}qo?B&
zKYR11B?(KHZMB_#z2WG0f4jzg)nNvl%YUk@`TO_w4n<pM)iZCkgC7T6*<-vT-=cO-
z*c@q5X`3TC6Z5u|wECP85^{e2IVHBnx{LjG?&;g?vajDh?=^}(`d!<&{lJWeD%&jX
z&$uw9)I|HebS+cw%cqe`dYM&U-uigs<x@v%W~sTC*r%puem9=+#3is~pVi6SGyU%z
z`}gT|iEq38FXFzzbmLFlYiwrx`n6r(a^a<GJbQ(n{=8uop|7reddsE>hT*yveb?5g
zq&cn(em`^R8AmrqABm&`eNyxF?pc>Df3daY%p$Fv$1fN^t&cA{BB{FUf1s*c$fDlB
zivJ8^qK9YveNuem@8%tAmu>G0s()4;z@V7n%2xQ`q)owRhOIKoqtrGmQay6Vv{s#)
z!{g5bmdO?$GF}9xnoK;T^t0Jdl4&iIaL;e+!^uMLUhQRj)Fitl+eSNIzH5hq!+pEl
ze4m;VD@C>LE=<;ouGO$Qv-RzTvr89ORDE{bzrW6NL-ps0%*QTYX>Grz_{?GMqo3Kc
zvae;{$}Il)Cp5Kn`kd)c(<D@xF9$waqsx=#GqYD{OU`Loi`WKMFV1%LZ^e5<XRACC
zX7)YfpZX!VckZtfE8=EmeRB`h+33=_G5&gMLwi`b+=8rYEl+JY|98kr*a(^a|K=yh
zlaeOAjIGhd)obxa8$rfXZbw)4XKD%tn;lN>oteM1GJx-W^OG5Kmhx#>nygXYZCGjg
zS&jY4#&eTBm(DQT$^0XXzv_qe6F+;u!_vRI<j$9#kz)<tcEmIM&%b$xn7IUUgmp^7
zp4lG@V!bh)YdV|9teMA+H~8ya-tyV7vqsunR+Y`$Ly}V>-Q@O^Lbi#bD$LKf@1FNQ
zV8%hK2RHv-E_gO$+4l7AxgL8R3KySUzvtmf*A}^Ki;coxYFT{0{FIK~)MsdyUbOJ(
zzTf<=yR;O1R$WZy+2#5stYnY8>!f9CYp<_N|0yd`S#;B?;K73GPMgTm1PiZMx8`j#
zkb1Q-e;wZuzlRmw?20dTyeNHZ>nij`tkG;4tGR==GXLry5r_DzI1hI0`WF|W`|fS4
zU)8#)x!F&;CbK+n2j5hv@_J3>O1Wk89z<N?4c2_C^46-EiH9d)b=sFz#uYEb-iqwb
zvi@NtYO?;Qchi^kw%L5gb{;YM_h`OIJg4&_#bZ}4-ks4V@vP56g0F7*#oBuYYc;nW
zD+|u9)B0gFy?x%F?x<tQzx5_h`!3!6J*sE-zwkocSF2eC&)oWcq_5yW=Hjr~S9hg9
zQ}0w-bA=~om1mQ`w)h$2=XvS^1?Qqq^Df+aHBVK-Vn$lVvxUabo}KBAshAPx<KKUN
zZ@#Je9>&n`CmXsV`VL>YVGwzB=lzAE%)d`A+}ZL_Gw+R*3cGyTe6H^ITRwG2wtrJM
z5>(`0z5Crlg)&*Gwd-{j{Y>6$e9KPyLd;UusSCEgJN5R)#^8=QOMP@sS3U32X>3?2
zCg=Ukfn`p=!cCDX&eDEo6~>9Rrwe%xAL$ikxNRr4Cui9~!<#digHJJkKEW9Nqx1B~
zV|IlLByzT0-J;{up`^EERc~uj#M@h}auy5r+>Q8r;NTV}A^zuK&#buKBp8|cx>i5l
z^LTF(x5-ue2eUMn`_$ap#=k13`hKgro6;-6168Ka4*0y)a=ZS(JG<lYl^H92MNi+F
z%Hj3s+KO)OwM+M@=f!F{>6_l%8Xvh@GTrog_}?;iZVtir(k~98wtD+xy&vWLvYc^J
zws<RNw^t;S!NV@@2?sv@$XR(PYS9eNCCipy`x<(8aY|J^TT153NQPz87GH5&v}|qz
zkE(LFZNb(nDiJAuo$M+Lb_idI$*k=%)C|ph)Z>`UWaKGhD|PvS?N!5{IWiUw_eDdl
zKl<XusqrRws$8t5>xNdTB~xeF+>Ko6^{x8t!GHwY<-wNzjMskuX*%vV@6&?tQ!kss
zi#*)S+J6M~n{Kq6eqVH7=P?7168>qTPbw$L+5B9_9KWdO#k;92xnesr&U16SZlA-o
zXU|L5*4~FE<&(nej^BD0vhnzw6=qek>IEMxeHGqbyHr*gR^t<W{?5T~ji;7mO~1Hy
zw)(zGi?=nZ=2~rS{(D;4Ue{k?xRdN8s(k&;*S{HuI+bpl#vb419%Q}PvAX+oqSq_&
z7qTWd{v1fV5paKZcBX*AjPr&zC(6^c@BFa+Al!I-)xJ`dO>GHWo94e{J05ZR3+wqc
zsR;~|kFrcotXEUZe!YP^t1ENyWA66HS9kR7t$geCLg7l_wVC~)VeND0Et~4a{%+5j
z<F_8!ntJ?^y<l}9=2+wM(1aC#d@t-+!q#0<_8=xR+g_#2n|E8h?!`k#1r-hB+!nUW
zZi<wcDZXFa`ujW29nz6MPilOTyz^s|-y^vhK5|=MPcd4z{N?LZ?Q5H*({H@J8Ckkj
zvCJxY%_qkBQ(Q#cW8N<n%y*O7+NZ5&oyYfdtH~mTE>Ue)t2+#5o2UA04U^mVtoaes
z&ABF=qG2j0EG^4#d9f$XSo^|4#PmkbtILPE6xfz>^xMjHIB&Qgd;a8<b7HRw1SM}K
z?wG(95%|?~%J+*ZvUO)ZFDt+JqM6%J^!k&6`{fByPY*cQE<aEi_jC^PZl%2spDlW+
zrOEP6WBRix(XApLpUvL7-7Xb*a^+x{g2ARsQ+KT0TDm5Di;w4ndozDVr2B5vKXmx~
zHx>S6YNst9NnHzdR(w}^XfZSU%<FSaj88P_CCF!5E7X1rH5H7E|HYjwcUy~5+rm02
zvS{@?2iE5Tc^qN)4X>HY-Ox9Yi_K=5l@<J4`WkQ16n{ahN*T@HTiXsraPuBnDtt?@
z^hRU`U)5D>iyu?0IU<s`Uu8GtzR<Ig>*CfM2VY)TRVuJz>$7_=qn*QM9%h}V#m@d)
zseN5trLlVOdDq3F7u%LDt<w4By7>FcFwVxni--0;NxWLg(LMQi!<G}iH7!NYug5is
zwK2EvV*O(yvB&f7f++^u_{3&C%nK^eP%LocDpX!@^tbw!FFE$@yg!RB8l`OSFy}pd
zEH7+rQN$W6Pxf?Xfzw+U532gG2Szco9bD*@%X8<oy9v99*Fw3b>l%#RNs3dg3+1>o
zy)weLTnMOY<KClvQR(2^Gdc-L9zV_a?j#k9N_^h7T>aa&MY)-WFE1{gy|D51Y98-x
z>1!tKGq{iw)mm<w`L#>@Xz$x?Uvpji^=$H|{JIpuVy@qtwX4GVjdJdjyN5qCl%952
zet0{t<D65*O^fcCPM)0<E%Ew~tXl4wGqLsWvQ#1+0`8k7dKIg<axP6ZRadji&7KyV
zdq#=z?BXL#Wk;em#&PcElyt0aJe8p~#hPb=*-g3SZ~v+krAFSrC$dmz;qPsML5hxU
z+qU<5|9q~Xbxm%adDS7VhfiLXFUwEN&F9RWlGGA#v+oy|_%n;=po<F6LM|$l?k>J#
z!SWS;QDH)l1>~Ya^{|eGD-ahIT7WJp47l6%0r{fB^KSzc_C~A^bU6KJ&AY%2(_4>P
zz%MFfOjv$-w<E_Fmt&?JTHuQcWgfSFJ!|H;Y-YBL?N_(PtuZ2pMZWCszj!a>-8SZq
zm(>@vu0>rI;?NP^m^>-)V;k!$vwMds^`0KBILz;#6(DxB`R%qu2C*t>k#@Jm$Ll|{
zwTf5lH`dq@rx~;2((J!(2g_Hu$Nio@d0Nu;H9V_Nw60t-;m(I^Q<ADS?wYan<EEWW
zC88J9Qar9(y~%rDsxFhZfp1&aM76xYRjaFO17|-zW*4Rrai^sv<k6~}Z~tc>ms)h_
zqlZn;Ij;{<U(y8@=h!>OhE;d!@l*&M@Qi2vaQWK5G{vWmyJp(3UU;}`+Jok|l2^_#
zX1!i#R$IR9vC4$Q^NuL#XMTKNwD-Ku^^Ql;muwii`}mi#>pVW!ux?MT<emh<>)WkL
zxHqqB5@?TT`tq9n@Pg*URh(0k!lfD3#7RtO@=nS*Fu{J8f#`?EKP|g2+>rCK+x>FW
zj1QB2Wr_<EPOa+RdXi1#`@18rbAK#2d9i%|_ZI6F8-MRn44!ql;r-vFrwQ@)6J(yA
zEK=4nC^%)J_18`0=`40-quqAmRrhaXw6R|1S+ql3dhyA#E(IoE!|b+pOB75yE6ecb
zVc6XV^ELB5q?>s*Y4HiJUhp`5e_(H*rXnlX{`SSX<|*k4QG5M-X8VO6&6V)*t(o`C
zNptp*pwt@M<E7y`8iywA*|oaq;nM9PrlRv%G;h8;tL>#z?IP`}_~GEZuGUxgMV1)q
zzlvg*c1&Bp=@Cn*quEUs`+IIW2j7{!&}X_aqf6d&<G-D!PTx>^`S3_ckp%xak-PFG
z8t%_tPGsA?xsB<*xJTB{_Di>`HW*%rj`^)#IQMoyj*@@Qq?5tX8<P~KI%OBGd=>F&
zQOLpz(M`2Wmj3wJ^XzrWg-oXP_ZDqRu1E@Af5+c0!BBIXPyg{VUt~DG2S+c`dbrHg
zs(b!|+aeViGnsOVeTsw4%sX#;KQ?3K*m=2E>#RmbeWm@BW&ZE(S>$|8bDXaDRf9)X
z`o!gSi&Lk1HEmOW8!g-2{QY<Gl-0d|e@k5MeYQ}%QrlLx`Fy~-@<4AvJrVKT^@*~p
z9~6GPTyfmD{w05z;o;r?9`r<4y!3zm&h`G^!u_%JVy{dNIYujoG1s|>Yj1bkb3NZ}
zzK-jIjXE<Eb6FRx;oTXS^kYx!8A}$u=If^)Emuu5IWYIc`m9U^U#rV1C(qT2x*fB~
z%CZ0G_mv^JTGjAHo#le;lTW<FB)ZN@co+NZUBl(GJTBfKZq3en_cE50d#cT@yQutL
zr_sfoZ{wM>8rOq&yqGfgaAs$?&%YTTpG2FTdVMY6<q;3220q>makHJ*1aivpFY}z(
zlgxH~H*58J2dPD6e|p^Zv8r#IG;5LJJ8|n`(H|VgE-*8{s9n#u@r|p*^<ZXsC8zsu
zBi_4hnm7IGcb?Tz_t)QCENEDCr(8n%#cH){pMq^1PZ-_yGn;7S5!^3W7OX1qqdBwK
zLP%h}df@*SRhy4;ua5pXro@)CcW>alc^NgEiUl8~NN_){ZRGp?>tV_z5&x%`W(RaF
znaLVy`<d;7aJcS5kr|SGe~Vx6MsOdH-71wO(V#6W^f<l-d{Lno<f6hLX3aSNg?Ccr
zoW2E1Z>k7aSB|Kxa)>-?7Z9GA9nO^39%;Yz>;z5W)_GjMGOi&VqE0?WXHGDRl|B_T
zOW13^cFw#XTON1?b~J{`WqD1L_LQuwO3=9+s1g&T@?>cSL)hG%Ms7QVv>w(Uo4D}b
zl@6m%4bSQpE!YCOs8Dbrqk9YJqQZc;Z?`sXXR1_;<62?`x~NdwC2`J?H!dA~TRGqt
z6;^IOEOqLwuFLI!^xmn>0U<L%7ZvipI$XH$!1cpxn9lR>*#9eJOM=VtQxR#)mu*RU
z(mQp<Y;lcbuU&sUA9F2v!O)vgEy;c1!w%8it9|1iZIr9!v^>qdqWYty#<7yQ9p7KX
zEVPc=&=|6L^NbrO!ezJJlU<hdZu8nsQxhw%lFOkR*6vTp)!iw@mA9pDPe$IBb%$TB
zo4aXMiJ86h&tC^GWNfhe@>wxvkM}}8D~|G$LL4_=x8FE7b8nr(n%Q?(p1JJ&=iB*9
zsS+Q)@wwVAxsmI7l)-0P6Xc>oUid|YO|Xj!{oS7Q$^GJ7a%Fd-+P<JS2mZF+`q;mG
z;noXj{x9wLmTZ{2aM8S-pTaDjdbHX;^RTg6yQkY$`IgBk?#B9uYn;|OE9VHaZrHVn
zD>|obABXYFT-n1jayH*6Etivh=yrX95Vz`{ghJ6@^?!??7ZpCe9-<GvsBi_AiwfUb
zoUsU+)wavBW}#VotaYARUf;UPHJ{Gt8%I8^+`s;lMz}Sfao@gu^An}kJldz6^?RS9
zQQ~tE@n5-bJadjc+|c6PGwU4Z>G?WK_P#AjXz#sJqF<IA>%GR%#jW<mMP}C%hu!wc
z#hHKm)9`<Fc-8XFU$c^1=U+P<&UZF0`w(08!*9h;vu@qF5X@Z1zjn!awVm}*tEZ`W
zq}>zm6}jHER%N>PV(HuKp7z#0W!NBdYN6Jts8?Uj^j0ihKgoH|gtoo&R8RG8-Pe9&
zL$*WZVm6+xK=Jq}+0>XV6M92VR(;Pr)gE%O)#ejhUZ2L9`AQ<!{&lLGhqpcSTA1LE
zxTx?7k9myDnJa6iyuRC{A9t%FcS*#LW%8R1B8}5qthX(?zN!3xT-K^suV1d_F1o)K
znrp}f^rrB5^AxYLYrlPpBO&x)yM~x>#oCLFIwv$9?Y?_>_tQsj3OM#e_jSw-J80Yb
zy6@%8Pmk)_r);0Hy-f1jlIX80<{gbGX+{n5#g{WOvVJSeGuXJ-$v?L_tZn%+p56QX
zx^-r1H@D1>oPEsw{I)FxI~5muUHZ_lO}TsX;dw{0PG9f-q4COMN?=Be>5`~iXY)yE
zECCy|F3PE~r1z(q-8{Xd(CeP$g$#E2_3GB|e+ML)?oT)oG2Pg!Er~}*IhkYMe1^=&
z@BF)$3&`EbkY~6fz4;r9)#1B3Edn;b7SzrYTlzgz+4<m+mA96!mTjHBEHg9ey;APR
z#`W@AJGAWHy)mp;N!9x6w#Ipf;jVt!_Zi&1@h3k@NWI*1?Qh*AackWo&&qod4=<YS
z*|o4NXcOPt{E{Vp+=un51LAHKaGc02-BzDf&b?&Or;Qu$zPMhl6lnM{Iptf*$|=yR
z3fIk=?|SU^%yf@cQ$N3-{1kjuVRS{dv-exRNhZe^FXDUk;O!I8RfRzjPd<4i?%ZdQ
zC7nDw{yul(q?3CR3SIq`Kvxy&El?7;%(Wc-szU9isyAw1pND^fTvb?F8F%0$<LCJq
zf{Y@idrG3YIN?_nwg<&eXgRW=%am<4d*a&HIc&$hHa*W?&~@Q+YsUi{dz013R~44T
z_AL2ny87r_p41uc&%sv}9^c(}a?#d$IrEG}n`k$#qcRFv+Zb2A-ztAsqozWeA+KLw
zor8VCYqlvaT1WR!_@aEOY=($Oh^gCRt0z6z_@dcj7Tuar#-FYd`&>DjVeT5e&}C)f
zGR^19n^?uCZLM4$9&mWm``gOLcRXIDGCwNvgx?yO1DCY8H!L}&l%@DNtDOBz_fA>8
z{g1!BYW7}{b4E2pCXG{6Veu7Pog0d0uJ$VHoqO}rr&Lv_`s4bRo8Rx)+m|b)Cfl)C
z-{9&IyDMxr_gL)@Ri|0&4~A>L+PS-2o4<I6$SJ29rl$$&wVO6fwu!vr|Ek4CM?F#1
z{~kXxJG;ERl)C1eAJD4`Bb~knZ=NX~aq|pshL(9~&4UBa>xJzEL-rbTohw+hH_qSm
zmt&!@)d8<es|;0B{SF@S9Jb?=CD|I@?|ru<?a|eYcb)2rEDrBfe~Y|Re9bWVNaHpg
zzAeI=S1MS_`@btYoxD3uwDa`iJ)ujM*s?NjlX&xe+QEN&-E>;t9Tz^@yZra{538LN
znr3R>^_yC7B1)s7_t~|1r*7}LbL;T$U8|$3D^kCI<&p{rTdDnf`8wO@<&p9CiX)cI
zJ-F5~t>KDq^x8a@mRWIU9$Z-NzW3-ija;*JDfzXx-`uMBcPKhH=JC0|k2arpxa#{u
z1tyEV#V4#DtSM#RYtfqV+dX4qxae8VA_g&&7Js4T5-N6w1Hw%XOiXwFArQQF%Uj8i
zS$3VLB|AS}?rup6I9Vw0sp@7X$JS-6JLJ?a|LqO<AkcWhFX=ba8FA|ipN`pV+VXya
zS*X?7{J+@;_gR;l2wdMdzgDR>cgh;3#e7u`TR$ko`P!WNm=m>U(zlNJ&$chxbIOBt
z`gOfmf-<K#j+OK=DBOL2f720h!N)->ikQ8pN#EL3a$?$3wY@EyX4`Lia<;i@?(0da
z`!b#?Fla=r5r2E8y0!G^4DGg~Up*}S(!|m>C5!Prb^60-_0`NUY4iJKD?jiC8rZ3p
z8*FJ2`L<(TjnL8Dimz4m51zb^`?OWIy?5?3n-!WaX0xPYC6%(%BO6;K-R;;}-?>K~
zzU_bi;_}~r&-HtJ5$7p?rR`q&RMNm<<*U0vYu9a>+#L7nO+e`LoK(5!xuL$ZgP+eU
z*fDYD+MQextl3*%Yh`F`SQR+0_U>!e?Cx2L7JV&`?~04;Zhe^1@NK$$dv%W97j=$<
zj#=ClLMPVDU<mrSwZh5PJ#V^4L*wfcjf&f@JSjbJwa0Dk6uF;eBH>KB%-OE`froz9
z_b_fuDR0@fEiSkEc3$VL#UiHqYggUY%FtiSFU@Fq#N=|Ke^RZg_xIg5+VpobW_27t
zmsNb>h;rKOG(We^nfElmu6cU=xZ`1qFDswDwJ5UPGxO4#=d<dnr{`{&5N9yo-R8x)
za$DP~Pr^Iq_@?UzOI&CWxOyRa(qeHn^-Gn@9_ex34dOIwF^$Ty{%RXzm{AvK{#CDM
z;sw?#*RRjeULx09uvFOa*dEdUUan66zSadjz3*02xqrj4&}8!!MbFa}n*7_oEsCGg
zx+KHPYM+x$iFUfGRR5Y9FQM%kZCj&v&Ewg_n7(wi&4n$K3VU}f)HW;;@V+nm>e;2H
z&KZ0Q&J_PIv~B!jy_MVD;uG%~k$wi=yVsumY>d4mwE1V+aR#RKrEV|2`1adQdF42-
zXu;*f`fQKqzUp&k;CX#$XK@x&{LXFq?|T<6wXyJ@{dJnU+^NmCWyP1Z226IZ{xkU}
zZ+zL2pZB)d!EP%Ih1^!SymY>t*xyHGK1mNRE&19Ny1t6DDx*jIXw?O-j-q{ur~1{y
zTC~iY4}AzaI9=zfmh#jtPlMOJN`d_S0heYzYn5Nh<{N3!&c5}pRosK+hf4bNg*+}i
zyS|KV|LL!NYY%qYe>oHurk5Tr*&(faO?>j+1hEyNO$E)z{_5DPT75lsW0r4}^pS&4
z{vO@LeB6B6;g_79y#9Na3YKdw(5-80j<VJh1zlID`um@!3-r1|MWJio9~{1HoYTg(
zuVPop-8^;crf-{>?%S{U{^#efk6UhCO}m&UaxyG8jbSbOx?rIdk6Mhg`rmAxzoXAG
zZo)MmQ?dQlKVBxvJigkQmA-n1=?6ZszZ?3a9||eeER{*fFMH4aisyr5G-LaVU3J3X
z`wF8#_Z9j#B-Gnwyqqd=Q|N0=q10Yg=AXOf*+hy)EdJP~RC7GFep4`~%U*4#j!%4*
zxvO5tiu_nnb3f;$XLZdEef@P+$1P>#4ji9rb4t`MVD0mj-gy`MR<Dd`xEksz^0nBX
zeQxxYUzKY!*_Uj6u)d(P(lu2?{|eje_x(xN^{v;4@BQ}mwRr!tCFcKZ^i5p%rk>g^
z?EU>!QR41f@13@02wd;J|DOHb^d+n3HtY6nVGF$2@&4Q^Tgmg%?>t2Ltf!xt#v*gH
zFGp`4-?ytORg1kB{e4<H)nlJ@(SxK{uV3G}{IWx2_P03)&zjptPnAh=-)eK@bByZh
zlDG+_31RikjMsY27bh!dFIc`$e691{FO2Ft&z{h`!1d%7tJXoo`1|vYzBB*S>r=bV
zcdwc2Y4(XKhgfBP-6&2Lzs?uK!r1%eka9QwXYSh?*{AhmK6_mMt9G9KzHUxN;i4m2
z_AV3OdR+Upx6RRWe&eQR{0m%|@>q7a-I%dI;9JpM*7pVzr=RmaGUb<|dJpqs>wB|y
z?+@Sj@aRVOJ+HnLnlG-ZOpdQ)S$p5>>)B@aib(wl`&xO#3-`Se?T<73`@_g>vh*#h
z%RBxFCb@`JrXH`JVCt0^xc2ZBgPRLg*w-%YOJA1umHWog3z2UE0>yWT*Xx$C+j$jE
zSS;pyep{UK%^Bw_ulA+6{@7k-Qgip!-QO0cKHfTas3_`-NM+(}-ebJ{_vZOXgjzbg
z8z)QiEx4zA(s90qc)P)2kIE%W6+-`R2;$ziXU(g|Mcxg@Pa?%<Tz^orB69Vs)vvbS
zz2^Hi>P%blTfQro7R;H=9vCjt7N=@i8hbn7-uC@jy^|Vq<NLNdMs8dj_iFd-f?b;;
zcABIb)_Q)c^{-(!jCtL+yIFPbske+vUa&v!s@pB-@lNjIp)Hc#nkRo9Q@-%ANzJNt
zm4#>e8@EsQ>WyD)JIa1%@?734rj5@Ze@JYY7M~e7&Cx0$c<ruzDu%srr_uxOIDOhT
zIjr4lW0TbO4O*Aq2!AO%tK)s<3*^GW4A6yz)8H2tW-6JTNm{o=Lh1ti!oqal{TWtU
zoxm3sPW%eHurOrrw77d)`xme4^n2+#_fPTNBW#A#U8YZs@8&+6eb4>D#oeKA#kQaP
z^Q<nvnp0)T?WgXM6JtAGq#u0XYplQdfP*~agRe`jC)`iqi{0PTBFh)1%OnzS92pT%
zkgt94pnj~O4#x(oD8Z#|QxY2kPI-1O571a0=$L)OQf=D16$#CDY7zO*MTO5?`chiT
zB`G{5Z^1{GcH5^LD}?@K-*j{gns?!HilgIIE8U469`}C7E1g~Mc(8HrZ^VU#N0_B8
z4jyRpQ`xZaDd@t&UVEE43Js-&ANd#?uFklAXT!_;k*Y7FZk#CmFJ5N(pD#x4XXe8l
z?~a{ptu@_wlsk6P?!ctO*Dl<hz~2A5{=Ckat@d?4@5UcLe*f=${f+5zbB`=%y4EUu
zWXIHYjV-sA{9Paa&+Xsm{`f=6HWPL^u*RY6GUET^{cP?k=9|r59H!pbu5Xd|&Eo&p
z?e%{v9RIz1-!j`F?}%rWN!<bQdez<w_i{EqIq4hu?%{J~;pW?M8+seh&-$3mA#~5c
zUn6+YqhBdImKhxKjQ4A8f6sEboRR%>NySllC%Yf}Enk1MxVOn?{{vrr%Ou^NJxucH
z6B9p$d$wOyFnG9d_33RE-o86s75~0s+~D5zYyS_kMf=vuyS&-cSd_v0x_SS@IpXe`
zuk1XowQqUs#a141?cEJ!i=FNpcMDEr=hMxY`{tcN;>(yfab^s~Gqm2Sx->DXI#1uj
zIQ`h76~;y^o~L;gxAV(ouGwz!;k^F4#G3hDcdjMyYe&{B^7<93FDCWsiPsGojqSWM
zzxZ9=vs?8>2>Xf7hIl2;Uh%i`nWk@k964iMvps@U<WX*jJyY*&Q|Hf}>06}C84Fl@
zrGpxZU)3&EGOAhAI?d&Olkgsul6f|(N<8G2ZoYQ5F`l_Z;%?L%t1VamzWOy!!q2Ok
zX{Je~$YqgpN7jA6`BpPixurDEKh}JT+0p%%xIV6U@l*dsoAkn5kNR!A5cGdt&fy~S
z2}(!HRfO!rx7Qt=rlZIk?i`W1qW`pwcz1Rm^W^kb=|-h}7J47`zVd|?Ivm;b-iAR^
zds{&E@f&B`cvOs+&I(Lv{<9%h&f-<R{rn%Dp5oT^kLShR;WM@|WmMmPxO#gJmxGLV
z=REHwX7>XBa-Pd_x2wHn&g(ztmHV(dS3-1>n?_HMXJL%O7a`pT-);C0cMA5p$Sikn
zD5)u19vrjt?pN>kEWw#`#rq=6?;11AYcvjPziPZ}xpy4<0%`l#g{K}J{C~V^(?7eo
zXOMknE;Tc~_X|bH+5i3Mt+Mg|39Sti+00^&^!@qr_H_NE6Py1ZeY|}C|EB&qA#Y~2
z9QXhKn6aj=X}SN0^Dlb(KT6phocb^R?-%3PgX)S(EZeIm{eSiQUeBJ*8vpARStBJ2
zF1<`P-0)6ZeE-XO$HY9BE6>tT@ZX8C6L8l3w6N|>;V+k<Z#Fl6x)j&DrDi6)Kge}o
zU1rXWgU`3vey=PJmizVpLE7KHpYNp1_~@(m?;*Q&c)>;qz0}`tE!GILo9%Hs@~1h*
z?9QHfd&Q>sf4Mg0z40IOz*8n484o=(eH6S@r(SC58BX)ZXS478`%vpOv-03=)8xAo
z{%<HS+P7fFzWig`>?am{$@`aGvoGADdH%&;DaZcpC{XK@`*Zr{rY7Z<hr87-Z7ke>
zj%P}f(Nv2$ZO48z-wChlJjlJ_ng5RehyNExR`-8@f0_SdbHU|<rj>R7YuATGem%T*
z%2fZJ(4YGA3nc%~@BX)5Zgo_F{;j27HUE@F#lQYjIaPoD!}$>xex3YmZ{-^0aH8Pl
z+wW5SVuhSn_v$@)Uo-XUuY>&#e~(yQJ8!ecpC#08;pdf~Y9DF-TQO;C=V6cOp>|$k
za(m7yH9YxOJ<(_W#5auX6ZQ6<o$vA7xOC<GuVsH`NO|7ykiW05GXKo0A9E9(^My9u
z75lp4y8Y#Ejwef>a(w0ppCqtaPe{YglVgpdWKocK!vy=CMJ+KKxts1y=3;F7;#uZ7
z`40R4FPcsX6-#%CC>l&yrx)$4^Xj^se;m8Uj9fie4<1XWzlSHa{Ca#!Nb8A^fBP)&
zpr38APOm>y7{xEw*YkX4_4ZSypN;y*XHP1MO5z@=&wbwZOy%DliL5k%<~^5NB>rgo
zM-;5x{>QLpo`AxofO)J57TNdT+bAY1**3{vgvo{P%_PTzxrcSPSO;>5$fxGm1#$>*
z?s#*&;emtW^{E;xJzL_wbUHQNnf7GI<K?MbU;XE6*_@Y~YUR@ZDf0K@QzCkPw@-@f
zlFMDX|JT0d?ZTJmx%th@-W5CP{^w6U7w7HE)4A^QzjQZ8y_p~c{qOTR@;c4QrS0}x
zwIvbn-?CgW+I!pI;Z@bLM%_)D=O380WtUyx=I_F5jHXyCRog4JR+@=?IQ(8iW!~k&
zXfB33^A0V1@lB-Wb)Nsjf>+-}{N|rq#$@%bOjJXB|5^ox$shLasBN8Lc_}e&&66WX
z_T}d1Y}<VAuJEke(Fzu&>)!pFf9m7k%lY~{%ID1BFEv-0Cv0BRo^5_%dHwXfKgREj
z60$$tFKepJH=eWZPgiYQ{qG_RX<m8GN89gYT73Ecbeq(jiocKcvK{}Qzv*Vdi@#;N
zdG{;!SMNUf@#pNf=6j^u>mTyAzrS$S{%2qF<A>t;mNgdd_CK6=xctO(|9vk%Xg}Fp
zF8j~r)5YBOddtIQ-(>6RoNCt}w3g<{bNu1gIDc+SKg++n=UkKI-tFCDcXP@Q$v^By
ztIssa_0=`+6}$NC-OInl`CD9C)E_53tTvBI@iOqQ+WTjH>S|T9V^<6ozx3aD{n4Ez
zU(RoR8dUdRy{P@lUyuDI^2c^czMP(S#G+j3?;F1}>DBD>-<tl}R{X;DUY(EmU8BE^
zdH;6lN^Lh;UY}cSl6Uj(QLAm!uEeiNP<?Q3QnaOg@P_kh*YxKtn13{7|9`_)P2TOD
zE#3|Gs|;LuBKD~KUhf*aO2_kIT<ZStXsz|O*^jSBEYaG0sp-dJgZZrY=dVqhZ~MRV
zY2l(@rL3&X^D|C;Og{R9SBp#S)7|@9Pdu%UKK6V2`t%#O-|dgdJ^$~Qet2}@fjs_C
zmsu{WTSfo-tS@|J`L6%d>!oDh|I*yy-*bQc*ImbNcenm@6t)d`{`XP-G5=}(KblvW
zeYm=>ZvEH$tFx5*w@(*%=6-ll;0M8jw_hCl*BrYhIrRnK{P`O9`ma^<+!6V@QaZa@
zZ?Vz(d6lyRz4+%$_}90KKQrW?a_n{c84>3_)-3-hapULVqj#C7{M!+A$o7DRT7&Gx
zp3|{S>kSegr^v|YY*Vs3seU%{+Q0Juwl@Dh)$iXR$Neo~ae(xv<NTlEq6Aip%KgZ@
z&VJ^2&tjDabw2v)X8!Nk^Qw)`1ywz?(|h+{|IdQ5U%0k%gEnC2CuQ++8Je0K7=cxR
zxkjc2rV0iMU^ZkgH{@Cg`rXV4xo;A5)+gxRO+(PNl+YV1U^jD`m|G}7P6Gw00NtT!
z4myeytOayF5a?#j{JawQ-Is2lyDu#a5PCp2bDDtf9s}#))ORydFfsw({{t3)8bY;u
zH!VRy3O1QjKLX?<@X@JY0kBnI0_h@7$bNe0;n7HEH-RqyK#CdE>n^cekZEcF3OSrQ
zoT+sYr>OxbLddZPeA^&#7jc>zfFc>ECAcr*G&KZ8J+j8c;#AO;feQMLgfHSWH3Xj<
zOTmp!riMn)q^A$bOCY;>xj>PQh+D8NM7eRWT;*hH2s-oul!*0%OOr|}3sM#IojqMZ
zo&$N)h?k2K#lM{T;o!S_N8Cl6kbpvpTj=#vmLu#UPDnmL3I{@`gcyP<DQGDOJB_4b
z&gey)WM9N-3Jy_l3>cwY#A#{>s-eIVkV>D#i#SaUK~+-_MTI1&ssfiLpwdGDd@(FW
zAqldDNLLP?ViHt0f;~o3F==V6fcqj&Q$vuUNFf0&QY?&(^h^ycO^rc?uXAF7M`~tz
zMu~!{xuKqsg{6TRNZ2K{7<><~v4Me}k)@F(_?&gOoW%5E1qd@guLO3ruc48lo+<cN
zU<F+>b4xul3v*KiGb1BCQ&S65O9ev%BLh84OEUvYNX&!Eez(k=R3imLQ*f;bvJWH(
zx#8Ct<F-^>cl;U|=$RRqnt<-qMy^CaPRDx3uc;v@^&o`@!J-A!mcT4pP%q+S=Id;k
zAT$Yj5$8egu8^M86OG%~f1Kc=CA6S_?#A@U-<5?rA=XC!4}U53RL+i4<>mc*_R0~x
zlH94soz-qv#hkExz3$Sy{IgF@daj7Bdb!sm_00b*R})Qyqu-|1FBCstZ$8Oq^}3v|
zbEi)`J^R}JD-)$6AEZi7zH(z~oc7<a(jztL(c+h`-7buZJ|FziG&5;oa-T`5e&&Tx
z-(^AJpDrDUlk`6S?UYT>r}(-0+q{GSha5Yptj*t4JHb+@?~p(V+ta=ZhNpr@0<9a%
z`WErNFbSTrK<wB$v0{NKhEob(c+7F!x%lik*Lb76_nq@)<>u&EC><25Uc}$WrnKeo
zbhZgLPVyHyIX?u-Z1^fv)X#E4>agC1FKlIvvM!I}IR8y?C~EXLxtGyp-f;u@>BoCs
z&o(UE^Ui1I&U3=KqPBf=-+g^E>%D!&`K{*Q{spWEM{4wdVgVd$#wHLoV2+Wg5zZDH
zavH*a6{o2YI0-^hrfXhueoAIux&kRzahe(t(QpIX0(LgOk`u|PgQj3IBCq{sVS%q;
z0vn1H90Up`OG7<#OEU`#P(cC8-JlD~i7J>Z4fQN6O-zjybj=M7^h``Fjf@n`4Gi_n
zz}Kl88W|bt8Cn{e7(${SR0cr`CS!0f0$dz}1pN|oLCsdAf(a?6aFtGG26~33W=5tU
zM<XgLkn^z@PT*vO6effUCnN0bp3$o~p;vL5f&&N~pr}`Ini`=uV=_yM15%5e^K%RG
z^FV0}oY0)}bMlLV3lfu474%(F%QBNwiM)~o+*=LyO)Sn<Ffug)HAcV*30|)gJk;34
z1e9jrSCSZkYAuXf=<Qwh3X!9~**}N~IV{zbb!zc=ufXKh*`T4|8Ysf(8n7f{;`{_g
z$Bh@4tZw)vzL6n_g(Xu-b_vHNmL<+k?J6x3e*L?@)AG7%Ij852oi}&?t(#|4X*OGX
zv-Rf9_un$&x~qTz4a^gfkdP1(nq*!6E}DUX;lT0Mwzf}MvE@4gI+ph>?tXWZhk=1%
z-a_lh6{_F22rw`({9wI%(n)vb*^=|g3=9k(ctE@-prZxr7g<NHXuZS4!0^DoM4fx<
zglGna1M#Y=s<L)973<?4b3Qp~;=lD>%0jUsZU%-Q+HuS0TbJwU>iU*DhCK8HOZQ)y
zt8>LEkCEYnw{coPg#{~H*L|BD|LX7WzCOO7^pWLL%B<rr{KT>pw=*#Okmu97vz492
zqQ2tByo;)Lx$ee;gd6<1`Ty&0IUz5X?0iD^ANx*Lh6Ddu*p{8wwK>+dXL9tjv$K!C
zzFhnJ+s=QlUtL}8JIln=)6>&@U*h35$=axjiXS_RpPxw%TN|~t?r)W)P2!;z{r!K8
z?nZ-svwW)NWV`KCbXM;6u}U%B?&2CaSxrQC?&kcLS5^iucI$29k$m)PeW$Q`pRDyY
z8#PNy%g_GBXLaB2`~B|3MCGRiH8nMBqqbh!%es@5fuSbQiHTRjft`Pu{eD%GE0uMp
z7rBZ^uiiZ+Zpzg=mzMLhvUc9TDK0J^zA5G8-{0TER|FjVx}R6t%%<oGhvm1K1=})j
zZ_EAp>FLk&(fNC))-PYS?Ay!B%ae|F=|*kIxVq}<o12?YPK>r-y1FiQchuIb-{0Oo
z-Y%{k*0X<6+Sysz*Va4~FL`kx@$<8@GkumpW2K?~$M5_{yoG+6kB@cQ$F5iJ>RUEJ
zKr3pBn(w05`9B_R{};V*|0gcf+*i-qAA9Yx4YoP<HTBOoo-;EH7rXb%J?YSh-kxXr
zU)#`dqH?>;vpa{fqaQb=&WyHLQ4sU+i;%2r?1ltK<?TK4_Vd`)d}m$RobJD?uAW=k
zuI9&zz{Pj`mo>v2vfkT!@%nv2))8Fd%UZdOt5x%tefF9Wes0gj^V**E`&}%!cP@2g
zp7<oC>fwExI~x+W6?xA#%blhheT@0>vEJ&xU$3A2Z&ms#<Y<@ZQ-kNzPMq*~9B;IJ
z&!<z`@r7qCZ9bh)cFVJ@{G`I4b8E}W%FoZ9Op0FSGxO5^`ugvaUoL<q<Oi>p`3h&>
z{r&#A=+oZ#Gm)tml~zTCzNxk>^QnEf<<zCZMfdi)CY_wD&feao7qer6dHy}4)KdjF
zG-7v^L`2N^S!O7%AIJ0myOrKK-8lt4^{MlspZwH~-j<VjYT`*%P%!*^yZ!#T6r)mT
zcBz?eb4OU-Us!$8X;bZ)55@CuJ&~z<Z+mO+?a!&3n{=K|bC+AVuQu~I-^bbQn?aZA
zytul0`p5LiYQACX<8td5+h?}4u$)rZerA?wxBIeX%jVhD?h07wB>8k&;9|F#{=aHJ
z9u=?u@vz-TEx3GB05>Rah%a4sNqv66)+`b6^5FT!pHxIO6uy~!dEuz;SFxgC+QMH}
zFHW2|q3S(NqP|bsd|mnbd(XtbyttVB^V8EQj(HD{d^*Iff8uk|Z1a4*e)FBrrh!uG
z`nbCm`rFIi-g<t1zIi=2D7#18e0llGrll5US2ilg?yK26|JdsT*W-k*%RD{l+|2g#
zDy#dg_tx8UZ*N-{yF2YulZE@cCo)0nVs^gJiRsu|`@8Hqze^q?1H<X4T_JO9Pf0%R
z*0-rldi(J3m8IOGnvWV4Qe<xxbN~KyT0i!^b$Z6FEtzL$nQDix`}6gBeEQSN({!WN
z^w*d<gN(?2w4mty-bZV0#qOR`^Y3W)BlGoXx3?{QzfahGam_5zqHb}8?F<YJSO0wG
zKe>B_n`@_V;Z&>2OO@I)tV&N5mbI;S%KK=4LYINz+V{WTr|8eO=zDCsa^;t|+s{2W
z-j?H;ey-yEYFmz-NB@J2iHMAmvHiV<ga7+oclZ9P-?xQ@GQMPdy!vUO)%A6iyBW+m
zVG6J9s}0$>Xh-;e>-QIW<&H0(VDsDDY}%niE9&ca6*xwFZsOi~^nXiB3)s}lGmS&G
z>;3&U`(2U69BcJ&e+oLZA_DGMJ$n^;m-Q5r{*!477A%<czi98J<JLJ-qa!jhR!sZJ
z!@!VN=v47q_c@=~YFnp_>v~z2-DI|NaSLysxN*mtCt}yx1Jb(pG|!3Kc1rigeI|wk
z&DCLnCnr79E08vOq33mM$AtBJpUK?Yf4}JAse;3I4mq}7Z#=enL8Zm+i>y13o-U~4
zW@vC#QNR4)VAA3JPOP`~#g=DodUnI`)ZE!h$}juvOT>@Le&({hD?Cr#S4jErp?}=E
zpPu(wANf)Id|h>+TF+w_S*wx&E8Uq6pm=&;{VQ|hy*Ky%rpa4A@$Kw1No?A2T5tNE
zVD-YulHNNL^Bzu_p||}5f2#WSg!=C3pt3(hJ>PqGYWEJ;wfbG1g4JCWsgu<C=i08`
zZK7sw<EN4zko@nV;mxKyk5WPLCl$NbYj1V%{<>YKA94l;J_;+n^yX&C)2?fmEFSz3
z``>(riDAL%cXvb9&WecTlSsH599^97zs@jF)vH6@K5Nfgo`+RR^(}Xp7#`Hl396Vo
z&wPEwrq7d9cX=;9u&eaZ&;B`aTA_<7KW|xTbf^3rI5kw<KRJ2NTt9vrhl>|?buZ#c
z7xmMb6aDGw<+ASBClDJS`2PN8S#I~|>-5hhG5@E{@u~l($yTxIeucBoK6AzGKjcAG
z?RyW;h5U949z6K(7q?Z^Pv_^S&Xe^ISqs_Lmw({0Jv;xLOi{bK0H}_!d3{AQ>zdD;
z_aBc4m;BuH?ovk4H=Vs-gr1&K)w?ZeGvm?Ysr8Q^9&SHB*ZTSKi>>Ot>J!v2+XO)i
z2Zyck^-B-69zFHzwEo{$yB5y*`CMM`-l?gJv#(F74-X0wT7UWbFVlGr^L##syoOfG
zE4C#tUR~q)&El%k>ZGJ2?^lN(HD*dX=Q8KB3aq8z`tAMlmzU=r*3^vZP6}n`5BmD*
z(TB*rRgWTj9|-Q6+!_Un9j%(ry*n=Lj4+I^x-mg)&WnBjW_e8)d%3hU`+1$j4oR4@
zd7{$ZvAesr7ED$vdDQam(vObS;V&oquke+A&ZzuPxX1_Ul>^P|Vi$LbYHD<}@gCl|
zFlX{YRja5u$7~7|Vs|as?Xb@ircSxX*jwFiiD~v0v7^UbT?4o0J!*8^e&27gd-dZ@
z%Jz$)RYSq&b8`frr~P<3xvk{qXaA}Xj)gnc=0wg>o?;7gntA5WBCWVNMbE{aPj5<J
z8{z2OZq;7?{#umCeNb}>)KZ#|?CEKeF~MR{;7+5rcUJB;se8MA|B;%!i%r||ug8j<
zz6@;+o!B_j_-JF#^ZCoQ!%M`E-jChwmVB(kIIg12{;NoAeRB1VK4``1z&FQ6vu^p)
zhaxfSca?a)d2niSJC~SC*qI411>24szg&F2(_LELa?x&$veHK^XXk3OS(w*-=FR&y
zY2Le(g<&2Z97Ws=4q|WbX!@mc@+>jGzvT7&RCcMHTPl3gQ?*p(B06_Jl_*i?e(L1x
zTncIj${S=(+L5uMqOfoxcf^rbS4+;@D(wwf>(wpx@MllcyNHEi-?lR_q+BdM-#L5B
z9NX2qWeRN1X>Crw99tgPDP)nR0&3Mg{3FKDaAs|!vvpZVWA=3o)6nuv1!hmrE$RId
z9zILN<CieAmxz1FL(@@1&ypn_$9Y&;JD>k;Tz_Lvq)n%FxZbPl{&$YwXoEFC?^qQ&
z*<7$xaIm>!X%<$VsbIZm@k)PrF1}^A^Mp?t8wQp)?(v4j{nd4`kHpgV+_bCR^=^@a
z-`~IHw!bv4u1wy&xEdCz>n2S)5?k=LrmyAxgzd|%>*u|?zTC1nr|{rJX!tfH-nT0}
zDzN_Xf%AX9PT%p-&w;@-$0PgtE4|(%m?2MgOe?!(^61@$g2X~|;}7;HPnwi!P1Vu7
z<o)~GznV+kP@@h!J^kf~a8l{DHIj3!mhLuL5L9DR`+?E+@0QQ!cUY`l8t4pl_=0r*
z!nY^e<sZd;{I;py{^@!D{QbU$hP%2S1wyS%h+et!(a%F~&Pd+c;8>n{;B}w;@^f>K
z)@?h~nt8|Kzh%)9XuAF;BJ0a<<IpReEZ==M_pVkSe^J%Sn4A9drmlplF#Ga)eaIG#
zr)Rx`m)&@DDB^_7_C{6jj5iU_=ilC*t$WrNmT03reU>mXA30XKHS65*n+!A7Mybwn
zUmdokc=@|UPo_Zqc*Dzw$JHg^{=SL=gB{Z+I4HXX9BdMi@HlVde7x_aUck4PkaDHL
z_so3#Fi)3%Wgj_K6g+IYp+DW)e5#&q-k(R&(6~PE{^-$8-scSrQnpd$fd`h$Si5;o
z?`oVPQm8fM%-(Cuq3-{e`@3vafa9Cb@-{cVo6R|>B&IL6bGwh^uV>QoI~aVSLHg$g
zzkNW4##Aj;zili#B(=kX?(S0Bdu4^9p53NTsTt5<eQ^BWzvw#${@<~@`;=k-gjrgX
z3T|!+SvhIx_g$a_t+<_`;s4LK=2bsaz4HZ|-+TEissAU)ym8}|)#9>tYj!*6!JIx{
zMg6k%`;N_#T475*KQEom_UG28r;o0+Dk^?CrG4$za+u@m9={0O^*yeT?a=1)m!@j(
z@@6(G_@rX{T?Uj3jO#u$hVse5Lag4yZ`tm5i)wzp`2D_AoHZxyyj<3GKbv=6m+Bf|
zC49}@tE(TicoxmMrsQwK@WHOKeEMSdm1ViVex}cT=~})iKwCwHWhW~`&GmJ$AzQU-
zKXtw<Vz9`$r}Iu+M8Kg}>f*89s#6QBBQ?aOq*kS$V`8|&a&O+>H^!$XyW8B1ymv+9
z0N12R8J|+L!hDuY_nSM%nt88h`I-Rk-_Z;Q#AEk($Xa)Obviw*<kyyWml$?*bT3}$
z{BrB{IrVY--t1j}ZLZFhLqByH9&}$@D_kAr)^lNlA@_t>Y4c0D+b`~Z-(~Qa6&4T9
zK|vWuxt<%8ZEjd^QPLq-?ej)X2h?p5VxKhS60{VJFZ`r(w|@VNKjm*O#ELY$xxJ-x
zmWd$mk9WJT#^u5?fL-E4r(KWv9=&_@di~e?^2`e9J6`HVIK<bgwgm?tJ?gFni`cKc
zG8)^0vabrA_hk9Nzd5}-?C*!eTdKFW+ebpv(3<>9Dj(;#RL1Kw{1=e-m#@>16A%z_
zv90bpykH)zvwUsJG`IiX>rJw!y(?l^QSwe^@2^!A7Rgsv$yqb3f+krp5n*S4Th(ui
zwr4Njt-<h0)=o$7t@?3iZ8iU8+1K-4U4|v2tZg|9J2*Ce{<HV{nokX}4DWxuvlhI5
zdYUM+<vw#*2^DdwkvVC8WrW1q*wwo=7_4++y-c&az632lS6{AuO6=}QC*3Dv3>!Ee
zr^U>#_Y>F4(B*0f1GjKR<ov$hoj!ST9LzqhX}ZFDP4YC@6FfW?JU)KZA!N#q2QOY+
zT(d6_8U|myyo9!=bMh?F3bm<M=4P-r$e&js75?tdmtU_VZ;8SR6)9OepRcdGoqz7F
z>bxDv&=7sRKluAQrF-H!9?I_b9z1}#J>$zc>yQNud6$?bsMh~=T^k)dUGJQ|v6nt9
zA=HMiv*71cRlT?|d6zfygJ2=yqwi&{kEFWq|MN&~FD&k+7uH9w6q>48yxIIZ(}vCW
z>z5ZjJz{w6_j~c}Hb%v3?lqep=T4mv&2S*Q;&8zsmcpvUPN6MDOW$2$__5=Ni<JF5
zE^)D!OWpYm(~j{J#>%a~&CKLf`kXryq{Vt&%))PPUD<E%G6gq18U87$wXyLp<F^x7
z*n0i>o({{R)4IDpw`!fxWq2UFa^;n6y1kN*H?|*VY?zts59%x(@b&Z)i*EY#Ez(1W
z;S~#;(sl-hJ0gABz0%!%B}X{!x-xz!2er=&jGvud?9}>V+wCKh!x$V)=iFyvn2>zG
zM)}wIU8OG{INo(-+`wxc<3B||T<?h(!-oY|LOxonwcV?~U)ij~@Ih^3(f9kmw{P%j
zY!s1QTW!YN;1w8nWl85NRa@QOWqwQBc#jt692D9U^gcm1Fi@14>C}rpu~#3KT;=6h
zU{_mmK7%2kbNa^x3QN6zE%m;#a<YZll|`&`?bpAnR<OQu-8#Z=zTKXv^((DoR|JPY
z6Z?7i?C#9qKM&aL>%Ja7y>(-ccJ!s>Ec3fFcE5bj=-WRvch<7nNgpp?@&4K;pZ)hw
z^vgX_`l~^D-JglgyRpdi=)2grn`P~P9PCf8mogFX-u~vo6`hwdA=~b$6>%>Y|9iPx
z{^#O-_dX`?oL{fKcip>;g&{{5EU?-Xn(VIBu>aNFXr0HEpDJoR`@0sMo__SeMCC^o
zf)U-Ds@Pu_g;=e>*8SQ~{M8f=Ufm;Wcjd=dJrTUSS(@R>gQc^lf0VVh*}X(R&d0Uu
zg7Nu^SDz1DzH-GnV%FkIpV?SMuFciEvQsxdE{2_#;pU_n9)Ev#Kjt^hx^QprE^lUr
z>yM}ImXBxc{e6znVVjJd&O5c^3zx>*$GqoBaD}GW3A*Zj0Y5)IlKaPy;0qHI-MG=D
zXvyce9h#aTV<e$fYJ>ExU7>H1Ik^^<zAh1GWyo`Z<}#y+)7+Ae1$b~w)pA`O{#uWh
zA*B&o!KOU=`TVHnj<>fTU;E2o2Wv6h@$wele|^ouPT{$S86F5j^RvR-B`Q^)eWgr1
z$}Jfb+@Yce-kcEpIAL-FLtzWY?ns6jSYDJ!JG+R9RinP{*GKoeu8a+HVCC$~Bb=w^
z&VF@Wy!;3&!~LbuLQLJ?iv8MparNyC4gOI7Y}mZTWR}g$Pfr%kG%giqWw3$z=fF0-
z7y<sh{2U9|<(FJuUOJr(AvN#X+Ql0T3YG5!E}r8r%f#>>I#`q7Z~xCjP;g6X_q!s7
zhUL&o@W)<BV-1@*Ow32$e|(&I&*u4$7M8U~nHWr=e)}WcE*5u$nd#r}onOPcx-ZA-
zFa)^4tGxsLt?lvRQ9qWac-~EAVwj55;{C88`+CM>x2U~QGICziqbqnAei+`}=%o85
zpYemb_p}QQj3w{)K03EuCh*<v^Jo8w$uTq3f%_uQw=?`$_ax=kzPW0COaA?xn=Ds1
z!^wGNqI1>X(pkpsixyp)fB(>78#abNGaxb8pg+rc`Yco7^czyk*Bm+C{ZS@lU99*2
zq|aYnICL56{2@u;z@wnx%=2=y%zCT7EI2jw<pD;+Ppj9j$cwG|==$qlwN+KfoptgI
z4$vstu;50-u9`@mHPP;@+*akQ?$lXt&2+B+yL5K}LqaYz6^2ci=GM-4ar^zC`F0_j
z)mT|CzPOlFQ(|KKf6tBGpT6I}v66`)5?YNd@OEmtF?Um1uS8$}@|c}R{HE6YT;a+s
zWz@1Q_j0Tq!v|Q>j@wqCxc8gX)%E)GGEX?F8eOuiyQXt%=j5QEEn<8OHS?i<4)XMT
zbhGvGu}<#EOWEa@*i^14Os;y&JIj9lxj7f3>=-^+Lmk<5W{#)t?4Wyl&TY;*J*6;i
zp^T_&XXh?%c7}h@X8nU_OP6$<uCe<+XI^F7sp-p=-H)8m41O`M`o-07*9ObFm~uhJ
z17^_lQ1t9m>hq<iR)+=t`*UutmTOnQ?y^T^+6)Y^_FPI})T|xPZ~y-*|MivY)m5Fh
z&-cmeADeIExwrbV`TYwAn|FjrGJJui?-MRHHh=$FuZ`7iOHMwT8_LAA!hx~sg`$+1
zPs~4Nh6GcnC)PbXw{&{kqTTPy?gcM(<$nGna`O?x1y@4WwlXuEm;wnBha{!kTQ14R
zE;KNnGdw%1^SPS4+okCI&f9C}STEmN!@zJ8+NmrvOJ=)UF8}o0TbtG2*6r4?jO^*}
zE8}Be_#tx_T(xiDJf~Ry&vUX`;PrJO>*iR@oc3`(uXLC7p|dlU^Hwu4JYa_e#)1CW
z9S(+uNeMTNcD*%w?l<+((U%w9Gym7!ZDnQ%fR-eGJhQak-gb|#^R%rFdU{G}Y0bBp
z67_E+zP@(9U+dn^|2Qa>;X^URpATL?dX(|h>-o}C;`;DJcewrXySuwivok!1g{oSd
zc6QOe+LdLw&uv4awwLwIx1Ig(pR{!-!-0KJhpDTmT-a4=lGIYsw&}`_jTWg(D~qLU
zW=zu&td3$}XqXVqu;tgU?5qn7PEK>!8??g3_zhE*`&+X!FdP8q!JVvYlr=lI<p}cs
zt^DN4#lPG*{fNiE&4J1rXQ%$Fc`m`gaH0j?56&ogH|KNEQ`c^d{J7_SQ-hYi_;~!~
z1w~LGd~n<~xwUBF!iBq@8{Y89(t3N#HF#OT_je%+n>;ixFYEj`Cn&CNX5F8Oee&01
zT^JbRmsy9cX#K1EfYs3O(YgHB*E%0=PM>QX+9k5E?Cp!k{YPcP85j-(gM3*~$Gzh7
z-|t@zafj@+VrA=EaB1J(;y-V0mV8jq3uR*naDrre8&$h`Ve6Om+bwEjo|`OXvf$6p
zm8srRRv~Zlch*E^|72iz;|Niickjx|ko9s;Pd&9^2-&=>IR4a3<3~AS3=ALCAj#sy
zv?DIJwshM44T*UlylYEEfugi=o09U&v*wu(oeFCO7#K33ZDjM3UnWP7bv5oR*7TQq
z?l<*ALE-eNi``4b`4|}1L3=9ef`T%R^UboExvOkx2gk&qW&Yxi`DGUT`+GEUtGfRy
zJtYQ)6bFdQmUvG;5?ps}z4+nfewO8{MD+do?YxxTyN)n1FxWv{fArZh|K-o;E!GO1
z<M?#r@i~v{e|7T7A6t5gfnlFJ*p#DTj~>0)em~<!K_TDTknMV+S}tp&FaLgj`P9@$
ztPBhfpiShQq)RHRVrMrs&;1?x>T2;jZ_8@2=~~PTKSUvc@PG0I1;1cPQ?EI*f>urW
zys}l<J?Qf@lL`afI3IC+u(LHFLqLz@{pJ?Mt+FXrYi+YCUo}PBJ$BcHPGL~V!w?4v
zs7H$@P0qY+Hp`&Vs$6V)(8DR84)Z7d*;o5z|No17DjzM=W?)Egh9r8sCx0pnop13<
zANg=`@wvHLs@`4E*ZU-$+xcGV$ulrSG=K|%?yt2!RZHLdiE3Lldp$pwloB;-N660`
zhB2#n7#OZ!1b1^b&YB?+wQo)v@8a$EiuzW@&E*nbwk`MQ;%W8&=dOzZm7NS5%pjh9
z+as&?_*h`Cl!$~z*{Tokf4?j4voGhf4rO3aSPe>q6QZ~5sG53h&BA{BWo2)VaB3Ba
zpK_NEJUz{%L_;^)ZMyzzP(1#CCZP3}b$2SwZ{_b_8nbhb`sykA{^xC+FJ1(P$UjJW
zb)CCJ<=10=DeGxgrHd{tb@lrBQr)obd!Cd@hnSAQ_f@P63?FnLjyrEv-1hAJ@?Pnq
z9}YI3o2!+2>cV9IOFuq7dX&n*z_1kJyu7$5soH;*rLWxt1<x(`bjJAH$Kq!fPEH1u
zCk$nfx@i*gbiIp{R83Mi_I~aw_F3u`vPPoxg@dx&g<D%6Z2`@B>Ou_LbZ7@p<r9xp
zQCBNh76k~HW<Qgu|7QcrZ4BNQ=IUJG;^cJ9D|~%QG-_*?-H(P_TNVnb9&w&_^TWd{
zt3>zyw_6+YvZhawfuUjP3qP?_t!-_u<{h6lVVawJpGE%CPglc5WZu|BE)7zBb&>h{
zKL&<|{0p+$S2q3pH|>ba#~FtL7q3Wm-x%B)eCoV?_ebmUOSkhc>+iqN%Dt<bgMnd!
zEGV6r+3Z)<@``!3xpK3_z1`P$1}}}Ve08Z+%~z<rotc5*1Goe=JE@zQX;P?U`&Hy_
z<#OW{HvjiX%%A1;`Psv=tqcqg>_MLWW4e8gy??h@r@I!v<RckjLB&26+iw!Ra=P!h
z%iqqr_KA^!VFjo@d1}7%=nkHrhxw1r+)}jMt6;;9KkmCK1VLG*;XkOB`}FdTkhJ&d
z>6feDUv%d0tkvx7OnR~*@yfQf9{T(LzuRNM!N7394rFJI_Vy)9FWUbPsM#a&?@w{z
z^X&}`h2lH1uC55zkNM5az|e4K(ao*dkIwy^U*q)lcJReTN-K2YbdKfU_j|w3+k5(@
zr>DU|kpLe1y>>=d-S5Jh$StYe68CmquH5AH^V63vmy^u7=Y@d6OAwTbUO$;OMFf)A
zHW;J_yu5zivhE<$opoXi3<};LH<>&W>r=A-@59V~>B7QuhN-7IE_^y7Y?3$U#?47n
zmMo27U|_HV)flH|gMwjZ^QqW!%kot%EdlL(=RQu?t6Z+Yz`#%kYG`<u<~`K-^m_fH
zXZid#4yxWkMVllnD>j_aQg-VQ&RZWB`u!;b1H(2@+41z_ok`Q&>i@s>Q5II~=$^vN
zbcFTv)~vw!c00bYGcY*lf}Gy}WLgVL;pFZ7_DkC3ms!6Pa7_JKWLWn)tT1?osP+-w
zN1(ZSZjc{}rbS=6^x{R}FVM!a6BGTPoYb1C71%FlQmO?GiUsYUs%%@4chRN_jl|=9
zk9<TWL*i;fd;GnG_zjP|&0=I=*aC`5F5a^`+g;o*&#^Q~Xt22B+;>+;)hpoUrYlRi
zedlPri_kv5nU#Toq5A?TFYxVCRd_J%L%}RVXP-5ND?i=N@2*iQU)9pqb^D;Fp<xxs
zREABUT>n<=IRDdAuA!>}Rt8O(rM2wW+U-X^F1WZj^Re5<7Et(o;M`T*nsx4u()ZPS
zz6c#X`f}c51_p)+!64E9Pp2Jlxcga(fq@~f?_JEoTlG6tZDPLfVPjxun7!CKe8saf
zy4&wOvN08BU|^`3{w`)=SVBU_&nhL*(u7Pz?aaWyP|@}-VqutvN5`e-j?4@U4d$RO
zLgk;z3k(bl3t)X3h6Z~`G0Mom@If7v=N9&{YrmRzoPmMi0XX3uJa}+dH-i)l8`~>A
zrV44TyYm9xKbT&U?#w$)Co*WEQ)@>@N59=KkMc;94T($T?dxoej5ZZLJr%ktMAEu!
z&AUe#35UJXIXOAMzPh?Pa53BU-xCy_OT^uotFKvmdwQ-6T^%;tEVo45h578nL)s<h
zlk*>ci&+=5)482bRZXp^eOvl@xx1>L%%sDrLPD-=%e`HpU}m<h=I5ssC9^%ey}OHT
zbj&n0U(Tz3cXLPK;&(!ovu$6`?Ul3LRs8(i3Eh8Q-)+8a<CQksl5;bNul~h??Kbz)
z4||zsUtf23Q|jrG>4$FT#J&9Z@#EI)>-V-~PJY)^G28a_-y@yEXJ?s4?<`U+>fV3J
zwtsK#w>LL!tG`V-e0jP5`|IoH-}_WCpI7^C!IKjcH*DB2V}`_C){kbl!>YWzyw1)t
z&ENa=n)$s7XHb}=?=63Gqww{$wX4I{I^}%~-}QXscE#;CHe6b|W5*7w(pP6@8oQS}
znrz5j>OEaAwyUS-&erVdAZPHtu6=l@wf5JShm23e?3Y!`RZI5?-`sHNWMLcg_1`Zp
zE-n>!;ja$cb#p`FVYfb+mAggmr5&!4H^~TC8MO4!;ltgc+SAPQ@9D+vdZ9OQduE?V
z+`?+P>gb}PqMMsi`Q`0&&Y!-!w|YA$#CWxBb#>Q9Z_iu5=Tq0ari|pnUg_!Q=j|<d
zDa0SMw`yzPVz)i2>vp@`OFLgReZ&5v{V(Som-_SRwEol6)AhsG-TCnFaOrecX6dkB
zx3*?iu38<wKJId(bOXfbxo_|6+#I$xD&~FY>M&WeoEe}balUH$gy=sr-c|D4YxCN!
z7_!TD;k{gs;w2xr?tYfo!#g$4c|}RJ)85+?o_Rdv+*$mbkBh75w|*se2C8&G!+ZPt
ziWU|Y{_|`k|C&#(Z`|*+^tJ#vk(wQu`tJ2k*LOJ+4Rh}8skGUXf8Vay;Ias(qVsvX
z-#HVNTvvsyot5{eN78sz`1-iDQCr)1rQhAysC;~Wzt?uPrC<BJwyWv9`L?7g@%z_1
zN+(aggsgcvb6%X=VfD6oS67GU-`;k1tLOUo{r?^v?Y7xa@$pghyPfJ-^z%R25t(sv
zlIr*O_v05jv3_QGR&uP_$-PgeF!vH$-i?^4mj4PucBQUdT^_P4H8F9!`cm%Q^$N%N
zR>;{_eQ-G3#=AZ5ZkA8Nxo12YQ!6LSSr#q%xS~nMVQKWVT~+Q&qs7F^s)KfI_{~0V
znpy6x6UQI)Nt?g>dOhA;%^<y)ZOW-7p8vny&Y!9kYE}QQrq5nxYF^~4SF%&{A|r0R
z^?Z5gojhVOM@xJAbiG(B9UUEA-QEkU)@m(Q+gtqnT+!20Z}0E_pJs=tci)dk-En)X
zBrjiG;yL;1>Tuzxt)V+}FCFib?e6G^*kAY8x6VTA?xrhOt+noM+OXmF<V&r0?Ooj5
z^ddJMnX#_$@v*P(?#{ljO84bS_4zt+dn(q&?DU$dWtw|y%XyiKn)CB)xy5ue=5Gkz
zo_ANK-cIZ8tSQ&5weHRWne?jlu6>G8qvf3U4>kw9G;8tNu6|`V?@L~3xhW@Es*3BH
zL>FAj<(Qi1zoK0FlC+u4p_=_M+l618{mB{D08e!%BHsVj)3cxF&yu#HMA~WTZQ)mU
z+jd;~tFWELLdl%}%Ae~KmEC(1mYGWYOaJ%h=hfBW)76#N#_l$|TVMa@qx(NlxZbOH
z%xjtU_0`p_+1L5__~zMGZ~M6E|KIoZe`a}2)!O^zl6Pii=Esj8*G6w&7qL;PU&f+f
zLCx8X$;XwHm9wv|Ix7F;wEq4NGd@2*|9M7q{@$(e`|FOm*Z%+e{pzaF$JcFsJZOG?
zZti14W;UJ&{f`V~tx9&3ycFv9^zy3u^>X>o)IYuQbw3t<yf<Zv$iF|J6ktEU^4U!5
z_j`iR{j~r8XR^$9rziXm`&Wgpzqc-S_mk5oCHD!Nw>G*lW|p9(BjS275p`FttPCzT
zTfH{;<vOE!oA%dpo<u$SdDyu3{?^>vW{;;D8X7M3nrfs~^7`7^KQsRr-86V|;^X7v
zr?(wE+ji&bvyYFD?@SC?7c(>7xa>{D<HMKtPL!FhXO?lH;rNH!!a_oK>XgNI)cyUn
zsWt!Jo|(tjL~Yfo|M#b;sEt=z&Aw~@ima=v{shji`?XT$^Sj;eK`!0rv+ah=2fwB1
zA+l%Q9(u7$MBcV)%JC0VKAnCtvuoqVjc&(FkIR;WmO6c!YMg#<O6cXC#p#x6cOUt`
z`_&sBUmIE%^7GSEZV?Ry_fPe!tv<YdI)hVK?L){1pUJ1|+$KN!bxc${?8K-0<@amZ
z`Q@G%+KAo}dNRYd`rC&Ysi&u1T^Zc&{^|Wx?eJ6PX-hkwHI#~dtNs1$qmhu5lvU9a
zkL&+G)jarlta#G&gHN73>4~#XJ0meq`p+iy`87d$8UD6kMapN}JiD1b|EcSY<1zbc
zem-oMUl+KTZU3j$>-SB{f08$6_3amvPsaN8%Gu6}7P+3kIqmEY*;CVZnrW@fy}j+&
zRfl!n8A(Y=-{0Nc>9kW~&y3U4cdkt`%etbmc<Ii!!ke@YeE+`P!$$YmF8#YK&vMRH
z#KgqRS>qMQ`e9MlKk?^X8#Zj%oPPe3!S<}Y{3km)dg5=cjW%C=JbHiK-@V`O&3<%%
zcb+su`PBV?ze!t01uk~$71NJ9bNIad|36PoPOfbDJ>kQL0=XSUPr1}p-^KM@mC?6w
z?Gl;D+j(2p+*>YUSINql1@{UbG=i4=b*j%(aG!rhK6Qy>-v2w(XBBr_#!OUZ;+3_U
zB6C_zU-?Og)zec`txH}Ah)<op>&^We({!VEmA%b6r~9m6s`0gzCE+ve=N&HfE7JdX
z!I{7CG^j%V`4zMrF}%@my@mWI?jNatl5X<sNHod6_vhBuY@3>AXC#ZlX9orb7V#ck
z?H70Uq*r0B@^-FwuTxGv+IA}R<u_^hiU*9A2U7EHZPB#+rBUpD%Hl{-`U%zt=bz+H
zysK$$zdg2gTgCEA#;f>>&V*iXy;!RG?Ek6C)3Qw053LMden$R~c2y;FJ2N}qhh>d9
zTARdT#Ot^JZEI9!T>r8n;o>4!-KZ@OB+valaJT&a+0N<idH46tJ$;PTps4%xlAX26
z+b8d>{{HE}63@vyc1}`uI_>}C=kxiMZ#C^>{KUhz7wUgsV{%bu!?{D}CVx0CU%%(;
zwdi%dmZqj#OI}|3)Ti3a&OgsAch>Fe^KB|8nMbdS+k5J8zx_Xp^0p@{rkk+)8Es1b
z|Dc&a<^P$`_!R+)d4W$nG`Yoe4D|EXnI1Ks6RpYr;d#lcE1h>twSL~SEPht-J?Wh8
zOSP;=M>^+3KM5&V{FGCrJk+PJckwjc=xLh4$4=<J{M90JLE6lwLuY<8kF;6NgMw_i
z!)wFW-MRVY<>lXBUMBxJy+`S>c@g)+u(P@S=9#IpO+IwxoSLF(b76J(`hNR=5&Pzu
zzv>mAq0IRF+o4wO;wR6{z8&J$ulaaX{8|4j>vFyJnxZ$8A10ia75_eAk4Vgpf=2gw
z7KKgTr)Tred?I%5L(Jy1UYTb*ihg~`)Z^J6XZg&Ty{JX<-o58rm)90`AAI}RGUmC;
zb+zkFGSANH%?p2WW8FiRq%+!bnJS5O8~02U{9b)}y1se+l-svVwq#%TyO($CYww-n
zvX_^R+8ldpUiA0W+9EmSa={(n0yn3foy7k*;r-t4_tfXtIN42&z7y82ot!u&X7$v6
zccToSi^Z+~c*{5M?uTnGyZ-jB>#kS(%VsH8uB2UZq(jhV^;3^|KaJDRnZzZZ(_J_D
z*|*+5>wRaNO-$CT`+U~??EMq@&qb$I^7wPFkFcDXva$17!&R}e?Y%RZ*~*)XW>_B!
zTN|~r*7mtr9>bo5Pfn+}`SLwx*{7VDVJK5{!tnXdb(Qzz>}o8Ol$_GoiX!hAt<>b3
zCKImFT*{@Mwez*k<U5zP=f~$270r--`0VWLyJ3c}Z){Y~|0JQyyYpy|&+$&Hk{1c{
z4$Pk8DtDx^A$yv5N}lesk9)YZLsyC9|0^i2{c_R0@@di^?b!bBzh18w*9cIk|MzDT
zqqJV^u8?gxH=W!0CMM4fS{r5h??4kPx77JerRg3A<Y(*0?|XE#+dS`1M4qGc4u<=6
zzjZAi@vfJ*e0Znmw65E>hh-<^v-9d=JmTCcCjYq_9zQkOf6t5$2K)upe0+S*u7AER
z>A&~^o4&VE*_((siIY<-cTR{=`KR$ujPKRW`Nx}<YS}91$)A5{rCzBf?Jl~r{>G+M
z?($&Y*=A3_WQ1t+KY1JWQ|g^)>fR4c1}P^5?iJ)+TEe;hfkyMKDLdYNv<k_y*uC%L
zWq<p(x3+2@pLA<$_UR=Lze(@B{Fwh?-}KKj?r@*&ee&&g{`$bhZ0paJy}zd$e|TbN
z_{}^1pT6Dg*5BvR7dLUY>AY9z^J~N2C7xh>AF?aEbjQA9dknl@PD{$WVY9LF^RuVD
zVV|Yjd8N~A7A&d#{Y@se;%U(Sy4uI*LSBmf_xZ&;@Bbc|lTT-b*Z;A!Ib3=4Agi=#
z)|8J%#d(EuO}6JhdG*Zd>HD=YJ2!1y-m2bm{dCM%c0L&ce?kAPIqH!)i!2kiw%*On
zd)O1W%t!KOl*Q$u|8p+B-s%11+ywEUoli3!v`(LHx6@EUTKe?t>X`k1PPulANv`)4
z=e%=m%8|dve!t(Z-yVBi^Ulu?t4`Hix45o4#d^YVx#}Kixpeiq-~RT0pKR-Tet!P>
z%ihbTJ-em;q~YF%hmKFIe@BDX)LvPic(93e&z~ayd;9C_-)-vo_)PBogM-a$qqp}J
zKM0qyHres9K-%D(n1pTBmN$tOvW4BImnwGs)xBf-_w#xCJq|N(8%W#LSg_mgytqB@
zu2o#kkE7}5<~;nWS$>pTTyM(k(r2kHlZE!ryS~}q{_hr>l#|__-{0Nc8UN_(-Mi)Y
z|305zzw4RUy-QC*^!t4zOOI!p?A-V7&*$^+_y7Ml=WHT(Se2EeEvS;%wa!<~XNJOI
z=Vv=xf6Mr>{>hY)eZS|kpIpIO-=AW6etXWErk|7fx%{>C&iJQ{@5)kcL~KlIy`5k4
za_RIPzm<-6N`BgZhv&!PlN*meTeth&r1kU7a;55Jmp{F?xB7IkrQdwJv)K`OEAAAZ
za+bDyFxP8;VxH%A1FyXA+Y5fL4_`0mzuT~FdRVe^^ZpKT=XE-9`UP?ibe@!bJip@p
zj~|cwQ`M$aEPU3w(Y0Ib4#Sz$(>B|8)IL`3w^7>u$h}8mqFzP)_q*kH@_Own*B(i1
zvz9znBz!huUHY*s?rJw{{+;G|S5^pK|8YBi|Jlt~-oCaJDp+3r?M>vm@^!vDKWf;1
zzf*jy)Bnyii>ME89;qGteD;LO%OY<#)1&gI6C=ttuj}pl{c2n8?Mq+FcbCRG?VNks
zc;&6F+1FQvuCDz2Y-gBZx%eFm{rG)8%cecs=6^zOZ{p$R6RUQ%Zg+VSr|_9C@m_`D
zuI>_x<Fot&jlWksySr^q&}41>W4xW=lE<P~g{(|^v+{wy5ueQL;_ga*<L4U5`&IY1
zMX$GE^Sb_?=Slv<uNN0MHd`DhR@MnyBav^g%(~{mF8&GPdUb}|L$5z}*|YS3ywE!V
z2?+^7!NfXceYHKD56Z;uPWa|ko|?xNS!vU5s2=<M-e)Nl9i5)^Te9VMChEuUYh-5M
zb=Ud#gJ%9ymvv7RuIRINzJ5!^z3FMy!!_A8TVG4p|9HrrTzf=!!tI5(^Pl{hv|8@p
zSypdz*Jq(izC4?q?>Ecjq>b8V_7iD-nM<Xw9$(#mreAnzw1n#Rov!<CNbFBO-uLP0
zY3ct}4_n21g7qo`pR$@QJ{s?JJ^#w8(9>_%Ua>BJmt*(Y^7CVtb@?Xp?=8ySNU-aE
z&aT*-rn6byZ_b004_D~?Ka(U}s{4UAGycZquOG~9UhFJ+dFi-({hc3||5SYrypq4~
z=P`>9<|Quz`V5bWt@x>7^IWEq&nEW%-?Wh6)6?~z>#8L$eQ;}qn*Y3*MJ}9q5_itG
zx3ruPzRHs~{Q{_edUNyftzG|ry<V^6+I2$C&cb3w_1YINGCoVk{%+9$^>I4Z%!=lj
zlasoBU+(Q~lT^Kz-QF>QxAU{v_WI9KXYV}z`{QxHOoru)Q+rkStURi0x!3;Ji^Xn}
z)AsCC_kVF~ce(y{hsWJ#cD9Odd~~$?bl;=7<@X-;nij>pKYaG~o$3!^vu%F9IyF`M
zkAB=kssCQv_qWPqYu{6v5FYg5*+QFWP($GEu2N-pyXOK&rTahaxl>Zj(YwpI>h#Xy
z=bzjh&7N<ZT&i_9^jZJ&g1M9DyzAMlTA6(IPf~H~tn(d{wU>c9<{us$OtH#7wAHLq
z<$B*nS@oU!CeBWMduwa&<jkk*GOy=9`4=$n`u3!wT~?*9J}{IAZ~9qyJ<H}*h*{}8
z{yV2np1#)OC2yS8V^eIwz9;zQ%n<gS(GsekgU)D|R6bHY9~!s0_`crp;!=J|qazjE
z`aMS4MaR!=E%^7Ra(nmw+jYtJ_toxkGZ3q}$1<V%+m2(EOO?MDcs&zsf4yYqzKMlV
z)8b8XZ<)-CD4OG>W8c`V^8U`btEW!y*vRgG%1ijHU#LZ7ZsK{3?I&jKDtkN2#`413
z*XFsmjzrJhv*6>J2e&}OWBqfiO10RTZ>B8)l{DI#pps^_&|<c;wVQ6wy0x#?x?S?~
zMw{)uUPkUB*Hx!*pS;UqxlT6w&W??L)@O@K_aJ52Pdi($OWjf1S)F-dLE}dIYc~>q
zJelktR`wt_+Olo?28)mPicafpzh7s)f1=D?j`oN+>kp^ns^6LxeQC65v^iGu(7^qE
z_4~ckfAh*E&$)T@?6QD`PBz^?jGv||-^u(Sy*hmTzYmA`Pv7gjzWh%0iT+1tZHr_a
zE8c88{^RyfY0H_j)sOG#DR{O%Y^{{}C%xERCu$o&Ek?VU+i%HLJ`sG}!<u)}W|H`v
zhlksj&$e{C%PVElvA>U7UQ+Vp-TZTDTT8X>PQ87+cuUq*ue>!o&w0kJ`~B_hY2)7G
z%dNE%&*}cruM^+jbNs}*hR=%i9Q{vDDE{`me(OouiO*hf^YZr{GQ2B&a$|mE+`P=3
zE4%BI>!ps1uG?MxZl}B4`xyp_O>2Dn7Py6EUs)k2-rz2EeSgW@TcL52?r+Pz-E*#F
zuj2cVUAJFN@ZNYE+~lvDw|t8F{QBAFjUI*M=Y9C&x~J!J&m;XwwN0-<-ALY|HC(;i
z8zY^Znre8jH|^OmPsYFCanr{zgZx`3nmNFYzdeqM>+7EC7FMqK_;h;wG+Sx?%|+Eu
z{(isz+|x|&-L%zjU`_q(lzB^ketN1Muz-R8#9{Mei)<4PFs!qFC)E46BrpE_&8eSl
z&I`wBJXt8SPI+GDGw$}E%%D!p%|MCclPWf9#q21UXH)rOaoyjq;YH!WGJ#!Ux?1*L
zay&)1SEv-{6~;RK+;5}%$L*ib<4IZ9wag@T9?hLUAy#T~TY9QdqvdSl2fK+GD`7gX
z-c*86$ok{o-=gN`=8rW>2F^%BZ0BCr-d(ywb7%4MXPyPK_ci@{`ZuUi4{0D}S7q<{
z*R^+9vF^`nSo5o1E{0(Zj(ybNeT3lskcKA4W~N|OU@ml*BA9Js!^_2~??mK|NcW<|
zN|1WD%$$<cA_aZ7oWzn;m(=9^lvI!~^k4xab3+i1{0)$xV+^otfUM7meJXqWW4?#a
z+{oK^vUS$3bXAVtek$!^&m^O6VYNuXD}o1&cCVVMB<*+YX+Mjomg|yl^F_U`AG(`i
zUccb<hRaqbw&W><MCZNT`!jL&GqvyM($*9+pMD{e+8KLp?@sk6Pv(?--+8F^+~?Z;
z|1$cv|NnB}_TkI(z61**c0mTbHA+~0{-q4ppV{XYGR$>mwrXc9;p2TFBXz;jM5FxQ
zYX7#b_<93_iZ@{spY1bVZv8@Loksb-huealzZU+q_pwsD+~i|vR_)q<icj}CKV5w!
zJ~eaSx<e;k%9!n*;<tSJ*|&SFRkQtNY^G){D&CRw@ADt)<?E+@J6XCZU48Ch(a%=@
zpWO&|ohI(`uA=+g!>)wqtBYRm)qlTsn(XeEAe;W3y8q95<JXVJRljDcO%{usEoU)j
zLGg~J?=BY_&Mjm_cCbXryqfASZ!gWa^h-6$zhIekV8LhcswL^+A73e*FFw-j_*_{#
z<tWEoWj`LP{R%<l3oA@#{(E3&<<1jw>8G{xyz0Hj>~-rdXyvxf_O{=yJ9pjJwG0zi
zS#9^RzH#)k%s1l~HQ&FycaHy{C)B+pwS;%>;X1at@zo_?<}TT?JmqgfS;6Z!&$sRq
zRS<gLxd6ps7c5N{6lXX*M{=>C_5YyyR~&N>OA1>5-}E=ts@?if`M=bs7k9sqdB<`8
z=k$HI-!CcNp<MI)|GZkK=LH@=&i(%^-1>R`UXSMmu1C)8|6tSZtyK2!rHr3ph5wfW
zAD+Kmy87J282-7+Y&=%~f4#DwZna)MJNwM1?|%iE-QNFAw|f6V{N>xF#W&W^I=4GW
zY4-PNc1iu*X2v(>a=)GP+%o6bPFAUq%aw<J`1an6egX3CpMRa+_3x*@{;#m<<C`17
zo9AEu71rSK$Cew_EAZ5U?nk%;$9?<#5B=qN?LD6txc&I|v+H)s$D5`XJuh26Qce0_
zbL;(n>5HG=$b~0v*b?aed_#=K^Lzh(eyOkDqq3;DzTcZm*XFz+_vi9|d;b<s)Sv&S
z?g^vo3mHS<ef4_bU-SFV-Fa{G|KZ8pl0FHJ`}XU9e?9N~iSJ#Z=W3nPc^a{stl4L`
zzMo(J`;&v(=8s+HKWAF+s+@PY?&_ODQ{8FHlINE2{SMuH{OYu`e4CHAT0Gcmj}cdJ
ze_-{X7Cd$re41B2U$SEF&Wfv+lU^?@KH~Uv?)|$8yUQxYzb5DQ-n_Z>V$^+3fwiB`
zEx-GJ()VQd{T})HbCub8tm;22zCXTh%86%tOZa}bzW>ASchC6G-JQ$h)^nGgdnc1)
zW_tO<ow@%HoV0%M@cVkrx~F%VZfJyCr9Zb1_z*K!J~n(;hQ$7rhSl72mD!$^-<!)d
zZ_o2nb5EyytKMC_>Ej!T-NhZP7v}zFweAmkZOyodb^i0CbN{oR*DdM0@za07=S%16
zA3X7W-m&uo$d1|P1dD6_V<uUA!N6lR|L$CEo~rw+{hn`_=lJ~JyE!6J74wwE&YaU-
zde_p*J!VE}+^xBj|Fo-bKU;H1PCO^f^ZCKMmYGviZ}QrlPqd%>yt1<V+~&oz&n4P7
zpZj}v=dz=hO4dw<@wVlZ&A4lMgb|Xnnjf6|fBoM6Cx6d<T7KAheT?t(0@t0NKb`x(
zDc{!oZe{jA?@zZ5m+*!EcrI2ie(U$-L)VH=wkeliwu}+Hx6`Kbqr86T49mHP<EB4*
z`=@%Y`n|pHRvqTQXc;5;&!+ytbS3*c?#~NcE1th@Tffr!3(MTYq6g>xe=7Wcm%&Dt
zdA7!1X1kW~g@2gG0V*M}Bncm@`<4@aKK^=iweI4@;GFcbrt^gVw`%c|A5)TS9G`EP
z_i*RZ@8b9RXY+N)+;DlmVP4?#^K+%O{Gv<jbwBmkKL~mq&8QT5WvBfK)xGE0tkTQ*
z%#3ZeuhFU#*MBZ{q{Z`jykO;`^SeEs33t{^I+tiW`CPrZ$%nMnTb8@Xoqa0z(H>lK
zRrs?&i*YQDR4V&7`}esy?-msAP^x(z&u6RFd$xoxyybm|-r4J+5|(ohr#+mz-nQ^V
z$g0kB54%3h{SPm)AD;jGly#!@y+y@4lpftzugc&0<_0JRj-2~{>&t<MN18$}TPC$Y
z%I8MM=bJYd2hThsUD79E@Z!$=xs$tX&I|IVJ)d^zjm%tSJs&Im^XE>c{A&LFLdGz_
z^ZCJ>mYGwx9Xh*oelp0{*4x);?GKsM91BV#&FB8!+<8PPQ!>{1`G)z9&;Px-^XuT7
z2iI<%&#u*WP`M}Uh*EiB@inAYgGeYOJ&%9oFT1eVLOJPq{I>l*&kNj-^u0K>xcs8!
z9l?v0_urOZvb-a>?{ocmyT}cn=f~!0*4;I-+SPh4asP+sKOu#&#LS<(f9o~N=E?Z0
z9sB$9Mbv#R0nJBul(_BA|IX7DvA$p8@Z^A+Rr^<^vVY=l{@k+-dbQ_w=EQWb|Ir(c
zv(66vGA|>o;@yu+Kj(h7X+O(zuf6W^WT(VWkDnge$+|J|$G!buZ2V!d{Q2DNV5R<N
zMg2eKUj-G!HS*#n3yN2uR4b4?TEo~_-uI;Hg-qCF*Y(f(?nn4O0~bK1C493__J2Fw
zygux5C8YE@oObEHBJck-s~3HSmOrykUhtZ@QOv6S@~U@#YSzAI*s*Bks`I*A_c1^C
zuV6p#U+s(RXEQHbK5|(1FZZ2`^xVU_p(1|IJ9v@X4UiCSIJeO8>RkV;zxW!oXFaOq
z!<`x-@v>r9as7T(wfip)>3`-HogDxC=PJ;mMFs{2ho%46Tbn#sz)e2P19pr+?JIEW
z&&b#m^@JVx(L0cKA&zz){HO|J(1|>lEw$R)eYv}HpZ@;W^;Je8^{&2yz=Gn!d6VrN
zzE`XIDMwiMs{H3SIj*1@xO!F1wpzbkjOC9G+{?Z)N5nNy#4~VKzNY`b`^qQk|NS}p
zca5sez5VsSx99)x=2Wx^TJ`Yb`~P3w*8jQrIG*)<zG3LT@_(xON7(;;=CA*Lq5jWr
z`}*H!@3$Ve|IhyNh{>VF>XUxn-M)YN|3A0Q6=x;Q$ln?MGq|SPc={KQ&ufpFdF_rq
zvvuj6n_*S6KON!u8+a>PM)mampfi8hevdhDGMeLYqn_=(mIVbR%<Y@^|9W{lzmEIa
zy-!p6+W!1_S$>JX%jN&`<?rwRbNcXMdjI@?PosJAEn6d(ivB!pZ}&t$^@IM~Tn_t<
zTmQCatv|9|;lr7adxCyW{}*=KqxgyZf~EOWwoi01Dt%+$a>oA2_Mo6;C2v~4gbH8Q
zIJx7j*yr=Xuj2Ov{Cma!_Gq}T%2JbiX)o7)`SE$msr>y3-?C@cAANg$(yvv$>sf;S
zAKTHp`OM5m=fCf+x%mFpzDv#e|39Sa@2gt;=j(Hysh>iH<FyWnPucfmrQ5%U`SnJ|
z6RJG(S1xy-W7_fM$fAzW6Zw|s@5pI(G(^pPYQ&!WMPRd}{?D7$r#IV~trU4((_K2l
z(jzvlKBs^Con^P0xh>fgpM3}`o>Oe&(w%VU$hxH;)nq5k(|hx?Nj0kf5955{XPXcF
z=**o|uRdc|(6WV}*B+5N^yP(h<pfRs$xr92rF&NKitLhe+7s|_@vYb8;`8qRyKbKA
zBN8k(W#Odot;rj?cNZrbmKv^byfWSQyu_5}&8MyiRda_#6;(7S>};^H)k~hPlz9Dy
zz(;oG*3}`;B>1lA9Z|G>@$aTi?)e4h)6N)57BslF#jQAHWn|sX$imWg&9t$fW$_vv
z$(+PaPc;XAvy!#ajlA30b~#IH2d*rWE^gRaQd`t`tM!`nu7U^8<>pM(6LPdNoSJvq
z_rS6RCrVrl%vLYfu3EdnC%;kqsD^PuSx4F?;h)pqGTpa)QJW(0;k;As?ykVFxbN0U
zUejzJ$(?_)e{*!;@%?p2R_j<@f6NdqaYg54^4V+|J`LFt=8XlC_0kKTx89%J!sN5;
zqRQK6H`y+VM}ED{Vc1pAe3i#c(=295uwmdrTeB4xox;>ABxh6^SgB@4FH(w}e`moK
z(c{O{=eO9~@EW+(iuJ0#-OYY*s*vfMk_VLsl@^O#`+aRv!^)fsJFFB~gzfEq|9ST7
zwTFe`ykmBgbzX!`+;>1mCdzZ+*I3T(CU^eqYGw8_T#q&_xbDaJ-Ka>%C7Cl*#CbRG
z##_fSVk0YVUH<*EX*$c>i-NMcGajB@dCT6snw{mP(&xI!_pP&M98qHTso`7cllI#8
zNzT;DZoi^?d1fpsozEQ4T-m4A)NWjD^nTunD=zMf-XA}}w87x*(Y9+HK0PPg=DTE1
ztPJ||`s>=n54GCtQGYZ}w)Q2ncXUZ+8dy30n>ks?W9?HPZ<XR5B~4q;yLqd0DI}e8
z3%j;6PGg_g>KhJr(N${&7x67VDtP;Frli9}pDPbfMR>~OELQbD&yzbbu*X2T@Z^G%
z9TOIBzmk-Bbytk{B~y#TyiJ=o?ef{Wa!dMCq1MYMy~Uc2-{8I@qt3Hn@3c(bStbkK
z&M4V>{}IEz$w!=To^Cc?=583;@4qZI=<~(aMJ0PLg`P~9{jTq@VSn`n_g~T7XYcfT
zDMww=+3InNJ@m4Q-P(&E{F60zrpPK^+qkG+d~57A$qyRGV%Nu}uUK$#hrkr4P!TW5
z$?j8+Nq9!z{4x2*o2#?#gb3YPw=dwE_1*=Cml?P*R0un}yexduW-DtU(e!Oaw)BNN
zzK%|JvVT76S95WTzi!~T*(YB1Xp***$kW*FS-f#CCaYX`7OKqAog=#X<Bkj6f1A5s
zJKShXS`oukawV*@w@dlbXE~YXrXS43W<@tc^HXLdha6{G^Sr5yZ^fJR$j9;XM7Il`
zVwqPIcj<<#=zWbT0)GDw+MjW0mv``E<+*zxFE80eM|kRW)>RBC*BY9c?L+k*oeXI$
z?laJ2YCFfNnILksEt27e)~&sg*%!EPt?XJkV@hklQR~Gls%u_l3a+h*wb7FnnmLzq
z+2-)iZw}Z>b>0(h3pgsaq^A1p3^tLL@(mC5)M~dBw0g?zi8;;ezUJx8DNN5CE`Bg`
zx|_T;z*w$vF2|)#y}26at_#f;I>HwEa7WdCp92$=f3ZzYzh>E{G+BRAlMmOrDR1T;
z)-UFYX_3Ana%@)d%q2?i%HN%pwp|dqMR)(KLlZ2`gX#+%8@xp}6ioCKZEEUr?8;g-
znI~N?Fz{tvsGW+)G|`h8+ryIHXWcmcB6z;o22FJ(--6T(vFT~w4Uf7y7p~cwskyp+
zrxyETXPKsu(yw(H&xNd(H=Gh;4A>-k??}f{t*w7=P1~;i?!eI#wq`;_W?OB~i^nAS
zcME7a<(s%(k7e2$+0kdULWw=JSF3o2-JIpKZ&-wC_}^UI&A&A9hps*Qe7!QMKU20T
zSWOagk63X1<&5Poo?LIecA<0G`ja{$tqOCU?=;5MNtZEx`+O*Ng0ipZjCI1>_Mfwg
zV%E_#QBQJ`czfw)->Y`DcDqh4!HAp8?q|whPSSBvnl$r_g5`#1o2OV-tlM*Np_bAC
z7q>6lB`t0oecO02Tugm->{k(&x20KYw#7L-?N)yO@Id-)=ap;$v3rkx`r#ONSb{q_
zV@9VBcgu&l2F`O{epLTxd2`<3So3Mmoj=NiywPQ{oy=MkKatO2iSQC1?$jSD1`eAp
zsC}NtC(pk3hTVp~;+Ogc?VO(r&E1!uZk)HBw_2Pp<axKjl-5dbKTByNJ5KI+A1TEZ
zabgo?t}kJoowO>_%3zA`G8>&)Ybut+<V~2VE!@()+f`2?YI)LOCvhW%bIwwHA!XeH
zip-B&VvXD$C28(%Z)s`S`_k)kn8wMHg#xMf=E%yZS+D;v_rr`9cY(`o0qhx~@{?ZQ
z%qUe`taC8rX_4X4S0%AUEdHNb+zto-o4VR=?irUef=4q~9XWE>Fn)6OTHZ-M(kgPd
zjvcMPlqYVXd--ulMCYf{Qu)~Ab<$h^%`D5eII#XY!%Xcs=N-qlhPC+V+jmxne=;~7
z*7YlH(br4OZ<X3}Kb<L&|FLpgX2F^{pA{1%W-c%hTrSzzd@t+$#|zgh+RZaUg6em+
zyGA@R>e4$g!&j?ul1G5mBhH!DTI~XQ&$`Y=nBV0!3fyT@xmeKctVG}DmraLOTst7e
z`(|Zsu$aUeM%^!k8;X1?EV2@|ue4Oi$&7ZgD6qB+^nQ4<Av|#Fo@diroW;w0|Mb4v
zkX*+V_}#8%;wjTr2L=1&cAx$2)V}P8#$MlxvwQs4^zDhCD0*Vq^US>L5W#!ymzT8K
zi~8?8o+Y^LM}bmvmx!aZSoiiTyv>)do{^oB=}{dtQSkI$weHWtMxPk6kG$)wYBpNE
zd!bZE{JjN-`_*i1`&ym{u&zGAAIWgAL_aOG_l#qpqZr4b6VB$LZJ*zS)%t%u(|))q
zDB{P{CBpqCmIarJ(+YxIo<G;PxU7bow{i0ViB$!bkDYca?1?mNDZa!iE`4qJ!(2C(
zr%h}stHRq{OcFF^sXA?NT=^_n?B)B6*x+6xjYN;ft&y6wVaHT1&J)UcR=v|@@!`~K
zw_R$gWTF*4O}8kR<w*TKbwWc!>D4BgBhMT>O!kGkT)n>dkyD~?@+;k_J0))Qdra5a
zZeMrcp^kT&T-;BajGVWpUU~hVTlwH}Tl%#hTNW<ZSk~+I?e~Pemes3gGVk2-&@KLp
z+XJ&*uY|uWJ8bCcz3IifGX*E+=zWj5S2g+Qh7+@%h_}9X2|g=Uv(8m9xx02&*V~Se
zfT)FkgeF@3Ns`*}<523-71DDR9J!f{y^G5^Ri!V=i1Qld-nQAqz`u3F^i9nDyZ#u-
zrLLH<(C?xe&!dZzM0h<`zpDrdZf}}C?Qw^-+}mFznvcAni1xF+6DbP6{wOuQk!Smz
z_kGK4_BhLZU}WC-IIt|&)lchKkI0282h|8K)~jFnTux=23ocv0y^ODheX;mHXSa*Z
z3#4o9_MGwfa_aC$Rf)5?@9Tdqzb(!4v&THOe^<hn2irf$)a>f`;(yiFM%2Z*#&9|J
zvtn`oqe`n(_pj5uyeWQiL+JPCHihg}KXZTZxyimOzq9Mc|A*hEmhRiSb8&F&GS#ex
z8|&7Zv3K*GNqP7FV2Npd(q&hjmHSeAXQh1l%*gcqjNVd(0Mi#Q72i$Q4gb)@J~?I9
z6#@3ZGo0lQADt>$vd%wG!1rkXc{@(;j^NdHb1h#m@^;4v8$@zgnT4_TSh_~Ww=~|Y
z3SA|%<ch*RC&tQB1tz7e9A1vF=;JnOS8i6s6uaFw`*DlC<ipKblfMPO7rA=#Nb+*4
zZ>!eVI(Y4J{<*H!q0dA7;Lo`(JyOqG?-$!FxX+g3A>npr$L5!u)3eu|{hHmqrLW(g
zd5xjd%R6E(S#OEGJZKbD`ASXk!fzq#+55z|nboFFo%Vop@`26Db;17M`|@AP%hw3K
zTdDNk-J&2<U_)EmS*fg3OX@WhOjem(ouYWia93c@8m$REQAaL?PuT2q%3*4%!9C>}
z0xGhV5^BA1s~$Ztu3-|JcIi!^UG1(fM|Ra~o}4(j`oG5&)5i|$Rr%bOx){Z7xcEop
zvu)9a?5x+5(z9OQy}EMo((wIJzkZk;xX7Zj&yYRt*8Yc!GsU-=yxsD|<n892%!?A&
za&6f;OYo=PoNZ4UUgU+pzilHk*|9D6eBJCnbBm1<)IFO;UD69Yv>qQ%{#44BP@1uP
zS_ZH3w~|TgCOwagd=>D1k>3}C|LzyGvL~<8zjHb8`mKlC^EqnN-zu9Ov|c%d=kVS;
zYp!iQ+VW_zxc=%SZL_mKAEku8*>x@Qc-dxw9SpsbTeDuJ87i!}Q9Lz$(ay+C5@E`*
z8?-YNU0>c{V9?OciixZ*oHlvktDG3aqX+ff4<4@8WiL+5I4TnU=kC_G>N9wjecr5~
zQ<*()`?fW<x$IW<2Yb7Ja4KFft=RWK`LO$?!pvPWD$cK5WV7M+v<;s(yBsw-bZz?b
z)S&f$mv4`Jr2gX3;hg=Cw*Qc+*`;9^e0SyVu0!2|bNacI8~=PR*))6C_5HP1vZf~e
zReIx~zngdeiF1#cgQcvrU;NPEoq0$0V0`t&xi>mg`TuW;SQe?biM=Su_=C{RV`bY}
zUPe93n47=*RqE+A2d6BFjY(?b`xty@Qrpw$eg75TIjC=DR$j<HzhGLbE${S<(vs4^
zi&Z_lg?RpU_lG;L)VStaxq1C^;qon+4vC9{AAkFHaK3n4nc<^D?hk+ICW>w1Q%YE{
zkS`)BXU|C$jfojT?EEXw9&)vQWoJ;ZWQE7>lfU}3`kSVdCVOouc)r2GolEFjbK8~z
z?F(gz++k0e)$=aci}n}x%;vZ>W!fi;x117er}E-wOcr(Bb(E+3wO2)Q+v+!Y%DGG-
zHZn6TI99HEvgz>V3|<iv$#Qo6h`sHb#Eo8yUiI+5H9=>y{>A=MjVAFo%i5#Drr0i>
zT(hes#x&bm*<xxN%fsT-W-qN;Dc+AuKY45REy#>8<zH2%B+Se3{EDeqYu}5mNf8!a
zO_wh9bL(HsQI?u>Xib*Es*?2GyD9>N<N4A&#s7V=@Df+^jNcHkHA9qvDJ=7&j(CAh
z(M8vz&(@#ow7jcU=xFGFSt_p9SFNO`SKIc*v-R!Md8?#sqS&-IJvrvEc4}MNyO~ep
zZls^`+OBkc&Q>-Ze%<MMD?;2Rajd+1LG{_onr#NftO0Q|J<iXQQ{-H8D4gko$?=j6
zXP;VbX(~UM_sD<B|5_IHNnO_-CaV|(oUO{%iJ9Sf)j(Zqy_)!`t?E~zH=M2yh`*|m
z9oOGe>1HRr_UX3EDIadm5<mM^(XlU=!ToN*&6~z^ZoTX|WzO@}ZSHQj>C$XBv>qRA
z^s+MDw28xC%y;>^Ytf&*9z`yi7NvBKt!_q~Ltc1_#=^a6uUDNp>DMQ6u-bD`Z=NSp
zEtgw}^DVYu@k6|axcRgnZcJRVY{AUKT0P=A|6Xxq8JBrK*qX`oa6^fM?-Ggk{~~7!
zOHG|0(kI+LK`43;N6%B^r=Pa<OkgSb6wY`=`NlP8?hE`G%Hr?bL)CROA81Tj6B?6a
zXCZJWy&=_Vld`7&46($>OPq{f*q^WXxOHjKfpW18vtR8<Po2=#nYGINlAeI5`N22$
z8?S4;>g-`YEoIVluKjKV*9zO1lY5ssN{7tOom+5TuF`T9>+^flzHPqZ#VaWMVAYGA
z^S&RSDcBe&tUmSCLpEItaovqc{yZMf(n2yd44x!ad{F-wa(a(k|I&Sdp)=3V*$@!Z
zwJ>a=iqN8EokxUb+3Z*wAIWQ55Lx;?%U!y0(d7#z+>);!9k`{EA-U*zWp2sLkE<>A
zUC3o$tNvus&w_W$ukCK`S`_iFe|qRt>%hRyvfnjtD;zzq>Zsd2UgveNvms^Tj0t@n
z&Eh-s1@A_EoOz9zS-k&L&|jhX7e&RkESQ!1HJWX^q*k`i*PtM&1M#ai$y7}{a)|TZ
z`Ks=99~(|Z=DTt|(&TxrAG}St?_d>g>Pe-ErzO8Hh|f3g(S0fKeN#cf$JaA?4&1u2
zBz<m1RkuXNirAb7HzzD!^jy<d&h_KpTQ>P!4-e;Dee^QZeX8D;0>`;-#Sg!KV%-zH
zDk*=lh=|;@(6sH_0%shEGCB9jv^(nc%S~JF??0RJ`+hiI`LX`<ercDTBA(khd_D9j
zY8PMEWwo0edMg%QU|*uX?Sbg!)~u3>0~|}fWtkZ?v)laq>XX>ZKksIX%(Ay9tEE3_
zzUSWB^ZkU)Nx>SS=nac{e$;&Dke^?}lxtk(UD=hddO1<y$q9}77jm}i6dkzKvpCGV
zY_Z-flUB=_2WA~y@{B`GYv%D&Wy_OpSbj>nndkiUe)I)Ct^7il*GgTPiY_G&g|;xg
zztDWG)Ielbs7akdhi!|@HkMii{TJM(j^|g+DtjqX5;VWKDNlCm)mfSo8M8}X?XS;{
z^m%td<v`o~hSbQ#A6MORohtD7;)<U)@&ycfC$#HasxVp+uf94iCY?vTX0~3x-s?*d
zWyRYb@wuNaFr6qGb7Zn~<_d4EMD>6t<(;wfZ<NTE^;~nT>@bgxjBVEB(!N@fAkr9q
z`(pHlhK*S)tx;P~#XMtGGxZSp<+zn&pGM@7TSvQoY>c1esQAU?i%au~*<V>6X#0Hr
z5LmTjruFr1W_w#5Ca;%Yl6e1e-#PptBKhjdsB9H+$+z(epLDZ+%G4a2>*BiBnmfeB
zUC3PMLQo#--&V7eUb^elc6vpB-nCS$%E@!N>=*B)(Fe~o`cL$jewB4!uYJaijk*cZ
z+n)O*xw9p`;CtpIea_9Lccq8mQwQnjQ1x5anSb-%=Z@RGDQ8vmpRJRU+gEE(ZsYq9
z)$;nLGK2fo=JeIygA*T`tji8qCNt~8O}oNvzRpv5&E=Lx#uQwYkvk%nyM;}*hk57W
zOML8Zf?dmg`9(KhT+f-_f9}wY?kVvX_QmdX{+RIE<imj}Wg9kHC1lIw+!e~cTI%m}
zxmcuO#dG&WUKXL)D@7_E9WPDoKKymdJa~I?_tDnYm)XT(^F-EM*|P2VC#elTKAu#+
zz<-`g?V-v1maY5irOlV5uV~p>o0=ulHLINMJMZ%T%U#8blbYLS=w9lbwr)aaq*Kz1
znt5xw^W8rt?9Q$Hy&!q--#vk8tAEs`J`<2Io^wR(xwP=CO?_!kYZv=3Fx+d?y`^x0
zO02b<^<JBdbce;kzZPuLd0WRed5%Wcxp4KJy+1G7zPLEu_2Z$k+w)&bKPz&pYn;j+
z9RL5Hu6oF=SqsA#*~mw;zkZsMIx|en=-DdP;}>U5J))yg`pS0m6w4DD9h}ZQHv%7D
zK3aYJoygv46Cy)eb7gED{{7Q+pA(q$OFlHoMfH|M>v#TyK*OG!{&wwm?YnPhRlU~u
zn!b;nRiG&>MSy+Y8D?|-fYXJmQkk@)oX*5v=HJxNaD?B_pp&`3O)k_;SW{<`{fjAz
z7qkox?$~c^qxNv!y=(=&8;-k=ZT|FaVFx$Um$#R{9XrxKCu-p(S*vH8uC^~a9CMrR
zZj4pea`X9Le*cYbx;wjH#$etuJ)13jhU~9I&c|Pl+3a`OZ+7?d^;+6{p6t;vKdd1+
zqfaP3H_;&ZRL+zIsnPEaykyb|@UpPkIREw9TPlL{B{Gugw3_E<y}9D<_VrZAX8To1
zovL0ve|PDz*lgMLi6L~en$C02AIfD3A3U!7xy@c_Fkxoy3@H{NQO(|CpIlfpq(zt8
zEnDj1bCajvG;QD1XO5P8_$MV7O|x3?<idu&H^-h_Ju_Qo!f`8qwW&$Bp71@0wteyN
z{RHd37QFdyWNqiYo?*+iE~j(yx*vaSTiHbvZm31PSaYVnXDQbPeNjE$2`0w<=?U{=
zmSsLq7W!$HXXV8+ZGw@I!MTiWnvZ#uv_06)<(J#uUue)=dSLVK<qyvo`sSY(vz}Ph
z_{eQ`eC6TbZVuaP1xe~Jesj!v@!5P^ifnStxhGDiYro5Pm4rIX2w8kwqNMxA+7}h}
zT`IoOzt;ty|730O>B*+j2L~L#3sr7<b)aC%m94h9i6&Q)@5jh?%suo`jNj=(;l<at
zs=HKP=rZN{aOX9Ixygln+}I-jMW{)z^zYscQFm^0&;1gkef!!8QFYD({Y}m4A+{dZ
zB0mS&`q&=axI}tc&@InfrEIJc5(mQ0z6eeKa6$K$X4%!U52;!iaoy8dUhe<4#!}+B
z(CHuD^+7eNJe_S4!S3bBQb{wcA0=4)nCtev^6-{rH>7U+uKl_4!RZ*es!#e^lKpRY
z`$XM)uX8Wk@ZGQYqgz+37jrSlzAtQjh;eyuRBqVoc{As$bZrPS-mp@Q({62y!TCA6
z=Q<p)%-1z<xfZs2YQlqrSqo>jpPMn;Sik6DVwIt-t=;#1SLb|S3%RS#td(TR7o2=J
zCG>e+dl=6f_4a2%ZOeCT%$^`qGow~ZXW!*h%4ssU=AUqBv03wOS9{Zq(u^(pHg!Df
zKYK3YcaB5xRI!kzYrC|!Cm;7yEShGtQRnqs?M*C9%c3fDW-<#F*fpgDzfiqm%Qun5
z<(uwtQyyXSFovAp5g#_qWILXc&gY}ae@2--=ApXYap~Vj8k08M47<F^K(TAbg;i!^
zU5Q(>#VZ~(d@4&m%glb6%fn_)^vu^98=6mEF%f;+`?>FXm+pm-{|(v8<`{j<yluB)
z)7x6{c@mu~+!<b9oxyCpb+trnv;JDezTo6#W}!OS;Yu2v(Tnx;woLmqZ%64$j=fh>
zuGgimO`CHyCjRSfSseuznQIrBL%;0!Q>NRw`Q`HjwemAp)pWE{IS;gG>p3tTf4q4q
zS9WKT+Jss2qOOOR_D_2GS8~GArRj__qWXfQJ7<+K8BOWY`F7xH(By=Pma1|S8Xoxt
z6fga%d2C6@(oSQxUd|ILg<mp!n!kq}f3mso0YhzgKy3GAZPf)E{6nismWmt{%bF0D
z^{FI%sn*T+TiKl(zs~V{YQq}w{xi3nb>*q%IL+nUaVHfeZ^}IKw!L=bS<JtHA8JyE
z6)xIFgiUzvS@q$`Y`&V#Qww*83vG#fvdC6nN91mi)`w5a#6`{8F5mHt`zf2fJNT$v
z@uFKVO6MFn_}rv%OSJdxr;#5Gb8U;+Z?kJnUKQ)MJ#XHRcMrFGo_c46gp}P!F{w5G
z1DOl@IYWD5Hedg~m{Ywg=X#0kZ8^`kJ#24v_1ZO8#xE$pknov#cA|6b`*lkl4<y(f
z|DbSx?%IOK-w*h+$gTc$ZQ=>3Ce0Id%cNzJbuWwCY@XK0=p!cV)Ao1fj5TWy>#fjS
z*4w8q(-;2O>f5ue+6$Wl+#}QN!XjnMs%C|0$?o{PNiMtl`xS+c<qoeIiY3|Sg*7hx
zWbXKQl9bM+n~lXw*Z!SwL)Y|1-BuTFarc%Z6_TxTWhc@SQ{w)_y}7en{b63pQ}x9c
z(hDA+w(6`-Fsi(=F8I`rdCS&MUmI~gZ%*R&^z^G&+itw<*?5Y*CP*kyrf~0cw>^@D
zSFG0Uc(cQD%JoYfO&VcqL|zs!oA8GjU5%>zF^j*8JEi=RN=U>+h38N1WNOQ{ByL;u
zIN(Zx@hX3Q?FNY{N;cmr6!;F-mD{QZTSc!p?3$9&{?JJ(!S(9(fP3zfOMV!hpMB4D
zF~8oCkeJDbYwtH^PGx5PI)~|b<<w%nH(g)aW_K@Jy+mNg;+R>%d7?oIXK!zj&b=Nu
zA(%b7@xTeM@JHLOUE3IU(MYwiI{jJlT+^fbIQZ>vPqvvcOXqn<c0@RD>yGD~{d_Vh
zapjlJC~)s;s9o~5;mgtRt1c<EFZFvWb5^sgdGMwq_2k-J%%XFgcPK{G9*?+Rk+A<l
zMaf#uj8(pK^CQep1lqa2cv86J&2=fRWL*=1>3$jRR}#|~TD}N<|KLIJJB5VayJ7NI
zbR3M2X}MfaVqfmO`kLc{YqP4C=krFU@`+chl974SEwk&_)3bAYY{h%ST%@N>d$sX}
zc<;UC(W)$NuH4@zwTC`e)bW#JzNBRSQSj8<_-f852|k%uVjn&yd{8TG4mxzhDk7t8
zx97oyEe9kukMuT(y`O*K(&oQ1W=~GLo}O@5>7EIX^zO*5rxG{5Qjwj*>!5R)jb*xl
ztV<@Z1WUWtR>Okz@)u<SG+L`T;uf>$bhU=OJ5s5$L~~*6MJMN%l6oK3xpcFX8*Ogr
zRD62dqM-Y1Xu_G>^XA>S-L-8guYdow+%~p#>y317&fDnq>yX3dOwoH^mt5736EWX*
z``UI<+g%^_1itc47QC~^WYx<@Z#SIZGO?WhF!MEC=DB?L%~=Yy&U18CUH8fB%1vDJ
zxqQYJL*w$lJ6BIkVRWp$-J*GRqKN90X;<gW__1Yeq~BJ<ZWfb%A?_Q3*+;8X->9Xq
zyk*r|JTu^(fy1qo>N(rKPd+g<wYECA#jEArZ8y(W7Rj6U%=Dg~cMMr$8<YQ~MfA|g
z%kO>eAG&o<=$6J&j)j|Kzl!ReDLhwgrT1mGyP=SCW}CU#^Bsj8uQd1dF!yizmi736
zMByhN=k0|8{%ZuB10A;%dQ`ceJu=s^z{P?ub-^ythmkVXGFI=J6vg6yJ(_oWu|w6y
zxWx_Ajz->HoS@I$UHHz?ga56UO)~@Y0l($^%>pkvd$I*WIvz{0v|AqIemy(4$;bG5
zN7budrtF;>ZJICY<rnY0cqf-#;PUqcp=-7-Qx%9%OFFKy_z^GnmE1k8pJPsSe{7SV
zcV&T27yIqp!wfoK%ry9V-TLc4v$cv>)Ej8*h|`Q&acTBnw}a&?+~a;vpFAyT`x>6r
zCt6o7nQ-UBwJAwe8+Xmv`f=0FrV`N$YAGJqt={ClFIAUG+rYQ2Yoc0S;HuTtwSluA
zAF~VBh`7_z67pzO&bR-&k4r5&^wGnn=bYDvs4wXPi*xK9W5cRD^>`|T4tT~hf4F?@
zUz*}m$6YgRST8)>HSIz3TgfZu7_(llGpjA%_E=@Y;dw`t^fN!cFWP%v=X%GZ=u0*X
z-F^H^*>xVDYgo4@S8`8+;PvfRCET0WH3_swG=2FyIq|~5#Jw$E8&~r(gz58m98@(l
zOE@7PJA><oL*1d+j2wQ|`FBeqeSVx&>)UBzkb3p#trX_2>hecl&1x<@d9nL`^&#0S
zH)`)q&^()Y;CtQ1q7C2uRop8#-QnQonPb%JwO`nE=d*(yXV#r>y=QJVEAgO7v&Orl
z$1;kH1!a8qPW6AQ#5O0jn4O`1N2vLa^i$H8jwv*+>2f}z_2S3P{E*}jFOSAU?;mEI
z=DjJ|5w>3V^0MI2LTR=j;rYvV2Aopc7$O;ezVNOncb9?6`gf}mDqiY_`W{tx^x9Va
zxl8D@+(oxQj+zb2lNSCmXU#m*y-TcN>Bm#u3oIOCC-|Bj?B6cvy<s=+uWkmjWslr_
z*VM23WVFqr%EEA}%&}%;*YE7IrzTcbEjjpZ&B6oUStmvPTli(0Tn^6{vFralW1gFd
z%swGJJLS`rur(4MOD{yltg@Q6M<Z0@%d`afOwBsG#XqfNOJ*Hdy?w<SiFr4!Xn&u~
zAK}xbd-<`Uu`T<dzgMQM@Y<2td+w3=3o}-^sAUYdWiH>Da@P0Jw@W*G8J*shEcP<y
zx)pzqf9cD~yUqEc_eNew^|0k~KF;>(i(=oVqGT`soBMiRzI*WZpTyIw<o|ZZN)}hX
zaJ}c{fBb>=l-IFWf?Bwby57!?IIdL@^T*^~;pO;W&9P@bEVQ?HEEf0c^3Lju<@I;+
zug`C_>Mgi%t>bEg{KccE)(XmhoqbW=Td+dMJ1rubQ6t+qZ;FInzG5+7<LL)qH~q-$
zl;kZ?|Fk+v%47056VFY>@vRdL`=oCB?+La&a3ju>XIDJmizuU=lUUo5jE`NC3D#fD
zba~}<@gDK)b=%FQUdB#3xh($632SeKixZu7ij7Zw716UweO?gtNOW@jnTk)k(oajX
zSCk~FFgmoeMXW!ocx?qsKl|k+9>)xuU*B!o8?L|`XkF)~e7{LJ+SB)<#P{yGJGp9D
zl3z43e%Tk^9`Q}7=k>})e!+$B%hr@DN1i|Zs=6(7?fdI*E_O&*zO(M({Sqpi{Zn(E
zLdwis_1PYhOI9A|*u7GS=g+|{mNJ|j*C(&2KO{7-g8yq$U9uqa#(VcP{QXVrZtmnL
zH0o*nxX+<|Z@tw_lcT{qzo<=7%1m<%JHLnV&yi4X4c4@_<o_~N%-5I-+}E~Au|4o=
zKk`Fd-twaN@=dNaH#GA3HePY)x*n`iKC^wo-z#l8_pYAg2%9Gt5Vn#3O6aXyQyXq4
zUh~g2PC4bWaJiGPyP#-NtH5L)<Dv%F*vb~(i1)tQ%hm04cLa$fEtuLqYtmD<Ah&sP
z5~oW<IH!wnR%%K$gr=|S5nR{e^<#cv$_jhaMLjkPcFxz($ldE9QRI?wK=2{kwG8%<
z>gwDFYaQY`rZcVd<DJ`gl`Bv}-OyTak+ZH-_GhQYvo}Pwqwc-g&{kB<ebMYnWb#u5
zk<exB%Ju=xzY1bBKGe+!eejd>d-(h=v7Q$plBeHXnG)8sXQNQ*XQosi&*}D=F^wX!
z3j}lZlNqJtwkMTued%p;ZLz*$dL?72z8(9~8S8{U%FWd-apyLhkX0roEM0j$@%7zA
zt!H+(XGJ(KUhHBX%X<44_qA)2Rxf<u_WDHkGq=}PbKc$3T<w+qdGo~Y{%vl}Ul-2j
zfA}bttMr274)19WC*tgnl%0F?l{xY58^6?fa*wvxPt!Zxu$^DymEzGnZ7sHhO`<;9
za*~;XnF2?b&6PcRui&g$kINfL;j^_SwMI(iUoQA7EWO8T{Bdd$`#b$Bef2iHYg^5#
zy}lPJw7%sL{d#8V_CuQPT5k;9A6?9R8v91_;<CUvjz8k(w4PX*95M@JSgpN!!_l-C
z-3F8IT{G-CY1SQE{`{g~UJ0+(#(+cIV&Mz_|K85MR?~VGx32d7WmOYPzI|<VG__e)
zduqpm!wYXM7kS;vboi|L&#dE#$0lAfxpMX)_g2d{w+f95i%ZTXPff3zc~a~A@7k&E
zJ8u=vDE#uTuq|^#*YCa+Z-2L)Xqg)v^J4o(^^KD4hlTVEv#iv0>NidJw(WGItXa_I
zy*GMGbvGUpko>yPonJ(eU%JwMPu`oKod3hufALFyef1cZ{o3~RGPCwxYvKKN=<V}U
zSGVk3xSZ{eT$Ja0-=hCp!gM_+oY|u<rMXTt+EZ`3oB6ib)6&(?88*nATBvm@>eW{>
zy%mesPjcQfp>6Lx)l<D&_qE^HknK>pn2o0^P&__LHZ^9;gx-*oRo^pDwTE16wfV%B
z*Qar2zLLnbf1T>);cXAS7AE*>evJ90H2L+7=7K9c<}os7uB@5z`fihc+^ve-B@sWC
z$!|7@G)`}^-nQuaCjJ9*S*v2bez}^v=>A%0t|1rDo5JJGQ@qNq{q`x2gwTWS8e+l~
zYcDqHoX~i*`|jc0PanN0;Mf!0*D*Kjpl$2xzLzsUJ*sP;vVF?-GRbR8qQ9z`cQmG?
z88yfkU(U$L`mHR_VB=mV|J>%Vw&lxscJKG=)|si@+%i9M_A&SK+qM+!R9x(J=|jUd
z<?hXg=N-v9eZBjK#w&{{ff+HTOQLd}%_pU?1Z>c{D5u7f-k)lA^YoHJuX~agGT7zU
zt6RVS9gt+YKjB2gbYri!Bpw~*WR89F88RQg^Y30RAa^4}p5c!4=5H)khwtjN2-y5u
zP&-d->Gx1&=YvO9-des|wsrcl%*?3wO1T>wzx#{Eh{~6Ln_)l6XlkAEHN`s;caQg#
zZ)rWY{z(N-Z%N$iI{TB|bH#QpvB_WaAwxRuZh*CBWcxRBtDxnriPLR0^m8p(o@}wY
zZNGIlYf#|N8#nU4{B8CK@%bY$(>7A;=@!L%KUc>tS^X@1;>WUQl9RHY{;Azm^HOb-
zVJ>%mZpO;Hj+35Mgj{iy-7|O2rN&v|T-`BonmX6T-E)(3KL1@TpfU3dw^;ZWm7;@|
zM;|h2F&VBcIQ4f;=Wk{12=2E(ZD+5GRoSVu;&@(A{l3ZVH_aG?I9Hzj%;d*6<G)Kc
z$AT4)m);KY=qQ`L*lp44i-C4iel@A6u!XKMykWzU9h+`!5jM#-o;kE-p1upq^PdYN
zZLeSK{m^yi?`_>MzQwPTRL-uC)XhuRIBa9(&rxmu*ydiTkJ#G3pLaNNKfY-cr16X)
za5Jw*?fSnj+#Vi|W-O?#v2?U(h%sNF5~TUBb%}i7w!=#t7OgUrx~iDIrR;{$1EH(O
zwp3dvzqFE%WPXuSy3%Ot?gtVz`-F9NY*=&FdT*1|wA%Y}md9knRexSN<y4mRlwn#}
zWP@s`SRnVz@ZHu4acABZ{AAu9E+6BRnyk0*k%9LL2Fa!G5)bkvuFI1tEKKuHU!^_q
zMt8mHnSIay{oE<6Dg9aT#=)?JEidMMcxm$Pu)g4>8s2?gf#>h;jjo(=cxiyxBVi48
z>z9*T=RP^Ps4htTNunjEcIBr+2@8uKKQ35!K0LyIea-zJrnk=t?V3O9?41Lr(()XF
zcdmTI%x?F8_J_^|ujU38v<bicTD9sTf7k2_jA34v9ko|hI;QMMFt(U?#(<&beW|*s
z@Ormme;ZCkh9do&%M17;*=MNmZAmR$Fn5M8>&c%LMcbq0Zkw+5h>?4~R!Q}(ro@J$
z3H!J6e0y)2q*-D=Pb1If?*6uTQ6|ANF)zzjwK!jMV$3nw{w?I*v!~bO?p=?)d+V_F
z?)Bjp8a8>w-n1`$Yq|gQuTS$18@=VpJ8Q_iB=1&Msj|YAFG+0ecDAo{x4CC-E>x|4
zeLL;?vCrc7vK~v7zZ0MD$``(upIz|4%el_i7}M8Uzc{Mta@*dyd(Wy2zX{A67AV$C
zvN)>nQL=5<BE~)&=|k-^vX<taUvTM*XUsW|p80VqBF$cX%@eMl_H$lgs(aw8#msl_
zTbkNATFQiOizn>6(KyZg*~F!_?ORq}%B*`G&;9N0&c%&8`u@HVewn>EMO32n0`sa?
z_K#VQ0{hZ0KbpG5{g26h(WjwqT08cX1@=D(a5Gp|%);=p?*BB^eH{|hou*1hY`Sw{
z+EV9jI_57`r`-KBQ8i!g%IlcvIv-uN*%=)!Chg5gzo)%M`&f*j&N}x~g+`kVCd+Ov
z&=7y*e_`eJPQlr==Dw}@9ZerKcQ!9nU9#c$*C&%T@(!=Q{+n4n{`;i$Z!L1(Y<c47
ztGManofoGBBCStz>723nWT{bLe@g0J-LF2oyYI{ETo&z5*by9Wxk~$d1EW{y`)OIF
zQ|HQj2}*BYWtFb|`Npd?S-0j`eQ!D3dnV^>=mD*W)v@7@&W)kHpWeKV(~pS0!gH`t
zMdtm!1vhkg+?luR|6_3{xp<+yBL`nl^nu9^X-8Qmbge%s{K~Ruw+j<bj5{CC#-(cO
znb)P6WG(%2V*BD9LK%_~+EtxG=l&=2bg1rD-m>*;*6rJ6-dE(7uBglmy&L9OomqQ>
z<Ama}nS9kkueBq0-9KtpbCWl~*`_RPcC(tC;cb&*qglS6{Z^*y+S~C-9b4#cnty!a
z>xXBjq}g8oa(j2q;?^%sKW!d4mhXH0^5W$A2cG6wRnI)sz}B*&?cOAry#|&O&l!uB
zd%l?FwLx*s#h}|O-#_ef{M@~3WqD#xi{65L`;NsZe$8mnp4(ygZ0(P5Eul~Azfacs
zZ}#Z)?^e@wQo9|eTH7-V));LO|GP*>#WncSN6|+Mqb;>BR-`-)p0vZ&aLwIIUsE3N
zT4={UZCp0BC;JF*Z0Ew}h+ppl%%_X_94TQ)o%g%{HRqH2D`PDVP0UYNR>6|-Vw>4{
z|2LDS%{Xgr%_dN>*4SzJ`>Hn!L-;>UVV)~jXDIPLq+Et6AwvAz++g7!r?%Es=JV)2
zJy>~b&32oQ0rT#@+hL&FGRx-H<N0Uue{51d_kGz{&5qv0=bXZ7YhI}|7kWk8ul@aH
z!wd24$wJ)I)z*fusk-WY!8v)4#<k`!hbf<VgX?TIDuwKn6lt5zwJ&95xa7(ZpQgxs
zk<O}$mPzMK^#5p>W}I4NX|v+(^^Z*UqRWbFCOR~k?Kd<15xb5*hd1ueLh)^ziY#}Z
za=4SRao>zLteYLy3bja^yi5P7d2yxrv1>V(ZYl7oz1N>6Yq4*mjGw<pPQ@$T-W}eI
zxgU*XuG}hIdEw9-AB~&e{gte`RKmOOzTus?VIRBvym^VnCLfMoUi!Ms`ljHP`JzAm
zIqrRa{`d3CS>dx?cL%COZ=K1wMQ(?m=YlTbb1Q5&ov(Xj^{m1%%J^!;pLY+Iw-@$=
ztFM~7_R+Ni>=9oM+vT--cYK&y)UfyFUilTq2hwv`Wfr~u<vSsco9{*z=hYPl?HHT>
z{#>v$JSoNd%IBk*U#9Uqd0q7>B{ZS;n0D6(+39~z`l$+hUB{t#%KFLHm5a&)9xVP;
zyLqYl+m8?T?b-24_IW`CgM9fXjqo21Tjwp;+v#e(ZdnpzSh#55mGic;C3zQLJ>R-a
zcEYu${fAVaiB1jN6Cj<l&%P^m|C<eQUv6Fho-cRSGyhLzTt-*b=_&c@)81WudZ=vc
z{no6D3hTu8-{-%h?-_2*9xao}yJ(T%{kd1Gjpmu(nW!aGrZ-WS)1piEW{i#Oo4YDi
zi@g{9eOf!!W1n=<gQQn~OW(aLaq04{KKJ0+?s;py_%<z$l6zFSZc?a~{s}9C)%y=J
zygoMjqTvM53&HohuPw~`)iC)^T8elEYtdV#sSjqX&p)5^UHYfnGP~=`;$|;;+Uz0p
zkcqGM&CZS8+3b2v4Q^ErCmwD8*_u0L>r?S{l}ldNO@7||Ud(KZMPSlY`9&wnRI>lZ
z9bT~HyhG$?_5dYD^QKtmoHOwn)jQucmCrcg{aiK4>+b~NV~rnW^UvPBzxu|9M>mw?
zN`LK`9k_ST#&S8w*V}_?zdsO+yT-jFU-7W(ob^>l7l-@U@9Vkvq;1<dlXdki5))nH
zZhjO@=?#hqd2L|oQ>Jm!F?;3XnJXjzGL;#Yh*^hRVSRTrzWZ)te~`?R6|R>zuf6VJ
z_N+K=>*7eke`{rV<G26%VAof)XWQltbHr?2<8G8S7anfjt}g5rdhWu-GdJ3pSA6#<
zx}bjQsNxxeAh}FUk5KzHSDN(oS63}~A@qQ!@*3+iQ;Ydo*H-;n^(%LKY4C2b%@1RC
zGjBD~c>c`sifHS?a8JM3>t<8Fzg-`-I3?ls^vAgYVQ*GU|MgC7&N`hiJ>N*5_(^|n
z2;X<)xxVZ1y9CemMb!+NzYgwPbU%+}(r))H2D!(Qyf*Fo$WgLqL8sqBEx${WyC?4X
zexGMo?nlP&De26mz7Kv{)JQCN8Xh$zbpqdwkk#w-J$)8W{}d^*eZrpiORg>qTC?Do
z?wV63zghOi8lM(2{<|!5c9ptTly{Zq`c$*2H&(QkYq}QC>fqfxLtC?r?Tg>B73L@9
zRJOj1ysSUVZ|#NPTh+UqQuglkD=*n`f3<Ds`lZv$-#%WEy(qXUQ2l?5`9{YxsuxqA
zUVr5DdDeHyiZ6MgyN~7??caU>b{rGu%d($=VJYHDzakAPE}uEAV{pNpp~Cj1=?(K4
z&e!#o6Wg0ZyBUsN_Yo5lxpUjA;DdKK4>!}AzA%@Sim4F_Q;IG<(iAzB6>>qUtgmya
zwbqRV{hZfsR~}{AY*HIL*XbC`Qt1qvi;4b~I`dloN0kLkn4<p0Br+gitDm=u(4_DG
zrh9zO4k$=?|8KqH&W)y3>{|`(J|1B6GuW_Dm@_A1=ks~riXQXxt8*m8#_VxsNHBe7
zYM%3}Jj`>Km|4-C|E;m-_A^g+uZyx+x4W<?@x9viiiO@q=3Y5Bq;^SvdQkZH{mj;#
z-*)Hk|GE3ekLUk?h*dwk=vkwc5NqMs6J6QiwA=UA|9@}aKehk=P1oiS^GfcJ2d&5V
z|G&Kb|Ht(HdQltu57W<Bhq7;Cf7z(D@%{aRJ8ugAy_Wy??qk!R-}c<*jdy%@9Gh!t
z@y9r`<6GKl)&9IwRs8PqD<xvSH`VggT<?i@p75is(`lx#=y&zQ=B=WBzlyYMYSks|
zcq}58AGZD{@cAI)xybX!Kh8?EV#}{OE!ds-MAX8vn`iTWFRL|djhy_kwcCzHW}VX2
zdKu2&U>kJh|Iy=uUvvK|B|R6N;@lk}|A+Ve9t*EPbEi#qOJu{1b{yGMc3ke@N#Cx!
zy&WzE8IIhk<?Wo_&y&7yVw`a}BvW5eNM?oPt|z=ZOu}5}PE_=W%H!Bs|G^`9?^5Oe
zf1b?~YbY<YlZi~Y(V;hwwPEXP+r@pc2W}jH$$#CjVMfwjZbyyB@oRMygW?<tmu@;4
zz{(wPV*A764G&gS^OWpp5UV-z;o-3<3)G}`NPYF>Z7@Gwe@O72)2;JzxmGUy_jW$(
zZ<2G{F1MR6w{`!neaqV>Uz+FSHz#{tY}5V8mwGSG+mo(yU8R1x;-k!qpW_Yq&7D3^
z_;=do&-BV4`kz1ipIsT@$1b$=$1Inv#;<;9Z%fI{w2*OHywFSUbBT_gHJ{JImD^9U
zSS{LlMEa_=#Zg1S(+59Gq^!B&u~zo)Y~D(bXWpjkPq6*0ylqqP;C`LmN8!tStAals
z&A4ZB(B#N6wFghGSG=DV$lh^S^J1}Q!2^YNFZ&X2C0FNnKK}W3k7ArPm*TO<0qaaZ
z9yU2_7?|BAB*EW(KdMr{IpWS`<%Hr_?3>nJzS?r_yZ&BDpQWX77D=`(=Q%3G&LzmE
zonP?Iu2Qxk@6Ve1ny=aa%X^>t_5Gvi|5wZN_y5d2@_px*=*FiXFTdaCD)hVfT2rsd
zhPOeFA1?>(EPHhRA9!n-v|VY?#&RJ!`@fHwfBa$ckADz<QF8uc)0#%@zx)5bOyAYS
z@9e^r_f_Tp+y1?hmBoSoCQo4MeST(scjMLlJO26p=jJL_USwwPT=(GLr$&#giTq!S
z`!0)5+VuS3Iq_M)jkUa)tNFuz7(RS(htF=++nwiU&;E4bKfC$s`}XI3+hp%Qd6ZwD
z_?&B<_~ENL`{mk2xu2RECjD!TF}t&W-d?dO`d_Y1d9VE^Jn)psN6ACaOdokK)%kDf
zHB<QA@!8jR{QY)(iqYp;+p~}DQv84P(8(WtNx$l?k~iPG@c(4b-wd((0yXY0&t5*2
z7b)Xh5&A2s?(d7Bo6K>4HJ1Hp{ZVKC&)q+#Mlsx`?W}-W*`HKpRpzU*JAbi0f4Y5t
z`NUrx-{oWWJP6=F@AzZ2d`+<1@|U0L@BM9N54-azzA)kc=8yJA)?b{LsB!DP?4tf3
z@&6OG66(&%uf4L-@80Gul70`TuPn*=ae+hUv)a$qRxY>i-+Hp&X#Gd-+2a46abK)=
zd@gPsaGTpo=l_DAA^FeueA8YReEjpz#jHO?|4oh5`tQkfP9tx|LGB-`zrJgq+wwNP
zM(L0ISN(qv!uwNu69256<@Wm4`;EQvN3))4NB_ENB=P@%#7FM*uiA${EM5DrYySR!
ztrL&-9qHqlyYt^uwM6Mv&j0^!ORis}e*AEM)M;6@o#pi<uN3#re4qCJL*(pV^WUtw
zy6*43o-^T_AMUR;l-@V%Z~TRo@jAEn-(bEacl70B{j#RAThA`ototf|a(PQaj~(C1
zA4gSs_D7vMzVZL!$sZ&petx%p(wD-&^Y({bJO1%U>#e_n$DU8F`@exz^R552ri|-#
z{%<~C{q=k5{U7sXg=PEtZ8`Yk?8F@k|5pe4*vpH^&ic8U<AZkoW9{`Be-52&5K4+H
zvdyn=d9>}9wt8lriDa_w|9P4+^#$=xJ!RqN?_Rv~=SH8R-N$o>4)+Buog=s5lYPKC
zm9?kpQ&PUj-!V9K!{AZ+vscZjM{S#~ybp`s(ZE#cmGd<<;)>Cv?C!IZ%h#E78`rJ-
z^7~f*ue1Mo`uG35zvM?fL*G#j9~_%ojX_&d!JAtRO)O1~z^cGpBU58T1p@^z8?w7K
zq_QAYK|dfd9ej96Kw?p9UWtN{p*i&abxwWX)RfFbr~C?qXa$g|mSzSDrX~gov7pmU
zg7QleOHvgK!0goG{L-T2)M5p&!JPW86(#P$V0nlDr@p&^f|03#nSy~r5HA-eC#Sx<
zAxHpb6-dAcBmml)3sYeX5&-SU1q;~Ofi&v7<>!?^t>M&n1DR?FavN9)r@kA=R722x
z_b>sFsYY-WP(uQW@{@y8ONteu74!pK+!XXfQY%Un^uagPJ3(n@DD4UMFQ<Nle^ORz
zGQ#c%kljXbtH36M34Q1Mypq(sl41oTQzNMJK@zEXDd502GBq|rjR+@S1%1E#qTIwB
zP-rG6Dj4!|q3JNjr^DG1q=Qr6#~BhIK3-5dT){xk0%WGIkAfjMs)8LAN{ULs5suX!
z6Ef`qpLpZzqhJEEjgTdvKm!K_ICbbdB^IZGqgCIrC^Iof*C{_I#Ww_GkV|TDa%x^m
zVqOVI9u!?hrpDkz1dbGa*SzHXl+3(z1%1zy)Vz|+l1g0<kUsd)JD?;E_IF5rXkI4h
zoE`-uQ)5`F(+5c_fRhwPfP-uy%8kyRF2R+>C8@cdd1?93l&SAul#*Hma+n6pVVdC7
z8<d)!SzJ<7si5JQlAn|c5ezOZD9B081?4`FTR}0;sqgIR5|Z!k>EfGMfbbp2Z!Y1G
z$OVN6D13@C3rg~fK;DAo9eud>ojqMZ%0S*U0_g=YVE*OQ4+rP#Xa#dqQ2sDbFfupS
zvoJO?Fjk0FFg8;#F;*})GSV|NGq*HXFtJdGR<JNO)-y0Lw=h(QRWJhyn3|gD8JZdy
zn<$tW8t7RVTUwYXAjAxi*v4?J21sfVHiBG$;8|E$>KU3D7@8reMc4pRYYbO`un%EJ
ztb(PnLbQUZfq_CSD5Zdc6e;_G0tzW^9YKk#M8VR)RL{uV*aVz}of8Y7r#YD$n(A2?
z85o08I4HnD@nmFZsAp+tVqgXeRkxhP^kM}=a0r8f+X+%+>Y5pu>scCEnprC78k?Kx
znV6Yam?#(-7#JuR8W<Yr8JQYe8iHKM2~L4-nK`LO3ZNnyRCIxb{1S6h6)-Y|XGvmC
zX0l^mdJeSs4K7K|4O1{QHrF#UFo!x65z`<iL(&LF8VBVAq;Md3+5u8w20K-uVovPD
z^Lfn%JjdQwa>?&@W?gzAPsr(&!&Hkm{l~sBm>9+`5nLp|x94wD?~E-T4R!Hv&L8VL
zwQE)HH-Wvo9nD@WyzFKv(|*#kMf%=W!FHA@)9O^KPVd{Q#C7tlP1T$1%e+eG85i{z
zSXY@Jez&Mi+OFfpS<RALcM`vcnl;Woc}xDy#flEsz=lJ57JIjR+xk{e$?NuYtvlKF
z@14)ZA9<c5DD;TAT$#OfajxpFYj*;l6k4!8xn984==OK_d5hQAPQJeu_{GrW_(xSe
zF|VLSUk-dZ^Tng2XQtMoHA+_TD^9)IzBB*qlGP78?bN^VwyD@{oUw6-n0DloSudw*
zct_~$EIIaQrnSd4z8%j#oj#qlt@6~#od#aF<j)q&oM*OU?G3)NlTq{H^UuvN23Nzd
zFhfd-pb!PefRQE20c9qjG!B+PFCv}uON%m7i~Lf{1A=iEk|yAE1W8=v6_O^PItrW;
z5lIO>0fB8H(v^dzm^1-ZrC^T*mnM~fn?S@Ala^)*W(Ed&2A1Y#W}t9IEmFXSB83FB
zNU<<B(la%*G&Kel6Nn<k)Z9?d$imV9TzY`=C#Xm<HZagLvNW<Z2dRY=DG+9UUJ0y3
zF*GvNGX)n$3c6<ImU?Cu=B5f}Mn-z3rWU4_3Wf$o26~p3W(JlZ7orp^rr-ntHab7A
z1X8eICM8@&i;;nznSrT^nI*^oM0x-@9edFNPCZEBL8xdk0ku0Y4pNDobT+TqK%nKl
zO>6&KMJAp$7bg!Ep-$)ekX!5u8<uz+jcAjp_$|fnyF`ic*Nw>PV{2wlch&qobLac2
z9IaWA*H4FCHn~^g{Kn~eoRwXA?)@{;H`9%;oGSD!-s)q_yY!8lx~D|3y-(?^uZQMs
zD%*2m^W%Llr<LfhfAdm%Jx{p#(z*-<OXKsN!PkP)!>U$Z&9)UN&b_@Z$9M1i>2qIJ
zYS@Xp_C$YsxJ)v7R><86>z+=XbHq6O)TGTjgW6MmuYcE`vAg7K`P#KM21Vyj@3}H*
z!x76DJg0Pj%1vQC;r^DTOP5vg1w)qus|NGjFs`I8g&NKp%oTzkgo-ZQoOD9x=*FcS
zagPqQ-MJ+5Z<Fo0M;WPdG9PSZ62#>LnRA}y2X4%3IAU|;IEPy844cLUBJLHfMrYn?
zHyO1ACG6+$YRo+<$5?QIsg{ZNW1@Gf%<K4=<!|kj&iZB>%a*CUjab8c(R-KwTB)nI
zw%*(SAn0HvjsglCFW`7YJ3-L|y$zRHQXG(4<eZ;dke>%i&fsRJbAC>KQE)+Ga;k#9
zOKMqWa%zyf6DSSgNDt5|*Vr6f2gCCxxLpp?21$C*mN-ZtJTs*vL&4k#Y#aPo9urXG
z4I?$Zz1v<ba(&^ykN?}Mh5rj#@4Wu-SRtpO`0Olc#R&&RlDi6h3=?>62qXuvE@b0y
zVZZ3uz;Mx;qea81fx&ZgZF>5ON!;r;)}@zqymJ#uVthOA=FIoMYvkr7ZhbTF=0Q9C
z%iC6V3OI2nwh$yXCjF`VU;poU{Ws3#;p^l6{`zWN|F1^p-iy!Y?e`Zw^_p#8^?vX7
zZ}0B@z7Z~<oRgDN^X+*_Le;l7mEYdn%$T<_^Hu{R^O2_W&wu}T+&}x!{6F0KdjxKO
z6m;THyyn+^v*7$Z+yB4!|CjDIe|2f8cWG(qZ2PWF?GXkSzfXA9@x0sqstZ5Jl~HHg
zUSC@)ZBdXAe56Ej=br}$oBi$oZi(KW=jrJ=zg1Z-W`Et^FE1}E$A5l4zkZ%&aoYO0
zz4t1g&)t}Oyzckg?Vq2YuYb4m`4RawD^>{PfB$+tzI*xKU$56cn)v$qdh_oSxW)DM
z{C>APfB)ZYKbqb9WHJq}_|3JtySMuLwYAZpBe`!seDdVUmY;Lt>wc>0>aNYczV1=!
zzmNU(9oO@@w$H8n{H$}UaBs$^Cnx{^d2WBSnVny*=Jnd`M*@O_g7o6|>ByZte_r0M
zW=BQJr6rz^ws(u^3gur}?myo!`B=s*HMy0mS9|;UiTO*I=gp~Dc|uMp&Ua7W&OgVb
z^PfC>*3}xI@n!n{KS!T`?i3Yg7GC`8?)y6Rdrmc<k`j;gNIv@d|J(NcZ*OncFLFKd
z+i#A=#TdK#e|scSX3syrE%){r_anDl_3SU+XLRCFbO}@HKmF(H`g+mahc`AR`}V(3
zOp+6yym-dJ{Xd`0zPGn}w(XKqEp6@lHJ^P0jgJ(Cg-x4bJ6q{ndk5#<9Xld)rc9sy
z{r&y@FXMkZOG!z&=n6j0<dQ#H@%3tW^TC8Cr)S9~A8cYxdMCF3@4Maa)qG|ogv}B=
ze{)0P;RTM(bw3`q%h&%2JoDqMt&0hJ@dy3=e?HALPJi|Kb$r!J)r$gW4t8u)s8gxx
zSRt^;tCM|u{(ZfBhhpySD16)@sC=Yp1<P#n{5-Df&HsP&|L=ICc)$MtU-|z(jvqVb
zwo&ZS)icb7NvW>lS?{VR{&qf+arRf?g9DA%<LhmUT;JW<sT}v}-{0R!ktOyU-E!;f
z7FF;0@u)lLhVMhaOM84c6kAkWqTcWe&UN&uPs+;M+}`m{@mcoggQD7DHmlk@IwNfC
zH8nNW)sNpfc|qi&v)^2+)PJw*{`~luv?%{qIKSZE=lu0Qoafg+-FiJPd!zS}HxiFn
zt;^r(Xf;YSSZZ#sJJ&8>ml4J~@$c{N=HCTAzjbl(7G!lWX?a%5_v}_@ky4e%=c<|2
zHnaTa35Gtrx3_xHw!dF4`#%#t(yZHey5`Tv<Eg2sudlBcU$4BXV}<7;j!yoyXXTWl
z=KoxNX0NL5HP@cptE)m6)&2Q-zW(30+xfTu)VO@lxc6IdC)8{6mn!@^JkPdTOG~Tj
z%Zo(2qEAmei(l0|pIh!X-!9iqW7!G!uL2X}>wZ4Hv$Hr!PwexLQ&Y8PD^+z=S{%Fc
z|HEN^dy~Jb+hy!(cEs<mJG)-t-^u$ncV`<~w?zm{{&cXJJ^lQ=zxMw>+dn%uP3*j2
z>Vlo^9qDG@Cp_C6aOUaO?CWmd1Ol~=%<3{cKg;xVjmw^MyGmc5c`9H3=i{}t(cj<S
z7q@lMna#iN@3-5!RVU8PwO;Nw_t!;t`Pe-bg@;-=RaI3%DdoKV|2t{?ng5>Lwh4Dx
zGi!z0vv(pNZ=2c6U$k}Wl}fb}f_e5#gWmMl`~SV(e`I}WY3ZYn*5&UyZYex-EPi$7
z>{-+P(>4_!9L{tm9m@S|dUXHgqb~V!=T4kHZT#Bn`nuSoS90teOC$olFI~QT_WrE3
z4qw{E<7)!9h=26(^*#IfyuCaJi&FfxHxk9q&z(JWDvRs8<mV+F*UsPEl-m7cVg`2-
z&mtjEiYa|_XJ_%}LdlJf;_LsGrtpI<cv%tmY$D&sWry2%v$?*TeBN>C>gw?N-?#5?
zd!g9d+q-`6w^<R^7mpk<II^kolh5bpF_Dp)SrNe^wo5c?cs%x8>6JD=QZ#!$zio?v
zlZTV~r#}LpUx4EDjC^WJN=IhMmtIzGu^F~ce!t&8-z+z(U(S||N5Y`$%M1Pee>SaL
z`#I#Oh)&&?W77E@o-t?cKD#LV`KsSMo0}r@*3^HVeZON{vfcijigPTB-S))3zqj|O
z!MFGK?<cJ|`+Oyzyj@I>`<@*dPG@(kDa}`&HE9L!-QDHla})pk_^9mOmy@-+y`y#0
zCZmnlo&~C06qt4B`AW0z0w1jwxp!U{T>a-DyZnsjE35Y2Yh-5c66|Wb{A))~hs3@6
z|Nnho_Ca!0lFhT9W@mjDFI;#~CgRD)8SY;vTwNVLTYct?%)dV`ICChrSg7wVe{Yr^
zYUtP<x#Q=IqrrRnW?Zu_$@njJv8?RPjYPfk^K5V5sh?Ev^XK#Vt~aySwYCU2bsR4K
z{LJ^``OkK>zdGtK*8hAuUH9Dm4kOSVD6{kTMTUo8e|R{%Z&~KyHs05FcbE6e*{b=?
zx$$V$td@=+HUEC^|9{(tORZW5Ukxdw-`mUo?(T0f1_l)?!{w*fiTcYJzKPzxkBxz$
z)9=j7P1#3<+vS)T8f-5(GcYvhd=X$^P~f&@VPJUaw6NOL)O_{o^*3fmxNlrGQQME7
zk-@>r&~bN6U2OgoyGb_$v(>K!uE~7TeDV8)o}QlbcE5F&u_~VenPe6mTYL1L>Jb&N
z0_DJO6Fz<VbZ)NoWoHJ4j#jbFn|p0t`FGa;uPZA0bZV-0@^xn~Z|~jZ@9%BRzW(UZ
zqvLin<(L>Y%>40v!sc}SvR79!KR<iBwth=NVxZ^Abtl}ry23be_nlk4eqY(oPrWDH
zr|HFR&AXenF(4pdNA2%<->zSIqqu6-FXc-&Zb(?Z@0YdSwr5Yx?QOY+uM}r3D}8y%
zb<5oM`+l!0e}AvEv~**IIH;WwVZ4Z~q|2kOuI_WcS^m8_)26A3C0%#+^72~dJ3CEJ
zKVrjz1q&AZeZJYAg(1QC;(Pv=riJY<Bk%czzAt_E$Nu^G_{xt*#r0!Xb^ZyAiki0b
zb@Kgv%K3Z0maUJgJ=XhM#kO{xg4~@AiP6{B{lC3B{C%gey{vuRqqQIYP2dz(`}*eQ
z>#x^$%h^WlOFw_`|F8A`>wZ2BFME4Szs{=oS-5t%*!IoK`tQmc<=ogX&$jy8%gfKV
zUXK%A?Cb0M_JiD}ijR+eettgt^rCN|%YDw;3n_QX%vksOivUBzUz79aZu8%tGo^Tq
zZ@%w6%~$U43pfqyMf<n>^!cdtcK_XNxl0!%cd!Pk@B33!_N2e+%Zt#!z*6ly&i{TK
zx8D`BD#EP##M#;R?En8<ntlD1>Dt629T(5qs+gBAjL^`DvC6t4u~9)Terwj;pING^
zyX}4?gv`#)>iSnT^Tu0#O&y({H;Tq-XEOc;*45QL>6<lW$`rLK4u%6|i(V?8t#(qf
zjphIOpm`!IYim;C`FYIszk;79e8~IUU-$p_{oQxnzH_|iuRLCJ;f-SSwl@-%MO%J$
zWEh>bee&pN_Os9IJQd%s?f*XE^78ZhKOUQ%yKd!4F54wbmZbdp^72_x_hX~ncl?re
z)%$-w6wh5f>7O|}!-t+fsjH`2)<z5Wd&@`PaVd^Td(dNK_<ir+m*<|vA654M7-ybe
zRrmY${eMsO^}D$~p3+|b@0t02Lw{{k+y8&K?e4FQei(Oge|^`_1vi~RRoG6!o6cuG
zhs>TYf74k@Yt^pu_ZQF2ih5|5_N;PM`TKjdA09Z)x2x5Q-*@NV=bQ3O4BMVW+WAhf
z<I#LnS?5vrZ_&Z#cGLf1B0bOc6>8VSJiD{=^!8h?6wULiT&q{EEPPq@c!r_8{|tkd
zVbQiJkB<0H*N;#BcTm>)lv|I)-E*^|7PgzTuD|{E=H~S6d3U?Iy5xSRRB<re5VBQ~
zdKNcv`EB8(s?TTNsjBXtU0?lq+4J)KzhhHVxBk3+<;t0(-P7-b3r5}OvOOP<&E8wR
z-!$t=d+;)!{a3^IBlp*x&R$=7bIZynVLxoHUR`~C`{re0FBSboAm$(8S{Glgs?MMB
z*}b&X?xLH?T1OrK`F6<{7cKf0uO+cZTgqFZVEJ6rrR@w1I!$s(f~>5q(c7nOtBbiV
zz1)BP&9%3s@9zFCVPCiCe*Nyh*H4~~zVfT|g(3q(_M&zRMq3t!1m7<L>I>Q#7}j*k
zJz@c+WYdeza~eS9f?8FFFsPKd=E7gd1WHV^rff+`^@|VxwjpBwMAoC5+hg|CJl?+l
zZ*ITb-dV9bgS4}KUn(*%bZ7ialYFV%x&K9V$BWGKH?FzxSAM;EU1!rWknttY?)(a<
zs%L*E+PSaYraF3YyG`;7MTP|9+`9Ygz62f({`^M9X6tnu|7E71cT6=>fBC=8*E{d?
z%tx-bD%Xo0Pc14I_lOJ@wq;>Zn7+<b<0W&{6oKRK_%qkHZ@GGH-n#Y;_D>?6_!${)
zU)cKl9&col-PiZpeRJY!Z+|NN>bK_pU8_ZwdY?bM2>r3+>Smd}i=ejiyKzR&Pn<I0
z@3HX1_BQV(*q+&+Ju{*}Uq*aaW$Z77$IYLeg*3hhFl=Cq-TgdvdfJo;%+hDwmEOxQ
zinDk-%RI!>pL5QQrLTK0xl3oq=udW7*v{av=(6+oJx5n2+40KUy7DKX`}d4Yx%uf&
z#UEMT<DFUMFx~Fij7N59oS>LiF<IQQX0EKBVziQceyx3IZ1#uu@ynNdD}LI`7rR@h
z_Q^(Pe$NFLoEa1fUoPA|&oo|A^~s5CV)j*6YVTfs#l3EhpjTAUg9~Y~`4jeWZFGRD
zb$t0s_WZ0!H%`l_OTU)Ct=Zr6E_m<J;-1qX;q@yknJ<MeIeZb~Ee{tr&d9&~i(6!F
zUwkHf>;F9K*nE+<uAZ;o&$5qMyK2HdD_QR|=lm>W!`CR=vM>nLyKzREUe-`N?k)dy
zPR71`^N`}Bp&uq1sh^DB7Ipodcl`Rkpy1-mPe0w>-PN&G__fA0lTVIS91IHAO1^GO
zf65am$E04i_4AgDs*aCY2cz$uz4>gdi|KUtU$;s-0$$9Uu>h??JTgUY&)dk4J2ey!
zPOiRHpEkwzh=|SB@RJqcGp!@m+UV8Fe!TKRk)h#+q1TB|FTJvYe&4T1s#+wcl(BW|
zyF;AEd>@pHyjr;XQn;9ZqZ|`MhoEi6>CHK-0-a8McmMoH{jK8mL*b0wLP>X6>OQJR
z#jgDldTjEdb_RwdNB$S{md@8)`M2pQ`>pzA`*TWX-&fI=>;JU3>3N@KF}wCm=H}(!
zJ>v^)1gkh0798#rdK71MR6{YH|LAjB)9JTwd^cLYzWj5IZAJ7i^#+ZL&I}B)-uxNw
z7Wq%T^5ntI!-ci+Z}-)o_e%AfwEMy03tv}XvS)W`mSbXg;jqj8Nu1G54MkD+r92LM
zORi1*yKmAx`+}0)d-IPc@_!LvaB%0GKEcx~YEzZpv#ncZnJ3)aaW#65R-4M-WJhaI
zXz(rk9rFE=|CBBNvYvAOY`!SX#BQ#+^5nWZ6BoYXzI43VePKHT!@RkHPF(65FaKWs
ztiF_gS>%hXsoMElCfz!}zkYA*{uSmIL2f?p@tN&T_c3YJCx<d$HfK8WXWaYx@|f>~
z@N*Yz>|Q>0<o+VSaA326*NH=gUcVT=Chh!kaLdUbi|##Mn$)uHP2x1!CCMOT{Cz+F
zxXW!Hb}9IZcluKPWwi^Xuixc9F16kL_THH5?~eX@E1+7%!SLW^hTQz>gU7wxx}riA
zYYi@5xO#iv+MmaKA9UMY6><GlQP3^N#89C%>-KBCA08(w!q-}<*Bbb%R6JWS$<pIw
zmHxTyk<PP0A)v16)v-FEXOd;W-WbhV1ApUxzp5VFsTcqH<t6swmF&yMg+?IzIy3b8
zwe4e^gnsUmsd_PQ{gx9JZksb|UOeM{`M6LAly0kLozA^8QMowb#VOa9&6Q=Zeg?0r
zbe`HX<-tkYJ1lWrAT?gI9&t^d;J9%0^d<bu4u_q3`*qEaJ3Bc49MiE~;4R;O8B~^D
zyzoji{GEsD>%AAQYQ1cJ8L{iygZtrYmZ<Igbi8F<sJDFoVvw@_rB|;@tERk5koLd)
z>Zw=wISy4_%Yq8-;~9_CX30&OJ^S|F>hE&4Rcj(PD)E^<-UupgY%)trkFn@_d7Kq}
z+1#mlcX`$Ib7px=`_ra9<Mxv87q;2f9ug9=WXY00e?FhTU;n>$x?Ze^Yp4Is4D~Mp
z3?0&I*Ik?XxiS0Q1W+nu7iK@^`=CE3_|mWLt$r6)PZIVv`R!cy>!td~Yy|;OKi_#_
zz?<%4$xi%?4L>eq<?njNUw&3vYFC}_uY^aMA;GzK6jV)5?k``v?xX8o!<26Vp`m{T
zGjnos48J~q`qcLSpU?AazujEF|DV?4D$v-|k!>$8E%jdB@#OjQ?RDpx+4<XeBsUd4
zKK6ruz3UBmCWeh-yDINawe=C;zQnE^_#tHGq=}DanTOccJN-(?dAaeo^Q+gdv$L|!
zJbm=&QRL>dlbZ5^pg{3y&AZYu^ZL}kbt|Sx_e!xZztj4-clLqzF^k%NEV{?{?Z#*4
zK3VH)+w<?sAFllW_j~#Kd$RL4UG#gQ$RJ?7@b&c`A*1>oGwPS}A5$v%+P6MsVWIF3
z)yZ3aRlR(?adO7F;IpSszrMG(dVSp9TQ+gR|3M|Ro0DmHOmX{;BD)K(vX=56%W4vJ
zpStGzlrxP7KQUioPnN!OoQENS>uQL0G5hW!w~W%#OYF(MvmO=c&rOn9d~?!j_Iz*o
zeqK;AaC#B7^~dpj+T|+8Wp6Fd{{DA&xJL1$JKT1BcMGmPJ+sk)pOK+uU6^KMbC1v>
zjZ5s41+H|b$J{(T<qKnDvh_~RKbse{Gc+7-T^AQ*#J=;BTXvWCuLPlvXCJG>&YJ97
zQC_?29lxi%f77CNhK9+l>taHT*rimDJe_7Yqh;}H-ha%}Q?I0i-_r<uzNBAW@S-!r
zfsI#Qal3JzlwZ8l<`Vnl9WK*_ZC$nqUi5S^o@h7k2&mdk57H0Ul6=35%kI*hxR=eI
zCA;jO#7<AE34Fh5=B(rTwKkkBa!d?-OTy*~s~*wy>Nu`mYw#_hCh+~nxn92*!oU4~
zb=3IM@yQx56d4|vWQDd)n)oR0gQ4n@!>xHS!t!g3)KBiOZe4eGx}DtX#qA6Yi&soP
zr}a|vU2C#sjev61hi&=Z>k5T`EDg5!{e2_I44GF)i&SeHsxMlcm7ZWHQO!L~KEQ}w
zEAl<7cAuAg&s31F6t8eEpYrA3JJ-ji@d3XQ<~XcgU93MZ;||Ndl!fc=O|+BC-sH!B
z^6c5(Pt{*uC^CFla^<u7lr8_>9pc>OKh;j+`32|iHP+K5j%RQk|NQr8?j|SxpTAzO
zU+z2m+wc4T=gBcKY+Mi~7k+8d-ERAZEgrxA`0see7ie^kcb?W{JBigBo%nC=tNlGm
z)w`&u=!GJ~g@;Yg`y^FUPO7}K)tmV2Th%mw<2<JQne*f>EbTvTwdR8JnJ4X+A00e)
z%&p#~BsPChJA=cOCQ<h(A%RY6!A?sqZ)N*`&(tex(&_}C70<f9e2j4UQ|%EMc~e_Z
z(yAoG+SbM9lBSZTrY0!Y2Yq;xsJeCj?iazf3q0j{e6p@uhM!~iiu!+GVs1^~d);sC
z3=O`l=VeU1PF&KIVcj5gR{YDFnW-|1Bduo}m+9PdzQtq9!f-47&K@Pxlbdt2RFBN+
znSDV1-l`?4yNldbOxIr8@2&)D%KCixVz;<OXZ|wwd{23vTY|g7-k$m&kfZZ|Us7!G
z3-PZ}%iCS#t2h{JygposOYPH8y!`b+?#t$b$uAl2?lwIAW6?d)`PQGi`(G+DBuF2e
zT-_tI=}~d)(iRn-*nAVS7`LwMdjVhnXuf>hX<Ws@@LJ<m*wySueb<gWzH~gTwo!O@
zkI<$fHdPhD*1UTK`cmn4SoUr4;J-WBZr+ZC?F<_hcv>E3d3o4Fq4Dw3WBdMw8vm4=
zd_;BI-1RAqg`f<-6_nvS`Kve>xEHnCOgykr7Svu+RXxJivwL3(Z;%l?>v@?;b~7v%
zv@>i_sPg#2<nG-gv?*<x+%D}}gBJp`7VYS^Gwr*Wb9VFJKr@IjE}8`?w-4V=40L+q
zdi~wca((l@i#jsWy9#4}RV1~`F&$`np?Hx)=2p^_36DbD=U#iE@#<(%_%{PpTh)R+
zSJs&~E(hCnBAJyh&&cb<E|ZV^=`Wid-(-LqnLNqS>(6g^`km#XGed-c?ULGm%+iO1
zgRNALaF*;nSf8+W(yjAT&8<qV=3U=#8KOk?-{03gLYowWufOw_=Xs<SQhRW!b&#ho
zpUf?lS)E@#mWV*yZPQhMKWcGH&Y49m78Bm_S9S-V&E8^~@9?X_ip7?tf%T&Etta<)
zAJb5r{mk;4^+izLzWCOws{Z<)hgqSmUq0GcL(JKtkS1S$Q)_Wc&OCok#}~gs%MZGr
znxpb@yVAw)JrHNBObT==TW|0#Ypd#UKXtYTkuMJ3UNlAOc*Zo}t1)>mA6I655nvE=
z;m=H)G9mV~+`XvDLQVDJHhcX~%B(meyJnuXUaf&YG$_>qoobf4x^dnNbKrEGy=7O_
z_ecIc`&F#Dgg<WE1u<r4>a+=Sy?cHxO=*mMzqFH2@m0Hq;xXR`-1dT7U4B)}<A8Xt
zM@VR1WX)~yKqmp-uXhSl-zBIPCw%x~_p-TD4y3|zPrHO_%I`xT=6yTrr=jS2dsUV1
zor|+7Vt(Ba>VEdAVwx{+eE8J0pp4*e@<Ne8=fp`{m+R6ss@y$7K~YaygoI9>yuEkv
zi(9qzH?trO!+^7*FCSNeS|Z#<Z)#GeOj!GKQOl2V-Qp<DolhUUz4!3SDz58)9(q;%
zKX6f~`@icVP|`?0=l)P=QudSyceQow%8zsyZ?EpjxYv;Wb^0;GS&uA1W!F4V6L5n9
z`#JYr*B;!RlRRaDt@hkVr##D|-N&b7Y-@C$J#|Y;_&blSznZ>$+|mh3lyl7FB~?>`
zw*@+#3bWqUa;NBCS%3e9t6JgrGE}$Dum5kwU8l(a4u&i{Bd-(3cDixi+#U8S;Yrbz
zvVL{j1(ny+CCnS+f3`mR=qc~70!j--=W3Q@f8Q&;sYhtj`iNf%ON!5x_1i!0uJV5q
zbSXII=HV;c%a`^qk2JAevS7gicZ-=bXBMuI?B}&**<jm##@&sR^S}1h`h>k-4n{OO
zZ`<txX;s?oQSjcaUTd>`(F?`p{`2Jw5)Sm+|NC*--=0^}=*fXb=8u}vZ(HP;Zp;&Y
zrfkSvaeZm0q+&tA;x7jyT7<XlF4<Ledym<jSd+-r;Y<3TZ?s*qZQHj?OTC|cS`)cB
zY;Bb2??oSHTySQ%z4>p=lJ<9%-NC&=MH!pF9E@mxyM1>l%XzsVBX-Tm=B9N1)3Tj6
zokK#ux-Z$dapTuF@5^?B<^<|`tKTcMSm*_d&l5@MZ#rU~Q+|Az_jJ9vN|WZ#zyFAH
z>(;H0ELBxigW9euz2RrfIe+ZG-ZkfP+w6Tt-&$mDs?{2VB|m<f=ew)y{Qm5jg*|Bx
zcU(C8I_Q|d*?$v0KR>_!%O%iI-?S^%QEebk#y(e$-TOGw__T(i`*v^n9@d+syQAk+
zJ)Dw#FF@5+wIZqfPk#L88=swBTwmVVSzK9JS!3m9vap?DTl(prCo~jS|4*DUA=!E<
z|FKy)JMRiNJ^NT0R+D#!rOtVp+=a(Kul2uG+?;;C?qRF=uRq$audnZiG%OE%dt(kt
zFjsvRx5(&EwUao#>3*5N0<_utt@vrZ#I7>SYx&_@)~>pKME1~!o4-@9cd7G%;&%2~
z_gz)DHy5=TscTjwZU1sGV&>Ux)k;CD&+jgB)5tv8=p6m1xF_x0Cu8UU>y3GHpDEi`
zSnoM*ty!_k=U0NxIltSsg)i-{M%x_U!TD!a<Sc!O*V`9^a>s2@!iltt^%PZ2S^wo=
z#QfZC)r*YtnCh3fK)bzG;+MaJGg9>#_o@%m(r<<=Zkh6ay4{SHg#NdA(hFy4uWRZ*
z5})umdqMIy*S(-JB&GSM2U3r53BOw4jfCB|dtO|+=X>**;jE{ZO{S}h<va2-COCH5
z$s>A;p7K6So?qVPg&z#Ap4w9$Tim{4s=C#mqc0U1bTk$|SGHZSv)e8-X!6qfV)sLy
zFW%<mN9C^FUC?B-e0~1$B-@hh%<(fpxl^dz?$Tey?~_itajvw`sx{zLFWkOc_{A&P
z``=uT`92W$zw+vp)vHvnv5wCd7jVv8vP5<D^FD8RA0@8~Z{KMgEIvMEXY<rEjk2ZR
zOhMUL^-;|dST}N`McX@p&K-AUJ&Jes7H@d|<!kQAi_P2Tf4mAR#xx#2Q(oL6;umn~
z_v+{VUh+PVymq{O7qP4C{{Hl(M(QW`K6t<I_4RpAmx2{<e5QO>x<Fqlf64^z<xBb1
z7OGw=Yp;5_M*DZ|M|1mvoa4dwS>}PglmRM75FJaET`afW8FcRd|4iJX>iW``|1JdY
zVFJ7KRLzpgKkr)QwO?vJl5e}jp3L02>8_yXbx^-o3)1h^7GL})_}`|hi}rHFr{+$I
z)t+bZMc}|Up(MLYHg?~e`lt4YY+dE_E8&fz;x_ABBD<<iPBr)PeEZyfgQLmh7yloG
zTUx`D=j-$CupX%SwfjuZG_Ku$m(l)?zw-KWY4gT-)8NlP7XJwbCyS3iJ*EhRACyon
zUQo3&=vTs<Bad#&_NUeazW*4cTHByqJ)`QQk4b$C$iHiB<TD}N(N+2$@;zrGDt9Ya
zEtEDrRvBD8>Cf))7q|9)o9_ckLDS~;n@qnw)jVp-gcs+JJAcvHefQ&%lCRtHvmtF@
zlcQJ98H1ww#H`N~f85X9(Za(OyH};wU|Y)Bw|&dSbnF$pc2D{mx8c!=#q*p&CW_7J
z-%@pSs&&vGdDD`uUcVCFoNBr)d){O9dh>lHnSSx{Cz)dRUjD@i_SDv&9)I><(NHXA
zZwK{UdwL^tcQ1B+v9NmIC8fs_XBT~3cuQKh&I@Gjv|0UIc3Fj=<5=8sC1#?XMD^w?
zW$wp=&d)D7E4?aZ35)-`&OMwqph%2Nx4ZNzE7nqe$1^_8*!^0y2HVo-zU_;+a3}8k
zC(w|C`MImiyM8Kw)uz~80{1+{|94a$%NKE-qO<9)pf#v$*&gQUTlBP_^QwfqB{&4Q
zJ_o*d#vA_aw;SiqK;^&8g&f*B<wqK;c3ztLxpC4o8H+t%SFbq>FGs%o)F}D9OS^i8
zg4mLJsdI|8yOr}w=D&*kEPB6~{lKgz=iC=co35*Lj{V%e-EO<Qp(}r(h-$TjElY!`
z=bV10>+5H#x~yJ1^`E5$ukDdQ7fw(kQ!Vmy;EHEm+3y6x&#_0zs=6>$bu8W?_l|#J
zecg$lpP&E!_V)I2|M`l}Z7fWU$L;2WO6@5>H9~^do{@cXN^;@V>)!ua=5)$EatOO2
ze`%@r^w-zdcem<BZ>#z7u)V+5&X#4v-XG`P7iM4ex>mjJ&crDKoi7ymRBG!_^xOa2
zk$jx5c;~KNzt(QQ*YzheIeD?Y(yn#p7o8c{J3iNl?21~N!dvvT_mYU~uU*!XwnrM*
z6#t)4|L^ns#csV?8X6rn2KM&*gI$7xf@Zx?Y+yc8Y{wP5cS%Z@kkPKc`ReX67o24@
z{@E^Bv*yjz4jx&nEt-46pG@|*leDY(;cx#}<Y&sac7}5z+ka}5JY6)&^1{^r3!fEv
z$7f$~mN~)o+Zi<Fd$5_kU)DNo%fyU%_Ikfpd^ykS;Ir4XGJSogHQPCj?w7k)TovyT
z3Nmmju3WO-DDP<Y?!!TD=Wfcsp7rrYkEHRlZvA~fzFv=CT=Vb4&EHGw^B9u6eB74Z
z*xOpQGw5W+_0SI!pMCR+kDu{q!`(#FB)|U5;}tpUVs~F#8N6K1w(1LK`jHO7{=drd
zXYT3$o7QzJ=iNc(1odb8JAC&Z-hb?o{kP7Usls;JvkYpF9(m(@DO_^$qpf!nHJ`an
zzvnzp>F{A&mkIwQnO+o}ogBENueQ5$X7wS}6jjwDR$%*{h4~$kGctP1z%IbJTj+nL
z`Ty=8Z~d+R<uHDIBnj%DK8!dkJz?Lb46)a5`M8bDf3b7kaJH~#*|1k)uKI#F9doY}
ziwdU*WIy^N!0vVAuVRco^Nl#2b+ZHX=LB8)y_@@Z_PzyQL|ta@h&$G}reN=x$!)(u
zHMgAIy944O=jR7pa^d{x@_pr{>wNu}9^RIn_EbOm?Dw}!8`kvA?Z0yBu~*cl>W?m7
z9Y-%Z%VZ$cr*Z7(+z%EX?-AORGU*+^XT1KFez`{upxl2Y@N?jXM;()9z0sTH!|BQK
zMS#6)Q+v(lv*xzd-@g3*yYZdG#TGfH8*%Mt+z)PUpL(V4-6H?54QjQ$0=!in%&wQ6
zSFKuA_4U=)JH_WOIx`$OzWKcSL1Xq_p-m-Sau=4a=Ue2$U$`Kn>cp3qm$kLEcbB|$
z;%5|)KW`z=dYWHjrRTiVU`@r&R=GzGY5akqSLG)jJ9g~a=KZBr9EwN2&D`~2i9)rA
z%Du$h)&`Q<=S*9z-JnBD%Sx*_emgVVu6|W7&hGy<^qER!Sj{^2eD8Q}8_jR+76D4{
z_(6@H?<JoDKRl6J+_L76Q@ExgCn(!pjNk6f&nRH-Zz#{|_l9fw1j$`h?!SI~EP0{G
z=fcmJ;OK89&)PR#tN2${*x4m5DkfDO%!TsC3}RngJ_kOy!MC_&&A&-PlU_iT%bty|
zHBCH~bTCHj$m9NB%8iRv-8dtSz4`A>wX3sHuIgY0^@1+6=wIXLuZ?<e!Yt5fPj-5+
z)0;+U9EkYxb3*%vwk7_*8ZIhAO?K>mtJv5)yGLk~p6_)H#cz)Mg$kgCcGmv(AN)B6
zUMGH)cy*k;;4ISts&H<-RQ!k3^;5SJvpv!Xs-s^7+8)`Tzc$dxEG^I}2NVL}m`~&X
z_&zpy$^_rfC2JjjaR_pM5nu<klNN}9x-oxKSN8~Qs<cx*at!90iMB^H6nBSr2tB$z
zY4PhR0@jP$Ed)RXxaoI+#Vv25(xyyUTRBDGHcWV?t;-aF_{@ocPTNESoaQt@y=#(q
zO6c+LRHL9Cp`c9;B0?{noj}D7*blSzKR>s<R#5ebCDc;QQ+pKuf3MxW^6!yN+SN0@
z1S;A=WEAGEGjCZJ_VfFi5`8KCuH*l|PWZ4%p|+)i9}?gv7OgJ7@>#tm`g82(cIjGW
z)03NPW=*pE@W0BVs{UKM1s5c69{GG`Yf}GS(H(sDa)9f{59_?S=iOTU`^vNDChz$t
z+C?1^hN^S8F73S4{13ZX)wH^0XFQF*6+P+sFjXf&f6g`M@@V_}d*a$`75$vSG1PG5
z;@01<o_fV+PF$VPQ@N~t_Xpwno38?VOMizS-1510_Xb0VBTFo77qFj~`<8dA?5wF?
zUErljwyV?F`tq*FywiwplzZd@iINu@vrY?JY&*R9m%P`k!n&14<r~T`+XQ;J=vH2u
zzNp;->c)Akg^%3NivGW6`tIob8SZg0KjnXw=>@Jn_wv@?<#mx&9mW@(=Pb^M4qe}A
z-STkrckud#Dh`FYa=TW?>3pB6Q}VQj<9ff!_e+}pn5CV}^Gi;=^?#{&&V|2F0lFHZ
zibJ9MU2yaA@0Hh=&o2KNa4C3Cb~?NNn`?U-`)ZZJHh>c2gN<8${W`Ev_n7Z7xqBIZ
zYwusP+4`wv-M!9>)|Z^YRo@o@hTKbA+b&G){&)BEU2gljij!{_75=l;b`D=%vRCoi
zdq4g{HAo=2T)KMuVDa&q=%SdLhYx*^djCA~W95SnVQcr<%{#mR?t7NAkGbdEcpCY6
z>Lfdbn)P2D@A1w&_=$O!y-KRh7lHIe;Ivwx^LWy2Y14myU*B<^EFV`i+xpV>#Q}Ru
z!uan_Hd3j-`O0j6ez=X^-^Z{dY0<mxZt!ZY8f&rLpWN(iJ|>@3`M>Ycg|FGNMJIFH
z6YPrAw(SPx@AeDKQ6J7YzCWg;`g-pN)$M<6v(s4nrf21?|FUuGv6?47Ipv_t^=+Bv
zx&sq)=S?-9awX;QiPL))-aGrb`FY=~gSRgozsC1WIX!8&wSX<l2Km^0j@aFA^rN5Z
z$^8Ft;&jvg-{rc&tMy+*ozdU<R^W{Lxg%xe3RN5l(z~kMZR;;>*S&9AU-4toZI$z%
zG8>&|Z@CrqGPybku5Q8$lYE7WRcE5-tV-FFeWkyreDCW^P0PQ%vJ3rnW1iIKiN+i6
z%67;xsc5YImiFL*+xbl^y|N}1K5{?DzHbuitJdI+yRTQ-7|L4;-@e=ULeYWg;#Rh=
zMN8LjIT8Bd;$dNXF7+R$!`jz{Mn9i)o9|%F6OFU+jQ5*BV<iIFUjz>P`to3H!coEZ
z&vLHcQFQz3;r(sREJ=%~MLX|YIxeRCMc{zq3&n=i%)I;uH~7xK(x1BJpWELV);D$+
z=6!gh2%2_@UUSizp?yI+!?dJ3*?XUL)xVGW{-~4x{nmNrx3(8|MujfSE_%0BkJXl?
zfTM~dfwk(zysC|Nw%0DyE>GD}r?PXp-$(ff`CXNF)70x+I^~!wSZrA)czj=Z@bd3H
zuZ^diX?$3{c6r71bA0n|tgZZW>A0FW#3X_GsM^{G7sSqkrX%eipYZ->aQ|A&)=xXu
zMg59<{n3S=QKm_b=}3Fw`mfsJe|LxP5bvw4IQjNa;iK&fS5H6Ezl8sM)(gc3=L^ma
zGcH}d{c7jqeY!i>y-9pnz4rU(H9u?$D!Rks^=os&-1r$~lxE2VMMd4(Tm5}q>~1k}
z@#72AY|Oq0M9hEok=^gjr!_ylJmnLv^q+CO_f_)Xr@y=GRcdoM8|9cRjwDxiEX$1D
zRkE}G|G)D4wbyr-zu&cM7vFo)sZ*!E-}BjTecWERe!06BE_}H0{IYX`?=jWw=Iefc
zUtca>yXp+*{cPLvCHcRVzCMz)eX_ti&zi-SrJ&>Zw+WLbP0GByZ02chF&zyJjTa5i
zKE8i>YwPOB{AcIp&YnB>FW4~6U1jlWSABRJ^XSz74-Y%#z14nxU&|Z2|J50&NgSKo
zSFC!~?~$CG{CUZK*y5Yn=K22~b?aO0Y5()(vj4O7lhys>c9mqd@3&J_d1zGn(9`jo
z28Uvy*L1yDD_0eJ`~5%NTU%Qv+NK=qk=!V8pjX=b-=F99`#+u1UL@#hrzaJd;&`ca
zZ|7gd30}c5jmoN^Jhlaq$3)$~KG1!cyjl2LI|JXx8-Ep5RaGx9_cxzz{bYv^d{q5&
zzgf-=gM<SOC)B&$L?R~y1qHoO?67})q(A%WzfD))9pdEg-y>4<L_2m>*!=6JdOLeL
zt2iDA1kPJt_5Iylc7C}pFE2m;^z`)k8_rQr+U4skDn2aO`R8u={k<O!aZj{Qt>;j=
zbk+LR&)|Kztn23RADVtgt#X<#ugsk#SMN=+GrPUGoq<pAY3Xj;>ThqZt&I*03_Ly!
zvXJxX^!R;6PrD-S?J9l!;o)KV-|jCIJ2cOV^UTxwEVf)r^1ako<;SrbWo)*F+vwHi
zoO9%7lsUxp-Ozab?YEbgpFc5C*?HlG<oW*mjyf4zw>CD<wmH2_Yvn`lyyyJibF~A`
z&%bol`qJ@dGRVW63`d$ot4>UAlWXc*l+By<wKD!?Q29Z3e*Zrja~|kN%kBz0tGb;*
zfc=Yr#RR!MqH8Q(-JSDxmid(x@|h>+O*Lk6_cA%ETARc0K;w&mMf<aFY<+LPtoaw@
z`9A+j|C;Z6q@S~$m$}3|>&r&Q2IGs)3HirVw_jiX>-*YL{h29pm4#1xzrBrF6c+kI
z>U$JB!^szl8&qve{P$KI+g>{nnytI-zP^u_-&HtQ*q-5l)eFT9!guAlroI2Z?tFj|
zyX048+oQY7${rliJNtODof(5e_7{O04Po)}7JH6vepIZwb$;O!)#@4f+3TVzW5V;j
z<)s-G$bJz}(Et^`d!O9jduVULox|RF;(em~d1H5K)Tz`~Ff?RbaGnrR@^xEO<(=)O
z*QeU*)U5wnH&1jvJ750ASFe}$^D=x`@<P#rW7ctbn~k@3mu;IgFX>AEnMR~c%h0gg
zjlVHfa{8Tnd*0b^xVN{Y%SgRu{ntAa_r2x5+WoYu!#j`h0N)G64N|eY*N4sh49{HM
z>c7C5>y+wth6Lj;0ue287n;-gE6vY^KI7xNpS^c~`q$}=$<`**-GAL+U@&yzZ;Y9B
zTGk@!QKV_Gr?*+(o-?wK?#_{2W1*DQ`DG&`LsG9?(+^|6KPy&#o4&S8+^?cy{nsYL
zeV3HJ7A;*@cv6?ag2R@jaB=&)RpNd>y~K7D*>S`d&3+PTW?E3NIIKDtWJ}NmXMyZl
z`Vux<ukY6LJt>m`u3wI>JQ$oh%Uq#0hk;?|3&jq>wd>3ZGA5`0G*LCJIr;X_!+p6w
zU;Ug6YJ1;cU=VZUcVxe`m2K;<ruyqf-<$T^?|HJVV9)-X&=<E--)-e%$mo@8N?*>N
z&wgI^Yu>!~v&>Cu9=UHyf7)|kqL6Q)r@S=7fm1IOE3#(YmbQp{6>01ZPiC8&()nI7
z`hr}_*(lefo)lA5{dZP<{Ko2&OWLR3dDi>wZNwT_GP9Aa;#j0;)mHU#O}_g=?fff;
zh3&i4et%!jeRs#Xz1J8S{Cnk^%3k~n*zl*J+<Dm~(-SM?UozWd@8g<tV`*j0rQ>W2
z8yKrNqAtIhdf?&Od7|^RS3ay>o6i3^_hjgK+3QztgH;Guaro@IC$KB(>HW=@_Ga8U
ztgO#%|LuL8+^(XD)oYm<l3L^*73`{VUu*O5_N?cp>g;Py=GveC^s>=8ddn`Wm&wcw
zH{@)O%mmfxMg8S(b5w1Qu8^O}y!Z9x=H=gCg6ebzhI5Ymg?x`E-JT6<weFbi7x=8@
z{nmNLhr%}n?2TC0{?1EYj^RM#3&m~Av%g<GJ$2t)@0g#-a`S#{tXNe4{#L+QQN5k4
z3@2RqH)=y0sk4@!k<Gc%zvbV&tN%G<ZZF(v1M*8lr(BXTD2eU5yE$u_h8(2g){GVr
z3iMvm&&$vt_CnDtVa|`h;-mY^dv|}B-2OdEU*fU0ZjgTXt6Q}%4>L172z;T~>CJyP
zRDaI5sX7IaR_OUl=l`&qwPodd$V)RYTwKtuB6D{+oB!Ld>%4=F*rmQID<6%XBW1JG
z{WBZb8g(arPm!qD*asKV&VS1E%Cdia;xt+stFZbapnZ93TfkS=|LaoUvC7-;c~W+<
z;{Uv<3s;Bk0>>_Azg&`I)rYbVcLLu(lexZU;lt{+>eXTAIAm@v)9eCem<x?B6t69;
ztZ96_be`$vDPI`f{+^I}a(9BLO>qE!1}H=vbS^kQG1A+)xA5%#^*8pWd^+r%_u1`d
znaHZ?=U&~i1^HNE*$c&>jy}a%Z7-x3mD<>RT%56~{{OBEy;7j0Ucgu7Ve=B2#HPWM
z7`Q<xHy`8(f%-2KEG~$s7NpEhe=6>kwW;t)>b-#b)8;(bnOyZ@8%T+Qpsk8q$zH{h
zt*7><FRi|~quo7Dtme)AtvVsKj@NfQ5o2Irwq26^@|En@Kb-fk)m;Dc@S%6!WSi5=
zS^09Wy~+X=WDKh-UxAjX%$`60{zg{iQxO~5GwwNjcp{hoQASl6Gs$gOv;2i(eEr|A
zTQV<$mZVzmX_uIO=i0pw@;6>Y{+el|e$wKja(c`9l*X!uTR?NF6$}g!_k+Jo0PS{(
z+@zweetf2_%k_7wr)$?PbzRqF$nXCr;!kJ&`&rQB_@Hx!txITVy^EBzw0tz%r^B7K
zFBMt@oI1{4Ug|yFPq0%*A~iL2y-UiA3k#n;7OM8J`QDzP=MQdG)@x+`?cFP1%wBDN
zmV2J<8upTxvO)|EF4H@HJ15<B?h&@nTKD7ox<dVbPaf{Q_WAe^ukI_Sr|v3?|E0#v
zaKLQduPVvkUj=MS!uLkJ(~f*`N>Xs0yyv^6!GGAzTC(yB9<ehpY;@qiSey0Xi{1NQ
zC91^>0_}~0_8cv4QvaTDui?vDW`>5nmf!5sU@gi_a3b~o_IuyjpRaxjg9<`7Mur25
zGFP2T)+&}fT~z<Q==-65`M9Fp8FT8-pSo~WEB1NZYX*iRvxTcV*4^WqXZ`H<q{pY^
z#P(gU+LZoOyixh~mMYg@&-ob|Cg0rAo*@_i;E3M&S?iG!sgC`E-_Dop%NQ66PM6sp
z+41C?TW|e;tMZFaz$M|Qw;Cb(bFVsoUs8XIfk9!CZB@s*yTZQCUwFgsy=Ygj)0z3^
zez?r8!d~w@MurV*T;3=i<SjmP@HL}u#j^$F$<ro%ofl|->38+DGh8zIS8eQG%Ih#N
zRDjeqhF)fN-&PrRE+A-fud@E<wkq@IEazpfHg8{AKaYVyp^EdC^P%Z`zkGflCAMnc
zg6x<gZUzS@uLp8Q%h!ML=VxHB>27(Wn4RA8zQM}p*K&3ShIy@}RVTJ)U!Pa~ZfC|k
z$q3WfU(eY<3*lU=PBgRgv++n=SQ)%LW8R&by*vyI9vNaU6^+x+-Pv89KgD)Q^8S2r
z28I(!t#U;#E-cgxUe?ii&34JgjThwwW3PkOoH5*RMP6<Z6m-e_e$C}H{*&j=zZaP}
zWeR8(onf0|ZT*R7XJ><wyxqf&Wr}sC)}4~y+8G!Uk}p+zq*&OqFff4TW*HbFb*?%u
z0xhy&s9w;{z`zg*TD|KaR>i@<FhNzY`oxEuzpH)kD2j;XO!>#i#L%#OT8C}RUquFn
z8_b{$1}8v^au_y&RudubJ0M!vTj|?`W5?K&ZZI$?T<o-rEn5r9HXNX>c%%^4OSWv;
zQvLm1?CvsMJ-xn~J<FCY%fG+x?yl0=cD29G+yB?et}r~i_}bnD3m&Ym|C>F(AnMNv
zv!Bmq=U07u^YZ&|W%-grZuwP5c3CGb?k;^J=$Dq3_T;hOjd%S~<+t;{-?<a>vEFjy
zBkiy?9W{42rT+%L&imb)r>3m@c=LI??iv*d9zGe1554C1etbC0zyI$wt@{>>Goz;K
z#lE}0|Nq_c`(NMP-Mwzzx}WZk>aR@KixuL&yv#Rxd*0kVhR3wtuKE4q;$r={JsO2M
z8~s8<L)XXc1*ILa;*D?3t1d6Te)pR+Xv-lp8_$oA$K~sPy<D#7+$LjDu;8crw)^ki
zuGzhJd$p^ptCv^T3d#HR|M&j5KX;MFS^G_Y-SX4#zTJEA?3C%#%irDE>B=u@nsw#f
z-Q7nIHL-GU+O$c9cWtVdm)DVar{YK+pDixMmI54m{{4FWtSB}0>4SsKPkZ#IRbJWE
z{pYEEy`*tk&y2NcXJ>sq%x~`@mB6F?k5$EN^^bhxBE2$5*qK`<EWUp2+N{rg9TCSv
zSBK3!4GzHXYV0}XfqQ2iivD>uJf64J=~=VijTgTC5g>_@kMCbUdGchccDUO&fsdJg
z9`e^4e6L-(>eu%De|_&U{MYRk*Pmx!zi;QB%FoaA_x(5&BNiKI;#qw2@yC+a*L=_Y
zNSf)s_V@Ptb=FBoI5u8Os`i~_vht_pH}CG9H#nvDTIycAYbhOj<ZW4Zy+&vJ+51*m
zySGP_x95D{vuDrq`So!=p8Nm(TK%)5*sSVxY55^HdF!&A%F3VHa&IeDcdUE8e$S__
zojTY4?tDIPvdOM#nmRf?bGp;d%t+LW-%+6WDgUK({vO5jnvG``U$Zs3zAm=<_1f)^
ztk?ZmdNk%uOYglo*M2+CN`BuP7agsAZSRsLOMVJI&-s4swVY&i{&#kMIUY%)l*h+<
zpXJZpd~tTv+Uk^?ofnUmOapCNiTWbods(Ua#Q)#*|NYPXh;sd-Zdv=Qq<H7i!kO!0
zch5Rqb~pR`ic)^I=ICuXhSS%_?VUAcib{ITM*r83jkeu?aW-?~JHDGQo}Zsz|8nW{
zGt5WM7M>`}FTR_*|L$v)rHr6hdI3)6UlI?ueSLFtv;Ta%^?SeF>ek;kW7e!JyF9t+
zKc7yIpQTe4bId0E^Sisd7a4XX#_y}y`O`hg^+^5Bq=%o++sE%JSqVzb{ZZu~Pt5=K
zMScGH@2}VI_nU2&`|;7yqT`agx7<@t_}zPNj@avWExmgG&R^bH{QT3WPuJ`>{Vl7%
zvg>x;Zh7mnHTn1V*|&ZE_xrv3HG|vvU)<O3ersM;4B9j)X<3w#nYl6|VoS!w>G5@%
znK8L8JzjrWAsy0*Ki+l-Dz93-`sksrudllXf~E@8{pM(FTl^;Rm`Z=t_uAjzX7>Bf
zwYs|Q^*s?oaqFzbvorU;+jjp2%Cds;b7lGIpg{Wk>C>+A_xDzZumAJsk6QcR<NsEa
zZvX3Me)*2`GXME?FD@)x_MvXW_j}d;HEM_3`SUX}CfGWFb|8UPo8sHdg(%iKoIn3(
zv`T%j0M|xy(3WlRMsq_`bJSz2Oh`PY!~}G_3+C?c+Sv7}mU(xp|91VBQ7HfNmyw4l
zC8vM>WRnSdrYEx>T**@Q&t71itJk7)d((IAT7A4v{hNew>9xDF7in}UX?p#(eR}eL
zHTS3a_5a`1T@$*uukQD!{`e2mg`6t9SGH}h|Mfop-|PL=zvG*pf1jas-}?U~@ki4C
zKF|OE&G-LD|NkGJme)()`}gqw1V10;Jzrgn>i<8rKUx3pW4C~>;hFDuR{zo5cYLOI
zmG|ep$IQHTN1xfc^v=z&s`;Oe@cdo7<-3K~wECqpepkQW*)aLLz%l7vU%u(Fv@Vvm
znDh7Ha{c|km1k6+54Mu}blbmP|L+2iFZFf5zCHck)c*g&x6A+k2pz8WOAO0&{r9On
z|I>7%AJf0twamY9>!0)1@JH1G70)W-R{rs>U!S|g@>BVROXjD3dnnDc`X=x6O#V}~
zre?6!H>awrM@+no@-`p+^LfgzZt+v{b(#8crW2=Js+hlY`=!U{gSF~w4!+5rx&P6(
ztxMvze)LlKy1w_e#pyYk|7!N1?ykH3&5J+o-@{b>xV?e@UKKC%s=Ru{+qJ^+rK-Q_
zC;s}+lV>(w@vic>-Fq~$*~4F_E28z!yw7Le>aq$3tlk{+ETKm($?UPJeRY22we7xI
zN3HHB%ck)KO}{CB`*w9+@Y{o}GR*?T73(d}S>AK$PPlVq-O`VGvJ>X%z4_Rp8rA=Y
zalY`g%?EyT=1!_tpD`<F*}~6zk4PQ*@*@0`La?0LX?x#ulfFo4l-RaZEIj1C_4<1~
zn|*)!^>5A4SZ1T)thzqyc#?S8^Fv9mk^-7n=+B;KsBxZs>PppbVk@>h`M}^<#8_Do
zb4<_m(7KI^kNDZR!dIR#lvxqm;aqj$@8-x`^Bm`&osn$xfT5dbZ@|>jlrlbM4i28R
z*-Y}BZjq5jHx3C+_GysIc@bsKB%Q}w(ry;EDCn)(Glt@qzn(B{<z8!E^6)^vt%Y)|
zN>fRa*4=5d8+;unzU)ZI33Cts5|udf9#eQ%VA_E<0%udyKk43Pt$VuQ`$WeB_S{?F
zYPm&L-hJPp8TqZF+Gg_qb9t_^|9=Ut-}EA;pE)NnVDplG)AfZG3ra5V9yyfyC$~XP
zyv|>U%V4J4<Snz)rCs7vuI4Kr(fG$3VtixCje?1OM_pRK-B{qp9XazsYQn37FQzQX
z?d(daEo#0LCL=$;R^Z<UlLG=@BTc4lc`wHj?sa9u<;LTz-91qe@1wn$mThu;{Hj5~
z=g*HfkGo&5SAN)1A@$p5(}HN%UrfaX8LF+<%vE)`<ZRcx?Ugam?l|2PXU%%&^oflE
zy{bzBdES~G$&y}Nn))!)|NU{{IH4`>?j>6i+RT?{{lD`@R$xi@nct~<#q*Mcx@8PL
zS}rk~xz>E*=Fn%lRwpZW-xQdjGK<|X`1dRhxpQw$?x|J^7MAVYC(q1%;LsLv=_q9*
zLnY~2fwivBJU_0#{=Mzs_q8$^9~Y~LTlL8*Xr(PV_=4qUx}TTA)@jDN6VE)n#Cgq5
zT6dyGQ-`K>WaRUzg+HR!Br*TYdAZfC!>UKjJtyDqG(%U)BEIlrUXK!_bt|jVGP-+`
zS|mHY*?iqvWcDr>^Im=JY1E{32PN|a=1jesy2^K{t@d<{Ieu}Q1Z<AQJ$Po3$nbWn
zPxgf+jJd~`to|#;{$ZYq+^IOZIfk}fE31B|+)_1_kJa$Ht{pp-XWPqn7BZiAu-7ix
zzx~FUzbi}@xt<N`UQ!!i>ig)j6z_kNX_LIK879eU|0)l>ojRAXKk3fbTcvGWQoY=c
znjx+Wrx;d-WcEzlGPT#f<9yuOlfJ44-@f8b-G5owDu*kXrNP|LWs018-i^zR&59ZQ
zyS6c&y(^+}WbZWne;H0GUrKp}O-_Hg8mO~P$tCdK))hA&wAy(V*{V!De(g}?MyY=8
zy*KQ4?BHw3)o44V>foL`^~MSdCENE04K+IK4bqjT$9{Edvve!fIZ&mS@x0+w-89pG
zFCz=37y3NVe6HGiH}GSx6X(M(@_!Edl>A_P5^~@I@0(|4Zbys)D`OXMIi&GgSbT7P
zsx;3h)Z#hEWTk``b0#pk1?J3PZCJbL?(B_hdl$@IHKWTjk|T7Fu~)#MRrACyp1OYY
z@g~KIH)keTRhypYyR&%W3)@7F&>Y88+pqUzIyhFaOTSCH<jx&F<H^C(TWt!CM9uTn
zOyCpYeXo4QHjLZ!vEYqPg}E;-bv~-m-Kgo96Cm2R`uk}X9?M1f29;@ZlQoQfDrufr
z^1$olJ<C5v%MZBjaP&=FV>#VZ>rvhFdwVW2N4ehqv{{p9X0h^Db#ay*E{xpbGeZ<L
zR!A&avCQgZ!81Y8sqey{Iy)ssPV6bmR{gfFZEug=*G$IQMM{@g!rRgcGt1<IV@yPj
zN6ntLscOdRA_Kc4iXNfi@6F%FI6W5$h*V<m+IDER#KwrF+v0D3`gTNihs4g~ZcgWx
zZF~N)#rsXBpp)y1-eoU#c`q>Mz8J_J`eebXz*N4=?Vn48rI&L()vPZ0xX^@W|I_CW
zE+6%4o_|Tq#XaZ|2lp2%+0P<#|LnRTWp(k3>CDze0!xZJtS_9-Kdg74E@lUJ(UO%+
zmrD<QdmibY-Jsg~%*BUeajeztz`qxsTwo7WWYVsF(D73*c2cW{i_v6B74~a2(~Q{9
zPc^p)ab=ltqT`<#GyCoxwgx{=JxbZUdS26ty?(t{uL-ZHDSTop^CPD^cokzvc>YG4
zx(U|}jvbPaN>jSbq*$YTMj*ZFk7JGBw&w-cd!POcuwfUi?shnz(s(C)3A4aU7R}2}
zl6IUt6Lhwm+_U`faYy}a{A(V^{1QHsc&O&i*^4iW7Cg^Ae6N-H>Q5D()Wmy}g3q<}
z_#ZkXKG}_9)pS>t<EEJhm(9qU#>bO7S(Cq8O<PWLx^&93Q!Ec3<W1!6xVG}fh6}Ac
z9iJz(F;Bg#<Z|MGMdI|Hi8~@ry;D?FOw8YPX^*&<QLKi`O!IX1_LJwdYt(Jj9ts}W
zqIiWd>S+6uDzm7$CpEkcLU+daY_y7<E^~0Q&BBWxrqn-O<*#lmSnN_bOUtmZ{LJ+y
zQQ6HZm)Sbow-tVzzvVWo-{~(FqG5|_V(+?NpYhslZT+&l(tICYn>sw}x-RgpaINUV
z%cuPx-J5E2X4BL~`=)2?{gSZzMB;24<Gbv2D{`e|w4c{-NVutK_#Vl0d$3^pt!kSu
zruQDoN=>~I|1ME*+K!$@+(v1Wy%wklP3fy}de(PJv88)wlJPa)@@Ah9J>Pp7ErG^u
zk8^e{Fj!@}!Hu~(>-H2@wrmIPTA4L6!g765H*&N1IHGS&6X3h!=XWKj!stP0i0=BI
zst+%;#tPRjwt6#TzSEVx{P9bQdb0{z79Y?1yzjz7O*^mr;4f;Ag;y)T4^Ls;^s;i+
zZK=?f?-xxnAMzg!ez!5IMb~c5i3Lio7ut?K(k(swpv1J8Jyq(`ypWV5Me9#K`qR>5
zb3kfi^`d(V&b-Q7!S-mn`HK&WJ^A~UA6kYS)cWKs=3sEQJ2F(cI3Q#KYm>pJ3%*ky
z+UyR!A8h;i;f4hwVs(};k0|@{&G|A%a*oKwpO#)*H19h(KhV)=(~3E_<ANSXei+Zg
zIVA^=wtda4m@VkIa{*)LtEq~Dyb@h$odP)ltA5UK{be0>J!CPDm&B!t#4xY<Qw=@0
zEN7YhGfwZ~i-MV7%>?D;j)!>!@#=Q)&UV{xWW?3gu}g=2qosgQ?|ad}uU}W}2#B~m
zqpDlXeC|d0_r2NY*J>A7oSrnZJ=~68Dth;(U6<<8<$i2=IMdWFS0iIh?Ba=k?Naj3
z-OGCBpqIPjqWWIJ9lh&*vFv?W;B#@3&Ms?X8KdQ=ZKrR)mtv^1N$scWL+Ohln_1^)
z2cEc*G=Eu=wUX$RFb#XxC4Bp5u<7k9h}3-LrtWc}>A;ywcVeARx|tkzZT7is)~|EG
zS@+G-HwPB$?eB4y)Jj_syoIy5VvC9^^QBeRa#yb`e6aMX#iKs=-FC5EKZGieE^f4L
zy>oSI#mz{C!@A#hKi1@bKY_jGfWw=LDY4NLCwCbtvu=?K;G7oZSh|;aqS36+Q)FK>
ztz^D`@I~wU34vb}UbxNY*Ebg0`>CLY%dPnK@A!W&zwtTSJ@&o1SWm+Chpr9#d_ASV
z!KM8EtQQ61&%A8<dFN>G#*VC$>$6X7d2?MQ;p$&Y|2vIwb<+Eq1KWSgZrA%(zoRyF
zZhr2&7a`L#JEau1Wv@Paa1pcd%-_`pv1e!BC=v8t^*(a3+RQ&S4F|&0rUwbEkoxjL
z;QQ%m+7$<zJ&k;`I+`_}wd^h^OtlKSu5RA3?9uUb`4-h9D?{g>lljun=DLn^h7OCY
z^lGMKa~7@9KXf2xuU05$P?kXa!iGIo0*r#D+t^rEuT7Q{ewAah&T?_Sbj@34s~<UM
zJ%6t(?|PN<Xk)N!_0{Wk3aWP()?Bw!a9`5>;E$h@Tkq#X?=9sn<TIP8@F=I<x%s8#
zwCVL{zqYzY9Y4OD@tVZKlDzIOOu5}(5+qmJluj0SvG>TiW$#<p`o>2tRjoLr^5IR#
z{VSLEK92r%oL#=9dew>Ff_yPjENd1fZf=`p^fI1{qgTt<G_|9kCr?CqHJ8d_v5j9u
zpRAc+6p$*}^PNMD#nWA`&2#beRTe*Z<~Ou1HL0HBKVQ#w<GXmTq9;%8*$b7PwYZSo
z*&L`j(MLST#Qtbazs#Fiw{|_5d8?|t^i{^otLvxP+3^;bFm~skX`KEo|3}8HR$X6f
zT}$8JIqw=WB33iyu1j;-C%9bKQeoHatG~_okEcvXyuJCp+W%9Qk{c#3Imorh*g|FM
z$H#_0t=KnMZ3*_?(k57K<r#kR^BSGf73G2IRWtr8XH4Ddd0qV7%N5ygKioEF**E!{
z;Oqx;L%iA^#^r^*zLn(k@#5s^p&LbKKdUL)q*WICdQI}~NRF6>V<(+VOE*ghguK~#
z%J||Pok*V56ZLM0Zke#CB!_`vim2(jHTx}2pA0B9TQ}p;gXxPOJls32d8fgaq%Q4$
z?{0k)_F=pHGg4sM9@F#D(bwi}W1c(z!7<lAEdnp3Z03EK_)z)f4wG1)J<me|<!<D9
z-}o81C`mH$_2tV(E3f~%{9EUvaLLESZSfzYYxwM9r_5OS?n<re!=oJM+*>C){HwIO
z>3jF}eY>o!UK{HK%N9((+crPt`Nu|0-npVBHB;Jr-t|3LZ+p@&=g6e?`Y4^tI^s8(
zEmulbbmk=Qj&3T^E#7i&d+gUusn-&`F6rqRI=BDO%=0|_N%#JLf${~DZ#GW6(Clw<
zdegi%?=4olcCE;;Jr>K^_V4KSbmx^C*IX+%uU{@)z9rKkadGhDZ{H5ei^r82K04(7
z@Rx3)*d{)ugar%vB9e0UoK(@6m?6Z@zw+!MSL;`H1_eu2c<es;t52)HX-a9b*Or3k
z8ywuZguXSmZ7I;cP?pFY_M}-o?}EKZe__vTj!RRfeX@AVDZzFsZ~lzQqOQA+@^ruU
zsz`5J{U%R2mnp<XW`+gF%5_gR9p0S5D`Fy9&aNM^w|$ei(QDDG9{#r`=xo-%*k7vA
zB>rYudsNsI+oh9hcD2NqW;-ieOl@O%Se)AIrBy4%`*G=~V9mY-nGvS^tICvwc^RHx
zF%@g=d(ky1!osWR(xrZG{fjxuQgaTi$ud|~lD>OaMSyTTUz(@*zYi8(;%c7p8zQ!5
zh%zvRWq#BVFR&@P=z8?o`g5I@chw3V4gD`m#nt+%mDKcU+rD_VzI{4xm4r<coA#zB
z#~jv9ZA*JM^J(0T^iy8jm9Ed(%BI7wJ6&%@h}$HNm3J?wK6_cS&7hbyAa16|`FV1R
zoNEq+Gkq{QUb5lrQ_C$)<p=W~`A_*@%c4H1>)OL)6@!4YRoOZ*Gd!;vsB5iP6F;?8
z{YvzP)Aa%IS5>m(`g<zf?4;K|-F7+U!_8UZXWuG1_T@6T-z~U#(|FFUmp!M<dA_>M
z-R(AAn(c<x<D-pUR;HUaarle*E?;*o`m@)g$VJnll+Ll$&4_cz3s2ElxHs+fsxv43
z`a}*^doJqD^JJ>!atm?3#TG1ni1!dTpZ3FziA$C(n0Z*MM_lLMD~>GVGVcdlGnpQ4
zC~@#zBJuuT<V<0ysq;hngxe<wMepJ0d20Oh)4rYwEG3`98ILI6xaQ1#fj>i8{GEHK
zx{l@pjVWtFV{+^)1n#6aq*`rK*7TntmKb@7lktoBxxmNS-cK9iBM;=QdOUBcqm<gJ
zmG?Y$JA~X}*<8;aw|IrR5uZ->1r96uvSiH#-wIT}Ph-ms$lX?Y$hP{)(-mTKs-th6
z57IVu@o8AS=y}yW`E)lHH{UrStJ<ZvJc!wHq|4S&Vdm_>r3(*C=ze%m{z$Oy=PH|N
zzx+Z|?TQaM6>7FcxlZ!vn58D<o$=|xwz^c)F9%Yu-d!!5%hKiNd|5YTO*eD)<OQi6
z^PX?Ln0jpeqaRM&Ww*?m(EaT2&iPUA`Lw!{cG|~<g}!rfRlW80^UlYts-c_b{OH-O
z#j4IU$u-HzN{Kh_!9JIg?4#*X{5&x>THas1Yuv&kE;MCryP7X~CvC+V!>it&nGE%-
zP8Gd~6yjE|uz#()>lm|E`d(4Zj^ze(_WRuQvtWB|Iz_eHMKAqMbKTy%2HTc6-#LBg
z;L-KzMhw}>ljoH#dTE>VU}4$D#&qYtu6fH%Dn*Wd&;GnevyFdqX!r8vvZ1>!9AYh%
zI@@~xwD^a-m0f##g90id!e-vR<(9~lebM6db)BrW%THgc`)xG&ZGF7u9Z7pT>zTgX
ziF1E5T;)EU{nARqZ+43Ejs<N_@)PFWXbSfcUv=>zqw<7Xt8X6Qk^AuEx^b(iT}7I3
z(Tr{C?{iNq-=lxU=$`Ut755LGIS0Fp9(}&6TvPLjam(2ox=%ItP4#JSoS?k8#(DGI
zO(z(=jr*c>Z}#rWxFqr{g(;hD@+{>UD^ldNZ_n*Ye14)kbvN(S`g}+06?={guI<)X
z)+%tZ)%yZhO{?6Nb<GPetXcGt+3}6ylMSjbm@6IQS8!H^UESine8J>jbA(G?uULD{
zr;{gQaq$1Q-lvm_+SM4%{xImAmg)_Es<)~|BENT5|6ex7%N&&_lzP>hf0b@}b+q(Y
z!NKh>KfTzb*PCjduKliH3s1Ok<Uv=PofF%3EfFeXa;=+w<7=ny^~B>DvQyeCHc!23
zI%Cm>AYXPj!HTW2ds(?9R=WkP2wi<9H7+5j*=3=8NcV&8Nv>;R*L2ALR+SWS@^|((
z>DUwL&#>>13BUYO_gOoO_gZ{7d{}A06hHlI7wiw(^7NaA&0V$Ct!U!Kf2>OP7fm~V
zF#V2a$dz529b8LP3Y8gkpN3tC&zQXC%A>4FtGAf0kIq`CKBeTA<NlCcqGx1&h;)`j
z#y+_Hqq$A?Hq*A$>T@b(DGF`x67;q_%yGFgqe~=^Z_CEe(nYnl8}5JD`(Uf~>1Df)
z#%o)a?bv0M`GR4+>yCN0Oa&pf72B%pMaBFc?_x_mwUBe}TjBKECLuQq9tX}k${K$5
zq2rs2ZrK+OT1>Fkd0UVmvM^)S`z@vte`ghZd!f^_*W)MW+uK*IMfkV*G4uOmvP-XK
z-gfNZHQkM2vEPrF*t#=zRMm-Gb5OYGs_Wj=G9&IW^ZmRjVte+MZrriKpf>m1smV=K
zXI=Xi6UQuOZ}*eo*TcwzDs!Gq-tg^v{^PbUJW~y}ulMP74*Y!X!M=xI3Zn}1LUKL`
zY<Ass@sg;Kp|=Om-1C!5KfcwF%h|4*FJH1|yS(|S9MSvh&&V((w@tqBs3zGd_}axa
zd-A_9nk-wMKGBSC%98Bk$;+p+zvam&@sbajw)F1#gh|4#7k|D|*=}gRi{19uCXKio
zdB2Nm567H4p}*l%!mHQ!_dRLxiZ=e@HRXBo>x8{?*63V5<#a4&>jR6Z&68%ZF7?}+
zKFx?-lGQM=gV8#xW>>}g8*>+37c%NzwV`)0`-%N^Ck4}|%=qU%RU)v{%<bV{=7<oU
z<ZqMDCw@QwXxprN)?R;SzISA7Ss*HTq*49zfwRn4isod^JkT{wp!oWiW*r5EkIlk9
zj}9ze=sxwL3s?6OeydcDEnGeZ@80wDd+u2MU8;k-?83T_YxdM?JZfU7{k>(c;YY>g
zVJk}7`*!AhUHHP_`Zj0t>3xr0o>l+*@0aSqcW1ZD7|dIyXS0RRko}d&`S{B*oBb~P
z&F+4_UQ2t=lRY}-hczT;^a-WsCK@E4%9*ktHTvCwmrObVUKTbR=f7TiOGR+LL`G7b
zR`dL<H&?dzyqdZ)tv=+akoOdc-=(n}6&a;Z8CRwGMx2}c!TrsF2NPHP+|K_gLBaU8
zfhmWIR*+Qh(@u^6GcCVbAMef?n<VA3&(vt2Z7!;~@6mTM@>Rnm=fhT;q$h_P=NCE1
zy|$Sd(v>;cx*`ATg7*E+@4h@X*|Tx|i;pqK-vkz<de132`u@G9%>sslW(S?pQ~%wL
zSjF%==;0*>Pvg%OY~N0%&MLE0o0$K2+2SJ!oSMpvk9*Q)8=X_w)RgkzPuca)vRuXy
z>^8gWrOwG*{_-tnqwq>`jl3;Cr<&Vr?YNN4t6tW$uYW<OU463mHN#`iee|~6DgVFF
zBb>Fx)3mC`aeK$zuD<V!JuYq8`rhiR&VFWPf4yjSKA95ziR!EQc-%c>Z(kO3bGH3<
z_G;q|O_}_U3M{hXd)Mt<?$LBl>B6xs57;tNpCpRPd;f6MSCk06exG~w(Y<>wc%I+7
zDYrMKa1z5G4T}n=tIa8MP4%xHz9KB+y(>{`>D(o;=>ZLmj5$|(;!4^0?=G5~6rRf-
zzpUxm)(X!F|FX}|YA)2<*t7qK`qA)16EZpsOH0g`DYorY=4)%dpIIVr?vvfMcH`YE
zv*vTzoqf7c{r{qAA8+hCz2xcNV~_TVJzn=eG^YDkmLtpNZ?+qiWeRSsxSF>0-OQh!
zi#W7RnP+EBdT{v^>*q5&Z*#KD`FyR&IU{##G$$M1GRaw$FM4)bepV8fTPA+_@Z;k5
z(PugH9j?|IEl`^F*ud1xC#>{cdB)KLbwwF^i4|SayV*`2Y`@ul=#lkWo1|k4|91Mg
zoH+byUA0C>Y`fcQ?e2_!H{SGYJI`hkp6RHXv37Tnb=eycrF2c<)0^(?RPt6xSk-!b
zlBEFSb7c>+);OoTj|Ds(QtlVU95yISW<9X2pH+W$W`R%HvjbB;9k3}nAX@jRXwOD}
z84b4Cxu&|@!ize%*JdRzlnC2h*2vDMk#By@rodor!;!-~r|#@yvYz4N8+`Ge#rul&
zH<*0C^6yAHr71jr+uLTX+xN;Jc24Z5V%ZSaYiSU?yX&Iqk4sXIEKJj~f{$)0Q*D~G
z!}Qf7r|gyQJENy}UGVlTdmDZ&>saL3uc7<z9%OPlk|=8%;M#vW|N110*>!wrMaN@u
z4=oCs#^AH#5tB-Rja~Gr4bwEzm{z`ASy~(VU1R3G`HYcKRbmY*pK5HKxFS<s!TIEg
zB>os(Q%<p&!H*a@HQuq9hDXg$^6?6tWs!VgMuU%#d;c+$3jb0cJ85>l3+1d=w_5BC
zV&eK8veZ4?OE704Tjo+V|MIX^lm5n48;C@le;INvxZ$ha{s$W;FSmIywP@FasWOu$
zo>jEFn(Ui%?kRt3{vtyjp}Wngtd;YYu>0?Od0_eqnO)VYj<a3$Zhb!FbWwLXlYV|x
zU}Cbx*||@q-ru;*I`oa9`l{Zz<D4=ze!?ERw{D4@CwhO`+Vpn`za3J8ww``*?X2*9
zn>l6sCP|ArA6CET)cn;xi{YK&!mf$g-+tAZJan1(cGkM&+sZ5FUR<#E=u-pLuiRhw
zq;l#KjB{4Jzq{3hL*mSH3Arb`H;d-|k^9kjAUX8Dl~AO!0qf24CC$leQhzn2Uo$dj
zIGNORa)Z6_<gKMQSWS;^x%jd5@W-r}<M;NIsg?-5(s+I5xYp{!e*TxemNJ*eT}#gW
zI8RFDA76%Sg5Ki;m$eK+{;6fe1U0)_Sr@F^vQ=Ja_fodo>!)QreAF>PLVxjv!+bY&
zdd_s;@19%zUFA;inm;Kbzj*R$BGn7|eboAIm3m2Dzx?IvCehb7dyU_Gd$VTOEdlGf
zhG9P&_`Q_6l-GT~)M2jN7j;~8x~zHorzojFfumhhm1Of8o*ndB7NyM}|Jkvy@r~cC
z7A|d}Cv)al=PqqFI1^SP(<PPT_VwjiE(Nxw9R0R(9nKr>$DThq<($~70zt`}i905+
zMFf5|o$~#nifrAP&&$d$zG&t)6uthW;C^{R)YAhFw#yGx#yy?GyjyAS!)J?LYH6~(
z)0qBjN_4A;$7i#*ZnsNCo?JN?reLt?($pPmx0bF6-{Rx>;NHxi+s@5Oif?J3|JGB^
z$9G!s5z{rR+nnxvZgFSlGg@z*nKpqn_JG}`GKXJ}R%a<~vimB2%w}6CQ&>USkxfs+
z?ly9rQ@kUvW?%A}e47pN88*AFv6x(4cFuf_^b?KwN+q8xg1%+*wr&)Y>hM<IqWo&Z
z<_j`kR+Sfg&@30&a4c^%f0oz+$z;(**&CZLFAROH5RiR#@8#`nYmC~tZ9@6@zPa+n
z{{58Zw`^XwoAx4JZ||=WUnaY~zr0q6Y4M`g>XV08eHIW??`O=MIQs|3({t<hvgq=#
z^ObV{C^V>;yvtEDF-KO%<nY}k4+5MX^oTribLjr=pYif$9iQ~4r;Acg<O$|Wwe{Xz
z6ZLdMMCl~Hb8HIJGMSsaXYeiB!p76&JoT2uj_dsyd>T`nY+2R^GKn2^(kg#sBX()Z
zg>@MV7k=RpuLxh{+GIU5^1zV^pK@h(9DSx`@GRHg|4pvz?MrR#?yt?9nXiXSPRltT
zp<0``;N}*t_f?l(iRyPr-_Ct~yGt&%;*Q4Gr5ic&;-s#Yd@Q?>e(S{U_J@qGr#1Su
z=Sw$POigET-J7juesr6`wV&2Lw`R=T{qN3Ik4+5=_T?U$^30=4$m?{LpHI!LYdXts
z&2VL!<=)BqrekZ;UZFB!qo!|6Q!n~xluIb&ZnE{e{oC`&sZIO#YC5Spea~II#Hpz#
zCtrH{r{@Y<*Y3sSe`ygtbn^0hpZkYy-4nW{ag<}>CfTo|dS?pHRa@zOneA>U<eb@7
zF7|v!A;&9CyI$u0P2aK}ACM^g<m0@(P{4nUfODYZmO_sz_p?XlIu^KC@TD%;CHgQ@
zrdr18U6Z2N{9lje-CpcawJ~mS!?dH3cNZt<b9WcMbM(l+HMN3`k*#5_pFEr51!2kS
z3M&MTn{x0K_lRFJzs)i;ZJprPE7GjjiUN6pFZ{Q2t6seGHlM<>_l~P0vVFZ3HuxOr
z^K?5ZEw<uz1^4rvQ`8^x+S{yjj1=MDcDs!+;ze$Nj8w1O|7W~h`XBx!1QhHI+7YnS
z{C98D`+)vE-}KdWkLE>6hE3!S_Eg;YaINOiFDa#l*^g6;Szl@`@I5hMUFnUx_g?#1
zoJo+)5molRvnV9|`>#c2$9rqn1#H;C$+_}K=*>6(&HGJVS|96vG_cY>n0;}+W6!3)
zETxfeRd*RYaAZ)g<vrjZ{d;!n6!w>CpF|wmUq?0ZZ%YrbW?!*(_pL8?Z}v@g;Hwts
z-m~QB{?lLWHpeJ;<$Hc+(6O?cBDbN(nt9i!ZK)qxTx0IPx}bYz7nhSv66dA$^Ld*2
z_+G1qbj9W}Y^X|f;L_{d$msm<#i5V`?4N|+IVD#If4b>A{b<YloJTXdnS;Y(*Z7((
z*io(?mw%Yuw{PF?z3O)yd+#3Soq1^vTg`iMZT8>4I-h9xPm@k;Yz$r&_|kll#&sKs
zi8sIQyzu*&o3YM}G=ZagZ%Fv&sWmNLx&711*dq;_bKWsL;NSj=?Y~c@`z?u-3894@
z5v;QIzk9QKyf`%je%Q+7?o_m9zWAy%=~l@qt-QkyS&u%Oh<n{snWpvlwdK0qNsfYT
zPp-y_^62kfx@zSQ6_1l;`Eh|sH<fQ`a5eIO3(yJqzf7UGGVnUn29tS}f+FfGxHp|t
z`|;5(iL-3GW4+LUV<CT5bbdV_8h1?0lV5$=q{9^j%U=9j;B0Bc-*0kbuBph6eGWmV
z?Wf$k*4*28@6j#$&ewO^l7uUhCi~30)g{WjQY5O|JM{P@@ugg?_k`Xk>mEIyZZdy)
zv!8IqSFx$GhlOWXJ+1r1*zLJ7waO-K*>i^-^KS`-a+<Hb7+KSp7yMvhD%XayhG%_m
z-ciZZ@4YRe@Wju2mC51-e_#F$m}R%K`tgRVvsq)?t}Hev$x-l^f25&pzU<4Cx2I>k
z<Gc61KX9GdxA)0D=Cj)4o~->+!V|YJ=KZ2+N--LGx8e?4g&lnSX!*y!+5fJ{ze#H2
z|9en!`-dy@&)x0b_xo|(?teO0GFzIrxvgRQ)1eoZ*ZX6|{T{o>t^>)DMu%^4IYdeq
zEk5$0l6z(`M-1Eg=|}y&&tx=MPmI5M$zfK>GS5kKe{1#h6kfSe_h{}b#$(^Sk}mu$
za=1R}<WwC4k=cgRp3SI=6rJI>*Di5SMDgCe7d_rj@-h3n$o*a<Q)iz{(#+X`>y{T>
z)U<BDEOdUxpX6hc^KWXbk9J-vtjx(^Wpbb@mv5t+YK6@VHCLlP$(Z+IZ}u`}cHH`C
zEcH`t&JC}uu46mm-<%13pe*6c&$HnBUaKRU#1muud22d2YPTovl|ES&7k1xxO;+vx
zw0^fECkpQ;<}6r0E8?{OM;67?Io3B_PAT}>y4~=dn(%;s+1ZC44twUg{1u+|;Yjrg
z@z2uT5*=T^xm8vz`gro3Ysch7ou2QkR&QP}pX?cIGu1oaNpn(~SjyKk(g*xwwzdQ%
zq*;7BztB8Em!bSh)`~=ibtN7>^&ck+?=8`aKGNR%>6w5x?~)4J)}rZ^95?-QPdtj9
z+mrD0A!DlOZ->~WYhyWg$fo_hV&=TeN2E%_q);SKF^t3Tq=7Pf#FeS;HyXa)+fr2Z
z=yH>`t0G%e<qFNnJeAZZFB>=dxKAwboH$|nBF2c)XQw0{daY>rFX`U)D_Hr|3FcY9
zJDV<D>uynWZ()-W%uDDkbJ)85I@>+2C#@Bl6JA}p@G@epKx?7UW?@CED@t3;^hIv;
z#BN;l^ekVt#`f(3xz2M<!}y#6Q>%)fuxAC_ml5Zxu|1>p;YZ8w)&8#BZY8UFQp>Wu
zwB7DSbndEbG+MUg^n8<b4qbc~I<`&U$iUkly>a)gFRF5{FHWDZc~8SG@%hb3KG!=d
z`p=2(TFff#VQSso*;{ip@%7zAt!H+(XGJ(KUhHBX%X<5l@U?4`Rxf<u_WDHkGq=}P
zbKc$3T<w+qdGo~e^LcvNUOU^%A3C~Q<kf=ag6TSq6ZY11yq$CNHT$7mH|L(Ru{o0e
zUnjPWF<(C5igVZ9un?XDDcUo_Y>X}`T~g@swYKis`*4=7MCT1-wOPM2ex<m)d*N%}
zIHk(`%#rXe*&X`>tp9y9*dli8jpp6sjUwBOL#`Ny-{V>?vvR|6nNIiRQ_DA|yUcd0
zRQwQcv3kPm3mmsy7}u;@b4YCVLjOZPRnf-{)NbpP-JR?1zT=|liX%>({t+>)|Kj(@
zWcc2^7?TnC)AVZhlFjS&c~(6%d>ed>RhI9n-O>ns5s5szli}8U#(h(kEzIMKUvW0^
zdf)8M*^9H~R@;2O>=Rab@BM0<Q&;;A_bgs7pFV?a^^W%)xAx_C_}s8O+FB=FEik*#
zLg%5-;$_8$KB;qOzTYi#BT?D(Zui}Y>q6N)69eU|zBmYe+Awi_`}JO1yNCZ@O}+Or
zXYZ|uhs(cynCiUw`m7BH<97Uw**VM1{L6)g`_9@gH+#ODe{Gd2=cJk6U6qe+P0~L3
z^wNuC+p;T@<1HC<+KX0nZJJiKx0n0Xi`7pA^p_;APwy;BUi)6r?2S~wy%mhjNmq_e
z4|A6k*G*9l-E^;Z)+fc#62<;KjkA@xJ}>8J-CF<X<k_i-JAyQB1bf*`-*@7P)i(th
z)5E;t?8c_rPph^+=$>vCC#@;A@8xkFpKE6%ANH+%vGon}hW1%m(<jwk<PGeud%@eq
z9-=IHSm^MaRp%dWGh&Je{h-)&lqD{^M1k9=>qp-A4|zK+tYw(qPg71>9$Mi4a948G
zvOPQQD?YV-x;D1W^ktasN!}!dnKOAF9KT~CHS5;D6YLD<C*D79dH#c!->>TjFYR8v
zy4Ta}ZThukA1`j!)s4wJv0{>m&4RZl9=+MXzVX(luS#}ZR(z=<QsKNS!){;bT_VXS
zvc_vmJLkch$uoVw8D-9yRL*8{>)`R%C(r%1n-X!>U&83x)1FBSC74g2kZ5|Z?r>|z
z@5_%gTiDHRu`_%>w#K&cT!A^aB1^wr#{A{3FKe%!2rwvI_3dSr`@^M~QM0b?_K41T
z@OnAdx~_if>NE15Grjf;z81*qd6#_L`j*q<@FJTwH>>rf`{zG7>en3;G|xP&Vhiv3
zycKh&ta1KrExYpap$(_yrc5`JVJeE6`*!}VyG$!r)a2xt|N7eO5#sYlVy11R*3&JD
z_kOO9U9$RF`oxcA&m<>hJ^fR=sph5HCc|9r{M?L{cO54^s|dN`D7$CwoJ)<f!nwL*
z;xu)xi@WD0=X`$ct{7l6Q(R}=3(qG_#a)M4Ls*ic9!~ikDg51CY=hXX&(&tJyFH3r
z1M+u!{{1=C=FB$62_7D?^TZ2^4*XG%a$#_l)xSH<$!W`N8B?Ly{=QEOuZXKC8m>s{
zJ^0Kq;<eT6gBvHk`6;zR=}V2GlEr!cv#)mc<+X%Ad3Qf=W06FxxN>IQ*{niqXUS(5
zE1hoamVEwkUGk=kxATwlMoFBXHqptDy<=9c!>j7I?&e(b_qZBvKR(TQi1EoTM%9U4
zAN5uKc5ISWV-*VRy|{wUa`D!~(-^0(Fk5!_u%zeppC_ao)K_~?U3r)F_=C@L6Aref
z=H7cLdS%0#-``FczT2U7a(S58CSh&%4O>nz>8#w;5p`nEt-Fk$lk(b6%kS9x>w%D#
zbTOxBd!!TV35`;I?lO+z(#IX$#?@BAv7JZa{%9wDv;BVl{9KQlGx!hkZDU&O`n|<}
zd7*q==Y(g)A40pT-o3kf>adJn>n4Hu4wg4O=j*&t@fZ6#*-DZBv}eT0$^C~996Wfu
z{g@}0dfkq+zsJ_!ESq-W@0FZqY++`_%(G7UippDj_<6s@pC$BtPm}SSjP=)pd+P%3
zwD4^Rn#C98d6rx0Fzf7tA5+>GA5^cmUOBVEbXN5vM-Ijb)hF#*t4~-RP$^uX+s*v;
zNRF1rx#N>}-~DuBU8L)yPZs&2nwkCw8+6%z?@irMzh2OL;qQ+wg^yqUGyStlpd;a#
z*Y;plnN4C`35$1bUH-{TfBUx&``*2}CKq?Jc5f5gl+ahF{;kYD|1<X5^zSm$GSdsP
z`y>@gFNdv`W?Z;T+}PsF!@&HFwqCP)wQok>H`{GCZ~uod>FYa+_y5o-+VQH^qJzQj
zz04*)i|o6O`hJSH{z*nX33V-Ql4)S&eK`4uCR^uugDaxE1y61Y*c}Pc&aGyfy3GGk
zkz3NAFG>p~LW*Qs_QaJ*IjzlPTzC9rNxia&jf=vT$v5^fd_KyzWshOM&RgpxzEk}^
zNB@u7@cx`E?~&3s>GM6}rBzoSSkWvOplj0+F5F*aGh1x^65B`1f3DRyZxnR!>DKNl
zmUg2i!@0@~9^Zd&*ZJsrWQWMAI|n8`ZQG_JyD4?2r~bk>&-!&LKQD-TzAL3uKgyDW
zp-b$wtM%u&#8|^;U5SOZL4A{Fw$6Mrqt$t*Kz)<nUf-S@Z+2&D)i{gv_@9*J(N%1<
zU8gSZQYam__ny4P&t21Na*rn_FIVNy;+oj|%q_g_#I4A%gv4VL&pS5$4!ri^+vV~v
zFYESyRu=lpd3f%xQ-QISY&-$0s<wx$Uj63Dg6US)Ay+M<XC4nr554^C%1(8eyp*);
zbxdIgqu%b~lHyvEH6=a%d)1*^i_$pylpj`nXFZyiXd$)W@6+QC@0p4J5^i~*u$9$@
zBPGm-Vdak~n}zd~w|lD`I8gfJfIxKCC#wfpZi~ab`fIGav>T^2Ze288<KZ9sV+|3T
ztev8x*KgaKyWQn&VArhaVOMiSw@km*-rFFPH0$LC_Ko`{E&Uyvb9nk)2Gb+S>02!`
z9tm#tHCA7I)8ze>s%xJfKVFb1^DE?YnaobPd%l_1ihcL*J#7}{;XmWNvRujY-Ewla
zKRIL0E!#X@lPANWBkP6k$&1{Rg<skP7fx@<Tgf7QNJ@9>++T9*Buw_Nm|Z1)%;N>q
ztIyeIM1%U>c3kR|NWRxqzf?)_f0g~pPx;Drd*dS>ui7Xbvh%aCz(IBA>WliPoPtbL
zW#bj)c1_(Z)axE*r`j1Ua`={RtUuemhRv5k<uam9?r^(vVXA~x$I|zFrNx;CU3}OB
zp6&d<W1hpmxwl%CWqz`yb-6dR<z;{VaYQe(^JdNVWQNA;R>~#6mK~S#`l{e>dEw<l
z@#c?yrN<Q++DaeZu{3R5A9H*9_hT1=<mN0tTXkBP|LM)QecYFwR-9aH`|sqRK7H#)
zHThBVn{G&y%`-?mw93y&V)>S@mv`~=ch?nKt8FaEyi|2`Rrp>OTa#nmNwyiRE|&KV
zo*oz0cA7fdF|lIh1Mg{7Qzv>IRhjYCZQ_b{ca4`mpAYp1H80bdb-4Lfovi-{=R~XH
z;+!fOpNoT=??3%@;M#+u@>Pl2+S50$<~h<U_PYCIoB{V0Eyo>>kL#w*7n)m@oO4!f
zE$^d*Pydo`Ha@mK{qRf6k+$XcE_Lh{xgchL*m14wbS~X9=UOJ!{#RMF*rRCcjkEUz
zIA2$Pc=%G%%$YgfCU#fe_Q|r2zatyp%U`MfSM#?f>TTBM4D+s()n>*G*O;$sa)uNh
zlHBV4?WTXsaT$G&>}68j_htWlFzEaE%4O^3&^uB;7`p3j9A8_&DY!3)Z-e>n@64ra
zKYG?SIG4ok=e(4CkTF_!p_J(jb%zc1@>{-m_2hI`?X&2;H>t5E)_>j_t~D1cTm|<%
z-eiAsCCj3FqKYn+?R(5ZzwmL@gzU@T_GO8!-JR*;;d>v;@bN!*>?ik>OMb<*&sS8p
zXB@v8qI2NYDy6PpJC`?~(~bJO=h_zLOHm)fcO0=<Y}6&5)qM85`^MMPWv_L|{r>f}
z+r9XbbiJJTtVQ>Xp5E?UT3xzxL+sn~g;6FQuaCa}&ivi`($#YZ#oVKsS7aP1Pyafv
z=QwZq60Y{S-YMQpeM#<S;{NQvvxN3uRK57`%RVoa`@EI~hF`x{zI$2X(&bxy?!mL!
z^VWLtZCV^9_o#B+q);pW6IKSR_a9_<eQfqc!wI4ng70@<TbTE&Ve*}{6!8q!qPI*_
zAIvzPe?IBE^iQ{CcGs81&0h4h*+b|d6JPC{jT^hO+4Y(l+^QZ;Jlg)VGk40?r|Rn}
zm%Of<{Ji<SnAsMKz@(}2i%yiOWdDsjykN<Bhse+D0ZNSKO|i~7XW})gcfM;XpK-$b
zxoVQv-wDFU8b8YBpS^p3^^FgYZYal<{@O7+aPOXt>us8@<uCp9?4a_VHR2xko!YuB
z=6~&SUq7R+Mr!d%-rTvFG5<LXmAdzAdaQgxYUzd**Ala4ya|}pd@bm>aq#9}tZ$ND
z=#;Hk!F{KDzu0bO`K1;o0=t)`N3WllbLP2Cw)<wKKhf4w`|`d%td)6Mk(Zumsaw@$
zv+*t4<2Lquf3==fa~3Y1xsjJW;QhoW3;d^aJI_d5Vsj~I!m7H6m8|h`VP73CsveO1
zw1)dkc7fg1HKAWazuwM!y{t?(?eNYr_N>f+b7z}ZXmdHQpEPIJx?GL-x8t|EojkBj
z|M=|%Yi<PUf4%E#5gWNCX4a+|`&52!RNvPuv99#^-Gh_jo_=Fn@`C+&SKV$wk9Tqx
z4{ed`);#&^nDT{>EoxS+t1LXz-?)9cS8x1c+fnvAljrhYF>QQ)`{7{*-Tjvq=`@!d
zSQb@U>zO3Acgp!iJ6fOAs;}jnn#5|Fml(S2ruvJwvm&R>cxmo?`-*ko#i&c(Rl1v3
z9&yv%<E=UCvP;g4qcNU_CJV}q-1d5YQ&{PHepcPZlC0Kwm+oB_ReJrla@XR+f8*Y+
ztkSjJn=S7iD?Im7x7E+*yE=K3^g8vl_lt?oy1wW9fyL#kZ|UYu{(1KAy>CJu9@|g%
zZ&KPVaPfT8!P#l^(i$7>m=3)5Tz_!iL7823lAP8uYob^*_N8swu;9VHu%_ntT}crF
z38h<<ym&PaGcBAlS<HW7K-l7@Ya5DvbnXToWUKYraPOS9+Ki<yU%wJDQq#EW@VJw&
z`c(2ql|R=vH8(A>S-AXUQ`4%_D5Z%L_I%&(GHZTw6La<VdfrpLYcE=_=>6EqZdTCL
z$UD~~!TGf9_bt<<>nkiA8D2knB+JCG+Hn2O#LN3PdtKVPVdCR|`frN<$?mZEboo%>
z-QLOEzq5+E#doQcFFw+?cHwSCe!1)a=S9xQuKy3(8Fc^O!~Zp%wx3_9*okh?o1<`S
zt&PjVyJ~Oie}0<(#Qy&e)jh4|OY{O7#qa%lxxfDB`v33V)^pCg|6%$W>rnPh>@Rsk
zlkV?(u;b?KpX>ks*`Duz!v1e_f$)i53(tH{{h(*|rY_anuTF9|Pu<(TxIctvUG+gb
zwtd;h)+>6{9ClfFrnBq!<cG5lajDl@iq6|7%p=bxv*z+c+4_#34;Y@WdH%TKtdVSU
z`QE1;M-4u4&6(rcb~9d8HmvzTOZz&z+mCcipNdWWvYP$Cy`U@qj~*BNn)_EN>AC0>
z=kAF6Kcw$f7EW1|*OF4}VZAP;pfmMtpKa6R*&@581v?*HXc9a1j!$^nxufq=nGM=k
zUW#*4u?R3OIVoL`xu(lX*?Gd2I|4=jAL#aeo!0l~ad&;yDuo{Q#nzg=B^wV|Py2MI
z)}Ty%spI+QB{@M-#W7AZ{)B6LcWA9YIX$TQbJJXv`?pNl_V}!NXSm_vtdy!_=Jv}b
z-+g@D*zm=UhwaCX{Nr@5$Ua$jE%UP4t1s_N-iwqNSAF?W@<L<J`(HDq+`ZDdWDDQz
ze8yU@_Ec_>aryaxb)NsGwskCbJzsy&<_^bM=U?WZKjc4qc>m1d|M|}nEoD8XJjxc@
zQTgZgKhfw-TTEp5Dz`55()(PZqi4<MvvB41lPp$?b{>(wYHe}UQ1JA@&k`wXZg{Mf
zo$h?D%|_+((pljt&42df%2|BKx0nCXnJI2v|9D&69YJFoQ%3du$EvsYSUJe}b<Xo{
zVrDP&FXy=|ce~nKreFVguVEyI;XS^mhCg{12gnE~e=3RYz9sp%{DF~v->sK|8!W#v
z-@Nv6<NGgB`@f_aOubh5u;Z(Mo$`Z7i{{c9w#~bKKPhF{^>K6E@-^~*>UA_<-#>o+
z&td=gy6?w3-WR{z&UE^=fBk>eNjLVV>)!BSzO84v@9&qlr{Amod-MO{+vWd%vd*_!
zdBd7B-~R7i=?_1d{PjPCmmGUu!K+`e^uM|NU!U*~i5(mV-_Coo|K~n)<$S$U^@2eY
zmNGt{YbVaUy1wx5?0@1S&)i&c>)QSt`1_Q3;uR(NSI=dZi%;70{NOq6vwtP0E^XY)
zu3a;~pdgQ3{_3|o&(Hc+UjEN+{`$WCdEYkK`%fOp*Ka6hz25yWYuo+4!&ZekhqGPI
z*q=x}{P*?EY{$xl+n3d>|8U<$^YW2&j@j2crh7&Hv+<fK{O<Vd>pT8_{5{3!^Q`UJ
z$95_HPkfkC<8Ju3``nE+=3nZKlI>?5eLv?U)86W;pVqChOj%Ro&a8hQt5tnqwfxa3
z@g48|AMdY9dd$7^kzr1o!N$k^y;FEX%AdUAK6hIF{}ZLJg75F|tT?z(ZeH_;_V+cx
zZp&YOs=xR5D6{pme9H~>d4Hz=Fui5W<NABD^B2MYtK*k3J-hxVYiVEUr+G`y7I4`w
zyR`A4v+{;Bv!CR@63DI3o?M?A_n3RO_`hGRFXAu!Ok~fhc5Hw8-emr(w{x!79WH%U
zVYfeO!uk*4X)FKCWSJ9q$DmpK!|Jc^cF%2j8(*XJ=lxgxx{s@m8yz$F7v#IR^sWDm
zW8oX4DpS4Vb(=qmAM4Pcb2Yr};nKBrN6*LqO-R|OyiwUXeO>(>l^o~N7ypZ`zo}Oh
z+0?AxdM9yG_4n%K^VVq3*|Pu9Rpad7|J`%9-r8zEbz-Hd^uNd5H$P;3+rJ<<Ugx&`
z8^+xJM_)d+&s{Kgo25yA_FwIvQv`Z09#@o%_c`=q_R<=e-}kLK`vooE|5NjnzyAJb
zbZV_kzy6hX;S%%xfBn5Hwq(ox2<}C(zk^>tTP^c;_1EqH9`p#AX3RQab>{DfE881R
zm42_j{K&e<>is`1-mI_jliB_nXS~Q4D6w)4{P>T%!Yyy^Et@0z|M^|DdVTTX|LWx*
z;>y3R{vTzYJ*W3x?azC@s~;=;TP=RrGq7H*?Y;tQT%pS6-)g7lYqRz-FX)XsA-OJo
z+UtKg%l_;teWr5o?wP*_dshn;rj&oVKgB<0v-rE09~Vc5yT)u+H>*#3{mMM>V9?K(
zkKSKCDBgIY|5buxY|Fam_P4*k|7x^)MbM9_ZF{;-*{o08e`l}6)BAV2?H5-seDqg*
z!;Eu#Z`l0d`u^y{|K?*acF4BR6;Bq7fAX`=g2!&*8}+-t?nx?(eT~1|^HWuEZt2_a
zJB(f*e>3a0zm3cO*^7JDpWON-`(EkeDVO5kSY%$W`)}3y&*<ylrq2K0CzUVne`)=9
zPx97tyEp!yaq>pk>j{6}u?Y2jnr7Bk|9yIPVQ2lusF*O$ldI2uo__25tDp9tm;HM9
zWBZ+DmX(W~|1aJCL96szR`*-iO?LZc>|fvZeg4Wf4|o5pTq(J}=6}4$^QUUZxvxKY
zI_+uq$EuyGzntdjAAia^e}BcZKL;OL?EV#bShQWyPWs_%{(afsrN2)9_pn{rY~#J{
zOMj{sM%K)my#G$c_7CFOd$wlRD^-8>F28@e+w1!Lo31~;y8WGT_wMxjSJudfr(Ld3
zz4m!^<Ijs7&wnVix5uwL_Sbyv>)$u0`6n*h`serc+m#=!FYkRMUAFd7p-KJWmmhpW
z;<hP!?kJ6#b<~}$$n8z1wg0)w7cCJXoNjlz47B9^ZEk(Zo$K`TZasH?{onnbpZ+uX
zCw!B^wL2NKr5L(9*~GvAtP0FEGBvSOFi-%qZEQd{QbVq&4oFN-1@QtBi$IrQ8yT8|
zHZg;5o%c;m$xL+0uTY3qFi<d1urxDJFf}nyhy^JR$}dSQNmVcavr~)nON)|Iixt2I
zbLzWRl(+|j<skx``tAk_MyAF_3I+-wlQ}u{-3>tkunX=%0!APK6POCnrS+VUd*Pv`
za_YN*4FO%}4K>6KWQYmKZD0YYo`9nK<lxkjVuff0{Qws?1^tlJiV_8V@YUQ-P}&(v
zdxCw#sSmxV8*Wtu$SUy7;Rut##_K!h=ar=9l@u!&nS!@_L$`0I=B0px*2vTp<Q^~^
z?0J1BUj==?{G!~%98g##Cn^~7a)FFO(gC{h9;XgxN01IqeII8?X#03U>2L)DJ@9Sf
zzCH?u;D`uzR46Gb1xF`VdqCljY)@iws#|_uiGsdkQD$O}u2X(aif;(Wl`g5p$*FlM
ziFqX;c~D3inVNzl3mjhhu6fD%DVcfc3i_TYsd*)tC6&4!Abs$A&_QVn?4*$V(7ep#
z{FGD$BU4jY?COK074$)7V}u3B7NXqf?CBC*SzMBu>zS994~;l||Du%CB9Oy0U=Gvd
z<>KVj4@ynXEG{XkRM2ot$xlj!2nLrH6y&7lf|5PRt)NKZ)OYrD3CVZ&bn#6rK==;i
zH<xfoxPx2`3ZJ6Pf|C3qkhfqdQXlSpXHOT9GLScoKzcz8n14C-!@(IUTEQHgR16f1
z%+2*IjExM86=D^P%@j<G70iu{^bF0+EzK27EEJ*@ER2oy3=GUI3>9J(%s>LBre=DE
zrbfml3TB1|dKSi(7A6V^F#{yFF<h$wl3Ij~pu~#cSy))=8JZawnjxu0*Z@*%3|E1$
z4`D~Ff~B!Sw1TODfkG@OrGSDIDV>7?3Mp<KL5ZwH!P3A~&&b@^!~_&l&WQycshQ~+
zB?{(-rg|1e2F8XUVNigB;>pO+P|woP#J~(B=$4b1UaVjU4q;GmJ3-1ST{9zdJxe1?
zGfM?sV{<b-6EhPF69pp!0|Ny^149EnBU58bLy+qr#fw{JPO6atC<}tJIyh1KCFZ7L
zW(v=e#GK4z$Gr3$Xt@_$lA0T)U}$WvXJlXwbtodHK~9FG5sWkr$_Gf{;Fg(Fl3Jvo
z@0OETlIoHQ$}J%8`K0Ehmt=qvm>Hy01chdCNl|KIE-zQboY;xy^O_BKj=itslHcvj
zy7WSxkkc!NsTObgk9}h>F^pXzxJZC+&)=rr8CyIW>f+y=Kh}3@*Q(xc0(*Bmn!Q+f
z+09a>{iJ7$^u4Wu?JQHK)u~pU-nUhW>*QIRsyEq}d6mvHF6u9^t};LTZc&@GUB`>F
znkBdHBz_MyYn*-Zmi(KG6&<dD4TtnB_HOyM^{t?i*X`?Cce3r@JD-a`@;paS=n-?d
zGJEUdT-9CI?gTz5v|xR5y@0FH?eFgM7O$_Je19$Qi=oT$kE(iNUO|h#9QbnPi$_V%
zOsz$0l&s=coO-o=Xa3nGs~>jSsej{bQ?c7PW8)4n?Z_vyUQX5Uj?mdza_rGeYmaMu
zJDz<yeL8Df<*Ac94ZLp2pDma<&uquq8+>IaqvplupPOL}uK!?RhLjRPAqtKGBTG}T
z8VJYK6jb?v*^t5;XKCP^kyr$(XyA2TI;h4l1=YTwWW=eT4yv0>K~*k{4^m(T%0n;#
zkP0(c!UO3rQ7|$!0~OLR6{a8oP>Bc=umA~wk`Gh>RB4)lvK5qX43Y<V4$23c2=Wt@
z4>l0Vk!B$ENRG5rFfuhqa-$=NkK{xb5Fg2ft{^^=1KmJ;nEOEKl@n1{fJ2m1-z76G
zEwv~$57b@&H7xYg4HQ73rJru3pr3B6pr3A{pr3B4pr3B00FeX9TPo<MJ0kI26!g<w
z74*~HKzcz63=NTF4M9d2g3JI(fv}+kILC8Bs~%Vd#>>SCaiv>kQE>?<QW1qbtT-`O
zFf>uHFfdZkH8V2>n*uH*5cwPAXILD7rF;`hiZa2?COrcKQ0N&b=o-M8;P#VGBGft~
zaIqI$np9F*kg5Q7o-ru*BUhZ}uowkPBUL1sDJ2=8+S$y~093#!n3@|am>HNVm|7Sq
zm>HWYn1WB3F;FlwH&HN#y2RAbLc!e3NCD&-Gf=%@2{IjAXMpMra8u91&=}-VP|zS{
z8c@1H${U1=Em%VmWC|<`R?PA3^X6kV<Z%9O$to_PDNwi5KlH59-v8SiW^d8fd3`e?
zy`9hOVUTNpib6%g=aP6|!}qJC9lZXBSH5$zdN51k&kGjuRqeJGK0&&f?z{3EPHJuS
zv)iq8>_n*8`X%R;k`~k??|AxQXJggGjbF1*SZ(>EE>x=8TErTu&|LhNagx{(U*lVD
zr~b0=Px!KVFJtu!o2}sN4|5;Fw_w+UeQRi94psx^7@30eG?)!e(E9LV+8h)<(B>e_
zJg`O>2gz`dQm`2)Ep%|{02YQAO)!L^ITtmAZO`rIJ#4_ka$#QZ9VRxP&Lt}=MOZR7
z)l1j4gw!?kmm7)S5jdK<%wXriCh^Nt80CIU+N7RirI(g{X5)sHD-NCTxx@Ww)rQWq
zvyvpGzP{ZZ5|*m6>im^u{%eov_ugH&`Q&R(o%|B#z><YQR`cWhT>d^;_QO;3+_w4K
zyi)(y8_R!KCNCRjbRCz^K~4sH(a_iotOm?6G6ffeU^a1nw}6&XsD5`nXU)f~$m4o(
zUT6ig$Fci~wl0BOoBo@b%?s3$58Tu3$IN2>Vi`{s3(NY8cOHMe-J$Z%Zo6==!eTp-
zhl`}x)<p^^M!dZs;OJ5`r=d_J?40~tuD9P-vV1NL-@PfV;*#^X*+!4HTWtu~>RiTn
z?&X|?nXO;vpF6kvFT>0)x)Z?O!HjIMOTj)fG(t&9;G!NZL8O;KMG0C0tC*uZ!Fv*m
zB8SWOIZfOlEq_?f2g}NCUa|B4HsQ6sc7j31%4+;(&$G`x2uLsd$C2qL_O!m}a$CUD
z)%RkrJ(z8#l{JrHb3!!Rj81RqZhiSf{Fw`01%yd5tQOyNVY{J9gsf8H$y-Xi0v|0h
zt|}Z|*XlXv!=D#+9X3zq{jm4BvBvC?`;v!hoi-LvzkGjplW&#|^FM|BO%Y+yhno6T
zkBPjrNs;YWV)y3J_+@s&tl&bx=eDw-#|$nda#L<TIM(#i`&5-t*&_av88;iRFI`->
zc>l}(eP5V&oc86y6_%hN00)_oA!_mgRYG71BEu3|iJ>N+(4LK)2Mh$5f6sT~mdM%r
zHD!T7(2d{QE7g00UtT!q*~nEkWrFiNg>z|ZY~N?<J?ks)u24C3n_u~=LDq8r^(Wd^
z7vE0hzjsFTATH;FYz4d09HrS|2C6c_;zYV0<XeoCU^@Yv_+6^!9};)?BwswwC6KG=
zzge32wu8yDE1NySRMsqR)mG!=+9w&Y_n3XayHNEE{~V*FlQK81FqM80N?tHA+4%Jj
zrp1M)Igf3;p0xcSSC!+dxU=Hsm)6a4dCj`X%}(y*^x}(2sUAXAKW7^(PCvT2@S@Gv
zX~KIh$5qF-32jrHdh6|itMf!&K3?LXQ}H!uexQVtp_S&M!XTHT^_JTg&YFAZA^TbX
zdw&-S@B7eb|GwSzH?EKZ`4Ai;h8B=k9GGKd3U2Ly*+d2vC}=T*s?Qo!3$a%F9b}zw
z=KO}|H#NLA?yQ&I@YLiRha9t97qjMsW!hCnT>B(kR<HP4<EX=}?>@6HC9u<L;_U;{
zDz%T9t(M$w(n{uE@od_i1*+<u=QwZ6pP$BV=OA1yJ3CR_Li^aeTtC~4MXO&Iu8lwZ
zyXa-3Hosn|_5BabVg6bgxO@$AEZB2~#;7#|sE!6p5b0}ZdjvIkyIz3S3~|8)jLd($
z=NxyOaOmcKUQIQ>qwKfr=Dx{jFp%XlXPnK&!!K3*?3-<i(sR=*hRc214lhz?J#1-K
z`K*tV?;&f}w1Cs?@osDq>y|vP?kZUELA+5ksKh8><Ew)T9le`p<;327DYgFK8cDG!
ztmeL9?=17Wyn~hW(<(c8zfNsDyGA=t_ON2_XZhOs&P(<eSA_B&tSnx;tVprmmwELM
zwamD*vwb(?#m?22%>67Qzwx)H7Ovm|`4Su|h8CzLE2zl}mLM{?K*5WVNOb!h*R?2e
zG=oak8609qKL43~GJ4O>|7EMrozi!TmU?<ibfK=X$)&3c^d~niefCR`C#PfHtvfp|
zZWa9^7;rOZ*+1^4`E21|lp<bq?D)`ed{;)c(6t=~HANKyfv-GMdpw`+IndJAEwP0o
zD#1v2Yi@G-v6vqF?Ms`hw^lc(?Ksd9B|h=?nse57w%ebydcQLGWBAXB_LZl_TQ{0W
z;tCOvN5CF8G_?S$0dtH@&EPE#B0~fef*2v<+Uw1C*Z@-3xELjDsFe#36o2=3`$OTC
z+Vk9u`Gt?R9sXb>dgbbbkIn{d%k2}Q>-bBu>q`ChtjKKqaEQ0_)#VjCnkV*hl|@YQ
z`^i_+xN~=N*a_y)BgNk?bteVgIC{M{%dysbiQ<g47oHd;{J;9~c^iA-QH@VvuVATK
zL9PV*(9j6Alz=xgi1aQfcrd&hde)n(!GMS5LapCKZjqc>@$Z!%IlbRss@3#X?K6jS
z(yTp&7UJ8F-D+<A?j?BR-jcf$uFqcD)zoAeoD^_X+)U;dm#}Y<$R)8|oE`o9kDZ^)
zSH<8zTh0ZSXFzTMd&a^NtOU%4_Q$|%BK-pLJBD9;dk*q881OLvpQ*$hlI1L={afJ(
z^SA$#8diMzbaLCd1$QKmoqcxf^4!+%jt*PQJD*hTy~!f9;+1Ie+`g#`BiA?GI=)`>
zhirq>OUsuF*k?bIWd}PEOO$|Y2fG%v+%|{T+z?;Do6VM38gh`nin*DBu9>N^f{~G#
zf{{XsAs4t!p37xq1S%$Tz_hNJsgXhsNCv?&P{`rR;7Y^Qh5%a#cA+^+8EX!&oFOhG
z)cUpr`3NJNjZL=%7z7xY2VXEXHVre_Xb@-+<YD;4$eg|FS<%c03C5Q)25Yl3QkYVt
z7(G*#&0Hxsfit8(p|K>TU}+&EgW@H@avUKGwh!!XGt~3}uPTXjH^`qD?slEv4Qe?%
zf1jfy?!fe%{rSvQuNLk7zm0Rs%TxX;W^CpG%I2$<`Iyad=#RVe_)GAGv=`Nxtmm8W
z%=q=C!IDWTbfaJR%V4u(^CI3wDztB0#m;%Ff6Hgd)i(`SZkO&Y-;;G;T<?TXxaXNT
zvoF^w7%sI-vvMrgjajQWrBjsoNM@tLrHU`TfmhE(yiFIlrx?!IFD(22^YWYzTIWBp
zZun%k3s<0kJOd6CLo*|=8ZgJm)EtyXz-%Hz1r&-Hp%U8X%h#mH<MQ41XiUSBFZ>q$
z$9DYK^Z#0y(y^<14lK!6lIao5c*qscb8zoviJ!leUQWHPK0D+8qE9Uw)OFnBxz8p&
za67ciusYE8qs!&mqt9(-TCLRo?LN6Vi;vqcpKtSt*4ij5os`F}yH=@hE-B)B`b~c7
zdr$r<=0~4&xWV4R%wd)wmx6tU)}JtkSBDTUBaNjRfX5Ud1E$~s2heyaWSBD;Ja-eE
zm{%N7ln<T*01ZEQVjt`@f*6E-l#^3G0y=hUVrhmx=m{Rf0J|FEID)wg6n_};5gT|q
z>#%{qp4ZynX2><AT+b9XXnP>=VIlvkZ_Fu~Z@ID}PkcI9A8$KHr0T+^{+WsCuCJe6
z%6Qta@3!Zb7Yo9pqUJ0=%GJWhzSMJCbI76G(4M3xZ2|sy*Ka<&@uE&CmD9ogPf1x>
z>)l8{Sv!GWX{u36*>BWdUAzAF(HZhGfz}C2RyicSpBlHL@~JXY@0MESzcD*Y-&@vq
zoWH8@WaGI@W=WGQr1dTo*(zvCu3oSwPP-}U-|VNI7r#E59o>J%X41wvp-ay68QR;p
z-)qyz`!Tyj&cR<WGG*RTKSlfH#|%yM?9NZh3uM2mWWwk9r%>3xC~<$m;oXHBBVOAc
zcXr==aM`7b|J=qi4{*H~k1c9@fGdH3f({(iM&>Aa!V)ckIKd}?d=g9Yb%RpVOLG#7
zK+z8x+(MrKvNQt?LxaYJkOuWgngFr{Ro9@ANR)9bP#YC7Gy=8-?085z!R^LDGXZ1?
zs<^@4f)C>nHvwd7Y^Vo{5(5Q8OJfCN6VL>Zp`n7Ik%BR3vcgm$TEWQBNFi3i$P&af
z1u>1y6`~c)Ow1L`EFfA96wHlH6k;JWMV3Ye3g)Juh%z$-%@&!ODMTxn8-u1}AQMLh
z<_e$@EE6*bZE9qqU~FuzU}|Ux9{e)`>jjTgD_9so#7s@i6iiJ)<*bQ;v4V-QiGs1Y
zF<7;!p^<{QnVEvAfr$c$9jjnuW(1o5F$Y-~i(UkP!wD&BVe>y0W_qTeM2A#f8A631
z>97P83=lPtA`ElR$I?VW*U-X9!O#$-Rl(BGLJw)I7Ba^J@&Y)T5QQIly2nxMS(<~~
zhrQH8OTM5aj^syz#T=-)gjvi@I@{H3AaMMBWtYtE_N1h%-xQoyi`cwjfBla6MoJEI
zHjklP&2L|$yJBVn56$EMpX~9xYqmD5Pffl|NY=tiLs$3A<s{Y%+%Z$tY?cObmM{My
znw;<PX!7pTGJ|bZGdv=LX4O=^fAhx6+}$$vL95F9u%^&oUgq~ppYM$B`PnGAWpPi4
z=v0FrUhDT(zII>W>2rJArQcJdx7$6J{J2$WL1s$d-44$~IaQ3?u7@kAeqO%l>CO3F
z4b%SrVNHu=D}0^XWA{7b*ri=uM`nBMPG0gwLi4u!t+z@~d0sY5VSluSW0v}{#n1Ns
z`se@prqr|q$*d&RGN<I;W6WO9Jy^>oEK)oC&O&N-#+eNfZ7*5fmG^16?`4voo_tnD
z`TNVg;cxVMwAOst$i6Y+b-2KHxpetu>r8Cwc#UUH5PhdFr@vSUSE&dJX>iOK8zQ%#
z%nU#cP_P8n5(hLZ4vKw9Qbd^(Hv<o;2T@QYni;?oB_eg9<r|1CgdI3o%0n{)Py+>=
z(MT;1!7C~trD3dsk%0oJ1hOztFf{;`VwRSmEUjP;D$<P1L8Y68p@M~xf~grOuUmj8
zp3O|51*(C9v4yz;<|H)4aY%uQrw{^lDLM5a@lHe$WC3!9uAzm2f}x>_v4W+s8OXh$
zqys8%AVrX&DJZdl!v-V>X@P+YAy_iQQ34qngNsN+A^|xI>+~`tNg?@=KoMkS0BSB^
z7C{qFXSEs#w0*Daikzp%cklc{1*eU+4;G1M{brceV-_%3;PIjD`9@LPyebcqpZ!-i
z?tJxZW8fvnFKMRv7Y`~--C*(hXi<xt`^tz(O%v|Cby1&hby!Is)Y7`L!g2E^mX3S1
zpqAF<<_os>HomyZwI!&x;Mbby^KX;RnES1eIkIMz!-EHN=UIQg<jWy=@?7tS!k5=J
zU;mR@vxZGk)o<JN0^I^LS@+v31tTSYhdNe%UY)e!$o`6bD}OcCmrmPcJYV*BW(@18
zphbV&rd)TKUcKm%SIOCv<>emrfBQap`ek}LhEL16)w1G7SM0p9ZeNi&$z_#24f@x9
zy~})Zr7R;t%ckyVhHyyYe})woI-X%KQXnA*4rwEEL$DeM2Q&qTveXLEh;hy@Ey_$S
z@=Glb2*$bA#>@azgHu+nfa)P|IzuEGjB*8J3)scz1s|p>2T$QbUSrGBP{GW=K+nJu
z)LubvnV1=X3`GhFXrW+XY@}yuXlV-WJRw>qrsjrvMi!O^;6*5)d<a^ZVr*cbXJlyv
zX(>QjDd0u}D4WA(k`0Xv^-RHQS`>86%q{iIEX++6%#4imOie9JEfow6j12TFEzJxp
zAvFp}E3DXnjx|7*tU!tl%t*pjb{HAxnHiXxfQAiV6W}1TK~Bd}gn&{HQg{$7LO^vZ
zmLlXfXoX7K`_Cf#-soxZHLsg05Olol$WcD2+sqD05laLYO^EyO%{%FuSGUL#{crzo
z-w3>FW9k*vaqsMz=q&~wsyuq1j~2iSkvx%oHLpy%=j@0T?+#wvHdB<<;mgBC-KN@a
z&LzG3*yoz>wqRmb%iZv+R(bkS{~xrRayoNLh=uRm%cYms-)#|Ky}3_NPw(xn@>$Wx
zp05(Tbbzz;aC&3+JBwL<y(hYE%oXaoHFwfNq5qHAgT6BVf7f%~PiVUA@t4IfHNBai
zng)u!m>>}9qP}R>3a%;kY*iL*vu0O+3x9o0YU$A@Q{+y*l+duAoaomUt^ECq$KNNG
zw)0j*>=IS3{=dFX{kr3)Zo|B`#KOdix}2bgrQ55n#XWtm-_$hi4Y<_6=;MQufB|H!
zrjexySPeKfjLZx{^#_;@$+LuF#t@otK&@1mH5GH7)<*X)wa&X+{lBY<@4=>b;s-bk
zlB@sZJZJdH__l&6c{^kOf5;UxWmoO))*hS8{fN1uYW*ekKoQr8BC30r+x)E0cl`Hz
zb@}(r(>{FrdV6~P|EB#@1P(=eneO@fvcBf$`~Oeh-e)=g-Y~ST{GY1)5%WLa{r`Vh
z_W#Fa`Tc*s+P7@C|HuBiGqYv;yoj^=Yks=_e1Ctx$5PF<pYy7x+8_OHQS6zYx$pW7
zx6JbHo!h2Z-}ZVR>~-eCeXr{N#VJ3-yLRsXK95_Yl0R|JLht<dK??&)nA<nq|NrUf
z`u_}%?tPxp*Y@Yz>HQw|CxrgakKb4OQ~KcH`r6-5<M$u=FfVvUXw=00e?HItvy|uG
z(!Kl()wgZ?AMkea4>^{3mh=3z{$IMEEuGo-hq?5n_|saIhd#2u`4vC&|J*xe%1PPZ
z3VXAXqI|&@%>148tDFDS`}%F->t}gHU4~pR^F3RuzQXZM_PqUzzL_qM+xoFf@$37Z
zTc8VO>h|A%>bgI>T9sY@|A$TD>-TBY|F#TVx+m+=QiVM$UaI<nE|~e>y%KT3Oo6{i
zS4J!Jf|*3n1v9S_Ko`tBg<dcd8`@R6@3@tZ>=M1r_S?39zq9OBGq)v|;<FEN#dC`H
zbc#6c?2Pk%9BZXu8++q1r}q`PpUigZSJE3l3Ex%u?-yXY)W`XGb*E{|%ZuxmI4-jZ
znWpc13Ut9t3h06vC-<%A!57S&*S|G`W0}a5g_HcZCU4~4S)6EC8o0vo$aLTH5>uWv
zpSmJc%N-I`RKcLUv%$tjFL}CB;`JK>-`JU3SA{&2;Jc!CMA7!ezMN^>(l2b1EcRiO
zNtn2BdQ__H%(;gfxLDe*m^SjWFJ7Y~nUdJ)dCY;|tYmF8t8^akSH9deE^D{mp22)(
zY4%ChEb*xP7l#_<s|(zAt>U=Ux$^6_J1jX|T>kDXiJNy-xvmqP_ENV%RXUaJ4Bs`M
zGNt=_VjqO_Rmn?={@5gNdtJ_ysn`GZ&6t$hzvH;^%lB`>u6$fC|52;^T&PR}ck?9G
z+BKEEhZ&bP=P8KkJ<ezTvg1SbqzR2DRc3|muH5GM#Wn1&nNv^FeFu|f-!5M9mmxkP
z8U4IoTSByj_we}GYRsLqMOSd*8dY<R+@l{izG?o@eu=^P%BBpR%=@++tF{Ck_G6b5
z*Rjb;tj*WuoN<b+cNKG!;m72g$HlM5hqop_%6wydZqYrhJK{5%opm)!YcF@X9$4JI
zb?-#xG}gk%3)$+;)smKCi#E2HbS=Ew7EzkKWu1=A+n0YU4tY0ydC}1)=JWAc$lLj|
z_b@MdrS!Qj^L?xIY!_vApBlcEK54IgpX5xf?Di|VmuJM1B6_xY#>!e>7XI{aDfetA
zuI%h{x!>Q&nvi&_n|H0?Oo@rTb{*H0J}>!k{&n@?2fxGkw!FBgC2rLxr=XR!#PKEQ
zhM6eGEZy`hrJ0A93a_a(%Tf|#NeteWl{)uz>znM2U3@7wFJ<>8luGFK-MBYr3Zuw5
z7uj_^Q;!@piwder^XTqLYLV*fX7_b#5kbCTCQYDc>ebXP-=%ii;@We3;`V@Um`QkM
zk;VYNVP*$o=J6$~|E95jn0G|})I5364Ku5%ey7}04V910nzAl@mX>77<vWEI&kFgY
zmVj=U`LiNqk?Yl<?lr#`teSOX*;cEXOdVD6^~p!9!oIv$+U9M|EO&Ip>#eVOL`|eb
zn<lO7a?(itwBnkf+odqGe+qWhTh+>SIn%=9HGa>XcOfxYLYZMtr;^fli=x9`?0jtt
zY+v1CGbtCIAn-kE-;2du6E9vj^|_#PIoy5YjV=M#itCHgn#F&mOkF*pLN1ys{b-hr
z-WR3+50b0|wk?!6HJw3nYiQEqq>e9p*pDwz_;z4UZ%ElxX~}02S2r-c+__*bv)0eZ
zYd@B6N-}er;ShYTTYC56B<WV6Loe-Lw9k66f!Ska!$RpBXLEW!q%OL&%OSPlj8s6u
zgZ59ZIx|-loD<Y?J#fKNk+nzZMgTWMwCis3MBXAt+fYN%$&&<DMWjDjup`uVt(UgF
zc=zcxm$dYzS8uNBSO@gGE!y64Fytbu=KV0^WsH&!d2?oTdv=ShGdS5iJ+tyb$5xx!
z0S>YnQuo|fRId@sI;Ffp*wO0ZQsJXFqZS1>y;z_n5}rSuQ=-V_{(?_F*2e=<KDk~~
znB1hTTK)Wk_gp6NXKbOZ8=u9fWea|`{{C#L+y$*m)8>aJo|q%O(tf7Gfur0JJ3cJ&
zYHjLr>RPpGGEcf(VBpKTP^%-N(?n0c%3FKnUg*Z@7ne^H+n}j>$TuK0Lu_)|cf+Hh
z?T;d|FAIh77l-n>wM($9eD&(@vbo+b<}jV|ws1HZR*|eMw))Dq^x60K6|w6%z1t`_
zee=q9l{OC_RnKY<cv!VqbJn{@FU~rZTyYe%T;UZm^YD|0Q}Px)4p~rhRxY+AL$>Yy
zpW+WMla?Ry&oo}7tWh|l^_LazXA#-|yRMj)EP9!4#O<mOaen2U#(DM9WqjWrADTN^
z*;jPMy2sn>&s$|N>u83kFLHYE_R@{Mtai0_yACha3!B*cX1u?o8rjjJYCO}aDB*0n
zX7PuZ!sg)B8yJKo@7-5>kRZO5oh>%9C#US{b%mt$!O2^{vS`K1RPwV=%gv9<c38W5
zdxV_*hir+&M4nP(!AwTseS*unjcxxa*s0$x-tqd_rkWG;n!EP3E>7R$@J9O*Lx)Mz
zl#G><W}G6RJ7(4_cRuc@zlk6Dj+qxl3zp{|zSrWs_H(DC*P%U@%ct;4&TnbeSNkdu
zqSsx}mwl<p*C13^R^pIau$+`{n9a4Aya^MvlUtg1SL&_U;&-%dr=E&KPrHfCiYH<#
zTUdG?mz|X8>|FX}p4Ji7H@@MszB~CX<7U<VyzI?`fSZ*&-?toBv1wXiw!_L{^^FNJ
z=iOEtN1lD;6RIa3yv6Ujs{02O)hp8TKCO@0T4E$>=q|E&rI2v(@f_cETg^O-as?_f
zq{V-G?v72^;?p0TaP;)`tF<LxcjjIBm40dOLx$aPvMK8-c;Crgk4m&!`$y$j?8(C>
z(VAJ+omag1w{^;FJ7s*e_CforWd}DF9cyn$Oli90GG`eJUsd<s<IeGqW$!5ldcJ)s
z7k2c~^oga8$8v%=wsf&9RGufWb8&&k(W5>aC10;AZ{`Wn^SqbQ5@g&2x@6|UYRDxs
z(NkHivK_c{W!A_Di}h*USewPi5qnEanD36C&lM-oB{MFdOJ?37E}02h`CD$A$5W}R
z2^{YIcVE>mbat+Ja&O(m)jj@O`fB0@MNg<b&&<mWd3eu#@{(425&xaXv*fnjC^*#I
zCEzIitb6+v-sX!}&&W*4^r#II6g<6G?ek}0rB4jmN8WWtH5;woz3^2>{Ivy#`&Ddh
z`Wl`GFs|<4pUHf%KtC<Cx5qKiL9C-ousu(UXZahk+W6Nq`P*66CO(`#(a$F6=>d=P
zGtYSn&YZv4W%egs6N__ANh=Pe_ITfAeRuYg;+%<kJ6>$C<IOidq$zHq5U^KCMTyb*
zqK;e>ua~LxW{-OJ*HT$i966n(^n1KABPA!h)Ou~0`SvMOFW>aYeBqA|3v*gkre0vW
zzhUKfZRN!aHmo>ZBru!#;Kd(t4@2W!kG33|b?id4$^Mr;|0?ohs`DZn4@Qcex7qWk
za>9*UQ?H1Av;KUbo%j5jkBQEX$!}lvzIlJJ+W1?TF?&(s;a<Cwy$5njrmCOtZBOi)
zmU8j##D^0sW8dxE^Hi-nX`<;#eXjc*%VwSZ8Pn}_OzgLb;BC2;3$8f*JgHpz!_}l<
zW9w<IKyxX_CNYaNv1jidd6_M;TxaF6CHM0QCYzAMafkS9UVZYepRz8g&BArI!3THm
zAQOc(yZ#39%5ud;^(p7oZ^?ccbY$9z)AGD`G@q<n_w%$Lvt-`J`)~a#D|Xu~VCG8t
zz4*<oPjja9N-8c0b+C-^a$Wmcdc%}^bJpK%JU7$o!`q&?A7zrRd`)>@D!&^kU(jxS
zJlS~G?R)<}Exm0m^0TM>tX%227YFm7S^g*yd^mqqb;YR;w*N_f&(A#9o7Pns(p?|x
zyezd|jc@h4^FL3?zWBNQ;cdy%9rp`gFZ$npJN(+uYtO#<mCh7f&zQ4&+btO#BZJ8^
z_p@KVx~J1meA|*=^R8x3I(eRnWuMWmDNPPn7qqwUh~MUOkXw#tQf7cNk4vEXoz`yc
zOA~iZyQ46xOa8PSM|XGd>S^adm&~-T=bV9b$&Ay1oV{6VA1%3}u+7QwYnB5`#g!XU
z0&BMQRr;*h{Bg&#p1Rx*Tlrr+*leo)cKN-Nt2TEY_bYu98vncDNlE*M*xwB@6ZLvN
zTX#yBp5xyCyux8W?+pQio*9Mdmxa}?$IO0xT`W^p-kW)iq0@^yVlP>5iM>2%<W!lZ
zcJN|#=Um_W+|jf5ZSv~=+~WD*q~PwA%d3xX|I*JY-%`D*<2T}xnMp>O@mw68TE42O
z9K~zyX?TUPdbsH(z0~fAR7_cL$mqp;L7#$2eD*w(-Sh(sKS<g!atCLA)0l4;Ta<Kn
zf6J2(Cu{31Ud<|8FkOgUIaq0?&W((^uAg$2H%zyto)q5t^xdl~6ECff*R9ooUo!J0
z|A)t|R$WhPT}#j3Iqw!++7QP2DyFxiM%gd6$f0EW>aV$CeIFH^x2Ny-{WrDPC_&wG
zu4qNNfrr-L<BLC)@+FjJs87$}RsL2oY2BpdYjjFalm{wT&G@Sfzhox!?T6cDEc=?l
zm&|OP!gF-*nKjq89&LHDSY3N{lD65|pD8J!Z+2aaJZ`r6!48Jr$(>nQX%`h&+$f%E
zbny)6l9|xh4cZxct}kyeFlcCJ#RS$HPMf?iD<{V8=s|twgNLhi*$Wdhj){c-xw|!2
zU4nnv=FJCmerC;EZ??YnE?-GmleG9oVW$O|A1V&HxAiW0e5u6n<FsJcs)X&jiRtN`
z9jQCk`Y%llTK{+X_sB=;FBTmx+5gD=w@l404ZGmG3x9VV=@y*R%ca`*<8#TL*}Jaq
z&%Kg0GwJWD8;$eIrRyHeJ<h(&Bqi*^$BEKLJFVyJ|8~UsqF}fDzAYKcBG+Z{KiQG?
z;OM5_w|ShGOwV4lx?gtf^s~rjEl=y6M?_@*EZ<?tdv<%y|KOd>vgi4F8su^gMNa!>
z60_&(#j7r^uMOY%7<|#+XRGbyx>4`c^xCO@cP=htYVGsuy?vX#KBnU4$qsJ$*4Nv2
zM0QwlG&i<cE$H0%QEl=9mqngDHZ5k{;%`^{K5#&AQPN%CYvn1GA}wpAofoxQx3d}r
z32cxLS<)KaxQ#n{gOa>WVe`L*6+Ov!rYiVkD)wKV*N~|2_FJb#WZ;tMo(((JwUoQ<
zIQ7o#keb8MLycX`lV5S^S=)49ad4O%SpK2uYPCkCqH%oS)Gtf;P8$6ddK=MxsPbT5
z)r!>0o55BmFR4CR6)3HBaAj$SuwA&xiY1qpUsc=|Qs;G4(1iE&GskOwDGL}M%-MBJ
z>7rolMJ=(uDGRndd3?y*<ZcJsa)H%CJvw)9uG5pda$|aP=A~A9o4zZpCs*l5Y>C>!
z!@#(DOT{#93Avpw7A1WSe|}_6-sBw$GnZ%bt*=uPwzB&@Rj%ao^~2umwmfpW%_5OS
z$qTM{IU9dJQ=<RIICbrIrE7Cc*>(7Rr|X>vaht%g@a~19&tK|9OYCIQnD5h)?%yxK
z680>cbp!O48I$I6&@D4dK)1{^bzOV77;?*uO3aMHs|Lrl^wq$(%*@_+x-KC4szr7f
z=$089&@D5EQ#Rb3m3}r?v9Ujw!Tnyr&5NL0X1<&<=lSS1Z+8{=mYKgt8-1)oH*MnZ
zSMy!I?pE|;ucSz&=}|W4*s3Jr9CE@dG}i5P1K%>!C33Lbb5C!cBa<$x>MFh5=2hGe
z*%DdXML*mya0;GqCQ<Sjw^(&4%T>wUsuymVG!%GPEno}kDT@z#)>8FUeahn-ilLo)
zaiTq`#!o-(n=-)ye9Mf|ja$ybkXvRJX$gyo6qrs~6A8X$=1O`)>aHyJpjigGhb}D<
z=6R7nXR+J$XQvqV8#Uf_IX-o&qtvlgE3bL%c1XFyav9^68HMi!tly`x<OY;(D?K#T
z_D|7Pu{qVzm(GW1hq~}ItX}ZEYM*?%8%ve%oDi*cX_MzMOO8x}-ZG<j5Pr*ymYjF(
z@)bt&EEg`^A>zD7X|>0PS!ztsTV_JPKyH~SWtoI>%gmhTTQ8=bS`WQtMxZ<G;T`{V
z<?gzmTV}$-LSMPK9K8*`Wkxe}v&{b<$SpIKNkOG95_=BRbiTOu>AZ=&#Eys%u~*{%
zdzNijz<M)h^?joqX9FUWS3RF}jq#7B_UVP`o;q_L{9UvCg%tmaIbXweC`>z4@Xe^w
zI#FWH`3ci>WOnux^8fl;cKF65zCwL&cJbZw4l=Ci^{u+rx$JvKWBZMxY_oVRm8!fl
zKWKElz5eWHkcfQRYBhg<>s2KSTe)9tu@bM-k3X=xRqLCXm*b<v$jq{A=~l)yp~oZl
zr3L2N#%}p`d-}|r|G&E)p8K)!O^S(bOX)l2t#J`?-q#%qZ>dDLa%Xvbal9%V{h{ln
zlc|+Xf<;iZsq~D4%+vm81<!cgY_wacJ+u1L-L{$&znyd+*&6v5vB)10Tce?9chC0F
z@k#s(a*yRH`fpsDV#TvVM)IY!)Z1yUd=aw>uVfv}d*Zs;Pti|pgPVb-WmBievyF@H
zu9PV2+Y_<ncEHc?X<M34Rm)u5)sYfqAQ-ztV(o$O6OON~B)HCM3E4k5GOtT!n?$X`
z`4`-#Zs%7`Dmy8X5_H<qZF}FHtllXn8ce0W-ru)HN2@$TAmK3oflX@yD?{Hc>gxV@
zP2=Z{d;x>r3GF(UG$gOAn;fdY&bW<xU+8rA>1CNdyDg&&+ZQd}G3x`D+M~{1lP9WE
zH!y2_+I?i5YS~^sYp>S}Y>v#<UAxXvv{f|A%3#ug)o)+uMjVK^+U&G0Dplt*(_}3b
zqrVGgvBYnQ`f=;%q#qmOCj~mc$b8Ys_R#z@r$hLRw1>)HJ(SDWiL=*LL`Y1z^zx|G
zFZCVm4>ulL6MXd=hu)>z`yGx%hkUmD(POPGy78S)fS{!39S;ZZouXgFFR5s6oiS^P
zR_@8yVo@(RHRqOH(4U&eY0PftsT3O~e#7kFg2dz78gg&WGwzfX>{w_$gFDwkTJY-f
zq+Sp9TQ^QwUEC*kBmYO-hg(xqgYW)XFDhdl5<AhPq~W?!Oe#Nf%vw2{=)LoexR)2k
zHXA*?&~olu=jPm3t8#XH)Hu7SY4x)Y3g0poo4!bpIUy@nW??WXz~oB#EvYYcy_VG_
zV#nf^{Au}?`)aNf{F<4S%)5>qyrz2*e9erFJ6lIZUCOlv<%_O5?o90xamkJO=3cz_
z?(NEm$(XUvEPd&cgr&>2+D^aTaI{}l-obu~sL!3uX)W9K*GrqOIUi71{JZOlg^1<*
zl6TU6^2?t-cRR|)Z#a9ov~G-|@a7hm>p!Qg>COv(e6Z~Hr>~C3fBh<4+!OZk_o)+#
z25uIex~I(5N>5qMn)<ERuHo315V6F^4t~4JY|5%CFZi{)E&t+}8hPt4&oN6uk-6*p
zilsj<uD+nGzxo*W?c933{28YuKeDFD`TYHJd-|LSnb}=&+E0Jpu$rN-u6=sTmI;R8
zdKP`x)+nSot_prXbLAOFH^&f(nge|@^YyM-mo3lO+Hz)zR?g!WjGxxW7afsQZTmk_
z)h%RCZ(zlL1~JjY5`R-H-~5|-KkRa~`zrg#wjK=vTa=nC0*v_Y*f?k&Upb9)O$L`?
zxv%{PCLSSc3rAHx5nfxZel@3vHUAa_w>fM+!1DOtxeqgT?5<khI3t1m?W^;rt}l0s
z5m*pEf1A0Q*^?_gQ{P=MoW9P^)auOEw-<buuKxJt+2p$Vzmpbxe-_Or;V&#M7sWoC
zIkoHg`jzWuF3((k_UNbZiK0<OakFOUP2urz@7lc0K*BK9#OuN))A9!;jAAELW#-*@
zTD98D^N1STEQ$H27A%*t{Hm*5ox19leCWm_BC5aYV#S%{qGAghRs{+#`>gUu(Aq#l
z$n@X0M){JIG-)-q#;IJ>-IA-6WTy0X1<GF*QfkX-J1(VsKkB)o<(~XCeFq~?HH5Xd
zm8O`h%}=}cq`~5v=FBPGnc?LO_g^{k*Dl|6x&QKqWBV2zFP7cxerT$0;U&@i`<H)c
zU|_k;!aaB9&-~<0rZ3*Dp3Ev|&pejAp*}tHR-}*3{bRoF9}fySxiKA+^fgbN<CwyB
z^1#ox>z-SSEZfXiQ5G+COy=;Hux&RwuW*YP-+FUOdfqIT7aQAztsVEbUv`<jf1~Pa
ziND2c;!*E*{}))I&3tHwl&#zH=o@*S$9HQqndH9R?Pq)X{ecscPhV?fX20wG<m4*m
z!vR5;zinx~7|>lCT&hsUbv)XJ!|ixz{Pla2RUPvMGm>W&GjF-{c|%YC(LW2O3-qjb
z{l4|;qkVBNmOPERxvgrQg(pLmh>Xp`SB{g;&6)lx@f2sD>Rp4@OMaKu8EYJHVAz)B
zw%)3_J@2C5#ns!I^@ANBN9|GZ_`fy%>_Lm^GmgdAcy63(pz<ooNA_;-%I?Hx9nFak
z%C+tu=MA2nl$~R~_1W?!|KiFQC-<+&wAuFFXl3Po!^-tXcYLlFy}o2$)PsX-YW?4E
zu+K5e+8Vj8I<01s#vQNT1IuO|`MIU!piS|+GA737dra>N1Vz6MYiexHY)g}~O3pdA
z=0t1z%bQ<5{J8TwtoV>rK;it76&+74e0q2%htB;iJIio`H(#$RPyFL!>l}+dD1KYG
z;f9}f-;BbHdL<#jPaF2UmgB0qzVP0!E~QzvX4ZS(Ze~0i8Wm6&_4?eMK3VJ5j>uC-
zHmxXM*CE6)BkSSD6h4;&KRLo?JLxZcSJ<(}q2hiK(ls-4A=k{bpj|UFH`h{^d$QL<
z@u+LZoDA2Ly=CH;nQ%XEP341xD5lQ#V(nsC)-r?6S!#>+7T)_9w~=+$3;BYxQzom~
z<=$qG+_v}q5#iNJuLKWNnLaz<^HM8p{lV#11dgvX6rQa$YiqWuM`!e6J+&>%e#z}G
z?c`W{CFOcu>e;k8SAF8Q-j>x-h>*E<ky-T1jyGk#ots}iPhcxQb45)@DV6a+i?&_>
zYv1v7ZqaK(uD%K;wx;XXzmiiu{M%T;%lkBw!BUx(W{*tYGNfoo2EJ)ry;SX>Qn8ng
z0^`v+3!Zqr4xZw<GD`iNgbAC%<R2Fo8}i%>mYtmX_yFUtbqi*REf0@sJY*O0@}g)E
zOXLa1sD&pl&lO#jvj4gqkL0yttC^ou684_guXuArlfSBUj$Q?8drC@ihyTwA;n~GM
zogdBi;F;?ZzClO*eE7?Q!ueJoj%u~Pi|f3cHn02J9)rM=&npj{nmsS{hJ;@+d*##e
zHE;PutIurAT712biGBWMmP>iMxy#d!ZqIx@)B1+pgqb04jdqoOK4Q+lTz35vx1#~y
zJGWm*_}l-gq1q?w=n2!`HR8S&fhoI}y}t3yV^#W<%=|)0AJ4Z;dz;y2%irLU&Z;i=
z<z-^~YT3sA^KDM6^nUib10N%9ZeQ26MsG&boAg}=4X+v19yHFDk~olJcW}w=`JE?k
zS-okRm2~OFi$f19Lf0kd$L$ueGANx=`Yd_r)x_n?GnZXzwAO#Uaa)ByFH=4H7CwV%
zg%2_%B~H~Ro9L}Ps5DpBBK*cJ{?5BW&2PiGw-gk%c=z;Ae396mBj)z#=)0rm_G)t$
zD{I?IcG@*d$6xcj!#vq@aoOCMV_!{bYjaLkl|AO!ZEL-Go!Jq;^qx?=2hDRjk~&`R
zHAy<#vG7{q(bVH-7w(zn#^SOuX{ATI)PhQb$t$m&I(%J6Lv6xc&&d-Kk8)Y6Kj({n
zslantRJMH)+w8!~s?97Nj(UfZ`q>`|yvYx@oO$VHjI5rLvNezRB?fJ+eQlrYW-U3~
zUwQ9~o|Ntm0pUVkzVEf{%ToDxo)mM<c|P@=<p%9b(s_Eb^d>t!=qt(e+d0*v(IEeF
z-j=!Uj$X1koJ`8udmnAzx~=bP*OW}r9p!2J)^1*QL;T^xbnTPPD^Di%?Px1~8qiTW
zFQDXs!slI+)7T;}u)a~wWnQAcYZaT)>)`r@XOg2e6Ij#Tb-eO!%AR;2<HURLmG!Yd
z$C!V&9$TF4>kyp#s^;)6$F5JFPU^kNsr#=@kj!4lxVyw@x0h_0*sSKbpL~3FFZr0R
z-N^mwc#cUWd5uenZ&`uSmLge}thGDye@&Y(^;toq`ssrQ?M^OS9eeN0i7UkyGhCM>
zdajh~uAB6tc2{UjLduo`{mO_kxjT=Z7%J!%3Cpj$^K<L;1+5PcEX-rH=VQwbGS@iT
zySBMAZO3d8kuL5zf=+ihUOoCNJgaKk=|ty!F{P55qK`~(OH4Lj9b%~yHg`$$X2uTJ
zTMZ9{mNjR@GIJeV7<C(R&y2?uCp#9<Ju|M(TBS)gV%Id+#a?uAekrN<VVz62MY+-D
zhEAoY*DVUV&xR)S+@3e@#`Ugks=WOD*VeYNty^!Tb93ItqF;vs(l6`mS-s?`cARNm
z&i1wO+EpnJ3l~qBeoSRYrDw?Hqqh_1dn&(|Yhzs#&1NOLFPGy@$gGDVU)N2%BXaxD
zjOXtSGLzHZ{VEPuKFQSdXB%heEahyG@Tjojq@>H+(hRR2(-68~<E5kEzD4x&)D5#I
zJlrDQ(c|W{^Dsl+<Tr)4?x_lDpZ@iAouHE7u6$`t(MKsMzi+LWV$UwP@!PYi#p-Jw
z_|2<Jza@6<+p`O9C*2IDzFo1lAhECL-sQrD_ief+N<^hsq!;x`w=bCX=(5EJjqLSi
zd|w3B&zqD;vu`}YWvC+RBHg~E{EE*VNfzgp#{q1cq94vXy7BnJ$9fV;A6M$HyCcVX
zP5iYfS4L#dRa>ra8z)FSmuva5EVeUUU;)F8mtPVEm~<x=@-`V2#xy@LaIZ+L+w40b
z^OaPb|K7j^UGbv^tbgAx-eNv$_gjXfUvgWzwq4u6B6Hg1&5D$iJ&BFGrfv_I=Uo|e
zZ^PlqT2n$njmH26?!BU2&Wo=e-(T5!h<lH{hDgkM5xtPtv;Vp|mak}!|2_Tjv?TNO
zJgYleHJ1zA`EYAWPSvGdGq!%bw6m!s^}@On6V_GUxV!IlpJh*iY>q1IqM22>ebT>U
z7Az<fW(w+Dz3Juue7WooT*spyC6=T$U0-D1tdaV=^H%Cs@%M)s*cs=1F=epNeVhL*
zNN&mOQ^5?f>#{lRZp?FhE3;tRyR6IQ>DGQsmTw$&K1~w)uY3LXnUY?OZK_w9H@tXp
z;a5ZI9mxw*x1DWP*Ln0StUWL7+Ejr@0^Aeo{-#Kj6wJ_H81rTobHi0`=AZ)49$tw@
z?&8aM>?X`F5SO|=J8b^ll1P^yC)L_^N*JU*J$fsJxvRST(O1))3r}8^@BiLny<+0;
z9g4!UE;qdYtMoJ>-u|J?&yyv}ItB)(u4w;t6L~p{UD;^&H156mIVOjjJlO*8boX9-
zlBT3Ft4e$RD_0(i%g^{2eif|F`;dCd`p~fzY=NTf9bp$fZoYrw*or3;m|EXI%s9<^
zQF24rdg05<f<w!s+g7Q~TfQ^klbT_u<of43-gU9HN>2(epK7@0%d|zy-UzF!-rig3
zs(o7SqT57{nhotq3xDaeX7+UN5^Grc(WiTXg=4IMui3Hw?}FYNcJuxcW;R>)#@%m?
zet4y1bV{v-;Z&Jp&Bm_Z*=0{ntgKk#_<qg81HYL(P5)o`wM{06=d13jTF;p0W+JmY
zgr(CzT?x~X^w@bJDrS+D*!~lt9ABO#$Y*la*)9HQBU>`-z$)|gZ#3rJxT5uaGJk|m
zm+sZahQYS%hyGp>Tj8}Mv-j8|?vm9^{JNnHxqX>wr<SP|R%hN>#h_QdD{!qb*RA>c
z_?Kp$yer+l_MXm*pe1sxi;|futHj+scN(tsKe=zp%Xbg{{*`!|mHglCRLSDX7q0iB
z=Jy@cp7J{ON=OU$QP<nq5y!nMV!oK%E4)1aS99!{4-4%r9*fQUb$Ms?#q#<)`Pb*S
zT6Gp&nAUN%LH?raDP2MNr?c;=2Mbo{c&9}~^Jx@2=S`8Aw|#;o`|;EdRgr(T9O$vy
zA^b7amv@O*`V5tuJJ&m%mvHZWtG;ig+=Be|p**wV`CiO2+S$a~mSlYFkW8@tYNm@T
zudDZnXRljtE|nQO>BKVqswc9l0`E^KitUtqs@2-<chhptw2EU-<c;T5oOY|cD`hnI
zg(t&>g^bs-i#trU&OJV8qA{uP%!6Os65fk?G+*zVe{og*!HsK|EX(NmefV4itK30}
zssx6;@2@I~?d5o^W%@xt@K@gPD)UKS_pGT)kGT4$u2-(NW8&j|hi^E<TW%Da|A^CR
z+0C*^of8~qRrPF`t>Ji3-e>mVi47G~UH(BYn)xUVx@hJr=%Sg8DbJOToHP(S_M1ue
z+t<q{mnhCVwbWcu)Ki&zQ`Ixx2kPshoU{y-Wqv=uAiY7X!8+^eRRe}_E0tgSE1tOM
z&pq|*W8&gHmPeeJHRF~}cxUAA`Yl-6s6Jd>*`u<;!SkqHKzLquI8$DGr2W>j6HW@Z
z%5nM1xQ28{I`J5tIl(Aa_*Bp=VXyhwIrA!_3R*Q>9JP5(Rl9qa^jO#$EPJUTq^BqJ
zDaM3h^|=^9<rvPXAM7802&iA>E?MbNJYB;hcke2LCmSv_96rRm<|5yTZ{IE*h;FnI
z)@KZwDP<+QT6NI{|D+Nnm-boh*PgX9&EBXTX0rEYBJay@&lcsbFg||D(PNcQ{<>d{
zGFQyqTbbhdH*(q7E&TT?_+pFTT&?7lb7x)pG|@b4QC^%vujb27>b=?%7BOF0{5Dm`
z;qK$GH|xy)b{wzzqI^V0f5E$>&lgBsE>*g>xOnHgjDu`JSI;RWDaV)Is4AbaY3KQE
zYS#kZYh3gRKep{(%hs(=R%!3JX!U7T@#0chzw)<JrY_z5^5%)_{%vk^zb-uAUhq+`
z)#!!79aV3I6n*(c*6H6qF>cQ*Q#a!0|M+&k>gj+7Z<)JlJTBhu>SCIa!+N>P-7U&R
z!ewJ-y8A}+n9Y{Tg4M@disgO1-H!C#`@*^8%I?Ht`-0va_}hBxV}JX?tpVx&FYWl2
zY?!-n&AgqT!Yr10%(Q*xVPmy+OShf!tt+Rw8~-1QY>jEJx^avvq108>>^4trQre~4
zR&9be(>A_-XJd7!cb%iEm{-N2M_yn4|9a|_eQMpg)@h>g!8<*ye*Ze8ASHL%E;Z)D
z!+^KJU0<CVA3mF0v-PpTVvpA*SI$1<-fH>gR-tiWaLL)^r|EUGPM$jdyZWj7&Rc~u
z0>6BH%oCh0`dv2g)_2~CoYu>CT*y!6Pcr6fSB*)!QsNi!Cq?mX?Q&-8oF&VuH%h;r
zmDH=a=~la(Z9t1j&Xd;*OOyNkU+k}1T5c7+-Yo3L7P&Y}liIb6(r;RCpBG)7S?tVT
z`onfhlilu9e=kRERd6)=y6=@o;o2KfPmMB5l5cO_vvIu)!!l>fkjO~yz59-_mTn0x
z>JY!Q;rix?og1%x7mzOF)yTin;I#49(P?4Mpo?Z!uS(hb+vI6*=*3o>Pi%R88dv5k
zrCj^hIcc`m;ew?B8-k)L^=d;WzrN92aD>M^M&`_sHB(;SZW7ne-D4JXruOo2ou2DG
z;EQIKf-jm$nm%dY3%2#H@>R_b7(@M!ZE!JPo@IF_%#C3+m)xQVmj|2Om^Udb>L}mc
zZhrdcjfVmin`Pvzw>D|FzV6GM`RP$z`;_lfwwFj=TN3@1#k^zTsWS--^2NdV8Ck!T
z<rz%e_w^T_`rzev>-xb%pnGN<&A|7}ytw&HOwW8t_(?0|du9~nTxFN1sYr#Ft_-_9
zp?8TOqsp4D?cjT6Ci;FeS~-7GISc5Xnbj%JYvrRN&-zO!LGPLAJ|WTcUHCxmoxhp?
zMD8$4zh!QyQoiQ3!1&JDChmia`ENbXjH`;bG)nQAqgA`>*2K!pSyPsM)jcF8{o~il
zhSd)qpOf3{9<=O2{t>Gd>BYZq{Oj9x;fGh>@e3Z$x4tX)jC-?XmABXDV_f~)9$x0%
zDm<w)qkg$!X_Q3S&E`v&+MEOCrltQ5+8w<@OG{Szc5mI^14607^2(bhEuG{q{b=s~
zTduRR>ck{-)8{F!2s?LQ{qpp8US`X3AFk%r-DvG`Nuqy~)r!XL&B0aypScnzp3-i4
z`s-2FZHe1|eof?j;`5BP`*gL?z6Wz274V5R&X{KXwC>uGzY|&4w0`?D&-c1s*iM@j
z+wU&<_s2^r?KZ<I502P*`~^h^-l%7}Fu3x9?wN7ea$9Dr)-E~ORM0&$dWKm?rJBz+
zZ@5-!)|{+*^Rnp#*B39F+zU?e_oCc0<14=U(wkXVADOioU0J-jWkb2KALyQ$SGVl@
zCAS#N(@o|*%A?@5jdA7st@3v@boQ_^Y(GBzaSQW_QsyXEt)ul5z6hpT`*5kOl2{xl
zTU3?ZuEVSsmg}>--FVWv&l4>h`ogDc1n=VRJNVrCKoj@rTYC;`pGds<{q4l0JB6W>
z_}A*Bu!r#_Bu-_G2uKah()*lMZhfYE$6LMn1>asZbFaub!x|!!#we<=_=>I04aGB8
zdzJOhy?N<Vx>n`eBYV!x?|0VMy>mEqY!7$YhNlv1tNMSJNPT}d-5}G>I)3Sjr|<Ty
zwK?<9NrU?%<CNyPA5I?f`;c<A&Pjbqq9mtw#iv3E3yX@Hj5!Mm9vwD)ZC-bF+v1jY
z%iWC4H!PYdeIX!kRmFn?$LodXajd#0!J2AuF>ZZOZ&|<{QQ3r66WJ|Iv&3DRxXqd$
zck(bFs9tZq0(8%e_D2O4_7k-!{txG6$tKLPxbW;~V_AZkD9iK5op<x<axSk?DyZz)
z-Zf#%`hyK;*?#Y>gx@n$1ioiROW;GoGp_ByDmd<$scmAL5_0Mk^q!g1)qJO~81FDW
zE;3<O=IX1x3l>4|nOVQl)@v^Ko*66fJu^}0_sq=6k}bHlt2u5;)7HPnTTU$Rdd6bM
z!2Rlw`o~}%q1lNmG^G+wY*w^65~5vN?WXJN4Z3HhrfOmU&nZhjr#N|Q&V^UDFkF7@
zvTMH}mz<KoEzX?yhMP(3QP*a;Px~@=mG2b4&(Z&)Hk3c_V|irtZL|N9`Mr~-CQfnW
zUm+rQq`TAIa-Q$x@Jn(ZFaHsnk}jwD_|q*{+a71BgEP(vFf94~clPuOK|{SpE%OZ(
zI~ShyZqJE(w@N&?>~s6{J(U6Li(~g3=?>##YFKi#>gwFe^&8en6#v|?Lr(Mf$rFcs
z%FY~G7}H_zxcr`)Th6z;Can7oavuvWVt4lDNbFzzq*){H@apT|nbqUJPg?)hBInJ9
zCyu@fo38G>D5|)rY?@fajKC+!0SoG;nC|)eMYeX={`WO5i|iA31jlQx(mvO~=oR{Y
zT2|@OxiVjb(%V;Aq<eq9@n}ubtvMFoTMqa3<eZ&)Kr3Q(Y`CLyW9ZjUZ%WszuUUJG
z=U}0V%=>){Zk*+HXTGw(M&?~^@Iw1QL7pYs8rU1p^l&POu0JaL%Ccy;iwsYUJ0H)!
zrEKe&*QIT_<@Iu6yt|?51)~jNUxZZW{68)s;9cgPk^TDew(W1lR@-`oeZI76*Vd+Q
zmws&!3}K(2X7$E#&H99w|HN*8NHurh{CFcWmv2_Zk(}!@Cttm3@@`7iwJ(p8!S~F3
zE#m>*Gm{avb6NiTO}%25gr7a`V88ouUAwz~4b$|^FW;ncFbfGR(yHPv`f})ji&d)D
zyGa*xrzSW@EN<NveE+a$^D*(#;P;1KaK<{+{_EN3bm}5UxP@Tyndpz}15|#*zn^sK
zzuBY9-&-x$z1r<K#d>}thn>W&?tL2Eet}a<_Bh#;Xs5GE@vpD(5ZbQMwl#W}7u&st
z&4)teGG>9VnGuz+>S%rM_crZPQ^yRx1xJei7fyBfGxt&}<eHiG#<slN&p%xBGrM5d
z%p5NLwG4L6%!`NJ2Y)Qv^;m%6@UDV)b7mdTzW(jgJ&9STnm=!e%&&a3&}R4D!o*n|
zrj=WcPe1d%;-=v9>dRGJNy#@V54CV=Tc1prbLrahQh7PCpO4CXk{(@J@~ta$eHCX_
zMvwT>stZCLMf(yz^{a<13Cm+^eYmq}y3SWE<)>YR2CsXS0{QzVT%P%=wLfUFU!+Mp
z`_{i!^B%MxGU;2dC9vS^d0*arr@uC?IoNIg<xp6fUix&&4r$$M-6!W6a$nJLoZ<Lb
z@APt)<@Y3_Hy36%Tg=!KuVY<MlWsL<-h>+;u0%@}PG`FH$XI5|t-{U=hu-*Tocyl(
zP}Vgpy!-AO-f0H=+4=p?Z{U=w_*ims*ImCdiMQ#j_v}}E|MT<L&n>rZrd`YvIXNvi
zjbSVMx?rIdk6Mh2`rkk=nJHc-HTgdJB{MZQ9*6B{;aER~`OVpPe;wvA&f6$j(6Q$A
zY=ymIG8?XntO{(lWo-KUbHU2+MJe7_J|E5eGL7fS^QuoNsR_Nuw7Wj^ovzyytld!+
z-V$=k`pMRni^>BY1peH2^3vpQ6+86xS5+Oil#x4de6Ed`s2u!`nJKylUY%0v`gP~B
z<MXt&cI!>wHf&M*BdTY3enrot)>{dme+Rz#mD>Jw(e-_Ge;-|(^X1t5<E_h9Z1?$D
zmh>_%MlUD*ckBu^-bYm*fB!!4cT&mL;tj47pDAcbeSEj(-sF!v9`*%1+)&(^<9Q(P
z&537=UM9r%E;ip~aclm*@V+Oz71{L`?Xx>?JGYNxW9IpncWN$g4n65u7INCz=6vX;
zqUW5E>}g-kITG$wY_8%-Vf%9B{i4zpvuz%zY}dTW8r2lD+hJ|Nndj@%H~#LeQ4T)6
zb>;PC8NU>oTy``#ciWnk1-?BHs<>d{yo{7jiFHcSnYlkZv*cdx+W+L|gWavXx?Wp0
zood(EBzrPy|8;|mtLY2Y{AA8hh1@Z71a`;F2k+;qHD0wRI3GLw@7w<D-FGdsJsRIS
z#OK<*OAFD<f1};M;A`}XeU%>!^k1`HGM}8NbS{18ql?;Y^7D^n6gfwyOI^2j`f@^P
z{hJ>gM(&zxqFx&q`jly$bj)7)c;?E;zf5I<C1TboS6JU2jqkqO*dHMCq{H>{=C#*7
z%#Ib$Te>(>=%21E@A~N4A9C)N^KM5*_^q~cop++Fx$toFc6DL5uyYqKp1IM+yyCk@
z(FOHOM-QGc2$IX>^a!<HbERqe^iZ1#C7cCqHm{jJOU?0D%}%Wit-YOl_sY7HITqL7
zIr#FP+F2=3>6-W=bW-s3t-Mcbf3JR~A$jB5(+cS+qSmjL?%U0&uH8MwJ4o!Jc)I<!
zBjo~zx4zq99dT*(oqG);wFT>5-0pQK`re_o>}-UO$2IAGhvUMtGDKEAP?@_?`egP0
zvkRid<qQ1F%mS{n%*$`*V>bEgHF*=yCC1sSu6|YinE55h?(-wDN#Eygu?p!DeX^r<
z>dZ9%3%5--`xstEzG7z6%Bj6k71M)E7I)q-=-t_rl;Q9`rKf808^@s8^Gs?lmSnZf
zyS8_^cEq*YpG(}^fA75&{3WXD*EKo!SmC*Mx*=E0<mh#(X~%bSpY^_%{$S$nsc*%$
zpZfExF29yjWy$R)?oktCJ6@z8eBf*BzxjZ}d&UQ!mt0S{pTHLz?{<ifeX|&2*V>t9
zbTxKtpZef|cX$am)0Vz8mz7FOqZLe_E;$+OF(q{U0@F7#!rt4%H#oi*UbFu5C(g9Y
zUpu8*zi@h)U&vT=aNef~6VAU|bCxS;`o73CTD~A_-n0T0mHfZ@)1IX-e{kU5pZMmY
z<m@keS;;kj8hK^X6P%9=-?(6OzV`0v9(xlR^@hsAk7bMvS7%(mv*G3anW`_NZk#au
zFJ313pD#x2XXe8h@7zwd)|&1+${jmrcVN=tYZvZLVDEofe_rRz*7~2HuKyRf|L=!<
zeA0OvtIp+2*II>-?3l`~zvcFlzxnb10{{K~uK!SXk77w9&z=w8mjD0wbpQY9+v|mG
z_CM60S-y(Th5wTDrX%}m5B_^7z2vvA%h$K_|2=%m_V0`PLe++8_rW`a1nw7AZSOX$
z|2bWM;?{pt*<{rD{&nj7|Md3s{gzMh_v?O!FBHAbr1VyM&)-ky^Xr9~6V+O`sq9;K
z=;3=&w?~Bs6Lp$5hZz<2)}32D>4Wtl;mzw!7hZl~pP?$~ej`;%@|Kul#hWe5SlthC
zNODFWeQ*Bjk(zaRq-6NZl&Oyw-VZ7-ce<+f@z47Mwic@^uDpB9w=VEQ&d2rJt+q%#
z`SE~l>iJ)ts`tFI7Yj;<CaqX=sJPJV!POn_zkC)wJUOg)x<G;Wz4hC6RH(WY^;<p*
zJ$_%aC-`6Pw2AZD<i0<4k9fcT*6jV!Ek1jTo(T7Sx$HT0^8Wv=m*f?W{Nfk9$G3U?
zp77ekY*D@67{WYkTF*!`CHGXcPkipf{I2up*80f!1BVamN2=Uj$Gc`zjA*TM@DX#q
zdq>noj0}#d2TE^BvhqL6vo0X_@8s{lBO7P@`o;5GE=Y8dt4~NO^9}Y3X^c{aHD8W<
z^w{_bPP~8Z@+%(4w@J&TXTRC0lDLp<`?>ocbGY)EKAJvsklQT$J}mM2(Sx(E^S4%f
z>?}X9W8H&KKTmDnS-buAl+wO(Yk59SwbiQYXISmY+0nG`;j+!$@0r>Uz6mgQ%dIh*
zm15yGJKt>Qere_!-yK2~j}Fbbnx*2w=8{_)JmUbvo4DQURKCgQ@81!p{?AzIx>&Q4
zy_e1|OV4V?@M+cSj=OTrzj{;oh|FQdu6zBdG0ifi6SfN+G1pgr9<3g{PgcFYT}^#u
zdzJdteT(zhWR~sNxoPL~=TjeVncrL;^6qBV+<TjUYKMF3c@|iNFPa)ZsbJ<+jflyM
zGSc+C6mNGml~$D8>C2T;5sBXLfv@4h-0fDApL+jqn)36~#~=6qEnC0e<WBSb&;3`f
z`Lup~^=C(Dgn??CH}}T)kAL}3y^p^bdinJJ729M_oImYx>Q?=QbtM%qBpJWnJ(U$#
zvPVbzYmH%?*{4<O=D+_PlXE8a%(`b*_SfQ%%<Fo*=JozdNB76h?>HUxvF`BqS@mZh
z{*TEtJeBgdspk5RJyC}C!D`uGR)_k|d6eY5Gcr_o`Hzh6S)re2J<3~m?TlvL_KUan
zh<(_6b(L6M*y{MTS&7U^S(aymxH~Vtp4cxYB+>HPx!ybQYL?WRYt=Ik$@hILzAxun
zxwUx9s>PYB<K6#Uys~ex`%3wF7H{i!Jin%XK6Cr3Ie~?*&r8~Gvann4U(v^vAIG!b
zuJa_nuf?qR`C9r%*D2qB9X#{OhFwij;Xn8y{T@e6J^d%AR;yY5=&S3?4+Sr-SahUt
zFVCb!>%Hd*YCWF(btRAVU88qjIqNMZJ=|v-RI;^L<=n-Rl*@tjPky|5F|qRa6k}_?
z?|*!X=6u_n*MG{^KKIYJKYw?A^}JIRJAYE-;R@sR-4gxw?sxxv>H4Jo+AX3k@C9#V
zw*7+k_;nhq-cEQB`h)4u{L3d!iyr-BddEC`dGzymqo<|!<Fmg^FWH;()cnd<?fS~S
zi~fA^`dxH(-;YbhzqhPvntS-YexH7C=k@v>R_|*b$4`7D|MIu%hxKRH-cS0ySMBH2
z%%FcCvb^?eiHtkH=(@`PyzptqI-Y*^EG$%OfBHB%CPsUI62smpOZISR-w=B7nSIy)
zs-S&W^wz(sI=La}u7}#3%Rl$E_-EU8lu7FMCasa1&&Ms~XgBrmG`sYagN@hER~cRE
znZNmU*5mM~dfP}_^;E`xjo;z}YovG7+DPxHy<l<T-oCfNzAXDSzONKJlzaElSAm7=
zD<6yLU+JhVxXIG=aQ;`bT=ysLC!@D1Z~FAacaor|+upag1U(Brr|BB7d0hPyDE#$?
z>+|!+8?3I%M4vXVIJ3$5mf3wj{=S9Je^vP$IxCWHmG{i@_O*>SC6`n?%z3(to$t@n
z9dT{B@^4DNm+8vINR(e$TE2B_-eR%!?FV#<&2sZi?k{_<DbKvpFjg#geU@-l^R&o^
zCw`aNxOExorS4x7xo557F14!UZTjI$uiu{W_Nw&e=a-c&*7YhUw$D)RY=5D=d0)Bv
zE`IrQIyc^Y`ux=3+Ib!6#%iWl4sU<{EM{91lFc}6$Kw3~o8wIPU3sdXJ83%iv26MO
zsmjx*?Z5tdy7sZ`&7Y?({iQuu$B*?9-<@byrpmBJpYIhxjXpdlPo#X(63A4YqO+W-
zF>uoyi;vHi^J@v1vwl=w&eXWENd4piyHySgRBo(vNOEUgW}q+n;@_V1xvSIs&#yjc
zJ5e?>d*5!koTCqZ?=n4+cq-7Oz0#ev%1r)lDch45JB$mS<kto@I^1||9`AcmVfp38
zJ@&7f`BI*pUdzmA``Y2&tG{cQD_5G^e_Z1o_4VkJFM;ev{BJ$kmrb}<u*{qN6ThF_
zC3e{tw+ocEbrvq#(OKp++x}u>AAg?I6Mm};#@GDUnzDQsxw7z<@fFR3e_~ZTPP6-P
zzRTS*ZG-stnO?7xUMU8@KUsFjm!}}Ye&aT&ZF}r4FMqt0{llN>;j_&0o_<-)WnZ?$
zOyTCwFQ)(IPMqHL;zh{5+t>a#EB=t*GI71(kGoOqg{%)&%)c^KNhoR#%bqV^>+a32
zf0^;GX2-MeIgh8W{&4!?FaMO<zklaRd+dIY-0*j&;=~sbmDcBGuW9yZ|Iz2mEVy22
zs>K@lYbA24r*=roI{mFHuX9d$vDEo@mGGlfjtBZ8e}5`2ew!-re*2ks(`{>VrS^$j
zzg~9l{Bfgy-+SKsn}4$EDJ$JrFZRI8qBcaP`}@7y?H4Y8H+em)w8HyydivZMX<}UW
zr9w7zY(M;uNA+7#$iJqE`{i#<`C~8e^Yw|o>ZG2Y8`d&)F~__9htK3FQ?CE@SbW~T
zcRQX2oKIB#XsEn6y!b<bzNcQ2ZK}-F!>^YgX*o5m^XRNeNt)vGezDHVdRO)KjErzT
zgORX!qG`h3(@b7#`c8S5F#QjGoBgx;+WL>aNuF1XI~TswkoaWoeYt3X(x=xhx3~f?
zL`MkKI^-XUes=Ox!zP<<xeM_ztM6B|vwJ;|Sa4(R$?J{PAEVEfZl4z6d~~l&WyLPG
zJ_}`~$1jd6I@u^ze-F7JCXicTBY9?{k)7mwHh!-Sa~^*>a9G1Q)Lzb@`FzL6>6dO=
z9P9t8|Lxn^(8iOe^mZRhklb|o){Kd)&l_XQo_s%|$AACgyf^W`wr*rOe)VT>vg|p|
z&3VUD4mz~f?QLiN=Q%Uwg`7cxNGM<Wd6A|w^|t$VEVO^x*D>c;pTW;*{WoN#`YYz`
zlX3jE*G{SaNAa?@PlEkv^E^{z<iBn8-EM4_9`#Of%gxnsXOD+iu6psw$#pX?->YjE
z#8}z8+3wl>d$76Y+w}W;f1M6GI{(koeQR?6Ot|lKbM4QlxVUv3`n=z#XMKMj{%!u{
zU9C=hYfsk)z81SP|ND~Cr|Sip&F<>3t1$`RUdrE~wx|1z3Hyc~<yC%%MfQ0|_`cSO
zWf7^D_seE<w!N9TeUfx^&h%@nT(=foo^hb>+S9+=uk6xgy}av_K1X4QZcltg-tACE
zk7v$V(=X+osO#ognzN}PvF)ep;+MTPALHU0POZs3ypd(bnRhRy>KR;Qew$_#a8cq|
zl`LP9kH7ulYb#z&y_K@+`qb#n*F(3f@65iTnc)5??7%wh=z}}_tV5sN*gSPw^5d|)
zzK4Fi^CsT>b&2=xwbe2auj2X4zOEN;iap19dfoZXso6I;AE;gAeD$tNIP-d@`k&dh
zd6RPfzFs!@^8UO>Zx<E{m-IfEb$q|)|3&+LEvY~4-TU)*czvYjZTrPDPiLRK6JIwu
z?%&h@(?TCl-rq94hP(c^vo`PYd2T26?Y<O|?CUSq`sIw`-Pn15&!2kzXXn&qA8(1R
zG5I4NE_IPbJ~Zrc^6R%jxw`e6E-}=`Wj5HZH#uOp&cxwkdA>aJ>^&TBGQNb_MP@YE
z>6;w5z#8p#<-@d1htK?E|Myf(>Q7Zv27}}K*w<$qx{7#C2Afv+mm05{Qjrj_b9*8G
zm&&<}-}ap2*>~n*J|FX(J#O{<tP7Vb2A6wfuHANON0GPt+*{k!tk>=`JvMRsb&2b}
zYh7a7=k6+9bF=H_#scjRhqITzJU`=&>OtOHaaI;fVv?@RJTc{|?Vof_tE8f7Ym@`(
za&J#67dxoDAbq3FqBqm8Dt}35w40o~-XKqEr|2=?9h-m5@7$ToGJF62%+`m;>lGjW
z`?@Jvaq;=A>b-mRE_=H)>;L(;=jZPY;E9R2{_5zb2b)ta%{U)@<VMz`w1u~iAJWd6
zxbkfJaqjE0Q}$*ad)xc)<fi31k_k5|wClF>o-eAuqcpEm-gUpLj)c~JvtMaSlI7pb
z0|e&$75f+?9PnMF@@@O=9GiN(*^`#f+Fboo+UED1_APs5tEvjV`NqbdXM3I2b-VrU
znd0apeP{FX%lSKQGv8xA-o4}bXEDQjQ)=!hJu8j!k3O>F(d)-zA799C>tH=}ZN>RN
zY~KpID@^Jhm3OcnlFT^%@S=y~F7po7zZ)EFX7MhYXK#^gJL|rJ-F&&7AA4muqmRf~
z-Vu>+{Az2xsJ5bD*@3jFvvvAb=0)XxyMOt84*zY9e`mgZc=P{!9{+XuOPP7q72m%u
z-`+lXEqm+vbN#=V&EBn7@%W#A<7VgUmW>~RZ%OQ}i?FwAyIX&F*{l2;yubYK`v2Fp
z-m*>FH06o&|A}`m&cDC&k9X_qI*rSJ|L^|tB3kK>WcNM0`M2$7W&BUJerY%RU#a%~
z+s!MluL{#&m)vb1mz!DHcYgI5+y57C?#-GrZKiyo;BR-q6Sd1EPW#T^G`qa=gWU@G
zdq*~(4RzW4{n@MjAK!L(vMt<@|4V;w*_QP&PtJr`v)oq_E4h1|>#&V-LP4o$^gQ)|
zy9-V<mhX7@_0GH(uf&pe{bcmnZqx8`|Cj7Pa~D({ZwTlWYe{e6xskJ5_rL?m%*!*E
zm@eA&oslPY#({fE)(gu2mjC0v{=WP+=fT%ppP2KWl!P)gpDs0T`_B2`VVJv^!QEw6
zPna)Pta`5=Z_aUX$Cff}c3F?}mUfdJ{4al&SdnY}_M*bF+riaWKFGN8{W|)@;`L$f
zu)h3hA-OkJ9cI4yW?!}i@9TYLIVz8im6qKvW!3k*dF<)Cl3CyM|K7TxyrS;$4UHMs
z-b(06EaJJ<YHQM@wKx3@!_9N;Uv${JoFDF&i=QL#rpPa%tkiE!%wazU^G<iaa{oCF
zyX~wm-oH~AoKk$zSM7Md`P*+NcD&rlR&e&w{U;CSn{WqyI_*&XcINZ&`i-tnHs{B+
z)yB7X{m+S?<-{v|`|GRan}z-}S;pDV3K86;nf9-{%ks0|f$A=K)6$TGfx&T^GNz?h
zP6r0N^U9h&6}|TN`{%PO)35H0`f}>ivbPs@|2`nMD(%>m(6c)Kt!7Eu&oedN&_B!a
z`42~9=IU!_4%lU-EjT|*az^gG`FhVYGWo<O7ynr>v(uJ8+Hcv+pZZy8;d#C};dkf#
zUzfOCQ>HU|`HpotcOP55-7+Ql{I&GH-srcMZPu(W+tOBFGA@gLT$HeKrsa(*XZn<v
z-+6dv<-3ll`9FG&DSqs^_41Tp=KYt-ob9&mNqo}hOFr?~2UWB^^SNN#WY%9FUB#-=
zbMp0u_j&JY&EG1jcN@<0sz3bk`Sq34?CTHxu5Mqm)O*LVH}#B9Co$QAPg;Q;lL9}J
z5_FUz^fVSjb2Cc=uqyBwEJkLAp!3_nY{+>mA>dnF=y<6f{6I0#9eSV}g-oF*zHoAa
z&V0dohaUJaN6_I=AX%^;bI{SAyj+|h0V4$?Q}9WlFcroMMvz1DU;-u}0aKV3s5Jpa
zq+YuR)`)bW9^`PFAoOFZ3_-`qAq6qP3-!zlK_{Bw)Zt963-!zlL193SJ>Wade0>y5
zK&Qh6<Gr=d%n;`(T}0g4XJ!bFSq1Q&L$FJa6!c-2<LMH<wa?5DbT$?!=5Zg|3b6$_
zAm9hfqPua>oFirkJ+g{(^wz#ue7E+QfddLDZlPzRjkH_)Ao&0(90;AfWn=&;AVH-Z
ztV$WZwa=RTTl>twAqtKG)LZ+^j6hW$SOQWBlXh#LnGvWC2bFM~`k-6;%#1)44vcRA
zI@1_bpTGnRK?0zHA0_~*9*sbSG)w?gJsN?_T~LjxpKfRh(gG_+L6(?-1YiXaNWfCT
z$jlg;U^qEJSK%3%8H0QUH4|h4;`&_B)p$l`#z@X|1nEa|r5lJ3b0jDQA|2Tc4kJSM
z@PY2k17Xk|ddT<ify9vS;REqO81o)JL(o-zh>Q3Pkxem#oNx#`j1X2a5q%q<nTY|O
z+xX0kVX>j_mY-MRn^;2pZG5KS8X4bhd}hY5s70v|IrYP_-NpxsQ!`^z_)UBU3Xr=k
zK;i}psCV$08A6ZMHZ=pwfYg|pnS&~CP!uBCqu>OKl->yyMaIyy2Qmdw6b+G^_{_kr
z2m2QFCO$|$1xtXFH2fw$Gh=AhLiR7X(GK%GA}GO1!DgT|>y1Ep2`mgTnotPCE}=%Y
zv0~0(zKIW%g<zc;l$-d>j6mfEDSn5RQ>cC)gg5b-nSfjh_L(8dO?+nH;u|bMWOPGo
z3{)@M_QS4FIVA3IO8ivivQ@hle7|qT`F72pClhY)gb6%zkYD$~RI#FHw(%W*;f)t!
zZ@JnAocy2RW%~8$(lleY=F5+csD4=ZV%BouGh*w)EKVf&&D0K<#vHCD{`PX>_V1q8
zKlm+tw_m9wSx;4JeZ!BSgPz(~+84(?oq6ku*KYsxbE|6^&tw`Mz>(NZK+Xnx)6fJp
zxr2%{umq9*hgLnP{vSy<5t^BRf&d(3MkqHCni+u#Td)L?VF@Z~pq*Y=`BX87#y1g~
znSg8syAtIlLNg;!(FqnO()FOi0@L;9y!j3*@UUFi>u)ID(XzkgbAW5)lJEDgIY=+n
zp0`0#?NDF<YxIsovzvJJ)k2xM?>%v4+he#b_WH`o>zPI|1rsBGFMjjY{TrLM>A}8<
zRu?^+#9b?LeS4-`PO;wgD){m9rEd=1v|U}hy3Fe30{+V_YS(b3c#!kJ-Z4atC2(U4
zEJ36{p-l?Z6mQ#a$meXx;au)_kX4D5+0)|u`c-^y|6X^xbiY$QS?6(bQTod}ZQ8r_
z+3Z_fg8okEIq_31L&|0A1s%in4-WF~HBQsoa85jNUGvNC!fUf4e>)iZpKz7BvGZNB
z|J=;5HIvS)=Jtwx-9L-XUBqc;Bun;rCbKz$kp~h&6@DGmG58q$Joq=mGW91)k&pY>
z@+Re64cQw|wqD%!CHLX0X3e;Q1mqL2&kapc?m+;zH^CA_1_`Lpz=(R=L3y*H8Te)a
zu;);3Rx|^*s=*RO`WlqIF?>D9F2*x60l5<FE7XheAe{!V1d-kal?NE!4W;MBcxEOb
zH-O!2ftq09Wf;USuq)-vU}K`lnHAFPrp=Xd5DURBM7dH9)bNM4u^=ua)Qp6U-6A`@
zV$LAEgv<==Qm~KFno{7t7gz$~W#_~KkJQZcj1mQN17lF<3UW3+c;pk*JM&A-O;ymR
z&n0A#t{al$2*wAf!Gw|eV*^j;9aa$7^I5dohks)4<B;Bz$gWFKpBD08eaoH@VeMh6
z(8K@l_osrOmFyREtc~9|lx5D3R+UYW5Btm~%M--ey*W<D{YBxFt_w^pPx4kjI;WoI
z@$BebE9*H?rWrw@3^$j*KX-2325auSkC{*2TkD{Gm1FmN@8_@c44<*9hwv2zT~{dh
z;J5zFo{gM}-J5E)YvOm6zBjG!S$|bQWaF|-sdcR9+6uS$^m?qaS-&uA)~p3W|Ep4i
zzA*1MdOh=s@#j4!virL`yrn)^KAe2~i^#{1n!j>S9X|WK?5W`dxyh?|_<E0<+?=j|
z@R<Og(Bp`lI8WJQJpPsE&x>c*e))0Fu-HRe^xpm>pxZJ2GKHCS=;Nqpz_SeCz&0{R
zIm6x*-gJT{5l@$pe0NV5-^2pM&@?EiIA<glfu<FT6~GEP_0vJ4F{Yqw4;>dVF#(H!
zYI&H5xw(Ro8TcA2kO(Lz5j*w)8pjyLpg`772L&vIH5^04#2h@T!b!#el$n8op@{-$
z-cQ%e%n&p-1G$sKCAByia+wAw`9YgT5Ghgypup8N(wqcnJ`r4OhUAClWhUpRq=JkG
z)$X9wjc)`BG<r1f*c99yqMtiJ7w5&I&me+J3~)&VE=TkU7W<$E2S%|!RL09pL9Pe;
z7Hz!D6jV%tC5Q_KGf=c)1Ormr&rn=rNp78OzmndUf6>9LN3YsA&A2F*aKm9^o`AW@
znyGU>S54ZHB3C{w%6-%7e;KipegCL#S7Bep*2U+RvU^wZLQT%y`yU-&ZkTR=_TgN!
zT@1G#%Hg;W-VE#*u;VQ)z!eUd4K3-xY$81c8Uw=clx?pe=stLs>bQgKN{t88Kg+oX
z&ib>zSG*?Na8r4?PfM%*!|BJLJUjL3PuQh>^L?cMujmvr>*oF2(EWMQAv=p;x#rEB
z5h8&lnW>-Bcw1Ce4F0|ltG)bpMt=V6(&cx;Otn|@t!8wHbSzM4o~?Ue-p&8VD{AC_
zG4C`m&;k1f*7HY<Oqzil3ig<xkr`MGm}6vS3MyQ{Y>1BsRSV11LV=_fuNn3h)`YX5
z7FNr9o1=1*om<|zy<$~VU8(f*g8bFD%n1>@Jq#C^+WmOTZQ-?4&Y>r5-_;F&F74ZL
z&h3HxlhSrUw%0rl--uu0u<g6HaTjB9>7La^uRU3h3Ex>;d}L*5bGj45hx1R)O$@s+
zx95G~`5)GjDzDvc)W+{xvRk!9+V6!@h>w?n#S+i;T6<P<Hj2NwFzd<f9dbgSr~imz
zb_y=pyY=F|2QpLKg7RF{R(Un;h*Nb=|5tg|?Mw5&z#~UK&X^SXHN;zO-uc_VLv~av
z`JdQd6LOh5Fe@}H@YNHgYY&s754QU}{mi{wyC4A^t5{+l6ei#ZHZn%O)!fVst>HxK
zwPI%AmXiVnivi3)MF>XC18QU;C0vj#VCO^9Cq7pWn&kjypivR9$4I)f(9#&+wPIjH
zkwOAGb#5_IuN4EQ9;EOfR1cehN;-_PI(Cw8UbBHf>-RZ_PL~NLGPmgn1UU(Hy4GLW
z!mePj#N()fv)G+|X>z_xqL^MLKeJ6c_W1eHg$8d`{*>PiPoL#-dDg8<H}2=SK61K#
ztwKwnG}>4D<L+0d4t}2d!=_)jv^BFz-?#OHeN4%mH#+mmO6wP<pReC+dh=S$(aYg=
zWi|VF5A&C%s44E%5jHhF_j0LB-08lS^P7AFcUM@Sm0n(%Qge>EvmtWftX1nXWlnYF
zWUhO%^wM0PCF<oy{XT#7*O{bDU-nB+cX_*B?5VkDX88Fyo?9aFg2QXZA&!z54Icq+
zl_d6nGa{`EY%@-a9CAIZYSZ-1M=-`DW)VXPldI3hq)Q)s9=v4nvCgY}tNZiy7emPi
zkKT0;R354n*R(7=6d=N)m?pgN6UR(LsSX2!-c!kEeAiDstm?)rwf}1L6{$5_7wvkw
zY+CQG^^T>RujMkVmyQ2h^m6UO-)Ve*H>{ZUTwE)A_cL4t6DU5w@n>vm4psx^7@3)&
zmHJMZCB*@$Mb7!T1^IcYc_j)K;O<<0PJU5vL1J>Mg1$>?S!Qx-kh>E|0!KQ4jvE+R
z7=RSP^QC8QVtOh_1k^TG(2wv>%1TWx0SSO-U=_>^j6fXtXpkAGJ%o{p-p=hT7Y?6x
z?Ema{UzS+UeK+%+Px`XS7tS^cY~WSXY247J%gwv-ptPC9?4tq(31vb_9%uRvPWpZ~
zVb8<b`{mKo81o&R6gczO#mM$5<*Tlo_iFF!-*ev=wCGHKy}Ud$es54{>@g1&p-va2
ziNsM(KY#!JpJwCg>MANGcBpx||NL8jy~@kYZSLQ=u_Em!Gc&W>;=sy358LJ4TwD$`
zi|fZ7IdUW-JmK@Rvs%~9%*?*6um8LHl=$x8e~T|w>w@fjvP90l?oUF9tE=mT!l_fI
zo~l=5QTIALzwQ@j+=s{g_NyZ692^=<-?X*0&9kXw;?KLgE0x!@{nCe<o74N{Y=eF#
zm3Lj5;G#6Kfa6)!gj$35o9&DPrL2||9zIvr^*lg|OWVs?sMF=p!p=({K0Q5coOb5N
zVflX>s=j7zzImpuc8Q6tZSA`|JNN(p`~IP6eBIBbca0V=TC}D;?xw!G*VLn0O~<!o
z&X_#;@ynN-^{@ASzqh;c^RpXMxAa~VR`=WU^;-0Y<$L$+c_4m#-;Y;UR~x6FtND60
zJpKH<+TY)DpL+gS92pt8t-<Tg;a~NCzh3Va*KgauFXQ5(Rjag~n(D{x`SGY*|6a}K
zv-bagp3lC%E;lzfbYA;)d5eMvZv%Px`Gch<d8i2S`A%sQ5V(5v>IA+CI(Bw;XViG*
zZL3%!Kc6+f|K-aU6?OH)kN^Csxt;2CA?N0%)W^qq`Q>a9_Ahz(`T2SMm>moY+58VB
zXG@uxn(qB}D_bCO?%cVZot^bRPsa-h3B3usG^=gGq55B!=YRV2DIrx!SvkJ`Z|PHs
zHKAL#Ze73U6W1EiHMf^~Pp|uZ`~J4=+c$e&{?K3lC)vlx$J?8GjnJR33l}O@{JXHw
zSx!#w`}_Ot&kr9ytSBaLU$<tDTwJiJmRm76_!o6v+OTYy+t2qWC#yd{GxKoHB>^FJ
zxg|@MXy|L`>DB%Cu<&kD?(({8n=_8t2EBUzTwF#b=kL+W%l)gXt8eR`{ndT(;>8aR
zoE9Bd?%cVPetzD~eMY*vZ_D@pj&*fy{dB+j`@7zro(-Ot4GatdD&@p}Y~TNv*GOa<
zXYu(<mx5j=rJtR(bk2X~_4jucFV|IDs@UnGq<Fz4bA?Z<!~MG7x-JZxJr7UUkFWc7
zGyQ|aJbqqYU2SdY-4S0icO)ESni0G2U$;WrgZSM`BkKj1E!~`czRljY{@<U)?)|sc
zZByddr0PBG0QbGx@3B7?Uo%cn_jHcf@%8%kHId9Nr>dEX-CjpI9%^fC)m*>b*2pK*
zLusOig~`)MljO?*mHYPX`*&q!aJRUA-P5VzIn1sTf0=yw@}*^d*`KH~@6CUY&aeBW
zsjr`Ze_!qYKhN#|f42WG9CrBKQGsg)YrA`T=9uTprD*%`-&}uLpzf|2@8d_0*6iP1
z^z_t+4<B~zvZ`RzIZ`%t%H*hrUq7_nND2a{Cnn2@ZKuLBuU-HB<44Vxi|%FJTlXG1
zG^_1#T;j){&*#_w`FQ+V{GOtxr{>vKznPZidw9;AIWJyhJUuC2|L5b}@_Uxm-`2d<
zPFz&==7!<x`owuFWNx&)Os}cg^XbXe)#1693*O(`d+M{n`kKeR=Ii43^V$FE|No=^
z%a@X;Kj+u~lMFL5HlEz;2}%`84<`s`{`m0l@b&omzZVud$HvAQH2ykn|1VM6q3h70
zLwok_oq9CtvVp29t6KKivuEx9d}uc1UA=mB{rBDX=i1duJ&X7B^xW`dqx#CI%Ldlg
z($g4rUb}pG@{Ac4-&o{kXgN)Y-BTg>uOu(;UH#wd^_uD{^<sB@Y38?UkZHeuewOL!
zcREswFLKy7Mf|`2|8M-$EixU|9Z?+d5vwOm5QxxjNKL*}kP#xq!wf1QOQsgPdnpDh
zyosxRyLJEHxA_KBtN;Dkc{fS%@x7|ox)leT+4<LGS{NB^s`!}HVbI}v+j*q{_va5E
z8lEdQoSS3$`O{PH-AixEX|{e1)LYO{pE%8Y8b?sj&R@)751yQyd}?xOX(_k3Ud#PY
zpFVl{`fl}g=Ge!|Ep}klx|p3pMuC;K0&nl{|9{r}e#`U3rpTb6MK<}<+vNLBZ7iPy
zF1`=CxZ8Px%JM}fD&W!_Tq=T!SQn*<cNX0L^UR!?nfcoPW5<r=-Pn-0Nc^zR+EuGo
zZP-xo?#|9&y`7sj8L6nW^v?UX_}SO2C-2|ef4k)gt{GxP_M2?cgA}qJP1%b~YX1HC
zd2es^^YioHKYYk2xg_Rk`t-JbdHZi)zqTI#{OqiC!Gng}Y}d&rzkIu$|NrOtdOi-0
zhU<s*^X~4tdiiqkw>LMB9z8l)r~dRb-S_)`=S4-$x|#Fu$z*>qod^bQ``TYyHbsET
zY^9F^OB9dvKG$#J2)^{;$H&Klf`X@(wzl)j-`kokE<L%euCDIk!-pTFI<{@izJBX&
z*|D;`jJ?6-B_&@@P1RP9{MRY0J|#YWV^V8T^-TG?AB=M9YHCJMqc6G?A8zFqKR3(N
zyYqx)@iUF<8*VRsSpWZfz4lwJ8yUr2Pft(3t#{LmH!<+kWL8#Ifqj#8<l}hw_x*mi
zJ3OxP=&Xyz>E~LGq)cf8h54h!otFv@HnCod+v`8yE;KHAdfT;UzBymk<#|uj*%<q2
z$9?H2dH+o{6(63QoP7V^x9#`q|L^_8^kZdFwiMJs7hEzqiZ_0JecitPU(8PRZ+)`X
zH)fc8`S=l3(S7w;dG~I><42Dkc$zs%`E9CsI(5R@Q?<9<+}skxG7Tht?3V;NW7e`+
z8ocvutHq?Ge%-5ne|Da2_3LYEAJ20&wy@x6<mgvid+6}tx9{3+-Msnpob~&fPbbwM
zFMFtRIy~;?-MhTmM)~(_A}T^crhG~X2)OX{^z_R8>L6o@Z5?!`tUh>fdB2>kW3s}f
zTG@__Uk?N(inzJ8@UR<s9B0`gy5>wXd;dj=j*@tGrCD|sE-I}P1r-kmeu`xYl;X-u
zaXC@Y;lZV>?9}F*dEz8b_}m8|rc027q@a<Em$P5mj#n)5f<`h*lMbEenD8(_s>tYY
zsQQnN2@j#xv|pMqS#q7#LH8D(_Kqb6MoK9bQ`+X7DY)uc|DOZIgW9;z<Vi}~3cpvg
z<=1d}|5RJaXB7B->cvwt*g85=3_<EZx;9+tylL~OTIKj*^}KohcP@IXW-tk!We}X`
z0`d{qs%cg`GuE`p^!Vmmh=;TC^VJsL?@<!C$Ri-=nF8{S2CwDJg)1gMS{1iGw=FjP
zbAs28Pft%@Hb12(@V!2kL)h)^^|P*zB@~n<orZa6@_xTv)$P~b`~EIS4~l-?;KVZX
z$JMu997i_jfA+0CyleeK6L|%tN#~H%D<yX+{@B!Q^`=AbSajdqwmJK*XHT*a5Cl0R
z9p((rICV+ZT!G5KaIfR4yXJ&&+w)o!ZeL#R@jbNk+$Mej!IK#<r6*(5b>H?+V^z<)
zHUD1rum2l1EAN^Z_Wq&p_P;mgzLV2r4t&L^q~zJ#!y(DHR8ieH^YxPb^(sHE?EQJW
zH`R36$xfa~U%7pS(aM{xce9tq=ep~@XAqpY2Nr5Gx0DvyZmpZ=ALEm>R%+3a-MVqN
zd1miF5pr(J#1o(R1O!iJ!(9@oKJ{zuy*ju5E3A|CwdQnan65AVS9bWgpro#Be@T4(
z*J&jU9UfV*B;#|)%J3_1eVIYAXMj`kYv=ZkO<cFde@L3Y@y^eZelC7=OAoV)%O+`9
zdJ?+USyWhCl-DinQr=}P{_A+X$h=z&``4OxNS(HDa8cO}N}iy^q82^(j`rJ6A3D2t
z1UxYbtc(1<=)jMwyMwc4|0+E`^U@_=0YOE0a$B-$a^Jdxp$j#$4+p7RT8Hok2Bw~$
zw4g<F_oUTQXLdRJ=Ivzb=qP}v>Y%G9?|o*Sx38_~Q{MGXuT|Cd9DXrklS1OMgFaX7
z)w#|fD98u*;XJF(^O^IW3x9vQ)@yCYsn@@zz4wXQr7Sopu-xi;VTz$(XFe?SJcHDE
zb@|2E)p9JSTuq<%XxU;u!BF!V;caS%Cvj_6m86%*x^oFn`~i;`p3)?<{v7LBn++89
zEh~Jr{-=!Us_a+s!qYz0IsDmsN$;*_>~X>SE-L%r!Qwnu<E}=Mv6O|N={CDR8UC}j
z@Beu2FW=q7*yDnCkQLU<{j+=Wdr5Eg_&S%fx%}quyyx$~J0tMII_piZEtF<=95IJw
zyCds_cl+&&>5Q_Lt1VJso@D+sZuPqd>mGAtD+%3)rF!Aretk!#+$j6>)c49g(+}&N
zBj@dFYq37NYxC|t<z<~7HSq9yV0BU>qg}(MZ0D7Q_lqX3*j#-<-RSmV^LJ%wi{HI(
zcx}Nn3(0bqwZh)&_a~_A_S^SP@zp!YPu;ti9cygY#(n?pc!N<%Noms269u4L%^9h_
zzvPqYjnYr0(t<7p7f!}-9Pv*6rM~NC5}$w|sEh!YVLm6U8a-z&ot*E~+vl=u-^01-
zpAt+L@rGLM6Gc_G$7*GkLG^FxzsFubd7Y-japc2#E(L+}N5fX^*_Uj^12Qtk4PxX5
ztC@Qyum9b7=GnxK7fKvQCSN~Q!s&96t)rvE!%F$^!?|t#^K52Xm*<t2f1k2`iOG{!
z#^$<nYbL+zyMHoVTxrH4xqsUvuDyD(ROmbVq6}si7Z;Ve6CW1%9`5Sus{H(H@2^*@
zr?maLb?M}FbG~Ouiv%4x++sCb9c(H-?khf?-+Jicb!fysoYm&&=y>$#QRB2T3rwzD
z^iscXny5Ls<kQuO984d-@SfgN`u^u3&EFXdWE7M@1qRP?-uu!)Qm?W-B>m%^|1FtY
zQ>t!NzgvjO@Jr0TmFImMHO?^zUMx{)+Pkl(X`B1u`>*$@Nl9I1uockc^|UG3zUFvQ
zVZ7Jgd)h`@^HQT{@wLy_ule}cziK^q=aQvu^Zy8Z3ss!5eS7^MbI;QIw$%&2OHKSD
zc$W9;rb{Qk$7@;r<Z>!e-O0C2f>Hh5w=Y&@^JNSR@8l>6UEZlWSG!F0{QbNRvk+Ms
z+uWR&eMe4vZq2jiIdtBF?L=1Lv$iR1w{G3BzjgAu{k|wy_4vY$yk+JUKaL!nRsMCy
z7v1Fw7Vk_1JJW7(+log&d?@`rup+B4biGqZ$W7*_yfb&0>6kwB+Z=cO_9cd1)1`{)
zujADJzk4!!-Kxp!16<nHsNHDDv7K}G;!#6^Qh5cXL%vrod^(_RByHFHd!OExc?XsW
z^wzcC*q2#v^{3>s_{{Qd>(cn!nHCPozTx+ajV^EX^ID}lx2Am6yC>RGftT)zMf^X{
zm$oW@zlKp?wU5gqi?4C7CoO1cW&F4y+gxzsO`9U^#f3-LrJOjjVDiq?t$g>bBFax&
zJ3O9sX~N{0b)}b#Z=EdPsXVuaRmJOc_U!$4KNPySc^_AnJAJ*d!D42IOTqd~k4(8=
zFB{LiV*9PHc}(cw@~?|FRs|+BJ?(nH?P{?2iY()I2Hzx5js5Ft=cmLoT3OTQatQ4C
z+cV*fZ?4}xUq20*dumE|V<Ydg|IYvLvU^w1t!%01Dl<Df5{`@3v6lT8`yuHctN;9$
z?7<Sb1t)zoPn`5wZWU<tQ*LieQ?thQCB+Nt|J?d;<yTto_nBX%6zbHJWbfX$7n*(X
z!Q1?pUCM@w7o4?Rv}@Tv+vnU<Ci^7|WgkBqyin&N!%9O?g=PC{$<o7@PL?lzJh!G*
zmFfBPQhlzTc+puwm#_3Qw9oJK&@V6J*RqY=CVO_~pLIX7I=WU@{dJ$6wEo`Qq%)aC
zpJllN`6hS;OBERvSI>>G{yEL+-pOzurPc4lzv^&$MQqgGxoICiBcHnPL_NJ#Zz6@K
zJ$jjKAs?P<=07p!Rp+LzTT`3Y&6hi~r+B|}xlbj#$6ifd%b7d(`sMYMefoQCrQg0J
zp_@`l|C%4T%=npA`fBbz3mYGoJhL;m_I0lRcq=VJbk>~sWv|Y)^9dgO#2e|mq2TE>
zkvZRr1o<Z{US{$n<=H)}!i|&HH@GCn243G@lYZ%vZ0D)gGn*b~<S7*`pM6`NRc1f8
z<<{3Zan;jrP2N6N;gu<`<1;-@uMZzOZ~re{_$+=wvaEu-Pv(h}XL?JMUP<5k)9O99
z##MRNiL1S7H$vlNW&{K%e(^m~YACq#>`hnM(@vAben_rgdd<4TbNyu(fgS4Wrk=f@
z$1;CU*fP8N<<A)`(?Mw=Z_Q+5bM2TnPqd{js;tX?7cV?*lYzp&xJ+>-8D3wPJcBot
z^LEAYUEad``_f#CjQ2`{K0Jw49QCqgwTXvLJWjE^$$ml<9O~h7HRjfQcNbrzIO~!D
zYutAAv$yZhczoz4>!Sx5sY;LD-dgrgw|!H>`On??@5-%9lPi5YyjE2+`$h0wTF2#U
znDVmn(#j0xCyT)0zSPfZH+%T|YYQf?w{X$Ad*@%q<$qs(-tL_ob6ZugPfbl}o!^ej
zdo&E{0u!7TakD3ys5HeM^yg1;QmYf1I5Bp~dC%oeyc1r7Lw=go&F`g(K0KlG&a1Ib
ztlD16ci`HA?AeNz+eI1sUaKkjwPijy*!^9xJRvFK`7PJ=w}cL^xiI4{%kRS*^8N*u
zn^^AlImUSD6sY<6<2vV?HHVfzh{<7<QgXk0(Ud`2!$01+#?P2ZM%>rMCMGQT)&~8%
zht=PG=`Ff$E%XT#jmK54>2Z2BtUY+|Gi&MDsC!GC{xDv;05Z<vdgs>3>u*=JeNrnr
zH}`I{oqJJ2a;f%WLB>99HKp9U_w9>xm*zFjFRb(k+U9nB|7YbU+rz=vPbcO+&o_68
z)qHyWkLw)9OLstKRb1=bS)cNIqqS7or>k>Mh?aln(=6Y#Yg$x4!|_bviEVlBrEZj}
zoiDoi`{Qoix3fwEANsObpA@|4x}lh3_bKt-tG0e~Un%qT%?4%cp7gmj!tu=WFVDVJ
z3Np?0`>eLIIcHkGtEg=hW9%zdQ(8MG{MuG6lbhMI8SOG|&D;1=ZqX*G;0rH~C#Gh6
zdVA)W=6i8<i@w{S^x6|W_rr@PtMw<UnSJGbZ<T#>X1`g8;(@|LE>CtTTAaJT?#ma`
zHJsj>YhFy8^&+qE`7?bT^|^Vs=Ff|~aW1*Iam^D@-Traq<azfN^8UUw{k>1t)62})
z|GG%+I&ZTleaqAXJ8yJp+W&s^*dj}*=wk0${_V178-H>BU)69~)jLnE$=~tN+%%7}
zhFf)S&i&Qu{VW@KGEl0>=y9;RyI$eTC##hwZfmRk-NEhpL2T}hFtbVpug1p{I!}l$
zf4*J!?!*^w^Lx%_JSe~7I^EFdD{s8tDpo7i7uj21_q0J=R=8sF8K=0pHD8q;B^Lib
z@o+{`#p1prQ+z%x?boq*<?C{8=XH~sH$^XB2p;9(jc$ACVX`i9TlKTFo!jSM%%06y
zVQRUf1!7WWth%mj|Fm|M+&k0H{kAdOF8I;-&29PpSvU8|?ujtDsL3MqaD|DW<-=EO
zn~U7VZ<H4u&b2R<UwrIZ`-g=eKJ-S5NXX}|D0=s==+T3WY*6l=b&WIUp0i)^n<ua9
zl<u{a`|O<g^WJCH+GmA&C#P_`_jaBLJf3Q*$I}rnG-X27`I)yRIX#wKdRkh0aQVA~
z%af0;dvfCo+j4&^Q5JV?P$s{;#V>D}dBIzdao>N`#E9<6U-<mf@q3FM+~%D0b$NC7
zrtOaJHHuf-{8P%DyMJ4;ahbY(_uBo>v`Y9>@9#^OKi{77V_S%Z%ym#A^Vw~+Qts`O
z-G3#H`|Zn9D_Wi?&Sdv~gL+Q6j8D)UPahYp*qE!o11nawuYY>yabdr-hx?N)ij0%r
zZCk_Z-+I2|{X`jeeJw%W<E~(*t?*kjx909n_R~{O{M|PzD1GPJj~{n$yFckfxADZz
z46nn-?A112%buNhblsCXll)j*W=WVCg-?2I$FXfr$*$iqb-k~wV>&w@ZvmA*nIY=w
zcQ2j1KG$WJh1uSNht>0LU!1dUo+FFJ<5?YQ<=)4YpYrJ*T>ft7bF+DSI=7Uje^>CC
zw)d~D`dqo4A(s|CS`s|5aE<|}TGM@{vOZ_a<oDO_SpVGB>)|fFdA3b0Z!}+eX$h~=
z0m*EoSx3sdtf#;CnYI6Jf#u3;XUz*Axg0s^o6FB%TP$y<`JVmA{Qa>v?;79qT>j{>
zMG7cZ^{#hbIw}694b&dKbl2c$+uwWV`O*$uVPNc=+nEvbeP;XlJ8M3C=#1X3zIMs2
zyRr<G0y_^*{aUNITvvVWA-yBLTYh!!i=E2qz7*uwoiXaa@7_3h-PT3PLU%u}8prH!
z={&ao9KTP!c+G;%BYM%VXYA3+n-f>>v)^^0YC=qwQn}UoHQA>VPkSzZ{e9WeXIuN`
z2A^&<h8Py6-dP^KfaCnVl3?|CbAissZx-?8+dp2`(R1ut`>yppZEnU6QG%+^x9RZt
zRM;!rn{juEb+?+!J9CwUqP*Ac)t3^Azf`7_IsRN<c5dn6nc$)=X2s;TY3$xjLT2?3
z_xbJH)9F&2=lOimfgf8FR~nRGs7>8sw2ZN6;)><vFFtIaw)=B!nL+Sh$w^AWFSBn5
z#Cord7n{VA|8m{t%23|4m4#|Xpm<4t{p7#(Pcx1$nq{pXKG(~6bhvyXL}w{oxpqlZ
zSz2Lvr`D@qW^eu5-+ueJda2V}e=A>=j@?yk`*($M&Q|k}Km2gUqi5gTgC6&QnvTZl
zuU)2t`bS4h9*Bg0JtXtz@LbP5@2|cwQ@VTIF@Dj%e}X?ARQ#5-=kPnDabe;4?q@Dc
zQcePkE@aP6Omz73bV`-rzTT_g8fK2x?@6!j{k+YqxcvRg3ZWg_Tn<GY)Ld<-%k9T9
z{bf0GL~f_SO~plh>ke+v|2);L&NsKIPPr$oXO+|$uj03<ik{blUc1h2wgy-3eba0G
z-(NUZ`|`AN$%`kaJ3UgO3low!E<4XqITRB3ee0zbj^3-nq9G;g@6CPmGP}bp<YhIp
z^V*Ij1+~8qJYT&0P2CoCUCZ)0ll`6=T{kh2>MeeDW~OCvnvW09(uY&*R+W6x75T`~
zU+kiETWtBVi+i+8DgzUm?rIhnN#0~wsnYajcfy));I@&{xu+iM1Uyp?G_v@d&5qrF
zz39@*Ylm-ErpE4CKlSpn>1}D7E06U^Iy*bxul+u^z1_XI*m&tfm2*K>KjSVfpRCWX
zbTGF)`2L@S+=y3)8Y*J*;!ienG%i=k%By}MUwZt~vL`ul?$hneqc2bM(2Fkob>^`7
zrB~D6Z<$jfRrG7#lK3N^y$?rk&tqj{)9Ux1V^R3$N1@l@&O58h)#J~09{C<I=h(IO
z4c)Kbrk~k&f8p;}nNBLZ)zwdFWyOol*>T`}h3(q7X~`ugj-B9JzB~OzP0ZEbjMFCj
z@z)l|-^kBbH`;GvQ~b;)C1uH{AHTl7K6vopl(xsWZk-JOe%me6Ri*X#(ag;HEt&Pd
z{=7Z*<&W9j>jA<_D{TcQuFU^&WUJ9q!}!RxKFjSDr5As+caiPyi_!XcEA7KK^LcwC
z6;Jf4UY!vyHP5d0mKm?Jlas|?#hX)uE-=o29ep!c##3#lyR!fM{N6Kdb0_aP6}R_#
zt4ZH4Ioq$6vzX;)3Y%-qv;80V{;Fc{`g`sEN_zLg-<8aoaQoL|fBV;a-Kt()TN~}@
z=y)pGD#&Ug>&qvr6({P<V_Cj9yWsRg9sl@di}Ei;6Fq|ZRlCk-#)(Mm*D!EwkxQQ?
z;Q3awkW0I&raz)A_FCKWLlZdb9A<xyG+}0D292ODU!I<ts=9RHTzBiAX`L5NhHEQz
z+F1Ife^;pKvaNZPWZbfwx2f30=+?9qyVEruISJ;3C%P|Pw=({FY4Kc+#;Xq;n3g@?
zo_i;Kr}c&Xe5su^)1=;O>pVL**E;*!n&Ri@e1AU5oYCf`e&5COTha2{>^patpZNbH
zR$@W6X6df=Yt>vX-Si5HN{-rZ&Rgc^cVA=rFQ@#J<Rx;)bL2XG^CLEDN50$^6Q};j
zb9u>ETlLK=U#aY06FtXo-z<TXsiqctmnr^ua_G6a+CsPQqSsnH^fq5SeRG}4^|SZ$
zV&o=GQGUL2Uzy9U_04@28`>pvS44?O@Xy}YEZ*&stppk$%~{1<=v4ZtbgqZh>LZOa
zJzl(!U2*Ps=*xZQW(jycIey<Zyy_g=yc4;Z;vd<3`=oA4Shioj_3_1xr$MJZm)E(?
zcvD`|xruj)$&(bbOi+9J>8||4Ph2iV+WO6}ta$&E>4w_;oso*4G8s;=y@<=a{%S+W
zjkLPi0m}a@)3kbXdSVW)%zVZF|J0|AQM;5s1_iC<U_SsV<9%b)naVzuPV{iIZb>%l
zm)R4s#Dr7G3^Xdb=XU(vRV{aqeyzUTtyNtTFVEYX*0bf%&iJdF|IT=t=ahXYNa&r(
z>)#I-fgI&Hx8vr?>!M1YZ#DRQ{FRb*cvBw68!p$fVB@e;IA!^>`kZ*p_cyKYUN2r-
z*fVjP#e{~Lt#4<4OV_wN^S#LHvP+sv71cL?eC2Y(Z=av=$!zt42g%isRy`HdVAm5l
z_{X)J<$9+}aa7#xOR}9G7<bOS$?@KdNy%DS`H}#;U4X$0ZD(EexomUKTwQut3S!ce
z+boXOKdpRK*3UiM=)0vTmgh{&uQN$!-z}9}5O;aQrNd7rcksNnoxfB~>iUTeljAR6
z%I=bg->YG8@UXg`(ykL{#gjm-2kBsSrSeaueI8l6n}l;$G`;<{ZgZuR?7L~@4GRAh
zSf<M933PLGs2Le4`B~)7Wj?-s+M#Pjjq^WV`C7ESR2?)L`R%op;GW6rg<Uq?cAYch
zNYst0_ZBm6XA3QT+tI_!Qr))QSX%toas9g!XG}}4UtS{Fsb+4Zw9cZ`_wT8lcf6Z~
zl7zBy$|qaQyfk6*&GoOJyhvSW{nN@(Wq0iHozsHYlV8b~E|2c9i@C%bkpBI_yo+b&
zzMnX!Q2)rZz6>vA<sxRk!qD}X4i$ZUCz4zyd|mhksLg!yif7owrIX(aHd_C*@@hFS
z>%oyUlZu|aGp;+jn_`$lLT+w0)46)s{N3v4slsz7sfbUMQdTaK_A3i)FVgvYnR(`)
zJWrR*6DQwHx0<+U@_J_%i#4KshRaW0zP{mU!L)aKuct~X+}QiyY~e9Tv#NUO<hu<{
zVoG1#+@AQ!Xh=JUU0!uT<iwGN$K{nJ%}YV)CrW)&$)`~NmSa+nRGx1;v`zL~)NQM;
zJT97SE0+EZe9#$lW5L1aNvF1Zb1Aj=^qlx>v3J?R{72c-SR(zb?tU*#tld0KeQuCc
zk&*P;$+KVbemL0v@N#YK7A2?T+(IL+ThH>%^KQ+*x90v^lcVwr=KPjD?L6s0@2*KP
z%b%Ue`q(LBYNWKc;MQ(7zc}q?C#Ly3qOPsGm?-Jx?8mm~729X0{}q~6KUb+-s+Dy)
zc5>hShi}tk_M7{zxBlF1<FIVs!^`HU66@>k&NKOX+|xy^=-i2pFGm|Y7d~w}zgT_l
zp`OEEH}BTuwfuQ}e%-x4uGbzpSX%vDWw@CCQ^>yXTU!kj>T)BpVmI@>&1jWfunW`~
z-u&$65!V=vSMLfFCada9yzJ(t!sM6PtNEa1DgVn=7oO}`;}*V5Zc5u6naMHy%u@=M
zM}9ZGc*>{Yl(_uz1$(Lk6PRiYvZe0UezrAa*La!7y+`pq`w{8lSp@<+lTutBJ$Q2G
z{f{pW%Zl_DuTfIhPg!j8<l&!9dH(UIr|;RdzOyauP{_Uq7Dq$(dY7x{-JhAV_wbB2
zF6VYGFMn~t{Cgtv)}P%z&%g1yC>Py5(b00KF;ekO;o5t-mM^d9zv8Rmk&R_qy6{<;
z)z5WzC#xMY&5)Ya8S=B~@sz8xrnRc*a{HA$Kil3awcu0K<zuxkH^f>Mu08Ye_jOL!
zC7lxmIXf<AOYNHy!M%I&sk1GwXUY6H*K{eM_<jGjl22=MCx7M35uVu@{!{7kfg=S+
z*F8~n<ov$+&XtA!6Bu8;m)|)rYX5=r9M;Tw_i8)^lz4l4JR;`wtvh(x{M14YNWVC=
z@}=<7h1>k3-ae^*mc}Z))o+fOk&^j?D<)spbNNP!%$N{=ueUkFtGtA_W!~9fzEIQc
zJFD{6a=6@*lAQR!f>)PcNl)b99TvN0@!qS!_x`tB3UD^xW+(IZ$?VKm(rHQ8JB8ic
zp2*Gl^^86HaIiSrk>}G2-Y2g5&EWXL`B!zWag0G&c2VfWcP_J}B`1nlq;6fdVDdC+
zyEQka)@Uy-oOEu<l(wkImrq{5&0iz+_Q~m#6~dszo@=q8e@k8dtnKqJz6`$WqAZoI
z@h`)9>hkr8U*An(daHKmgcqOuL>G(lZtKK(Ofz?6)>pYX{@!6;zrf_mDKGW=(wSc`
zUF`&w2I_v^zZd)dHhz|GzU1j`bKOZ(PF(ZN<xjL1=&Jv|vnDtHTGyH<9|TXfGIP!-
zSYDYMp>^few#AmNQ@_Q(2$srvbV+J*ta`j!=-d^CMoQ+7x0LeLlo?#ko~`&YkDE{F
z=*-r)@+|6y&U{a+YJQfxX5v&CJ0;0NpW4IIC;zLxlzC(NPg65cF5UGm?(&6Wf2aBF
z(>0r0Gqa`CXy-)1o${a-#_NYU{_)L*w;#T~z^c-;_SDDKOE-8nKGI+RxF}V1)1<@h
zD*Aru-yh7J{d9vkyY&ip{plLMH#B);w_iGG{`tE4WaG@&DN4%9mspptPA|B9QHFp1
zjvHUtR(7tEK5KBbb(8&{T*Ligso(&6W6`^opFeJoebuGRKi3OG)joIhab{?HUM^VV
zx6kL3m1K5`OVz`Y?|iH>+wX*Z^eURW#KmBHt-V5BVS-bU-ulI$zUl0Vf)5X9u7AyK
zSITcUDO!1RsgFbS$r)|a{PtN-HtV^5a{9s*!be=J9(|eBHr0Rrwzd22IItAo{(G_Y
zRM}zPay9p`q8}Xw5ASHdz4bSBAIScfmp1ILPkBDmW_|AC@=vK9uUJ$k?z337@8N~w
zp90#?^TSU$v6Sx1^PhG6#aY!~XZ-Hv_-ZJ92hWoIx_2S-xZkal(;u!9u5sD**kQpN
z+jxtr=ZlJb&mDW>&a%4Pa%I`Svcv7xli!IH@9%A}NOp0#%+-GBf@QdQl-18X>siJZ
zZOtV>ld>vId?M!$cDo961crOX^1JxC<j!S2Rd{#7<el5nef=jJDlK~1?40?c#kcnG
ze=8GL_4u~cejfxmo0uCbo&<Fk6)o#7H-79mCHm6Nr0`AG&76Ib);^mqe9Fkp#l*Kj
zgLm!+(CCcyPotR9rhX3@8IPHhub<Lc`*3l$+Rn~JvpavCIUMj@ZeL;c;o!U1+MI8I
z>}zn&e6iy5>D`IK8^8Y%nOg&%JysFnV_CGRd+YPnOw0WPE>2jn@M)ueirE_eD?9sg
zty-m&m7MyWGha+dJiS3pC-v*QDVpYj;Mr;+0rgt}tc+V;`^+nTTewxpYwz`4DjJCk
z>;Jqx<5qiLfbn=ohrr_iDXS+P8Q$C1R4<JU-Zu#xvPqAQs9e)}zWU27nSBSlU%Py8
z?>`c;@5rAg4sDmZT;sbf-CSBk+smcoY^zMPw7kx0AN4;RZ}oH9>Po{+RtMcxbk2Rf
zQnfTXue?9G@r6=gYVG~wf|4JW_s8nJHQo8R$myO7la!>OkxX6Yj~^c&A2@K}dR#TH
zyVR|+PobZyQb6IAGUxWpUb%gRb`x*%)uul;39SF`k>l39eShK0K9_a2%VoBnNOp1g
zQSf8w!?(A$pPy%2{p5roOJ>G9`NrDPZ1s3kw=ne|9W2K^cU*q+GW$l6hIj38hvyv%
z1&8-*1z7Dns5k%JgLT54IiT6e3VF?5sj0KVyXLeRE}mPn{{N+u;k^^Da@r|<ESyvv
zy?2|Wo$Z91*H&r?%vI0=kDxPszVLawcI?g_&6AJHFV6I9;c;JW;^XD@Yj<zh+Nh@)
zQe3OI-Fx`+cJIUI-0}NrR({_#VcGPq*Jrr@^vst#BUAIo=eFwqKc7$ESd->)`)cA!
z)3yCuVl6sdq_l57Z}U>WpSu6ulhwy~uEz=6DMc0(y(_QyEq(p1=j=}g%c>SV`{wQy
zzH)B*rw~7z(v3RFCb^vx9$uJu>16GjO-px|yE*P&yuV|O-v>d@mg4nWUjJ?Q0h$Lh
z4-E305_^TQy8QEY>Geym?EIgW%@?`IaMnB*&>W(=VUD@Z+?wP!)<0K4;!xZ#(e?bJ
z11(b*p1j&CJny)vDyZ9b<!cfD{2gDbFMDPC>~i+a+<7cRN=WhW!qxB9i=v+&Xt$o6
zu-kCk<n>a<;AC$#=h3QrORa^bzxP?S;&pM;ift?FPcPKDvD><0<B5yfl3zEKB%9m?
zub$|8{qNtzSmE+dp~>KkcCsTlE;~wW(ig{qM>~vndv*xDGtuYjVfU|FU3pRGv4pQS
zcs<2qE3?CwPJU0S*?QSK0kk4x;u4Ec-e;n_CrxKj6$!odeX7Lt6}!t{JUIG0;LLxk
zDXf>B?_R&J=xyb8xgE4(;9<mdlUd?yKG#l$_d>FpK3~hNS9diHE}qtZJ#Ws6HOICj
z##^~OJo!5H++EI?_|w*Ims>zO7tZ~C=5X|~SD=^zEe@F^#oqOK@rNs||2~#?TOU^i
z)!5U5wjVgZLq|n(_X_9lqGjiT`Y)C!fEJWwJlD?;^}7kT)Y>ojw)2edj`vbUx84@q
zTF(2%YBGE3oBBU_#k-TQpX5rtd7Q%*yzV4gd`fxsFR5j3VD>sST)y=2#p8~ipSO84
zD|5pZ?b)<0bm7Uk+dSfrSI1gj(Qgv$5zGSzR+#qOn()?TB_){`-pmH)bc=#pR_tc=
z6FF~Auh{-{`TY2K{i~bq?!3A?m`nT3`Hd4VS{&mr1lzk>S#QN#xSh?+)u1I63rn`U
zq@DlV$^F|Xe)3&Q!Jf394WQ&;5;AAbYX|jsQ^+D2wK?nN9ejKIUB&O?_kHpO{-kB|
zNnVy%r~(R!9}lMc?VB$favK&FEj-6_<SKvt<-Qy49IY&^Tmw#^Xa6ey<12$D4#mTY
zN}4_3B_D}CNoyC+t+_e_>>v1=9pkf?H>^2kQoq~q#}(VN`*RaPX#=rZ$LG1p8&lrg
zqE)b@$|1=o=$QyA4we;5xy2T4!Xl9?r8T!kIl0SHcRreBwwEs)_1l+qrT|oGq`;OE
z&1}oec=@FI+NG1*cbqzjRsP3&zkP1cL75J9?NIuzr4Rp?e=_~Nw^0;LCTi)zrIX)3
zT;r+-&nxiYIJd>idFkZ*n!eRoLZtT6hv|O%Sl?A9gA+PpRnlb@UhCcL*V~q6T}4C!
zY{}AP72d6gcyDutEP$HxassHJx@>Op8lEO#axz~sSCoAE8*&-b#|P)OUGv*F^=oZj
z9l9fST>dcW(n<5s$C$bt=d}F+^(asSf<0U6-|orz1xen!zhU~e*_5~b<&)dXu1lXr
zjTFb3Z8yK`&aL4u#^Umt%#62BZl7I?8Tk{IF097lhDfP<r!wX|7cOrshNpJ;lCTfn
zhbK)E%FoaD_dh>XJN(<1FFO=@r~2*N=e`3Jb)bq4k?ejfeb^&u{Oa}VhX;G5&CPOe
z9kJ$JJGbWb?46iuEtZ0oQ$K$6Xv*=>(9pQJxILFYtiI^C@7Nr*yZ3{Ro_NKAv@q?%
zzk45^&#%9?A@T6X$H#a6oBFGd@qBKZv!QCte=g8kQjf{nnwl@)n?-HS5|y5-SoiPe
z^X%*EYCk?YI>o!7D(}YC#U-D7%c8;l`!?%?AUw74?ce$E@^b(1H4z&tKc}5=F<oD7
z#mgU~@##b7Y2BAs{+``p3Th4@655|jphfh2e0+63KP^3V-FkZ4$(?K8y??U$7^;&C
zybj;Gbqlme^!?uN^PaD`wl?~>GVfPVQH!eZMD^FbODDhoxcgq6RS8Dn(6<Ma5ce)~
z2Rj`lP&{U}rEUeaVf~)H0#)~DIl^dJ;`+>r%l~*}F|(%oF_SBMF%!rV@53^Tm?^}4
zok`AX8PMR{cg%!6QG@sQZ+EAoFEH~^=cNy2%QP_4wX(O=HIuLUJRRQ!7h`dRhx0`&
zZs;=k^J-fJ7Q^bK#6n7{e@T6-30?5J`soC;U}##taOvdy9hXj)JAD6sN)cSABT_7j
z|KVnFS42Go&;JuI2fTbz{c2YM78`S<%(mIZ>{9-CnOO<5IPaU0sZoI$TOBjorcZLS
z{<-YR%YXkYa>4Bbcq;5`$keFAqGwuL5SAp7ky-I))zZoNQTr}naa{<gNO`|~5h%-{
z*<z7-<ErtNr0`F>Y=y9xYmr&;q-f=Jv%`N^$=$s#?2A?v2&(g5Z(Hsry{e?%c?;S)
zQTI6}JofPl-dOxFx$W#*{?dAL6BE?3&wY-`oF%u{_du#wc!5L08dOd@C3rmr8pT8P
zEgxv62-Jc@#5QPL4Yk$-4f}#S8cy(-FT7Mx@IiA8kJRRiHOIk=PN7R^nI)GbGlBMx
zfD0UwmhpnulM7|uI+bB^Zl-bivokXd4Gp)Qzkc;<Wp(xWS*F?=8ZVB^*I&v0I_H9m
z%kh5s`sZ`YZQN78D<Ay&<mBX?#m~#i%WvChzGv9T+3`eHA>#9Qx6%g(7;is+D!aI|
zLq&G+V)y<-W{d^<{{6}Z2`&H$Dy&vgQu_1vZ|?k;Z{Nml%endH=4SKUTVK9t9>2YH
z=GkYG#%VmfytUu&mdnY>ojrT@n*70ItM=@Xkz-+Fi`!MwdEY8ywP%M}-kpfBuw{>T
zSuRJcXDhp@_>y5`XQztnf<1fosCrMcssH!qXt%g__&OhN@6G=_E*Z{h@i=CvrKJ_M
zt3<Qq?&kFK36C$_x|Q{J;u2;P&WSzDDWP?B|D^NxBu;OWHp}tw@MvIH_nTu;@j+q#
z{<_!KbTyct8vfC}u|7cV`<E|&KF|LjA}1~`zCL1O6Ubei9S)$a8=pTOmp@!q@%`Oh
z&{hUN?H3yo){C|=WZg5fej=-2#wa+stYOxySyObiIIjIU)XIG-x$=01l9Jk63CA^?
zFA7$^Uc3F*uU}KtpTZP77_>%i$p|bd*^(>8^lbjWFY2kc@{DHw``BOqA-d5x{hW)N
zn^yn&`2BJ+GHYzw_Hy6&9w1j<QgUXNX*a}O30-^h?ph@@nqRwq{rWGd$du`_pZF$(
zmbq-=7g(`(uk5#+hw)GMa~wO-=kdzWs_e}T`TsxMZ(Q0}^E0T@?Hi+%x5`(B+<SW@
zpS5k=xN%$Njr;fif8YN<wvs1c{k~sX`$a8ke{IPvYiViG==b*a&V8No?aj?U*BqmL
zT~b!xx)r6bum64B^wpbA^Hs8+Shca(d3B16!VG`Li)*8|uQ`9h&Mmn!NA<Bp?f<{u
zwZqr#srtI=Q~XW#j$Xx0Q)8G}ZojJi{p}$0ZWEK)XSZek_<jHXy!%!TE7@6DHT&Q8
zO*uEmGPqLbx?xLaM^$xo{+%5QZPu+^8M&iiq224}YmUijPAzFzvq^bURfCt8*S(t0
zzE5xSu3jRyxUf@2cJZ`n({}B$dRpk?bLQRM-BXW$;=ADDGKo(h<Lj%d#m~=u{qm*e
z_uK9NKTY5N=I-wB$~eoQUzh#u4ga}&O)d6gV`EE@XTG*%)22(mlq1Z4xEyGfwJxjq
z`E)wO?=0v4d|hAv_SLJZpPy0_5+2MnPX7|??`~SAruvd0GSyw>J;TBFFTLjXPMkk4
z|6AD;lnOkLYpAOqzkU1n&lT6!L?%mroCI;vgtc#;wJrGi`nq(lTSdXED=RNt2v}Dy
z`%hrXku{N<&&{=F{~x<OFE%t()Mmx{_3g3U<@al^A3x51uXx?-1#8umygWSv=karJ
zOz7^onZn-07-TZd;}RnmKR;;8nr;2Xr>Cc<$}jc=W!vQAeP?GHr{CLC85kJIbF@7}
zNy(G_gjTi`8!KySO3H?dnt$5m>o_)KUtcFHCwHxy)su{Jr_)6!{6G6&h7%XSyEn0H
zJqPWT1aImzG%>YA*?ewpK-$iJb3<(BU%##O?q9n*_vxOxqjKyXk?+|BSUQAnKVG7L
z!PdUgq^b5&$LIfz&!U#7WQAX?{b6<DNMXYKy<YOFfg-L!Q@+gm^yI&7)1T+-@83Ni
zb?EW!@7w>^9FF(mcsMbLx8MHX>D&MRtv+7QG4Fozsz2}kc-wXG|9L+D--iqJe?H#7
zSNFO7!;kI%mFCWHtN7w#^#9kl{!jD&*9b4tZ2LK{daC`=?-s?L{U-Oba~5yeeJm#W
z)ZEgg-!)a!Ui4qO_gEwH-_)dc@Ap1$nzpCiK<>q*$FUq<-FXkTyxDHQ=kK%c8F#AZ
zUAj0y-u}<(FU>j^|NngW`}Tbfxqsh29^SwI=!bd1GeWZ_?*H@I`Cky*|4aAUx2SL1
z_CMh5<R5Y@^DO82YyH1;KU+Gp?~ifDOYx_*Di3{RfAcGT=Kr~O%9N9`zZGgjkD7QH
z<!wIt=kk<a;__4O|GN}d6Y3h|^|*H0J+FRy-<5y<bswuc`+0rTZ`0-bRz22kyHda5
z+Of!IJ|CC=j@|d7JU9O2!RhrsHi^gA2LAi^*=_2lP|<j<L*i5R<plTsIsCrPz;r^D
z=lhk*-RGEce0N#g5q9Fe<@q~unjFnhbDsvWCw~#xtf~L=X7%aKc4jL@Uf1-O&am=`
zO{>r8|9)rLt7dLXF2!db;)>@K+qiTsxZ|>Z=|?@;3G?*c{A^Oq>i@$yU-;E#ho7B!
zlj_x1%nDkz@blgyQis00FyH35%qC=-{@H1&FHHkZRB?QCS}J?hZvXBNHNW@gN6q9|
zCNgE=B>%0+8@-F4A4+<)D4@ARfAu`WjM@BJ!QNkV16H1V$k_9Q>C=}TJ+WOav8m2C
z<awrqEj2n`u%Jwl@1^7S)Xi6Ho2Q+fk!<vUp_^xKz|_)|GCpPw4xW|SO!9ngk&#BT
zT2<8~nQd=e*qX;;c1P+3-`X`UOK;_#VSILJ>l3D}+-uEC9v(PvYoQ#g(o~Y9b$8nA
z24BaAFFP`Btm#{KV(THJy{zj}7N2Rjd2rTAzbCV|bN@N!_+GiWL7#i$+f#0lm3QBF
zXhwePsJ7YsckbOTtAAgW<5Dl~>|)MI4A``!-*kPU#e$LxyhjeD{>g2aCtl|-WMnYY
zW%8EU>C!IoDOdBAk7#`3buqrN<VL|nzoRaV-)<~$;f|d7AT{BY<I5>aN;^AJbay(g
z)b8s~o!??Vg-v47G}lzm-|rl^cy&sZS$)`(@Gy}3b@gh`10iM^YpoO{gzcx*?%Vm#
zN~o`M`KI$0+`B?|=o_%NM+Ifnh96RTaPe@|{S%Cvn|A2D*gE;(-X0n5ixEyzM=#_#
zui0f76)raK+n2h14^$niN?hEzmsJ$6`gZ>A9_FT!iIw}ed_UCdyJ#Y_nq7N{+UBon
zMcYp8aaFg>FE?gU>3rsR=E^>`rgr0MqxbVpTyb$<^#1q(rVR#fkG5Uw@aZ|>Hs2+C
zVr9^u=U?|GeyG)Dk9r$8iCfm4UqICK(t?tvKgQ~+6QWMfoaOPX;3Z4;{N7m}ERHv(
z^sZS`ymvyaZrH^}o#?8yf@}B|9~HcP*i+Ksq0g0vry@LMau%yDO>f(BLc?vv#2pnE
zQe18<`hF!T^Xje`?@Oi@hk2SdZrbIuapjftr%A1oPj-tp9lybSM&>xrg1yr+MWxIY
z-p(l5djAc>y~#hEZ+>nzUgjPc+V8(CHt6fc)<q?IFNK`UFgq*To-Fr$f$Oj8?z3n5
zy;P$@bhmokVh_ElVz&0;hou{*#O&!4d>wIdfA<Z&w>%Xh*|F<m(^o9G7^SE&bCpJm
zky^i2ui>O?n?9<4ytz7b=Sr0sv9$}|lvg>n`zH1<d{FD^xbye~uePj(MANqw+0qy8
z_&PY<$^MxoAKKBgZ(U+j+RS}cT}Q)OG!E?+GnL+RLEUqm)1%59%{ij0Kkm4&`X{^i
z<;D%XM+5e;oLI3|NLti+$#Yu^Hr9>o&vJ57!*@<h><i@OHnA1IQtXghH_i0l(ls-B
z1=O}^K0n%fH*jOG6X(M(@^9N`z1YBfBZ$%2e8cRU5)V(i<i2K_%4n2*p^4dks(#YR
zkk;b908OU0bDWw9A_v=|7;b32+ADocLHtUvXs}_Xu#@QP9vPACtCqWN`Bc1dM~+8I
znc9kTac4I<zYg^LGR<Iy)-Hvox3i9!C@Ak~<SjPLym&}dt@4ABF2BsiY3agTE0|pm
z|K=#|zv|>$$x^1|p}wnRkwvt3iI;$E$kL-%Z>KV~$y_vFVRQMMp~%ddi6SXM1xr)j
z%hat5esJi{f>j3B=A2d$HQZmEANP`Rty1pKP|>zCJ173?=46W5)6mN8ze+$PL?kFA
zbZ&~p=Z-F~@2j^t$0SBh>?zAu{kE=aZ;##9Ee*cWN_SjV^PEk(^u})4jtq^yt!BE3
zUk$>aCcG7BRtSyVD}QTe%Q?*jds>*M<g}WbC2jP|t>5<ZZKrjC=@U8WLd)5&<~`@u
z+qb-uLv)?_szopL`tIqtxXX%6Y+mIu)zU}K@1>fRAM2^$Z!faiFB$xKHow_l+*-8G
zYqp@QW9MO=3$IPi1eg4I?Uen(<?{Iyu`Y)R=M>*LoZruD&HlUc;klC&S8;`0FT5R}
zF1wX+n#d~QK*cX*nK|xTohLibcWLF=@}^Pw+3pfgF{Q+lKFcP^M0}1sC1VqQ=Rts|
zSc1~w-?w=!Zd|>^yf`+pC#URcu)xOaD>uHXV%!=lQ_0UhEth|(ltbxPvD1&)>v*#x
zB%JU1xI`UjdEfH#kx##U=lPSrWZv!Cs3X7W`GQ6H4_`>?3;gafVNmK-$lVgq=F7yY
z!kugM`sJ3#3&J<^uX!Bvi~CICp_)5aFTN;Rkbk>vFDLt|&#jWTS}KeEqRmojgv9pE
zxZ)hJQ|FN7I!|u1gCSc>5;$i2RA!h&e)QORM?pFK7zca#=NN}Aen;DO>g6;@@Ml^C
z%#Lp1kT&SMt(vT&HqGq&1cB)r%wsd}aa+#R6IpX+cPe}PsdJ}m)os)s3c74Pc$G2g
zXxo!2v#7ZzHM)&McgFZ!w2GZBb8zyMfc%P6`-`q#IvH|ACa`Cjm(Lm5&89oA-BLKY
z#qq(y+?Y4&Z_64l8rk|ait5LQf4_M3`L4j%^F6<}F~6xQov`zf>5l4{?ADiCK24rc
zuF8KoXX%Q!szLg;H`I!5Xq^xF-Z+2NY_{X4B;}dfCUSa-7S0l~c%l1Ej=#3IyrSJj
zb?fx%h?b-J%CDPxZY~kf=ww-_JWpWf;sTC`Ny~2ZlwQ88z&zD^lDX8vD{BrGn#BgZ
zxGEK~xY2g&+EYw(O&7G9@rCtqa=VMZ2{UDH(aY`TWY1Gq%TlzF{GhdH+Vwv|<u4Ac
z>)anGTXx1@@zuU|-JqRrrV@uPCU38be{n%Te&=@0s;M74uT6Zfy@=`N6PvSZd$sQT
z&X~02!}3R(-y_Z*7L)d?2oO}tI9&5_+O9-{U9)C38}Y96*HTK_c|E1B&dEhCq4$Pu
zV0J)Ssd<R($J0_JKPE0&eq8W_j8=l^N5x_ViFZfWteR-3!F7VkQKIn0vO@)@@-BW4
zIbUPp8^FcAzo+EUL@jo=s&gfNT_^s?sNR~Azwlt8n258eUUE!^_zv^a?FDYT9xOWi
z%Vf`4j^!~I8XUfMP3U0Zaot?OVWx34=Zw-{*|pg#0@+k~R_-y-TAG^bBlK1CVA{6n
z+$L5rX?uN-EI+<cbW(^Dcg^8t_ty9HG#y%`ciJ(BkH!6Qb!&L7sHiYkwv==J#Xrl8
ze?8t?_;zP1D_eS`&F2qY&mEJpuP<A-;r>i^yPS%&UVdpVsqFCllzRSqvo~&EWjTRc
zI`4~X9!uWh)i#cKRy@I1RJz~w@wA_LS#<uXu6d+L_ZrW-z#o1lS98uij}kH3c4K+x
zjc*>TOT|v<%dI@T-i=v2ddC`p(#3)*8I8$liSP8*r6|vOyy&3YZL@xz1J0&zRNov}
zthfJ*`%A5~j^Hhv%=KGTT$vB8x-Eb8!omkjpISWn=DvHHo@-9$o<A24%yoMAYS#WY
zCKDct{l5EeO8fTH&1DXbIrURwqvuWDWT?!tg-e6od*y;%`xw1no~=B^S90!3V}AOV
zL)%Yl6bY0pKEHdqWMiDBO#GaScfS3bu7CI5!V~FxG^?*zE@t09^ZA3zt}XSe-aXV*
zmip6eIoEjp?g*`Cfx7=nd1p@hJJVv#F8k-5))zkKAKq^Ks$l=)Yp(zKx36FGdF|P^
zb6*+h#xdV0%iU@jk&>WhT+hF3b*1oJy&TW4wyUqJOrFomQIlMv$=bNe(VxF?f6mM%
zaT^Jh%M02hIu`lu;1&;GqFk!G(=kNUep;=NnE3KA-MN-87)80`g$*J(tjxk#dn{ce
z<CidQ{<<pUsOL(@oK~h!Sq>}}S8hlNtl8FA>9b<<ryb9F>T*A9<$v*Dv#I*m<@Zjm
z+T3~Euk=l5{O^V*CG8(#e>ccX)a&_d-6>&uj(h*}3Wxo?Hv|lNW)!Ah7FN3+GyC;*
zu}oQcZ{{_IPA~3=y=1*5_VS>SQ)QOg!Hd6ztY_~N-)2^uI#ujB=i~$C?r)aOdnbGU
zlD$}s(7TmN@7yg4G6goYwVjpnI<=%$Q$b~w$<!%|XAE}*PFce>p(pCdrEr1GPA42%
zQ!m_Cp7B6MwoXEAYTTkn4~%P=#Fkxp6KGev>&cN_^_(XkPX7I`;7aIY2YppOw`DFy
zksB`l5&3Lev|)AD=}GxlrtMxG?C!O`ZtItgCI>FE=<G9MkGr)0p>n49HkG$mo~XRt
zypwrR;##gNJEa7F`pwz(q~S$g`0Lv`GLIeG^3K=I{v-W7<$&KLEA0>G5+;QF>UV$o
zTIRs33x0YRrQF`UREbsfkBodZ;r$}FF9yHeFKA^?UZ;QOa^U4#54Y!X)Udx*Halp&
zathDUy=T^3+j^|!$zpNs)k)fBXMZN8gudBzE%Lb8<_9|%dM9^gWu;wITydj#s?o(W
zI*~l9C+gi0HJQGsB!_`vim2(j75gPlpA0ZH)0_Y3!Ssa>9`2pCxG*u}m`M1ayIXVB
zCHR+Z-h4pkXV$#+X6tQp*{!S(_IBUkRJ>qPvG0NMVYf?#nY(6GoL;G9yW#e<4VyQ+
z95K3cZTcmnmDm4W{;l&-xMb_$lKqd&f6LVD(y$A@yYP3{k#4~`y<Dn|KR%c2nZ4`!
z{@g2BGn4)*y>U3dn|J?*bB~#WrHr&+{5Zio^N#Gf`09sqUvwPhkB>6BtRsGt*>as^
z#m1cE-O)`YzQtS4ZJ+yfQ{}Y<UYGpz3|-m(Yv%bmf7ZSIU!Z)!<C~3w7n*%7PG6eW
z*1g?o*Q^yQY>&<5Z2Ncg`07O=BCi+K+zfwtL^f9|;Khq8JNDLoc-}gFZqJSnfjjED
zXSc3sHjv0z!8}VsI^T%XOJ&xP1I`(n3oiEU;^&c3)Vh?nX`k}x#R@5RC4_YESn5oe
z*wpZMfs*bWt}U@QnnZs-=#>8Ae>7R<v09VC(pDS4TBf$fEw`s1JK3dlH>u@lsp=l%
zL!o8c1<e?>#P~vFW`u+n+<X|hgpFy|no@TCh`sG*`YF$}S52CCMKLlhev$0!01N#a
zzWiHt^sBwpBX_mLm}WVvT1;)Tcv$S(?4?yJ#k+CoCvUC31(^|M{F};@n0XnVUojQy
z?0eBQDZ(PC>C&WrZvBfT%35<SMNCadd3mm^^y7kK`(%73>-~9IxJ1uq(!PX?Sr?5M
zSk?qRj?_!2c(SOw>umg7;o@DskD5~EEwkM7Yo^bOAFslzE}V_$*O&cbQn96H*@;Qg
z%uB<xX6;O0R-HIsQ~PdLMDaD54K^mRyA*;Y9hF+joW<ua-<*^9glj>Kk>EUATPJ~t
znd?~+GW%X8%syS5!S=rC?veQ(|9^A%v52lc?CzPcVAj`bvkDTAg&vk!y=O*@#`Spt
z`N#BrJLZNyUK43+^i1+&&XsAm`6eGs%bsVty_Lmo8>39+;Z*nY1zF24Yu`6GB3=3J
zRcxL_!s;*L>_#s`PM%V-nQ1b2S5|(nc4um5Ox8yW>05_CFeU9i<XrgHG%7sRuWXx#
zV9oR+w_k{<TnGwS^y-q?id_PE0$~LajQzaICafoArX}u4*ck2}Fn43NQ}k>$0l&$7
zD;h<zck62xJMH}>e5&w`K+vLY@y3lg%VO?L7ZPgs`=`|q!4h4a!SstU_sOBykkms>
zOnpu#XB|EIs+sxXFP;rP?qw>u!pmGEW|cHC{yk`!_4Zbb<pXoI4YObD*kt5!IKuR*
zRHk@G&+LR>?+;{)e04e2n93{V`26rX9o8pu>mJ;jw19Wjxov(sHnqq1WgXnPUG=Ze
z)*#m-3_G~0);<4SnC7zJ`Vr5iMLQge&$)W(+!SV>v{N!vN{DBtgxnubo2y3aA8ou+
z-lg?;rm$3(x8V`3NiI#-O#~yHrm}DUs=ay<yWZ+|ac@^BPbiU^m8X~-D-$uBMc4U>
z&H7%w;5yOc;=A51_}UU-!u`CiXs`7OjjpHvA|gYh)s?jF<;`C&tM9RL*3%#9cS1ES
z1Sgyk7QQ5y_<`xO>Z0h=_LplC9wY@uu899*JnK-CSjy(Lb*CSgIj8onoagPu{KGqJ
zn)CTd5f%r3N9JENl?$+Zy|%znr}g2R)K6uH3?k+$>PA`=Nj{eQ^7?JtMpfBIabkRW
zWwy<X5z@22tP%EoFUZWlv70y7>`BK9&7}tyYix_3{oFgSX2#lCHnwk9Txu25TX8u<
z?@!#mhH~!EH@Q=qjvU@}>CH7WF6M~tW0CvP0&{I+w|x73+h^PV+M@;Oe<I3^W{DlL
z`p&pYeA@L(r2%uyPP!F1@^;!O*luK9KSM8M@nNPm<*nhH8zpTLPOdj<wY1aN%xUTK
zdh&a-C(if8vjpEytem9$Lt$HjtMsGCca>{&ezM$3dn5Kq<hIwc!wsh=PTaTfVqWBv
zhNY73YsKEU#hGM!Jx*cDW|=%mc}7Qyoc67`U5U?6bi3~6om!voX1!w1aly6S9?MvT
zFSd4H<f>_w*|M&A;e|CyADR8$C_dS6^aXRJTl@;cs<5eByq76Vjyh+!tMo}&_7WGi
zH5XU>|95TEiaQG(8+h#*Pj7O28oIMvOYhj?z)u_RD<nuM@<%QSG+Gg>zB(=@okzT8
zwO+s8+e<Ubinl%T>z?)~>yY-04t29j6Q+k8;#+Xyz0mGyH%es7rd)HZ>@bgxifz{7
z(!NrXpwbwA`(pHlhK;M(TVuAKig?DV7V44m%h8l`pGM@5TSq7T*cd;_QSpn(7nkM_
zvwyN=gwIHOsQlGKxqO{CdtFt8#FR@fk4pU#-_ibX<FPftSFdsCUAn#B;Yf7IXUiWw
z)}37u<!UQBdQ|dM7A(8N^@}@m($pv)-)&mCCtr(2z2MZGTXsQzY96OCyPc;}Y?$~B
zvwsT`k8f+py*bagQ&zBJq4f;zTnlNztIL&KmoVq%q|VKV=YL~fqhIm%)TUK=|E_cO
z%?*p4Xj0N}T`4A&pIIi9f8N@A{xe%I?^x$FvuK4=`tKt*%}PVf?o>=k+uF4H*$0Jh
z8H+<-B*>hQ6)Uqam=s`grTmrDm%3id>JqVIaZCO*ean3%+r=Keypes`mgco9nRgvK
zcun_WSnT&BCN}PD9Tjyc*BX>By6U(ywM)b$H@-Lb;=LyqYocf36F+-%P|${;%eUs8
z&OY$y_$2=Y@~61e-kEqi-M+tnt?82V6+3p;x@O6A%_+C~&bz$-@~7g(NzLsu&R*^n
zTQ{LI(rMA_8n0_t^V~ls?9Ti7Ye91D-#vkDtAEs{J`s>mo^vGZw7Hr|s_fZY-+JvD
zk9`ReOML9$x2wvgtg7;YU%T7#FOI2^xBl`RvlJAWyS}ej`t#!I3(ET4k6PdEvY&2#
z=4sClCS(3(b^reAs;AtVwJ3a%jeIow=cg&DGpC6eJv+sE{NgOpBRU?XuWXH{TAtA8
z;A-Z-G4b)`qgBV>iL9MAVP;5cu8gh2zqh*Xa{`lo$VVo*9K9{k`kg-^(6HyC|FpyJ
z=Kst!-CMrom+`%377j;kr4DA*&j-#jPbr#{HS<8%GJ)djUzqg|C~RyN4teBo@xtOy
z8A>g#pV;RbvCLvsllWfVcKpcQtJS<mSgbR`>%;chi4;0E)YZPaH{-^HVB?To&c|bR
z{R$|VvHJGH-BbG>y*#V__usc^3%);7X75?v$<4pE`D~-n(a+aIuAjNQ<?^$npQ}%J
zMHj`*nw>X=$H%>E^ECqr!&DQm3!6;KACxePolupTcjIZ*YBSFxYHYJ4=AX*&-}>x|
zyW6)@AzSTNC3R|gefhgfkHu!ou15@^i`9Idd;U-^O9)WO`tz3A{>6ziW<ESjom|u1
zlB<+tru23N%3l^zYRhRmE~R|m>+=Gcd+a9-ExaWIidICpmnDD7eCEs7kvw;j=gt{s
zJDGn(@mJj{KQXs%PM7&NUfX%EXV?m@%julF?#Ex-R(2MJ8)^|R&YY?5QRTXzFRI2n
z!Nj;fJz;*#vdnbDk2TWfvPapyIV3qH(oOD8DP)@{slxnx`|f$~17@7FdT_HgQ=*vX
za`eq4^&tI#GZ~w;^DDB179N-Kd&BZq&QCb^-?3S1lE0jnjLF#f{-5)Nbvzu8v%W~o
z%}d;^D*JvB$E7V>-&=jv+0U%(uNTeECsU$7QGGQZkF%%m?O<^?XWegiS21r4wz&7m
z(ZEWtDz@5x8p~eS1-+T)crSRJKWt<t_PIIE$zajC{o-NWzpEBbo|c_@_tnlvDvY-l
zKX||y%D?I5naY)N%jP_YxWpT*@mA%nRWlP0?}4zhFGABlT+qFxS#`DSL#kFrO!st_
zm;1l1v6Of&boocOzUDTeHka6*m5X;9mKvUsDKy~u<G1wpp2V!+oZh#quKfx5kgCUT
z`%~Ps_xQJ1HPiRyYVWs7l>b}*Xx5c*Zkrif-*?JBY`E;U*6eiY`5u3v*65XjH$o;`
z%%7$=BmLZ6KZOT#wl9-*%36Kb%b>vE?1eMV={;v>ithYiU^{!B-2CeMS$+}BTJI+F
ziEfl>@7$QUX;txlXJfXqlM6StJk-p4Bc;MV|CpVq*zL@tg2sGr{auut<ffJ1b#8ob
zbtO7J&}H-SwB_4t%@*wR;@0xZzB}{w#^mJ!hTbzH#J-*r4P;^r*0q^-rjf%!-f@%W
z7ok^j?H){reouQW)z&Gk&9JRjr{bkgbMhu*cC{(&&n7aj`yf31ac}J-2g4URr!ymG
z2(-p$L`riX-EeCww@raV-R_Og8k;jYRpidCJyR-j<6zDe6T!E=pZmUd>0WU8-;lj*
zj>*T&+jb{5y{%QBC(*gWo#A!pOlISyt0iKa^;atP1t+VSg_>lCD|vKAFV<7rvh0`K
z{?bm4wO3NE*QK6Kn{(ACe(P;n9fb&)YZsYCzwCHZ=G(dX<?{r#@-tV|bd*vV5433O
zIWQf6yt$PtyK|A6z^r+*u7{WQPkQ)QQef%QRK^)WeIe2xXO%G+P3h72cHnBz<b;Wq
zs$vrwlKcXSmVVPbwIpO|r!iYE;|Z0zFBv?|-$Rb4+_WfY*r&Z>+0mC%g#vE0YuWB{
z>dFu+nh=)psU*Es>*o8d?9Odp=lDIdk&Jl%nOn}f@Kkf0;&Se|gNl+jWgdCkT|4qD
z=HG-LYC_KH7e#eWpZu(1Tk*)3eP6`W3wN~(Z=ET=I8R)yE6+|eqVn=)F6qOW?-bVm
z>DzjDVN$<kSnd}qzXuPBXF0rDyY%gsH9ux-o42$1E%Qvzt9py0&HZb>7u@>jl^4QO
zI=_OO_uBszd^?V}Xt}Ms`FwZAp-!dSrm@Gjxd+)U_N(qbo#2%v{zBH|#-9UeHv(?&
z&dw4rSaIIa=0twF_MIQLAB6jkpW0WdvT0WW*QWU|*^Wn?{=#~GO=bea<ew~)^Xk>q
zvR`lD&g$}9oGs3Ge07m*_2*klFEp-PyvA5wdo7=}t*`M^zB`qX{a24xX9@hUUQpVw
zv4`3J^nrkX(u)f{dBtA7Ik5B4wK|VC)1-3tM=faWR*p%k>2cw=PT6c=7WXFZ&7Iwo
z49queQ&+y2Uhw#|RcCdA(d`wn>eCBtedFb$H_f|iaX9b%xizbKH(r)Zp3472MSYRP
zqbmL02;-y`r7?v!3yU?@FBN1AToa*nDU<ht&5V;F*-sy4i-`!Ic(=s!#0DkDb0>Em
z4zuDoT;h6s;fjM<A@k&>F&Lh3jd=6XL8j^NTP^iqtJ$j$yQZYHKXj5xa6NiG;GX;B
zk{^cWXWw&O%qpIwwC>=;eeVx!In&r!<Jb6k&m~LtGS{lZXI(F+265b(sCQO#yO5^9
zv)o&~+dgaD2x5<JI&i`({Li*)*EYsYG*WG>PJfm>*YxN<4u1P+PdOi7vEn19YqZ;)
z&U|iJ#LPbP`dky^6HR&v@|n^KwOdzbDQw#JMf{Y_wy8{E1!YGTJ(+g5k>{M^TE&Rk
z<1_A8B<#OXQL>hE#VX&q`4Q$f7S&9;aP!#2P4U?$dbVC@h_zZM8`wU#_1S{(ea+4O
zyP6wJ%c5&1Y-Ttqp)D9YS#}Q3+8Fl6sO)#M_o=2VwTyXivZ!E#f6<Gq>E^~pUt>(N
z1T!OoRvljyuTnKXPgGn&QumIx+_bsu+bt@2Ji6~3Y1b~Vd#jp}Xi=~t`oQ_-gR`#i
zdKD(WPFN)QPR*73DC;>6#XOcR75`h7&3jvPV}ic8u5(%Mk4pwQZ_=h}wI5wIxun31
zVWWq%K+K^Mfu*Jk1Y}lSId))golCL9B9Tvu6}>_mG^B!})sH1B`WC+JQj_vJU(i^t
z8g*pn<e98KBAWY;HAd&GV@kgB?aPsUVOw-FE2_5SnVJ;TPE9=dt!L_Gakg2$n?J0Z
zG;MuF;GG-mqW6b=IdSN-o2GuRXTj%5E0%R{KWsPI?Vc?Ucf@v{604f~0ykFXwgq3=
z?N$_=!<{^D|KTNlGk3l|AKR<K&GG5BT1aN!5{-3R);v3MWLfUnq*c9vDhn#7L|l-$
z7<MN7P@YrU<v0Z+DbA;S%sbAe^#^~~>x_uJw%**e!{x=kyd@zWlPA8-&R+V*vZG^b
z`|I9$8=9;uf6dK|j<`G9Sz1;4V92$_+YYtvoc4KMANSvPfjvh8W<8vH(lSq`DXL5V
z@qxu__TI9%;6BIZ@`YTPBSP9oCWHv&%1pW!Xk3^sz$4h_EO{cYwOZ`BTzlW{gpQ-r
z_w6XE7V*%(mMs#nSz>jy$eZNMq&d|Bmz;MComX&R+;I8jVFi{brN>e%sgHKB9ZX#J
zu=VFzGsk5svny=Bx;1W%5jiaKWq<#rdl~PxF?YPIzMyq0>ab9Oj_}6ClO}#_V|^8N
z@6xB3Q{A81Waot})ahcsUFyuJ^Ce7!uh*@={xesrctw4H#*R46m=%|1|8=|gE`Wdk
zH~r(fNAuz&!vwj5{S<dR+^Tu=%c4@l?8i%sSzn%7;Co`iy2=}O_r313>`9Q#QC0T6
zvnV9|`>#c2$9rq_0xs;}WL$Y9^yZiU<^84=t&b;GNX(u2VC#$X3SKwsns%-E_9#~3
zgG$5XeQXbwul;*A=2UY@a3$A*!=<_h*>4-Kn9F?STI||i?{bcNDzw{ny2f34wEt<<
z{F&<nk8WF1#UK`IJw<Lqk2UkIZMmNxuy*g*cXi?HnWd^N7Dt$t+_#ftla+bqts%bq
z6+^<;Lk%J^Ldnc+KQ6XvHuFDGztei`TfnEAzSFOA*xx*2AkMsO&7O$aISz&I{r2o@
z<DDf_`@PzKM{`v1eDf5iVyzE*<9#h}Z1=ZtuQR&K!OhcS^wn#>u<Nd82RqKJd+PLF
zTKepUgh`Gf-;<I}cFyb&^W8hu|Em()oXlc&hu;OO^FE}WvOaW7p?O7@vy1kNA2;(;
zl0%9-8V`Lh*z&CH1y984>z$cbS8DC%WnS6&JX3GV9#5apW3MgO?Ox>gu<gm!*i;_<
zy-QbU{yyS)vMfI?FzKdpl%`N4|F;mGkpD{+dJ6-?nKzik-B!}@3lMji-23ry?Gd3j
zdCmV0HS}u!o+$kKbZFc$F;9N=Ws?q96fAr3Z-KL=k$=C*i@ByE74ZrypUHdWpFViZ
zA%E+w=|@WQoHuq_Y%EmsUwd>?;}q_-M^#rPf9#HFb;#%YHgVd6=f<<vUv^y1xu)v#
zslG>@zH5u@e>NOlawEuA&iHDv!X5wI##Jq|uVv`eHRgprSh$pH!&$?#J~!8T-iedi
zuGMgQZeB>Ho8#}(-xr$b?yP>i;p%MG*sd#!14`B?_`iRY5uE4qGIO(j>MrYwdV9B>
zuWsz`H@cf4S2c0_rOSptxSm#tn~FYkD!lkj>e@yjx$tVK_d8zd|2?Re_Tz&5oI-B>
zzc26XeX-mA-S*e#o#wh&WOyH0b)f%6)+t><`KPn*sRs*I=y<0^MDuABJLgT2n74g`
zCHwKz4^@$WwjAiO+9CWg)R%XOSNaT<n>*J#otJR$eXG82rQCx2^(t&<_1Q~&XT}_4
za^5JJoY=Q=dg#K7E3b?9h-a@`Z!VP?yJ@0t{Ff8fUJCanI_ne}p9<v?pS!8pLic0W
zN&7ULkJEZT?J`ZVx;U9(fiv@(>(2yMhs-(NoEf0<c*eo6xd-oQPheXwYrlA6{=toF
zmn_TZ`F;3Y1gqRZiK+yKz3;CoitXiitY!K^K=4=I@hbC4U-zu3OOLqvr><A7w`1bt
zeTQ#2#9M9@oBxQ@Y1z#(GhxMMldlqq=7CL3_A|oTl^H*3b^cM;dD!_qVEwUtog{^8
z*QKAn>^wGUZnuE?;RuQM+$A@*`>RiGtI(Q$uO&pKSLej5ndS}icVuy{JkV3{X1;U&
zfhdM|D?-B$GsL`{@Z$fYiNbqJv}PY~@BQ>lfSY$o#Z;$Vr)^r^EDuZhx6aSa<mpSs
zT&-`7yNaTB3l&(O`L(jN&1as*mynD{8jGCH2qaBNbmQC5q20fM@%7%!XJ3w7Zqjy9
z<chi-5WMMz$El9X%*nI*lpa1(Qata<yy4XuQNu%1133R1^YMROUNvPRyGeOx)0J!8
zEsE`}Y%*eb3B6?w+qO?<yT|opW(DVjQ&%p$jL;QqtrJ=-tY~$`W{a7=$c>)Zjf-BM
z<;(WiZZ4kdJl8Ue&nYOi%Hk8V<qH1mT&(-%9@F~pXUW&_`CV!~FG3`}-(HzAt$)u(
zq0-MxnLeJ=?N`P$ipVaI%hgY2d?mL%seJ28cbjXA<rUK^8B6u;*pJRwC;U-v?&(r@
zUb6|S%EFY*KKZt<EpOMH{W~W+iT7)t(AkpIoY(ph(cbHJHA$~k)}JN4_I1Io)yvoD
z%)L9Wx8`?B#+69<Uo{-!?}Id&`3}WyVsZNRNpV+kn!bF&>$GyE&tC-Y|BKwj!+Otd
z!HIT}y=zx!G@OhwSX+^@#I?myWOiAZNcCaU*~UT}(|t_7U)+-7^5(@te}$#@c#XeJ
zO=5qif2FV9hIehNRkhdmLWS0^JgHyLOx=DcvwO<T<h~<|FW)M=nC>#Ws#5Voyv6DX
zuLJmRM=-8gx8hLR?1lPge5#_4Z*bcd`DT}Oe_z4k?10Wzp|}k@g#PZ|8=K*K^I}X!
z<VVw~-AgvF*XLRE(C}^WF;-c=t9DBx^hG4{>`sQ;@@*E=^mV=~voB!w;dOH6!sXrT
zD%bouqi-Dfv$B5u9}TdI+TRw3uS6cLb)WLB);Z<SIZeGUw{J|o(Q`PFbGn4-TwyW$
zNRR6KFAwlZuY4Kz=Gd-f5y>4rzb-6h@7lmC{j==Wu8q&t-|nwkT5c7+-Yo3L7P&Y}
zliIb6(r;RCpBG)7S?ugz`onfhlilnm|1!5mO;DIw6>kz0qrGiXj9PDA&hA;}-+Gx3
zlxVbTX=kszetpM+zHMH7ADyJWRf%bvU;8DOba)-((_X0n4Y$~wOw%ca7oE(4RA1j+
zt|=enD*ow&^bX5K0rg!IB7duUy$h3U({62=8uV!A7gx3G8`&RrNapRZn9&)jd3`&p
ze%!5!+$A%9FYAw#STAXONH+SS_f7T$e$%6Rs<jt+<GSs>upMMxHLoYJGtcj8(T=q}
z3}K=+E*qs9&r9*1XzEb9_g3znj(Bpr^MkWR6>qL^trJ;iy)5-q_ix#td%^cErAAE7
zyDEG~fo;;vgA8`hmfgE><(Io1!!4PgcIPw?Yg=Z<vva>+x6X|1=9c-9tB);CpB=s9
z&V)GC%nFCs6OZ0Z^iSIQ^tH21mla>Cid1;%%CNf=dY1??s;ueS-p+aOX7WVeZ$>NU
zPbz0IxpnaP>XhfT@?LA6iSr1)E^<2=(9`Ie!gKI9=L55M|4iz+-Zl1qW4ut6y=JOI
z`i|MG;!W=ITh3qJ^JQOA%83~kp}$JDDu2FYqUrlOx<%LQ!`ooS@Po(a+NSj{@mYAk
zqm;wk?fb^RvTGN9oGR15aMHQ#yYDCMxsf^1`_{8wQMug1%cZl_RbF5C=jZ(Diou&r
z?7803e2kW7&wX23w%tK1%i3(4_TO)fs;AWK+|pFNRp*->v990RZF2RG&Zcd1E87-C
zS=P_@iQm<k<MaAZxO7xf`Gh5ga;c>O%=zrgOBOs6J(Q%qUSQhm?#0^-ul;<hEPP_-
z8E&!Z-&JZ3S{{8Uqs3&XTYl>An$F+K+!5Swf7;Go7pt<<X2tP!LG^XX(rLFDJXBir
z&a+!sCVUe%Rcct&Ha*W<QQ=l@pH$~MclSt*udJQkJgXv-H&hB-+jTChV2#S}GTs!y
zUu6fCEuOZ!eT{K9KcrpsJ%4+IWzVwii6*<#uI}hv$n*7uj^dlUJ;8fk&(Mkb{oJrw
z?AYeiB>`s`7Ntl}_!am2V(+0t(F_IEHI{xB4Kd~mRDv}BH81JcxSbfJ5O`E#>Z=Kt
zqpi;xJxIEGY)iF;@=GiEnanRLN;{2~?tUOqvyWM4$A&d$t@kv^Osl;w7u{pM&g;{{
zsjY7goMO~jvx$LwmCmAPM(eA#AKoLi{q9r#wR?X(VA7H<W)y9YbYMN9QOeI<#!+1Q
zxTD*++A27<^GMtu^~7(s-_M_y^|(2s{2<>pnZ>T(cla+adSAym`Pu5vp<Pk$-rYWR
zSVpg9lYqQ~<qgjHI&WC~#l8w#B}z}5xS>g1zP+)z`FQ&=PA+x3n9X&Mujg2My{OAF
zDQ4E5wUd$e>9Q_%zM4Pg4?7pU>J8k&qkijk=&Fl+U9&GRhIw3e)Lv2Pm{V{tt-xkt
zB16UdQg&0}^=`$g^I9G-?CgJ|dB^!0<FQWW+&GyG_OxKf0=s!P-ab2Sc2<jN`tgd@
z9G=x&Y&m8(-k)v$TiqMMb+=!AlC=N#^$)`v8`zD*cg$6KIALo5gY?<8wo|uP?%dk`
zy)=CLw-2Y@y%r8x;Jb9qoB6xG&AFetchB<;KDN!##XgKHXKu^7%fVr~cgDem{{2<G
zZv$WD#GJhM>)Oq&AOEyozqRAo+}}sjCms%cf7p?wpz8UA(gTsN`Kq>xta&?sp{re}
ziTVe|hyZcB&iP3bZtyt!USx2dC;CuvS=7qg#w$#8J5Nh?ethZbWT^4nf}^tbjY><<
zWhS3~;g|pXG%7kAGSoNJGNyIQW<(~-MP4fRn5{AQ)%HJI6W*Vb<vddQCVjq#y|k+K
zVU1?F08N_?apC?Vo7rmXm)Jg9{!3S5y-m=ur(3(LB-%}y4Cg8`czpkDuK!UfDTXOD
zFX3a6^X%z-H}~9GA|71!wSD@Y%7FF7v3rhmhw(8rEIC?r@!X#9i141BH4!oWQy!<J
zB&u1bJq*x0GJipEzOb^{?{%}7?mu9Cthuv!p<2s^<Ds8CMYcb@`uca{<n`4juUE;K
zl|_77peArLBd^4@W6iv!tYT@ppA0p&)J-wn^Y@Ev?XLarYg`uXPuLM09~}}thmm>8
zs(ZRuUwK(uzEC~K7g~63+Ov&EBad#eEPTh=E-iU;mUd(4hOpi1n%bCFzj}J}b)0@g
z^c9|ig(@=d_bs?_me-y2%KjRecN?P@+B<Tv1w|j2?2vYhWkT2WN1R_}cE&34v8_{P
zXS*NNe4R1eSZZrf)syRiKAcy0)`;$P;e7tzknPB%yMniF{o3+2clXh({z+H&Y+04J
zcER2)b~!9h9$fZmx9$8Ys&n^#lJveeTpEgU)~nAt3ir>*on<L`c3I)_E1Q?e%QN#n
zzOa1N_T&>^Kjb-WK4n^4J-u|xgg66vcbgY|<+ip}kA!#3@lDrvmYC2W5PC6s!eVhY
z^-G$;h0|N|R<cMRlG5EW_m|u{36p&*W><;3`M+R#^*X&rG^o#Q$DvM%<a=H9tx5;~
zS4|K3w_PxPpZ=M`(EGfL?)>C&`Ec+;+!xo#g059d9*aI&7;UM2p`zlc^Q0ZFhHLI#
z3N`w`Hb->bCx^>E$4no!tvhhRQKzPS#ca=Rw<9GCxi;VB!#R)K*Nn9|G%-J6S%pN#
zi)&`*{l83FHsfr$HJd=iTH~1I@2lP{4B`JYg}GO5pF~goDr-JQgEidG&#mO#Q<SU!
zzIWkD8w>y0U#F?do!Wd`R(x4!z-0I8nv;L}rpp%YGhe%0!K`hry3dRan<n!d)6A`n
z`u;L;qJG|S6*WEIto0FJS505geyk#J4ZCim#&c=4{}oBDD~gOYc+QLNNm&^#sTtnW
z9GNfDSyj<8=Uj+>%@iq<)Qd85SAM;&Xq?Y=*<zoEg2U|i)lxOnUpsGR)BksYJ9_5M
zIk9O9d0Qg%)vAx_1Z-wWWb56nGhb+KRdUYRV{3UIC48#e_~yXJxi1T<oRSU)=Vu;?
z<yz5wz91m$xT+KPX5)o9`}8^AYfOsKE!%7!ap;enjg9T$ybA}qmwR7(Tej(NhQ0QO
ze~x>fpWl9d`PFk~-DQhCw&fTzudpqcJIO&*ea^({l=F3ute#ak&N99_<IlSX%i9Zk
z!qr#JUHj<T0rrR|hvl{(Qgx|VDwB|3_MZI{&xfA14bCaC_gP+UebBIWSwOGU8%}{Y
z=h=Pt3aLgfny2r#czcS1{q@P}+RWJ|ae*!6G2bT7^-_2hE9f+({6u!B>-z-<7JsTW
z_x8W__~E`iQCF?cJ^a96_wLEXu!oIVw*Ik2-DNSpH<{L~(^<6Qysd0W-nCbsqb~D#
zWFLxuDD=7Olt$bNUbFr3N7u!dMd(+(eZAeh|Jf4re>VCiu6t8YT^IKL{-`L?`u2M#
z(@cTu-S_Xazni{f^}Ob_Vwrr4774yT_sUlCy!1N`Q9kSGCuXt89PP_lXD0h*cHtK{
zarfV+zn_{|6aM7D)fM^ci~W}?JLTLewlcr}H7B%ag6!2#0_TgTuDMg`c&#z=Z!eoc
z{vJtL=9!GPUw3E7zEb12IGO8J);LY!x?TWh-_KuPb;|ZnT%VG))9mXl5np+i2^``D
z85^G;TNh?sAjo2J$y<76&5Zb2y<4{Zxs)aMa@YPRKOgLF<6S#VW8<lIjZLyAqxN4n
z(0FMa5cZdGipPQ8gzEy)kM*bQjVV89?ek;lXCb?#c28Og7t|k*F8*FEDjlc$twVgS
z-Mg$1z5F-Q{R_TEuh>`p!9f2t>m~EaiAv|fcRsqP-6kJ@EThOdI$i3zz0;QyO6%YJ
z;4pI6)LB(JLqg4Z%990KuY5dnWlbI9ZmAM6>y#_3?~cZI-)-y<ka^PKdU^BO>mFvu
zisP0pjuiT*E6ck+y7q^hyJg(#$Oymgc}n_c%bE)hH*Z%Lb_+Xq;o_MaZOkjadlX$z
zzjXBA8G|6XOiqtb>or%JrcV#GnNY%6&}Q?R>9f=vf7R^N+R)nDxp%LuJDFo~{hfm^
z@2Q=Y0+p_bFG42;U*F36wD$MvXBv_>zCEpwo+4`fYU#e+T<Y4ZHK#9G;}$>X?+xMm
zjy%_QJ${$qxxT2HLG#yxn2Xz`8=t%r^!1s&amIu-=5mdF;wBe0LJoRbC7VzB{%^M9
zc0IcX^WLmku#VG4ez`1L#;>Vrsgg^W%|chdc7JsF#nPH*M|D-+TW6N85YawS$gORB
zcHV;R*=aMAmgUddwz7QDqHRm2e~C&7?(B`Km>y)ZxbucV@6M*A6%OxHda5SBaSWQh
zFZ0);msfafm+oDz9dYgU>k{|&-+ONbe~GI4c}>neR(S56ZmXZqcXjgS=yj@T$9Hp|
z^}d(>VB+qnZ^gEs`tz<Xzm`*F$?YfZQ4?c3UZfv<;A^bE`GCWF#s{C5Tu->4z!w|u
zc8HICvlwI7+L>o`HFj*D`rv_gcnLStmcBHXl}bya6{ZwjdZMXvYE}3Jsj|M#rMI<j
zEcniO?Rw=;mdz%AV|tx_u`HF&$X#@B-lvG%N#Cw-n%lG_*U5jfC2Q#CEiKB5m9OhJ
zn(Vh?W&if<ztj}z=*8s$(vKhW=RB}rmbRLAplw>^yG(uKe_I|}FrMk|-p<Xi=GdNR
zZNC4{>3D`8cI*4Of5Yh?<qtNU@aH{VvVB_24fDs*doCQ^DXnUj!+Te>^23aO-_IP1
z`F(x+{XdF!|K9Gumvr97s&hHhwN~LHJEpShZ@InXZ+!lLjsHK-Z~wr--=a66QCzP6
z&-Cs8|AzPf7qGGaF#U{mDElJzmyJ3b-{;@3uW{HVue7Sa{@3BhZ2x}bUz*mi?a#ON
z?f3u8o9HrA!v4?eXqBV;uO&P_vd~`erTo7Ae|>rCfB$%R|Gq+HQg_#p_T&8j|NNLO
zA-e8F%EX(dVsWDB`CRv2hS>a(EqtQZJMXsIXUnf2s#~qs+J98%x#m^>`FDv_oasyZ
zbw*3qupP0mns*~~&;M)tO6OiXT`hQd|BL;TVrq|Gt~8qXSV{8IBSv}oNtJ&euQk7B
zawJYr;xDJs#+rkt^rL2qSI(K=o!je?vHNS%v(~c{*1Kt$U9Xzs{G+F)V?N(h?SH4G
z>MIm{pJ$3G8{76hpI09<XUnzwe?PPpPw)R6KZDa;DVQ;GXTjzdU5EX*JZ^ZOW^nAn
z%uBpa?F9RtOm%0hZrZGzW%lriyKcmh1zVi+Hn>izoqyy}f(?g%qxqc{x8;d`s#b+3
zEu6}I|F1MR*>k%ze&NT}=fb0d9u|f*EaAUAXKT__Rt?{mRkvBBJC16b<eJ4#aR~q5
zq<X-;>l^<b(JYZKtryN|N8Su_V0o}k%wO--wS;X+yYn9HEi=k8pYkH*&F>P;q-qtD
zpwD;J^=y0pJ`%kkv#j?(lJ>>MlwH+44b$6d9PQ&=cE0<)@aa7%_WO1r3oG{R{A6=?
zMfsk*QwJt2omgwkaBbc654+4R&s;zEyvw_HFD1S9S{Ht9a%^s6NqnsKlTGA%Z-4t^
z182TOqjNjkn-%mHMc;pY<Kw2;$GY#F;}D*6tszB`S7+-t{~ev)Ies^l<J(^dy2k&X
zc<b^N-Mj0&tL0+m-VZ+ZG4s6c@e8Kh`q$q7eC3wu|HgQhH*?KntFwo%Jm0^-B(LRl
z`lG0S;&(s7(868Gl5cLL9PrjjS`%RWV*Q@&B?)UD2Y%?2Ilf|h#I&~F?>)-{FH2N;
z$DOudnzOMx<oeW}r?LD3>G$g6ci+=h-=yO_Mfcmft%~<1u;-oHFyH^r5tg30`wP#S
z>V-@7%}AKMJ|h0AQmt6}u0`1j8yg?LUas7h8UJ?k(T?Z0e=d5cH}}@D#{zkU1~(#N
zgk1~_{^(};ui41E=+H;2yO}lG-t(t!mowkncI`%EeAWDUn_krvL{xFeKl`mVC()|c
z_VCW%Pu%5$K2E+jOGo=p{Th?k_x0_fj;${Hb?905VzZ5ght8god9kWB;T(S)$Eq7e
zCdrmp?(6OTaXeG(%<MKjnOTbYvv=8i`G4`w*Zj<P{g>D5sDGW8#x?tixXh2jNfpyJ
z-`xB}e)iAD_sf2MON#tICpERMak>77^)Gt#+f-^Am(Rc6uaSJ!Ysbt9_1h)8WvXK~
zt@zLS?cNE0qsTjJzl)1qKR<iUt>-(Y{-4|~xsrF$%pVmO<ko$7y(Dm2(|7TchTs4B
z=c#R<?e&<MuRHB*yvO19^(9yAAN_sq$;@XsrSZ1N-GaYoJoU5n`$Fz+ex&{K|8M;d
z`+qO`8{cs(yyTVrpBFm6Cb!$F$H-dh|N9fAJEhVzY2VbR`Sq#RA0K4wa<!{lcqRGY
z)VKLI4pk@Dx)#?3rES_*{;`$qpYU(HA8E0>f8DE3l~?Ec{==<Kv7+t&7cS1#3UynZ
z{=E_1eP;gNr2m;`O0<8jdwpGN*XBw2lj6_4Umv!2eb`C)>-F~W^);dYxc63nIdwih
zxBU6tl>eXCZfpM)zWQx`z2xcrZ+_{=bR81+zBOIvf9u;d@n62L{`9bW=I89SeJWaq
zl~~es_6cnNv3tI{o#cA=^9)zZGX52<Rn$ASK5Ab5rgg@L%R~2vt+tM?z5HjZ_WGM2
z=5P6Ue7|(XlhE)thfn=iW0k2CF5EZsXSQj9%YmdjZ~q_q^s6}Yf&FaNAIp7z&z~p9
zbA8W=H{z?FKiB)DX}sij_tVq9S1;Co4f(tE-M73$>!(_ox0;__FZNHr{pa*`a{rsT
z|Gaxrf10U&MZMzBpVReL#BY41z5P#pnMPe%^}n3Izl=Ly>6^y<+sz~LEAG{H*~nj8
z*-qWrcYWc`t@Dm<EBqpV@odzQ?@M)qYl6IF?#vUfaxRdW@Ay(A$zjdqq*?oa+CTir
z|G!`4zx~=zT^u;}%z`(%LiWs>8W^KoPHqmr$=SvRbSG&@WkITfegO3T(tyMw(A}s;
zX6B%Kor6FMd{a|06P@xa6rvRj6buwB%?uPwO$;D6HV5UGB$lKqfG<N0N-fSWElN%;
zRsb8!sqb1*;vNi^hX`=$yBjDNnHj=N=H%3OHv|cQE@uW=1rjg<3BYc2<^<j1%*m<m
zmY-JwHI-A}4Qz-RWG62tNET#>5p-)WSO8>*DUvmA#tKG|o2tRqKurxO%1;hXEh$!r
zR?rV{aZ}I_Nv$YR&<Ee;>I9{op|mI1znrj}UEz+2067MH)hxnfu<`oN`FSO&c_qaP
zMrPn`%0awbAc@qx6mYy4nVEyU4Q7LbN8ia;LEkUGC^s<&6za)|3WgXuK;eQ@hqEI{
z2dBP|GbBEIyr6Wrf`K0RvRhvt1w(LD1v@H~6qSN6ti@^%C~(QK#}MRlUmpb%5KYJu
z_{F_Y?<W?gg5z1=u_!Y!N7pGoC&f1eWROd0adK*2N@89KNFEejMrP)q+kJz;k)rRK
zmz<xHnU}7h@0pUCSCUy$sp|pK7hIZD0#4kZBo6j>NPcKuW^#T?DkxGw+sZ+arVo-<
z0H-mG00-HE91u9&IA|^nw*ci)u(#meclLAv1suqmMxby3F<}1X)DH*e>u3dYQ;<#r
z1tW8FJqu$a17n3)1!FS>6JrH)BO^USGjmIG1rrN}Xax&nV?6@{a|=U-SOqhXfT^jO
zo}sCcv5A72p@E)-v89EH0z%9HiERwmYJj8`VI#-|2%d$7rJkXgfuR|aT7(TCwZ?E2
z2>TFr#41=CD?}@p8W<?Vf>H`<_5%kLQrto>Lbo(9)iW|THUTGL=fnc&h0o@Org|1e
z2FBnN4oQ$D3Py&8dX|PJ24<j8b<0UiFIF%FhcGC(oghV~u9=a!o~4ncnWciRvALO^
ziJ6IoiGq=Vfq{adfuVt(k*TqzA;@)*QqC<iC)G#+R+fPirC(xhsscu)@GMEp$xL?4
zOV5E8zriJ`xnT;1#^!oP2If$QB4Qfk<f6=ilKdi!G!DuKNa29v;%lGOy!4U`1tT*H
zsN+DPSzJ<-nwZPWRWT=a;`zL01D<2=E4k!%JF_mmkSFBy%3-R-oBm_p7)%Ufmk2Hr
z;M?=JsdvT}kA}MVH|LM_o!Ygk_nW}p-Hv827G8F<lxaWd*&=;!t6)3JlxcOURj2oD
zRpL5%)~4!B_GMnB^Nfr73#_Zm55HT~CT-X8;;d%LtviX|L(LjzpS&gi=3+&MYhc46
zJ&V0tzHNOgsN{9~y4Ia+`}fZ0;*UJf5fpmFT&~RCx;R&L*R?x=PYNwqpIk5CYIOU%
z`@F^LYbW1d3;bf}a{QyJo|sqAqAv%&ocZEW(lb+Q(HbSI_!XyKZQq%HcFF38op$Qq
zc-vI$HqO|%LrgpJ$*h-CHM}Eqc9tA_G}GGS8sCm*pH837+E#h$<W2*xTk>ZMX3jI)
zvGxXE*~zGR@%iUwK#s0}g&CqE0EZ|z28=9C!4*1$V`hO?RXcmSgyg$>y7(p*Aj&#W
z+H=lGECSVL@TxZ*R4rM+Ye4;UP!(wbs&GI>1E+qvAy@&ZK7k2<Re%b9m;k8Gv;Y;-
zFaZ-#?1M@~n1Crr0F-=S0u~BJW|p9g2@|jc2|yDJC#QZosA9GR`3kB4WQQe^GeIU=
zB019xq#wzZjvzjgBV9mzBsaQ(_()E41My)l1f^I`L~Q}Cb~yE2GSkvhi&FDI4Hr-g
zM?c*_0Tf;!$LgmWD?s?B3i|10P&P;&gdLIiE(-eTt_u3;ZXmrNNkc=ZtRct<LlclV
z$Pkbm2pd{}L@dEMpA%XI!74IdE=a>i-z~GKxC9irkeVF1STR>HG*PfHFjCMpGcyI7
z0xm2N`CP%s+yE98U@70klA=s-D^AbA02C(%3c3bxW-KTj`6NQEGcpBngOMvxV~_|^
z1!@j90~C)?*MnRKQWKt;Qj!6xr9nx-$iP6s)ZAFX%m5UNX2zxprY4~H0lCZ=Y=VJ;
zsiB2}xtWmy$RlQ;y2BC_!=QGesi_&L_5im#EewqnOwG(eUIj%YQuYC*A8?KV$EZGm
z0?gb1n*Knhz%paS9N#`~K4wD>=kJ!R;u4wybvyk-&noTxzs+Ix7Hyr^HzU&9`OF>$
zxdx~xR3v;ZiT5>pze?J{>wkFVJ2$Hbvn2k!U=d%{ZfoHaq?_r!E5G5S)>c2e-CD;^
zgo>?Sa$YHEK~3_Gryq7UR!!XaHT#6smOtu3rK+t(tdR=M#eW$mi5>AZzU6l6FAM*K
zFPrx=R==>>3N8p>?t}Xl;(D-e4Nc6!YQP*LP{0`|fZ32>fEC#02B7ePwmxCzfi=Q7
zNQQ%yg3T}hs{k{N%q&202WCTzCK$rd9E=*mw&!;99yZ`%xiByI4ilSC=aQ9`A}pDk
z>ZR*iLh2g&%Z<eE2pmmaX0Y>MllbK+jB-CFZBoy%(o4%evvI@96^Bmv+~NMTYD4GQ
zSxJ&oU*GNy2}@O3b^gjS|Fy^Td+#pXeDXD?PJW4VV9CNDtNC$$E`Oga`{5~iZrl8A
zUa9}<jpaWqlb4M%x(@ai7N3Kh4ECa-u^Ctmm}6vS0ZNNtHj#b@g%w(8SIlueXU)f~
z$m4o(UT6ig$Fci~wl0BOoBo@b%?s3$58Tu3$IN2>Vi`{s3(NY8cOHMe-J$Z%Zo6==
z!eTp-hl`}x)<p^^M!dZs;OJ5`r=d_J?40~tuD9P-vV1NL-@PfV;*#^X*+!4HTWtu~
z>RiTn?&X|?nXO;vpF6kvFT>0)x)Z?O!Qy3*OTj)fG(t^DpaK;vL8O;KL4@ID+kS75
zmz}@QIVA3IO8ivivQ@hle7|qT`F72pClhY)gb6%zkYD$~RI#FHw(%W*;f)t!Z@JnA
zocy2RW%~8$(lleY=F5+csD4=ZV%BouGh*w)EKVf&&D0K<#vHCD{`PX>_V1q8Klm+t
zw_m9wSx;4JeZ!BSgPz(~+84(?oq6ku*KYsxbE|6^&tw`Mz~z6Cv%%gpG(k=7paKdk
zL8Sjd;f3LU-3i{4SQI&2zRzjm4r%$raz0pAcJqpz|F;RR?X?pOGFDdOH+!Ca?m<9$
z;XjT{Ke4CvMVH$Gp02(Zd+ot&Gp($744V_8*=BTlOLyzbAL7qk@G2lol3}&@rVHB*
zRU%}S5>MVz;uZL4k#SYw=(<+VIUoMKu<NjSGVh1I&y6)^kKC6$RO_^{c>3l0yPJHo
zbeR7s<Zp@yi$2uUuX;@6rA>-#zY@DQkH#;v6J`Y$0zS8u1wCePDUq9U^TDyEm)@tU
zjLH`ApUk+~czx;Oy2bln_V4?`yyLVl7p|}b1pzq7j0{n;52*45OAr~Bps>dX%g~;U
zoCgd9n19cA;+DwS`!!{OK+uif+bh+3gI``a=-J3sHf4hIJB4#;Yi!?V>OJc#@2*fe
zb(>%LszKIr|Me%@Ru|t+<-d1E^dK(hgKP!6(j27$25!rM#ffx1$hR1-x19ja{4Uk=
z4~aW`k}sa;63A8b-z-gh+ri}7mCYVuDr*+EYO8T_?URhyd(1xIU8s77e~wYoNtqj0
zm`cA0B`=tmZ2bBM)8fL@oX0j^PuhNvtIF|J+*xt+OY3I2yk_0xW+!)Ydhx}iR1cx5
zpR)}Xryt#1c+uwTG~qp$<ErD^gtjS8z4dm%)p;T>A20FHsrVW+KTyKS&`NVrVUSDF
zdduw#XU#qIko~Oxy}t{E_kC!zf8Xx<8&^nyd<YH^LkmcI7R)g+vjnv$z-;1z$`I57
zzznK>Lq2Ci4(D>egRDxd%$^qK*RSGx`}exjrTd-g$vTgdi_%}-Y17`V&t~7^67+XM
z&xxOE8B#7=FX$Mqe{hg@uW_2zhI8VH>zZG77hanc`P;$J|Aed5jh*k3{pV(et(kOY
zHMdvn>;746?jlY*BU!S~Gnvg1j69GKs_^Tej={(1=fS@jmZ?8cihSJ1mNzNqYRKMz
zvi0J&FS!q2HEYHZBw(L_eQs!K304E<7@2_^x?nbuK>`Xw%pmEr1~p7rtNjkLPB?RZ
z!}FUOUK@ATOK*5;@{L1|S+0v&bHXz1DkH9a5-zJ(e64ZR;nsJb*_RU7={5280cn-m
z$IMnsZZ~Nq^RIX|?al&K_0Dsgx8=`IW4Ch<u9lshC~l#B>|L&(ZN{S2uM5}4AO2nR
zvQe8~FVy<}2j(z;Ee)`bFl!G(kYmA~Gc-miJ;BX+umq95#@ZZny#Q@2#03{HGXL?O
zbKG&lp_}`8HP!r%vfr|s`zE8oK$g#(aW)qZzf|$FZ?-K;&rPowF86Iayhxq(u%%h$
zvp!C~hpbuC0#3KbyRk{ETk^cRt6;?k@kY_05~F~PuMR47^lqM&6MOfi)cS*KB*mt%
zn)`;mv&`%A4p!1ntL)_cI<@ia8tpvU!-~D1<!k3VFWFyQ5z2e8vUu&XBE@=N=G8yc
zGUL+D_T7vZJ6B&a_p^-r#^0V=xPlAhOK_+dTA)<6;NA{cg2><kHPJ8<iEFPn-(dqt
zW#eL$u%T8iJW%}I-|Y{DS8C65Gv*gQ+IIMZk?57H6Fxc{v@N$!h_2%=$*wE)+p{9G
z@xvkB&R3UL>}a0Y%T*RJ$?qp$P2<kp&0!~)Lyr`HyVRW&bmQpt+APOf?<I;e)?RpG
zl<@!R$LDSAg-10$;qorXm0({P8le^w@J0ub-UYSGFuWUj)|;!rfQRKmt=~j$k(^oa
z@0A}pz29G|)$~^FGlz51tUZMm;@gkiYHt1RC3xfBlDiYG&tBTq)MOc)6mV7COy(Dt
zuy2vbC9z$c9sT={ouABC#o#|%&IOleKyCng#sW2e!y6C~zrb7Eh9FO(IU3U0F*j4t
zH8V9<FfuYzFj7b{<T3|UoVi>^Mj$(Kz_hNJsgXhsNCv?&P{`rR;7Y?){emq7yU-jp
zFM>=5i$h#UsNrr1@)4TDE9MxRZV505Ffb3kU}|g{X0Xv9&>+ae@QIN*d)Kp~nGq6<
zFJ%nYW@n@@rARS)rYxJeQg8xiNPj|ONlL-eLPiF~OM>ONLKb8n*nMWGAq%gMiF7x}
zpBV0Tod9crDv3KVJ!gMDbJeRwd;f3aobvLNzls@~d4RI{s%1WAa~%5P?mYeyd?D>c
zbtdci<~uWfeQB^{k_z4E7ydHX?AW}BcaaM18&|P&-s<1-S#tGF!<E~md&~D^-51w8
zAr$U;CeG~3wF-ty?b56q%XMScDo*JXWj>PGsBo#`OK;%Sa}jUT1@0+^GxiJ1{{Or@
z=Y!VyPplh0+3ms=C?L;(1I5tH2&@LoF*37+*S$oB3MdpYLM61%m#;~Y$K|{2(U^uM
zU-&KhkL~!e=l``ZrDIq399WXCB-109@sKN?=iuJU5<h<_y_|YoeRjtGMW0$WsOz}L
zbDvFm;C5)2VRfMGN0-aBN1xlwv|6eE+kJ9#79Y1?KHugOt+i2BIw_A`cdb(2TvEjM
z^qc(D_n!P!%#S|laD%;rr7{7z6zogXt_WlV11tgYGSYyo0eC<HGU^H*tObofK*mag
z!ShhTiFw5VMfu=~1kkvIC-xCjBZxuRhe|p1BcKDoCYEMsBd3r75G2PD%w3@P!-$XA
ziKp`pD+suLuQ{r7*)^qL?zV|K-V+yl#C=(~>n{UOGW*J79FJT7@3WZ`@`}l%`1u{i
zwl#U@dc*iO@mqI_$$s(j?*6<bqVdAR1ty7>9;$by9gXd|GvUna+ofd|X1nHlL^7q!
z-)CjL`_Ma;<$UrU-||$Wma^Zdy}tJR?V~f~Wdf}iELr7{^xk@J(dT3CEjqWp^?oUR
zdTsCbKZ5bA9Zw{myOeuGrO+&9!P6>-pr9zn%AFxBTmOWgp1k<=(W%k?M*cywE}uHS
zTtfW#i`yNCd-rcW$NXi6hgeLzfW7KMjzc$(>wMMC(%;~)x#Oa<T+4I?naLma%$@eD
zox6SEJ#|H~?7sq!o;-eic=yy}zn{-I$r2v1e}Q6`Ca!b>3PEs)8<`^)80JQx)+AU0
znodX>DK$q-9_pu?m>4P;nHz!XYtY~pr+&JLxj9G#RHcDLK%*MO4kLm_`bIHi2o)3#
zpuk1&KqA8hgAxg743&(rTq8@+Sgx5Ncq|ubE(m2T7u-MqB|nnKa=|SyPJR4?xkk_?
z3(WbT!W2|!q73GOGTC6jrbeLpf?h5$2F)L$m;K-p1F66vRQ4O0LDnmP3J+NQH*^M_
z!LA4U7In}WQcQv+AmuK>U;wpkFseY?^Nw81h8(OH_AdXx#QZp1xOm=_OGm%_yZz6n
z&FMh9nw0R;<w-9tE;3oA`6czy+?(rNSRa=jKP<2${kJfGU_`=v8_sO2%JW|tx;H+E
zlNLPr=xk2x-mA0jh(44K*4bzob}DABuW?wgvC)rrLfrRGUA|JKF2nWXn8=q~CDF$2
zwjX|{cb}^>+hMjt>-<69=W)L$_3wGgzT3?NGLi+0F2pdo5y%%{UmKbtj~AI6f$9jb
z1d+i3O2?SN(Q63m@v~IN9b{K(JedAj&OLC}pZ&e!HQ|Pv%FBIPTJ;}JKmO#|saJo(
zF72D|BmI9xr<hqc@85>*&x;P(Sp>^9Z{~~;2`tG>{glSrqN-x>_k~#P<-arX^JkYX
zzY}Jvy_#<|qeG-)fkN|a-2?M({y$z(Bmawer-6YEj*1tY;lLg<G=hW*m}6uPE|$P-
zh>r(V0}WiLAvum<>I5|}Frp)N!r8pT3IZ+fZH~%ac4jGz{@OHQQpm)b7yYlkF&eCi
zT_SZsO8(C`R+*(i{0eTy_p>7E^5#ds7y3}nwd^oU^XF*=eB6>Pa_-M>E@XV|vujn=
zY)|)N#&^~hA6og<IU$JYL;ss|onbd*b6<Sy`)Iz&<6QrS-&W<3<=#E^77P6qW&|Y^
zo|qh0Qgc<9Y5k3TTW^+U-c5g||8b{V%d%I8uN`CQF22I%`CD+Nh*RU97!l|E|CMLm
zzBK>5cI3(7WIwLL`x<KV{cit`*qOb^M`Qn<P-E`EywLE#*He_vJ<g3bJmNI<Gxzd)
z1xdJK9uy|vFf=ko?#Y`QgUVm91SIC2;A>-?^Gk~|Q;Ymk%L9UOuHZ2@1`QxlvVzCl
z7}iEZnScb9u!yV*wuMMn4wf}M=Ek661YFm{D{W%d@K}PTSq=0IEX~c#Fs4Z%h9ZRo
zbiIp(v5}ssp`|IfH-*T(rsjrvMi!O^;H52~h6rd?ps|60o{^=Ir8%f&0O@%_nE81n
zu;ng>MuvK(;FU58x@P8<dS({prV3_8MtY{E7N(X8h6Y9kdX|=E29_WfqO5r_1t$ow
z(fN5Lke(c7Qo_-TGc+>LGczzX0gWRdw_!j|$GYwXl6sKBgHYjM3>u-qEF31C&1*IQ
z6%MWaZxtV%pCBU;<RsMTTpx0aT_MeLV%J6<%Mag7txYC&v0OU-uE*x}*X~adukwWc
z?UoI3ot$BPH$tj?cBqP8$=faBZi`-C*&<XQ8ZUjm{85&i`YZ3dd~wq_AJ*@9WpOjo
z=I!i<PUq+SPm|s>cVE}?^^1yP?)Lm#IPZ%Jlm2;E=e5OEE6--%o%|tko2GR5`(>4n
zP5S%J-<;4f!+DMyFK_R%u$1gtRekO|le^!%nRiF|?w{4|LYur-@5?^@c4IbwQ|$!f
zxic3vY4SL#UznyjZNX)yk78Rj9Nuzx%}n93YAEwDj1k&#MEyde=ONX`?jDEqWh{Ep
zJ9daIvu%&L{N~>#+cd?Ux*ijhUEC~KS?dlN9FcJ1Nb+%RQhB2JM2J!4iDr?<8C}N)
zk;mTG7&iD_moe}z;}BTOSn%ZOp=n2V<u~t&d@a_vz27`x=WoBuwT@>K#IAn&$7C<Q
z*Aqv{1db4J1R9$nuW&Ut2DN3u5|EO~Ei<PiwMaqVEhn)g)g=|Q{tuMO;KOysSlecA
zYoq(u?#z8!{kQ9{j6&*NeFp)BKK=72O$<KAdD?J%JE?H)KYLsD#7Qe+m*2UY$8OBu
z$Nc+E=r4`VMH-V9E%`o0{r`KxC-(Kf-_>0cl9RuG@84(MdQHU^cP~?$e?Qje|NopX
z_g}H1u7BmH-JkV;D%gFPU;po~^Z$>>?f3kB_5I<;cEq(X-@f^OqQbQ>*Fh$iXWW5Z
z3o{#fEzIrP_c`VM{riY=EzD_W0@uO_XS@{0do9dk@U<}U|L>q&3*)!)&pY&MVeUs{
zKh`N;_T%wiz4$M?x2=Ej;Iw_s&F=O4H2(kii+(Lkem!lkh2g|;Ee!i@g<v_Y)6>&V
zPx>OIkz(6YvG7t~*8Kai75o0aH(%?+63lff;N<dK8*eP#S)6EC8o0vo$n?<j5?ju)
zPhF|{OKioJCm$HxiWn=aVvgy#9$L3a@eMzl*Xp2|$rb^-1=_zX_`NCe)jY@3X=e;2
z3mRP8;#QopGO})GWMOH$V%o^hzIcs}<k>?)lY1KFa$ZE4GfC(1mb8b3Eed*T_KczU
zWmHk)t=4POy9ypWmzy(DPsq{AaBALZ-vi4Qd?;}-$q920e-f2A^Bz<9roglVZxYU?
zsDC<po3*as!tWCb4^BJf?A{a@7Wdsc$!nVJBf0ZA_37Ie_0|9F36CsU_lO}{Vv5eo
z<g?i_d>XPP%o__N>!lYwZ@oXcg~vzjqRQK6H`y+VM}ED{Vc1p6e38dY(=295uwmc=
zTQiM|PGM>lk~69TtW+~&m6RgA^8#LVJubef{?LCZW7~?<z{pGcss+{tEoz&~XQLlc
zaplmjds#vTQ+cCS^Kl$Iaz1r_{<{5rEy<5ozNwzWdROa?_>5*}UCk}~G!q3syhvP|
z|D++(F-Gjmt&<Pp-1=HGbQF7&GPWy*-IZ9Y&Fx=ZWgq`xl7g+(qQ$Jidn`kLKhL|z
z=(y{|p7>kU509x`Ji#bD-&t$&%_?Eb=+t|QCePWvTasy#%V&kOta#yrhiBT(EcZ{z
zTBLmOdvXF}#EfrA&e<+%ZYhiX7i~RZqxtXiuX_eR_Dy46`%U9yYu{q_jxMRp04v9T
zGbamqtbOX^t5Uq9q-pDUH(!+|g`87vVb^xXo!BR~`h~+Z-M!a1!rCuB>UjHb3D1H8
zwO0kHYgG8QU7U2u*f}aiMEQzGj7^4-QqINdtc_c;V%Mp@l$w*sb}%9`cG-=PSDTAA
z9y<BtDEGnSH>_!W$!r(mPH*Arm7Y-Mv+GuV8N++eKMUXdJScg2@rqT)%SW$;8NC)}
z1YZlIj(jale#_{!FvIX#7}>ST_rqOSH=V4U6)hdQ<NHOG%!mF*gWqkO)vjwc=feUe
zmkVt_AL*7JPAD-oW>1w0njhkFq-g!gKYv;}Yz|0mtX_0&!I@WiE36((H+}Iz+0(yY
z`GIA~0j)>Q&m0WybVr6NCkKd3U~MvZbiudv;gq|J-mjeZvtZT&5wSYSmq(OC`Fg(0
zc{xX9;!jJjEt>b8njh<Ev}wg0+i^j!Ab%SF!=93ZuI*nlD`pG&?Oedv_)1h!kW->7
z?V~_Wz^a=wTz^?dT@P5y<0TPPnHb`A`qT`SSHVqZbM(bCN_L#7n%&{wpRBF2vPJAi
zoA2IuNlDgL*Vt*zH)J^aj(z7^|4U0tP2`$M+r33Uebc`juYP>1_%s*KxlI+%9*UlC
zK5}iHZ*1azWB!^OAI?b0n~9iQTX*loKe;{T$@!th3gTvWUUc8#xZ@UH*>tBwV%Z8$
zvAeR8d^0aUop(AqZ<B^t<m5k#KJ;d+x;f|kR*jULjsC(L-%jN6(w!1-6Vx8x%ci%j
zAX4#_o3h6RrsHQ0-HDAk>1J}=wYhg&u3Th8d)5u_8;$O<buarbg`N>uo*~TkFT=Bo
zttE83{i=n|2fa@h9(mherW@OJL#XoS;zsM%J6BEXZ)PeS*8R5ouO@%~boRFmO*j5&
z?A~Uho|^2&ks%tuH!aAqw3d0=rP-gS$iA4flKK9*7p?iz1D`0oaGPJQZ_Kne$YP(x
z;+=2*>c{We>pby%Mew&3#cup{#^(<%@8<X)a`$kso5>IHVykq!@{J*97DxSgEoG$p
z+qf{IwEmoM`GV*7+w#+|Jghsuw)>xaUVP;9=-Iceuck)rVcYQbR#x$b69;_K{>k}-
ze^#@Ky)o%kb=Z1OHG6J>9|<MITnjUOfUkv_PvW&O;`F!{M(<hmlZ5cA(^T)T&@B&N
z-Zv%gZ`RA=%!b9B5jClNdzRE6cE6;T<9Tc4NzYr~pYe6HZPf~Rp5^jHy71K`=0&?>
z*XD07=wX-KW&1n#6aTrB4RcjW!ye2%sIc;jeE+HImJL@I&W%}Q+H>Qw=Ps{#n>Jlh
zyzkokBJo@Qg3xPfvGF^WFJ89waQ<z9AAGmmbDGM7G$p&LXGX5g?&Un`t{)b5G%RP<
z=c6Z9-6&nVxi2^EU?HQFy71L2XBIgJY<#Yjx@czPCW$cR*bUkldaf^TFfeFnXT=28
z8%~?NFe@j<?&v{%=Yxl<b=@Byy3nJ!?#J%z+kOUeKI!R=k)N*G#OKCU-{LDNYmye<
zDD1Q#^Fz%+_qN_8k1v%New-HUT9vR}H!(fEvm<rKTK%P|LF@l6{~r0M{K8ef%YVD>
zzbXFka?uZ;()M@SLi%n6W?EBN9-Y7ZG4EB}|80S*Q@g%)Z(z24Z}#Vqbw9sP=7}{6
z9vhpd6qQ@lzilmFq%3A%lX=l+b4&{VlO1Ufj&ACGo5y*{^z22e`(@WoKZ|VE^0eN0
zL`3$_@*S4EXSe74cfQlum(K3yz;E_Y$Gcie@7}8yS&J5ZlPFh{_$4mCzAGqjP4}nN
z_@%<-TUI(OTpaxP+qZ-B#pBA19vyOj_)9lWY!Tm~gar%vGLmxkoK(@6m?6Z>zwqoK
zSL;`H1_doEJa(V_)u+?nG@&%vV@tvF4GwNxOy8QjwiIYzC`;rHd(y0)cfnq?zp!UE
z$Dt`=pDey|O0ZqZi<eT@?kedP6uUn4!#R%dn|IxAu&ju%2q;VlianUxo<32EBV*Gw
z**ytg<!<enFmwG1ud1N-l$o`iWow)t?nyAWy|QV~8_l^XFNKP(uHc>eAVlg>%Xv{=
zt(9LgO^!@ErN7dmX<6b;n-jM>c}y7Q1YeI(v09|<mGsbq)63gVZ;#96-W3I2$)QaX
zms;PxdbC;Ucaeebt`EzPPuykT`K!rwwd-jHfel{0={p-9PVCmxGOI83JM+@4lY3I-
ztY;ryr5i1LygL4+qj|mUo{|ffA6zt=rR1H*GbL(e#<O`d-?i2*TT`N)bT+d1z^4l(
zFPnT)Svm!7@y6E7JGZHIqIScllP(qCzHm4ur0x@HSZcYfIalxeLdiYcWy1AJf8QHh
z2!?FolUHqQ%(@nxeW+D3oVR$*r=+5VG1X3cC3nAJ-x}JxIqmC-8R<th2S(>v`>@Sk
zTY2q{n9z?KYz0qvr_0(NUOCrqea&Hk{3knCm+wq$SbHg6=ERa<RqgH%DVIuKt=en4
zPGy>E(aNKbb29i3b9cPu;y=3edPeM2%bPcqTtCDL<u8t&;Nb1pxyt+Yf>%yE93u`U
zvf7ySTo6$yj%fSXbTm%ZvGmwF&fHun2Mb@T1#CfU-tJp-hV$zwe~sfCojp4B;#iJt
znpspC@8uz5^>Z~tl3>o;g`6+gw@l<N51h)$&1J!*nk^>2nxD_*webNX*_#u$_|6bZ
z%)G?O_J#fVimlnjPaEWY63j0arlwA4+nBY=^pc){r1`-w_ZzQkyz1;>J}qU^bgn%%
zlIw(R%)z~?j?y7>bLSSM^6!_q+EkqH{cC2{(yk810?{uq=f6Kb)8VkbbF$adg63y)
zx~D{JQfE^sHeO|-B2i>$^J8+ws?@ln$t&NBgdQ_iHxZeh)Df!E$+A9EX+w(^f8Oix
zFjxMVu)BM21-dJ|G%>mBbZnQ!1~bm6wiA_c(y`0_X!Yrr+;)7;xiLfR+}|fv<pF^r
zr~hu;v}&85OURzPcJbD66M{@ne>}fqbx?tl!c29wCCY~$us-v4**>j)+0O$9jxO31
zu>VK8Nh_=FiL~gy(+=jgostT+oj!%_!}K*e?ekPO7Bqd|d~Z><&4Qw9(GQy<xDMYu
z{p4*+;s!hCs7(b=jE>p9xPF^A+1u*KULBd3H&txR8_djJMyk)cr_3goBrbg`=Y-(J
zV6SHPz?}VN=ch0FVGwOvS#>LLDYtG+!19YRKlauzz870{<F*ECXM5_>n`?7L*fxmu
zZmv1I=vLLPjJMmj&&>J%yX)b(A3NWqnCP~YzGDv2*IB>x^#Y6BNxcu6q=af6s*<?l
z3}aWgwX^cLXRS|THm*1@DL$2}xF#S?xM;>T_4~Oe+V|*RQM#x6S;hT>W6r@Yvm?iM
zyZ?y!#JT0{4c#Z2+ot-oGfr1lu615~chd<*Z{xlw-5b4oGA>Oyc9P{9hnlLpf#6A-
zur1c2htEwE?=F+p`hTydETFPqIZAw@54YMPZt=yUKN?887UtXNwJ>B|3-jKHdwF4O
ztI^Yd)^p!FH|M@um9yic#@Q^^@Ussc-&}NCec_<R1Z$l)1qmt(GgiF6V*28*RPnbL
zIz4+mezLy3eZ^XYf14jOzfUH6bTE5KZ}ZydMQeAx>&&d^;}Q7y=gb;L_eI?ieJp&2
zdyX;P&zmB($97jnOva3TX6Z|pBrILF)pq*zhNI_I=R4R>74^B3Ijv>e{`%-_kMjYA
z#lO3*Scq7@FL@{JC%^pZbGM^x{D!laOY6oc3U6+4x&Cv?n$>sv9vv*Z`{}FW@n63x
z7x#pH{C(<#qJf)5=h|ucJ{hO1W^H{dUCY$_a;eUtV~ul4zE-^X@@c_bzFxnV&8IeP
z`7PN~tfXNTFZ<l=nfvzz?r~yAxo?-&$KNxUZv2S*jLnQ+Keun6Ga)m(E3WfXO^)oD
z>653XMn#>Np)D@so*gEzS>fu+?`J}uDJ)jd;;~C`@ADUbExS8-OO#Vukm$C;FAP7A
zNB3DQKJvkS(~*v@?S@?M<qs@Ml2|-nr~R(|=i6CT?>)Yz?_uW@XbN)?VE1~~IGbJL
zsl`>JMp0kIXX{?7$2B-6v8%5*(zs}$`_qdq9Nka&tx`EmxP1)Xz31ug+`am{R0n6-
zg?0bd)YNJ`YGU~N>&jlkjf%_DR+O~&?JW7a@P$G6cIR?!*`t?dzyI?4v99C$v+jHn
z{=(vNQS7ssQ@ft8U%77P^33IDkA4cDICa~TJtpRNH6&;BiKMShG)Ov?F=at&_PYZw
znRF(2Ti9$o{WUCiQim^(iJ{%pi}SM1uI%r5Gj(NFeaKOv;3+SDm&S5bWRxCdT;=9F
z<J{yA?r#n(@VN5hwtC%#i8FI&NU#Wr>h&J`;$op8ExOolnW_uVO`d*Jw|!HeIa==F
zpOjoM&1k`sfQ@}`jy<`2X10vLaVyoyMTWUW>>swuecAGUg7seu(fl{ew(~}>g`xVj
zFy^Dz!i-)E(;SC!EzA@eT?_NMVDws;(Q9EwuZ1DwT9|$6y?d%9#5Uwfz9{*zO>sl;
zZJy;T%6p$IyCHVWroP=%*0}ik{M}NXVggUL`>wbo;~5x}8F{v|)A#nQqao6ZJsdu3
zY+PWuXzh&kEq7aZmhW{)F%dc?%T_S^tlaW<u|gX+t%=X?66m~8d)H&7fV%SS>({(~
z77GYw^Iw;?O=K<q^u_w}whg<?+s(YpnpUoH&u!%{)_ra(EB@>3Vu{X$CWoyj7vHg9
z*(wr$tkFHPdTZf=ev8Uw3vXL=sD^bYu2i^Xp|W>z+M{y{5=t`dMicIGeb?!;<&!Nx
zDA286Tln;w#)P;v*EJTT8HRn=xN-c_5sU8%OWMm+=Q%boB`m+Z+>v98%P~`qQ%4GU
zn-0eu=Kef8x5+2?`iH7ly-e9VHQF>^)XOj3d+|;#yTIk|3qrSSZBu;^p_b&Xs{ELj
z`^wrqOP}tXBL0-u+GeFwqzM1E*KJG@FV+UgNcGD7e<sSM|KZ<~fP%e2I|7!P|L$FM
zccEO}+xWiduDg4T)+mWBo8we)I6HXLOV`&)*N%BV=eji2arOko*v}hw*It(`mN;m2
z!^>^f4%e0I-hFk=?UVk!&%yDr8p{%)@YKuy@7r8^Alm2tD6u51>G~r3W{uR}oUb<B
z>Ml<_Fqy&cmsG?2ZQsm`HTf_3KGkgCyS|l0KIi;`GQNQ5@~y9SZ<bYWl=-G2R_WRO
zf7<KXv|Vl@w<o<~j3{{<P<6oQ9nXtf+s-zN>pc1u)}EJkZK}W{0qzNPHR%#11vB&)
z#=Kd@+;EkfIjF$1hgaf}yZAC5y9x6P#HDUKpG-H84O9M;B78W8XU3*aNx7RCkM6bp
z_)E$xqv*@s_qGrDvd-4to4|Q?<$>>YrcV>(??06Jd9p-V$H3s!745%nA}?pLD;w>e
z#=SQ`$K-I6CtKj1?%s<}(v+f1zJ}Rd?UpE5c2<_*?cue%4o=s6&mrB+vq+0iaP5M}
z>H8=42A))8<+^|P;w<S!#tCcV)R%=WU-ia}XNlUp<vRmDsTqb!u7AGcT^C!c^rZ0e
zsfK&LOk1?<jj+1v?Y)(*ovHm9OFdZZZUk=(_&dGH<d|zL?}1Adx!nsa9AgE1&5red
z7xdn+oA(ztv)QsY?tW|Z!z(4DRcz<X@Zx)XaOR@l&3sQ!*w|iLP<}1oL2cubS@jxw
zb=jqv_g>A47rMTa_o&*VBgbaiY!&ln3)0&nHho3kQT-xOroEOo+@qT2pU>Fm$39nW
z!>hB})?MmmTTlIc!Ynp9$@^=?nUM311@>E6R|(}sE#CNpbysL(`!uZsX2(s8Q@5)X
zR%hN>#h_QdD{!eK>s$T%?U%MZdDnY5EMKfdGpOI`;>ISMz1@p_cN#8Tes<rKm+v0@
z{VVZwRq}tkQzeTlU%1}$@<0ASd&=wBD<Li1M_q4cM;!O6h<Tg2=kc=rU)Xogco<w?
za7=g4m*vIZ7rp<t<Ni8(?oy$L3v>lnGuba%t-0N$W?FvLd>_{b8+B$T=2|W|!@Dyu
zsp6i~GZ~rb2VbXtyv$_$>Ve;pa8uI>T5}U8r99uqWt%Kxx^4cCWmOIP_D+&8*)Ma!
zG_{D8o9Ad+Ppjp!xUg2Y<#F)_acg$&yO*(~^rV|v?M3DH8jTh1d>c=k)d<&&DLHlS
z;g%!XYX4_^JQ8ho>h-k=FJ1hZ8u)lO#LaeI6I3Y2zszxBPcqx}?X1=79i;Y@{poSr
z$9jC*q*;p$-|<@~i&n5Czi4FqvM;<n;)_zx>MIAFU0&>#eSO#C+UHHb<|c-I{%u-i
zqU6^1n=hHU_UVzRnl5#YnQ6Cg`n2#|x{};-*M*boUqX~@AIp)|Dxc<WXi>lCyjN=f
z#*W5_`1~o$)up`4^ql7KBq#3CzmO<@f3A<zqm?mL!a);FHYu!5zsFGbXqD;`CgVdJ
z>-qLFW;5<s92U#VT(H!6(f@9Dzb}_o=E%vLoto{eV>01UDA!B9&jOp~M@{^>+e-4{
zl;!MOR^DKLbt?C**MYYNua{qwG^$*5A$Vcu;tnoD=MKj<Ny`ID>ue6Ot@*xe=4D}j
z?sWpK8X39Hz9*BEHI@DNdor!MTDrSiY{YpFtTGNi!V&JI`scib&6WAD0^Q^;+)?EU
ziq;oulM$0Dh}h9+dW-Sqy*Q}~?Fs3RR2{T}otGzXbrJdH+2hypBH;6dTYCZ$jLVL8
zEi<=Xqj>jT%og6#XAzbho>N~wJi-5DfnAKY$PbI&&<8)~UW>2Qnq{ykI8|qBaB!5}
zr(<4M&T=m?RE_<&q=+@Bq@ild-X7K!)pxq?UR@^tF`~b&WyVw1D|>&)h$QdwJ5pVu
zcU{)>hQq2`k-axgwDU#3=L<Ibe)HN9saLY9vtFLMaV>tswrMe?tmaYfaVF+b*B_RI
z`$tAv?Y5Qv`QzM$6`Sq8{1ni;w={rFwq<t;XUm(X&Lz*!#MwQ#cJ`givzLnd{%%f@
z<l0l~G?8DkDmpNbVe;05sE;Q+x;dIP%-+7y_|}$fmadX?en!T-#hE8NZd`Pp@8Gpp
zI_-`2QNBCzD`fvyNJVj%ew*^{u>;p@$y2XpYUj6J7Sr5(T&B}~`PR3K&Ucu7{p9pu
ze?gey^@VcVHZn!T2DY9xbB>=e^UJor#NM3EH%iOpWFNX+Um(P-x+kGf^;i8KYF-Od
zGcWPgnn(MTy?*agG)jCfBK|A)jc3lWhZ|bFduE;E?4GZ)WbgZug!bMmCHiH_vB7H$
zUEFG4Tx52=(biitXItKzpL4&(@4aL_cWt<|c1;xjdYM`Kt~Ky}JM{K>*VQdM7cRH@
zBNyd3-?!-hmMC412|j!Er8L)xMtkZ_b~E1=dsh1Q0|o=xQwvX>ihA|cRBy%NwUeCp
zOlaFX@93%Ct^3+<Y{+(~T+AlY6(}AZ#hV(lWkPSr$*S*}r`kg<w%UAR%j?s)GG8g>
z+P}_8yF=R^dM!*?I;BFdcH+s>H;xubZPI#tX-Q$HzUCh6o^BQ=t@&)<%Ve=**~fYc
zj)#2-`o?*~*>|J2XM9QX^+o)99X~XzQcsRpG&^{!OrExKLnteM;2O6Fo86c<DJ<$J
z-`#G0`sj^^0u`HO<gB+gX}7-a%bfY?QC<6#?^CvyNM2hK{guVMqcJ7TprL=~N^_H~
z|0eP`n7QxkFFy6b%kS3pgNJsnUft_x_BQ?6s*f*jJ`>Y3UlQ&qC3m4JrLgSA<cQp#
zzXbXh^*Kv+9t(|K6>6TMoaw^Ax%$!DM5lsp5h;`R`n+2HM3%9)?88T`o0a$5g;xJ$
zbw09dPN0!Ua)O|w^M^X79lg8l&(3eEPFP&au;rdqw(14RcWDP(A6#UA``JW)?|K<Y
zBQ?LNcCl|y>@o56y8KHlv75K1Cj3C?hr;y!o64HOFU*r<5A|NG&8c_K&Ztp6p1fko
z=cw<yRrJfEo=n<SncV7r`@_q&Tbw7Yw(P$=!OE0p_Z!FCm)e{i{5Ef{U3ph`Lf5Un
z-nU-%b{k!89yxwuP0GqAm)k0yuP>XpY}S0&Yuk*^3xsGte?R%9xB0~0%-A1U&fahM
zCYc;tyoN99!P^H@_^#}6ipY5?dZ?(j@QT?nD|<WR#yKbVBotQq9}=GvEOTz5lECGn
z<#*1{+F`$`Ve5r?_cy=1<vQtfbJZKIug}?U8{B4dP*N<Zv^#K;ar68Yf{Y@jdrG3Y
z7%%1(U-2lhwL0arQr{ycDd4D7^V#MN*Gj{hlT~kS&sONZu$^1(pr*aas^?a_1mh;|
zuHSw1RH8|2&yt&_tB>XKq^@vJ=S+N`Hs?|7@sx|V?E59R7|hdEZcSnnP`%x7<@>Gv
zJQ1;bObxdmpDsMa_+%HO>O`-P@+!41H~A(rb!r`35z;>A-mT1OjN+@!mfbxp>3RL<
z2^ojutG%aa-eo=h;InMP!PeB=dk;mQY<Tng+l{0<g`t!9*XpFOhw&vOPGyY<NEI}l
zUU_x5?6a#o-s;t7y}imV9&mF8_X>+MOj-_ZE2|?mIL}xu?H)7d=H;2Myi~qDvgh3V
zerJ8%JBL%p_HdVNcq*a0>v*lz)avivGfd*=t`E9WRDM59?pcB2l-3^%rw;o4NJ&($
z*tBB)1<u<WdRjzne%kQJ$k^DK_yt&ed^qc?^!~Klfll9p7tfTAxOj#)L&H4Orr^Qj
z{ha<Rq4_<FQY|jVtq<xg3%Jw5x4~%^UzFon?xbdJv*yR0Jj@5G*ITccSz$U$`=bgA
z`-$2V|A%s$_ze7HGCn_Yur`>@)%5w}kvwzzZJA+$J8X_cyL#LTHb~ffur6Qj&Hd~n
zK`-iTCf=#oRnNPhi^XQf&O>iSINR5>GTq3?d%JSa+0$!n_pIN&YioOWS^WG3Ou1UA
zssFERef~%9^;6sS)K`*sW+iiZoZS-o+Rb6b%cDGewN+QLbNYkQAA5bfw*B0?-sk#z
zt{pRdcSql@TV`FAJfBj-W$X4e%;%!YFRWggko#XQ>PfI`F_U})Yw5$uKQ!4o&l+42
z;Wc;?DJYk;YU(cAX0OYWcFdV5F+Wa4q`9cCdBXMMeoh*ux(B{kOnjH$($vn;QpR*!
zJYn07#%ZR{CaTu9Z|S_WvhH*|_qTU<COX6%ulv^dWpm&rqaLFdj8hLaR~UZOIKDaa
zlh-Zfx>fg^KAlodjfva6qP@^VS>m!JQ$xxA`p-i8O2<?Kp0bJQn{TOnIpOSS-zvk@
z@cN3Av)R8|T|er*C*!FCgGbaF@waEHTT745INg5qtB0kZn^@YWWHG*{PJd)eUgaho
zNxL5!{6Kn7f{kjq!Ic()Z#%r~Iv<(ssj9Uv_*AO@GphgaF+Oj(D=bRVXM5LiOuV{z
z%Yj2{T<zFeuk~+g+dhBaV*l^o=k|Mi5$7p?mEHZS%Q&GS=<4pJQL&lo?0b*gT&Q*K
z<|UhL7OQ8Nsh_ibSfH#NU97r+>sr?J&<g<xp?htr@4jZu?w+M+(bw|$uDHnVoex(u
z{F>f>*tSgji#o?ahb-<2p%Z6jFa&*!vROD!dAs+Kg9l2V9C#3&^}*^vmfPYmul_$)
zU7C%v8n-T*uJQ1X{jr9KP1a7)(et<M&D|dHHgMCd>0wvbif);Ht-ZHFre@a54eA^B
zH7)%eopX44ETig?<n*nU8IJ@v`x>h+zG?DqO4YS5kCPW9%KQrXTE??e?w)T(*v@77
z?>F^{UE+TBxP$%f$92oy{cD(}Z+`hEm4jJGV3Af8chQ$a4_vHLwcbs-pgT3eIbw0^
zw&44RMVpU_mj=H-^nx?iq4sajMyFF3Il?Ujlg~tdTpytFBmVuQQ~%8#o&Mfxx$f0&
z$0^qH8#(MGZgua|;PwlgTC&H<rbIiPRf>Oojfc>7jkc}PyS&)$HEcc<Dwi?q<PNtx
z7epnjI$GcJl^SPW?3lr~p!fN|$6Ad)te0}TTYTa@Bf`(jd-v9}pR#+GXr_I>+sDWf
z_nPPW%h__(8dsZbo;oaU*Jpb?`&FMa1JCP2JBzcJ*2mmFU7ehv#eeQ{+TN#~?VsM1
z9dFH4y7J_rT)ff#$Eogf-uu4R?C4E=&MB<6=8Z~op;z?$YqeDoPr7d#c6NGCzNH<u
z_m%34g@$n=uN}P=PW@~<X+JMQaMc|iuEWKw`jM|f-A;)<PPiuRx=2n=ak=qTZuzBb
zzL6&F>|6g?#XVSl$fQqSh~vVu>#NxAKmB!O&B1Q_FNea?^wOtGc1Y`9>pnTpko$^`
z;|#~gdZ(AWEWalay}2;E*<!|?cpdA4nslo<^CsN*a3xx*a5~egN5(Q!ZWVT3IP}Ix
zWA=ORL)Kj?;oW!N@J=(>&(80EeuK2hhet0bmF}MV#^Ba@u08bu?|**&_&0Ow=Ch0L
zYE06-eTE^6KW4c~z){ZhCvrD8&)?B!88_jXkEz;z>mM%@WgcJc%t~Lq!}J5E*v}2e
z*A{RJ#%Z$On0@zmqYbl7vi1Xk$m`~gRk{`lt2ILwvsE*({Qm41yx!&Hv=z_0FTc>0
zJaPW(lar?oNcDz`Jd~aOH)Xj{M^$)>z*E^zQK1*DH9oAUxqtT3<Zl%_^w)=d?JKsh
zY3R4E+!9)`AnJVZ^gD}W!-Kamtk&+<cvbArK6m!kUwf`?VZJo$L->v(dlngWiDxyR
zeeb^U^>o>5-EqHveSCIt&X;5JpSLbsvEAoqRnp727`>eI-?1yycpp`L{QdjD-$^A`
zi#J?VI_nr>^5|~lUiHV7hh-NYN_;L9Ik{o+jfrQkE^DrpaL+F(+_JxBz0ApSSH76u
zUlnt!tz-q0F3-EX^XIbk)svdvteDnbF>iIs({tRL_|Ck_H)*JReD;OJ37!`#@4LPZ
zFt0q|nHRi?dkf3XvPQ3hGuPLrZ~Wa`qZ)jA>&olPGJYvEx$J0g?zS~A+j^_9TVcV(
zxLYTl9R71DXUW#5)5AV{T>q<jp8dXQPR3T3&QLp-iEllw{o32+=sCY}(<}Z3E=+kW
zyW4I^)h~SWbQkx%#6$XXr+?7=s;J(>{MY*4tljrl-}sQV(S6U0FNNWYiz<`lZJMs-
zFZ}iF;Nd-M#69l&v~^m<Kkaf~FHu(`x%eb+?%d3n{~Q;UyZ3B*Y<xmy>4p{85|d`U
z37FJ;E$Fy$@aA8vZ?Y~#zL^jxzC*lTw~XD+sc?d_nD6;*amqI(&R0(DOY{7(y~Jcs
z-q)AaGEXbkrYBnJR(0($xy^fwm;c^8ABjjyXLsXdX}$&blutU&_Yh|{KI~DsL{%a5
z?S>%kxVW&74wqC9NPb$weI~nLpLV47>(#Gr=e=H5=9_kSXBm4|R=~Nl%_p?EoYzm9
zvuj<h#{1jxrtT*XY|}q}d%>C;f%;$XhFU~M`tDRoHU0JI&GUIb_>y*9lPzcWu9|wA
z+2bPn^R9h&IaJE~Gm>ug9BoP2`;nt$&w@_3g<O7@BzI5T^Zh>0uF{W;-&4|AOMM^w
zw0LXaaCyCn=4l1l4J)H!?S<yM=|45r&r__t@44D}X@p~6bi~ZeZ!CLbjZcdh*IwS@
zyH{9rtLok**Og{_<y<+md&(k7-y?0AXGBGuS*z5Ougp&2pLFYs?`3h{<!LW8-`d6=
z+;lH)xwX}u_gCjFx_;^O_HP!iX1#b4cjcu0b>EzXVo#IEpHVRxai8|F%k7N5nOC^_
zO#Zv?*QPr-?eeW#B6_p6qfU(Hp2=q;Zk{i440iriyx(}AUHF=+@}|HbTX4aRStsu_
zHC0D*^6e{e-LBy9I>T*>R?se1Crx$Vc}|PgRI#p2d_E&$*WM=Hs`&}EbEo?ocwat$
zRbz>Nz^=w?YEo}B`>(2H*6ZHZ^th$=#bjo1fT_Q?h0vt!|HQpNuMRFq$p5$Aapy+U
zD)z00cK;5r^%-wi_?R;%W9IXD-;5snOZN#M*t4TzH^YIfGue4JzPvv(sl+tr$&CNp
zyL;-{^}7FDDex)JKG|9;asN@P-nqLP8xyl%tUJ+s{LB7yv1hmT@BRDg`^S&%|Es!f
zKfh3!#}y&&C-68-ZqJ3h$=~Yt{GI&gx&8e^$~FSK9N6M2{(OwT|L^&In}5z9{v3!m
zdLJU&A-9Bm(~*696aRl;d|B7A!tUSC@BPw09?LJ$Wz7Bgl|O&~FInYIBg48M+qZjk
z)vrEytkbz(>5_d-_3zyhkgY+EpN@!$cJlYj|9kqe+)yiK;z^~=**bf)&fOE)b9rUO
z5B5hVe5Gu+`#$@9<?wrvcU%4)nQsuG{rBqoOPLi{m;B#xYRcUP3HRf|ySu)}-`>9N
za#f{%(l7D9;gb$}bfvbN%Zkf<Zc_ec@>y@5SoROKi9Y4p_8saP{7<(0dFl0E=Uh$J
z&-|@kGEY`2Z7yftZ08XCxWDJF<m*mpyGP4DOCQ}Cee>7yWyU$Ys=t&MeVlz&CPqZo
z{pV#R;eAQJ#dU5h7L0ykDVcrti-p{zZJ%<tZt4t`+4kp%)1U43dmef`fBZ*W?Pl)@
z9p^*(HWpPs3mo4rdAR%LBEyoj?&P~OI!Zp7Ep2#v?55y^*&XsOx)Ddhwtg-)C<a{|
zGb3>Y=lUM=m`!f=DWHpE>Ma*F`Tk!y-G0w)-z3n*G3<#!4?QCrmhi8hzcq=G9dvQb
zL{{mJQbUtmGx^mH;U9iLE{?Hr&Jy|Z@#4ALaW_F1$8d`K>%Cf+ybbx{n25h6nn}-9
zO+XjN%+okHFWjMch8a`$S{L?DU)~uq#7PAS{;d#P>iMvJ+U+u#n%@DfkA6No_4&b)
zIQiY0%+5?6-_9~b?7sK@^{q1&j&Exki^~1`(_d}vnJwPqZt_G<+We&Xf*q%7Y-HLc
z&vHywykaZEQh5CCuejrV-(Q&A6D)U|@n8#^O82w`(e3qzm}8TQPs#nXa_QIj^{fBN
zyk&VW%VKYRe(>tgJflAU>O9M~b&(Yt>&}OpdsQdRzZfI+pjnOKeCGWBO_z2E>YeRO
zI}~4f9ERFo^*!ZI_|Me8r(>(r*#-MQ-P3K7Z}@)9`jYzMxCxO`-@X{f#rh_{V6D-8
zTvB+9Ei`t!?X+^+*>ftl*1fIDoqJ*vPvEu<`>wSGxXJBkIb3J=QCQfZ?B6loTRXOA
zS|m03+D)hp?LHGDBi_BP@d%sWvH5)x%WAit7gL^>|Gc{`yDCe%-+9N;gBEFpz5)ji
zeAvFicH=R#4zA;`OO}6>)T`Ziuj<a1w&-N`x|gA~r&fJFnD|n$X2$#31#K@)zVSSN
zH(9>c<7mHC)21~a{%^drrhfm9dP)9gFCWj<w|j789`|?0;sxRoPJz{u{rsVC(q?Uy
zIb~nh`2X;x>HkY&MXwj%4V~HldGY*5rRUPtPkx{O+5h*p)7!(ppZdN#u>SAm7Y|)$
zSp51v`%|3Uum2J~U-Kn<?0t<s>20q0tk&xLrCacy;GzrO@moK;+lg+>SU-2o&+do+
z?~4C<vwwnS>Aw5QdG}t<KR>a}ouPo^%-2=57k_<p&3`Tav|g|L()=g4()aw`vhc8E
zyV0qu$3F<GMql%vv*T4gW9o;{-}Odwf6dlE)gP}GYWXnjWHejdOP|wwEDi4mzrDVH
z!`zDg5R>9>pZ>Q#>-s6aZU4ubmlE}DY3F{)921}Q^Zc9N4<?treO3LxwRVoh@5j<V
zTOUaNTP&*|adUqRd)=p1(a&aO#QXfwSAQVR^~BpMUSo^Yza>q-Bu_tl=k@Qcoc5gm
zhgc8%ikH|Z{WH@0@j8W?g)NuGy^fvw|C8JOSnb-ka_c{wZi&%&=(Kb83;no<*Jkb1
z{MUMYsl2(YTKv0xZm*Z?*?T<G2yt#dZJ)K~Z{?li6MspqOe%}rUn1!-({RrGi{Iw&
zk&%!4=km5C=AY8K-uL(CFPwWs_UC)qb|(4g-#cFaS~~f`56Rh2re8ZA?)6by^_TJ5
zZTf3xuRm39sNH|{^W~|h-t94Vt=nl8$Mr1WznA#`U(YxGIlb<`kE`gufQtA{f6}*Y
zuDf`D{i$~Sv~&8glP76Jbvw@6_`~VWqx||=Kb~~Bt21qRwD9NWt;b&Mx0v+ddFEu}
z&*j2(D~$>#w)=j5{;MZ`?ZN-{S-p2p{uf(YxT4;$`_uWkOF_5Ecz^i+HsH^bZ-0*d
z`YJATb^dDJ|GT%y-SsUE?brDmwAOt4?#hh3wdsnLF>MVCa&#ZPyPTtA=c~@QOq64<
zq6MGG!V)e+1()oFH{$=U|M27Nf5oH!xhF3;v<}x!ThIns@P=ALQv*vAuqrUu$lMry
z6b59kZAc}ZZ<7Jvq5|4054t=CbcVe-X!kEnzzB5F2gvnc0npI^p!;GlZj&(w`2wtj
zQ{N3_2>9fEn1B)J^e5112QUF+1tZAu2VeoHsi5=s>2aG3WP5WE`hhgYprb^<kphVb
zg15<-8^cd_z@~$0x5=2BfPxOE%kbC(zH7smsM}=BO$-$bkWW8HoJQeD_%<1H6YxnA
zkP``Dhwv+qa+{2~3H-<gNDhFUp9D%8h_fibwjc)t{KO1&Hx8PUC`_P-9v~ebMa)SQ
zBkndCb8tW*#Vz!7jgfYn3?v^Qg#)3p7fhg~H7KXR4q6($O@@NoWX!=K3XTEP+hoj5
zK=mM40$Sd~iyxoFl6>8u)b!Gv#3Ini7@$K_&@S9EHvw0X6cv%68VXcn;yJDdYzt9t
z96UuNs2T-(i=@MPq7_Vy4fQ~&-$238(pbUR1a#q+Dd;{eLjyxg_}y9tpl~-a1Cgdi
zCJM&J<_e~UpsTmcEft~_j7-fGVihb56f8`^7o}L3DMTxn7@H^<n}dwAGy>g!WoV>;
zdH<EU3CP_@K@BUhEX?%4m%kv+0x~y*3PI8Z=-w+Mh#JTlK$v%4S(+&58d?}B7#f1K
zDp(p?=po%v1G(c0T;+mN8>p&;oc4pB4so3I137;PQO|;$Rg_tPdAF50_^KHsKN2d9
zOhHW*XwwS0G`gL2*np?){a=w?Z}hy*y<}4i*d$uCk@@sDhLvke+Kw9b6;IqgKX<9_
znFj~bU;ba}5qQ~dyH`|)-I*iSTMRr@dCpx<vN$BEAGA@0RdMHCjhde~vc)V5x1SR`
z9>y!YTC3s3W!LoVup6>ROOCON?UinHTgClm-|TaR+cW-lD{FBZuFe*)uvmUQZvR(h
zCy|ujVLNtgd3`VQon-uKHxFj@E4=er&h2`hQB~>~cJ$qqfVp>8N@{)7kDKty=EMAZ
zKi<4~vFY&+i!1X!*#yiKnCc>Vv2z7yh)E-#|H4zxrpMoXe>O!?SM9!u+VbNLmQ(e(
zjeJ&2oFW(hV&k4N@vhWp!%g4opKmXamW}Tz4CY?V_4rfsB(D71S0;bcs{hX*@@(=?
zaDM<6T!`ilI55G1Z)9lzRs-RfgAaNFv(XD8%;TOwaf@CQnSzrJB}EbZZb&>u5!e<Y
zT{&n9BUAF)YxqwN0~?AI63~*uVx*oN22MRl;X$xe0hRKYrOKq!pp(N~zyIUXzwFv#
z*uO-`$;(4&;|piizYIzInn8xs6uJNHOKVdJ(rqj~Ry@<Xr+Jahlx4D&A6{049y~Go
zS_ZpweKFS$)^%$W7e3h)`q=45SZr?OgQHhXdM->|_A+u>p<K<+%ZVkz@o!7&8^y(H
zEO^(MhVT2Or*;17*<0~14)nxquz4;e^?&L1Tl=odeqcy_9rXKi*_>-}pU+tMi|ugX
zJK6inlxJJmgRElKX`K6u=FR<cN>bwQdm9mz-6pS=m(7s-S)y2`<Zh*Sl1Y=Nv(JTn
zNk+R0>%~S5*DmEn;fq8xt&~)&m&_>Pe3|6wk|rKLd-w5lf6ir`tCUnL?*?yJ@L-zH
zF^`9BcUnVQn+#Kzc~6M)UGaa4mEVehO-FN`TPOX!Ys9v_JG{vJ|Kp!}Hf$^M&i%ak
zu=U`=vyZcQZQf0J`*zK&`SxsP>s-Ob3zi}X6!PGhGB!pzsM8c@TL`%b0v{cY`vgN%
zP^C=K35KRbG>O2rfc=24v_x|1;3<qiEez6IMiv$dW(Ed&IF2zi1sRGI90Up@OG7<#
zOEU}b^|z3^q(p(JV+<_~^(-t+OpO(E%?%CoOiV0|j1<fb4E4;w7m^wp85!ysS{j-l
z9oGzL))*Ur90>L`qG5w0QQ>Ic7@8UA8Je0w?%*S)nFCHnNMS;#Kr+MG%sHYU(DuHz
zYv-Lf9kt9$Z=E=%Y-x@8;&8c^Ve#aUjF6t4CvIPN-qp&*HQ)HZ{W*`@?=}WsVyxXh
z>-&p@DP9pVU$QI@HB1gs(Rc88SJtIIf2QJ<?%%nE7Ufx2maJoZ(cZ6jF0Y_Mpz46M
z)BQCL+E-cHy>C~)3s2rx==M}W*_WBg{r#6iXS8PvW=xT_e)#xOuKW6*r+?hxaT2uj
zU;i-bL6U^~=_@Tu&i%<+Q1@-M;))~tD`tiqKCyoW@6GM%^XI09-el3b?NR>RBUJQd
zh{`Vi5ZC*67ykIVdzyZ5RHdI^=%r^Xy(a3-FY8v}TF-NNPhZ3OYroz-K9PKTVdBaU
zzqH+EFW~ykzI9&5KOE%=IN-nmZG>{shPfH~@Ka_<aX@O3bAE0?eje!POmG5p&d<p&
z3NA=YPF2u%NiEAvP7QK*0ylxNpHK+BdcepOe99)gdjY<n8l(-9HX{6!vQm>vKmy^J
zDJ2;S=7!+IJmKdXnt|I(kO4zj8Cfys?Oe_Z5!YY;Eo}oz0<R@cFP+ZYF2hu$B_MLL
zh@*)uGDS3i#WA*Sw}za|u1zZ*tZjI-G48j!t7Dj2IY-NHE&&DhCkme5W$yMC`3fnV
z^f|v@?Qz<1naQ5M^7*0r?=P2|ub5!>ckQa5->gmVUbU0wYIRx|pdmswb+kWhT});9
z*0}1orknd&A*S8FwKe<tlarIRwY0RfwU_(Oo;GV%);B?jMM)7qfBu{~b7tdp?`b+e
zA9d@Wv6X|^U$bJzj*1Hl9G~n@ljnfA=-Jfy^X+SXeBhNfn^CI(ap#Qdjm+$9{Bkn#
z^77~G?P_<uSw7#3H@hW6<(!gB_l+m>Jnr@ETH5sPkcy*{kfK0om*Di%rWqF&+}&N?
z{`39GiF0gTnynFBG|{44KsRY}b&^7>gs2*)&_s^L6~R3^vAeeT&$oO0fA#wP|D>23
zs~5TE6!{;y#PsHZf?($wfyN^oY)tH6YdBPdU$l5Oxu`fPFm(#@u<&(=ZCuG27<f+B
zKCa?R#<z=$BYU^Kc{8WrpJeE1wRT57wI4ScQkdo%cuvUBO#0!ObXMY^!-Iwl!P&C}
z{O1UK{^X}|>Sn>ek1sE$T2(5tPnaI=!Ke14-NC5QZ-$D;77@cgDjU;!5)=v?wsiRV
zcHF$VQ}6mpgZ~@rW;#e&@)Q{yv}c^eS#n6lanaI_hw7cC$t}Mf0z$)<>lJ7$KC;+-
zbJkk<wv1hAObE4)>^vuQ9C;vCHz~r{?FV1W*Vm`5%f95^Tl4tDtalf6G!`F;%0GO;
z_qxxDY6FlnYScM}CPu7oov(7ON3f6CG4M|9uZmfwpG)7p(bRi(d2wfeTc_JJv7<-V
zJ)akCl6B?9?)P%$m7k`_T7PS|lTeuHpx!r`rPE{0?H(Q7J{ik<d#lTZludQDwf8Sn
zW)xDEVLx<h>(eFcDt;u!e}4Ar%1Y6gDigs|8W%TQa+-GDZ;r*wso`<OJN+ixtEuNp
zn!MQ7)D$06z-lb~;z;2n1;NhJ*$0;%-H=$`QmNvQ)N<V+K;(M^<2*juJ))xfb{6YT
zl6t)P{JG+17h^OQyBzlFK5}G>^*aeauAW)*bMDNTF+E)9Q35D_Dtv`hls4XLTk4we
zQHtY!{rmV$5&QlyDO$<=%Xh2$s{QptqVgFjurWtwZGU)b>T`DfbzFDbcs{oLV}CN;
zgr(~H-S5xOR2rRW<}?9$Iu7jV?X3GNi(}%K-u{0l;P$H-GLQ1JrGBdNZp^Ax{Pb@3
zYALHplM_I$R@hko_iJ3>pP4(#^D}3gy}Gb4bkdQ2_u_>;LcH3#VQYRQe0!sQ$YzEE
z^CZraN2Z_{teSmrDeJl@hZ!Dbv+GYjdOBU7ML2wog@4_SijS^#HnaFrr)1m^S6aC;
zx}AT&_K$B{mU>TDRnO-v1jlL&DDmG2IIQpD)P34v$K$?L-`?(3Ro$<k)%E*cwRZH@
zpvjZJ?iD>D(Z9@DQdKG}YQiEVvv2=WPv4uc#P~^nVWH;s`*puRK0d0*$L67Sq4P8-
z-$`dhM74<3H%^!ma&67b_eaI`uc(TN?65BR@b4l2y+umfY@Hg6yi7hlyZoo7@ZFvL
ze_#45AMe@uyOI6hregJbHC)+73WA+ic)hzXJkl5V_htF2>~%lmKL&JXY@WJ3W1-)?
zn3G%FIRe}|ccf19d!!Ev1p(geXSj6FF(qDB`#<Su6YKxo3l`~pe7XGZ_eFJICdPeV
z^y;l3$CN;&X<}BLn?Y`LHrLU0>fY=iVZ7|qtJPNz9SU%ne){hI{m)mezQW92@^RgE
zcZC4A&WNZND(5D#bb9dI-LQp2cOH|X?cMz;hV}pS-!ZP7K4W6wt!-<q3KB#$jc<J7
zU_YfH=*>O%NH8ct_L_k#Sne>xVBx1z+E@Sl+0d~%{P%m;+Gmn)-@9JDsw|_i*rn#v
zO20>%AP=}n+x;}zvV*f_uJ!3z=HdUpZNIhDiQ~}{&#AgmD+&vruBl*QO`S4h_U!PG
z6mwhQ6O0oME3gayaR#NaJg@_oL$YQbQ{tl|r_6G%+_`hB%t^q1PQm|w-|yZ3drrD0
zmo24#!Gazk)t4rf>XWSO=S-VBSNPffB^gf)P8?*Bm!9CWK-e5qsI^@_<S&$cj6=S0
zLwSB?x7e%4{ntNNT)uE*$&yXebg%w?w>m`Rh1^2Ni7P6>2~pW|LWj$>PKTtHeuo)G
zOFwNoePzv>sy!xNF&hrl>t}VeJ2HIa;O%lb3${WYWW^>w79nLBmP3uqOV>uN+?;lG
zbBZ8e;G{d-@5hxM6@9g@_Et%&oE)PQ%nAjN6?`2INiEF|GtAaLn&f>&+5MHd5TBv(
z<}a^SU)@)0>!%*j&#=(r${xm(ELMdRR6Jai*j*G14^=5lShb)uyY$zWU(<CCsn`8l
z`9JQ;{{OMf)q$qpIfP-(dJS^cCr1_`<u&Yw7Wap3$yzFBb7MjGhfaRGh>Lr6{+j>a
zrAmL*Gr2^Vqmpbvj<W06b<86(^W}|=$#2W7?>A1E8d~*osg@?EiK3Y3&c%!NnBRMG
z_B8VoK^>9KS>`&r2l#k}CZ6C5+%I8S^W(#g!pBu#UL35=G)(t%Jw2^ArtYT7qh-FS
zYok{uA9pL!U-dEgx`>95X?{dhgRGQ_(nQfkb%vV?9v<rH>3Mj#{c~*8lP6QQWiIxc
zb>+n4i?hA{9Jkjq$$nP-`z^PCjZ>Ra;ODlbtTz@qDhWj@zLHhGGhM9sd0fuDn7dn7
zPqYo0?KLI!`-a5OB^jAt%%vX)8eQ>Nv}niUN2l~-9^8EFsiVul4|c4eN9Ms5b-zxQ
zKb^Yo<mA$yPyLp^zm;9P{obqH6@k<5_h+pV)BR+c{p|Ja>)}C3-xe+i(3sMC^!uu#
z!TvwDU%0bv?Z;MDt4I6)$NJU%7xr)2<q(qJe_&yopt%0G{;%`@g_K?m-Iu-YW8L?;
z$NDEXKQO#da1~zZu8G<p!O`0KZuPoP@i{BCKTdSlIw9Hn$R+L16;swMp2D9+|Cj1-
z+&Fd8lXK_4m%e_MdC@6$%Zo*A=W7h_Ci@<S*WMeqEXX@=|Ng(k?#kkb>rMf}tOxII
zUHyF5>pi9Omt{4$2V03r6+ZR)Z<n^%J)Et~Q}xKBr0=!gLnq1iNd{LwV&Ru-mYyb-
z(9YKBk<!Yc;x>c3Wsy?(?y^@WCWf*JT)uo-Z|{}!S(nnEoUomBY2$^C`L$*HT)9oH
zc6o`^JE|maEP2^FP50^wjrV=BQ>Ncy`WUeqluiw&gVO1AP&$oKVA)sc@5lFjj*#NV
zso{UPKb@Xt`Y`Sa*t`WD+1ICS&s)nU@j!8E%HAWr(x>bHX6Mf~d$s@H(woZJzVAap
zMZq&rQSf9Ehl<+`u9inh<-fn(dwBS8?52)69(Kz85`m>RQ?o3l_hdPlEKPP4^t@T{
z^J&)kdGnf@0*)xVd;R|YeZrylACGIt=pD1Ub{kY7-tZDqQJNU8G(jR!Tj1YM|Nl}>
zF)_k=YkMYCY^uuF`^302+Pq&u!o_4?@<V~(;M42&1iig;Gx)pE^j$9Phi#MF{%74*
zbY6ABVB@2W3)xhJUmOVom5zIa8jo-|H#(eqb3OLCtko7yZ?P!e*SEI*s}4**$MZTa
z#J9t(Oh@L?w%pXWw^o|pePUa*WM1Y?fx@S!K2MKb_V1bby(KEW`g;v_gg2%z&6NPV
zG8yDb4S{L8pY<biZd};1+fiAOZTrp5f9Ln@|Fx=cSC~t1&Mc2RySGo7(r13>!QK7)
z|5-{l?Wio4)b!BX=~DZ+ms{%I^sIvQOea~a45xr1<~S%~ycBM{&HJ>m<iUYuch@X@
zxM33Wi;IUZ@7rsxy?UbD<*tk_-_0E}XD*ess#w3*?251a!p_Rdce~%MQhIuSissbB
zx>DA)U{^+Xg2FN%<Vsb6do`E$r+j?7JuNT6^<35T_;vRx)2Hf4yO<nZ_VLJ@H<wmu
z<lo+w6&1B2-$Y8)>(cq#TfV(|YFXgW+?fk;;KoTH2i^xc&_%&w?z`D}pT50)y)feS
zGG((X_bLv@Km7A~{=#>zSEprk`6`2)ly}!A_tuJ!A8*-YzWe`o|EJaKf^KgO*5nE-
zt`-GV-kqR|ai=;{r=S{B;!&>u>w2=UU6`Z!qJ!5o=ys1>?9E+UrIPdmayysZFzJa1
zd7>uzSate}*Vi&D1yA4GyL3rR=DnEM9UqcjsHz3*<pRaE3n;Gd2sa+#_~THp^Ny@_
zRsPP_w3AN#iMC~HzO+g2nQL9`<;9~kE9o-BB8468JS($q2L1hXdc(H8Swb6k+>n)y
zmb{_9XTyZvIMzv=B~9~HJX{uub~q%l)G5?_Xskc^X!Cgu^VlT{X1A`b*H@q4vD|m{
z|F{s_j%7ElOnp(XBROf6hxxiV*>@+*rg~&uoF3no;a$)S_AO@}$ZcVu=KF(2h12i!
zVr}m3s$4OB>ufKc&1dJn-XHVf^ZD17y01Vn;^*R7)Gz-&KB(fe@7?l%{uH<=6_Z>p
z&FPwvH(z7wa;eM<3H=^V+Bj6)8rYdEWhV$<I4*zLUVYKZBL>nxFWlX|eR-_)*AEYm
znfJ2X*r+DtIn^SyYyY~4O-ndST~&@OcGuj_Vh%~r4eFjMZx<BL^zHBx`F-Q*<2_X_
zO6D#KhD??MCoES~m-{dGll!D7{$Rtqo55ao-2Adpp|3xDQJ$3)9KC4Kj`Xvi^6kv(
z|G6sLUdrXngQOQnzeygmybIMh_FjHl?<Z2d^tQUzsmy;iN)y$UCP*~OaKzU<jNcTo
zRcn!Zv{~nkE8p%_|5J|H^Fut{Gq!WtjVlu@^5^~UUSe6S<+HQjVuR|BUh^tp;lsPW
z9C`qWoH;5Jw>Y0O&v6RbI44p6cjF#~`X}d=g({VpIt4d0I{4Y{t*ZR@fjz&4e=E;?
zkBcW9{bmH*Ts3vpq)+>Ur>=7e&dG9BF_l=Uz07avO6@J5ByI@pDb4=+^}6(Zp*s*O
zm}aX?G@1U$OCaxV;(S4ccV%a`a?bVlxLx_F!{r<(Rpcnt{N4J$GvWQ7%Ujkz?v=mx
zr>4A}?_QtmURPH(LEnv%mW4ly{^uoc+&J}0e17KBjcMK=*yS=1(U~*J<&x3d_qSSB
zC{_A5ya<}3`DjB*p+@DwUU!uuHx?mf1Lnq>Id86?|GfKtr7Ry?+toDf{EJSi&ovKs
zEW6RuvZLtf&jVt@e(D_kiFvS)Kj<^5L#=a>3fJFlx0kaD`+HdDI8Bf3Qx|<I!!9@R
zguI|f&jFs6(${~y#n$hadpW5!@vxMIKkK^`!?uhrU#myy^XIBB4KFE~s&VMkjTh4%
zuzlA8HPz0jbS{xCTepcbaLKe4t~O6<y8qZ5|7wb4<n6rGyFR+DzkBY?hFvl5{{6Lm
zVpIAdVWpu<a88iG^>w=WccWwt4g`O071Zco2v2(nYMiB$r%v`fbYSf_&C<@UBDK49
z^?M4sHJ%&173_=wmD~p$emrFVKk2CU`iu=JiBC49rA&#dTxwO25E?2vP0W6Kuk>mC
z{V{KEUJedmxSrghdyw}XxO!^v6!Nrw_3MP1i>O!hE7e<1_pmHHpH|qkW=_&|Wucua
zOr3%ajRLZ<Uth;pJIBYf7e_ExPtuQUTH3mQ>5?fEqgEHE`{%7QEB3MPZ`3^)z4cQ*
z=f2wAndZM4PO?}r`Ut&J)3#UT-oE^{daHt5@mlq*#~Gim?x}K7S`W%Qx&lH%r%v4b
zxpexL$V~=y5%2f!-{i_2zxX`6`MzXcwY=M5*VfIgy6k&T+1+GzLRIyan|1eu{!I2i
zH~Z3R2ct&63zJkPO?&!l$`oGKOZsKs)_LD~TyaXRge&f5!U<)eN>!##!Hh<OB$umO
zuUB<<N6KCkR=*=_{p*D0)L)sieQxmh-r2qV%dXdZz;#dj>6@ty$7kste17I*J}jj;
zdV{>MeA3Z{(MPJY?=lBX*U&6lWnmL3^Csv`PNj<ys6JxS5(o<V<1N-LW?IReVR5+X
z(tgGr>r=f=&9+U-OV$X>F>^U{M(6E?gWj*4ceVG<dIw772b))?-0Yg^pdR2U<axU6
z?`<`gr=FY-1-hTu7CK#@`z^BSPWP($?kYt-EJDf)m=eFdI2HfbOI7~QP1$P<AAdgA
zciZP`Su?w|e#YEbDbc67x5IqBFaOh4RJNV8arYaeuiN*3ZQZH5Lygx%?E+`WqyTeQ
z%ehMTc1FsCZx6}nsJOASX^PU#b@~w>J6!g4{yN%mHci?%&Bw>*%q-Jv39c61=s(_K
z=WP~0oz(jAu#|$=r2qeJYOf3U{?>R!wc?)mPoM7G-Bo#OOW@;2ukNcg>GsbypI-Xr
z1$VJ`fv?mwv1R^kGS|(Q_*v-X^2}eMk-q)b@*~`~EI&1b<tCmm4_q!WF}3o?hllCs
z=4k5c?|(k8nv07og0rRi-Aa}DWuHIal)EPNXrc4c@c6ag-oEZk`S1C|EITT2;_MlF
zp9q!SwTgYk6>Kxl>Z!D$(i+`^rkN2@Gpr>=p8Bk^Q1X?DeZO5=v4d}^LEww&YJF3u
z&Tpu8QTpyOH!0<C8!xw*4#%Fjtyx!3P1T;s(em~-sBicD?B$A+hkhjTs)4&AA+|n^
zn>?i~-||TYUEQ?w*VE}%b?hl!?vZ8oe@h-mH)UViu*IO<=*g~YH(ORDU-~X`<nbl9
zPyf>_rZar+aCz5hb@W8LeBF<4xAWQK>c8JD?-tijQxZr@*1o+ZuwVA_zl1Y$J^1Y+
z9KDvw*IjtsY{N2}uiaX0S=Wu2y;1kGy?wsyNb^;OT2pAGaq6b;qZPhMJe7{_cV1WY
zg^2&$zb936in~e_Xozf0++M34TPhy5iho&<v3ie9e7D%X^m&HAElL71SFSHkk8kJO
z7rgw8ok;DIk3ZCWKTYKSDqoxOZQ+YGO-%Q7xBr-B{(bMCP3K>m{>})9IvqOCiHo`V
zCjXWF3r|(obr+{}{oU3*Z@!6*fe2TVS<a0O1rHA$$PU{lFw<t|r%$J^zR8L0TN1Zu
zqMUiIR`%T}S#!Vp)q%bnHBZ0O4Axq0u5dM{+c-n6`M*RGC|#_Jnqev_@-$|ag;}V~
zI*sMZiejfF3lE*Oe$$^(q`zvL+{6sQMeC*)&a*0g_2=j3$H)8ai=J?NaJaF5|CUtm
z(r<6L?Ao@*J?hqvQ+U3({NBZnf3o-ZhJHOe>*@XfiT`Sp_0$ZHCdVe7o%W#q&tv^<
zEZ3JLW+q-sIWhUs>U@P*Vatylubn@w?%VZ`^{ldxuG5vT&n|CFKHeu|`RQ@LeVaT-
z@ba*js+Cn=R>ZY4CMr$z|9<geXzr~QyURZ(7hhD0Pq^-NxQwmYU`k_HImkQH#FqK6
zxms?IoHIemt-bDA#0-~Dx3}F~evI?3_Y>y=8>Nd@E((T8c?vRCA-8sI{dGdQN;gu%
zehsgn=i8FAruU-rK4yGcQgJy~FYe9$%%&-=*X|U4N%`8qC-Gsw?m^Ropx(&F=%^>&
z|5od4ikYA7TB32(^H78DBaKK)&Lhe~Yn@qyl%KINX=-_7I&$&kwVASfJgxut`y#uK
zEqbL>CYnvx|6ae}IJK)j-GD<jTkPV)0{dSt&PO+87cCV4)mMv`wl13Ez5V`t9lpF0
z?=CgL&r4W>*1aj$X?h^oIStfG5N2+ydAIvZ(AS0SB{859+F4k>?nb@ZuXomO^Ak+Y
zJUcb@IrDYHurQ`q5yGAC_t*dXbo#1v{uj4>sumC%TpPD6{dK9s-$eag`JRCHn>~8I
zcO03OHvRMJJ#*}*NqO|lkl@&y9=;`KW!CQkpUds0CL5O=0d)g^z23WXr_^q<W6#p(
z&&|K+)Z4dC$TdPXTd(l+v`zQ_-@CnQ>#tkcg1MZ0pmuFW=Ekf493~lfgw<V{<58DB
z%fc$~#ruG+GhaK7IA~9~^tk0+W}kKUQ=T~6c`U-pX{=6VWtu<Nm{%65rXRkgVQ9Pe
z%_Z-vfs0pd+3R(XVRrWQX_GfUZ(y9aNU1|MThGw`{{H-k&1rT<OIL1ZVV}fVlC*J)
zg<|e@&OrAV`4=ua6OB*q%$fanVcWKcMhBFInAdvTo2>A~OZ2^0DUVw7q{qKz+4ncH
zskoitYEhrRMqz&a_cs^kzH9!TR{1ma|5mQk)3Yn}SKTu+&(l#~ngHtlG3}7e)(f0=
z_w)1L>+|+L74vsvJ9~r;V)2c%`Li^>Oc!yre-wCq|DpA9Up{mknfy=ceZZm%=B_f&
z0=V?6>U_5UpUHE|?)ae#-&r<3-MEagQ!tq6;f;-#%yO^Xh`2jlr$_!;K}XjkIm1P-
zHk}UPHFvvkHO<TG=G5?2bFHhJ_8(`wu~DF7Vh$vDV=@C(-m5*I?(@8QmyqbwJAA);
zEFPwHx&Am|t2EKX@tl_sn;Pf#&Z4}A6&lNp=loY#y#J`2cNZ_84V$@wVUm}^nc2_(
z7cBqT=Pb}>>XTGfmihbJy}Y|Ni#YB++m@U9#HA8k$=4Z%CY0&0Ji51cX-dj$^KfyU
z9U7;7f5?M+lryw-%WlXk&QDQwy)^qpNQ+8hz$yvhXP-LS<a*zSX1MI0GhK(zQ{>mw
z6EnAV>|9s+(aGP)r1etRGTUoe4oOFTIA~}TY|njt|HmzZMHAT$tFMcV_ItHDa`Tp*
zj&AC+pXgNHExjk5_u<;!TVgrKofIxX6INJepw4@B`6zzN`$laM3b~s&=YF%AXL@Pz
z$Gu#=F9N!Pk3QsddY@Dozt<%we?q;0dWr3$UjdW%-c<aeH9^AAPGDZ`wf!j@D>plq
zGyG)OA1POTre6P5czkAo{wg^$V`FdYk`Hm!Ys-)KRk3jw9d`na^G*$~yC+n0d)tOI
zYfvVNUV7B;w@%TqLQTKJ9g^qjCnY`G@ufM@<#DyB$i<~ME+4u0(Wzhf(l-GYBlfZz
z@~Y08Pk+3=Oiz2}yN&nQRNQ#@T8f|7?Ef{@%kGq<+ZV>V%^iz&SC{+${&sK88V`5J
z;@LNEE)5L4w=MVTmMy>hyC+zS@m);Q-v7?(|Fj44^>=<udjM){@k|v{{iIl=W%(i|
z?@7vpsll_47Ir$_|FHi~|AdT!^-W4%U0WjO2&mtQ33x8~9n?xSyZp1y_l1j>VBop5
zqsh*^9z7B=9P9VJs{i1UwW@ITv>yrkBg@`s?0#cZ`s2eYwOY;f+t2Q?Dc_zaSLD>w
zon7F{T5<f4;-p=L4;=p2uH2j+ZZUV^KUGkOI4?b_cU<`6A>AjzYY$F#oUr*s`-`>T
z*hQZ97`iA|i}D4A`Q>f(-^Ll+=Pi9${h7Dsk`LYjRnI*?ez0xJa7a3G!a+l?Y<vFu
z-LKbaDgVC7{_pIkU$6gF2Ts@PeGwPJn=2-|^Y^!}F-4ub@?uxyXFVv_ky&*3;XKRD
zA9W9c(qe?BF3V4jpEXqnc3zosa>CnR<v+GB&2Tcgw|J*Zq~+GTc5`_O*S)^IOvv@;
zkF>&=uU*%&OQI(_ya-h=OiEGM^JUV187cYv7j~=dKIDtJ7WT`<dip(`7*oG!s;^@K
zKdjZ!tMlOS`-qGq2c|tRzjNUMBpTLC5!)^MUtIr7ftD(y`nhap?e`)|<-K8B#vXU!
z&aR@W<;i|8+RwJCojP^Wwy*MudCqqK>{q+QCd9D{DYvmQS*HK}b^V^8@{M`BtOWaI
zwfFw3%71=t-XtO8+)4b`4Glxj&R)Gb+`KN4L0Fc%SE9<h05p)L=EWU&ZX;)`(VYJV
zg+@C>+&5XMgznjV@ps%-C8_rpMHVfZ!yCftKIgr=lgiWhX|IEW{w?h|Y;qIaRRr04
zX!ZJE({;AxrB=Lp<rTAk-<&y@m-{Z>BW_wWd(sm*`+N2KpUlp0`+Ai}8)Rz|%+_w(
zzU7Zw^7x*%?3}zXz-v3_+!K`-3>JNq<5infm9RfK@N2o``fMi~#rHm9dDo#G#~uk`
zj<Vgqk4f*{emCrCa@i{>hd;05|89R;_tEvSHruS*Q&PWA(fqgT(bDOM_C9G|*w^Zo
zlL4{u$I{kVJ3qUwcf~p_29kVM(<gpTSeHFF(dDtNl&8&unyFvX+dj+p=J^ZSU0f&<
z9?vKB64C*bFjNy@3fHRp9=o&u=E`h_iw_IFzk8c`-EZyI_e<}Yi5|7hp7vkKxoF?x
zP05Ku`+u$a^J?|q=%)3tzdt|S1j=C_yt`}ro_l5{PXDav!&bEFmeRf13SZP%`wc;M
zyPYZ7=grlyw=ezB&2OtbkG#@77~fR@8TROr5a94z{=0nt=Wnl{D=s&XpB;SN;L$wW
zf6G_%$VRDp9&=>=z3%+H*o#ZrH*UJR(V+A9x2a|C|LupQ=7#BFPxc6?-??+;uR-Zt
zo<(zJD}3?V?yvG(Ke^*rwMj$8m9L&(+rs@{m3zN8y#DKz?m>1jua_UHMLj_FzTa0p
zZ_dtr|90K^;g>d1;>Eh7-Lp3|2yjkm;CQ#NeO6fbh8r6VI#pHQbqd$t6WX(c#YOD`
zXGP}5`x`C%UTB%^aY;Cpa-y&{c<=om(rtph-&bfG9^cwl@__Gm&xidR7AS}1bJk7w
zec`lGb;rTISracEdRp}VA^*L5du<zyr}uANnQb$%<jRkaQ`bhV)YSCdAwHFFSIy4<
z-K%cgIJHb~(uNxw6FO6l#MfTkuUb*E<@yngj(`c?-0eXk>LvFdS8zQ@x$$;}w_n6o
zv&Gk@X6$jF+i`peui3)SVZTKpe_muz`U;BMRjyv$p{via$Ip6^ob_s!>zVWA|G#a&
z2Oh+*atdE(BmZNAOjWnXJS#Dyi)q^Orl*pVL|imZEOl)w=CovY-O*k=x#OXE(IGFv
z_N5&cOXV{b316(}uM+sYbcw~n*J9OcmYis-Tyh(fRkk{1I@)oUzk2fW+S%aE-CO(T
zuFTdee0=PanC=zL;6t@Hyn+|budAB(=iiGLTCbMxGQPEOLMJHoBzSW#4-(S<a^vj`
z?lPk}6UuJ1=v@ux{*$yc)_&1Pxvi>VUM~xszMFh}r)Hbrr`_*+7i1l)kn%3JL&xQR
z+l$wKI{E+IvM+{4rHTUct4`I6x>)pY&C)7)d+XD+wO1LLZ62=g`fz1q0@Su{=5ygE
zj{7*;@l+bg6z$6tUX+!)aDn#4ivB3U?kBdKPU}Mq+mgIP*V?e<a_-x6@w7YdyHEwg
zMezzJHvJb2kKI+#wEy_`jRvKS0(1S!_t(u^y)KAfE~lpFP<!5;h&t#nIFo?c#E8qF
zaqom_VtPmY{G6?2`<dtSJoz#uZ@+!q4%aEgJ&IEA1BH`1Ycv91%vRzv{u_4TmF~g$
zN>`7X{l0P`x=H%ZYKJ73{SH6=6#t)elwJPMBj@e>f3C2)-r2wZ%PH-vj?Gg0#Z7%O
zyu2iTw$8P#E-F4~drTJWO9Suj=5yCQe@s8Y{?MOo_nhepU+yX0i!R>We9z^vt(%9)
zlQk-d36lzDYdm-Q5V2SFM|v-0jHy#_E|X*6o$YrXy}WVpb<xb5CuIaYbKSJIJfD~S
zB<@PVg4^4sZp~hPuVnJ{ByYWcR$>Z*pl*6X=EI;EPN(^@-)64yX-i)B^=kH;(>%&j
z?<dak@LHcz=&|U+dY5x7PYpA?Kde{yvTB{-r+2&GuZ!5IG^c)Lu)><iU_ZZ(_j|*C
zTQQyp7S}0!bmY`D-K!V;dvZl~mFK@Ky<VBW<KXW4{btJN9FIFGCuJ^tdm$wLjC`od
z`_v4hko6nOwWe&7a5K55%zAO5$nvhk!Y%iXezI$ja|REHyb@8)+g^RJiFI$)SEG$v
z0z}I1@00uVa>u*a-h}0PDM^V7XP2mDK4FzLG2Xnznf?9N>s94%F1+ddCR3tgqBKoR
zim!Lci6_GE%6=ct@ntKz@kC~p4qusO8K{`a(VAG|I?KW;?nU7Hck&K4Z8t#4^QxxX
zzt8jk*L=C?{(jHrzRsmbx8I*;{)NGJMzFY@q2j_d;6avy)q&0qn>TweUbH9o_NvUx
zSyx5xl;~)HZ9JR!+-uTj^(V1seA|>N{pVaLU0%Cw)hf5Ll@sL-tHawY3QG@tk9ZHx
z?CT6SEs9#k(zIv?JKvgLXY==z?Y?+8D*tiYk3XOPRR`X$-~X>VP`c^a)1U7zXI^&e
z?bc2|v}|f;L{x^U$)rUpoXp#9%BPeV$&{^AD4iJaYwg6?tPRHtIyMz;`qka0cYJB@
znhKs<LN%oci-nr2Lnljk`uOzlUHbC!GP6DZ{w)_`qPP7xAzAR$EBJxU>Bk>k-GATO
z_El7@?f3p2clR|i*G`XlbbE{Ed1dE?4KI)EJb!ZK&*j{|&)Nxitz1>U{ZByCjm=v=
zwcI?OG;2@R(YU99voD;C+jj9ya^@_pz3=|2KmW1*#NUtaL+=%B=6Cm=xg*Q4B;#u7
z^-9)*bGjzxgU4KAmwtQwob$Pom=TL}TgcX&m32Q;BWC9v+?W}uv@R;c$Yj%}<Vgk5
zyZ)Z{@n>rfnvwDzGR&gzWz|6!SIfPZAKF`|@3c$5n0$8HgV{#{mrgzER;D>UzT?Qz
zpX)b8Y+5pJwN8&rSYPM-nn(M^OYiNu^?lK`CM%hDGiI!McJ}Jk)uk)7f4q+1aM95<
zk({-7UH!!1pvEc3zN9Fe4V~xJlVUO5;YFx&=aW5qjvMw@*uRN6y5;zRX%9M+=G$nV
zGtij6^yr6&p>J<jcXvDTXs<uA|IgB<D?IjpK6GcRH!Ym>q`oZ6IsDS5q{~e%I=V{o
zQjwNZb@*;3_2<5tyndl?8$;px$2(scdCu0BNUU1(RoJNDw`}*S@82utGWRd4shOQ!
zGXpd<({QAtt#QJf7&pK4Zt?b8cTTb=yxQcaqgC|(WB<MTe~!(bAI~2$?QZb0AFsQn
z$6eaE?!l&HUv<zl7Ne%_rr7ui66dE+ikQ#CxM+#S>?1Q&5(VylHk$Dv;<Y;a+|#SB
zXZ>4PS(q`+z5lxt!a9SZl+fK}SufP%elqyP@^!3SnYuP=<@Y<mD>e2vOtL>WE7b8-
z*U!(=H}_8FoE@eNvdmFKSLA6)SH<zPk8-x>yuJ$Yeu&UXKf-DLeuMp@%PYm2j?bF*
zvZjAd(|4<R7tgQJlskM!C}uL7irW^hmb0@@Z@JYU^*QnBq#uX4K`FoTxsyT3J)8gh
z>F3w2(6o%$o~fw>YL2&DQab)s)Y4FPdX9`wTf!s3>sgOpuXr85?8~aeBL`fKuJTX6
z{;```*mmB8^45EB3pOTe-`*A~T{~l0|M$(!i7t_4?(X4RGZ(+R7c14E7x!kpwp`VT
zj$KWU`%EW-mUpF8Wjda7U->9D^N~cJ*rn`_uA;KpwOW>{u0MY8oRDKqeaQE_XP0zp
z@#Bdm%Y#1M*F7ly;)#eyPlgc3?QK7&>&&ZK_0hFL{(U;Ta;JOWl(^#F?cw_UhacAc
zul--9v~lCqUOVNfmb0%Zf<kU)T-1|Y`&2t?eQq5%p0WZu_F_`FWzC<Al=V`NC-%(p
zeX-}Noojgcv#K?jSEHNsSKbr)WB1DaaC?SBlFMX=9q;#@(q0$PFQ1+eVX0jAbLs!M
zE1-$jdiUN{t9IXKl{eFMVwuEQVzhmW!u;3foywld`afpyly+7IF<HvLE!Q#Y$>=#=
zqp9ilV%JeQZOu&|_hyN0yayWZbVyS9<Zxr_>NS<crSI-+SSS7EphVcbj?2q`ufHv0
zcu2j==JpmQP>pi(&ZR}alJi5>c^{v<v6f+({7UT(-=O4z#~+t-|9;dem-*<f-qFmk
z^|M^p>{i`j7R#mVro`XkIay18f6UpFoUgzCIKZQA?&4UmKB92nmMO)v!xX@Q6A?8b
zLhZTQq)U6^{)Jyod3xNWuw>DN`wK-1A8hovH(BGGmuPa&&aKx(`WJRCS#T?HzT}RI
z&>#`t0*54(Lk>5#uZNE3iM3Ca2CwM@2gJrLCni7guy|c{b??W?3l)`qu8>wQxt}(F
z)$wq9w<?{9{Hk2Fmu1Rd74Bse=zl2if46GIbKgfAj_0~$*j3z=cv{%y*X;NbWU8%w
zC;kz$*_s;gl0r}tog4`o>bk9SZ?e+8g&NB%XYnX@G|o2Z-x0R?^~5>OlUo`+59OwY
zGEImxojyZ<sT$W`p_Y3S^Evrc+>|(5n%TXhw+6}An%q(4-f;Mo)kP(<o#4DYGc@Xn
zx91a^*>8U}Z9XZ`<gsd{>^IPe=B)gEDLwAsAqmCwOG1{ye(PuXZ8?41y!-L0?JV(P
zC&Q~9l2j%+%&^<Ls5INucr)kzgY2adGu5JwsC{<<b+>}OxQiy;P3l*DuDRFT*`Us-
zMa@c7(NkiI*0GGQta}sXWW5SkS<I=i(VzC+@pb6s&P_!|pL7p49^oiekg*J^I;r~V
z%1YmeO$>Hx-UxwKR)T{;bE#|Nl(aKuQ;+$#xplGzWqqA@<Gj(6iF5Q|qX=a)_GVdq
zoF3iue)$2$PQh0WGfY=6O7%8XUYz-VH~+T{MqXPweBXgvN6V&&MZcXqx#c#`jr5a0
zP73fD9{zd$Rqt7IqlbY(OU^!Ov3U6G0sBs-H=!IyJhrj03n`a?*W%nveZ|ZlQe?U2
zj3C@$AD6l=+_Lpo)-nE_b9f#Kq&~fpRv5GBLip<0I$u6(XsfR_-|;SJwE)wN)eaq3
zqMMjI1$Q}AJnHNc)4j5{diJ0Hza%8XwsnYYJZTF~_CGEq&Hj5(C9z?fxb%UUJc&ZA
zKQs1RNM8My(f8Yz3n!H=jq|qqZ|9u*>Rl$==I};=mtg0KG)|ZueQQ~-RbkTP={h&0
z!rBlfKDhMg%TXVpo$YhAE9de&6y6*gKWW{Gl6~x#l`ZYxm7Gy@pYin9oP}|%&Ngbb
z_m}8`V!~D7&)a<Q+2-Np?{qdF+F;}e4?4E#V%1Y;b~@Q7&$CKAmBKN9g~s!;Tj|F+
zW4oW&Ua-+Rb<?)5@~Z0tt!-7JA{#wH9-g?2%_(l)?^D`WKR(W!rXwL6_5;4~H6;Z!
zO11jmoPT`BColALnf}N_tbIvWxm!eb=Ie=bSiW0}h2~%RVAZ{st4m^w>JQ<C`&n3o
zlzn+yety<B%YNqVzdUkNLU}}^Fg!vgE@eG=L*--G^hb{>j7+9RXyk6>ocqmUUen``
z3yLGZE{=-l`RFKJvA#*EZKtZm1c}Tb1rf1b>-R;;8n+dlY<ij4>I3&}+f=cmpBVqk
zPEWu0wAv^@fO+|+nCn&?a>jGthvx4#wEx0n_b0B^EvLl0K*8|R5{HNl2ll6I%oKh)
ziIx2@*W?Vr*>{9N!!A79x@A^!{sL8@6<g~q#8;ejaGWwVIQmHSNzdbY^5)l*A84xY
zmhm^My3h3|j@5%_FUVn>_5xj9cdo}g?(JO3boHdimOg0mJvK$Gspf`SiPeLeqsM=z
zEKu$$(p$Ov(%bKs?{=^1JT7xR{K=Z_hyQt4>^3yGxSFAJ)2C!-a727yet1+|-z58)
zx6hLJO%Ku{79!HI;nJgd$NwMYww>Gc;Bl={fN*il{RzhB6raytR$-%-yMc4=_FKza
zcDib5@8y~R>M=YoJal#|IQ1p6IeB*OuC0E*AyH5_@`K5m1&GwwaLH-H<`bFPhj$*~
znye`FNbh)juG92c&r2kp8OD2c3Gd3=c)YECF_-gRuE`PQpkNeAQ`qxoQ~k+9Y1-{~
zPEJ#W7c9(Ppb-_17ON>r+CFU_9ePJ+D!EN|i<5Y^F~F-|ylP2jxjE;lfb~tP*KP^P
zc=WUgb1ZtX?_bsX2L~tWMHX1D5r8|(^Zg~KDgBfEkNlSH)-{q;Qke(tb?%m_H*Jeh
zdG9GuwY1CdiOKQ8^-Zd5`J8%xBNiQ({&S#_dE>^7kB|4yH_M%M_~8W=fob~R^&{8B
z%fFn&y8dt$q<Brr6kPPS)J9tUPRwT&R{8gn6^kAzKA-(0X7b}-Zu#)u-r@=`sp7p{
zGbL^a)vQk5BbWc-;o)|9>$09b5!>_b&ao_3;%8|;{P*_#s^8zgYjAnb&CvwcH%Bfl
zT9`Kd^W&Cvzh%xxryIHWg-kJi`R%uGOWdM4i{%3+Y@XEO=y@o2(VXnoI95NMiN@tt
z@)!TyjSUR^c$nXwB~IS9s^m}$=S22HxAT8b*V*^etyz`(UHerXxbfT0Z=5hi?BH$F
z9~JX?W(j!qt8(n!-toQdXUMx{LY^lfqtz3QXO&ioS_EE~_*k{K-}c*$Q&Y8-d03WT
zuD$Gg&#rb$<faXWHq3GYXQha!E4O7%by_UEEqDC#v{^h+g8e(Mv40D@GzUBmz1!nu
zkk0$fQR|)5vV@d7J3B8r&a$iBwZ7_Y(!D*E#%X6(tXb3Z;d}kZ*7cFb_mA~Xl-J~H
zb-JkW`-^s=)AUVVv3h=+n~dtK&Z(9B`gkagw?4h~xzDcG?^rfIU)jxW@@K2Y1}$yv
z*;b{m?(8h~Y!p1VpZ{Z|^Q1e0f%oKWO`<n#a5|d71+E$&t#ZBlEX3<ktK4qc|LI##
zE>H{%dJ<AtvB~1bQVSDBq)r#p$BrYjmIe3N{QL2^TU<XZ)bx|Xj}M1GpPlv7?(Y|y
z-E(sUVd0r){h(%M%_FfVi^FE~+!E@BPLto9Xs_cF<`?#U(S@fwwg^sfS7DnaXE<r{
z<jYIFr|*8huexSy+POKNvK*V<?E9JKe|??Yr>47p+c>}uP09>hZ7FIPw<C4>W6sO%
zZOlmz0+-xer?0Gd>eR}&-(D`cak{jY`+~BNe^ckgHl~M{{r`H4tq#xLnUdI=Xxa)d
zn7(M}@>xxvyg9M6=ERqU4;$b!-mml+TRlUj7+cF0pXf;0Y1jTzuv7iu5s$r%3pC!z
z+1dmK#(5^~o~#RrV9+qmtm$HUM`tR0xtBSgH8JCdg4L8mE(_nM6~;J!U(}{B>6FTc
z6=x5h3!PxAB<Rs|MVjOPzw*k>Y5PRAP2!M}3e=?bIr$TXBR?q1>Y7THD9KGXn-q7p
z;NNCX7gx*e_cyNirFQN5!|E*-Ad`4mTnoRye7y6e+WN~UYt*A#;GWx}tE=LwG=Kf}
z+wzP?CN_fKt>&q^I_)(tH*v9f5##o6`rkfr=Xh4G<BO+uIwUR0Q&<!GI(}2d>$Ti6
zC7WCkg~jblN(E;VC+?9xap8l@6cN?X9#0{*tF==i_8vJ9@uu|5^*!qztPFoB(0IgS
ztwVrF`Tu|O?*F^?y5PfwlVXbS;)~atyXc*_$glj({;kF)a|FAe_E<c8Ci~4jE0nvm
z(>?aTQt45><CD9J+I0J;sWNp=jB4Cax3~Ue($AvUX*z2R)+|Fb3fq<*6}-;=q@>L0
z7GHYC4`sQ+wQ6&HwAuxZfC~Tn6S!2)xKD8SoZ+i9L1LvSM>BhPZ2jJF5zCh;kj*OK
zCRNzd)-``-sPNp%s%N-z;e&g~l+Cx_1V3(hchFyqTTO1V*^QQS(QkuKbQrw4ILk%B
zP)LRYv@am(Wzb%9_k=Ay8hBm(s<>nxo2f~RkgQkWq6_xEGO@unS71YhziTHc8Na>Q
z1Tm=mPT<vjd$%uXnGZ|Rpw@Y2P}GT2{wE(jDEa-jH_q_I<60vL=QERqR^|VVknz!(
za_KR&;eWExeYIfY5f5Jl6}4%m+0UvUwszZ;ZbFK)$(NK)f3>u{{M1|XLR(w1(n@WQ
z`IDuT9dssrSK-(jback9@BJHIUkq|lFboprFf<Ik9`jgN>(MIY6g_de*rp;a*PeSi
zejLx$+~wa-K4`FL&7T=+eSSi07E>M-i&l0z#T#*zEp1Tm2hBQ9bWq5-^(1~%#0H1^
zs@&Q<t2JFf8;L+&K#|JKiEpEV|9-TTdvM`{ug*l{$1U$(e)H7)c6(CGZ5PYw_Wjos
znK~yrDD+4MSAM;km8h5xD?>nCjIIq^0;XJE`RId5Va|--Mn5a&^RNjs{|;BV{hR&1
z!J(P%-Jm^1mOWoe{!co3+5h!Ew2ZE#qgxc4eRAd79bcHwEPOc6L(3{Cc8B&Si*Ff%
zN)sd$+YJ+)o{EOAsH~JJLkdUDNtc`g&*cdvn{_Te!9Byd*+pfO6N`|tq~z1Hvsc&u
zo-ODt7A6rE49_f@lP*1)@nx@X$Enh_%+@9zE=t-i3Wi4MeyOv~vhvm)<9A`Zgq$m0
zfy`glxj6W!pl_8|YybC?4K6B|Oce|-ZCw28$79hw$gb(!wZ%d&cME5r<+}BX{Ltm(
zJtZ#}rKL)4LG$nnFK*BZ2bt+g_f~2wN2s>>KBo}P&7JGEaO9ZGef!J&17vkOQ|H7v
zbBy||Z$dVLf#T04FiPXpPTfa)Pd*ChN-z6eF`vi7MJbk9NIA-Oy+9grv7<3*iG$Zx
z&cMiZ{tw}fOvpUQ2rjun={!)yb60K9rh?sT{;<?%Oz3b41Fbmp=H`P3<I0tuL7;|f
zpnI&mp&=|7o0hV&!&B6iD=Ig$=1)@LnKE^<4-YIbQ0y_)^z`$v&T+bu_*^TjjSafm
ze8ZLppxt7Smg%f1D!1QW7HX}Vv}l77#GbiHD$2@__x*k+ZJu}M&CSi{=h?2#RWP^?
zi?;45Vy>U$W(!PxS<}7{5@4@Hlno6HSy@@19F@-B^YL1Aex?M64lL>}DlI+A_q&JX
zVc7IXNf{9TS{?OBO-+5U|MT<n|DR0uH{oFsg9Ud+>!n2z=QeN#w$I7mU<z^5-=rr$
zK0e-lzplEZWXtKNmpB`p76yo%viO;@=*I3#)#u(YJ1z|1)iN|RwDP#T+<*Pg)%p8=
zrhR&HviBcb%vPv>cgAnkm}s2qw7mIT>KR^ehz0gb?5z0sXqoS9ruC;!pZ@*j<zi2T
z4Yy%ledpaB+qeH1s8M|24rJ%v*ABt{<HjW~F05Ij^Qr3Zudl{wXD+A++;|HsTJJAy
zRY<?ta!&HxQXM{sCD&*BAMcm9&%UPPIZ271Wf{z;C(1K7-v0Q#Vqtr*W?~^EU>uTI
zkQ0Jt$)t{=b-ph)-T$bx7@qwiqQJZNAiddzlT+3|o@udgwzFnR33fwVCf#_t$711Y
zyW>n{@LdNe>A*>a6S^7)hXN@tq4ppN^^)7KE81Q{Vx6f|P)FB70an8;Z<~~||FP@r
z3$9a&XUc&$m?%w<IC!av8Qc;Am13*RJ?D6N?zxb>{qg%X*z?BK*(#FfmYOZxtdPFZ
z4ifnahA0U?#N2aEmw^74J5PUTvttjE(#cO26wma15u%h{WPsfeZO@o4W5*YJFWb%T
z$L^gd&!Q7Q+k88;rWyZ`!0H_?KOxu>;)7=)$)oWI$22h+cugH#Fe%0A{zlF~*H3bJ
z*mGdkB$uEmE(`CM{Wh70OU087#Z!GdtQ6lq$iyDO6I3=88F@<VxN6tB8M|*BCdri6
zrU)<MTB<t-lJ*5XdQeJ>iOtie&Y#qJ`|{h#KcunxSBZW8(_dHATtq!q{=sg>+&>?E
zHd&N(SFB$&=W#xExBCCQ2VOB61IZoe&d4qHyQkA<oObdM*JQ>{k0se?IU;j%@{Phw
z<@MNO-g@q3p6E>*4y8CK3B8m;OMY55Gmm`48c&z|?WMM-B(_3opV(v-b@k=${c;cg
zc*9fpGH-4lAr&P-CeU`P`hS0(oSeM7<YiN10<59W1l`;FwR@s?e2t-|CZ{*|Ye-6%
z2HWhjBDiPC(xtY)-)w&3I%6p-WOs5%uaL0t;%1ZDUtc<f)u&DS)h!mYbps!`x_Gn-
zzU4|#`F`#9yB&hc$HKd(h&|cgXvECim=DfdN8nqNzV->i^(JL9mO-K*B1&OmrUvrX
zFHp{e>>7sD0|ub|XB;jHhDE<hBrSyw&suNQG~omzXrI}qG!sKEB@xi}PL9SCB|Qr$
z+2{?~*$wvhfz-`6kM&3j3kz>fJ3H&a{O8Y}9XoccPsXz7;i1;h&`>sk@O3ej&*zr2
z$^DCay<RCCwll8!1OM00Hv|Ih`=6NKk6n8`u3GoU^Iw%Y9V_M^FTY<q{fvy$pEsM&
zH`TA3f4r?@*SXL|Pft&`|9+?Vpnaj$-1?uV<K23tOw-TJ*<@5u{Vk~{p(n%pN~w(Q
zBo(z|9Xh8ExAWT<Kl7=q{Av6BPH;d#z~}H3yY#fQN#fjMIzL{mUeBX&Zl3M$3k#j2
z8k<Uge0W&+_}JGM7Z+c%4pHw{?69i5gSl-z>T|eNC6D8klaKe+{+6qF!1$?df5Ahh
znNI3{b5{J+o@>*l@X9>Av+Vsn+l&hfqGo=$k=%du`0>f&tHah-{r!5q)af#3GE1^c
z@uIrN8530u&E3p$ZaDlh_%LgO2diks+X4%>9tpvUxf3TEmc9zv+v(!m##8y{<METx
znI|WyitEQ+>GE*#3V77illj3q#J-<buy$AFne*rQ_b7Lq$p81KTc2q?C`>Ode{M19
z&&SZ&Qf4_bR6HByUs?5i6{@YOQdxf5bFy0Pzn{+!&UD~=d@VYkx2C6PXH5Cs(&=qS
zPP7^dRrDGz5(Vl1r87Zg*>Q}O#C&_yN<~&~Vp{L*<>l5Vv(kLynl(Ak&dh9a?Xmy+
z<+AC2H|MKW?XRA1R9wU;*WKOixzy{Q^pC}ia@m4kzx}vZ{r>B_yR-MihlKL}amnv5
z?c7y0$GTka=Z=qmzu#w1Z(5{r@#4kC>nvV&$Fe+nVkDFsuS+OL3G#k8Q9fygobu}M
z^?Y^h`#v1vZoJOUFURxlN#J6)m%cn<etzd#IEA+;U0ZPt5-`n6+uc72HVB+#-!*Ig
zi?<u~3?r<1AOHOPe7W!JZDnt79gydhI39H*A@lXbJ<4&lUqe4F3R63=NoEeGZS}V+
zT`M{b+?duIx@}Qn^Il%~<>PD>fuxq6XNOw3nb&8pO*wYt2uob{zDbe#7hjgFi{7sH
z!OGgY`q7cjD8cNIa@An<eqO=SuN4mtG#+ebXW!?(dg3~{*Q&3cZ``oKz}(#YL)F<?
zrry(ZIQLvTpX}`N*T(M8hr`Lo`(*9w{>YZ!F-$nn5FS^l`r-2duVu#{e{}ro#FBiZ
z-Efg?V0ix>b<P$E&KTa(S64KHd?zYf7CrGe8$U5wx!EsHCu+-!$^Ld1XM5Bc6+CbV
z6bTKD-H>pwUA}IG=tj5F?)telW-eFGE6-GKX5+oJx4Qi9{!1sp4#>N^%hb$l+oGs`
zn@=7EVlSV7;;(q?wd1^tA~&bq%rX1)sF~lc;^ormChBfVJ%T-gxt+WE7MD&saz{c@
z;nI9%_r5<r9`~P=Pd_)O^2>|BPmgYFOkUC<Wn1+n*x%OG>Ig$pQBl!@=jZMJ@7Z>w
zA?w~kwu+pN6_bxI^`8Fi<>mB0^<TeUkAMBvkR@<`Va@x!-;ec38t2{FA*vnrgGcgs
zTSwLTtFwF*=AXTM=~B&A`IT~2FBFRmjML6oRDWCZ><CAzVUyt^-N5UGTRbKih$}<R
zh9JL$3z_ljf0=sD3S38wfDY>bA2DKRZe(EuRt4r7nVT7-o^ea?m>1|_V5nznzO9X3
z|8#%u-QP7`pJNn`?}~3wa(Hv3F7G${t?!<5m2O;CdiS0E)K(AAD|VZW&Dqa7KRPgP
zZ(rT601?+9k+1VUJ^8<v_2>Efdv?#?+Oqw8yxrf^>VKBD2;2)=_3*9!|Ie4}|NH0v
zkN)sSF8FEr^Y~AWHHYi}y`F#Xi+ugh<^KDB2Uq-F{{M7UlGMYs>S3Rs`~P?S_gR1b
zl1n0oYtHXIHUCldoSjRyo7~UNS-fTU(U|B{b90w|*Hle=k-v2B@xV=gw2$7oUwxj{
zwvs<_PohWu`=EtiUa<L{uls*{`Tf6wbF0q>vq^oronJq#aDvJ&`~9^)zszUlumAn+
zwtaoqL)+yBtG6iC|2%H~(_8Y7ceVVb`8RI;bKdIzs9K=nS%uxoKi>80bC+0tD!;Nc
ze#-ZWEk>np>|4&*KlvUMq*nT-`OB)#Ow*Hl&We5Bp8ZPSPGkT7i-CKxlrnuE*G{|V
z)qj88%0C}n)8jAy3C)iWeibUco+If0y(;PSnZ`%+`*-h=D9>I0<H1w;xV}eM#h>!W
zzYoz|Kda&-hkjPo&E--*+v|UvJ>u|6b?@?d_a3crT%j)Hy2PpOeC4xm)0zZUT#eK#
zG;rfLoc&?a{Jq<4Uf*7)b=2y9vaA|k(DbYFw{KVH1wTF5D$^)XT(REroaMciZiPE8
z>z01hW1cWk@6E>+Rj>X(jPr#bZFcz4nKP+gy<=9;vW1`b9+5iq<wg28$7wb$)AY~I
zQ<XFg_)x|1(P^ptRlEJ|AAWq<Z<m>TXhu-LGB3NUjYswF&gJf2+3mo4XkSj%u?4ku
zD|B=xZg*I!+RiR8N&3X$$42FvLS?<YiuDEoRZ~yN9B#B~u}ERLJN@jXZ#+?E$-O6A
zn01W42CaUhyt!B^pz*+iU1}c|CQO;Dx;Xkq(j>tP&AiU9!w$AZJMVRt)(*^mYxbO>
z_+?a4qgBf_>9&Fg$LGzNxK68yCn;;Mt~ulECa24S7dJ-6?mcv!>+~nF9g})CF{QC*
zs<BVZzoqxVSbcAQ4_8g(hTL$YQ|DgSx$B(Vlz!*&%)jqt!mj*WFaJ?%_PJ1*1n%ZJ
zs>y3A&mLw>ZOBs+)BBt+{AI_7>WLE?PFl<g-CerPvB$OSubETNqWcY|&AMH@;*udg
zDH;8|MO#9&x%cqs*mBIBv_&^@;u=+RjohOjH@<29(0+-*`O2mYotHOkJK{2zw#{X<
z(Tm8qa_HB+C?SKXyix1<I1U}@PnDm4ry^FguVeYf^?_nv!xrv4Fh|DAbLH#qFdZH_
z+cj@{Wj1JaoNkM==Dc(I#72Q$)g^&EZ_SQsNiXJ2eVD2L{<v_Q&<^+Xk}U~M=F7AG
z-??k8uu5;!yXjxzc1-kCDLQcI`IJ*h+b+7S3ya(?p>qB0yS9ckiz)@Qx2|t}@bJvU
zGu0}aObjQyIBvLsQOC!9<3dwqVdG5~*)K+=%oX`xS(`tj=KiV1u=*{hTKkmQJGvw?
z1*{zZ&72%IA?ozZNgme<Ub1A*@15i!;do-o+Nhh)s}z4mtx;l*-1a3(*+bT?TX~!L
z@l=LZqrm0b$?An0&Q6;$Px6k^W(h^NM~fUMOD6W;3+`STDqW=O`TYTpDaWZ(QbsqI
z1<jk<Ez+m1AH^Y;tRGM;W7zO5YME)q6^8A}7q8Y$X0Gs0;!pMGUpGU}HDqsX>P=Nq
z`Pi%}3&U4wN#0$y>v6%F$8uXd>hm|w{1vF_(%rRGEb_Z!s7a?^cIl5xH@x(sj(60q
zd2zorcX|n%P1o0T*Vk!>T*%lfFvTTQ#7A<n`_?|gN!vDkWdC?`wdu}m&w$;(oGjmc
zY2k}LG=uShFN@&H<1?khtO|@+-Ufa*Td-5Qxn;-qPgm``1ZLLWJ<M`;Q%$K@_gjv@
z8RfZIW|a&5!*+6YKHa#pAneVt$4=|t$;X7SA2JhlekpWd@iy<A5Rr-VzCV!=agm>~
zdE@lhpKi-6-9mLPe2uwqj&bYn$ZtQEZ(3y5H1oppIpU_@99+%0R9lSezQ`vna^_F)
zXXUwjATKMqMOS$1dhQUW6RRBg`Thj#>QD<7J!k2(ghRqgd`Ux~gme;P!s?9g?;@Dv
z1N=gDjxLGi2;E{F6mVwMys)KH=XW1V4OUuh>{#+GYnE(PzuThgEsh}*SvBuR8Bb&6
zd?=c;qT91u?47~M=IL3L4?6bRNC!K}Xh_|2Us1hIEbEYRfq*01#Z-Z#FQb%#n@%jy
zvRxOaFKqCnW257fnI(M-Pdw^g<0!^j?$vkh;dBdDy(7F@T*+s5`dm|bRsQZQx9x(^
z9lG}2hbHVa3#t!tZ0Hu<P_WQ*Di^D0qey6o`pk1SixwIES@l;SIHF8t_3o`g)!_%@
z+~!9`9av^7n6)UpEiEwfn?!I-sYc&kGu^bW2IWr^{tC1zgx=kIzodY(IoKhSlUd^?
zUw+Dww5hlL<y^iU{_eoliPd>Wp5$m%%lYrPF)vLqWX8RWu2s7wsx}MAmQHZxTO||v
z%%IL<>Fg60sT%Q{-NWs-@Ey+oW%+|=WAKCJTR1O1oMLgrsdjExWmjKa>?^5V7rq!r
zwjL5#^E~98ga3YBYv$jD56_*LxQxr?y5a5l;j&8^w~2HK3o33YTbbj2)p@eByvtG{
zkDJWyYsw`j<+wOan(3opx#8L7sg@Ob`wy-R^=N42d7WSWAR#=Tzo#xWaFb<7eDj9A
zdc9Y#39tD3=uEZ6hMellQOsGfi;sT$(HM8wO6*vGvG6=Gfrs3Qvn(z@=6_VY$+mrW
zqR!d&CzdNtL`zh;asSw-B--Gi>S3*G>a5<#FsavU=C_hxg%?)eX1`Xc_m}gTNuuq$
zXDdo9FMQ8E9M|f+_H(Dit=7t5ziP9TIw7-tGp;xV?9*|weCNq+b}VFLNrJ&_ok|ar
zn;#>JcRE(B>k;64m$q}kB`Z<sv|SsR7uhU%=<qggqSuYa!ZUg^l>;|!*}a_0khA*o
z+-G|yOnT|$cxq2|SwY8}J!i@fB@4+px=8!TE(k60c$dET>dZB1hRd|JcWVYMe?3jP
zVv<l6um8{Rbx~F`J7y?%T?*;!+?Bjb?R(U0l}NJ!n=QTF|CSuq3y4~F{N#qDr?21H
z?Yb3Xp7q%H-MxZ_xb<vC<$KtQ`>WRq%#ErO`nv8(;-s}ASNFEOPGyO9<%@nY^M&09
z=hVv&Vl1CJA22X-%vACdW@6ua^WNiy>wogSf3RZ7uOj}{NgGdl>{2K;JINB|%5+)K
z|HGY$mP;Nbt-8@udVRN}m6o`AzKPR{$o9uMyB1zpWxBzQxjHL)3aeDM19z#+8yR7#
zKCT<OS$rIkx5Nbb?)3RziK#Gp7#g9w{;TS<3$3x-^^2|EM$8Xd`CD$6$5Xkh3pm{S
z?>?$s=p0+K<lefA-976)WPk2Eq&=bc{N+2BRvg;Xf6SA+USnQS|5crwiw|4aMD?1?
z&WPo&lxADHdZv}e=?R~f98#WE?VI*oz2XVuwT{ceSJ_fS%bl+Z?BC+pF7H=WA;Wim
zAy3#tc_ZegcX4Z0Nxf`VYSs}DJ<NZ1ilpDov%mIT+briNzNM`--plHv$3$jT+jJ>)
z*NVD6q1=<(FC<uScdg`_ZlqT#KEwQUTY=ZE2TF&3nd~{su{h=egZtM{6FAs;TsKE>
zm}y=uIivJgcJ1obfoiHenR_m1FHKGL6MCw7Fm2cLViT*Fu)VrR+K(5COq$}%opX5E
zwe@Funw%Et-FD33V{v_4-5OdeDk{oVEft%8@y#;h-;ehezTa8N%9S2z^7+H3=Z(qP
z*VpN7zaPndFSjDBw_KV_Dmy$orJn!R>`mKeSxzXH&im4t&yu%T+rBa1N+fuT%ItUF
zc-qfAEn5Hdta&6$_Z!c;;2%yVS96X%za?VScVqd+8{0fsmx`S77h8FFy&to9><%6A
z(#1k58I6f)dGGX=r6|vOysCNbwq&`R4eeexx^FhR->u8+zZ7yNVR;5O+qVqQF18(^
z+ih2^b3W*Oy6{MDf0=G<*9)P_n~NLOTWzkIR^RkgIDGc|?zfu!`IFiIHZ<J$rqRAl
zM_o0!jXOg$fNNS%;Ok#(DoahDXO}H7UdC4=y;yvouiL}s1?;u=_M9pB;`Q)HO3$-x
z=l9pV{Kn^K_c(U5`&`4S53?)y?3`PEFMlODPiWD>eKRgge%{%=EJ^I@qWJLXnK$Qm
z9$fXjcwZ5F)vw$iW^S_Y{O{~K@&Dnusik|j?pzyuciGV_hMVgao3V5ApGkT3{$PoD
zzS8AZot692x6VrWxS65x{1?5Y3IV1s9xBe8t{eKHiG6O$t1AMmfk!y~A3pk2vSgjA
zdB?Ix$2ajGN_uo<)ly@1+XaaWvzgSS9giPe)nK?><9ByS!nU}rVTM6j0<jAhRD~)q
z>14_9a)d=6w^F-uvmz$jZNJ$MEB2BPma`^*3x2P1)$+*W1y<))tuJ;6+SUAXU9rPC
z5Aj1kC%c@Hy54GEY_q_gEvG=jZOxA27o1bG*B$=)x?@XU|5C<l5(i7(b$nrZ+wmnq
za-B`+<b)S{kDOchzICm0{LQ6DD-J1rxGT7K<?`Q0wtwkom2atD_2IW5-yJCy(1|N;
zbBtETb8+-(`C6uO6t20a;S?t6k*1sUTKhxf!PEt3j56K}`WQ^&v*nrWrXN=LVWu4;
zw{zw<o%x2bHA#o}&v<g-WNp31t67B$o(r)n2PsMF-^i&G{j6NHAv^2yr1w{z?amHp
z_g-JP^~*++0~c9z_8GFr-P!-}aHjY+i?>^zSiH^7W}n)&RXgC>D)%Scg{LMlC+&#c
znt!>VhfQ*m?eFAI=VK-_s(WUwIbhZ76qIQ%H*tM7!)|BmjV{?zh07+FOt(o*UG2Q5
zTkGQCFY=D7-}vs@|G~#SG`s!&F2xUTxAa@EykE04h2!1Qw5{uO)mY?hGb2UaH)ftw
zS6%(+%GPsM+h(yIX3dzx6B2CN&E|M?=ISY(%hFD!MXY_*6zpiM>2;iu!Qp1$<4?c3
zH_hP*O?|vcldn#bOYUB^rImP_n@{2K`_8wknl2_-*>WG5wEo%8tjo8qzjauyzN1pm
zR*_{DTfcfu$_o!GeP46o^_HP6>}A$MWmVHQM6})f6%r-()vCT~zG@w7>|cYM>woy#
zvCmiRIvcY6^**H!Ni543J9!-VZzKD5*}Sj$vRk8;MC{ipTd@3Y+x(2@9~)J9=ZTio
zENRnu$M<->?M1(oBa7Pgbth#`TYZb!a+PGo#GK^nh^7+W;w=Za%YNOIc}>CV5}%%-
zBl~a7JTK=@x_AGFymN5h%zStu``m(Qs<yo1*`+0+ffuWKtc7?UcjupP3JQGF{V6qm
zsj&YRO$Wur!H++FJ18$6S7z|&ko&`bx@ls2_?!|JEadY@lG$@oNn>J$5G((>vxj`G
zUs)Oy>{t;|KKZX~pd72-Yq#kc4^JjC_KR4&VQ0;J7`R~WA+a|n*!^u5)N9B+mMB*(
z2%dHN@fP(2369;hujahbFw&`txD#;5+BPPYUph~C!J>x_M;bj!EvL)QYt25e;AB<#
zho-yL8Q-1K_AKIh=_xrW^{eWujeM;in=XF|IK64pa-K;`y-$ShH4|wHel4I}qn97x
zxzvBPbIHm-B3;TEQetPDSIqTrXFgzA+V8qRxouIXj*OyX=Evi$(=#>+^7_48Q)IBH
zBz<>VMSyZVpPHxmzYi8p;%ck+B}~k^sKmgs=F+2^dJ8I^ESlZ5Ha=Fkc$f2|ri6LR
z4EOw+sq^ATPI%RYwekG=l3xrew)Ct!F-@9zXPDHio#}1W59erR?-kwmY>i<;WyX#Y
z$0bH{TngT{>6!Vb-*h@J>hLq=kZrXai~0tkc<qK|mdl!Rb<Zyp+{0bQU9a@#y|Tr_
zkS&bzijAFFW>K#XwMvHa7BBgfQ?&3-wbNeC-Cx+RhW2h+_VvV^^dFlqM&;f1Wt+RU
z^3okCp%*vU3Xbqje`|Yq?OearHHQ=OkL+Asx-+q1?WH)GjwQj0+Ot2TTqt>^wfE|J
zm07AuD~~?PdBJ~|`@>r<-lJQ>^JAx)-n^;o`XN>*d-3ea4&II(t2}QjymH#%m~k-C
z(#DMEx`;(_M9aq}*LYdS)MI&^wYjexEMlz|SOu+lzi-VN&aJ2VwU1A9UL_Q{M@zyx
z{nXQ1PDR5PPu4SaxNTV4&bC1QLYm$k*Qx4fG#_MXL@wTOqozQiYChw%m#btwf48Ix
zPE(ny;86cqYHMBYDwz+)%r|;VV<KlRNnA2(RqqyVmm|IgKg%DOc2_AsKCp?scfspK
z^Jz>;{L_o`3oo#RrrlPEx#_GQo_%od_M?A!wgx%6u<tOcTKD{SVVKK;t4Cay*6eUJ
zKG*84b3<5oQl&(w6cf)*Nx46cHdl?-KiYVue3RDSnZiO{(S|p)Hg&PA&OEfSMU6l2
zcX*g1e@xlky|)A16keE^*g75CXR*PYGpg-FWgL5~+8?cT`X$zmuQ~T+h@Ja;q^kVN
zB8_do7pI24ox5R0#O_)<{yhpyvZf`^{}{6Lft!Pox6i7+f@bj*`htg}zRf(w%q-q}
zD&}v}{6JB$Eef-8d!yC1OKMg7d=0r|)nM<MYWXFnvz2?#{J&z(k6EW~zRxA<5-i~t
zua>JW()?BO(4<zS=|=Ay_utQxaKEJZF8ASsMb|G&HtgMa@`TmJFLH(-6L#OYknYUa
zJum2$P1mB|TPyd89BjY3>fq(e>$GAs9=2JnJ=c2ww)ls<bzQYRK>`&KVKeSpxh-VQ
zzFN3#ePl?K|MRtfKV_;}|KC@$!?;ez`lT;-;@#g4YsIHszg8M>$LwU-!zL-F+JLV|
z1otHE3hd?Mm1w(i?<`x`hX%F%r$mnZSa4?DiNss;YPKuB|FkdQb4CA|*)j*MH?nHq
z5`6z&?qTvt_6ugo=F^wI2-_sX=F`{nf%j|KX*G78vldyV>E@3XMJ_M#6WdT_aMH4g
z)BD-RJ$F}1l&#w{WBcuZpWoHCG@q)Lx!Bf`5G5e!yn|!yf%FfKudO7x&T7fnCmfmA
zC9{pAR>A)Tx2e<lRddQdic|!hwshLwcO&cTloKtcT3_Ssw(2OAuMkc+%zt3h+Q5p?
zd5gL_KVCcW(;{EMpm#!h&Ls`WkoA*e_19Uqaqn}T?moRFlV`W3d*O0-?*h|>q9I2f
zOJ{a?Yb9C-JSp#t^?p+&Th?;Tv9i-VIwH1NgX{Fwk_48<aO;cF8yYsQVr`As>J|Tt
zRZY}G<(H!=$G(iM8@6_{etf(~WpUeu%NL}1o$`+fFNjZ^)z*JO`RkpXfigcHCMpJa
zrHf?0n*Ttq?YPupztE_|J3X@hGd;`?Jo)^A@%uF)H+C62xK^lqRAAJ78fFkzF!{}u
zMOmA|GmGQQuRHm3yxh`Vx3YwLhUEuNp_iL>J8b_b&THMr`sT#9JDzVoIPlmWjLA5B
zw_}BwXts;Rg=1k?I{UsJ_;=uY)Af})vtOmv>ps8n^6FF1!wfUT9%@x{JjnX`!1C2!
zt&IiJ*G)CN`Fvkw&EIi**|Jk@((5m+i7U7+BX>kHcMF?r5BJW)clg-d1iE(p@{4Z1
zwq7v({JBFGT~p>?*cZAt`0>GOxeppu-zL0%)v%^;1F!dz(CfyArROIy9GWNJX`0|s
zl6ZQegW|615f4uH1~qNpt|ufev~2z1NKMU%m6@{VpPD9q1SKB+R94~QS*nU}-`~F`
zeJy>(jGeWWSu$NS%B8;ZZtuUmsd#Zx^Yj^KFZDiKH=#AsY0=9XuWMKH!yg|kyZz~_
z<MCg=3KxF~`}o`IyrMysMd#Xi`980v)S6`9H~+;TbvZb4M=!JH%Ud6BNIrG6=9P-Q
z#6C4Qv)@?aX-i<qUaM2NXU@NK<lnzWN<U}&-_p9nQRhDB8+=N5^*rA0X^Tg+@Rumf
z_s6dttgyTpxvaIdXJ^vE!mVkRhTKkbtIqSJ@)>a}9ZFy>JMyFC;=MvE*R`rCY@rV&
z-1R5a|C^%xPUGU=ehtG#Nx40T{xIJN;aU8B^3#G}>1ENr?`0SM`|@3Z!RZ1Q|09Q!
zHWMlvV)~+Wg(EHsB+Z*uw}6#HrK+IGLq<cYDn!b6$A*Z%j>~---5NQMeV+T!(6HQe
zedCG*_P1H*PhDT`rowSyz5i`#VcDXr7O(ObGrYs*OUXXFRrccD($yb(o@qb+_eaz5
z-P!Fj2J?^U?b*U-#QsU-eSC0?vESvq+1=09>uA@Wtn|#A6=-BAt9b6#p#{gM+|zJ8
zJ?&28Y1RmZsRflu(_gQ>r6f34B4bg#)?)jsyMpf<Eec=O^*2z|n<sG5+v}yu50+ki
z%D&>2X`+SyA^Ae4W~IQt`SLFuozu1@<_JWr49GNTQ$OTzbA`rNLtV8+r_(CdT>QMY
zRBp=U-^X6Pn4`*{QJN8vUY7hRGfj>C$40-COG12h?_&ND#$WZTe3kWM3*P)U#%?y(
zO{-aAZi=Zpe|%oe#c$xS!Fj_4$(jGn#Izmug{&}fxO8UEyvE|9$Ypbn9{H4OQz9a*
zb1+pUVa~;r;A65bZWDO!+<#ZK-#Jn0bwm31r3=qo^vzH0zU#5qA#kzp`aKU<I=0AV
z@7O5(rCP%G%1`O&O^p}rmKQI4y6-r@+b$)Ao>do<O?I`u5i8l#eaQ3jwVki8?Eb^o
zvu9@xvqiy$%`W%WSQ&_@hUWT5&)~g!qkKKz5yyvB-RzDpcD#CRRW(T^L#)wknWVXc
zwl077kBB4uvsw~d?$+zC5&QntN!|4Nsclz_j`}ivaX)xadX-$tb;-{`wmx<Tw=R)Z
z3%=!htCXEp!m45Mtc$DHJy__zCHTpzxerbU1?(4_%<^*ow^f!B*M$!M=+@WVCA7@N
zw`b+%-G-)yKC*=dB7giA{@#)36)e;HcG<OGAs;ez`S<=5H|;roE>=zTy*S(ZtrF#b
z)<2TE63(qNqx4;;@WY1NZfniDOV5At7ix`MDR(1evc!Bby&37}?&c{xn76%6x+!~g
zs;b0}8EF~MmKy(h=F=ThF=L(&fB*T~JX7^8jH%x}o4X?V4&S(8aPw;Ay@i6zyPpKa
zANpXL_hyy~`}}iuB4T$le+nAwz4fn9a*`7(zw6xi*6K=Be4NYW<7vyc*77ab>CLU>
zmVI~P?TwF@2-tZ?Mm+m^PBe~*F<5ucv@@L?JLC^$1;0?eV#_~Kl;dr5U$&H*Q5Zwc
z@2C%xX0jbmDd+3a<Uga$e&?b3q{qFrj~xt8<aB37&IsY!ePNNASXbuOE!=ww9IAHj
zeAe2W$*3ZCZta;;(HjTfTrm-Q+xxn&@~BwGn)(A<gZyUv*pe*oa`W3hX8$!^E5aFG
zU!B2hymNKLUbgrcXPNECdU98JTw6C)K_&0(t`!%gURA%jc2wy~(B!3mPf4A%SiN%J
zs_oVh4ihZatY$y;qVVNgDWUY!=MR>=o3Y9_BI1-x1E;250PDKr>BXYggj{_NnA)1I
zTmMQ@_3m%u1K!?enGANyEHq0p&1Fx~kc@lNcqM3Z!bDS5sR<2>{3aAH{i=CrNyu8^
zavmw!37&6WTztXyer4auO@$AbYQqCUyN$KhIwZbd_2os8=A!5h$EbBDjpsaF^<>9&
zNgmE?#a0tPt0e4wuV3-zhbDj3&N+G&mhCBN#U1`1BZS+Fe>y*yUBJ`p623u4`F!}x
zgOBsAKDcVNzYFZVm^Q7uZ;wGh$>o&}r)SR#v5@d9wyu0yzUFP2X!V(iS&OfiGO^FU
z&2lMEH@7|g==RLtGk4#x6POvID|z>n&BvpMGk<GW1{hwcNfMKK^FNTcpx<-tjGbxo
z-!I}c?|O5kB=)wP=hGgkx4L?*nk(ZLSY{ObXgs`O;jZ%Q7Zef%<|kK7xPLCJ;zRWV
zcAkFG+SjX2WHo7?C|o8jlbm~5+-7rIBco56u+OZ&GiSV6dsyg-$YZzb`Z0as53RmE
z+{(R>InX__+%7Ca)~{-oo0jYj<H-K4M{P_C{>WZnbBI6IxZE{C<8SW;kDz8>E9(Ni
z?OW#yoepY#9A3Popt!}er(f_z;`AJ`W9Pc>bx*Di7kcG(?OzJZFCMv?n+g-z)i(EA
zl>|w?%>4E1M$=cF$2{$}){EDf9dS%Q6KeOMc}mBkj_f$8i)k)_uRRKHPPCkonc3nf
zqAk`{QpIe-?`Cv0s`BS7R#(<db4)k|!`4j5F3Q_J)$fo&<i$eGtPPS+mz#4pNGwq@
z`BtIecko}?)XA!I&t7?`X0++>gb8dBf!|E0{LGl-XMe5oa*Rn-f#R`8uVmg?voCYy
z<2h2yHRrkLIm-gAOVUQ-zT%#W1@1dcrr+UO(lC4bOM_c|ixd21a~PSFv-c)#-@0wx
zSFY)qq9?44?_Y}zp40u|)8?s9j$TQzb6=7eYbdg4p1O$ajuU%|E}c=3-qldMWNpKj
ztLs<wo%m%E$MN|_7)QjxyMmu5MVGKES+sv?OZdv1T=Tf`uiN8`Th$k=G%MYkct4^4
z6Q@(Uy!)xT^@@hq+?b1AHkD1adXr<qzW0%=OwA!#mNgr1ziXbsT5v3)@rBfz2NfAd
ztvIek72p4IR#E%RLni+z&CRtFoWu9-nK^0Y_eB@G3JyOC+AH?=$i?4ft7jbO$aom}
zX~PSf8AnehJ48KEwDZ~dIXmBx`*5qXEmNHg&#fhL0bP>O?968;%oec~5w<wox<l~F
z(LcgcRohNKbl4YDD!D28$n>^{3Fg}2mO5dvOPW_Rc2wSKP~g1mxMdw<<AZ>;xjaw4
zD$inOS}MSQ(8TM&A`g$Zb2a)~OS>||O)dnuwXxirnj!euFHFopaLFGj@w~zvTs?KS
zjfH+kUEH?g;lqo&j$Uy1rFD4HTuJSv`aGp(y@z&tMeTVM`uJGc?O$6LwTsJ{d(~y~
zG|d)wH@&+@_M2&5%Dcpj163&tPCq=|=HU0%xM$J5tCMFZMN2&XBdeBs=1g$?yeyTQ
z4g&Yh6upX5dXv0P=lS`R+`4vV`K=eOOtaiOS?>yF9<5NFqn0A^mQ`o*ynuNI4Y%HW
zv&elv>BH32zg5>crg7Ze-aCQI&}dU_?%pZ(?1>w{J#$-Zz9zwMUSawxv1{L!U2yYs
z6PWsT#kzvTb<fXSE?gLI(=}5fD!n4Tpl^2jf?1C)+kDW<UT?;~MNs{{Ny%*Xi$}N&
zSwvlCw=c2GQY&I}6ntnirSV1BjP$}cl`l@PI_uc=9-Vr7^MPMUd(#+oyEpAhKWH~i
z@7PXt#l0^B9?fLoVBoW=ozddpn-Vj5fs4#_6^k>adkps76gy#3$h&&^J&g_1x|1TB
z{(Tp`C4Kg;AH&8P{wUX|)zM6CsY+!oMoRZKINm)JT{X|UQs~}=!;`tDgo2um0u0=H
zS-YGUUp>CRvhfhhJ$V+cOWLj6SAV7L5By?%#d-bT(}CU_XNR?g{x~!xs35N*)62-#
zGj`3bijy&pyM!{rQ#`I)yve&?>Mm2Yfp1&WM72#CS55cq%bNZ8*uHZC6LxU&tvnKY
z^T~hle$$B7$GRVltdtLCU!3pQvgxnO+fBE-OA`+?Gvxh}YM8(6yScF@|0UlinhlKC
zx3bFTtY1*37jU~^>&xm5vgVC4-xS1VE;(9%`mddFjB;0==SK#eU3D3?2aJl?O5WaH
zc2HPs;=Zd3XU`~QZLv5avt<5$BVH@Zp6LNvWm6dsylQ3C^bkrGX8V7!RkM-*iTIt?
zW8aotP2V09rv4{M_-KsCj7^V{ayK%%-kV!d%PVWL^Vi+?dmr#+-L1Vd!SHP6f&RME
zrwQ}-J6T?u{Lt-2!h$I)Lw~hu95Us1ODWS8ueyIDqmA`3&!Q9Ey*HmEDpi@7YR^CA
z>SJ;E8DGOc#npKqQcqdmIkti=PPDxv<igL*_dAZQSTcdB_5H())4ca2Cxl(@%)Go(
zYbURBsPOsAF&deZC06xZFTPXY+H{ELWcCg(3AMedt2KWf@i;lne0@ghP32n}OpW~C
z0(3(DFIDKR3%t&>!DQZVC5^lQ@rud4A0F2p5z^W2Sg&;8*pxpVonN17P2T8wtzA0!
zWa1u+;4d{77S5U3?k@G@+$^p=`V&Gv@vqJQeDGMn{a0J{J4^DMH*(r<3{>;aJ=)Yb
zg=_86qpOlHc89P!=W~6VDE9cd@$B=b9j9|{soH$1??I>U)}sAC8jdcxA!I9Oe6d*J
z$#OIIP^V?4THX2=bh&J{xG?rvE?cR&+r0C*_hT_ugPoUqv*rd~`1hq&!`J)WMT?x?
zG{@-*Uo}`{rB7U*ZE<U=^yOb$ZcjJ3%e-g5{NkA0H}~CV<eBjMK3V(qrOY0uo%daN
zU3Ubi+={zw6?Wk9EC1xa+5b%B<|MW8KRzhC{e#K8bC<jK9e-T6`=id4!j@(;_cd&P
zde*JGBlB_M{>)k<k;dzrQd+mBHW-;baqE0o$sJj25W{x)^rPjLX;%)+{jfeOL&4SR
zuFA=GwW3kSc4Xz)fAsyzkXyYrDd2CB!}SR#pXwNhv>QHqHe=QruDO1D?Gk;~?A&)R
zV@cUbKeO74%K7?@5$=43=g(?{YpPg1eNYhnNOE%hnTkKU(y6;lU92unVptH&yyp5d
zf$Wf;<IO9BRUXee_%-+7P3;M6t7YvMhu&{ej`sAuDDl00?mjM?Cc`g>7~Jl!c0N-r
zcq}yQfud5+-F08{R9@Fc{yn#0)yKcDY^4N^j~BOZY}}WWbk_c;bPLbsw{O&9*fL+4
z9?Dz8!dP#R%NNe{C{*a9|BXY!p99vP%hyR#x^`Xq>D$g@ljhDA5I-Ct@tM`?&F66O
z$-64Fw%=<BQ2DBJ;@wR1hWQ>_TLKcQEWVvzD7itbL1t@KmPEr8zRqv@a+VjD1mD!L
zlbK@PJ|kP<=xUKevCmeXsLOIrd;coQC0tJK!n#K?E3~(kYB1hRyyl;4oN~!!VY`!X
zxS(iKi@;nS<D#b4*veMki1)tA%hl(J#prPfUbxjhYtm1*ptkvP5{FAfIK@RdE48E=
zV$=2d1%sSa|D3llxiUX1&@Jx59aS!;==EAWmMSI>CKNDdZ)0Ax*Vf!XdxH9-qYkHn
zou?;nbr8Ab`Ngm0MZo3@xAp`i7?&OGYBRT9qj=|@&lcX&V-c1dj#FQr4Ye0&{`IVC
z;eqFuBU$C*U;Z^+wun)ASI99TYtyBv%K2+tZ1*@w1YdgVFBPuf%D%$&_UVX*S;yB#
ztTX%DalPt`@(&&T1@F#2Uohixsq($W#WUY!98?QBdhXQ`H@nwczP>Y1EuNpNyJq3F
zz(upxwdDTg%+5X?8eFir^hxM*x7WMoyt}2T?UnvLU3va~Bh#!k{Izy1v&%J~II=5F
z*J+$!Ti@|!&dty4XLj9`J#AxiWP81szH`HNevL<pu6f#8ObMGrb+qFoGX?VmjxM_^
zd-P_(*|Z*)Ig-L>YfW?|A6i#kR-X{`zD@F{*GBH|;#t@2<=U<}&9qJZv17uavbIT8
z&rYo=xTUQ6ZHDs4S6jZtK9Rh*EG&-WkN7*SCstPunFTSdKD~Ow$+Q>3hLh7?OI$l?
z*1dH1=NBC2yVRyeXguWX*1qun^K$OBn!ByUqo&pS{#1JT>NPiWc7@OJDH9hQUTC#U
z<aH~P^Rvk{TOS*|o_H;DMf73utn3?GABR19cX4aq)OkNMRkdy3zn?1iH0yZcwZ-S<
z!)HjXK2h$HcVALT*w1g`h5TgxBxAmIRTaamU213QH%<7q?{K56S<vOpH+oBXHy#s-
zeCxbkPUDbW&XdnCUmuf;fBD~3>+H*%#kV3JUaqQmdf~}dtDFL{Jp1YEm!0Lcz4GAu
zg`!_?w7&aiU!B8p^2qO1%15^*XHWHBda*h8`ln-d#Y_@>PXkm_b-(_S;(WDY^%DX8
zB@fr6Pb^Aa`(D%R&8&d5D-8}CZ@EqnbCv8A+Y}nQ>6xAH&ydg(<^D4V&Pula2yQuY
z%RaE^`zeDZB3xl!+UJ+9&nl9w7UG+&c=+hSp0i#%_vu!Ay!0$v`REz*+B1hTeCG=m
z<+z?tm2a@UnzDP!7gzHL-Cq}^CHPlF8MUd-vJ5?~7%j>8MysMDsg!BHsn!HmIoCb6
zZTCd!o#I=5VD-}tH#9|KG?!Q}OFMPsFQ4Xn&HQ&pYff%>RhTE>Jay(d2D@j=u3fnD
z&E1aSm&{MQbDD>z%(=3@d1v|c0O`3oR_E6EKEAlwS69V+N$5!{n+0!AJbSZ&edDc9
zUlrwCWtXS1NQIlO47>fHcZnP$%bKpO?W_l{CeQQjGg>)!(sp)}TSt$tPD$U#zjn<t
zbso9bMQJAk&NNo0@ErWjxxlQbewHok=L2cK8D8uyz2=o*U~{&K^WbWJt7n;ERq=*K
zDn4^g)$Y1Iu_9Ay`m(ROcf_QB{0U_XKjwZ;?y`H3+U5KsY%M((YjdjIqcdt$k0)m=
zF<$#Sc2eiuuu{+8do~_go%^H2`R$Gr*<1HlddwATQ?0(RZ_7i0kmVO|?z<u<wyNt^
zfA3p2`+9}WNuB)@BToi-F6T9TzMgO5s#)=_*S2py_aH?3`TNNay~|alFK_#BwN31{
ztjfxMcTd@ngSXFV&RtQtbHk0(r(2&Mdz5us;`X0E6FHXnq%|E)wdIU0@GrDz?sD)s
zJ*UV%`_a!6OxN71>&`E$7GE7BcI9?nP<>sReA;b>RUQSg^Y{yj4}4Mga$#^4)wiA2
z<h<p!)K;xsak8lkuZXLt8D<@oYd+k(;ajO$bGGWu@7W4n7rt|g9n`eHvidpOF2Q9d
z?(V;v_S9gNUf9x?rmK&x<w@;uU(WgPP1>ACvCmVkZmpLy%}Cr6eN3uL)8R=DbI|>2
z`?kP{3S)*%$EPQ^FrO%8j&jvHT0h~7VCrrkE)^~5#es8+qOzAqv&AgAHG_}8T;=Wq
z<zxogwR&M{<>E2T=eIYra-P1m=dN}~;?1AmZX`e1p>=Y1nAj#+ZFYn0r<l&H+@xhX
zxpM1n-e*^L=IYhIcx%e`JmBVx;uRKWWV9UIR#rz9IL%l++g;_{o0mGJYgN8Ivgh3V
zertVQp8Kg|dpOHBq)M!<>i=0H_5Im&flNE;_@yhJz1z2T&zXlY8r&cGrZmfbKY6I{
zbIR4a81*-YgM_Aie)8C)py<Po3l@G4kF;lB%l|Vgx0>^=|JSs<gi2%c1?%pFd_2(j
z{lA)xV8~vhu6YmLs`q-CzH%%KFKKvsspLXYR-Ax!Oo4<<f4T(2z3RJuXOCRTSa+mZ
zfJfo`MBCQtRizDqj~r%;vES;u8S-FG|MBwOFE@s6<~sf~@Sax8rG0G7W|D8dFFW{e
zZ<<c)yXV3Od((eh|Dx@DplRmmyMEIOPTbOH=zaEW-l?3py!VOw-o5%Jx9rV6J4fbQ
zp`T9uTUmYnXY94p)qJO?7@wGx%;a%(%hgwI0fCo~@bJ}ET=CB74@y&3t$rPycKz6I
z@whDIUhDJS=hfOn-XC^kDX4xP^15O3b=fbkG(B$bZxj0&a&e9WdxE3y50$bm$3@0G
zp{~p#m1ZsNGqRTEoL{jt(^Dl~<=Ap@&Z7&aJXU$~b>m}!B46$R+rH($xfecAWLhYD
z{2S{Gy|M*Mdn;24@2|WS@zP}f&-JX;<?jj<E^VA&tn@c$${H4B{wjx^9~9>K+MN2C
zBeiGJx1RaW%op2S_TZd;UGtTq%ps0rC0z^(w(sw6Inv!xXc)4y(e*TMZj@EZ<)ZMt
z9h+v`Z%KLP==*$EMyL2%85Rb|?ysw?jn{8@CsBNJgGc|A$4k-^)pn;n49GhY@3=fo
zSlR4%-YlN`39OGbcQ!9n-Lc_#=qE>!n;%|%{d?f-^}SECt@)&H>sAINcjT1jl~i`D
znXAewmS+3OPUB166w|$bdt{S$?SEh6vdBL1#LD%yt4^P9;PeVD_TIYdkRM;w#?8)C
z=WcGT%qa^q%k7(6edwuM)wX9`38HJRuG_s};el0AmEU$<7rqvj+xEapXkB@Hz?-zT
z#f+!o?fAZLt6pdyC@8XITLXLJnGQ|`(e+1#Us-<I;ljhSM46rKcF^4Gj4LJAZVRe<
zay>AFa|_QJQQt)^zyHr*PC8lCvTd7P?(Z9U6K^e6F`XQCRadlRidkFl0;?M)mlOGu
zYAwCLZ?|aE-_2Omar|6f@r5JWX}izOS#xe#-SR7&+vMe0c|TuR-nD)4iLW2>d^Vpl
zt*xG(yJf;WgZJ(>FTR!A+Eo1!_Bgj}^>jU+0*4N*7iUji<en@1a>~jRstet<4ldi^
zR-C(h-*RoXullbR-fO)mw5#FQAIaL*CyNF3%9WnYi2SG@uJR)O{UopdW{)m^Z#7((
zwYzbu_54PTdy==h_i1o@1x_j1<7D$iBi&Mpf9)P`p-7R#R=TmO%*GFN%BQl=ax+>d
zX<lO4#+USNcku3&TVA;MuwOX$`A^~0hW~T#v}()zWJ~L6Z)nTQ{QRRU=90kXpLy3A
zm@Zo#F8Q_Sx}4Wng?!6^mk+xS{#dr_wE)9mFN^X#-v?8(t1I()c%L4uy|pHCUWMlQ
zP1bro%nQ}lfBP}%r>ws9qq_Vkf5#jib^i#1L|1jmp6FY@w!Axh_)xq}pC?butSNCD
zvsO)CF#XsJjcd(f4pTn!POjUtQEBTZ0}UR3(LE_ESN2TNayz(2(sfasoZ?dBqulaK
z-R5q}<m1o!U21cXzjdWdeCPqk+4E;h)l7fwyq!(BKI2fBn_jxOWJizK>!T_DGgz~x
zC|p@kIQ?nxqG01=*K)4hQqWU-FMgU&=DsA~a&r|k8&hxPBFzQ5c849;$%=F9o_W`@
z>GwXBHH%NY%G!A5o&x9N>JJ~j@a%SG)}N;rxBX2@`-QsD2Y;KZ*3Um5A0K9YODD>0
zV$Q`hwty;yxsx13&F2VKr<|`-k}ck&&^t4Wr>^|N;ln$Qt>(V^F6?8*17@8+iT%-v
zoPu$h>^EjV{p&D?ao$GJ0*>{sXDjR#i`j5hU{zqVEo0N?p9>a-E2Vf}`F%9=%QT)R
z&#OMCxF+--6LGCLo@#${rKrnUQN^i7?R(5ZP1srGroP`DU3FQG|NGOctM3)^w~K$6
zIN80rm3`G$yV8@ow@OV_xi{=u)Un9!d&z~Jo~zGi`|eg)%UItUea2X8bHzfln}6y=
zy!XG^5NGoC^>cr@v!2HPZ1hZA&l)|w-MO^7Z082qx8)0^Ogg?i`u@G~x$4WT=LxIb
zrJ7e{9NE2jmiptu!?NoRC4LvWIjLdsjj3m^E^n?i>$>-1QAYi*IL%4#+hlfFef?Sa
z_GM8^x39b3<7eIX)_U=6S{)_#sCM0?saF0cb{VYRf06N6ulefZ4sH(qfAwxP?E1)@
zS2TM<>;l#kTe+`r9k2OUC3ZUhiS*2<b-uo{7d>n)5K?4p7pu;B^J*(|cx!`O)hp#@
z{?EbN1+Pt;Uv*YH_WSfb@-^ExEW9ebcFiZnuAJ~q*WR1*Mtz;Bk^PS$%G1GZLw48N
z&*G;7*TsC`6Rvu>tHpOEzh$Ca#(l%=cXjKN4zE5g_i@eT<9B;LJ?*W1Cc350_^LR+
z+@n-qg<4@rtw%M_wBz<J`u#DpPmO;|>C(dg$}ZhHMybc$Cm4DqUX5zsn7GN?lP@Y-
z_Px*9SLPd5JEw1Uc8Pru`Dg1**&hZ+9r>b7_TH{Ko3hyc`Aq9stPk(sx%gq%)%N#=
zQy=e~+xm3NtKcUqZ|521RTxwoCAvK2nR~V;*`i^V`=rTsf_i*OZ4*CvbUUtkmAF)F
z&z?1J8W(ss7(a;=pK<+3&D70dSHiDuzZ<r!j5qD@-ZJ*AjDT}zn>)0*oP$06?p`;W
zQvNNxH_&Lq+b0#$Q)I2Pg6`jKc|7&%)b8N0<@%@UWIE*)mSsQPVI6TPBro5g%g!SF
z%Ud^voz*VPm(z5Psl4uWU+|dIH-u|y;iPppdY{z(OS_=k&A&t3T6#q`<N58E`I$}r
zcr|b0xx_hJ>*`nKjhQBz^CJtnPg<+5^_!Z+YM7Vky6mR#muYF!6w`h!%bYz+Sahwb
z@1^W{zH4)?9E$O}I7Kb#u*$Qdu7!+ePfD0he&ZN4dtdgiMK7;#*siVC51+7R`}3!L
zjNhxbtH0j*<;z;zzFlHgE5%Dco}b#uo1)jLr5)eReYW`C^#g~?wQuR>P5gQE@4Zh#
z9v<6I^>0w}?syS?Fk#uu<)H}+wljRFykv62e1`M&=@SbM9bDnsuqa#2n49a<HX)gs
zmtAR&4OcF9XoxN`;a;+Aj!6Yq<EAXpEp3yNlU{D)GJBER^tCk3?4XXXefZJ|W{xk}
zqUNvIu-qnW{*wP&a~3OP&NsM};^uhOLU*BuN8Imtm9yvF4mR%nwO{S&v1@N+uRQy4
zgIU_**nze_)eQ@m&ilP<x>WtIf*yurM~~iSVF*i(%RW4<K7GoP>_lbvzwtMg{;@8|
ze6qZC@vdlpy*HaL>c+iTbf;HHdRzOuHk*o&|JA99YybYd{QjTF{eLh2*LB%`ex)*x
zD}qzK<D&+DSjKkO-}mkQivK*nzlJOSA@4eFmj|ue_y0NX|NpQ3-oN<=KTH3cG&8vL
zK=p)s0;=C!qqs6w8VA;0U2bRaGl-%8ta+r@EO*^w7E(dar%O!m5#D*xXg;U&565}C
zPM7Z~2tW8olyR*xpPKgRq{{BMdJ)>Zh0Jrma|z5+n(?=r^TM0=rk`h@nzX`w&C6Ml
z+jRtYcrHC^*RW9B$8UQ0^{lwNZ+*6EM5`L!U0LAr@z|EPpVli>@w65E>-w%TL+Rkv
zrf#pETc6G*ZtwnZbywX(Ng0)61$W(@-gSNN`s;9e%F_Ol?d?iToqrrI&2`?{Hs=oS
z%K2iwv+HEo7C*g~^C56D|K@AU&S}bTu&m#zI6vxCjC0&u*94;{+vJ!w&6~RM*dF$V
zCx2x=NoGjCj{n9c_^+p8;>qwv{)b-IyH+nYkXv+F@pG!+YYDkU!mSns-*OlZ`Oop1
zmovAMZI9)_+U=3gvJ#D_zdoJjbp83+b=M!5CCh8&{IlO;rF}H`>zb9$|FhrTG`N21
zkI%smpa^)^FL>TIBIjg&{XdbN+y1xB{QF#EN4<8{xBPg!zv+SO|K8=_ult>TaiMG2
z15ZoMAGhuIos>WIK>o)wbGgahzx5SA>wC;+JOA?MBEfdwK9{bqe-^G;l{InW^F9BA
z7XM>?cx>t8hg<T^K5bg}$^9QIdvmLP`#ZO={WE%P<~3gVa(M0kyIFge9(=xLpYOU`
zKd19ORy!>I^Q_ylT7{rJkIue|U-<a6=gRsU&YBs=&aOB6%)h_(Q0U|BpX2|3_0RV|
z5&!R{Fw@14Z>;zFe~4cZ|L(5s1i_>RGvkN#?tS_{wl{C#=;xmkHSuWI4ga#`!mG+J
z^-q3r{Y%}WhriqQtlu!<`4uj8qgUC}>i>9ep13DF%R1%qVf76;fxK6{mxUhYNNt|W
zFTQ|3_VTI?>8<?E8@AV2vML{#ys&BSOKG(;nbW^y*RpLles5sK(X#*HB+YfpRxH0C
z$^F)i^ZThMM|an=sPmPdvry{$?_zbOs&~eQ9=$SunFdQA)$fax4mNsR?0(ST?X0tA
zwp3F{=3SXjSAO`;z5grU=kMdm+Oo5QlA@}k3<FpcmaZ0e&<@&qJ#=B2q=nyypBXRZ
zWCQj|l}uDJ`?vb(#thF*jBa+dZ@(%PJc;h!y!A<X^NSU=Z?sBYHF$ql|5vFtLt{pC
z`jq{ZQPOYc_xrb}$2>e7v+myE_HcE+)4SyIuYF6t-Th$M;W+(y8P$oEzt*W%oIe`3
zrtZ<VRo{yDT-*Q7{)}9~KW?SRZZ0W*-uZW)dR_0)_kV)Se?`lG&P5JII=@BIvnnc9
zWN5Vib<&sr*1dB^k-LY!u%?2(-6J2PP1O&#OuuOwb*%S$Pqb2Ls)FwOs(8C}o9_X;
zmj#LZn^q-Ib%vR58{1!NewDV3^ZEZADe9TKf8tfyok!YM`)oMretUhIpl+Xb&&ARS
zHypOL84DaPS@Z3t(vioPe>%PB$k;jYzTa8Vm%`S074z+`G@J=I(RyfMM1FR|%VtmO
z$Bbq#Rc|`4d!BNlF7uzq(yKooT=)`Fv*P{kf@d#FzMXk4Ic0wRhojr?2*2O7_QU^;
zm)F!6_b<HN^h_YE!&Wm|uUf-*4$G$!J2vAEpWkguLkf@W6MbpF=fMBG%+vp?qD4I)
zzgu=le*gR6J(Aj2cJ4oW|9kHA{Ppka{@32;-4o{)d~xEknz<}rzsDa>{<&|PlFG>!
z_Rh03f^SsS{Q6;?DQvt`@9!mv*X7$-+dU2(b+~@szUKM%xzlUodp_>n^YVW(>zex0
zTtD3AGV7P|xOl&{3cgXgFCz5*isDbEcjwRKlG`xN%%(D{ZsVhWKa#qBt)Hlpn&+|m
zuS9*X%nr5?x1Gysek;xUZ5P+Gb)Uxn#alf8Yn`=w^!E2NU3Ha!+N9U-MGR+lI^=IN
zb3b;xaPOkq-GzIXIR7@4JK4NmVcUBB+4(irg}P^qBmSDQX)_A0GH<S3|3F7@;|hCq
zbMAMY?KLO+!h2%lPMn=y^o{lKbaCz_{~lgf+wvju;q1oqEp6t{95`1L|F6C}Gya<8
z#}60J-uQXdse0>yc+QrO**3wc7b6`W@qhNwJ&{*w{QvtWA6J3n>$M`+Py1YcJ^25>
z*&%;5^|JPGi^g@d&Y!)q?aC(olI`=~q#m5ReD?Ln-K9TPZ(6z4@vhbXo_)6kfBbRk
z|8a7m^3`X1zINZJFYG9;33(ZBaPRx7szs;v?VoVcUcGxx=j3PRVfVdNABtB#oME?{
z`@Xi>oR`JB{;yyC!anKNoPRay*^g$1-8HSR(3seH<n!f_KU=@d3csCP(Rlp*n=gjZ
zbu+@w<@_v6lKuQ-z5nX`O+U+Ta>h$uwvL<RyytTC6Rtx0{d)uYw-&hl$&&sZdYVQ3
zn`!)&zkZINclphHyWI6_(e_%?HGi@XpX%6mHTDP3>(+lW|37T!o%3GQ!Tv4##Ik$y
zpB(<aZtI;HyE1#`M`TCF&-x=M`TKI7K>DUR+u}~FcyE^4XZh)Hvi_!N^Pl{D$de{|
zaI?{`_y<R&e{L&nZ0M7FpIN!^<8tvwx_?$p?Rf55-?eg1?ibU<@2{^|mR;Ju^0QO=
z&(K#P&$xGppIdLVWb@>@8H$<ee`kM4a-DGfGTY~_TkG%m*{`bGv*}iS>9sj~zaEa+
z`*u~m@Vqj!YvwCu;v(1UpE@r8rMKqrw%;B9r9BtuiPT@46~Aty_%6pkzu%iIXgPg*
z^O3)C>R&ca<$C<s?%TW8+h3)B^v|$Nb$vEfTyF97eUrnpKCG^)yOQE@f90<E!BcIg
zy}!C`k;l2PL&A#x=HB*r_vX=;pBD9X?{u1uzxcT5u>O2^m6-0w+qS&^qdi}_W_H-|
zPd93R-22>=oG4>de_8ay<R{{1pUmW~zdHZ<n#uAn{+CCqx6iqsZ8Ycc^v`d<&*EXt
zzt@{B6~FO}w&mwj%YO&y?X{Bnbu`&NeNs*8y82Hn59X|sk^J%g3Cn_zC+Bxo{@$(I
z)b>WsoWFki%B^oE?BAF0f7|^}%PkJyWUDvTd~h!QpZ$f0(zVhR-(PrI)GvR$%WsKo
zouZG<mes2s#eTey9VRFBj!WoWR%WT}N`1Fb)7oh--YNclSKqRI|9|^6AOABt-&T9f
z%axj!Qe0A$nwSe_!nT2fwsnKqhNk8g7AR7ts5`_%DhpB-^aB#pQ+c^K^#c-%Qu9g_
zjLghI8_9z}LcXafnTbyM6$;S`1_}lWmSzSDrX~gou^_pi{F20yR0RVtJGD5!v?w{X
zSi#1Imy45A-?gH|Js2zx5#ZE!H&8G#H?~kPPym_C$*J#d2okVF5-?IQGB*L)16Bdr
zmd?qk@0Ooe0yULW-wkAli6KId8^{n7Gb90!A*RSGj1`Q`P2nn_rUn${CkLmN6e~n4
z=m)sCDd>l!R+K2{d*&vlr#eAtXDICn_AjS?gnv?2YBItx5g^By!L0(D3?}rQ^Ycnl
z^Gb>ppqui8c)36lsd*{jcrh|J1Gxvx1_zJ6ldpolUw%<;Vh$)YlM@vTF?5)tMjfgS
zXGf3@PJJI|NPPHsLFsS>13e3nnZ7;>hTy0Qc2p=SDg{S4R(n7(gwths>@kGeVgjNG
zSptf6WJ?l@Q^E19?^u+Xn4{~IpOfMn0y4-YwKzF7FC{Ur1SAiNE+cbua1sGWioR=J
za(+r?Ub=$5XG&^bNoGl<t_Mh8aA{HrIB|oLIN0AI`Js84$@wX%3P$GUut?JfNh^TU
z7<zz%Z6V5y&Ymv8mBl5gxt@7x`Ou`Q?_ZRXS_E>K2Fzia;EWNJnx0u)QdFs+;h2)2
zlnN0HE-fg?NzDc2K9E~MX@yhY+0!K?-`&&2H?aWWJCNU8!Xc3h3K3BF6lE5a<QIXw
zWdzL!`f%?%d%A#>fxKx1(hFk1{L85y4$jxn3g)JuAO$67b3F@VBLicFSOsG<1ruWh
zb0Z@?Lo;(ra|II%g=hr}V`Du719J;Qg;)hMkbtSFnVzAkk+F$_nW2H6g|VfDi2_2*
z0Eul3*J^;I*2o-YBgh2^o`r>_o}rn6p&61|gbg6I#&8t~`w(`-Dp(pTL@SsY7%0So
zQVJ+Y5!ufi6i`TU>j+9@B?^`Xrg}!^#wOq-?3`HOk(!yFQKDdOXsTynWMB+V;h+Eq
z#gmbtp`N9oiGdj?RNZnC(~A`h!66I^ZYM~QscU9ru4idvX=bUQYiw?&XJTezVWMDU
zU|^tNXkcidXJl$@X$W#1q?B{Z%t<v;fG16mL4Jw3sR|gG!m}hXCo|bGFFglZ{05h#
z=7uR48k_4G8JI&Iiil~DlObsYBaMSBLkb5%Cx*Z(22g0iDxQitu@ledH5>38dtb>V
zzuTF0>4iKYr&kVBE#CAW`^I2m7`sGpkpSPGzfHX}ws<tu#lJa!tnbvWRlVN?_U?8x
zd$I7co25+qNzWGPds_wDS*A>@Q>{9^Z>tj5$+I?9Z?Z4*DxGIs)L&p-Wq$bGqBd!}
zju&S&OK#ms{2pr7IQ!%+`8O9UI$Q%A4(VC!-STbgTR|nS+t;=3WZS=YJ{N!Fd5)ma
zBj$2t_SVI@s=Kb;34Bs$!TRKS0av5j-`(deUSB);{#xJ{Lzm+pRrSQYf);%_@a4=G
zkCL95T8q{wS;en7^=kXh{Ig3|KkT$q|Hj*<Vz+U|#vNkXkxyp5oT}j+p|i8(*rS=&
z9@qGGJo|L|bk?@YQzv&Cc-@jeTQGB;*^ae0_{vU3&5O@JH^UfQ4a33=DJ6ocT5t>)
zS(<{?Kse^+@LC*FL*Oh8oHG)OK(!gX>P-jdV^B>Gu159KK~<zVsKSBq!3se22}}S~
zMVf;Oewcs>s5Ai;(og|VrD_4nbx=M?g9Rw@K>4N$M&=fvOa<kef%qV=LHUj#KFCK<
zz8i=Sb0R1;aUx1`uzxxAT{6?sQj1daK#dAe>q9@?Kmp_z{d6M*{d8jm2;WpeKiv$<
z2FZi4BN`th<_6LWV!*H=$OJ<ZaPH%TRs*oggqMpG;wHDuqT&)z03!-qSk^XIFf>sx
zGci!mH8V2>n*y#y5P1#cLs+1LrF;`hiZa11DLn%NP}mtL=o-M8;3kz%BGft~P&I%k
z#X))57*x<8S7H{h7=*eWR9=A8glDFdWPoZ)GfM+dVWVJbZmeKt019n0V^alF6Hr8h
z;?fxE3J@FQ2{Q{&41r2#V^Fyb@)Rf-kP<7%3~>4c$B{mv;=%%C6SVCEOZpXaeEYol
zm<>6czgx13OK1wz?eq^ltF-t3Hiy|;v~^zJj7V?iGkX~18la+3k?^@B-q-N`DrpC=
z|KXMI+^inVlKAt2MSNAet%XmJZl?RL{DzZSTm9^IYaKfgDz<*fd8MQUHOV`ke%RSq
zHF4wD>=Ra7{-_I;s<sxfMk+KH|7DyccEs2CmfNYnEc_F`Y~IUQ{laD|INQP8hwv@f
z^<du`nwW#tfH_9y;JgH8LxRC4H7~s+0~FuT90Lk9n0a80Fb<O8Af;e448SVDOe1r1
zP@IC<5Tgl&uq7z&Fhbb&+-}~(20Sbm<^|tjV)N--va(WyC391~bX`kGT|<Alk@y{f
zqp8abb{=dJzdVIe?#HA}>N!?=Y1wBsZdkeE&<USA+@Dr$=sY_sNmA<T+ub2ysVb|^
zUs>kA_LzR}-G!S^zUI`)FL4emSr}wBKhDqP?~`ReJVnoKo4?H~^?$vw{D)=ovT;V&
z!T!SZIoQcyFB%$~fz^OHM&{rG2+StZ@1Q({>GytbK4wK8=kIe4i94JUKUKMG)vg8K
z@0)SHUGwM3gd03z0?!=e*L^TmtSFjoe8*pS<AvB;uC@Uu|7Uoaeto($&DgE^@}ncF
z9~QotwOsg&*t#%_6A6AZwF9OxhpUOdy_~rHyXW-}ehc62S1L)?Q<YlZ@FVD;r}mZh
z#c@w(-n!zo+duu>>RQG#nMMb|e#7E_kh8(wG&Dhtdw7x{(*Mx%7CE(5%+a0TJ&8q;
z!{z&&Chm}yKP=~iWo0+7*!h2(@Y-HG!60L0HGZ?_+2<Yvq!<3<$n+C?T3>XzE#T?u
zd$HFZ%r?`?n#Zs?A)0MQr?+&szWgEn%muFk!Xz11i*LHH-B2Y$Rw?o1EhS!oj}{qM
z6^^cJ^_=tJ&kMT_n<w*r*!$dAWA?~>$wReH8;hr3zQ4Q4H%o{4pF;koh_L8GP5r9J
zL|)pY$o4C-d-G`gGCN^ba3SDxTUpR!2A2}KDK{S+YkKK@s>-Nr5&y}In~m3(F0Na=
z|7HKaFU&hm`*Pt5OHdGi!_vqQB`tyLDzF5RVF|6PP{Y!;&l*%xu~z#XWSwy4{D$W@
zHM}<Nte4*K)Z`n79J5>(v*v_l+Eqqe`y^aeulQQysKc%AKC>?+u+wYe?E}&(wU3#t
zmfUXAO6FhjY}%a#s_LERIB(0JpT=(IAY3gwJ5k(1``Ei&KiiB&t6vwcjX(Um=w+ie
zzh0>I{SVAx{#qKid<}9e*mH))C@BbBBZDP~^fjow$H+mh7oep_TyOy+^B?ay#~mje
zy1AcMQ_b%v`z^b<Z!#JTWckb)XLIrJOBFx+X4|6l-1Lg!a^JSYi_}>UTbflq>*M5m
z$eJ}R;B<Su8=J(sCC{t73RZj&ZxjtGF$&oD>YzeL@8(%Kv3Fletv|R%QfvyVxo_Az
z%e*e{U?u&u%1+*|Qyb5&(aw`Stl0ZmzIMLzlKsUMp}Yqxi`OnIQmpr7Uj0KYGcN6H
z-_3ZjbM+;2Kg-B({OzfQE4V<u1c!>D1xh&%Zm@tQhzu@J^@kZ;z21C>4ImlL#VBDz
ztz3AZ_`AQ`9}2J3p66!FFMPD^@CPH&D_19cbT(*PZl4fc$6u0NSL(NCMP}oNL%f}@
zF0a_pJh7LnEMk)1PrjPQox7XEPB4caDgJh;J1OYK(d)HYj<w!P6lbix@Wd$L|J9Gr
z+t>?_YJ9@wU63omzA`j|v^v2YBXbLQvLVvD(AEoTo(Mhb&D8*^TWb9#a*O25ihr;C
z$m#w5Qmv-9YM(irlV<HHv=HBZ>{fH@cQ3&k_m<q9aDDdDuBIl-;G}@7;$||xxP*O+
zL@tT#;_T?(f9(8ZzA6U)*>WzpJOgqA*!>okU?pI-kvX`f0%k+}0<VHCK@})k96{PS
z=4J}IW~RmpMn+}|MhYp0T;RGkm&?cqls<C6w62+{kwOkg2Ej5=$l=Q1O2b(Mfh+{O
z#2hs*!lMD=LV`6p*0xe;pD$mNB9F^=+oLfJOTO@1^dH;tW6%F<VM@oY?m4g|UrDA%
zFykRtJkP<smnDAwQhGV{y87&l|BF7gY*5#6kLNy{^uX=VF2m|T+m9}nYmYv+nQ66B
z|F`?(<}5yLzkI&UCt7QxtaMTyyY5=0zPY4`@98)Bsqa1ctC$~s(%}XNIF<?w<WjJY
z4UJIq6FjmYUPkIc8-QD{kZv-#cMWQ+LOQp>;DN*7#Ju8wqI~ek52z9AiM@+!1ThHI
z9)^r!Allm?T@lb8yNRV4dRG_RS_Zos;y8lw0jiDB5>myS*uc|ShYbYwyw?6UL#|2n
zs-{Sf;u6yz7uZXGGj7{b#=2D{<>!O_>*f5oY(3tbJI7-kRG2wGYORgP`*R(9wmn|n
z?cI@c9V7~ZW*P7WaqcgFDOQ~CDR|`Wwu(8?wo*Z%3`gB(=-taLu<$m1Agg(Aj?3~d
zEbZ&P#ed~({l=btMNVU7_5=&I<<sx&`)2GkG39tz+s;q74Kw~p%%AQ0U}buxbfSvh
zHt`o#wu&n?)-KGNHEY4N|7kYbZGko4^$a2tf=*@1zA9dI`uLLDl251BZ+$kgWd2N@
zRel@mPB=(5s$J<xdtk|+vng_BgYf;cn`7_j?|Z1bBVsQ1%*)QpHyAFvRPmcTJ16Am
zXYR;(ZI^K+4^Y5?1KJ2BM_3qu+Nxj)NDPqHqqP8cR-oNS6LWI~BMSpi?GF+Gl~BZX
zAYuK#Q5w>L9<Jd4N+O^>H7B%pOhVt@%mCcCH#7qE?UBak5M>Q0@qubnP~s!GZx61P
zIq`SyEet@F64-b|SqCcNP&)UZ3^mfQF=#{=t#F5w4M;@`fx_JaJQ#vexDSzm35e^#
zzC|6FfE0*e2}lV`Fc?4;HbyYm_8NkEJuKC62icVx52k;Xa}S*LXMeAFO}OEv@^YV+
zR{e+5k3V^K>eZjHOZ(>gNdI5aDQ4Eq`?sO{^P)p`7Qu4On>iyy0!uPeKc(@usHzzJ
zeIZtR`R|PU{Mn_;?}V9ZujX6L=n&~xpwK*9_rScH|BqMH$p2#AX<(p(y-u+(067%w
zF+(Hdex8K^C>MeyAU+;UO%6yNMsgg%=m0e(F`^@O!oj@53IZ<gYmUlYc4qP9->cxA
zxyr*%W$mkP%m!;>msB}s*L=7yzGAAEZG*`fn;EY2Zcm?9!}Rmm!Lk_%AD&1&->|{;
zMd23}KKFuq%Y3ii^;6@T`7m#;u%9lkV+OCn{ms_uaf#(c3y-ra#@|$|mP-6y`EJv@
zX%hPjoxB#fTy8k5c)!H-W11RE<i^_9o8DjEb^c8JqvT$W<E!}h=jIexxF=8K?bX;4
z#QWm(QbCV*^S2BBP1w)F{rAh9$zHbevdXM=LuS5-JFa(Tr>E@xFpd7|L%;ct3UG&B
z<7fPtCyFb^L16(7J0m0Had8U+c<U1q<4*9YL!ZQweBGeb^wONfB2ZBYDz4F{4lN8o
zjguhI$R<*Ift0C33qw$Wi%~FxS|ISjJ%}w}#}jhnV3|6!Fa(WCfxQ(Bn>i(J>d@5K
zP!H7AF;FnH1Wg+nnkz&r7#SKV7@LE*MwTG1sS#vCF<QaQ0yH6KVxkbOU~B-2V^DBf
z8W|`+rs&NKK{Jb{pqWKO14B#rETe(Bf~l#cf{7V~HZ?L)Fg7+<Ff}v;k5n6h=l4OP
zP?o6~SlrYU)I>BfFjg=zHUYcH6eMG4qyU+LH#Gz~EEc^w0S5+B{K2LNEzI;xK`9HV
zlre+~K@wXD$mb9>kiHJ)l%S=Fg07*3k%FNiNUMUSp@kmO^Z{fF5aeiZTp)T$=!qLg
z|H#rD<UT}`0pu*KQ-6?jjO0f`g_9xFQJ|C#>l0SYiJb(S`s<R}?aaC`AcRw~^n#bn
zH}~XPhFLT8E^!2U@bCHCbk-_!V$+w+e{as0S+r`U^kUoodv`UWKkT{gW;x^7?#Tz%
z7hG=ZY|+;J>-A%*b9$u6k+(LL5>l7@*JxPu+c}ke%6m3@vDEqxM;4hcKag4cc((Ud
zw!HV(>JBp;`#fW+YWRhAKmED2Z`mFQp4!&SRr&UL?u9?0HRr@CnsiR|%82@GoBY74
zm^tjo!zp_#+JlV@Ud7v~U)?%Ae(vE{u`Bu>tLTXfnO=I=F=dIzN`+M&d>+=9QkQTu
zEs@b&eCkgF-?hl!_fPUKc1oD(apGX7)zK#nMVY+^OH7?=zdup84gBD9FkQ-bSI?cd
zE7PY1PVjklGON2s$2#iXr;iMu-o@OowX@Kxjofbb;fMO04DqW)^$g2<7w*DQ?tz0D
z94*EuBbpY5Xf++8+ygI}z`0t&!Vuh&q^QUP<!^9$L?kSXECaFy>~8cT56O9hr?dmL
zC%`@;v9tp%l!#R@HUyPlhM;+T%*6#3h9JX{f&x~0;96W@re|zmVQLA=xS;Gx{Ne&L
z6FpN?19J-nU1K8?J#)~^KWM%Ww79^)RL{cH(%1qL?Vw@=QnDDEg5nA6bC4ip1O_RF
za1<*R=6V*E24<j|7}lQxX$LtMN9h7eGDu-Suyg@c1=yNCS%(dH+TPc3$=-G@oIICJ
zF~Ew=vPAmyH-^5oDQ&K1UBxGE`+sv{7rvqJ|G#>jcl_?<eKkyfj~)CrBjL*viRl|Q
zxk?m#TCz%N&i2grr*hMUr;6>kKdq(MJvqRadBJ_xSfTua9Xkvj1ilO}J26kqq9(5T
z<!{qt`Ew=;%?Z8TbU0A$u1}4jag*MSmBovGZ<*Wjv$!TlaG_r9*V)I|+PzK0ZeD0v
zW$C^3f{pi9u9JT+muE@5ot{`2&M#hg{c3XTo!`~ZKK*~U@XaZm%2PsK6J!nw-}^4&
zd?v)s-g9AoIIc1P6d2&ZGeT|c8scpGIOmrZWu_MSrIrT-gU8VDlm`?yfs8<PHaHF8
zDGxxlfc=189^i25peY-S$ZH8%m@AkW80Z;Tf?5_BEef!qNWlRu6D*94^h^ycO~Iq1
zh*pKErJ<g=r5R}LCZ|3qlYz<vV*>*{BTFMl4G(EufGc}YMuaU&Ftjw(v#>NVHCE6y
zH#E>QF|jl<QZP3#)H4Gwr7|=!GSoA)G&DgP)PR-?kcKg+3<8<w2VQoBBc^ba5r$?4
zdWNPXlo8-$gcK%($_OLuEs((5Sw|EEYQJkgEBw7-M#|(oai;|-nokyr&-%vP;}^6r
z(D0dJeZ2llF|8GIW)>f_RL<R<y?hDtuQb#57Y}Mo-LT`u)uI+g^_3oR4HNFX)tFb4
z))t`uZu`-PcUA^Y-o>`yz1?n$-3K2AzF>UMQM;9CZHTap-R*mi>r9_Xr-$$vT{2N9
z_%e0g%*sS#rru4->NRn@-o7xc@996QAR_pDrSv*hy|%(FKE58W&a7v9rM_RP$?MN)
zaZl5pKixME=*inypMJMmZIRhR?<?=tTwed|n@glyRHSN|+}2RBz*4V+*<5N~rG3|T
z-gv#tYvEplW3$WmMZL~F9_haS;L4DS-+YUG16uzwA1-NMjH56ChZ;DPjm(fo>n)6M
zHYkwe9d|im1g=RS6%1@}4Y5v<h*g*tMxaW9Ksf@o1?+r$<p{);gQo}qwE(~#BdK{o
zpa=mOiWCwAiV$-{JtI(^4a(9a6(L53dZysjjtaVF=9YS97Urf3W=2MOrluCAmI{Uj
zMh1G8mSzT)keCOR7LX#u5WeUdJR*u&gg_z*SLtD7pl4=aYGMX%2O;Vekkhd@F~F$@
zDLe=kAD~(lvxzb3G-!0i^?MEL=@LQ7{gc8r>8ScCRbFg=^@TY{V!4N@+YFsQ-;Ww+
zDv6$qXrIYFU2@SXyDM(ha<w}G%^p;)?=3Ru4Oee0FSyutlruc)m-IuO_G_CoI%ZdX
zGPtr#J~FUCuD0#Ple=fatxd~599dKj>cBi)y?zzvotU+M8yS0^H-S4abK|0aU*kKV
zJY{XR=%ZWbUoWUknUl_K<Jfl++<}?;AgY)#ti!-7Zq6YMNr|uea@><j_x{O~UA9~?
zwqvfw#G)lCidKT59)&(7Dpq<^@;WE+BuDyeQS_P^bVlT-oTjh~`=XYPGxuUr>*eIj
zZza!KapItH=Jt|P-2coZbtgTYlebmzx#iE3o*R7g+b@3eo;WS-p0&dIbFGh(k8gbC
zy?1Nl@5LJy$A+B#&OPni!dJLT8&DvFBgNRz1gr+kF|sg1Z@Ofb6bGahIp^mV<mZ8^
zH}E2L=lq=fqTqtW<WvQHm(;S%<kTQ{Cr}E;5xLOmJ|k0bO$g6y;8pw}ZIE;XUAGSs
z01uxl7@LD_gH0M+7=aoq7)j&p+@Ikh;rIUkpFPKTa%8>7r!!AHjm|ysOfq>^?J(hi
z)MLAgF3F2__<WhT%#r0L%RyH07^Za{T^+yoDQ|KPEe+QXZ58xfG;_w$U-xc*UBb^?
za=9e@ZuRPS&x_xk%#?bx`riELzwfG7=hd!T=j=cMu(1F2YhKOYujL_9i!M7c&viCA
zU-HFpd4|zL2lq?2f9p<dd$Hw$!*hYN#&<thy<*H`F7dlybNOIyN!;#v=~mkhy}U#Q
z+w0`@E%`RL!|iMW{k$z)-(Gonhikbv`}T{Ps`fW(qEGlZ>E0-5Hb)k}zuP=I!v1Kq
zQM^vv0?qy%m;C0QTU)TJq(FME+o#Zz+B<@t-0E6>$kt@f$GLZo_LqshfEt;pa=$!j
z`GlEkzI{>HRUY3rVd|=~(!xb^Sz(TUbn^NXJH!08^y^X0>#9-`|E8S(Hg(pw-p5;w
zot}qT#9Hm>^|SfexO(}AqYtga50(7?sr+K@fvHu;v(sB(PN?{_wCnuGsflatecac7
zoGra9yXeBrTapWlwdd%`-f>f(U9<G7oz$@(=jCKv!f!>hUU&KFu&{aSW@nfMW<T$}
zs!{ySe0DwG($iZ-E84Es9AA0sCftA-HCJDY-&y%-;iSZuQ4bbI7)0ON;t~9N&hojM
zFn=_i{BHWjb+P!;&9*|e6|b4%>Mn0MUwLchBA6ql*7(-y<jr}yGDdXnyR}7}?@YG3
z7fdR<1`8=qRr`X+GW*WfevT>GrB&53r{w%OQ<iD>1umbHnj8JF<mCf1tCdfxx2+f9
zPFpN^uA}7tOy(QY*O^<nS!b8zwO(G@eEWsVr1d3R_^Tb$B6cnN<~>`y`={~Y?dx*Z
z&UJ)2Q|aV%{;3@ALPGhDcpN`n6m#;^LtnlN=M<ne?D~4r-C0EOH*@~iV}Tc+9$xB{
zw&~KPl<c=Tmv)N!P3Oy796i70u~pBdYc^WDo?X9?;-wXB^CGB!@0QJ;(7?<q{A9W|
zUT2<u?oTDYst3O$|I9c%Q)+fr`ZQ>C-F@_g{e8?a^BJHsU5{_=E??)k*&uYvn-y~-
zVXo|+{Ql<Furt2{g4^mP5?yv_aWq+<jh>q6{`L&q9W!gTE_XlS^KI^pnH+boZ;-cN
zTlu+Z@0QIzV0S3zP2TzTR=V{0;LOwJv76q>+t1j$PP_Qgt3A71Ud(?!f9K0tcc0AK
zrnCQ`+pWlD;5e#1lWEP%=f3Ograzb0&Xm8hd%CLM`MVqVdGjZf-*mNp3=U-DM`nF<
zJb&t6>5EveR<^5Vfk%OF$gSv{g>wtRj+dP2X?Z@^<gN6|l8GVTGQYHICoj*ob3HR#
zF;wU3mAYeFH~WL#x1%@D_fxa4`N!V(-KA=mn8ROv{51QsyTtW#cCe^0J^B6JNui?U
zSqInqE_wXaeCq1fIVV@Sr$t)-20JDCl^N(t=pBWRYwYCn^P01->`*(kHQHzS>btQ`
z)>n6%&yIY%Z2`z@cdfQ(W@Sm)*Zt|%-*;l+?H_&NkJcKrPJI3TsN?sm@A>lGk1i;S
zz5t5hyt%j6L~ML?ZEbY&v7U!#b4{L3+>yAe{JT~6ix>B&cZqkj7Q4?`Ht~9%IM};u
z_vIa4c$-CU{*mPV-PhMFW}lt+;8slO?a0e{;#RI(o`uiv@_kaCnC57$ocDOihx~Z8
z>9v3U{4Dm?jLMxjVd}3n;oGJ#CFa@u|LOj}PxQs?M-Nx7JwN}y)9->gVtaaXr%YRR
zA#6tbnq{kt98S!Ab#vF98xN<mzBOAE?6~-2PfT#b@x8yVE&N~g{i#b;*!9X=y~j@6
zIA)ml_-|J8gvslEnlgPkaCBG1v@Zge^OUVbxBP$OX!GATuJhR5eQbX;x|SD}zFFS2
zcB?e+onuFyJYH+CImkWK$3oC5u5NRwrPM<Oz0$Ye7EN|%e;+3tBfNL_^@ST(IP%9>
z_1&9z%D#K|?>CEV?<ADY&x`w1`!#fjQbstt;jT+J^-`8r>_4@5-QBp7Lm69lOV?^X
zu$}I#Jk!9o;`O2je!|_)C*NE%q3YJb+>*(Y<Zp3(RyHwH^Wk6n)|1QZ?t&F_^PWk%
zE4NSdvJ)#_-m06b5SzKLxyR$o?+bUH=Sp6*ThVy?g_`R96^b^uW`%cN-umEr(nXt%
z6^+Ym7A>8d_bk#aJ8OUX^{9hWjXu0i5Rl~!INH0pWzNZi%VzssvfBdDyjj;-XO8hL
z_AR~(+26+<oi6YHZW%=L?^oM+YbTUx#EPn#{1d#hvQau+c5!V6^Y)8pJ@#F?*yX?K
z^6$*jz2)(I_hi@a?&g}C^eobiece2#^wydU7Gk^9*q3&lXAR%<|4$%$hWxh1+b_~o
z<frc{@^@0_S-URWcGHHsP0Nd}t`J)}%XRsT%Cw6WPp4K3Nqyvt4H52K$13+o*Uaf~
z$ZIj_U?1xpz4Lxd6`rq@vizheYsqdo-s>Mf&DQ=J@}gwx<~Fxy`p?e07{5+@pXa_X
zJ8S;;)iyRtRv}4AH%;6w@#QU6pHowx?3<x|hP`BW+~r?OyOt*1>$%Y$p?2wIRyx;O
z*8Og>iYfIAwroG<c-*@$d;5c<$Er6y+VSap(XE5IUye-b-+oAE*7KXY=CrO0zZG2&
zJD0f?WU+CRTU_Jy$%`GI^%i$t_}hE6V&lheQ<v$REt^qRAZ@$x344D0q2<@MUhXN`
z8xw7q^s@9d$hi&Q%<Ee9_grz`Z7-oLE8bSR)FXBNtk6{xLCN6DkxB1w{#2c{aPdns
z<=FMCRY#j{R@}_uX-~15yRPijiwAE{H)-G8eLXkqW%Zu5#bvW1EW+QuON*)2;l1PL
zukdq6UV037tj^nC57u)3SRwT-aN*^veu8UDN;xbif7Fw1Y*)K9by{`OI}^kFwoBK}
ztobG(y`y)Y!>6apvs>3paberld10|h{#5UR<-I??^tzVpy0vn_$A8vGxsUK(4h=M#
z+gHQW8{RtS%Y(hId9wQVHr{^mQBD4A<c0E?<^QYLcFRpqJn#AaO-%B&3G-H-+1z&R
z%JF%!|DEnzAAELO>|*H2?zH1hVObBNl!I@%Up<ifrDAgan*2byJE@yr|4si;`}4q8
zV^GKnyPbAF{n6`F_i>%2iysQ>8BCh_#$G&ot=TnDbRNI{^_KaiWv!Q<sdBFS+0!p~
zS#VYV(oIKyaBYiM^<Tbvu8P$3l_z~B@lO|8kbQ9d-rd(FRd+tJ`>3%@_KsV>_D?t2
zqLO8S3y<G$O7)(+IOO}LDSqMBk|t6&7v1EoOK_?6Y3p-v+Zp)N;o*t}I!hpW?rBY*
zVcq-JHf+LGg~N{9oLl|EcVEp2{nAlsd}LAO;#xaBM=PnT60W^_LT47vX%xB4m$&$M
z;Yq(KEa98h=ShqHS|K&dZQ)6gSwXzNZ8J>gt}FAt81+GMmOHoQOD}h8(T5AQj-TAY
zv(JB{Hz>_rRKFj-U3O=$R!7K-#kp=X_5aV5(kj_?OV{b~ap7-I7w}hqxb~uJ`Alt_
zf~}4xye4{yubgyUER%ivMfaICG1~cuOH3v&a_V3FFzKcB^#%EfCZE*(m#@C7wB`Mk
zdl!D4+<T?<@uOFkFOv@DY}LMY$qnq>exsj_r`10+d!((|taR<`Dg};rTNd(pw)utc
ze);0TS?-LG$9K2So4DJ_E8F<jFK69LS1rpx(b2E=^T)C8&r~lh>p!biW};Q4boR!9
zj0-2`OUzwYCVbJ$-CD}~!Bl?EI|>G|J8s=o6+0)o$)4lh-c#V*6==KV(}Q;xj5Z&6
z(P`rQcCwkSlk>Yq|BnKTFJH|Qi<;d0!ddrOtwo8SSL}{g6PIrCX9@Ru@Jcfc6u|vz
zKkxnB>2xkd_kwrpyoAHEJ5$t7ZWRTkAoV`CvbQ()1)cEnE%>^l^pNTPS2w2#zU*V*
z1_e^GpWV8@v!^P_Yc6&&UwV?Ai}m`E57%5<UY2ZC@8DY-<HZ$YcW_g|o*O$(wXRQ)
zzb%!y$=~qp1GB0#C%<2P@Ag;X_tE;|m&;6S#7}_ga?`APLdz~+oyT#jeqq^#4HF_C
zu1J5{>{{_QzSJ(ed(DB|FE=Ljvt3I1=X1WVK5*ge8wIXA;`MDOF28(LPTs2G|Fj2Q
zAK(1Bv}V(jFz(~sz5Z{Gw7QkAz1q~={Wbtp^vNaPJeJ-2W8S&9-61d3%=Y|QR<w0P
zozX0bNgxy0qeNY5>UUNg%$WWrNL+4J-~^rApGg;*MZvLpd|J)<YfqCN##}bP+c7aO
z@31QS-Ie!hEkS|Q&$X7dYUw5a4aViAw*oEV+~!Ty%KcUGz}KV;97-N`_f9jMwUb)C
z^1|ATeUpDkT?u|Dw{}bL6*=Xo%fI$kZ(<2A`fyJ4H`no_Tt#Z#(&?IWWv_rD=J<q~
zpAL-={EQ2AY_)cY`UcB+9_8Mn`dPTX=Wf}pWS8H5?~0Cv_gwnsaAvmR6F<{;cY{Ix
zv<v!laf^7Q@0-~sGrhO3lT@v$Ij%kPtc`2QgJU-@<j%FxE<2&BAM^I5VE40ymn|xO
zD;?d^eEWs6>iv4D_W~lB_nlY2oM!emW8#FVi%R--r8V8%>hAuyv$$+l$j6<o%=TJ`
zLi_!1?TIMx{qwEvNbc7)c@NC0uB^L$rEX)vy7Xu^(Op;HK3D&n(a@W{Bx72R<=Hjg
zG%~Kf7UxdumbN!4KW`z{l3jN;cqf-XzyJH?MGRow=HJq~;=J!zSuwtC>@JOXaMbFW
zkw5EN&Dx5O`>Q8is=7b%km=KjRT}3bR(kx?X1n9of9or#OpGrs%x|5kFt?#>&!4o{
zMJ9(F@4xg(oo6Gp)XA<P{2|*qGmB7*tn>5#E6M8}4PW~0c~p54|Lrx!vv1wHwK4hl
zzMs!#hlYlll}c}2ZM<c9v8bq(;ajit-4muhT6->8{d35Lf5q*E<=1n|H+;AkzdxyF
z`L_p0k6G`RDNOelp6!~qc-5;JhRJgFb$`CRy!`!M_4?hrZ};Uj?`PT+r2F^M^14To
z`UP(<pIMS{nb*z8Uru&Ud2E62mp8xSnLcy7S>3JwIOBoWv{Tbp6*chOQrd1=@*=>^
zt?lEkB}<m<*m0vQZ}Cr4MRnO;vy~S(vyVUZ=YH;Wl>5S-c~#F&F1|WX&Sd%#*Gqq9
zZEodX#GW@#{LbWn{j-Bos*j{iyq$AzkEOl+{fgMw*u7a-wX`*+x&7CT5&UxhpWZEY
zCyjaE9yle|im%R;=Xm+!Y5V)9pZu5bUaor+oFUKM`s3bht*3q;Mb1<$tIU-5o)Z`r
zW_BSrY<-;U-}jNyw;yyZQ2jsUl>K6-<xB7GHjge?zUpq;v?~e0)e^n({x|mWon3fF
z%jE2i4~Z|m+*i-A500=`Jyv_>ao)AFOTyMfB<|Vv*oW)<qr#U<CWpM(vgL76qUGd|
z=laET7NmMrOXTJ-KewNK;oL1VA-T@Jw4e;T*0j)rvp>Fx6i(j!MeE~Y_x^qV|NZ6^
zR=cym{(f9u^S<{-crSC>I3KyyDXtYfL1agezxHR9R`zvs|Lxb!>)fHueQ5E8P)miW
z`l2x>|8*bNaf+^Duer0MFn{mYFjv>39rb6X+<x#k;6vDqY4<sMFMZvzW%10`kc}Z{
zW+xt1UhyWwJ!9$C$b#h$ORsQUG*vHYbzh#{7<ay}{$VP^@^4WO4{X@wFF&c~{>HT#
zO6$9X?yg(zdfcCLr`jp@E}1odm%smYq<8a&W%)<0n_LpLQ<AOJ*ZbPvR^xukC!U8P
zZ}I>1PZ!^Ko|yaU?&PCR*Do(Ry;byw<CSODeOK0L_WzkG=~OoB(zk|{Ta2CD)s*FR
zk9YTee>!8g64M>G|L32u>&dF`Jm;JK>4>v()|adLxlt)EPnBui`Y3kq>d$F*zmF~Z
z5P0!p(&M(j6&nkmW(i+cXuSP`c~XCV&2-&k^NoV0^OlDB@44`Av*(K`#WTwO&y-s7
z`XZ|pzhkh79J_43)7x1Zxp7I?YJ~5&$xo<Bt~dYxb1_euZRM`*TEPX&S2jJ6czbYn
zIBWQ(?Wex}`Kf<q*<8)458qr%_&QuaUzHQ~V=j=cb@+7AB{af*=9A(qtHbK^w7i`B
zcBMa;>UOJY*}6J5_RufQpqEM}{wbDk*IfLVcV%br(LMZ!XUiSCdm#5q{N(=Y+ja&$
zS^QL|+%|ES;rk6QgxEdb&WfMfCEg*uOxoG>*yVFlu`hGP&CdxHsj<(_Q)^<|e(~^W
zufnUZQ?~A&{c)YT=k+VcgKj1n)-Mz7*A}|GZsp&MmbQIfhvdbMT|TEE%UiN^Qa@{X
z)`Md=cU*j6R;BTC)}{7iT`%TralJlyiMFoqiI%5_mwvmdcRf$C#Io=27Gsa=PZn%>
z%Dv}?#g>a%GQ4-(%*8gw=W^t>R^HT$^`E3Cf3Jn-_?JgBQ?{_{%|DWTm2c_|y|+A<
zwmxt^zi#V~w5KOy3uDeQZ@=h#(tVk(*je@Xm7&`YcP{@KYBF<@nZ8_^c=fcc+PdE_
zJh;C(_vnIF=WQO=vrDFU=9kV(e6aYgmDnA&i&M9y*<7*<PTsvv-HkscpJ(ZdhTbi!
zCyCEo5@AuEk!!Vk$y{HnxZmYD+HpC1)U!kU^_p)h?26eOcw$?MwhvRRe_LPo()TgS
zPnPiC37nPs_C>J5)cQ8Qh?g0g^KV5i`z`(Pua`~Um(_;<^dFen+y4zK@Snslc6--r
z&I?!N91E6Lu8w(=eY{`2MNXIJj!pjeEt`G#V^)gCXa?O}Zuo95Yu@J{TI;shzcF91
zch@|IyVp1H$9wNj^*gBgdW-b=A1*g_4##Dt&y?F!?0VuKgMWB(gw>&)w==T#Z?9OF
z{@W|PWbf4ya1%y|J8kx+JGYeHR&1<I+f<%kHf6TjH!thQB}<ojo|&um>}<fTS&RRx
zKF@2;KDYQ|858%kh}TuCUmjbWQk2U&`_|NRe2VI^TG4A*7yn%N_R=|v*tf4-?mKFH
zzIfWY_?_9jQ&;CLvV3;$#?pIV!!AE%Zf(j=dgOn0#=6+a%}Ez)zNlI!shU_Xn_IX`
zt8(cjSEn$q2T{pO_CLIt`{8>+TG0Kc&F5ZMdB6POyf<-I$j8d2)059!?b~N`p`6|7
zcCsc@+VL%${jb+>-Fs?jY#9_<Iq$BU-4@S+<^TS)eCe_?ip|%Qz29@-Jkyb#O?SE8
zewt`xqq#5Q`2&!qrufIQ#YU5Bj%&BanLoak`!8Sn%qyF_J7e=@W%c*3j8R=PU*_>z
z|J7R``=%9Y-aUKHZ@2D?j0u|Z8XUQ4fd((6Shwdrwyzer|0C~c^m&UNuh%YqTx1vt
zYOh?`%0B!30#1>2nUbHsn*UyQSF8k-k^`r2*D8LHlx%m`?eedqk643_2FdNZXH~Vr
z%{}PDyU?y%p@Bl5(;lSXaoa3%=UV1=Zrd-d^LoBt__;OvM~QTd;iv1iw@U1G-Q(J|
z%*JV%uGqQW{Mq}DY|U<L54ySB>0HXv&CT<--0qOuajm0mZqQ4m&`;k!y)v5@`@h>f
zgZpjV!s5$c!!9)Yn)i4&J$d=#W6R#WFK;FH)OK#)a=W9?eCIjO<I&}%rA05yvi$k2
zTx-?K3T}K2yRbL@>BHaW7R$t{_<g?`{_uCw^2axA4>D$M7mUr!KDPPpoy@&+*NXV6
z$*A0A%Rl>URtC>oi#Ju5U#_~Y|HSWW&S{C<%B3zZ8l|6qa6R#N=f}{Da)(=QUBh?p
zzSwg+de?+SCtI3l+|D@IUZH(vZ{ED!_eypZGFuhAw2<6&>7rIjy~0%e-uG1#lP~4z
z?|L<{wtBP1EFX)GoxLA-a@^bRYWve~QFhe+^w&iuA#zdMPnB3Xb+i^A`7`t3Ma}J*
z+hymjer>jJt%3bSFMCOgKi4YXRu#YWa^L;H>topSXs_#6>`YRH@2vFl7FIsgC|CXX
zRPKcdZ1LfHDtab9vF>@d`nKIF-7Ak5oNo6z<Sl+fknf9xba>w5yR&uI%r{yg)_5-a
z`fNY<PEl}+p=T-Uvde#;_dnSE_V~6<YBDbj&Fb#3`F{QwHp7`~^NT%YdqqoPPV$PM
zy`5`id!t0SRQ{e?#gx*2l^(leU;Nq8`~C>u9?>*^e(RIvDzf|vcUNYWPwy<*>Ml^c
z+*9>`&)x@S`I*~U=L&B>nEmE+T1DB~RIQ(VOCG<yQmpnkUBx|$Q&>5c`^zIE-`C5J
zJW99&N_2jAj;%Ou^yYK3)%w_c*}L_8;?wwJY^PepUjDT=RPW$aneUtD|5-A(cGuFp
z;DCUDkPwm6@lkKhf{s2<`q-41eYWuS*J~F|x5jJ5cg=U{{uNWEQ*ys^?y~o@o?qFr
z*?;?q+<kw)-R|k>vH$asUuQ?}r7HRP8`Im@bDYY(9_<x=OO9h*=cj{<TwWYwn_G1D
z*bh1X2L^9@F6$P}KHSbfefsqLJ3A(_Za;Wi?D>-Hy56l%tY_=V>mL7lN-3PP&+mBM
zQ@_dEY6KtuEh%eZwhh``q82LB74h$q)%Jtud3FUqbynq3yMMDp_kwob9M#;YB`a$e
zFI_Ds|EoUGSwBZz=EcNWnt8>Kj&xpUJM!h_W%t)+*Ie(X#t447=`4Tu@B`y{CHGuT
z*4KRfu;SnP=l1_!+~4SQ#_zYHMnp-1z&Y+$$<n^HJ^SQsr>?%SrAqF_y;VLYib1T3
zZo8J%Dqnvfb*nLZd9JR^3+LIJ(}UbZryMw2oTE0MeHWzWy?$$9cvbsS>8mdvYqOo0
zQm}wO_gtCu`EOGzF27oleRt>Es-%+oWZrLoUZ=Y)fe+HD?$DQ0KGbNp!m^@NeqCe3
zK2_;&hO=w@US!y5Pp#E@c3!3=x<DZI?K`oe<zBPJ+;&xGSU+@-zasO-?9;)dgSMWN
zo6o4tm)~{il1hr&Y4=k~7bhO}P?cBSF8NDg_S#nF+Jxd&w=?WqPxyTf%TKZV8FTTY
z-HDkey<Y!aSYmSZ>zk<VX8{|pAKN&wU_txr;Je4_pE1NmUAuOs=+n+c*>$46%a)w&
zK5QM;_Hy5@+=`9gcOLE&;rmihyyW(SwFceKyrcIe*!<jcu~%L25WlVDmjhRWe|&6d
zc3oya??7L{0_n38^Mv;lTYljwVt#z`d2ipJBb$qRCrn<~CD+`y{`n5|hj$aFJiIP#
z?QC(O_nF6b$K_jQd{69A-*7Jbdho*4woMQGK8NkR@Ou8fx6Z}dd%720e_!#?;eF|%
z+Yh8yR%oA@`$m1f|E~3k>o@*6w!e1fgujiK?w#r^SYUlV_rv1j>!#c=m%dc_wkirz
z=egYHxKW%p=c&8J1=(k2Q4bbwsOu_^@6(-hUf1?Ujr$3&x4T0Q&n`IklCN0$e`{2X
zph=Oh=(0)YjbpjL1T86^UAC)4eJAfduHwr|D|0@sc(?S`o-*6>;K6O{ler(JInVTL
z>@F?yw7X#G^4X_+((Q`xDV#flw?4QI7wftGz)EXfXJO9mRiAHtwYj`g)NlGbiR~X{
z*NeoQJbbMq+3Y7|`b;vfInDo3+sk`*U%#1Jv!J-++01u5+c{(GByVwjp0#%pe+l13
zo6B<_ng#s~+M`+<!!P(6;g|!tPNfeg{dvxJQx9q!BWRG>dCFRYNI!_{w(kZ-;O3yG
zhnJT5z=eLiT3z6JVI7~fn*0lyMU~5L-^z80PON*fGA8%(6UcO5^lsk=za(oO|GvgL
z8==bPw$YJ8mKV1lO0k66xG!(<mhF$E?=RoKDgRUBImKD&yK3*c*#(H44x6E)4mJKt
zZqHhSr?Z%%5dwdDuP$6`Ab-OOYEEBX^Y%kJb6(%vb?4nlcB}S`c`wUKW<Pk_y+i56
zR=3?SjTdumtoMt2PS09pS-lexFSpO-UU{cyvf<<0J8v7HKDfQJw`PgY39mrgP0Y}6
zeEZZaYC-sknQ!jyzb6T`<y(>T|DVb~j(u<5ea-_KLML+b?(dsBWr|7Sp_a_c%YOc?
z3%;YaMfBP6OV3n4hO(p@Kpm~LUD7zsr@Gp@Dlj<MIRBna@Ex@qCCvAK>?^rr2sJ-!
z$Jx#4=lf(VllJ80<<<TF``x!tI)AG7nYm`SkmBjfuCx04{}`p8oAc<=qa*)U&i_@-
zdi{uddb#>Pe@6$08|Hp<EI!_9m|<7DOHS&cPTZb~XJ=;G|NHT{<Nu+KWa;?3+b)F7
zSTuQ!95_OwO}15jdUEp0%3yK5m<}8DY5V)%nN?_?xs#cp_H+X@fV%Ib{rmHCb=caf
ze}5`_>gDg|GEMh?(6!+EI%^$}2Xjqh1ApDRWi@-Yyi1m@?%Ke*?4<0>OktMF2eK*J
zcb0A4`n6R&uHyUMa`l#^YilAqcku4}xVN%%%gf~A{F=`Nj~M4VZn;{LV!G%>_ou{{
zudAILl&u;PJ_M#Ozi{!QaNXp;S8Go-@7|&G;-_-io2mtyJ<B%~n5^jdx7X)bZqKsJ
zzh}?tK9s*%F8%)BSMbnU_VIP>R<ldkx!v=G|MGk6I=kR;;+@=(ew~!1C)`iv-1_Q}
zKKWh3!zXv2{rb9Ff6oV}(ytE%``Zh*f4utM?Xt$!)u)%m@|T#s<P-C|2kMMlr=R=t
z<%_1W9RKOO#Vcz;qhjau-`<8A({fi$;!X9_ssDG?{yylfzqjOlT=bX6i8phZu1kIF
zeScdVuJWP(_lL%F=jYnkZ_(A2cy`u<_pkEBLU#UZ`~Ls?@2o#f=V#5?S*3w}%ctjV
z|Ckf2Cw9)aK-*^*%q=%^?S5sH6&mhaQ}w6f@M-=1LL4?-B{q9`cK2TT#&G{f-kNQt
z*O}+~?rLtGJjb)Ntg7z!?fd(Fy{g~;@0axYz2AQ2*L|LCTg_IVko(Z=QzMh2weM%m
zZSSA~Iw>zWB*d!pRnLe1yz;!Ptf(oE6EEkQSZeIJ{Dj%H>^)rB=X2J{{IaXK|97-m
z?f?Jxeg567z7m_9UA_Omgzr$ws9t?{x7>@IOR_pLVc&ZtnD4p;|2}%ia$c?^-wUW2
z1+xW{7u;sak3AsjxPE@21Ju#Yw|gX*?;Z=@8FlB!#K`ExOK%bCmEV|og|pw|+Pv?S
zBs4tu@{E&O?z-8<Xr(M&6}R7b7u41}X-5q1xP8uc^4nEjzb+X?_*nfrfqftEUV1VE
znnKvOOB!BCgpIQl2SJ@8Tqf<wr5C;J)7$O$E5G0UI9aW>;N_*W8pjX!-DY_oci4QN
z{`?Y{;>jh_p>O^D{0es#H96L>@7(wAjrRIK;pN+9URK;Flz#uN^ikW(W%;e1+g~@H
zQ@eZckms(mox;8Odko!V1C~B~aZz~g+<6|y4|m-DQnj~9`)2s|yNOUg%Ka-@oY|Bf
zeeA-syZe%Ed~eUa_*{yWb@sEfztek;Uq0P)n??FN_qxti8kTF|hWiEvzPz)OJIQ8V
zT-u#u(fe-fRzF<{HPEj}?dpYsx-&EO^WO<byK7Zm`}d~D@xxuWMb7h@@$Q@TwgDP2
z>MzYsq)(cpw(IWBu1^wwE8g5#x&O~oeOcN6hR%r>a%*;9i`XKnb{D3)hJDX!@3<Ww
zCjb9AfBUh%T6109zn@a2?=Xh1Gqu<Rby{NS{f>_TvN1L{k>k+i=FIEYpw0uuX~S)X
zxx!nnmK4kuWWK}pV$OoK%NF~Wf05Qx0ri+>&yGH1-*o%MIopp7=M-*bRYgZH*Z8$a
zf=_b0Bf9{P-K#fmUcPw2xt}v{vGw;O%vQ}At6z3qYUg3^El}DzZQ3=B{iYkYZrQ@w
zWOL#Bf!vbk^C}$D1<o4F-f?@r^>yVk(0ns8d#>R2m#?dv`dYj$JIAq?tOGB1aF;Lc
zQe$Q$8XWY$a_w55to66E=J(gES|#<PE;>3oDCkmj{@$%gN4w_N{pvK>yJN?X{QBRw
zTLO4~P3`=6xBPyuwE4N`pLuI0_k8duF*+pp^lreDCr@~4=J$N_C^5Rl&Bb*=v;D>G
z?fLRQ>?Ge#e37zc@riTi;<n}7JW$Tm=ulPl>vsNr+x&Zb)ctj8ra6XQHB3HcQ}^e`
z%gf8(@BJQEUS9qq{6%xY`+K%ul$4c|&(E`Md0G7Y+}`T%>qIXUn3$UO%G>`tDjqNM
zrBYqNhHGxa2kr26KC?_--rSrHs!+CMUY3%QI<#MDfi2hEhHuj5c}tcqRW$zjegFU7
zbGD8GFqtxu@bz)EPp5{n?L0fjviQ}jR~Nb`O`7!e_4R0X`;r#|r`CRy+Bo5$)cU`5
z|Ly;M<bV8iZS?kKesjGh^*y>89zWN<-tL#py4c;{+U4suH1+K}G{NM`OJ@7`DJ|}c
zUc0oEmzGM(Ym0PjN<Pl_*c22HR)TLeCY*k$xN-gdf4dfG9GiXQS8c>DKNss?QU0Eu
zE7z=%d13aV;@_X=_R`5a6AXTQ-~azE*A~Iq=K1H&pEr*S4-a1-we?g*Z;sf^4Ighk
z{<z?ws;8CIxwErOxeEh@?0&!5{Na9tV6z?A1(QYkoF=J!@ooQ?{l_EXw}O@D+t$|B
z`ah55FSft?`T6-VYn841ODA94SMbouWSeEhhX)SZFPgmFdOglKPT5K-C%VyW(V8_m
z51!Y4eRcKNYwPlNJU(`_E>B#--*fHSweR=q?{n>f*~QPZx^=N3+oHt}Q-8=#y48M(
zz3u9)z?%Pmzh}s8um4~7*!|F7yAC@8olAXo@sW{{FODi~4-73`aQn}@^8LoLvV2$W
zW_aZ9ku#ZG_4%xM@AYZtmb5KpXKI`^OX_i{x3_mu(I(Ln<+gK6I5_%U)YblcdwaY7
z@9X&9n^hJanex;8+^YTk{iCC2f84cd6_;;x&-Iio?u&#k*d-t9DSUj)cZR{kUh{hu
zFPBb_(VPBppW)<RKcCMpeVrb3tn`+9zntP`SNEd-|Neehe_`Xo%}jeEb{0LIrW@^X
z>7up%{y&>^PG_u`IdNj6T1?o5UJ0vR3JNwtb9)L(f);A>NQLnK6=ejc@%i@kcAA<m
zBQ@;)d^p_L=k8FgVs%ou?!pbWqi=3*&d$!h*nR2JCDZI{5$)HUzb^=!chP0*qD4%9
zJD&BQJ$v?rYjw5tryJ$>D$`F+Qq{0*dHMD0*JHm=PuJhxw~qhE9$_)LPCthqyGmdG
z`?B2L_lN1XcXz#mszt13`swTF$XJ)X`SI~_cUM=*qrY;Ues5a%ck|8)GchxJwXpE+
z6wTlZfoJDfZr;EDzLg0JQJ`h#$N!9Tq+}m~7c9ayw;{H3f|mz^*D)Fz7#UfBRe`xi
z7RI2h5MVZBc`}Z5itv?&#?Z|LsJrOi)<*X)-CcP1_n)phz6oOQ#Sd^KoSZa&vW!Bd
zygOf$E$5p*^$J_VL{C0?cklU`o+%0qsgjr8T>Vp_Dfar9($9IHp8Vg-`t$t$`f~eh
z&iwfOwLhop|M2Ei+_N;~@a_How(I|YdVlX<|AU{aeWu=@TYr-MBk%v8{{Me0`~Ty5
z{l8DU>v{73|Jfhu@1wlu>yfN~f1cW(s{i-2J7iYUjQ2ake+Jj|8&Cf-?OAni?v%3a
zGqSyRZeIJvZs`%8ziYRAxA2-)zjVg$>i0VrsJ~b2G3R;tHdbqj+}#5&Z@#bp`DwTP
z!s7RpryQK?em^~L#5c+1|MThj@&Eije2~9a_ftMTsp7om8LhRT%NKnA1+o3Vbg%u3
z`nGNV1Kv*lA;&V$a-P4||4a9?r8E2f$d<koe_E@u&`0(+zv5^9pL?fF@s$0ous16y
z%GW4=^U*)IO}~oEPr3j9g+`p|#4XD{+Ii<MJ$`@P%0Dk%)8jAy3C)iWeibUco+If0
z!7AzWnZ`%&%avCezPlCo@!)CuJu*jE>z|Uhdmo~?epbav4*jgEo6Dtsw%h+pN>cbb
z>0YpZe&IERE5e;hL5lmI+Z0!OJ91okr8C_^VsZNn--?sx??uo1nj1bfY3}=te8TK2
zPrvGa`_^{*%1;lR`W!ke_gt5GE|Y)ARUl94`lX8Lj3+$Azf~L(TI&9<;XLQZNQFNx
zW+(RxyZCBezVI_Hi8rz8i}r5?Z#kvY)6>pR>XFi@ux+VWc&R^Y{(a|)nxF6Ew-_e+
zXlewj&VO|vY5Kc!tw*o8E?`THH?vK?U?(3kZQ6<G1(zlrX6Eo@{q$kSnb@wD*ktDu
z@;p=GmKq%|Siq;qC+YY-b@LY6=4odml8qiRbo=bRqE(er=EtlhAQ5w&#ZIJWQKZo>
zR?*2l4RSdWQQNu9?nu3oy%o_JmA&1PeTMh-N!(Wyx7;&mVYdJFq^BfQFhwBvb?#2i
z8zLgJ`a1f~zIr9PFDzo(_5)K>ridC?dl*}G)LbrWjJJGQn-cQibW`r`Nr5Kof6H!E
zIX$niKmFVO;)uZK`|FOZ)|k86;(!>NrT4Lj&$HT@Pchte(TRC>U+qQV!|zIpjFSsZ
zR+qibX_n~D_-p3WlXSnqv{|={S6nj0Cnckww`fa<HuoML9b1mMleXw4PF$mEu9186
z<Hk45AKEW5IA7V6q4V;FZAV<@(zdybHhK{mR}THU7bRpcl{acVAIG61{i*WtcPe5<
z`#P3yJg?DRwK^a^!H;k0k}F?*wZ+)_<*t2m<BJeI;=1s<AJccEA|01x&P);K-M$-7
z9m{Zzthjah_s5p$EblH#%IeN|aCYS_`||I69jm(6{8rs7o|hujDYM~&<<d<va!n?#
z4!x$!cCvK$ZbgOF8FELw-exOSSQM*#mh05<<x%-n$fMEF`clJeOIk{jo7pdgsO~kB
zAK9;e&pY{jwB?0Y{b4&V6h2`H6jbJQQa@o|e2FV4+cH?_q?F#=gtwamg*cTtW^M}A
zu39HPY5h?xqY0_r>rI=kByO=tsxFRU3(ycQ-DPCb*_^v=$(J(^#AY7lFccE!oppwz
z`pdj1owc_nWP7e^Ha?>up`CpqWwuvkm|l>@ygeC;6+L?ooGCoQa4UP}wFQC9clunz
zfBW)1u<f*;Vr#o2sY)d9>$j7eytV9hUD0q}ZxU*>%eVOW!-(Uy8595AOEUhvIH*HR
z)LVDcyXI9HLbI>E`ml7NmtNFy4%@IV?+<PBwqlk$T6I19x~NvhmN*WtMOs|TdQL8m
zIxgWEee*~2k2hCm-Px)#Ber&-OnH@4yKdqch7W2@9akQo;nkM4kZk(4Vi#}5yJHH9
zd9nL`xeF?7UT@`dLFaUM`o<Y<9f$UKue|xB)h_a>mdd>2&kjW{>^<HZch`Q$48E3J
zt+q?54eq|)IUzg~=Y4-7A#y}+#^#OFV}H6Wvvf1nx$rgS!a2sRzavZj1V<W5AM|+<
ze6CxndO?zOtI#1y`(ONq7ZcexEN5!VOEBMTcxZa(t?R5>j44+au(Q``#2%TnlIyvQ
zVh{_@T<)L)8a=!l88(D&sV-mBsIReHYg*DJy%w!&lA0QMq5i8cojQN?(I(A_S7$0%
zRhypX+v~1;G5V0gsuN99@>ffqZfN<yW_IT25?5|hpHB}`qvR}{rl%)!buhag{>@Q(
z{;HF21q+|j358uei!7qOQ@jKuLzW)DdOMY=O~%ly!)Ee1Ly^duiKZtOEm-#Cg-l&%
z@B^ni3l<q%n{zrvH>vLVy*(G0qgro&+N{AdGh6wqx-iR*3Px`6Ss^O}0t7t*T}vmu
zJfp0ob$I<P{=!yQ<;c5hr{37j_08zll}k)!Z#x5o_ZpdWdu~2H<IyVT!WXx;%(!~^
z%Bh3D6xkeCt=fCPq=2(I*dddXU1MgOxsg-k(rxy)zkHi&T~PXDo^+w*>{IiO3+wG$
zUdbW4&V1IQmwJ8obX?qJQzkZRxlgt1k@tJ4X5=S%>iV0DSNYc-{xG|a&(8Uc$Pdk2
zrxF%bzKsF#%M<4<S{y%pSDT*6U!Smr1}v{Fr&?dQoPYS-!Md0o#YIb2GF>da^X+-4
zdnUtFr$QyAmV0`=Z&#FM6uoF(5yGTd{h;Hkp0kjviptEBER&eC?N*&RSbUV%Z><xP
zPD(}nZf5q~Rn-Y!w7VysUHD6?<!x!^nr-tO-ioK+JKUIhd-gS{fY(yGS01xh@xG3b
zaK7u~66Mg6-}3U2PrrS~`IFyd-nDJik)QN@fl~g%7m~UHzq?ErlzJ83Zn?rUn}x|k
zB-iNm%P)@?gm33x^Eu|1@R`g*Rd>!_d{MOE{q45Bob6H1g$=iGe_l4{Th56;DjNG{
zTyYNAr{iS#Y6+`!@~Q|cgBiZlY*c1t*j$Urn=nyZxutn`rQV7yen;DO>b+@@;Lo%O
z*d4t@s4PKdyZ18>ADy@FRyxHTx)*YJk9d$#tcJ(T^7DLr6X#C<?N{M*NVy}Uc{THv
zE?&=Cv#7Zzv&7O@1;zSIw2BSwd*JD{!rbO*{LZYGDN0Fw8g9X=YR~#^&bqSI%yUzY
zKt+bM_;1hl*n}-U{gV@qo(_L&x9eAodDdg&clQb!V%PH-nZ`Bmc8}F|Sw40Ckv-a#
zGg7o&bM+rqNggztcv!4bZ5RKafSV>3;pct`81(oA%<8z@a=<Zv+xLnW+4~M#TWGD^
zd*|?~h(AV?^iIt2HEIl-c%bBnuu^#n-^v{`G|iIle$AWEc<Sg$>0W`XYY#1EYl&2C
zWxJM<;Gf&Q$swILV_`4zS;NGKD;n-Dde$&uX|CYI18<MG=(eZ}$F*Ml6czu7FZRaP
z59X^b_kGozy6b&ncgU+1Y|a){Z^Yhn%St^`{#w=>mr|ot`s8=l3I{Vg|6=dOT;J`a
z)OG(XtT<&G_Ibn6Hesod7LHp6@q3o$N%X8sd$vHw`PAgDj)-@rGw072n8+TXT;_j8
zYD(x`-ca{Ho7iOQEM7h=WU*;Cig2wtA;ZyDy>V4m3Qrf$CWnw7i<00pi&XR1zoX7q
zS;StD604JZc|_Tjujk90mvclO{<QSkqI%z{`LT}1GOd_nJFdh&xThn3Nb+S<H_z+K
zAIy~J6ge_8UDb9{k}(iD`$+M|l90`Y-96=7)-80KImKYf$3rWoOq*)yIb}J^?3;0V
z7hV)Ze%&S@FLyl5BZyD;1Mlpr{YJ)IT%EgCG~bZn=sNbDYyB@REj5u6Dd+r)f0h~l
ze!MsE`<*>Z&6{;*RaPARd|>0&?C|g#@7FNPo7t>B*3Qe?yLGksrv2=1&)$eWD|4ci
z*ZkKJbEfSVr_MiMF59LVCA4(6@?pi|op-V;Kl_RuRI)m$-J0(beD+z5-qHyhkJ|Mf
z-R7>Pu{5CWlZR|wsnm`ehf-TtNcSo@a?2QV7nc{RN?()-mwmG(_j3o6oK~WK8oONR
z-%IjKSI;=;cTtSz&&5e1yd10Z>O-8{o2E~D+;Lm}ZPYH2jjEqMxign@?OdJxZ_{Ll
zw&*wIzk}uO>GA(!WZd{SkT18=&+Ax^zy+-ZB05VKUHi)G;gx^x`WuJmKC(Z`-1KX9
z_Z(t(H2<}ydZyrusfRwElsudJzW(Q>x3Wz&$9AXnTcv+_VE$32rmf?H|5aNXRhQ;^
z!{x=#ip9N;+N^TjzfSS;CVS!b(C^P{p7MS9a{I&E9;-X=ca%>2fB3ET>#FSH>gB7J
z9nEIAxo)i)J2(HClxOb`hRimf_|j=w$o<V#zMFnTHXI0dn;s;vLh8#0f$yiMX;vI;
zb~NJ6>S)w>)Uvyv(A6sF`Xp(W;E%~S*%J#3v#ws6Ia%()h6|>Q!mbxKZq!ORquEtA
zk?+j4)z`HAym*teMMBoIxiq-<u4O!!^*Z8si<NYL_SqNL+2VgU@YzKdU#fdGcZt>P
z3Yn1OabLIcdw7)_+~3N7Lh_}P#s0}1k&kzMsP1F`a=U?-@o<M|xtVQZ(b=s#>vAVv
z`?%5MfRyr#bGZ}a7UWKp(@~zXJWWVu@AMltzwF(x^`&-H)Espkru(uRXIJeiukrpL
z@xgJ&@~$274;`*5B=GXiHhnV1^LLO#K}hB)P3Ml}uWo{yPB|E53$9wPkk&e((dhJo
z{q6<_J*~bN_(<)IIC?Ps7mJS1(wm!Wj+K1u<o%yC$yxpT--Ro(k2TKomg({7OxcsL
z`KRVH_a_P0uRK$|zw&JP^#y#>;~r<dOwMdr%o$OW%(rJp{o(e@dO3x+GEWxXO3!AW
z+O||wqu5mGQ?EtpNk+pv>#l8&v~X+YxjFBz+0XEGCmZIfl!iT+dr)EJ7y14Z*G(DT
zUhvbqILqzLOO>mWmakc1^<?)7LEAI`1h;hM1^qo_D{Hz|w(fS@f$|G>Ny2+JPn)E;
zWBSaiySB}kQ1c}vH8khwGRyfrYr0~uTfM%KCMF}kpwKAL_pFW;i)i(_AhlUDRZne*
zy2`q{=~>W}K3;}~MS+jIesyo0!xNhP_>(4Iog|msy<IYMxt)!dt@!x;!nU~yCNs{R
zW7_y+b>+TWTfUWAU%1Jc7k9*uqjA~6$DHz#W|Pi&2d6&LUEcNOKwk8rbLWJ_P8USa
z_d2~O?zjK@%}4w%T;-qqx9k3s;t!IGe)yEOzta}dcPlW{YGHYF{_@4VS8@Nh1+Gr*
z`no!az3Nu(kIphV`G`voA{~#rXPtQTuHfG-;kPbsI#oX|Da}mVxyp9J;#rO2C(X9C
zt9o2FahI;S9jQM%jdzjC+b2T8B_HNLT4thhf74(8r+g(Q)&@*f8#vP=FI_J980H=>
zEV}mi4&#Fc`+j`W(GYEoo1*_)YwnK4zKmRwbEUR#=l{3k!=}lC;&xnLx9^DTu;OTJ
zY_n46-1t$gdx6U$Pac~VGw!KnS85X;a0G6Ar}j%WQjS&e^|1*V56>ks_KUE*VQ0;J
z7`EW;A+d}n&FXm<>_z$udv*)8XzD&Gyd`YFv*fN_sh>#~Pq(0$`IHamIKpopcDuo{
zBEmwTP$4MxU}}5%Ln(udP4{H?I8^h$jXQBBJVen}(|OaHeJ<A578b;9m@StT8TW09
z<E9eMomp4foC>mJAGMqp<<(mGC9||cck2A0LKfe{n<^)46_(6kuvq>oLd7acBkJg(
zi9%Dv>SHQ8)ub;zm~u{wUD>;QTXqM#>8Ga&lS&@)_bZnsZhFNnwo*)&+2Meeu3RbO
zVP)}9t!;IszGq&Vb#hOtob~L(tMp9^9&e6+>A1blc2CNM!w)VR?NZV*XDeE3Vp4qG
z=ldbM;A>UdNoOOA4}7{%^0LV%m8DbQ7H@3LymOmcCu%o*I_XmJt%t)gL3LjkgLknH
z`|YTC&c+quZ^Zt&{JQU6ptK@`+0Kbc_-f9UYpvYItE8TJJiYnEX=Sz3Ue4Wb*tdrE
zZc6)lVov&z%@?EctbN#KudTdvM@;C&4Yq<OywhcE53ii-x4!0ZLjIGTtIKyLHmtoA
zFLPo^u%fnCg;Aze>C}5t;X<c{c3yc@X!fQ3A?uN{*0x8tvbU@|HS5iriAq28I=5fc
z^;ob}!R6}GT!B)>I|^$aY+#a;cFW+JW2tkv;$YJHz6D0f+gtXT@hZ&GlMP_jyjC6`
zcCDrAsrr=1Clo_Fb>c*OQjMQ}+Sf9{qU2LJ;}NABmz;$!@Mjo{zgu)lSWKkAbjq5@
zm>fF`fxYJ$PM2KmTT**y6NmRCKY<1N3wxvXn}zcIn9BL)nAN&9K9>xFe7CyYVpV#q
zHsg==hgq(+6AKeAIx4@Yy3xC|;m%>vJJB**9H-ti;|TwD;q=w0f_J%v_Q7jI1PmG0
z^~`(yvu=*4;0x2jKu!6)3v-Ge3VDA!(vp(rHnok#S?h4KeaG^sXQ4LJe))x^+7vrE
z1&TJWRa))wVU`+`cgCj&%l2>Ls(P@fbo;i&Jr0*LGj_G|?6p`hn?=|8ht2w4J>fdh
z<KnyCF8JCKVZ!~qu4u1yR-nkMe-V+P)#^H0_wweSXV&*vIqT_<^gE%N7J?Jb2v1(6
zeCPq|Gw&lCrqwU|dEmg&MVkWl|427!Wz{{A7X5hI$=tTCzLoR5qS!wyU!&75H#K6%
zf!`OmOGxprkg3%U5%5m5sGhlHt^v=rbPsQ_u9#yx*!S+cYp`vJ^PQ}R50b7MOEBEM
zk&-euqpE*K#fI3N7n>E^UHvtA<y<%Zy=4>M_26*U)h91A-KXkp30Ua2y7=MtUrhIO
zLpE*?<PzdP?X@}jwgykaTC2Wavs{;cExC9rKR#{K-}l;W){l>GntXAKz_p$HSE>>#
zSFUS*w8e89m-v+lFPc}WZ+jpb>}qPIlVA}PJ)3vU14i$<shVd#I?jxpczBEL&pc<l
zC$$U3KFZBhw`}51;tt!QY<JK0(D6z93v!R;Df(|*n_|hcLq_tYwA5QMRd$`T7Fk;p
z%s(xPTwdZQw!zKdq-7JQ_p^<Q?yi(5>)R8t<#xc&?`m6`PgToYZ0ksg5)gFW!Ljy0
z_y@<=R+3z2wPfrc9GTZ8vyG!x!T$xfsnhvYbILx7R0N&2blTo`C#!eLi563-ulM(D
z(NQYT5J))8e_+uyjXhfBfk%&4WIw5SW6m+d?S%6b6EC){uU%drEj?CnaQll-FDB{r
zW}2sKzx$HGxlV0MQ)fkzGH<1)>KlfxKYAOpJ7d=$?z>>6!T&MMdv&&eYhvpxz8;ki
zS=LqDVg_Mf7fe_kCV6_#fhA0xF7_+b4vMc8+gG+xrS8r2lq&*NQdNr_U!1LB`l9W#
z`NPDjB@?a9yO`~5bXdGz_9XfK6~1%$Lqzhmm0sB_;xFIED?HNG`YBWMZ0=O9=yJ6c
z9Q`VJDhrn0;X1~hC*-TUOs#sV+4E9v-7hUu{H$M0_uAevlX<?%M7>+A+j{LYZfw*|
zh~D<xC&`^9=>^|2C+Tx;E?-whC|_zc+qTKCWDWZ_>3!mR%2IEJnE%gaJ?^)Dore_L
zfo#Ebo7x%Hh4If@d(XeK_41B&j*&$fPT{|g+%zi<HM>(WCGBfdRB?qs^_GiLB?f#?
z__(cQBs?{wURmezR_%A2V{6U*SR<&;>9^Tezh3s}<&EsqwluF@&AjQ@K{K6+VX@zj
znAo^8aa7l-Tx(Fi*sAN!)G85|+?a3f#d+`EE{_<G8T-uAmo7<Ix@@cM^y@80`&H!~
z?5BwO+{v8QvSojLbbiGAg^!+n6J1%TQFQO+9rHPMey7j(cJaz3nfaSX?QjxH<Lq4b
zSu-+xe{3)N?cCGX*=1k9KHh5-b@aWqa{B>^hbr5u_8G1W{*rNRU;Y<HlV!^{aY(ZV
zUE2D1qw%TcGAol^OZc_2GW(4sp0)&*?6o?Td*=K*NB;e5r1W#P|FztosGEL7d`6|g
z*U$O!MNZ4sa#pRK@;v!<!oE2f(=sy^lh?%*$gGWYJku1i{GM^}%;qyq9R@!dWG(Gt
z*Ob5UyO_l}(=+tOv5U-4;`cx4F!tj4uk78kqC$G{hkuM3qK75^rdYoDH}ihj<!bj;
z_K$5n8U(f|HCY50@!zp=&^x|z8t0k}F2izP`wL7gLe>_JDtscmwpzVvP7!PVEeKxb
zu=xPX<A3Kq%-FHJYJKC31opSD&Y!xz+$~06LHzt}=4xh7uJBBKcfoM_8aq>~Gh5$Y
zxa%GMSn{m;<A1+Y9p9bZE@LqNn4ZlRJ|p%|BIo0SV~qVT`_1ltx?V@S_GG1J-mX9+
zLs`vpw+<y7nQ~FX@$|Giji*^76s8tbBu#(4_Lh?1Y>AAd8m-0lS9b;9H`)}wtm|)}
zsJBnxqW9NB1wUMP)x{jrJIi3M`osPkjgAvneB93eWr4EsZ38ooH6bfZq%I3TT#yse
z^J|8fuwja^%{7Ui*R1$Yy{t_x<vBNreT$XJ8spuDKTSTXu^-v!cXCOH&+c8!Kf?H{
zewDAXer&;;|3=%*=DK0EO3ciz$qRq{wQXgWP`IHM@#4&xdg*Rag?KF=DTT~5x$_6?
zcIsR{m-OhTS)NrF|1<$3A%k-nn=~KuC>eXOoy#w`y}!_4Zs~!|zb_d)lUTNW(^0=A
zaSLW#ObfsF;fjh=zv-MCoWE@6sNMS0t9$dni}}VoE)?B=%&r_ODd2YXg`w45r!sG=
zd#-{@GPCcOzKX14cbgZpjZwzpMVyj<n5;zGq*>dR>z-+gdb2y6{n3JgJx7}rN@Bj2
z%G!DgeGzLkTV`qQpl!>4`bWeO{wmIc9jof~*NA=p>ZGoF{nWOr#Ya7vzPKMeD7;E8
z<@(IeLAE}22RAN}Rtvu6d8?F-Rl=%a?W~Kd*F9Jmy(Rd`s<#hL2VK}9rq6k){%vTn
z!8+AtAI0N?a#VdfcS!`NmnXkUnqm1ULE^_;r|*S_r!2c6b=!CC*Od=0N6A%v($A9W
zf4keq>t4Rky==pGf8vjtu3RrxVUT@a*!mFT^4_T2X|Lx=&R5~u9;CcsrCOn#Zmhxi
zIlJdN9I(vyHD|dVwtH&AgM?WNXSSb{m~E_G^f0l?$kxX0`@XAlHn2^(t1hdRWXYGD
zeAs1m@qTAxwz888H?};?zH`IWlh1B$t%lCF%U#N8GPmY;xU|^lyx-N%biZ`P_I-;w
z()!Q(<^Rrc2=?aI^2@$E^Y+H%<pPG@kr85F&xr;yF$U|}Ogq!bVIhAoEBJ-#6<hv^
zq8x9d`?96f^42ii__pzZsxfch$#XIi!E!U)`Bpqs*E=r#`$%KbgqzbYZ!%aZQnxTQ
zS4ZS>)^)uP2N++zeKw1oZ<*?Z3XAPV*8>ySHwRyi*kZoU`kwYShvdJ^>!uc6I<h?X
zx5DXd-{)2&g}T@>MXWz2Gvj3J(O0HF9!Wj2Fipz|cHLCAmPNBL``Xc#Ya#a^Z`TuB
zICa*WTkF@{?Abi)<?6EC&8#e)hpnm>^vF%WyH2xk+aH-T5Bg@_YH3}n!!V=ZDC?>N
zAAjU5JQTI4gR^DX@@HQ|?=DWMsAqG@%#37Eo34D-ZO<~<1|C)AF57~wS5zWWd^=fH
z7R(TS5|dfmWuO`Q`iNxnF@_W&`zn*RgVn2&H|5A!INTQvx%{ZdOFQ63yO!-Pr>+-b
zMH9j@KJlctYFWP9%I@6sb&lUN8_tOLpSk6%3r{u2DK6)ZJE%DGrp%*YyK6_D#r&J_
zLrun6{i3MO>64#Bt3Di=%~vz=)WYhJM_Xn-U!<(>BXYMyYs05y>Y`?Cm+v^n{gln#
z?R-?Oc*(67rE?A(d~VXXCEEM;%gB$pv+Ro5Z?hXsUKQ)MJ#XHRXAieLo_c46#4Edx
zVp1>uui)Epd`Z}un9b+QFSZD~Zp+@)m)pOj$ZhU7vFQh=T+zE=ow4C(<Jk=hx0PSN
zqL3gkKe=MU{c~YEK2|?qm+7Bc`+C)hS52BH3YSUCB(HqQJumX|0S2|toN9Of`S_H)
z-oTyJRk--IIN$Nr1+vwjZ!NvhxMJ}dV|neheAc$U##8z3R7Uo1JzAY5@WXlmZ^OnO
zX8+R%0)9y^EcE1^Qd0IHCNbMywalA$TfFWCr>7j#CFGSa9_G8L(=%6mx48B9bt-3i
z*Ze){@kR2^k4=t`<Yt_)dv(DxHOBw)_2bjlq??~BxUt#zb(XVC$+4KH%yu4~8f`o7
zc`IM*k;sw_k14w&b1FNt#Zg3iT31OGvk8Bi(bcHRAG27GvTU->6f#;9p?LktokZ=q
zEs2{JJr1~%V0_9ye;R|Khik-}j}CL1{=U^x_qLk7+F8|T)8PU|-VKZ1WNW-%>}mBk
z;<@kpMHid64aKfMD7asq5cTYUgWd82m2ofUFz;5{`|#PKmqwZ_?>weIn-twC!tvQm
z*6nts$eWeTx{e7cYs3F+yLN43+(V<aOyAF)*<N~0<hPQ|pB&Xn1JlSeg4Z{!li@Nv
zFWki^lM+{c>5Kwb>;bz=W)8nzg<o|@sg=@ism#%4UGv~ghwDk*-OQ46oU5ES{Ax7Z
z|M5WF#fp-bEGAc%tuueY`%PoMO3AmvC2vZ3J2#5(o><C#EA-Wd#Tk56PpvI}EV1T@
zNH%}lJcqU5SVZTGS#KUxWIVOvxDr)-|I1lL?XwS={HHZH*G_T{-@Rw%#Fft%UF<42
z{3ys)?C+6_ze`r{IB+84Vce$;Z)|oPJ(=tf^+e4sX6NVZ)eBl59$1*iXwS!%9b~R?
zw0CWDXWEY0BDNyp7RoI<1g{+Zt#0x)XZqo`nw_tVQnq*K^Bz8y7q+e_V$CiO_Hbr_
z?k$W5Rejhm?qXwUa^AYluwcFXMVSd2tu-8Ri&=EKTCUvd{1_3jd`Fq9FmGzgjsv@e
zbRXS0d5TG`X-fR#1G;A6jfQ#EZb|Xlx5UhCY@)VHNbT5nYC}r(F|U{0&U1Y?e^@tZ
z+WLyCJ2u|kR=4)W!`9=ylj5Z&KX`UD(0A(g!*-9|?%DEiM{MUQv8=f*aAIX`Tkw_L
zZbiX4+{yFyA70WsbLZ>xvArr>EI)IF7n!(U(^$79qc|z)^0qX?tH(5iF4%bKyy)}L
zex{vhu6Q_8KS8p$rKp|pO4|10nbp%>*66&xzT0hs%Zq)vOF}v(PkfvGdg&iaj_$4I
z=2EtatmU72tS@idu+6;H%*&{0MUH!JD|fN&b6Z*QUuPH3=v-LZR<8DZM<qv=rrlZQ
z{!QPqK0C-4e)4hNUMb+cM!-49aZ9B~mHXKva~%y_EcjCuc8k7?l&O}pde@{VHvib8
zQ*R>^YB$DhZkTp7;_l`Id2jK@cP3A`SEBLJhlz!OeXgC4(*jkab)ErAec3`X&#dBR
z+|S`onYE+sdT_o-#A#PU9moH_Io|d@%d>8X*vGzBX|1Ua<8dQFYb8m^{D6S%AEwQF
z9yG7T{LP0YOsQ8ZHrzF1IpCDv_~=5$*N^#e3qCNt=VxNQuHDLg^;g>dz%SNUoY((7
z9q7Grc34~Jkwa60IPxkoy^L%<W7piOI2q%(ODH2e#pAloo4os_?lNv0__j@&sFoMF
zD!Zcgs@d`0+H(ODc5pJTbXlA8>HqBGQhN@4oK_(*cjkkwFU~7C-K<+wcJbSzScwk`
z4U_k=Jy`zoUz*-i$6cK^tOgHug?u>pjVtRp!&ct#+56aU7Ydz7<WHJ7eanyhmG6x&
zn=ZOBO@#lzqSx)$*mWMCYgku%+oa-<(z^W87iwv-oQixK8D3uZU*@RZ{!_^7=sF{Y
zh`k01tkaL&Xi=;yN%VTa{FAkO;l{n0UvKJ8zskA)#t{Q?=4EU4L`3H}6u$S{v#*VJ
zR?Odb-{T6{x4yH>J2B&#$piQOyNWifpC8coC1sbO2v3jESFinouDhNc>^QUTsndID
z>9ZRW<~WLcPf9l1IkQ8~ckfjHr%GybGK<+A{uivy`;dCd`p~fzY=NTf9U&KfZoYrw
z*oq|+m|EXI%s9<^QF21qdg05<f<ud>+g7Q~TfQ^klA2+t<of439(J*`N>938Fx6ns
zmuYL3JrPz{y}h^6Rr|EuMYo9@H5=NK7XH#_&FtykCDyR?;~jCw!lqpcvvOMG-z!f`
zD3|`C&XnVGvVTrQ{JKv@+fMu{NYb+GVNdUR$8R;o`11#k<~xzWjo(=(dHq}XHP`Nj
z#H;AN-&70d-VVr7^2?cWGB|o;io#N-?81$&BEBev9=tHSsdmZHA3x7L`&@J(m1*_8
zJ)4v(l7d&?(YH%5)ZFIMf86Jb49EB2=mlC2mzhd+>tE32vf1LoxXp6eOwHZqowvOo
zi?J5$yxf~LH}Jy0FSQ!J-tR72<n*RFPFMJ<!6GYt;__~bTT`Vk|JrhUy1`xMJ^SSs
z$K<}b?>-~Xgn#de=+~DmD_Vo@yZXBB2#DFTcUkG0mg86FAG6N;b-7|gx1?PUd-|P2
zmn*Ew^?%9r|9*RHbHH&yzFRUIr9K$%+ErA1#Qop0?<Yf8<W5f#y*7>c)SU^^s%_78
zQ_dbNl-v_1X0L0onD3oSO=vK)<|Ror&$4%`FBl&SO#a=Ozl#0E?QGHJXVaN?E%RBI
z(75nM&qjmeS5B|G@bb!Q;bYyV*RM<WZqd7Wa+!YB6IoS(_a_v^c1k|gYVG#3w3suk
z;@A^;<9QXQ-74=&8O?p+$#7vM<F)MK4pXgjj}Mw?Oe#F{;McZ<_o5!n*ZbyQT$O)t
z;@Tz4GJ1X=J{Q3%cTl1#fno9ctBPWKIUZ}7eh?5mmUq0$eA3rFYwFS?uKua(mFw-8
z`FP*q8xHZ78^z{7;&fVev#d;5vDxISM51|EQ-l2svvy_1k6N97)K`2sQoSPlxw)93
z;Op1DpT4*xpY&5ba@0WV*l#A;Z(lDTU7|S8>+0+YT}vjiUYu9S{G)UAv<X~iIFA3b
z{KB?|^+8`$sVUEaseGOP^yMrsdN1EpS#v`ppKs#@hpuqVCA-fAPyBnO?ackFM?2Qp
z*er-WY8Mcm^*VqluRYR!>)8pO!mV;#zA~;M9g<EwMrTfNij_STG)vfPes<2hil~BC
z4Ht)O`7AFnX-~<*ssx|QfhsW}Do<8sFl;#&Bd8q1IrW46;|l@xtK20k9g3%Gc;xO~
zW$<Leg$CzCylZaqo%r_c&VlGg8$o@xpm|ceWLB##y5OHwqU6#(tNq%uR;Jk-wZlyI
z-c00u`R&=F+!e;hPdR$5^2uNKt5N2P`E_pAee=#~efY8D`}G-JYCSK4B)#8UnKG?^
z&qkrr&rF#<o>%9ataIq%3+UfAeIr9@fAq%Px4tOLy}sBluz63zuBqo84VS-m+2j7a
z=<dZP-z8mhuXgs<T+MuaH__{v-R-Cd=e>(vjAJ=({}R47?Nn%Z!Q#><q0il3Tg`cQ
zOH<oB{d>A{y!}k6(rfK@@=i}<xhgL>?(m-GaAKalOWC<MKbiCHzUfPqlY4aAzI(dj
zf!pjNKPM<{7ZqhRxXCq5w7+Ldhe1cu<#T;W`8(2z-ITudbUw42HLa&ZcJE7JkCo+z
zduo>6X#CB+^|3s^bN0eB^Nea_JQA&)J#CAht}VEwtom(+^2ZljzQsO~ytphbj^mH`
zIjtvFR}Py6F|5{Jwc%vi3t_{__pTYPnVc)O``x+4%6DGO3Q1bnqOP;f<^TG4y)Db$
zyo$+){Al{Ld&%nc`aEkM8p;MAW0mE*YPd8)Uqm9$?qs+%-)6bYxox{lYZh*6i?z;E
zeJ2<DI^yNb`C*$bef}5sGH_j)Oq%VlUxlqJH+TK+JMs2++liLB!7(qkZ)D#n*?w3^
z&oFD3noixO3E%czZj?0(y1e&BZ>jIbV<M4no%`i94%y{AdHwSBF}e9){!2~0_cCYk
zt%!%0t16yec(Ro(XM=d2efXMXXL)U}Jp6uv>(?8t@BZ0Wn^;aB`MpZ{=+cc_Po-XZ
zaco<5WpcbFqfdL$ib<QMRn_)#zsgwsL_mK@;`;Q7MagU5Ynr{86>x6_V`I|RZr!zQ
zMtV^v!a`40ea}3#eAS{Zn@?<c=QNJYS5mq5uXEDw@V19u3lo-Z`4sbOmD=@<>JK+a
z=IyYUu`yEf`gT_RxLY;3OJ@9D)*mUcR?_&8Z1lzAo9qexrZ@FeYcKM~b=!SmJI1_f
zUQc3Yp5N7?9cz0Sws6TUikN#Ky_YS;(M9lm8Grt??u~~vKcrdOlzFj+b6uCcZ1nW#
zUp~$En)&aH)|}k%iZf5ZdFsrA40g|!-Met*o4XyuFPWcq=QIy%TV}?ybH87=(2VV7
z$(+d9#}=p0j@of&LY(UB4-MOtPu)!9PulwQwX;o^mETzplXb6x)^0l}?WxS<5h0q-
z&)u~8xYBHy)F6A+_Z%5pn)|~~p8IXLWz($r1}<w(&s23bWEY!g$nsvj;nt4dm;Y$)
zU^lzX?(lx?<}jw_hk0T#9CEc64E;Y}`h9AmV&bEacfq;tkCtY}%(}LnBRc27>*YM_
zdit%a&&YYs^w}>cEs)pqF8R0hEvLuYmU7O@bFc5ZuUfhB@+!T|`Q~92TX^T^t(ZGu
zjq`77-j$aRZ8$BrML*Yq<!WZxHvO&bt*aJ&OHST>alO39qLfF;DPfyJE@e9J`5fNv
z5qx&N((Bui=^U%3e*S*)%hKJGdNZScWI1=g<(p)3Z1EDltOsu&O!2$2$0_2?Q_(|3
z$%R{UdvfdkdawkkeQrAX)Rr^0z^~Avz01Mp^xPu*>_`7jFil%zyFWen?oqAj>|eLd
zzA``lX8TRE1}!0{>Cc(x$Qb<Y6cTg@JnX%Fser)SZEkD3*15Y!YJ6qw^zMmTn7pA<
zU|L+du|?RV+Wl;sIBNGl5S;VLd2v<V0_lgMJAZEv4&z(=GAVRc?B=LD#{$|aN~Q^X
z%R8oduhcIr_V;tcX0c<NQ`an<!RT_%OyTR=--bPh4$WpPsIIZ}vuKDhUl6(^=nuQ6
zeBidjOB@z$GL*WixqN%suG9mrt9oC4C~&*PYiGoM;o_^L)S~i(hCgc9BMK5DXO~y7
zTI&4XXZuZ}JZ9<>XKn7AjZ>K;B2pQ}LL#TmI=$!CUB1t+?vzcp|ME?$nR`Xf8P*V)
zG)7T{#aC=~Zz!I*dRAHQ+?$s=rE68bJ+kNA{C;bF-8+X<$M$fSZFnlNwyOVkiPZOZ
z(*-i^tmBuic=~SNTAMQuoiw;VGEQlp`{CpvzYi%_>zvfz95xaP`|#wkNkP$v9~Uef
zA0BDXzLx)IR<1keUH{&+yaZQc^92j<gnT^E*#BS6MlfWrVb{EeF4cRzOm8_BhL<#m
zUMji3l@%vo9kW4F#y>@Z;a>G!$FoOPUySKwSF~_=r(DhTJ>)gR;v<b_x_n!hH?LH%
zkoSL6b~$-=nrP$c<UOG+OKN%9a*S@g_ig@LeKvyY?s@e|(&s;{e;MA^z-}DAW3JA_
z2}?B^dY_f}Kh2Hv`~G3yyH_Rr>)-6Nb7a01`sviamAjt*(R=;WwmtQf<egc`Ode;q
zTz%yh5O}#;Qs&o(71M9XEj@E=>YKIsGh?OC$5*WE&AziUzGjNdx+-}-rH0Ga%cIz3
zV#_bAUapY)pGWu8%0-rqd<U9#eenDv(tIRMBCCr{;!_R>zu{G{oAUy_FHhPrXQIUX
zI2DoRpuWiyt{?AnK4GeR;ETn?clj+%?Hny-Ot-}ow%ur)X8LU6(c0x%$xAQ)dA48d
z&E1`c8+Y{meIxubeQ}DaMCAqMQ?2YDa~=hrOTYYN>X!6BCi^9y&UEwIv8ODM|KS8T
zgJs4n3@_{cFH?<k>FHj0idQEpFXQqh#o5z#zjB>&_s>Gre7P&HW5jhoE}GiRppdyS
zt~C9g_8O^VJ$bR~%1<pMBWIlKi?o>1^+UMiRc_LewEMo3A4=~@uu&~H*wP~KZHJd#
z$0M^nRkij7pGsHP<Q`8<Zdc{c;+eSiT<<!LiCZ@>IdEu=yB%BWz5Y$hw$I;~?DPHm
z+<uQQ>OAGIvio0k87DLaUERGjDmGJ{eeaE%3s0T9dCA7iT6?zH@pHBh3zU_ki&Zyp
zUCRpB&CuAeDsJB1cVAn!hR#;B=xcd=S6pQG&W9NdpQiU8-upK0g?|VO^Ge+Zjta)f
zOddzGKekl$-O&?dXTCm>xjBF3!PgC|CD(2Xs(Nxg(1&vi&l=IaE}YN*8?qmnbXV}!
ztzTQ-=I(aQ>YsFF&z4nrD;F%@Vwl5n_2BZEeANQ4wIg=zKWbKUlXrr%P1%;Sj>7#j
z-dYuJvYLHtZqWHzbu~ODXPoD2-Ro1let5UxS*`0|-o|db=u~y6M&{!J>w8~6yy*0Q
zP-GUnmnX4-*(t;^-?1-FVvfghpQEutyOs*&aAj|~Q1+^NSJH(ai}GH@O4u&sUU7cD
zVVH-V)I%=yq`pe+f1+J1e_zK2y}a*M^J|~M@z7fH4Moq51rD-1S6>uQb=2&d)EC~-
zp7(T(!{dch`8^+r9o<mo9e(nFbV1mTQ_Q}`lGl5rcQHA$Z~Sm~<z1hs5~XF#8P9kA
z-{Gb3&+pwK!M+-1<D<?F&fB+C)+kLkIhwQYwqe78?70uEYA+}AFRhxeTqfhohocEK
z!FLNe8WLkI%KdyFOwF#Y%;)iada&}=n(a0p1Loa*x5L1<WtPpY$KKD%_q^%&yf@R9
zb)(@Mo5X`HQ|G1__+`Gnyo;ZoyS~s`&9E>tsOspd@VzXyCdayyY%@4rEbkk<JT9yq
zq;1}O=tIas?`c(2Ck7qWnDNzZ;)-^6kC#3l54o=lT&{8Up=0j;KJ_094SFB1=3>eC
zTpZl|zNq%awFgJ#s}i-1r*A&ZbEH@7_0bgn8LU~;6wWLtoc=U;QE-0G+M6r3I?DLm
z)1M}5vCml6&)*}b;+1ai4sXWXkCJ>vZ+ApwB$la7x%*x9p{#3Ic=z2myps&}v-A6(
z-(YR>;nB-SrMu_85xBLUYfpW^`>&tBeoo!G`Rt;*8k2NypJDLgk6Eq~aFjFsiQLW2
z^LO-F#!YzUW2&~_`p3gWna5XKv(i`ZF#W(N_HV=SwFR7lahmKmX5anYXv1uito=YB
z?z*{Sm99m?YR!<vY}HIGzdt($uXi~yZN>BM%P({#Pn`ey<m9OXQoZ3K4`rwSO<5i$
z@O2%>$|>b1vV&dUFF3IHQ*F7o|E<Rl_wA{=YJKkE2L`)$PcFtiY|OItk1gshi}5|l
zv}T>oq7~<DWlQodz4{z=na?BpQ2fHKO1D%o{VQs-@AoHN*SB6HzW3YL*W&%pmYDyu
z(KB(~n|f-yu=n>jMTyq8-#eLR3S95Lf1mx`^d+n3Hm{Y-<Xf~z@cp@0wvzqQ?>I#H
ztf!xt#v*gHFK3;d?3>krU);o9e_#IYHL=G0$$_gY*PqY!pRVkbV^w5je*a5OXwd}O
ztDgkU7f)StrPAqIW8~jnK7;%{k+y6`%vG<-FS1?fl`oidyX6g&uH(Ac1z{G?K40H_
z<FDJki7TJpx{@7iQY+x76mwwVQ90?|Rc{Z3DlV8f@7IYZhyPs3U9$D*^0?0)*Z-=X
zXTPtTlkwF>dv#5R((Q?BzE=A-ht;Z`nq}V*CRCt&!}RF2pWIJ1uE&1h6Rvu>tHpmM
zzh$D_i~Aq1-T51Lv@N{f_EF^W{@s#KPfPzkrJV6MZB@RU&5_epjbD6IW^{a>xxV5{
z*Tdt>Eoa@iaBZsFU-u5V$R|@}<sF}Cw1#HO9&0<vr)rt8(rVt!Sy#0;taf(4skm6L
zK>uG*8M~cN;e^9tzUQ~a8Q+vRU-_&r&GUzOxyhcquMewbo>t_gCt9xkB~tln+w2}`
zxjnWs4K@|Eol84rCgZTzebQvRiF$lVZ4*CvbUUuPmAF)F&z?1J8kcxC7(a;=pK<+3
z&8bN3*Q;OM&U?MA%s1`u&NB9_tblW8n@?zSIj^5IXVrDHDc|3&pS3t8;r8^$xdA3+
zSG;S>h5N$8!u9+j=kC+^U8qvmFk@Zm@w*2n#XbGTw&X=~vFrUjmPxzaO$>97CHZW+
zSHWU6?}E$X07><iU3We1{my5*yXi+m^~TMOyTm@!SpPL}xV+v(^R&X;4J(6U?S<yM
z=|45r&r__t@3}g7X@p~6bi~ZeZ!CLbjZcdh*IwS@yH{9rt?J$-*Og{R-CWUHuIXw#
ztAls)3~h}zwl99iR+yiZQ`!1*_cHxierGRS-u1nR^<-6b+&hVa{abA#*Dqb3|F-bT
z)(f6{S9I5}n|;IK*`$n3pSJF}VDr3|O>STG&Ah_yGx_hnPn+)Gw9B_{iRjJNjyh4E
zdnTW^aPfSRW3cnD;{C?^?84Vnl{W<j*@6ph%sP3esi``elW$*%>vjc)R~c?oxPo@E
z1_k@gvT1dR{K^$|_?+R!l4@4zFLnoiS?SMDn6_;G>OhbA3rd*R`kUMcmRs$A>3`I=
z;0as&B{GecFUXoVEkH#j|F8a}XX(oy9Ju!<esWQA_BXz);+j8=yfWzt&c}ssTrfIc
zd-rsYeXWHb!{<kj-ZC+)HeA0o@$`OU?@L=ZOicc#|HkN_><*nzmk$}<U8^qs?dl6L
z{gS|UZk@cB7w%T%m%IEwE;1q;yg#T1v_EM7k$IIRLjJ64xYaufwfW;Rw!8kGzyFW>
z&-42~$Ubw7ZMyxsuytm|l>fi(@B1^o{`)ukr{{m_o~SokA12G8w8UJcyY_ce?h$i?
zpR)_z+^+w1e7p3I>-E$0SW8}h-(U0d?)*p5e(%fdpXt~C6N-Gj|N4%{M}FETzKq{j
z`*XL#rWf{m{(iFm&~#9OmH$WE_V|A<-@ZR|UwB@G<62K;w(vuo(`Sdx`C`69@Za6}
zmx6c8R!Z;q>wEg^{pg*`|9KiOh`4#yWt#H=j}EQ4{fDky@6cTk<h(b!KF{Ze<?9<0
zWTFJsH)l2RG0j}ByVbN~#`POclQK`Qo@Foi@3DS7(@Kpc*Xub>TIWpr6!(=;Ovh8p
zxTAc}<I}I-CiPUfOlVhO*0Vf1w={Bo{^8ZCk<Sjl+p}6JyW5UI^KMu3^%GAgNQOSF
zp2w>xJJ;Qg?PzxN|0hpN!W5S6vva->x5{ZnbL6xf2FILSu?3}V`qv`FmCrM|sHA`0
z!sZ;%e&c1cYV~XNj+G}b&e{L?EPq_`!|X$uM$4|<U3*BQv-x`4e7Q$EmEsZ}wKa9F
ztckeAzuQ;v(w-SV0z3=^zwVKLd12GTe_z_Ncj@iomSGE)zALl!<H?*!4`$@rSv>id
z$MV7Sq22Ay+i_v5Cn|6XY`uE-Fbh+{>#Mw~g?}n`9O<?CIRD~`Z5$#$1CuWLdTLqU
z+5UE=TzL2owKMY+)lTqE464(6JnPAd$$Mrh?5ni1yl*w{(_4#w*0n`*s;b`axW#{E
zZG*GO_As-re|8m3`IcR9{?y*6+zZvF^-DXJE3`&$+tjj0;i#|AVuwj?hQ1nJ&S8v;
z!o$9ATrzFOhWZQk3e}AI{!2bjKexZcB2KdK(%1GylZ2+p<z170Tr(-|pX$C}-JDJ_
zJK7_D|5RG9&$Xwa?qATUS4Fx`FW*#M^D+L?@!IP3&%^T9)fYKEwkY~>UF-L6-<c*q
zY;OKLT@iZw^ua%-oS(De>XuHNzU9wHzUi4~yTjI0nEu_q>eQ-BO5Y~GDp~V=)|d6|
zKW1r$h$g+>UvmG{`hcgZ&HGoa{`2sv{HvfN5i3mXR>!7!c3tU=dwb0#Qq}8TXZtLT
z)o#15=AHEpvs@T#oI3R`XEu}9f%8}LbpNagTVIx)$o$CMLNJosdhv7-`9duNt99q!
z>UKu2?tB!LU)yajWB6{Lt<wLj=PTH+FJJ2(^SuAmM`qhwFE1QfxzX8nd4}!Mxm7ls
zABnu2X+O!rPCLqmt9811Tlkiw3g;#L&qQ;dUcFNKB>Lhs&(MX-8hBgRH$FAd`@HDP
zd68VnKN?}{Gq}&^Jz6N>{?+J)Xzk;VX96VWYuqx*DLcJGRQF$j#o^lO9WSz;7tDEm
z`JwOi--nN1ci=y7y=czW!WGZMCoSF*Us@gZ?rY}f?bqM;Yep5Wn=hI>Z>@6UD{GdC
znX|ec2iIPCA7B#7dd^`}iCf#7{I2I#ab91-AHAFE;;*)&``)ehIc?L^+<rAz`d+&E
zYUQUOM%~bJ=}C)%Z`dc-?pbs#TlB-JNfo}wu6w<{8W7j}_p8jm9~||E_WaV$x^(?Z
z?NZP9+s@N%%@%PqpFb9{f&XW6m{0fo$*<SFx~j5I?ot12^Ytq~Jzl%tBsA{UiS@b<
z-wO%YT7UZH`lF5S`~DuSqtfBEHqzm>0fwph(O*}-I;q`a7ixWXn&`cLfu~pYB(|D+
zxtPcP;yAzV`yrXa<-6RTxSxy;Ro?XJ$<>D)Z`}6gt`fZY@R_exLXYjrSD~L@ym<2Y
z`QknPrtar|v-Nux?AqqrZrqfdvSXuMaf<NKnYyzp&aEp-DLZyyo<O?k+fL?M%k|R(
zud=(}-Rs+`{r$M?t{1Ui|KtWd{L3+e<=nhiy~_@NQGQx1V7lz|tXH9L1@nCj^(AKR
z?>pvUbad;T>8h>QMO`kr<a>NgRr_8g9kjQ~`BhDo#PO|#7H>+P6+C+R<zb}#uETfR
z`O-ymihh1A;&>fC?d*ZQ45f>{{rY40*mITX<Cp3&N3Z{SwA7$><*&L!Zoeceza4(q
zeEr&qY}W6>QGeEFIRDw9_fs_b`|-8i*Go;8dl$@ov(~%8=Cx3opUq35XAvnXtd+4%
zJiK~=%e@;4J9m|y^qyk(LMUd};r=;#jK@yR^<elGIGrK2eXgEjS&1jt=S!;Z&PUhm
z%-S|*x6~b>i>0}oe&$WOiGL%uYuLG13jG#%|3b+B*<zM+Ei$QvYJFeU`tM@laR2*k
zwWd^2>8X}*!`c8fAEljBITxg-9^&3Ke=6tu<ImLRm3Xe+*D=RVOL$p{t>$ErOS8_E
zXbS&3_|f^-0-qY`zN2O7GTQI_te2gguOaNtzMbb2d+H<3*VC`fYO3aZ74lZ}m-8)_
z=RbUB|M`2%L|XUh`_D(>cU{$IK4Jgn?%$T}|D!Vgt$6)U_~7IDoz4G`+&k!h#Hw!2
zA${K_`S<Tn7kuYybeU*8A$`8qQL&i)bw@jXO1i(gRA_1YddD2QS3Bm|gYd`c6`{u_
z?`L^)GyajPtbA$AIw-!D_a*xH(_ewdpH{uJP&;XzS^2MK$*YymI^yp?5WKQHJ9^%H
zL79W^k5!o*QR@m;nO)&`+|tPU=@#`Pnj38km*iJnD~xoH-P3nkru1Fh@l@H;{iQL_
zR#cZ;=@nmC8Si|xK2A&TrFh(7)v!05b8awhopCNi<@KuYg3Mbn%PO@k{ya1|{PW9(
z-ux#9H(s4dJbX9#`1<sOzK!OrcbFntK6yW#a7BNW>!0e6FIC=d{h54gEz9M+_01dB
z`~IIExMcbv`+v<>r*=jBSovq$k8ba8Wn1R$)1L9yEAIaW`!BNhSf||3Sod+~ze&G)
zHZT1zE%h?|$dBx$|FyXOXixfo{O|Su^^30E7d-#heEZZnuWGK{YYLF7dV7~?Y0_6E
zPV=x7TjOUf;ob6E%e$v^AN6)VXm|0RZtazOO|=*9?MQmGxLr%5ym9ZhW7@N(eAT^Q
zwL5kF#`DYF7yfYTdt`a{=Bt-qeyuPx-?#X^nc|$NJ1oUgw<lg(dCQj5PxbxDM_*$<
zM<#QBI;g$&@#65P<LPmkZ{_y{HQHsoxn=*+EBp6?O{`TxH}`NoZ$2gVrP)7fwr_Io
z_EYQ5u730R<wMcjB}<}H*PoNQciYy^=aqZejh`1DZ1}4-HCmx>MV@Bvr~BUTDwdda
zN2gD}f9>Yl)#v)2O+0n$UtH<>`B5AD@3mi9vU0b8m38^|+fz^ezOkQe^NjL~%jaKQ
zH*ZbF%Z+}9#_ahVt510Ngr)`YN9?#CAyf9~UhP-Qtn0qL_kO%9-Fk~%&RifkF^cp1
z?W>RX{gT;wOWh|WW_#{df0^TA^An~P?2om5xBC3WufH76c-%XDJ1VNSXRf>BDXIDF
zF`@qsi*GRf7`^gZLuK#grN2JiS3hX=iL1fvgjLn=h}AWR87uG9|Kt9=r+)Fr_@^&d
zr*D(1%hmtip1g0r(AE0XlY30^7Hd`QmRfV9zdpmFN@(BVE&oJ+zboz8vu~4Fz1q=-
zsX2;n#+$i#%*0n%Eb$50b#`J=dUu_{wEy~Ve$;(B`P%Nki_iPigwx9^y~95kyem0y
z^~l5Bel86e&-WLoJaW4;snzaeX#Ct(uC2@$-k0?mJiIzr;Aa%C-pYpQoNHP;y&2T}
z>fCk1g0?DOo#1%V&QJB@*Q@0-W?H;ySsuS@-pXSaAIvFqj=xy{>BN)W`~LGxxS!zZ
zt@~?FVB*~)7v%J&vZ>9zU~YQD@XoDX^%CPvhXfj?GCJ&Ls`kG4Ptn%*n{9s10bjjB
zzHb{14(?X&)%w78J2d)A_M%Nwqj-hiZJlhjx}RlvT=0%#LWTZ*84IsvUuj8g*;viQ
zc;-;%-QY<NR_vK^T~M|lbC1b4AAZNIJoElNah<}s^EH`m_U(8idEM%q;hMuyh7NbG
zJpawWW6t?Kbmlj4gLgYu<>#d^EVqlOUok=ZogUvEF$)%EEqPVt9YJCXLhf&x&)UR%
z{Oa54xrPTWy-wV`;Imi3r)#YH#NtgECN28=`QuZA)0)*YUWHWMIKRDK;%iCi=grcW
z(*9(BsP43|db{)q$F6I4Tz~DgIIr^7^o?5a+On+*Kj&ThsehtVdf^<8`pLo&^gr$C
z5xe=8i*LQ%@$&iYf0ogkwQCZZd49$w?D(`zX#%78T3?rdOA^1ds!msY$~60C@;ON(
z#_S0D;xy+b6aKREZQRi*eJqd9%HE2a@aa+M)W4q_=UWI!TGyY}kGU4qzS?KQPr1Uy
z+w#S(t3KxKe_`d3^I+#DV}ZjZYrfrFcI5HtpDqkG*>?_z?|vsy(425w+kLq-)1%5O
zM;I=>+<2fPd`bh?wFMljnD?>k-Pos?`u9rvm8og(W;@4(|DM^tT0Q+#%=+_pc72S!
z^Wp368h5)}$;VyZ-uHhuJEUED%fY^<c5|%@4f*s|pDKL1E1F06Vpo^;@@+?D;~xBE
zofr4uE9<@KmH+gzCjI9>yYru}^P`Act2gq<h$qxM?Rm-)5}=_cZvO68Tu@q)bW+UJ
z-24wKA3x)%J93))k0@i^l!TA^$`LG=S@*<zv^;3{e099Kw2{--J=>F4h?iJc-?G11
zKU2BQ@t@S^v%l-Sq#s+W-QoBjE+25}3jh3`XXg8?S4XIQ)_+%BdHKKl{p<VdH@_Fv
zUvfXTqh7I|tGcYW`0uw3acd7Mht%y|yZKIe@Wb!(!zKTHs10?C;PMZB_W!tGhtR1{
zIz_Lir%#Oj{UDN|`jZaB!7Hbxr!$ItD=3@CYA_?}rgX&GPxJ3>WN7nWRjkusYb|!f
z&O*##zASfAfzB8CXAv*@Pj3u3F?;21v;0fD+V=k3{rkn6C$?hwLGvA}U;mzP{N~H{
zzH`gWC*99$oh|)beU7Jz|Dvyt!xFyfZ(pPk|NiD$29EBpub2<`|KU1d&^-COHp8K~
zeH{T4K72p8p5fQQ^$b4_u2=YRaXo|1-FX*(i?Z~`2kPt%kZ}6{@^4r0w+~lVekqv0
z)n0FV($_7r+Yj|-6#q5-w%1N(<~OUNFEQNj7X68vnK$VhSJ~#B*M6NpD*sPS6^e2_
zJNYlRPwDEm`|wXjzOKVUN#&hrywUx0I_K06?mvI;WA7fp|CUUGh2Elk$?D=w9X3C<
z%*p*z;K=dsTObG1xs~>&yBHes@3M0H`Nu{)?0I=a&Y(cPn;~{x1dCj&$mT8L^4$lz
zCoOEREM?W#<no_Vb6jc0&L1+}3_oPLJuH7ju++tE?D*WP{CVYF-_G})v-e%jHour&
zBc5O5uk&c?-1o_X_a7fUGnFs%cfb7EzdxDkA3E({^L*;<4_enI)?Jx<!}(<WpFLiO
zAF4j|-28pVKW>vf6YqcP*nWEBY+n5)_Lr@}a<AfFOc8(CRB+$4_qp5V`#&P~oLH{^
zIewy*`n`|0pHx0f|9AAsO~dZPkM%3gewhF5#Lt9+eb+C?znbK{<4TA4Nx!-4AJtD&
z`S~|--TRWOA7}VXZ2W2Wr)~W|#{T+0=eDKnvNQNRS-AdFp2M^r>r<{Va_M%*Vz%t#
z+nf_J&96e*&1G5VvHO3ofB44#zuWYm{D0-wx4~zgV4jQuKF$Pu{E4BtsksqY6_{&e
zVGO#h6U>I3i~_leEg&&Hm6wZCKOnIvHLpa$$jlsc3nlofMBmhu%tWXB3WaC|(4i`p
zW(EqTCI$+zAmu^%C5a`e3I<?yYH@yPQF3ar0@z?qeb<T-_h7I*M1WJ@-9W*}+zfPI
zBFJP;PJMSnkO1gzI+%bFNWenDKmjZOI*x^tQy+AhA=Fe(eK)WnmM|rp`feaY%)z%_
z@^W#4lp84+Sr~vE3pRvP-^~~#05_FW-_1n92y$~bOob^(09l2Zf)V5@POu87LjsEO
zlY>)BiWQ<2^aEVn6!b$<D@qjf!S~uZL1||w?FkMdPJQStcX0Pd7=TQMTLm^5Oz1o3
z=ar=9l@u#L&#wX5tnZkYmk+iO5{UYaaD##s^h1L@Azp^WqGNJNW_}(-Bs9oVK_jE2
zq@dVJU%xmtF)6<&Pp_adC9xz?FTW^VUlXJZY%iz2Q+`oOY7sPoAyLbz@1|e^QlcM}
znp~m~tzc+iu4iPbU~FunXJBDq019GLJqtqxV^brj04POp>ccPl^U2K11{(l%8^|BL
zT$~^)W6^IZHwL9Pq(tfDtDx_fUzD4e14>!Ri3)}oIzaJ_Q-`x7NC&6Bk254~`glR<
za0LTB3y_(<J_?55WE<?LP*PM1PW)Ky0o{d4jy;A@TR?%RPskEbmO!>7u{af+=Jml>
zfD^bl+8CUFz^P52ybE8AVX09c5?3I*F#;T93sG(yG}pZv!wLyRqIC9j0eKGOO(ReQ
zffx$l@&&{T2WNq31<-BspyI>G++5GX*vP<GAy&cIOu@uh!Q9A5&(O@=(p<sBLLpkg
z!q`~Pz`)$XP$5>q3?yJ`YNlssYGiDpU}k8bXJKq<VWNN#GeBY+!?hY9sYTd`YQKer
zrJf=9u4sh02o^}KF<b@0K7<{y3YNwS(F&#p1`4sDlmg0ysd*{j_%yNr2NakME@bo_
zi<3dMfTe+{o{_n+2{;KOZoxJ;G}W^(GB5_GaF<kwS|dY4JxfCq12a%Ky5%IM7b_To
zLl_j?PLS$D*UZRV&(g@!%u+$u*xXFd#LUFPM8U|wz(B#!z|cU?$kf;p;|6T#!Ca6^
zz%Ma3RRJSY;JUij*j&%Zz#QsOL`;L6jQ#3ba6Ui^2e-_elGGvveYc#%l2n(}<opzH
zIpLF<mtK;gU}Rwe3iu#MPJvaz6?0-Ip3iGG;5qibl1qNKGwad|c|uOF9Hv^l=|A?3
z!Nf3jiQpmuzCC}NdS`6$XsC;SbN*Q0sa>mjzX|N!?P&I5;bk{Vnf8;OEz<Y43bwOM
znO3J-b$Z`cC9acaZK~d6U*=Uh&$y_+z`Dx(@ViBA(sms$&T5w2x|8@l)U0v#$y@So
zE>?871~wehv)H@k+t#;&N?y0GYu(AVfA4%Q{>bwjL7_*?<;v`>i*r?XUAq(bq|k!(
z$@K!RMz_Da&s)5{cJlqTz%Pa_$3Lp-iFpMr`f}jQnJ*qCJu|fytx>XyUvcWy_MQ1>
zm#lu+X{Y{;w@t-v<BW|v#Iz%y%z8Oh!#hG}XUVZgGp#+Y@$Go_>GbKWZI!1^?lkba
zC4aVH<~*|<Yj5zCos60npMP$KF}O(r3o}GY1cxX%28=9C!D=8J3lmT}0J9-U)Y;P|
zB;VcB#W%44ak(`p?Kx*87J;g1crzp&RNtC_T0Nlplv6+55EOHu3J1mqD*)9eFafX%
zP{9uq0JR@XK!r3+0Mvdk0hNd_0Z{wF1XhfKEU^UH0xN(x_0z!>CN#Zpa_XmpjD+9J
z%&DIaGSL*tm7w;ADUvH)6pSoPksRp?;v>1y4aA2z5tO|-5tRWr$T;;~GSkvhi&FDI
zZ8T70PCwm10Tdh{$AKIKas))oOaVfJ<k7K<f_}QIf_}OiNH0jz&=9KH&=@3S0wPSI
zLLhk%HnaqlI-H!)3I<k9LE8hI`fiy;#U-GqgVfW=g@(C;p^1W-g}H*RnVBir6mWTs
z$i*O!!=eH#<(pVilnHLH>KPb-(v5+Ft^u40YNqJ>Btoq-G6f}?;L@a$%7Rn{u=9*T
zA|d&qd6}RL4>BDVuV87U>LN3xBm>kIG_y1S6=Mpf=Ee$U2Br$87NCeU1*Zp4ltZwo
zp@o9EnUMm>8)l$-!4ec*W`@R~S^<oq>deeR-UP)VQpNz8h?M>b6-}nlqz5tumdz^W
z`1X18F&lC?f45{6m(Ucb+vy*AR%!45Z4R@yXzRSb8Ij)3XZA42H9$q7BH?pMyszQ=
zRniV#|HCWaxmi7!CGqD4i}<Q`TMM5c-Awmg`3)zvw))xa);e|~RBZi{^GZnzYLa(6
z{jjsKYU0MP*(a>F{81MwRc$R|jZ|nZ{>wN??1-=NEw@vDS@<V>*}Rvr`i0F_a2AKT
z58+#|>%qP?G%*LO0dtHjOh7pT%m$}veRxr91`0d0q8O|Z({Qj-uo(tm6=0^3g$XEg
zf!PqF35Bp3C}pA9STV=;+-}~(20Sbm<^|tjV)N--va(WyC391~bX`kGT|<Alk@y{f
zqp8abb{=dJzdVIe?#HA}>N!?=Y1wBsZdkeE&<USA+@Dr$=sY_sNmA<T+ub2ysVb|^
zUs>kA_LzR}-G!S^zUI`)FL4emSr}wBKhDqP?~`ReJVnoKo4?H~^?$vw{D)=ovT;V&
z!T!SHbC8q4UNkf|1FHdZj4Vt*1qql<q~AfQ5yS7U=dAgd6?t4Q&I_$z_BeJw(bgr9
zYtw%-vw4A9@_~E0{g_$IUo7LvVqsZ-@y_F~w>wnc*=-l@Rak5%@^Fz9+qy^r#fY~T
z1RPz8<}?(Fgq@Rr%k}o#N|w*1;k!4bRa|oZHrwdYcB>5mTb;`o&%K<pFthdR{B!4a
z|7Do@MRx+&J6OC7aw*tnhDN9<36%N35=43#l=3jVY}@Y*^0M>yIfuj@PKlqYT()Z0
zg75duINz@M^JKyeo-l!D4)W_hm?~Bj%{IQ{FTC+W>@8Q@fRq0-yiC77U7BX>)_nQV
z5!DY1U(8xAd`4_tn8k?%znR(r)0o56#NS>{-2UD3`Uk&-@AfN|B<rb4t#9}dbkI}#
zO8ertr!#L|@!IX5er|Ow<C#pO1GxMTayHnTh9;=V9aLn3C5ZGtD0^V|Uw4A{Bo;*u
zm+y0$xI<e0u$&K;mEF8z=l^ZOYkTbkgN&8c_|2YYpL-CHUignA(@*SaebME%fTyeP
z#a??b+e|BK9>eB@Xto)h-qPLr@`v~{7rY7xlVn&ezUjhtLzM_wrNooBlz0U`T4Y>R
zIJ&OYbIyl9FYG#Op3M7U?{i~~*(3KQ57jztES`S({_ZB<EFI>53i+EN!lDl~^{XBe
zd1;d(+pom#&7<+l?1Wjtg@Dg(WkHV_TuS7o+<b7X>81CnDx<PR{3kPRHeO%4xNh<O
zm;L*`Fz-0+%Y`c}K|ufxG9yFO>;tMGz!F4;B`CXLgk@;YM$Q8U0?fbXJ8?_o?ERXu
zKp^PG@9mZ9y}>Up9Q17DDw{IF`JKYKv^BQxGxeVJm3LRDoVv}geAOUpx&QhTZL5oK
zr}E!BBYF^*^Fg+PU1^Tmv;tKXU~wW{56U?huD9(s<a0LUa4z>d$g0H3>}hd+{VKk<
zf3G`Ty5Fgutn)azDE;M~HtpT|Z1ycKL4POoocO7hA?335f{x+(2M2lg8mDP(I47RC
zuK8tm;k8+jza0$yPq<3m*!eEme{N>jnn`C?b9=?U?w`fxF5<K^k|p~*li3`>$O8$X
z3cn8O7<`O=9{ihOnfeo@$j5zbd6ROkhU^U}TQ6?=lKb#gvu0c&0`dvi=Z2=1U^QTl
zk%cL!HUYDV3=&Xg!VHo=Yfx>=TJ3j`b;6nR8=l|P@Y=YuUV6h*lW!by%yM1KniH03
zR~d2blW<wR;%kkg4!6Gh%)XSsPOpi#4@j%jK4!LBa=S?@nSaHzX?GT=s&}5_ye)rz
z8oQl?aJB60L~#r4WAAePY%><EeqFdW{_yXjmyO!|dZE_$KQM>+YiWRegr!IXITq|W
zLt~U80o)t~OAzU6P_oDHwd)0F4Hy?(z{vc^d(Lsk35Ra(=ham6JIa2`Ztk0m1_N0>
zbH>?RJp59{&%W8VC_Oj5Vz}J5?eHRX*29)&mCyP(`5v-nO$#{P9`D8`v2Mxp>aKzn
zAH*9)gG!77HoiKj(9yejR!;2Qms0Bwu8|a*!fNgt_Rcb|%R5*}KdrKp_v_Tgvum{T
zWDhI$ewMGD@4RGxaYZQa!OG&b%Ze21eVJGPP|J)<JKJ|NUhG_b$=uH}@*979YT*hl
zkT1cZVrYR<gMeG>U<o3F3zW|=f=jpGab1fdM>D7doxve?<ny1&C!_c5{9m@}+$nvh
zXsM^SL>KBBn_RlOK!0-M(r3Q}d2%}D-MX{m;#Scwf&n*kmi^;yn$H&gMJeJ%$Bqvj
z$9H993tih`P*YSP5ctY7wa4@6o&zm?-4a_kq7saRx8^3NAB*X+-@dfDdTVuq+KvM)
zQQ{MCuQ_LZXS@ALtM@B|KZgIDXkU3+ymh0AB(4wvc?9fnLsOJfx551tumo`-Vh+k?
z7$FjR)|;yV)P$<_o5(GaGb{eR@*}7B`%AT&-l~1(a88=Fr_e%t`>|Wit>3)_Z`@mQ
zcf$4AOS_tyEQ6B*u8Nz<{NfV!EfTpTwu`f)fB&)blliI`{AbI#;P4FC4PZB0pcVn}
z!k$RKfZA3Vela%P5?~NuU><zI)Yvr4V532xL6C>x6C-o>u4hFvBP1AK${4K8&PZWO
zkz({rSvGT}-~`T){)EPol!B#&j0}pG1j})`8)P5Y-DarnhL`e0x*OC$!f?0i1X#O9
zN!)?yIs5aOt6nYI`+pnfl$WRcRm|AT1C-5IE%Py(<Io>>=kb@|3u!N^Gg;3!-<k32
zOM@koROm*(@Rz}6$L2-6i&SXexQd<gR{xgIlB;hTuG}u&TfQgjzPR2Ap>WSLab{nx
zRWMv?muBTyt{byfaZ0Bs^O4L(g-aD*dIPVXi+GzZa8EIuv0qsB|L5g7AGFSYV%_k`
zZWpdV0eJ=-D28SzvmT~q3I+;b2_i!U)NH~CmC!z4z9vN;m+!VmV;Yux;kW2Nw&Ta1
z|JTBlj$PezU`f7`Opjp3L#}w9gL^Ma{QRZ#a_V*U*%|*AeQMdDuHzoheKzTV+o4^C
z)q%DjT`t!ieQq<;YNh^f_sPv!eB6Hde49_S)<#+Bq&#-rwMu<+NfF=EZ}L;$d-7K?
zKl-G@jmyg*mx6tU*1$D|7xNG=BMsmgfV;SmQ9AJ89;m+!8Cwem&*20o<`oAN<%0*F
zLA_xdBWy+xgRl>+aq35Sq-LgPlqi^3nnA|MkUDtqLKWgTLY*zx^bTrwHa5^Vzg0nC
z&u8s#KdLGMYi@1nG|a52>};=Fvd!KhajS|b$D@Pw_gUBaRyCa2WPF%UrL;JA%clu@
zES00a7-;Cqo=YoaT6jD#^O*4juOEB6cF(XnEhM!4^_#-1F9{KmOe*iM%-tLP@QaFX
zf4NR&snFa@%5&^qPkU9i@td^z6}h0WP=!K;<<HOUD-m`QN`3AY6#w(9&n)|6$Fl@C
zMSRYcN>n+wP56bCt&;ZTElr=wR!e04Twi`u<gda$D|a8iGbU#*b$zHkQt3Fu-Yv$)
zrGIX1M*aGeOq%yYY%F3pKc6*P-+We8Mr3yQw(8th22mCJls8ArS-j(8Z}Pbb0hu=Y
z4oXRfB>rXC`?mEguEYT^#Ei^PN@{boQo;#7<KUcMT9lbu<d<3=5bPTQihR&WOKM(9
zVqOU-nSjPSj4aGS`6&oAOo24ar0<!MnpcupQmN|!(uXpr0-kF@9#k<0B~Q@k8Oopv
zD1H&C1Z)d9Z9`HCK35K!SqF1a(gu4B9stD5I#^gLm>C%88CZfQNHHeJz=k4)1aySn
z!q`a9)X>rtoSzXH+|=Aq&&a~k06Z8EiM|pAV*>*{BTFMob5Pts@;-!_pH~7Kpf@x!
z)H4N-?JMY-nOo|aS(uwDm>C)AnVMRdS}GVC7#ZkUTACSHLSi129^5i>QjHW0!EHyd
zuR(&4vIH|J;V4H8jSTe63`|WxH5qJ(5M&I<>DWi=!Knu+JP4K_pe74Oc^*6IHfW^2
z?R{leOqsao@g-|pCRlCrig~kOqb-B4k9cN_#uD*8f1A!mWlnVXwW0pExnGRAfA7V4
zN8jg7(XF_ay;#QQ@m0@+^c@+(OC^J&eog(L+kVciP+<G#Cy5z8_HL;sBmM|3np|#t
zTjpv-Tf0VGG1nY3@ohg>-9GU4>MePR0~OO;LXV1kS$N4iJ$^T1M9-$&#ZEE5E2T}o
z_ng1Ubb3N?k+M7M<hLq2&c!HbO)k(1n|ElXlEJI^KMt#k_4ix1->f|0Hz_$tv2clw
zvX$Ufk4&#GJyRz4O<s4R!_S3vl1Jx?t_50u8ny_($os1JFXnE0#gQ#bmd&d!a<C0H
znz?>0YtY8!dX}{+m5xP@MSjc$tCTYM{Eq(U%Sm0WYqaUl{?zl^pPpD<oTy(RS)h1Y
zYfIzp+Kr22Lr#C@zM-^S1Xrm83T$xX7#pF~!WN+R9#{gJpEFB}15%5e^K%RG^FT9B
z;Hg>X{G9xv;DW^DR0VyP)UwRv)F5{!aH7RN9RsapEWkw!JkNpW<UzV1wG(s}9wZPB
z8n#t1wE)+A@Bu^%P<sj^g}lAG-%Gqer2V0EPul`pCj%K{%{zyf7P4LRTz>4Bfm91e
zoe1CG$gIu<2edan<~6D9EU$>OoAWd0{MW52o|EvROaJrUR}}w$ptSGj=T|Aa_x~(@
zUSq#cKia(hTyOq78>@=@_y7ESRj_^k&(G&yKL7XZ{N|eb=I5WE-}&+E<bL}<9q&JU
zdR}zhtv8zg{t@%~e|2Tc_y7F-?lt?z+FiAupWpfM?BsI(``^s#=h^JMe*e$U*GG^4
zdv<>M&wX(=v+SQAGxyKi`&;b(g=1Sk?Krme&5msb>k50bR~GhWKP~Ldj`8lzjyc_z
z&HY&F`i^N**LQ@;UEgtR>y=TZBQXS`?rh!r`0NF-`+q7+H{HGeXJ_#~`TNt?&ITtV
zIoUn$^Z(V9?znyb&(G&yit9f=kKFfu_H#%Q3{>8C`1JhKv6Jy;g-I%&zsl<ww<vl@
z;3!hSxf5J+SXe;j4#6BF3-C+}m^}!K6j0L~OOc|OC*vsMdNJ0Fr+-$f>taW@WqkcT
zyiGhjyuEEL5m^BVVvj=3GBwS4(e$~*@nHX}nwl9ii3fk*$G$)J__kdBJ<GUnb)U~&
z-+0`*xAghTZyM(PcaA6TFMa;|#rAhK5`Uk~{r<b7{O0w!({C@n^UL!4@`~%9KQG^H
zcGY5E&c|nSkFQ^Qf6wQqHy+j6UYi@A-(U3k#M>Vi^Y8uyY2Rc0>#X(ueD^)ubMO8v
ztDX{V|NNWry(PWbPj?*KniKOl%6Q$;$5Pif74~MI-67VW9dr7a={nQLQ8w!eb)~QG
zxYm>Xaa7^34xZoQ>tf%Zo4l>!^!@33@9+6s`sSlw^4-c^wx`Z2fB$$R|L#w_Uu&)9
z-S$^L|7-Us_FL)mr{6TT*PZ*TdGG6=KQGr2pWtWC{99YkFlC>Q9<IUzln=pWgoT+Q
zSPhtCWMKjC9u0iqVQ6RqUN3`akbt^qn5D;c#Xf;Z3Ac+y9@9R^tkYdKd7|>ct;|>X
zSfgJk7%sV+qN2DXj@?n9>EI;A8Jy7?_g0&h7;RU3{>=MjyiH*GeN_Uj68vqJNh&Yv
zube*p_vVWHZ`Umjrrmd|vHw>3{LeA-{+j*$|DMgg{`*D#y`LHKf6rPUubX=RZQ=9W
zn&T7We?^!7vpINeuDsud(&ycO^!lvzU(L3aRlo7(t;NB#`NuiS_MD6Vc~`dl-qr1W
zHKF&Pp8d<6{p;!Zwfk<)e#<hu_U@zK`_@}OH{ZAPRqgBidp}d||C(KHcVqj%XLE1=
zbFW+9ZykTUT;}J>{iV<C)o<+j{9ZWcZspYbhaaD7|9Vy~U;W0LH0y(D^4o>qRLuSV
z?EAYNpJQuZpLqV&H$^b4vc)yxs-Re6s(VDsRM|wqu!<Jfh!#<)M2OT)sMJ;2#HsEP
zEukP4Wi74|cLl`~TiqjCTqD*BiY11^G=rob3W_BPhGn$4Mm&XT2Af;n5-OJ{7*^Wi
z8UZr2)IFj_R4!3aEODzFlDQx$h`9>|#lTjAHG|B(3vm(5u~$J(0Xz08$gwbULH>Z4
z+X^xlWF<&5$lOwQu#4c1EpKs+fH*dLG!O*CMgt*nG!Vdfm%@}#%D;C{%!#i2zq$Rw
zIp1=Rd{2%qKbK$g`NVfn@mRSRR8sbTyLf+3@tg3Ucje0O9V?glxpaT&^Yg+vcYi))
zi7wxF;{Br?pBL@BdAYFZ?7cqWoNtwL5{|$AGxh%6!sno}EBtHhy*v9i5NcKvEY9s;
znM-+fC4g&1%&9^PP#pxWEDg;-E2R)aa~7ZhK(Gv?>LfG(V*wrR0}b%O?5UXZw$^+7
z(%rdF_tYJgGoO&WSKeVl<7A7+OY|qq3r{j{ip@Oo^S?u}ZjjK{^OpPSLULGET5LEU
zx3qtfMwgPNSCx0=r~h(}|2~K3zf0GB`0?xQ>HmK;)oUuYxO<t})csx`|L<qL?Z4O$
zf5d{HmOt13sbKeEe*LfZ_J1F5->><3)V}3-{=dm3Nm36l3ZMM*>on+g)yLfezJ_PE
z-&y@9xTf29`WKJSYmb?E?an^4b?KeR@T%ECNp1f$-s<*Edb(buxc;@R_?9QSEgv1G
z%jG)-M3pcvPu>6L<!Sx8)?<60YRdBd{CIi&Qu&n5f9L)0@B6d$!NYtx`@grROWZ5s
z+U%wKN&o++3H6%I|1aHZ+oHa0+y8~P)IaKS*c98$5BcX^zdCn`<)`<K-upH3l{wR2
z-S{tH^j~rR)JaA=ljWD3Up2$c^H}b-8TIpm{y%B{blQH4`25g`Q!Z7^Ub_9#<MY8<
z`+qIjIREpX&DZMAtvvtgM~~vy_iMHmPO}XD^RsTc|F78F=|vx2+SlCbKEF?+{&(SG
zub*qW{8=9gd(Gdr((T{j`~Oq26uwTn7v$e>kuC79(@k*gg!@JFcG?CBux+(Ey_E0R
z3&phHxKEqEPfM@O3DUgwQ|z@t>4aTp{@swv-|2gmUA#!d>CD5m&n%u-bci_a?2Pk%
z>}#c98++q3tM?VTpR#u9SJE3l3Ex$zS6?wJXxYNgYmZ1B`tl-to8vN@kZJm7r>VX)
z4LDK7@zH6i>{Yw{yFdK-RKGtXRcS_0K%1A{)xM*8XXkQvuk3c>Rob_v>ezx@yA?jV
z7q>esRcmKAn8bbJ@?)biO`)=>yovP&0Z~&=$sBIH)oQVX{qFR$LEm|z%#!;~HZbcL
zeQ^rCHu0t<kAi~1l69Ol780qcCo{yR%}C+-lHh!Om*9<p>;=|aHVIA5+HMHFUR7_)
zy$h|(_TL}$luYEf)VZ=GI*-YWwRO4jqQuQsyOgeTo&F-WV^XgXa~gZLn)Sr|dwL(V
z+4uJIFzwShvQ1k$^=avT<z*>1mEV0l^R2v0`_+%@-z%oNKG)*g(CT<{lHIjE#~wCZ
zax@p<p8jz=V^!P_Th9{*QiOaj<;}|#sGS(PzgJ-K4Re9B36ql!yIP3~v))Q>7Sc^g
zZJOS=l6`6Lq-&~5leRu#Te{BT-t=0bx^St4jwrFIs&99*U(`~~y7BVB=cZP7-8Jvm
zsxb!NT(I?3LxN9D{I{P+zh0kM;A1nj_DJM~wTEgOEiJB0a(X>mNQ|*x?%FRmz8RuN
zQXSXN<$0I-B%<S(&?SwwGU=qNy%%?F`mkmB_s^{QoR=0WTSXZhogKW@zWg&E$0gTi
ze=ptRHaF{Z<D2nACTQlFYqL+>)cPzo_sO2SX9Xsx%wjhT{ymFB?%bP`d#aU!g=IVU
z$un~wIJ8AvI!f8dP)WL0Xszor&yVx3Z*M#JeXC5yR(DUm5*b^EkSiX|mpDJA`*|sB
zon~x0@yx?ZoY(B6O($|RZP1jCjC@|D_&aLNBId|#U!s&FWZk-zx3y0;YB)4=#o?(N
zCt2KZ^Y%K=lQ}W4CqTLI<AReN8(i~O9=)`xbmz1s*#&KqEXk>*Gn0Z>o<DVzOMSAq
zK1=^b@fntVk`C3nm$gjt9BvuD%-VmGagX}P_D#>((|!6Et&)@X*}de|Vs6)$RZCY+
zx|lP|n(w&HJIC%X+r?(jl%MLgWkpoh#4Y@*R(a+`Eq>^othuv7R{7e-MgR4Zc5g9$
z5V)pvZ`s_1O>Wt(3sP1s5;!%(W|he?kEqkf<{wF4ANF+Fq=d4st()$@WR*2*HDo$4
zTSKX+U)g+3$%6!rTZ`A_Iux5Tau%+Cy1F(*(dgH%HqKe8zg}sGMGG$Ccpr5o=Y!LH
zm7QFj&o?eD2wQXPvD5lz@-aT_hs;Ere+nrq-sT0lUG;&42>5o@sj*Mp+Q7G~eu)V<
z&$#tx<h38uHzk=l&A6~^j<|W5`%yD4)t1ZkTjaAA9p+2$X63niATKSsMPGR9TJ8|G
z6Kfo~`Tm6L>rf3AJ!k2(ltaQweMv(gi*y!a!s->@^CFsK0{laLjxO=#2wh`b6mVzN
zJh6+X&L4fWNpa%MnG3+TtFCody%>EcVbu%p?W&g>dOkpJR}G)><lyNoHU&qb=J{$Y
z;1l7^SH5B!#%=mk@J6S?+!vQRALZy?)O0Kfm?{>YKb=#e$mRZmPd?Vi15!S@22Joh
zICawA;vY->8o7&`R~?Ed)|(u1<j=Xil}p*TbZvPW9x7q<-0hXV8b`rLCNVvml}-Tx
zfgXXOrIQ|lZdbj#{uW<hYpSc!Ezs?%THheItLAnV2(Ja-uKIh%qeTlXuHD+wa`kY`
z)aI?uJWU~`U+XfS3t261_$0&^uu1gZjgF&QTmRmCwq5<*fvXd$bB;XCSyeqxf5(q`
z&lE#;+*{GLY_~<#W&zpK02jVhLZQzLDlL}IeqkZ1;eT`SYFV$tA7<C{*~PvI`JtKX
z2D)8!v%~t!2L2a6uIFC6P}tXga-;^6qgDG3X50T}Z)Dy)Z?#r;U!@fgdpx&(Zs`@a
zh@cgIF0B`CFWo46mCu*2R!CIo!Y1~<8SgKtMs~EQ8qahpN;sRYS^OcUu-Q2@qM?)L
zeZKjFgz#+sp0ZTKO*cdR9goB<Kep;M>y@&?C$=&X+ia&~F<iYGt<(Shhv}NcM4nP(
z!AwTseS*unjcxy_*r~rR-tqd_rkWG;n!EP3E>7R$@J9O*Lx)MzmWxi3W}G4ubheya
zv;1;jbKF_G4SmHg^$prNKNp6(FFxJ4FIW1Tn#_uG;%OPe&(2!r-kk8!GvY^55WnNo
zO&rg6sOjEd3BG!%Q8CBp>B5UCN0pxzHTT3wD$CqCTg-UTN>uvUt__SyHcK8l<mL$~
z<s7ico8B{VM#QZ<&Y;UxOO{q@KS|jYu)*m4G+7xfYyIzYKg?)x7r4q6&YmGEJ?Zt$
zj8e75I_E;378$y}E{QE-@egv^`%ts~>8hoZS9Vw~lJK26V}^BFcG23cj*~K*4>;f6
zal`-CTc*XSRdblM<Myq4w|MpW(#6;8C%@xmzwz~zLh;e;g6})7ab3=Qs&4q+OK#as
zufW^hOX8|F_&(VXI&bAWX8TZc-oB~Eb}T%~!c(*!nWz?Ah<;-$_e<*i2ewYHEdB2r
zIJ)EAuCYpP_EZcI;&gJiQ7m$QC~)Yg&qm4D%XT}mX-!wjH*s1S+59+X*MbYHO*gnP
zS7${}Wwpw7;Lep<BO@%<r*&g(79U6KEiqxfJAOV_oGOeSgu3Xi|Ec=!LTjvW{bH*(
zGv+&8spXGeQq-Ge(6ab=-q(E>7Ao2m<p+P!dd$35`F^+y>!y>Hv!bO#cYMF7lKIg8
zXz;s@v)Xmd=6qP7<Z_|y=Of+H!wDs(#_Xw5LGwdgjufpw`R7kdhs^=0jn#{;EjaTk
zZ-v#P>839}D0}+%D?hLdIiU5(`I&>ko$km`<>Ua739L;9k1qJOKAduQ(fgJ2eiqDH
zAR-37Ts0JWx#~pF<*J&H%T?Pzm#bdTE6AV5|FEazplkcr%!=89emfU1Hog*76y%iX
zO8Y2~6R_&$4A)=QQP%?&^LR-FRVIdbojx@~<yCOg*&KcGjFKH^s%Cfi_a|$stZWhc
z(dN51UQ&{^)irin^9>n}zGK^=m#bbgX}h=Rr*Ha~<I#_A6`$tfIk&0e*+bFu%}1`S
z^Nmg1Z_HnF<HH##c{34{YwPZv_$Rl=JUKtKSV7$E&Wr9l9CzHpE1T|=NGx07DRx&@
zl5ghar}Iun=WWsui=6yt(TCoQRX69H->Q+4v(aC8<J*Z`Ub<7_ZGzh4d)f516+|k&
za#QxWz;yh~p*yiLC*4eryEgZ3%ax04XwSOgeWTGmw(e#BrO-11%QJ-8{$+S}v9*M5
zw_ml;`Jngd!Xt0{%XDMAZU|NWT-<2gdgrQX{mo2;!@A#g|JCHrpU(caq3OmyjosU9
z)Kin)I5I>7_@)Ipmew*)yEOar6xkPZRx;l|_o6j_df*d<7jE;*^^KYK23hR0SiJM?
zU;X%9dmSg9uL%COqS%eU&iMSn<=q_rL+&09b~E`QUTl?aSH3ai%;Km&uceH1e;XG@
zl-8dUE?@Bcep`O}m4|i5*LMGt&x?<I9zFZE_0`m<J!~7^-pVT8aN>YZ+CMp;@Xu;i
zu{S2YiVj=vsb<eD@Z;2rATFlR=6Q0D>TVjb>Q@+eEOX>F6mXqeAg;I0!~IoMQS%C|
zefqyuboBhzMp+eKVAc}br<Slupd@Dvmqc;brhOjFX|F?9c1;dyzQM)%<Z1)QhZP%5
z6(VwFKhFqAe_D7}^6#w&+42_-rf2)T^4~i-G+nrV?yDQC_kCkL`I7J9?r)5iO0g2p
z%Y_WH=7`sw|JYC`y+JWS!tn9AW$HfbcA8yZuY1Yr-gLHz<dzFNbuV#m(Y@51+Vbg&
zPt)S>nq_9S`Z>A3PHE|$6IN@?@4Mk^d)Ip3(*62BRPF@3-svxRa0zm|>J;$psvaSk
zTAI!?l1mnAM2ad%ZtYkKxm}eDcDw2y10SuuE=Lch{{Y{vy13?7$;r;r|3Z@vtAGFd
zaK-9ljd5P!+f_FuEdHtZtolhp_|<8u_gCnahcEA&68AUjWi8}()l|McOX?51U((C*
zytVSA=PmbQc9+9ZqAMV`tCpT*ym%LUyXvuKp1a`NRnMJ7xn1?tb<2jU3+KixGVQr>
z*>jiIyiJ>~DBgGNeUbRBe?jOqwb=L_%NH-(dN}{Kzz@D#?m126L7I|X)iWd4X7_TQ
zbk`3HI~tZV>+{hQt8SF8-Q1U(cCe69N?rKsl{1T+12#U_N?kNFa+5@ua_k1}3_aJE
zHy9W+w6kIY>kX$(UYL~=V|VnRzVpGu)w=GF4_)ZdT=!#l_H91{IiK|O#>h`sZQ^s|
zs&Da?lr>3<ZxnV~kolqJpnF^IlE;@y3_nf_cCAX-uA7*i-r145W3B$u)S&f$mv4`J
z#Qq|y{bk+J{BM>&N&;(^?Q;Gu+9|GVAuZ~~^zr%23iHzS^|x1CH9Gps^+w~oa_PE<
zbC0txGf4@%@Nu5B(N60*`@bEsz9`r&zi&&%vPiv6>_sugAChh!E8EWUa@Mnqx%t+w
zQ$Me9oVsLgOi~x$zu-G_+MY#k`>*)U;rM1|<pu1s3#Ki#<rU8_EinxYtnRTE=K0&*
zAMUzR<C^QwP3tdpTHgv;aN*+0!s_1-&U5QqOBOy{T<}-SoI8*`(cnS=yNRLMy%eD-
z9wwcQ?HAG>E|M*km#}aOS#md})_t10<B45{Dp5O%BNUWb8Gk#vM(q&I*u8;O`_n;T
z^B42Gj$0h_Wl8knuAK9Wg@-wFyMFIvQP*8ZIl5naRV25pev_x1!xW+;v%<n)<+=x(
z4sZ70Wig3-%@?<!ia$3FbiJyo?MmlOXZE?ET(9c4339!vSAiC9;i2bUY*RyinMfsh
zKb;;T<9K;Pj$F!H7d9z|b1SoTgk&#@s%|V;!m?CVUOaBmOSce<r5m*lp13sk?W;$Q
zy|tDz)M9^Je(VuDL#6iMqN|Hi88{-A9@`vq;KK=5anafPt<;~D%s#?;(#E&A;;Zq@
z3m>np|FU5Aez`cS7nvV2Bz-5UnzMPW4S`*+8n#Px<FhrE36&YUN*tFNHMwxSZPT;!
zPrrHSgs8*M6eXMLsuqO}M)8~nF3DUzXg2-%1)h7XyF2YC{`)RBheIo>y?@dH2h-PU
zO&=cWS>0wCR%y61V4dy4dp)t=ns2Q-7P+}9<&5#8n=5p;%c?b>y=If0$IV%j!))=X
z?R4L~hgbZThwn@5F#mMt>h3!R2f|+J^QBx`IccgZ_<Gf=NY|@wX$N1g+77v1b<Ud{
zr0Z1|xLjSD8-Q}X>LmE}s#eL@Teg9&S5=b@VAi}=79aKua=q#e#U(D{`b^0;eRl5A
zRaN1e`)4&nl3>o;g`6+gw@l<N51h)$&1J!*nk^>2nxD_*webNX*_#u$_|6bZ%)G?O
z_J#fVimlnjPaEQA9>`nt_|z!{-sGzx*-K&-jPjaZ?q^;fctu!}eVS<o%Uu55n?xp5
z?`W#_ZZcb8b=&IUDY-h!RjkkNP5WYe)k{>6`GMApo%7xwpDEZFC#*j8)I+wjmg1Tl
zQ~Y^6o~4CkdKf%Os`#M(G34}~uH!-XHCFYc`(<e89TiyZA;cMX*(HH9RPN5T^=rE1
zcC6V|y>)S)!==oOU9CN(g$cPrTX-gZ-eb1Q=Vz!){EKbP*MyTU>dg6l^6R?=i!`SF
zPEHNYo!haZVt4JnvONk*v!*?sUl_jhfs2EYzmJD|%R%ll(>wBX|NDGyZ0vSTU0C<=
zd<GYH)P%F!e(5&f=9y}`tV&Ol_kn(7B%iH!(nFT_>3dzTS2#Rfv;7e3Mv=D7(@);!
zJe*M5wk74^iPWCz3+uN_ADdRvQ5|Wq<HlDWwuIcAOPl>n_PX-e9MLn|a&v<6qUBTA
z`WM}(%bln1`Y~}^)~7F97JG?D?O5Qqc;|=epP2Wn>Pn^moaMR|^?udgu=`a5_HNiS
z4Sc_<Srd1b#}~$zow^lAOBPDWiW$hP+&hc+4B~!O-xG;Z^J}&%%75Ay&|T4gX0psd
z_KmFCw*=(h%RQ_;seZvMdHaOrH^Pi$*<$*7zVP;zomOIp->>Q!ETt|Sp*&-X%t05G
z&k+~jh45Ir$LZY4UGZnH<l6<G#N4;&Da{n~aS_*Z)BYe@bYT}?o73j5Bm5Q{+b0|r
zTg?ANvUcII7m=Zt^kz2sWLX}6acyGs+KEDv8{8KEyFGoH>r*~nrko#~5z|by)}M+E
zDKwPpoz(xAjqx%^<q4(UNse!=BELSeO5X7xy0o$+bNaC@vp0*DM{N-a7mhpVVzY5#
z+nyytWel!$({F4&vh4MS#asAJIq$i7>6KJSV8p^@%*vd5ZuQ-3V(kgF)p)Wh^q7&p
z!Ad8k%lxZ6Ke(PebX{-Sk^aAvc(@iWU#KqCa{r9F!|p>S-0~~krFItYwfJ!P@Sz1$
z{PeF~*nhy5r{6Sf?y7BW1rzW6V^zAhXx90I>32Lsj_fjabWKqyRAw}N8g?PxWAd6S
zNm-jhGri-sUvTpGc)6vyZe@x049gFmLN7P%I<V~{JFoRN)|}Jd=6Js8aNxOnFec;h
z&5jjzqMAyw8OhqOU4B<3?0;B&Fgtu&XzAzuVFhotyy{xAka>^TL#=9w2P>*R<b16=
zp)==LspzRG&Z1Vg)z58Pxq8#XV~b5zi^iC?vu|{lUhBmE*x}uV4Tl>iwk%q>FZlX`
z@7ZT=F5YbLP3fulmi*xN0X8?Rcx?=p%I5gWUNGg`me;xM)h_jA4=s%xj(oP=%qG*R
zmt-kqapZ#(cg^m=tPkH_EGk@>`0Li3sgs(f&bsz3CXQL`{`4BA+VC)g!sU@dxBmUh
zU8`v8eDv&F?V!g2Pxf5inQu`$XWD#eQE8haIrH+i6tw!B5fX}h9=vH?nROTY?NZ3~
zs?SlbSB=_dxKQ(T#<gwvUpP&cO$S}CT6F2^<BgY3H<wwNSS{t(I(_L~y1}{51utq!
z=iHtlf45n#GEzi8=lb7`dlL0fuUFNqQa$x~W2r&BU)Z$FOw8+5dzw}l5P7|-j#iuD
zuaiYL{u=LJyKH-3Nd2+u2@HxEt}KNMQsj12HU#wr>k3C)6iIqFYu{s536-*fCNCKc
zsj3h;-<Ay?{}u$dIbgkBwOvV%<HCCXyVAnaMOkfL<u7J<hs$^I6_;9<Y`+v}v-jtM
z`|<l#UhMsOg7I<YqeITG6N(r3eEeg2)%3H;+bugI{%LKxG;PlGXUn8jnJ-U#w8oUj
z%}26VXiLsnS&P^P)*{Y!^|GD!R{08T>}*s!w%q7e@LJ2S6DRI93VqwZDk7;%sCNH4
zZbtsK>nt3uuHd{}DfCa!+CW3d^xwBW`I3}0X*IS+msan^hPHxyr`(RN=+ER7bT&Jj
z+&eLUX=MQ4`{pMSbC&XGSca@oM!sD&#%J~&#+tS4wr{PU_}Tj%mHyo&cfRzD9B25p
zBc9=Z{>?kY%p{N_tW%Qq%>I}V>x=1Jli56G%{*?r!C&w4md!IN_Vv#0d(^Dj(!<hY
zJS*>%Me_-sNsXUx$DS|O@JW~b@MfP$k7e7-wK*GwSBh(-ZMiws+{U!?LNc#<SyLVV
z@=mk*WZ!Fszn=5xZMjqaU(q9+t)<Yks>g5phP#vc$^%(4Z`~@NTQ%)|<3#o8Ynj>k
zc1=GqIh4I^;gV%<S8^|2DE2$=YU2$}nf#9m60+iZ*X>pJZn~#*;h4#Dwv46E6D8%l
ze>&<bN(5fN&%OF+?cNKXr?+m(`x;X?iQ#Qv!H1Sr>^DoE?Fr!z_AAhN*`_(AY*N`=
zN5(d`gw<(ZRvA~k5PK`KH_Q5mk*LYKquxzl*4t+D9ou=t<liIjuC*<Sf#S)pUgY`2
z@)*0z@G$QWercCK<CaKt^6pip_M$a2PdoenbM<|^v39!W+26e<t96gf{l9vL+SjX0
z{Aq8iliV#HYzbU_w&<?$<H;@$!?IY+uBx0{zLfjf%;N3B92U>lzHFOtD{H$DkBpD8
z$>$4_$;D}|dNw}imn}d3{NDCi!q*zQelKx$)j6J+lrv+^t2^&6^fbm6W#}YUbV=`K
zJ9%*VM*r5MWl@DkdYpd?Pwbe`{xtS`z=Pd<U$2FWTzs?f=F8mqycz2*HFaH%Dt}h?
z=7y%rnIN@ku6v7Jr#Ku4;qF&0R$w~kJ|Tx|Z_BRZijx{X?0dSSE%DJYu7+HB?l`N<
z4`#eM)5!U>vGPfS_Man9E0X711n^khE{YOUb9pEpb?umw;hM6yO#Ctv?&qzke2@^u
z)Y)FFT`bF5W*}|q>r(xA&*QyG+$I<8AI#EJ_pQ0Ljek>4_5DtDH>FpC2dYA!9q@Un
z<#zpncUH&aD>FKMMbF-v$`SPF+KO(@wJY}>&yQ7d(l))hH9m5)WV-3)@V8~`+#F)<
zrC%IaZS{7?20zOAWjW)ZtnpUPZjVR?gNI$*6JVFCuHbAzzg%_M6lILdRsA5Bt4@ho
zS=(i#8JhX1$1$0~s8iln>hJ^GtA>$gd@>8(bFIoOtXj$<@@=74|GEiEvsz`Ah|aRP
z8@bTyTlL$66B2EgPqy@DyY~A}({aB!pB99lc-a(Q;NfQ0{$o<V=|;=x_f_|G9=YII
z!g{*slZ_|;yo$?>`eBwO-@WFTeU91kytQ-DY=73UdtcTZI#w{t`h@oW<lOQVH<J58
zrT6v;Tl|=#HlZpz)7n<sZrR%OcL~28(t@_0esS%r@O_&(WqT$`i#p#`zvtBa)qWN8
zJHv%t6SKel)SFeX=tP<C^^I>QhMZq<`Q9U=8Ix|YR<ZM%*>8|EyYlVbEGZVASH(R1
zpKjmeGOy$R)AD%ZrhM7XHF`6e-lXq3Xn4)2_MmaLl*EA)yMs$^&+j~W%j!+jtfWgX
zZnYl%xGLuOy**``B?+%IUY|McwfeB1|7D-0%;j;{l1o3%lVbVDmm!;=^Z3AJBZDdb
zk7dLJHM?3_7p&W`RbFWKQnuUc#WEf~Lb_bF7je1jTj=GgexS=$&9bhaOhsI-y5TnX
za@98_$0D9G+nvOAxvGl;_;S@KESIZ#OeijTw_z&ZA%ob9g&J8Kq^2%!S9Rbi5)`Yp
z5ok}S-+k)jlylEs6$nb+Ox!VnEh6xv>6GsmRb=bVd|p<5G2>wCjE?Mr9q+9Tbc+)d
z<_ABpSzmIlF?Qm;g5rxMGewxnmv|SSTI<5qQaQV9@mm|NZC4IXQ!v<cNp%0(t)*+i
zm-u)-xHt1>M7r-r{X>V(hfQJ+o_tiMkoWbeg#w>#7QQ&(_^ed@EYGF|+&A2Bv3bP5
zT_x4AM*nZCQGf2z2GKdP8#Q*OmMb(Ddt`Hj-8Xz@E_XxUL@qX)X;oJ6bLnfm+cf5@
zlx!<p^5(jfQL?T{!gRk3_bZ9%3oTzvegELW<aY`Qy?4XppXfLk9rJRzp2Du~tbN^a
z!L?bxm*sOtX7Y(wY?6_AGg)TWt*2*ud~C&gqg<q>O?kEPg?Q(^<<Uo3-Q2jpPijwn
zeo)s>j`@<3`NxN+=EhfZMoI9=yb}BHIbnlZX>-t>8&)$i+ID+hbSi8#cIuF3)V*iF
zaAo>#8M7y+T~AMlRo-X9BfUFv>8ZqxuT*5`@H*&RVq=+ZAnTIJtHIK)wH5tx)wV0w
zIzL8u1jp=N)Y*2)IOaiYr&!^;lr%<R*Hh~YABfFfeL!Nnt?kD3qPgBu^W@e>^YX^T
zr$%hDO@8{NwK46o&Ysmvo@&R5m~VT1ZM~@NrVo1pPkAQ`-PxnE>gA)i8~T?_EayMW
zbWN9eF5i7Kma?qb4@JJNn|Md$_MsWi-y5t<PJ8#OI9&N8Q`4VqoT0OnHM_KRS6dox
z%#7YVBP&^iGeb^Q%*1_*=;x^$W>0vyMZBZO&1vUhhP=%;A79z)trRxx>uX;@CBa?m
zr8Pw#rKJ466{Y!K#^uPZ!(ZL}BM#2B`Fn1Q?wWUJ7xqr-P0)HB82#{2%;`%1<E?d{
zHQbUk&VD%dM8=%YQTOQd!UuuZ;&NqPDErOJd|}3y)G3<eq19o==lOoc%pJxYZ5+oJ
z@}z7(WZRwG?|eMg;K(EI_?VrxTua1Xn{us)?73>o^=+ex;W=B5mkVP%(*+hV+<5sV
zPk>2xVj*vnQDIE;1B2@y4*f}+t#J8@>7IF2iw{KUbtQ8By6>KuZ&H4n@yHk34AI=R
ziJTVGI&TD?JW+9&sZ={Zvr_M=Yvo}+|5X8EN1Na7TF4+)r7hC#w)lAcXRcQ9iv7VF
zJK{8BR$Q9>*X`oF0RH{o^pEQv&5M%^6XXu|Q{3@ztLDuwi%Jc%A1^IteR*nu?}-WP
zDsSA~_qxxrCqXtxRoVB>qLA?KzZQY+R@Di(0J>ZCNa)Qk|IPbND_S2<gx{^|b+fK%
z*BbEMswxfOyH(fzJsWeXxg@xfYr)}C-Gl76jaSTNzH%*g?XPz^$2}F=Z984#E<M`+
zv}*p$b%IB?EvaG<i?yC2x1q<HdDphw&ktC;ckH{maQ4hn)fS5*OiSYJCD>$To_TAC
z?|#LQ@byrGNQ_W2bK8%Lt(wjJPt@<U9{U#X>89`Ws~q+>VRx&}M%=9`Q~SNze@Amv
z@qF_Xr(&%Sd*gjAZ(QfMaIZ7E%fXHPZq-TPyH!ng&g>8a-L3jniER$(Zq?tAyH%wR
z9aCst(dF!-{o=>X{FLO7B9F#H-wU=pYkR>HvHE&v=GB#2yLp*cc0SM4o3h8#C-m5B
z%XPaKIX-NAay2%UM}P0q6`H?~c%CfFj|)t?sT`##)X4uWL?`6`Qia~az;NabCULiw
zH2ea@T_*Q_e4Kkk=uKYpze5eZn!hIszdjurcTCKaUwzr6!xaU~Ui@3&Y-!}*Z}MWU
zsYpe<!pdjzUiqgF9&^awdTaWT(mdylofaDl)%@2Uozysmd+kxxRmmT_V_F^Z`Myn@
z_Tahkto4^2mvgSE`h2SIQK#?PBKw~WN0;0PvXwKwTC8x#KeusJ%j|0zI(1EXp$`@=
z<=Sx8@T||xwVrq4q_%4{oSvH(lIiC7`}FsPCb~PTA8)uin>DuU%Hn{MH46UkA7upR
z`Mk{Bte?8ex}x6RZRe{S`}>XVX2?}d+<xh@;SZjtRpO?i51k4xev`VkQAjSlTI&6d
zm->GX>ZMg&m!DI}t^fDsoxLx1+rQiX`n=Oz7mEz<BdZSdzsNeJEBOBD?0f3Lf)zU6
zX%W$U8pY0eQzYhXpJ2&;JoQ6W<ex1EdaQN`e+>2IUE-BKL*?eq^-kv{+<V`u?^`Li
zAb-6I+gW|~65p9I2br8VN+u`vt(+dZ@Z!qr;yvQo>(-k~WyWrr=o|m#gteE#y@}2`
zMaHK>xy0vgDz?!5*mV-^YSo3{t5rj>Uafj!`-2-{LBS@+{wAicVd_udu{CJ8_x+VX
zcU(*1RH=#%j@s?Xd!<iS#f9xRUXxX~->u*6$ce)Hi8%|_&xz>v|Hz_vImdc-=LE-D
zRXrPKYd9X1_gQ^-VnfALmw&?3z*nn2HWxD#fL*P6&b4E5qE63uR;xF!+b4TE+f4P&
zchZ{VCYJK`jPwEjn5``#32qkO&M!1i&}AsUvTAiA!@3fWFZCZ!bjDdtJ^T2uTV-)a
zD_hVWFU7m5a!%iZwT<e-)s<&``qE$~`r9FP=h|4#9kOYEuUI*&`HNI(nG}iyDyDH5
zo-j~mk2o^b{YJyrdnUzIk1`L6E)rl}o4Z0YGDju#$je4UU-yXxg%c+{U&I(u`m9Uh
zq1TF*|B~(Pzk+Q~onW4|+r=^Kwd<h?hn<-DxXm}XSu5PW?aiFe`pIVxi$`kKi;^|d
zI-Kk~FLnyZX30g(7U#-2wl3o0m$Y`%CAVjHZ(DdyMw?x6rID@7&qkRm?b)qN@&3u8
z6?GSWt@d{nb}L!cv$QPB>$Lm5h|XP=jV8;MoSq-D4)@in;`5u6e6Dv^^q+gWYcZR&
zN2v8`LFu2X4qw}Sc*@z@ZKfOBs@yx%b{TE^D!yi|YIy9y-fI)Z&-Pv`wYYmVIBeRv
zyz_4R>I_U?t>Le=Yw0f6oZ`s-P%n~6vHGXLUCYhW`FE6Vww_p7)sg>SC$fzx|9!v{
z=dOEUAtDD-bZ3Ow7+q32q|oJSZQZr^;jFWgoi~itX8q2HGEyr0azTAU(EB#Y-(DM;
zzl&!bx1ZN`&1tUf(%%*n4pp^ns(N-R`r#JWQ*R92A6?AM-TlINk?-C;0zY6^tA>HE
zR=t__g4=j9=xWu8xv;BMr9fA!itE6yR?X1cvgXIEQ?8e8UKeM(_+iF3&BslA?OF4K
z)`)ZQn9qN*TCP2^d&;tfd3^CJ&L)QU&+gpqdfg_h?%DL2YyRxnA6_>FtYY83`H8RA
zJld!1^?RS9QQ~tE@n5-bJadjc+|c6PGwU2@_k5itd*7BMwD(>q(JxDm4PImD;#T|O
zBD3p_w%!`s+`BhEH-C%Yd&zq4+Hh&@nkfGDGPCwwYvBEM=<V~at6O$1TyFJ8F3NGf
zZ_)oPQMw)zeD>-~X|5BE_SBo~X1*=<tn}|wj0sj#oTpCRdgXO?On`f|YI}tuZ?$dr
zRO#$m{*8&(8$P-5YKSb>+qOmO)Q${A>6MedzPmhyf8`?X$|t;cWCB;%yPjC{S6H=t
zHP7LxP6xd-KgRr0n*91kbHNcF^B9>kN7hVveY;6qKX;E=(3#rH$8~zH_eehMTl-?^
z8`%x*vy!Gy+V_HOy{mjx^8?0E|6?0m%$H|b-U)MKSPi;awHN(nRYma4s#&bzh?`aO
zHS=E@t?}Frx>=R^<e3Bp`QqUGjI6)P@(j6sHS*7=Je)db%lhWl^6+r!=A2vS*MvU4
zxcRJZOrFR3NhUT6zMgpWW`p|1Tc5rv%DKw68wvHU-W9Ss?}Xc>4hEsHqqh&YJb1J5
zgj)5?EB+^~nWWx6cpSRv^FDsnu+Q9W9i^6wQ#6hpP%>(J@Ry}Py1agtJ?r-aZoe5a
z_L^SvT3~$VY!mmv#r(IPXU0{<TN<VK%+addb!%c}=Bz2pzUm$llm78*VZ-VNkI%_%
zb`M&1A^(U~i}d2(H~#fqyYR!S?|6Xc^R4g7J>%YNIiZ^S`50IKwuhH_w+c@x&8T0j
zSehkKcC&fgQr`B4Ice#?gLX$Nh;EgYzCE?B_P9{0u)Ol-NlPdBOFx>s|CZ~ltU9sC
z+vjYY1J=%|pYIdDt24*v^`UU-sHE}<OAO^wO9Pnm*_W3rcqV!%NqfD(wAbB>w;5jh
z`PEkV#LP3?V$;8?)Eu-t`cOuT$xyfa)ZaCozm>ToxZnP?oxLtrWv9)G<LiRz>r$oD
zZZmkOwCJ5@x3En3CTyzIu&8Z%p0}dHt=vATPWZ*DJgXu=7pq>|buO!5jmqyb-W0)K
zWe1flp0>Mvjd3?Wq+Rqqe|v;w&$8}`CcD$F?&w{}^Yw*};+wlY!FyiM(20UwthyxN
z48x)n=?TB$eqZc8bSRnuaj~jOkmkSUCH)$=6N3~2k4j8^HQ{o!^;x3_Nmq|;skTsl
zX(d0C`9(!(r_s{g4<u^#G3)Huu;#4wo+g=TwfE(sd#u-aeOfrR_054(j5=#JF>tTa
zS@g_kebx5Ed!)ACeOkVD@2>|;TGGXgqV16mtS2-|`MJwDic24NbQ@P&1;=(CiTk6T
z_|5kF`SY?KH)oU|<l82**!BAk|K&yR>o_MrTm3n-E9%|5+oul8=(TJTkaw`W!8u>&
z4U50nS7EC}>1h);G^xLDZ)|Qp-hPaeOWiJJbKT?XIo4h;>at9VnYCx_WaNFitc#tm
z=8yTq&IPY}1Gn&~-+CRo>LOp)><f%x9+w@pS5!LY6dX(|u$h?1Q1QN$-BftJTe0fA
zmIn+w``>8ZalXcQtdlu6P9}prE!eTZZr+Wz&yJg&)nb}{yka$nXEhgFj@ga(XPf_4
z_eOBt?N^^9?f-rK!|=ui@V%-^4<~F5V30n$)^_Ul%AH%=zn6w@|Mub3yVt@Y3w)QZ
zc{6|4w>kGy_wISV!N;~ay4Z(t<;-nacR4sr_s%%D(7(T`_if;-oS2jMeqFn{_2Zw`
z>$i3soBR7{`ozPb?+-h&6jVK*P<kNpHDA?Mku`7S7rNSony7zZj0h07>zto7;RcVh
z??ndZd7=*$mqo3-ZM?!nxAU}Q=f{_>PKFxKEjTJ`->9?%U1sv>7k>HAO{1d2Awzvb
zEn`}@Y(`|VT;!#4kJ%b?Uv2-hHR1g^S<WM+Z_?*`*h{NwAJ%A=3(&Ob5Et$*vYD;6
zeu?d)<-c?_*4qRfd%Cr|N}}DQ$#AYBgU9#Z=K3F%l46)b^AbK5InSQXcXQ93CE~$l
zU)!hesSH?O9J}X8cNia2!;+&_7tiepj|lJCSrZY{Kjm>sN}`%|+QR_7Bk~J^^M#eo
zey^LwbpHYCW6hn-3)NaS91s2EDYE_H)z`lpC$FzQdA&-;tSsWw0yTk~8F?kH9c$(-
zWfe=){bZ=IrEZGpp1)sYYj^E`U*oc9f5ML7_~?-EIgHFxR^8LR`pV1N@`dU-zR<#R
z)1GZS8hLb!W#K!{c4^6*v$PvSH-zn8*VM+e`qk5$ujBM1qOb5AEL4$szi+{fv%K!C
zSN7M)yxSPP(B6@QEhzfHWQVk4EEBq}KjQo<voltSk8PbYJKO!B=Ie~%#!_3M_o`lj
z->b@YWYS&Oy{bpE`X^ll-K)BG!QL%)IV?{eT=r?V?ffdLbN7Cd^u9M-8j5n(tIvY&
zRn47cDS38T;qoh+m&waB^FF??eAV{k6JI~1Ic+{=T3bE6bjyS|19^9w7k%ZnwpEXW
zcg*ok*LRkf&>#?cF?zycaW?f!n!$zBTk=-2NFS2Y-7@!=+&T%9eJf^HiM#o~V0!gB
zy+<^t&uzz{PKo4uUG=R>2me=15BaxUFn*u@nZnTfyo>Jq<Z=0M@Iu@d*T{mdRZAX=
zK3W)UsePfM;;Hkb9j=CJ?p_Kt`oK0vbloS1%Ra|UAGNJJaKTZhrhLV0&u+IPB@DSX
z-{r$OkKEUcwKy~}KVeygM8=D2X6O08Oj<VMthqItK*d_)nC1CZZx)8|f11MFE4NRg
zCx4YSAEUt<?&s%La_%Y0)qmf+aHWlf|Lm{R)a6cXzAY=htTSM;dv(ppKW)=x3-_6?
zU9Mo(Hdoze#)eIkd5&r3)<%7QnK)5D@3@MZo^RIrh_9=rFK9nj5x9n3w^8G{wA%lQ
zB-a&1#u_~5Mfaqv442dl?`e+A7wN33Xqj^^M89T=lu7DE8M!OJURN~E=elgM&qKjs
zcKm9on(41&H?!&gyTBbibLX7cG=;n^5&CM?$8-WVvm~<h?$((vG`A`_=j^eyypIw-
z)opxp;A8L0f-0w^!@>EPM`F2Fbe}H>$U3g-#J$;gVa`5%&i5LVVsy(kn@1e_BWGh{
zdpPgHf$rtr*WQ+GI-Fsz{o$YE-sk79_b<PC&aAs^vB$O?W9AjM1#>4kh^o(-Se<gd
z?vd5A3ddQ-S7-cr_h5N@VNbaFs<~?)T{~bM@#L`F_Cu;J6-#9j^2^?{f8zPjv$nxG
zCH6kc%dHO@)-DU^m3qS|@a8<b?_MF*=tcAN{T6ReQLw*0SzVhs+axZqr99@_<hfo7
zuVMwArj(z^4t0GGzE;&7daY{IRqJyPA=j#gAziC_6X{yjYw&AT9}0c$I;9b}g4b-n
z{LyvsWfA&SZ(m>6mpkj3|EDr8qpRxll=bS<-W`2<sBGK))~rhk>%{l(=f9)x8E(rS
zt$Rtv#Z~#<+^f|_^UUuEYRQ!8O*G}S=#sq|lWTP&{PBxky}obL-%nNkx$Z>c>cIH;
z=kxsBTW)N5UXr)(<;_)36s%W0Rh;)+D{|-OrZvo)e@XKu+^aCQf?lg?b;Vb%VAAa=
z&}&tNWIlg=9r>nCIsW98qTE+oHD}p%C<y93xR7+dH+F5=10{}(CDYA}ej4mIk<QHh
zx%8^drPBJ7pAVMvN=NAiCQaoJOtGG{wQhZ4z@_vBYko0nOl*)oxK44~v3QN@o$s2;
zXMFH}u3F<&dxG<^!~eeR&)$94GTRgNMo{0X_RiH6G52nS%Q?Q@9#H%FL1NrB?j`wZ
zhh65ZFFLw7oX37&&&4Ng+s>J+t8aNR(KYVoN4b=~pooyy28KRm8YdmIS3aJ(GV(7|
zndu9ivJ)$~?{x1M+s!P$(Bgz(_p<cp^%HY?p6~H;->mW{+Da;Jd)0T_zM?(XHgA|C
zX6qU^>n+>kHuijfwVpL|7A~H-k(WK-{lq5={Fih$&rDomb4h5zs<Mcctor(^D->P|
zJ>aRl#`?_ELf-4zsb8ypZM(f|W$fge1?%oM&XSr^{8`~s*P#omRhF;ImOl0STlm>P
zqYZCQe>Bt3F1zAgTQ2Gs78b1M8QHtf;`cuFea#Z<VArZL1bsQUb5XuI)5*Kavu2nj
z8!ATT+c3%MXDkX_(KNZ_Sf0xJzvj((u{8&5Z$>)C3Rl?qS@T@@qV0Ri$b&s+RoM0Z
zBg-#(|2)$j?QyUC(yIW?unCXF!qR5hI_6(LV|3K#zDaKIdl%PSPyLr$Pb?FX-ugjr
zX@;Bd#zd)N)}sN9_fATDRlC`|#H{x67uU-xC9Axu{lhn`*?#?HAK&-tt;=6*{qkw8
zZQm|6tDWMdpU#&GOW%kQ@(tT3CO&KWp8f;M<=VG(^QQhh`}f{2ArFu3C;PW3?H0Ir
zzUkoXw79g!#(T^Mo_nr8xbL9Mu6;c%vV3W}Od`?7Gou3v^0f~hoWAab7)yri*^VGr
zuk8*RPnVnw_Lvg7eu3#58Da13;Ts&^3$I!K`4eYa=C7SntzS63%rD$>X|{d3@s`Tl
z^{LjZp0``(sTFgrdX~xQ?)2%}|D?>iQZBwXXaAdOm~V4?zrgI+arqku3fas`Y#MoW
zKi|0=m-Z*~a3RwSaq)a{hKSzEv%Ita&5fM2uB}(*bA96UkM9qpPMj~*_cBj+=Z5vi
zwpT3dE;jedxgoVn`_lu%zwc+Z?)>&zfB%p6A3x64*LB){exWjtD?;2);BlDTo(p-C
zztz|ObpLt2zJ{~^gTo6Z$%=;`Z`c3*bpHSAkMEnFv;R~5?02>Cg=3Y1_nX_|Z{+P1
z?(z#>J#PQ^@ME^R-_n`h4$*Z#FHevE(>2j$riA_9U*0N5_g_kQd}N`$;LG{@YJa|t
z`1kDN<^2zLvS!8|JUsj1$IJU|{#k8lHQy+=$l%C_B^6i2D_w5zp6@cB_f#tRVy9za
z#`cEq#k}{97E0-KDd(otEv;A{t1++b;KYKf!VHCncYoZPo^$ZuIjh6>HP77Le$9NU
z{gzJo?W)Jl8e~X*<g0H>ye6fRdtAo-=Y)@n`Zm}4*<Ts|F}9k&@srlP&+o3qoOPeT
zzuj){`>-Qd41T=lRF~0R6=9zL?8K=qZ<nP1e`kF7ZeM$l@$~VZ`W=6IJI*No6<g1F
z>G`qwW$)gf)j2F-RlI%SQT0cCdv0qae9kXxIj*+n=L**Dh`zE}yl(EB-cOz(#`EXF
z+4pVQ=U>R4S?QvlC+yy{?&bU{(ZjRvz800*|Egx5s_49ER*zpB4n}HE3vReHW!-hJ
z4UG{?oi3++e#ue7>L18dvm~SbL14h*1^$g?_x7He#-zlse@jJC;CF`2qPI(h-*259
zxO<_Cdh?y--h#gs7EYY?-tOa(gWvWr%{shAFd|3QYJzEbKjVi>6C_?7@755nu-|gW
z<?(~t?OGz|_4nDldot@z&G#)6AF9SKu`P^hV%IJ#EsbSad$(fyrf=t-yZXz2+|~Mv
zd7d(>T0%ytap=u<72`V-<K*UDuJ~(o=Gb+$^E*V|#q-s6-{?(xcuZnl>ZfL2k+l~#
zUS;>*x$oBe54_ts<{t99!56DOW1pa3hktkfmfid2b{2ko=%aLei}78V`tN7<9DC%G
zWL}WIYqw$CtcTj-S@V|J{bx-rQjT#D7XK`7^|amZ=fdE+7gO%94W6djf4BW$wnAv~
zi}icHS0x;My!AuhljAF{M^9^${n=w4e6;N9>(5cgZa%QN8MS-$#yu}jK04F=G5fmr
zbC+YO2R5-j-D+lF#2>RT(SH7q&Q3||`p5sW@9Z*>F+8X?fBU{wu5r42)vnhal9-?0
z@^|OCyzf?ex8QmG=iN=>)3c?27HWv^iMUfJ_HD~TktdZ8uW^(ejf&=yvpcw8?mvdv
zU)0N|cUJ_8Id6}zx;*dGtD1s}Dh~N~zt!dxTJ_pKuC#i3T)ybz=Ds;P7Jus3IKF-_
z{$2OsLF?L@&qv#5-!Oh?m&W(ykxSdvq+^dAMR!k3b8nZjKiJ<IEBEVv#;IS?vp(&<
z9Z>l8+FcgoPmZ4^-}{?4siJrD&Fm+;qklerHvJRlzt#S`eoM|he`>k^hkd_(?EWoe
ztXIAJw@}^B>N;(sn_e097e7u_J;TI$Kfht(X$7hF^{l$Ho^GzIHDaj$&~VlNMNQa0
zYt9(S{lN`&`FCFYS#u%9Cc)DA^n2EKvS&YR-!J_C=dKSqX**L7KeGSyR$ltnFI$<~
z%Y8A8#jj4A`A^f_Aokkis#NAV6Lz*_m3d#~1$-vfNIr8&bTmt!&fKhcY0lS)ZU0{O
z7A5>xVl`Vv!h=8kr$F~Fk(-8-8WwFmEBWMzoaQb0v<a{KPb-9<m|4_5YxD1#qvt$q
za&4YHdD(4j8@qh&%vU#xb)t?RPyQFDW4~>a^ql0d-GL#8t<P4h`EZ7L_PUB=tntM?
zr#aX;qV;~eF&qiJP&fNQL!wfgSj96}i8EF<F(+&uNk{E@lfPg?;B52##{8{k%6gd&
zHr6zs{&CKRJ9ph_sqm((EgyE($4p(eZ2P~LzVCy-aa>ibI&%JcJ<C^<($kw?Uz+xN
z_2=p~3%j>7pGfRlcIW6XTl2dbZ!O=n6`%cPf3E%iLiM^Ao$^(W>SxWX_<Gv(aOVF_
z(!Zw3n_pePdHCnk;6JuI_TH>)6K;>zKID2&e||?J&$~1E@x@AlxBpx?DJ{2cvQ_2!
zLm!hr{;t^7e&b_j?bhSfcDy!m-(H?5JCfdePyhNG{_m`x4j*YP&D;55>U;g)7Z@(_
zDllw~tF!FuzEJOX&QN_t*yDF4TS_vLJ!3L+yW`)@J{;lxx98whA@i8s7xN;*@9z=$
zBf0mpj_hyl>gUTj@1M6Wzxyly{oMKc{s`Xt8J}0vU;ghe+mDLp?a%n%|EaEiF3%~W
z?{lDA@>jgXR_UKNH=bTpl9$Obzwq1S83&dtfA3_G_-h|^tLXVxH-i&?v+KWB7Zran
zJy!kenSHJsXN&mN^@3gVJwngaN8R^6l4!Q4_u;Mo>c>*LR+#LGpK1T(<a|xF=I5bj
zu4{cWIlJldshsyUx(WLG#1?$tCl>I7<L1w(0|~Wh>BV9>p?iKr9f+&dO;CuPyD|EU
zkNci-&&GYfqK-VsekuPf`(^*>>p>?X-?h)${3-mX{=RFOj|*k};^$0%X!TY`==i+H
zyDaSF%+ojiDcgGIhRpqwyo;*BpIW$E{hGd7m0|w>-g{S>IF$c=`p%G~z3$FBu?Kyo
zCwE6Nq}SXOUc2+c?HAKmvrf6)22%7t^_Qc9#j72*x(jY>>$!JXX~i_HW3u*VFJH3X
zyS((2+(avv{tr7}^-r1CmX}y2d&{Z5wAP>h_)^<m8SCpcyCwFkFOyzu+juu&-O7K*
zSySpXI_13{wNLsXzf>h|v7unQy1xb6ciY&H5{xGM7wl;0Y4{rJ;&z}vNR=h6iutl_
zSr6m2yL}E1+PhDE*v@}ipkQL3^F>$Jnz!l=kD{uWbl3S?OC0Xo{eb7^qs7Kd28S1j
zi_aI_V0^96bm`HLfep)C)htfrl*BSym`d&XeSgyVxev~3I~4CL%(1(2cfyZpJ04oE
zEn}|zReti=d_#}m%keg?k4zr^X3dP*{_i$>reFNO4u!Mvc{TnMp8e+iz<Eh#mVJ}S
zeQS@;6A#qxSLj{*kDV>kZt8=d@v=(_bN@9ro4mXIUTjIB@hf4uy8Q~h+5gMAFV!5G
zY#%&f+3~qo?){p3<(`$%{KH@Vi5nPt&AvUCdCQ!}Tyv(H()|sraep`SUc5H*+}vH|
z`x*A_ia!u{S3fB!@6PXs4%+$5mS(1gJK}$}?~MQTxM;sf(X&4bpXt=cZ~QFeC*5yd
z`0J4k|NZReOJ)Aalpp)}afjW!$H%>koQwZxnzy|wOq{U&_tnSVpLQ{5pZ+cIZqNQs
z&WFo+WBYH;JzJWa|NOID)xPp_9tD~1Co?Z3|4p!#(bzNf&0YP54_TY!S(+Bl+stz7
zh}`Sy|J(~wSHGVBW$zdN_tlz3DK7=AgPy;({Zu(?$I%<5si%KmeQ9ebQ~!;ns3%7F
zZPL$q6Z1;Gohd!M<Jk{+@wq=2%GPDH%inrf-&R(^ds@Y2_LsANdtP##<`DSdaN*;t
z$sb<!9&g?De||w7m*YfjrO6czIS*>i_Gzm0ekoh6Ya&14VZQtX#R4Vi_6M9zKUVqg
zN!kAKNNAaV*^Ab>r3)oK9coWvk>Clnu}Qr%`R?Hzw=O6xSrAhw;rR2NSIrMT&SjoH
z%P;5N{kgUNm&Tc&M~cfPeoHQpddQw_dcFVUt81#P^~V@^-evscW>4@F-WShstn~H%
zT83v|p7wJb`1ADGcb0^G_Zj9hoLTr&nc?$ZW&?T7JKwnvSiG8FVD^8Z%pVnl4=+#D
z9=iF7ll}h{2S3gVmZRl=zV|$uqtWsEn}5$Ekv%zL$8B~0uMWy};olqbRh_+1YMo7e
zV7I=bjLs?>zAoJbJ-th2#_Fhln>8gytI=F=bLXZ_r#5Asey;z|zv9o`|J4h{o&CHv
zbe#QL%yLwXL;UCu#-m})riCT)c|xzRYCOs{+iEEmYj^S8i)F6g|1<Y~U|)gjKmgD-
ze(<(`Lo*`_6R;{U*T}*GbnYdX4LK1Y1bm?i{Vo=?0AC^pI)V~<v7m*q3F4AKcO%fP
zdZ6PBz$!q;5P)t9%+D)<->2th08#=v*8r>pa<L%f;vtv-$Pn<+sbB%9A)woasB$SF
z_;^IH$(;HTh6>Qb&0qo`yTJz*fd#;Jg9+qo11+Gg2T7#nrGR6@$if1C9wQ`X2;Z(}
ziGENc%6)v)yIs!`bm$`3mDpT{#~$$AW4=D%D+=`q+^%N{KNK2j3H+>EVs6*71RWkl
z(Mh+Kuw<wY$r7NGP0`Oo2HS!h5IEg9XwJE{gk`4D+x21<@ZGKl4k)C!g`V9z;%?Ui
z=L4j0AarC5_<Agi1JGheZ`ULHc0F*2f@1*fc0EgYwGJsFNxWUp5>)krt0mBNaz+-G
zpb7`ZH&8ILL|n$JpKfRf5&#waFcroi0Z<_g6EFb@fXiL*1+wXerXT@WF$%q1&(Z)^
z06}iovowHKe$d<XEDb=Of*NTCG62byE+9UVD_s?gEDb@G9#p*>h!1lks5V79<{TVE
z#N4I_y7&%+huCd;mWHsnpv7%^mWHs1MX3%s^})w7gHD%6zfBJmEv6=*$OEw;n4-J%
zz{wSy4Zu;UPoN;OG=!!+P&z=IT{T4R(u24j>|3<E^uW0kECC4yALzBFmWI%bh3sE&
zOCRQWc+(Q16l@0aO+t|T4i<(OO)!L^Sr^&H!F`vWr6I`4U@xNHrDtgXDmK6pMEV_C
zOriSS_1vJlOV82}<WjKD3{mdVvort|7+?t^y$s6C7&ZG~ze~^35aevIH&O4>vort|
zX<!K={SU2qP@{Y#-KA$~2nqslkfGkCXK4T`Y{3%5g{2XwLcmB%G`>sE5^O8jl_+=V
zLE0o>aUxw0Dl9NuKLqd6vor$v1nhG|l)LmG%`&hAkwF3~OfZ9FP~N3yX#{dC*mJ0N
z=|LKwU<o394Jtw~eC>K+Sly*(X$0~mI8;#Y(z7&x7p+7F7pRoL2rjzb9A{|+as${i
z7RWcSSsK8LHX{9krMXoxhh{g&SsH=t1G^h^-wsk+4pfqY#ffw`s0D-(2SfAbI7=gt
zXTY8}M7cT6(hy#*5g96=MiNG-48oh^ER8@eg?JgYIS20lfh8bbMqDgq4!Q8nEhjO(
z7&7(>8q9>;_7qH)o8uteM<mA)>RK3qN*0Xxhz<14KB6G7@3;1|9kx1IWx-J#jgwLp
z+wC%L$xnEpA}S@C%=h#A*NJ%x*`G@9Yd2QTz2&`nD*LZzJufaCUa_TQ$Be6-EsW|*
zIrSa19)8!loAge1;lVq(-N$!cU91?&>TsWVcg6OD4?SlwzUQa~T^uJYV>esx%H6ED
z=I2(}8U$TeDCF@xzqj^fI?Jq_<6&%ZKi^8&)OYotRT5eGY^QXhirzNy7ge^3D<xJh
z+!dGI6!q`1-%Z1wN2|*nPc~25*mRZgzIu%w^Rs@=>HM0>;rI9KKQ9tka!OB5Sda0u
zOl4k@k4ojt&0V(IyOXmEYq!rl`YJ}k{H?`VN%at^{QC*Lz3VFK81`1Sp25+t1BV(o
zl#R@gFFmz1LMz-5SF-semgMUOrKXqWBo^^<aq5FE??Ssa&e9lE#85JrZfOk4j-Wvr
zl+goFLmE+#fo%ah9+G}>yK%4#rdt|=+7V!H1(zn3fM?E#xil_X!PMAL4^*BTC>UBA
zE5s@onkqyq7#SKV#44DWC`2n5gGa$Y!47J(#wwVC1Wk<%6k-+3EEJ*@ObyHxOie+N
zYM@|hWTIefY_4ExXsBRnYNlWWzBSVTOj{U1#6aSv;G1tv42%^_j7=1b&5gmTV?lSq
zp+yA9S4a^78~L^{(=!Dn5u}2}5Gn*oH6<V~K-56W8bk2i7@)$&$tk}=AzDG#(nLYm
z(85T;&=90m!P3w|&lKbWPVk_W8~9c_koDj|1!;toQs}7^$BlH5Tk;U|H6UkUy@?Kz
zAd&n?s62wrQi4JXHl9*32YpogKp3Z@@7f6#Z~BjYW0){Q?-EBK2m8IcgUjY_@lgDA
z^WQ!eYpd(iZ)Nab+%28jELW8~<#6Vlxh^k0tm?H;S+M1c^u=(#wW5In=BJ+&uJE<*
zTEx&{=T!D7ukr3?DeD@6i?f4YY}t9}-RnCnd1=}81rCoD#Zo!Ben0qf>DKi!hYpWz
z>qAdu?|;+$Z2hC+jU1dG8{?JTTPNqL?z$EeC{h@qDiRv8)M4?zr^aEWd;jFghRQpa
z%BUB5h8WK6JhU;WO3CV&kNC1V8rGL|XUA6+@3&X;jhu3EqP)j!yTS=?Kle0WJv*W4
zPg75+B)8n;w?^CI|L4s;w70aVOs}NZ&Gl`R^itk?%QM|~ue$b^n@?@>UmT?rI4r?o
zZ-m+e1JC?|CD2O%<U0w$*PG(J<I>U?l&>f&tU!$lZ~{c6B(#}7h%KZzb?}r~p!NgU
zcO;crmIeyAFS@ie1{sPJ9MB@e0>?#{mWF!fmSz^<djmmv6m*FoQ5RiW8tPeCnwT0Z
z=$acE=$V*+dUEClhI(dZ28Lz|hDJt)dWM#UCWh!miZQr#5B4>pP{EO?aFi{EW(InO
zrr`S&h`Q|3(ioJCkivvu5re(S6M(oZ_ufNR({0}pJmPX^RlIP|`pqm5=KYDKsp7+Z
z@e8+>%x0K*hG+NYEt&J9*4kVsPj_jTV_UlP@J$^*g)bIbzMq(u2-Ug26cgUw!dATf
zoZRv-{<bTo41YP^yt&J@e6@+~JkHu;A<$j9`)27q$lLg>O*o5RGLc7x@8NRsy!f9j
z4wK(rI(0yMe_YdZ|BpMPT9h8v%yyIL-29YD_PX*UEAFEU>iCXwWc}>dHw(A#$bYx!
z*E+6OI;*{=T_|-9{q%0tpX<e2G~_3*$+=Ygf5U2XJG0)?mO`CJcM7QG8Z7PjtlfKj
z(%Ov|MbGo=#n$)WDmp-61P)Up6O`VYF{myCOW-RyaF-e;pt_c#Qp1FZCJxvZB3(IX
z3Jeo?eN0+`VT7;102_)F5(Em2;eIo&B{=mUg$JR+!UQxVgV{ftbRKjw?y>ikT{63!
zSsU4`I28?VdC7cpUtG;FYX)Cti^c`!{QU`=!=h9i>~GHhE2*xr+BtPsC%b%JfT_=(
zw>@PBeCEp=;vd|SR8v}KZMwE4|El>k*0`ASk6CI{Z#AY$K0mm;zi;yFpUW;BW}O%D
z;ho8jb1^@ktzKh$-8{Q~0lV?X2~RDrU-;#<zPC2J>H*`aZBxH}%$v16?(+$Y^I{b(
zIwyLiOnSBjK9DMAo!0vAiH-Ho$;Jl1;$zlq@?O19y8Y!wfBwTtXC|ryi3rZ^@KRCi
z=yRDO8NAFwK-A@U>!T?~izg(pFJj3QSAMIcQmJ%HQI%=!db!E=$NM?s4Rm!*o}c&1
zPFOU=Zedflv5-o(|17Ud4>)<%Gi7EzQeV1K<)w<L*Z0-BMw|ZJc`9_re0kovpGzP5
z9?aFPe#LV~f3obGMN#wO!*tiY#!>!&gB=`A#>PfqHDHdBr3rjg30nS8^Nw62bMV3`
zc=jW7Nv;Xx3TgPvpb5B11Zlz`8n18X{tOnm{;U1}>_3xM9jSR8Hc2`;Z-vC-9Je(h
z$5<T27?t%N99p%=Fe^YIi76u{NkrIW!HN!VrOri48Xaf$y_ep-=*?$aW8KMtGnTbS
z{@Qc+_sZ=n%Gz#!U%34FNz1#n=QiFpl;B}&KA2!YGBx9Zr~moQ>((uw*Y$_#^llUJ
zn4$|G3Qjs6-aL8odyDy9oCPQ3Gq&<oXno?=d4DMeBy(7mo%g)oISsv#X12u}9vp)3
z``DTz5VF+a$-QEm-92CPDXX}go@GWw*{2I;GcH}r-*R^6`6-{8xcR5cnAliXW=Q)a
zy%e5NHRW2}=@Plk?Jv^3Di5}{d-F-nn``rg_gdx~MOCA(uVjQ?&*w%q%rePf*^+5?
z-~E=_y4VMw;?}bP`Tfn4;!_Dr?pRO#Ch*rsQ-23EFwUDc?=06+S5vF_U&8cpW>8$g
z!-tca+tStN&t^+LWoC1zX!)dPo0@H<9S=jo!)`innuL_vT(7C^)>BQU%f7kEAqDk?
zWuCz_G_fL+8OzayZt;Z0#>(2x{QrCZe{CI|lD(l}Vc$L;mp9IzYgaq#^u0Ys62;4f
zT$W$r`<BDP3keL%T()9Yt*LdtUM|0T_wKszpx|J6+o~s5{q~sNSUuOP>NK+2t!&Xd
zi&ATA_x{%Y{QSJXzkh#Ej|%VRg$ot+tY^+W7&F(adF}mY%Qi(vW$%las~0d~e#-1y
zNFi@Imn}OhtE;oKu>R@I&FLpkp3K@>RZ?Q2t-X53jv1%xY7A#A4$gcN81c(z8{;Fx
zMQgS?J*`@3bo%GyoX;AD);Bf_nm~iRL`p|l`SGQt-t+E>a<F($*L%82{_}+m2cH}9
z@s{)UPs!-1G|FA)GyCxxpU$f3LGSnPmuNoN;?dULe!u?z--8Dozl-y-9o|{|e8$^z
z=gvJnJ-ztm)c#z9?@`(TA|6+&Q*ON#`WiN|Ys(Rj@=53ZYX!n%Z}|q^YZotWOgh?i
zJ?_oBcXi+ImT!%Ed*q0VpP!$rE9>;wpBEF3M7bo*ZaEdx`73&+ng61DieZ<3A|-(3
z7ZSqP#oXLcxcK$_lP6Ce$xK<iaG|1-Qqsjmt~YPqTr&4qYIvPV#M)C+v;qV=*NSWG
zQ`8b(DfQKC-@M%$kP?jF!h?S#?4^1pN@RAfeK}?F{FK>yluW*!(yh(P-ha?6q3G5b
zF_Gmr56<gd08M)C%|BPOs2y)kG4h^&>ehPx4Hw=doOgp|-^B-+LYUIIeUsj)I$ieV
z;zgEe3U<jzT7K4}{&Ldit+{FJ)n-j?kPIWkEA~fdR+UG3@MGu0XOL5iRL}7wsWdO|
z`S(t@%|uGhMJ5uePqSu7cAib!#hQR(lv^~Xn*1dNGh>V8zh-6`Bgc4#!K~Ano8_Lh
zExY%27n*SklH@FdBYv^D9q(CEDYk|^qq))vQuJ(|y!fEPwB%l)^z`6YGJ*$8&M&xe
zMs88ODk%3_TT1aH`KqeV_1$>$qRr)^-Qo^!IX#OHf{QCqf%N8y&u1Sq%Y@55k)Kg@
zRl1%tIX`8ZU0Q+g`?JQ?9d%PR^mlxC^CZKd!!*07u~=64=jqkym+e<I#xK2~3@ZLW
z=G7^R`<R^%nS9n*%FkmKH@Ju@GLbmK#bWt+1>5h*TYiK-nw!XX2<+;x1t)E7J-g#o
z?@2yWu(7smW$W(l=H};5zxFIIKfiqMy(?ElBqe{oTt2@jChKe;+vi}x*`0sBuV}M%
z+3z()Jf@<o=oXKep`l^@zdsi*Uc4Sx|MAh$|Np+*uMP9Q=jG#*laupg({`ts+X5D8
zPJVq}qc_}iT3YROVP|uxGt-OeCzX};XWelAvf8EcU~9Vi^0Ns=JO3Q!xA*bz=;-SD
z_4Rsu?0R!^^Yu|%yKb&qyY}q4bI&$yFHH)4BRsQu?W-yIB3k91Chbpubzhsu*8B9}
z>L}*GFFVR#EtV?&hA^^U&i2-()YA_hB$StzySN;gYh6C$x_<1gDO0B&&6)h}$*ZfY
zcfNVMXX)z&$7U#BR^t|3zw*ppA(l^PgU;4%eK_Nw)0VRB`3_b;?tEWb^gK#ZJ)B)m
zLble<%+AVCaK&bp=Ee!a>V9u-Zf?K1ZuRP7bBUK8MK_y&mu_fpdnX<B`n^{0&Y1n~
ztIi6ooOEOBHO=!PEB8&!sGIb<K6vK3?6qru>D{|+vt{c+o2d`3Hu|w;?_a$?lmFr|
zhNrCJ^XAUkW)|V?efsY1@|kZRAMbyEfB*cOYI{%o_)(EIyIQ~KnD$Q>FPChW0GD8w
zFqiDr)=zb!l;2OfugIiRp4Iy&U;fiV(_g&DluRx;UB3OR`P+}k3;W=)_U(FneeJ)W
z&z+r}{pZ{Dc6BMu^?FwN>6E*C?UJz7$B!MGG-=YS*ROZJ$u0Y?)OpRL`}LYrUlzyg
zk6v_BCFtnpEZvR4`y!Y8@>{ib!t46<En*M2vmfx7iN<C8Dlc)E5Po}3vk(LCc|X6|
z2R*#Jyu|e5_GDaKG+Et$QoWnI`|Pu6n;dVY9m#xBdTHyN2W7oS`~8D$E|kY!j`(+V
zR=~-1TbKC#6q}f}J|udj!JOckd0A`w|194sU~nV*X;kiI(@25$kIkJunHD^}c~aA4
zhP?2F=LhFW?CQKGWiriJD|lwie(yy$HA2=UU5(mQy!U<W<fz}l*}1c)UUNF1u%0{j
z(@fs9t-g<+q?*V~wqt*I^W?>Zf4Ymdrqx~#U1Yj+V#eBlMK={fj#ZY;a?WOAUA$G9
z>u}}PpZaUJ)~c;--E(l6@U174UYyyXzHF{o%-Wj=y%<bvtSzN<I9#`s#orHIzj02O
z6#vPu)~d6<Iz7F<CMsGvAf@~2eebRI+C23u&TfypdMn2G#um{Ugx;R@N>RI)zu&cJ
z<DXR~(@vFGtIXnA_(}V`U-U<pX<7kKEVhQFZo0bSY_HYr<c#x=*nVx`Ry*!s7<Ks;
z+l=4y>UOS5W7lT904^L>b!EI=cdjfl+4AX?TV)%o<_7GX)O@XL$*p8A=e4)~n17Ap
z{+C$qntknGWcFFUFmM=NO!y*xF>3O;GSB3nu9-R$UveFJ^;Jl8_q9tbT`?PfHTaar
zB<@&X_J8r_(tyRLUVPTYn;mk>Y%U%Q%r4sij%QHO(=tcmW#755<!19kq`Fgg)oiR<
z>+o@D`r3)xFR^lc%4Sd9CG7Rsb?Z+v|ER@3H|(CbXYRJGY3$mKlC}=T8^MLBdQp<f
zBh@7JM;b}1Y&Kfes;ymHn$>GDVa9|XAN(F{WqY?_x7EVf!^&rLo2N%De!$3YA|b_-
zRO#y1<5D$oiN0smlqK<=RnwRB?>w~mn#cby(hDbj3H9us`X$=){nRgse=Ta=Gi1uV
z<UTkwFFdF)?fsK}-n;d$bGBxEHf&w!vFfbg>fp$&->wSZv|3oSJ0e!=^4uUP{cN4`
z^wnDh?B3|D^;F-wY`I%@nTf=K1qb)6DswJheD33%W9PXJe-Fyt7O~gufLSg3#i+J`
zoz9DXIxhPinz?7u#ygJ<Zr+Nqe)BFW_|tMzYbl<D3kmzgFW%B!`;~v|&lQI@#IL%m
z7PNFj*4x+Wo4z_d^;>?;PrLW4)alweQsrL0t4$XNXJ0$O!?AVoK?XKnu?1PiCI6Rh
zofkg4UxVlOl3Qz)LXB2mdt~)gy2UH)*n944?^YVuHLq}xFY}Kw{_PBPY*VC5c74{`
z=ON3yS`+mbn_eq?_s+O3e5KEq^FPj>PMq(Tt^dBIYN@I9dN$>=KWd)OE&Mb&XYoM`
zHr`{^wnioQuSBg5UB<Qi+BSi;8~u8v?`z&y33)dyqpl?D?W|*$nt~tuX->a(LULWf
z)@yT&D=IF{nrq)In7UR}>pJ(;$aC{kZfke?dY}8#`{cc8Iq!$HGa1-;-4X?VTu=LR
zPbWxq)3$3u9oJm6+_KYu&i*+2)8T*XugxibXk@&0=a#hR=M$FPbv@#0m%8kPS>@5o
z`nT`o6-2D*i<Ue5__5pZ`;UGUZ`sE9seI!8zM8Ek<GudHT{3wZZOq6c)pICmrquP?
zWAA<PjO%ub8F3uyxi7%K+dKQ(LqWIfGd0-<=ZH)%k=xESb!Sp(qs!*lMfVf~)4N06
zF6EV2P5Y2BCoah9_T(cTM-H&e5ERjTd||_Z&+-}z&nKj&ranBkL+xbw-hZIBulB=v
zpvLdI3kf3A!awNd8P^#{c|S0FTwckL_J?ogVY{tcpOvrOSyjoF{hx8?I)_y^^{zhg
zzG9hFy3AvydKmW{iGA{Aw|K5yxgsJhZEa&?V`Q``>*}i4*Vpg9=jH2L>O1?qVTJ+M
z>GB^djq5i1_r9L>ako?Aif@U>-e0hLb2;m5?H>{E<>!rVJ~p;spS)_#-%BUs<ZkAI
zTX$<jHLh9LPs;t&wf{t>@r)3y-0bY+ZQR`4Ggp3^d1k)7y{)aSk<p|*b|xlAQu8wm
zxU?OD9~*&_M*H5GAFJ1!8`qsbd-$EyTfK5V6NNIRqb0vmrrB+r`SRV~Hy<mr!UR(%
zF5Y{r^32{#*L$99kvt<h)$8lM>h}}ppRu2BTRm;goHb#q-QC?cZ`#z=-M#Y-3$I%u
zYjIZ0^`86fJI?-?d&ugsxm+37$(JS)nVqeztyiyH@%g>ZK_OySiRSdbGk(S$lj`1f
zX}^S!eRbXL?fb7?s&&c#>9_R0O5pLzytS6kCWvT$etIjY_hrw?vbC$fUp!!Z_Os%>
z{{lM8PL$tS|L&u6RCKicj|a`Cr|a+DpJ5<zZm#w5obs|Vz4(1|POsa*>y{YE@!sz7
zcmB9@KmKk$#E^6>pNoHY{E5u$X31W+OO++Mx8Hh|mw(^=e&6b=S?X$PMMXtgT3S2a
z@bbDPIyTO?di<TOb5?A2rpWmpyiYe&d;85kSoZ#&ZT`JIFHVMphN`NomzR`G*e)d{
zrKF@JrW-Y7?p#}&Gb>+qfcvS!pH>>z)f-=SVw-a22k);9oA-FnKKMu4M52{d{GRa7
zH)(&)alh-izp(tqOs8f?ow}2?JB`m-*IeM+z1_HOa@(D#=LOQ=CHEI*-H|+bF+rf)
zy-0q(-<-$obB{~zcmBFz@j(T#{wJX9v(<4$O4i!Xj9MBWO60zQ(ouG9nQ>kFt3>x^
zM;*D7p3e*S&OUg;tdf<>X2IcqH*$~VUw2~DIsfRK#pCi7a%CnGM-G|Yh_Qa-<2(1`
z>{><U?~?nob?yeI|6vQvFv#*h!BD%5QFjlYTlCqgWAB}d{z@*L_)l{G#e@xh9{24p
zJBZ)wUb27LxgT?tLN;ae&ipt#^27t4RO7nE2b~_Y@JNC?_>vXZd+tx2Y+R?l(eJ+F
z$)5We8!lKYg1WTr9`CXYo}b)$*=$C-;p6hOg7iOb&8?R>Ip@ll*jN;O@17=^B>KI3
z+WNCU<{o_w(m26V(YXO4DSbRr=&Mei%<k~j#mDl$xALUT`8YcxxBooY_Gc|Tj71kd
zJUDSz{+=@1?4yUPjl)h)k=+0IukB-VDV-F*69Nj~#qJ&dJ+JuBhTq$Hk8NBw|Ko1w
zLyNXPQQxH7&+<FZTz>8Dpz0?l?0??$-<J1kO6E=(P;fPQzZ2c_{`|bN9}nBTex2}d
z?Y7(B-@iSvd+Yn%v%0z-tNV%l58M0M?{nL<<Au3OVQW2SO75>Wy}9h%kGEPT5=Wrg
z|36Ng|1mBl!TbJI%?Y-*W`4IQj(z^iB=A+%%UAlTA2<4VK2E-UNjU#W-ruzu|NHI#
z?^(UB?(kgp`0d@1Tc#-m<Or|)=DpQjw9Wp?v*@VR2kxBSp2j3$BGGzO_TG2H85K90
zx%_LcDvI6Pqq@pUTTge|le~#)$9L8|jXM&1Nmp9MwfgA(KT3P5VlVvK5uBV>W>k9Y
zeeas!$LoYw|G4JE02*!Cz$>Qo!D{w`SdBgZmcRItSy(tx#oBw;m#<&;c||Dtc?+bi
ztDdxbX{~$Q>%KkDn1An80_B=rCtG<mOd?`q?@m(n7SoIQaqG|>r-cS;YH1f2x$fM#
zbMfNEF=ef6i#L3*lJKaw6kq+t<wk*X$*U<p4%D5z)_dv5)XTrMUTSBSEnD)W;l&xr
zhrRn*`df4B@9*_rvo+iO^S%6&{+sTW{oeQf$(f$}=3loRsK}URIQwj3V&dMtdz+h^
z0|Nt%W}f*P=HkM#St8HR@7zq|bV#;-xYvW>gVg2+iR~Ny&3f^~^W*nw)!F7d;`dh_
z4L@0U>5lFs`7YP=^OOE5zjQ70`>vxM7*<?(@$cK6PnL)Onl*9GHtnCLrlu|dXTCi=
z+<yAhsTsL@<NlvipKowmS68>NurTIZ8#wbHR-Mlnmn*bo3#Wd(sI0x-z3uLkcJ_Vw
zz3ltdSrwlD%sg-MFS=hZe(%@rV1?P&!VlWK*&?}S(V|0J<;qJ-OY7?FHvfHbaj~d&
zn8EF=t+T$U?gSS~g)QP1VH@91ogsVF+W5}lcUgb7Or5$X=Z^+&({KLP(&?`D@}l+I
zqjwd)-Lk3ZhgR;^l<K}G$Bi!T{M@wveMy(d+%Ic4xy(Lz>h$TmykP+W2XgFdeq6Yl
zFu(Sj<n+A{XWcECb}{nF<(E=&FJ&d)N=vHR?{0UWQEw+JTWx1%XJcn)XXt2mq_dOr
zQ&(qxT8C==ookzvzX$%?cHA=3-)sr@<*?KHJik5BzIjXK=)1S8lBd4<<$Y^gdsVmV
zf2ISMo@`lr)3<8k&Ye5Ye9PW@qLo|R==P0n7Dv5`n|-eYXI3qpX18>yf3oz2+iY<?
zy|Z(e#a=g@eWtN`YH(x@vsSkKO=-EZZId!tea{}c#l5Jj=;XS$Lj30JvTs+HYCaJ^
zGWF@ATii|7->sKQ{d<^RdLuKt*)aUm?%liR+t<s<%KrWFG5LD5prGK|wQEz9_4VJs
zxVRV;S=@etk%r5Z*kcl321oxc-Nx9wwLU6%;`!FaTbGI5TzKY^`hmlKT_rD6v<|-A
zedx34qxp4H-kh1f&iB(3ZBMT`8O~A9x1IU+M(5yO_PIr}|Nqokz1bpp=3ULKrpVd9
zPfS#PGJl=vZdav?pPrr;*N>Ysb7p6D+2>FHf3IJ8X0KlG%Ur+Un>)6xd}AkZCi3qR
zMRl`}1%*B5h1-63EfFxeCm1?kSYB^(&iSd6^cF7vcJ)}v$$NJnCEMHI3%#&Q`TfCp
zv1fmOv(dTrx?<kK9Ua^46%E?&mN(DzQEPQ_H0$c_E`NV-Z~FOp3l}QNe}B1t!NIif
zo|P@j;x_IK&wHtS*IYL<_$FJ=Hpb1D1MgJVGa5+b&pq{EuEDv37Kft$chs#Hlh>O1
zB!BX{&hK9~tSGr`KB>0)h<YEl{&jA-Ev2h^*8Sabci;Oefz_%03%Bzp1qLyiO1yl!
z_y51&;`(tax98XW%8ZP>`ReNGep%~h@{B)aOeCs(<5m^T==yRlWb*V?J$bSY_j83g
znm=Az$#aF%x#p{j(x1(NCDSB(HiypIlvNeK_FvGft@kV?o-f(3?_jM#-||_{;#9V9
ztvDzoEd2iN?&CT2|9(Dyvix9zLapunr;n#EI5<OSM=8V1?pMM3p+E12I2z2@+;n~A
zm-C#9H*?Byx0?SGnro@7XLrC%LcMTl$!oWhjej2nFK^*BXX&3;lBH{N_;VnmsYGV^
z&TZ56Vo&9`xVin><ZqwGCzW%n`&Cu;{)@kF*E{e$Tk)VoE4}zo#@eQBeh*F449<O@
zw08EA&iKj?SHmym&Ybi}>Eg@FhhEon-D*8jYIFE<AfstSMa7Qn-#0g>pE<TE^>oe6
z<?_OZ*oybBc(*I$>8=%dym_0u%9{;EU-&&equz7ukwj1N*I6&7$EQj4eBNr3zB${V
zZ-Mih`1rGI^R98NIJob}Bksv3pZx2(m=UwHXsQ3bkMT|i5`y(tW#=$ACnwkKTp^dl
zRy=L-S;+-{PhYF|+|tR&6p!1fWmOon=fAaQTHEo17MiP7enzXNE?soLu9)Z8%PDM$
z27E_0*NQ!{lUlQD*Q_6_R<G{<nI0b>UsLmEsrU3h3G($U6As3RUv)j#{mScF_p5IQ
zyco6|lo6faxAfEs(e9S%>pJ>mh2Q@T+f}&MJ$|X01^Z(eq0sroJjVo2RZ8|af4=$7
zz3Be@Wfm159^B5~FDop(x#s7m@_Uubmn=EL|LSA#3zHeYUB6zR_kT;#?vPaX=0c76
zR#Un5K8Wl7kTmzj3Bi-wTQBjxl#}1*<v-=k8R7pW5nqnWH{C9`KB^^E<9hz4Tt?A;
zn~Pqz63pjpjL_Nl{%rrl>j`z0|Acv;MHjvf*(cLe92gR*cyq7wtc}MOuixic#&_(e
zXGrjCnV!YVE{7kqzx`8b`G=V`_G%ey)talr=l?fheG@cQmiL+O-b*V>c#Z{f=iL|n
z7pScFKQJgl;j7J!nJaugz4iNe(d%MscT+Y0m)L{*Dnw2AFT`XR?5|(evwnv6>#XOW
zJ&v7B3ti#Gpt0xZrTl4`J>~CSXJv&xwLew%%=5C4?XN87T~Bt$KAPX(^-7QP-S$a+
zDJMJ_Ol+ji96x{MrS|c)4o8=)Z~8By(J#cn^8UkAm((B2J<H$i`Sn3D)v-^<w6WCS
z-1bMp$6dnX<a>mxgcx}H**?EIvEz5wPU(zA?-#QEo?|%U;d`~G>)w9q%|7YB>2KHi
zGqq_G4_&B;{$9QHSHMc6`q?>Wzcd%7aB7RpzP`Hq+e^Q{Nju68-?+E(N_2YRa-nrB
z4u=;XjOgphRth*4e&#`H-R<zY=?u9?W#?&l?|UhIbQ*8h9o<i7U#GslY_i-h^ZdNf
z>0*<^Q{=)vO<Ehb^2V;f+7H!t*YB5F_dl~rXN$z{<?rsi*b{8&uEHQC$NNm{;FGzI
z&oWm(Klj|}<@c%jLJKzRI1ue)yG&i^=r!L@TRlH*xw<K(-}viEq5VN==~-TUFV4*|
zyt5~@N@<%!wZ&nJcOhLC_W!uTnHD^JzUknTYjr30`?v4=m$5>24f}&h{@nhzJeHL$
z{P)ZE?fU(z_}+x)-1N8=IPX{UsXMx}<hx4u&o#aC>$u8<D4)G{p9<>#h=TlkKDD{D
z)HXFU{^r3d20hD_9~UYHM=#&^aM!o#@geu$hfa96u)Y0u>gxSdmaA!)tqaY&yW-3_
zC0S3`M8}2|C+hD`F|OnRn^V}_x`dr!VsuH^<HLNlwaw3t6kgqD+vWS(=4aOlubsB;
zpOa_)yHokt-Z!n&>wd-YQrVtAD!13ip7~xa*uQe^-z69IwttzpzU{!1qv4&Pd8pF~
zYuBzdG&H<;@#5;RwU=IheU~rE(^mQUnXC2W88c3#=4Whh5V`%=vG?YUOUw4hthX%l
z*;>B+&S$T<PhVU@6ZdU<q+aX0cH_%^k;^tl{M!5LKUc}k9R2m*xOdco2ckFdh>3}*
z33Z-0wzK&8rAwFY+|SC$DA3(^%rL`X|8?!}?3;~JUSG@5(l&MPU$IYj%6k8=FIMMI
z3f;XeTl@4^aXmgR>$6;cx9nTA>7VR$7Eq)xO6F8l{5aIgeWuLay*>Msi<+ye>&A^6
zPfyeB?(P=uJ{nWj!S*@aQcf)NRqyvGnQLCrZ!12XI(#OaFFtk2s&8+u$gMSr*_D%(
zXS$l_0>5?f*83b`OvY6W&zMpS!jBz4etk{k<0zd;Cl@-mpPOgvZ6+lxZU6I$aNlXs
z#I%W>ot+o&&2w~gfB&`Wbm!t-w$>s#+Dp}HQ#F2_t9q6a|9JlS)JYppcIr9nJ3oFL
zdsx|K-McQ+tv_NvZriu7t}*)2<Hv8$O}nwoceaqQu)CX^&0qe-ix$l|r&hgz_t?rt
z$6Mh+TOWRlz5CPtioIM|-ubDOQ75$%Su<+|XKR|LYi!RAdX}T+YxH#8Tbo1dKR4W-
zbJ*lan%uQ2?hNm?XG!YI*YbXQbJO^e=a~~HX52brRr)H#-=BZ8tfZvo<dbQ4q@{AQ
zEZH7+h_>y2|6<koLg}8(;onbtIv*~*yjWdq@7cdrH{QJCZ#$M4{&{bMg;bAU^U~$Z
zpFe*-IquAr?H$)<m=?^QJ^S$C!=C=d$M!Bf*s<P+Y39TA^;`D;UG{HbOR2%R=|?>N
z^Bv0+kK(z^b8O?UntFp2zTG#?6rSfZ7Me)3vI%pr<nQ^&wo&-=374WGqson|R;}8y
zWlGMBv(H*uS~@y9X3UV#i}m<@$9P7vf#32Y1)ryV^O?HqNrRHL_cW8grz|!dnR+UB
z=B!7HrZ*Q_x!mJ9#>rvx*L3Qgn=9Y2UtH<Z?C6srea28?x$~0!AD4gol6k2tDCe%r
zo+l5JeqTRz=j^OY&3y+g>i_!cJpY{_V_(JKRjIT+g56{rV`9LyH7?By4>r_I)oIf^
zo-ilde9Q7WLpiGjH})KS{Fz6y@YJ8&S(}1tOSf+PxXn{Tz1H*I&qlejcTd!AH#9x+
zQ<dULdLVViRKmUbQ%lzW@-CnL=E9WhM^jlXXUX%wJa5hZxMOO_Pp)f;-zVOAHe<oc
zc(2suLcDB-0X%6Jqk7i9{iPjldc1$-x4P4266(2Iv(o21jaa&G*|Cb}^CDNZeJ-#r
zZMSuJvLtxr*R)G=QZ^373lC=e)|z=$E%~$Z-=(K#&F^3JP2|+|<s12qX<i8Xw`708
z#ft4Wb*>xjd(>?+LvF!_Jxb=*>bnI3J|AI~;z`Odm=T$2a4-8}?25}WD+Au$Q;dIJ
zsH$IiOzP_Pa|bO-r~7=5KKb9^iwc8Oo!Aq%+YMJv&rG<OkYNzslw)xG@Y|xb8&^h#
z2d~!r?-?1P5I_6L$?z`T%vJBpGW-AM?5H_<<<p5pW@lMB8`|dU?kqPxxai=8gmpiz
zC#<(UX=y3(eBQf$sjvR+Q>{NenaB26AU^k(+uri+?~W8Y{|yb!p6!}FbG8rz?|W{`
z?@(L+WEj*wmc9AQ#Bya%$Z@H-&iKkXdu$V1m5S&7`u%>!L5pMUvSNFC=dBld&nkYe
zyy)_3;l7KH8E0|xnsp0bGL&%FFu(K5{rm6tujIX^R7OXpIhFAov)pjrQsVitm9Yti
zB^UpPKHB);(C^MY^QUiom|@WIFvFmG<@GC?rhjg(Si34{x=f06&*TkG^Q6{C%wKk6
zPu#wjvlIA^aUKZooZrO#-oGe%!|}Go2Nl}751t9ydi<p8<b6TUEZ85<v0bfmLhV}6
zlRU+@hCxg2K7G5!XiD8wfqC|y68d=En;m(?n`h4Ji2o)q`SFy>b5r-!{l9zTN57{+
zas7_F-y>5q{%I-N#6LNA{6{l5f%6=XTN1g<uv^ra@7Tk_tDOopQw8R^e>w?rv&jwZ
zg%3N!BH~qBo=>z{kbL-Jf&i%R{ooLL<D8iVK0*!Pbb28{L@egVf{E-&hYU?33WB1e
zt?U2Qr1f2U^eE~3_Fun$2L}a#=3<JTdab^C3OwG&tyeSQ<k=;`nQy;`FBjq!oAc(@
z*4LModSBib8W9l@8JSrgm3O#}7t{>`Ev)$Ll(*&E@6;R%DIJTSkGl0IO`5c5(V|V8
zHvRe)m&nb{Z7kKBl3Y^qWp4Ss#K`WmqTrFNdG1B`K|$Cwd29CdZQHl|`}oLM6et)Q
zU;ew+{C>^k9o;wMHY7CO%$ZjR8iM53v)TW|4ito}N|)DFoNh5W@bB~d|2zJF%4U09
zp~=(Cxs<23|8~LMf~;$A>U5cznbrN~By6j$uD)OYzxI2%r~aiBqnjJWIcLh4*qA;!
zxA9?Inbt;Lv6i0R-m~-V=YLT;Sr!=?>FC(_d$)D@I~{#}b!l<^I3G{Xhnt)s4%RB_
zo(>A+gPz{rr=QQS-&gVR(UvVHmsFJ3Pnk9?EHw1y+_jsoT)Fb$!-pF;BIf!XhlZt1
z>l3weAdS%2x$OC_rl<ZHC<;3qn*$>X9%`zmzYke-PysXmez0}<{5ea5JK35+BQmVw
zax9j{W;I#h(j&uwi(Ah|;nPYa)0&mb<)!=Jsx@{d=j_-i&dUZG9R@EI3G#P8UJ-9D
z!}}~3oD?c{JmIl1Hj6oMf7indgM3JeIjmaVZf<p*_xWA#3<Eugs~%4BZ+w5f(%uX-
z*S_GOh7M?r$@13kg`jjK&;%W>NN;>@hoa)<LrZWp*+X0#Q`Gk%&ex)ijoS%k{hfzr
zzm#fSOjua%bV!w*mw);l?FxU8mk#nv^&A4Nm#Go^&=_G3S`>5js;KSE4I4I8etx!d
zf3|_d3GFkxJ3Bk?ly$HzUI$v!Gv9R2NwWnHb_a8wNLbg?-(Uat>-Eyo(s%l1CMJ8f
zeLLO*^UQB1f2*l%vy*cyq<X4XtzNx+om)sqh={cG?wp&OcI>d&7;z>Q?&kXsJ(mZ)
z{=Dm9@sWh&<m4sXmRAGY`DCrCzv<k}$jSNhWU_x-dwSeUAzrsc&>Eh1`W2gV9VEYO
zd}tz_bIWvh{@q=sk5kvJSfMe|Lqx=lhwZc1iYW6rt4w##eDd_^T>JXESFe}*&3*Oq
zW#TqvW#v?(n?1V^nMt&QRuEM(JdjO3+<bZElAXL}xk^e(SF*ldxo&J^)F)%<WHt+2
zCm%n4JpGO+G_-6SJ{**k<~x^=zxV643l}E5o*x<-x^(H%l*2h@>MAM%`;Q(uQt-xU
z5i|;!x$=wrEW~!G>m86h(+>+CcDa4_1)xZP$BIqHheiqMJ~r;X!a|@m13R7^Z2A8C
zMuCaM`}vx8HVZy<Znin`;oR{bf3K}{X}<Vj<{?{YK|7Wcm5tx8gH+i<R5?!m%<&$q
zEf*wE*mwA_>T~gVlG1uJbC(P8x;;$i`kpiA^oN3znGN$xK_YL#BC|gfoP616KG|>S
z*88jdRHb@8ofmm`)8hJrhm$U|<!|}sZMj~$kB#{w$lB+8HZet3kc7wh%je;|-eN{M
zJ<F{hVve;fKA2Futl<2y3GMCPewH?1mmC2ZC2{CO!AZpf*2mlYudj4zZv5-xJV6Gu
z(nsUNl3>fy91AI)FX>WAPe9994mX+awE`t`rumsCCN#ITd-L(#+nM*{^u~u@q}OcO
z^5w!p=QCyX_4Qs}ryd>c4qq3Oxi#u;eQr`x(*1q4^J~A|oTTa<6&=0vjU+V1@QK`e
zG^gN<$Hs$fY-~kEMfa*+>rOw&#m%j)t$orhH}`EDuk@YzpRca2cFBAE__5d0qKAiC
z7cX9H{7xQbf>d2fO;c))#eO#BSxWn~G&Kt)b#!#jWSC6iRa#MguQEL)<;d65H*em2
z@_pvp(A8nK6(16g{ap-A29Ae?i_(`D{o44@<cku&<>8$DKcCHBckF5tEBBeS&9AQu
z2@B7jHEYJ(HEY)F+O<padk-|jv-7@JnqQVvVZdwl_Sd$uu;!idT+w^0w(dTt7r#%&
zq=<*j+0*T~dX<}7ugThq*Len)x=m*Kl=1I9!7Z+5aQjC06VO@{(Bd<DT~J}QIoLB=
zzv%h7xlf-yO?mw2Xt$=O=DYoFvkE*tJ(H7@v$p<P+;3O)@zK$qYBz9c2^#!QSG<0c
z?a8&e|F1H{3e6+(^YgQ^vMMSna&p%AEmvNDXHTWEx%qXwpC+z5jJN0Cf3_(dT!upy
zwiQKxzwF@AISE##AuS?=6;Ys71Q!zoxFP9&0eC$CHF(aq6KrkIpOAmC@{Qk7N1Ywu
z#06TOr+&ZCPL%kSkqJ>zQPXsz#Uv$X&YE@W`tko=>TyfAZZ%a?Q?s(Fy1FW~YVW*!
znf1X@QLmz87+qeydNoZaa#O*>LzkEPe?I%Dbe>(Ul%U{29UDfC)YQ~7yCi;pfB$@T
z>#+%&1Jx!^>|L~IQ8PRLr{2f0hYlTbQ4+jqQT{F_DoX0UMO;ckf`YpG^R?UWF{K!6
zzUjkPk)Qwm!Gna55Ru|r4xZK3)<4gGnVr9n^K^o*ukXf<8xJ2otgNj3#QyU2_3_VV
zckD9g4xBW9wt2o?)fbKX7I7^#Yt}6_wzjgGrWbokzdwBC+O=!ftkKcbWK7vGYnD_}
zY})S+4-YTNJ)qwoe)8;D)w{e&2@!0Qy_V+Y=AJ1_Oni89vii@b3yqUD{@DNj@B1cJ
z?jASg`#PIX{`m1@mT7iE?ZO#5^f$WKYiVh9b$8Ev`|8!JKYwcKD$@iD*os}32JQWR
zulkAleFdB4ur6C{{#@JYX<Nc8Q)U}pJ~SEDf4duQwp@1}pS4c&)alcAORrh5pdo%<
zB+H6}9^O3@CYu@DSGbazk@4bKuk@L34<0<&Q~CMF(~oB7=h=35cb`6SLP75F>{PSH
zRD(~vNz-DtF~4y&YRuSh?b<bdyB`leJw091d|}4MjT`yx|9m((Sv}?VpP!$Xs2(<-
zSnlcXuU<Q|vy*e5W13_HTk^Um<>lq}_5W<FtbTobe7r`uQnrB2SgLo)=Zf#|V)r?|
z;QegEYN;3;6y&2OeBUC@ML}TC$79kDA3nTzPDNe)v+tAA1n@w!5@hY4d!Nk1*{NoX
z=^O6uE}uLv@Jq_7RjYoe9m2gxH|W^0V}0`W=WL`mr<|Phe*b^D7tQ-5c+&XP?CtH9
zm6H<=Y;^kj;6XxF)vsq~Xa8(FlwdGp=Hjba_v?PYUG6`BSKP*^wb$3hJ{II`KA2#!
zY~jMhpP!!A1Sc3soXIKr`|E4!>1iK*8xJNJZ0@|7Q@2*!GtSe~v-0C3*8UI)9=5}V
zXQtM;B|S-xin=vTH~I(2cnLpAS=ql2+vSy%lol;sEUq6{^WXqu%`7IOa#X<7|LnH!
zU$*jcrRJr;mO~@9p_+geOM_Q+8ycD#8G%)Sxki>IB<|=j0qu$k!dQ1*8{NNjcka{b
z|6PA&6jJZ%I|wNB>7PF-lkjY>ur)_ny1?`Q%!jvncwSkjRX+cQo0`L;1Ml{F$*Ts6
zxCTx6GVRlo|F%tkp0B@u=X}(m$FH~R|NqBYuc_GL?qzE8@5A}{f8XP6|M`CSBNqI$
z{CWH*$C?NB|9{+W|M!@G|Nl?j_uG!Y|KD7aB=zv3@X0^#PTQZT|M$0Bz}N81_B*Tp
zXzn{Y)4OWP&#+|arFTuA-3ofQMtiTXrlE8Fly740CqJzhDXxEQE57B4Zp%l9>2mo_
z0Z}E)%TxFNd3jpDuKC#Br<$_7KR;f6zeGNz^WS;@`}_X%K6scfZ~yo8bcuUKT${ag
zKTWT%IuU>BLHw=T6TTg}_Dz0Ot<e3Z1IEWcdp?c-6`iYmc4B?Qw7S51ZbIj-Z2T`^
z^nb#AFVC5GHu7Ie5A|8B^4Ki;%>Ct8?0+u!^Xd7wN1L@K1xe*^{t{O8$8PDT+5S?$
zEzjF$zkNRE*P6cb5<&H;YkN1Jnfd7Z?^wH+<+<}u9$a4kV~hCw+Q5JR9=lEb6e&8N
z>yY{syWHU3KZn=X8<|e1^2}ek+<lHI$9I>-9bqT(EzjSP)8uH5n)@_}J^72kW=;K{
zH>*!?wliBP^17zGbcU5jY+8Lz|Mok}UNv)Daw$Ih5LP^=*v6%6!5x?NOFyc~PMD|n
z=4X>?R{tNq`NFR@JN)d-n^dp9Vph<yg`d|RkvjC{Mff(yWi}zx^v_OHeQ6qSqKf0A
z(^A>1cKdgK`146Wev6TykEVvR>in$ZNz<R5Ydw0!bs?Kze3)(W1vB}OWz$|nF9@1^
zm|5Z^>ywv-lDkDXcb{t8U@xJu)+@E|p~G7znM=*@PN%J`X49Q*cs%6*qnKpXLao;)
z-pH^C2uK87XR(v%*|aIegxlN4h^=bF!tA>oIXg@*$VNqWdTqTugZa$T?31in;!*i8
z4mHlNE^yoB!SeD*$Sz%T#@S7WE(>1V5GflwF}pRjiaX|{+f2sI&8Cy*o-ofB|1q`s
zo;w?3yjarhslA&%?Yb`*yy=bL_lmUN*1JVZ|Gci=b81nsDEo~=3sOAgv*R8YIJ{gS
z-O+mb$882%{Xg?mQWA_h)iTY`n|16vvFg5CN8lUjj<gM)8y_mo?doKDyV0>zY?IN!
z(+93JU()n^EhKm{s;D_AT;~00JI?*uyaq11-KQpfyW5;GRmk*B$%D#+hZc)n`yMvA
zVP(#Rs8R<5wSD@(|2+Ej+QUL^-YL6BIxoT=?mHkOljXVat1oAFgFAnAtup%=u1A{|
zT=!%9Zd9b>lFXSY;=G%8<EvvCv5^(GF8}`7G@a$;ML}8J8IR7cyk%ehnUCX=>$AU?
z?s1!&b-MA*_#qQC^USr`CvIwe7MuHI&)u^E6I5og8wUTL#UXd@&B;C0O2NXio%`gO
zxepxLA}$@JY-Fe;T`RQK^_l0#`Pa9%9sIskCS$9+r(TJStwYEakLF99pU%&j;*h1A
zo~1PN@KWJ5wPsmLf-H%_W}7yh`|9*<YlJKNrks~s-8NYDh`HzRtEV!w8V9y(C#x22
z=$$rYp5!H^#S#nM9zAlLEST7RFQ|KI=<6a~&+89(j5&^-dS!HUS<w8c-J*VK`f(g`
z$@&JxGR6(xqLzhb+-ca7eCcZ4X66e2NBpVh`OnRea}Bk%n^ER@)m^;n(pRrw)x|eW
z%4Pa0?=*|O%-1zDw%3}P5xDh=Ql@-J=;Rw)+zwAa7F6`n%56=u>wmqZ-CK+w1g<IF
zTQ+xLlUsJ{f|ON@1WwJcS!Hs}BkJ_A`A5>%hdo_3DWU9Z>!$lJS!K;y4Vezi)=(<y
zS2kZ$@*siZ*5Y-!4#nn-oQ3P3uC5JHH2SrxjdND&uU8sk(SnOO-bY=@`QS8PWhYnX
z^NmXj!qyyn?6m%we2fqKAu|!@pF#?Yw|V7+@JyWd{egtY5xE(gH%^Ux>egoIW~y`H
zOH9Cd#;rdiul<<5Dap)f#)V~b#LdgxkD76*wp^~?BA>PBFkgZ<E6?2nd1=Wl`ode+
za)+>;SmVge_a|guhib6sIZLOd91>RQOBw=Mq_Y?kR<HP;7ttIO;2-L9bcruV=o;gq
zfIF+^iCsK({^+AkiW6_nTwqmgdYW&oyXwX0LkX*1G)>80EqS@2=L4JBnWIZwxx;5X
zIe2=DO~H|<dA=G8_(XW~m9N-_ahpCBywRyJ_r;~oM>)C|H62R=riz8<Pv?{<a=E|Y
zlaKZBfRs<JK@&U=PMx&3_{UPeM(*O~Rfi&q^(KcL`Ezb><x=)7U0a@phe{YdcYCF;
z#!>K*NledXrBgsaphsY6>7<8el(n?(uD``s*qZ8UbZhO@8@si>8U4C)iODRtvp{&Q
zkx94b=HD|OEm~-C?beo-tA}HzHg9$2X$mR*T9@%$$ZC1RCn3IoO``X1bR5;%`uFCu
z?dtCiT%AyzbL45xs_J?AJATZ2rWms0-ioeeyDh3V3&@rRxbUqK3Vmi!X|Z(n3ky*V
z|C@_f%X%IDFuR`5F7{2x56xV+5*Agy%?|4?8~9)RxSo6MLSbL~$&ngNj#lkEm~H=?
zy^(qIywzIWeU(-~?D5?CxusXwB7#=<xwKxmy>z4ORX$(7S|L%T3!B*cX1u?o8rjjJ
zYCO}aDB*0nX7PuZ!e-~th=xv{_xa`z62i0jd&*J`H{A^NcRUie{Mf43tXIkkpV-Po
zY_pw`#c=g%v`+u~AEs*(6M0IF1v43i_X#fRHn#nzVyFJPc*pBwn`%zXYwp_Dx;TB0
z!yD~O3>_v-TP`|DnsJIu(Ajcw&GO5A&2eY#HuM$0)Hi77{9G9BzW8+GzFg^VYBDR%
ziKk@<KRaugdvn4^&xjvMLHv$SH*q}Qp{9F-CHU&4M#UVXrwcEp994c=)Z7yzsVsBn
zY%$|SD^clZyEZT;*(`bJkeer{lykr$Z+g$f84<VcI6K80x>vHaQu|5Du7C|j@2APi
zXj$ujpZj4(i@U&8ws7_gQRzvqZ)TLLE!H^~^0dg%^>s;X5sQD2)82=g|4)T_s|O1f
zyBN;WGBhkdbL~k~cC*T5w#N2tg&XH@xy|Z!`ili?*q)l$yYAuhU%RcXSGz0Cx8e0w
z$7fyFAG|AEE4u9RDgUH<Q*C@UPhGTay2sux3A0ZmuC@uj%U-uCPfA8Ry@o@=O-&>8
zNT%0=1>0{_+k7#-_mEd;>Xo>6iGpJLd)9CprA>BPpd!@LSK;)e?~r0k_sk^YYrf^p
zJRy3X_cB_7HnSbSS>m`bJUgM6?c0@YTHGbq8pLi{L|Cfn$b@c)zA7WIYm2U$%#OJ;
zR<wRdIk37TD(<uQorT=H)&9Aa-Y~RpUGZCPo5xeBs|g(L{dZs0E_8OTd2(;ri_l~2
zQSSTJcW|Xl{%o?{Y*oSg#h#ZA&F@-%C)t!gI>+Lnqie?k-p@y)U$q^4k(I`G%4CV%
z%8rhwag%@k<P@xIFiraIvet3t)w=<uNA$BVJanHlPtN^7@rs7fBkgAz6LyGiUgdUd
zfrbJ%OX87*v$+my?smN&Z2S44iKC{@AEQg1?yF=ZURqwZ)KvOhJS8J|Un|@3$N-+u
z9X*8$V;|hpkv}B)vZ<Tz_2my{%5#bwnVGI?J1Genh@5?-cw<4xX2b3;<y+P*bd#K7
zu;kOB6;q~7HT1l)oMraSIK2xm3TA#a6Pz!1Jj^4AQ}+Y!?5h1nMqFIoyL8w$S_;VY
z=8MLC4Gr<pSd+=K*Y)%4b1(Y0AKUtTnyAE_)Q@KlYtLivTpK%k*P*&}xgQ%I&NQ{l
z(a2a6yLaMW+lu^S_f|b~(979zQGBQ1j^1^jSa!ZN@Clr(v&-5@#%TFz+v(fyqy*}0
zQv2!pQ2JuXX3P26fhTSx%~wmhtt>hvN@IV;62ARXyfHZsH#uGDb(^q&wQpwY&fPmE
z^=9;Svq|UPw%NqMe|5w34b1(!{#=q@x_XA9-$gZ^KNly7@N%rqs}FH*Z<;>samQ`>
zw^6%9HmZL5<j!2qwR3g$zfG4N+M?f-{|=VBr^kPbk#*zWz_Q#*zf;G01TJVTkkMJ%
z^y(Lz&QkN|n${OAgW31Zy~urEZ}ADo3%z#l<I-5FmKM|$x)tC49lx)nx>;%d$7OE<
zpZCc9Nt@T~FE03R<*xSSJsBVLpOu`ed6%?uhWpkZ*G*HRzNJ6f@ao?j^>+^E_w(LA
zx8m^MzG(5k_ILJeI=9_yd-<x<TPk=HZg0K%EMa2f%rk#%XRLeXTe53|>ecOQ;wJml
zi79-TdU2@;%PKZo+arHBrE<l6NSNT$ES03tW%W=mCT3#am90<M0z+%!zj;Q)%!%4s
z@@xTnh)#{~ffU6THzGt0o{6N^PGmcCZFP{S`ck%yqFg6dGYUQkOwM-LaLekM;lgvL
z9?vrVwe{e2y9LeXug$qKze;`eIW;-!s~f{>-!f0SEPJT@Epw5}E`xLLRg$h)=>M7b
znDMV!g7X1`q+@e^{b$4!=dO#7UQ)V8pLfGCj)le1OT;sxm$0Aac)D^Xi~IZFH#xuJ
zZru7ZH8g6Dx)0NRnT@lnc9qw7*T;YG+_AiChy23>OC1kLNttD9XiomNv|+-EOCdpR
z2FG8x1#Z%EFv=42j(0r6rN}Hg&9S~ep=ol-kHi@vRh?bU=Ra^p%<$Um{`1SrNy4xH
zsj9U5zx#bSFua#}?-UD(nL;O14!V7IKJ)#=!F8*2z4rx1zgy=gtGV~r)l0uGF}MqF
z_;E_6!t;My|B~1nlePp;p1h_18DB@+R;_^NSuRhc3tvrQUbH)QZT{wh9(KuHw!d>f
zt)DZQ(c1IXngiC&jzKT&<)*GLW?1cPz0)OIV&n43B~xuuQ&&3g>z2BB_>H{d>NUQ*
z_7(WM`)0S_-=_FMc1!;amiJ47j6}X0ZH~GwB|ND=Zq1smwKq(jcTWu6_&O?G_V$^k
z$4n-EYO7YxbZuXdbUyTyi}B_Z!!>TZ62dRUbY0rW$Pf^AWyhj_NjmDzS8wd7>1vK|
zYij=<)px9Qp=5B($MWmj<|f$8ICqX|^OMz;`)=*|wng^E8y0iDB=r`D%MX4w_47!3
z9$)%0>5=a8t}h4jq7R)rCnR{fAUfXb^pd#W{`s4a@L#yfclmGE{WrxQUM~9KQ`-Jc
zTS(unz)Wij%cJv`KjyuP`@b!4b!ykw?hVYg@6G-kvhL^i$vm-U!DCzVl%jHr`nRp+
zi<HIeYcenTY>r9cf3hR(!O=~<Z}T`WnV!99b-(P|>1UD6TAtQBkBG?rS-!)P_w4qZ
z|IT+B`_kFn9Qe&1>UdX6>D_zvB5Tp2ZxZEd62HXd*LMX4uIc`i8oyMye9KCQg^Pn9
zfBSZDzIa@j(W67|4}a<Ai7nzgl(1kSUq({So|7sX6ElRE`4^r&<ZAuO&Y+-Wg~#rb
zzxs6gn<kVddu%CqzQMtbi|Jc)*Omh93uTGiVNaUX^Dfwn_80cd<~TG(?32Y;P6@V4
zdGS)}+Fd2xf@0UFemKSve)F!|4VD!V76F9`L9qu@+tVjXab#?|Cc7u$tK6+U6K1Yo
z;Z+sXo-(txvuus?!#xS+wpTXod80Wu<)u*3)fK!`AB0FfYB?{;tF`h=rpb|Mr}S4^
zG%ZWKX>;OMCyxokoZ#ybDprfMy^<b!aC&*$>Fsg3+`FQ{D><}j;!^9|SC2MJ{Vp=_
z-SuJl@rk<(JbyL0u68}mAh5x!H+^Tr!-?H`T4wd7erH~qb#hOtob~L(t8}A<k5|XP
zbTqHG-BWVm@`H;;vy{B^c&0?H%y>3$=DXI~Wot^blg>sKANX{k<YkjjDodxpE#BCg
zdFM8@PSkGrbke2b+ZPVUgw%aP4NEPTHRtM`UnseUyG*!V>F;}63&D^reDbP|jak>C
zvk$dOhVvG$`IJ<&Fs9mRujKAG>{~;7H>Z6)F(duR=D_GYYah1RYb&qa5fl1xgRS5R
z?{rz)!z<_dt*<#OkpE=o>hhh54QnsO%bZvetg7ApA>~rZt5thV*QrcXEn0c>aZU#R
zVeXE%T>MA3UeAb~YI*aflIw?9q5Q?s6CAu9J6Cz%Uhv9khhxOSL{=NKo(m!>#Sv{E
zn~uiGI+h+=$C;Ze<zV4!wSX;X&D(uz&TxJ`<*#vkqq9e+UL4D@O*4xsqrE(2tbVR$
zND|C>yO8q*`<98^<$+T<xw$O3RI|mzSM&3^yf!{yBztq>7T+0SiJ6x;*}kwpU$Hg2
z_-RA@%maCg9-lg;z?*zEBzsA$f>B=6%l*vj1Fr~6vQIP3V42Imdy~k7>K#qh-c4pJ
ztZrL9JSA6Wxr+7qy=h;JuX>3JGC$CIv2))0<1+;t<Al|xo_ff3)>2$^V~RhI$FsDM
zOb>%6NfjT|KZcy%({()PzQ(GabiWJ@y`uuFJ%l*pF1sXfhRWT!wth{Q+>SN7s<$rg
zbGVe5v8%PGv@ju8XbaE8&wI>v`TPu(iGQ)J`I>OjMV&dnPkw#3V3EeO-^r<=xpO;K
zRP3(ZSGGrCY1XvI^9#e5K5%g`^7rv@Z#l?)W_m}S?th=pjg8%|sSE2qp3mUoj+$_G
z+b`Yb+dNZEmsRO$@;=ayjO4TRPI}1lK7Ft2^$LflYqlR^-6+zwdHTuQoQD%?+qR@U
zJdxT{ePR7}>0{GMI;tZrcHH>N!<LYnb7`}m$zE3;n<IK=TW(HJUbK7)TmPaPb-DBO
zT|Xvn%lh<X%VIC_s2vOZ7VrE}{gdgQZpg;%fm}lTr@b~u-`3zs(3ML6Im>nH*OH63
z^5fGs{e7?9X8rj0rpXt#2wdCAAFy}Bo@wivA8qk8YvRuG_`>+IQ@7%1$wDbvF$0;E
zduQ>UdBEshH&ye@N5`4IClaIP*KAjm|FkclyQ2ThWSN8P8(Fn)3CO>fdsur?{eoHY
z_6f^xgc-@Q#q{-j;q5Iut;DW#)*@?bg88RKp21S;!V$_drpO$0QTZHk@m&aywR@b-
zt=tuVs*P_sKGp5Zh;=d2ozbBe(-ZbU`^kb*S)SH3(N6h-B!0zqT{rm?#=o3;FK%A7
zB-V&^=9Qwpi))p)M=7fsCG@)e-L9|OeM(k}<;Dl$4LaE&aZ`7%c$8!#r7HiMmuZ>c
zrwOi7s?E1bH@!MqdaU5!_E(=?T+-{!G*8!lw<SY!o!XwJ&Wa>u-bzo^Hw;~W^fqR9
z`d&|T&y=0gUa@)URnrxVHaPjRy9rfnmEFtAEwQ>P;6&)^p47O6pjMY<@*$HSbWdts
zAFI<T|65g3#L3^;--KiTO#g<m)=V+Gpnj90=T(IdmbbS$YR-*Yv#`FgT0$=Sj8$lE
z?*pa1f4N=uxSGyyKEGq~ijLCsrmhnnkKCBDPOV+Ae}Y=%%A;3OR$rR7CvRcvya|^w
z+5ZN;oMuq`V6w`k)Y8V>$NW-dIovm<y|tWtL$Fa|SM$ybZJPxHYqf%0tS%f2yVm*b
z>w&t%-<z(l(^>uMS^e4vH!`n^dOEXL=pG9FW^f?z>w}xG{!WOr=zXm<MYCP2WSjq-
z+~Dxk!@cgAVcI*g`1q6h&7xZQjy2v%Ol)UX=5%$gUB1ro{q-4}-P04_xSrC_xWDY)
z!io*0QWXha);DHZEy$M1xhs@=wbb9|aB)gQ$MfnmUJIevBSk6&9S=>#ev~b~^5E@7
z*T+tWzihSCR%O*TUHf+D9yXnQ`afBIty`1u$ZxaCmcM^*M>$uub<MsVzU0`#6P3%0
z?-%^C(6u+$GOOsgX>&K@A=k_qsw%tAEl-JkTPDK4?e(<v{8rblpO;SE(se)Fjjz%0
zkY~=;nq;ToYZuq#-hUyS;iI1_XvX(s$?D_D%crxyEy*bHk`I}-^zQkDIl_(?f4;KV
zZfL)Y-S*Qajkp`@ekWHRjycz%Z}2(c)${xNp0xNx2Y>OJ@;v!<!oE3cbS__VIu^6@
zfko8jrWvd&{r09WGh&xy4NUyNXkApZE8_i)xr?p}8BJcbp?5L+iT!ma1=FWU{Bxfs
z5%|%}?crbMh!CFSFO#2c_?=!C?VB&V@?Xz)1xBX}T^x@bPTCZFW>_k-JW6fDBF!Ur
zOlyyG8+g2Vz%tb$z~svcn^_!*6aP3a=V?r9<UICw?nA@E@~?5sh6nj>U7bI5J-=&=
zz=HVsyUf+ho?PLX`tE|^^mTS3vd><Xy~ta-xT5N_<Np11o)@Y=Ph>uJ`ABQ~wS&(b
zW<L6vy(;@z=B>=)jekN@mg-vSpY=8OVq2zsG%{PFXNHlKYR1i3)&;v5xSt5|`M)XJ
z8#-GhNtoHU$3Jz;@~Glh%F5NLt8U4MZagBQ`l~KhoJlS!wy<GUpzyNKDt`p64K##I
z|9$I|FG)$0R%2^)Y4u)gXe-Ef%I)Zi{!C6mXS2h}y%Y17RtE6BZ+;>%XDN?{Wyl)k
z-G)C+KC7`G+30t2NsQ0zJB&4J*=^riKk>8oJ1YIVOYVH>89C1IZAU!A|NNVGh?z+s
zM_8vM?V0^CA=VeuxhAuD%$j-Jc!R&*<t>|MRP5`W-S?<jwWWup$9PuWDU0S4Jd+wf
z-;O<BuHlm|`{B(#lOD^qmuqu23a=E`NZWFAs=1A6=Y?cm^|Gcq{^gx!^~t{141Yc6
z(c5yT{J)|{I9p4hX;qKk_6>I@^_2&*WZt?}KDTPx{l<yv)7LVy^X-~`Vsa>Z+rlNw
z-mc_cyin|S-qpq%nlkwx6(nTE_paNk?%i}x>B2FS=WH2EpC?MncmH(MSCk06exG~w
z(b~NiJWp@kl=n5Ja1z7Yz=97gtJrUrJlhk(AM974^Ri8IO4+2cxsHr&YzeE=zN|8?
zcp>&yWN()B4<k{Nbw|CMzQk8wlj$k$%=~k7x=1vq^CG=tS1#V2u}dPY&q9K&ZuzC!
zdj?xIw;d}B&92k>VKlvc-k<JS$C7{RO`i2#dh++E9_#<%g}$#=v&x;h_5Da+!GX-h
zVY8p^N<XIFd1&nwj+|AVbNs!<&lo??Qx_;W7k!ymaqHDQRSAn3X&KKJ8XtRhrYojm
z#ynsD{_}hDP1V;hihlQO?~3R<eB_2f<kg+`7fLekesUq=&<7FoGTuqe{>k&Xy5DYj
z)FIjaO<hS)k^l7WcMA`c%f4E>USrYC<jt3F+eu%DS;{K9eCxY2Z*Oc2?wGOEN2j~$
zd6!0G!%8tZ?`IAybNUr-id1oy_B*REKCC@m$b0xmuPDQ9JFz__%MKdeoXISFiuv;i
z#_%7Vr#~LED_kH^vhC>>9iNUv`dilYwkAcqy~QeLp|JmM#ODJCx3CEDKM#9m#q}n^
zENfQBw_}yZtB;ChEUG_X8tgag$Ch0Al$+o73H$fBTv2ZLy6Q~h%uAs?>kdx8B5-`A
zq3~?2SzEOQmmFCeC@vfoT-$$tmrF}n)~4+Jo6?NWWi4BO>n)#{fDYg57mZw1F=e}#
z9l80X*r3@uElXHz;wFZKL!#mejgLRxbZXt|5-7~!>wot3>Rs+9Km6nAxO8a~gO8^B
zs@@7;YX(U#H<9WGSt~s^oR}lT?crdkuCX)dw@7Nxs!K;Cn~yQ12-#Pev>mKomAolO
z#=_ygXvpP9U%WUq-Z)Q{i&b<r;kNY9HmTgT*=g#V@3)#24_EoA7tiBa^Zh4l|6Gfw
zj_W5}W?lbaLQf9gM^*Xkq+-4O-ZjFV3n#zen)dWb<s><qkIR_j*A%^YH`OBd+0Kmf
z+`_Kr^SRdSc^TQ-`_QC(LU`TrTkirk9+z2dRwb)m@WIko;p??aWmRD{KGEmz9Q@XJ
zW=Yoci)&}A@2j+UTcK*M)waujPb=H&`VjUz$xfom*WY}OHF@YV@$Ia2$+wkP&I??=
z_h_nt>Q?SAd{Q}e3C1}q-rhAe<&e1YTte>2_RXSsf8>5}9#2laZzU8NYruN*d`WZi
zn$%xS>DNpQ8cx<Ud2Y8Cp1ig62CM1OB^S4Hw?7Wu*|)dyZP1GYR|2oi?4KIeK6l=-
znO^Mg_N+Pn>XEG}#~;}XRtF-EH7-w0(D>hbamNz2?vk<xF^SpsDrMfh+v0UE96Bnf
zXK3fPs9knbq=dA7nSR;3SkD>Kk+&yLd||xfW9r-^wgxkEudJJVddIwF>-%*h&*#la
z+@79(?P}YNmpvO#vDZuz4&*7^JKb%Kq~R5-bvxedu$*%JQb&VEn2zYnEo>QbXHr&e
z{q(_<yNffW{E|va#6*SXPwpgY%eEx$TJ$*JN`k4DKfiZ_#1kc*ZxsrB2mh5#ovb<c
z?A3=#Mw<>7DDrMt^e9{7{bEn6KQo^DzF%~)iQ7={`h$Y|<q1*G4mj8?KTsL>at`xu
zrM(ZIEqZCB$@0!)`m-s~ogy5c&EC4*t`x~x*{tiBkg`;}E;{>l#CngJlMd`P{=D(r
ztfcss_W5g7_?M}5TRxJyHq}}2S*6p(#^y7x{bos~IEruR-@-d#->pznfynq@+^KT6
zy%@DEtdjzZPQP<tdp_Zsz?yx@XYy?}#An#-y2cW6b=f)dHPShOcAhVC9(&weZ<=x}
zD&v6O+zWjx4xe)>zMy^o;6e4fjt8W6ueCc7*^tsRwPW2$KEJlGb<GZIO~3oz7us}5
zM(;z4rNs?(%aX09XG_kk(v#ZSVWOjXHTj~x&|d%TUEDoAV((P>PoHa!o@2wd#5M2H
z;i=a9zX@$Ikg>R;`{4P(1m9O|OLuH6HMq!AK6z2=Bc}8g0duCPJ@rn(=gTZ}PE7Bf
zrnuX!CR4(!Y_r$Y!%0^?tt_M)B9`!S=p|ZpT#^dl;0w)4eh_EB$WkGY>!-jTH_iwV
z-j!>GA8(wnY)6@^Fz?dz9S3#`={~x1@(hz&*Od6j2XxKC8x8ZStCHfiZ%s3?v5nd;
zCADMUsSPRB$4<TEW<I+tvLf8`bod^PyqxQ6<F%_&9#$@%GX0p!j!Msv%SUe~%6lrm
zmuq8P6U}BNyDyjH%@wo5ny+G&cWQ2HH9UVmG3fZ2J71r#bDPA<@-tU>m5F<hNO)9O
zaZ=LdZE1#Ak7)>9u<_E#=*!T4rk!Z6csNsEK(e=`sGadn+UDactEaoH(RqD+wvvld
zNxXTG){&DZzHQwa^iRg+$gRU)-TWgC&b9e_Zj0`kcV`#&PU=n2dL0=3@KDU@O8?`n
zb)Pldk~GeKIQB%woX=7B==8z|f!E@4WnL)z&C7gY#+TG7n&hF?VaDhAe#Oik#vE-N
z#~1RXY(He%o!swyJl5dIBk%Z_owi&{#9y0ot%&ToYRmO)qlw`;TaK3tV>{CY7BJj+
z`6W+)Nq1r)Z<A4BO!EVS>mLsNNt>;3`HJbDc~y%KMCo-Ua{apRo|$h_ew*>g7uyWc
z+_j0E7SlR!1fD!mahR!8J3q5h@2P9$VLty=0b)m+-|kw-AXcR<((bnS`2Nb)L)?4r
zYl_6I7tsrOdA4qGM)`{N_}|kXPfIdi&$GItRdcz(oe#IB<WybUHDl|?OFNrNQZJ~b
zcwD!6lXt)LxQyEdzHO5xs^tZ)T3uZmIQ#K2J28!nJ1q?%k5=XU`ak=))Sg2hJ#2c;
z`Fx1_k}j|`$KEkEtooxKPleC{&v@n!m#_Ux(|hW;Yo!hAg@?PQJ!pO_dF32q*6Vd)
zwdLC$t4ugN?}(Cq=EwU*d(Zn^??{RcvSsLAC+o!@acnMQ?CoupADUca?!UTl_RKCJ
zCz&M1OY7x%n)&!Xt4`^TEoInHmFU2w*SV3=`Ok|(Qx39!5`O2DT&?l*&9c*3E%S4d
zW^^+KhsCY&HCwQwTs<!SFq?1RzTbP*?>MgAd0yIRp{3}Ld+V3Uym`$&N7;U6UJEOm
z+svw^_dAqgKPR}PT`yYry|*_l!r-JrSM^52S$BL~x|iKMwY*A@`P`PB%nNFFgqr^_
zddi!aJi#&KsNy2gl0R?EHyLVKE^&BRZ4p)MT*9{I>gyw0UWH7(+tzsH$Y&FAuX`%X
zv>tzzxgL9QL4ot9SL=-0rr!&?GNty>l9b)%>oqpM5nL<Md4RoIOKjEupb5uztXRz$
zA+<hNP(*zN_o9=>eta}b;w;<lSf6;{*p$B~I=?>E(ogPQ(k>i)GSS8&xTOBVLYbM%
z-KD;qlj7Q=KOy8Z|I+PG6OtEfk9zC<$ZGq-8!mHhSWI4iE$O7gsn%<cgsyJ<;kwRg
zfjRqc5AP43CC^@ex!^KO*xt%i_m4-Gh3%YQb08@wXQf>K%vY8I@0M?K2tDMRZ6apx
zxLxbRg&@`&&t{}8dvi@CPro->^uSX;^HnB`7yNztJ7CtdJ9`UnygJ*Y=lUv8!zygT
z^76thn&!*CY`Hnz=&tOZ{ql=rO5fafpP6UEzxPD+%a;;0ZAE*#XLS`U+>ueu`#OTN
zf3<CI`JFG*|0ReU?|IFCZb$3%e<knYzTB1ne*0_sLO&&$EviYO58O*kpHA!e{>k_K
z<dqyY(^QSu=(11Qsc7!Sb3XdSoaV<y6?=8+q7vL>?{xlHwTvxjsj<(bH+RApruQs9
z_D%SH2>*rc;X=*NrZewa=CdxLap8@gjRwcBoL+U|#g*6G$GT0gUzhIPqIdJeGX1J2
zvZ?~_PbiA*lzghy+U<AKa?Z4hqfg|G=T)3`tGp{^H1~xk!-a*6*RqQ{Lbc94K4_vb
zsqoB$U)vJii+VI)@0)+|#P$a_!h(WLj{QwcU&GX&z+-FBaPRvof$q4L!l_af9UQgW
zllMxWtcnZUZ@ea}ZogZ<+mRE6_Y-p#te+Fn?f;QQ@p6v!?9K^}v#NSF%+_!`DDSiS
z@Wh6SsV@J7r+qk5y(0XvxtO8A>({-XzPKcxJm=amIZ>zQJFC^3*X@%%oo%Li=R0Xl
zauZAWdPe$yf6UgFkOVi2Z|4`9C+ISiUs<&}kzrkl$Cvt#CpzP-rk;I#*sZd-qm?aa
zkC)=zR5_<_!P-Xk;p)n>K7DC06aDQFyK`+U=MLGlzgMiB)%-=Ov`h*`0u|FZ3{My+
zvqv16>VBi)>phd=sz;dzMHdOMuFYMc8JVM!dgNuJp|AVIg2IUto-bmID1Fu?@z85U
z%YVuC_Fuuar%o`>+U??)_1g8&gu_nEeB9<6+^iLD-}YwCXZ_@}hs7f`>qW_$X&p}X
zofkU=WV7U=W{Y#>99tK0@k?5}>5|*CySFVoC!@`-xYEd0=4YeKmG<mbrg;Bk(TchY
zzgGLZ3cHo8>RDQr<#pQqUPR}v%0`oAOHR)ZS?AEj7tp_L`bLJ*{^*UnZ+%ggdwsEA
zVDp}aUE=eblYFjsR`j2Hx@$3;v`47*YC-9rs}5h=eR#^*+HIyA+p63<({>qc`zpR>
zt!jAe!QN{V#n1L$E48?LH8^bAxxDjk`|1o#UajG;wQK1v*PP<W{!lNHNwNB;z+KDD
z)A@IlZnmCSS=EvMUnjDSDgS-I6X&jbVId+1Qgmm8*%)0?I;7C$Yi-@N_u;IwlASk<
z)n@(9h%!<t`*J~jLeTp*$=_ZZnZJu?9k-v?cFk$7?b6>C6Ao3iZK`^9D*E9T*Hdo{
z-5*`d%-#LMc#-ekJpw=U=Y*apUD2Mqh9N9GByscE3*u>Nd)FpMDBsp8yF1t2eaA)9
z6-S&n^&?_B|Hbc*$?&~-F(xDOqv_P{C7ajl^DKI3_%`?$t1RDDyQLBOA`*FaC&O*|
zHj8QcI^UJq7cl$qIyrOU^6qt&YyO<kH;(*SS-<{|23SRHt^MIEkw<IYr+lk*PC0Z=
zQ}4^|8<TJJ98Tn%E@3)XSj;}sqx$yC1ANjeU&g&Twrg2La!1dv3yayiHt<USth%*p
z<8$`6`>U3gTSc!o3;VG}F3!@Vb}ggyo7UUsMOSAQJNuXZu-(#RH~Y!I%&k!q6lPY%
zn*_yZZ<`dO)|;2JdzSgPsmupTG}^VavsYffzGFe(HZQ)9PEy~h#I((?{gO*MypHi{
zuT+4BTWn6I>6F5YPG&)>ukS9`ln-(h|8zonhvlMx`mPC)ztz3og-Nz)w>C`;dbIP4
ztJ?LA><>F6^LALw=#137zMWM+?p8(ak{Q33^+!sqmoz>k8-3CHrgZ|p=}|q^+Kaq#
z-F9Et4l=Kr*OS<p=XbSe$J!o-Fi{(qjZ%&0rFc&?btv6?D|b&vJh|QZ!P%mUH&?jU
ziLA3;mU^oDw`|b8pnI26BPQov6~3duHfiQT2D@j=?p?U@%iWIQmdsDPbDD>>Ei>cU
zx!<o_XU2AO%lydI#}=p0j^1%+LY!)5g~RKKM{g$jCvAQD+S#VdiZ4|~D!g=M*xd=e
zO9UBJ)^u%e=R9~bd7|$(qm}a~m9v=KI(U3_%JW)zuQkuac?4e<xt$E?X>?8DIry9N
zf!Vu%CiPtJ8hgJnUZ~1mGu0t|$81*dCU^NQ=P&R1vacxR#0-njUnN_WKVLG@^nD%O
zqHFfyt21Nx!Q*pn)B2bAEWF=Q%3<#IedAx*wF^H^mFZtN>0I{R_mlSA$eieX>sha;
zT<+oJ(pl;%uP^*_bAENj;LRrXTyJSUM$5D3zAY`=?x2-rZMIGO@2@`9Q)+f@X{z3;
z^UaP}*Kh4Mx%x+E)3&*lZ406->*xE#@9NC)d3`8cIx4Ar!V*Kd)Y1UveD>uf3!aG{
zO4430Fzt2s;%$c4etxwTJ~8tQx7hUWDm4c!k3N*qVlvb%KlOJ_=Wk{12=2E(ZD+5G
zRoQ8?;`q9t`npu<wA&0GDlK~F*)1#+z6qNuH7shIp69Koa4WY@s&k#Yd!)u!)=qDp
zRT0S>Dh00XI+s<jM&)-IZ;IfrvV+PNPutzT#<-gw(k}X*zdgdTXIb||lig`ocl0jg
z`T9af@y*?y;61Nr=tTW~ZrCh#Y;)?8fHMq>QluyRiu--B_t2qehJxxEOFxT-81n@x
zL7M-Xm-K7gP7G2AJSs8u)r8B@)@O|#BwanWrP@OIrIq|l<`)&EokmM{Kai-|$E>qs
z!<w_!dzxgX)!vtj?y+9y^=aYM);9-EG3u<@#K65uXVEjG^;O#s?~&Sm_i6dsy}uqX
zX-O9|ind2Ou%6H;<>xNrC@y{6(QRC96&%}nB<_!T;y2sx=g-S}+?-K<kZ+sJV%P6G
z{FfKKuj8EjZ1v~RuBdnKZl5|Vqt~)YK;FUf2IqX8H!S{QUxlp_rKe5Y(4_vpy|KCZ
zc>6I<E_J(@&2^8j=U98asLL`bX4amylacr7vMzSMnm^_bI~Tm_4cx+`e(QDUs*8MG
zvoA1)d0ckXUQy|oQ*bb?z-D41L&f`2c2nW?ZpEteS{^X$?0=(q$N3uLu}<dPIGGIg
zv|z^qyLmU>K09u9R*Px+@ru<Pp4D7zIc7KBpKbnI-5bGmw_kmdwEy?@55pT9*p0(?
z%vE|gVQT<`^x3txQ@2;{+}i%VG<^HF52xO}77kh9yL8Q)`MbW&xu3ds&+`pFw$0JS
zK8!18Zp*sM!C|_0#=(XD{Z+kh17GFDoV@qz+Rd#W|FmAewd2^_-$&CY9u9qf*pa26
z>iLAy1Cg)!s<w)(c`Lur)h^UT{R3k}fVf@f{G<stc$|GNGC0o@eW<uBYUOR?6(+i!
zrzJZ-zI1gm)Oc>eQCa&&r6uSxlTW|!%YSYf6&(&4>Kkeq)4F9dB9rAJFO_@D)|mTh
z`=6}|@6X9{9w~j3KHtM$T2=e7MzdUircH;qaDS1_Y_;`EY#%NErK_>tCg|AHt=&};
z?Iulza}^mpzW+AY|EQD{!xWmA@Uh5w_H@3Rd+sa|4=(%KK7CJR!206YJx993_?Q}&
z9Id)|Zclhbc+bw7h?xE<k5f_-)vVJV2Iw7;Ul5!xtZeps-7Kd24_F^-?rdJD*0SMv
z=qFE+?GLZM{@plvef7!fRWfE}5uX;Q3Ea%cD{<{uGjA!YSeou9LyawUQ%v{#{UTet
zYybNimqq&%b_B;qhlI~zWS+9>p6=CGUe=Z`RL}8+7M`2-Y~#_$qgyNs-*L7}OWvHN
z-59zdZ1=jRHm23Dp5A;Nrymi0h38<Qip=|c3vQg{b!WY@zeeWW#^{CijvQ=3(FZ0w
zq#a|K&~^P0=U17Xu}XYw>y+8q?guqrXAC!%+8R{#<a(eF=M|ncqI+F9pZ_;xJ2L66
z;H_J~w!F>VeKf0o($zg%R^_c-uy>1H4$G4Vmwno8JHLwR+`XS9z3&Z|hN7JH>a&i*
z{WEfBSxTN=R=E7i=4JBo%)E~;EMK)f`NY=`X-=C@nbuZMFWoXB&OqMX=0#t*t!>pK
z;T>~))AgMtCNv0yUW}fwSe#A$l4fw>^p?DpEYgRhbhpg?CAUt(WZ#O}RpM^`FPL7v
zPVW&7>T}z1s8b^OURQmq(!u{#(?kAk7mVMhf2J_>KJTJCKY3g}9J~<s#Wk{^Yt@p+
zqK_6vTWVjZsCeo;X@{%fn!A@mjXto=5ncDm;j+&$(?@OV4qR~5sVQGE+q2v4NC`u(
z&3E~5&Lj6VV=WF%%uiTWA(8Ron%Q~&FO!zdIBRarCQz}~IA(c%)tiMO{GX;U_sZ>)
z=*eGY&Bti4hWq)sm7IHua`oT$E?jA2;XnK9G<CUCn{UgCFY64L>|R}S@=x1z*}{G1
zYnLmSwar!cnXzHhWS(Q1xwTQ>UnWk}&pWQ7rstcrKH}@D=?mJARRpeK*KO2zF0J;z
zBFS|{k+BBPdC@&7E5ju<!+V+|^F=zVDq7~83(>EcB4v_#QAX~{uh$ig^SLft?DJ4?
zm>s`bs%HA@*v)ME|1NMx&)hjDHccUKON72!^)a1*%`Ay*y}Nbh3(c)c&N+K*E$^d*
zPjwsL9QfG#vY^T->2Pp<=8;&g72W3x0<w;)I&p6{UYN5_pYy%Oq!`_@&E^q@{>a(b
z*dETiaG-m+_qDfWn+|8#Yk&CXxcB+_>;22Go-^w%TkNqd$C!DAZNc104x;LFCRV4M
zuX|+mtio}Y@zoiB-aS~}Uf2_^zH08;N7oKmM?5(!xBZZ+OT|)|g#5Di?4Ni(^sH@g
zPKmwG@^b5ghPBHAdZpfQ3cNYb?z>k=HG0uJeZR%qQxxp4Pgd7v&Nhh)Y$=cVHhHd>
z!mC(8rzzzpvO`_pFF3IHQ?0qT|E<Rl_w9+gYJKkE2L`)$PcDW%Y|OItk1gshi}Ah5
zv}T>oq7~<DWlQp|z4{z=na?BpQ2axo&t0c9;#TmQ?Uz5gF1{>6zv}Jl>-utMJ@fxm
z#$|L>ou0B@ecHRDPY;!CyWg61NnxG%{{8%S^gY9E*`swY$+);G-<x~2+Gw8n9YHOb
zGQEkWoEBZOH)C?GZiGL6(W}?@ZTkDE%0JhgXj~l_AOC!wpL@%VEze8x_PxBh>WPB&
zs;7$co@+(!{M@vLdGjx6-h_J<##U@b%vG<-FIrvkl`EKZd&(OoUB`8?3xs4oe|;VK
zrcOEj<dve_S6ek_*>xxg>OHuSbiOxsZP^1Qj*KPK&5V8;>^G6l%>B9as?DX+`jejz
zmh(zS=>{fE<qu4;p0u@YePY0+^aX2vF>6e0kUqFhaoe$Yjq086n#yN<@P4jZ<5hct
z^RdJKzU|N6eb+ME6ZJ+=->UY`)fF-KZiLG@zTO^C`}sj)+%@hc`D%w<=BzI|x;UK2
zeqYbUCvDr#nXIdCc`?y7?&e3il)j*dkk<x=K4lsw9kW+Hp1CseFH@Q63!SnPE4c4;
z?-$$6EWgm=gkblw^yu{yb9$cd@p9j+@+aC#DsFq#ciX<AJ=ZpGm?LKE8aL}L+v7I&
ze1El`HFFj&p1F~iJ>dPsCky<SbT`jTTw-%cXu_(ph?T7R`l~AxUJ5<nsl3Me%+x~O
z>)NSbtA1^}y=!Ic<eLTS?l#Vnno|5(;ZxV43#(O@ugjJ`_4`}+*+8QWZ%=<T)6g!v
z;$2%V>K7IktmhfoyU*hHKJ|Ug66;Ej-#s`f?&&v%pf3k^F3LA&I(b)l)(o>`L&eB^
z8zx!(j75PfnkJVV%Tsy(*St9|w&sBC%}B>s;R-uHYn}^Vw0%z*d9dfK3cKEaWcfw!
zpJ%$GJ?@oXdKI7<HsP^YSlTRG$NcMOjE?%;H^~it@8X*4ssD28iDg34TR-S6&2SUm
zm?%}udNiQ%-bsnCYB!sgnAKkX;(B?dWR+L7fB1$q+poXu<NIE{b@_{}Up}q1?c1eh
zwNt$G)A>?i=^HUZzG3^s#Ai+4(|<s@T>G|e-qfFG|K9s0<l(XXWd9bW-2xZSHyxav
z7MIr8c#rwObI<h$_Z^hkwXdf|mM=}0NhI2MW^_P7zV^X`)7QNaW66*`+Y#jIwcSDE
z>5`Md9#cZsFED*0Bka9Be1qeA;Wg_&f8tEb{Iyf6^$Vw$`Gs39&9+ZB-cotHKGmAl
z^LEQTwPLPS&oVjPojzUrpOjfw%EkBQ?0-`Y^KEYL7nmJ8E`Q@dA)8r=O(U=F=R23<
z(*9%~E@YY^E}k#W5YbzCmUs5Qxsj9Bwe`w;u1}o)@%@3+iSwoUUgqiU+_3)G_KJnw
z#pYf)H>7rHe|li}_x;S)o!@rr@Bfio^XH%az9aK0ON9Jc*Kn(M6l(LwWo-BSy?@`I
z=0DHx?{9IhP$+5S+4JGYVf*@@_v^p@FhBU2x&Gvy;8KOE334Zdet%>A-Olgv-Pz^q
z$Nv4bcMizc>F080oYt@Z^{M;5!6Xgg$II{6b}spGT`Fge#TRv@zn8b`*9)J%Z&&v#
z+-AGNS?!7nW1G5P%a7l0+4e#0nzKlo#5|Gpzm)npc0Y{#cx-b_vW}IZ2H#t;4|VGf
z?zZr2b}d}ednRAx{TA+{mklh0)>Sbn=vf@QI)n3k{`QaIT*b53ehs$Kd9?M&q_DXg
z>kc*bYya&rE?jp^L8k5Z#C?Z1#tZvfv<CA}wZEsjq~f@YD`)MM856|w4*z;RUn7}u
z(W3tXf-iTd7wieG)nwb%JUuxnnvb9Fv)n$7{ee8+ecA6E>pJ~)(>`PM2PZCB?Vhv#
z)S?3cd~vRFN*`*hRZ`mOC$L3J75Q78U&gbJIq~o0?Jpu5J-(hizhU=+B}(OYw0wMB
zZf}ih$nbgowXV`saD(Zd<yR$}ZXNYYH~jd{&hXw5wKR^Ge`Nb7f7r+C&w2db4CadK
zT(33x?&a4-b(Bx7xZL%cYhA_q8phk@yL}^lE1Ew&oRF|d?W5B2!>8N2?@7NC-u*+b
zK;q27lH@DL*cWrQ6>s@zH0igsgo4<<<yQ_e*f?y@>Sa0Euwv^vF(pRZ<8}cDUvZ@s
zpY@cV9JRNv_kT*udxH+f7PC|X8TG`soRx*;GS?SoF4g?yc1=<->TAw6>C+Lp6Bh5i
zxur$nQ|dBR^<QrVLf@pEdX=bf`{exW%M(Mc|5Cmh?tY%9z{j%qX~FsPtM^&0ogTN&
za>e3BEcg2F&pR8xQ!Mb~;kD5(ed2yTKD8pyNIiP-FLB{3Q<Tc&U)`yS&dI$TeZo#(
z_Wg^u`&V2#$Qc*7&Ty`M$-jk%OV4zCS!aLaRfG3Gf&2d(txlN)ZK?{}Bl<5kX#UmM
zx}TY{&i@a+-urmPOaB#5-d~Su<ep(8{(YA6G{qo}x&@!^M?7VX?f<)btyfg#VKeh!
z`F*#0KW=XS_WbjzDPLW6mA?ICU*ahKsIlcpkIt6&;c@@+{w`g5Q2ni)$~Vc|4?}C>
zSJ^*3xxD$`&nunt|2|FfI{$9+9y`qs=XO8-kY88#*WSpP+v&8t-;s&0zPrEfzw%D~
zaEE<BbzZlazGD7--#GgT^SR?zc1Il!_$HtAdHLO*(?<@e3iN-DH#nW|(xWFMc<3Pi
zJ8pxFwbg0)Vtc!`eyEW&`FG@=#{2j+73V4+v4t^4FOdu=-041bYVX4&7Pm>Y^9!b%
z&Npf{c@TB2E4KdjNrw<C<42Rf&aaBSGW)J=l=1#Y+(jxPosBmBuA76}7>%NX-WG4u
z7fxIKbJx{ZoCn;yzVYvg&J+2v_0zf64{u)ZxxGgD#JSw(&U#t1g0>~?&U>`C>{F)s
zlowZOe_UPM;nRD;<4pOy9VI5;x`Q1yb5!r2;Z>rr{=XdKgQX8&G|B5O;&J@Zm^zEU
z{hnRO#EQDYr-kp-UzL8IZDgR*6L*$jg?d!ajBSzzpVq!QT*|Ky^YC3|qqF&^^;db5
zr2}kgjpX_cGPKr6*O_n}V%d1U^htx)>hzi&A5~Wr@o^sTUv|aiw>s0cZtvx9Ca!b-
z!m()ezm7MVFQ(;OUues|Zr%Hrk9KT%J~jFItVZ$2-(yOXx2S)WJZ<{>s>kECde8SS
zFvx4^t4RuYSpVhN{};XgFG~MkZ2m9Rop<8PhUX6iR{h&ne|3`XdKSUMiu)&ST%~DJ
zv6kg#z36tIWrkl?-J4d(-)X|kyR~|uV)2fnOCE(he2{lI=Y-M(!Bvs(r>5pgau!uS
z*roUT=Mn!UrAN=*ugGRLx8Za5+0f~(a4J;y+=mAVl_k6?W(Do%UUnqj3jdvB_~_@;
znv2Yv9?h<GIAr^xFTK$B#f?DS9Sgc_Hy-<T;PC{(`1S7?X7hx+m;1g!PdaM<m!SC6
zt3MxX_#$9;=DV-O;S#Cpw&L$6`|XxIs#bjb;lWu!F{Ul``&qh-=Uuy+zAt{!QQ@1C
zXJ!bA$1t;feSb!F)*`>8ny+p59zHADqyPVOuKnp%$NwL9+VM}<H|6%J^xVUb?;e`C
zI`^47$65P-xyPS;sm+?d#kQ_#``vG!F8p`DeSQD_+uu%9`+PooL*l<ln}X1dV^`OI
zirjxmJ^9n@`Qi8GEdE|%r#;_ZGrlga`pnPYiIKlU*pBy~<mMBMD=JG7Z<j5+z4f0s
z+Z(ri);XKBI@9}SPm=w6{>QJ=^DXn{_w2v;-@iM`ZJTe!%<BC=4db4jVC9!&mOpd*
z|DBps5ia^C`|Gp#D<!|~aepezD_;M#*>?SoIZ}oF^Ve^jqb6qUysy@N+59tW-#@s&
z_U6mTwLkYe#6NO8=W%u0><{YM-piZ(_uI`bpZ{X^r;|}XR?hpq^Vin@HzYbY=HK46
zT;JWj_W5nb%~OIZe|$J?pS$OXL|wJuOp$**TEdbIOAQ5g*Sn`K+dqNJXQua|mH*kV
z%1;vt{{H;7d?-_d)-7B9SNH#CI=3<>xURYLXS$TO;Mq?~Gw1VO{d0P4*tSQ1-aLGi
zRl5BjJ9~Hbq;(3vZ-1I8`>FHq=aqMZ{%vtQ-#eW<R`>+(ull~zzuX>~zO;Y)US0X`
z%)37{=bnFa;Dh_uH|59IiOkv6xxMLU&e#86`7h;I^n6unwXgo_zwxj5+J9l6>z}@=
zpY<U<=5Or&f4A5FTdr?k|Fyj4NAcQ!?N8#<zLwwps~`C{_OE^Q*Yf-S-dw%Udv$*9
z*Z<tTSEK&cC#<lW>07_=>i_5b*Q5T{|4W#A^?%Lp|My@0f4Ja(=j#9bU%u}@`|AC%
zzvs98s#ozAyK(%fH^<wqD^GZw6_fkkZh0`{Q9#v~Yi_l{;SBzz_0f!X<NwV6@Z;)#
z)uaE}OV5;k1n;88vez24K^nZd+R)U@zznPk%r&w!f#388xlk(ve7kNyVtOhs7pHze
zVo_>diGq=tIrJVhPJQ3hl*~lPEwiAz{4C836iiJF6k<WjgYrufOHvgK!0gmw@Rira
z3Sfgd^<67U+=IdL5CKkocLN0@3k%SVf}k5CIXU&+4Hb+mEJ4P?1dKoeup9q4LASzk
zLawldn#!r~1~SAFc6S~~7HkN}$52Duj1-I@H#5Toj1`P5!Iz-I1WZ5zaECyx2`I`>
z4o)p8R)|*64{&i)&<{ziC{fS{-wNggrJbR)CpZ8&^&|X~vQm>v;I4}>P=H=q2DS=p
zGMLbJ&d)1J%_}Je$(tz{C<H<Fuczjvz+wjE9xxjmUiwbH3i^KeMY)MNpx{kTR4_!>
zVG0U4oI0ExK{`0~eVic?<l_aU!xaqlz*mI&`Y0HJ<1W}yp`@r3oC2`g1BwuG>@ftn
z+}8(kH##9pKv9ZpNn&v-=uS}ueaE8A#2j6x{G1fr_e`3C(<?Yq^j-6k^HVbO(iQYQ
zQ&RIvGD|9TJwOf#hTSC%O7mcUhvbLmWhUpRq$(I$nu2bc14SC1tF*zk5aq@}bIYVD
z=-36Yx8UA)_H+RSEGQJf_eg^n3i==+P$-2fL@O95L@StsQ<s5)k-52^g|U%=u|lkZ
zv6+I2v4Xjgk)ENMxuv;+iG@P6f`zfMo`He6g`ooM5^Ym6JwsC?V-p24LjyevV@nGY
z1yi_~0TSC7uGIiZEy6}n`bO|9EG+d5%|I8@BFsgwKx&QQDiHP|?1)vcGzQ=C4Z7|-
z79%r(0tzW^9gCAeMWLmEsh*L!v55&NY>;p0Hr2B*GB5_GaF<kwS|dY4JxfFAErGah
z>NYbn*RwRTG_zFDH8wZXGchx<Fi|ivFfdRsG%z&KGcq-{G=!vMP>i^NZ|(-=KX4p^
zg!~e7Q!z6IuG@8u&Gn27%%KiN#5BmsMVSR9`9&Dv0LlkQ;oz2;Q<7SwpzoHGSd!|J
z3d${@pzuk}OE1X)<r}2J3|13i-r#*9Psr(&!&Jx(-X?~zO9U4Q@a_5A)H`E~M?+ow
zoAbx|PVHLN`%Pf)Zb!2h3opA_%Cw*KY>~dVRj{39%CtJws?+<nDsi1WYg6?m`!cW6
zdB#Qk1=dyOhu<w~leX)4aaObB)}6%fp=OP<Pu`M$bFresHL&53p2glR-?qLLRPwrg
zUF%M^{d?zg@kgHL2ns!7E>~u6T@1Rx`%d7KLJQU>*9*8B-Tv-AZ}Ixt$@kX+zZkk4
z|EQ`b<`uN)%YiRvzIc@M%+y-6M#(CE#i>`@cjlj6vif1Co%%Q4HWj;#GdAuJ(~f*H
z>*Z7p?+BfpCC47kwD!2hx8vET)2FkxRh~Mz)4=PN{Mmw;^UQXvy}?&@GHPCY{<#^(
z;CdMrW{8Rae9t^M28=9C!D?U}P$dUuLu&|l5$TgylCK+-nqHcdSOkh4Q1qter6lH+
zfKm*oMl-TB1=ai%UBzn(s-eK?5Rs5Dk`KrhqTD!Wibyk1(E;{WFsz0ku81@>Hq--^
z8U_l6mZ0L%&`cp(!PvwcQc{|lE0|drD42oDNK*rI1yfT?1rsv}ZE9qqU~FuzU}|Ux
zDh?HlOwAOGz%>wvWnlynH8nL;Ff|3$izWuf3MR%T3dZKfVD+YkMhfO;pqvL{#e&KU
zP%8tGhQNM8iUwF|W?`mh3Q8czB^gu*l4eR2j0}w+YH*ccmL>|ih89K&hK7b_dZr4N
zh8B9JAQwOyYLF5O<Y;h^g3=$P#6nM_I7%!_bCCNG2@K>c93>SfIU@OyP)TJ5Ek;2h
z1<Q4ylIm_&i-ADv`_Cf9JNHKX*{;*EL4!N)OZzRm2DQb~D-4fRJiKl0_eM;r<6-f$
zIV$RoSFiL=5^E|q{w$`;6U5nkdXH4!g~uAA-AMwIZa2R;z1(l}fzI2x8!b$;W<&-u
zu*k356|wo?ORZ;e^CLc_u}H0Sv#1SS`?&1tFKP7<F{iL;3Izpz`g7~vs<kwvJa^l%
zYs>AMng6Wp%zFid-T#@?i0ydMxA^6ijx`*2H5TsJ8E6#pDBkw-s=5c?&jpk}+I84~
z@ATY77lM67mb+xSOo{2(G)H4~$2|QlryoxLv&)`uvYeQy?#^<r{Cg+!=Z4=i_-w!a
zp1EDk-ph3pZ9lks)tDY*by@Fp^36<-*8cX(o9~7G{=>)^-G2>S@W6rzDPe&E5gh17
z7AS`}nSr7lEP-A)Ip>!aWu_MSrIrT-<8Hy3QQU$v1JzvMM2AQ{=*1J*79w3acnT;`
zAp`apNd=UpF}|C^%|M1Cg#@&OurM~#Gc~j{H3sEEL@8l9>~9JOryiv6AXu7!N?&Lv
z4wg+S=EP1q-PP<M;QGDJRo}S#!DdrNL7~YF-IWICY8oyYDfi@Fp4D1!pL^FPfo1CD
z($zacuja+ca9#C1^w+>S_L9miKhw5j53{m_(sz}d`pA5-<ZFrYziYKiWv{DE|7;N$
zzoM+*QV7TQ%WlU{o=Mu8-DbSk;@$4d6D6;d!tPgQ?%b30*V}fbXNBLi&bFxNms>C8
zhx#9Sx~25ujSBO#*|R@~)SR8=a^THjUt1HCSF6;5S8`jfOrP(wME!RP-^yq4ccyz-
zZ~y9_8X*_8^ZDC7J)TCaj4xPD&8*=+#eBm34M*3^LjqeEJueh4G-xz(m?{u@sKwK5
zfpW%q5l791JxmukMGTMHWw3kgcp9Dmaqs2lDc^KH7g^jtAp7fkpurIdr5jxr+<D3c
zKdA^k(v|n(@yYu+Jt42CzWiMK?Af{!k<&KC%sYPU^=iYin>B|kPM@x`cJ23G!M-;|
z_r3g)1>1MyDv>}D0ggChQv<LXFvrN!486IOSyCL3TI8IcTacdzYTJW5!Or<P`9;A6
ziOH!7`Yx$unaQa^?oOb@k0Swiq-LgPlqi@OfqRhf3<(}30BM7iJ<xFhkU)55N=b%-
zi6OXNgEyPaK<y-q<ny-nd$CCPwQu#C_vc)F_wUoS=-pd)$M4L_UcJYSsgd)TgpbjO
zTQgJ?S%f%LCOCL-w46LSLt&H2BsWX-DW5r}6uYo2-&%N~eAoJCt6t80x%2Mj?aQl6
z=IvT4)po5mul)Y!7jvY~&7JG2Ai%-G)aXDWbx=Gw_`Xzd-Os1tPn`6gTnhN3D|D?b
zalQ1;3EVqPt~X!cIlcGYfyYv_e{8G&vGh9A^vKuyCV1=X{XglfaG+?t^@kk}``$e-
zt<o)+x%D0Q&M%KX&9`A;()qrNxxd@>QBbkW`QOXx|Gq8fzAIkz^5|3dS`LPYcctud
z(|sNV70W)CGm+gDvD0?phs%d8PaiUF`nE*(mTmYn_mo4^7oJq*G|%3DGDm;Cyo^+3
z=DFWadV6>LS;5c90Ctj+5c{cVHOv2<p6sevo$GQo?A`f0BD1$^ue5lS6ZvH4C-45~
zyyqoq_t*9BjoPccG2?2ZPLU+XgKInf7?(?Pt@_>W9`CzS@(%Zmbcq`=bywOM8lJ|L
zKPW6M@pqlOK0<IJXVun{^}J8C|GAyzjh=md<BoZa;tJW*<+r!Y)r%EMQ{G?q!s+SZ
zru6M^Wp$dX89(zd&puuMNq}R+o!5LS>-HU-x&EDL-41=`E191!?h!W6exFu7Wm)6J
z@X5yZ6-6iKefPhuUDa0~yW8p#-&S2t@B1@DYTng7-W$X2HRtM1xHlh2$yV1IFRrb0
zQEQpWt{)OtapTF=msNHjly<MW|NDr`y2EidcN=e%2;tk37hCe}<NEBN;yWC&UUNd>
zLB;SuYsI_YUkdnM_#e6XX<47)F<0dtA@_AH^S8fwYZ$&N%$>`*Y&BoX(U_I{ey_W*
z@JM9q>Hc2=3>)se-ewXWe!t|)QZ1orV%K>l=v#WqXbP;D_h;EOjaR4s&U9ZN8r;vP
zdQJ-#e%oDls;S>!B5K=yqQrB?+gFpPZTxus%l;i+GNQYJx4*vb%I)<1qhs}@w^l#c
zkhO{KtYV9k*%QF|X_N8F9dB>8ys77%V4+pQX`XE_<Q!h0yn0rf?iU_$qv`Tr6&VtC
zUe8t3+hnJ^dy#lZs%ONnr|P<Un~m2^Ubxqp%~M9RyjZ4PKU9}@JL`K-?|s4c1}4eR
z(mP^;H466~ELwltDdxeR*5y+gPj7j);P0cwX}MiXb|0BoWV~7TU6t>JcU!JbjC|=D
zE8sr+v!v2>5wAJ<pn%}I{`ua^x16pE@^??_dS4Ou_L+X?Zhb%VD_i^ODuXgoGKxIC
zpYOOiPqFA?mB6gTo!4_Y*M0hR@M>Tg2U~xA?BeN4A17F3ygKq^_V1l@wOcADd^z18
z?RGqF_7h2^>09Jl(jwlK&Yr`qwD0z}z6Z81XD5ALHLJZeM8!|Y-OK-f_YCc;#g_$o
z4|6}SjckI&j+ycG8$Vt@HqUa<SadF&rz@B<Y@$UF*Q(#wU7xeO^|LPC{&2tjf1wZW
zPiw{e6XAG$xM=<D_c5Dn<Vx;my#CB-v~FtA`i<ooZdXHAdaCf9x^Uw3k?7JU>vEm_
zn+i1;?u9cH{0vpp;Xl1MZ-4R08e=8v>GJ05ttM=>Fp0JLaco`evxyc#Ua#5Ak33_2
z>$&^GhR9uBH@n_zGwk@YN?=<1)41*TcgCpl9on_DI#>SP=^wA^7Ms2O)P01vXJ60>
zHFJY+YTs5FSbhK5>2&?+DY2?}#sg2oTQ}I~eBbr=oa*Eq!R69T-#K<KTDNp-)-}ET
z9&<jWwrD?0d)xJQ=IL*#DN{<KztplaOpg~m^l8JL*Wawgr|ziU*~k3+)WP#NMP`?4
zubw;k%8&3z3rtG;CbQNRUY}p~b^nDqZWW4Oc>QAPLOD)Dg2Uy}yJr?<DqL;*pO?Ih
zEx&n#$?egDO;=>tZ!X)YXZ1X4*PY0vu9flsonA=KLGsvv2?x`e&-41!{SSZo?UdcR
zpk%gAWqG0etF0|Jr?sZf*?GG`C|w2Ny71WFFOCO(dtmGIKy7MM!}J}$4;?AwzEgc+
z-WKKQs{<bKJpQ!WDMD^q_1%9@S7k^<l`3SvjFbMFA~xm7UGd4B`MsybmA*Wg6k?j$
z!n`m416+08ld1{VcUqX#{+)Q|bpPzwr3sB5cWOUYa2T0vf0=R5d{U*@6bpoZ^<x$%
zuRl5Kf30S!?A^(EOA{V?$Y=^I=U$z<=uP<LsDMX1iePd6c;~I%YWpn$IewLyZ7r;M
zwDtB~UhaTL3zjS~)8Q3YQ#f}o+oALEaaf%3K0BrLI#O=pP9-Jd?Te<@Gz+QghR@ql
zBQjHTkGk!@W5LMIFaVX0%F|mfZ`!6VQdZ)7>3!g%l&7=LeCyq~Q|14G7VmEl8s12=
z6~o-ZyhBa>e#*46^?jT4`Fy9(oo3o9^nBf&vxRSbbl9eL?+Y=t`J~nGyDc6TL+1JG
z(vDZ$cp0?e+W&6-75UPodl^*E<?fvRx?zE7M*oL9GIuAhnzu9bSKEHL7W;MY{)sQo
zyW0GGo08J!ylu%fhiZisr&##2&hvSA`QKB)nXCCyre5V`3%dV79~QIE4qml4DgK!F
zdDDlU2evQO^RIpTvOi##gzCA?M-G0@d?|BZ<=L#=^X{FpFiC&5FOf}ezgElB#GTjI
z>W9BS(EXWz)-?ANhm@)xL802tNhVV)QahWCEdES7b4BLIsy+D^{#vem_FnqgLs;Ud
zDzx0CHaY*gKJRwcw|?FGA|mgbX`POExAMfLsf&;7^tv;}B9-}|oy%W&`7PpCzeKOj
zpV51IJy&97#Jke$2a__xGw(iF*gf@N^`$1~%Li|+$dU`I*0S}Q6W*!3bY1C}&B=$_
zt_5#@C7Ko`?qUCBDWqJ=exS54HEZ4DC+1tFlUhV$6ce}YP4`-VJL;ydoT^{*5l2bM
z+Nm|m=RKLFz2cp5^!*Jiu+X`7;OUE*UHd|IzH$(gkowbde*2qUsxMtTgQr;pX-T!2
z$%`7jagAS7QgU+o6rBlmFT8Cz&ThE#I_&7xOO||!mo^n7nlb*_-ZFdZN;#u1i;fgd
z-J$t$!p+s0YZa?=y$@YFzs&3#|Jfb;);qjy-v?={<W2kZI)DH3uy2!E>=Odq^}^@Y
zUpV3^8Sp40(C$+A6u09)E@t~Tmn~o0abnMx6*JFlXUnp`(tUcrP-1DsyHf4x@AkcX
z{c^4Jku{IA`EISZ$$Kg0AM$WHk49lu<-^h|+k4&Su5T#ck`wRdm38<>_j~3w@~=)m
zP4C@cq4Ry$-D#bj=B!u$UKH0BZ(qjkt~F=%hUs4~>|Lr+m^RtsQ=HW8;|C7%-J2}8
z#odBcdHW*q{-xhS_??V(zVFIZ^mf#m-R6Hkm!X|^O77EtXO2Xd`bWE|rPl>SoNN<%
z9^X0n=w{!!kEhSuvaV0)o`TEz<Lhj<PXAu=b^nE$l!XWXUSQC(&u%%IxbwQN*XHCu
zhZd(T%5mI%dE1ev>UY-coqhRXSXs$*sVNq<m5th_#|vMT{hhAfJ*{QwWWg&P>rdt1
zwtf}me$drC*WRS<^m(bo!iX28{e642*2!ATzU9I9qj}Rm4?Y*G`1CE6M*e<5iw_)~
zYTlsQSGRBS-H9c;^ZbiW-g=SqX`20==^KBCcz&Au>p1KA)w9|n%UUEAtlf%!Mk?#@
zP2T^map82;t<2Cy)UNAnvUP<SRyF%(zs)G=sWycgT(0OLqbqQ@tjvF@c)4m_@b<?k
zf|b9Qtg)K#^=IcHXK`)+`<XjtUd+>er?pm^<+$9H{7biw)qnn8ImMzjan*HOjdNR5
zr<FA?bB$kht3YLXN#>+hou6g3b)ok!oVb&)^^gja*PQp$f5tvaaW322Y;3w#dE2CS
z+Wt|G)?IIzt9e&q_HL7!xbGf~`x~<PZY|v2GGDWIXAp1gvsaU+Rqvb|nQFUqEAxfj
zYVrRV?w(mKwCD&cPtQg37lHPB|87lx;QIS>=dEjk1!o+N9}wRCWyQ}YXK$S-7M(Az
zAG6bba@myycQfb9o$IuTFZ>v|dGDU%7mc5mTJLE(x!_3Vjx+Ctjz`?qt^R%a+Qd7n
z_Obswzi!#~dHZe`e7SYGRx>qzjz)_fi{m;U=9NNC+B^Pvock}U&*7`rC?`?9RBBg}
zR~GZ1O4joNA%<&TRF+lx2m02hJ`RX|o#Flb$L4vO1tRWl@rGJU;=Vo2pSZy+ZqJXt
zr6pf|m*2^@DP1k+b!qLdBhjS+es#gq3pRf{a`x5_Y16{%^X2wN@z$I3$FJ(z6|nPv
z%+GsMHrX!s+Gi8FMR#99aL&E988O>af1g~${9LQAKDPR0;pxMF(p&w1zrN*u*?X7K
z>8dH-?>~6^{|~)naHeAE`{^fl?D(Wr@baAZPKoT#t=HeyzC6m^C%@wU+c$lmjwJ>h
zTGMrJ_s+iTZQF|ZXZhV-*}ks&N0DjCb=#Aw7eu!od0PEy#imb@F?N4q{~2wRu=;t=
zcxeFhAJ?`Ek3UR(bz}9_<LhjD_y03_>Bk(weuE=|%W$U3#U{VI>+DOHFI<@1bMe<7
zT_F<tNjr{ri{F>rApC!Ne4T09Y5O9@@P@*f$Gd)Rov+<fX|Y+&`%X*DiBwU&&k=_E
zzZJ83$rLG0pSkl)^3gxH&Wmako@k9pduG%x`Z?P^e8CY#@uHbCPuql@S^qbtQK&uU
zL~7cw(zriLMO}UW|9`*#|2$v6E_Qd?q;})%gX>yjPNcHwiA|0V5DE_t-kf!HReasg
zr=V*Is^9Oue*1QI8?v(1@c}~Y6~Djf{*jTC{Q2DezongB9*T;|@fkww7PY^=%>V!A
z`G*f5?$`gn%fp|3ttpm!=Y-QdF*@J&F{tu=c-(KlE_Sz>sp(XCR;ES=iJp1$<k}BA
z+TGt(`ufAe!>6t<7KcQE*y{LzxEN2*lb4oy*Nbhe`}^z686RVtIg#9Dx=)<+j0-kK
z{B4@FBeGE8-QVx`<F{m7oN1iy^Qj<B_r}%<+&j-4IGXf{+xJljqblFd38&A*JlmL5
z_x3s06bq2%VrXg!cmz^<CRI-R+4Z`04xP?=PmGMGSFV{6|9dABEj1oZIvRYL?XJjj
zMDmPSQ&I6{YU1~!ixKHiOuO!yb?S}Uj~Vck+I_T3`qput-THC}-)xL1^t`(OUF$iG
zmu7GFRcx8B4fW>Hq@&w6S)ptF82(+F7u~osSF;Yk>vl(kf=<|;*CCzgR@{@AY;Bcx
z>FWMHQ@SNJ3inO1I_{EDbaHun@q={7()a^+#EWLOcOUICKk~$ER%xb;`O73$uQ|_{
zW^L0n%fEba&wuMU2K(#sCm*gVV*JT7v3sf9dWO!^I;Jmo3Fcio$~DE}EUV4-wI6@Z
zpRb|98p5}av*EXsUU1>Yh>yo^-09|@&AZ$5?rl((p2dA+xwTODiX)Bs?Dts?)GAJ2
zxg%nYh0W5Oc(2I+A5L%NY<}l=9~9Vgo;AhE6iFU9nsoHy^i|W`Q|_EDZ8#-a)@-#6
z6i_DOGTqL4%plD_^A0b%n|VEVtw!NGhtAJSAM|JyeSDU*@lpOJD~CsY^|8%D@bt7X
zV&mE+)+%SV{SGnonu8SJGgED&AAJgUPg{6o=cA+C+I#b!IIU|vb~NdzLSegpsN<Tb
z+h$oecwgP9TlYeK-pm;lxl^zA#+=xCVMoLo36*zQQQRJPwtfjaoELEXTk+A&_f~#e
zce3%}^vPircb`4iTJi3&3FE<+`|g-kJlv!Ixp-rQp~s!Sd(N4%zqOv+#k<>4_V#&E
zg~GMx)fU*io+~H$`02T`Q5&)|A24-B)T^{#HWHHi{&eL*?kBa8P2ESkI*-U&gv)KQ
zejC}pvv1YIr7>p~2(d4H`_tw9gELRANMGKUH@Ub`nZ@Z~rlCRq?@w1AuzuR7bMR==
zQI|&^YkqBAdv-(hmDPW<CQh34NnY@Hzx?;AjUkUb3QPR?`uEMc_VvR}Q0C>05qQ^V
zeI(Oc9NCCZE{_)E_-ov%G086qs@HGL{vEn-)25=Qr>5Hf|MU6w_WbMXVrNgEzPx7d
z>LY^X>vsP?`lBU}KkJ%ItoQfEO_5(7`BcU?9yyxyH3ZasJTOt)^m1d&z7;d0OG-;k
zO-(1BZ|9faSNOQ?)7L!JzA1g{PAWc}k}KPica0^s`?$kRoxY<pKkZ}c>^}Nx<q_NW
z^W#btUSDYSI-D0g{adzkef|Ic|K9&U<p1>avG^K$qpx$FX4ZXud_KSa>2<%u0)^|6
zvTOdGTapy?z_@0ywfEd)rd4+(X0zKr-2CqAYrfN_5)Zp3wLN^Zs!n6Fv3<<>4E}qQ
z&CLGp-7kGq{K09^r7r#Q_TQ?OHi^4?S6_ef;DmSlot=@wf4)933`lGH?X>Q|v!spX
zua17@-(PdjdasJk-zR6I4!^td{o88S+S<SO|9#tj=8Vs@?nsrsDeLyVEL_{&lJ0w9
zYX#4gnGg3((B7~!V$BZmDY*|=r!-y+Ur<zdJ=@{wEUV*ZCph}e?$Aug$>Di)dDSYd
zW3O+j_U$PC>ufCcHj1t1=+CE6%`>VBm&EvHbKaV~O?_v}kJ7fgo1T4J?d0QgCjQ^2
z=?UuZ?(AG#vsbHgc68_^W6MQFp(oc^?h<=18Cri=yol96y!+~D6~0sJmOOf3d#G;R
zfyowIFDMkIgnEYW@7hs%4PHTnz0oSXemT0?`Et36*uo=sPrb@`BXM~_(W*z+K<Nfl
zZWnBf*tq(LBd2w&)E4Wtn=)@~h`x5GZru%m$-AE|_}jL2?M=gVzAvm=cYNJibjJ!&
z%W0Qs7n&R2p8js@Tif8Q8@kzf_Tf2Jv$kiHOHJuD-1)uOI@)S0hwPEHw#@o!Hu=&s
zw<cUSG8W%oqsIMQGOD%vXxCjYnJLcV+6T9EXS4C_&dz=NyzAAohaH=rx;$M_Q@6-q
z@sjA-*2_0YCxtD)em3b=*3O!V+<V`7i;7>j6{*{!|Kw9he|W{D9lLMJW-s2n{g|lF
zi|vw=-GA?F@-a`D{{4-Q&N3(Vz?!<y`DP1WznUvoJhN@a)yJjAv$kpJ$v<_P{yXUO
z(Ngs_^6$BK+FX4sI!}e~)Z(V+2^aZ4&zCHFEOqO==q1Uk$6L>DKk`&~D)+6qWgnbe
zGw&{#mf7+AQ)WkG+x53sXMf7NwWN)AW96HFGy01T7RBpqU)I%~I=ijEr|0`pZ%4iL
zUn^Rhj(p`k`^H1(m&GYNlSlJchJuRWn~Nq+JNNPSH$DSirIK#v%a7ODw<d&LHaT+T
z#Em;9N7ih=e)f^C=4`XIjBy&f?Vmkfw=UB2!wb)#FJ0Q{Gxu8Dm)yHgzt)#w=aknU
zxmY`2%hyHTHR0J-^D=OA;`epi{>D5ki;bC_{O8r=X;&vky1baynyzwx<@#*tt2Vrb
zuiut#t_YsDPVtkF(6oIe>v_*qrUx1BwqMpQzFbE$i0g-bhKkA6>4o;|xt>+4y#8AI
zGMnkd(wP2m4R4u{q8~w`C3~Llz1((p->PrLt%ok%|Ml(Slq+rg-%|w^MwcqQezZ7^
zxBG=m?Bx4@e{BAwS9k2e>8o2_PVaWUJgsG^KA-n}ohb9g_RCI3%-OW$LUi+~g_Taq
z&X;Rsz6bX?*ZNx+WIJkdgy@NBf72?Ijh%eq<D>Q0CCYxUx^-SOuH5{}mYz93qHbLE
zZpnMQ@J+ta?b)I0bR}p0@~afLU;OxC)~zq%j$PARZZ4R6TG=RMr{2EvE3~}1avvHk
zY*i>U%h1|iX#cH!CHHhawT75eUn^R}JDZE1<vCxNw`EzM;o*4<)xUQ(6*7lc{#E#~
z>tOY>Wij^Fv%VYrm;9|{HDO2CCh4RfPoFHA{d~dA*^54HQdA2snZRP+xsmODI%AsT
z9*fTTme*}ER_Q;ki{tJ)$|@w@ExOqw=KceoKVSQ8!V_-@C*<3Queh~1>cbX$o25PL
zbZ^cJm=bzyOGlr_oYy8TTQY=YR_<vi;ZTmP&ebvfv5vW*_Q+1Ij1Sj#{CWC2$AOoN
z%|6^cZRa_Qj>WBqOkM8ps4AQ#zsyYUJ~SnWbv75-?iD?=ZByZi4ebYR)UCU)f!BWZ
zn&+n{yN0|tbbd<XmyO;r+K2NvzCBtMQrgEkE&hw)Eag4Xk3TnlpX_{7fJui>v`e8d
zux$IPq@$)4C!Ut;iD@tU`6!0_q=NgY&--3po%l_*)3w&wxNYgA#~N`t7p7&hI9+jP
zJ#SZ>_pgb;>{n1|<za!vM<!k}obD6xc=6)CQ`eF!AGinhr%qd&{nJ9tUu4pmd!Q+U
zKig9uam;=lvi{1{Pfub#-q^bE!;w9^%JvnnG-7-bwC=dJ$R3MG%c7lJJm0RotvVcZ
z^5bPaw~WaaL9?un??0InFFn_{CC@YBSLgcdd1n0vUNV~JtCt@?7P`BbOYWjh^z}~{
zyOp^-RrvC3Tx8g$tWw>5{#f$$wluNW9am;C6lq?6Ec!;M-2C{)R}Nw~-hgH#WRf%A
zNbLTyLUNw8pjAO;P>}Si+xH_~mMavh<guQQyefE=i^=r#wjGC#Z@9Qx{J7r2p73+O
z(u`KA+;!L63Q10^yN@__?*1q8#^hnzTc(Mi*_7OUo-&%Hxr>*-H__pqAMLW;%INi}
z$<x%*o77S}m5&~rFr`zh)u4D<W#=0G<WHM6?s#xviz)ltC&eB!-Y!0&^WpUarfCi{
z3{&QPJ)083`pm9qr70wMLOf%#);)f#VLfG@qi(y%hYb7hJry7Cp1ARP-M-9%r8VNa
zUOjvG<F)C7O9Bg-m3QU7&v+@5K5<8w>16?(IGOivUzNCtuG;%)hh$yThW0mG*LIv(
z5cIz=M69YX4w{-mh1gkREMCkh-z0m?hW$U23g0ZoeV2b6d42ET%x~*F@3*d7Q}^LP
z>nVljQ(j-&@uw+D^!86#9`}&VJx6zbjs9|Wi`nly^ERu4(-%ie%(0r^n_T$jyui+w
z*B`mI3YF_$XH;XTEp;(4d3XNcegz?S?ur0rWqs>vwc7r;&#QkO@|%8XtLpAaU7NM5
zB<r{P+FUMh`k2GvpJe*_X7}wX9sm12*_+>&C1>#b$oD>ScT>QLX#yS5drz%gelxMw
zmn}VH?TMpFN3&G<PR+c+_F|5CPA;1b`+q03!Yw^L``*2}s#tYa<0V_=LMQRUZF^Q6
zJFR3DbzrHCM4jczt=T(&=`N7_)wXW4UR+E;M%9TuM{Z7Qy?x{QA`R=P&0;40PcAK$
zTYo{JFyK(|scG&hU%u>r@K@#!x4)3Ns@wYHDwp-Tb02?O^{>}(=Q-Dsmxkf1w54tJ
z7EPX-zW4It$69?W=6$tU{Ob3=lBan*B8um1`BDzQQE%ULGc=@fN6xi^&rjys-HrdA
zs;eiaeNC<Ks;=^daQ~XK<@t8zFOyoEj$CwF6z<+%worQJuXQ&K|7~5%d#GNiM1fU3
z|Jt=}yCPkltL4?&F?yZeu`1<S@%2l!OoyhvKJ_@Q!$-V*S>u1UU(2+_!sKjvEW!`^
zr^mcM-SFjQ+<oyP-;Yyv{Chb4(7iu*Gfj1sW9B#4A5<z_;=^_EwRY}B?YV)uZzQb$
zFUUOl&qt}`w6f9uUH5NXI5%ZM=f{p$k>_K*-8YAxFj#Z*XQ6S0#B_h@J*IZ^=bzhQ
z=gfR*d3A043DcvIkJ#Gc*7cqF^~gnW|6y5+E^+A_s(m7gRkHPq&8nvAN-;jyeHkX}
zQhaWz=(pD|*Xk^n*|bJ$X6T!!T`ckQjCeMOtjjX}bS=3uB)v>cboC`k`N=LX<*sB`
z$AcnzmMY(?^Ez+Yr1wm{dG5XC5AiJ3J~72A*}9i6(uAzGzkal8R$G5ut(W-4+>VpJ
zXA3u|WCU5fIz1!L$5tk@Em2H7@NHJg%5x0jyU+dD_f&qb#bi*sNMFd@^5?Sy;ZMB}
z=O%>Bnb%yuF!GT{<BQUYFISE8FRngx>Hef!jVFplO9W+Sq*N7(cjxS~edS$zJ?QD@
zfTxN=?o*CWzw>5Z*O#i$xH<1RZx`yEQ;E?Dd((ZyvGSVn*N6Lh?k@MLXjv_Dw42w?
zYtH69l9JVT@BUx(cW3qTbFbgE-8mIkai}Es<h)?j553`2i)~+dM_&)hK9{%GV%iD6
z+%M|6GgfW1ki59Oy)`%WjpJ*bb1P=Gbsz1jonoQk&(*q_WB;=aK7ETTHae<z3U?h6
z<2=S2lj$0J`w{mG&GrX(8~dMs-JW7;mVUKdcdK3h?Tr?4ad)P;q=%ec;nmq<tbC+Y
z=gq$vZRsz%ITfZC*~UHGeZ+A`)r%z6FOzp&3%onOxqji|BNvSff2IZ8P%?B~9PZYc
zEh>I-=`)LK@+X%rmyz51ZOf{Yr#0IzWp+e<jrBf!!76ZG?<C1k*6@P5&rUJ_UY*d%
zy*Pi>?@4BEKJIgtY2Dt?mcC-A!u0D^dz=(impM&LJKe%G@8t2oGK0P6?rHv7`aaY6
zXQsGvg@=r;Nmc4}i=bIDkFQ^fde|tuFj^|ldsirXef*UA?k6|?{QZ9a>bA*0Y!+~y
zKC;DQ0cUjo)65sg6m&jx3kbEfEakQ?zUz7am4<c9V#QyxLo<y+!fzJO%Xs!_Da7{K
z;?JXkf?89HZVPk0e`*zDYYQ6bSSMuuv?ngU{`X|(zha$j-!`s)XR6mf<MgeKMfJ~G
z+kNBwE$7Vn>3B7-Lo<-~z)q#~;~niMmQ;HAt-I5^G|O$X*4mB}F~t|&{l4;KP1xj%
z0<zi9j6UrX;}Gu_eXUv;pmaXGVeQelwQil4KkRCkcorAy?R)yf$=O>K#9dxESnWHP
z5p3~Pz{YKpwA0m_0uM?i_I{Rsce-IlUtmXC?6(y{h6|53>T;hKI9D>^N8p0G1=U=K
zf5ctp-XM~x8ZKwPdaiWn(WTz^9rRkO_BgqBdY>)Lv703>GmGyXi`SfG*WaeTyBfSQ
zL&mD8^52xhz8fp~KUv+?TeR5G@JH|Ady|YVF3Me+JvZ4&YG#wRhn8adu1Pu1H_bWl
z;Nror^H`35Z+V-it@!fIm2)ekf+w8LwvAi3_=w}qnK#)Mvj0)sH}z^>ROjz^yWiXW
zc+mXtVdDC5DZN6ci*x3!Td~ak(VIV-?eQuiY12;mTTbcw&FMMw*It!WCD+?A%O}YC
z3Eey7UtnY}?q956_t5B~y2{SS2No|D@~v?VS31`6cGvyxPrr>e<tt1FS-Sp+qh+<f
zMR-+ojpO{&i*)4PhIc=E_RO_g?C;0^dXu$BE-uRIX3@R*)Ye+Kd*y}Jxq4^UznknS
z^P?hOO{A{q0-ybS5!>&xrg$Fq3ct{s`q0d?%p&p8q>79WdljnA{U~|*@63X`nT~$7
z%IVW48ZS<Lr{sO8Z2i&id&A$v{Q1RJbg^oWQ+a2zQ0+z`t5;u3;=@n<T#zESvHt(R
zUAuODzgK<!kC6MRCrhR!?mEtTe!I+RP?JFY?S<A;n|?Ve6)wo1FSDt>N+tdCMVlX-
z^W~qF+XdUa@}9xddzxSH+$Eu9!I6FpE%_&IM!P&(z|y%o#-m27Zk~1I)QWPIDpe<O
z6^}W*`yBQ8cJ8_MSky-4UEDfm9j0CD`YSzZ0*v$%rdWJ_@cn-M|BuVJU)HaenfoiR
zWi5|y-R!Vin-9+H<a1H}nfG|}!Rfmvdz&BQ;uF&RAi1yc^}=W2_y2u)y?%e-C9C5u
zM|O7g^WSp*cI%q#xtkLswwT)02j|Gu`0F>+ADX`IKkI&udr=(|z6V*XQM@79duVFF
z)CbF3xz<U=FgLMTIUA*1s+_#EnpJg57{`vuw>^!{HU4r`-87BiaoY`>ADVwf!!@=<
zJ`9)8cAp`j%6s@`=-*w_)m86iFD_mX{^!H}?f>?<ns1mOuCA*x+4KAX?r({^)Q;bH
zdR$lD)ym(p=LAD7L*(x_5q6pnPCFj)T3`O<jIZ;B2O)F5`>0P`eCBQ7hmMrw!XxI&
zrXI^B8k#Ed6sl4#%I+xp;9HRKtE<E3`cAeL!6Ii$F6`3opZ&7FF=*rQi>toH?PPno
zpor}Y*VfwP#G;K7*8KW?Qx46ld$GFk`uw8Y{bms%k1{0ZS6ntXxqMKk<m=nTnk#u1
z=$e%LwK&E1h)sxn<E!bMt(Uq_-V`vLzIxj+?&L6)T`Ch7=X~(0jPbTw%r*7GRK+hJ
zG7>+BL{x1Ee)OzGkLQRkvq;X?9aSw}6Po56V*hYF<^R!j$*011eQMHw{#g2WvC@}E
zNrq*0Lf7s8d^&VE?Zx(+Pi_C)TF)Cc-6BYB`4v@}x?46yzv7ZN7&{7g@Kls%^QGCI
zcwMr$qB!SWWAW4K^HZ80yFYihx!2-mt>^kBad(Uo|LD%uQD{8BApc;s0*C0KtNwhc
zr(=v*E&qn_EL!@X_0tIp`$wf}N2iu2=gj+Z{c7H^<Cpi9JV`PvTPI|0_D`zn=qlz&
zf#|}l{bnp}M<yPcv8nUiifPyR-+9fNUlc1n_wR}aGhZuN6}-K6{7K6^Jzm?`O-c33
z1d6&gGb^~v+ZL}WBdL7*mIGhEnE2!~?FUX}P7kRp6nJ8EPP1ZeZNP^|Tb70dncjbx
zeBWS`{IAyTqc?VX$!uA;GMQ&r;h$37<u*T*l6D;s5_+zaAK|xk+3QDK^S-supBeA+
z{pm@i>d5{tURED}{ruP@tKMqabaauvd(SM@>FeL@OR461pk9$3urP;vk9xkZ#dk)Q
zusgzxpEPct(3kH1ePZXC8?R3Ztk3okIreBuyOOP~Sm^4ol2_7h-<+LyMy#2!{fOhw
zS9Qt~fv$%I`o9&oE>-c<coJjK`jg}4wEt^1y?e{)8uH@X(kY_0Z>O)4iM3;wlBnC3
z<6qR-^j=Ze@I%?2WrpQ<GZ^?HHb@+sw9z{AQbNK1Bc`QJ9eeqnga=uk=nDzDVXHb#
zJGIL7{&e+?LEqk8=)OF$`)C*MgdGnjhQD4^yzQ9iid*6*Z`7^ZFz3icBfF2w>NAd&
zmhaCF6Xpn%e`bHX#-v|ww{6Wzu77eT^_Ukn|1hyx`sTpTF4@k!O&z=27QN;>ef)Av
z_v^C2AF)bF4@`pceYLn#oLh7b-(J&we8u&MIfs5<5(r+M`sAWHXgIHncY=k+wn=&h
z^Lr-cfyRojO$8;omOCYvescJC&Yop`JU?w)^PV$vizL#lKbGeDp8liR{@{e;g<m%}
z))YKfIv@JRM~m;XO`5Bk$Tatq6;W~8cbD^<vUG0dPl+qts`5c)s`JFKcfWYP&I$~z
zh@W?)OZCT5$<V#8K62&$e01g6l-IJe7+*)!t87m%XtV8?v45M?a#giY#7O>Q%$)v!
zbH3Ma7?yoZG>(lH(#h#wp|D)W>$}UE{*yl+xi}W)?w{hCbv-4LV`ihM(Am!4{(EO_
z-oo~1mE#ewE6OSB4UT&)>6bIr7M&1z{&8KNXRW8V-S2lMUD>w#@)sDa$&Z-ZeYERm
zW#OixPqU+5%=~CRZ&UvH=gVVzICwghQ>&sp4q5(v<^J?1$AnF$?3-Uiu5)?O7q>RA
zsOR#+oxO%TrIU-yWKK3t*tVps;mZ4K-HWyFpXk#q;CopWdtGU*qKi$k;fbB9_bva<
za_d(S{+_+$vdG-c?@#qzpS&lck2!gcTcNI%TwJox{SA8J-J;TJh2M*0<=t;ycYVGA
z>I{|6#WBfUnLZv4Tzt_JR(OZ_hq>Q;f5SS;>Ue5&%=V+t#jk#8uG=Nsz4)i|9Bc8G
zSkAciqYsuBKb^PXeNN|&MEO?>O)oI(WOVtx>|^GA?T{kALBH)|$QP?U#~$oUwA2&R
zHuHJ3KxStUtL^3!Kg;8%e=Bx%@RIqdu*6WXZ^De6;+bI#Z@D<tI~`lL76dK4Ej4|=
zrP*|zQxloym#d1UPXB)3G;3<KAZQH@b6wqz^V>c-gk6~P-)y_2yjIJNV8txuQw-BP
znF}*h_7+YEzVPB7$EqR|*X1S08?P_i(66-l#5xnB{MS{CrzfTDbve^gd)O&PCoE^l
zk-OW<9iI2>3|gD~d#6%^YTvYp7t6yg3+nsLy2atrHmA^Gf25e+n!d%+G2!pdv+U2i
z{jrJp`RVOP#dY|Er+sb8YY<mIDf8%zp!mFprj>#*A6`CubJR&@*0;O}tL>*l?+6>t
z_n7>~V!<qCCU2q3m9s9iR9Hq7H7_`6bTw4$WTcJzRTGFi9B)pHV5zTkZ|S}FYs-9X
zv8E%wduO)@KMMG;Pt4QCTwul3z(|GKZIkpiWc>R3iQ`~1lkFdY5buyZx`jVK@OIog
z{wRt6Rl~&<lh-g$<m_AiuxgjHy~m7)zSHNic_@Xwy22?J?xYxNp*}U~$Fb7LTdSC7
znp{zpPf>1(+iM}KF5+{~+~?fUq@!%!F`wpEy$Jkfv@CY@pDo>j+%AtY6g@4<=jg;d
zDw%(zc5$Y+)8&(P*QTBOcqF>?;KKJ6B@0SZ-0ej!Y!v;SBb{7qE`K_DpMLSnxY;3E
zvE`~ezP7&jzDYLjiO=(^PBSuvh4pSekp9#iuOiYo>*5-<Egvtns4QuiGilD8O$;$r
zz1KHd-2a>vwJv|gWKdx>ZO4_E<L(n9-Sxs>Uaeafks;)MN?e^w`Fway;i80}|9ln+
z33PcKfBo*M)wOQR`zy*CPvv%rhU8`L5MXX=xqTp*>28EHZ(?%W@>1nEbBCSpJ~Uaq
zoO0w&Tcn}u^R^o{h9@`pN+s=9yQ;F}Quedw!S{S~7TGNBiksuPBVx^sgwAH6>aA6k
zF3%(m2bP0FBlyvQsDtd>wy{i3+u!Hhy!N9ea+_+9)UD&^>@%VSCwjK>{i~=InaL?{
zC$d-Pf_z6rxtdt(JiStFCaG`jO$&Bjoz_t-nsS<%*Zw5Kg6z2uuIzjzUFd$Z-26cV
z#LkLNZ*8$Mt0_ijR)4yz=ceP+Ir*0Ui4*UFk5-26ohLT)%C<h0yQ`uf&FN|2zy0Ww
zcrd%a%}FV(o0DULVlL||U)o@QWwO>aOEssK$BOqlgKR4cwdb^-_j+y=6YQ#K?>r~a
zlo?b4=og;<wQQmF(j{guF4e7zm?32T^jw{%ke|O(_)QCu>ZMi{=WEn<ZEfFV-x?9r
z6K&6Pz9Qzsn)C;(Axg;?3tsg`hqnAyTIunEht;BVT`_O4-}OK<(MM(vm$%-#-t;tS
zW71>Qb@e||Z@j#;wvcrfC_%3|QmG|8`Ov$%Nx2cT+FN|wM6UC_`M)Yg>epK9Im*6s
z__#E0-(GZ0{L_-I%|hq79;I^3PfgC=a^dBzql=!q?X}o`TxwVDyw-c+2Z}dFY>ZcV
zS5>9`W%as!nfJldj(OZ1v5uwxxBd9@)$sH2ii=kcM)y5!^-v3PKEfLoG`(Mre_`)k
z_nQlqe!hH|V^rqe$58xLW$M!_PVcoFc1EnZp)VAE+lnbxd+(0Z-@%iU%Z2Kem0Vx>
z=mfXuZvUw{z4{a67#zzg*7lv6v`(VaDn2mE+#$42hTrg9f!9`_3pSOttKM~Q^lM#k
zqv*YM0K`ah!;fiC|DE|E9T&t{JXtSn!I4U>6qoF3r@$LCFP-3?x^TI-nas(FPcOwt
z&)sXN_WZGiwd?}xvbUL`mksu=`TH~F{)ID3(#!c+*dO_Bx*%SscRxK^HnrTk?07}|
zsz*uw!O~$h@r|dBCLOJtXpwRIAotYQi;C4mC#MuaEeqm*-Ywi3uO@ahX63Y{q3WHp
zXURMczZ?~A-I^C!act%7ucd1je=f}a{$xV?4pF6;O<&B9SmtfB(7F4T=gphlo9BG!
zj(+?pHE3B`8S`EX@T}(kn!;0+Px4Z>IQFm2mR@T4bV=)zDUa1+*En>34!Lvc=pV!N
z=hahRnoHk0er}nWUirFf0_Upw&c!Le<7S@j-w|EC{9*a>d!<`C_D$6NWAdhScVC}O
zhDX`E=Ev?v6HfHa{Gbv!FUDG?+t?nIPTwD$SmYVgSotMtYt!=M{<|dvR|qXXJxj0E
z>zI1ncmA_IzNateU)$27a%WAfj^)#WsZXXje_;5$s;XQ~EVuKt`l?MC?>JtXysTrH
zB_^>iUM!C}|Lx)vYXl1W?JYMMoS50#xrTXR&@-uuCW%AqxnBkx>CteJOVxV*yJuD0
zOY`2B($^j(ZA_~7yt6lk{mX&3oUIy#n~#<09u9l<|JUpMy#C6+`+wBT+B2Qw?y?y%
zMW+-kN)_xTifbJ@H>FN7O{DN{+lE&TYA1Uw=VunL&o$&so+~YLf-h`VnT3nbG^NuH
zOkY{{MsL<w{_+9us~`I+mfyd!JwKwa`)Jo+)xv-U{QCVTSk^js8gI&8c{hILO-{w{
zPpi&odwQy$4dP?{cO!LL+2sGXq{0QNcA0#tIeKl!o}aOQcDLF**KW<-{PIbM-m7hb
zj@(6B(uF@e#MNz2r=4}I-mpVX!tQd4@+GHlHLWc-OKRfTmfYWxVSi<{-1-lTj~tCz
zDfa1xO{OE*(o>TjcAs{C&t0ebDdy+ACzG1RwdBQZ7OUUokTm6g?je4$aq-q?6XyOA
z-{L!CMej*gOQxraRjg+j;<@WCojKrg;mF<S;_iy(IXh>c2&>J!r5a$lNz3Ad>-`np
zoO<*7-k*MbIn8r_X2kssGUDB$zXKoXbssL=7=D-M_`)L}9|t`>n(499aqm7*iFx(r
zD~;V6rkV2YHxEYdo_KH9&kQ}^-hU?*f4{W;x*+rOZ6$}ZeNQI*|MjQh;JqoEYST||
zQx~ayXY(@7;?%>t64Q>%@OEkEwOikP?w-_i|0OyeYbLCa36v;QQa)>XpM$gdVfoa(
zVWIC&zh?e2tM2j%NQ>p$;v*9u?$GxaTX;nB=GG9)v@GGpp4#`N^i}MdUY~rh-@-zT
z<L-2IZttw${W0rq73t)+7k>^fe*R<ans22SEkg?I`cCbddXw+}ZnIneT%8^^ein^a
z6U!CopUfv%Yit#yeocSQONF~zT%$H!sZ{k)icAuJ6w{=1ceB6jA%&0XF>14Wum0J$
z$1eBFqnb6xwf|@o1{?{Ts58Z)dAHc_4^q3u-TPw|K2J(n)AMe^B5wO76BSM#(6l|j
z>!e}X&%)F0=e8XFApYUZ-8SoQe2Uw8&-K~F$Hi#Nv^sA}5{guge&2fKh+pmGZ7d~|
zdah42nC7<r&`p7)eZH?wx3(<xT%LMzUFi1jtH0H1+ULr2f8Hp!{=@nsuJNl{?v>uX
z)+LmFZr#xrpFBT(S?0+fv*2)2$fG-b&$)%y3oTroFU^`7EoNsf$=Jodi~W_m*tC@J
zFAf5~9`4(Dlf`JEL*L{DmsdI#AFt!|ZgqV6Vh`KRZ2zJq`eJ;OHcUKuv$Xw<i%@IL
zyyD|N9A9^TjY|LOx2(l@)xIl_MgL9RQT$zc;bYZ1Yg{{x_hlPOX`W8Ka&xlZB(Kv#
zo)s_3LXSO}^59~rN6Wj+&jo*arKEb-S<flfUj4Xk-Q&s5We;0Ak}F>?+C2T8uekq4
zPxZ*N&9Uv*UD*4NEb(@FUhXzQ=H($fj=~dt9iN3xo)UI^=ki=wulO#1x2B=*p`%Gh
z|4rSo+mi2vNA>wBi;hU%+4{va$SQ^Xk#h0F4rkZzGf!Q+=I5zm^2aB$@U6rD-H|U(
zy<+E&U9;rjlS>7+U#(bkzVGS!-fi_lb9tTA<yt52wNaX^^XsdLzt=LACF-{(aD-@`
z^PZz#?78&Q;uAjC|8AIZ;|_S(H@>r(X>R)8i7}vvpSI6UYpw6LGd(hfk5BTKgx*@T
z{IBrj{FcWD=AGw`tt*xPBfG@3`GRBaqg#_~It&k=pSIRAWBR<ks<YKue+sE3&gFix
zWRj|A`gKbVp;wc{yuKfP^wC7^VbaE={oXM*UIx90T50)ShrzA$@!6**J+|^1dQR=q
zdCuV8F-M$POVRp%*FUbgA_b-E7Wnw=S#~?t^Q6w(X>5l+NH$&THQXssI_WTP_`CAW
z3#NzpZMXEu_tiQVz!~Y}v-rx+&GGkTr_6TMKL={?zA5kQ-v3eL*TbXkXEh4ligua?
z#V@-4Q%An==V@glj}$MqQ+7q32ejwTQ_!|r^7`76t9};z6{=e0_SY5j9?bf_wQRoD
zzgyR~sp{FQ_;?uYF*M7sbXj(#^>dY3%bRJ6Q`*j}<f(T1wCJY2uPU?<OBVu74DUWN
z@$Zkq>+_|Q3(aP~{rmm?|LgnzmA<~FyI!1q!;zh)L3`&22VI@jd{ePHS3q&stA-qw
z9=Y82orN_?b|tkFuJ8Qoa<Hp|$4Z#-QQ0@g%Wv0|eE`jnud$!BTh8vyX%0^B&r{;h
zZQXihw{os>p?0S9N8{AnA53@bma03d5AJZNy)OripX!v&EPS9+C@d`ee((2ttHamV
z{dm~EV8McS@A96$W{!BY>`vqyJ!hXSx2CdhT5|i|(oavVnA~hs7pcr!k`Tia`!eqO
zvA&Jm{IfF)xYj*h*gaMITYA%d*7&+Ip9vRUXX;9|oOm0!)^4AEZr}X<zuH1~M69{@
zqo#0OYIM!PcfqP`Pr9rB{3vvBVfk6}?aj?8Q$(J=W{!Ro)BQf~j&*ZU(j~L13!6)J
z<h!;^&~4GnnY`|7z%-^wlh*C7k9+Yd%H99&y7*@@i<R5A=h<n^iQfCR!tu;ht(zO;
zb)KGjoR*;&!fO9;v)+5}+nY`O?;EI#cVGQ|x4U_h@yd#;jXJq+!&|w<^;A?<C!YWQ
z{(gT?PsqNyg`RWXJNpDVvu)=J=~Ky_%=>+!@3KSBm<mtMd7ydpskZvMDPjV<E`Gdz
zN#*cdX5-`QY^UlSW@ax6&UvTK{`PI`WPvA}<_I7BA+Tkyey-f6%3p1kJ0sTI;}K&2
z$XarG-$6;<x8bdypP%<u)zi}QD(70g_?)3&;ku;c9JxO&=d<c-opbK>9Z~u*o0T<2
zQ>f*TdGzDY=0~4RJoV7{=luzLU#7S*Oi7tLqliVu;0Nb_6;p@C`>n@L%-Zgl6Zd%Y
zN%?=j%Zi@0Ph9!l<7V9^538qKg0HXrVEPolIQahFn$P#Q@Bj1atC$D(!phS}AMQ(i
zxb3_!*Ht@q|ErgNH=X~``~IrZo<&O%Eq1TEzyIl<#bPfeyxpr`abJgJ)$i}`)#n=q
zJPll8Cm~_v8TTY}NB^^$#mYse51kBoQ&XY+^^wib@WYGOtHss$^Z$=3elgdyD7x=y
zzU4IcbJev$KlbEjEL&2hV6*hfWd_-r|1Tfr6rIw#Ig!y%t?%f}$=yd^oqcdL)>l~N
zUE)7u-nZebMt2R2jXyu`w`XH#-@avwMtr}}@@+fPq$c{x=h#kjH=S_CsNufrv(S^z
zt|dJG7Svi95&re}*X{RDx`kIYe0{cfr^#}eSQmEHpJjKa?bx$7{j|f=Yp&_1KTQ@8
z+az;tr=H)BmEPa@=LBAz3$k0GaHS>RiyP17O)@j~N8QNT#&7rI!TtaLzAyEjz9+6n
zX!*h&&$=g9>91b=CdFUl&t$6{?>X!_teqECFIru{TEcZWa&xg{+x;*6`<HaTh_X6v
z&NchX<)u#BbJoATtZez<R&MwC|2lf_Cp+KNRx(-=#bxjL&2mw`_Yu=-9m_j6M0@_8
zVt6gRt9av#J(4PXTzlRrPhV}a1+?xkqD#G5HD=wq>(_St33wjZkaAb5SNo)#_A85>
zu^XRV>z;h?`jIEI?Vh`Z7d$sR`mAgB_Io#Hif)>IWMO7De`<5E_`INPt~sJB8KXR8
zERCMOHfx`~CihL@id7v~U)467i+798c6n4bSBPzzDcHU}Vyw-oF{g|>T{I4?kAC8_
zOWH);@zKExNkXR|*cMm+d?>z>{lzKOt1^j;SMTV^o4w(+;@!*NY9<PnoZ0p|<YeP#
z(c8jYws)^gJ$`n}C#&NvuUQv#1^q0QZCT=a^_8IacV1>tUsgp(ymsZK+$6pKOseOy
zKfa1Ij56_H@ilQT+M!!C&p_j@2>&ie7k)dLy+N+2&;9b2uf8O9{Y!J!TI)H^eH#kb
z7gb-f6ZG$nke@7ExGksP$<rrGF37D+Xxex2l;iG<Ya%bNMF|A0dg5efWq7CT_41Wb
zwn;DdB{D#KJ1OtF^Zc1}Y8Gz;EvS9IwL(@t*?*O1vS-l^v8f8Prgyq++Vpq}ORHdc
z*U6TUJ1%MQr4A?Bwmb_c`(XWb|K!u}7O(jEI7ZfXa?=IRTW+CMe!Gt(I^Vo@Yl4Av
z=%>`*cXT*P*7EMPh<){uYqH0kqwa_Nu1>rdo(1k0#&xSVv!3j-2>%$EBDN!1plDL@
zdJ(tl536U1_-PeBnJ?5Std<y?+M;7IQB!w=u%*zYdEL!*A9xcLH?O|5RaLt0N!pZ>
z%WKpWN}Lz3@3;^sDen0^H2j3wn>$gvzedP~eoElKZS`XAD<iSx$+r?;e{&YoHtReR
zyM3$U_Ls613!y&VVH)x2sa0XA<jrHO@1||i-K}?Z!7sI5?U!w}MQkjVJhO71^G{Rx
zs_LbkCp_DJZlemj+DZ?nmbd(61-Cb8SCy-ZUjF4g+57XVUnx%IADoV+6&_!m9hUgx
zSZVg!H$GY6_GiCKhRUt<TXTaya?K4Dp>p-xjIzfrnyv)fe>^CLciN7!lyU}Jc1KI4
z$+|nH@*O<e>G|T0gls2oYMjhX8AapD57H0AQ+BEJEIj(8>$O{vXA0L-&x@be7XAzg
zalE{4`SwX)ORfFIVykY5RP9P}4-&M!8L;bAtLpjXX@5U{*;k>mW^<B#%EqM09(V4_
zI6krpc*NAy?Na8lCL_r+bI&tRQAb{f-7j9n3)mJ#iMdP>NWN4o7IXZO+0kdRdxKPO
zTl1G5V!fmrd+1<v^|L!WKWt8&FR#Bq>-r_jy5sj4eP_kHh)>)YDB}Ea$@N`-<EL^a
zSFvw?DagN|;)2$8e~0xNmoEQ)G_mYP*WU?8yL^=jw{NmqaNFkn+_2lA)#R7MrtGz7
zy%Dxe<;Gh%y&pbpKf+v64)||!y79JWm5Hv<M~3Mg_9smaigUK^_7goGvvQJ}SYA<2
zeC?%85k@x|zd9fJyR_oo>q~o^mN~X&FJ@gXsMo-@Lu*Fg;*@#!#H$Lo$gMZ%JaYGh
zz_CYFzY2Bq1a?e0{zxQEqr<4hB3)}`u=>3H2IlFG;ym70bsojE7R`OYcu2qN<u&7H
z+WhB#7~Byn-gzqSp7Z2s4w1rBUDef2G~E7FD|y>rq~^t(c@aD9i<5KYEGiy6^L!le
zgTdwCqr}S(nts`NJ$qUEFhXYSacv)^!uY%SEqOL(|Dtk1OU3<)C!Skz>RHfUwn&qV
z*gx+U#7y}7pgLSW-#JIl`+-{gKgBbL&-FeKz51p6+nJrkhfZEmP}o?xdQN+oe$l*e
zjk*6K<R(gf46Tgtdf8a~G}!N^;_7EFCJD*^)o%UXYP>4=nrA2H(-&KpC-7aWnb8AY
z|1K93*Q~Qj)cfAu847YQQ=?6`t13FLN{icTvFmKtn;8q<Nlx_IVfSWBf$hylUPjXz
zPUYIo`tDis?NUMXgwruv6Yrewds<(&=fUYCizaToKJob}&wm>J&u>M1shv5q`)HT%
zqocKDI{CRJW<Py4%`yfr5w9qyl<J<GDL6A+)zWzB=Y@{vIDJ>nx@xI5<@lo$^Eyh~
z-=x&D%w1Y)E0$jK$oKq#Zg<x6CwjCbTeWL$>EC|pr6R7vH$`Awqs8~`mP02#i@rXh
zDdeOcv}CvJ`pp-98yQ1NuW9ZnHI<t<RL@oD-F+-O?RV16!+vvYC#7fRZC(4~=tSj>
zDe8;P?c41hYV|_hHbc$hjv(884f$?k+rPRMspqSfzkDIn85jQU{DfV_A1Zryw9N21
zeTY>$x%lDpX*>4xFMgBq)#&srhs)o1LE|eMB~{+F?RfY7!&0p&7R@^=dZMy-=x<-B
zohki-Irg^LlaQXPkC=p3&f57@sk!dbW2VdrufIje++6SPS8HwXY184EvpQYYujWhf
z+UupUds5eF>9!ZF^SeIlq&T_QoVPkZUDDtF8?QHLm5QXwyC>#bFNA_Os~XSn{(OsB
z?Ed-JwLAS5o>Jq^kQ3_oYIi4HS^1~au1`B^ZfaSa`s(+~*YJ0HNrBH7=I2c@H#b_$
zld?3ltlyXT>FqAng-${bR1*(1#+L*dhEzOyJ!|<{WfR5clP+x8dhy#_&!ZEcYbov1
zx<4^uNv_Me{@TMrpn-3;&gOXno359cA8!;&H<-RnbV<*?`JZYH^;(LnZFdB9Kl_}%
zjJ<u?-IH%iawRg9D}pa+`W5bPwmC6%<BqBCHg;Z*{d;-$q^<*=&G-MliLev-aP69F
z`sK**0>0oN>33=6IXx#AUfOPE_51XZMHeosu6rrqd(RxaP`+;Zjw><jUwZZZL@won
zHW^=fcGU3Sv`@93+Je)cX=(Pq`IYeef=uE02j$^i>N|FN?yuDG-xhGz^u$uv$X&~q
z@BbTAa_m4WH|KUoAFVUn<+fbk+B<LG<qbMEhfOmXG*>U)^x)C)*7H?taXo$e+p2Uf
z!mTwfmtG((vp=v|DBWiIwv85U_x*qFOPSj6&*97pfuCOMr~7S~<hbp@g_1&{unD_U
ze;cKIUeXh+b?TC@TIF>M^G}m|`30s;nh0K~CvEEZUQcu8=XZyUUzly&_FVXU_44+)
zmOf|hz^t=S^yA!q_vAZ=&d=P_+ayDu?z!Lded)EvkZ+GV*8JS@CM<H-!*wT1UKuG$
zrs+-LKb#w~+vBH&QTD~%TI{Sgwl7VWq)aK1-5bSw@bo?7r892anO?Q$(0-wE+r6T@
zd@H<We(|1SVO(r!T(QJDU8OZ7$FA?F=JEbbuTQoG?<$+#b5wBY)OGxdk(EnBD@BV_
zuc|(-OF7q+liT2MwKUPQqeA1M^=yT2sVU)Ky!4fe*S}6KDpM7GZyUYMc;kzzsP5a_
zB3I{2oQHJ2H(XwNL2}))tqYDsF3t7~ZkoWjW$p1#TMEzSE0k`3d*$udl7w8>7Tpt)
ztK%x~_?Q<=G|gYos9<VTTP!`P+AHDREgnNIzs1^LJpLtin6n=}%)7E|?Vb6apEjO$
zd!lr1n)uZ(-sT+>ExUD(e=<MztSPE(uIAm+RT0Nl=id(yt7O%?oF|sNG0EObMnk%!
zZLa6hP45FAojLP0Fy-2&4?I%RT0Vz16>nr;J1^|QTAK-?I+Cr$Ya3N8)i?3jKQxZ5
z+J5q|p~<DQUqAR?=Z$&Ick?8xYU$s0{m|SV!EKf*_t!P^dmmY&Cf)aB&aTkynr7!;
z7B7?E854TZLPhTLEO!+?uZ|s}kGfk9eb}5j@wxUsn@Eqc$uDo4@9EoJ^~mV+w0be^
zZ;OxADn85Go0#p~Y24r{u4lEx-{_qlpSOC{L*?nq9Sy>tAN=YyA;xg^$(UU#msG-y
zRXoqVWc;pjRl0kN5HtJzGog<TEL|dgV7<IW_&(*88FwG%++>K|oct#{T6#;?#LopA
zO#{DeZQs1|NTa{RCiA&9ZPra@E%Wr|&Z%0QfB!?(=6O5L%-PWi9=<$T{)+Ye-_=Fe
z|2uUW>xz3Cc^=#SOzhFSt(kGZwAWs{{Elt=?p;g5*L4W^&2NloXj_r@y=9Wh^OUNl
zEpud;JXnS6Y9n_%@I9Gi_~_rxSJE~tiw+B<Ue@f__Y-MQ7pq%#rL=D0#^g7DnwN?C
zt!yz6v&-)i4a##0UA=hIibn^{t^LHDKHN4p`F#0ye5kHbphn#DgSLD1jhEj~*_gE7
z<Bo2%^`84z1Iu2zXnD=~xzi)R{M|<pBf+)bCVUGM6<<8-;+*^xt;U$0QC}WSb5EHh
z8F%yK*DVuNp1aJP-my4qwQ8Kq-Se!5J9NaFZ@rjh{_<VOipGwGJ8mZ4vux2QO-~9u
ze}Fra$tvnql>6kotGcDn<~CO?__ri_tI0-APa~hd2QIFBzw6gBcei+BJI~gpxH%J9
z|2;btzj6IL^Id=Ar&wGrTKVejsvUcdEm5$3q9ZZst&Cmsqu9zjK7JRA-klNJ(tV_V
zovym)xlW-&=_?m=OudkEVAJm={)2j!ZY>qYXWVZ2m`r{r*gXHk(%Zd%wuG4S%J2O)
zWtm=Ny^8tA*|*-Rb9p39esa6i<fNzHRs-jY-*OghPA^J$^7P2=<pry>xXX0THPjUD
zb=LP(vIu(jwCqr}@4m|le}ke7;^$=U4Eb6nzcZ!C%fw|{vE#0Wl!>2vGPfJ=DGA=c
zBCW|`;%C_oAJ5H<r;`j5e-y6QJ#n<VIbOZH(Q}@U5Uaje`G!mBO0)B)PK7Li+>)l?
ztN(7&vQ@uBzIZHEu6`Rkd2h3Evhb^I9v<>c=T>~uxT4+6)Mr&P!*;n>3TK_^c2FNJ
zhPyid`$TWG<p-U7rt8WIDlIn_4pq#yJYhP|t;=Cb%T8}Ysj0r68r93)*N2>pvH0OO
zYkRQ8sQ@3|?GZfpQu*0q^!*F9r`$OeXVCuBwM0-doA2h!9Wp1+sr(jQ;kEw7)m?ul
zTzf3)<`wh)0C&aj57W2&zH2O1lL^}U_jCH|xmy&Ee@a<x=X4}^@3gbMTxkMZ19v}Y
z5z?$!zKK=+H6OQQ-U^l9zwT&dB+5rh#k`E-?2NXqUUp}d%#<yQ*5!U=4O)0xU^2JR
zc3r#sZ=Z3bf3aeXQ<_<Adib}|JkYe~<Q)$$hFklI9h`sh)w4v<&M}Qbx1y6_4^P#&
z{&2JLGM$?y-uQp1lJm4pJKkkX5PLe)k@bDZw{8_<p}&*XHL<z#eeq3PP*n8kHltzT
zuIQ6lFJ=7C7PeRz3+W5-AB@yrCh|?Cr}%kfck%ki!aja;59Q9<nXhr>vFI@m8Jqvi
z@l%~mCdS@do&S5M5`&80wWT|Yeip?C*>nA=*`(FH;@YbdIz{4}eli(}xvMFhsOn!^
z__JsC8_CH>cm7kFvi9T8E8Ua1q&{lx)mx{~dD-^p+V4d&+TYHnFJivQa(HF7Y-pHe
z;*57cRYJJ;EjnZ{chlyqTl*Hq^oL6*6z+94{%D@{p!VSF%X|OEB$jp-zr9r2$I1N8
z<8ZB~sPd7SVdh69nVV+q{CaRjgZrG-A6A8Iid`45_I5Et>|dFi$#+C%hd<Dhv_5%2
zGy3VHYpFqf(efOtA8}86KU>_Y;Q2ZGjI1{jpS4O(&GeblF7xxNv;6P2BHOrw(U0Ce
zwd$+aRr$L2$A+2izjq#bCG`B(Qb#VH9m>4lRYMJ|PI`nV36y(R=?e%=+PZtyo?xYT
z#dE&DbefA)Ql`zD=JDU>#F2n`5eldFMcIVky8Oo2bIv=>yw;%0Mn&Hojd^1a7XH0;
z?b;iO?^-2JUvAlQI&RFF*jcpV+<N(6H_SoXan=d3|JwH5M|02IDOcJ&zj{}JmO8J|
zD_j>_mAvM+?&r3<)0b~lSlM*3RkB2#>1MD$E6W$%2%960&*mDP`=%AKYxRUlmC-i?
zE#_rSQxg+NN<W&rd5OcFTX)|Z=E=_dwQf<N#xt+d5A!U~i`95+SToH}ZQ*2HBS(F|
z@>*_x&F1No3O0u|?=##M&pc`J<nwbZ4;L-Hs(LObZqA{I2_>%WpWm!1*(Kcgj!l(`
ziBI&!>^J+C6u!7~>p^m5)?~GlSNwe}CaCQWs*2BZow}tZ#d_h%*CO9+ISXIE(EhM{
z$wsZnzq_q>PFd5fy-u>jBHAxqX`e;ljL2JO7ZqJ{Ra4#iSNiChU<<M3llO7{yZtWs
zXsxsHpIhs>?$`a!b#XZ||KFG8tV)Gx(%qkz=x!?A`N%2e(SFXpIoWnr7r1uJ^RqpW
z{=v^Vwol}X$-z|%wrmpXnv^~HXZ4qTHo9B5r^@tuobUOz>wRXCmjyff6OUcL%9C@}
zmDq=uRh~b0BuT3zak=;B)xRQI{bEvrer&P-mGpGk4VyWES5@uq)~;f)^Pc|i)xEmV
zice2Y9_<$QpKG<%K_%~0it(y>N-pNN1N)z9w#<2O<)qo1x`_c#s+K5NI$T)0p@J(j
z^%XmpTCw;_@#ParTHifUP4fP<&iGxmlw@`7gVme9p35mZq+Aqf{%Oa9pVM~KNS%}4
z6A&3@e?p_=lB?RLo#Fq#@t*x!(fUq^eHL4N%!7yTJ;lDf{kMC!bV>exwmE_aR~EG}
zDa^SeHGjYH${8X*c<vwgE}itbOhxSC`-jFAsa#)c<^^bEaZfaIOn)F9Wa+{6Blbbq
z!SAP)jrN2+<tivysP#klN2U69VHvp<Vy_zKe~|n){a*Ku-1rAdB@5QIbl-dSEcxf@
zqde-`{3#dXzjVoZ9%a`Ld*h|WR@=Nu*RKBV!#NXIzF(4B@#*%LO>zN&>9>TVKixf+
z-mITGU31FCm+zOw|NZgUKfnI}-}2D&$BQ&FCC;sTb$#^>?caQJRts!WnY+5-{FBos
zXUhL6$}ZdeS6*mM^!C1*^LmAh501|4Ivw1y!fbl$j!$N@^UNF0OCN2Od2`%+L%wtI
z-br_+&uC1kW40^2x}<RXv)b1IC$~LjWj`0*GFS8OBbSA%#ofIpC%^ghcv}A)cDII0
z^Y&d1xc{tHaBj(rcaiVETzIkiq^CD%oaWla?#2J4|ET<v*1Y!hQNW{;=Rp$l)33Am
zU)Erqbmn>9^*twF?D6y2k!xQtQL}&QZ)4k~=RT+2uWGEYV!QIQFhp!efpp)K6Gb_v
zylQ`Ecx5sFnBejvO!maCFDoRk^vAw9p)}e2{@*9wYQp=!IE!gt^M3T=$84Yb0grg9
z?@oIbw3PGIWsSJiMb?H7zt+f{;&#-y*(4~VrE_ZPQoWCRIfTs14{Z&w&#3TA?Oz_M
zy2U0}&a!TCT4(XqFSlNR_psf(Hf@WQ_=+v7Z*r$a+z(iHT>HzU9e?9Fjc+YH_tAWc
z#pC$zO^-gMN*ygtYMS$8X-(MIDZ$d^YNEpL1w;IH{fSr~J^9y)1FZA;=V;4I*1mo5
zafio@X`g-_eBmAHcrI6PzU<lR8UK3<1!X;CemZ<>>h0ZsQTw66{(T3Nj`sX~lwx^5
z<>{%(Viof?hOe$}PZRmHAF?@~RYm-wz@t4AU1iVp%zAmMxzR;><&l?@9^Dq^o@#N*
zDST>$=<25Be;=lwdU0!#zQ5Sb(^WTA`}i)Ge&t&IQo?`hH}Cri8<X7h{SFFO2mO$d
zd;HKlR9M)G{S#=vgGS-AC!b7M5Bz(*sgrZkWuZS-sc$D$7VcW|qbzrJ#TgeV%eL7S
zg+bFU7WSWPNmX6Frn=fmP;^(VW@@Yd@0+T5elO<vHhh1vOZ<#VZS&Et+9^9W?Q(n}
zow(dPGAQN~cys^E38&xQX^GOid4xss2a{*uHNBS+bK*4j#lDU&zOe5`CC_)O!ik$-
zKf6|U-gD*>R;Lh-5OevZ%VoIMc~l-2*nQ+8Q;ERdrUS2p_P)Am9<k<zcxN;Fj-veq
zYCjsT{pH>VZov4Qcv{xlX{PsbTF|u3tCp)6ulm)u|72e8lLg#j;#Vq@X3nTsyJ2T&
z6m-{`_Oca9k*oY_Vxun`E%JJl@nzM7lSh7lB4U<mUdEHB%WmxHSK4f~OYLjzMbMT<
zjY732MY~-OmFpcA+O~R^>C-KokDgt-K9}dRz}iQe?c(xg&1pgln;k4vw=P^*>ofJp
z#Ybk7J3oR#WUJ?$Cr@TC4xi8V)>C_}^ph{UB*EjTX^)khL)S^#tf`A%lHoV|fW&sE
zmD$q1`-1)ZePd*2mVWj0o;+iL=hPz?UxeN+w5+lPrFgZ%ey({3KkxjrqqRK#lYYP>
zpQEnjuXoGUtnc-{%@ix9muvcak{RQpYwP}HPTL{sRr<N$&exy8d<*B6zmYvW`TnY@
z7E*gx+3LBk2l-V><z3`?kw3hx<;#DItZMsK%<45~<&G7TA6I?Y%cghs_L@CKKQ}d=
zp8mD2*mLHMM`0QQO|p9o>Q6m<&gtsUH9tFeXV}!^PhWr{C8GHV=qSTo*N^3M_=SQ-
z%+7_xaIMt2T2#qZ5vyNZdTdY8#+;q0C7(@foC9X;TR8LE^EFP>!&!ATmu7pHsfs=i
z`I05JE6i}R=l<=wLRDXR#k9k;3wMg{{UEb%+t!!2t04_lpQB3^WLNEw2o9?%I<}`s
z^ErR`ipb;X7H0pRS>FC+8D!+Ot6c4D`l8$aLn{m4Ht0JouZii41I0tAr;LX25sv7-
zr=KHOm#+m4oTqE)v8DzbJvw94rOAt`o_>0DbYpth$B&XuH*Op><7EUD#lLsXm7dEv
ztLgia<1s7O<&^C2=rgVQy5WQiH~?3vybIiCaC$=Y%0~+v?tw?`HWyZQy$>lgT(;)R
zlb*__pI$AgEd5+k({?Id%8PquU~XB@{S8~!T4v0*X31Tz`*HTJTVX$ytgc>sy}R4z
z%PVP}urqpv4|cBYK6i6oz>2pDY<?h9cQiZ+nz5~*dS;Y<-l^LGvlHWFG<z-!Tyj<J
zl}&ywZ*nkM(TQFD+}-?1dW$Yg?49JQ_BbDASf=ZtxGPPs>Xd)4t#1@c7t&kb{CU+5
ziS|P#{YPJ3WvHFM@Otc@b*~>CsPx_wy8TM!sfWh{K^wn%mdj|lub*se|6`wPl2>@=
zYw1~y*FWCeSaUeW;utuoNbZPWanu!m+_G$&WT>q4g5SS`ZXA7|`7%HCalo6aS-U#;
zV(wR4@*QLGJypbYQTvDAW4krB$s3d0I!~{E*Sx!W!u6H!nZNG^#{`?+v<-eUPfwTG
z)A*5RsjJ1JTX*v~p5EnE-O9{<?(F=cA3r}jMSD)~7jj=5epdQV<eC|QkND!&#O$;e
zuJJw`r<V*)ay&6Q&7Zkq?B*>IkT`!~E5~ldU(0UKQ0<#Cr|aI`<<G89J21b;=2<Y`
z)TdWw&hwjlXhVddx7QiA<3A>C_|h_a>#WJqS#|sWv3kvs+_CN0)5%L^Ra$37>GwUo
zzV+_(GnQAbhpTMOEhvAmvhL~G3oo?WFV9WBzj#*ImzwCBgLgFBcVAv~E_}+hmC-KG
zJH78H8J^tXn&f4#|L($3uN~97`)8Rh*SLOX`XBBo7W<1QZjO3Z6yBwICC0xm>_L-u
z=B1({ALfceyJfFbV~m~)NWIjQoy_)f@znPoI*%sK@QYGYdmc7*#jUpcmn`edZ!_{L
zJF)x!xUqG4sPADrFB#o)x<YX+eMh_YdVy9}?Xli5{kPqmLko85{}k6Ktb4A+T&Pkn
z6}W2c@jFk%ne?`MG0pGfetsrV@6VN^-IIF-CjE+K=h@nNa!b*q#2M~YiJ5|7Q+xK#
ztN6J0R>kI%hIP7YMZYw1+`UwA8@$Brp1)<vl;BOSPKh(XcE)&RF`LM#NU8SS&z1V=
zvG(ZE9bVhc89og2Jkhzj`)F@e%5E`>(p^1APfEGj_*^erWvdiccHQMs1YhR|Tc3Yl
zx8MJLH79TB(uK8e-t0a0RIr$HR@l4qdp>N~xzRaOaIRK=pd!C|w`lcL(Bh%iH(T#+
zD_?Nr<8EJN`ITFDNT@13ifO%lT4JsP@AsoGj&96PDX6~Q6E{aMSnJ8YV`^7&^Oi1M
zma6hFE!X459i?6Ve5v=(e5g3Ju<cIC+IOD{HbrdQbmZ=t9PWFQ_o?r6+0}d6L;9nB
zz@tCsj%MtUPWpUeo=)NOmv;`#UDfk6>wR~jj^AwY<z+g4(%pxC2W{OM8l@%G))%vm
zt88A;4o$Q7j&aLhD_P|VnTzkW+V0`-<y6wqQ$pgU3z=?JzAQBMlDU4{<kQ5czHU_(
zW_`XpY*k-28(&T~6O><{?vTA(f0|_I*?*!dbCqxRtTKxa{8`)UzbDZ~`p{Mp+qd`2
z%l=I{{FbwI=F+=Wo-)00yQ`Mh|N1GuK5UHwX!4h1wPX9z+dF<lw%ksC7r)?0Wb13c
zJayl<9{#hV)a0aA{Eqm$hQ0H1$zJ`%DLv-{%Jut13MRL?$2(T6@NIqb)b>H^CG$<+
zeKH+O_s0pjpDMTi_vUJssLHz^y;2zwkJegEvADNA^NBLAjot;`AI>r=>n<+p-s*HD
zV(Rh6bDQ5Wg}$2iGgZB{FS&4C>)(#7?N0*_Za&}l^!(oGwwdjEVbiYi&vFEH3$MAQ
z*UO}~^J^6D$-jKUU8*8RK`r|6=gfcRN`)%iGWPoC);@l6e6Gko@6|@vPe{BLyt;1b
z&f-5|VaIp9kf}PASd{hna@sZ5k~u1RKmBY?p1ru5^>VsK;ha2(VF}j-1TOx`?{<DJ
zws_J;3$eL@OZhjy6YCX-51ig`am)K|klU6*mvl`E<~x5UcSZi^eI0%6M;f2A$)>rw
zJi9xGZ;HkKa@{9EdPlk^KdX-x)6?NgoT9UJ-Ssu;`hL?B>nHDDUszbYIxUdNmpS$K
zg`FLIBK#%%SI#GNHk&d0o_IPGG?e-0#?}d^gB6ntXB~D1X??zN$ANE;RG!W~yH@Jd
z=7ZCZ=U=(7GruD-KeaN(<+$@Bvtv*6`cLebeYa64ebc(un0MZDlbt?$Oo_VQeQ$bp
z#p>TOEi><n-@UWS@zIGA=g7aH(-j@hxt7eAJzXF2;S58kvfiDC-bLbks^?T<xp#hf
zdg<BGO074$#2L;9_{{vbYx2)0VKa|RoD_d|`}Z?{G~2C(y5Bst{iD*?b4a)UL`mtx
zfJbL8Z=K-nu9ur!_~z*J7gx2;Z^-w!yGrP~tMbgHcW(=Gt-SEoIy&sjmU!__X_;Ey
zL$2OtmTIPpV}GgY&d@)X6U)7`<l!ZQ#i!zGW;SoQU>s6fwEA{wq3+zr{GY7Mk3PG2
z^tQWRc&LfS+@cdog@=<rt1t5N+jnzj$e)u7-&{0Q?(<BoeD)7?s@czTTLt!51hq_g
zsqC}bOJv$Vv+}<CXENADXIVcrI5Vwa^R{J2|7x~psjk~m#_(#-?6(GQR#w$M`?YA_
zzPgu}mL5EKF#GyCSxL!{RkmI-ML*Ap9!M_C>z-h=_y61}FITDbO@XZV34b@=`e{L>
z%dwl)z3Z0CteR@^<MF0v3u;TwTws=(GJog3iuZfJTUlE_JlxFAzb)_XtFKj4ES_9y
z)mBIk5j}P1S=jl@0zJ|@pv!oq?CMWF+`8qO+DXm!RVsWjjw@JVTn@`=o;JQNX#f9D
zaa5Gl&pWqn?W*{gw0?gR=s>omJAM52zWh8PIrysF)m6(LCSRX-DVXmd@4m^l<);>E
zbz0Y~<l1x4G5NXAUb|wsA8)tcxBLBO^OPwfeqWUZIJ)N7{Y!oIw0}XS-Lz-xR^G_=
z&s^5}R=u0+bz6i=-mk0uA3h&_E#K^XdHu~>KksiW+;IEt{|O0qca?5lq`y7;`Z``|
zvpu!HuVwSTII1XK^fK_tZbg%HsgtXPoa%OMYq{IKd)76s>)Y+;8@#DBvMa9r`1kw$
z`cEg-Z*R|MUzog84s?o`_j;wfybqI&RHHqw|CiNIm~OG)-<JZv8!v+n%c=b~zAk=y
zTW)tx&!4~F?@O+C?{wCCa%tm)#rv$Pm(`pXzkbPbUfi9d8ik>~hZnRL>`mmK{CDQ-
zj=sJ=`#%r)L5I3Ex#ry3a`N^11)#I+K5DGr|JU<yVEnq)z(+wr(qiq)_<3e#ENZkX
z{?7z*Ot<j#XN&h;@w#*2#p<u_MM~$UNtczcn%7(pKK$<J<k!8=7Vo>Ey6)-EmX&2D
zC*TsZPfuUGFGA&9*ezzE>o@GuZroj2#RpD?iqjcml7iHh-WAyAaVPw{bojgTQ{)VC
z=N$^%bE5$ifvFPWH+dJHnwvav$BEBV)nfFV=0mMZHMoA`hx9j)!Fk>_b(h{&9nSN8
zTl_&Ed}LYA^CbUMN0bVslZy7AG`V=K`X)@~&(WikrgR2AdLwGvc6ZjT=MUn+p8q*9
zTTgRxdU;<UXb(N_Zqu#j5AFva>-Ncd`k}!19--^^Y%_1HU0Dlrx#x}(&%$_xwi~K#
z&(AovAv*ZC45;n#1a!>U*Zs4TCl|V1eXy80)Rr9*dZ%+@E}dPgBlO+XNziMK`hp{h
z(?fTd$nz(D`u!<{%{|U)ms+GsUV4xrR8n<EjpdWmXTC3uQB%AB=gVjPxV07jMVv^o
ztFE5;el(~*{EcmJm(X)gjlvVDoO&Jp2kRFLvCn@vn_-9kw5mNx_iq|avG50Z#k*jk
z`0|Fo&$R*`*?<nW(>b`+;P|6uH&m2fIjMrp)z#2D=IL2{@4D0Mz@=X+T)%*3b^RSW
zqb*|I^iA0MP8)P0)Q=NWv%n^TL=Q(^+qM1x=xnpa;en5Am{ju~7HstQih8||X?FL~
zuJy~d_xehd#M^+6Pvmar-fN*<v@xPEt55R$y`+55__VH!o=o><CGl=id##E**ok$z
z8hYO6SLpfZiD{qHFwHy_4{j4fj$@2iW3k@rw2;(cSPDx`(-YIyTPbaVerVm*vud_G
z8aINPz|gY+we#Lcn4>F`y&K$iSG*t8>W0~{qx`~>^ved|Y5NJ>JI|asnsih-c|H1Z
zcOS28aWp@=^6#pE@NjV<p-mYV7wJZC+f(=V*6Xj(<06wbRwb{Q5&t{%Vf_DJ;pOG#
zH69)w9zH%MCl7-Ti*nL?V#F-oeN|thv-<Zp-Jg<DQdK`crB1d%JFn2<z~=Px|9)NH
z|L?K<e+g-6V-)Qt**6@y`Sx4A$A-MSR=?uQ-`|VfS+uktREo7!ez@#!|MdCu$>;6=
zd^jBc@00lY{h*WVKqp&9@Ypx(wUDg)`}I2L0LR?i+z&q=9&VR5%P~MP|DnE2=j>8F
zDNa7VdwVKB|M;=PQ|{av*4<)7iqj=`M69WE^qdm~&Pc=hL`+b69Tum49z8w%{^8FL
zV^2gIEK?9K0-xaoD(;BBaw6i!iq)&RIXNS@WL%u48y&a5?(EdnXpMu1r(7q@nN#!Z
zjAY%{+d135->?54|NqzZwb9#uYz(ORez#n{=EK1c9}MyrO_?&~e}_fgAB+5TksnPD
zCbR6yzP?V<L0n#5UQRBLLGTa{!{;~e-nH>_a&mTdcE;?ySN(qPxpRI$K0G+syf%7!
z(bHewZs#j2DgFDh-2UU_9i5$=I~IqpkNf-KFu$Xt;}gSA&c(&Xe^h@xmj8bu`jM8l
zcKEuOpP$d$@2~wW_D|yJ)2D??SFc<dxi#ym{{BCo?*IQMJ}*5#Uq5`;s#UB0|God;
zwKLkHA<w6-t*tF?U(HN;!5KbCt&O^v26g{=F?%XLURfFZN9Ene$Hx~edh+?^=JbP~
zAG)|~sQ+JAu+x#H!aF8BJUlp9_-D<J4-ciy^9q*EE-iB^cmt}6`}+GoD>v<TKRsQ4
zf8AdzuRBeL&@z0(yY2Vue!tm#zJi<Sprqg&t^EZLoq~dde%Ac|_xHpJ4?mY6357zD
zzkmNe_;A3Vd57P8yT8xv|4UAJ{{4Ra^W&Rpf0uoDBxhUIA|$>7-c<Rr|J}X4+z&bP
z^*%f;dwXkZ;$gN=?X$J7>!f#D*Z<oS@@UbbMHYgdi8DawW5zsKDRsaVbP}sm%$!-X
zPOYq~a6jHB+sv;~$jxs5_e*eHo!!qrhxzUQJk_s%==B}ip!qOeq@_<=kTtxM`E&b&
zi8W>l0jdUWk6yig{r}tc{i$hbpVXMXeEDJ_!}sauwYAX#QpHNYzFhXV|M8&t!Gj0?
zzyJSt|No!!|7C2erU(ljvib4#di?)?-}i6dy7l1mc7FM$;-gdZZg0yKI9u53lJY>S
zFlAR_S{mCOeuFvFrinp9B{?}+V7`;X@u{tgmMlqmd1<MAcf|g>y^OoM;_fstMVc^)
z?W+8owoZAktgLMPkHhl+KF|Np(tTq~rm(#p*E%6{Z9OT*<FMtvKQ?+KHXJ#6<Vb_P
z{F@_lt;=^@I@`ru_<sNYe~VnZckI*QnqooJ{VjqOKmIo#-sb?m6{onQC^az`%!FN#
z1G<9-!ZtH9Fhr5ER4`BgOF?e)!f_c6{5l(R=pA~fcdNav^<KYpcka_Ybw?%HPi(x$
zufQQ-z45qbyn^leBbh9_FL`|W-}o$QiAvV|&F^*Z7nS?Vu$R3p{qoW=P{cFvO7*G9
z|G$epv9JI8uI`%9y?u4RKh2N-FkQ&0!h2=g_W!@G>;L}~p8sF5qOO1Cr`@0Re=6*I
zX#f99yZPVa^?z?qzyC*Z&)?hio9E4Nt9adc_0PxC_NVIqeeMpKl{Dl1&hVeXHT}lZ
zzf5~p-J3h5Z2OFC@12|1ez9A6gy-+tE#ED?rqwT<@w@u{&IRi46?@EiUcQahnj&}i
zz{{KY^}jyNzQ4HmedQ?!=epl7`;GV}x%_{=JU{-Q+lLR^^X>oso-T2(m}|3__NVFf
zm6P{RIk<nzcg4S*Yv0<3{8rh=-k9F^eDbONU%uaRo26Xu9{bC+Qr=S|`1n8P6MvlR
z^i@-Xj@x;xpEV<F@|oK?hX0Fv{~l$3y1o9DMx5!yEz3UIdFL-Z9=~qopMS3D@t6OE
z=En!W3YA{Z5%m9Fm2~<{<D>C%<&}o-ZpD2(c-nrC%+b~Qr{3GW57AsdtKuYwepc1Z
z<x)S}>wla);_ym!@A7%~9<6a)p)TaQ#HsFl<+E?ongmu{jnpeNaN{?e{bADlz1wYG
z-(IJ6)arh+tQud?^sDl>Z&&99KRwtg(<o3}vEK5W<-L|}g*z_mmVVS@o-k4G&Bqp1
zul_%b^MxO6cKFemGpSy^V^+|zg`f8xkvjC{Mff+zX*Mp?^v}*yl{5|bP{r}lX{r2G
zyZ!ASetg=$FC+QTjG%yJUUpX-kLul>%iX=Q+kyAczMQIK3u^6F=;%(|?yyv~on2s(
z^ohfdjmkBJ%6fSf>kR^`rk;{H+-TKek-~C!`q@k0c%sabdr!77>ll3vTKz_ObFoxF
z<ADde)IKasm@-#&arBL(NrD%ed7WQ}9c+ts-s>!_9hm*r>^Vd6%c!D8tCnlhZ3PdG
z&zm!GomLZ1Qr2EwbH>?CPL~BQZj6lGd+0jX=}%%iCiQG$N@LGdW1pCROYeiW`riH?
zuA0aVx#32q&b_X4*EzW<{m$c=f8Wc5UHQ3Q{-f6HbD=T`+|6@Tlh;(9J<OQekf$W3
z_c>qq%Z?A#6DKsBw3rpTyL6jlk89aqGpC+K_Zv)`b-Q@QB}05tGWvOowuESN@8Qw0
z<(NBZi*Dk?HLB(sxko>4eAE1){St%ol}#BsFK^g(#APmRo6BgU7m;!0(64(@LIzWL
zqt^3r96HjUDj$ERB387oWBJDO8r@Z^1L70>_?9lY^3_*cjICep+BY}82+<>{&g<v0
zyi0u&(Q!=Zl15wE?4+r^7uz;{*fRb5V@`d}JBy92q6`ks4&GY-?wzbasCeXe?<)N}
zCsc$i6CM_Or5fJOPzqnYCYoo`>#}lZhp>w_9aC>zcluE9%;TA@P~<ELk1vlUZZL=~
zTYTfftcjhHH(xYo=x*}s`oCwNxzE1*rw*&_qn<h)pUCXu+GD~oSK<E|Pi>F2PklU9
zvUij;Z9VVisnVm6aw=@?o8r9_YIMUUHtIxItrc9txA>^w?b(lw8k}aXxIA^^WQ!YV
z-d^W<@+L<12q+g`TyU~ygZulHM=!17-8pSZbwQgHOKK|b%$#7&^QT<7j!zcXW$E82
zzQVFk!l7FCvXn_y!|jbPvi6^3+@rp+ebaLGaG!pqRrl;7%RG;|PnSx4F?E%f+xC_3
zEM#8qVAs8LKRRbwT?p63MM*1Nuhj;K`YyU0CA-gL+obMmhDq|;zseJDtIlQYPulx>
z>uWAilPG-_)j(0!;A2k$*CzKYS)236vF2Nr@4G0WE9>?J^jX_3JUq=HjiEx=(dAX)
zv$m;xb9fx9uk7W`cy~-e@!j5<ul-6cY4P6;95?I4&pn!C?IiLncJ?gaxEGT{*EuCs
z=IG54-TiULh1I{=#jiGQ@I4x^i{-<Lw?fjQu1lWVTC%ZTWPg_PCN+HD#LT`xQSK63
z@h!y;Z|kPn{#&_bMQ?)I7tQCcy|w`td!0BR_Q?NjpYh@X^NnCeXY&oSZ%HJcc6s}n
zX)42}tP9P|_EYp0oeXI$?i0{tYCFfOnILkkErQ{O)~&tP*A9qJ2^RG>%oKMLecK}<
zvU%0=(9EaL7Zu)|a^jVbz}&sF(%SDWp7_EvQ6MzM@znNfJ*f^(6|B;)k}fT3wf6b+
zU}=<`MUwvcV<H0VU2We5U(H+HI_m?6jLQVa5=ocBUDHlXQ7~HJ)xY}sX%-&Kq#S`t
zwYkX}n|>%|PjEdrchchGAF6(h+=b0uha!sgCU5QdHMjb+6Mu$i-s$s;3{uwhUYQ>v
z@F0m*Cnh6ksgt9tf~)9N&t=B_D^~FA&$2%vGEMg6tGu;G?uBlcesTFUu??C2Ewf%s
zT^JcM%l4Q^xNKMQdf)Cy+cUA25%w;M9--y$&1GW_JrD_qI>g|$?Xa}u#>l1H>~DYh
zHr2YI^vOJFL(AEx<{cN-+qOKCLv)$>tVOT%+V1JNxXY$YY}Rt0YS|<2_fpNsPx93D
zHy5w+uRZ)>b{(Ic^Ba*Lnz>FT7OH$31LBt_&0DlMe)_I9J(IsaVG9jdURzGJzHmAJ
z@VNtZF*}TlmaJsDSbFB$^HBH92Hn<2E-oBvW3_Gve!cMI0(;;}mY{D31YgItsYp+p
zkfJ8+!MEmTPAcEL)A<EiqCyFZhkxCcwYYKhHuK{6$SFB|SFbDNtoKgd`jsVXzr|-c
zKAqe5wp?q7x}LGowr;`o4SlVKSI)F7XLb4EHbd>)mmkeP=H#4zm?z==S+SB&>yud9
zyo*fx)_brj1aV&S^FDjQQ=uVcvF|e5xpgvMUVUpUo#$QOWa%5xzuQtPmhVgL?G51%
z176oCwUs5_n{s&`@67ovz4~ff1*YhC2lQ26YU(u%)sdArqvkCq<XdKQEhcZmJZ<Hc
z=G~EcE4KI@ZJVk0ra^;0(;{GZ^b(=61ewj=&pbkO-o9Ju<a6j=$?{75B`LcCCK$b+
zCo7|5t^axMhZ!yI0vFkW*)v3CC;h&eQL45&vS;O~w@F=BUhaCzF>gsr)ZyTNQ&&&(
zQ&W1@vB)GeY0<kG>rU>yrsg?~SB5|L@gn<|8@Q)Tds%3-CgSI=-Tmv#uJ_*h(X-oJ
zX2JE<jb~)nAH4H8PTOVqwD~T3wJT?&XuFo`Kdh2G7&h^+Sf$!7{yzaXO)SFwehL`$
z_yo-AxZHBUF@M|liWk}Y4qIDjt=xC#@T!P6Mw9eT%<(m944ZhM<cP3Mc?#dk9W%7d
zlJ9=ao6vXa=t=2bfvjr}EoSFwY{}wXbMe5uTVkn=$D}Se$+BA?Z)sc1RMtI<*=gD~
z*B0jOkA+Re=lN8KhMmr??X)aOyng8Z3P0;>%R^r6Yu5|f>29iV=wkBriue}+;_@rE
zXMa(8EWA?res~4zrjM1gqNPG-e7|Us`H=r;@Vkw(T6L}FTv%|(^+MatN4lkl7nGO=
zv!_Z1%?qhGQndc$n?Ef5HV32%s}|i_u;x|X3aLla&0c&s?8)DM_@U*LgIa%_(;P0`
z?G6o9t_?_;z`7{u$HLi0hc$Oc-oIXT?eNQ{Ya2dzd#cN67A;uv+~@HUj`QaO7wP^K
zlj2EtGz@(hbZqH6rq5|N1^hh4V^SjKw{4e9oWd>jU`3pq(8Gp>8DiWA)t1ici%i+G
zxU|&t)RGp(Uh%4>Th^TMTx6qq!{>WZpIiIsRoh#Ce6Z+qnpBk0n0w>Ouc<Qw13a#z
zT6dgnT#!+-e#5HuixxR0`Y(R1JL_&qTKyjLcedv19Ukg*r^&_rvnj}Vd+X}cZ`Q95
z?B+ec>SLa>WAfXq-Z$?ZtAoFV8M7DV9qzUJ*n1$i<f-}x-}a=gX(^ZQ&U-jvXUw~;
zdw!~QCrq?Gna_2<W7({;KVoJ(9TWU*B6eGB<$@_rKTj%^{<xa?U=jE9r;GAJnpkuV
z&YU@W_vn-ym*SYx4VTN#C`*3`;H);Z{;=Y<{@cJ=U6OA^at|Jm)AhW_u>I9G_p7BE
z6`7WOJKkPgx71rOR!P6w<inB)%Xg*eTXUxD_*u8z_UXgiPYdJ)1a8Ycy)f<Rl9V$A
zjBA;^4hCsu#oljNvgKLLS-z5ER~qw^zZ}|rQlm!T%YyT>r%U$5Y0Av+xp?Q>&*}Pi
z?<t;0-;@1qg|Qodo$&dC=^X|CLu?NRJDJ=NFSbgyE58_WW>M6a*RPCpe;XS{e62Yb
z{?5UFKkxlxD-Qqdj28cCe`n{Wb=%Fhm#(_KC4yJscIlO82@e}*`uw$>@$Q*#%B~5j
zSHG_bo2*kOrto3vy`>^7tJrL9j(py<lq>GTg2_H}r4}i4Sv=H?iJ8}TW$P2Riy?m^
zzBxwt%!%4s@@xsaiB5^{ffVHz77?Nb&qPw|C-R-Sw)&cun-}jQZIO`mTrLf+y^9$S
zX1$I$-eM))pMCblb+-8D4SaU)#h2<{&0S*EULg~5Jo0NPpNChu!TnOc6Ou2TEb1q9
zL_Xg2A-#|N%kc(YzQY}&<$Sgai_VtrsFR&|?c+w115(N}&dE-UTOd18PUrB{<yk^J
zd#B&9{IYjL=?m@MTO|A=SoT>jGXGjK|Hrg{8y_?m_>0!rA8L$lZZI{Gxi%qK?W;HA
z!N8@O%Xt+0u1dR}&|*Hh#x<vw)lPc{&y+~Ex3*23ZkHCeCtiASREy8<vU)<I#@TsK
zjhA)%=ll?#EMv9vJ-=(LG2fS%M+q)oDvw!bpY=DiS7P72%uN5MU+%u$Y^6KCNQHaL
zdo#=U9(W{O{NU(cX}dXPiQSj|y!$TOMO&{hSrgl66mF|@zaw~>jKJZyt7>PrC7Ya>
z@b;$s<oc(xcq}}Fl3A}wicIqQ{jsAamidP4txnab%N@pZm+XF`sU0o*C^n>1ZrOj1
zsMP#Re_PY7Rz+F=xyIX=zr6N{Vnw>Hs&j$9>FUy4L&YC2JWsE(=<+SL(~J~dzOMAz
z#;ZCKdJd0M7R*`|X~Lm(E@r8ZiK(~Q;jB>cIb5?m1FiTN7*6#`O}`#L<!Q<aE$QjL
zg&({FKYX}%`r=LllcX-|e{#333HPvFei^ASt;Y0x`0Q)@^4P6x51#FQ!KoNvT4D20
z+1dS4W#+D#6=zo}*=)Eyal_@!Ek}*cTw8u=(~9dqFaOs0C|vUOaLWEi=09a>+BD39
z@2>mZb)Z{tP9K*d<NwbkTV_{X+h2MmYhu#hRW};vl}XnvntPmmnn^|2g^v@ZHtn$P
z+5gSOdZJ*r+`cUy%Oclh@jqFS_P}*h@7qMqOQvTovfVGca(Y>0vxcYjjw39xZ<g=S
z<UP5)<bUu^X4$iRJneENha#taF^O4o^<t>2>ubYz9tJ)7`)s+rTsP{UnqE8A&*tJX
zhSnax-s88~>tiZz9_-+jZ~eV}M&t)8j>g6|D}~O&4{F^DTo!qX*z7RlHh;U~`GEru
z7bV^G{Z{T$DY9dYbnK#5^>$X9pa&b|MV7R>H<oclZ%~%E`PlGpVMR~!ov8<WGxho}
z&ud6jc=K&#@utNmHoQnIbmn~jrC_RU&JN#(t~O>tcBQLNW6CPT)-g7#y}o;pyX^hK
zyWBHBc4;k9PxY8~b^40qRwBo^{VqG}o<23t$YYwGV))lv0UUm7oqIm)+~cS^)ov}{
z#igHuHTo80Mwsv~DpQi>Wq5wYR;;m4qAP4;K?}>$qw?Z$i%z<kSS;Oq>R`vExo@Q&
zIri3A&QOW{ariMu?2I+Pnp{`8b~6ZU@aj(A-SB8)cb?X^x>DaWFZnvTn<{4=`|v7#
z(}KsFV_!OMue05ga^diUi$=SYqVss3L}g|?n<x3MwRqW@uVFuCZ9dlUbm7BGtP@Wa
z2p!xiz3Ya}+*EGcaE7OoIlsS=6r6Lwt7a|3tY<U$wr#a(cl)4sL-$YThyDEzT7oaK
z)wHmvt-6`9mRme6#PrO>Q=3n=7QN^Es`loRd`P(Isae;Qi|0K&@0PtY*Icq>+cVGN
zY>x%W(gy_1W43+g*<NO~_7iXOUcu+<u03sI+~!qXs4&T|bxqEp$&Qy-uKp6Xe^SP@
zj-_JVn-|)b=pWdwZ6b0xZf|MmwUqRJk%Q%)YkKqim~>ecSE=PTui$>jwve^`>4zHz
zF~JYcBnlqm7OO2~nJT$k^~=_k%nwUmHoWrKxbOF-O=?%P?AOV-^R4ts`M4@UXRhY-
z@2V|F7EIpHr66^1nw(Taox|*%1>&Le43;;nUYOGRDCzUT#uv405zAJWsk{}Q<{B}n
zq>15gZ}yd6TUQnxSkIGSeyuPybyC~JtW{>0^aKRW4?elycwOgJZx8cnIg_S!?RO)%
zI&5Rk?LF!!9WpbwxgeE)Z_HZO@At&M8(;Ba6_kB&>c!4^?~g|cHiij{PyO_e?W~2k
z-o^xfACG5=A(<QoPtqzruzw6Wy{GGV(EXFEzNGtkXyhGDSbaiEXw5Rt<3h7+cD#*`
zWVJ20S^7QCU9xe(<qKapB!53Ta8D&e^3d~2*^-$bR`1w%;VsKr^&g8OExrrCz8l!R
z=*GMLX`x%o4=qZ1`|YRAho%XuBKvBO1y5~~W<055xYFtnZ`^`?E<D*c)1~-%VobD(
zzjoKUg+^Rx%GhR_H}g)~iZ_N=gFRm}{1ch_^ulIUF})9U-=cYX#Y4{3X@>~-CR)_a
z+%h+S=UO_4w^&!qsU7Tp>vku~c((7@-rC$9=bz5-?U<VKYnRK_M~*bVO>&;kYpGM^
zweqt@*SqV_eg?6~hplGw_usv$WMQlHt1VXIb@}lJcJI{sX6WVkATctr?6pKI-<r_l
zH}|ClX4=l({_XbknQ#95{`BzNkBx7ZnCrHbzGvPV7ZDeI-LdetN^~oC7RMLItHSOd
zx?Z}OTA3tB1XY_$M;v6H^+zjM;&HRlZl(6j>Q8su_MHChboQ~WQGOB2`y*m&GTis<
zuWspAm3O$^b2nz*qUe)F5(bt=hs>|s)}1Z0!Q}CZt8?ylbf?X|WEpwj)j^f#9BMi<
zkAEs#o^)g9r=)v%&QI^pzQCvTzR*QlsVURZh3BEt7N+=v>}y}AXqc=n_|qU*tyOeG
z=}V){Lj5ZowyTS79Swfqsr#Jcu2s_NtHDab*H&Dq|9xpw$DM_K4ZQXYr?<I146W?a
zQacu{{QU7A#{(u#a+^FCrv&WvE8Dx{orK;Gu~@m-OG^#kJd-&(S5Eif)t0aT!T$Uu
zih3(s-a1UYuUe+N@pb79!6^2ps`qjdOL-S*=!9Qx6l95e>ym$v>DVeUk)*3ywKK(M
zgeXjW!G2ZY$D*r;uIY&#>Hj>bN6N|HIp2h1ucUuNU2CS4om2mn;^%IK58B&X9W>_#
zu31^%R4pNw-D4G+$@^Ss?O*Pe{jRF>o6qmr9F+L_9E0e?iAS1QwoHjWSaHyIQ*igH
zlW|MWR^E-_wpCnmS?|}<OS%cq4yb!9IsK05?y-22Hx^<Wly4WSZ#>Lw_=Tl-A#b_z
zqFW(r1Rpv`M+d4~U1R>ue4jgR`KFvzv;S_Lle|29x;ig&LR8D@H;N6buQoql@jW={
zq1n3ZfN3(bE?l)M-0tf;mDfCOY2@Aq>nv?LjBjP|T1ki(weOVW>roIX{W^CW+uC^L
zbMxl57K&)vFRWc%wftD~+S>=1y>A`7c9k*maf0+TkJanalU~hJW^A#w7s@^`;l-h8
z%8gDX>o*?QF1?f`KR;GQPsJy`eRELIhM>z<^G;_UdUSje{{s0_Tx!ouyq#{{-@n#;
z&G`Vs;@_XHScn+DH+d(WC%-)Px!X}TeZ$#HrO(DHa&K;Nx%_j=n$`E$9czBO?dj|0
zzOP>&yS-fd==;=p&Iw-%graTl&$y!bJLB5E{4b0q%a(5{kY*3MwDs{u<5SILQYO2W
z@N3<^B$sY*igWRcs?sU9XUxCbELRt48h0b_cX8d}sB<6m4L&8jdVYW3lNOI?;V)5|
z?~h+QSYdfHa#?F@&(5TSg<I1s4Y{4>R-NZb<ul?|I+Va%cH~FN#e0QTu4`3O*g_vl
zxa&`-|2s+foyNt#{Thagl5%?v{b9Zl!n64M<fjF{(#xWK-^(ui_vO0+gVO~r{zncc
zZ6;JU#Pmh$3P)TNNSZgRZUHNYN>xFVhm3|)Rfv@Djtvoi9hdtwx;1hh`#krdp<%h{
z`o<Lr>~FKqpSr%>O@-sadjH$f!m>qKEnej>W_X9qmy&&UtL(+QrK>;oJeyot|96tY
z_h-?3GyIdq<D%GSGFNteU$41Na(U+Vv#y`Rr%m1WWRHsZS&f-9`UKK*6E7rt<xg3V
z>izD(Qzo4WUOQ|yp8gt^JF&x$$K;~@)Qj`8?yk(2yr>;~^xuju)i#Zb-(K$${BY^j
zC+3i^vkc~_KkT<?bey>2-*)~l3lxoS8<=sd30YwxbyzrYK~Bh&Uo*snFQyvXTzm2J
znic=4m$k{ICFdrwZ?Q62W4zn&r-|`o=06e3Q-ZXX#olGCS<P<y*ZS(*!Z~f`-$a$?
zy`E*uv@WN6^1>gVZClwT6mBR+yy!VoFWoJw5U&*?rI48xcm9CoPMyo=l9GO!$ys&r
zPJ3V^WN<EHljdVSC1nq`clqUe?=LjyEj_UL_oaYmFP3fJbTn^C+=3MsmxbT^a7DqX
z-}KH6&R@1YYOntE>fSt%G5_+;3q|)Ivn$663b<W;VJLOisf^p|p6kOUnXm7ZzKX45
zce@v}jZwzpMWj-Gn5;zCq*dFN>z--Ldb2y6{n3Jgy+@lBN@Bj2%G!DgnRGiyU+$4!
zFm+nHYmLq$c3&rhMep{Dhjst1S~z)DcIxe{osZNQe=UCSfH#zX)9aqfm2ztHA4FZ^
zovis*?d`5+CLY-XfoETYhJU!Ad`q+Fs^5oH%@y(8o=soktFOxRWOpY1IXYb=mNR&f
z+OaD)@6MPdv8>NRf~#)%h1xp?OEvqBl?7+lYW>(Ut^MAgZmDC*&-Erx`Yzr4J*vn0
zUw9$!tJSPxXRN*-=`1*qyEtt2(Ov1k)H@HY3E|IK<=NxUEq=!Md7imI!TIRJya%^l
z-6X^l<6~^{`I2O9@iJFE8z28=?Z=<nZJ#B4t6|gcC62B-#}jjMX1sZ2^Zr6dV{Fk1
z{lp(q=4HN<n*Gz|xw_wN`O_ge{hPXtpdx?w?sp3hl*wkT)z@G2GI{gmTXyUh?kr^$
zUA*<(iMKZjgE;0d)zSG}^_)w;v0<fHocA*qmOK3kTQ$E3y_(m4f~)15?r~FIVM%R<
zZMC`;Cw-ceH(9eEo5KEVD)YM!!Y4l-+gG?iB4yjrEjm70t+5$_(%eV4MBQSIvryQ3
zH|F!9gIgGc_@9S8+r{-Jp)5<P``fY7<9m|0O|IELh|*N|skyb0e^E~L{YLdL*DKl$
zU$f3M&b$-4Cazh3onl{f@-eeemF(+Y0z%u<VnZ@`zuK0)P7=&odGb<SYH!+{t0D1M
zZ_DZ^c*tD4%AERT$ConR&dpDsCs>vHTvgN2N##4xA|k$m>H6c%JGrtumDC>0nkRKV
z{A<socYh@xEM1z$I3uPnKzie>ZOlefc=W$HWUchvaAKAauZKgR`iY&Feu*Rot-97}
z&DP6zLZ$3WMoIJckmD&gEeaa<X|GsyRB~$Af(_-NRV6z`F6tgp(7pad@?249(Vf>k
zZ7i=X=boq(+Hmi?xJ}ugDeQY={KWUnaW>j)d1QITn$E*J|0sU&wP<r&q#ZGB;`7yC
z9(**H{h>6~`TL3^8OEnw-Qy%QcD)Q)@YL5|ONM9p&bfO&SzjyL-DUgCW9!A&R*lW)
zbD1)?Puq5Q^P}5a{+@}=k?-(XHLWKvb>5F>54ZfCYO_Kj%g&IS_uKy!Y&(uG2|E+B
z`F#1s7HQYAtX=DJ`<E2C^?nnZerQUF{skEmi$4bvZv@=kot+_I&~e_-=0twFw#^UQ
z56o@HyY`iarkEZSd17&yw{PRNm)!Fr4<BGq+svtU_MeZ>w`+-<SzU#TUyJJ<UtJ*k
z`@^l)3ymulud$ZbUc;wu>#IDK@6OCM$8ROgld|~7m%+S1|M7v#N(NK@xn-!VJg7ET
z)?)hYTmGG?D-V8LZ5g%0@{r20;~ZZ$c$;x2KX-k9^yFS`&Qj&<dLyP<HvWA%6HYKs
zzUeM&wX)}nNo{S;!K!J6ZHMR04Gfolw7~e8miz}tFPFe0ruw}Z#*0>zF4^(sgv_Ze
zCWjQdM7dq9_A<_5SDu-*c2CXOrbSGVezRIQw8KuAT5iAXrJgur&5Io(rZ;*%U7pSA
zz!M}WRc#}%JfVK~sgsk=rM)T;mb{th;laE{<G0kQ8WYdu@~`(~>PhMD5J)a8<@-LD
z`LYr_+apWXbDz1M%UFoM<ek~Qtb2*T4&|6x-g&G+2hQFuk;pwBxM4ZpHipKDTjMs~
zj*7ls)p~jh*OR$3^IxyiJm*^R^QPCQq%5QP%9l2*li&(GFWki!lM-i{nKpqp_JG}`
zFo$2S!b9CtYNhmBDs!}1);xIEQF&5#7qj3T=PKt7zZwnqeLPUN_~VOP!WTkj@4B}k
ze}nr^mW7-9l~ea$pCFOFm~m%`<8Ck6GP7CDaUc2k>>lzlUAvL{-SG^QMe-Vl65g@`
zn=MJQELm%J=Kp#&LG)Qcqxz|X2klNQTpf4M=j4^@iy5vv5(`(xb=N(5QM)_TC&6XQ
z2c61@61g*vo){|VeiD#hcIW5T?F(8T9$F~JXwS!%8^o`1v}bK|W7-MdF1aqwIS-xg
zaJ)+T$H{AZ`)Pqf{JLE{H+3I*A1>H1d+KT#vDJE)4qjzAVw3AIq2;AQ)b$33f)&@y
z*gpLdJj>V^)X|<GrJ4|^vgDiJl;el2j&9MG%Fs}DW_s_nrK3<?n|lUFP+c$gc8eHR
zxBYJ=J8RcwMBn-FA>(dRhC=Ps#FOWGrd|?nvzqPpFjiGJ?&GS$<lVV{qb?ri?w3~G
zZ^Cx)Z1>_>dH48!_ejsImXO*YC;6i2$2P?Y!M}MHuPFceWZ4a|V;1%8p3=sjugqUA
z<!L5xWV>(2C7H;@GcIkKEi62Do9XA3W>pg#o&_d3mb*k5#&Is^lys|RJiS7FiaO5%
zv)#6Sw|A@5q(<()XWFFd^gUO3iBnHcPJFcf)ANoIYxeHE_<~n^#^m%nGk3La-K)7J
zaFU=)s`V=Em>I7vKbOS3Fz-)NYr7_SPjb%VXNoJ9{V?I*bL!UWv&^|iPFnNcedcJg
z(TT^A_2M(d%)VKja~uO)EcjCuc8NZVl&O}pDmp08?Vnuu^qbCxeG%&;9ZoM=^Dc5j
z|I+Tlcb*>kR#Pg}7?~QH{p8gY1B4~7t7r%wH|69jmeudc-^Oa>8*}*8N^`C?PZvo{
zTkyZO<(pgac3}sd`^{k!uf3YqkT|nLc4AM5c}~Fg57Xv751Q9v{^i3Grqrty8}6F1
z9B|5Sd~_k>>&N`K1qO}Z*&Ca_cs+F5y6<Mb$X~v%7qb5sT?u-#Y-*zDK7*wqbEM;D
zP4e*%5?^f=XB0kR9m_3I$xEhuyKk4@6>OJV)4VoeNvDoiDewCAx1R0TcwUlA$o!z<
z)E(Nh|NMWpk!^Ls9@RLvbd?I-U&b8)+vcx`Evw$B$5SD2z&D=x!{u-P($t<h?&`E*
zHF&UV+k@t}qF2tbW=XFztL5MJSZ%^#xg$!GxBST8c|W}^+vTFJrd)&Tb^f*d5pL%i
z*45rNsW_x`X}eX4@aA<50_`)Jzr0qzykPR-3eKfT;gSq%;v^<CsTi6ievpryA@swc
z?qF<2PJUEv+3D2ML;7ZcXIvXKwe_xvNe4W++j;%^1;@#&@Bh8W{cgdvyT^GYFVA87
z^CCQ)@7q`5QxoU$m>*(eUh1><Qof7ex=I73&DlFI{66MptRs;w;2M{6MvY(i;^LK&
zKST7A4oRAoGkoEXEN#{gzW30~&Gf@63zsEL=jQ))GjUUG715~ScaP5daIRs?EI*&w
zexWCGC05O<nD@-dbM}#d)IIYaw`mKBq<O?04n1V>Qa94~q`I5ewmp@u+Nb3%x(RaB
zY-mqf_)DKP^Go+Gv4*7|?}$4VHt#wxJEukdz4Ek#oxHz<8O@eGararHA3n23caz<n
z8D4ykkIr25yqWLm85^5R3gy>A9@I82nN*)qJDcCE?N`|PTF)iL(p|nkI(v;Ov$Vx{
zmV{*J>V?U6$1Ty4s0!ZDzeU1+{>_>=zFj^GuFeiEWAV>fHTCyVb{(~&(_Va>(K(M<
z(SEDtDj}n_fsr+hd4UfWs&W;aG4%Dlx!2PsPHMYG!^ydMA+LLyzAb<6oEcTre=ITE
zgnJjuN_WK<Hyq~OJ92T|of+4b-`&^pQtrXuzY<TglK<NsDp_2ap_ISY|M>&aQ-Afc
zG!C^YUHmrd+D0b1@Or7@J71Q6d>~?6Bf<Y}N9*#BCG+CG*vfss-J8C!Pg!P*Ws>QG
z^peu2&pP`5_`aUJkYmp@RqZvp%u_ZhntSn_k3KQ0`JvH_I5GRPhKt$WwbX|?GizRY
zspeVse)R>TW1-2vJM&kuXWY&fZGJVKc~_f{UV7s~iylMs<5yBbUzEK1%9)&W_Ul(S
z<*nXjn_hOyRaSEzu`24Q%yZl6rFc=3z5TY(`5Awbk3G)6sd0I&;-$`MEDUp{684(4
zM=VaVk@K0WBzc`@T|W1@xJHwRw?8D;{t}b9>6O)WY=`}uFQE?vdlrhb8T^WqO}f`@
zur7$1Uoi1a+1hgD$oHpTmA8fVz7KzYv15kiJnJ6bFQUTP|1|F@q|C@oH-Bj45xico
zELoM~M{{QJ4k3Z{lRD}TiOrkQUR7F`EGWEj-#v|df0Jo%?zHTXICf};{)NPN`&ge>
zk5=BP5_Xz+WwXNW^m`0-N>_!P8ecxVVc(v1Ac~>r%Bq!#3_(^ZxAs>&ahdFwy7@;z
zz&)9yb&VqHgE-1(E?4@!l6U6b)!l-zl@$)VyNVaAyK-$IOG<mB{noP+JcV23xO`(=
zLplVVN{r5&;1nx+Dr%On*SvSmyo#uTof<9<+45Ol&!jyi>#7oXE(fZ_gs41OnZZyt
zcc+b;2j|oe_Kz<F)UR@ttaL1%uECMJca_1D2^Sii5Am+K$=C7i+nobz9OiY1Gi&<u
z#`axh3d~TyXf3$N`K(j+XQ#%qH$=6i?!DR2R#0tx(d>$3@>2zt&}HV~e;s&U&3@g=
z6z`udT2XW9ceal!vs=l^9@VleuhVY#B08%o8V!~$xjo-xokJI2K=-!k8yQUdqc_In
z{t{gO^@aO~$T)|)v(GykE`RN|$Njm{-HT1WOS<M>?d+|&n)&)}qSrIK+ffnDYZtqi
z#&X{NC4BALwAITVxV=8H`dsg|Qp>wrgTtnrdw1S#U!9R@)*Aj=yO!DInok_r6{qVo
zPOz=-cr)kbXZAC@Zpxmvu{pB6UQFM)VLQLZBSqIdZ7rsRO`<y5agv#Wc>+h5-IYCh
zv*2u6kINiM;j^_Sx{?pAt1hcg2zuWp`O|A7_jmEE>-KVO*PLeBrvBJ5;ZRxIq^f79
z))d@QR{b_Z`QxiC-(sIgUR)Ly$MHw}oz@epD~HU27*?NNz2Riq3t_{_X|E-&oiyuS
zy8H7B4)a}VQzJAUa&~K9`2Tu3_gc-}R^n09>V1DIy?phWn>o9}=lGO~3l1-|S|;+k
zmC5<p<eIII4PH;YmboJOuy|JXjjfNv9=*G`wQuUYpP8!Kw(s9hm3x|XJn`D%_445}
zq*k9OcgedisU+;@H}OJ#GJldWU%RS`Vb(6SGxeJ$eA{=pQPwQz^5z@8rMw%DiA272
zUN5I{$S&u}>zA*O$<6=rUux>Jl5K&xYd&P!?kURn6eVkB!M%O{>F~?X+T^l6RA*S$
zmQDS=d~23pQ_7>-s}mpH+PL-9(n~K6Zp*Grj<;mwX)jtaY16c-+Fq8@E1^Xl;+G1p
zZT8r?@!EG0=`vpp<1B{-5pNfHuU^#S!hLg<R%G$~Wi_j`c1?6od+@Bs>5ryU(%bnO
zJF8PAg1A_<mri|tDcp2tpDkzm*$EFHB^*mz8gpN4PetbEtrL@;&9+NR+_LOEhvl|K
z&o}WOn3uIF*6Y_I=`~`tFL-;{Lv$q%3!R;_>gj~FJq%@{HZB{j8qZ6Ko?z-%y7yKt
zPFFm&J@~=ZqKG$BxYmhWk_|RaeN@*z<@*%#a>;8c5nnCLI~JbuNoSBR4$jWV`mHR_
zP}^4{|9ncKm*1=F2k-38UeW7kCYye3*~b?*mx)c1zO*VuR_;PsN^#kZ=7`*%zXbXh
z^#vO<^{$>3vO4#JTTnj(Q`pg4hnpU}GCZ&5KJ$v-$=l3QZy!Al-DG^fJuK|AFk64A
z<>nNPX9sMI+8+F636S1te|BC|Wy0oKhA;Q5vQ-Tv=A|8Md2p3o_Oprh-t`iaLTY|b
z?e4zy*kjV`efgJIUN>*e-zf*Dew?`Z_?L-OPJWTz$f%fHB7ghdMKP)PlOH9dUi!SQ
zo1T)iJT&%_UH+O6S<-fQ1FZET+rO1-1ubt)JSn$DKi7igYG%nc{jKe-s}_ArPTqZS
zy}ZYwlt;-aVVgoOWjdevx!QTjs%PO7zrI~#Y;pC}&)+FOF2$ZawnevQ>%yaD?4GY4
z2L`c+e%My*rJfb1r}OPoQR2>xJ8qdBGuvOM!lXHQW<p`4zmxc#V3~6ZlmsptEx&Vq
zR)yWBhOHOp-QWE3-chaTtY5dyzA``lX8TRE1}&kO>Cc(($Qb<X6cTg@JnG%Q^nt+J
zZEkD3)`h!AYJ6qw^z4b+c>KW!g*CNv&pwFq{PtI>L+Q)kCf9;f{9j+~Y|LxXEc%|m
zJ<_sgRd;A+)!D2<ZD+|x7c-qKc1td=xNaF)`gXoMZ<NIQX&c*;xCAV3H(dFCuRl>l
z>>f|Un~zT=9x@c&Z3vs_^-*4>*5#(&WTwtj$1*~e&$)K%<upd|m1fHhAC~nr|8YXX
z!F_f2)RT8vuRr+wHo@`GCbRtSTuBjS`)t2SSg!N>v~Fr^&hb->XVz|FC|<S3>ugHg
z+q~w=(!ANH<*TZD4_bzpJ(JPmGj8Xa5cq1I*c^dpubv5Z8dqC+$7*-({o#M;P4(OP
z^KVbwWSHM1n<MGA`d+f#++%xxs=CZNe=J;c)z01d+WN&7;-{SUFh5N=Ub|_-W1GmW
z^4B?kZ<x~Z)aIuJ?;IH$JCnX(i;oXyeU;vyc011Ld+^?w(h>L0@UGA{549<H@OM9_
zKTGKPo<-?9F2=17>a7a6BPyG)(?oX5oLS;W_{3${jz5-UYxo|wJ=oaLbe8r<1s3KL
zwJH7&=Vi$zOtHAI>}cb*WHV8V=Z`<$&8y0}y5>+}<&^DQ)3>ZY*x<|ddvE53`t_3D
z3xEG~DR?aT&-Cvpfei`IindQymDyy*m9Ti{-sMKKr{Augv3~ciz3rO2*ZW^+D4V)x
zQ~j%Z#dXuaewugK=qb;pXEPXrOmnyH5)8RwV%Y2~FZWgG_TniwJx<>HHSOlskN;Yy
z-|~2T?(?I~Cl#;$E)Zb6bI<as)q^*s?0c)YE`2+HL216$Ea4XnIx9HmAMrEvC}~@`
zDx*Q^eA@?s;I&iUN^UjL?R?U6<i{7Kg%VSW=CtgwE0b|rm&v&5_{WlZWf2<}g)NV7
z>|?lmlyA!x!+xE2)}hkcbDx?2-<t6LoGhP<)wg25CG&eHO-*>>$gd$TcVu&?yXAb}
z=I~4NK3@KlHYHt3^Wi5eSKAh6iGwrz1R0h*|2unHg`lBco0j>8jGYU8z1wr5-mMZ3
zEc@I(?TpQemoehH9~Vt+W>Co37+0G9O!S&;vYxcq%ZWvEzUZ7uxvnE~s`rO*NtT&m
z(&qQePJZAGGnhBYS|X~6yE;Zy-en^1`ndc2cWUlN@7wlx!^XRl*iG9`ggtkg-hSd%
zWKcrlHRbosPVe0#FW)|Y!*JQ}-{;&_ehIhD`E_gYu0K387KE5?4_U4K=E(waYwM7k
zmeDhgr=_P}es*K0dQ9Gu^z3yEVF#n$?&6l>TC-|u`ub|y#N4ZC9P5-HR()qZnwMrF
zwcyXw#|8Pj#eWHlIyz=?R|uTwnZXeBG0JA)Jmr4xBL^I;iV`;HUagd!FzaHL_EPsc
zS=Xr!rw>G3RPoyJzu!_}nvQ!$_Up^r`rnGJwDk%y&J4X9<mjH6e1l_Ev#+u2H-&4{
zH<#3RC;!+at<YZa=8YM<@1CS>ug{!(mGi3H%QpMR$G{5){I#npth-|P-ybts9dmhm
z`As+Omz<yLjx^`hUq8I~xP9Z3oLyBf4>7Q}tZ2G7M`rH@%ZYw7yJCc@mI&o=Wt&_t
zdsV$FDd7JixmU3gx(m5ioS%O&+`~@lVUc=L-%Qc}MXpW%zUr;~lCNx68!z#A)i&vf
zou4H;9?V_1_eJ-n1tPAV$F+|*_ZLlD{PDu6-6|7Z4cA=06l!F^e6A?GazUob<5`8y
z)01B)Jlkizb+%Wx-;olAw>IbH!#RK4KN-8@(8T<NWfdG5FQ%FG`#+h~HsfshZZ?4#
z*Cdx+HsAX#U=@4i=|(U9c%EbCS7X~5B*G5uEY4<HA9MS3b#jIV|GUd+XFnbBuAFwa
zFj0!bv~uh5>1W<o+!Xv?eYuJ&DcPd(P!p%N)yafAm#!@@m6sFy_o&b(>A|HXU%Enr
z_p<CYIp(raZVSVrIr%fbJnj`;Iknv}v0~K&Rd3(aB_W1fX=gQrzJB7+oU0l4L&Nmd
z6yM^CfZOXIbJl72JpHkXiSO2*J69g;j*;JGI^&14@HV3&%iSj&Qnp0st5qM;30Tas
zkga#O&U~S{vkbSTExyK9Xjr*FqU^zsa|ITA6*oRy87Vc<n=$vJBwx|n9T6FcW$IJz
zepgMDbqx#ePW{H_DRIBKeR=u~S*ePTB_DUCs#~{wTg~)d{z~=Vn!h!XZ!<P$NV;xv
zoh|9`va!UADfCW(+nb5DzdK9Ld~7mFTV?p;?m>S3$5QL{LUu<VUEIjO;X}J^UaN{r
z#ZsAs{Au5r3)w1;g&k1bvo62sOH{$ZFy|F+yx&+j&OL8#i|d@A8~9#)`Ne3X3G-i{
zoh;gDDitj9P<Hy?l;vRprr|9ir({0e3b`mFQW3K6ecnsoYMVRL!`D|Gx0Q)I;O-~)
zR#a}qwcl4%w`W|xIz{Ket1hLkUw1A$K37|7x8C$^(-yWrqIrhrSDbm&dMoAg??9cu
zn+{i9+_FA?e}#$q*&m;GTo5rmJtbd#+Pj-i50!1X-<own;Zpbg`|R_kFIhded97R~
z&!R<w@6Tn;>p9L_zJsg%u6K$zQ(scJS@?XuZ&x*{7I!cD`?7ke$3E$z2d}PNf4+73
zX+b?RS<Bwp`BmGsEKjV<s_gi_(<|(ijpFM=YyP>hOPJqVBgZVsX!~_{2J@?9{5wwO
zI+ZnwDO}eJ(3bi9^L3=o{)zc1Sv$>4bGzF34|%q*$V9!_xN-G$z8Fy^sh2DJdF;;k
z-*t<Ku6t#=zT|HFr@9Y!54DB)Z`pLJU1L-1$*BF;O){>gFIw}HIYX6E^58nnZRg@O
z+;<iowDx(i^tF)LQoAQDl?!T*ui5!~Zx`=+x#}aE{p8DyPfa)fHZ}ahud^ZdZ7MpZ
zn>K#&O<B?LdFJ|xuU+qsFSnd!bK%<5V}JVvbT^%tA}jBBOrte4TlQGnNj+7|jNH;a
z#-^+9A6UmX_bi`aX=D1w>uKc=4vVl`=3M-e_u6!F@4q?e?=r+%>WkeEzYde%cRaN3
zd70R>%d7k+F3;P2a>v7iZ%(!dPBktuGwyrHkR|8o_seC6MTex@DP>)@m8;sPMt%6S
zX%l;s9^<(Q>9GlMlRs;wuU)ZzRsQa^K5wPYv{k?5yK-T{oZ0Mx;UaCzCe7KkK3C)Y
zoApwQQxa~U{Ai|OU3O*3zTKS1wO4D4FJI#qKjp85kiCP?^;3oA8<woRbFV?9wqV_h
z+r17&-#gfrosH=6ye8f6a9nuS3K6ZxDzO`-PyYUMc0sh5e1U$MS-^FsdHKub*)o1i
zWlNP@B5W4A>a}~)<%}S^&5y(;mHS1_)jG<Rbmvf)&t~-(x@UEq&wTN{Y-Xyi73Do^
z$#t9AQ8!n#?wqnn)AvZ5=b5J>&djqW8)m89Y+hnkd;N>+<&}a}QQza%DMaR<KP}7r
z?t7m9wd|KKqpM{~bxVTuUp<<yEi8Q^Mkq9FpP2Zp=X=f{I9#rMOE+)g&$EB;eG>BU
z*nX;igOYd0i|~U9%VsVQO<1s<;X~ymlN;tUoUc!xSa9gz3fG23*=okzT%WcH$<(~;
zN^@+ua<M~0bcqS~l4WyDD!3XqWr=QSo1C2VavPV~i`=HKrEz8lb$so^mrgKqe90Cy
zf5nF7HevIZ{NI|hSRr%1!KD;8$Ey~)3q3sIe#fhvJ@0m~aqqAFYEO?{dn0@0*^e8{
z(iX=KwDqZOSh#fF?_JZS>VFmVFdRF2^fn7aSaMwU;c4~hQ<h{WD!c!Uzp?a>bwTEn
z<*kc%Mf>Z$S$$DA?!}@zy+YF4+TXR=RD}GmPEB0<_v7jOe**Xaz1_e6$h^u@A%E62
zEy71Crm$;oxxMJGeEh$_f1l^aABwJMe$6CU@$l{be_v1A|G#>>o@3tq57W=gS;c&>
z`AeI|#{5e`4&HM+KdrX=+IVt0Q$^0clR=kkvJ8)1oM5&8NJGl36TQ=Z`bZq&|8ymG
z-{aQZT+h~XWXKj8L`I68j?O7R7?s%}{bEme!v&FpZ{mF#((2dGydN^n#Wu<J`k7s+
zod<libiXn3>`f@zwP#n@=T~{@t6Xntb-wg#RqirhmOH(k^<uI?%jfVt>IX$Q*NMf1
zBwd-7&$m0aW&O3U+~*%C7`DB(6DkVd6aI$%)-s*iCA)1!1U;UxPkJYF%Jj*TJdeLy
zGVXkNY#^b#J*~NaR?Up9W~F{V8_xb*&HM98&@-t|S^7+q6}NvCnDBK?kLfd829@{E
zC!BXU9r1sYdB=zJBi%mxxN11UcZJ2swtf_t%QsWMJL32Ufw>w-8aJmi3)DRd`IPe7
z$K=6T&Ud@d8ijMu-Wd~bCcMiozicntcFErXiJ$*3yc(%FZ&kXl?63Ij^KCoBo`rL@
z-T(LHsrml?igyQ-yz72Fo_=EM-|J`I*t;M68+~ze{jYCN^HYR1>wkZ{y#Mjr$r+KS
z58w9x|LL3g1(6@(DW1*EC6AxJ?=)T*bL8dKU(UW!qDk%E$F(zlPriRsU2<nqip%fG
zKVD6~^>aGkWQD`c-@WgystgTX5V)&u>izv$e^cB4Ke^_u%vaAc$>ZAlOyw8x2_H@8
ze0jI))vqOrwN>ZsosJuQ(LbXu>u&owI(+)fCAR-Q9oetq_18Lgv69K2{`Zo9{@;)M
zvu>ey#qNLk1s}c#KF#`<e(Z<0@qd2%#P@Der?cOSHSBgMuP&Dt={C0NRJn04yzh-u
z-mT|*qc`wZZ&$ljdvEtl%Ws+Q#oipgXM5;X>-{|+&6a%$k9d5dB*9GY*M&!0D|hdI
z$9wqdrtQ;K@7>F}bKcs$r+5?cv+7n<f3`NUtbVfa?#;cnQ_t_Ke)jmy`Sg3Yu0(#_
zUH)FaJpW0|(dLk&Z|^nTobmVF*~os5Lzc`B6wQ+s-0{%<FFO1FKEvI=j;hJrtJ>UU
z-f8*pP1F6og+YJzRDWMoeDn0y>hF)r^1t6ro3*<2Y}`8iqZ?P2{`|07{?@}c&Mljn
z%+}tCDhw%Iopt$tRBihAZIOS3%kl*`?y7#ia&`QP=G}H1Yy0n9f19enX0H69=>Nm=
z*OS9OI9x1W!L+|tv*y&Q)nbYf=k6<S__ezBefXE0Ssz5bJ?tdzD|^OYeEKx*YnFJW
z@3i@uf3M2@%Kr9e|LrGU&HZ`*ly=7XU7zpw;Nzy~^<^Kf*Gp7KDQ#XD{{8s%*-x`&
zABpP5ug=#u|2X|{%}IBgt`pvO=T+=o|K)uGum3AC`}wnGGu&UkLh;eN>CycMwY&pW
zd<qU%?u?1w{ATGVzU@hRnXJcem%j+tpML-Jv;D!{hpv4(t^N2>)Xh}8zlS|O|9SZP
z$PL@6brX^#>rQRdt@W?hUzhQ**mdiJXHUw{oXVD~|9UdJtkU+!&#pLo<5SaZf8Xtn
z{5eyyF1KUvoZr_~vb|;9nU-(=9RL4I`*!sw`~UGi;%j%9wOrzVkJS55dFuXxg3+7I
z9;(jk$WD5f5>v>3$-m{HLX<+*!AYw!{B2$xUFf#yeX!@mM%DKbsvaxl1UH&553~9h
zB{}Cp<o}f`<?id|SDg97C9d+(g8g$6qs!ms^S+Bhcf4lw3OA`U+tB=_DgCY4=_HNC
znm?v3`s-{pXAN7QTwp^X-!~Bf#yQpE@v&DV9_Jh_yM3hkt;&^m8W&G0>@r@`VR8CG
z#B6!HLdncG;%ghyZnFJ$4O_JMlKK1R3>BFZ|NS+NcUivgNYS!sj=Sd6{0^A;=;P7p
z$Db}Z`JgVo{Hd+`ygj?-g~;3$=@l-%yROEXUFasi;P-uBc3c!*@<=KtW2??At*;NJ
z91+fWdRBPXBf(`i1$Z7VV||e@Wld<}<cN>Qd|j@k+h2FM$URr*Us^%Vmik98DvK{@
zzNvV7<@JwC<%d3gc=<80%zWEsJw2;ArcXM`!e%diA2*{;>zq*8<ub9|vmdI8Ux`at
zx9xMhfU3FDq9^9{9yVG(x?O(4k!9y5KTg4$9na&vS5FcDrp?-|e3bKH#bmd_jYh97
zOD<Kswg1D>FNP+j^`}o*he>?gc(0K`Unx5>@z>m2rVIBLSj_vh;YvkLZ{y=i1>5C+
zYaXZ{+VOE(`=4XCqfWfAiAinpwfPmYF0C+KyfbCdYlV%Cb1Ksn+FnMy-R#<NT>QK1
z;n<00pJuO?{C>ddQ_fDi1JA=IOq}E#x%Vxj_#dU}-N!Cp^}c!k+=S|wkCorNH~)}c
z`;EPC+3qCw+Uu<5{<}Bl*?nK|=TEbK-OC9-Vz){EvoBllHUFKhjm@%XZwpcJ?dtyb
z_r`1c9!WNGvnnsnxq4qO_viEdXKMm()=Sp?uZ<Ve+0f>=EC2KN+USW4e^wse|9hW*
zs?n|s7Pa@@R99a9&n|m?e`}w8eEM{&+FH#wzv9lEK7ZZ(Ly@U$Z@pFKhrZlBE3=N7
z?wKwc_}ag2R=n*Sj+5o)qL2G~V^ls>|Gx15SLOe+1%E8oi9a^w{*nCi3lqP+$NWZj
zN%nZJf13q8o_+7EUOQWUw|(4%hu`&2?N{iRd?$bUynSI*obTiAU-8#IubRL9*zc^W
zc-`*sr}1C@i~f!Oy1!<5!<lBi>(N1fzkRm)Z2w1M^|Xc_$$9>t`#)wj?zecXJ0X6f
zu>x;c%~s<-rx;JUwQjfjJioZ7Lu}{n$hZ%O%K7(x)Vw6V`?7w`>E*u8pPfzi{rLR3
zyJMlmGt<2r|43M7A1L1Hzx!VKrL|nUTh#-9FV+d3c=Ex#t{+KN{UQHbwOW(knB7`g
z{72!Y);yaP*SGxFkUq8U=;Cu9vr9HNrtp8?^dqorwJ_(y`C;$*&$)JYEM6M>KYe!h
zF_o`x!(Sfe)t`B$`sY6l?(IhR=8J5Rk6F@tvguvx|E}A0Q@Ew)<#g=#5;IGbh!Ed5
z`?tpP>aVl+|BtkNd_9`GGGMR#{3xFNA9S0<=6{>>BPnLv-o1zFO}R@1`7T`4fB0dy
z{1VQ%yA`*-*M)?>o2*}X=Xc_NJ1c&bKXnHy_Z#*7uJ)UICT6*}#?98CiuS1eu}9bD
zzQ6I&_+TZ&`-l>`mDlV_MY;c6481dJm;K`M&aJ;@u8s((Y0c3(e)ig`YxDPbue<6W
zdvtBxBP}+MaKrx_V~+kQ+}*`lssDK8x!)?ax9>GqTD_VxH{Ii&@vHXte^>N{oqPW3
z#4DLC*JUiq*Ui>{{;M=N`(EO*PaEYu*Ne>mw4++Q()Rlmo*p^(`@9YFe{_Dm6d#`d
zPD)N+!mVl>pY8-n`Fj^{d!CW`rMT>2?Gc|v@@dj_Rvdj+dF+M(7DbD{^9#qsy*e`g
zncTJds_!2(t8csxsj|3eT3_+4q~!B9=?ihJ*Dri;Dh#=$eR^W?+Jmk?Dk@v=%Dhdj
zeO9#ge|-6gFXAUZ!conPD?uggo?ExSHdv|T9(mG+A*x+Obn@4d86nkwo*1nBcHr~;
zSA3IMZnt~>*lz7}$iIF@%l+pS&qB)hifT4LKk>ZegADK7#y6Lhd#=i=H46MQSgERZ
zK>D4|%7?tWmv3IOZ2c^oxvHir$@Ny=Ov}8U$`yLQ)_wl<^nBI1{CuANN85kw<4&LD
zmwvwFo#D@$|LZHKs1$$tTz1|2fA;Ud^n+G1w_<+;1|O1@dTVu>`}2pXzke*9`Ll~>
zy`Og6j8gr(zt-Qmc|ViusMY=V6Wib0NcZeGy1?(yVV?beH=djt%k@65<o<kl+q~lE
zCiB01u0Eg4SGn)<-h*@0TJ5?%zb*e|{^O5FT~xY#M)TvZovZqe*h^;yFBALaDPR9^
zchmC?r;l3Q_YF_Hv54=4{oHjsdKUK`+k7GZ$A$k_SYv<npY?aklP(pgGqXQ&;Gf*}
z`i0M=e?I-yy8K<MXx!Y2y;diyOPRix>&rBLJ-$QReBbn<^$Wx|3;loi+oEB4-rG3V
z^ZVvUTwQx>)|&-0D+88&XLQ{Yv+Ap=X495tjd@;t@7(_9|4Xm<{rmq}t^fQBisJit
zxl;2|Fb_BYpGp8e#lX<a#1iFz19L;v0}ete3sM#I0}|6ydAT_C0}_i;^GXzq%*>4y
z3>1PuLcXafnTbyM6$;S`ptBAv%?uPwO$-!bL2^O)C5a`e3I<?yYH@yPQF3ar0{G+v
zPJP#k68B)RJVby~-`zmL$kGIK!UD)-PELJyLj@yCQ;@MR0V9wA$cbP9(5VWXoceD0
zc_mO&IrZH@hL{>bod=Qy8)A+m05Zf3t^#UEKv8~jaB4}hLbQT@fQy@gen@IXiGsdo
zZen_>6O?v_(w<=Naq36-CuOB3BkYa<*=+{53T!f%(09(yD@n~ODONDDG=q8&B$1kz
z0*(eFOLLHWz-(}6=sWo;==<dt<tFBU0xvmH!H|~=O$R6naO!Y&1nJ<^_i=^<zmFG`
z4p%VHvjCat>!V-@j+tObg_5FDaQtGm#{@M+pt=l?J%&(QOh7atOH9!$Ni0qUN2|VL
zQD$O}u2X(aif;(WAeYqQ<kY;B#Jm!aJSe)1EX~b8u?vnAeb>C?{FKbRbOn9Sl+?VE
z%#uo750Jj#(xeh_S_Y+Pu)jm{L-R6|^HWk4j4aJzk){ulRsbg{i~tAOf*jyD-RSJ;
z5?onalA7z8mzEDrnfm@kDXB#uhiSkZrpe32$*CWdnx0u)QdFs+;h2)2lnN0HE-fg?
zNzDaiHjrCEG0&;*?CBDc@9yd1n^=JG9msDk;gHA$g$O8oiZTmI@{2&;vH%4PND18g
z&YmtHWgu@Ffh0f-n14C-!@=1&TEQHg>kJf(%+2*IjExM86=D^P%@j<G70iu{^bF0+
zEzK27EEJ*@ER2oy3=GUI3>9J(%s>LBre=DErbfml3TB1|dKSi(7A6V^F#{yFF<h$w
zl3Ij~pnQ+uSy))=8JZawnjxu0*Z@*%3|E1$4`D~Ff~B!Sw1TODfkG@OrGSDIDf@u}
z3Mp<KL5ZwH!P3A~&&b@^1e}DO6AL_2Gt)Cl6wD1x^(>4GjKL`!6yTtEGBPyOvotg@
zFaw3ETTWtnv4SBugh9dW1SuhP&5X?TEWu@fuCck9o{5=>g^7ZZfq{X7p@E@+o{_1s
zr6I_5kV4HZGbhzZ0ao0B6Qy5bZmI%CrtmCD%*jl4%uCOKmbSqqskvbahQ{W4Mh50k
zhazGc<YY)1!ARqve1H@V1kblYD$HQ@OvRkoiRbg04S0^dujG>7?aaFLLY|P*D~G8T
zZ~BjYV=ys{T_U(hfN#&=rrsG_JR0ia-<&_zcWT$F-fseXcRQNBSa{jZQl|Z+XN&Z`
zt%B_=Q>N9aR-N9rRf+55S(~ai*_U~h&ND9RFR-pMKm2Y{o3vfWi?f;~x9%i<4>fC?
zee#z4n~N14u7M4Q^epyn`L^|~ppw_^>soiR?cY0}i$C%_M^NYybGb5m>*8G1UDxge
zJ}I<deR92ktI_T6?(-I}ubq5<E%1w>%kht@dSYHdi@qHAa^{OiNzY8JMQfC-;#Zt{
zwS8y)*(IwVcG{_b<84#1+c;z64l(V>C$nBo)$oqc*;#Vz(M)TPYkWJNeL8(QYg^^1
zlRFK(Zpoi5m^sgE$J!fwWhbNN#pj=!VT`M828Ad%28=9C!D^r!3s4#dvmrGE&eFg+
zBe4inn-#-Ko^(*PWC2S?ocigY8qoq&;ecyV{d7YU1tUufP<;XuFa-&K3Vx`75r_{e
zqoI6f5Fb<?g7~1U#EB?)!Or8<cgajkOD#&x16BE;wt;@Sfda^C{d6M*2ph!5hn)$i
zGc*AiXbR3RoX~<BR{ZmFaYCHsmRVF>0tymD5edtT<_d-;3T8$|3c6-y5L3We43RrP
zo&;qGkSD=XzKJD8nc$|5o`C@<Kn)ah4d6_0o5v>+YMl|dbO=VSc8ozq19G)v0V;OD
zrXw;ZNKJTVN=XK&ZZoqq02L1krr-t_C<P#6Geb}mA&Z!rnt@7KP>_JUk0{{4(T|jR
z2xV*wP%;dH6c31u?c3+g$85;q{N0jOTtZWzZl{0fS*5-Iw>iw-qOJ4#W<+{BpV`A8
z*8mlTiiFQ4@xF%dS4lf~{SU8v=VtX_mc*YIEaI!$Z7qC)bTi#|<u{zv+UjSwTkF_~
zP_gw(&MPG?s7c=O^ux}^s)-xFW}mRy@<&~$RJFB;HBzCu_%Gumu_M05x7<$sW#OOj
zW%FLf>K8U!!5IYRJ|y3QTo3lGp@}(I4VYtO2~PE3HaL~)!w>4R1cf4+f593t4F@X)
zn_&P}0cJw;510)xnotN^g3=F~jTLirCwNa{QRHy>KBtL0q~#CG`CwVu%`0~P-zL1a
z*G@3VSXqtV?0NRN2Lb7Y|2Q)J#Gcj{U2Y3_y82%1wFk4!w6f+gY)*(~o6+el-K{Tw
zh(B||tAH>`hSlPmE^IeciI7!FJb6orSKy;X##M!*>smeMeE9RiuEXZZydU;HH`bUv
za$oXLt<%Qh>6h>CZt~62Vg9F(zbPUt`cPB9>M@a*HYu|GO6=Y|8o$g=m=#<I_}o?&
z^q9e=L~hE>2gjOTdY`H?DqF;VGUI0B^`(pJ7Vm%AzwZn4j?=ze;BdkclAs^}2bqzf
z8CVU318OrEkaEnLCA2UDrFob&6>~y+HgX;?5Mcg2--%lyXYbdP1p+}ges8Z-?+t!=
z;h<+DSJ{*a&hHe?rLD1jpQ-n(ue`fL<<xC{<*No+%l+4%Xj@%;JC*<58PS7ar@_oc
zq%yFrU>BRCmeinv5-d(+N`RKUsIIr|vj*ig)@r|ltP{?h-|+mVhS$cO_0k)jntbDs
zW0vb;)|{|RyUK`bpM=Zm6<=!{b-4B2XZEE8c6v>`eLz~J_A#^7lG{yM$^0vxO}n!|
zRlV~Z=WY4()7b4CgsWv|CyHBWAA6VUXPdET_3Og5@rQpGy=>Ix*9*12|A9HoUrPg*
zr$LSdd(O}pHT{FC1F!^<z6O<D80p`)cQ<c?0guaXpNFhUs^b4|uq$%i*niYeVa2<X
z<yF_tT{$sj)hPv5jxFDk#IA2<*lcT*ZO$pPHqce+^rW?mQu)kRB|9##@PF*W_q@5`
z_<^UU|31hax!u34NI!Zf!<EDGY`DAyat+w^mX=^8V78H^1*rT7vmw4hY6Kd9i*raz
z58OZmHS{3uvtV#nH#jk`IG`vW+<5_&>Nr|yMi7G#H2|Ul0_lo?Habl#%^<}wA_0P{
z4<yGCEOI~z6C=oD1HAJND~Q}F?%M7nF8DyjntNrT=*jN7knQXTKD<%7+F%g(;~VRn
zWkKQ#B+s7teQ{ZB*4j>o`%S^JZW29L8Pm73v|f0eq4Q8QWAUSNr`D^z<n(=*H&@wj
zt*p$-Y=&R+u2{B-^7Y^P`orNx_63O^*@qu)mUNbPf4^_Bu=hZRz=A@Lsq>cBPZVa-
z-I%<3a^9mVpPBZ@kG~RJb?B#AZ;@2Gz9?I!yNYQt)2rLQ0$YB~FS{l5cfr0C55IYH
zdP03vVnl16Nt#RVn<lk;_W!i+W`E}R{0W*f{qnmzTkcrMKi@Yo%E{yO6z*xdpZ*+s
z^!LQQpL0&VXJ^`4uMdu9EV&vKNZ>#<GDS(?mS_o_#0HopC?$dFdQSax6BAGa%Mw=m
zgEBs`4JdpKrcpUa(1IFbWHbm(48RRSLvVu-sT+pKj|xVXmY}8uC>lv_5SoL_3w#Yi
zV^BvBI<AH&4nTzfN`ny8R2fXz)W`y}!3j?8;A{jbIPsTF#*pSTM%gqp8k|tqgMEwE
z-~{J!umq98fVCxKI^kp?t0Irf`z|NWfTg?>9!X9=&Hn$-`n-cbnEKa>FH_}i{}3@z
zMs&@=c&}-vvi>NpzbcTrBdFXgu<pfz-%l>I-Fov#TyB%7xG&d+-qQ8^^ejR;`fr?k
zHv6~>%XD$MPaWm@(ggxd(<k1WCvp7Fsr@31F&n<U$zWW4in}1=_pye{E_>%$%c(eM
zt})(y{r2aD@<uFD6Mjsnl)03*qGOG;>YEhvnFnldE~;NNr@D~g=2?BKEA4A*9{#!R
zxHZY#`qTfm+<(6HiHkiUZE^H6*Vw=S<ZEy!fh$8q4F}F`U<pX@4WjB7npu$?M=*(l
znobx=Ja&R(_7Mev*7yIqEc5ug-{onFs03`&d2%5)^Ok%<$t13`8p6dV_OHLSp;b;~
z-uv2LZk2iSqd##zk!HW0*mQ7m@|?qm#1<aEIN3txVC8JH&~odU8YykNOZ_ainy@T1
zZKyf_Zcat(-O1dx_c(u^;=6g7WB2*u>80C`{OA=9Vp5&OCd2o0nYi%!G^Yuox3}y4
zwp;uA%pX;|YaIn^eto!ojIF)cMC|5;4kzua4f|rG8lU{Dl)lLS?evBV-}^0BUU|7N
zZTn@XsVDPF-yE7V`^v}c)=xXs_xugu*%*-em*Lmj+<#cBSz`kOP+))q&&UX=?Qd*g
z0B?ywqTC5S%<7X^lCK+-nqHcdSOh8*LFF>)P_VIq0jTy40u@I{6)Fis!Nvv#plTjm
zz#|vIpeh=cETOi59Z$%OgJdY!*uVhR{LqKjK*S9Nn;IMHfdbV)!O#*k3~XqqU}&UZ
z3>vaDRWLMHFfue!FfjlPt%3)EO)M2a!^faNG&2PC?+g@7jSUn`EkWb1kP%`7a|KgV
zO9c}%2yJR)qF`)nu3&0t2p+pIG6iV{iGo-bMi5cR$OfpKFflMzFfle!Fg7;^t2Z??
zQZP3&Q!q6!Q2?<`%#0K;hIpX?fD~u2AzlkJJyTF>LMmDep+b-ZRs!-OL=B{|k2$Ps
zX`-NOXknyaXb94(U}<QfhcuuB8O8-U9h|HX-30UmjiZBLX%2E9A~k}Xg>Cp2ns$-=
zNU%hLwm?Ct8&)b;%!v&=opsniV9#sq5+DA9pR`XNl#o(ql>fCL&+fpqYbzH_Yh5Gr
z=lj(1&kbBEhP#b7pUw-p+I}nJ{9=FeQ*1Wxw+8Yp`}j)b1E1cl4Hgf*yz8BRoLab5
zhwD+=JR6>^FWtjL=D5czT34EXzPeh<x+3vnd+>uTJ3n0AnZ=a1?%KaY49AKOo|>fn
zqWN-k_Wj$86)l@e*E+@hu9P+LKlVMRQN1Jim0KT|+HJ3bwL2NKT`W}f{T@!?>G?JN
z{)APppZdR^FqdtcK&OV_T#nF=M>8%625xem^0Xu9RO%G(ld9qopP$XUpKTj`TiG|{
z$!_JhY=OH}yG5EK-M$^Ub40}Eo~Fc|WP|gX6$kQX-?3US>omhOSKDRU>(8|wd}LO*
z=(Nt(#^Z<HW{6)c`p<B4_N?=`N;gozf+ND%zzD1c$}s>nAHi(&lEXQ_v?w#R$S<`#
zAQ;zFm$88%sNqLZ`3BCE;Dm@sQK%hDs4Yaga?q4;hVUFlQVC~ap<rfUpl4tSDnnv1
zLIPwcQb<5c4GUu<JySzVQ*e_WQF54?8|oQZSQ>!mfI!(4G%;jsV4!DYX#~l|kP-x(
zp+V&UY$)2$$WYG|Jf)<dYi4e#XJ%n;3L2W$Gc~m^wNx-PFf!1yv@|oYgw$*xt&md1
z&=ge0f};~82pN9BOiDOP7DFQgJu?GS6EjO<OBitKK?)B-C5$1cn#XMOOuU=bVj$4^
z{<BE&&b<+T%6BUqdbH_*YyFD1%o#?v9C{Uxao^ups3azJ;X~><%f*uyta`t7l2}u@
z@kch@FF~BmpSMW#U3jP<+MOgY>Gs?gXOD+%J}`53={AdNtL8@pGO)<6vx?q)=%v~+
zzWEU!(paQcvRTxI_C8L#_>0{=M9e8{n!<*1PyMxZx$Z3uInSeZ?Ar4BX5~MT`K#SJ
zI+g#M)(Ba=p0+siYQq|iyIKn?c7z&*Jc_sdx^CU``)d_TA6-eT;6B~EXog0ez*5aX
zxyn^Gv6|)n7N7dQoor1xX`CDRYOiHr)mK4I*|dezf6V)NSH3Fs+1u$U`OhA2|9|sY
z9Z$FZu^pBdpI&I#cG08t_}`bF`Rm^PWWD!lq9(YkfEC4v1_wA8!NG21VFFeI<`^4*
zX8^!#^zsB;xj^C_6uFSph&*p@Y+wkg*C{JZKvgw3_2DT@K(-L$#KBXNP_3;5Ya!{G
zDwvokL@O9sfSORyW{|0ZsgbFIiLtSQsgaq2iJ75-v4Ih|tp#c^8JQS^*(T<edZr3S
z#^!pa3g#9dF_3Cguu4-yP(5R8YN%jrVX0tj0@4jK(?G%80Hn*r4Ac-YF*n23ATk8`
z5-DDwMVlq*4I*=Jc?T+g;N_X2se-PNsR5|u0y!CLi^$j%S~x&vyCG#4TC#;CV93n2
zF1Xl)PHlri1(dE4=?;{_u{VnhL8%nUrvwWvP^e-STJUDkw;6Ix@>?g1^eB1?e^|)>
z>Kn66=3K6<$P=dy*2ia>doE=1JoDyU#@5+yW<Nic!GChMbZWO;Rqm9-nR_fc3l42I
zQ#$RK`Eq@SpJhpyisPMglaDVn{Hw8wOW`NS#gn@w#iC8;eQ;FC_gi@R8Bh26TIqu7
zjo;YWP2_?CuP@lZ@25Yv_AOgWOUh}t)*atI8)f`6vP<utAbf6zl%>|39QBK(&w3Vl
z9bUE2sx6e;<W>BhgsUs3-=Dkq&G89ymsLgyTN&LFK4s*_?$p?`qC)BZYUj$&yY1se
zwr{CeYjjD>TJ2`i*2GT^E1qzLSu35Mbdopr^_-KslXc?PuNVC=`{U$7iSK-;x{DW9
zni#%{dNbXuLVlHOZphKU+_Foi_JfNiEX5ZnK*14UWQkgQQP><ZqPRI^1g}34DG9w1
z0Ja6}eDp#Vv!)$1g_sej<pM66Noo#R8sTdWfel3p322!yVw*$Y)Pocrgi018Xo-i`
z;hJ<huh~Gr^?Ob0^tVb(IX+UHih+|nbbbX~u48Cabk$;$-1Ojm_OnSLt5hfSrN66)
ztBZTXecA6&{r1|@MV=;WSL*iuy&9%+t|YTp+$(VV)h$B*SFe+?x!>vk*&;A}#<K5|
zTsZz8jy!(y+#|)+zm09H{>@%{a@#W{xqY7|KfYWlQMW?bxbuK_aA5FbrM*)QXWyLo
zA#$5$R(k&O%Eu=4a`QhsI2pB{SoSJgs(q7E^epa5&j)^5lNMXAbYJ!_o!>O&`LbVn
zy1TWX%dtdGFv?WZbd=2CwrVO`X3&twf6I7fkLRIf36uSOCbB(UAUpZcYpM0CnP1G*
zbQ0;+2s|RvuHe!s=-Rx^TCZ|#ZuROf_huTTY!6t}$Nb4Lrt^?;OL#V;fXfMogRTo@
zdc|A~V=k<Wc=)NJ_@TFnkMp|n6QS#ND(y}UI_-A%`hs0iugw~+_qp%q*=t&I|I9*p
zv8$i{GBMrWeHcf<1db1I{27}<1}7mL10$THP{>&xJhg|rvt|Tp`B2opGBSfL;KNfo
zfouUg8(-;!<kZ1aM1fi$q!&>Zrg)1ekfBJyL7<4TG}JS<G_wFNi3PPFi0-jj8tPeC
znwT0Z=$acE=$V*U8W|~=8yM=Dffp$n8W|bt8Cn{eAk8B|dThqvApo$iK`kaf@Pa-Z
zi3+*(16l{F4{iLI8R!|Bni+w|tq=(V<b3Q6AaF853KN3G6sW$&YybuLX15p!?0p`7
zrm#9<(YCzE2?ri+d$3Uc$~X2SDO(y%ISu9heD__n^+F?y-21&VE1h3IyOr^@ai6tv
z)Rzm|y0U(0WlReXJ7!K2SD5-i+H1eWPF0f`w^Kh^nC&uOvWnq_dxH9VF^iZbFF*8M
zFjv2*X?x(|>OAJW^z3|#Mc*a}9&<>Nx7u6q`;<G&teoR+Y;ixIO4!tQoj<B1!ukBQ
z*&&ZPI^r*O$V~`|)L^?>tl<`Ly8h4KSFfr*o{bH$pVMr0+E0C2z}`j0PN_35Bu});
zo%d(^VY>}yCa=*6dw+RZ+|M0OHdp8QpE=i>@p7JKu+L(Xck0`ZxrNu*2Ua#=pDi{v
zFam`XIAo1Xkrsg%8yKOrYzPIpF}NiIX?egJP!)6D*4|#XWM}TXT6@=6c8|#C%mOSQ
zd~)K|s~c<_)X%vE$SR!s%{*J4Unn&D@8zw#j-Sj)d3502uW5C%8eK}7UAvas{QRHS
z`0w-f^6#6c75x75^m2XOp?EKjhtq<1x9|V+dU^f7*|+Nj=Djxz{g?N@+pfd>&-3~J
zN+#F;d3xXO?>qm8-}3(-{d&aY&|39%&(6>PH}T)+`SVv?5;?r*dE86?k8<gHFQ+}*
zd(6zsI{M7krFV9&EtwyZ)K;hcR?hw8m-QmW`@hfQt}5bBykoHB_FSzca&r&7yUA}~
z`|Ga!#humjOfF2wxBoly*g=(v|9`$by?np2&7Z$-m)HLnIc&S!KzplG{m<#rf0y$7
z^WM$>%0DOf@4{E=ALTgaS-$hv`oHvkwsdCSAE($)t~>i(rmRf<tC;f7dEfL&M#1j(
z9^t+|YdfFiZkw?`E_nZs1%EzV42&_IxMW%3{H5D3J-(i;Rln!O8`HDvtEzoht~Oi8
z5%k}&8hlCM`u^Q9J-fGQ+wJ&s_^HOaeH!-r?yn45H)}^qOZP0j-yzEXAM)F;l<?TQ
zr25rMv2<P++esQKqMvM^&%CY6suZw#v&^G}9=W8jhpzV3`IXmhuhKed^?oCtDErFG
zulnDXozLyEv6!GMki_?W*5f&k-C|fCx)tg6TJtuzW!-qp>8)e?NxH_b<2=(t_f4Ju
z<|<@)&Fnf?-D%qL^5XeB>`|WtBKMhm*SWZ&vFW;V2fNqb6~BI3wj5vn|F@@<^06gN
zCZS(e^5~SkdS{}u%#X=b;CInwW44!{-7+&L?qT)PwX|uNu&2?+#;<s~(&2R*9iQ-X
z1+5R7nQRfzCcxgi;P<APx8^yXN?T(%tDvEE*}SZ!wJBxu*g_l(cB~WJqbZS@e)5Ib
zwi!!Uz9byJuq$lCgKGirCmi#d61DrB<$;)8Q%nNdE>s;BF#8iR+4xeR>jFogmD``X
zB?wQ*uu`%zTfKVvkEn#Gdo1B<%4-{LI?g)Td_p~!_s^Nh_uSoB_vzf&#x0roymY_v
zw3JBWcOTFEeQ&cy<8%D|M^nw_F19!z##SuWyD@EcJMSfiyDk!bpVte2vG`Ct(SUJs
zkxBU5Yd4t;#cqAQ&0#pHj`<qTE)B7mi~vJJ=jt2-_u#Et4xB!4sriDY=Pf0%lR-s|
zSHfiSPuoe<1xqD#1c~*kO73RAsJ${|qiw@+M&aJ54ez(AG6hF2_?FeI;8PR*?c>Sb
z>!A-jc1TzEZ(6Zk=qu;5lZl$1rL_~gIu9;xU%Gc9a~SL6Eeo%o1K$xS(W|;7P~@%E
zQ6=fcd`CZQnFhHdP}$fjD&XMk;H&lP-sK8}ibs7{+shknG|`1G;)l)BEi+0@CWdRT
zjpmtj{p~BZ#u(Sn3Sn8>TOT|;qdfDuM@D9n!o~jN1ZD#tw~Y$3Cw59kzG%J}l`&W3
zf8}1#9f7IN*W_1Ty0Gyn!(tUTsTRKl_0Lp9ms~4K^K{AHQNorzzgJbzkZGc3_SP-u
zzaDy$y>SxHlTAynOF6zWh?3cOS7th+$|;wb>w4xMIcOCfQk7P~eKx5@qSLL}&G?Y*
zuH|ChtF4|yO?q=sGD~2JsI<{$-_*)5z95TvHW`i;J$oI_79L@^l|A#;f*|HQeXilZ
zJ^3EkPPCn3Yg=*ji^rl@-_C9FR<g6Y>fyY8&8n1=*;i%TlV!gvxc=IEblEHSRK+M4
zovkNI^Fv&OUv7zN*Y92XWI<`qjpJQ^=H9rr#P~trmh!!2kqcYg-m)(A32{6)#jrBu
zm4vdVHg~;&UG-J9a9z%<aPuk0=gzyZ&|AWoVb4T`q*ou$@aoD|7;(G}{ARXbr*?D8
zj&DV;<+}xD)!sbJadt~hs#y0sj)^m_o0-ntb3r{kv-QNMh!_j)vd4uB+`pUqtztfG
zCF=Y_=)mG#-a1o6CeFM5L_@?we#YiP{oNmUeT#b*MJ#x|bHQ9*ukXfhKl-P7=CT+s
z^tY5Yz2@L)&ZXL7TlYmiX^}JkgLy&{yP9IJ9^;5s^NQycVY;x&k>Bi(z^(~u!K~*j
zot6klSm}E(DI1y{VLA|Y@!idhZ2J-{LpO>{E>R4*bZ$mdO4!$wsbT--nCQ(Fiki#0
zXmj}0Hy5f+g!ZcOESjX_@$<^8jXX01;tsa$nz1C~p{!cvhX7r3nT^xaQ@J{r9S_&G
z?0R-8Kvb@gT`)snE?eN7b*@IL6L?l#dHm|D5tDPDgtW^%ujdk6y8BL;URd;C?j-l;
zADrhfsXt;9Y~A=QM(w)OtMYeexosCr-JxsWeP}{u?vj5?ni$lz4-_o&T*}3%+9={0
zqCV@K&7uV+f3*H81kWf_S-X3yP__8MIJfyhvks`)DrPMT?@9~Gye1L6#fs&4-0Yr6
z+cUe1F4RqMny~84J#)#JLl0O4K(_?$I;;)8CD1PV%eSf47p#iT@y?v%n{xg!r~2(+
z-4?FP(!LvC`L*5C>FKkY;cBKO6Z$Nm?#5E-lNN~@@tfV($_KSSQvWNnr~O9cgXLQ|
zE<T)c<A_u3T+z=WvVX0vnx-r~nZAXqQ*p<<*qzL_f5qPLygA-zt=v9KOCa`kPJLXd
z4)2Dg8!QwB4_(vKz8&}lbWPym5Y8oU+LW(Z^LCmkDV_AunjjPL`Q9lRo3r^FvQ@#?
z1V+o=xN-3|@8bBGQ*z{1t#7;$H?3{!R~E1R70+yCcI52#T+6uiR>nr#eG9K&=xa4R
zat3@&;30$A7MCCMAAA1fo6Nhm#9924(-*7cC%(|seek<$4TDQq(~`>}#w9`=3b!&Q
zXZi1zm$u!tH*x0kOY;-vsjWGFRYn_hPhd3cp1_jCc~d6O<DCV*Cvc-ci#~T?-*=Vf
zsfMmPxe{mGyyb*?%WT%|oTE^^Zi)ckyR4lHE?KckXYDFr_o(zZ+<57()6@d?V`jTE
z`aF(KdiPH2gvuM=vRT!MUdxzSH9x<)c}#KB=9%w#`cHn~P`Q=xiec>%=TCKJQFA@B
z)sk0zDl_zaRdTb4!#~7n%|p-sr$W8dMFoppf@WzYFL}3O-O1{;enPs^7IL=^dDc%#
z6xYzb{P@g<l&7cP+3mU!qrU2K@VmHzhB$pTqxTiO&*a{3bt$>_NqA+sD*x1+r5*2F
zWBipPw2C5>{9V7d$t%rfJ3lqpj)O<p*u(e8N~eUy>bI+HN@l+=V0Tx&IK6s9*GawP
zORTdtpY%}(RWXo#%sJ0Gjc?VC6<TJ=v0wEj$WA?WlDk(R>()by**O|HSG6J*H`#7g
zJ;fxQ?ZExo;)bP~iHzU|?<+Y1o3=;_n%&vv9}-((@^ET|?(JVn#V-!@weAm?S+>T1
z)s<TQ*d?Fjt}ftk@1OhV?gd3XyJh!QUF_~DU&2=#|4{VAsppw`nIVby+@Go(mTy{q
zCpnaRc8SFz$JXuzyjzb(zv^;)nYD`Vl2J-!&_lt~d)2mn7Pk4skbUH3XGZguRl64@
zb;#dZaM)bk)`qYBxd7Yh5Bw_`559|Avr6hF`%#`G1+6yuU7W^mHg$ikU0ZGYM$dz{
zP2S7u@kCd?DPQK?w9q{Axp>M7?|rRohi3-(gj!4~T($ea9z*FvnlD=>^SloJXr|m#
z<isp<^_ij~pF~sICV`TmRj+2W9<z=T4_Ef}lDJZlxPHo%rIwyL{*pPXsx93YAI`k`
z+Nq{O#$D0VV#@)uoTR^(&Tx3ByxJmr<e5W&$vy2guNG^p47hRm##gbcdABy(zw7-z
zZ*us80<pz2+t1Et?^_$YD=TmRUcNoI3)V}$H&ZdWrg!bcFS#w@spn_ioKP&S_oXwR
zBX2RcePh0rNbnYy+3!B_w4XWsH0E@7z7eO`t;v6ueQ3QHvRP{WHq8{7jsB?{Qzr_Y
z3evETT*7B>#XG0uVUpgfV_pIaS=(mr+G#y=Qtw5XwS4ck$bG)RX5(^5?hK#Jsc)yh
zY0U1Dd?Qi{zAEqn!}eF3+>e%eRDiAud~;E6skdUR(rjC)A4?|qmtKu46Y?nh`d6>|
z)Zx=l9PJeprrDlyHa_inV#Y(JO-xRps{*&?I|OZmUKQBppZw*(^phSn0#Be<1!{q>
z3cU7ny8hjF0#A(RnO0wsTr6$h`TT*c%Z~b0a~^UkO1<f}oNGAWI#VkvQ1b7t9X_Xj
z_3(sQ&i@R)&Gg`M!&e3MkFI(C<1b&Q^Lp*s)VZh3e8ZSel*w$hoKcaW7Futvw!2b!
zreBKZ*Lg>?79Bm$D)HmYy`>@?tGH}!jyz9Y#wGV5L4Br$sfVLV;i2UP7j0x$dY@!n
zwDQNcH_eGgg;`TC%~ZEtkhmzD$xYhv_(82k!{r{oxl0qa#Vrjp3d&N5UAUksP=QG&
zONLh<Ec&=r+KS@G7q9iyto=~P_u@gViTm5-_hyFt7U*ZcS{PP4huLVU^^Erx>`x?L
zx<Kv<EPZ%h#{5M;qqIz$pmv^omDAH%WjpF*CSLov4R%+c+yc3Yc{+!us)Ozd^v;q0
zB{xI%*CjpQW5QyM@A+Q(+Rjzqw{*YmkAxk|x%SH+Zrsksl$~L*Ced%^ns_0OJ}qC1
zRDr@R_dJ}!Bs$V`lU{3oh&-68aK`Ayy<~%f9=E;(^hnu896eb5i$h1oYjav<|H}u$
zvi}aM%=UZt+c)rf53}ub3yFzBo|TU2pJUJTpE$T~<x%f_!QJos9CP(-k6pcV`x1k@
z@`fMBWGV{&H<>S&ol$rz?_}Yv>TLF@Y_~-to^`oD;eM>+ZPxLy?Bc%A!+}yMC%(Pu
zKWYDY7LSFeP%`+kz*FBIi~Zchw!wOftar-g4&%8hyPxQJgDwkn>6BabUmz+of70L9
z^Cd1@%YLksW{UUw-QoP<+}0^P2XnK+USCRb`fzdbw9rD4+0SZ%Hfj0AzFw2OGSVQX
z;n>N>tVL-X9RmuVd8IB|6}d$+Z0)WGApyQ!mkJpeCX`*th^r5pHhIya92v8t$M{_j
z9?sTxe|~5}hvvPH*Dp+)x4>kE-+88uFIMl|AGPIMsr7}IoOy8`{v3^=&Bul9j7n5y
zPFI`Vd3}!7A?Dq3oYuD85jux+YPEd3Z=IX}Zu61yfY<G(>JIvUvaH~rn6qqG%y-d7
zab*ixQ75K<&tGPkKV4J*az&`}(O-cZnQh;S{c*AG=hw;nptJC?u4zVLxkUZj&N3C{
z9=Uxcp35Tpvdo{XSoXkiQ|sD9!Aq)V0@?3}T{*odvRT7Zdxr}v=(0c!-jnIO{;#{!
z*q0{V=FD&PP)E&HR6V=2Brxz|Rgbn1&*Sdx>5iHj-&}ufihg-S{g#e{;^N@PkKgv%
z^X*xa;Bwgg;osS3bSh*!4mdc=PB>ywvDh_0X>lj`vcUXXf#(_<54#>MHNSOV@M++K
zO?hvGbZd$t4k)wo{XW>V<wM|td56T_oRIdfariG_bIkCZ*Mnst(~sx%A21Lo`+ddo
zR$xZNo5VtA&hl>sQ%ym)1x{)M-4+;HtY>W_e7(VO^0&Olth>KYc-MO7W0%qr_0to4
zR_kw+dmSL5Z{f?ob;eZN%n32OT4Ii7A9gD6l1*vx|I9Wu<kuA|kLjoU7h1F|TX@l?
z<5uUJ3<itkZ#Ht290^#$by!enN{>C?9+#=T83jS<t<8c<t#2D1>DBsK6yTZl1AJRx
z%vZ+AA>C4p4hc)ezLzl`RTjS)Qu6oItQnVOg~VAtn{+;$dOpMPc>3;3&3S*TZlqjr
zet6Mnms4~e&zY@PE}XF~-XVT&=B6vr53|n+F;8o6@fLT{I_$}EJ?}-z=Muf>8^x>>
z>}D36e<yg5Q|HKZt_7KWFB4)<7kjX*KbZH>zvcg4R`oeuRu6Pl3<7=KSI1fyEM1k<
z7c$S6Z_4+10se<({ZrVrDkyBL+^o+$^=470b9bIxu-VjqR<JXZ>}`g=9S=9{N#C*c
z@=dLHgB#L??~-EmBobEV=<~T;>YT9Dx1#7m$t$J3N7uW|QcYTU@=?wU{@vmaZmUX7
z%GAHN%PV_RaX-t!^3FBA>-?BBSrxU^a+_ChKV(_R%3fTdBe71i;MoO^<Yv!!S;v%P
zS)8@Gj~s5q-dbQ0wB`Liowb}BPi@yeKCyX~Qe=)O&*hm#J7)_hHTV7VV#s9iuJT~`
z#a8<4P-IAj(_E%?ZIe{Hx@YtAxx6<%U=+Jm*>nB|ohHvqoJ?P&*9X46zUUO2eKEuC
zO?}$llTD_C1aFyG*3hwoQ|rH3&SnjBBQu}s3mlu|!jd%=zFnA8eaw+tWairDf>d+J
zZGk<%Ew6a72wER#y;ywre*a!2rfA<iD_Z!)R~)k}>}0D>ax#*4o7%?Ue2>TcUxLk5
zqy9%5uUK!^`faSPB9affE-+Lj!dJLY)nsSk-Tj+5svc~4z3y&bDoc}}^JL|eH{HzD
z!V6Oc=BHb~2znS^SiA5wXO#a3*W!nF%GZ>;>oz6rz8@7f^`2n&q^-A~e?GwNv?}f9
zH_7>{MDB2SWOW8!70mm<^i?$}B5l5>jX}Ys6<4nMf0JB&s71_W^UWQZMY9)eIUeG#
zx{~=vaL6?0@6#eG8o%$opOjJKnEHOZ3+pA3w#(CJZWHcmtZmznvgpLZp6Uzlw{stx
zSkjRleZ%7A*Ec)|?%l{pnR~IMe@4ZI*qj%em1et^YZl76Uiy3MPW+??hqI<Wc)2os
zD&Lk5ZB|?T4xfL^T@fCB)XGhh!$wCeE&aI0n**DyzI`+8_IUkr&(?UmvrC@eZ|5&R
zwmnt7`m)o8YWWpk4{XYfl|Gs~d5x&l6@eGctJM1*uuksHD#<utu;f~v*@h-|lS=Ji
zi(~AmVXl0WzrEPaS~>lD<ErD;Df><e?h&57K}q)GzjuQ7rqwXy8kdz;PResVop|8M
z36A>$`R2Jr2QKw24l6BF)|>Tu$+?S6V*F~we2GUURnFLMEqe6ZRPnE6+Ft+TTFL@;
z9v3X_;8?~gXxP$xfvJW~ev95@#S3eWd}MZev+hKq+Y8=GC;1gZRbdaeG%r6eIq00=
zuF@l6-OF3l)@%&=|1|itN>RH7qu3t?pW9O0>rX9Tk&<*rs@U$FG>4D!6UW&mUTha%
zXI$?tJAUCoa7pErCEkxW%&ryLUY*jkT5#<GrM&wd&M`rpryHI2d%p=vy83#9?iRCC
z(<?T&T{Z1kl(23YuQJD;SDo_?vK-R_Ul;h>h~J>oA!$*5NYjJv5bo&R83Oj_yp6Ir
zY<YKHbolbDg6WI4&(#ltRVwqW&AWK*ZG2d~GW!oL`^Wh%v0_c(m6aaZ7UDN=**pA*
zcKKvkao#%IE9b7ILu-Y~M@OcpQ)?6UJW#u}((~$*xTQxcV`I5(6_*6-|5|#<G$HM<
zwa1dn@cRNUDBrFH-xv6V<?@BL-GYHRTI&QKI&g1ZAuRd2?Qi3I#@j1(%&%VkXY~BW
zyQ>d94>MTk9ttcIK5+Hb!P+ao^)?nrUpMve=JP#~HGju#wPmN8q~n)vjQg+-d|%)S
z$bEskWX*aML<+yY-NqKZ-)oMkb=yacpgO1DL0`*yr8h(F3%qp|bYGyXnCEJ}^rT1g
zl9>dm_o-fMP`ucw>(11AWA8E6eRDLtKa{;zDO60{C3`N&^N^Qsna%XvLyvAx;$M(|
zO33Y*$@G>j_VwBMJM3Ifo_YIhWuZpWy_-Aocht@~bFR0Eci)jU)AB;fS#{3{3C%vY
zJ7sI#ZYlF^x0bCpw|evXc;}|=UHjL+v1B<W=XY$)bMD1fnet~ZeQ&jEIQAt(EbsAw
zDJ5?!a{7xF&*hbhyd=FeH?!AR<7r1=%3iBex@XS6b2Hx`(aXN=R^9yj8>Sim;g+d1
zc=}m?ev#9XwOmyzr@TLY?cm3vEt`FKxg{?r9W2~>Y|aeUg?@X}`BM2zxK$28E)2YM
zuh8mfl=lglkk(|Goeuwg2KVh)eB@odOQ)gNwPPA{>KSHtCB6Ckq{!lL@b0zCs@+%E
z|E?BbaLj0BFI<o!cf#fX<i@~>0!enJwa(lE9bX=>Otc6v`J!Pmt01xPtMptGRv}h5
ziTUq&`X}zxuH^M#y`3RmJ#F7TQzgfSn!UH<BwkJkRtnkWeB2~*Z+6Ly?Ar@hPhWS;
zc2@bZzdwVU?#$jUV=(`eUQMQK3g4OFn*XzonjX)5m0Nu2PiyK*eaqQT(u}**mMI^J
zjFNa`n3^xLFxB(jfzzxJ30e<79nrcTebv>;%J9OGe=B?bg}n9Ko9eRONAUMzu4xu7
zow@t<q#5I*Ozj;+*K@XiR{0~SZlED_^#8XuxttSc%%<=%g?oia^@8pU)R{8n*NmRd
z8=yM_Z+zA*&6~3P`?0GVi>FmOta3hVw3&Oczj1m|gM9XMAE%>RR^4vMFI~L5e)lfh
zzPld|*(D#jyzZv*1F!8CQeF1<g)15uo8+2W&rSTfJ#h`g&!B~u7(9(Xf907o`Lfa5
zm>!+`$J+Z+npJo7aP%0j$~m>8`GlYf^Y`t$@4Oe7(OY@|d}-hf-}R~8_dIMJf)<Ca
zw|S`P*dmv`W25ksY6;&ppUv|;*^hm*v=)zgm;EPUi87PZN-5i8ZsrqXoBP58Eiz}#
z-R-yY^!o!R%%_(!Nb?m<J7K=sjK|e8<n~>$G-s1<S6B0Xgx(ss<=3vBd7eTl-44>h
zz0wP&>hkygFnGl7>143z&3^W<?%%gAoSc>YblcIQqrOaE+z%Wy53xNF`+UaqSBcMr
zW4x^r)4cY2W|s#vEM&G=CAs$$mt2vHwdcB5oOZgbAF~T5Dg3-1Wh(u6>k-hkfhw__
z!Afe!rreC3F+*Y%_}akqg}*Hlr!BLPiuS$vOXNeQF8|J-;;KFF=VR5p@9E3zxt<jB
zaetF{K)mjTgg1AD)ekXl?~TfpdOh!^{Yi~8ULOxEn|0#Hm4bsd#qX+^8NcsQy(174
zZK{3nz)=%d<9Ms&`*X4;wza=J`Q^ipnCD@|PSOHp^K$|Wr#%iZ3+pK>wR=CIqcOCo
z19Weoc$v?n=JIrTrpfP8>W=hy{}!ItF`@lf?Dv3#-FzFbo$X%n>&Ba$-1p2G_m*<1
zF5bEhdT*eruFhA`y@8C4E5-IrJ0mPuVBfUbcj5Ga>ozXy8Zzz|ZONQ*B7$+l+U$dB
z#-e?m?`1TC^Jc7<`M_sCQ6_(lG<%a{TDDJjVu<D&r`}rzB9~WXivKvoc=`5O(|C&+
zQVx$E-Z`~p^#Q(Te!i&}?^WC_j5B1O`qex`JGH&j-}am1l-&2)A6!;<6tQlQ>$Nm6
zE*D)J{;)Y);`my_)Y)E>wtA~_bZ(AR7maeN-F`Pq=TKDEr7iK1izL%SuZDjqV;ANS
zV&7e*&?D!YKYfBlY#m?P^S)KLc!a%IG8-r!WnFdP>yI_-4n-+-a_(5R{K(f(%f%_*
z|M7gdv?+~o#!i`qW+|q+>?s<Oac>&01Wi8Zl-*^bz~nhM;oQ<|>YS5<mipZ>%y`q_
zlj7cgEbqg-S2JSF_+l2kXX?t@=&mZt@g{bvoauC>U9A!-#lG(z&R9L^cy79Z&xU!I
z`{txGUHkm6>G-z!MT^@{zic>b>0&(Fxu)y*EQ>j(^O^2<B;W8TVeOWz+~>ugSAV&U
zKghDAx2wl&YfQ?MR%Tc6xm;WJy!32serPg%^7OjnxBS949+z1uRu!XO@L`{?!`o|@
z!Yab{_})E#=jgY_6H8W|e4+FCh&cc9r|X|IcPTy-PG5NNpZrmV?-EzLW@i8TsWq!$
zv4_9!+gsl}l+ur6<X;q7rc%}TWWm9Q?0kpYUfhdyYHo0>>3it-uWZ{P_Wjaz2R>|g
z5gqO-ChX%Nmu_{?FlV;igPE#4JPARw6E@wPFS&ScX-3nmMR#8OYCZi?DdxD<o-)M}
zg;yG7&krAZRdDIDN>JwExs$(UM9*2y*0-Pc6~m3`8y~I|lyIt7HJNlJVe&b?InTCz
z3tkkNRq$t3pV&Q_M4`vYELAU5r4R4;yyW|%C-<hd?3%dLUb4}ynSWmi=;pwk{YE9r
zj4oX+`5n>x)#Nb`e|1^kt|$S1tK@Z`*yMdWJ-T*0S*n=ZCbG3pWV-B3XG>jP!;S=3
z=ZR(c4bKiv^w}D=ujVYPC+np-CY*v{F^cO??z|Ib#Oa*sdVJ}MgJ(JH@0u_q8Hg_2
zc%1j6$eR4MGP*C<EaS^pQnu#d%xn-%jCZw^_nq|exK;k7ZZ|HeMLK%t9_}kj$a-?X
z!AAXHrQE|g%*&PbDi&WXnJB_i-s1gv(q;#)9hI|r7O%D7dbhIK)FB~d<@7h(uDyxU
zFPs_DxX1W&TDfnb-l6I9x2nYZ_`WK3kqYZxsPNTh;fn*VX{SAnnR8#Te499p>C)Qx
zP??EeGxrEQ+Zf3aaqzC-*GbtW>`E5wU)v78Vn6n=SNfZDuY0b)LvZe?s>AyZ+McrJ
znETrz=vy_f@L@Bl3EpB`R$oc1UVQU~;QI#;WZyX?^v0IUAJJ(rZev~Ky`lNBVt1*+
zimlJ~z3g_@IrEUAd`fe3?F47>y?a(p()_;YB3EH^;mR1$)q$nEr-H8zjQn)rh0Tnk
zCzBnbo;cUcDEfW<Ruj+RR%c75x*VQcOJo8jNk+4?&r&qktnyGRXyYzaT+#j6-{Zwi
zt#;<0MOT)d$P$d#YHPl$6Z3RKMCwGoI9`V<m)Tf6XP7CK@^Y}Wd*vo8te0PGsSv>R
zQDBZ6XM_r;=3eEe8w=*9+!Ez9Su#<vu{?FlghF?1ZVAqye^TOkg*&)<{%)&Q`L%Vy
z*&PobUfgx$g2OMZqm$-IaxdlQDK+anWbKu;=TYF}Lt(c+ZCx;1Tu%MepGy`Td2%vW
zQ$Cm7sJ?SzXZu3N(-RwY+V#1aESH`)=&BO;&+9sC(D%7qVymI?{9m6}x-H^m`Isxb
z$i#i!M4!xCXC;;AZZrM5((IcO<JrYWn%+&=@~A>}j#`SuTUH(Ac>#8b3|n{JPTs!P
z>rnW#r>{emBa}++n>lHnIC0|F)^C&k$#fjOb+*?nFXG^wJCDz;iO#s)?ZlmG)U@JG
z-wQ7GXI1Aat@yrlyBi8Szv3z9J6HHwz$Lh57W=+aw^pBHzTGkTy-CSj_De^&k~y?G
ztoS{PuJ}CRX;M1$Ie=|ZbmF|D8=oyy7UxO+n5nbw&Mek-`qz@hE*NR9&KCQU{3>Zq
zw$LTtHlgn-4h$a_T%PU8v8J;pS*WGs@eG#soqghc`PW#DLSqiUTB**p=Bbjzv<3h7
zwtjOez7D!Rus3YdwMU@q10`-NNebrQSm5{2*Y^BU8_xU}4?S7BuI|`))r_TK;c|z<
zj4Qu><i{;2V0v%P#QJjTp+>LT&GR*W$-Y{4{nyhKsy95fk80H<I%!&%?=eX=vh|Ez
zbF1P+jMFZGjL;<>(=FbtyI<-q^DQCwOw&ZQO&X!naocY_v)K3@dVOF;c-YVXN0WKO
z9_~=x*K=;-gRLjdJ2*wwFDkqB_T;XB2L~DQerYw#-}T+xRMY%Y=o8Kc#_-!s=G(#o
zZi}xd-ErxQ<&D1C4t&)HVwRrW|EGQbedeLm#1d~Y{sW6%w_jn`QBHT5zE4-mCQ<NZ
zwCt{qNL_^^imw#@{yArI;z_}tmVk}jJPcv{JRXjdB<33Y=;!m{*rT}r0iVgX*&*}q
z7H#zVan!BLQq$n*qomS}jIQ_QR@Csyn(X{__x;ufW~=Vj&Y56zHt#_Hy<M9&o_`<E
z_wwXJw;KryrgVn>Y7K13&g+?Yb7{<r+Qh}0VpEJI!1o8rt1WU5-t?(6=15ENjXP`?
z>{G7t?(^AsIJYP3L1-a|C+kf6zr7hfr$mGne5kg#RMcF~wq$Ba(xsABPI*TIt{(Yp
z!hULtr_8FJ>&15pJev;joHUD3<Wb+78YcW{;>1a&`Ee6ZZE{}{$ikHWMloW=KW`_g
z->$LT2QF2-<6gMKG4_FP*rER49jY05&Hr2)S~-6T3co%b>UT_RC*%UbZe!PT?6Rkf
zKY#FOzO!-Vf!|D?D*q?^5|h{A`5FniK(NX8N9R<dN-u3G9+i*`U8&W4i^YRQdG>1D
za5p-3zS?a5^kyC5jIUW!a}Ns7&Ujk)k+Iv;K-g9;_~K^8C(Fa!L!FkHhKcE4Q01~o
zS;TN$Civ=<tFw<B_kJwGYOwQir`Ozx7yf;z)$sLNchTaETk-`(4_hwB<GfE^`pUdK
z)#+J#>8<mOb&T`w_XqZwU3;(VBR;EL<<qoZDSYb!?!8~sq9mgslzV#%A9ux;e<tS&
zFV8>L9DL?On$3>KV)Kq&{`qCm`j0#A=h?Jb^%Y!r#F2gA{EE`2Pdc{$IeSgLUFpMC
zov6gKJOO>YmVw7U>|tGNDWTVV`ShdZR%u5L%>A(5D?_2Xq-?Uv-tVC|Ko<!91zjL`
zW7~8sw$<@`FNBOT&oQ|cN-WOn(>%HA!pkeKg^zWbzJ1;5c1>^RWZ$?iCr*1iT$|{8
zrP%mXAXlefWx)>Jk3ARd)9(D6)>^d7)WvF}Dx<?Pwutp-6>n)s_Dc&d_c&(S{P=d$
z=5PhxFzY(Ewfk7zw@sS0z;GSE^>3{Y9LFYbGfUL2=L>xAD&fAevAx5fZ11(*6Lh|(
zKD9o&>d5!*?-?#<WaeA<u$FXphW;11ukgg+_PM()rxkp6y4{#MRpEiT+S!L*4mMs&
z|2U&79@$*E_OsR1r=@mpz&_iHJ5rwec8DJ~==scQ_2%>LZqFE-soU?h1gLz}x$thL
zc*A^;tt|lw-wM{ucQ#6pY>?TSl%>%yg|G8%yiJjk=kiTaH5MBAe1X>;y4*EecAtrz
z_-{(vm3vc<cC53pQHVWi86ci@I)G`@;T!&$#wp7>9rzp7)+uov5p;T!GGn6pj2lze
zZ(w}A*YnAjBbS?=EmC0AtzDtHGG8V2$IHgT8GQ;57brQ;>*7kdKJ%HOlh=xt|B|!Y
zJ_YNXIw5Wn-r02F+F~wOGfvSPDlrXb%N(|Bf6jJ}>q%#Y!GsT2COnNW6=;2{^3AX1
zMZnezw`>9ujLQyowU}G4QM?o9yM?v1Z)1@_lh)<4q4omJRmFP+9(;bchM~W_s=jBX
z$AJ!=sfkI;m!+6}I^;FwFn5cg>dk*E3K@e+8X~sr<zYTzljmBz^`v{vT6epq^Pd=A
z-KsI`vfL{DQEqP9uEnf#Jp`?<b+*<_16?8L^vrIy?i$5wfk~#Z9H1)%b54r}7c4AI
zSzWyFs^0S5WnHc>*Zk9Y^4U6A`Pi=s&z&ni>$O&1a6F-U+Tp}JdylenZ+<eT-F?%S
zDkt}7dwtJz#RIpcMLteY+0LrUXs}aMM|+>qC8awGO}=}ryEZ?ZbycF%!Z^+3`^6<G
zE$?5b`712FCmQ@|>LT%X{2}Y>ZA8|#rhZ%U@UauucH@>S#^L9<)NO^5`Ynax=T6%<
z*(P~Q=Tvc~|J>!GMY2hW+L{fapS5&0Y5sCKqjJ-#t!&fTMK9mkSRLxTwZurwtK!fi
z)?fAiN*0)=hA&@u^iTF7anG=LbDlL14JCu!n)upJ%?Mh<&c!p+|I@|3!&}^gmM_ZV
zm0z(g@p@l$=W6%kR$^7pmQU6BVzXboYRY2S_RM~}{jrHjYn1K_7XLmaFtebjtEG;+
z+Q95_L4=dgVzq3izv^vUesi&x-SF@|mn42o^@vpPlCAtZs}wlCCo0Y_j~D+|vHbt>
z6)MX&_hluv&cAk8yIpJj(ZuG>1%EU5%`y}JBG7!_`PrAq&~@`~t+L{r)K$J(+4c6u
zrC!0APZDl#-Lv7m4WkU-(*VU(-LF5SIA2ACpH!6dI2_qOu_$rvdd;vmGXl=7U~F8p
zb+VprmywWe%Gy;aCu?VYTDR(io17)H`FV{a^A&v7d=*v=UoYb9wQ#}GC7)t;g-(7Q
zF?qvH9!Wj3WjSG|KIR_mo^BP-t(mp&WU`o7_BTnz<6&Q7zOh9FpUs&*Y0nF`)vj_?
z%#RsGz1=n*N%NapbRz5+Lz$?JOXA!E>Ai?M1l3d9mmgUDbi<8EtsOxg<!5GTs=q7u
z*tvYq4)2X_hgaR+c~D~2nKwKSj^8;VHS5y96VeXzmG}2=K3(ADcWr(1uJYU!y>oMn
z&gu9*zPQ;{SH(PK^`zGy8n!sk-h5cD=jyb6{*M~3ZkQ@x*wN*gn%itXse(mdgV!}V
zF_!gmUvoZbOunI6S?RDiuExfz?A&+7saOBB988Y=rlZ+q8PMOORAJ9}#qFK{*5wIu
zFLLr3_Fg}i#mUp=zd6C_!&P?4&mr1-qkDLS)%+gX-F!QvB2#O++HbMEZq}N*=?7as
zPTcJNb>ftnFU1!zI~{vrH*K%7u1THh@#Ksp#ZliktEiW4dNt`wWn%04Z4WQAZhbqc
zG-Ll}rLEBtv)(xVy42<zFxMshcTjf33N0^tv29X+|Fo$%snzxPcuzZ35+(5b&s4=t
zplbxb<*qljxO(c}?<XIYZl2WY8T}*6@mQI(=cC7hLF|DarWJdsWy$I3ynFiaP*HN>
zR^6W4fBsD4@R@mrQ|xS&(yj;d9u=^OG8@jcd|G$y$a7`38*aPn&#P67hi8gi$u-rq
zw=b4Yi)L8mQ4sr%zo6LRtNOGKhAxe`A|2NDjO(VWLQ8g9ooWp-@9;^w(q+rm&VKM)
zX&&2kuTAf-JBTcNFRs%RTh|eOp0`ACj#ByGve{D)N0eUF3SGZZY`W1DMY*|ZEt_X=
z>@J@vygK{uovaCoHQRf#HC8bgrfX05b?dib&!JXvW`*jSn{E~jG2#lLOM?Eed&&h~
zJH5nV(FQ}Qsha88x#ixC%^}>AA3p3`B3<(YbdO;3)S0`v*ByL*`CwB^YVN#uqDMBY
zsj0q`{A7pL$=zW*k$qEnS41CWC|wn?G|MP@_vwUf=X8sI`sVi=TC|@!G{^a9;;R5g
zBd^%YO~Qv_?%F67rukQ|^j6&{{@-&(?b^S8i!Fo1p80O*otc>OHScq#`Mb0FN|$QP
z_IU}Oy;~do)2O|8p~NFu4e8tOgb#1~d?f4sI^lQCnw-yUDy?~KEGud<a+Vi7YR`US
zUUzoeo|bpZD~!bx?ww)n&^8aXDR}UAKhiaV{XxB77wpiw)v(h<HpTBO^CR#zf^Wgs
z2u=?+F3d6se{@iQN8$TKyVl*SOB;fcoV&%Oqxx=!JebpeyL|VHjUk)4jz0~%rxkN)
z9~-Nf<d^S@4*tqDp62xZbLWF&wttd;wJIhY^eNtM>}_!bdW~R_nf~_g1^eE;`X=Xh
zv$m#*ZOQ60+OL<tvHe}Xar$?eX_4m?virCc0xz$*+PYwoTBoGUuMaDx-;hh4**oRU
zTK$=^()ag&2$Igc^K(x{ev!vlJDDR4dGFt3$!_?*t5?pJHS>3M#zKGAvz#RiVn<s1
zQ<iJESRED!HF22u9DI+U&TZqY%pjqYl9G>?i%WJnY8;<D;cfD9#WSY54qtD~d#BIC
z%5Nxet1L&p;Z>5fQSKS#W3{`pQkUNS^Ju@=m%BU9HhLW2cfRw<=D<w?J(U-j54B2v
z%y|?z@4VVU?aZ@3^6Csv8TYmn-1G}He<<K)uq>E`;bi6iMXGTwJ;wr`vh+;jj@nXk
zV$su8w>mb>y1(VgndV97u4Z(Kua#k8aP0oN!n!yv@uuOjn;Sg(r#wzMf5@lm?4gBw
z1ot=lom4w^<IU>Kv>$BR68<N1d2|o9+V)N2cbmw&UJi7TU~KfhEsr;ByfaBUwCzOH
zbEmV;OWw{9G4QE=QXBB%uZG#)+J4z&tNri)bhy+Xnh+dc6>|1`1E*JLk@wcDM0IJ~
z8#fmoIv07^M$DRfw%PG>whxPxtG6v<-5_)=YkF)zU_$5`o7%gtIkUrNEA8lOd3~2%
zWcRFx84XYM?fJ^1_fD9<f`co__`yMkXC0ghqU(<uUnzd_Sjfm=LZ6I8j(1@k`;xRP
zx4d3X+~2pvYe8zlS`Q)BJO7W%7)&#9&&d9k8GXFWEvw&XrDbMlY>=bd%H#;>MS=-y
zW^XR31zjX4mB9D$#=Ts#SwFgNt}<3%ySeke=2xAE$D<t&+kDY{l&f82duM9qnwZJk
z%XjvQT@rrww?jJi-@119?e$D2Z>D_R#LX-tu!y6owCKyBbDdjGhdh}yL3!$e;E2V$
zwgtyu7H$3^{xsnIfg3_r4Zr?K{^pw5?`CnQb4K#HuKFEHj{mEsiTv6wIDenM%wsL^
zO@hV(2d$l}CyJ*!YKp1Kt{339JZ0$qc-ho)Po?gp4VQzoB`uiycCNO$pfc%VT1;Ru
zPp-?|^4(>jnHM`}m?_MC{@God@xOJk__~58!ZS4Un6!2+Ir~_4r;1|Q=XKW^n3k8e
zz5L?3&UVTx$9+!^c=7L-=*eHTn~%{T;?U08Y^L=wuTNJedw_2eJo)L!^iL+c7bgmF
znEuS_*PjWwNpP|)>qdh)Hi-vWy8VJAwr_cwdAGg2bN>$uwZaFNQeKL#UQ)$bl-VPE
zv?_qPqsT6Cnf(2Tg;75ZG<f_)_oQg9>}k>RI;bP*x+q32(JNg{|Br_0t0lh06#=(E
zR|#^QIrTA+Rc6c2ohuK%FWUR^+JhtVlQv9Mp1!%8$Hk4i+VH0EF^5i}7Acc+oBm9B
zF{NjtsrFW}j_#AMk8a{UZry(PByT6H|H(@oF<cql^B*RxlV#_YTvqP1^Y=cLHH%MN
zy}D@TUPqz6_XiJOHeSQWyQd;+&$^o@%@+P$b>KJq*BJZx_v6E~Z|P*YO<Z#^jcdaf
z2P@Sktvn0mZyxjix>!A{a1b)SY5}`TP$y(>^ig-_{DepRwRgBYJ3e?>9=K=np8XNe
zhaTO==8D*REHAe{Xj<D6&@1(YQ((?{cFw&@iqVVi==&|+zC@v3&)i>!Dci&^u%$fa
z+T^)Gj#FX;Lo}aHn7*v*$$|rmKh>6c=iPeza9_^eSF+y=elXb;eeziU!C~v2<$60^
z_pVb*VGPsl(l}M@FFm(=%cnipu5e!x`Vd~xUFnu7#vh_Sd%wKvWqs>4;-0^M{haJx
zJgLXNpV>EXlh4nxq?hwz`Ep!;%dTMIRoeUGXYGT}lS;O1Hhewthys_?$9HR<oUE8r
z(7w9h#a@@Z&I5s8PA&VInLK~$BK0hhxBmCJT|eENz`Qni{`~9nbli8`NO_WTr)J{r
z(36f;p{Jc|=C4j!cuqJ;JngBu)q%ptzOMr(C@)xEBVOtd`;*apXXpv36^uo18I~S0
zoWFmb>u2eoZp)@*2VYv|@k3#bi^l=QqjKEVRc{?u3taH<uYL01@SiKWEnA;1kNZ4z
z-DmH8@-^EwD7@|r3HzzowI+Pio9({MA$!%mX5ViJ5t<<QW=7K6KaHO>bj9}^?ugr@
zml%A?*>48>w)Ym<@2b`(9lVy@Uvcf_;~cjipN`ml7Tr>3bXA-`?@_9!LamUb)}xwd
z+WV@Gf-e)SS)i-k``y0nhEn&OO^<a?7<wJdTI+n%;N?;k_M2hH%a^5nmA-Lt;oh5y
zi}XH3{@Hjlx5D_Sn_0BU&f8UIQj+V>8JC;z9<txL_+ja4^ZSprju%_EJx%$_`RPio
zxum*{MYYl4j#H9Gvn7ugFsSyc`2TW&-X<v79CGonmu^L6<PB!W=?v*7HcQROExPwq
zr~B8cPupgvW=&5pyOUkMpoQ(}9h;6FiwsnzKABRR>sXmuKUG4N^|n{vc86OV7pr`Y
z^|grGxK3tH(p)=@-(@Ow4Kwsk7jECEvhq%zLzj(3_>;G83OlP^m@cR3oKpFAO!>mc
z7PT<0*1}0^ZnQor{kQCbX1DncF>CXHT*mXa-?cLd)u}p0a-D4Po%rgL;7yZBQ~cLj
zIDb0jsU55u;n)+s;e<(TQ{3e<MIAHuWZqi##Kkq+bJCYp>A_mkTMP7-uJ960c2-?x
zdGtcVla!uGo@L4_eeauAUM%rynRjLHG;NP-w?7vhZ}`3Qw(;w&U%srh>&xPvyHY&$
zqyOn6Y(~?MXld^UUncndz}a%Kw_?*z{CQNTU&*PmB>1U&#6&fhFRK#@md#uqx&VBc
z;3Sh9>NA|DgD(>d>}K%1?vo`Z@+3F4;DdK~ju?xFY-fj%<Eb>pt5YVk_$vm4t!cVe
zP;@53YHbs1)$9ZN&ZP;Tx%8wskn5(JMy%soVeL1X{I7+-?w^(_qViJMZPpcy6++8h
zML17p|989eCr2db#_IoOn(Aqrw+GIBoXfA1AkEBuYubS(AKUMxv!(X`-q6d?*WJCG
zlVQ!VoNVXm_0KgtuOD*S_ACF!!avp*Og`N`6n1y3I{UZCmty=^G|CtC@ZNO}cb2=e
z>i^D78?OEP^Rm3YYkU3g_5K^v_gQr=XVQ7dl3WA2Oz`!hzxI&5M1S}`KiJE1^R;E`
z%{_mg#@qk>eE-hB=6`eY8~;tV-1@3PSn;la&bOz+eS-N3pQH=lyq*8A#JX|+AL&xf
z1>W|5zPv22@7X@*-7NXf%kAsCVqV|xx?lL{pZvxz{_%EyW7pKz|9*Mj-qo+9r6v2}
zx6AwQ{L`Dz@yK4m^QuP0_3-~6ln+-lGJak2Y2w5Ce+}opJ@nW)L~(QMsi`NQ{`+uw
z`2pKSi6`t={Em&kHTk&DfqN6YSoKRLY<V$9OYhhT{!gZJv=kCGKJ8Df<>LK##bbZf
z<2zYXpM*^mzZA4sH}At|F~!a8OdAE4n)-fe3;(Cq{LA0(OB>S+b(Q`66`5SAfueWV
zQVW<>cpeD2ZEkja%d`LAqF9!mzR5N(=Y$(IO=oEG`qRc2^)SqHzrxmD_s#$Nz8hPp
zwyftg-)!OYHb+#trltDUcLD$Z1x5nqA}NaNKY47HE}O0L!Q$lmWdeyRW=|Dwxt?x|
zdBUr?o^O}13|l+rF3YUPb8n_JC2#xrQSN)Wz=F@l9;=rnv1|x?n&_y?uzgq63`Yi;
z<XsC><m}}b3l~4z{7YhLmfM0O@~&zZ7NtCTwQ|MsDkG*3zqPX4gm&3x9R0o1$Lyr1
zTBV`mu1dR`_pRoAdTa6Tc5Ts|UDfY*+~U8ow!v3qdzjeQKf8*ie9JC4dunG?>A!1P
z|IR#`)GFj7)4k)P6K7<v+sQSh>0;hXR7(YY8s}$7WO~jDnEZ!T@Y2%9Yt4UqpZFub
zWNNc}W&Ov+SEpL%^1Yq9>(!1w-5qBd1y=R!n7RC!=Z?D{<J9-BX)h7iS>xYwB(~*T
zz|XmtkMT3#e{!%g_G^X9_UBC^$`zMvL;Ui4H~7w)r}Tc$aWCu13pB;=%>H|3{h{Tv
zCPpYIZ9X>P`blXUNe}ar8j_usucAMyeBZhA*#9?Cty53r)?UA~N_YEJx6{|m0^SO~
zI&tUnF@vgpmpi(jXIQlA&HMIn)f1kE|6d<mZn$#8<m{xBjgv}e_C<Z@aaq07W~+tN
zp{!39yV}h;Gycv|mK5++o!hLoq4maPM+FrYowuFSPH;ussH_o~7jHG=<s8+9;7Q@{
zem?p5+L8Hl!xFhGO<TEHmwb;(ee2Y*YnHe`ONQ_4>+8bmzASqYIfZW(pW2ZXc|Ten
z%5Qx2-AmJ@`l7q*zVKN}8f#3h-828Y@Kiu}*WAZ1VnXY_Yo%HiTzt7E+xhX$b%)lp
z{{Q;pN#x<FcVeErD$yw~IbgWr_1fe#bA#hQ*+uVI6^ayRpAx*j_CT`Qx1!R`&%(CN
zPMFH5q<nvsi;n5()+;Vkw{9uyIJ+oG_~Sc|a+&ERw^m(0e=5mNuvj$i<P{w$`6=m3
z<h{Kec`_r!nQWRW%N5NhubdORCwJzo@a-StSe1<Ssa?)pu%p6d{ukXgZ^O)Z?zh>M
z|CgRJmyKK3<GgZxebLQ7S5|pkT)%n$P1y%V?*$9%^-Hu*#6PIa>9B~J&-1$_M<~j)
z`aW0vl{`@s`QO)nSKs_~Uf|Owefj*SpSTk_Wt0`Ze}1;;_1v8&ZV1+g{Am0nzU@u(
zp~G+ge^iZKlpcQl{YvgE)`J()(?4FfeAC`<{^jE?zqZWJe^WyWy1p=7)XV&Ae5S;7
z?tO#v_b+YEo)sJP%v8@lv+U-n{_r)GM;q=NBtLBLUomrTyurlfS?#N4&Rsv@)MFuU
z?Ux*nR^7P1?H7|ym(eqmxq2Hfp4E1pdw90{nYdaekKH-5+n2F!d0bh&esXD_=)9)^
zde-X>KMnGC<=6PSK5V@R(~?G$YyVEvajlAc#94V!Cp|q>rR!X0d<Fl3>x?~RA4|;4
ztzSFbihV2T5X8r~RVczS?@jU+2hW!o?QxtFu1qkn<z&3ncGEA3dG3yux64{LKL7dn
z`>V}1w^O2)YVVlZ7yCHOzwCD0<ifjmvihYjT$^y`#$KzfC%1&^yPsdXH1|?<Z=V09
zYya+;<k?P4-+5~BZbwtE<APUzMv1+Dqh&t(=P_CLcXd|x?kX4Mykmbq?TFfyIP2Mq
zww;={BA<KH&(0$6^7AX!e#{S24t$(gq5t)5WV6Y}-+g(JdjBuk{S&_}bnoYB^Dk@T
zvX4yP8k>DlYwG=<-uv>NA3wdXwg3CuUF;tx<z2sj<=doC2c=f|r3Gb;JgZJ_^!~wj
zb<4kdI-DwxCH>NOTq|Dp?Pm7h$EJTzXD^#xy>siq{MSdnd}XX#uT-A#Pkwv5UT10Q
z;h6sqH$_kP+c^K{lc@cB<{agp{51Vc$MrXf&u7aV`)wM%lr{bNxv0G=htGd`{M~HX
zv<L6?>P3S;O|qLV`_Faj`|DpG?certwvyk9xgTbKo1VV^L%8H$<;g|1hwmRaf4w_x
zji>Xr=4sEpFW2PO)!s4D`|8COTYPzI$u6VM@g?4S(!BmpVw;_OrY$5ae!H^1^v*Ze
zzJA$nB9yUM-{6ht%k}C1q|dxAj_mmq>-KT=n)c>x-#yGGP3Erq^IU%4`S5@VqR&^a
z{ofVQ|Kn-xHRlC?zV|#az4rNR{P{nrukT-Y$nSs6yywZTuk`_2+jZWF#b-Sc$kE-W
z&v(x4l4$6<mtX(O7FYjW^KjZL_NyWH|15kL{QJJ)F=vsvGL@Qzb+fB3fAy+OmH+T1
zYwI2(x2dnzM>A=%ZDv`QbFe>qkNsk$*es{}1(!;1u74lO5^q#d?`W-XY<gO6al^;I
z>us~G10G-HJb%~j@53Kk;(mHd<vo;%SCjrNap7#dh1BonPhxV0@_*0PwERBuJL>D&
zjos=u9?iKbA9XUmz<gJDzGO`)-^W+Szr3!t)Sbs)c>PUVI$xGn>0y^Q0e^p8sNXni
zUAy6wU7~?$59bP>6v&uYRGIkTx^a=^gx6u;W*sZu__tT$z|>@x)yvlZcYHkW!>NE5
zi>I#-ejOe0y6e#N-k7tAvDtI=Yku?^-;S@+w@9xjmvYZ|f8(WOa=-qYj5;r`58Usn
z-mIG__;|K`!G|38Q!C1E^6@v-?EUKfYu#BvPK8guH~(HYQH4cr-MYzNj>pH%x_4M?
zPt2b6A*EW9)019TC9XYs;QQgz*Z&vzuKV}#YJu<6l`<0@9+n@Hv_BAg{mZU(+5R7d
zx7QqYGL%~u<y|6G_}B6Ogcsc}!oF!<iK@?TZ_-Oq*_jus|MRruzDcb5tGJd_D)IVR
zefur{HuzlK<#~rLHx?MI@AmWGTI`Wu>bT{Az{T5rH%gv_Iy>YSFMK&Cd+h_+Te63_
zdH%0)PpDcIY*$qH^1zNFaVH+0yDQv7tO81Q>|9WC?8i2?cJ1Y2eKShFKNtP*W>w_I
zi|)<ZJ-15F9$I^sBP?N?{A;d<_gro+yf?eTTI}xRO7;owId4vUR{dzkzPFkJvK;-t
zo~?HLXUP)r#-JoYqSSuTg<xG7_q+LdEOU-CU6;5M!2SQS`vPTNnSDDd52e=09T2uC
zX79UD>?vpAw&$nhX{)Joj-EVUvad4kgwcuS>>a%}{X0Hi6+hm3E%Ere>X^Ru;*2u?
zrRV<f671?zzEyMiUre=;dv<1>#x<L*N$&SvS8Ta_?spgeuk<xbwQoP4-aT`-iPe6^
zeII|Vc+3CI^VOE=F>OJWlix@)vFYF4W}ke!PW9hE-MxDKum4#;`@ULzLVkbbe#MT@
zms~$g(*A#{?ET%`-S)*1dn=4Cz4GGqfAqsX>Ib7|#|-Hu2g7f^uebX1d8zZi?}t7W
z^zV4=`gQwhR_>M7NAGP}+PIwMF}LAHpN!1;#y{AW=>HW+o>w*J`TmblKF_?f-&<7u
zem!^UZ{@}B?X>0feLiNlKh>`a`>(|pa?8;>BQHvCaml_kCl?j{Gj{_&S?Ky3#>pnj
zpZgsC<EhoQZw1-^3tUg;cUHwEXR>bkKK1kZ(<k@8`gnfF@A`wE*B3W#{dXww_|5};
z%7N-tx4a)-jtf}!<dC7>{|{GpowzY+^`(HD36CFcob=(6Y^KJd-}@~TemQ*8&9u2+
zbXfJT{-^UMs)x_T8h0<5`Qxp;imTHts~0~GM9uKvHk-(;<+X9rlc%Z;TaJBs+_FbR
zqr;c$CI1J8r7ESfKU{g*Gv{vLzmuLJU(Pf9l+M@?(rr_5>ZXBEat8nTGYs9Tr?Q{i
zG2HXGx!u87Z=z5eqeC@YnRnoSM_b=tw$BTk^Nw4ve-{*BK9Lp@lN%^>JWV&1*O=$I
zPkC)hf!CuVX>XTjXD&FcJ-$M6nc%T^oGb>HmtC<{m6Vw}|5bqtdyJI5^2X)uj_24O
zKAR}K?vu;w^g|5&{_89leYoFl2#K-e7kM<HTwW`^|J0|ZNAL2VwoCjhyC)~<@a<QH
z)|CVQv%0%{3>JI|oMrAF*$`4|o!02Md(Vz^9)qt{FLX}qF*-5L`n*kDQQ74c|6SfG
zBu|SiGrqd6Wb^#|dgE8`UOh@TUvl)v@dww13QMBAPYPbScE|D8R*UZ{Yfay%T@KqF
z(edZdyMOv8I)xK0C)Q0C-hZ<5{*xpBqbxTXZ9AhO8J+dy&9Ps_uZoW^YUcSB`|%X(
zbA49^wIKcTT|T+YH)Yj=5+4fQh}^k6bE*AP^_2A9nskmzub&@gJj?j>`+972v%N0=
zo~i5X<$rYYXm9+S|Eu*&Z|ROx9J9Z7n3vUTu5e&o|I78d<1w~(``$Eas3l)LFQzIt
z|C>6?hWB%RBwg>d)}2$dZb#mOIMEpm_p5K&s#$#IRWiwH?y4wC<h4A-%;P5TkMo!G
zR*4%drKWke<k!B>EV8}(`Q@>a0)~jktGhJbD*yR^BkIk4f6c0b=0ANpr#m?8oW#^F
zB`c*U9#8we%XjuXmC#4CXUsF-aZ51&^!)F(dcQBI=_zep%&)iKb?3?d$ra!7cW0DD
zrY{FwguCXK-ifcDzw+*TF!lHE+CM+@)qUm^*3A0<;ns4)3)?3J{doL#*G|>4CHeQy
zOt|(XP$uMvw9og9|Ey8-PK0Z|N{g*(|5g9LZuiQVf*X4toanClQt<BS$7kK2UVnMN
z(>}c7?~Sfi@^8|2t@^*n{^{}lwJD|B_WNz`{uKUp)%KUER`FY<^<Pwm?yK^gen)ei
z(IfNj?wDt`;d^*q&iLKGUiWs-WG_L}-?zo5*DMR2D(rX7{@+?*@vVPm9d*@>7Zm^5
zHFw>O_enczLt>V!ep<FwM(@}Ez-|9?fBt7WeSiA@dsqFvJFonkX1jjhu3w+`e7<!*
ze&4Qd+t2*`us!eX_xP{3-tWJ)_5Z<N`oD`emf5Y@^+!Lxxl^aXX<F<zo6nD=RJuRu
zNf-S8;WW!b$oJXb?KQi_9-i6%%+=!ab+Lz6Q{r<%rvLiFT3j=wvp(8JKE{T1pQicw
z^?EWvv8Od|G^PF1_^!OH*Z55B;qBQ^6?D(6FMpcxzAo?SpJN~Y8_V$L>ukLLq4-PT
zyVDnIG9GTt_q<*G>yvcU+J|RO{3r{1mR%~gV{awzJFD%hU;PeeYAT(-OGa;7OU+i*
zn3uugdW*EvpSjPSGkx9M?td{a3&Xje)X(h=t=If}ZsY&%?!1@feZ2cG-{13fU+nYm
zzvdXvli||cd;k3U8tJnvf1fU4p1mw5;a}+zX6X&*KNoHFue<Q{<HOWn;c;&AS10J7
zkJEcmyfQPs@{<0sui5vvYv*bf*?lTB3@E&>bS=5}%~#R9@24Dl=G^uBpZoWv{+m;|
zQT2L$ntI!3y%*`No*o-p5t?HWT3Y^JJSu4Vn!k^;Yr8F!Qtv*Qn|SwQ6^oqwE?2c_
zzkgn}RDM{JU*z=M?eFJ*bMoiS@o-wVGUWe<FD|ogEkF4)-)?p9mh-kB-T$<Um*3qG
z@`j)Pj;{8vf74Ar#Kj3-`lP>M;=997VxQ~poVbqpdF<c(tZ(^Q-^^bwi0;4h=KreP
z*-tbM7d|Y{y6MLpTUxh$+TN|_%76Vl6sRk|{a?``#qTG-Pd*;+X^~>{_?_#^{7Vnb
zUw-J#Ufx<bKdGfY!fK1fyU)`_`FS(99OZ~FJ@#INUpIK}!#n@uugRX;(VzbC=iEmN
zw>Em${H*=>VQRj0QQv%%|64P@&w0D&YW}SZtFsqbl@(Wg`_Fjx`VPpURj>nN5C?{W
zkCOqPOJitmX=(;O{tC=BHZTUAcn4-f&Wj2GUyDh{D_+5Ooq`TPf?e@y4m}l(6C?n-
zYR(*V`W9FP=%6&vC9W7(yqbefy#g!Y)OQ14XlDRDDhs3>WQZl~>@1LgG3dl{xT&1_
zZYCfB&>1~2GfWkrr>VjO%s>LjD$Es(A?JdDRX|+^x@nKJdt<>G5jVmbLyii9p0<P(
zgP`;KkfI6o-c`(-T8#~iLBWVq2cDZ+4fMdrU-=SsBdoE3F(@3#u?Ku3p0AGr__m~A
zeAmtz8yJJ)7ugc{H2{Qfgf%uW2FE?*uw>YkfC?mC17Hj~Mhq0u(2E5@XLUhNXF`f1
zkS#>HanKyOW(+#73hXVCPK5*==?}_ZBjrX|V*_wNA;m597&*(4bt9~?0XQEZg@apW
zPDyH!g1%c$Vo9n?D(L=X&@sF|sd?!o84AV*#?TTIRLa4srO_K<$-fa68lvDBK)Dgt
z*uVsoBf%1oiX3rM3i5G+xR0ka0W}0DI-b%5R7ZhJ6G$ThTOkRyg-BNpnqtxfRF#4~
zMp7|pX^ih=O0c0wAptE?M(p9a;M9W@9)yY(6HvPY+D<|$S|&j+o3?T7yS=bUC7{Z|
zLpN8I@Au-3whX>L;+ZWP7nt++Cu|OjQt7DMX#ZJKech|%+_Og>mD{giQ@bX)+P3HL
zS?vVz9a7ST2e$-X_WBW4`+AW@$Lz{E3)bhFySN^V_#?RJ@ssp#Tdp5wowxYM+3XL;
z;%;6Jzsi!AckZtPe_4`e$TS~kajm^u-fex`cvR!|6{{m>P4b(bP5fwSoxn76vb1T2
zMC|GV+rM!IPHYL?^hhR5vhnKwM>SJpt-ju^@|mt^>-o*IbBZFTV~N_T2^D=R!HX_C
z8QCj#wj{Z$c$ylo(p;J5X8N@AMZ=Uyddjgk#7=$BsQo(QzhzxX#epp?n~wJVDNxaS
zF(K#U6uy&<Po5;aO?IEZtSso1kM^ByQ)aG<TRB%Z^4zsDk9pl!wRcAU`%z^4?s16u
z`@<?9e?8!s{!o(pyYw@*?JK4|7hkHh;U2iR01IJ6a|ay$;P^5&F$AlDa12avw$+de
zBBT>&K_``>-`r#ZYD`g98WGWC1KR?2Hoh_w$*F^<NFuN0W`Xy56BCf3NWnp%NU|IW
zhvk}pk`Ypv5G<Ckw|FM_W*sr$Y5i{3I_>h&2R^e*Vp$FwES=z5pK*)XV%sDssoNIk
zl(w&b!xOyXKwJNEb=xEQcZ1V?S^mk*d1ZJgV-4Sq9i|#BjOxiZSF+@W><RjJRmb*m
z%De5VkM7*OxN#fn1NkL-hB*Zm+2#*qALlzJ8<aI2zP?obUHJR@0ypV}2~G{iCaUfA
z_^*}DGB5YI-{ibUWh&?6k3WAVc<Rh@+ukB6anQx8>M6O7stanD3GuA`w>*4zw#3!#
zJS%_iTlj9#3hjw2s?K}~NMH5Z$9L!Db*82Bs^?BHTjG7^(P~o`uX*REDlgw~?9tmr
z_kKR{dM|FjyF49SCSWNyKmh~}P$LtRkqA?q4H)n(5Kj3yDWJ9`w$cJ}?F}UzJX0dt
zE?`^0E=MmdP#idD$_T`T8YDGaq7_WRi5`B%n>pyJ5+hRuV+(VISOr5%1!GeMQwswH
zV>8g@ZiWU5W~PREphDk3!PFdd=?Ewy4HS&Qx6y#umc|AO=HPqW%)p1Bo0*y_m>Qeu
znJSoCnktwZStytrA})k80$mYepkQKdu3&0zpkQij0yf;#5On8Btb)0zg1M!Fk-4FQ
zg@Hn}f`y5Zf+_f769@^i&%^+H(TTA+*vSxaQ)7^^SZ;y?hZ0h(LJK`?7oQk`FL;6^
zKqBsevjDk5*U-X1!O+meSiutPW6*81`k<DvTV_tGk%A#O)q~rXAVJ9a-zdom*Qwve
zM4$H!PTNR6Bvgc%;%Hf&hF?qYQi*A{yAY@1(j^lkzAT(n$FQ+oWTnLE39R+;k7q9l
z(v^JK^E~dn0pICY0Wb5C9=6M-_zGuRuhr>2eAO!{eOHOqgQk^!e&(OzZ<?!d%-u2X
zc;_##?amXP_q5J`S2E|#nXqcpIWILi?ypt4{gOMncIwv0zp~Eoe_f(3#_D=dWb3(?
zTMhGl{dK-<DqVV~()?`p@}H+I&bH0?a3-)<Mx=My#1!e;g$n(5v?A(CR&#i)u77UR
z^ybc~_s4#Hxv|uJVn<hN#UssU3uHBzZJW2vJ8~^}Qj^z(bHP04MdoqZ7+0uOUtnX2
z-S+wDy;ZmFWY>H-veW-D)7E_t{C;$agdeu+d&m3Z0i)xRBN^(VJFJ|!ew|2S>HjVw
zuTyK#YSUVyoVRt+uBY<)`40^pDz{!cd(K|MeoJc1+-1jS8#PCUoc_n!V7T@$j=~Wf
z^x&v6HbyNRLHP?Tfwk-*a1SOp?@`p6G6hwG;AD!sZwI!8C^rtCA`;Z%0eg$oA`*NL
zW-RE+%V-7ArI)b^h87A&7T|(07JX>Y6l4uj$lxhsKvza0syQM`nZa_~Bshg2`H^5L
z18N6g_TK^yW*t!w*!x?w_>Qek);B38)w@o7cc(4;%dmKINJfa-vkCjx?^0~#TVZp*
z`f+i^ZQJs5ZV%o+DeV_@d(HFkQTQbeX1{BOk&PRz-mQ3371sC>(n#8Qaq}*=2lAb<
zO1TA9Ms){_ALpk`STp;<m#g16zh`sUTP*HYh`8Kv(6F>B^x?WRmbjeh=Tz<;dppUd
zzU#cMLI~?=cd56$dXAYYPt{VkdR%q*J84zoi!=6h<-Cjkg-y8{q_$Py>e?0Ge><0&
zOueo&IoEPsQn>w(KR$BDKeF!?TKXe3O|{%FM^-MG*DfVIZojlf&1zg_04QL<0cm7x
z0agR%7#o;@>NYSNS_Wj66bGahIp^mV<maX4l_-G6?Va;;@{58C5|dLE^j%WRGLut-
z+?_xv3P*%^q-LgPlqeXPgKzzVX9LgN#Pn2<Hb{Pt@K4H0O)dcmglDFdWGI*$f^CD3
z^qGN&k01#j*60J>SkM_Ra{b%a`s91vC;b=u&v9JV)|TgRp@X@3freD4mlDS#ox%>c
zqaB5E2Mn7SP5AWNR`f37$YK!*5D?t(c#6bS$EVgWe=iNQKl19;s&|j(&E6cY8}{|>
zt@8JFv0v_*mX`{0urM_`C<xGoI%F^CKkv`a7Z*RvsaJfj%|Ge$Dk9>^h94r)eBJ(9
z-26omH9?UT6AnKLZevZ}RqfoY)nK^#Yd=B7M~gV}7c5a+;=l3fh965deNbpWsy?-q
z-BQOcHDZbh%a6K^*sO5%bZ&Sr-c6jQtclr~l|iAUzmN6C&z+TbZ%xUxMYCF6`MUi(
zS?^od{QmZuS(W$RKU>ysn%iW==7)&MJ=yT%iW2+bvv+rYm$&<KSM$+i_4-v4f{!0k
zYCo!;e9)W^tSvwAQUQBlx}}cY(P@VtO+Iy~Sw?Jr)RTnU*KW>8bTwV_$^VV6<&S$0
zZ*Q;fp44XDVRbt3BZ>{zbJqk~Jd_HuRR6X}MwM3<Q$@P{wLMv{uUKd}@Ea8+^*@NH
zS>z}6HaGWuG|#=Dh(<k||MQrBBSk^h#Le>A50+-WGt`~jGx_!P{K~4To7=y<yzIWv
z|9kI)+uPorJ8S!90>`<7`@b03*(qwAc=Gn`<@NFQGa6TJ_z;rz>{asdzU+@X^Y0&g
z^XBckzYU*sN<5k4(v}|kW>Kp7Pd{Ma5^qdbe&_d>nqO~M{{3A{`;k1)W?yyxd4IoL
z_7MLy$I^J^qD7~+$_LDI^*p@NQx-G0s%$e4ILx16QT*tLMt=VM%FmY;EZzCjv*^>F
zi;I=_?Afz;QPTVS+YddMF?H(O*RRtJSajm{-1&7~pwil?$jQMWAtNKg^JHko&8^z(
zacpc-iZ&)DTcX}h;_+};d{s;$Y)u5KNVDRHJ3B8uK7O7@=Er<NWj8UgdAmwi+u7Bv
zIw>L~Bvkh4iT{Rz*t>sUyoh*F@axM==Qf_w872-%@9+KH5D_pT^VF0~JG*_Io%3_=
z?&7xVm_Psj)6>@zXU5m<ln^w$mSS}H`QEa%vjlHmxPR-Hj#5%j?SE<WJTs~0=4Rjc
znu(W^JvB1}E**FsoMWkDw^GOEMB>Mlu6^xG7?W$AoxPJ6i>B$t>DbrqvQSmMn<ZV7
zs9|4Y@&C_HZ-avSdvEh7ru_NgDIk=Tq_&xv*ZxmI(yc9$2bvZHMc?MoJrKJkW9C;|
z&*aO?bPYCFe!jLcczNX8Z<!9aPM+3onYn7!?hB$nJbiuR_tmIwX^?;6Re9;hgJyoc
zm>oRN7S3PlZTxWURPFt78xk%yv-c}n-q{hztUDq1L9>C9^soAVJ5_9JCti`R3F7DH
z|H1wD%xv@hn>M|>J1OYWf+daDm)}5S`R+M+p3H6$zn6Uc@bJBXQuP0O%MVH=KCml&
zl|Ex<$x5cCBY%E!xA98vOF#c_&6=~4lHG5sUteDzUt7ERi;;D;G|$tVdr6wcGtXT6
zuF|U=o)?j;n0RN$$FSW?3^Oh$lpSOBQFgD2(g|l`Vp2S?LC&rBQ`kI{Ha=Ok+BuJp
zpZ8$Xi`ANb?sdb-)2C<a9&7uzeqR*x$HV*n@7STaL1GK@#^X4gym;Zl)CUI|FP)Cw
z{_6kd`Ho?`B@(vso;9d>{#5i3$L{R#b3Z>%7Z$c}X5F-TyO-zURj<y?wdQBzkvK7l
zO=a4pOWF79c3;)Yj4_mIUbAh<!93ATwZG*wGdCPiXl2pNbZ9Rv{T|7`J^%XlEjGM7
zCQccNy8HIkotoSxvf{?^iFV3gj`bX5`Fof>@pI0L_9w;v|K)%C+x&BLx_(O9Iyt)<
z7Vd<*YF<)POg{WV$>EoEGY^P}nf?0ku*PhE)z@7wFaN(a^<&;85AV}Ie!c!07QI5k
zEa%6$xz*lY>wf%}mXeB^J$wEJS=J4E_vhZui+J|q<7Gj?WN)u^eNs=)E^_kns*1Yh
zG~?rk4?9X$${c%r<HnEgs=Ygl_utu=tbfL5t`)D&L7pem9Gh(v#2rf#-4pA6K7F+R
z-&g&&o{Lw$6ijI|POsZ|>rnrZ)`k0*Efe&)RbKb|o2|Wlec7RtZ*HEPZJuAdecm0l
z-l^K*%a$xD`CH0<Yt@Gj1<eO1Oq+J?=FjV<SNP>@W*8(oIXE2n^78WkKcD?o_Xb`P
zxP+R(=6%1sqik)_pC6rW$p%N*IwTGDL{)o9iR({eXOn7f_DxKDD8MjHKc2HWx$Ik6
zhKU4I_?ie-?|;9t&o1%2=;*lY!w16&ybD;Fm~|Kye?BwQbAoV=?ehZ*_~+`x?D$ga
znf(8sa$MZKcD|>Mt2%pojis6wOkT8Te_zs->*oG5jd(>4Huv|h|F(qDIQ@Ja2QM$P
zsE7NdRJ9K;i;DPC)AL_ns}Bn^6FHT_)!FZ#Fn`7EBk7kkG&Ln{Dh#}(4jw!xDk^GV
zT>tOSojWlzJUu)#w6vOL`p!068@D&gvwez5%NLZ2!TmeO+tNiI<?pI~eR+9fV{-Z1
zTdbaoSFSvH{rdE+@jHuDwX{|(Ui^5nzg?oW`K;NqYinvWGCw%0Sju%IolgAdnOeA0
zMzuFiy=#g|+Sys5K|w`dUIcnbJ$?Fg;>3w-_AXp_Fu}m4=10Mk6BF04esa6NuQt@<
zgbFXH`B2a?+gv;G#ln~KEe~#gf2j23hlht}&YWp*c+#<}tHa+;c5`rW$j)9}d+EoE
z#r;!Cynkc3{kKWg+#B6R>+UWWl$Ms3k&zJ+di3<EX~u;GSFVKE+uMJe_V?oC>+9po
zFJ2V>*P(KpIS^7V>P=s~<l<|W#7S)|+x!=wE_2I>jFddHWcl*^+uL~4mif(%3J72@
zo^75Vx2Iy`q<b2f94}Ez)JbmZg<1Wiu3o(=C@9$2*jW7hTyB1T`?O`tmU&KAlk7dV
zW5<s4^Yb)c_D*V>fLdp3WPY&<+_U6iQ~*Z8`x|lj=DlTw0S$5~PmahP-1uY3l7%&%
z(*;VW9e#vj|GL|@PVaU2uN$4TPE5YD)ca}euP+nx#8#zLm3y?xZOgx}ym!jGiK^#=
zbdRg~`|CF=DrlTYF<^0XKYnjt?Rxj5xVXf$XIa_)=V!ftW~{1u_geIUcKNy!a&4Qk
z!_Qq?Yn^!M(dRQWi{HFk#uquoWX`NBf*4Nl`@dx3#EmM7iiL+-JWthrn_*&O!}kAI
zHgEOH=t~nOIamE!bhLYS|FgRte3RK`=iOWL^4pZ?Uc2eKzh51fuMax3XvxDXOZrx9
zmJyo|Nk<PI`MUjei>%appFLA=X6M(`{#|-ufupEs=!T#2($dH8ojrGN+O%nm+-GKf
zZe71VKIKWv$H(fM3U?k~vN7$f`D8WM&C@S&>`OmiH~FNDNJ^7mRFquw{m(AfUtUgc
zI`Z~5@9wgvEG#T+Y*G((zfG99(7C;-_d!CihsTYr*;l_U3M$ITt!4Y0e`CYVtZFuG
zpKshZxDTFQw#<EVTJ5{{`5j$dth()<&aVniOjvmG<mW$s{v7X>uK$p5Z-(Lgs><G^
z{wQtz^(`yXj9Oh>diEAPEZWYuP>Ns9W?I~{Co*kK2M%#^UVeZ7fA6HWPpYv_S0ee4
zTa?SiEay%>c5yN5!i9-pw-=uk(~o1@ne^g9Vri-G1tCGhWjl7He15jJv(s4K?$6(2
zy|@4Vu2-6D(vWS|zA0HlCo^VO2;*VHYNc0~md<=*m}{%X`|Z!QZt>H5_ts`*|F8Pv
z<>h5%{fOc8^XKAGxxeEQHi=K|o7eDMP}%L?j*r*nMB6=+|NhEX%sg;<b$EW=my5?w
zO=h!bEQ-wSubgX`JnibV#g85fN32yyaESEsUhkN)>HXSWzx1NrX6@OtM=|)|nNLr(
zb*E`hF`1(OQfSe+qKKL<U3lAi>xq|hOddU6o|c*#oqImv>jw#*+4okid}&?wrZt99
z`uzpF%A%UMIKgN+H=mhH61UF%bg*yXh9wi{?#(?hVd0w=_70Yun)im8G5c!nX5H>i
z`o89;(d3h7rlngum%TkT)7JWC+?9VB9%bLk>g$<Rl-fO&&CL9Mxm=2q`t7Nfxgl2g
zf^_u*o$6)L&d%D_>y<5jtoOIdxltfCZAt&m(${*w|6RT$_Up$Fr#`FdYe`ENtFORl
zoi9(nv|@F3i(=7_4}u08`ea`Id|&_H+Wfl#Prb03Pt^Xp%d0}O*KR90X!c|+*CaNd
zHxgXlQnSr!r%#)9@K&P5zVh|0x}22<vZ@2Bx2x}}`~5a-_maY+89Yg+jV*t-pV@TM
zF7wXb+dSUau9&Qg`MGt9NgKcXz2Hk7)9nN!O0_aKh`s22+mh(XyyW-y|1Mgm&(7ZZ
zhIv!wuP-xm(!2kL1QnIOy~TU)p55<nvbf3%zw=8rW?r7QVnxJD)t=>VR=#F)R_OWk
zM)Otlwl^L=e|Xx?ty*Qx%*K<lT=j$sZyC?h{QLV1xT1AZmEC&w)b3_{u{o`FU)I&@
z8yec%k1zFpdVxu~Zu=6($M07J-YYHrzINMU^$l<HL+6<E$yl;Qh21{a+tT7PLsL)h
z=YwYcd%jW=>Jz@?=hl`zKK8cm@2_lsDT8FA)(vM0{`|<)*U#6?+_J@{w?iWPzU7tU
z$B&D5aekig)W~RBz@-4JeSqc9|C%WHc^nr^X!7{*@wj~a&LU>F10OyZt`T%Q_T<Tw
zhK2*2!fLFnGZTKa9ea=<EUmrNQ>u0CHc(DE@TX6<x-r{;<;<L!NBElF+}SC9?Bj+F
zA6mJmmw8L&{5;^Wc>a8Qo%<I){Quqv3X6Gc0Sfp2e7Rhiv1V;<PtTkKeAi~2ReZ0;
zds}_h^VhG<3zM$AxG1RSDHUKcqp_-~H@<GCM&bY8_lrLm?*2M|cD2NtgOeT~_g}SU
z&0-vddEfTx7CGxOCHwz7u9j6WZM$}pk6onv$e~A*ag`PKCLP<FeN|8}`DWzY-``|Q
zw#)Flcu9Ri>)S3Dv%EKnEzVNMPBT*@{*tQ8+@~mg=&Xt0N)W3?FR8tLOO`0|dr3K=
zwg_=+`MvR3sQd0?j*L|kCJI-x9Dj8AE~r%b>bBTWLnGt)xw#*VOii!ezi)q}?ecPe
z=kB9PhBJLG?8v)or79bQUKPe{w=VCswTL~f^7zTGuhF%?zWjXDEwb`x(oQDbH-3VS
zj%t$gzcnj=QMOH<>wEL&?YH97^3oq(ap0LEsO;vHZ{X3^((><5v1fmGXz1O}zP_!u
z?ml*!weMFJ@9uDk*=27}C4M`gyPMnH%j?(9;_1)M{SA6{*>cXTS#lervn;&d1fF~9
zxp>PK6C<Ndn>T;Hx;p&cy?f>F?lcB`{P55@lQHA_r%zcqIW4J=9zE*n?w0-L>FMl&
zT8&ky^*T1&xb=O>$*epTHBImAmk$zma`(I|d^OGF$^4D$tTH|PK7HoCnfyRR@BFen
zPv=?pYRmSVSzc@*YhPz&T)dSlslVvmjpY|FUSzDFJ!_VYt?k424UEh}LP84pIX5;u
zJUiQ5z;)5$#WyGY{P}a`%9VW9OHhY4mWx^1PG;-b`SD}$(%C7qd=!n-&LllH-7T-i
zbM55G&k3{dp3c59%k;iSjH+ky`+Lm$_SGpWCUSCKj=W@1yv)Mjf`m-YEOY(dx9mTD
zC%%4GF25~rzRb6`)&kPf`CE6ZFW=IzL{E2r-Cs3%`TG|aD=%7{EUU)5()q{kgo8>O
zp1*w?98#jCrB!yMW8#~e#k{<0Jw1yTSU5T^yL0F8-Kx_kB5J<9VO^=Csv3Uy(4n)>
z0)DuJufG@aY3b{Nd2B6Rb$@>?U9#lP?(+O&J(B%$wpBkrrG|uDS?Ju(#mzl=^5mOI
zV%@2qo}4^arZ?FHGzxV<G4I}*mWA!UvFkjfg7WXGm7Raf%-(lq{(L@t{TPk8#_E;d
z-aOe`{r#|a8GnJq%EUW0KR#r}#wP#&_xJtX?3Wwo^V|Os_|$9?yDz5jciG<y3lC>y
zzmHsde$k>ux#tsVxsuB>Gc5xWeB{mZY|b1gsQH*Ac_wCW)#3B!@9&FV&?EDbbFX90
zi`(1ZcM30GD7cABc@ygat=}S-yt|)n+P{C{%9Fny9L#r17Wh$r-9U$5$4tMJqh4Gu
zhR1ky`1-FOKW66rTf1pf+Jgg)7dGWYrj>m&o3XQgzv!Y9>-XQ=^q$x5Q2zeEdV5=>
z<SZxg8@Kbxo;_>(W8b6w|Gih1T&`lhsAOgJ>%qb1pwlleFIOxT5fQne-n(OmMSJW;
zJ6^?F)Y^ED|Kf!UkDflgd+XPmhg!Y4x%|AU*_PBwc~4uDaQg6$`p3s|&E6NxKeo`h
zGI+UP^5^RBat(Rs=kL!kYu_N&z4Xk##Me2mzHKP|T`M)g?brAJPi}3^YX5C=ZT){U
z<z&w2gs-nk{oY>I(6Y+iD*HOofBW>V1he){pRE!;eUeK3zeM7Ny5UFTmrHdMp76@q
zq@0_h-zW3a(Mm_verM@?x7gU&&`{CY=TDw&+)()GiRZUZS5^jldU`Hhy429na7}C9
zyaHF`zQ>$%o`<ul#s0j!d{k}n&YeF`?)G%9V%q(e;jKZYjNKgmyPJOAxpVk}?h@_^
z3A#F&9{kbi!Q0!{-d5+Gz|CiNP@(SCmGeQDW>^}(yt`y$;^DNHJ3nV%&nwW%+_2c=
zLT4`j8TlYV2dN~X?46~n<yNVbe!W|6{r$~N{k<uvE7z>Ky{lBbWX2pD|C7_-U0V_u
z6C)!hcQ5bolarG-Z`x#IYdhbz`r5^dg5u)g5fL}8U1QVb<>g%;zrU})-@fn>iz=@l
zN}uGieWrsD2fzH}Ie)IZYOM2;GEm}|wGugY=i0UOj~{~<-e%{QJDeo0Kke}DZgG8i
z^SnJ@-?y)g&V3$w%RcAsul=5jH*HEg(7+hJ{@$LFl}SfBCVqeaKP<dlKJA{bl-Oxe
zdHMJg1{-`bGG=&Ba&tQ-G);2Vs&{;HHcJ*Q@_NN(Csh;lQguq|uP-y*`~EO|-u6Lk
z(G&0T@0C*0W;q5@y=s#)A0O+D-DWHO;nMy4^=D_9<}^;4B((Wvjsa-s>*Ke#(e0Q8
z`JBA(mnR&1(bjgY-~Qi^Bc1=FL{)lMt+IA>RQtI)=JF+@HQSgq{{3UyY*}(`&CNGG
z7dEG#XJ?;%qjLG1OIN<z=G@IHpQ`OsSNG4l>`m(1__~=^SyR6M_$XX`XE~$s&6~Gt
zYyLPnyQ{0H>{7|Ra^1ZC+s)^UjEx@(-+WKF5r6-bnnw50ATc4KG^3e{&*xZu-8@Nu
z?z=lnv39Ebu2i>d+h!NNDdp$hYW~E!$H&fIx+${f=bKndFDXCYSD1s5>RFdI{44#N
zDQ3OZ$gXbH-;?wA{KQ&o3R`4exO+l&lSZb6=}P5SI_*bMMjXH$=%7mz*j3RpYv839
zrAn&2l^A_RGPKP38*%yPD&NNo7;I0R=(KH0{^;rH{Bx3?B8GcnwpX{rad2KYI%%=9
z?r+$9yV`v}lw7kmMyzw--u*u`V1nnd^zDjM?>>BWcjc;Ae7l{)<KiwJ>z!RK)A9JR
zu*2!wx0lE7uX|$`+uFL^$T<A@Q_+3?ekZp;MtY~1++oCMR$MmD<dJ$}ShQsM7ljQ=
zy^U>c*u1|pOrI&D#+#Y+U23Xi$6NWi&jS2TniQu6xw?v~@|HJX^sK-5NX?rU_wi%!
z&Db4lw=JJ=W`^PF+jmb)p8VXA?ZYRjt!Zb?g|;7G!uZ!`js&ahuV24ZReb6{JTRQB
zp}W^C<wU@YZ|`dJ+g?sHS@L`f8|%zvJ~N*^emr}|kDJ%l?sn_%`|$bm{+gdwI-gJL
ziz_P~o8^-xu(xdOt$o|CT}u}fOny_FcW1}V3?4o{vzzY^SKfE=be6*yZCPG?>BLFP
zIg=*kZRNeQIbD7K?>mz(T(~$vGVgxgi|gzE&$Z^4_+IO|IDUVfdH%IS4)Rh`)24^3
z*iJcevsNkyHlq6H#YOph_w2l<ryYvc4zJq_s&QFPK0MYdm7%F)V_Nq|<@dch$e8Mr
z%{zZ~wzsqYVNL%0?CknAYbO5})5tv0j1hPxep0-=x^Z#$3|RDIc5GSj;K^>!<dc&`
zbAC=#w#~n@<LtBh(@hQ?Iuz+0bZL%l^|x$)Dd%>+<f0GnK0Z!gvrT=$!QIpKrg}dw
zJ-{M=aG&{wrXPv#jrH=lblBcHl>E>Qz?QmS&M{fDt=K5H-@^QG*#55N$D-d(YMUaq
zWW@r*Oam)#sY{!~9>#VrJ(Izc#Jzos&DvGFlJDQ%QTX`%{r_k0JwM#Of4*(CqH*!p
z4-b`P?2@KVYO}!@sqy>2Wa8{<3!56BqEGSa20Jt}*Tn73`}t|Ao{yBTZ@+@^9Lvw#
zTXOF2J3cQu__BnwbpHF#-`-Z&)&1k;U29-pUH0kO+32VHS+TZ~@4j2E*!$RkrT)*y
z<LZ8YuCG$a3<<r<$z^0Y+r)3a-nUOuTT@SeD}JuG@pas8-*albGc2pWIb~$bxF{ha
zXt-_BBCki!p2(a!ckkFU)%lT;H~;-(o2;o~XSZ<SLf3!M3$V7ot6RQV1#VcfvF>k`
zGRvj~3+7svAM)-#nq)Nd&)>h-*G3-~Td`^t7eBwb1W#sW=G?h+r<hnMPLknwflPYs
zi0K23UAcNmEnT{F;>3v)<m2{MJ$?H&Ha7O{)2CN&+~CkHEG#^F^ymhkf`S59SJpFU
z=G)twn@^v_rtUK7aia!g+G_e~P|38&!;|>}qJgSd;o|PT`P-jAf392!$@u>DYpQPe
zx|q(cuA&=?SWC7=37*Uw5)ZdQT6-d5VruH@o87vP8dZLJ^6As36DK^bUAk}~!9Zfp
z+ZeS>@NA>=ojsA9&iuar&v5RmHD4R9AHT1sukYNcQ=9yy3JVLv*T-%3mttgO<lDWd
z7NhS{E4A0}jjQGK_m@|!UcGwNs-(}BmX?#%e7ib36ZMxaR<En8!_va|8*%yGvmZ_j
zmGFtNU8b2L;^OV??b~k~RDOE0Xpxe?|M|AIw(INTj~_oi-=c64>X72u#Q7K{!S%Q2
zV!fY<Wz9^P6SKeW^<jQ{9xfwR_Srmbpw8>vJ&~&~EH|+ztKPF)=-Sclr*Fg_F|+?m
zKhiPLKv>G^me%h%RjtYvIqUE5y}hPsh2ObQm+fl3dbd5L+!kL<G0MHOLojaIlqoaL
zrZpejkaV<bd;WbV@6ysz7Z;a=ga>za7AsB&xb&dKqsT@8GNJgW2-I8HtuHovn%>!-
ze*b_MmsOQ_luS36e!|pbi&I2VyMMXx-MJ<)d>Cc->$OWh9_F`~;%N-Kz1Ly6|NNJ)
zUzh(bJ3P<!x35}pz=X_mbM)Wc|G#$U&y#B+=d-gP{<g95_cz<H)c*46YCo4K-kn<V
z?M=#L&6Fb@6Bo>zV#5B*(`U}l4-emecz0{7wBxM|p13^~lGziN?b&l^Yqq(E{_EGX
zlathDpH;jt_0wKG+g~N-6LIvEcgA^2y}6n7=A!zA6HEt|dW$9>t2reXx~(Mh*{iFs
z{pS9XY|DQg|F}YUw`#@q<GZ(SvwQumqP*I*)l*qTh38Mhwf+CTuD^6C+kl_(Sdyl;
zhQ-VY6K-7kBodN#&ga(l_X}$CKR-LWJz|}QzT(m)OO`Y%Et%`uJ<akfj^eI<9-Gg<
ze{D;aSb_&lmK^-%nv$L`ZIq%BeISA3$D7UPv$LfYJ$z<~%$>XU>$SC2udVyb+gILx
zeD|%Ws9JC8>3vDx+W6%U-jg!V`*U(~y0~7<DbQTh_3QmlB{RAB<&*bMfBfp|?89xm
z^Nmy!e}A+6`t^VDr?$hL*oww=+xzBuO#X7_n(yp=-rlDZdU<)*mcO%Un7M43`_G@p
zgM%+8%Ct|*>v!6GYm(b`_l2I54=p)3?`7J3b#EzdF`ZjG3XQWFGr#48nK_!wvbElM
zn>{ll!?H-F{@R+Gb#?#l@@+lgKgHyUBSzo&j|y-1(wrk56SwD^A26`ZzV=*z;nOEB
zVIiU1#ovtM<M(%qpZ@A2RaxnJ@Sqxp#M!g{4oBy4b3S=+(B}8K&6~HUrs%M_M$|nx
z@PEUMB?XJH6_c0W)=BYAX7jNwd&A4YVIsklcFyP5@16@cKU_-TN@UlcqSAZj%+=`a
z@3v(5Nf~Ue`fAmzc;Wncd)wNHfAhLlthkXE*)&%$%Y<#F&$ImfcVAuE?tra22Tz_*
zt9?dBla356cmCh=UrcNxaNqm%n1?FwpZtE`KhsCiEx90JLE+zDzH1DvthTLs)wkz-
zp7X19v6gQNRpje_EIcT{V63V6^7*;gS=QgZC8r%;x$@=3<@4QEDXa>+a;T_NMwNHD
zS}Eo*)Meewkg#i&RaMunnMLLHn-;!$`RcuN(A)R=tLA*&_wvWb%QI)L4iyO1&Pv?r
za!%G$SzBBCL|f?Uu!E<sTnVYK|1TizH{Xs|SFHPJijm{vU8S$5lz3pIx?QTERCi-T
z;{Jb8hvVXQg~Y|hW&X9+eRFT_><JSj<m}RpbWD^s&-3$-PcdQZl{TMe>k{XA$)fU;
z&TVDJdU2fy5s8d1A3y$l*e<_#QPRTmYu4nf)_tg=dbV+but>_Ov$l8EZtv+intncR
z!V@pAb#1M!v(GLR6ii+pw|C`|c~eXjTzjO=*X`ZAckyCnD=Vo*tSw#b{PJGhd#b*k
zI(>Te#*G^{Z#LG`TeoA!4J`G=^5+*PPnoi%{{Qd$3l}DKi|e;PI4HGriDA)_^xE3b
zz0%u%e|Z@kQE@7(`rnC*i&?`$JrDo79_)Rss`|HyS=7SwjLd9Krzfdu-*EPH&`?m=
zuxQb#ecL-a40Uz=Rd?RpJo#qw6+W3Cb?@&nd%g1XT)b@AvPFxU&gw^QO8NfoE;AdC
zhlfYQo{foz+syOtO_?^$i7Ao$$@AySmo2k;GZ~{X`Nc=d;8<wbwYRsXPM%@$d2zp;
zUD1;nSM@T_%rNZMW%FFT^JnMPcQZ52sr4>eblG5Y`TKw8?S99+68<;q?7}yD_-5?c
z<M#BasAsIBeP`!<PrHZj7dlrqv-8h1e%`I@UYEdm<e`hFvr}#D-v<Yq-{0A3oP4au
zy<cu`%}*mOtydQoI=8mAo;-OnM-tqYNNJD7oaD{(e0*c0a66yu)VRF+`_$FaHeJ=r
z^f+IWzVg5-#mo)r8=Wq_xRze9;pLy7r`J5awzg_o`i(D;&j0yms+K2Qqqo0n;+s7A
zx#miBRo=E)v!wF#-|yLD^ZOWRbn}&lhQ<bPi{xCH-sX4U^-|EL%j{h-6HS)f+vS^n
z?vG8@l<#L}n;QK8@$qvjw|IKmx~57G?h70%6TZDk*`~6D$&6X|!oPids_*Xq74Mfe
zmrHw~f9CL+-L-mATfTJb2PG_9#<p!o`<)$ux}~P6UQW4hZGWE=7EXWmRP?|ZfBU~l
zX6+|#9I!sP{rxA?Rcqd?7cT1R>Pq-`ZEdu=|Gbp9%l+nhd3kB+>h^YaChC@aY0*|X
z`OyKg0-*c!(=U7GAKO>U&cwu2Tl+V`%lmZ2hX)%&Z`$?Fm~ry?x!9`h&gtJ_o$dz*
z@84H=dvL?8*!!o{wq4ENIHk3vWv0)w3l}y7FRu#=^1rqG;+;D-6(1f<nk4jX)2>~&
zE?@q9b91_^tZZRnVQXt^Zf@>{OBXJD`1SSmj~_pT)%`56q^lQl3-|hoXlCj}Z(CFU
z|DR$#X!y?3($a15Md*-(<O#*J%{LPa)<kT4^!E04T#es%3|Jea*o*QWQ-1k>?{oz3
zPB>+}ar=`8)yr|rU518ke}8Z9`<xpGOqUe-y%DwiaqMArd;a}@x?WQ66fnEl-lv5n
z@)B-eTlw<YS+8`>Rgs`oZc`#Y>^;0af4^P8r3Y{C2PYtpD?=8)o!X$0$?@TD67mW!
z$a1#jJl&Jp81Cz%%&CrQ@=OI!F2e#MW|GOKO`Do>BDQ9U?%5Kdqc-{E{rmNIca`Qe
zu3Ck(VC3e@4bEt-UD&$ArM8(4>m<zcVydgF-QC?wN=gzF7fzoZo}8?#(zRp9jz^D@
zBGfD_b}U-Nl=kfW{Q0wIzuw@F+pH^Bu51utjM$Xo85Sn?g!h|~y}iAu=~n0}j2Q4L
zj8lp8Z%uZqj-KuF|HC>D9B~{|G0zQBDw^lsnlfk3nJ68x(@#!LK7IPMva)idx3hEe
z!GwZs=`)usY*O`q^X5gsM={7k&h3kqEjxDmwza<g`UMLP*kv9$dNg)#)m6Jp78VwZ
zH@?5^cqON0E#m1G(mx4W^?@3ooBS8AS(9^PL!zszt3iBJl$5aW;akuSmFxD!>P9+V
zQYyzqp{p-ItI|AE3#To$%``DL=a;kDv1Cch-kj|0&tJaeWMowQ{Z(31^QTi-eOFF;
zi<4C2%r9TQ<lf$9`DXGYxAp5KRMc1bL!uHXHc(20307y)HXlrg*qC(m_V)b5nXg{G
z>geb=aNxks;^*78Z@0#2km{?syHg^jn0WMQFG8$2n|$h#PWPm?qD4I2*PJK8mtR5_
zZ%#=JycFO!CGldF2Yiv*WXSqVkgrd58tFvwdtxkHb@g<%3~Y0Kt%w<#8krjEr#58R
zs=$}<LDR3Km@4m67fG?T?JDrub;ue&&BKe9ES#fpc+uAhPp~X)og$nXu|;kYe8DMF
zVL@L{C1mAiSKmM0xc$OfEYS!FlclXEo_9GGE&2s<r8;7TF31~E9X0Dn*1FD1>im3r
zem=f^_5bb8EMK<l*YDr$Hwu1z$;{XY%Kn^E*VjfbUt;bhwRd0AggGmqD<@&WKFu36
z-+Eoa<ICII(^YwA)c^Rf@XNc^;p_M8*&`(_ZEbD+7%~r7=Ha>cdN|J{;j2(r!(yk%
z^OA?R_wJ&nUE8;ttMrQN$MHxQC@3m2emd61D}8TIWpGrKl&tL8X=l!#_xJTJy`iYu
z8y9cr;THm3A`A(O<vgcbpJ#4Za`DCu3;Zpf^y+Dn2SYc62;Y4&8N5!rNod28#QR0R
zzGQmHva+&%^HkQ;JC_)~#eea2WsQ@aub@d5mZo>s%s;j^db{5|o0Cy~bFHRMnGyoY
z)ln~Aa846#e&X^K8aj}icxpq;Jd;(cSKAVp^JqD|P9yWnFKqFv=PzY2dGh3B6RE#{
z|6X4cdH9}|rl#TSvuw?YN4rGx@9!(Uan)Wu^TeIQdrtq|ZWw-C$?^(XM2X$q>1`R<
zwsgP$!E4TpxN^d;-y%7-A`UpR<fvwN*#cS>56W``5nzARd(ZWK`>xBDf3haUOR58F
ze4^&-XdSW1C!f53zd!G;)wjIR(9nvC9S0LUyuDw)c~f#DdV8&u_cO6?7AI@g>3K=5
zz-pkLr_}XzvCSD5x97)uNUe|C`w249?*f{_i;3akcHmgKVnxHupP!#UfA-Ak&4fv8
zs=Otb<^FV)-Yr|UXos(>sIGRtq@k<Z+t-)&7BW%q>+8F3-@Y}hV%^YzQ7@?%m`PR7
z#=lv$_t2q3PoAV)OWGKr=07hcE>2ET@??~hloStJ^Jd%AD!h^>`X6X@@YU`L^XpUs
z*W>?XHY^DY2uPT3^61f{b#Z&M=9@4vG0Bv<{x->&&t`>DrA#~hJ#)&mX~&Kn*&z1v
zMd$qa^4SX)tFQZX^WL>@`(7Q4et|ul{H1bpbLY*QhdiI@GW~7Og-x4`W_bGh-`|!y
z8<f>|oL8U!dLaXr5K`xzp^2KmTc@Gc)BC^wlMvF#47lW=4o{M>0`<}VbFs3r>+f%u
z*rWP+qGqN-6hG?(jGFo5e3J)HZ!}-7p0le$>flwu(r=o@W$x2|`+o?4?5}{-EigkN
zb!d?9m7B}6EDwfNuY;~|g|v0LH|uywfvWSXE^}*FO%u-9`n(G|8V=gTv1F6QX_5?B
ze7l_EF<P+;X-ceAd-W#x|E4cVE`i4{&Btkn`m{|us_{8uuqb%4?&YUrKNOKxA*|Fn
zw@Cxs%n1=L{iazHx#j=n7ygirCv<<$oK&R1_^~PDfBHrApb#?6EGgS^`V0U2Q&+f-
zPUv#-tDk@Cf8-Z+G@D#}r9NDnw6pd7?34~8L07f;5fgd-TAhCRKKQqNcd*MY&)o*_
zillJb(`8EpMMXtLL`0GfZ_U2W#l_X*ws`*hct5{Bp(=efUdcr@A9ou-4Y+IH{Yp3>
zbh_(Yf5<Xjc!Z`$zVndEzrRn`uBIYAUA_9|ty{0&zWw{<<z;dGxEW`k-MSUkZX0lE
z!IFjPmoDtrc~!Hk1-uv*QUilhQ<3|n6{}ZE8z#Br<mf!<s{Q@#>C>lY=iATUyEXIj
zvNdaT+HEuZrDWgEHTrvax6#%`OCD-j{;gg0JN+Uq<23a3|9?8IAHS#K<ByMzA3R9#
z5PyAbZE`-yjR%`p&y{IRHo4b+{cTZt%c(uLFMf<V8XdcBvqi|Bt4}j}f*nJS7fqgX
z&d%D}DrC>nD8H}El?6ChnpSVfzP`?`_SX&d-ku(wcAe=mww3bUrh#p#p}UQjbbre%
zco6)5lg1qZ=msW8ZUeRdpZ3*Cg|Caz)YMG;Y+e5D%eQZS-rmXjrPftShZikz^jv)X
z^rCl*M0b_0GJqE#!EI0bmK1(_b92Ln4coSDdwzcY?6c1{Z8GAJ?w7Z(`}rx=!{fx)
z*VkpgH5g`|m?NoFAJuWgS&M7_q3KJb)xE@Cmm;<6gWH}iTOG6i=d;-d4mdO)+)({J
zuOc!aKtM)@M}K?X-Bm4phM9Zvs^6cK_;Bragw_2-pElKFkYrYJpZ^}b&|c2t{lL2X
zW&IbIxpQ8vF3j|B)oMSHzTHnm@1+omb<hUxQFYbcxbL2+FAIxKW-5mLv7Zzp2%Uw2
z_A|Uq1OJ_htO$4O`@fK@+h40Y`{}*6?hhy30*?^D8iSBN$?EW$Pxc|8K3U<~Ip>zQ
zUQo3>bOOws2DNX$f2n`d>qUxFnJsnfzUp`H>R5CueY@Wjoolb5vx2aq>(c$@ySlSV
z_g!%{4Fvo3(DDzdFRyh@I$AXsS`MX0PBDQr3PQ>QbEof9U$9E;)P@X?rJHt~Qjh&}
zdN#P10aF!Gv&xP!^zK2at4H*tf-FCPJRMXU#lb3_SQ8Wp%j1b3S4R2$J6QZFHE<($
zYhK2&W`9t#GHh4*U;8+|Zhu(EM{NGD>8`OZ7k@sAzk1N^>pHnoyVQszo|PIkT=8PJ
zz8?bF4eNC2*!|~B4g7d{mDP=mn^zD2msk#3Y92C8PTgw75ygq}mXN|+$F5bs`_*Nq
z61{G#`6U6J?BE9XnqBfCi(HnpLISWAvQ2RHJNBsobEdDJwPG{ac@Z_2bpPIT0e9q}
zO8(Za;x>!$i(eRPYx85trX6AL?$(Lu-R%Ay2kKRVf(^cPaqFB{m%~f!ek}cLsAE-s
zqqQiaX4SM{S&5MAo1@jariYw>R3?XDoBa+=cYU55Va0ARS2%F`Eybx!Gq|6I2;Z&s
zHGy;rVVem-i6i}LfpbEsU8&tQH^wuOi+H?E1GoCO{*Ej0mSSaPbz6M#{CRzK_2Ul@
zO)<IiWb@w5&dc6>cxS&^XUjJDp2)woNtQP|&%eI)#ZzkS+O_xY-SeMsSNri%>&={X
zYu8SVkE^~EV7ug$Kx)LQ&bM=m?(6S){pr8a<vYpmXFuuGsN*e}7QA=ciq9)Q-&(YJ
z&WCL7sja6D<woAAjh$`hsjRP`|L@PwoVv@)d?O<xKb^L({G=|CJo!)m&Mgt!Iq&sG
zm%XYDp00bw!h1^MO0|6xeJ6c*_q)Sty6fCIS&I%YIMF%B$2PTV<*nuCvb)a}9a^s&
zBBpiPew&WLveRGQYvtVBlnNTm`S;=BVQw*<3yxF3J)lGOEH`i7{N|~wth~7VFL*N9
zL4dQevNAI>GbirkMPbmE6afyFrwQpTc6EP#JUu;KQBm>w`uO*`?vUNCEl!S(js*o9
z4kp~#Rhpe&tq3uMlx?sw3zjTdvS*J>TG^W$hPk)4tXZ?>TiMRzhES6<j;sn@eXLK`
zy6Ve|$jxc0s;Z*m;`%W=3~X)pZm&&rO;3OR?(XjWzh14@4qxZdD{Y=v!tPyfdB|R1
z%QgXyIS)=wR^OZJsOqD3dA4~zXk!22!;2R`UN?SxZ(nV;*=$*%hu@zcXk_k}v(3uS
zKY!|!mxsrV4T;Xt(X(fFta|#!F#Vj&@@e6YbL{Kuyu42J$y)E(yLa>E&5_9w5i_hK
zew{wJis`;nNlA%=L&L?4p3crjzZ+S~&Ck!zUmw4}?({U>^Yd(*_1D$^{}&h-=<Dmt
z_w<Tj>9osETiW@wms>45m))K9NWT8h$FJApw{O|<=il%5D_5>Oc<|uoXJ@Pb{MhJh
z37Q<*B2X=^AGhbi%oB=n`)YQkot27@zu#~7>&5?n@Bjb#^Jkh~ELZ#r=cMA|&*Jel
z6DLl*c;f~~^VbQA&JEGAv1^;tuQP>(|EO%~XO^G;RCR@CLc#*)M={b3Orp(K_wCqG
z@$u2o3y;(mSzTM=IeF2W4=2^<Z;)(P3l&~Efo(s7!T#*)dNcTWc}v;7>vytpi!E8Y
z^x(F)w$ce~QIjT5ej0gsnQ!#YqNj^oyLs4{GY)cv1q2vWeoARC0xb_)srG7r(JJLv
zd$z4mJ9hl|`q<rKLGpi$oIk8yz54gN-R~D%TsX&S(Yd0i4y$~HlIBSPt6EoBT{yI2
z`ivPCRbO7@@BjPl>+9=l1npK@M;ND_X?Uurx^Ej}n!*<UnMOw!dan4nulDzYZaJ%x
z7b}C8FIc)}P0pVmANe}>JiM_nSx!!_nT@xppZWfqRiUdNyx*34TSiDRexu}%kCnf_
z>CSG~zvb&vx@OKC8Grxtd-m+Pbm@}!biJRye^0;l;KGtDr5{rkSyW5#@>ucxPrb77
z%k<{|Ps^p7o0^_PURq(2bcAE2p^C~8i1Sx<{#rlhRfpAj-Bq1I2j7;T^x7}2r~XQ3
zdFzVLY)m=Z{-18+xBJoXH`O>#X%*j=jT<-KumAsd{r-Pk^F`SHo;!C=k5w>AcJ=Xv
zTxOqTXHBV+vn*P2WyKTsPUk&UUtgWK|KBn*dV5~({e6EAwQ_q!%&+^E>FdjT=FA++
z&j*{?W4FaCszzJA>R9zOD?3}=XU2s2^Y1@R*%jt)Q}IFJPx7=WQ#MR5e|JaHH0#Q7
z`T93})BY6+3JTtpyB8i8XP0(HqJ7Qh=jZ2J6f&7DdT1{a_3HKOsed-FP=>hw)XKh!
z7Z((NZ)G)GdUw~h6>5I7OgjITEnTuCBrL4#X5ED;CqN7MAYQHL?&(R9eh_=AtUgn5
z72lRizxZdbD}Hunrfu~$p}^8Lox<ve-XETAp0AP@7${h?kk6Ot<AFxz4R7spZfw|`
ze%|Ty)z#t0`($5F(BOGcU;pF7!_8@DXPM{AojEhZ@bKx=t9R_U;p=j>sNvhUZ|nE{
z;@aUAX8-oc?(+9$=H`dbJUrY!T{jw3kZe1AQ&wm0(^achB}j8^YgNC&z$~z*q~gMd
zXJ=<`F!<9Jv%8Ep$)-p71Mk02r}bgE^3A2%ry-6lS05kimCngcY~U6CzE*ctr@)NF
z3zD`~CbzHh+yC1jx#G#nYoN59srYJ7<Av1QRk2$#0<*HT)@b>uCW^Y~Hcrdk%VcF`
zwP^8TV<RJ(cgjJ>o9gFhUS7s4VQ}Cy+l<EPIg=yhe0_c6>wcyd6%{2XKmPIYF+0B;
zPsxw^5)Tp1^YiW7|LiP%eeKPgH_GmPTefW3F?B^>>9aF4_f~(ux4Zm&(#A9M?f0MF
z=K9`F=?~NIA3qMb$^Y4W<j9dHPo5k(dNegPb!YR^{W8pdnnOZD4(vD9?hek#&hGB&
z3M$f?0@^}u>1|W~?#}!D|L>)qt`0c!e*gctg<bQGG%~XviqOx^v}&C+Y0~NG`iE~Z
zWs6U7{VDq8RY!tQ-GQ5N<(qGw(YqJU1S*z7gm<f&&j_4!M@w7#{@L>z{%LIC`tfr4
z{DdRymQO`QkI32IT^qe!M(FgZQ#TemeEW2?TfDQglaK$}ie$r*va+bP*V_5zHzn(7
z9r(|AK<{|-_XD8pXqtWPfXA+qmzNegw;xKg&JGcp8Y-Nq+P;ykNh7CZgLm=+@k<Z4
z+PsSRb$aPPeH$B_8$H$$5l=#dr|ZYt6+UwL@icOOovq5=J9lCvT&C$pKMU|nSIV)z
ze(f5QVBMd7d3(O-xqPh>Z`LpP|L61hsqv2M`*x(B7W;9wonKU5o?lv7V0mJVP05Q1
zu(DTj2``K4{!4cm_6u#0J!`ZoxM3=<(b~;AqApkGue-f-@r39*$0sfLQ)PHUWkY0a
zNC-=pf!slV^Be`6+Fw^REw426|GDTce{k8x?Yuc`|8{k*n0540a&4`xPW_`JoqDP5
z|3ieEo0@KLuD-;}o*+=ZV|J9Rcm2+(+TnbXMk(Ll-K{k1kuvQ%tC22iTNR?{Z5o(v
zdDUg{#S`aZ+rM_@ZaD0%I=%L#&lIL@N0U6gyrj%>ByudZcAoP23W_yFMa4H37Pr@4
zN!_gz;u#64e5SnXDEj#+b!Fi8-S2k%)_PN(-@u?Y^$r7L7iVVfr6rz>jEoyjot<IG
z+_YtO#H#h;-kzR~dw8Q+9v|zC-k8LiQpYj#!lMZqJoD`9`TqY-O-=nJaCM`?XK!((
zt5>e@$lLw7wA9<H%y)&_p=(Ni_`L6c2QfI>+0{U$=<7{yul@US*?*x_?72Cwm-e-~
z`pF7zyD4v1!(m)lSeT>C8djt_UFe0+n{R~)FaCeM9v}H_TKg;Q7gq%zPM;sE%p4=;
zoxmGjv9g;BQg7TZb$`BkL+Jf{Mz*{Np=s^@yVB3kyS&`LxzTsF+0N#rPm_-6-4^Ff
zo^Yk(%PrxnJL>-aYGUOsQC^jB@P%dFpNf|?iX2)S-dZLcVE8V`_)VIx{N0_vid(C!
zru{2okXVv%Tg>dq)Sf)4$cQH)0`<RME}y9Ee(2Nb>H6$kf0`tFk1clZ|Kt|3{rhh3
z!=MnqU;AD557YX%y;A=Ug{21v3#TkOJKNlPO0fHtNI&kt=eys%s2AOqa%1IhT@U#W
zXJ?yFoH#LdTkLMzxRZ<KUS0aF%J9d!_xJX4D+?}p_xt<%@|*kk(*2p#UohObv1aw^
z$#I9;g#Mh_HT4HSBaefZ-nw#5?(R98j~qL8Y_4^=Uep#2r7yp}zMdN6ej(bWG@zVy
zZ<f-Z^M?+-X^L5(ZK)f;4Ng6C-|xD-^nK`!Rrw7JkH0Q<@4xZMhuiDb2RZRq5j<M!
z#I5W9?U_DZJV#-UWwDxpfxx!Z2i*x@A&ooXlHK)vhpZQ^NcOz&Rx9VKxr0U3mleyG
zKYu>Io^Sr@4I4HrT*%nLxBghr@mH71M4!yFt#0^nJAeP*ACLP#xN4{ff%c{>kbd?0
z^;`W@761P1oCGrK=Ho-H+*<2e%crgQRmWZa{$A@wX}h%Px(_w>EOTb{J{>w?<Hn6z
z9pF~y3pU$)odx!St#kf`J3@`ybyvw@S73v6#CxHidl;Ku@vrDx`ag66s`{AqF|3}T
zwrNw|g}29;_By#Jx<gF>w}+w4T`1Kw+aUAO65Z%+H@3gIu`&79mQ3@!I~CtAdR$*0
zfBwXYf>rhT`S~wa%~mpLYiVg|Yhz<&Jv-a{{nOLaU!4&KdD7v5jQzhKiw`Dj$mitX
zu&Do6)6Xq$TV<lCcyQ&vY9A?uQ_t@2tL3gtdwOcB-&e51m>9XOtgYR9BouA4cW>Du
z(!|cv;5}V$<8$RDOP2V|Hq+J6$oTi?XIxwyX#I(=@6>y&9-sIB{T7{+^l16~I<A*Y
zk65Z7G}T;svB`F2*V5_xYJaP#sy15b@Yfydlg&1o>DDjz_q6{04XWF7ZZc_dY)Lya
z<KuDp`jVUTZZmPWw6%doJ&o@*N(c%X-fEky?*Hw^rF-}GB^~YBu)$#SO`iGhetv#_
zVaDv)-1>(PA3okMA0Hk4`rIV2cR!qW3JVkC*^yKC?#|BL<?r8ZI?ew<tmpBY*v$EE
z{hrJn_iMk$PS5o}Iz=<M?9GjfPc<@as=wttI?|bQ(ysQ`hIT{S%1<dTE-bvhF81}N
zyZ?_LKD>D2#*h2||J831h>(*qHa0fTzsIvM<4_Cdn-iyhetv$F*>LgV#ob+93Cniv
zs`~iosO`1`&trEMsa8*Vc57?4xNg*!UthCNSiVvG`k-;%6>uCkaWg8vssHy`{>GO2
zUtctNUgwlI)?T`?qfj|I$S$+wW|_j9J3EUX9%_w?i!)eIesbRO#BGUpca^^3J2t`O
z#^hz)-QCA~rPX!qYkz%tzyE*T%}uErmeks>4qGc_S5tA~zJyth#1H#|2MjeVC%hdJ
z<)7T0*3rSiq1(gyljV;?a#4}dj;Kv3oGwx??b^YqQy`{k$&w|`?R;-<ZS}T#c-by9
z=l;IAre2<lw`>Wis(1?W=cLu)>)QgY?d|t(+GM1w+xt|w-Q8cs;Znt)ABJb<*j8V&
z%k-IT_V&TS=9x2R-mm%0oBi|e_xp;IYrb9$UvMJo-k!?Kmo6PD3*NGAThsZQo74NH
zOuJmW^K=)x_fMNQ@8|RR^+tgQ-rnB6kV%2}rdzZnC)j0w_!Yt(7&v%&_m;k%cI8vv
zC5y5*5iv0`XRchk_U--s{}&g#8|=`J+R~vbDI`?%?95EP+b8&vt+?5=Cb9kb`r$*u
zcawE1S4tWr9Jsr?Tv6I#TjKK&o%nq<H#em|KR5UDr%y@kHbq56H(shv5U%_8^SR#b
z+8K=;jZf}Q+nRmdZ?4tWy?bRpot$G?eChIK$BUOQPcAL}_{jCcn?5B-dh>5PnKH|w
zaM71d$Cnhozh~Pa0O}$9oT?pu$iY7C%naYzW*b%g=UP2||K7gpOGd^V>vBDwN3p9W
zxlPaA(e8I((#@Q<yh!C61~(0=zvYNoDkL<RY;kdOb5eV`Np@f2^NvIJ=USJ4yYcDO
z)zwG4#hvpwIXEWlvMPAca4{q0nXXv3wzfB@G=Y{EBvVe|*Z(sY-hC$kK3ofSSQX-A
zV>8fER^W5C3@r@}Ou(wZTw?<>BLxEmFdK3N7mhQvd|>C_n?X+wM?L@kZEb9Ss&(Go
z>i=C;d=sQ<>lxe{&fIwXTt(dDp7qA&2PI6_|K&NZE2#!9|FvWF`?(gK#kR+M=7&}X
zi?{}=xMuEOZu7G~-|^q)_4n_dk2-YwdVc)Bhur^yoH+6|uYUN}|NrUf`aj|M|6@P=
zkqdrW{XG7YQ_bP}e}C`qdujjg<NN)89_AmuegD7zrOwQj?ejdIz2Eo8`saE38o@=H
zZ9nH#Pqjb#-J;ktKXc#p8*Z89-8;8UvA*r~K6u`Yh5M&|lXE}$X}w5s{d-&Sf=_aX
zDx9a^yVts)poF=7v;DtMPx<TFir-gyxjWbWe)@iiyh!K2^ZNJq{h9jU;r%^-Ki%JV
z<iot+8KF@V_y2ir{?l9Xk9W2FA^)7*{|j$vf3)SWDYjW3@^9(>>t>f^ehP2-()-D7
zlE<>XzwHx#w*QIqIyI$l?}Rv0!`?|fw{r~t&j_mj==AgP`EQRxg*`QUzeiSS+y0vo
z^z$=!TKwrhqTAQ2eqGfY&a|>V_s+4%XFeZ~|JBp~6?<FTw&G{|^t}~d-F{yFK2z&y
zsIb21L)N9!ZLXfM|8rJ9jV(z3rR~=*V(Gj}wi`8)L_bxZGv2;k#KmFlxuTiPhE*Lm
zd#3++v-fG_eY2G!uWR~CXIOf~rq$=<zu)P*m0i4u$LY+&z0WM3R|xAi6$<a3c5HWv
zL)ESg$Azb5*nVQK@tbj;>9P7Y&wq0hvb<)to%=47&2f2g{K;mY${9NUO)R}HWiPn!
zRp3!8m;BYZ{kuQ>_!PfCBYDw`PYZaa?pY<<9eZOgclXL}N8UyIa;lCku#pd0Htk0A
zf=iPQGqapzee$qSa<>TQ?qh8o_7WN~OO1{fEGSdtd+GT7d|GBTTdi4g-^m7M9iuN!
zq1PtfwB%7xFxaw=vqnWCHT7fyx3`ZGW7UR**>^c|c9>p}y%o{vwe|K4<}*uQPv*X&
zx8>f2R%ZKe4|+-_a$M?MSrVPcWX9^cOu1=eq-^ZP?AFvO?ifwCnT(sAO(xGhu{}rp
z$JFL~?re<zb*^k%Es^@PbieYll$*-$KKlH#-Yr`C=e7HuQ;Uji`8KpVo}FZOZO^fX
z4VN6v1-Pew+|F1P^TXCt<3Ng(@1?wXxdOElL-+RzEdF60a5iCb(qUICQDM<r$<0!_
zDXC4<8&|R~4xY44Rcq4Mle}Khg*7$b9Df|X%;0<_{bIzWeboXnnt_M?*yY4^jIt8<
z=Ie6KIK|exn%T+V<KxZ!`s?=hwFp1Td{aG%^{&<>@fpp|+L~MTX(k4Kc#)W!|D++(
zF-GjmEzJjUZhfs8I*PqX8QT@ZZcD7y=Jv0yvY+>1(gItnMT=RD_gIGhexCNeK_NEf
zp8o5-1;Udfo-}lxSDbn>XK&}6wMO|DJ<r`f+t#3R(WYbOt?Moy3ex<a-4&iW>xIXc
zzY-A)V$1g4xF9vLQ}E`C<_ujU|E~JI`^<Uv<v(@kmRH?*q3{huprJCaoB9d+;vlA#
zTjykUrtnSo+wkpXMyHFQi_gsyr>w4XAHAL=Dt#i|d%daCmBcL;N!7(sYym35r8|tm
zgxGIqoV;x89GxPfe8wZjD8oqU$qU=95m8(9u1_lAJy+2DV9gr6;9RY@kvm-;mVBDj
z`oQoTllgH@=8W~JQO#<+8P;mCZ?{`Cd{_Ax@a@xso|l0>S8tauiw*jGv2{_&-b<k;
z6K22bJ8alreZl=#b@$mj{a(sZS9G>|++q*CtYWwJ;s^g^&7CQ-%GWk7su$lHdrk6#
z#<AG-vFR%oT-+fr#VJ(8OLDUN)MFB!(KmlI|9EqC)}0WcJL~oZe6zM)czBtC8$*S#
zv&+lECvCQ}77|V0R%A<GxZ~^SbSL}gqkc6PxA^M@j+=erWsfFlJBd7v?ViOO_hPcj
zb!VZ<9Njsht3U3z(EYc$`?bT3wxks?OeI&sI(xg6FMXDiX>R(#Tx?c!Gc-SCMsmn;
zrZvx-%J^2iNsoLyf1c=e!BZ^risCNakQKeJF-5@d|3UjRF75ITeyluq59H+~yXXi{
zz0SIdA>~>_GqZh&-lLNtt;Kx?noMoyI5iVQj<!WI+|atUS2Fto_pOy(D`!k;4LEAO
zm_>EXt4zVQHL*5&(n2%maxU8({`t)TTdB@_!fgRZ#g^1mpPj)b(o(+Rp`KdpmV#DK
zxjiwbncdesy*Y*HnZv~oc20Mbw+0x?HO}R@)TuXD<J@(j*+NIyLLcs^+V68<g7Po6
z$?4ZD+mt5jPipevS~um*+{60CTrn-uS457@DxSGS>0SA|v(mN;LbvGJ&ptH4(mbfX
z$g#m&WJAG3Ptm5PF2}B{Rg-zr<pKj=)`i-sh)febnXx@A>3!CX(=USOi*3+USMn`L
z%@CWO_TBKPt8?L+t(lsu+jnZQKX#UB3Mu_scln%Zi67%sRi*_g+Iu<$yF;^nZ`IBB
zzth+~u{uZPNlsR^od1p^^TZTGTJB|Zt=r8~wOK&6G{BW_l~m|6gIWuJ^Noe80_JUU
z7nk=s{2{uI&o1_j$q&t3#}XCQz6}oRFB|$_Jh`5G?LuMS_{otPT#i=lJDB(WF?+-G
z=6LIF1@~E62C?cn_47)%utfxA_#J66xV3b%>{WhWzFGlMr45_d`)0hqq#D`bqGCML
zu_)nex@Pf*n9647P?v_zo)`JX1sl3=GdHi-@iW`~O0(nE>njntwvDI6-R~W4JipC+
zsgy(MSFzKN*(-UIb$S*isu}4D95O$|Q@HH7{E_D=)qLf5Bj)iREe_bYo#Ts-*oj(K
zD~5@F6O44HJe+)h;iS{-Gu2i#GGCH@AFw*N)c&B1+L_~bW#;O!SKTvv6KfGL*Z)v}
z*fU+rr#UBnsOZ!fX0|M-igYQ8nJkvmwKDDHfdI3apEhJ{dNi?Ur(@bW9|691Vmli$
z=63ON$DU}g;Lo%OxT)*Z!qX#Mc2c6Vd+8fFAt9k}%e2o{FI2hQ>NKUYxU68tn>~lh
z4<!r9Ir>OD$u0=3@mQC>`0C7_O)SAvPahRoeYy0cpv_5PDPI4d;p={t7zrD?i!5I$
zBwT*H#&_LTGY_NO2^AUA;{QE&$3EEN(;u9udg}Vs+LGR#c~^d=-`e|-VSgNR%DM{P
zhjQ1W1g-Y|QF#}8@~}>{=Bw(?Yu^0Zx@ESVG`?K>p#9degBy#^wKpWDG+lC;lg7eV
zwR-Py=lI96_Z9|v{(UMZme_e(W0yj**-92KCC8T?>M8G5$T;nop>39Yx5WH}%hO9w
zdfg;UlP%6I<K|i%#hh)jVfi-S$b=1STP_?wc*^kM!xfEpmpyCPur!zR;eoeLTy$I2
znd4lqewr08#20(R^rQKz!+k$BUGDz=;Hq_f1)IA?)f=<-+_JMCE&gKWns2l(x%A23
zt~Cy3w*JM@i@QG9%~I3-v#{cnZCLk)qwT_yAxk)JZHU;jG*4pAy0mu-e4KAh?&^tn
zXBs(Y{)CC_5z1x$SEQ#z-sQdO@aGeoY@Nx=hlMIO?OGA8btjlOmQ@?B&Pw6y;@adO
z;3l_grO}-9?XRj=rQ6AfO*wQ(Uwv-Hl9P>-=NUIoR<g2p?=*WFoxw4O^=LrrX-V;0
ztPjt2DbAU!x8ueJJKlU_B@J;Cg}}W=DvKDMFX{+3@p_rcZ}zBne?2Q}iX*49l>Qm7
zmz#~$I=@XxFus3URZ3QG^F6gkhacbI@?5o$bz|b?7vXMhj)H;HpDLKKJ1zRSS83Hg
zIZ<)0Y^mV<i;tEW|9ZT)@a@i0R=)H|qt72sJ$Fpb4i5{z_5KX=d^4NP$CmT5_HNBK
z*>u1C&DopLXJt+-<u(7c#GGmS#nAZ+%w_vDqb9kQr?)vjE7|${)3w<;ZLZf;_G{EA
z&&t~NpjeknGWyNskR10VO_#WyF7LSVQ2g?NqvCqnu6JLsa7GEth@7?CTjOTOvmF@|
zGH*Yd$Xc<Yb?+3}iYrg2f7Eb3%2V29mMG9aZApehRO#`>v#dn+Y>{!l^D*Q4a&N(S
zrS%mi1<NPw-X*4Q&7HF2X<fO^(}%L38u%qTWcxQ|YZnC>rY&i>#;kQPNNdHqa)ltb
z;(42xV+~3lSWE2vAZyem$8z_@=ZC3oi^Apl{10a2RsTP2fA?PEiS#|1)mK;-v+r+x
z{@}9flKNHe9<Ef7dem(hYcPLzg_c;L?$1)+nbZExVp+4x{&}bMh12<m%MD%??0<ai
z=s*7L>(_i<dscStD<j=N<|AdfTP-6>64Z+8`IoJ(6rQb@<oVS$`-;ls`TPPuPQ3}@
zVhU}RlY3Nmvxrr{!oYKxCvTy^(K!X;dh2}LU;TQ*b}{77k2lR5S}eA{x;(R4?!tx>
zri_zY7bGW#9+(k4<*Td2jJ4rQwH&>8A8CtB2xnJPSaj@KL&Db5Gs#YKdyku@f5~lL
zU+cg=f30Pv{a3%hxxO}KtCH9My2ZX^iS?BCx7eR_lnBnb?|EcJVcZYf<IKNu545!;
z9_g{3J+ENrvs*Fyw|Tt&@x$bRl=75wxfA0S<W7{+QJ%UyPl##n^cy$7?A@^SrS|GA
zEdDcC=E;7XUA3#c#{2(|2h9ckqLucC8oiqvOigmG1q7@8^=4ccxOC+*9>Kngy-6vd
zjVV`@rtNE*BO1iEN~igw+`$%wmnRMzWPS+}WuO00c*BM%Y5kvGUS6tx?XS0I-<&(Y
z-50HsWUtaKG|*C=^s=e<S-IhTW%k|6w&_(a+jcK@u2odk*VRk={h4Ka4?L1Cez5ef
zwB4+-MDNRf-hP+&nU_15tO;#23pZA}-*I`GjKJNuuWDzvCmWsE@b+f@<oc&`cy4%J
zN?^SxDKqKRkB>8I<}ydf-dd>|b-2TJ?vm9{D#NB(UD>@t*!IkS!7Zn5EqTrTz2wT)
zvLA1yneKc3?(qHKr=@zhK;L|IX|CbIA1_XxUUj3(x7f}yQgrva(rX*<>agfJJWg3S
zYgZ%>ht{{4r!zD1rs=d@^$>r<73C3VWyZj8s!J;TTKt@+DJ!g`!+i=roDTf(A@20S
z7>OvuqoVcYxxYEpnqU6W;qbmU>-k#UZ2#Mh=llyEE7du1l<>;=|2XksVoA&_J+*tq
zt2FrEY*T&nM<;M&&xWrrGiP4O{{OOe+7H>1kBQsjKStN^*~LzovGU!OTGxk1InKGa
zPIUNJX?4^0?(6$@SzEm})(Ms^n0~iye#-NYjhei3MN4X?wE4X2d$8X2q+iaFN$vGf
zI+u0CZ!%l1l&t8?N!}gZRH9qF<=pnzubWb@C3s!Z(=&8#|Dl=ZdH9p={r>{x3nt%e
zoOq$x-{SP9d2QZXtaj~Mkzso*mb2~O(e3HZD>bgUR&HLuT)2EorbFW5;K$#-9h4W3
zD>Hm_$o=6j-9)iXd`bxm7V<?T<?K1BqA@W;h@F4s*+Z_@uj~v8maOpDeezeIR)5o!
z(qykK1<yA)xN`}8Yi`?8pnah%kvr^3vwGeIdy)Rap4l9ircC=}@s?A9?Nr|U8Iwg_
zcOB*Fe(hC}-nRNpo^mczh>gq)3yziRo@_e2IfGZkM6#S+KVonDCUK+JqE|iqZ%xqI
ztbeh;RHI4!&9e5Wuqn1nC)ez1i80M~R<@Yh#`3T@wb@InR*LuI(oeyfeG4)pO!-%p
zDGBp3JilTp*4p=?Yf^-TSJS0S{oMK&bCjj#99olQu&N||_pXWn;ds6@Pw{^rEWE_k
zJmWV+Y|Rj5U<%9ps3TrrQ*_bw=(F|bIxX+26*?OFUzUoi^;IjW>C?7-@oatjblxfn
zn<zHzO;3(Ftex7H_HO3WxEtxGytXS{pR<)shhKNP-ii>nNgONhUQm7ZvSyn>F>65F
zOpo*P<P<sA913UpU~;@<!`Y{nTbjxb<~{PC^1qfveNxx8hsi1i0cWeSbz)|CUNunH
zTCXO4YODH{=nbdq1LCi$WXJXQRJz$ouYJ1ha>|FBv&7H7RdnpjWpKY+aPy||oLet@
zPMPz3b(_1}ZMrnu4XwvV8@;SdH*MnZ7xP`d?ppL`uSb!KrbQ{8W2>7H=a3hkqOovq
z+Ur$kPWttU9IW<S)SKtYRLkWS;(UuOSo{$0A#OhHhZ_@@EL$-1uvU+_&c9b2S;l4F
z54L79J={>@;JZZP{lCbW!ctS`hx7@zPY{aU!_o89`01y8Jrh_;K7}(LQND4_nfn5N
zhO+oO_fT~m%?BD&)`Z67*jWhNNpDEC+N7-MKSL}r@)9TG7xQz0kF&j>HpE9B$XoSz
z-c&~^wN)$cdF*xwxx=!#o;_~y3Uwnso$L!7R`O-ZnhU-asD7WumK%_}t@My>^^>P7
z#O72--#Q<pZR+CFuzJz+s(bS3ZY*xTb3#_NOK*7)v*k#at)arq*?~(J9+=Sm@SyyW
zVBODEHq(Cjg{ImSA95<xY>RT8<k2xpO~^ar(}Qhwsit2Jq+Y$dS~i!Z%g_0;ZpxZ&
z=IqG}Qak27-+D3i*!o95oVLqunKz;P+2Nh@qu%prbtUbzj|&TZ=i;h*>+R>Ak6Bei
zH_!Revs;T*ooSM5l9QDZZ`^}@E+yGV)1&x#Vr;a$zk1iWg-2Xy%G!1{U-C}ciZzB;
zy*)D->Q|jAdJ!qatzKdOT6fnmX07zSqM9Ac4d(3kx#?%Y_S$rcYPXAC`km&wy>|_^
zEpfhc`q06n>(h-GvXdvzD_!)`HtE5_vW<=D&V60;mYY<H9Q~gCd5>lr|K`x{<;!J5
zcU?HdS}Jw6_5Nw`4|yxQ_Vxw^R78Z$ynD+nktzG4#p&xhS!<V{zE=0!X!6_oc*{GI
z_IB1YeYq3o{${w!eLDN4m4@H!6y+TY+MMJk%)8MP?jyeH;zLH|3Aa|?JisIO;mLL5
zR#Ur*G~uEd+tlCZo>;y||BBH)<<BbaA3Spob{ReTd{?=q<`d(Vvo~~~YVMor)805i
zd2x;N=DV9tFnSyJMd{w`-IZ}k<XH++HrwP`$}?7^$Z6l6+m-nIM0e_L-l_HZj@B#o
z92Z>Mt+A|C;9{%y1+JP_xh?CO7hYJi=p(b^8^tFZR9`SxI>xWytO~oj#e4aJ$-m|Z
zm%LuF_L@&8PsHNj|8KodCl$4;F`E5h&^ayD8~#*pRf|M^@2vj6Y>byVDo-f&syF{C
z-Sp~c>9K-?+h2Zqu}QBt)jVDMUBMQfaN)><t~NU-w(VLXRL105H~q%fPT%W^$1`N7
zv{!7NdewBsq76a5>~4Y;TV?mMa!ags3s@1l`b=tELQu2ILiv#H2i=og*Tk;rkpHbJ
zDdObs>~GSsC(@r`-ysuz`K9i&b{6lo_;C2J(t;^|`qwVlAGGD^Hw~M+YO7n(#Ebt}
zmF_Q^cK%@c9nX*}yEZ$xmZ%geGwMDKyAYo-dCiqaS(8?8F<l>>wNQOZ$t}nIA-hD+
z$ovrLEQySLaQjDdo9u0-ZK>7gRLW8m+TJDTZF!jEa%D!BNFd*qjiIHBYHc^%|FHML
zR_)Wvb{&n^wk+GR%P8{&!+O^p^K6+4LToFxRqfZ-nRBd^_tX?;VXNEf=eA|8*!1w&
zVv}y}b+ZmP-&ovxZ9#LPLV3ikhX*vAE{5FC%r^LC`tZ%gNQvr+pM-C1UtO*tmot}5
zZpI}(voQ9Y-sZK@No#k#>&&d`V-ooKM`KN+!=mn}J{C^Hy~o)1-PO>osD7PPn3(wM
z)|{#8tlFk)-|pPQrc+n*iSf(f%}t&bXVnwmzQ2Er_obv(VqW}AsrE(B<{qp){POXZ
zM|W1-c%YcpU9xzoc1qH;2@+QG)n7ll9cXhSFZ!O{i->&tyeT)e_QlV%WI4v8zVYbK
zV=c?pERL+a|AINg$N#)iu8fA~^}geN`uw*fFT9vyw?fBz_xyt@>RpRIU-isOt}EfM
z`jQ&BXT#lZ-@oz}TPp8AaH@Ib`ug9Kgtc<dUeFGl*T1&;Ytg1nKHA)p#aEjiXPos)
z5}RW6bzbBtnG}&DEsAV!R(yQ<Xm4_PSDg0=omGd-`s5V;|5A0I6PWZ%J~YWi^_E2I
zcm9Mx!=9V|cI|iVyKiSzz1R4fzK@+%peZaxfPLN>W^?|4(}k;2nY5#v&ct5k-_+1>
zgx}Aglexc5F4Rp}Q)iO>iz$j1v<wdJ*l%p3_Hf<3Yz4g=j=PU-{`75O2RGA~x0k;i
zJJLQUYT+eWt7n_8wl6vybDQsOj8)fi^ZPHqU)Sd>%is63;iF0E!-b_CmI2Ev{>^$e
zt8`Y`tr(m7(8!0X&r^3wx}7{wGQ}dByIC?gZ83}P?ILzR@r1^pLk~Ou#^hgB>-=%V
zLHKj9<e!k_<@-`Y*87<LUaU1OV$qQs>t8z^a9*v=A7Gk&sAyh`eG)rczsuSEwG-Hx
zXWndE>8KDm@luA4ze~fWz`|F_QC>%;oc$1y{46?CZpz``Zbd%lg4n0XNL`zFcgCJs
zm6Mr2MLa*bB*<s>9mbl~?6!Yoi<ZkTf7n~=+W*`tt-nb-`q2{Yx_bYIjI12nIK`~A
zKi@wV#Cl^o*K{_ISu>9tZ}8W<yydfDXN|PEtSXzgha{&&y2<S+g=`Z=RhXY|-#zbr
zz>I@d4{rXwT<~nhvhC^Jb3OJt6fQoye$T^|t}Sxe78`}X)Ux<~`6(T}sn5_Zy=dXn
zeZTo#cWEj3th$)Yv&;2OSjirF*GbFP)?Qzk{!><>vgoE&!Gi_Woi>rB2^L<jZq3_f
zAoXfv{yM%Reh(|U*%e>xcv1S+)>Y_>Sfkl8R&xh!W&YJaA`bCaaUSg0^)D_$_ubo8
zzp8apbF-gxO=fxEe(<31Dmj(cYbsaDEt~fs;u3GL=3AAwR?SR2JPE7QzN|8?cp>&y
zWOtVJ4<k{N^+&y%zQk8wlj$k$O#O4zUUQ#Nn~QVL%Eh}4c@59V78=O>@mu_RM`BcP
zPVd`g*Zzcj$kgMv{VBe+=lHi+HQo2-V(+&~l>c4-DC$Z$x6+KQ?>l85He7aFYqq-d
z{26~C*NBypH$o<}%n#F>k$&#3pTdJV+owr8Wv{;LWl&&n_QDzG^fPB?itqejuy=->
z-2CeMS$-AFtKLm!6x}G(zH(#Yrd7rJoweD%O?EEkJRE%IhN%ai-5EO(vHO`%1&#UM
z`ll#4$%U2Qb#{DXWfB!1>GJt_TKbk+vjsc7xV0R!?@qnFF?qRwrT5H;X<yHYMlvx5
z>)K2^)5u{V@3=|xi_j~%b`K_{-_ssTwRK8sGi<BXskrIWoV>}Hec2TDXA_y%eGs1h
zxVQF^gW-*w)tQkq1YBb>LZ!KnZn(9T+or&wa`(n(jm?>?Dst!6o+%Z%aWExoR@b*<
zmB*`(ie;>-KVTZ{H}l7qT=|fj-}Z6)_qbe9ZupvYrg7%2(4KV%r(Y8|zS1yww$`+*
z+JaM#tPK<wkMgedzq2c(B`#}I_Wn&_#^<uut^f6wPfS3G@AZpDt*V&1-P4ZT{8DT%
z+4@<Qu-Md1ED481#T6PKf4mvgy4A%{*u&R<?d#RM+)sY_$8+M+rOgaJy6!7`U3{$>
zCB59lsvl&n^xSY_ju5|xL!tVLotJ)zBnPd!bVRcG7)#0|iz<_42dh^lf4XT=(6CQ?
z#k!*}rwRq!SgvKeE2t}h+tfqbv~t(xps8=Z-)dfXpvrG~(LAO#-+!|9&$W5#xPHoI
z*7Z*&^yKh;Tq&2GRIFF8Q6t=&IN^nyj`oSqDz+7$eA)N8JiTyNoAZ`V(ZzY<VqJNb
zq7{{wySbzfXTDQe|EF*3-IYoGmVvonto$B4D4ykTYwgmvpVs^^%e5_Lzs;^Sc~z|2
z_PlvNo;}?1dFq`N5>j>_#iZ8!4`eRr=M3$M*?j%`Vovq0oa-gBx8*$F_OQLx)oa&W
z8NZ<XLc(X}*@@1z@7FDLJdj{_{DZ>%xoZm^e?P#_BDeb2wTUOBnlw+;Et8f>*1arl
zvw2!0qmP)dPut&_GuEs<thYjQS#O`dOken8t8dS?YA<XKaF0y43yYL3tC|(2CA;JE
zCb{hH?^hH)mOH#=D3)ZO7uLA&ley#LNm4qOZZ;M#UHf;!4PDb4bz5Dy#ob$uR7keU
zm7PdSOo{sw_vX%S^@n*WPt_M+NH2JN+N!fU!Km`ey5Lhg<}F)4eQm_~yg7;6)6=hB
zZM*TZXX7dMngF3dnZmu(-S$WpUa?xY<IN7sDc3J`G--sb5qVj_Y{DOAbTz8-$1MIX
z?v(ONDj^XQ6`nu2lc_D+lDKWr<A5s(#;g4E!x#)TTr1vubdYKK`>x7wS;@A5_U;oW
z_zt(49OzoLe&L>ewU-}~=b7*Ac9W0kSh+*3{r5iR%UbMguPj;5eb#y|b3^ncuerEy
zxTj))`%aVPceIu`%-Wu5erw%gh2?zPm>MTeU3VmR?b_tMi&DLqzMng@z4V&MZzY>Q
zIsTs#vNp|8UY8haD)MNax{X!Agvz^~#?3k}n7&Qi#(YUUK2&((*OmJXo^4z!w4rIU
z@-)@$ulPa=_#U<;e3ebEecbrh>G8#_Y717HmF`QttKj}qWZ~rF6F0?YYxHcr;1FZA
zP&TlAZtJrJ;d`5#{dYDun3hG?25e?HE3sN2wp(@%-`Xhl#;ELfbN891Otp-8u(GIN
zgMQJASJTaljlRa1L<#0bM6Ei$Xue6+{Jg0G5~8|yyye2?wr{Yg<nidfbHrVvyzZ@P
zMxsT*is%FV%?D>+;q~H7ex0yT@|_xMyAV_Q5&?6js6F*g-sis+-<Y5;uIpUZU2)kU
z=S|vGt@fj<CYKbLF>Lga7Kk}iBCymnK|p5Jm176?*0~frEEIXASkWuAK|?HPr||QQ
z6PC4<xpMO^P2X`~w~(&Tos(yn)Y_)xKR%#q7T#!>UtN`yuYGHpnT<`<c1fun`%Z00
zsXnIllAHPLve1g_lf%|m1m3xk7kxkM%Zo#g-B#-Nx)yxCv|?HJ_QU&@_wK2dklT<a
z`J&{<HpPzMO1FS3yVHt-bGVb|?mxVwcjnI5=VN<SxH(?kR`bd1TcWXW%bI6Ljx5hT
zTePY-Qe{Eql!ya;5!%<Z6U`NsGxP%_&$bk`GhR}={dmjX`7Y~pUf-Ur6rxme-^@!(
z<;00^+X^-7`4%O;J^R(oKSFVi&EIohbl1GqUDzAcBcOFVF#h2ondf_!KX%$*DWYsR
zC9NX8uur;u!MsP8Ek0;uuQ%iC5mY~KQX<X%@d%fph^UKn`;zi2K6fNp+*=+8u&s&~
zoOg8N@r94|B$7U^)PJ|rmTQUlYg4X_$T?SSxxQ`MAn{zT<;$|z&UAqUh8r)xBnmLu
zPAueY;wp@3eqeCCBC&R}?}W@}Qi1+^0~2(`j~cN4eV@F=eAe!_3`xJ_wsdX1wuOc1
zw9A_rDIt3j8+Y|?FPP_DX>{+y;mJ}{Tt6o4&Xs6ry~lQR;l&pp^Y1PA!1SJ<jrF>A
zD|cws=KC5y_`aUV{$F${=*_gLiK06Vrix6GzBen#$3IMbvss*3_=I&#w_12!Mz!C4
zyZ2qoVV-LT!wfGS(e)}VU9X>2eCNh@Q7$oaMa8K*v}XVP|7>I1ih@0=a&GCW6}rES
zI|8@OU!b>ouZuXF4ab8e>luG!X4h|?@JZpW&pf6V1+m^A4u0dwdd{%5G<^0x>)VAw
zCldLSCQje-qkQMR^l8~HA9XY38eEUJUt*qCnC=jMZyV3N4IQteWp}kkhC6mR>p1@U
zYJGS?^WiGasY&6|3~S;fCNy~`<s6t`zso@ML*t*8-4|}$n^IGDIo0r?`fQ75j}A-;
z70;f`tMTq`=k?nk949Y+U-zD~JRtddq4P46<&5`#A3b$&U!8l=6!p`+8x9=Myu9Lz
zbl{Y1xt<eme#N|~O<pW1=40IPC@!Z*&0P54#VgT2ujnNmh%_r__|P6*+FZYEk8&=L
z(TP<SE^C_l=Kpmwbz9mZqVY$rZ`+*-a~m_hS{deAg^F%ZR51NmIg5K~j*$1%k6&f3
z$8KD};r!{<I<B_q_kym5)Ces}*=@dFW8)jaT#?oT?A01#tLlR%9NV)Zn=wM_{2q=j
z;VY~+Q-uFi$ZurXeS3jDXF{@8-IXK1o@?nRcQ0ud4nCP^V-Z|Ze_^4_%yxIFH|M0d
zYT^}EK9%>%e|_+nLw@1g`A16goHusbZ1hy~&pq1J7{ayo=+afmC%c1Mo$@)qO`P`V
zx$&&?mmQaL?y2fN)%UQ|cW;sX&xWH*ZW!6h8DB0|xZ|JOxvFLMwHG@39JXtIxM0M3
z<JpX7%X0FBwogBn%Oy~>Tsm}C;Dvu*>NI@k-`QJu<JH+FJ?B?}5>{ptmh%@*nJOJz
zb?RHHPdWSh@5eR5rGI}nTqb?iS^ra5l@;6ifOX}8-hz4};<@V+Wmi8a{CK(IxNrR{
z{xZYE?f)M1L|44>fBw$({@=p=vGroFOb$6lD~B=Hxrl3TcdNOQ?>1k@^}$A+nTffq
z3)b-N3{3j5r}c~_i(d2f(~p*`rkNa=dt!Z7rh>24WtEfXYDL|SS!CtdfAssxkX)^5
z_@d5oLH5ZfUSbkmXC=IgefF;5@>w1?-ym+y&U^PVmXv#{&91ws{9dQg#hq{CnX?+#
zgLk}`GWT$1XS&Zn!^bDL=S;c2cHyPYi7X7VQVDy_+9MVV*~s}!R+2o<v#y-`TU?`w
z%iAB4y*1o^IjW|v$#?Y2o@sp$>{-apcHwuNY|_ncgLTW<>|9#*-QIYwH^o+e^?S*%
zt^49PyDKL>+40`M>_WKjny1SvnkJ-fo13GQI$@cd@|$H|1|QfjKPymCi1T0ckJG#2
zk?oc4pS`X;N2;n9+t^<Gk@8&W$VmgSW51bXzkS_3*)!N?s&~GV=A<;Sl&@!`5BSGy
zZ3#+9v-oy?p?QKXL;01g6^RV%N<4b%KTZ_hTcQ<xq`mjkGXZbjB^9=<Mbj%eZu;k*
zcoaLgC*kQs##GVY4zWwu#&YhEP5XPr%z2rQNR@_3p-7-&7>D6W17-GzD^uNXG<?0c
zrKsxB<tA-cMYgEQ6`GNGDydIiHg5EBpIG2Ial-UPj1i^JPDwoUTG8@f(!K3hu=1%B
z%(H%XHeI^b-J<B;!X_h_m(W}0uyy-&wtHMpS}Qasyt;DXWyD&6)<U7p!irW`l(v}Z
zi`?jm-MHxKS-xzI?b`)%o#&c{@i_&iRuw;C&kDFNBhFQ0dq(TS55Di=^Si`)UW7=V
zesg6?SkIn~LZzRXQhhw9+h@i!ipVYy%+*h3l#<(?RKE44x6QT1`ikk5jHUW^>_=y;
z6aFYSSG&ZW+iXHsnV7Kj&sB%7?LHiGrgod@#x^(i&b(b*+rFx=S*sfEe6aW0MDeq|
z*Get!ZVe8bdhS`ea{PW{6R9=)e``3z-v_N|<~tO-iN)#LFU4)eY3t=VUZ<67ef}V@
z|L^7!Nwz(;4uSldWzm6#43pO;M14Hr(e2T!VfOZo#<#ZYZ3!w#=VxTRTl{je;LgS7
ze_4WF-8B%7*DQPR&*|-t<A*OqWo%wvBF`Rl<6J=C`It)WIYmnj$rY=}%?-PEbe>?Y
z)YH}j^$*uLt#ek+5oX=6YZF&=PMaO4@ylG<!!vR=-zY7YlYQuReSr|Ss!d{{=&$;}
zMGH++-HR8dKD{2IKk3}QeFiJqj&Jdo6fdy|`8_3RZ$QG1pDOWhEzVd3&1&0aS+mfr
zJ=Qu;Ew67~<(f}t{EZ`@R_<T_Nh92v&$w@2-JC?JHIMcwXZ_x%Xq5O|MEqCo8^@eu
z4>z=U_slxSd3wIilD+SX654yOl<1cw$9k_ZbaAVFago{e#9_C6a&hM0e(?PdU;o7~
z{q@yjT=r|**UQY>d##1{+o8A5PhH)zb74E%AGs*c`MyQ}w}k0>PB^niUrKYGXtbx^
zbT{*Dv8SbfpJGg~oZ=ihW$TsKxiJCm@v7|=ioDgf-czKrYxy@OUT^s1#w#JRSa07J
zt5Z8N6s1>A`ugtj6#kWqxGSIV-jNBMVehK3=C81S-a4McQ=JaZ3wpHki>uo8jqDFs
zNapRZn6WZa^ZIVq_&r-b-tyS^!Ph=5aZ}nkj`AGW^{Mg=wpT)SPx;cF*Aex_IX}Q=
zfz(NfX%f#uYWcQL6+E!2i9b+B?L*XJ=Ew<wN6L4%m!Cd*^Pxb+b{RqIwN2Gr*JUpo
zKRx=FPxHNI{#&Cpp4(q}<_R#LJd?s;|7_XC3s=6m+c8x1{job&*%n@OX+Phzd$F;(
zKASS_H=FhL&&$nxSmf+Bb;(1<Tz9ebcH54t)7FcB47^gPvG~G{ERU_X+VWJ+ax6#)
zU1aOSaZc`Z&Zg;}kEiT0UT~4mF3!K~-uHz^vg!^^*r=C2h3BY5gxfKJ8hge|$L`J-
z^H;RlaM6xohk4pt&XTs>ksOK@UmSni=z6_h?bg=R8NAg$+?q?@_wuDJ_grr!F~{#;
z{b1FP9h;B;nK)(T7wL_B50AaDE8DYJ*Q8GMcyh*)&r#ohd&a%lazgcKWpb<g?GLZo
zZh4-x+Oq%hL@QmM-ESN#GY=~&EWdj5-^#nX6S__vKUTIl-oC@-=#l=3HzzL*@{@iv
zcmFNdU0HQvlKJWL6jz3wyRUwFdY+Q><!v9XwN1MvtCHF0?kaob;O&!|vMVZ=ZaDFD
z>Y<|A!YgLS%=XubFsV+iJou<<o{OHva*G%TSA}Jwemm!z7S^XQW-qkepMH63w@Nt6
z*KM<}%#S~LI7gbHv*pUuN=9||GxdvHSpu$nyp*e{;<Ec}pz_79FEr%6Y8{1ynzgP;
z<jA#bUAI|MM*HNv^^ICi=f#zpKL5F}X5Q-;ZWXTY{=F5`ZogP+IO*B-HDcS1rzFbF
zRd3llyHM`Em0I_;f0cI@w0_Ky)D$UhSaFkW$-e7#C5t~iT+6V-cHbNY8HaV!0YWQ9
z{ySaj*SMV+q!4&jqW9GV<0$JK$%4+T<Xg6LCYH?YU&C0kX;;Y1Td@T^cK12OVj`|R
zn;YlIdwO4fzs%#l)st$nQWdQ?7BP6Q);Taqt9wQ3nbmh?4fLOt?fBDpdo{n_!cB(L
z0}5xThBWj9eczDKZV+zXx5Hxda^tI0J>DGMFO+t_`2U|fol|;$3cN|sHi#<m|4}0K
z{o!<uOgr}Yr7NDlySLWn%)=lJ?vI>Pn&*BwdC2cmN}&Bp;ZGapv`n@6X~82SQ&W>M
zXGy`M_Uvo<e`e*TbKdnoo0gZ5YHYq><(-g^jm-1^`~GkV_<Bym;&A7;D%-0s*pK?Y
zV9;Lra>3LqdlZafHb~0&r%5pE`@U=Ptj_SoJJsb{1Q>Qse-pf;eGRjZ5c{o778m@^
zENgmFW3%(NZvWd^p(=X)pTj0j`X<72BWc6^Xtv+qr8bJ}lJ^%epZ6~Q@OrLBj<j_p
z)}e<KvllX$&5Ewp%Ku!H&Hw)Oy1cg!r{2A;o#7C<blsczyS~l2pITdaK5=Fl+xBNO
z7=z4nx9$=Y$f`1Ic9xg>Dt3GEmYX{!?fsg&Is5TX?)<HVz1H8m&nvaBzSrK&@!-oj
z#n%m+ugQLSB(mu3edq2yt1|p1FmG6(STo7usKQ6dwq1)D`)s5Swa>^}ntOi1r7xZ_
z=RA7m$Ek=kd-XL>xPIEtd4;L&fv*-b-{rS7wR5zT3EdV?*mt9Gn)$PdOKaP=th|(2
z_d1^Y+ufau8+Y{meIxubdvS`WMCk?QRjuqFvmOQZrC)wDb&LBSll`JkBi*!i>?sTE
ze-Pkiu&kJc;bq<bX{!4=B&It}m5$hS=fbq5&f9d%U#d>I`)8tRzTB19G1GNEx@xmC
zI$TWJn~{D`dyV$77(<<P?xzZkHXBTq-CUp{{^<RJ;Cx|av)_5Mxb6$EJ`OHoclP#3
z?0<cdJ@8Ij`1<ece*503#@{ZyaU=6&^DL*7#XB!fRoqlIO*CRg;gjNk2X#|S_x$}L
zTf6K2`#&8n^@j?U?<)!kpU22NWz{|1tFN@IEnh4>#}`_9F6`OHtC3f?SeCxyY?q#S
zbJpsH&<$a`*EO{<t(JOv^ZMR-8@8>GY<lcraj({KW3)scTSooQ!X4Ysw*F&LwD8Df
z<Y$^GD(s-OPt1SC^Am4{I1LJ9Ee(!Lo3)2;$E=Ghre0FM-}lICL2AO<7ph(s|N9LU
zroHLAaP8Xa-2B_Rfz?wMJzE-D8qNB4>DNSMh4vX~R&N~FtWSAaCw}`ws<{L2#~YEk
ze6uQ!<Xk>;GQ;ew_0oA;|NOAXkZ8BNx<}T1U3+=(tgkVb^WSgk6}u$->~jbE-Jk2)
z-TmvBrf+`vCY6g>N??&xm3PsXLr+|+&WGGlT^Ox(ux*2zckc3i?b>W-^<OQ!*J>!V
ztKrulsp8fviv`z}C>@)z{Zaf%j}!av`LFtOyTkvz__ZBbZ`eZL{o!%>aPmUjm+nmy
zM0`Duhj+B+JzeASc;Zxl&qrcMH<Wo_pWJBvU`@$X_E}*@>jce9RNMHHUha0j8xv(9
zc$slZ<vaUz>J#dhmp$Zg-`6<vk>G-bw{O|(OP;>vNY1|7h7AX@=L%ZYUQXs;S~X$0
z%!@A{x(`+?-}P94;qb14cXMVP2w(U1bairuCjYt1X?ve`wtsq4cDyxH@ye5na{p86
zj!%~@+-JVl-!X^B+JA;YVyL=gPw=f@nRnaUUH9*hogA^lBy(@l)zxuLa#D|7H_B~c
zS~Mqr#;3=fq6<%*U0|>$<b$gB-cue+lZ4JxE%vx_Sb0jxvdV|<D;<Ny&OUU^-QTDF
zW1+#^$K5PKTYm0bdGLKvZ9?{kNBny?Or3iAW+>Yux9+b;Q}k!BW=&PNv!Kxaw121H
zUc+r^ldrKA8dTPAd~@LA+@}RqPDzJ@^D~dca%FVSf4JaUpLeTRTDsH8ef2^Y166iL
zy-CaOX!&aU<HHx8*$W%>=jp|6zkRZA!QV9pzVpAbt>0HyAN4kCbB1|W%4##?hHK2%
zH912H4@quy|8~<q=D3W$NA@zQ?)$QTJ{a_UeC4urbLbtZ9}L}fH;%6@;1t{!#J9nG
z_jl$}wjVuf8=OmG_j6v#KFAoYyHLvXhPuNBd-*M2yn1pvtM*y+-ka1|6YD>34cD5B
z6|RE&9&fV0xsqkkJyAuM%Jw~Gp<np8YC`tqZ~L;u*6z-9@$kKmW%&3XJob}&$|b+z
z+UF~(+cS<|4beI9YL!ygubs=A&*?_}-E(aV^QEW{;X97lEH>&A&uTvV-F@Th>9W_l
z<9`48+U;I^NxEK6eAc3SMo({dF0C%zxgqv#`NAlZj@L)ue`o&ged+4CgJSMc%_}mF
zl&624*K?e=d<j?kT<;WbroJS1GjV_R-&sO?FREVr_hp}#%6(qT0>iIgE8o2=aq04{
zKKJ0+?0IXw_%<z$l6zFSZc?a~{|PID)%y=JygoMjqTvM53&HohuPw~`)iC)^T8elE
zYtdV#sSjqH&p)5^UHYfnGP~=`;$|;;+Uz0pkcqGM&Bl%0+3b2v4Q^GBCLV47*_k_K
z>r?f0l}ldNO@7||Ud(KZMPSlY`9&wnRI>lZ9bT~HyhG$?_5dYD^QKtmoHOwn)jQuc
zmCrcg{aiK4>+b~NV~rnW^UvPBzxu|9M>mw?N`LK`9k_ST#`QK$*YcPCdUjBG&l+)$
z`%Z1$7W2P$xv!s5S0lCfByaBA%$WZihDzOgHa%88A+>bFiff5kGu{MDYQ7e9+&Fmi
zFV;6nFLcUQtl+-Wy<coMv;0zv6M@~!(xcZ;%sKPiCfj|p(w}H+seO50AJ)n|t;kDH
zwA8KYvf22S?Qt7>zQ0<}syPc6&)mq%9`JtRlLh`$x}9evF0r{3G+|X;#7frqxUjDd
z7gY~Pep<tQCc9wY>d4ivR=?VQ_nPn9s55QFZ~3lVS}<oedtkUoTb!z8Y3%KQd)xPC
z^-gNcjqls;7`btA+^gNQ3wCXa*lCh#SnK&M*}sO}Fy?jN?q=1!r{3~<T;x9|`nODZ
z!X4X1t(nGR!IQrBx-WRl>081TS~%(4jov4F|EFEZ?dIR1ZY{kco9X=a!|jYwbxU0%
z*<LpIZhiG@(h-v?&H1i{+$VqgMagO%<;uEqXqC@q{|mQGH|rQ)&Y!hyW%;5-TbE4#
z5|tL**&9_cJ;-Ev=M97Ios*I>9Nwq&R84;47&LpH>EA^!uW;Ee-Md`d<=XAfCGPFN
z_udNr8dX(w-L7w!n$=SA(og40g{6<g2*rlg>FSxRue{IPe{XHp_8q>@%)eLP_Eu25
zt7m_z>y49(JvUqatjbxeY`-`d)~oMj`^{GT;#aE5n}Q8lf(w4kI(ew6sXCgIukK}6
zqGQ9=i(ML~OL(|jg8ZUvTAd<$xuOoAGu&9>&MN)I@L-ko`WXq+maShMd}79e66RiY
zt2dhcM<;)XKh4KA=~K%*HEym|*D^a@oIc(AFO*rw$Hn*N?tfDa^KEYL7nmJWm%DL*
zlg+F|sgYOr`<=^id4C>0WMN#>-CfSXu;$pFXKlX!&uMvHKjhZ;d;f;hKg%C{I^oZK
zywu!J@6GCyx^XWi-RTvQ-q!Z6&88yee|1{oy1#d)+yBX}`ThI<Pt|W{7Ek^Wa$r|M
zlf?E<0<C4UxBP#2djI7Ae-2OoAa-xUE(g}Qir>foe|l>FZ}s;7dKGnt<Bi^j$exf}
zVjj|2`@89JTK@C>piM`%ivNFnKjf=m{zzr7Y25+w|6WoH_ufuAIeGS`JBQD^tFdk0
zn;^|R-}Lcu0hK+8^8%K+9Q}H-z&EjF^1eA-{P#KA-ZSw{d-<WuzNO|veet!&g?mzG
z)*aj(S9BywqLS6_oYLVZ>nHK8c1$?r96mj_aN4Y*Zl_;YnG^CgU;Te{yW`ikI)RO!
z*-kAqU6cQZ_xT<RufXq)o9vdzh8yiTys7NC+`*H!U3YssYzi_QU#FC}b9z5d`o4*A
z#^I1meMKP|4ar?kcz2kHxz3%a=n<92v9tEWv}0A>%>REpk~{W&<&j+8ZyP2ZRbRCv
z{%g|0g?{T=&Ndd^p5Xc3<m~R~Cg0MAIUGM!Ctawx_-|s^;XeN}dk&X(hdL<UbNi}%
zVMnB~$@~hp)rG<g;TLu&vRW*^7p|pr_;^%?=a=|`rs*x`Cc97NJGr>z+Ahlv*$sS)
zqq}3<x9y6Ly)S&&Gt*yTvRZ%AtV1(ze6`zctD4)g;oRGmuiGvy`w<?cC?{(BpY?Wu
z@)q8g<+nfV&i!%M>`#5F^t9cLBAWY@C;r&E>#O#*6wb^YQir^pYh#}6jEE_gnPC%b
zKY3;Gk;2aMmE{|{n3bm0K4&};v9UGE`dFS>io#6It3686Pug=o9|)}f{qumo&#oIk
zrN4i9R5s(`N=}QPviEkUhA=#e@cI%XBxBK3y(@Xfw;T7OA63*?=6`62&po_if{9aN
zici;LriIfp823M~l<@1xP<dow%e3V2X6w0+PQ6_hU!^|7>-C<3BfDPCWBkA~XQS1c
zd4{&JpR5?}{#bZivzz_D{OgmyzJE0O|Ks#@`#+YCPRIP3df?Ny)AwsTRlco{WHq~V
zpsoAH#Q1%+Kean;e($gR{d9lrL3cl`GT%eD_5c6m{h{*DeE*+@l!H$)UmR4M`TyB(
z6<+a4YdnrlP5Bl7;#99k`@ffIAD13Drmy-w&AImC8}2=Q;uSTG`zKwQA7>*UXY+s2
z-3jp@{xhv#|7&X8mf!jHeSVtu*Vl*tIWGQZPu0F{;^(igwbOrgfPc#V$4no48VXjQ
znQy=RNm7x(_o~#>^_H>I93(r9B7fGeIc>jk^ZH{O_DuMw{b#D*-=ohia9gckbNTen
zPxTpn|L!k(Z2D+5)AnU`LC3YToPY0Fc0BOYr)B^7^RDf$KjV9heYc+U-|PD~*0Zv%
zIqN@le(23l&+Cgk>U7lW3VFme<;3DL1ApXx%4Q6I8zZKD?7rFou|kIPuibw>_V+s(
zuC}z^uZ~w;N{{vL<NPT>&Ko~{VHT=?Y?37#dAnNb@5{+|ABTqNFS}?TJk4<H#$Zm%
zyE|KCB-2ahdmqrW?c7|Wr|8}m`SqM?%CGHvPE|Y?Dri}s-FWDnYD(QHv*p^;Cotd7
zw42_rzQ-@7=zS6AftJpy=Rz#3yU#usYA~F6pngpbQ~jNnEKYXwH>~_w)0BNfUBs+k
zZ{ddDkA%6_UAJ3U!16?h%YBmG!UwJIgt*cxVw@iKELIiq+r5e*+^ccw&rkgigSi+4
zH$Lm;WGvL%e&3Sy07vs`e=UYNA2nAtFr~FzD-UASuzPT=CWuj?>1(wFgI7%bbCCum
zW`SD2Mul<%oqm(>AjkhNH*-CYoWCH-rB*B3{C#m;ci?oX+p<NLCfC0jJNHdF=VSHg
zPVhPIe`n4byQTBZKNz$5@AXuf`t8E|Z+G5*d*pw9*(1x}7LQ799=~^bYVDi3<ri8W
zZtCCr`0$NnpXt9}oj7sjt7Z38mDjyf-`-s=S1oP*^~TA|=MI&=dhB`S;rEkIWRujN
zKc8)T^WfnJCza;)y>U_g_3BffK+Ab+z6^)l!%Jn^&t-pEFw;3X@j>=O)yQ|nhSoy)
zO}%#SIecu7-F-Z9)oJU#ko9{WS3d0cB4BsuyUv_Mt26T+-l_ex`2YDC<t+X6FONK4
z`1AbiN}IR;=B@i_8~b^6&?N2kFG5~!);u}aq~!g-V>P~RXY(q8-rk?F@ucAV3!FAH
z;{Wq6%_%zSuHm+);>Z0dn@`TY?h^a>Q}krB$`9GoukW}bzUo&{*m|Es>X*$}ug4#~
zeP`a8v;6nYerWup`(J$7ucue)Q;mM-ORqna-*@lV%s#$9&z>$i;QQlBQea(~{IjE<
z_gl8l3Ge&*e67&u%|BP}|2g@6SdH9*IOUJ0KJ1H`QCG%TyR`NH7pCv8i>L0<_`7X`
z`|U&0`l7rGcK+X+v241@$Em&Q+`qFDYj>vqShfGL{sfQOO?&2FRZR=3pR2Xi@`X&5
zsM-Ecm)V{_EqkdQT9vxv->>#Xe?wQbWV|@}x3uhacyHMBi&=k9F8|Sc^QT?J%L3ly
z8bj~;>|1pURw@0J%FjB|m|*{3b??f?^%-Yw@9zF<{>?!7NBt~+eUbN~a{r%AHgeqY
z_tLcgzt;BrDEsHV-N>fM>6FfT<EPD&ITq;dS;)W{VJV?EQz7i~u@8nZNskkFOJ5(T
zh@732ym$7gV+9+PHomyUyW+E8!Mx{8yFI*RulT$U{_$+rk=K0^_6qUhN6cm>-1eWi
zH8Hl>mZ4>r@%2E5Qs*h`3pSm6?pmun@8^$={T~-=JaX?m+TYYG|5V<dZ*uZ!w$Dl4
z5|v5a?VWksIPT}H<+IqP@oKiNgMSX=uA53<dkg$h=J*}nn`|-j@pG3q7q8ut_!hPM
z+Lc+-@1|D8g%q|edHmtzWbNOA@AE`gDnFRl^!$Q&dgiM&7DvBqnebpm=BdJ(j<n0x
zc@q!b+{7>HYQbT6xT1{zgQ7*vi)&lw?K{6ochV0Yi+6keIxK&FtswvI<oY&knIIjb
z2K#sSPRB(E?0<9Pw4wKn4bQzKQ{TnaJ>|cDcH-0%>1#r-?FmZSrsw}ZBOw0UjhIVq
zC5b&xo7eyP$iJTLVff3Lr7E9I>g==<<n;LVpSAG**J8HTTq>`7(#<bV1XD{`rZ4{g
zKH%wjEyshg3-$+ba;-DCoUOG@Y01+=TjG>gZ7P5M?3L4Niw)nJXC|#|Jfpw7_m;h4
zUM=(Yl`QkResBB|r*-1I-}i8-uahD_axM9~mP>PA`JKq}WxY$a?OvSNA7GlZgW*H?
zs>H`vH+=}4Ys-}_bzSIJ#{3swyA}Uby83vpE?QT*#lPonx8;Y=kN(B3wPTCiAGX$Q
zOEAO#a*e6m8kofjALP8}zkWSj=j&aYZK2G1?SI9MZW;fpQa0*7Gc|id{VnmDy=Qce
zt8TyYIQ`1Ar61~!Zu;^6(21iB-m>*iFPxlF>K(fKVfL}t0^xyH|8}3T@6cWLLpmjH
zM&P04+CC48T^V-#Vkme2v*EJ--ZlGTjq5IJKiu@npM|gfpUnFm{{1VT-FUQq-Wz@9
z{nIa=_K$AAp7xl1NuA7IUn?JppA*B`-rd`*rSHCP>ia!=MD{&UZvD9-Yv$?qe-!us
zIy@`aQS8QxwA=l+ekeY_an#iQqrtyP`={sZN%`YHKY8(%9}|1$Pe0~;%>JaC_D^N$
z`Wn|SPvzr2h1WgK=zZUN&3lpkdAI*E(#G}fKKh;iZtuTiaL(V)eIuK^WX}2(`=0!H
zu4-*(eqg?Vljaq9uWy?lSzJ3A__tE|%jdL*s?Q%6&yj!qMe<nvJ&$eYHx{m$ocvfn
zW3JuKQ!=lg+^D#@eg6Ei`d__&Ko*_veyRHSXK@Zl<_EXe<H@^T_gqMS_UXJex4vcl
zPQ9r|cV7K+>)|TJf9dBsL_RE>yjg#`(qxrOvk%%X&q_aE_~Xy*TNS?#*K_69|F!q{
zSkL&2BX}Kn*FToC0YDr2^OLf8xeU#WEKR_wz+7VkGZWOa0YWMZQWf+A64O(8xj6L$
z5{pvvN)(LD%t0mufrNZhQ!*2s@+%ag6$}&%6fDgQ6iiJF6k<VgLHQ+#C8-JqV0LP8
zerZv1YOw<N&;d?;*NPJNV6Z$yfK%VyK*89+7<4!R$Yf4VeRo5U0L&_ofDuRl<V3Iv
z(18S;oceD0c_mO&IrZJZhL|cCD1eo4>brpqF#)*^CIB+T1X+c#g0X=qvI-NB09*ys
znt-DG<lxkjVuff0{Qws?1^tlJiV_8V&)mfHR3|9y45dB60l=vr;h&V1nv8H=1juz}
zaI3&3g9&}-{JfIXypm!C==lsmyj&oO)Vvf}%z)ejW`n~^-^o`&-!H!?H!%kkyvd0Q
zh8Q}`P~#F+hqEI{2dBP|GbDn1yr6Wrf`Og|$V^`!1w(M$1v@H~6qSNg09Jd<$+X81
zYKsYoCS-{Pnk9+Fso;p$cPz?G%+Ynq&q?tO0U6|yTAZAkmy(!Q0+I(sm$8AFB`86F
zBSqgeFF8LYGcR31-!mmOuOzdiQr82dFSs<R1f1GIX&&tFko?fR%;fx(R0U%Lb6BM5
zgQOL}i4G&cLAD@A5l%Ncd%6Ty7MG;vdgi6&L({Ile^E+m5y)X0Fo$XKa&dC%2c@QG
z7MB!NDrh*S<R_&<1cOTp3UX3&LD>=HR!~~u)OYrD3CVZ&bn#6rK==;iH<xfo<bpy3
z6h1|n1ts}KAa8+=2?1pceYp3XJzYS`K;AS0=>;)h{^isU2WRwX1#@tQF;FlvH`lW;
zHZm|)h*dB)Q!p`BFgG&NGc+@|G*>XOP>5ErFgDgRFfg|;RESkD0|}U#n&}yu8X21?
zm>C-ASr}Vdm?$8`43OByaIFSNY7sVqq6ERSu&~rKG&3+XLsE;d0i@O#t^#2n!j4!4
zOJjv-1ych9g;-EZ0R<@{`<a6R3Mp<KL5ZwH!P3A~&&b@^1e}DO6AL_2Gt)Cl6wD1x
z^(>4GjKL`!6yTtEGBPyOvotg@Faw3ETTWtnv4SBugh9dW1Svyx&5X?TER8J9EERN(
z&CT>o%uFmy6pRcE3=|9v3=Q;*OpPrKL9T-odv2LIsYVJQr-9=TWRPECZmI%CrtmCD
z%*jl4%uCOKmdC**skvbahQ{W4Mh50khazGc<YY)1K~Ll0e1H@Vgbt4}hnDA{(1g`Q
z6?0-Ip3iGG;5qibl1qNKGwad|c|uOF9Hv^l=|A?3!Nf3jiQpmuzCC}NdS`6$XsC;S
zbN*Q0sa>mjzX|N!?P&I5;bk{Vnf8;OEz<Y43bwOMnO3J-b$Z`cC9acaZK~d6U*=Uh
z&$y_+z`Dx(@ViBA(sms$&T5w2x|8@l)U0v#$y@SoE>?871~wehv)H@k+t#;&N?y0G
zYu(AVfA4%Q{>bwjL7_*?<;v`>i*r?XUAq(bq|k!($@K!RMz_Da&s)5{cJlqTz%Pa_
z$3Lp-iFpMr`f}jQnJ*qCJu|fytx>XyUvcWy_MQ1>m#lu+X{Y{;w@t-v<BW|v#Iz%y
z%z8Oh!#hG}XUVZgGp#+Y@$Go_>GbKWZI!1^?lkbaC4aVH<~*|<Yj5zCos60npMP$K
zF}Plag&9&x1cfL#28=9C!D_%9V*_xd3}!=X2zc@1lUS0k8<d(}nv+-rN_?Q`MK2=F
z!PP1xX^~k(f@&ymIz%KSjN}8dg(x=;o+1)dje@-u467lCD<Vye4fQ}lVxVAXX{=yu
z0xBX64HTjkjEq4=jFF{+v4Mh-sgZ(-IjGz*G*PfL0u@u{mKN}`(g0MqnwXg@n3`HD
zm>PjX&(zQmR7NTonSvY!5(BX;j3A<>re+GJrbb}(CI-d|CdMWT#^%Og9j1mx3g%{J
z3Z@1o3b6`CW=0@u%|UL7#fT@6*+}sOEAA}J^h`l12)U?(3PBQ8iGq=#5kw8HBF@r8
zLD$g2NWsw1&`i%%!P3w|&lHmGK;;*tNCTyDaF~OHAVnH_BF0gqS(<~~he&}SXW=Ny
zK#_ywM}kEeC@!GwGFY|*6=kRMS`2txzyIvgS>7$k8E}i$DQSk%#uv^@|1x--F$v-f
zJfZXBx7s<IC2mY5GWWBS)qTs~Y$-DNxuN^T!Hb@mnTfII!Wd*9E-`tiIn`?i_rvHj
z&5E7k-*3N4c=u(?giT9Kety}$db9N1t3{Fz8&%$iHHH3iDZlUgey6?kXKv#RcgdAn
zT8W?h);Cv5r!C+-^=<B#@27IB*Y8ZP$z{vvI+JXkG;zZ$#|GIioE|6ttjxIiD_HQt
zr~9>Xp^sJS*t&0SJ)fpiyNW4QGw7buQ_G-(%!Oer_n9BRs4mo4SNHvsWLLzMWju3#
z2zKs&puXC0#<qzOYi=Hy<+|i~gjM&!U$dGH-pH0aE5~nGv15y<G-th>S&8&&i|E(t
zUD-zh+Z45UxBJdM$`V@fk70Jh%){XF3Kn=sWf~}G!BJt1dRCb^&SoDtIe=Pypy&og
zGDd+0YK;X!5*B#{ngu8~f>R+PIbmcJkS$=BV=Z)H4jeS4nFYMDKx%1b0*WI@Sr)5c
zY62=dj6wMq)~qu!)&pfI6LW|<0|iq<b3Ic9Q!`NZHUhVwK+Q!%1q%}+s3=6v)XWsD
z6BOFU7UtMmUtm`wg)*Mv$jBIxAc!c8EI_W)HMB5LFf=qVR<MM431kGQ<bf1MhTyg?
zI3a)pk%}W&^x`Os42{8sB_j2J(kb@B2%OfCd`PG;vVfM5=<TYrS*->Ft=}uVBJb(x
z{d?`!(*3ll`(MCq_6sRn8l{|jxbN>Pe6;mKL*sel=P5><ub%A;yyWyDFYVr<R!6PG
zf|=om1*>G1CI#|16;%tot$Ag_J!j`#vF_l-Z8N8;I(&F|<>)M4J#)kFKaMn+D_`(1
zJ@j;Sp6vG3*X%78ZW7qEim9>LyXxhaY;#4Hl-*{BUS7%zfBtjzk2@w#J~BV^e&`fj
zly$$nQZQ0-SEyrU`Rb$<N9=7sud91-f9}FpM?%{ZWx}jgEd!?sEY%E@tNax8ZtEHa
ztstwXC%WZdrW?QPJ$30;HTV3I`Z-SauaytY{x<LX&3ViZR~zPuePJ+Z`THyA;ZL`!
zYrC`m*D(gAcdy4$+JM6j9M(qWkX9C$V{Bjn8fyTv(KEAierZu=YLQ=Rc|b7kZl(pO
zex|I*0c9a@N<$<X^dbjr3z4oIJmn6kK>_v{N#%~Ep@Nx#fu4aSsNI6mO0fVLiWCyi
zV!^`LNYB*J(iB`0AX+M>=7xGk7M2F!{ud}Gf;wf!1_pXYmPU|P1Ej?QZa{!CI;>A-
zXk@5o3hvG+=$e^Z>X})Xn<|(Y8R?mtT9{fY7#bKE=vi8t8CXIp8<195!2vIAL4uHi
z12ZY%Dm{!0^vn!QP0TDo#StPsfSit_5CNqgr0^hEh=7V}%ofe0^Igpb0`2eZT>I`i
z2VTzDt>AQh+k?da8_MJls3n_kI3{qpIe&lQvD`#vE_vhqKW2KyTy4LVasCm%`3W|g
z*INSljy-&)vVl8hYiH28Dbwl{YfkUm8Ypw<tVz|2?904?fd*prZLeP3JrY)J8uLK2
z>;7D(<!7g^-M31upm_5)_9}yUs)3P4tg$y<Zrz%n%dd0n#;&l1>;7)xo9TYMa?=5e
zA}_O|0E1g$P1$Ef7b$VBPC2T%#)xV0zpIy3%U(Vyf4!kr_}1i<`BOY3g`T^pFXHM{
z_n6ImNzGNreUWaET1TIYzDHA$<Wm-PD?!dBHm+QaGq+iX#LIlPe|%g%C^~53UB1nl
zKbLH=Ro8WldNgyNQ(4oarbm`Xk1q20IOmM9Rd0@aRLw=Di9ZXTdl$@~v&T}rt<9Wu
zx#@XN=^gQE);BCo?e|A+T=N81=>rOMa3mQU8-Ue7I0hEvw{<K)tq_U|9!pT|3(lX2
zgoaV@fNTLf7QJ{xX^ah;GRG30`$#Htq7_V0+B$}Y3WlIDV*>?4P)E(k$W#H+Ofj@n
zFg8^%wJ-pUd_^mm8yYB>nS%O!X66Rq7LBR75ts&rt+64fasaoA6fBJm6wJZhH!~wp
zmNhdqRWJp&JWMS?e2__4npLLe1`4LeCSW5m8&{@at3eGdTn#J}15jhf#Mm6{erV&%
z7}9J54ceQ6*;od@zyXOA@z8SC5=(Dzh&I2#$sfswgi20J?9H!9XY-m31X|wPwD!MM
zWcobYgF|y+=aGf>T5p*J_AK!@s^HAGr}iwL=MtsHFTJ*}Bd_Jf?Gf2Ex8--@uU$(#
zP1c6B9s8G+C6vBv%dLs~0&;EF9=X43HQVv6&x+*KUvb_2;x~)yVco5(g+`kzZms_3
zbH49)p2*Cw_#>Cg<D&G|AO7Gi`_i+*ZyKj-@7ga>y!oN-hf;4Z3n<$=_gU{(o3fg-
z%$)Nhm3;4NOSP|33x3IMxiWpe&l2_DDSVk<^J}@U?_620b$B=P?%SVh^rJo0d>lEf
z8n*fTo2J?0V3~1TWPw+U)<HfI<5tCB9n14oo2G16=)Yre);UqW-Rq=EZHIfu3Jv8W
zlQ~!}_D{?f_1~_m^Q>e0uM62vl%KwGo?OUKSpRwB3<sM-?b9AJcME2@y|8gS%OUH!
zLH+hu_63hq%}&ei;@`JVDmnd}cyIgOo}E`q_IEqm>#TeFmwD^59iPBuC1&3d92MZG
zGd48>tATI~EOEBxz{M4T@i0qJcBQOH1!ZLdMJm`9uzRr<sYq@dJf$kA(FOJvsii7-
zJS-MkiW(Xz#3~qCD43dnOHfl&P>0eIG#F)W1Y#P2#;7bnqM%_cPzeee+QL>if!u=>
zgm?-k!=XA<1+Ep4{7A5P0<|$P8+H@V`hk0gwOx^M;^qN6I=G#Z0))l>xqM;tvQ7}z
z^ws3PcdzU~c9QU|8q4QA#<`ca@UOinH_6=mG@mWcEsgfmd#pMyJYK>3SW-jxuj7`}
zo)Obp3byOYEx*QNyjrW_iS3H+a_KqmuHJdf>m4`OY57@><>!}i-&uRD?s3a8=Tonw
zMEDk7+PpzO$;m^bEHCuJ*8AraKR^F*L&wSO%=f$}YYH|xEfP+130s<YHNdtt)Y#<J
z{J1wO>n6k>ay5T`aPG33$+DXIon71)pZ2}jrl7^O$mn+F^;1p%imp7~e|7!Y4|8(%
zEL8UA|Gw_{w@0RN>C;yiC+6(Ro@MU0iZ^cl;d5ro9(`wKU)Np>E+()PC7@sf2eXlx
z1y~K3V{BlF)-)p+{-Bl;M)<$2z1x?wGxuGsy=yGHN92Ed2Y~~|AAeX`GCyIo+Q{E@
zi}BGO`+^@6r?{+L^>p2>yN@>(%BY`Pw|=Wi*CLHci<V?}%>DoT(F^<k6{hyZMbp3M
z=l}oQwqND>9o3dMdiB4~Z?FH~e!5;*ZoOT~zr4TQb|1w5JilL8Ke7JL%l`cRKlkqb
z^Ra%XocyfaR}NhL^YCr_OZ)$y-KMg=|7Cj3r~Xs;{ba7`7uMgLKJC=Kq%*2VPUW^{
zFBiId)mtn4e$bM7R{7Ukug!2cd39%*<8;07RTDIBHM-v9x8MKwnYuuE?_8@_kDfla
z53rx1`ssh&zi;3CTXxs)`|~G0|6Xizfo-t%m+Aj^T!;^Pynjlza#fAyXZ}e0kKyhG
z{dKjIe(Han<;}hKsQRl(`j@t{KJv-?%&+%J{*mcYftl9794)dJW&4`s?fvni(D&<;
z<}Zg=@3qKQ^6-6oD_D2sul{T=`?&(u=RO-}owqE#c1+Uw(|(Pu`<CBp{=eh?%O&@B
z&N+GTrMzEt;WyV`9}NRF=b9F3aj2Wly)?!4|HE?o)lwX$t=TIcKB_J|VtYwriRdHK
zV{)feEs_FG+UCAmu=Q0<$WvGQY~78|Pp{GXac8}qc_{nBOK-kEE$Us`ZFghBQh}P1
z>oT?P-#P`cJawzm-J)IEP-V5@HY4{M+efnZtgoaueNw*b@}DojRI}9ex9QI}G235Q
zUv>zV(>gsZ?G)2jDUFo7mirgFxL-T}UGL7lfA43TxHWmQX0CV<{Bp*6mpu6y{8L3%
zDSv#rY<IcSXQ#}piThZ+bS3XJPTbRQN5?N&+~)AIjc#wsxr9O$zh2|fi2cx86_9(=
zBez^VRr#3&uf+iuXaB92tS)KuGixbG1ch_N$$Z(e$z?*Ts+tC~Zp4MHt3-Wvh+Mh7
zWaE>i*H$I-87$LMW!H$+*t&q5d*9iEnTe|p1*-455}l;Dfy2WlSFYu2&MVcOVl$SR
zADns9!+1gXhGoU-kIvm@-1m9Gb+N!kUG9x*54lBEp3U#qocXLH+Q#Vb)ZI^0|9rNc
zmwEAK7qiZ~jVXch#WIgKIJ{aQ+0l6U$7_bWW;OFw&Ky`EbT)K$rJ3WG*08^q=6p}N
z?_e_5uZvUt)f9f63u4(i7ejP?KU^{Rx}YRz!Zr_=MN{S|Y<+sW_NMgV@}-Pc`l%Nq
zChUtA2=QFnwU+OW*^G*iJ3r#0l?;|}YK3yMB>$<sd3*ND^(zk<6q<hP*u27A_&evb
zgNeGHrL~j0JP+(`UAk9HHjVZ1mIcpG@vK|vI$z@J$<}EiYpsqflHOaE`XJHo{cT2n
z#!Je|x4MFlN;_Yx_xmK)u}b*t?}dBW*X1bnzA^Y%>5*xaoo{nKY}WP{D(7!|vNguI
zZd6Fik`+F9XkzuH@AEEPadF@C*8MP(fx*k8Eyp@adQQ0H_dIj?ta9`G=dB4Ja<#do
zzIaS!&h_Ru@XA`^@Y3Q}I!}<JhN{~&7nAnjRD<hr5yBG{1ZFP^^L`!UduHDw<ChM4
zv$M|0ttngk<Jsw>9+D1^dZs_@ityxFv)FZMb<36u8dWO<?JEK@TxKlF*07tpCia}>
z2`QOGwu2Fpv1uDmt~r0{7?<*7X?>3G`_yJwwn;i<`^8F!<T>0jd|7n&CgUEqPwk7I
zvY(&v$}==p&S$s6tHnXRSH7NE=EZU|=bePi=N(p>LF<o-o7x*`UsTCjS+TBq;i6e5
zmR+^V$<$GmUcdLa)wCz?Rkk@>Gv|4(T)p!YkLnd|(H5g%*4BVu34tpYZ&g_9^XFK_
z`pDUHwzABKEnRTueSyPlzr-Gf4^CYjJC7@0-?HWLL4_?<k+&O;tzvrgC+0MJ?HZ?y
zFR8rBCYQcU4fNTiR3UV4<BFFLcHY`~DzL+*U$fOV*)&gj*Tnq=MzRvu7G@k0XP3Mh
znzSgT<BA2lyQ2Fyhxe^3*C?5roVnMX$apE)$(mc_lk(b+?VD1}oMt!#_cTjyUYsJm
z^U0l8_AlCJt=PakBZw(Bbi=BfFCLz*SXkO{h+&rLf`o(S54j_aA|FWDhHy2m`_!Ux
zVRC}AE`yHb+jlLZCs<#v>{%(%!ZQ7&RWjeC=+MI}Og=wPDSSEM!W*7|xu&aA*<W4k
z*gnl*hSx5IBX_fonIyPHFiSs6ny{!dd`7~-vs+>|9FLL<)mXsCQhNQ_Cz;iat3DOn
z;dGz7;!0;qj_xJRzLEg7uFYFdbCg_MoF7oRYVKZdlb<%%9VR!0d%c@`(7cpu&WzVC
zqQ7L4U&V0GyuVRw^_PaUN!uzyTJ=8N;rN=+#GtO9@ZiW~A5kGMu9MxX_)O+(taM!Y
zJMx7>_>3@>wY#T0$re32FY0a3tOH6@1k4?$E}G~w>*nzX?y^nEYk8d`bkD5b6l`@u
zfg>{PeRql8f?_5P{f7*!u@9&AMyzp~Ip4SL_9<Qqj+@8ZV$Lb;dR}(m<o6JM#lv6S
zf^&9FUVL46v97t;#MUmCrT0SQ!d^OA`LUe3mUGdu{mQ~0=j@r+>xG5=Q1o#NVNn&^
z91x#+*rwv}ey>u~nHirX&pHWltV<8gb2z=9Q=0wvwui?~E?g!Qa=qww|K`4}jMGHI
z)R#EjxSg7OyIWR@rz&}hR^znT4aaMi>s@qm(Rt}8I*GA3#(QSt?+)oTQJt(aPJH;M
z#>jnpMXbS#u9TGG@LXP%Z$_qW(d+>)9!=c7;qj)YN?Wb2SXFgD{n!`p%UQg(b9Sc(
z_lys{iDiYmj^_7#KlfJhPDyfv-I;l<llHYPUcSfS&FRgI4{mY@En1m&LnXjr%LTTr
z^TcGi@1BU;&{MpMeMURy=R&jNZqpfcbA`95$z;7{PvhXMeLg4PT1E|%n4SC)XMvqQ
zM=awev#n{;%*s3{U^eU1g^Vqa3eRS;TNW+tF(?Q<&pP#)UPSQqR!)V-iYCllJ3F-!
znQj&B&geODM5riS^oh_lCGE4OhU$mgnx+;8Z7W#u#^O$STXgyk%b?tX(uTB6ij}t6
zs^1rwPBxxex%0)6(p5T^E$mu~_X?KRAJtjfysG1#jim2PL!<I5*Pd(*WA9wX%fz4h
zD8=4$yKv96yh5>vPoGjt^FwRa$zJ`pvc&(!!FA&7GsE{VmG@tdO0tUn*?4BR$n30b
zQ;vL7TDe@#NBE}i)a9$H51L=}?LB@<LY`%pnB)?*nsC((7h>P&zI!E+U*77%x^eny
zY0=5?$JP{^q|I%0Sj8b=b&Of5Tt_CPFerG<Z=2V171*`fRs63wuhcxaPdqZ<#_CXm
zYSwIx;Hj2n*BaEe6>cahiLh9duzXddLP@5iPeehaVIc3riw)^QTP>c6?{t>l=KH7f
z)Q04`pry~MZz#>YzJkg5Ms!a2d*)oBN6GKbO07Lrv7q$D@17M7A(s5LS&MnT-&?K1
z`$w&!<7)cX4JX@_<x*NWyn^HRw5*coS-0q!g0J&6bxFaE5yb)a_6kb;2Gwuob(nf=
z-le70_alv0s>buu*+(1|W`Y}feoU|uka>4>&8d0G0XhoIE=N0@#Rc0!%ewZhEj`=r
z+H}R>!&#5?JDX26PLxx&R_{#NxBW@!De>?J7Q$T%i)I`8m8$PBKiqEMX7zB%;jHjI
zCH%|h1hhMR?U*ou#l%s$lEX?PGWU$j-`u5MD<-lXHO;aq4DmX3X$H%+<ve0r_xdcj
z_`u|KsnR{2zO@q+gl0XE7W-J2nZlwX78=D@W2j*9YQ1FK*RUx*8f!9Tsy@FmUwbkC
z`l0OedfEmSmmkb*b+_Rcn!S30)uFm<xf>fE&N4O2@mO&_bkD?}wiWA--OEUGRLilr
z*nCGICQ7uj=}w5mvW!l#yONS+6PKU1o4)*xOOVbMwVSRFr57u@m)ad)B(U-5z0f1e
z+`Tli7gl`m;N2(4J16I%iPM$VUIiy%8Drk!@FG?2#TWanW@Oxbwvcs4XWQKt*&WlL
zPX8NNCaQeo<m;A3`&ms3_!6(a?Du*x;X}xx{JLL@L%o)}Y;%$Mx8m_!r+ZgJ>u+W#
z95wxB{a2IQe>!`KgQHLVl-*`F>WRrN92p`4e9NW;zW%|clbV0-T8_hGAKi*_H}jfZ
zJu2*eX1~@{OA5YNdg$MSo?}Me_vgGUYE^n)xBlj$W0J8y&e<@p*Hij4IhEgEBJe@{
zm%KSYBTfbd_Gf)q?{&iD?D-RkQ~z2<?_|{dueQf}G23?Qys2O6jenmqy6-jr-b$Uz
zPfQzfZ->op^kl0F_*|a2X_ok<mq(^eSRc4YZPuTdhQ{(fJy!RCuor2H_w=QgJzz8E
zo8%eL%;OTIzK8p{`x504O-o0Ur|(bSlTZ^^PuG;KydW#3wvR1gi$F-u8le}-AGYih
zVBC8}XX~WNlVoplabE3aeE1+RIlEy)jMg(l=c&@)lh2*F&XxbWfh{h&_)6W1sgYaF
zKJEw>t-gBOPN8_0(~oVn4ssK{dNx~kN|??QFFRk@SSGzeA>oDL<7>;*eb(8TUEi*I
z>CQWE<}>%4Uz`zp$@WU@<sl`f$|SXe7p;$8TlT)K*Ec?D>B-7NDjS|mxEpeK-{aY@
zY7a^uHcdJ5SE6i>iNK85gK50pUg^IlIe3I<DQWi3Sp2mrXp@qINtT><ywe#jMP|Wi
z$NtGRGx}Y6)Sh(Zg_;&y++p{GM<KH;Pp$T!JtyP4xng9E(S7~CS!p~OOOG5lF@-~m
z+iDiS;caE+*~^ycL@ru(CwFdC(5|nmTYg_+h*mVXd5mX==l_=JOLA{a*m8B!#4YZ{
z>{EAb)Y@=vYR3ulW0BK!1n#a)s$Jc>*rwyc+lzUV_kW&Ka>G+7o%Nn1&!jW|9tZt2
zV&7mjWvaJHn_#t-W7x^iY16Ep?Cub}d*z>^$>m!ruesm9?8wahaMz5*uKAnX><3e`
zJq5d}XGAXb>SjFY&aSPUtZnwC&R~;KS#0t7+*y$YF%7@Yb!H`{ZFHWn@wr#(o>`Gw
zB+}MeC58vYc7<$YWS9^ZV!!BLiVnN$(Hl2vx?1zwnp&Sn@jZ%}+@l%yG5z|oxeIJw
z96QIf`Nise`)2LgRw{kr24`B#3BQ6q-{#wl`GRJXdb}qdJrd<7`LZ!|drR+JS0%BB
z+vL11FOmE0e|_E`=8_8wcg260Tgw&~t1@5n{DoS#N3O-k+*&6&{Mjjeuk_~Y`DR(y
zd^YY1&2c!rn^V3b{bQRZ?@ZM#cZ-|V%3D8&^X*ZVHT;q2Jvr@F=IS!Xwrs9Eo!K|u
zh$)6%lG*w>HEplYJkb@C3?_SrTs&C+Y4YU@HHW{&PnEv#A?F~+i-T%!GBf;-o{Y{7
z^$FSX?(Z2E=l_46uFzmTy2~T}TA<a3J~Qor7cT-Ts;eJv=k+(1EPSB*@t1F&*do3o
z2@CYhGm>)lTvYLxchP}O&S`e1c&`5M0|x{bJ=(>+_Wg-Z9vqS4e4T3dEPW<SY-y-X
zcAZtB9Z;Sq9QLG@{oaE8obPJ0t5rFIvrZ&$bzhL}vD;R_U7M@4TUlqB_PbMp>r8g{
zZr}{qRIuRDfh9Igr`h^dOa(41xT0&5_%+XIUiX~!8eY3L^L3j1X1cwRt@U%$-ID2-
zKWwrto#d@9zS$)=g0pO8^PCTMiySqV+}g^wY3U<H(e?`$OlGr3TF+zVWvHHRD%RQe
zqASF(U<pgBqP+CHJ+ItMZgfUWOh|e8ZBuFC!c+TRgiPl9lUBGyuVh_Sv*+r{vkVFb
z!QI(A8y*Ty*3q)6PxbqfXVxh^sj}<Ihg0b$3;$kRzh%M9{bF)fFP0T(3of}Z>9wr4
zuIZKJ-Z}4DYnN$!O*=Ac@soz5YA-Kw&OF5-q`2j^)=!(Mr`7sm7?=249ooFwor8({
z^HQdWS!<;uo)_g$I%u6>{L%W-|91!b7Az{O(B$L^xp+^DQ+ioU=$Q?tx=yxzy7l<e
zxf_Z09cx$330>WO%tmQm@3o|viAFbaj&4fZKH<ReOAX5T7H3~b`n?VLc1oS+quadQ
z71M>;B8+}_^Uf?;l#(g<ZjOoUs*L<j?TM+KF<GB1xL-W{z?8K6h;z|f)u`#2eqqZz
z1Zu=j++HE2G9f5n(W6UZE3BTE350EsX6)xwHeo%PGb_<1VN>{Q;kky<Olw`4IJ%dx
zdMUVOZcokh>j>ZHWZ5PgBKq=Cprf=|u+Q~{EhiQ(-Y?`JcJPYaq=tPCvX<M$MQ2`E
z(6Ca`_2i>R&*m~Z*0RjlwQ?KlLe9&FcztgjY^Zu@xvIo>oz923!Z$)od?KZmEL-y`
zsdoym%dy_zzuO-eb`>clAKb!bs{T3AOiZST-@PE;;{uCodbYaH&7=Ck*@t#+SNuCC
zOSP+m`GL|4!}afP&l2q0t2Qr0sa-ha`J5##lWh$ZCYmn}a%@u6Z{yx?C|C3<x^Vud
zsjgEW&y<zwnx51#^|=<)o@IRpgl5I;SQj5CVp|YZ`aJ8n6_e-kbtlA(t{rXL+IiuM
z$GOKhUIaazURbm66<-u@himb}i12mguDVT0JLAK`#9n#0oV>mE?~RWwQ&!EJR)1`_
z7N<H>Q&m#PR(A=TgEb#tT>EfdMP9-pGDPZ?`u`r^L?_`*H{JGU7IZJ#axCSv>PqGx
zirS|aWPAG99DE&>f6>%#!KQ1`kC-C4&fYkE<~HBqgqpT3DUVL1^+aD-w_W(yv@M^D
zBO@$sewE=la4TX(`qYaBUnMF!=ISqqoT$2J^%RzVo11k@*Xw(JOx))6spR@%FX>qo
zj&Gx$ANc;1yW(oV(K~LQ9yUJ8XY+Cv7cgXB**I<eJeTNl;kAFiU2A?<pKo~Q-TTvJ
zeakG(&($ut#@n6zGD^d5w#(WA2i8uz6}ytT;|wBKM76T=xM!_P<2BxKaFTqg(DNS)
z&a63+a7nJ#Tv7Vdy@1||?I+YN=kO*8Piqm7exLVl-xJ=9m;16#OwQ4s#mB4X?((b6
zWq0O8X0cuQmf0JmD=)^V3%UzOD9zBZY?<hB%xuwJMa^w}dos2}2mbn=vZe9TRrB?+
zE=IaDI`ndS#2&~N1+3y}bFiI!#N1-zYNcjgH~kYvRnAi{+IBC=HDaAPrKs)VQl;%t
zN~$Iat-ZhU^HnFE$`xXn@qyPsH+#(<qxXv@br)*t{JfE`U|=FHt$Ru1<&kxZL(lgc
zw=v%fo$lIRra7l<^R`D~uFi#`k3@Zrh)Qdo@b=1M3wTlfDb(vs74Nnw*PMO|<X_pc
ziz)Pp+ltJC9!%$VEjCYJsukns+L<*od8V|4i=yFWaV^geo~v5d&o$|k|E(%$x<hK#
zoD7A!VmrncMX|ayOXNJCocoe=(41Si*(qYLgmZnv>TEIXIi*^+qz<}%`(`fiQS4$3
zTioMwQzu1)`voXUa_*VfFfGaRh5nMxuq-3fnX3#`*JoucWLr}5%5ndMRcdE+DpWf|
zqGA(n-)L?Vz0I^Mb@w@yFc*bcZxZ;nJjiJgpWl`3Vs+t&+qKRwr3cFnmp30@r(+&^
z^}p1?jjmV4Je}EpM76Aalhm;CYE$;=?~0oXq^_HI1oQcx$a!yZTW#H`7H;{ak|7^f
z-PGx@jattuCBa@ayG>TCM@5A5>)LHn)%#D)v9w}-9M@9e@Y>{SSTDEq@<!=pTN<Zc
zVT(;pcq^8<TB|xqXkIeggo=B{s}D|Gp)yUk!C5BmG1L9BDW(-WLoV&OU{IQKF39sx
z5MOe&ULWJ<@2dF@?@tN2y)&8Kvh9AowrR}#MNghx6I^MiQFQO-PJN47nYQ__S+i?8
zB5h;WKjfM<<0Na@-0+h&FU(B!a<=)#>u>2@pKpEYqSimV;wJ(U?iP~LQ~Y~gEh#nO
zdMmt_@$16?vBc!#b4=bw<a{k!I8|0^<|Xc>shQs{Yd-e~NZBWK&i72;JE!S;dZf&A
zw*8H`XE0s)5%-+R3r|1i=Nl?q4inuQa_V_<@#7lHsK{N*TDRC09W30E#$qTOG&iev
z&Z##UA|9;=+1H%-xH1KFhW=VHam$rlw=Ieq{`}RgniKfwgZ-u>5~}%&Rrl31bay4m
z{C!e%<8SbO-S%wPRrbfLConi>xUp<pn3A)jvSF#r@+hkfDw;?3WLF*MHt2ZsfMM#5
zfGeT;Hm^7m3%_!|HDQ^=>L&62y-D}P-P+%!CU9=Mp!H9uc5l`ZR>n_Xv#OI)oXbuI
ztYpireeo)E@j;*4Y;!|qNrmUjefj-Y*WvwF?-B`rQE|I1d}h|uH0|oozMA#f<m(p8
z$bU+kT)cani#JQVG6zq5q@!!nH>1d;>w<~t_Qx-o&KOQFs7RW&TJ^Px;%teG2R}ks
zY$H#eoZj(fs$SOq)PqdRH8#EvPgQ*2yjq!Wf@;>Gmo|*`NBDTUDmwSy{n#u!Gj3K_
z<72N*@3jS0N-|SACk4JgETF`9)1+Ipuf}^W_tS@a3rc0?q)JYBbzwu#n<FnSpD?#n
z=-cYW_AqJ2Row&Ic3p72zbfx*vZ>9+@-I93lfQZFxTM;*E9v`pmOKH5<+Bsk6{Y=K
z${W~FchVrUp+)Xz1>3iinX|(5+~(y!^mYGqkjcr7<=4AVbJsbJPk1J^eZC!fuAJk{
zIjaY8xtS8hGRv-S^7LPlr!ezkR`|Pu=_*d$qH}H(ezKjTw(TeP_9e2(|K~Jwt6sZV
z&v9uQ<HDG)V#&*A-&p5)e6vQAN$Q*3WtOM&9nPyy-^$EgwrTna_0?iL&YnKEuZp=j
z>wNRP+O#9s;$D)Y!L9yZtG>*OeDp-D@zO3Ua|h#Uxmh0#XS{zR)buR%@7)b^&Rl1H
zo3k@5FWM%2jtYY<lbPMZEJwAu#c`WjBmD|=GTS3HzN);nXlCMJNm#w?s*drFlVZ8*
zdskWiFcDQ*cXT?-$^FmPL`s}j^?U5UP35MSgixX3uAX;CjvNgrK61d|gSPhF+kBhN
zj$XTwlXb?Qk-vE7$&>c_nKrxLUyA%(_xQ=)M}N=!7mb<ptEh?H_?zuU<u?VlRy<j>
z^WDV9lY0)Wox+iGqH&JDuXvB`u~q5<1?QqK@hWbO%va5@n6WJ5iF3Nl>|pJp2kWBE
z?&{oozAyCs1~!*F*480CuJ=QFL>Gt7{cf$2oG>j%$U9@(vCiD)ln1VFd=oa!b(1lC
zbfL~&<<QY(mDjJT{#fU`=c}M=NcEcVZ`-c3nXJFmGU@WH^k>`F-_Ue9Gf8cl+umfi
zDGdiE2+MmvYb>ykKX{cbeDdjH8Jlp2J^B~>6JPAu$doYicvJhikQ?l_#S5HvCfF4n
z(5^ZDv?6z&g#eFLba51$+tfq)SJw14CPjR`#cEe@;E!4IS$4i%Y7-(Xrd>H6n80it
z80)%4Y+iZI`Wp<PU&JlaPI(Ex-}Sax=XO;3qt390PdO6qNf{@ky!47%e`xj<gTCNo
zEwh;>*;BnH2${Rh^~v!38e8{TKyX`7bKGxH)!7@<O>2+lnHw}FY?OBAce(I)!);Yn
zzvc5AEq5$lW_DO5NQ!}H$0MfD2Ng9}0uue^U14#$9Q*0lrZ<5_75lASGH-5TI1|(t
zBK>Jr8pEZf9U5hauLjLM=u+IJqrh}>PQuBh*Q_-sPg&|W$52D2f#-?)_Ctvuq>5h0
zTr-zhu%4+ab7PgNC`XR-R54ja*9omMO9W@d+?8DD_3rzP=ESzE5@FA5j1AsD7uVVL
zXbSgTCqHSMCTEjP7k@h2g&ltuv&XwexieAyqKMDolbb`M3XaYe+q3c1g3aMiwyb=v
zWa~di!|Lahgr}vawQ_jc?V9&|x&3@odzWrngz3e%7LAS9Gnul?mm6K){AcOwsx-cB
z<|%5adwcTk*nB*DDDjwf<>E!1zmIIckns2WqlW07tfMDH|JI1{S_CfHz3lOgGVVp`
zM>6&6Bzzp-Fzsw+n=OBXCp)P++>@7y?d#21tUqtZ3FZIM`@wcRIpzK=twlQ$n2PKV
z^KCPm_LBEq;H3i$Y+pI8cK@Ad7!^G`E?{zq6mP7BjQ**uXU}F&c4A+)&E#B7&lamU
zUqnuZL=`+eUA0Ab-*UFb{j6E+7SlF9SSKlQs6N$1Z{<NHS>7A&H*WED-V17e8_v7s
z!y}IA67tFyo%wI_^mMB47PtPsOyx|k#upcrUnci{T=IJ)H{*nf*Y%mFcg$PX*KZo>
zpFihe-uF|H;lhvn+<QV}9`ss1JSi}}I`hOVMd!7Tx=we^cK#V9B_wcg(lRC8tcGL9
zX8KsB+tr+9J;`#(I+Mw0%?_t|lWW`7rU=Y>)z#%3*gIRWa#seEOS0afr0?916ldJ;
zD>7NSc$d|ljx8AmF&@l1oj<freZR;eS$F2MQu#%XgN-XXybE@mvo<g-UZ6OC@`D@O
zOU|{$PK+uj4m6)B!V<p3`|}j(P7#jJVlUlhR*LwnY&3OT;JR}9pKU?MHpWddTFLbN
z+?Uf9*<H1Qc7N8W{!GZaFhhA=qO7Gz$~<<FT#FMn@0Psm6DwiL=Dy6ZvU#0O<B6IV
z`cro5E3@i6eAD4}(sVbo<ec6Wi3Yd(3hN#>y>&{yxKVAv%1f#H67ME-J@Rr&mx}Hv
zTbr2H)5`W{5@)WK>5Zriv0YECB`TI$3(Tm!dX?RhdqR(y&_&go2Txo$QL3<FO47cS
z!A@?o4zsP(VQ0Rr(ymoj8K@k5&ULZqq&CH+MLNF}E`Bc2-g)3e#>2f&mffr@=x#pR
zAaZ{8kAkPy*6(ED<zeSb<^HkFAY$?+N6);Ryg3<dyFDEhcODQ_Jkq&9Z(qGr(D^jW
zoD<8}>ba(M{|GY7dE+)wtNEwS<Sid_7#2-5Q`pgxsTdUA>}0Uw$~CEXUz1I&RJ;`B
zo7M+1J@a(tDowFbTQ@mow@PQ*72}u(b0vMB+_`v$$*pV3{$q{NIqR4n?|A#Fvracd
z@>0R(jColr9{$og+VoD6d$~DJso2Rwx4p9VJqmk#B<=R6tqZ)x@~lsN3bNo_moF5W
z^3m*ua^{oW?TL)1r#1St=L<7gx29RRZuL?z|6ycs?z6eX){DyTe|=u(wt$u8XRhoj
zld5$SV=|-8N-EFZCepi7tWSxtSNA7Nkw<jlKA|#Ur8(bNCQkIwcyG{f+ovo#_xz-e
zsjfe(u5nB(xVo)(3RjWQqPn#qm*&fMM(mt%?*ymzj>)U<Pt4`ctuD$~bjHnK>TSX3
z#KSyKYy6M5)os>rTjV+S-Kmq7X)<#ny4njLEM8;!+G0chjh{ZwR|^%qbqw2<Fs*+q
z@T6~6pLKIW#|MigZEwPMr0+XhxMBx)n_>NnZcTId#@C-KrCGQ59D60h`gexMms&oj
z9UkF-q*yc<-j(c-W;s61<2IY)j2qh=4Q43X6xMC_o3QScRGk04zywvbg9fZ`-!I*w
zF17j{L((rjlgZnrZD5f(ec(pW$rBZanYL=@FS1!y5^!(B;bx5~fsYTR-40-2zAM`0
zxcA!e`psOe`XBZMYwU<SnY-f3_1Aq(dDF%BKhr;~d$24{bDAKxu%F_N#I2f}UoI#$
z%>KKqm~-W!1(6e#LO*R-T^G(<Y|*rJ!^EB|h224NcULdocCYNsMhC~oY%EKd)}LDS
ze}Ckf1KK&$542yj6t+?S`O-u4wf_~r)wY%5Tz4c6c*e7S2)_Prk=|3MRjX_mFFdrF
z_Mr8wWXLtftheh-_LgsZq%z@PUQgw|B}eN{zpi~!!t1|Hbv1j!y$gz88M}8FFW}0Z
z%+7x1@vpFEzqDr)1(F1KC+xGAV3U+NH(fw4>>}fVPi>5zJ5=1*c|I=Y6=u^v;kSeL
z>r<tx?#8iff@PZ~Ci=1YNL6mMy4mpPp6vcwUTKpVzs|n5d?>c+$-Od<)-=<EYI~2!
z8^4*)8QNRk<>2P&G5YAW->|FXY^&j=)l-VM`mGT?I>(D`@eXn6#V2QXE?9ATZOtNa
z!v}NBwliF4k1n07J9!<4^kONOP#&i!$7BBW%F@cl?JORD<odS62+U>7erjcyX_b<=
zJ!!?N$Ca~qQ}40(g&uotxor0m$A@i4F2*ME#8;hOr1nNxUG>%8N>8nBv59UIIreOr
zouGGHpHovt+*Fr=`>hA}LJP;a0={9#wr77n`SLE?*8>fmoWCauXP-{p*K@YG*1}Mf
z=NNnXq&NIhQ{11WO=Q|@+{W~to8{sk-&eDX3=FTBuh^zqI5%2&jk4dGIi0al7gH1-
zI%(E*WJ&)?TIaMtojse|`NLzWvyV$AWHPOe+q-FLMUCL<JAQTvb{u9Q{YOK->TrAy
z&R(GPV410znE!>9TskHpjN2@C&C;Aa>%eXA+;G-{orn9p=FYoN_2b@BCDrtN9<wUr
z1-=ubM7sK<JMQkXa5~lJS?ly|nNK?V_xI7>(bAv42Q3rs_0{_{?N<uVxq!I$dzL8W
zXz1ONJABLS(BlQmKggPYy&(T4Y1i(54|-->e_8(No$K7chWmZ%*|Jm)IRq=YF_*cp
zYwmWrbK1Om{+zA@$2VoPO?}u<ly{=fsO`CK#<_!qnKgTL>ar5tWbX9+Sha+0lh<<t
z&kM!zowms`rq|~GP>XJ;tzNlk<ImIvEzQZw5eqcTl1<KBe7Z?XKsL)Rp=RT=A61Ly
zt@T#hbfR0X(2etiwNZy#UeqnGhl_&W$@qE882)nqu6@raa9<wpOusjt3=<YIh7}uj
zn0cLhd`Lw@sPIg}Z?nYrq8^Rc`{u{3)<3sFw^eDy_s@q<ZRE0Py7=S(Lsk4{N0X|D
zx58FER8;yB+yB*1<y2+lPrr>iKmQ8ZX2~fZ|IL@nRQlvdR!x_`K+&w+R3kwnj@UlI
zFi};FAFZCn7D5lUPdZV5NJ#F7+$+aFM{L-VYHS1TYy)?sJaz3*cb1m8FP^dCd;4Th
zC!3km?=^&|bn0AqC8^#pe@7PQ$^$YFXV}la(_qSQCs2D`8`F+UiW~lSyZb%4v~q=<
zyxFO4M-vl)KVe)i^=d<x*e_N5TApguG-WnxOUN7M(1+Vfjy^1#@iF*T$;3*f3%(2b
z7I!cewh6FH?t0FsR`^so=RlV3B+I)Ww>;nooX{jDRm34B%_&$|l`v<Sa>wl*Cnh{y
z#1v8bs{?ere#8IkV*F2+S4^45pK(rzbLHA-(Jmb^tql<tjfS`QZr%%%`VppZ`iO6X
z%d%NM$JcafyiqSKIaJxasy*yi8`JB3T+>wc-b`S9`R&yr-xWoDQyV9QNa`*7)h2VL
zd!bXqch@xx+u5(=*LqDdPzqkkyLGa&gx#kjlct~LUSh}^`ENxbW0QG9#TL`8j2+c6
zlkQzrlmEC;?k9)gY2FjXA0su6mCWhbo*}=^I_g5B$X4Ty87Fr0M6YENHoG2o>`2xl
zSyr>lts9rhZ7`Y^Q^=}5D_W-1&!qqG%Vl#-HkGK^3Rl(}m^@lzUTN1N{(edX8*j_*
z6v={%r`TVflUrMJVD0Ox9cRuu{rPr&LaN4xqIM<uNnf@tSi)eny(#mkyIYsLgv*9?
z>FyiN=Pb5Tma9J2bL>{vlrJ5!u}?Uc1guUvwQtIo1Ap6Iee9pT$a3SkcUNj<JRX+K
z+OX^RneB%-T@Ssv7X4uHWhd*G#%|pemFGV0F9=h7rY5&-6H|m-VCzXUSN=0RMbYlT
zO5Xlecjvm!zJ1YfMbFMBd^6-b|Gm$bp5<&(%4gF1W7Y}R2{*&p*)DFF@kR4d6JN8}
z{HF8LTs-FUkF1q#)^rV8z9@|^f5o}P%Y8FDCojsC<F<dCsK#yo{e7!^X7=#}uZzF`
z@(8DkewW?2<-D{KbD3Y^!uv<^dP?u}h!u1OPPAP3adP97*FNlK5!|ldlGMXgk4iZ&
z*=lZCrND97VB&Yz*GKaBU)--!Ew{>EuQu&RrtO}h6~CgG%x-XBpRXJi{HrDJ(TC^^
zmfEzbpO<f2<=C{~RqYkQKM@<3o=UuQ;@Gy#%B1%;40HHW0}@mHDt}9fU)i`;Xzu+9
zO?&4ZJk>eXsy$+3uES3^UJa48b8|8crxadvy0R*0%5Hz>m{8To6SnscoK@!fs?K4Y
z{m<p3=hUPfK_@abSK2JITGhGptYbt{o3x(TvZQI3zU3b3o^BN<?D=Zn$z-up*?p1^
z`*ib{zTunUd^SnEY0nF`^{#SN%?}tw{oOVm$n%?4v}0`#;~K4sjwFG`^IXysI0aqz
z+`hXe((f1_f1~N?hZ{GC87wWhYZ$$(rf|RGCDS9Cv0b9C!r~6{9t%i)lE7g9OzmF4
z^l#BI3>n}4*qzfl9A31k_N~bt>s?V6C)ED-Tr!cfoqgxf)3!IEMY3WO$}$SgZuD-9
zdGt+D&NX*+nu=6<;YzpL6M7W{8CBLy+TPB2aI?Ge>^r9w>b&L%2CQe7-#%&T``;5z
z71<<oL@YP;>Pq4<QCiG#&!1s?;rHdgf(!Udwum#lni`?oc<w`<SPX~VFNNB7ua;h)
zsC>BRW9$<DFzd9q7g|dbYq~caWw|HMwS&X%-J8H_6&JBzof+)~$tAg$?@tut+CM4T
z&?M+*)c3tA@o!94aXWoJA|#)Cc)75awo3Mes#NE!trxy*Vqdt_q<MkW$#dJ5rfm<H
zDsH7_CSAKfxpPCOyz=Eqn#S|hj+FoN62BR;d9z1m^k*K&ty})xv#iZrpOSP*Y~QR4
z0=rvTIzMu(o-0vdY@y10b-RFA@Xpo^KJh-e!jH}Fzn^(vPG`-*M<3>O=vyqm(c^ry
zf&cJaBm3e9e<w2bw3hvS=Xy<VT~S5A^qWim)TB#Q&16``!4bQTzo5wBt@^bNhDj1}
zn{-<nGOk*#3JtNeI@RhVE3os(3ejvHGyXdf*LO<FXm?Iq*QVp-EpF2ky3aG@d`XE?
zjqAHVxnkPQ8(%I8T@`B_HRo7BOO?qqfp2-YwBk~I++sgJH)>`(mVSCi+Y&Yb?`=#A
z&ux{z>k(7I#gNzUf0~nB;4{mTt_hR=Dx6S0RW(DTL)_49vC)$^Yjrn?+=wtWd?|O%
zW7fIqbBrc?Zn?}{YW+~6<_@#Yjty(R*zRePnO1pUF1W{fUC@SwQyb45IK^bL#)yG;
zRgc%zRJpf)?Ue%Ncb{5kZMU1zaO#MU!_fq(0LDu}^A0!39-491;?bisQrAMJd)4@U
z6Tbd>&hOXHd6xK`*_FU8-FI<C`A+}Ug|F)bC;z(m)5}w*{B!QJ!!l|uMgr0fkvF*J
z^W?DlyS>#eIb_14oXFz;uDy|+y`O)ps0iPmg0nw*<M*D?Sol-(;u+4KjAtw=Q>2aL
zEH-?+-=N;K$<)nJ(r?T2wIPYtC(d_?892>ilX5)Eo75z1*8I1NhxtJDdgB$6Ke9}M
z9~~2rQTRO3u66e+(}toX$I0T{vl?$s5Sa5_yUhBhq3`CN15b_a8980r#>T29{pI_U
zgMVz@barGN7e3j$`uFV*-3|wuUn<`@r<6EhV*o?;(KWU+^FJG9^WVQd_w231;br;r
z7ceSLO-=nbWo!ChzsFB)n_aIN?=W>2oiHPF@zu@+i<HETCBCEuuHLA7%1SzX({!uS
zGQFCAhq7{G9-sStG<)LV(D!E@cpiK?x9S>0_S)zdZkiF%@(VldL`~Q}FwPJbx0^73
zk-$wJU!OpB=XuhHoP8`e=k>2x>fsr4?u3N>-V+nb4_V5!SlF2f9SRDT@#z<R`R~|-
z%>vBp)*Sf8wnBH?g2dj)6p#C>qFggg?Vql<s4dU)R9KfB|J&tLq<5giF{2E|iHBMv
z3^!`@r%!w`)xf>R)SmU}3FX8XncXY83q6!G?n*E<r0lQ%B&4tOOEDmmolRfeq%w2D
z$<vWv6HevSeVmjpH|2E<yZ*;TQyUo+G7a-f-S>q@g!S0fM8x!q)ILAq#9wvh(1JYz
z_71!6s2z(~zd2Lv2a~>p|4CgQUB#BW+a{U26-vk5+m~<g(`tH6=JABwHdXOeOoCg_
zb@p*g+-AJxz=0`B(#=d?b$cJKUH$&W<$twL-Bn&O9-jNlDNwGEjVItl(e{v&%5PH^
z&bE*aIbxYL>$pg|;N_$vJK1FNo}37i=Ume=H6~RwL?l8?-#`AlRYK~OWgLCV4=cX2
z{alr2A(im=bpPR4HPKJPq6Zzcn0FWoSSB-h9LxU5bM-~#?iLxI7<WFNeM?!^%dShi
zaw}-ny#3!&KnLxso`f8<pP=(XcHz<<|I>H2Nw3+av3ZvM+Ec;W9{OAPg&j*jWbQhc
z*K<`+XYTzZX}hy*5l%YW!e+O!*(I61?s0srBUH|1>h<fR(FFs(t=(18Z84?cqO$_m
zow&XGj$7fwhMN|ToYMEaPP-^N|G?86qiV|*M$Upbk-cn|S&tsLM5G$Mn>0aJbh-14
zy=~i^=N^7K_lS6EaQ@*N!nYb~{`4fb>bRfHedy9-c)x3ZtJ1;$d!~#0oBoXdzWTXB
z(fhoMVtz_;q&F`#J=wkKfynAfUEv+GbDs7%JbpBl*YlB>t9hBXyXSH92R#K-S-Vn<
z`UJyESlYxEJ=`6-d)5|(L+z{_ANTyX@KX49?oz9=Od)&KhwjEMzue;L1=CfIu8IFD
z(eOBX?nA5E$;teh(G&bFH(Wfd&-QqBPM<SF$>T#iOS72P$GkpWz1CBU|J-G_oliUY
zpT2zC$2{3(#X0xtoRbwtPxo2emp&FOAbj|ouv(AwO;4`JQ?}Wxt=?>KQat}Si(kyE
zHG6BOt&W=`BlWmDNp}UOi{U$i&;9;u0@m)4d@}1PSKOv4t9x3sPaV`S@2ar0IW(tl
zP27*btSg?~X`2^pnSYycALp54AH!IgwtT!1^0<8GyAxS8AKPPYoSJ$1VhZS}{f|kT
zQqM4`dJCil+&=v&cu{O#&)LA8rj9Z`^Yo|b-iWu9_4D)a*>PI8cZWA)?nh%8ovpdT
z3mad~3{bm2t)=|Q&Rui9q~&jD`CR?sLrMAM1#RN~?Q34YP3gW^7WUw8^PcnbzaPJx
zl{UL_Z=g!nwwX+8YzyWJIZCR}nOME#eBC3fwEd2gj6*Gc-aTN>{a9kXPl#>w(P-v!
zgOlxcd9B_ZAG|CNM18r(|3vbEWHgiX$z6LmgNhF^Mtd&Iy7^LA;l}*(NmZ_1W|fxl
zGEusYj{jo(=JoKb3H#BdwCAzW{5Mm$_S_M5occ-j)1{C})*2sH)XYse=~-=aN1Q!$
z>mwOH`2)x2+Bk{It(f-til*55<5ydB4}3bI^y$-`%TB*j*4nJU`n6$;${*FZq&|(_
zM{TbXK7ZGJ`Smp0YR`4Gwe_1bc#0mM&vkB|9=$Bb+AdUEPugtrU$c-&Y=wJ&{M-BZ
z@1zY|H*av9_(Xy0)yH>h?o2Mc{je(_@p5tJ9ic|umlMxAUOseh>SAjvizxp4-0qL=
zO<-gXe1CkW`ei{yvzM0E=J%iEgc?kcyShnW{&TOu9mNjE8Y6%5GFjyB$*|=rVk?>c
zeoxtoRW=V)wrkyF%xa3c>9BIc*T>gwU;cI5Hc{`X*YxaQm0AHurI-VXNArYluP}SC
zLLh*fUCQ#Of!qnVsA!vjv+ldT>Hn<xaPLqHn`%(xvv!R|awnzsA2;y0n!RAlPgW0A
zKJ%tr=QT(2HNF?!Va+#qH2sYCk13xf2p?<wYrW63d|$ZXL&uG-YhGO0X0BYcGx>cD
z%i4ENU(YsmR|e`$xHpqWc%%H&uKu{fA0G|e=9+IwUH0+Uae?ZTdF$WoV7GKX*&9_H
zY{*lkand1q<zwSu+uN);${D(4Csq{i5#O&{#vSLhae}It>$z=t%8?fHil_7~^8B&8
zL}X81>37?{BAMHg5j>0S9QjgaAH4DK*miZ}o;7pS7E6MT+J86kiQ{_@adzWa?v1UA
z3XyL%Oc9QY6Z`0JN%g?Hr1Q)@$pvy=*G~L8^=aGf9V=re-7Hvlw_%c$Nb*L7PhByS
zSF7w^lP%o!`CItOz@QChPJdMM(B3xPyEa|eEsRZb_7a{&=I8ExKT;-e*!10w=!glc
z@8~&9vay){<gJ^+#wZt|%e(xwR37)bFL>L)X2#`O&~)ZT=aHTNmt9!bEpDN1Z9d^R
z%e(2W?M##ER6QfPPBxTYeDz82r%93K{Hj9c&d+{Pl3E9aitgMw;d5F2#n)Mpeuk6H
zeZ8k!2VRVt;9X_9NptGfIY0DN*SiTP`<g!E=vv6QbMnR0zMHr?mquTD;(A$6vMT8N
zoOKD2y2oGk@m;UontoCH;fJ+$eO78##ph2ydH-0=Y=b4MS>(^H7U652*fLGO)0<;%
zANtJvbM-541-&<F_LsW8IJsDJOWijqp25l$#m_LGeJ5Kr`{LD~jD*T8EV2a^Zq9PN
z+tgAWEt&J@lIU($z9@I2MJ^LJMLU=tRX7>!F-3I!0+BZ|#$sjb6Pm86OT-_4DEuYl
zNwFc<O?8h@$EBUT-vn+i=zMWL(~8wG!^ywdiZ$}nmJVgTh}ZQSOyuS^u||Kc=Q-8a
zdog-N-^WkvY8&P>a_aggI32dxUdnG=cX7iUhI8GYcXKo7{I+=3=J)?p<fLV-ojRZE
z6J~$RKae<az1Xyu>!#$~*!}5j{)-29`i!oX@XqCpESUN4_nAX6zYpKeuY0dw|L4AW
zyt4e<Bf*T14{;u=(B_ZJxa#@4{@%Z-|32I2zk8&|5v#y_KK9?2`T76<@lXG+W)t^e
z`ib&YW-k1PSR<3}uTX8DrWHSB{?nEGJa(c7l0UaDn{;RKv%UGO;m_6I7tB<9=hpql
zN8%EH()7@Mk6L&0JUs7_k-P6>YU)Ir{7-i|wO1<SFZi^RX~{ByW&a;>U-<Ig@{{>Y
z??rN-mK8tQmD#1><E49zjVI*8(~`mo(;h2q{}kH2CB#TgTXdU-UQMp`-_sLioAuW0
ze`L$KPwC*5re?1>TT^Er&U!Am+O*`Mq)bdt;)&y}cO>77-tL>`7c77Mu3n#j%P;2X
z?{v<I-Z>dt@b&V8!ioK{k8^e!O8r@J^6rYMdda8wZ>-s$H9cH+WxrnkHyeXjMUwoC
znyD*$?auQ(_*D1q)2ocE$ML_|1poEaOgy)qN&nbVEz$JDi8e0kvCpQvPBE}?acA53
z_~K>02{s=CKApQJm2n_g=uCNV$~LiO1(H$A1f*sy-;p<WcGKP+22blhW}Ou|ebsci
z*#GT2m*15!{ybOoFl2jH|8qH$?N6TD@2Q-3`~L~^-`}Sd{G0aX&HVj){|e7!em7s=
z{=fLovMoO8F@`Vo?EfEc{WoFKA4c){!Uql4?f;YaM>V8qbJI_6>3T)oXVHA0_4Pi*
z7d(|(wDxtkyyWq`xK-PJ#{A?L)pOjEJLl>Y<Hx)!T?K!t$O})cv&#Il=l$}Ox#dgx
zcO@-dy0FE+;PsZTGE20U<Sy@Gf3a`(sxOBlL+b^r&cC#petdJHjjDFvHQ_n^zgh(5
z3eTyte&OWC7pZXkl)%1Ka+VhU9n;UbxiEU=_FK*oX!||mQQ4`a|2-SttlgvcE!{Ry
z^Vi+;2AT!CpQQx}9Ow=<RddZ<vv#+6*Q5<Q@90kL(k|{-V@)hqYrXTo+C=k*)9q$Y
z#~X7!FWy;j=$1&urpYf<6QjI&4c>~kfBTabJY)a4(lb|#!uPD*yVFeS)G?tfD}(D%
zx3BJ0)1S9yY4yiENzrMiPs>C+-gu_XG;itY6;X>9U8`Qq6n^m0+%+jZT!*%tzqaB*
z;P(@}QL+#AmM=-0IWO(sbp30q4!k%eKDn@>$xnNp&NIezp*4Yxyl)l<22Sot^_?9U
zIN4C^OnGp|HnC+Dl2MZcgH<a}u6}!K(wn0#rp#*V&%_wUm~PJcR6o1+^ok3CbKG2i
zTv(x?AKlw!WYTloR(0k5*RPtM^MBeaXZa|2ci0;a`<Ugok}os1i&>ezw>NWYxzne^
zVx#-X;r0EkhF7E8?uN*%(S0(t*yrEw-F0qPqwJ)X1?`E>e_vg9?b!U63*@tYosXI_
zXZJR?d;hz)2@Cbw_@3&Ike|vRbnM=bRbSMvt>3KrzGUxwwFt)etcs+cR<U9JzO#a>
z{%7e<S4<F9lIeLeSE{PA<`DnyAL{=;$d=CayIj2a<<nJu$Nye2^D6zbbiu@5Ck{5)
zhxBs%Uyx#&;dtMFMw7+kY}=I|C0|xuQr>iSzI4O#nxA~Z|F-DgPu@I_Kh;WlgS~O6
zzvbilbd%_{{o+&SrtY8n^<!kU(nI5#V{Xq@@R_gP5;1?m+2=aH9{C>=meiEL_VjMd
zJ87Luzjl~M$KH4TSeg3#^2_a;ozC;WVx8`PgrV)Wu&-oh_QK!cOW%6#@}F67?_c?b
zs^FM|p@(O^zZUc8dgXM!KG_M0+Wyj0&ZKUex!N?Ganr>&=J(Gf8_!zvEU2fLT_A0<
z-Au)6Mh^d$-@jx1{?(Q_%Nh9!W}Lem_Pu7S#<mY;{QMv0b{}8x@#CKC*^|@%+sSfA
zU;g6wEo}MjBu$yP-nXZ|)Njl4_di*XQ5n)U{q)V-Klc4GF?Kt>(0K7l9)I?B{u6VL
zKabthugqNY;B)02jnaZ&4R<SR8QwRaym8dxSM8s+I~PAbR)6yD@X3bvG4@NWUrYQx
z`}48AgyF~U@9yWMfB&!J>lW~LF8hx1%O~o0d}ri+|7J~B{~iZpwcjzZbq^%&iZ41n
zk4L<a<B-2|yi0tR@v)2Z4SD?Ew%uP9w#LFT`c&X|oBaQOC7mCaI)5vz{yJriZpO9w
zg>8PZ9oL=9_BU<ZV;Nwt;GLkOwBzZgP5)lsudBCIsQ;xrt>nqoFu$53_LEiC#hTh4
zS3fWQ!r`3tr2Rh|J6jfW%le-Yh_G3`ucfx4=&`Ci-%NSO{rnYcy6<PXU;p@yr}57w
zi6GO7W#SVr9eTdOI)wkz#C5-RaNS>am&@<3#mbY$C%zWju&z~F&Zuxzr@d#6fP`e)
zrk{V`T@-DY{@|;;OTh&x3sot1)tY=CO$9cA4v%eC`s^DQiOtS6jw?=e^L3JZTXQL)
z^yFiMF724vZ|xpm363|9W9(h`nuBMX(XE2ggLZ5Of)6rf9`6o3w`qg(Y4w>EAHF&Z
zcHN$>+aD5I8JK^yCp_6Y-ZJOJgVSP@XHV5Ud!krncf9qYyUtmwp8rWY%)KWq`p%1E
z52W*YODd*bE1EI?#8Fk{G7E-ncaA-`D%qjB@xyA%v<AkmC7U@e_}iI2`8xl^$!Ot(
zDW;E1wM{4Om}PEc%^ACCuho{c#<#y_8FYJRr|FiRvs}?LJ>|J&^mU1~nYPD^&eTWF
z`SIx1*Z2TQYbUM8=KJ~Qn13uk3rCD+4TBaJ%wf*ICvNMdxPQ~<stUHuz_*h=v{iM*
z-Q)IVb(az5;9YyN+C}xzrmI&9<L_1c(TaV#>RL;(f^K-_QS~2f-%sx<5nZcVS7L2;
z$8(*1{*TVh*%b$R>Xg0u(sgF7?Ag#aUGMTW9X+jsZ!7N!oQOE=dT_OJmuLLf%?CSf
z-~P2|f_gwv=JZg*UdiR9>ds6XSq{f9S?8Ejc*E>S#oBihOk&gGKRWv>ztFGT>@lO|
zes}NcO-BoEzmb~d`atT?O@8Y~6I%L<9<JLm;lux=T*?2>LR*WU+^}ABzQEr1xys?(
z)k_}V;FM=owiN&F@ixW6Z|9A_v+A1KkMFSJ`(9za^7-<~pVGhlsR+6^f6DsX?=EWk
z+ZZkl={Jn<3AAVNbJ%s_f7AWP_m8~i*XphKx-6%MFYj8VQJeggnHy5yee)7uC|@(@
z_trf|@9y9Kdg{7U-kUG~CdcMi+}`;x=Ixr|s*~=&{GYrHS?BlUr}fjfl~r{Wc~6)=
z8ozy0VsEp~=wIF@$?1U)O^tr)8&td7rBo_htx?bUx#X_!v?s>b_MKWad0|-9zUVbc
z4^OKlCa$&n_vOw8mrCj1DMoek{tG_8#l0@7s_B3FAD{IfgEwo<*L&}O?ECa-?dSWd
z%Vhntb6-8VS$IBW``lL#&huA4+uh8k^z+q*`77FMg3e3MK7ZtS&W<>-$?*|6_S$Mo
zAB3D-S9Q5_>f^c^zZ$N44=gWB`Ag^P{;N;kQ@dO+sb|;8HU80xr&mNX7Z_dNSL|1t
zb6odz)}?|pJ{#@HPwvI>-;FX_S(n-SXz7xIPQm<3(?7g;(x=H5&l>K!?*Al)U9Qva
zH(7^XQhhvu<JI58(%-r{8Xrfn9DMt&;RoMhg$Rv4!x$}#1!_lsNEI~}sPPKK*J}#Q
zt9~fP8}h{2ZnC<-z0{{ctJj@T&oy7+vQX4KlGnpqaz$3`4wY($SUa6OryW<P{NC&J
zRi{>`J4EK`uH&;xIK@TUj~;n;;7DYb{EqVPJ}PfcxHR?osJwtvQ>+XM+h=sH_;=ul
z?5e2i6FVFDd|dYP`?#!B7VeLjtS71VN%pmX@8M7d_H}Iq`m+x3#jut<&|1J8zVqnZ
z)eU?xPlK$(`2}{Iy81rG)*<w@Rl(GSb64MaKX-M^s{>c9*LY6n371{X6U6z6KWFL8
zpnv;}>aQ=^zxech!T0a0UcA5Y;C;o@_Y$w(?|ApV?b!X^`TM0)>eV^_`NjO%8^9~H
z{0VO!&&@B>F5l>~|1e<zGrxIDrN@cJc8$%S1x}oEcH*<SGht0CpUoYCXNp<(Dm#p<
z`2#<nb1o@;u6RFW`$vK26UyZlEw6h#^IYX=<51qVbnB!oJr8HDQaWsWHM}i-)fJxe
zWk*)HAKol$*mdoL&(@6(XRgXQY<%@~Tl%U$yyuSzZQQ6a-CFEvQOd<OgYFmq`E;CS
z&UJMtgNUT)7AJtj13sTqnsPI;WmdV^!qwK@296+k0qxkV>sMMB-UkO?f8N{vamBr|
zBM~gqK#VKfHrVvIf8C~hY|2IuW0~8;r-?SJ%uUzp@IMaRyK-S#r9}TL-`ssCowstC
z%l)$c%J$-bbA3p@1E0+o_pirJoC9&JCv82`*#2+Dy&ccyB2f)86)*Z<^;Tz9zE~@>
zN&kTO;RmPkW4a1$d>-D|zvA*yL35=fe%AH+b9d-G4}JA}o(Wr(N%|4RBAp#dzh2}%
zvg+V!li72mdXLn3BlC7`_I^Fxbw^LA2!3ymo39{q{pmx+sVBQ7+_S{)Xq1;Lu=MY~
zKI?7ej1M!)Y(qmjIbZ(cVJ&**)%k6X+oeycEb~v@HC(`7?VKlFwkJbjmo#7DjCpeV
z_lNKHd=YnYi~N=7Q>I6@6t2`*d$#({roC2*^%?@Izb?;>uDNf`YjTJC{^aBtKi27f
z`SsY)CinG}uZyh(HPe>bsn2-nc`QjfbkUTReY#5oZ8c1PC-`@MotPP}rC0FN;nbe`
zNi6#~q#R#JuI(~@c+PU4-ZKl89X+}(GLQZgMD4dq|Fk*fvF!6x?XgqyB}2{_9(>3e
z^J<=*+%NS~8HuBT5AF0#C7wUv%KOgO=Bxhdi*s%1`G~o@A9iuCS)KS`y3d;)Z;gub
zmaKdESqE|>RAxQxjGMdSUAn5lW6@dfJeZz;5^S?j4BR_)_rXKGK^7k+?Psx`e>Gvw
zkECTw9qS4UPgN*#Hf~wDYJc1uJGDg>u?Blq$L~x^(J)*0L-L?i=sx=%SGM*T-~aQ(
zbd?^5i|ZO0{yVgYHT%tVv9(Q&|5RO8`^+`HerErkb6Phy9^7qYzeLgI=yU0HLBCfl
z4L<dXJA_BpDEwf2@`B}jGr1pM?<wYA<up(7dAv{SlzacA+@!W={lBFgTWI@M-{4Yd
z-Y(t$A5+!e+%d7;{2)I4%I3wP3m5VIyR<%A+s?E6@o|s0r#`-sFpD~-vNEyv;mYnG
z-G=*i?)N>m{mb2+_Z5rgZq8D_e?2ro&|lv6;?rRLx2&SACDDZ{;_uIY{rWP;_UXTs
z$1A-4^!p3Noi;V)IGeIBZ@aop=H<7m3bigT=lhUZf2UtPw`Tt7<&s7_#5QbyaV=cY
zUen|2xpkM4r;1)LHs3SnYvPgD)y?+)0n<y{))*Xp8Nnmh>anM{TvO|N+t>GPt@jsq
zKYX{St$*d|uL8X@rq7$=aMxGf`{VZ`uD55zRd6WX)1BmRU>f^2>z}yDZ~n~BeD6~x
zcBY0+=}%6UJZ@WS$@hTS_H&WIx5;@6%2(chd3>|R&z+Xh@mYp(xjH}AXIK2(*q0Og
z`SXs)>?JmrqppQKe=1yGKIQY{XIy>;g>2z3<jddr%$&!jVrNh~-(ZL3D;cw2t5)Sj
z9gqHc{*BihscY%p7hj4;++=GmnCMbqcIfY3o~oodmrne%`Sh@H?~lXX-;TdDn7ew$
zX1>3b$F3Sm79Vh}c=*}*yWw-A{MjFcg_6&He(Cv=n}1(z(a}$;c0VfmyPtmUJ-=vn
z?X%n8o@}?hS8v_+I-~n%&9`>r*S@_ub&|WQinm{M&#m#O(D^y<!<XkTe{Z<-<Z|rN
z!aFPzozDHe7}OoSv!d#$-|ER_eU@|BRL-4T!O!-zRBV3Vwf^%HCnoP!f84&=%m06Y
z*Zr3nwwg?m>e}_Zzv?Rb>@I!R?|AV##b%}4DP^<0e#h90|2rGKQqHteeY`#1J-)tg
z-!r+MFw50nrhK?AdE3sCH>%R%$I7a=>Gc+>kH2&W_m=!R`cmHSr0vsNlY_2*Zr=Ja
zM0C!n3!24#oc}*gJ~jQ%5q9o7uP;BEazK5m#7>Ft*^kOQ{<E*CJ?XTnQvPJP&XTWh
zUyEJ(^{v$T#h32uU;j;Rk><`6{MRaWY0a1GTPK9w-*>^ODrj9#>y{H1a|_q|-wRg#
zq*I&yvc75Gb=@WBwZxMZYttnBC4VmonC_nQD^z!h>oIYzvy+QYOE~!#JT8s@IORj|
zPj7#rI5~lTzjAC$gX|(M$^UtHrN-v%tN23#R(kW}H}%X7``UQ$=Oo21GcyZsE&Ze;
z`?v1pZ&4ma;j~v@3zxjmRDSj5aeB{+uWw(wUHSE`RQc7{r4O4szjX<2<@oQUoE7%#
zwN&8h{PmlEY%W`6xTw$QXP4E_qiXvM7u5;=@)Pe&e{6la<JTF3x`l#YkN8y9ZkcDo
z^h!Cis&=czRq6e;H#@4Dq~kMO=H5~|4|eCSE%PURJeX7Sv|FF&>%Ke}-DiK+N(RoK
zDHfmUVr!^hw=?6?o#)*9-hVs6&35DUeJSQMHGeiSrtPb}$zXhc-lp%|kGIHg`Pjtx
zjpw1hbi(RO@mCp)YkwcoxHkDt1lx_dK6RbE|4P|z7=Ni<c=BV)iaN=J`BKNuzhj>2
zp7ZO_+ZF1`RbMBX)GoaGPet-HLv@?<`slRv(R~oNwX)q<Ikz;6ch0Nn*RS`lH$K2q
z{O=f#f%DJxSq-&WaWxAWr|q-9c&g^NEZdEZ58sFHJ!TX=)h_da#OXJjP5TON{$6u9
zUuUyANBvzR?|M<mh-LZf^<T>W*s?w%?d9V+Q}lVn_T<g9b-e#lzHZ|jx#XFk*q!?S
z^|YJmCw{y+7FVm{yZqU`*R%JX&%3;nz4=q)y&ppMPd2YxvGL5j2lv?<&xDu!e%-k4
za_4998}TM*ekQno_g-`PvYc(MU@QCU8{*I8?IbI<PP-}m`H}E6$#+Np)-OtXe-nJ}
z5tg%&Kt~$oCxI>vvM@71KDg4*zyS4bmXJz1Um9d)3cB6}bXf}Y(jYU?nP8wZ%3zlU
znSoAr0t<i+OvZX?kQwNVC$JLer9t5P6kr0N10c<jRe&xH0-qNQQvtd(2z-PmOu$sZ
z7;*+3SO97->9+`hH6q^+1U`%kdbm_-UJ5u)j13Jyhh2i%(39i{-4A4F06N1Erw*#!
z4`gV7ehwds%kbD^2s-!H*GItwL<i%&gvijq1T_shC6aJIkf8xM0YQ%MCF`tsLjzcf
z!+k#x#1`ZL$LYqwa@e0C`2Gn{`qd}#us?I~ndt^2<$fSYKq18~>=Z(Sk##>1Bp)D!
z1A&wB3=N=VDyWo$RXU(cHAe3TBJ+MANQi=C0QG(#Lj!mX4y_^J#Si9@<e)Rg(Js_5
zGz3-il$?laXb7sKz@-VKiQtx>SAurPG{hFL^9j3h&=iw~psEz?F_MZ&OJfBy16-%u
z8-fi*3JGYDGEz^shol~)@E}yQ7=qdz&~_41(SmeF^Gii0X^zg82^yX%e18Ko<r@x6
zQW9<EvHbAO)Y@cX7UvTF_Zy7A?TV~BQ)<om{qC1g$H^H{vC>k%XRq{#d2uVtT`O?=
z)h$B%SFe+ix!%=XIcLS`(#zI`IxW8w%a5NtlQj9--`06D-_Kr2iK-Qyy?)Jxm^*C`
z+pR85{xC;H(A4yszy8w?QDrJI({exGdbj=Zo~^Uok3P4V5O78)Z`HnKg&NvMOZQC@
zt}atmvb#OiV#(|J-$pHOE`{7*`mpH!wCcE5sy>R7gBBQTBu`?TtnVnO!655keIZlP
z-pWvuzuH}(gt5eKSNn^1i>o`{H8Rb0l)U`zfQX&3YxM=eDMe3AqrXi5QfMSlxgzX>
z*GZL&J_k4LZ@Yc?;H$4J&pVQ3ElwPi58iS3Cd&#Q!MyfU1-$K(yRN(veK&1(l-esh
zwyS3)tQl>}YQCOcx_#EW$(COZFN&HM|LD~2)7bkDhTzx$$DXmNDOe4JV+cMM9n8j;
z;qhPaXlO`r1J00$1{~NHQk*(?3Mg3rhqQK_g$3RM3S=l!a1bb<EDiO{EzK+}K&^R5
z{ZgVp)b$&dhI$s3CZ@&;y5@!kdL|~8Mn($e28McO;M*Pzjf@QS3@r^!3?c1zP^AL7
ze#01C<AIB1kf2{8=w?LZx(+E(d6r<mAkoY~&(PG&$Q0ygM5P6CKGrKZ48h3=DNG0!
zQrO!+6MVCd81S@yw`-kt`RD_mSthY8hYglaaIMd{#cZ){l9beKi*rib*T3NjUU8tU
zf4REt5&gTt>Ao!g<mS9GJe0A9Z^sT(jTT1r<eMv5azpk6{ky7T`#9y@cGX9BZeHBD
zjrD>25<SD50*h?(2eOaz9g_{pnhsxIs{StgeSLwO^uh$EhGP@e_Imu+N@tmud)#kw
z-lH;=^YO=@KNCE4X1Q%|k(9W;C|jm_O0J{og4$(5JZt|g58s_FadkV-%HR7IzFV|H
zd*X_!GhYJISH1S}-FbPPY3aP`xf9Hmc;9)n+LXm>-ubD@%QqZ*^mfs`pHIBri`(xm
zPY0I?uyPvFuQdb(5I8`MOw7P)z#L;kL-giMW=U~CYLRn(Zb5z?=xP^mLUYc~$u9~n
zNK8&u(055K%S=uUa(4nnCXR@KUf^kB1iqOQUYmn&`2}f%qygx?z950{%#@N01q&na
ztuj8TdFdq?3dV-ui~KO^o;S7a(IVG>|E*8%a`WBT*t%;AD~ryGj2_;=jft)oBa(VW
zdB1fX6EhJ?3Qx-E=u&9fE3R@-Xz{UK`_1pfKifTj>Dza6=l*_ou5x~DMO)&#o5k;J
z%fA_HHcsBWFhE0utJR52>QjPg)|C@kTaO(%a^%>tD4l6Pe*Bm;Y0@q;KQFIao74T*
z*6%8Qer|%IbH>6&ixy>HUzca#>Fe9OQm<EN@7&uN-%4LyS$W>>w@-s`(R97oPoF;@
zoqy@_<$ihlxa`%O!fG))3JxYNz47ne-Q8zro0mUZ+b?6eso<egltsmd2U{{PtGFxx
zJKrcX&}7xBRhQ~ww`Pg9&fI0TPJL~lQdd{kCl=M8MGwN_;@&-fUjFaT&tK83Y;4y=
zW9Is2cZ=)KGfM6H91;i#0GU&EQhRHEm)+Wu`S<sC@%{fk9Ojp`F6-&+^z`&xxnjkJ
zn@hK@S+l04g=O_sDH)kP_5c5szrWYo(o*y7W_s<fFM^)W{{H^{_V)Jcm(G27c-TDm
zR)}`m-zi&STsEd(SrHh!yKJd|Y0ixexwp5KzP~s3o|3uwcD-#;SA8ZOnXi%A<?&;Q
z=VTARn3$NXtXKEz|J&C8`*W;UI$B4Jt8~lR2M3##m6XhKZYXS15A&UE=Iig@-`l&i
zPD4v;)8Bjp;nP>9B_*y7Tg&lw`TRO5g9L`ZFCQLmKY8-xmpGTqr>CYmDVILJvND*n
zYnP$EzJHPp#LqvYIxqKKym;~7zkiO7j#IAv`}5g9YJc%_zf;B{$r+WWr|JIv^>y>#
z>ACOj?!LY`{e1ZPxQnym>wdP*y8T9I;<WW*x=|{ZPG4T`AH6N-=k@sdt6h=WOQSAJ
zJvCuk_&xXHqN8VK8fQLjWM<b0xOy~f^{mXdCnhRSoH%jTqC<xcefaQ!U*7J*EX(3&
zb8M@xrIqLOZj-dH+mo?ksi~4?($$NL-K|SreE9YC^{mXZb&lTIwpCvuHmC9GP7r%l
z_R68L?8k@1sGa5S?=>_ql(P$ilkgP&X=1&4aeH1ofA0R!agDrHiN;aUx4YvG9z1Ba
zJ2{(Q&gRCp+}n3{7H9J2rmfap8@M9-?k>}#Gv2&;voZPjwbn>})!YA<ZRHeJ>zMk*
z?RcN;;?~pC^@I6x1a_uHoj!lQzrX*wh;8+^9y1RQkBAKkj)jFAZyd8*8+c7fd+U~O
zSHt5oGv40buCK3OuC{h>#m7gJ{p}Xo3C>;{ySwbn48xXdI|?6ve}Dh>s{Q|-Kd}sh
zWIQ#^-x*V8&-M;%JjATaFKOg5XZMmtC4rHVnZNZ{Pnk9?$S!ho+SyKFb&YRVre0g|
z>&wf{`S<Nkxu&0+vyyvro!7Ta-_uTC+`g2V?cNe*UvzfMw3#z4^X^#8j{R5j{oUP{
zmzN(EwBZWe_TM-A*7mPkwy50;57}Mzc3tdlw;A{Aey@!%&cC-O>hi76&(GWc`;n}>
zc5U3=swXEVezSe{$NUjEe>u%uBD3$({oUp7r%Vxv{`&LCjvW?W;@e(LZr*b5TYT6;
z1LKSf3ely9PM$ci;ECJm*4EZXOP18$yRo}Gf4Se>BbLW^8N6QpBqeIK{7uERqT=Ge
zfBu|0eR_5mpS+z9_am2Ai(I>pOgu1Q!i3`I=Wf38$iB7nv~xS(#c5Z}tgUw!KR+jL
zS5xuv5$i<3oauV8Ua={gt%YxG%?|%<ywJMrjYE_(xbzD3w_LLI_4W1Ud3S!ixVZTJ
z{r$`D2nh;0My}4kzwcYP<e!hn<?rq)U2K2!$dNO1EH_7PP7|3t&#u-hTS!Rg&H1N$
zD?cyuoo%KxC*W#Vq`j*8<*2_WzLkG?abu(MN{hlrEk7m)xNQ7<JAXefH}~QxuAcrf
zv2#qb!`k^|>;C`!9(7sjrIdM|3}etQp@aRG!i$QGRJY67R{6}e3f-`D&-3^1{r6{O
z_TKvT{{H=}twB4^o;kCmq<u>pxg{@H-|ebDKi=E_uZg?fZMNe1`g40!1g8i;Xjm|Z
zL8U<90HdQNqsIe>2Ii(BrU?fc8<q=dC{&s??hHDzeAB1(yW+Mu+SZpoQ|(+Zhk>2t
zDT_iQGb10zDNY9_b|x8tDZ&jbd@MG-3Y%mmJ4HS2$7$w-YcqISwkv3;GjPgq6gUL<
zF$h@*z})a4lVypi8uLS4G;=K!DyAHGdz)WBPDfvJXTbl}TfQVU->z6^33A96H;ug|
zFK;b&KX0P0u-0(qq<c*mwm;_x2+`Kn-Ch2k|F{3!sQ7;Q|GLf&n;`mKE55vV`SkSl
zb@BTb|K-d)yW!csMl2@8?1}ITJS)lKBKwr3#J%Ffg04-wzG+{Ym3X$688zq_*jdgC
zYH04f@F39iqtlf@KZkM_sVbueJgPVR->~j~>x#v58q@_QT$^I@ofjjBZQKtiuHF0V
z`PwJ#I*M0*xh-89erx;tg#F6`7rW_sesH-GxwGi*GT+-$IUZ-ayY(~A{{AK_AeqU_
z!;^Jwjil}cZS(T`J(9&mMMbG9Id^ubYG+S9IJaTTvL!q7F{0yvB@<s}ui56lJF1^o
zz3#18wl(pv+q&rOD-X8uW%};<_RjXsQtw55LTvnUQ6V8}%@5ev{g-Tgety2YtLxpp
z)z|A%BO@bgYW5sW^7Qww|Gn*DJ=cV5Ka|m9{edOZsmoHWOQ%dZXj}D#hlfYXSZ(j8
z`|J1F`*}+Xi%-9>&^h7!yuI)5tz9y8=FCV%#f4(tH@4sRTfeN<(r{ySL_|eS&T(P&
zbC+gq&EEX-`iBo3TnXFrLPKsXb*$o!ij0)qweNSHnd!!eL;Z5PCr(>`csf0PYwm45
z^YZ&kz0H4rdz%kxij*w*y5-~6?DFcbuY4Pr+4=JB?(%KU^kuQXrDJsI*82FOfPez8
zQxinBuT2t2s{2)9m|OfN!qLeoeYNSVFZ1l<^ZLUAKbj~mocwpz(eC<=js;heWlgiz
zY@1XcWnKSo&(*BlJ3BTyM=7hiy1H&LsQdH7cea^nNAs3r@>r71g9+C(^zZKa`r+JM
zuPBSkPj~+P{h55+Z^aru1CjP^xwmJ|uWveZey%mY=84kR(_9>1zh1vzP@T8_-_Pq$
zo;Y6VI&|;q>i_q8nr`{cvst^TZ_BonlSWZL9=41A{jDB;OE!A(5sh=n)280#;NVcP
zdwk4yhFz`LT17jSr!`T(Uo7tLlePAJ(s}91O5+#)o6~CT3m-lC{e88P@?tNqbr+;g
zwW}PFdwXJ{u&|oXwK~<My3yN~%x^JHJM*Jke0}HFKbNDbs;Uwb6B7~^)JE+te;-#+
zupwgE{%>z?Zg!MeV)_p=TlY02X0BcHW>sxe^_LftOJ|+>-?z4Nsz}|px7JSF%l$+H
zC8X`^7R{gk|JT>q;(9T&CVpI7dnV)Bnww{5^KXgYyeTY5M(FhM{`niD7Hhxu$Zl;_
zoqE-Ab@uhVsb!gKUAx5|NoRanbfMx;MPfvRMXN)j!_Tunw_ID+J73LRW|=UH-(0KZ
zwdZ@|WUW|kEj~NPa=Ox-zq9OWe_c%5GEXW?`{#1gK)%ekcXk$cc6KKHytX!4tovx_
zf$jPCcKi*$f5X9&k=ZQ3&!LX_DGLua-i3crQB@P|_HCW++rLF^!KzjBZY$s4`}@Ud
z{ry+!_EvrU79PKKK`XDc8Nd8IwXmQjs{)1k>+ANc(0JX(JKJxLg>6NFR_=tUTazv=
z(M+0sdV2o7eSaq`cz35#<KELZH-)^iC#%(Jn^}~;%5iZ~(G7?ambtd(roz3ZOHr9G
zMWYs!FZ{k}|D~!!%S~A-K0m8{tNZWAW64H=DG|a#LRwO{_Oo<+TiqbkF7Wn=%taG1
zkvYOgUbz1FqW5j@lo>bvK0K^dUGpor?%&7A&Ch=Q-fmm*!MweE{np8MZ!GxYl=;`K
zXuZs(TQ@hSzr7q45fRbM!FT*xhVQc-_e%HX@cy+9t}kBi5a4%!0aT7LhNU<$2qn0-
zKbvR0&CT;ckmt(3+FC|MXS=2*{k+}d`DntdvIna-{YtoUZ*TkM%f|cu*D3z>s$5q3
z`dYWR&Y9a^ivto80v#V7UG!*2pX~OOe6LsclF!ciy2Ur{-oKWXbLxI`csV%sl)cSM
z{W|l)moJ`ME^JCYUAzCuRPp#17uWtiz<Bb@vfRIa>#Zwhh;7TiCv@MiPohu8vg+$A
z-Ytdy|D7y;c4m2NQ`2YNs4Y86Uq3w3IeEFyOgHK0&))p`@wngB`L}pu2Xo1zrLxhN
z`4lI~c$I8<ddaoB^FZrn*W9S>|1wXTMQzTw$E4)I{mA3`RPFMr@9(nh1*YrYU)E9a
zK29}v@+6xNzauxx-izHMWpgF0SVSgH<oecL+wz>Z_x4sRDk>)3+-tnh@7K-h<tpF2
zWjGv|)|_ZzP&v@Wced9jyZzg{_agHXIC+=8xVpUjy|np1-f+{)w@yxee(13BqD5;8
z3qQtxe`8u$W3_dzd39cfhetuch96(QAO2}u{jIBK%dz9-i)vhRHA@1uy)2s9`IoK<
z?VaQM@r;zHsakGGY-aA~XK!V#Sn}@93JxpVTmIfoP;es4r_blBSNuFXn_uJ5MQfpU
zzPHvVmYYW1*!ow!Yt2H%g&PeG-M`6Sc@$Rm?b@0(Q~8u<%$zAImDS0?|9<L}l64C%
ztiC*J?Juon<MeYE4z+L!hpmgbslaqe%ACpV-E@UU<EA1e3HQk!4Wh=c{j#m@<*z+B
zM`5PPlV+}Z7G{nLtF>QWUthmuNsHL2)2D@ngbp1(?A|By^ViqcY=RT6?GQ9z02Q4L
zqB8{=SRyVitc*Qx6d)HO<r3h>ka>1->y~4^4UFKz1|EzPuURN7tljx4{r%iYH}ne?
z7&td52{TP#(6%yhk9yqGu;tmR`FqQ~lJ*~I1ckc~C<<O&kjd;dX1X+Mb=|jnnw@`z
z*g+bM6d5=-EOIVhVtS6lBYWL1EOADjWp@<U?yddX531fdR_rP|v@iaXlxfzMw4+`#
zmwePeG>iAvv`5=^oii`jf3@Z7cYZ!DuFVlm%}u*YeRY2Ptys%pX}Qxl?aazGbvl`u
zFGZ_ce)JXIHqXCUCp*u|MC(-6#+KS&FPA@hxG?*A+WLr%ZE;3Id@>eV^RnObFkPAj
zYLX=|fSP^`+E5>Uo^{@6hn;QQv!#mHrwY3*U;6dk*V5;Hb5$-!tqxnO7qdfYn~Bca
zOn(y(X~U#9FATpbo6NYz!v6cX{0pVTTU%yUf0HQ^V$3`nEigqGEy8vl%zT>^SlBJ5
z%lG!~|EJUAr%jpi{K=DV@9w(i%%8f|$kz7p!RF)2ZarLle4ajU?(MDSZ_i1df9=`X
z=owS4cyGCS>DI5Wv)5jGal%8p(WWLsb(@IqmgDw;FJ4{VU7p}@U~6{ywRLCtxVicH
z`z6eBo~(@)ZMm?_clO7}>Ta%)$w^kzrp2u@T|0HIzNCpk>a#EJJszK#S^QEpBjClN
z7fWruy_am|PVZ*>@>*U*V#bZ7*&YQ2&6&Q;Id^xRT@jef%*-VG=ux<C^hHCpZMnC%
zS=Zh1TFdv|+M&?gMrTd%a=qhybIT;EUiJR|zIsbw#J(@>2B-J?Z+LZgb@<7d#U9yl
zT?^(kO#H3t@t|kH9EM{TRfH0b`jlqo-d$xHIC0_@0}IvEQ&V0}IeTl%$K7Rb<#Ojw
zxS(nO{|LYR8V^s&KQAtBo;2z7+1d4R{!y#f)JVz7?#{Zp|9qKv=G!YPmAv%J-~V&W
zUgkIV<KOSxuf4Lj_;4@x7iVQ-i``qbeABPU50Bm`=I&2Eo)>lE#0;a#Pa*AF)XueR
z%e#7Nz3=S%{IZ2=YtPOxn|mp$^vJFIOFV_2UzRewx%IX9t+q>1`|WD~Pu*a#IXp;6
z_lS%8^S8Hrxzo>23)r+({@|xi(zU<&F4U?1Da*Y*_t#&ET${q0U+e9kE3K{6Y%0RY
z_E(o~oo72Kt=@dHSlyi&cUOh3{{4ORvEJDms=l(FN>fx^c;(gX{9n(W{81A4_1%A+
z`dYz%D}$d$ZTs`RW`##~WTbZV_B`c%3~3u%mM-I4t-V(EN2$K9PW-;CM@LRR+S?~@
zpS;yAJS<&h;`eLo&dM1otzBol@N?REUM`+BtE%oLM7^GOBlqyEt&2jJ|6rMZ>DFR*
z{|xCxdn^7mdH=WV*|%cBhs*x<OD}k=U!k#j{`~zMa~`?A-<NbW>TUQTe`&i#&cFGR
z-FxqCeXKr*^J^T-Q<k1P`i@NLEKgYs`qU;eXs2m;WiPL@cQah<`}&$l^`F0g?0!DE
z>^pm#tX<8X>hDWhxu>6*XWJk3^{w@T<@3w9Ti7m3<r<g2Yg)1-PHC-f<R%+iTjwo%
zOIJVo_O?Cg^ruJMTQ+3eW71vQdBOGNIlZ-_ZZ0liVd*Lx+mg<Icv!k@>t=QCjMLKQ
z@6OHox_8<&4U4Nj*|xh%<F{w^W?bD`EI$3xtQXFUboto2wz%crT@z`%wleeORrmgR
znP=JgWMYDfTz`iuyt(=J^p^bPTk`MQWuFXMVyf>N;CJA}Um=wOw*Wte#~DJL8<LhS
z+G6&4w`6DRuB`p%=KZx@s&ng766f+IAt51dr%z8?>*p!y^l|Z;H@~LG*J<us7U~~W
z{oz4jNlDJ*W4)SdW$o*h<=!rvu77{gvz03kbIjlN=hf=<-~LW=Z|n`4>>Q=7VIeLc
zQ1SNG-BYiO7ruNsS!=Fec6QjBPoF<4^F>CkX5;Z#`1bQ>|C%os-Aymwnlp3ruP^Un
z%l18avGDNOS!PrHv$qHc%IOtdpJ&T%UBYqY(yhbo{z5`l|JMu8E6ce5u;O3ftsl30
zJQrWSq^G#HQXNaWeC?Mlx3}3n!=t0jZ$jMlb$5Th*?gXh+dJ+2JaPH^o?8}unL5qP
zOh*S4iz_r<znfonX<DLK_X%m!%Tjy&=31#=lG0rtx3}?DlulwZJHKeSq)yz12|?3L
zwX%F}X|!)~<JeMLQQ_j@p^;nv`r6@BZI@>KxF^Ng$<u#hXD+*9%-$+>!;QNwK4xt_
zcEu-q>GN~^o{}OG0vDDBKhIblI(<u7!TGo-4qndQ&d$GYw@;3`-OS$aH_PN|ox}gV
zryjKHEb?u!Rxh!tdt#0~0@Lnh`c|*pW%y=Y?EZImX1a5m=h<*@aOl|7T}ohDBT!Ht
z6aM$j-e95Ms(dU8h=$vpOSgW0e#*%?_vlon*=ASkq^?A7nr4HmZp_O(Tgmd2Wx_R^
zD39zr91`F$h67y#RjXEgj{4+0O@L*Jv)_-m4<5SpN-gD+TeH@(^p(!q$nAN;xiXTO
zYc&^MTjFT(Xs35zU|8YHjIe83zr$|5Jr~nub!AEJ?XngzK|x7b+3F`JI->;pp3A?z
zX8Q3`{db4W?i=b^LQ}ssujc6W5Q;9GzU|>k=i=frUO&%?p4sB(#5$wbDX!f(E8vFy
z%iZx!Eax~*aVE(4DlvwgS!2ES;;(bjY^U~^JeigG_O$-~FW*1!jtJ4Y<}=@JbL#0Z
zrL|Xot<qk*_3QWb>MM54y=J0jUG}E0_ico|Q*);8<b?k$EI*U8?eor@^O)bT<yfv$
z;{GM?>o|ohlr_{F3Qam$A`F8AqZZ$}wAuaAwzKwKrWY?7HnT15>QR}e;E<`Vo9i=O
zuT$2F<;>jO2bONxmUy`T;6X)0Ls@nn35`p)8kv7CR8&lywjpul%10Gf9@es3mA?{^
z6BCmbp1eJ~JT^1;@2|6atG|nK+-lSjJin#<`lVZkTD_Z^njSwAs`~osZbH;$IX4G;
z_g)FlFHKENb^j{;&(GU?dt2`GnKMHp|F&FS=<FV`)^Os)Yr4^87ANFwjdHJl`(JHQ
z?Rao!pX}qsi<5<gtmfNBM_p#~$i8Q!x-tHd1E?FJ21=ME8F>X!(fhu%KV0ej^7@@Q
zbCuneWJ-E^XK&nC`2Br&?7o`Sk(-}A+W5xw@~p!%FHBZHKXqzs{^ez7mwKDa+f>Y%
za-};Vv+>jUd3W~*Oy2TP*~P7^vv1i1H}2n`zp=2fT&Yr<vMBuVvEJh1@1a%`ul32>
z%SvUftZVwSxTC`({IZnpnVH7=1_m$A%{?_~(&_k`kE*6Kjh^ma>K%UJ(AnAihYl-$
z;+NSn-Ct-+^W-m!?Cxw*Z8!V(@wn`i@a$U*nP;Pyp*Qq-{j#5PaoygU8(y|A#pl+F
zJ$q_RFH5D0UfdJA`<u9aT;Zo1x2~<V{QFzIJC#e9<@fLR%NH+BcA0FuyI50JR8*vE
zhI-uE=<WL|KhJARsLy$OW8>wsv+L{r)l@cT>KcD;@9EK8bajs9=UA_7`@9p&z}-$s
zBcB`{D@7}-X&hY&w-!1#{GA-ix%|C(?VIZ4<9)GfqqfQ!CSCdV*51D6$C72d6Rzz^
zMQ<YCd9cNed+(%4WjQyc<ix@ve{M;Oy3EvHp|WdoX7256b8CO|37np7maBZ@@$vH!
zYcGDweEa5PQ`*^CnHI<Uo`i?~jhEZtpZ%q)Yf})DO~r@pJNjgge*63T%Ua#FslIb8
zB28wR=TG#`^tHJ+_tGqj{MDsQdre(^H$HoH_4d-|=d$NKKmYe%`_Y--_B#F$*N=<d
zn3OwRuQM|<ISYFz_xfj_u0PSW(T!iyWQN%V?X|JHN;dn>Hk%Tyr8V!{+uQRK-rrxZ
z)UtPH<(8*AE+z{-dX%ZCWMh+k@{;$}`&aX?Z;Or1T>ERu6Y=!()8<(Qzq!85_vFmt
z*5m%ae*V1blfB$;E-x3?zQV@`@9wTYa;)r%>e|#4AHkig*Sv9C9k#ar&Hw$z3vH`a
z=Gs)9*=HUU#Fl^mpK<P<`ucrWrGjxJ^O`7aEsdN@OHN*UbN1Ylt&e}YAJ!3LmuY{$
zcIoo;kg)kYyu4do+>b9?#wY&s`G<%159=gOx$x`jOYOYfg$3v1x;z&uE}ZyKaHpkp
z_TPI_dz+e_!`9zZP~nlaSyH>ZZ0;lBEZc2v(kZEHxwyDGdwZn~6kMloDf|4aS<$(z
zwY7EfoL=erD=pS{c0ayUA1-<1NXeF{#hTjhZkOXq5gUH5y;@WG<=qZZQUB#WGwc3+
zk-SxOt=!mc`O=r55rI3h*F){A-%mMG*U8N20q@1_<hMVa@bHjNVf3wewv+ti?N0_U
zU5c{B)|;!fSo?8$!<I0A#kGaXXx$d-cg)D_1<GE!bvyjON8JgbriN9O<#$l39l`SB
zy**p5O$i9Uv><FN+tf{)Uhl2?x~z51oOm()e+#cY+dFB}A)RU8-rfdH4c>`2hmYRQ
zRSz)M$%PEy@;I&4Ut)^2!Zw|sTA-r_?!5VA$JhN_x_|!tql=O@rv3UdQ#X3srh2R8
zhfiPKvTW}WW5HLPT90NjS;<LC+f-x(2F~PZQeoUKIN{nJR!2)lX7J#C#6(U|RLRbg
zo_X!ouixL_Ox%+D`G5Vappud^3mjMS`Oow6mcG2yJE@(IvG}>(3j4LP78C9-c0a$b
z_BT6wJCB6Hhkt)pJ$mH*_IA03hQ<9|rP5WoH#VF+xkXK`!S$@N^4h<@RM}ZsmoMRo
z+?bSGQ{$B2@SrjNd(h-NbLMU|G<=wt7;9B}&c5J;ola<ojjzXxl>5Ei;{OE%1w}<u
zWsTEhF3qY2ClxFmtDl$T+m`c*K1@H-v1QhI&febM#dk`7ep;J$cGmrUe>eQwa&1lI
z=1Z4Wi%d&Owgz=ME=4VUef-*%E#EG>%gb7q&0=6?ZeHd$*HPMM-VDR6BPY1iyLA>W
z+%IqClxv=U<A&wJ$+ZzyMNf{ja8BN8SM%XP;pu6*FV!FR$j+|&b0Xg(J5L1L$j8;C
zTZ>s+-`?7$Z5?l<mKzdxZ{MuU+*4EDyL>Ktdn<lV#nOLUu5C=-bED$L1;N+X^QZY|
z=id6!X&Spr<=Io&1-#SrqHGErKJAPDG|MbkDs5wjxaS6b?=NvXcm95}d!zsSx``9R
zqT(Ye<c?pvqrJp552KT^$~$}ds{PORC!fCdVZ(+~r<Q}-ur9@?VwW!EU1EAFBq>=p
z&vTjS#XXy>*1o-49pRl_UG}`Kt)*+5cz0L-bNQ|O-m$yOc2|Gr|D9L!<;Bg1hmWV7
zneq7j{j%fz(G#!T(ZFV@mM?M%{2?G}wsHEuFE2Nj_<&kVTQl$eTCRJ0#oI-d+$+|K
zO<NbU^YZTU_}_MWYJQe^c)VB}ExN^~=*f!r>1W-diWh?igNpXEaLy5&B7DGNmJ8FG
z8Ik2tpI^w@xL_+b!!O_Z_xGo)6^l;vHZAk?@a^k5KV|mLdUNYva7ao@hDSz@&zXsT
z*|%<(GIy`3cJ@-|=jmx_t!+_juFd%Ock+2r5v8>|1Hnz&ofvJoO#P?kZMg#AEHmL+
z%-7A|{XE}Hw*U=M!7`8X+Cn#nsN$>V?^&a_X8N`qlVr?1i>+X^yd;&*f+L%IWX}<#
zs%1N!qpJU&k3PvC=_C+f`hNSjm&@me+3(cUvC!C2yxecPUhMjKr?X2YPP9w>`^r?0
zb?V-om5&Mo<7+;)&Yv%@8=<^7!&cYBZSK0*U3YeV4q#)<TszMx>ap7aw2@%b`Kbn}
zDeKO7JFk2FZpS0jx;H!i{hj=J`hxcxw>C0QnyweMCj5$~md26;oypmz+27yY6%-Uy
zR8+iq^X9kLFXujb{CM%=#q2y1AKu*D%vK0a2dIOBJ6CPlmU*{r!-fy1UZsoi$XHld
zSUmakH2U@R{B2Q-m6g{jyY;N9`}Axw<KJKHk%wMv1@*5B1w&>WbxPFN(6CTVJ<%na
z{rHiPlarJGe7$YggX*KQudEQvH7I^|=i%YYYp%`MmV5i+Zhl#-rh<<1i`~z2BtATJ
zrl9Kcg$o-OAD<!~zrj6vf7RJ7`O7mBUp_m_9$){L_u&O?b@lCfe0KA%X=!OOF*DD%
zsr>ZlC^uJH`1-i3|E{c!-u~xLP1Fp_;%9$;ewJ<lha7qr{MDAQs&_W2%P%fI9u~IT
z^y7z>!OOd>N?$3-_1l%c>ai?-CU5g2`umak`O>Aoet3TTp{~2O_RB?gb^m!QS5!zz
zNVrG`PmbKYZ@xw0roCe7m!o`qj<fU2y}w=l<Z-{fo`!}0X%VJ=dHc=P-|satv&ZUa
z=~>5L+V6jVjjH$Ci*0<Kf4@GD(bWmOByC;Bq#KYl$EGqWR;I>o?b9budgSfnbo3)P
zsTdmv{|>&sF81@MPZ^1qmU!C#`QY3ffGz8UOu6>&_q|!F8U_YC|2NDwe;*#U+_ca~
zM>{+9^|f3j<+WcHt!?9xEc^Uy@3*(N%irEfJ$EKjy<cv#fA-qwtwN4Vy{8}9vxj+$
z!^Hd>8zz2>n&XpwdD+<|z1`jVKYwo*<vr@`r0zTG*1FhgM+*amgg-Y5zhxL+d-3TJ
zcT|K`^|mYL&+pH_|8I5J+WnQE9l`$4jo#*Cod+7)>l9Ycs@Kxe%DT5_=l=cm9v&wi
zAMeKzEsM6K)vJYgOHH|^p?UGpB-PWGFB`kuj^3`dE`Gnibc{vxmcp~U5?8KV8@=7G
zc$0&7Hp|kbre0xFg))6@-1j|GzN_vxXHUvWqm71pODEnve3SprE_2n&1<nz>N?$*m
zrfa!!<zZ(hr=y)$W`V*wH8u6-@~u5RJRASKy1M$ri4%_=B}K(;PV@c$@9$lP_4m&k
zo!twnzWu?ouJFO`<^0*d9InTi*<PB}b}b=lv3Tl|OP92_1OybU%e`H8ecj!atE%iu
zUVON@dH?;b+Uv{LuRq<bAETqi$HQ@B_Uz{quD!UrHG4ZV`=`vr!)<2|w=ch$U8uJ9
z;_eIGVjawe8;}3_`P^o;=`1Iyz120xEq-s?yl?i#teafEOnay4$D3we+8>|1yL|np
z)$8}|s{Ng~Rwk=A`s;p`+18V<&G|TK^3=(bC(oOwH|_2DmLR|G?r!1J`f+<QuC0k|
z4zSpEthZs}e^)1@QMOy=&x><<<5q|NuYTEhRLHF2LqOqF$D;lJ4mvtMOiX;_vc&lK
zwX`!cHYXjOHH#(2cAFdb{rdd|78(`?3I@4HIDW6@5!zj1TfFJOzYEiLoKmo{X=1u}
zX{q*>e<rs#nifuV3=O?{db)mcQqqxwCaaeF&)=4L`Pr|pueZJGcAGqDk`&hLnRYkx
zZ1MN#%eI*nzurm82<*{Ydvn#{h>(yeN0TBqCb9m#wLX6Tq)9?iC(fVm@9WzZwKl%~
z@7KB3<x)o+v6Pb)(-_lP@_n+aL_tjmHt<wEJT?c*)CHav@@J{<(ZAin!!IFc=WM9@
z+12r(z&j%&!{bCx=4IDQFRrdGkG%OcO7+TAlW96JB5504TqEuOehKbY)iJtcRraQ3
zvAch-jODGF&q`hAR)7EZ=8|e4+rdgsk8EBsEJ3pVr%v;)``ZsrZ+kOAxKIA)+56|;
zfB86hOH4?B$Hv_2>-PLoHL1us`_GbNo!NTH(odhhou6Uo&gM9;dEeQ&jt)_u#aN!Q
z@PHSlB)Gyx8X}@@Z?@iEx;kvX{5kRc?|!SU-?3xOr~T^wYooVk9%z{I<A-1F?QPL}
zezbE6tGT<lsHv6dTNa-?xn*1V`^3VOo;trd7M3<PN*Wp&mv`}Y#_sy{^XJ)rdCNRH
zPyS^O2;kWqG420^rvjx$M*D1Qe$4pxx>Gp)@uNq|hn16(llb1>?%$GD0PgBMK^xt1
zjaq#Dg5t{gHJ>~~Ql9L%n5?nKc3ZWd#?q~2Z*Se-^K-$HCq;|hdW(v`U!1S8c5U?5
zV|%x_aTh;3lYM_*ZQ;Y4i`)6?|NVS^CFReIjm7EbmbDfy_iJZikKggZ{`gZNAuHRO
zA1=R3e|*^T_ICNDW7?airKajRMj7t_*SBcxu9X^VV^`V9?@D>NXy4xbnU|KF^tb;T
zlR5nw8?TorujX3YiVr(BS?S-jZ@>F<%eT||zrjVw-{0SarG?f0_VDy`fTy%xT-}y?
zdw%`D{lObsCQmXtvQK+k-r3BntG+I1)XWZFw<{u~2X|=P-cfe<)SA>=>${)nzPP*F
ze`#!#v{}xQ43CpuIy>fG%h<WeYAvtKgq-=;4(TLT?yeKd_LH*>i~L#dercM1{N}p9
zY3+7<N?sm2^#1wL(l-_=sREZ~9RznP(B>0)y|Ztd{lBp;clUihxn)m3J>p*M)-%U2
zxoqji%-oWwStnxE>#T1ra_ycpsmQnD{=UEZvAZ(wi!!tGojZBcSNi>pO{PjVGMQ%|
zfNOZPwvpStgUK%+otg09!GQ*bs$LnhKNlC*^XFPlzP78>_srRws`Ia%n`?D<f4==A
z0TBt0lr1ZQKi`x6VpaFYCnx9lhYcH6oH!wCpXUmTDAb0L<-5MqRBmbpgO+bZo_%(z
z*{hl36z30zC~f_H4O^ap7II0T4*vdmbo5j8_kSyH##9Dmf*Q;69@(i!#r0x;?T=;w
zwU03u4Q$W1*U{BoeBfC@i!W4DzJK=9qvGep=2U%oF>#wAsDX@@YuDVI!*u&-_fu6>
z@i*~Hmx}w#{a!myJomwcBMIOP{z0Qrc>nYFXK()b_qX~iC#W4gMcANXKMQ9Lyen~{
zkwL{^ixR|igO#8`+b6IQ$i{`D6R&{>T0L`xI5#N4=Z1OKc5FE&>1fI5lLeaJwuH6+
z6Ea*uQ^uz_6M|;DFs%WZ4H*%4)>c|u2%2G;d`m?r!4*F2E)gY|*$bK|pK%2=rBno)
zvp#U43*y=XOUyc1A|}GeP};&=q8@{$6xFtRsvPKoFC!TBg6L>0P$wZR(#y<6?TW3B
z-#>546cJh3yUYFOFZZ8s23pzH%Ycyt7u7_qUa^9Mho|P#lat-z`WiE0_g00j`TyZz
z^U<WAZ@1sisC;*4XYsQ$nF3syz0z26&(AH>CQml5`%|%TPs+(jXU_O+ta*5-wNKW%
z>*@3J^Y8Dk-|q+>aKOx{PcPrvlzRHv`T6?Ow&&h9D}3a#anAJV*Vo7IH%vYjvG&?T
zWp}&EPfKuXj|vN$RvUHt#0i1Z_W%DBUtZ?x?d6qGd9aB!`FLL`^PW0UY^`n3I*Pay
z*XP>m>gu+(u{yWsbJ`X@aw#d<60xu9YnF?P3#3`g@Q>9PEhArft<}70)vD?G@yCuF
z5fK;f{<=PH@2BtI_4W0aKYe<7dcTzEDqPO}x~th8rL}2a$n@pU&(EBkoD(Nbto`-n
z=jZeG(%{A>17?v^e*EcZ5dvNUGg^?3)<q+!Iz7y>r}p!%fBng~8g{Zg<zN$b0JkPk
zSJJr&%`h_BK5u%shrv{60|<5gWg^RjYkN*ZTPUc@zC4&bvL|uOvzz_KfdSI8LFvv)
zc`{`B-s_Tk>&(ssY2aXL{}kpD)hszf09od9#KwP<Gk(o;T+Pi0GQcC-fLWLcVRW40
z!3XbORXo<P=uEh=e2+BCglls^jk+@jS`dC~*zRHQN%)ksyW>9TslpCX#h1F!&AF$<
zn0fZ{-4$~h!k3uxwO6YCzMu+gH^N)kAH+DbF3<XOK7)DJMFyt)dwW*zm(FC4*m!X7
zA{)l%f)l_^Mns4`&=snApgifYh1T>7m8TC>#cfz*2x`R{tE!%T@K)%ILEkCP16>mC
z%A7wAxT~}mhUhuwMqPd?v64UH;)5;Qs=vSM=;)X*VZxg?Z)Vlo7CrGuNLXNO0Ul+8
zH@hpkS>%6oJTd4yrK(}SEiL8BM;G&bm4CPW^Kh1aq2Xw^HZ&w8K%yE_EiYQUczxX7
ztpC^T|NT(50rgPc{++bl+u*Q;mO6v>taKUG_m^9lrF@QUtP?#ZFu^DL)ApXv-?n^v
zH=iv{ICsHf7K~c@_kJ~X_5Ytv>w9G9y`R1(wn_3>pe19(#gNA<{xI`p`r3WDRv&R}
zX0p*Iw@LQfmfi6<wf4nDyDPS9b)&cC{QL7Wsq*%=Tw!&;EC06C{r%<IEp~TrwRq;)
zT;qz}EXF;Hi<mYn+TOExIe)IDvg1$pB`N9}>I=BrfAOC-sqk?V=k&-nn+)2Dr}KNu
zw22cHr|HM<yR+E6e|!FYtNGWm!v5aXxO@k+Lh*wMWbvbv=YoTCH}f<VF&$F?ndJ0$
z{--R?6U7E@O*TzWdcI}ITWKErdFtdzPk(>$)8Epa#C4-mHbx{RB`GN>Ntx%}SsT5b
zZDB!9uQY7t?4kz~@4GpvuvL(I1$eC09<wpZL>CvWe-V59+L2JU(9lr*_<c)q!eV0H
zY+yXs@<@4-F{4L=Xs=4c7PZcV53LpRoE@SjPf>W!@^kX1NwqH~vFv^K05tQpF(PbD
zgya5i;N`L|zqKz(*(q5HgI2{tavNKG$8$@TC8m{}$CDntuB@EZtXKPD56d0d>7WK7
zB$GVbxaf~9`x8}#wVp~hdTjqbv1EBFw8wU>=J~guKvqGzEs%cPj8k2c=IhI;J`m0H
z{n_aueM#z)6u<flrvsHN2xSf79s&PUvi~i9pwe_^Idi+Uy@%I?^HFvM4u>x<PMEYs
zt^TydQz458!OXP>pT#vUm;=s-5(<qcm)op~s5kdAGiP)Bq#QJT%~NLiiE^^6>1>PY
zM2|%TZjx5bmwf)x?u(eV(pu9SceG)FnyjMnf6DYXEKk|Le|dDkGW+I|$I}cWPqW)8
zsUE+0dEs>i&Us}`pD^`JUSj&xe8Tlq5u01RYyuBHX!dV8_GCrhN!0^g>y#A0-LeCq
z&biN|Ybt_II1Mai*VKr75Y)_f^<?ttdo?45Y0V2QCP)VnJZO}8cE*-t@&_fDesoN+
z(L3VEbnIffio)8R;jlc}V9fF9`^zM`kO|i&T<dX}uyduRFsFq3{Rs_Qp2dO3ctERg
z{ggERPjQd>Y|>=N@<C9uQmnt3rDt)z$A@)?_aK#xOH4sf-wCul?}f3@p4am1$g!|w
zt9kyttM=s?%>6|ZrXPSh3$#l5afT4*oi)&oDzgBO!UN{-FE<(fXk+`l=4r@_sk^u8
z<jp<++7i~Y*i)roGqexP<6zL%a4XqpmyG1(`?@Denm#Ree$}K<nH_n@tP!+v478^E
zK^nB9E76d^!?-o`?6Ru$O7}TW&F70e`MA(t=Ga7I#{0iJj#$hJV={;KeGf3OBy%XN
z)!hH9^W^6vdw*R%$Ro6))+I^CSG#dGxSly7{NO`{JKy7uEzADAQlI12!V)V0o$`Yi
za-p@MCg5X6l8KsL)fbsLpWaXVeXq`w6OyYzO>rJb$6TE0)a9tZGEzC`9{!v(>Av6g
zmG@SkP}WdK6v_;oaHW$RkDBMzEA~IQS}h7%(FTrVA@IN;bO7LmQ-kxBhdvCMy$`Y5
zCbNhyoyjAc=exHTVkR9r7_dv=fk3H+utQYxj`$$(wl(A-feWn+?JE{fV|ceps~?(2
zpc@0AJ^EM<g|!dYt@^}qiW8DM(R5#$#rs<||F(XjjITCh7-;AMI;Nn<GT~az4gJd7
zb)1hgq9CIe;9&(h*9m(fXWB5v?%UM5CCt95h-u&U_(PzW0uNY#?47k-FlAC3Sc$6S
zv?ubnTed8dakOLvB^1b@gR}Opf~e$A4#hK<EbL~fwDxRM{dwF>ajm91D4l|qk%C4`
z4qWK6n{zGajr_!yXEvHXb$ohucKO$SsoVz_J>S0kou9D(NWuP=LX)+S5e`s*ZLNws
zHD6s%|KPG)=RZxpb@}`K19hDb(Y-K7utf1djT>mM8P9ib3HQrh4dCuSbaaH9@tLuc
zC8I~e4m5vBrL)9x7|a(0ZD~CGSLoQqEs((&L_GiO0c}^5csJdkZ`o7^ZP0)WJfWOP
zZvkzaM0c|3IgVWd33ke${gG|IReKg^s=~rZX>Fy5<EOa9T^{7g7x`s>y+7yL<?>}$
zxg9U@cw|q2=U12&MSj`asy26>J)Ev6t&-pn@#y~rRi7+AmYRIjkd^n#-et4VBRA?X
zZUts9=Y`Z|c*il-Bk$-@V^IKy&#OvJ`z@;aji3}W0lI?#w7&wJsK9gcLtw0GVsX^!
z|IfDAeYl{Smv&%@88qoZ7AUoaJ(+Xu)qcyh{5B<>vn35y!m<>sFevrR-d+B_ucL#5
zlk?=cbKBzU9~@|$F=NJy7cZtvnF1ae3I6P}BAkEe^_h&5Z$VQRWQDCnR3Nw+#=^#C
zSNZA5(Qa{(Gwb5^YF)Fh|99v9{rUgAPIHUv%`wZ3f=r=e4k4aezID!=IUgS%?|!Q4
zJuM|It?TLWetCI|0tcP<H#etWSm4O(1gc#cFh(mi=3kqp8*NtquV&+(+}qnah1IQc
zKD@fRddCh6u2MXjHf`GU=5myqTif6G|G!?ZU$R8y?St8?L-%vde0HyC!JLNWf}lhX
zT{i^UsH4AW(P!idKHI7<C$hHs&A0n|xSju;!^0a==1f1t&!CNg2CiStvuf3<xP3K}
z!otBZF*?`wSAW;j)608#Y3Vs<>|R=NUDjsNqD4Alr@KV8UtF*I`)lfyDR1uY|G&83
zuIuOeEsyiRf*0gq4y?|3-<RDi86rG7v<k`BqXXRFDz(X&WBvVo>+COGV6zf}bc@kP
zI4v@dzP|kUb>&NMXx|nsaXnZfI`LWpn;Hw+@Z>?smhbse7Q$ZAFFY`GKHHe|H@@=H
z_uqaS7Cm2+A-i++yy^Q`Ae~4=PEOF$mMUXgdu{si{fh5(7b|4CE-{_a$O-FzfEFJa
z^ozc>@4WUv(j<1%H23|*R}+ex^;dkEAUg3{iJ|k~vwNAq%a-6d)?lirs{K>d&C{0e
zFHUV>`58FDr{^ob(xq9~eLdeyuc?!nD%>Dy*yqD>pzECSiJDWdCvCNvWzsWI!Jf;g
z^Wx>&8<Lr4t6`0E=n~K1$iPp*adzq}e6#1NJy2oant66<b2U<H7NM^4np4zdn|;f>
zS)M<JH$6d>FSxKh7!npTZ|j6>DwZ#l7&Cj%PdQR|^7(O4r&93oi57-6FKn7Vt$F%3
z(|7u6uZhs5Z-|DQkCNj*C!422C5{2}w(hZAd-KbVRUx@i#V<p2klOL!Hr^R!$4{&8
z%BY-B);J&Kkv&O<M~)TIzJ}}*oZ-^+Cw%u*?+dJsmDfIf+p_GBnHpO^a+g48&(W@m
zFu&%x2?yTZx2%cu_^I)tX@O0)r_zb&z@03W+DdCJjg@oaj8ymjRlal?v~RI#d&I=U
zcdt(^Z}NTjbCS=zh?Xs3_39P7_`f;@WH9r=$7UQ<`7&lWH-$%BJoeyD?<c<rHT#zI
z9vAMOaP8H5mgHwmDouMtr+QD=u5@XZvGJj2s==3T+bb119Oe<)bEwPgy?^#RyWST)
zEL+`=JrS&VkojO&kMidgi{~(0n&r+78ie1=vofa19aNBu?mf{Z$Lq~&7G9U)Bj-5X
zZi<XM-^$sQR|5SGNN9tGZhAo-$|}jAoh<!I5)KYOKek-Yzi;C5fOpLeg{I|)CmGhR
z5Odte|1@3r*hL;8DHnqo43O~tVzi`)Q_j_(p<(%Xck5)={#yrZ!j8BvQEAd+nK7R)
z%#T5cXY-=Z9FUZ9;q-)4sudy!+1(CGYOhj#U<^@e!}xD`^UwY!Nfn6%*XaU~EV5v_
z;#BVs8cxk;r`})WC61&VvilU?Q+bi<@l?pB>q0`Y+W*tuQGvRQ^EWElDXGF{0wFz&
z06zzPXRYZE0$GxOU0A&ML67KFp$o0ePwrlyDWe>krxJ|PVbM?rTkjAxdHbR$rmDgZ
zucQx~bv)1w`?9Ft1Jn?N_o~1FFp0zNgNx0{$4;j>UmQC4{QbUlkX|upuL!gY1U4}=
zUH4{n>(2wr_dF?7e9FS}!Y%n3lZuBDbjL>?X!NLO!JG!Ywkh@oOJkh=g63oIVK$PV
z_{+U4;;!;^_L7_NsDN#49m`2@R~)h*5j64(ZP=Z3m-S@%r{2#q<H{dv$4dEMXol@t
zvi0una(5S(mX?;3^z_^7^|iIT`}?;?=)8RSGXMU*Tmkp{TaG>4FiEAUhzYGwJaD1w
zQ|8)5i<AruKAfDat{=CjqpxpY)z?+umakZ`V$mX{C<*(zKg)b)OSN43dqe8X0q~It
zkOmpJWs#8K3LbEBPV|ATI@7toyIkMGB0@)8ObmSTfJXb4XUyAuCxH6B81o&0cIe|w
zBB!69o9pf4BXW9s-rY?RI=oJ{b$`r1UX0_dv%XvRc$WUHW#_lle%+IE_2&dol820;
zK$qk|`k5Y#D-Q~U)+3f^)qHys`Fo3)n3&p6H^})>0UG97&}kv-Ih?$loPwwQ=5e}$
zkEUsLdKvc!b^a&2zN@Rts`wd?uFnjE#HXjGzOq;ZJ!@xI+53CG2hSvJTobXesqXFd
z_3@sboVrt{Pghq_X=!iom$Cfx^)=hOS>Pj&AZG}{oIomX*(&SucR4pUB;MMRd3m}2
z{T+pm_f~)BansPym|<C*R#a5v<#lRJ<Yq2zZeFzmjE&Cf9z_$TfB1gCUf!xC<LoTc
z?Ca}nYkqvN|NrN)R+9?*Q?m_*1x+@Lo-OA2_ntg?!Xs&P1bjN!l4Z-@-Pt)g%&K3(
zp6gTCmv4cf;#J+FZ}A?{soxi>G}Z9ms3>W&Vc+`o#l^*mhuccu-I*D(CVqe2<z>E`
z)6c)VvQl_$&5sWY897o@Q$0OBo!j}AHd<7CNT{o;D=Rbmxv={CyQNE)#wj|=!Cd+2
z>1oU2XDw}Qm+}&i^+;~<$@rqJd*R<T2F_Et3i^)onr#>>Ta?}VN?u-S&A8m2Q(5_Q
zYxZ@HmT&7gIXPKwBozM)oUnZne@_#CL|~na>e>~1_@4@@R3A9DSon!$!3x9VV=;TH
zwmz$pnjW~=O|rq^@xLD*AJ2OI|IcUtS@CQF4;l_E6jrf3;VofP@gaZz-*5l^R{x&*
zMcY^JSNI7@7EiuYxe3V+SSp!5ab#a#xAv?3_v`E9*GFz%cJSG!#R~bZ@)E4_8y5Ys
z@QMnols~2H@vWiPUHwF{!@_{5+8-Yd_S!G3*%!B`BJqRup{{*_yZV#Y&i|n?Ws;O(
zQp;-Jd;4m4*Z%%?=T3~*gWzR88>7}fKGs|P=}BibOVyVb596HI-kI>>dVIa_e7o8c
z6BKusy}cCXH^<_l0pI!g_VGIk9&SoKJ<qPzD&auGv$M0mzqxsN>E}<s`kH*J6rLO}
ze0FB$I<v|T4;cTRmJt`<Uh?u%`TKjFQ?JbTGn>AhaeLr~l^Yh>G&z^Pxp8sn+tQh!
z;~Xr?-^u8%iQ1}VX=!O}9Q;i1%(}j&C6jZjdYWw5pUU&PB;4Iqx<%cx_ScqeMIRp>
zJ*OO?-XmqIrL6q;++6D;`%7P6Q&d!Z`t<2J^XYG#pIWO5Nec^K-jsU!<KyF#S03@2
zzHG@J(WlmqbqW?CK|w+OyMO)peEw+DXO86KeZIcFOJ$?3uZ!LP``zx<;p;E$xFDrI
zoBeOTY2KX(9SP0E4-XD@i|O9lU7lZ4v*#J(bRNx<jaB*A)<jNL_um$wlYM<%?axn7
z-`(B4|K~I5=bRp}aJchd?5+Hfrq3LEtH0mdn0&mITYQE5udlD&cWXvTN=v^^DXx^(
zkY|-<);^_dl6mRL<5$04Ebc$zzwtpz@z26Jw$)|N&&|!e@0V;|^5VjuKYu(YtNG3_
zI9SPYGH^o4Cg1+R3C|b&S=`9PRv59jsx%=XAuMcK#LG#-87Iv0?(C@f`N=Hz)|=bg
z`>)NhEM6A9J<rc<`g>5=WR-q;a`Je;{N(8wZXNG`OXj%#^qU~h!8dj8+`Ic~f6tjS
zr>Utac)4F|Tbo$O^v@hquD(=%8d_gppR2mGP<^(%Ws!=Kl9IlD|DkVpcb6+GE58q&
zK2c~(VD;BmqQ3rxA;*_4obqJB-tgPoa<@)B_kE#nl}OGdW<~oxlf^IN!+*tFEZ@b%
z!~_bMTYvt3czC!&P`Qm?KCd`c=4tMN8j&2HH5&Z|A0Hh(a>V81!;IqE<*QCx?5qDj
zZ`S4gJdeDspR9QCBICKBio4^blV-MVj`Ny7^|R%kShZ?Z#>_=cXYc0aTwgbL+oeiQ
ztG>mn=1%%seNk_g#f2V&8(p8~D%cD7bR8=D{_bx1yE~c1f0s0`-E}+v&W^yCm^)iC
zgJ%VAd$rQh_;h89{r^9~bFvrME|F%*xg?ZvMN3=z=%@JlzpkHW{Szz}b#HTaays;W
z|Nnol*YCgd|G||1nP<<=Hjn+Z`H#kpCG1XhGX8TcE-v*J|5dVir|Hxc((7Y(Dox9r
zera|1`ko%1jhl;>J;^<gD3Y^ktww*s>U+AE?H@lr*1P!s)7YsB_I-hYf&TODYCk++
z>|Ok0)uq$Z^$#CD9J@%-lFP_%+e?$aNitLFO$4IfdiRTpiZ(Vj?k;~{#<|?RU(WvD
zkH@E`YXAN72XuH^_PKesw|5q&tIt0Dec`9MLX{Tw_VK@G-9Ir=InzZ)tot*|leHT6
zIX^KUTpqW-&bQLk)b#3Ae=#ko4nA3{3;X5R`D7Nz-ny{RIWwrEc8d4b#KUb%mMqz@
z!600^YtlrAGn(JBuPaYBeDvs%-One&hb?0ER7_NJO-g$7^YinUlbhDK{%4o9t-4al
zve)gPnytX3v-52#ou0g$Z(+Xd(oEy@BYcs6ysTeMnIiK1{DPCW8_sKJY*}Q}1UfVA
z)s>aO85t|Q*FHI3czs<gXlm%<qNB%prC&NHetUEC%VfJvv5OKXOR##X-~J-OTFH0H
zUTRy;O{bkr|JX(L$L%iDRZw`a`Mh1R+{1f&s~5ZX`+0lsE`IK}J@0PR)-2a9FE6h-
zIePcoPnCOJ$yABC{qOGX^2^Kp|9`pcKUZBLACe*RO5fbr`0?@a(+Z%&;i|vAS@^MZ
z{m-YTr^o){$~apTedzP^^KbW8c>X^%(V6F&!mIi9{}%2&xH<j&9k&TGth2v3oaleN
zE%$cJucYQ$%NprDYu23kxy|a9!%vMH5)pyo#*-yua#ij7*2nD?iodwC<mIJRp{rM@
z$39&!_4Z<g$0@%jNwV&>Sn(@kN9AYG;gMV8Pf9$hSy3Gt8v4{t`=njU)?lHharQS<
z)~xVWf03F7uiZnl=dN2E^4V!;nDuK7_1TBn_66D*^iA^nCdoIcbbp^wPeYBomU(fS
zY^ns~Y`M7)nA6-kfBkyBezs}$waw}0RdyG>lvB{)Gc9{_<JsBS{i_50%-VTt7S|-m
zsLp+3ETeKdYpYr2B^3<~jSK5ycCmM)oczA9$XGvS#{?Cfs4X6eQIp@Z$Qu;LhDJud
ze3E>{rX?UMN~<#Ot}1AL)YHeO<kQM@xkmw;dET-37fhJ`AWKzUJ^%i`yL-3U!0Wtr
ze))6f&zC=oyd)>({<A1kBxO!a_)aUXc@Gknh|agKmy?yPeRf82`~7v-itcrpy|jC>
zA=t~`KYn9U>pqqkDfd{bgTiUg0yb{kXq<lT%-OS{trzy!|1W)gEi=48!r{TOUg_fJ
z=SqLSEqVAL;8=OnJDHM+28oAQp6?I%_2S~<(A8l(|CaH<U2}-7`rDhrv}FF?#ol3S
zL=XN9oKRA<_US8)il*j+VLEzx(<-%m*FK#j`t*0ePrpv5_3zYqV`bfc`h94b8K^NO
z%;ad!)$-jzzAUNVnnVLNrrgrf*0wHraUs6`@6xq`+Zj!S99Lgm9lrabmpfD5^#0N&
zX_*)Q&+<x}-Pu<g9lbgAwAgfkRjXF%#qRp@?{9UkZ)WDo)h1V_eG0rVy}6p@$=rna
zJR8HXeP6aNIx{ge_SD|ODf&;tu56zY5qRHdt!V9nYipy$B_(Ihne*oP^W}G4FD%{7
z;;m#+Q-1OO{rgw-4NrMb(3gL~;>lP1{M_GPuh%d4n|o`Suk_oSyY&Q5oIag>d)wNp
zSz9A?rt8O-F*{aj%ClDTePVesSK<GWh?A4HFFL$5{ZZW#x433C`@T<0?{tANtM)IS
zi*lYax9zLH>69iXCN4bt_4tI73QLwP+m>}T>tGXW9{<ukEI&Ur`b~J^z;a}9QU1L>
zp4Kh#^?$F1GF`lQ@zJvGN1H#ry1IIul7{}%#R}&g#hE7gO{h;=lX5b8WA^oRS9-bZ
zpFTYvxNk}{1Sh!8*Zlqbw}^;Hfd8fcll1<IYxZxb{ryeOwyHzh<<5_iY3c#lJ4>$i
z<d-z@w69pP0@N;fsvW*gpfPy4-%ghU|5o1oBIqywMO0Mu(_@WF(?ti(KrL1k#!B@Y
zOXf>NZ;p|2uhb6W*NNFt@ZrHhrLQlQ4u-0G_bs+ze;RgWY036Q2d7t5AL`PJ70v#9
z#-eD)wR;a{*;Ib|@bIwdx!>R3e*XM<u}Y2#)77=n+b2z$WR`d5#j$`_P7BgNjyhk`
zbX(>{{nEU<yF|ssyW`K#v2^}Fx$fgp@pH;N(q=i|-rVGuw-ec)cVmO1g~g8C+uQUm
zu85ozt}K<$EX}NbLSRC9lg3Q-W7l-19}Cpio>ca0!Sa5ySicv$AEwMKobr6Zovy9Z
zq_2N_mF=oJz2bGY>-2S9qE9;uL+aM<J^1zC-`}~nw`J}Qi~g#5UQ<)kO{rs1J>#?U
z^X28_-eo!O<v1}#zZB%a`2oM{L*;BL3~GOsJfFS4;$zamCe~ZuqjRpthxK=M7EWzD
z^vHng)Y^>6WlgmwZ49ryy>zkb{Cs<P+p3b?WpBSEKaV=uvpA)2L(<uz-?!pa!>(*R
zljAx?U$lL-SKzN{(&F+5+4cqAITrY7O7E)EFTU*E7Vf!m*O{1~s`tz?wTpIWh5g$U
z7Bl_T-lGp!1x=~(jH_Xh{^9oXfJM=c9>0IL;+`)3V^sXJFeERHFZ}4K_-m&Uofej8
z@`X=b^u+t$rm!0a*iW$^n|L_2<kR(UTKZ3?&(z+3Bzm7kjHq^fq;@-J>!qbOC83(9
zeoWf=gTw4Y@2B3vkUGmHde^_L(&dj$dl#e$QeLuO>)O>zPd9}<6+Y#Bb$|W;o*o{-
z$5Ry~d=5B=Ppt}9uV8Zgcd_eA&8aDxw<3AcPrdE#uejB~++@QTE4S&TN>lr>i@e%i
zN)?Z~{GJ~VT%TQ?YT;q_{X*)qb+aOWs@^j_9jg7RI&{rhUFj3?*H-;*c@!Y77qejg
ztdqU&1~VGk*J*uS=l6l7>Ca+Oep#z8&(6;N^r>ii)Xwscg8tG44inTB-m^Rxv@z*>
z7a1tzc>nZ^7+H7O^>0gOH~SQWe9<;@YW$<O0q<r;9$%ewcXQ*P)U`YGLMv;3d}us&
zvCcO&b*Yxo`FXb5y1J(SUY`FncR{kbn25-Z>l0qRy}f<9UhJoJzs0WUR7#&vzK}6(
z$`p&9%;u%<b0!rw#c||K-y>={Bl4=;$$fV=FN!<+RjV~@iauZ1l~fs3{cKmwHIvo-
zfBpWwJ>%k{@bz(`qM}Jl52k;6Ie*H!*xhRC>hjiQYkX&$adL7pGBQ3tH`lnQp+?<9
zY0kg<n<8|Q4puVN{{FUf{&f9#K2FZg-ripDj+*dwF@<uDl_zgI$TdoB%fCPG+sWmA
za~Cnby|PmH@0s)G%Qx-ZGx5n>g?@#|PhlZ>X-}(FW^WNyo&7rK)LM=BQ)^Eo%G562
z_wU#1d0VF@a(rTW^ypFEogE+l{r&y)^z_M!M-#J}{e3R?eSC3o@ocl)tXo@FTI{L$
z`s%7)>@JI&bDY&ZlmaGC(~TB-zT{Qby*-wHOFWx8SgwfPa#{92B{R#qf59G=+y&fB
zZ@Z3e&1Z4_?{)dmT<h{V|F?CbxT;e5<n$%zuG08ENt$2ABH+XRREZ`V#^3#uwq{?S
z#5>QvKJUXu)3>_?zNsIX`@e~$-EV@+g5KjjlE%5Wwp?EyfBTNt=|_7XJ%0Q)yz2Ur
zX<HigIBre2`8_2hWXj~TPkU9~vsAKx%I+fL)6$;%RMu+TjF}#k=lU}!&z0}-3*)U-
zUte_!t82MT$ho&Y|NfgdId8+xZ%#kItX_tRnfWf8$kR)%+Ms^TuF}=tUU!S@znHwv
zf4<$h{c}J0U05pp`O~Kt@+-Q<^><C2X8-@sXV1xMs%mOo^J;#5dATZd^^^TqvYwb`
zd@`HhzQBLlmMvROPuI`Cv*Y9M_xttr_2--C%hf)zxEZtlrpjZMy#jAeFD;z1eUbW^
zoDHJcy3_UAr)*i2@_E;(-t218s6e@c!eJ(t*h;7VF}?MPIkBep#|KB56(Ow(H}`DX
zRCHxU;J0%N{|0r7>E3}jx?j$A)Bec#y1IWG5)a4x%G>tI@4{;7_xJbv?`~>nU<jAC
ztN4&`e_yT1+@rqSnOV!1Ez63ZTeQ1p51a2jwoe@S_x42YD$)G={?3-n%g1`9FFRbY
zJNt9}*H;#^@02z5aYXGj>H8G+rDZ1Xwxrk%X3O<quHAcDF*Fk0wFQ4apSREZ<LS=w
zl%+&d{soJyYQU#0`#+uNJ{I_?$m8i^h5iNljFsv;+80c%p6;v#?k!qPk)H0XwS7@o
zUOeB*J6+$N-eaBm%j#f-^o{9y)3+M!+;^i_$|&W;wYAZ*GcK>cdGls78?O;)#aiqs
zcB_NzDjw7RJe?q8b&&m7ppfIgA`j5goInsAHf6s|&`!~(`YWbPS#XEV%=Xwt^L5^}
z|Nq&Rg3f$=er|4XaBw@nydU?%g$t$4^F;VNKZBN0nc3={{L<+6fsu34V~u)Cm3F@m
zjfGQOCV)(1;e(sn9+Kz!lUqwwRbzXjZ-3#Jjjw}FdRKpYb8~zC{M+hHs)8ay6ZWeF
z&ui8@YpGE2-r`k7;l@va6Wjy*4&<`P>bHleHa3fv?vV+a3MUs_vgMS?S#aI-mRZd7
zSHi0Gi8@`*CwmsR>*={k#>nlGxpd-DvTLn=yU7lll9@X{Fa0Bwzt?Lm?~~&bJ<S)D
zX#V6*4wUgqld&x+G(7d-(}kxK+{CoCUsYHxIrwzp=`(ZnpH8oM9l@2WVBc4>OHegZ
zW}TbMN%8sF7Xr9Wvmcw-40cxNsofI~A3Zwh=s`BS3%we9y?$Qp(1`W=X_}$I_muhZ
z2}dS&zDY}Cnm%=RKlQd`jI}5TXuP!aiGGx0p~lne3l>^T;qOsq=ajMVm{!DjN?&i9
z{!^BchX)*4z3xxi&%$$b;gop3&PM@u27NLr1rHP=PpKB{I25&MitvS2W_D3x2KPc@
zOTWLn>((okdwZL2^yaLqt3U^u-(R(ARaex`k7cK)>-Vo*_w4L!b~d)Ir?<D~TVMY6
z<KtsLJ3Vz()u*?%W_NaW?ydS-_5a`Ah{(vupC{GlTU_4bKi_V5+1pk1v%RP5aek7u
zD*5rKTmQ(XUteE8KR@5T_E$;zy`w)*oj4J(t0XhF-nQVufjc{ktxI3IuqY`h+5P*G
z?3niD#YMkI{PK1+kB{|QO@xewE-em>T73Sy{{BCoj`d0>^}1i473S&b32K0^?3|qW
z_Uh{JM+Z%&T$^Q*>GU&T&2{s&nXZo04=wz*`eSD9ogIa)uC7U-qgzd;tb3%q7CgXu
zbf?Bz)BJliCnu>E78XA0JgKzy@7L?`nVFe^fq`MGOTWFj`KZj{_qVs){QS#xHSIGp
zdmnMF?d<IZHHMGc9^>Zb78VkEv?}}ky}euat#^*HE_mQDT`xA{H=nGPPTZawVYQb}
zC_1+V*erhGn*aUbVRqfMq9P(JEGz*oD|hxb%rZ{zTWhs8H8r*N<5BUWM~{L|Tc2%~
ztCV^1;zf}&8V@hbYUh{#_UdYP*thrh=U;G%+FkUNt5YfLi<qUQ<yNkhGq3IY`Aj-U
zTujW({{N51{82a8#aes0Tq$kmldbyj;NXEqX3oi0VcwIj{J)aCMa{zE$Ag2-TiSlv
zo0^6;2pCShrV%Xo{Kt<U@9ysIURU@1o$OYjL%F7xq<U{{zh8HIWw3hH>k}tDF7m7U
z%~4=6w0gAHB}!S~){gx9`}E`Ym0Yrcq%j_iiP!G!ulHw6xV9#8+y6_qW*8<f^PTNB
z|AELujY|RR7CdnDbg=nfa&uFv(%Qg+MQx8h|NVZyzQ3bm0jrnz{y(3(*Z$h(B*KtY
z8~=NY+xvTq-TSS}-`!Xxf9(6m<MN;sbG%QMnT=;dsC(bX$Hy<nyGAXZzi{Eg>H6`@
z?62NA7FN6F<(-|y+g@#PJK5VLnfw3y{rc?8-ij!lX{%OgMVDS%w8feG<jIqdKGt7f
zAD@3~i{?_$g18AXh0aUT&(8}i(9+agsktOAikp+O^3M-LU19TA8quXu!rUQOVt@Yp
zx$RYQ!;)D{1{at4Xvo<*zxUobU2K`(TrZ~;|5x7r`}eQrTEY3pdZoE<+5i1A*`l)c
z*O$z$mA7_VFWDNr+^<*0GAPCJ)B%zI84I(ouX}WHzRL66@AqvEUB30}>+8#xFTc#R
zx4Zb5BRD~(26S#oTU{4Zbb6X@zpS;|rKs1}*5=>aqq*(o{(AeTU3;s)m%YB`yQcEf
zlTMFpP_?Tg_&NUP&z~3P*ZukE-n3|rL*}dX`~R)_S}WVP*0%nijk)>sPnR|%9=7}S
zVsTej*X`~3!6#nc+?*a3HqD~X#q#ay_4^iSn3lhbxwz_?*`tWbKi19i$lms9{l<w(
zx@*tQFigI<$n{qA<eILI`L*9}?ydfQWLDkZUx8VR=3HCiDeN1SknrHz+URUhQryzu
zby|r}@Z_OGPKv?5<0M6&?rP;0?>eV0bICQbZ<Fd;PJaI7Dmn#f{_}MD)&|bv;^JDQ
zQ2ygX;=+krI^L+SdNwn_>-x=`H@8T(9@tm=`;rt_nu*n7x87Sji<eh$@EyFQ5cE7C
zXl>~R$b^Tcj_%q(P)7W+(syR#Cf?cw*_pjXpz+%8Z*RN*bYHX3zjETWv~zPb{j6`T
z;-6?+^CLj!<iZ_aFZ<gE@^El)tT5ehbGfP0;yX_7y%k%UE-#;7=Vh_&mAdTzZ@2T6
z1cH*5Y`M0~clPG=^FrIX#q~P2@!by4m}OD8=*Q$~*W~Q$?rh7wUHbZ3=N7ZtUnRP0
z1#hRFoppC-al4a3X=}vHIdgn6-#$9peZ@=JCvp8Xb^Ys~_nPL;yc87~DXD8y`)kUj
zSr(6TR{#5Tzgt}2%ggK5_Wb>2Z*NUj_YdL^2){62NlD3Xu9d3UY_r^1-}Y|xp00Os
zTI{Y8Nuv~wzg`ploi|_g$Tmq4>rVar?CcfYDK~$8d8vFY_<P>{eYU2iQ#Z*AE=ZIz
zPUBfx(zJ9(bg(kyvX<7=`PWt)>z4-|=;@WM?B2Iz$-=puODmi&K3ctgpHMp6_4V=k
zmu^8X(RguDIck}W!_9_S0b8t#o^-6WY6F#1QCyq!e{XRsY~3`?g56!Rf5Q8_ySFDE
zZo9bHz5C7dY17;aU4P$`VqNm#!w1k|7I)e%Ew0F(9UHYdv_7)?(+rR7pFe*d37)g&
z&aTqzj0_D$9yyzedwVJuId>Q@H5Kwx^qO-?)lNk4{CxZP;12K1UM)pM$C}vQNz$yF
z_w2Fh@_Zzts=D;cmoEnnI7EMS+#I;rEs&w^(-Y3MikbC)KC+i?{h@ScWAgD8x~k?E
z1GL*g%e_DT{eJ)Qq0`g#_y2r0``+H_%SACUGGE&i96YBU^Q+14z1Llpb8?dE*Bz|j
z*|8}fpH8?Ix2M9<v+a^pt0Y%WU|`^v*IP0#A7PX^Ww~Wp^6|d=wcqEKO=WB~DKuoN
zy%xW-=xA8&)W#j}8tT?XZax+^_qdGS^DX|_Q-WT|Ha9nCR)5T`=@OpuMWf5b#pS{&
zMdvn~>ThTM&AL$c_m}TntF6z>z8#<S=Cah)J3EWFuI9P6HrjoTva)h#n?<XaW`_Z1
zSCDVNob8cNHgWy9C8?9#rfj*qU`p&;f4g0?uD!dn^Yi~(JCjA&8Wp$}lyBx=x$OhP
zqmyga*feZCzTqo_oPxZ#$`Vgyj}z5TAFVs=W4xxPGVq*FQg-%~I?aV@Gg#*589((9
z{Z{M$e`flvZEt_?ySG;LYU!!PQznU|7S3AseNA0ScII=r_9;3qvu3GvpWbA{Z@Ij$
zX`b=I*SpewSLSmv{F%D$^*g?YQil!Be6A@MVPFWqwe9U6ho7&H6|VVj%*cQO8rH`}
z^C+h9a;4^_VBWt3zR3uD<&u$^xrH%U6_{&mXk>_b=dN33PDyH!g1%c$Vo9n?YI1%`
zD(HqJ#HC2kTM|+4`g~g(y?%*x-ref|T~&M!Y<I;o9CkSN?T6(_#yQ{p-YBf_OL+dD
z`C-%&l~rZa{l8l#A8~kNn6~TMG>y(h8j}`%sa<08v%X*9|Icpz@0+K6`0?xQY5UrP
z@m?GcCkFBM*Z+GT|L>o@&A;gnekw0JRrNeRNYU=Y{QrN-`Trib|NnTp{h!#1Kac+_
z&Yj^_@x{gH|A(jcC+q*c>=y7fJkx(?^&ic;BQw3Lmi!D%mR@>S_t~wWcRAX%KAMKk
z^;5nHx}W^CUZnW{3tRCoPn26e9+)5}?-Wo~!n{1a{?F6X^8Z@S)jrW==KcBcwEYQ-
z6GDII$M38C>3#5Uylvgj`SD3VPH3LdT6-e?-)-lAL2Umo*|mL9-?r_4z*?_A98BkB
z{HLDU|E2$y+bre(47zIr?c9XUUD^0w!07)3doRzKcQ$gpj1|7DadOXDvCr#+U*&5}
zvH$l*<DTinDVKiCSi1ev<MqK>^;MT|ez&Q=e*62Js_VzB+pg^2c<)%`GoO#wkH_BY
z*}bj2=)*VueD{y*+<v}(U%qNex$hp)7V|0hzO8io_b|WS&~!qTr~Jz0?sH5zzPl{$
z2s<HfdH#-^CP#DB+^0e8$zKFEYwG{JS$%r5o!Lr}*MB-nXIOc}hSlfv_upCes+rr8
zOYzx<z~VW@HZENY?zpU9`caX2!bH6{Kbusu`u}jw7k;(b;b&*wq<Zxgvx1f_{Ji*x
z)S)jg!oN9Avk94|e|Da#q-ns3Dvpm%OXaVwy6;?3_ftN8i=m*8rbe)8XlcSm@ABt|
zl3pzeXztLTJ<l*>KEIZ?_ZQuO%##lpd!Dd;`m*CpY*$Ncvhxjjo+)uljgA*A;8Wz2
zbo`#Wd5dlHw6hV(Mh_Xfef9=StxYNOW9H!CS((iw&*yeC(r8z!u9_sX?G1x1c`Rmk
zq+amlu5np<EB74ZvrAi_FqLwwHRpMF;JmG+a;!=dPm<Q%X|o%A9Us2zcyVJ*-?|f9
z4{h4Rx-Mn$nuePPXPtC>GJ8AspHrUim75#%xi`K&<#x03?)wha$ZtK>Hk<#?J=|sW
z|EqCa>gAnX%sGhxn^JmA*H>CB;JM&?<WTCr+@^Wrb^1a^1~XkIZ;4KqJ`#~~Jzx2V
z#y4IU;~R@^6ijqH>eBe_#sU}a$jAq&2`?RAPFa%M*^#2V(=k)K?|ka~7W=7e5{ss}
zCVL)#=lI2|Q>u*Z!=8kPf!wS2ZB<FolHL+0E6~$9|Fqry9UrZP`Z||yd|xP5vbrEX
z!H;k2k_*3<wYVNw+`e`1MCLHo!kZVe)tjp&EyWgXY%%Ftcz0PuY4VnZIyP^g{;fIa
z-Sp)}PoJ32$7dmL=kKm&XL+ggx-Rp5tMqIaWp<q!zm+;^(!Ni!rj~X)7TtZ9$KfG#
zwmD*Dtu70HdSA*t<%vr>8(r-C8hH~Et-5&EO3s`yvDdEin$qhfKVE%ZocO6$n?34p
z;3RHYcYXm;(@P6Vn*JE8t4@eIJ#&`FwSt!{+4Fm6d9XO%n9{rEP4V6dwYp&!8+D?q
z)(WoSTYOaT_F+#+hlf5_UY@$)DU-8Vb!mFrmJ>Q|D<<x!xRBy@V{!kLq|B>rG2WMK
zEe`WEZQRu6vvK8>^ruO!lTUVwHyyvheMaUu&w{<vGI^!U72ZaaY`y=6;ojsQ&Nn|d
zYcF#T4DElfvwO*_#oVrvRZCY+x|lo5n(w&PJIC%X{bI9c%1`y$vLY&L;uii@t2}d}
z7C-b(*4|kmtNd-_qI&U-v9}~YXk6PJw|iZH<KnMQ0Y;&L9H~BXp;E~zxv7u+A8iiL
zE(-QE*!|1N^4*svzUV_U7$5kG2<|*SQ##D5z=-8-;CHhHJ7+hv?D+oas{JZ~nYDKh
zvz*;jQ!3W|mLssGJU7d%a-sjEnARhoZv<Irmpv|A82+7KZy9sq?5>41oD%|XtD0%G
zd7Q5<;^9i-KXdcO>2*cQmt_`9iM^=O%Xr>!>#t7rAMZ#*X+@tG!RNZAs~03mw+bDS
zwEx9#dNGlG!*Zs!yae;jhKHti-n!1J#hh|=0Xuu0R{W7kE4iM_EDU1dnadq?K%<Fw
zE5nA+E!E{~9Q9T#*P51eNv}ognxv&hUZ{U}Mr!HC9XVbprD`kA#hu;c{QjcHmuUtw
zw00>xy`6Q;NI`i|BX6-`=EXy@YLy?1bopgAPEQx+TEXmk_&7)D`KwO8l`MQpClq$^
zEV799F7XnO4Ox2p>g`mfHW@>+6*ia88Hz;KOcY58ELi^Jg-qSb;0K59ELdf5ZO&;G
zQN#Vk`Ef59*DB@y3>9rVvvuOHZce6{Jq@kg{;LE;LPUZ>Lg%JfeeUQw^<nil=a|Hs
z6MM?CRllw4+S_BdbxVV9wbC7z^*m>jF1;~awj)EMZ?Bnd;#Y(6rwM-rniWFt?v=ON
z(Q;68!JZc8DLL)tW=Wg9a>H-``F2EhhgH$}-W_v%OV5916~BMkriJUewC}|darb<&
zMT_~mPB?}xIwhmVzq~|Pb~)2i&FYe`&Y2Q*pU)pm@0iPFzw~TJ--08FVlPUio@rYB
zD_v+>vM|#$vQ<f7NpXkuh0pni&mF9b+fiJ!WF^zp(mUU-hq~uB=(fIc3E|iqD|I{Y
z?S&^7)B_cnbgLh9eARQF)awypG+9%H{aVd7Blh#6<`yBXtPv+Z{3~PUEBpHGz>9D(
z<=M_(MO@yLX0F*5=kQiM{odim)Z5N0*#cr0AN}^DGybrZ*s%a};fZ1f52X`#SzLbX
z|EPGAZTs#-ozv}aELXgUwx~MBePo{!Z-a-jhqdmM#K{hfC*5YBsj~WO@#5-R=GQjU
z|1lNM+8|e6Y_dz{#qVv2`G*=`)g-o+CElBJc^>b~`7OQrYF`CH^tucBsxLM98ieY~
zN*q%2mXq==vkB5OKXGEJ;h}?fZNvrE25(GU$8D`}%vp->$~!T|Lwr4t%TCI4b}qeZ
zt8zs3jc@s^ekZ?W+^pK4-`za8aMS0a`<(rr6)b_d1*HvP8x?oX?+r^gI`zmWG*3Ku
zi{Eu!_YW$nSET2CS|78u#7NZ8U1ae}A>rcVIlk|<nt5)@5va(J7XR(p9-FYmr$0F1
z=;`ZsYfHZF%)4?d{nFlt47=lGQ{GkZzLWbNm1wp0kIJ*ylZQ>BHM6Qaubk%C)+w{?
zl=0Qt2g_eAJGisxSbIZaO4B8mIm=l1s=D_ccaHxoYo`$C`Sz)tSmMXiCw3_mn`yFm
zDLKCAP<MH!A>*`ThNfBa-4gQ?4o@dN>2=dEeO)le*IcA(E8De<1pnOCn;g=4GZywX
z&rLpbD3En`=vl^v-nWwuHQw&*jN<TD+tan;>DGNmWOr@IewZJ!T=sQv$F5%+T(!Qh
zU~{&pdK31ZTUP3k@^>@W^+x*^moBMu4N;gqXZg;pfvwf@zLUiMh1fimTU~i0=`bh1
zmJ>_v4E=jS<~(lU#>D~C6u)}9y6AkLb>_T(#|h>&g3Hyjcu%c**S1QzF0z@=e$tmO
z7EJS;S=T7prSP#F-Ww5WYQ*Ns7^%Ra%y&0L!tbW;uX(Q``ImEhB|e-!(a$F6=>d=P
zGtYSn&YZv4CHj-DiN(35q*aGfd$`{+eNX!-aLz+KrX*s1+jhx^Q@EuBR>TPkO>9`0
zA;y1DZRxDu$do;cOL<LCEoo8g6?a>@Wz8ASMRuw;&U`CsbZbAoYJ2OCFBW}Hle{t-
z^KV@FJ#}VaK*W_)>yERH4>JC&_^@jIq9mt8|Ku0Cv+kFq)z_H3v)#VtzyqD`bh)^X
zHXb=|Z(SArX8rm=JMZ~b9}}G&li$ATee>(VUdig!Gnsd8c<2`Y#O;CEu2aHKmK`>5
z_1^UI-HCz|F?!#l?iEdT-FRZ&6Z6)5m*BI{YS#HGKJKWU)sfpD5|Fj<&!dS}e_ojs
zY-~Nv6=*Ky*d%6=Cid*zBQLW>mU>cew#a@y!DbV3IPMUi&8u(T^;6a*wOP1E8+>s0
z4l+?#v+HjluPj$wRG)HQ{g&*PK}V*YI4#d>qxodzx}T^0m?iTz-hb;~S+U#Z1-r<R
zZ|;^`o?2>38#_6yZYbI?g=^Jnz6h`UbHQZ`ikI=#ST7de7wa~$c>#Ovy}f5RzIZ+S
z@u=t7w)6XIUVdYAwR`M)bMZMz+aG6b*yk%M{R#fc<1cyfLHwDQbAH}A8f4g?^>Kan
zi7juk9&LE_bB_8uhx7Y+@1I+7_-|*l_+R@wJ2$P{ZnnLA)$J`6ya~5UuRKeb*f{gd
zAKMx4p81yS+Ms&1e@)zEojNgv4^uBL6=7M$W@~%o^QKg;xDN>ve43?_6uPV)YR1G&
z?7On{3ERbxKQZ4tBVy)6Z7q4Wgxy4^#`i#q@(YUyQG;h9sr3{2&Rkm^B&xoYZKEjH
ziPemP4+0-&IBd9Ob<J?$xnqx`jH7NpcrA0`;PVW>TmE||hdvkRZ+>O5dfz$5lP~!m
z?mow8sT?cu++WBrJ4XE9nU4+sBsM4}NNjv`ZlSu*x}AL2*DGJLvYXBpk=$}&r}8E4
zEy|agQ(Hb=@o8H8UCg?DpZGSu+SKV{&pEpfl)JxKHt(JA{Y&=ZHA3%JD!p^JD99Gr
z(AIWX%InmUT1^F&RVGuXD4sFg6*y%L*Mu`sN3MknY<4=~(3*PTzVeI*DzbGFYQ1rb
z9z8IwWfEI<=}n|v@~$UG+Uhw^KAgO|-s07)!UfZX*p-8oX6oF?sT2RKT(luO>-41e
zSElXG4siEcU%2(lPLl%{S#<Upvd3N8|4=zoe4EPKEl*V5R%f%j9KI#GqS#dFQ?Eto
zNk+pv>#l8&v^dtxb9dff!=K^nPBu(dDGhrt_n^YcFY^7TuA4U8T{t&pk!i2RWzSvS
z^EPd|s(9bE_eJ8j{sp1m)b7StEL*&6>*4&{0zdd}xyv+_2Wd)nRnLrEo88TM(p^6+
z>}X)ltj|YJtg<LwySXnn?O-9Jl)CWMD`yrt2NXWjN?kNFa+743a%_QChMwz73kC)a
z>#Uf-dc$dx7iQ(e*d0Bn?|krZwZ8lFLl=59-~Fi0xb0^k=aZh^7#Wm3FKYJndE1!h
z&VBIA^-YUFhLlbGhlz>GFZY<-_1W_@WTM=Sw;nfcMk*yq=DqgLjJ)#t&&%X#KV(b3
z9xmDc$o#iVO`C>Y@ZE*KyN+}V&gtb+ZT#`MWY6rXYx{GrWX(+atMta<{BGX;AI?2y
z_Lefze(~cBZ{!`>bMe&==f3DT${!zPa#=_GCbQ)_$%>6R$<+}}CBDU54sM_ObyMZF
z1zwl@^bB3u|7+&?Ie*r@{a>Jb!Q-2af)|>7ElyvW*Vet=YS*k48Mepfa<+XudVKYw
z5Ru=DuDn@Y@~G2HRHLLM%jTZlkI#or`?<yZ(73bz=vk*LjuJd3R~UVJn$06wRE2z#
z9w=^!+>z;S%g)v(Aew1@^ZvxAfdZTIcsj-A$%visa6C{KFi}j7^_FJN!M>UgN0@&t
ze`MHKDC{`nl9SwWTgJl<x88a`PjR1^Xn5#Rn~<HvL#^r?9J3ijx!JY&d{$}ic=JIg
zh?&v%+U{oYH}{-(iyM6w4fXVYH9=>!{>8phjXC0TmbFJsn{JyrK_}K}oz&KaLUX*F
z=X}_?$We8wU2ofspr5Lu?iWmSX0u0HPi$msD1If^?c&bk>Zv26>6m%)c<c0xU4p!R
zFV}b(Y${3L-BuBh9M8ARQ~ci-iy(0|&-e`)TQejXn8GqY=7<~E6kYT^dTsr>PRqNB
zg^ou4mu2GCs&QNG`!!Xr<n{H#-t4x#a=MGPH$6S(uySf!+Pj%A<1Erod2Ls^Hpi4*
zhu?R)-iZ*m2^<UWUO4*vrB1ZOP9}{|wL_cJT{xJuKTl=QIcq4JlU>Po_Cf51=pVu_
z>*pWrT(F4uhX$ul$mWYt;(BLxWX(vPDn6O}={@0BXK$q1uUMNk$8@#(GaKc3z1NCv
zCmP+zIlKAUwh0H0n>8rs?|Ab<GVg6k)l=!V3gz>$dr$K+=S=<g$U$wcR^-hV^~uYE
z!{4qgRNbgE(OXw8-ML;O&LJnfLSx-tx7VxIoIEF|*;M7Zr#H`$Ntac1m0oW1D(;7D
ziLC9SA8r^p1y4AWD0z%qth$uts^o6fFIzJi9+tdpkn-5L@AsxnYFD)F7s?#xQ&inm
zAt-S=?bOp`O~t|&Pu4SaxNg|muC_q_LYm$k*HASbjRzW2)<nkS*jWhdJ<o8uB*p!b
zU1DU*Qcrb>3-U3GudP2jmANjJX?JIzw)SL`p3va66U!P;?BHDXpKniEV19~B#J2^4
zCAM#l1v$KX$n{Q_^VWh_InpiK)jyuD5W7<yed&CNcBl(a!|Dakt6ueQR$|(#rl&Ra
zFz>8ly`ZF%^JYvqb9lw22?;08et6*jXyvp@(f*}%0U?s-=UfQ5)1??TQAKFavd#lS
zvut*}jgJ(yEx1|wJ<naXamnQiUpORxKRR$vB|}o_d8KU0%ulO#?7Q%mWv%*=MUfWY
zC%?Yy=o*;w{rIU>x2y#NKbHNjk*#p_x~g;B{_#q$gS`zY^JYxw<7gJ2p)Yti>fg*~
z%*^85r=0#intxG5Y>UF|+}>!l?UGv6K3`*kqz=Sy+9Xr8?Z_e4d*|!A7k+Fybu+(}
zJ4ur#U4Qa+;kJXT+P0)TJdxT{ec}Cf>0=X1I;x{BcHH>N!<LYrW3<W7q}Ij9=7^rz
zmzxum7cHN{*1zaRUGBVDi+*f~GOet-6}psL_fEj_i!nd;)-t{qTXo~O25V<~>e8EQ
zlSSAzi1lu+J-g^u)vk=U+x3la{`@X_c<#sIn<q1(I9}glUlA7(7k%Ba@V1KdK~__h
zUkzW52<}PR71+ziEzx)7-dVP=4-KmOPl-JHvEYo_6N6m;SGgzJ_vl|yx~KeE&HaO8
z&cUv-Bgc2U|A_g-x#jE)-6xvcrs}jaPFGg0bzXdT(@92e<Gv`}8@+onE=@UilIa?U
znyR~j;7OaXE!Luk&rKEYE|b>!f3K%3;Ae;OErE$X+-gZ2;)_Lpa9L)=syi=?bbZ7=
z=Z5o%#O{mipL+HMB!5|>l{wwVQEls-<dWAX)?V}I^odv;`2Vf<=|x5DY>Z}qSafbn
zO$~plxoU?*zuU><mCX&AEjB5W-A*njoBO7!@UCIZhqb$Gc5U%azIE2J%i1=oYc=Qk
z1f_X5Je=c#IISC$_ItmHO1fNnBQT2nsp`F)%u?P}8fyYBH%?@Ud+U;akm=YeIgz5P
zTFEoTXM`wDe93-Q<;S9whuPxZkB(P*vbA2gd_kJ`Q2sOF1@VcqTKlgk_uknVDD&fG
zVq$<-x=8k`_y=-r$E7y=g+?py@W}tqB$yv~_W1+j_bOURcV{k8GMZE|p<!B)wuJr?
z&$28-)0?ZesIHIBSg5|F<d*CHkX@>0WPYf0mfVa@xc#HMP4+lbSxWUgl`<EFws{G9
zTOQ`Qgv{>}naH<g<J8hc$+jEpKkR)_s&#tVuAlMR7G+hXu9plL?79o4+VT{H*jDsa
z?LVz^=U6H4sY%YlyKbq!+qQD`riaH?o2(YUW7^JM=qA0^k^QmLyA2x-H%@F>v~b_$
zYYV<-pSihtvq7KIQ}HeN!S4fXZtUW<*|0=5Csy`?Dc`ol&TX%%)RsN8G;%od*?2RX
zOs8IwrI5vu4^rGUy92X6e0#B|aAD#vt2t9AHBFs$?PE-wu$cYy8m7M?VFrcEBZY4L
z`<J^{(boCs*|*w3j{~0Uxx6!fN9~+x^QA?l_Z-QYm$#*$Rp*S5Q0(*IP3!8cyV!5%
zdcSS%3;kWWxF>95UFs773FSFQ!p@tknWV~}z4g7<uJPEHAhE>94t~4JY|7j!FZi{)
zP5<JU8hz_A&oN6uk=XTp#nPWQS6@)p?|#(!cH4ga{D{+%A6e7neAfPZ>+N@9i>d2+
zmrDC>e9umwJZGe<n{s9<ci(DL?T*L^udY<5X%$b16cA;T-=KVadH2`8%bHQTipDFs
zj$2eU{&_uJrqI3fVSP%cplE)w$Ugf9-=hX@_K|$c>z{4E`sL!pSLZAEg%nuUb|~;o
zIm4{aA8@L0bt;qgET=QUm;LuJG#}yf3+QBab?!g4xKlvvq<qOKkqogJ2{!j7<%G+_
z@0$t;zgZCbH*#gI#-m1twY9hI&A2fk*f?aD^YNHnzXD2TWZz!6dwSm^$+P9h{(kjt
zx;MLD#$djh-kvRdX6&a#-p2>W8v9?)o8A3%y^?nA$;!;UU4cf1vYO{^9ZEPd<)Vh;
z>1%fyPqRiSOfRTRn*Mt2EhWL(5*bM~T8r(k?h2Ndyr~_0_1}sv)nytNzrWrk_~Fv4
zF6NNlSq5{}ANE@`I!;{ial8MY1<J;^4GcL{v|^-sUv?G*m}$Ay`gnIpY?74A?y1o}
z+gwy7uX6l>PO8Jng^6=-_Ih4DGhIgDxRvVUBE#Gw_77|2zI=H<!TPZUZ~hx?H=FCG
z)haPJ#nhcYKCkBD=Wy8Iyy3#kng1ocMHa+s`A8{brp28<V7XK0^0}l(Kh5N<y7;FF
z7zr7i%h;v)m`};rgY8{@`QG~r4d#{}*!=sF!83_v+czD}TN1Zm#>KSodmpZ-IQ5&}
zxxpDF?<bu5@7T1QgfHhMV={KW|L8nn9S_IjtS=IC^AdNf%D!L3acN8GJFBmH`<a#V
z^=>op$$Zh7Xug_{$Jx{O_GPg&XWegiS2Gs|?6~*H(ZEWtD%Rb98cVI~g5Jz?ycfLA
zA2zZR``m2jWU%Pne(|vG)q5{^p5D4C_iIeyWQM<i1s~d0vEM9xwkL!?*snnMWt--d
zvdLw49U0sB9;`_FvP!$+h2UF}y;<r%Hi?+5JL=x_CBFKqOiy-a=AWa}MWQ)_7wH|l
za`WztT@q=177}cA%P-a5GuW!xcdRTpyH@MRrfKc>{&deemi%0A@~rRDlfOsxSpN?%
z^nJCORql+{_amJJ2XYsO&3?Ko{g`^^p|w{ya#nfH@%I)#WBfeNT%h25^krVftykkz
zC3eh6%Xqfb_}H^ET`?6i=K1>fpRdg`RbRs>`rWg=E28i4ksAg#uU6h$D9OD0$%TkR
zA4JT{d?z*gr_bl=e!JyShvf8c>Pmu&{HJ%nTX>*c_SM?;8jEfwZ@zrnj{U-&rL3aM
zx4t{`_C{e)$Bd;qI^9*zyEGabR*J=WKXYNZ)30z-q>8ijyt4}9!`jn@zK4%=i!$8a
zC$^_#*+IjbbD4!tF@HYASpK8)_{U@W3KvL}Y<s#z$EV|v{+2bptw~XDZ?eW&DD1x*
z^ZC%hEi6L(&%>VW;(C)%mNl#6+p*H)<wwOb7S$iv8ss<Y$ChOIl$+o73H$fBT+wd$
znsuge=B3b{bqA+k5jeiqP<Xc1tgYIDOOC9K6c>&PuI<0S%cUhOYg79EO=-sGvX-sC
z^_EXeK!@-3t46M>n6ll=j@<lIY|w0-mL)7UaT7zrAz^Wa#@8QjI<;<f2^8k=^*{T1
zb(P!65C3>NE?wHh;G^ljs<*<|nnBXbO{Drk=1R{ECuRw8dpH=XYwW!AOC&XD)ukh{
z&Bqv0gzT$K+74E)O5T(sv%}%OXvpP9Jzks|Z=9#f#VWd%a9et4n^d-KcA6^l-Ktsf
zaFw5W@jRY2-~Y1q&$W2!xPHQA*7Xl2oXO$)s4AcRs6emYt46qU;p7)w)1E%5oFr%S
zaT#;`nxYqSQ!R3z?R;^9TiDfnKG&K(FC$x<ADWa;2(LSS>s`Rc<1(wws$$g(KJ4^W
zczf+qSyfn#&+YSfj(%%Avm~qk;@auz`zkHoR;co8we9k+X=VFeAHseo*-6y+`kG&Q
zvkDfU@bkUC_3gxv^D8djdt@|Y(k<3sY`lE-1rlagzP+0z#lrKdn1_GUyPQ_`{p@vz
zK1ST!-sch~?&H{JeD{Gw_UwHRW}5QyBpA(4xb*h?k(7MdZw|hOnI(S@J*@~`mn<K*
zTg1wsbV}*-<fT_1E?J(r>{6q({OgU|e)#b+)w6G5G?-TSAX8G}RDH6E+{%M$b7d{U
zZ`|_l+#A&VIGlS+L2-+B&nb^D8@$c9lb;`bcl6|5ZO&rl?0O@iS~mWDITI?_)i(EA
zl@v*yzx*Zi=A^H0j!N=Xm!-w#b~K-xvAX7fx~1Szf$Qa&M`j5+uYKHkx^KGkPn}+l
zj-;bO6aDfVo*ndA7NxBpzj?t7hi_`WPHm!`MZV``w_Wm-Sf*{I=gMog_|umSEFF$|
zhm!i)ABnu#wR(=u%baz5<`XB%wy|e6h>FHL|CIB+^zyh>{x7j!v6zm|9c=Bt>zFSa
zv9o=$WIgxU>$!}D=u2LGao_2liUsbwOs3!QTH-Kc`%8mc=N2dU%jR%0DQm}myd4#N
zy~_2}6qb8)XZDv~7kRF<=TDAmrJ-r$8Nu@#*2!=go)_-oi%E&gzjQ`HdRIg3lH7(b
zSJ$s<Jn_pYPUG{9Fs_J$cLlpAMVGM~S+sv?OZdv1T=%%~uiN8`Th$k=G%MYkct4^4
zlc!U<y!)xT^@_&V+?dN=HkG-^mYL0Jj{C{SXZMni>DrCl?~dn~RFc=Yl=zkv7;Pz%
zWyxB*)2i0{gjey71CyUVNSOcR!d1Qew3JtSGqxyQ+OQ;Kz3YCDFZ=Fl=@}SBRZO$d
zvF6V!{3J0!tg?eY{N0~h(H9OCJPhb>n9ts9x{`g$qhr?&x)|^A?UL)_o+IdVha=<T
zUrt}!+fNG=;`O51-iQTWHjsIfHdU+r=&J6L0#k;K9?}9fhe`yNnl2EKS#{;uf!%d3
z#SV)^J}Lg_5!#?36;!Q$ELqXF@NJix)Tt968p>6pj_jN~mDNW?GyCx&UB2)}!@O#@
zq^+X4-cs}A)<*O4+Qg?uY%)%M`lYoo?Xu3E)k~gg$BCG4yM66emt17UJ&mVJ4LS4T
zgszr+F1zu4$;5pA!%WwdnPd6xo3WH-&3`EJb=|}}BDW9Cc>dlXGdXSEug@XMC)t|*
zY~u`_rL5Vdt-IUOaARil<{4SZBAgj=s$wPXTSPxkEtoao;TG|Z9yh1TLkxMFZ$I9$
z*IOxU+SYH&I3{x3-QGKetI%lE)opR7<~MglRPVU>f>(RT<n%i;x3zBFYq=$Glb}zk
zb(VI_jMtX;U+%b&FL%_3XQ`y!j5&{=DXv)h!-#*+savbhGS?nCY0Z20nWN4|Cmv7M
zi_a8aN}CGjvmF$8XfvhpP1ug~!Z(#KD!AJsY9zb0x2HFLN!pvnsN219SNcIMZ}G=>
zCQp#Fno^<0$kov7H(yQhf{^5O6%FCzrks4mvifK8x3L=e#vXpX(wu9}(?t@~7W}WB
z^3APyyRd`K{pPTX*QBO3B+u-So!Zl5o)fVB)3kZdgW{%`zxl9)D>cyOMxHcR!ouxN
zg&8JQe`bek)ExLd+3DbCuZK=k@4Yeas%x+Mv9;bZPqXavsSRBbGm5wl@~-zixlDX*
zcc`@fTy2kVwp^#SlCy{3g{`-KX3$i+VQP=b$F88*!>_w<$(VnuZEQN`%i*E=?$omX
z`zzNR)RyT#a{9#?mi4anY=Nh~313OwF8=;dgF54#FQyFkx$pCz1<5U$eJYrNd0jTQ
z-HkZMw=oO0J<PiNJ;6GU$?}b-&ZmiD@za0TrtNYQxjpF>V?@c{fT{yV_jq31+J3fK
zT<6ixu=c#PYf}Xt32;xS`+Lsh#S?>gr=2%K*%?-gvn_crQDU~ik$ycN$r^?I5A;m7
zwNE;qw{wl(kE3dBJ0%QKpB}xH#N1V0{wP%1ETibl-S>MR@MYbty*GjLZ03Rfy3(f!
z@%s;3ewzH!?M6bvl$GJXdNnSY^1G#!>55m~zmd_#I+<rtg}C(QlZRctWV~8kvr63X
zq0ek<hF|UBrOo=mb^>N>k}jb#N>Pr_&(|qSFP`MgB~r)l9-Y^5u3_u1IWx@WuG)0l
zV8W~)HfLKWnRl){^`oj!dR<1q4#i5|aLL2&`I=d$><WW6?VTMyCE{C$S(nR$W?ND2
ztJg)A80x)>VwiR;JD%kz@2jSaO@?(fJrPZNb1%e8Y%ol<FG{N2dFuELrI!zng%nBX
zpA)f_FVRSU_HrWI-p$LH?u&b@`q_TzcF_jI3(<SOseYVuJ0M5NFK5ol;OLDh3QwJ~
z3p-y${80*5yfC}Dc8ThbpJ$%EF1nD)wEEtjO^Yj%f>+<sw@Wb8+!oS*+~=zd$NS*u
z1zHc6no4!&Us%g!vn7PF&vMyJ&E4jm$Gsniu@>yS+^cm~Bcpz$yw~MP)h2w=iz6>A
z^|0k~J<j&&i(X&Z(_>TSmHiG{R^3qk*YMQUWB+QWymb3~p?%NPdFKvVPx&2tC8UM>
zsPpaYsN-H0F@G~_9xvP9!@hjR!^;%~$94DgEdTsv(ff}(?&sNXmkK>xpewkV(SGr2
z?d>i#)AFn4`?x;XsuP)*Yq{VI@6N!aAA4HYSX$^cpFjO*IcwULgL6C9XJsjbS{+t7
z`L0&9>e!B~9Q(lKRSo<0PLeR$FLS{(wTP9Q=V)S2tK~AguvWk2aq$LrYj$Skn_SwJ
zqCUIsqVju<#tL`7jVI1(glpQAoI3b$+YxQG|1&-wi8ed+{Mv+<F8)jne!LsvW;?G5
zER^G4<~Xq@n=Slq)8=pm-Z<+zH|6_H$<dy^7bVJ%o{M0$Ycl+Dh{5gtYG<7)!DFFW
z51d^jcE`TH>v8S(rl|89R{i`dWh*6Ue7v}QW8=P}Bwf3s(k(ul-@Z|EV#|DGdMIxZ
z3v0bWE?+p)qfnur{x=Q@-(MIv_kP3?mo>MfpT6xpHfio`0rA5T68E`FZd`w_r^fp+
zByTV0N)M^X33rY28SFn^5ejOQe0amYeP6>?hCP9+*R?TLTvELF|ERm)my0WN<mCBI
z&34u?neZr->!sdjflc#oP58Ncm&C=X%h|WAwqSpCDp%I)z-xoo%eP4yRW7;^ys&e1
z2bZC9hhv+h<w2!&dk(R!`MzxCW#Rc^F^XJ)7jCuBnsn4H$Zd|C#N`qZPH}P0N<FED
z*z|QBg7aFue#|edSYdy4anGIwJH17gY>QLjvD7hnu%UoCdmHnny?aeQgesgr;@uFk
ztWEEDR;R|7$r5upE-rkwaBJnl18Hx%M1AwiBAj>a-I*c%>deL>fk|4I4^Nao;aIyP
zPUFMZlCZ|-<yG~)D>Dvt=uO>t#m_hM=Lu=;Kz{uR$EKA0o_tKy<09j$i{FgI7Q8Fe
z{uVYn?9o=awJkHAvR>KyQ%0nCSKg88620rPx;I=_-HM!h<3#w}ZTDoC<-FUxw$=2C
zwU^1|sT<esPsq*P`HCxVOW&T1ye;cazg#zW)25QLdb3Yot%Dbz`*q=bd%<VDR-+dR
zdsMv@QuO5)S*L&d#JD}LOx?(z|Kn|Y?`aDU+*TL)IbqRuQBhWdn_SaG*Y|AcFz86S
z{I2g&&W^NVH>GnuozLuMP3!59wf!ROv9kPdPwmnht-raqzLxiQ&R%$Ko>5JVN20ZJ
zq;2uj)djbdQ@_nn{`hLkx7aU|7njAwar_Z~r}f0@%3-rGhSl1uHrz~m!EHQw-!;QE
zlXJzY-<?~meCNfikfenz;yUYG{;!YM+p_FUhTfJnKW3eBy>#`uINQY!Gx{_iH}bW=
znh~@{oQp?){*%?R?UDUcmMzTVjbE`g@p@l$=Wh4wR$+C|rcYh-XU}VG`%_o@4zF>K
zw_k5i8usy?;L_Ut0y7JWy4e4keN!=eTo7?c+0FNQ%Ta%^OLk>e8xFf=Rf+B1xK8uh
z45h_(UtTpTy*cc*Z{EJVH$Uh8i(h=nd~R-twDzAZa{G!henl~xS#WQkuN`*zS=+o<
zAF4B0Yt2sny&Sbw!O`gJzKkV1%5qe9`bgQ{DAUb<qpjZXGJr2M>{`(JTNMlXwt4Y=
zbdow(C8lkD?bp1d!|OPoc1s0lxW(pVnojw6!O1L0_4V!Ln({%e=ATZ8@334PP~SBn
z^0&IzyEw@<_131TL63HRaaFs%QT<_uWZVvm8J&@u;dh(#<8IaDE}8LrnfzvhIODVy
z^KFZ!Z}LAdFRLro>zAu}h3>C~<{WYXUsHIzONv)bJDi=$vSIZDXOY#yE3RcYh`ES-
zy!-Cq*&@R-3)Xu&?Z^GrKJa?DGdXHm&5rwuPnDnQ#<rPChS?tEO;VUC$@Ad&oh#C_
zZv8vK?l50@e}D0*51xLvt{*(KJ9|a1qnT{_wPhbKZa%APljpI1l8McNw<n&x*`U7h
z)~8TGc~{wXBca~ayFymyo^ZR=!5|cN^!DMV2d_4sP;;Mo#s8!=lhoTsk3%<o-pj8V
z_L;k_qttS9ipH}8N=9uDesexByZ6tep6gxX*>8*&s$Z{}dLW@<7OQwuxO~Z(%X_};
zD@r*r!y@!o$#&(>mrOK$SL+=Tlm785mNER`@!7U%{Y!in-tXY$(0BX3@vm&|!jIaP
za?Z+g&+odg`g6l&rRiJFOKb1B)wW7HOI_vlg@2CDueKPx*~tFZTbhs2^6a^9OTTS!
z(8{tm+a~?@SEuSJwYr`&Uemnnay#<>y%NY=^)oc3*7`M%<JO{ob~E>t2;ZEstu;zI
zDye+J5<|Jv(g5as_T?puo{1hx(qAtyO}cyWHp6W{zZwgln0ba>Z2EVVnuE4SAIfMk
z8S0jw`n#s{xiWWz^xL1dv){$4?6g^NJTIueE>%A5HiL&si=IF09T|h)ol=4hfrq{O
zmkJ2H-R9Qoa((q;ohiSXj;OMQzA?10;mD3pH{KC8sdhixCXU+u4+Q6Ya$a1Ow?O)#
z@Xp`cZ?BPYyL{ARR_x}eJI4ars!FB_oXb0=d9Tz@Z0+CAGaR`e-!%%-NMi`x#OqP}
z{;z~v;zM1A3fp}$>M{=NqyvOjio`3vbf5CpNOQu9q#n1@Q!m%f&66zHn3Zg0b7x{n
zbN?B}l0CazW?qUd;I+HYC}tCJ?U`(xBj4$|{C?YG(&4H<FPw5JOL)p478cpS8Y&i8
zJTrXv?Zmjbx8HqQelIS$fN^T?&W5hTIt!RmrtDhIs@}45SLKnzGi~QCUFVXdzt3w%
z?fSo;i`j$Bp2cox);*qa(e~Zt%sac|4=wrms%Gk<X}ecPSI#`#8X)$FS%cmB;pEo2
z4^A$sb5ehE*hnbs!;{Y@1w|h|E-Y+1)G5C%a{tHdZL+E*_NKFTHj19T)6iBFe3YH9
z=8yS9VaKb|i(g3QZMnWWWU;J>`9kJ36P7iH1$=J0@v!Oeg9@d?3?KGhm%ZXsBXxFa
zg-{do6Rn%e3-}}1CDi%0R2D9fo#D%R@MlHR_Sy2cO;&Tn$UR=Gr1Dl%V#CdZ{pS4N
z-kT<Cme|kt$g?@Te_1>$liZn@hh<$Y&ez-+b4<2>583zZ={LE3*JJPAJFLEYy;g?9
zZm-Cj_NDJF_n-dtY2IO@uRL*Q4Oy3@-O4IeR=Dydk*(d%_Lb>2_m!JJs#L#@PQQNa
zw|HFkW6AP);`4p^{P*&+3m$ko*ZCS_`g-dZSA#cftLN7Z3cWbz0DFRC><^W?F2^Ke
z9#dClo=US8e#5I?cjq}S&GfW6=g~7iPDP}-sBiLw@KklhDYL{9s^)lnH+MSd%;IF-
z_?Fus`i;YBsm~`S?Q_26^3r7g)Ag*s-`$z$U~|0gT<4Zs8j+H2l3yCU9y;!sQ8DH7
zO_NI1x03c}^BpUnPBhY6AAIGo#S+1umpqIPRrmH+cIqn~Qw?~^CZ=z`rSj#3v!{Kl
z3{%bPD^5;l|7v;tsCUi9Q;rN1wnXUPn)#mVb)VsM{_f`!i{|v`oJqN^BXg?vhxLmq
z*N=3Z-8XyL0rQH3Kc?I{ctObN#$&CYDqYt<yb7&<@a*-yPg`Z%du6BDtl)Gpn<X79
zsFa<a+1MJ{U&F(-S3cD@-#+>HjCa50%1?ZuFLCe6b-Ame=?7SruFCh`y6ci3UsdO3
z=g>KumsaK!h8gDi&8a^0)Xi<%Gp_{EHCNZ|Ua;`Ms;bIwrR&Al=w`J&uo7BV9v|@L
zS=(a9SMhZ+?>1I1w0GoS3yMB4*&*#1%Y?4=M}=Qme%j$8!(-#l$FpxK+j{1CX(m}q
zznr)g=)<{%XN_pB3+MO$hU`Zs?G?OrYt^l98}BA<bw8P97Ztia>_Xrz2{Wdm51Gpj
z&pYyqYudYA7H#^w8NE7=pUW%0a6~(8cAB5t=FB^qU)Q`me%#@(&6kz0-bxhN*37uD
zrpR~y-qU7L9{Mx-mE}r~@17@T`;pV;+_Kfv6?r@yI##{VJ#mq{S@`9Yl@;Dj{UJ@h
ziM?XC{A&Hfd8Fd6IPc|NtX{(Sb*ofz>y*WU>k5>f%~<~^exb*Q{r6O-{?9!!{a35y
zx>vg$r&!xF3)UEH5&yeL$HF!A(nrxp3*9ZXFH}@Kb)Hn=YPja|rBI^}taC)yeR8<$
zbIkN{+qwf69Cd2SSIqY8_B&F-@Yd$Md^qQk`<k&k4o%EYSXLpC@#31<`S&kWeGO;J
zm+>lmh)mz%cmK;R=aq6#blIhB|0Ef_3MrRmN{HY;H#b`N$EmHgmH9lrPY>4KTC?8f
zW6-?4?{*mYw#?dd>#_GU{+gSD->WbG5;=0L;8P2$a9G)-gFBY4oqw&iD&k4^al_6|
z@5#5c!)jltzF2B#C-U0STjA8twv+bvA_Q02@NgY2W{ux;WqHpO?PCYm=y$p7wQ=%G
zUnO2QMam@gvW(o7Z?7vF=W|`Q*yo|(Fgt#>)E~X;%ky~c{w(C*W>jps`;5b$jE(zd
zypi1Oa8{^A(&XKyKT}>@5l_xG%gYrIpZs0?G@p$948G;&DrPocr@HM~+OX}1B%jyY
z9WEJ(W$IJzeph`c>pE%m(YSAH-ZSnu^ZTFQU~Tf@=w;Q{->hyXZiyHD@y~JZ_4C)?
z>#v@hEB4lPV$RJpwt(sfma2_fc^1mwPuTtLd_LnbYv#F-<WIYs=gS>4jf-7Tw!O=p
zd49q~{@*)9<rEKvpJM!$_P$QxJj48rq6HmmUYk2s>F!8atr@bI?Kca@x#!Kx;yNek
z2EG?xelgl;!qu<OPM$g-)$1?v&|2^J<hfo7uc8H=rsSW<4tBl2;DGzn-|wc~+j6}9
z_or8(?{~Bx=KfJJ*}b}zKjd}ot4YyYUT2*WODIhhbp3nhvg7l#wRLgXw^%cMe`w!H
ziVK{1lzZ#Rw7-FGex|m6U37k5-QPzS=X^Oj|9R`O73+O|mL<K6i_yzT{~fzRjrURI
z$K7=gDm{1Ivb^zX;xh#;sgHLfYt<iD9+q8rDDk_{%}EW5Z%jRVb$N5GY2UpUk2304
zu9rDk?#vf6_t&po-%2c%jx1ANUi{hjeV8iy%}`zbk9OfFPt6riiJfuv{tJfB$7WwN
zoFI82__eEafO+Ks-@M>W+*??7mNj}6oVk8$^Nrtb`zEe@dh1Ghut}|eqms>mg-7Q}
z@2+}#z*XRahkk9!r^LFKW|wY#@?KxL^!2)vzYmskOGnuTCQX%JbfQc(`)}Ok1xwDm
zM1E!uP-4_?iVe=0yFZ|>XfNw~gNM`CdH<O5OHus{^Iz+Ivv%(f-}vxqa(~6emyh$@
zo_;#E?-N(l{?=Es+4(<jvQwxvmQ;IGGgUioZ_<yCseNkvTS}J}{#SPC*ZFj^@4Q0s
zltYW6+B*|Bd3*9jMa#bTIs3|d!)oXB&CYJI4<i3;y(#;H<EUd_gvs99RcBL@ZJvi(
z%~E}M|I)<|rK|nF7EXP<b#Cj^EiW`bUCK3=G`IOtWt5omlxObQo@9%LUwta-wMwxv
zXLyvKPMp>dvh}c+?vGEKy4WY_F`k={9-9z1`E%^asL1%x{cpF$WnE7(yOUkMU>V!f
zJ2oAA78!ieJh}4st+r2fe?yC>@Z|h1+{1gSPxfoz{ktubr(T`v9Tc`)|6HA1r@X?l
z?7fBM8<zO*v~3Xi`yl3GzB$v$yUMd>m?ax3M&7Srv5LFkvN(WM{bko(k9*Ja+3xQ8
z(NMi{bK@?t4>fb@Bo@33pEV_Qg5Qmhwd<xHS$@&|=b7$kk9+x-UWI6eO?WI8mNu)l
z>E67Vsa-ScE^qOz6&78qTD#=B(rmAsD~GmEStRLuq%HG|sE9N3FSX<=(^L2--TD%H
zS$~$_*$ct9s&_V}?%k_b&a>nGZd=#&OQ-MpR(NIWg_C<%bl0z&e&fKiNg10yWfv~2
zJo#I$;z?fW?xSms_V2tO9nZx1((LENuoQl!U!ev+E}c28WpJUIVa2>Jl5eEXEPOqE
zV!@$<Yg`+Wvek;Yx$fnvTKrh5y^EDG%H4QT$iz#!0$!GxpG1UGuWD!Tsvkdc>8)ta
zh2Jcz%i`<~>iDi+9q2KCK?(C(f0G-*a;yC>{g2ufJYkE!M5fX51zGc^6{x7>|J9%N
zEPVNc1NZ*KPcBN%{>GP8T=S=qS0+8d`MB_n3r6Q{-=-d$ZzrSPP+9n~jIrVBjO({H
zJiR|t^<~tJ6NdlA%OwBv#fbgPd^qFXwaMJSvue7<cUhD#KGODf;ci8Kxy%3KA|tZ@
ze|XAYFE0Q8NBzDd^D0Y)=5s~x`w2V_l-qM5ulw8nnxFok=GXrcl6%;Afz{~4p~v(8
z|DL}8KY#y!)rz_Y`ZM!a@wxC{VvbC@zwg1Wn~(ooum89EIQOUX|26h<zB${HDf453
z(Z88jTz_x4J1N{eb$|Q9{s5kN)dwxv_GKSiuh>z4*kR$C&aUs16K6YdtFN8Im4BbJ
zjh~tC*~<^T_CIP28j7#|F04tL*><pfU(t~iiIq&s=@S#bgnPDMRWNwz96meutB&bg
zU89%RIT~z(uKYiGTyX2QI>C*fIZrM0T*Lpbtu#(%=?ZqmNbZ*hrt-*bTywXy|G^W*
zqjGL83Km-ybZ)9X(2`oPvHBjvnMAGa;=-JKPk3Vgu*FDiUUcq^fQqhptBrldl8sp}
z&)DzZaf#`J?zx1cQwx?v3ug$=i*woKd^9fHI<{|5)D>&{H9OqdOIE2qi4bJ|fAz<c
ze~HmgoW%`4Ti!pLu;7x*?34a%7X#bb#Lu5$oc`{yqm=o6m*;cbn)gd?@Bii>addX_
z@(&Yr-M@D{yxOU}aozFgO@D8EliKlf!}RX-TXEs@_Gh!+E8cj0)%+cMSNxS(|MdS<
zt*-AL=j$B{?{J8^|0+NF@qO3h`=ZD9Yxga+n6|L#f!02UMw1iyzr%A*I^8q~YVmST
zi+$D`WivrWqAZwus$+RYL+APp<t5_b-a2{bS5Myf=)=~so+7g&dXmXkBUGfHs26@d
zpv?H~bLaes2@{rgt@rs{%GIW4X3D6(|3UTko;!{)8J+v4v#{&EpZ8E=new)(ZrStt
z%ia8Z=1Kf4^mu-RU%vH4)x@t}F|t-tuM6DN?3cge;k>cr;vV<8m#a8({$6^1WJ>Jv
zLl0jo)+{?v{_xDTmv3fXHP+B)ozNG*H7qs%;s4~_k^k+)Udh-0{M2smT65KVzd?lD
z{y&GOdnDB#<k>WljW0W^=Fg|Mr{lY>-}?XR<LUo@n)sK5%-PX$T>t-D#+rQxFMt0i
zb??Dr-nsUBHUF=(um8KOrY1P<<)63u`ws~f7TQJi&uBV3`Oo(I%QJUeNU_qpmwfsE
zp_n@zXHKl&60J7xU`CyuQ|;w<(sKJ`t1Fwg&p-Tn_s)MO|LvK3xqQ>dWi==Ae|+9-
z^w}-!{@3TRyFc>Q-<!HV|3}VezMWN@cl}R|JjJ_`d%DWsm&cdbm&bJobw3F?yW9Bb
z!vFo}*3|#6N@ts2y1(kP`TpXX$?<7fH&?EmFLHDHt7U&B7JJRBh`0Hrw`cOA56vpt
zn*<g;ul;v0Q@fY{RlLnP`>?M$jJ6A2@pHdl|6qS)+=sn4j&00n->~k{`^n;huil;5
zd-u`3mF?xx_h)~~f7vg8r^!gpaF2z+zaPz^=k-3lKK%E8iu>`WQ;a@%Jxe<|zxc73
zJInT$dm8rM-G2W;{kFfK<16b=zyG$e{BhOtn*Wc_U#v{uzeoD|{;z+3u6VuK<38_G
z_i~0Ew$qROaQv&k?ua|j<@J5r-~4;*-*xw%cl~X@0OLHf0}?l5y&s<6Ua<NF>)DXs
zS6hEehhFB_-%&p2@7|_sN-^(VSW5i+b^OVqk3YA2yVYNj%B)ZddG&1m^kd1rJwNl$
zNL}Rndvnc1-*x+5{=EJ6^WATM7W3&fg&+R@puM;IvDEurPkXcf+&2Gw-^_pGL*tNu
z<lWizezAhq@$x%&eDe$c^G5C4vOn)*e^=aI<YwWy{Iva!hG4gvPa(fA9^K8mR{75R
zJDbY6KBX&*zCZFlzE9;(S-RN#4c~(bT6AoFRE01c{QKV3V6W<o4|2a%x4&N`p1*cY
zd9v(&{{{iq3lRtWxdYyve*QmGF=@ww*rear0xO@_?={xH&w0^0_N)2+Q#bCbxRiW(
zZ+rCRs{46?(+YII+5bBiSGHB-{J!sLxySxl|F-*h^+@#ge+%YZHTalSd*=S+&G$1(
z+-fHLk^26p_VMb>nH!f+&R2QYew_F6SJ&<TAN*SN<H6mq^Y*Vj_G$k=7WQ+m_R`kW
z{r^_Kd1cc7{^Y;N>wn+6eeP3!zox-H+~-w#?63ds3tPTye*15U;zzS7AM(!sxOw5s
z`EUQ{UVZmA@k!RdooDtN9#1{I_htB<i5u!?-Z@fTqn~&9nnhV%Z@O<mQRHvsbQSIX
znX!jr53zGkjmi4u=q}=4asSin?WGAn+y6_+)qmda`RPAX^OoKm@Ge;_duc%%V8NSb
z4NVQqjKHeETw_BcW7NI0A(aKG3i<(w>EJE20f|Mac_j+QhDIg|1`0u-UA4ZcDVd2*
z`4tM$3I+-W3YKOD3Z^Co3b7!$p!|}=l2io)Fgvw4zqBYhwOGN%hL?+zQ{T0s#61`+
z4-w$hcQ;TlHZ%Zj<^`F|$*J#d2oeA}7A9Z>5&$_7ECAZT%gL$lmY-JwHI-A}4QvR^
zc_3M^A(l}0f&@T@7{XOR4GAd9PYzBkDOQM9&<}8NQ_v4dtte5@_smU9Pj!OQ&QRJD
z>^)BX2>+z4)MSL+5g@w_;Z}i71{3<u`FSO&c_qc5po4l4B$1kz0t<Ij)Npt5RnYg#
zFUn2K0R>)iqJkkW7n%+;d^(&RK{`0~eVie|@8bof!xaqlEI?-Z`Y0HJV<y;9p`@r3
z9KTrYF(=a=L#Qn#AexXR7HF0v7N>%vRo}5FGciZkDL*I0Hw0vmOKNd)YF<iWUI|DZ
z6kW!KM&KX^M~c2{UUGg)W?s62zGq5mUP)$2rLG4^UvOzs2{<i-QZ(4#A^D+snV`+#
z3dV-UptK80Q~Drj1#ptW2yl=s;OGJ;SbZm)Zglo^39c+INzL`lOUs9*Onv{Nl++@S
z!!%$H(*);(pw#rt;*z3D1r5iP{G?QfU~p+cK~8EeD6@gw3W|A7eP>UXkbHMf7vIDJ
zgzrFpa|wq;E+|Am;Zu}ZP?BE+@)k6$aq7dp@9gOUQU>y-5lAnH0rM}XemFQAM=O|{
zf&#=q!N}ZP&%)Tqz*r$x!Prc}#8|=H$Vku7%-qsk!Nfu#TEW8DSkJ(~+`>>HR>2G;
zU}|cnXJ~3<Y@%RhXrO0dY-wSlfDki4VjIJ?8X&1f*a&g~f@fi2sb^?rU}%P<7GVQO
ztub5$!ajr@u?m*P3egIt1_lbTpp*g%QbhJM1_cyS+&Y31S&4$BfvKL6xv>d22|Fhi
zc%){gXOt+I8=C4_7#SFYQ#dHVLGff{XsBmtXkuUn3RSn9#PnhXLvRR#g4+pFLh70s
znd?~^S(;fY=o*`w>6w_BSePgn85kHS7#bKF=oy(BTN;8~2PxFtGILUm6hKY`Cryw+
zeu=rM3K*Hfvm`MmGubgOJqKFa2A8DfhA9{to9h`Fm_r?kh-r|MA!!6Xjf3+6QaBJg
zO2HUfID<kHR?k$-iJf>pui1d-*!xN@`Q6T}OE2UJIlXe2YVoH3*f$0f!`LN)iv;-g
z{B7!;vBjgIF8<B=V|}M~t?K<Iuy?nk*^7mj-7IC=PkOdU-`gtK&N5|MoodzTeOr~d
zPM)=?dXs&bSLr<CqW%KwD)Ynd7PU#+b-XyMS#s-6;`dOq#@Q!t$-lW+(cv1{a7fQ$
z@0M>{-wG;u-M+4MC)@tL^SSsV&vOKY9x<0Iv$rnJRo!*%PT-S53)Uys3%DBH{_Z|+
z@%q}y_tyfy7`hz)sH!LC6}0HffiGvic$D<a)LOJg$tr%usaM-~=AT`%`eCP?`ZwM-
z6}ycyHtrD9j(jrf<x~yt2%ViJ#~#hJ_PEBk<JqUvr?a+Io;tbH!0VR$*@Bt#%yz83
z!B=)NYF>Q)xf#abS{D{(NGTB%qTm=XvNQ#&0dtHEjX~8Om<=g@aFzzn8Hq)p+6-RP
zrh}>_V|az9pAM=KjX@O-C|PmpryClB$_h|@0uwL=34jWIn1DG*08~iB1S~-Upb`-(
z0IF0?K-mz=H&HM)G=U{uPW^O{i6$VwLFLUr@*pok`5^O5klg49l1Fl*3y6>8L^lv0
z=0Z^N<3tqw-~i&(cgajkOD#&x12sB8trPup0|k)h_0x?MAZ!x_ki+!T&7gdcyrqJE
zx+4<b1<H1V(jYY;Y-kJ>Ff@fR%wY^ma31D_Rwl42iI<BL;!wBDqT&)zG$D#@SOH<7
zU<fKXjTCgv%uK<ifa@Yejs<xe77t)4-^7xlOmOo{&j8$bGEmSpfHT4EFrP%Ibw;M3
z!YLTJDl`U(AXkMZut<fv9#rap)P!fIlw^SFTQf@oP?4ozY7UA%Qwt*nGh<T)QxlM@
z3>3`FO%#lw?l3h3iGe%<N*JJ09<0L@6pf}3(##y>Nl>sLWdTq!KuYO^3L$V^6$B~D
zU>T}nj&GkgAG0Bc^LI;DaS2U<x}E-^XO;H;-{vrTi?+_|n-S^ld}a@WTmw`TDiS`I
z#QPe)UnT9}^*_AwotxEzSrUI<u!yf}x3%yI(#>?=mEUkuYpb8#ZmnY{LdDiEIj@wo
zpeA|8(+@ivt0r#zntj4*%O7>2Qq|TX)<}is;=hcO#E$qH-*P+kmxX`Am(6<_t6$h`
z1!rcM`w+ebyB_RYLlbkb8ZgJ$5S&B7Y;bzkho4_#3e8raP=lEV)(GPu84gkkHp2j{
z0?afvGzP^0m<=(SU<gAqF0zdkb8P#)`Ir@XoWIXGB<^rZ{8Z(#Rl62^zi-C*cFmtB
z6K?Q?2|RO<U-!XOv7%_U@g0BRjTd5Xx!MMt{GZ`v`t|A3G-J2s%a4wzepvWo)^g!9
zV(Y>zP9*rv)DD=&9Iht*_HyF(@1EB`_$_?5U#TQnPgQDt!;heYp4wO17soxFdFzVT
zZvXUit7{q0WEvd+`wfflLCywy)6fLf|Db{cEJ39ILFpDFg@yKP<UC*?!2El@6SqXp
z-mfVO1cGk--d?HR8~pOZLC;36vMCds-zl6+TVwk^Q}0<{d3S}%soVU@R}He3`>#LI
zwz~LsD*wGRq6cv~A7m@omFB250Vr32#ffx1C_iDi-nMTy?-2tY=W5@BtSk}r)$>@|
zwQGKFe}2GI%Wi_u!44PZ@`5%+qXibNDO*zipV&0buWQR|C-Gf-GNvVbu3IP)u{t65
zs20;(J~3$vkLueNo}2G(ywAUCt2dvJyuayn=ju~S^lM-6%UdgK!{tAayTJZ1G_VA#
z0dtHEjX^~am`$Vyq4flM@-*agHso+F_dCd{#LDbxaen<OzPEp`J6*cpsh+I!IJqeO
z<()R|-TG|yEiOTSC-j{7sg@z-vh{+F;ra&$dG{KpX>B+sp17|0Wq0AVS&_dT4E;~I
zO5ND`F4=!>X4slZXI682#lG&J#pW*Jv@?<=`#h7`9Kpx~384zV4(b?ujD8;cn_-#y
z6Q#(<eQbG?a;}E#4JcbLZu^q^@Kv*Buy?VfSddS^J~uQ)2@-JC3YH);NI*FpOPpJS
z%0$*`zk{q3&Ya)y{HBK2#+~)j8=jhc<B(&P>tfcNuuQwkh-;sO%jy+hYaDgB_1$Oo
zr37|*O}u?TTBY_ev(=K@O<KwPE1pfevp`k7^Bm`G`Sa7*?Hq)wWoIXfTWBA9m+NPn
zv1s+{!nN^-e;2)M)aKU<wZ8v>Im};61DCHsjs<(p&=@73f*TNE2_k(B%GVga*6nv(
z*P_VL{C!Rn_Y4lPBcK0FJ{i4d=l`-*=T7N6MN2)sCAv`8*yPgH1^Sa4mp=O?$dl7C
z@7A3i7q^Oj5e&GQv+N&t(|oq@FG>+FI(B^MIKC?*Tj<&jgPNiWfxuUusXd-g_Z(>H
z>z3HU5tU#hyfrsD{a8$o{r08J)my6@)OH+bi4vc9d(AoPJKOC~TD@Nx{4xCJMElCq
z;;kD^ByoiZ$Rl8n8=6{x)qpw1hTtX?m`!AefXWJt5OMAG<~wY_;Q|T~7o&s?wQ}Ks
z;_v=$e<-|Cd!Cyyzwptv!yk-9uUwt*(b=GFxqU)(9e+u7U8&!m6`7464)J!ry1ZgX
z^Tb}RvWQ83Kly4JckXTuJHZ@!r1;yV?xdg_N3YjrIo5hFQJk^%!V{x}|5ragZ(}b!
zs__Zz6)edf<Vvuw42>WSV=%|q&;(ut66sw~$${bB(6ioL4F)_c7i#?`a*O25ihr;C
z$m#w5Qmv-9YM(irlV<HHv=HBZ>{fH@cQ3&k_m<q9aDDdDuBIl-;G}@7;$||xxP*O+
zL@tT#;_T?(f9(8ZzA6U)*>WzpJOgqA*!>o$Sr}g25$6{(P@@UMFTOnoc^eFPnE%gI
z;tt7jmeT&MaD@5W|49uiK7Bg5?c9PplE=<IJ9c?)>vu<oE#{q1s`lPw5nAy|w0Lgc
z)P<4jn{FLnulYl^!Re*t%LVMSAIY-g@CDd*h%ZoM1YSZxd;xEjn1PxaXwHQ+1kKG9
zbj?hS6^x9`6pR#747tofsXLd;2t10I1EzJ&OpO$BKr#rHfkF;f23HyvE*F9<1iR22
zwa|c<CJ+}AYTTHCS_x<lub5+Ox+TCMz`#8Cf~m1-n88MaK!YF;!zV`O>|M`_W=2Rb
zzLYUoo1Kxulp@9GnX+u=O2G-7A^i!BB`F0<3mF*{FA0|8ayQ66u)EDr(+4P2z~V%@
z8<aON+#TBI%h#mH<MQ41XiUSBFZ>q$$9DYK^Z#0y(y^<14lK!6lIao5c*qscb8zov
ziJ!leUQWHPK0D+8qE9Uw)OFnBxz8p&a67ciusYE8qs!&mqt9(-TCLRo?LN6Vi;vqc
zpKtSt*4ij5os`F}yH=@hE-B)B`b~c7dr$r<=0~4&xN-Ry<WjKD42@8lxZpkmSOVf@
zq#+gqaK{8PjshNj0rf*5qaVTGf#l%CyyAeOeDKg9sDI*#eGJ41Vi5Mh4^I6E=#Y+y
zr5U6HfoMB}J3>f~Bbbgr`5PlXVke%?Yc>#Y{r;~ja#=Trv&Sqi4oxN3q>JrdzZnzw
zuLNz>O&0r8`<G+omDY=r&*J)P=Z2i!I`NRxr#zADi-#0c%q><QHE5A@SM;34D1PSN
zst>8b%RL{Rd21CtN6JzoNQB{J`|ESp)@;~aaP={>=RF>G<tH4w*RLuq-JS8bS=ftv
z$`sWCnLB>^bL-x!wW!?q##>&Sczy5ZKbm&oy%SokdY315JzitowrsNUq^3(kUAy!+
zz5cB)@9V2exIee>)D=z5vl%ZfxaTaNw|=7b`O+up$6qRbF#KH8GpD+)r{>cik)JZp
z?yIHVzVo(Yr}*4Q=h*F4cj$dQp4OXG&prQ(t=u+=$CEhE3o3m~<mmh^e%Y&fdi;JC
zhdvuzNd**$;6OLBK$(~@Lo0Vk9R4sfgG~VFr<<6AMl;Mn*$p)K0BSW7J9q%<_>W@9
z;K^_f2T&4;1rN_d3Jwy6aLf#lhH#Jub5VwH%s>quP~szb2nXCiLK@Epxer`aB9Gyi
zftny-<3Z9$!~4i%IH2amNW;dU;eYgk9$Yqn%N$58M5v%Q2Zb6&K|fT+o4~FI`xb4y
z30xq8C5Q|LQ2Prb7;JkDL0wFi>bQgKN{t88Kg+oX&ib>zSG*?Na8r4?PfM%*!|BJL
zJUjL3PuQh>^L?cMujmvr>*oF2(EWMQAv=p;x#rEB5h8&lnW>-Bcw1Ce4F0|ltG)bp
zMt=V6(&cx;Otn|@t!8wHbSzM4o~?Ue-p&8VD{AC_G4C`m(7{osn1dV&_L!lO8CVUN
zV{8b{g<v+s$AhZ*0nWonjw6^VLCs2x=!l(gFz>K}fXn-uqjHy>Sv>joDtKqE@~~4`
z`|2CB!J615RgT#;AMT5<nCfNQU~<N0hU>iB)2G!i{XBNCY(~O|Clb#$Y;b*1_(g@!
zz2M$5->Y~1)VO9o%$qChr_1Y@!K-k8v$c9$VtLWR<Lrv@Hx;X;62Diz+w^Xl#Qs7j
zuLUlb8xAYpFERa?rp6MvvG(<*_m_8_KNJ5bxtHVkD*pYsIRzH($rE{dHMRutzBs*9
z(Bs|w?Sg+3_VaN6{W52=m+ic)GHczCnQ!8b>z&!@DZ4*RqrdvlZ~mhK+@aU_8Gq)9
zf@2f2KWPpM3vk#Ofrh*hZ94FfHCO@?<A^z2=ls&5%+w;k)bfB}+%wJQpyo*sXvi9=
z#X!<bvpJ|8gHbet+8{`-1ldBQD+kS7vpKAVMcQ1mrICV}fq|ZZrMa0IC|uD(0%Rys
zNI>UhEsTxyObsnf!4)4O*P5Ce>KR#B8i1!@LG>+YUe?&aK+nk1$kH6tNr3bxAk6%{
z64<PZp^>4UDR@R#LD$UOQqRo7+*HBL$VkuB)WXzK!O+0SK+n?B%)k=lLX^2#*jPM7
z5Yj)vOiDQVCWb}^dS(WuCZK*GY_bT{%>g+b`}{08^&o`@!9oGr$OVNeESpr!iJjyN
z>XWp7w`-mLQi(~1$HmD*GgC$EZ=ff?!yCn|Aw8*cShuhLc)?|rs&eh)O5^i#i*{L>
zMOjMK-U!_CAY=WOEe5^j+6{3JR+)H8O!e9^^-ws^T*Zmv+dn@^$SAR&v}uXSuP@6d
zZ#KRw^Q59tU1)DKXV^>ayERwWKL3_>hM#AFY_Df%Am`roUvACZp2r}?dUM;ve=$2N
zUz_&#e9mdubbxc0;Nq5(B}_TX*E^iLvA%1X`hG2@sDIY_0i`dGmZwjDqw?`);hDHq
ztr4;sciC?p^*HXJ$$iA%qun90uVoic=}XR)d`Bu5%we_9e*WhC@x$MWJ-RmvX>SPX
z;@jXdEy3V;LgPV^-4ASk@HJP+_RXy6=ey>Ub7W&++?s6{PJBu_o$~&%fO+;`l|w%c
zb4)uPF7>XyL-OpRsBil3uP<4KtIz?3H8^gJjSRtRARI$;P-73wMlW=H5=-)RgHqE=
za}tX{$rBXu=!;v-!EHH6!h<zK5z9Y_S=?d)ZLc6FG4wVN*cPJPIA{tS3sAKVE=l1N
zn#3(`F*P>S1C_!C3Wk=Tg)N4L3Wi1spr)abfr62#f~kdpf{~?yF^FRXTJ{pHU}gbY
zHezC=5UpSio=G=00L3;aU@gHnQ-CHn5o=(;k|y8=m8p@5g0Zo=f~g@$+T2vZ+)}~F
z)J(y`0JM6>$Plz328uzImWhF}f{C$-g0Z<VMAXno0aP*?D3}@=Da0xmnu1rcfSqGx
z26B(7Iml_T=n)DI9i#|_mYkLrW_sXBU__~DZU_~Eq`ndbBSRyI8c1o0xr)WoL_yck
z!bri;5TsSX($GQ=X|5WwY6avOaO8jrG)TFKp4xGgija~T(QyGe3wvn@PS{9(Bvcw&
zKpll%8lDA}hAr=HTKiur9(tzV*)l;WLxt~e;AK08jnhR|N}Qg+oFD(#Q+VYxhhJ~*
zCbpGETnk;hyR-Fu*#z}j5w|l_GiBC=30YrWdbzP<#;YeK%KxX;CO2I$o&T(G(Y|YM
z1)f+YKWw*_Rkz-JHI6sEitCX1>Jw$Z4u!=(J^Arv)*1e<OVp1wFG}c&TK?tIjO)wP
z#eQuoU3;g}{A~91&nte+;oW#*bAz;{hLo@JNwZ&0j_2-bMbwq7=I~fu|6IxK_RgvI
zd%r&2sQujL(NU+Q=bGniTsxP$G<;jYyMpDd%~6?<#sxE-j2pe!rm8R>RalV{;OQuR
zfiF($zwN>4`yMxP%fEhR|J(bsNBsw18Lx|CD<3#4;b2!@bm*C}+4m2dUHM$j2Ia^J
zvaj4E6sI_CQIYW7oP#GmJ)X{8G=J5esMl<-@+Z!JVszN=^4~=>59-98{>;7T`KBOn
z`3I|U5G@;U41i<I*aT%**#bU9h+alw)~28YfnG{lfSODcHOwqPMFKd*B9b0PrUKal
zc0OTO4xVxn)P@3kjHGfBf5XfIWGGTdK#P|V+b{#C9;EOfSQLS(56s@$#PeB)K?~>V
zxMa6GcTQHzWLLbfRr<*Wd!5_NOSWB-6gzJ5PBGu!{Z-Tq#m4zd{C`cDR9l>}hI7K6
z-+@~t7MO=s&pEa^oWtElQu`9mmcWNjU&5WAy9gb9Yr`rdb-RDjDuzk@Gv+qUf0(!Y
zxbnU3Cug(29GmyxUG{yqyz}S&K4>s&5Gm!A`hDZ&(&F`Z8zxN1x%y&;d19RF*|m>~
z%Qz$pPvu=%QCKwB>HbaOF0W(Z&R=EXbuYZC|2Zl2cwBAyyj9mXMxC0wrju)tj<Q$q
zGWA8K!RJD9I?Y%w&wJUJ7Pm{heskV6xs^UerQ1|<=M~4x#V(V%Q&4dH;GE?ii<)$&
zv-53Qr*YG<tnh&GbXJ}AU3uYi_x5)$&A#L|Jyxpwdh_m!x~rc4X1yUk3)hkl3sAU%
z<H6Vfr4eR<zYzvnV2rB;W<hZa%o5a40B1owWedm_u*=cQ7I3`@bKsyURxHVGewl#c
z2&wTE4Q_kIDj1q8L@O8>nJO4tn1h-+mI|PCWflgICYZUQfr6PStmS5EZUk+^ffhG{
zie*p`TN)cEn45x%CNm>Yac*X6s$gntre~^PY6;?l%!q}qQ#LXN8vq*V1vQ~ejZMIO
zQ$ur*ax+kq#t1xeWD2$v#I`UoQZNO}KuD04CI%ptCdTGqS3|^2jUi@(H$s3~?w|$-
zq7np$98yd}%T8=fGtg`}r#_^@Bcfqu0dkA3p@o5hA!zE{66|%*I5v2g8PYH_1TQ!P
zCq}fU87zt6XqOopgBy;B6by0}_J$cay(9UMP-$q1y<rvvo;us}S=4S>J4X(aijdQ(
z)k5udSGLGIyis-4Vv{U-@IJe2QphUR4QV!;&urrR{&eA%vl@rWufG)TU6i+`(4-`M
zx#yghmu@&{B}&=e6WCuG{nhcs+2xrMD|K`4vR3N3{CMc!e$h8+qv_q5^O`=Kl`QJr
z+i~>zzb7AG-uiBTWs<C`h)AnJ$Zs$G(Em|eRh+izdOtotyD+Ni{QO77uRJx531ya~
zXS~q%UAIY`>(hz#PEXF)i84lheqY0Tedo3NQ<F>ITn${ZsOchK#@Q43#!;#c)eCqR
zOYCFWSHV2RC~B?5(n*0$vu@7%d}rUDozE+dOq-M%q<C=RUZJTfr;cl^a9G7s>2T~~
z?4c)&Dk_C-C0s9qJTAmYHQ#A+>Ca^QRPo(#r?d5nnF>M6@?sbE|7<@m{@BpBw)7nT
zq<nt=f_bsYFAER;S~oxT^Jnhl#tr#68fD<n2gjDNG0KdzCC)|}xJV+<akT{HN{X6f
z;5-XXsfa{}-XsIt0(LysViU=YgQw&K6;NPrk<=iIR)BO|VFe|mKWL#~Y69-Dnwo;P
zH&}u?gXZ9Vp^=F~tbzqd6x68%l~tfMw^%kmSc2Sx6oh!nBT#=2QB4w2A`O<VA~-1_
z`H^6W1gfL3w9n4^wHgStey{C{j1xBx*wMl5loTK=_Rr-DqnCApu%@pj_q}^%2eOld
zZ`D{n=P}N`w1t1|MY&1l=BN2=d2VU6pWb8DdExO2-p7&}x_=$Foc4^E)>5!tS8n+=
z9^=(o4Nq)WbeBudd3W{BV_xsLxlYT^ax6c;jQh^oYjuxXjya!tB_+bQ@Y3cD`bkb6
z8fAH*7q;F%r}+8#j~hBpZfCydJy}z*(P@!znoHQy#H#_et)a#yuja?SSy?wB{*bHr
z^MiAj-AtC%)bH%#zWB87#Wn>ku0=+-Gq0a&`d4)2@&2pp&wiMbvuB~QKmYf2$G<%?
zjZ2@tx;QasSN1G(zg4_(^ADdhTlVNXGyA&sT3kg5DA>TkY-EPAZp{*{`9(1NL9HQ-
z@PAu-yDw*F?zdWd*I0Is$mh%nEHgIR?(_S{_=#ce4aWfMhPmI_>*`cg16ODHmY;q1
z(zZ;7{oA_rTT2#bbS=?%C6)C2|89$4=k4Rqo}Y8)>DSYz<KsR|e==ux%Y?g6*Z=?d
z>HYtbpYn$uUu{2ge{KCm_J2+P|J;_>|J1+#-_NJ!^(E8o|Lb3W>|8uuYR4@5y??a-
zKG)X|$^5V`KKbky_4=>2%L+LE&Z^B^`9}9xjMJJsVLQsSF2?R%QuI~V^;h_Zjd9t%
zoVGiyuIou$dg>(_)L)kH_04bj_`1)`R^`2O*<L+*dffh^#SE2C_V#s^KXo6zi`TRN
z_r1IPx<t(RD_nn{+UtFpe&vV$(_1U-_f7fPzGnW9)yg~E_uHNPGrj8U($;&AtY1yi
zzqFNgkx$-de!Wlfk4%>e%(VLDXpy}r+t(z2?~fm4zF(g-fBCz4u|>9$hws~4!MZDd
zZO`_ypHuQ}&a?Erw#%<XN~g1&+<*PvuX$Dc|K1iZpIrF7=otI*dJEa3H^pC;_ghcB
z6e+yCry%HZ=KM|1?f*P<7iC_!tbo@vrsjO#3U{H_B~E*e-ALZa;?APAbGfg~maw_~
zT6<okuT}k4Gc%NR{_m^LmpxJliTb-QX5Ge;iR{vwSep9Z&073^Z)``m!X1xwtz}CY
zFL<z*Stm3ub>DNiy8VZbK%L6$7xx(#sV!ZXv0rWe+}C2YPwg&DYCo}Q>CW^<H(rrF
z@8;YOc;$ZW{CCAWasOVsN+};((qt0)WhKv<@K<^AGx(>ntWy5=blL9mOV3*`T~ey#
zo)TrWgITeXd1vIDXL=QFzRA5O-is`WYrPU}ynyGRxs>D9ROPLA=T7O3NH%%MAna><
z)$6y%dK=yq4G9IYiWPwuE}s*+sGDQx$eD4lX<_KvghNXg+*9jS)!!O6x46MDRMXNy
z(rG2DbHs;SKR@nh(LT0|OYaGBH@Z43%KZEy;{39>N7;>;mBMpo_H1FQV$HPTS9-Ta
z_JOv4Rj#1ujZF!+wNjSMz5eH0#H7q~JB})U-~VaDo-_6PjvMD%MHe<4HGQTdmE4ys
zC+5LyB5YVNtA6f++imZ=TR0`AEZ&*5`J7tE#tZA>XMLXcMS8=s%dUnGU79~NO5RH9
zwVbtTDeF9`X>u)oT$jW)dQ6!lykuL=ZvE=yAL~pUo-fsr;x;PdUKAd*GAWy3JFl9Q
zsQJF@(>QoCn{KUUZ8G?`@6FqzJ=a4LJ9bD_yF^}@-T8~<^OFrzmh9T+arDT8dxtK?
zb@Q!mD!g@}IF;%8l|}wNzn(aGcZJPOn%EoHZuG%m`uDdD%NgEHl*~Q4@<FfSYy0%?
zVjZi5*Zx-A%f2o}sq@W-50ze-hOaYh)`vxHmrz-M`z9~b&aNcKHCL>}np&0nm%LYA
zxU{pe!n&`GHzC2Oi?dhq<&24)_ax4CUh~{E|9SSoC%41IOnxbc@@>(zJfP7zk!j)M
z7xN80SQk!_h!nag<u~<UOm(8COOHcJSCsDCVpGGPUFTJpcjm0Jte$Xd>!aEF;)hci
zI*sC%X(y>0Za614^_}1yr_C=E-To|aTqyZaF4p<u$`simKgVwmI7~TCosuxx?3-3O
z%`8Y_-kl7`9p6nI&l(<Kh$?<{Ye5k6oj%v;ul@KQm`<=2(Y38O8sfj`)u)7;tb+1W
zvz9DO4+~Y=b@o-?!Hs>ZCo6r8stNq6yjj3kX<FCwUE*4cI!mI~9-ekAY}3VC)o+qL
z|M}%uFEM^FZA-anc;v#Cs<*5QeL@@$PO*y!d6l8-p)I`M@Lu*cwRBy^tZ-S4eruTv
z%e*Cw8TL$2NP6}0jH&M13L}oSao@}qY}9JDu>bz)qP>`+$?r|=f>N13PwA-L6|^yY
zf8$EYr<k`fPc>Yo9e;9Y-bU%|ymxo)F9?#AxVAFGNt|8oYHZS?B^_5R)ZG=`e>uEw
zt&VKX&zQAW{3ugwKj&MWfL-#L{q|E-w+fzVu{&z9!jRo-*F^7gYd<djFCZ*h#qfQK
zL%8UgRc2K;jN*P-IVdu$mHLu!(0n0xrcvYr30oJg#&w^XR4xc7JL@p$NWOh1tNnm`
zTCk+Ip@(>k+S?vYkF-$U#h1>^pL}d-u+wT|hmvb+X319dyY0E!;utcCRq<Vv@ia!^
zLs~Zi#G6HY_Z(*7&Rg}g$@bf)6+VoG3M+P-O@AK48`9eT*wI4DWvQde;_Qh&g(}TP
zUoE2d_Be>!9%Gxh{L;<cF5TygdADd(EPrxQvPO9MfzBO%E(^~aE<3k%!Y|qEjZXX-
zYI)u6fiINS_XhB5aTIJ~V)HXO8KSsQWx}40R}PmYXNym1o4-^(h3j(PlG5puYSt><
z2wolQB^<Ft-NpBd*F_Jlvogsa7V{n4c)ji58nI`wH#6-$6geWx-goopB@{4m=q56-
z-hDW==f)bRne%<CZlB_{u-bH<cjg?|l=E*JCcj-N=G6AGcUeTKy7PK<x9GexO5CD-
zUVAm|*Ia5%nPV_z?af7t<%8NES^wqP(-sl=pxuBo@Zpq*BTltbML$2_{i}8LYRbZs
z>07uu6?e=F-N~r?S1pI<&Fwa6<@Q-#0<oua?AKXMW4jR)F=qltV)pc@x%yQZ1}}O8
zSFr?@9h7@Lx6MUbaN-hnQ4h8=g}JG0?+)j0$Wj$bP(1u=wrs?WYqwb!$4{J+Be!a8
z<Bhm!$1+|sc<rxvru$|`&Q6cDd|Uf2CROiQ9DccP=d~keT9&iA{5WJV+v4sc^JCS|
zzwzX?8Jfteop<uQcj!WJ)Pe6$BN;!eVewqPGVO(mfWwxHY**)n*^BKetv+aUex+Q(
zJhe5)Z^~%LvTdoIy&?2rK(@Vr^R5f!r##O~o%KI(?0Itp$D!$+8po?IHB2>h)zOtW
z<K`_V)LUk=&ho87^|~nnZ0oXiF1U1uH9Kop0lP;f$JvHUcU`6yu-`J;ozdrUbke(Z
zS|?Q2xR%YzPV#EwWz~HA=H?;AO^*%kOXkge_{?L=!7GfjJlmiAT{HDg^EIDiA<y0}
zntWyDrl$gOD_SBB&;2L5c?zGFQq|`rCaK3f?gqwA{vI_~CCaS8W=iMee=3Ll0-|;u
zotb#@)bzW1LpSa$3pu|0j%_0Q-Z-9=dmp*Z*xt+Te6i*!d(iu!9Icx{LU+4&%yTmc
zO)+<!*Y%F|zKfaZJnh9b0xzOcCd~Q}+j_vMeB1UNtCRQL6_pWniC>o&;!`F$`P{`h
zrD;qnl^R}3@PD{tSR8QFGj!v-&uhw?-mH+BV-v`~aGC74y(iiZg{^J6sU6`wbJ3ZN
z8`(@Y_BGF4?0i^|(c1MalcM)&g+ooJKXtC+?pL!BUVU`qz7sOHHsn6^4_PMrda{=3
zeP{8Ld)!4e4&6)IT_K+#EG{3Me=WoH81qW!`{@;|i#}Dp2$o8n@jcEm^MUz6=QVb#
zTYar$E-D;$4VZQ7k!r}%1tp@P?3t3AY)*dYI6ABO)=x&c%7&Ydzqo91jJg^cXn4dt
z_rinj$$4V!hc|OJr~YWa(vVQD9~S!UO>+{Pq=HtP{4NgTHJc`X&0U*qyGGB0m-+sb
zl4G{rG8!)pHx*9mcwX%tH@&8iwas|p46W^&k3-6vDvfhE7B3O@Gg?!2)cd=^DbCV@
z5Pp8nLI+`!Nv#VePYONmV{$KS)efo5pqRzSgsYb>(K+jxP<bjL@a|~~DPF(TapI58
zKC<BAJhYH=TcY6W>1l2bN`Xt?9uQ}4TJ&#LVragrXX~MP$JUvzFS|VJZ<+3%?{D@n
zwHouzimdqY`M}1VUg7Px^Vc%JHj7z(Y!@%**PUIaM*G>{hTfDut8-!puX@!3=_c>h
zhx{MR<~k~(dvTey?P0x7MK`a1dNSLisr8%6Zq1rRlP4>VJ-;EM)OTa|rW;#4I8!x6
z_{CNp-0sJ$9&5oXUYe-dae?Kq&)qvyeNG<A__CPq-4?me7ufE&9LhVxcjxrC)88~^
zcL~0EQhM-!oUda5`}S8`+>e%eRA^l^w|{$4YiY1jtP)@Km5-i^^Ixsno1-$}(W~Ec
zzfEafezLjF!NI3`O1qhkx?*w*cZP@n*Rm;ruYa(qq-LMHmgA7@qg!F_W?nO^=LowW
z->)^5k`G@jJ@hZ3=a|v?{W&j-S{2^ct-rbGm_+OkKO5%tiiiGAe#+y|5ttDFC9mga
zglBMIch-gVU8haXo<ET=^|NI(xTM-6y_jvgdfwD0^~TRnZMx?*|Jur&%PFP}Iky96
zH+HgD1$-?}+%#K!(o2_V6V?Z=QH%N$)6f|HO^?+*AnZk&qMg3<st0W5Ws^FCn?+oN
z)N8n&w=Y)?(X@0ldHVkJJqa~o^>j_y%1g3RYP;AHwg`sEtPy&V{9()f0QRbtky)zB
zs@9i8g;t5P9y++_*hPlKogr(I+qBHz9iKIEz39DjjJ$jLo~`&BpglQD_R+@$TIW`6
zFLqc~!umP)d4rAeRE~7erJZ~9-pqW=^wuz;@$iM@qidc0SH#rHtjl*_vh(hAwi$cb
zFV9rI#Ct{gQmgBZPcFVq3(LFKI^XA&Zr``Xd-BH?*M!~9Rl&T!JM&k4XU*riKH=f_
z<QpHaIV6;^wws>Oocq<A>0sbWj^!pweb-)lp5S7>xTZ3vmeWpq2Tx0+)a_~>HVMye
zxvs#)(yJvZeB~QEoim^5tT)W9S#<dRjFgKfYxZko%`#l@RESwQNJ&HgMULH(Hyu1V
zvu5o{u{QmgCw=A7rQ8_RJJZ>2a5bJZOFPi}TYZm3?qRm&Yp3xnw~ex1aiur5F?C&q
z%RYm1n^GDj@<iW8o60P8Y{}{WHsjCK>q`!MPLj~xaBjhblx_0UPfRy$xVvyo#3I99
zi_4swyw`2oa#iu3>y#JEe(^7y`AzL+{0|@ZknHC7yA(gX-16OmWqpiym%tt8vs$51
zJREjb8Ih9i8y9|Wo;0=a)vW5g;ImB+nXZ)cg$SE=^EUMuhig3!J-g_vLH1S7<xN>Z
zOS+gD8n!I{_3*2Ds-=e3sbguuIyJ!}IyT>nO3s;f&UhqS&zJj()2lh}i;h6|zE`hT
zduB&(XY8Gq@T~O<%kv1+9kL(97Al|IBXZMc&9f<jauHuWZoG&*k|db+dZCH#tHOUJ
zZ%^7gxZ8((<K8#<{DJI_6yv8acb(_hlX33F3IU-H_T|pI_0s<ayPuWP4BOttn~`b$
zkom37y$wqaZf@CDops^SI)i_w8p~9a*=%z%C;8asUe!Ah;Crw)MR@jMr6pc77W3^p
zvtqjEW~M-)w1Q49s~i4xK~j_QU;JBL#4I&SSAx&>MT;%(%as<9tJijQbzR##e`12f
z{QWYlOBdV_e|g%<i{0*G8Y7paESG$~{-13RGuf2+_Nd<5fAUPz^+pb!D^J-xdz#Io
zSWX&Cc^qucHvYKm?Nb>Ei<pp@@`Zn81LZjNULVrCctpLO(`M3x4f#4A!t$)IG;<F1
z?fGzk{fqg*z4^K8S@OI}E7yGEDB(@q-hS?4pVQ$a{%*;x-J9CA&n6zuWtw6l(_tZ?
z$^U%QLFGbT36qTXV)Hgso4=gbEwf(3Y1d|+&Mm)~UT<V;{n&K5WcuX|o2+>!d8><W
zuE>qxC|lXw^TBS9qvn!ZTlp?6eWWPTe&K@2EcQU_d9u6=)zfXo8v7)=LJSL9SXvLt
zOV8VL%FX1)%FTxkc3gU!D*ec5YR$!!DzZP$KH`Xd5%ZO8a>!>XMu&uDV%N(Uk1DI(
z3@Q10YSxRpGD7MspG7(!PCcLD_<M0|rsL*1U7M5(z7NBcb~#0_D?hXKN<hD9(GKx*
zGZ$T%{V=;vh*@lQi?_Oq)?rVU>+4phd=Al@eWRFlg5Ar4^Xmi;a_StJ&b1(OTV6u!
z>AjvT?;Fk@de8BHH@o$mE~^KsDh7eB?yF;O7%W|t)D|+$*KEpnx#{JH`2ISUgf3l^
zWoz<W@L$drvC}1!9n-a^ne1+3v6{vvQ+PPD>U=@=@=c+3i5tux-8s5zj=_ORH{)_T
zmIy0)&n|er;AMboRd;-+iT9D9$wwnE$d~CK*zRqjayf2K>C9^>Pvtn9-ZMo?ht6dQ
z;&KY{xy2Ot{0^TJciG{GhKW0t9hm8>+{5nkE2~(^IL-S-wjleVSC^QMPFz&GJvGy}
zBXnPkWt&Wh=*dTcj?z}aKGzjnPApiwU&uk~;1oHbhJ6lmEw_t{&I?%Huu{>r^U<Sc
za~UuG<}fG?&gH(OuETAvlF82as`dJcZ`nbqjq7C&tXq?O>XM47YN&Ybk{ku4yg8@#
zv-U?$k(T6MX1l^Nl7I8Y2Lja=bE=!0)ijKv*%MFcRn3eNez%wR-SYr#L6<iS;%@zw
zwfC=e737$HTqI;SXMxo7BdStwIypOQB&KpP@l+be{OJ8SA^3jR?<wogta@|)&4hqG
zqRne<!UYpdOD(2dcyg%pf0xpW#>?xh%dMvga#)qR_D$HRZ}!HwWtm%z+;PY0T>E=o
zbBFq0$ZF7^#eIBN(q8Q>L6O^kFKycNr7vR2n!C69nf*CdzRJ9rUbAXafwIC1RkzUU
z9S4Q4i1#P*{`Ps)*f`m3>AJd2=OaYbOcZD3_RLn>uHjYfvn^zjRfGJZO+34{9XZ0i
zXWd^h=f~Vy+51(sCM>(qv+vB7w*frI(mA}<x^hnKV0~L>ohajJZNI&>b#mPKa|~~K
zTiwDWdBgiV*>C@BveVuaQ8HEN`9$@*>%V+e<+NK9#yRg@RcNNOaQ=$e*D^o$)iSPs
zwQ9z34bH~)%$A$I$s%P5y;j%0U7hUlI&aU`__(SIpWmNtzx}uN=DB+&&yVfpzp^W_
zFejG#Xzt_{qI@e9F0hA|%N*oZlMY>dp&`-Z?A<kqtmYY?7W+Jske@PBRMO|x;`eGP
zvG=4`$-Ni*sn)*PFXzytk|V!%&)%(H$sDz7{i{zZce|!JH=h&~+^2Xi@79xs)_2k8
zUcGUPF}dzJcQLDuoX<0vLmjHg()Zp?5Qz?tyK;N2#@}k8TMjQ@&AzUvG(*hgh=7?B
z_XjRJjZih`1@k%|OZVIeop_LKp?C`C-i2N-=Cxino5$quW$FAPNHAJ=p3tlfhrIqy
zpDyJ2#H^6X=Lg%2ZKh&zGyMZk9@!!CtY(h6fW)lsUbD<8C5x_KT=)FA>|w_Di%u_c
z-X+4fJJP*ywYzhH=pxaOBTuC@JG{N}tO8z?e+u<FQ^mWj<(kt^q5LZwb}<D$X<MCn
zkb~)b)gto*rdly>u8mnUYiCMJxF{H26xVY6;JK=G?Oc-%`RA&FraPo&-N{g>Dz;(#
z^>kO(4-Q+Q^K&JSHsy<{F|}@RGhFtMA^f^dn8mA*C8l$_bKd4F{LxkV$+PF#Ty52D
z>tq%<*$DkmVAMT2$sn#k`0bS?Sw-s)J=wErU8|J9rIq4;omNR1Y<?iB5|mlqn3t?C
z6(+;|V&dCflOrBBW)wA9UTE4a7?-29PVk|Fuymlh(KXiF%=dZamT$Tf68bya;&|A4
zGk+<z1DS%`Hgz*B3*%n5_+I;wL%A`R6?8346j$$koHu)hmatyU)U+>6<!93z=UlAH
zy>MX1gxgo%Zb)ER*s(f)>(v{-LLZ&EDJjvfbc8u-`Ks+%F*kPb-r2B(cTH^W1XH$a
zi4(W1DpFH>XQ{@p@wx3rDV|QRoSRG<N8Xw0eMohWY?|(^+R4oseEgx#R27}427S*T
z%`m8s|HSrXolatkU$Ljh@4wr>wY?6Wa^{YejVYV!8Efh9tlRq!Zz$fI(5r8_dg<${
zv5wrvI}a@TtToepzi%)1?A*)OxpN=CzTLNJd)NN+Z!B4k$@v{~JFo6mddW^|>3iY5
zj9(uHh~*_8pJMVhBB!@#;Z$C!$V=Qyb2IxcYd-A=OxY`S%J<B<cTVE_d!)>Bw*8%P
zf5SB8Kio2v7oL9B*EdwS6vnzY<ka`%;>Q)1w<347wQjLXI#{?h&B9RFX>L}p%&9jS
zVje9A+17M?T)AZL<C3neV&ax7xQ<&CHU9akT6HHd>AU@+BND3Fi&f9rH~6|5eyc08
zobzwx-D!unDqWfX*OsF}!Q^oBjQ}IF6uAVw<7=n!>3DJ&&YyMfA`^>}t%ZY%nMmnX
z?p~{yh?u`l*1nA{je^IXTc1rzdFK_!9CT1D>gc?s>%)6J1Qg=eZ&P=(N}0|vHS5B)
z_BC;)QfId0UbyKU{8;L2bK(AdEGPEXb@F{)`R35{YmRBhZH|6l9~o0TXW2b7^|SF2
z(|!p(o^U6}?c$M;77K6gUfX4FdX-FkPrj|#$x!U08Z&Rk)2x%bJUrCdq;A-YUYx(?
z?#byLFQ)1x?N2?()UL7dZFs8k1Mk&``6nFBKJ?IrvHl1rPgljq{dX@m^UjQ$wW;y3
zSEtw7f(j*`DV>vo-XBg-D!XaYE&8p-doK6WmwO9J-^@vsoABzwhBI%DytsT~rp$xm
zQL4=WhG$-hB}B)*cy)hOUT?Cg&BpMa9sSwgICfmp?Q2Uq|D7c-fnj-j!n&fAe@l78
z8fs1kWHz+O{j6d;cQSKkn4a6T{D;o&n+`I?xUu|t7i#8u$MFfrq_*F;L*JEioH=Io
zATBpkqxj9T>zh3Dm*gp|ytpd-UBPq(r*6?ZHwr)5_NZO^$-R9EbMo&wbGcQoS=Jd`
z5@TE#@>MK(@$3`p9FK3-m}8PUXLs4o)A<hP&8L?#aF-QLJ7K<BjK|e8<n~puG-s1<
zH&?TMTu`w0Xp_Pg`LCgpwv&%|iZx!^C1vhl94#mH(Xiva3a8`eP5<*E{GPpTEV~wC
zyj^#icAn4zdnU7e3$q;GSsmY#!fibNLDVHa<KS1mw+h)=C9E12&kEbT=7E~~mbp(>
z&3kY;NMOI1I_ISNv!R;};=E;!&Cl_?G}S;gDXC=U-OkR=g|9jq7d{9V+qGRbEwgL!
z#+z3n<}=A%E1EpJKJHM(mpe;0Klyv;VD-`8lK-`LuzY>W!ksp!`jN|xhuZ>Ax+dRM
z{;e+A8mTFFV*<0}d?`JN>YmVig$MJtw@5c-Z%$Lq*fC>S#uM-KH?xCviyo|tHoB{G
z@A=Nq_ZQe&?pjNS^tj%i(kr?+cJ6s=m867eIgh+EwjJxtot*OE>dn~)mRR%JCmmV(
zm(RbY+xPLh)!rLoXGgp~+`Zyg#QL1v^~@RfmU5~tHa&kLH@+~4W4@}c&ey8rJo=1{
zit78Ooe_RmVBfTwcb(ew=Qb7V8ZzP+$zQ%OaU)a0%<E0<XF_hU?=4>7vom2|(E;lk
z_o6*!`7#`AGuImGGB5T@6wkVH%)xN&tg=RZ8H2rNV?MVwuVYjZ>r?$&D0<_-ot5i!
zqPW*vpVKyTNd3#&H+9pYBfI5(E1cSPO|oK9XvI#Z8QYKXNX*<l>DuZK$4q-3Uz@SX
zSM6lfQlXY3y^-poQBJkf?^;E)Y`wA|bN?b2<8NzLt$*>BO-(?h?D4BcgI)4fyIYRD
z{A6rkT^@2ZZAOHbYy+dFUI6R5<L;%R&z^Yt95B7Bx=#PJr0VYPyPKy^Gvz*T<|)Tk
z#nqWs3b9=ulFXM(d&Q#`6}*H|(Bl<LvEJ5uo->x{ls@WnOk__{u-+wF)_i?J^z%*o
z9x~O62848*YOQogc)e=NivrC>(H)Lb>rR@^dARCHVZX72T10Q6>p5e_&vo?&lTQ2Z
zym0pEmV<{aU5usY+8;?Sl{t5G_W|=q5@tfa2TgixqL;Ex-=BF<dL@sQyQ|ymC_ST3
zM;aGR_T!9-+rH$`!Gaf;PkQgK)!V)LMp9dd@ZEL75*2sV7L*lh8QYwW-}Ns2SyHug
zO3<~G66McF#JSsFu7A?prS?oXec{1>?~gKUm$=$BQ~TFX9jSuF9{#?^x4so~IoEM9
z?oYssrWdS}n%UarEqJmQRflu(GO>NUIg9n@?KmO%KYBmd4kx?ZpQW{EMgr3(i^F`|
z%(lJceHVD>00Y}rPOI5}CmP<0o~^dR^HlG$_#HC(hqj(QoGt9czG$1tyPBR2R&&0H
zbcRF~JWa8^CH8z}<Kz5BD~4~WIy<si+AhR%_NtiPShAS$cR}=R&5Jsw7ImTS-1&V5
zogWREY`;u8dtk@sCEp)Cxi_U{m*7%+!A84Y{(U7APB07a>^CY|W_0QDm5&?QUS}SY
zlq*{=Q);RxS8^ogDC@l$Li0olPkKAw;?c|!)zs5AYA=eCN)k9YsZD9^J%-+1<(Wn2
zYJSe*p2W4pGLuPZ%?_uy$+f%IrU=bC)z#%4*gIRWZdV3_OR|<z@^|h>nltYA6>V9v
zc$U?k&Mg@RDoYrrwbY6}tub+2CjWYmhn|$Cg+OXyA>Z|x%)!d+QjaV-`)awL=U9lY
zWS!Z)t8<CM4yBk`)9-LBX_&qJgu$tv#Si95MKH5OO{qGWr=1$}T2*hd)`aq9@yB9=
z=X8H~ny!0NJh=In%*3|RBLNet<N~%lRQi0v^RjI23zlnQ%b0@P_iwUL`kc5&;Mu+&
zfekIYm0zh|f5GQcVD^f)`6ge_V`=dmbE)n=TSnihdarqZvwhcCr%>`Pnfu~9Q=guV
z7aL+WE%05+7A<|&X?q1b^ZEjIrp@bj{Z>e0oO97lVHb<Fgq+kyK9;FLXUt2BPH+_8
zI3W5oAwl{{fUCa#s+3cEGqyP0G1w8Z&Q;!`>Rz6zu!Nv)&9plvR{Uv&8zd$?`Y9m4
z?9MOK?F$+o9$F~FcwdYyH;7N;WY5`N=Cc!Ki`c3NTO4Y&5WI5qr@G3QoN0#}Yi_*?
zO4-(-FM9Z3p2#|*8Rs{7NUvv8c$LZAq~gOpahDWJljG8D*Ct%=zxYBxqqTy=Z!yc6
z$t_dvP5d-tho8~gNi0&APE0spZ9MD5j>S`1dssB<d%3q;#IPQ#yKO4;H|m1Xj)!R%
zZH@*w|I#|zG*6OysX0%nSm&YJURiq{g*`r!cKg%T1>NF#)~EgiS#Ye&mkCYzY<5FA
z@5!CR7aE?PaF}*@I%ngYOX(7>Tf5ZFe;66`eKwcadQo})ug@#p7Vxrs%#~eaQnhZP
zPv)(&lFD<piF{ot_DzYgSNCVjy9rw!RjAHUbCGz<siQnEz%G$t>(1M`TW!4$g^N9X
z9jP2~DD<|Olh%n79ly4IoAmEZ$I(+qd))FO4$g^r+_xq=<Mw1H;Z&oh6?ghxa7m|C
zovXAm`_k=dDD3;HB%JS@;pYb~!8T`@<5Sm0K5xuDa;{uz)j8(Oq)tN?(Tch43YJ+`
zMQo0O4=X)*FRnE>Uo-o2z(npg!+MEsP4o1|*PknAvu^P@^=c05-x<4J{GQWNFmd4z
zQ%(T}n->M<oPDMfxA`^+Y|NdUU~u{4k&kD0Iqd4nj<BtCZ=5=V<*?9}{nIbZ%UDyz
z)bVup1)ob%cZ3Xdn3KI#lppa*U(wsM^10#C<_~RhaxM#cq{Pi`w=qb(&<o&swbkz5
zY*CFl2Y&l4P}n=^cEHN@*JWMz$Hsk`wV!7z%k9ji5pDWD8m!OTrY`eY)_mpYs;{%p
zs4n4ZOmpoD={&sdSFGugME+}s+zf);#g^K%g}dkOeS0Iht?3AFfd}iosiFVsH%2su
z-q35*UtFwG;rHqC#DHt_SIjM|-lQk8!?0oYKCTDL-~Dy<J=Gc_TFI1fpfcwm_iXJI
zYq+mi#bj2==N$D_Xud1)dCrofb*F#VJ}Kb!-=*5ko^bDr^DAbtiN*`O?yK?g&2aw}
z*6f$`Oi&<6pmf4MyBTaVW%{NIXoXE=Jn*TF(bGd{u`t{Ji*1~Z;wj>H+I|&He6=`I
zZ?SOM#)(OOTs~5T8+YAkP<r2Ye_tD)l+WL1-(w26ufDri<}owPG{N0|*QO2E*{38|
z73~l-lh8;_np&4A@^BV+@{(}P=UH<jw7V>y^0-YDm)?A`z4Jxj^ffg~;)V}p%(gRp
z;g2kxt2=pJf%IajiclV>AjfC^^~zGp#;q(Kf8_eM#5|bGn5jB<hKcN^3DJfjS3laE
zZ8OScYS()FRmM1G(gFkLM-uA<+9uyKTFv?Mgh%HrbA8X$i%OR?m>R{)gwLe@R#j~M
zyJ#6}!a~{KP8xXu>J^ixet3JUrfAmf1#%n)hKlw{Nx3`EoV;Oky<Ix^U_woy+R2{_
z94piE#55;ZCu@D!=OA$M{*rws*@c~J7hm6|a%rdOL90JUyk_25D$2_yq&4Lc`|53u
z`pdK=s)9CbGmx-fchg3XJyPw$tE*bkO~=JAo_hO;`B`&<^Op!8*Yiyi=10kfGS0jf
z5ozPNTw}up0alA=FIFu(bC1O?E^D_&!%5k)kXK(?t{wiaC#q@bp1i?u7GrMHl|=$2
zcO2eaJ2G+In;BQs@7`;9Df8f8ZFXjM^1rx4C5twCD&?>AfA)aq>ECnS8i(4HE`FPF
z&5TLTy`Jm&j+N~nABbGO+sj^l=T4%{RDb<fGW|buj~NFX7G#?xV<@%3*lO3N;v=^8
zo4=l1$Wf!)9Tp+Urg6OOjYe|Cy{2n2JkyW8O#K)vYn=3;>_@n&$plxc-JVVNetYFe
zK3=u)-x2ehOgXo`MSHL6Gly`_lsU)bS}3tNuTSsfstYdzJ~KW(GVAf{&Z=vAJ14uw
zed)OD?Qm_P<CWsem%_L@{VEG~=oTJ%A%9oD{<MqbT`8rxHzqMC1T(LBmL!lnrRR8S
zXRyknSqH!69=fSLfoZj@{ob(nIf~I-t^x0#w@<AVtzcPvvX!xCUt05u?}xUo4LJ<D
z-81g>T#qTgH+`C$6#3})(dsKUX?^EqZ?U}U=nVZYa$n(z!R=FbTTUyK>~xEmI#uC;
zxZ2r=UJduXl>Tu>S3Iz}viP&`=NTOzzq<VV=JIgTRCC2Rp4@~v`WF(`^NUa3QDKz7
zmvN!TqsRq!jr|zxCuVUjJn-h>4ExzB2c#H^u5_(j$Pi@3vaSB(iB6TdU0EL=F4!aC
z63curf2qK`OX04+f~A70!^M<$6>V-P5q<6ux<c2v@C2W6o!4wVBVU$XoL34(0~PuN
zlGL5Q+Z;TyuBMeYVy&yva_f0wGJ0G>7cRBSH2rdOYMC!5(f*R-k(riJ%E}cCWpnLp
z+&nl%KiKD945;gJefhKLna)IkTf0IRo={rI)ZHR1vH7jQ+uWUvo0%e&@_1BiuBKR~
z@wy~hckUHFCmo`@<&wEb#P`q*Di6=HX>)837tVE>n!JXmWx=Te!>i^;7R34JvsA>+
z6@Bn+!S~xUCb9IK2+DMR^F*Mn*Jk6BryrOSeH^#hXT>x;;8hUI_045SlAFF{=dCBo
z`>rX=A57oLSea+XeRNKr^hdF`hfCbKttKj!xv8st(z+bB`e4hMt<yJdm=)pPc(p_^
zXC?cZ9^G)CgPqUB+~*3PeO$CFQ@vMX?#=m~d+cUN8D5)hBY$Xix!0LyHYdGEwwNt{
z95-!tKP_+Yy2@0ic(cI%zs41kOndGu>}XfnsjI=+aBgiv<j1KKA3bCfT=V*F;2hrP
zD~@#>pJ}*w<2EH#+ZuQAN+!)Kt7c5nSKV8%e__?%$ICMObT(V_%8Li>n5(wrondj9
z#mk8TyT6M4c(vur+$WNYUDwz={}I1qwLq~jceE#?4*&W?Dzg`{C$XKpc5%z(rRu)r
z=@*}smH22S>+NKI=Dy(n>(gz|1bpW*`ySq}RwJ15^=f0Isg7E5m&b*~0LkDFmClWd
zpFQu~GMw?v<5kF&H4k~On&#Xx)Gqv%5q;e0d_}}br}KZS7rNg9sd(|VuC;SxSB?9b
zx5myX2Tp1V{qlWtEaLmw1V+!Et~H!r=kqLyNw?T=FiN9H%zC4i;<Xt{YxkbK%Ivs<
zU$`>1cJ7V0j{mm@ditfyUOggYzqUP`FEp<EFkAY=U&TMNyyjo<<*DQ5U4DK|(Z4HU
zS3Lzn_Vimd$y;v=u?&&2ykVy6|7NOs!{LQIT1(Do=Eo~L%D&dR_>))D;<e<GIT0(1
zyF_oRO)<`LSdj5{iFfy+9vAMw)n0)`^V@c;^4c`9`rLuD##|rOIfS$SxtzSIeRM+5
ziA>FvHp{G5b?!Xt8IjY*BhDRc=AHT5?BP-Gx$8SsOz%H2<X&p}yJtf3>1e&(%+ErM
zZ?`Jw?>d+@vHjkG3WuYU0(CaboV-+K(^SKTSXTbP9=`{h4{@b5xeLB8GhaPz@}|SV
z30I3E-sp(>XfCl%J3B@AyR=HI^PD?NBNiq;eR?N>C)BNs?L%^25^rhd{-dl5&d<Al
zJTlcnRsHpKzq`AWSG3N}F*>K=`}pE!PhA!Bl+}}7Z)n)!JbUxOyq>2*+xb6gWJQ}Q
zU$E%*G`+=^&+?H&Az|toTOE!#+gCTA1hQ=me)OfGYVVI7Q`gLS@2qwDW5dDZxz}_w
zyDS6xdz32d8Lzm#^WVBWLGDG4KEvMY=dw6?+Wa>sIDNRvE?FF|y|+(7QmyCxq1sKi
z4L>@C>+wF0-l41Z;n#$Ntsf_DcK<q2VCGBpMa)jeUff!?S6Nr2PW5<F#*(6_?|W6$
z%cQQdzWjVdC_eY_a$&90s@WH+QeCsQUNE`Y{AH<0^8%~RbK90a+Ym5ydYw;>*{>>h
zAw^+(w`HoqX;!`+#s5wTM22o&?eTltHOV<ynSb{d|F{%)^2ie18q<Xb%eXloJr)eI
z4*amJ*h_6yzMjszr_T-<B^z$_?YUjESDh(Xt*Gf}qOD+Tf&WIy<}OD0Hp|qyX9u1u
zGfPOn{dKqdO>E554GZ)(d;a`+s`f=H(+Z^nr915ooMpT^KSGJgV^PJ)jUqCOLa(m~
z3w-)YL!7JBAw_6$80d=6g5>z;X$5OlZq=E(2;QnYs1)&ZcE#5-4(f+Ai=O9ij+E>P
z6<-_lb=Jj4A#F-W7GG>BD7zf?QLEVK)hzqzQYHrbqK}!Xgf`6BEXq;(?yrQ~qeGJ!
zC)nEQD$6*W5uTvs<n^stp<m;5YLG(Q4T;`UQ#NniwrlADw^f}dKNPrM;<;DMvtZ%X
zW2esC<-Gpj@w)`aLz^y@f9FbyNZV)o&afzEX+o?v^US`ftSh2Z8D51*PF;1<=GI)c
z&oAznOn+asyZ4|)h+3MA7F%#T*Mw=G=7`M^IF|EFu+um@!aG*$qv=imnDxbP*U!H^
z(a12nNjFErZSlQSyS2yG{&aPD<^EV(_2Qkg+h^(*ONgIxSi_u}c)HeT!&4i{t@_tF
zzb9&N9<D61=e4n{s9B-Ayx>85_ObjwuTrZx&-#B%^Gm2OR##YeXTrw=jbHz>*$7Tq
zYt%LGp<DGmFVSnwf7WC$9$uQc;Ng`!3hxRIC2okHm&j1@zSPQ;dAXahY97x)1|#{G
z!8=w*F>9!bnPhHU@Nxz(=ef%LHQOi41)H8Oh|znhdssC$J0M|_W4*uBnfuAdnpT(D
z3EtV!w%>QZ0gKKIyE|{s2(d{@vu+4Gb8oWc?CCeFE#k|~s`;0{xo79dd@1zV)StoM
z=6$v9o&KFiEb^Q}b|05Q;AOYf!j7)4LdFtb(gL+N>Yg%^*1YLG*T`CYUwz_Ivr9WZ
zSAM+pWWuYxk{yh9?nPdeN_bn!eYcA1(lz&tMgFY4j3o@uj<oQnEZ1<cauyD~;yCen
z+XsQ*b2_(`vowQ*PD)BXUM?>A$xq|>WP#(y+ni@)cQwD-XmdASqDU<1z|^NV?lD|F
zDrU09u$$*ybf~uW+GpzjMVG%nr_1MJ^{v!TW&T!?)`T<7Vgh<G9jU_IpK8Q7<2Z|t
zg@2wL*k>Yi=xAZrE{=ACrfa=Q3?AoxtLuJLS|raiwJhO6k<;X9Y%{ma3FTjO=9##z
z<>v)Uie<MP=?-IKYFKb|&sAB=^&8$u)ZW<O(JxY)e%^_{>g=Hfdj#zrcBcp@uepBH
z#JHwWv}gGfv9@Us4&_CklwN$IZTj~2(s}#N>BiqOjF_EwvQ^93Wo_}I!_G_I@@N_u
zyq);fap8B}-j{2$-$-2kSNqgm<rSl|U+v34xjHtVfD@CVS3MCd+jOCKF0a-b8PhY#
zn>KIAG<*}otY^L{eRV%W*decVo4B>Obh@W5UtcY|!6+-3<@&^ez17V%p~f=28~!{!
z{!nkT_$OgeM@KE@9fksyNlYHcvOn@%eerWg3lGl{Wp=jPL36J2t(4rlZOW?W>upyG
zWk^PNPJ&$X*~5BPFzVEgEoYK<J7#qot+dPxofqWjwlaAJ$Es%E%e-aDYxvS%{t-L=
zA=B)DOwz`!w{=WDh;EKd=ZQ)e+#kFm@KFEsrnbrzu}5wPJz2F|>vB(#>%DtV&APbR
z&-@Y;xB44v-mUkaWzy!8uTsU?EDlr(etGp|Mdw`M#HlAws4BW^`7Jl7F3oMXT7KI4
zqyDLd_u4k9ZejfSL-IG*%>G%o?{v;cKG(H>r;_9UJ<~;gO@GFJU%jtT^fvFBn4gjy
z>2nvFp6uSVK%{$8S9r&4nWsGNj~7iX^;GI!B)xp;;w6uHEDpz}HY!c*Nj@ej+qbZF
z#qYeU>$G&O9v)^|^10@ph1Y@q=kBy>%M`L#eduoJ^2;o)R+z4GWKH~6sfNc}&Kb<z
zcVcV%6x|csWg=ca6mS0MYj$0cVb{chyt}gwXkY*JDK1;+RP*mGftzeTF10!P&ccAR
z<yFnr<I{S=_q^%&y*JT@)zEN`P2#~Ff^(M`<Yk_|yvv+hxc+0I&w~R?&s{p5?)ml6
zlS>lnU0WBh2^`&V*vEd~MyIWx5+`I&)2cWb6eP(RI;APlsH<Y9&7moMI&nV&v#xl~
zPTRa-%lzAn`#8^>`WVJ4v*qKBkjLda-|f0;@v&Vc=jn;38A{9(FDC7ok;7^1&?(d+
zb>-WpKT|TM_iVJ(+N##kee(0sO{~AQ+Yg`Q?c^*!d8s3YE2De<!-RFY(%ig0?^}w#
z=XyrC&s%-k)3~}>Mdp5U`|{nhWwR<imVDTirXJn0Z8g(-`6so1_t?dS8Q(gS?KW}6
z#Wb!BUmUDdn~d@-l)rh*|LbCvw%<|6IMm|D-2>*_kEPb@gzSwz>dstl@Uh)4uT{mR
zVyR4m?yT?3g=`harX6tGqnF=wWlq7tFsBt!WxqhTe9mo&n>fKY?wxphn0LSg`{}dQ
zm6=wH`USR>$2^-nH>h!Xj9`f7^9j?JO?tB6z~WD(W!`zW9zWb?Q5CBF?%@a4nkP>t
z#yxDz+UY+x>0?!_?+GTIehnr4^R~KM{4bsQ92KkY;e8<fk?ymOOFDTg{LJd_Pg)jl
z7U4VT+t;s07a4jSn}55FO+Rv3j<sFrX+3GP#edC0n%E}B)%?HrvC{L#t;icMCLU4X
zdiC+$nkOfBye(*5z2W6vm%Ppc)4rT~_TuuPxT%Y*tu&(e?{m98x;KH*eR*7ew*NHc
zm>i=bv%GyL?ygEu*t;rKao_o=ivpfE^l)$fBrW@3$HzrqHBJa#h~4+uYQd^M4YTiP
zrLeDHEJ|fwdgxkz{P!h4dvlayPfgX!3|6TT@KaKGFd=DsXYO9J2P*^uxZCZDJ|x<d
zNGIlgypX-`($@Nu-<!XSshLzMO--%qP<l0W&Btn==8(N=UbEvHLLN;J%$c3^_D|a<
z4R^hYX2HEFv4@sTX`f@jpL4(P+MS<qM_b(cb(12OZ`&*R@U(38Q|*k>^i}#|F-N*5
zIaH||g&e7SqP?%`=)2>GWlHTXOq+V_x4d)C#7e)Lh5SW5lccvkTb3j7C1_IPv9ROi
z%c{0X-?+AL>rKT)=RQXM*>+R6!tkh*ShUE_+q=%DB-WpsXx+v3@co^@54*13{l4Q=
zVNQC2Vb3oX%aYqZ$N0?8%{ybTsA$%iv?GQx4kwjQPQE9o$CtEAEQ!0>anp-LP4zu{
zblx;B@NT$!bRN6J@h3J<)(C!``ZRa@#Fep4Hw)I^Z4i<YN#3aNs4Hf2$fVeBTRD%;
z{2Q7yMMTHg@*Yd(@o$r^l$#}1q?V*Uo^tVJ@22m{8<~%k^vaZTb5A<;mPzGgbFt^W
zJQktVt||s=e=qSdx>vz+i!UQ#X@G?KiLSXGbDrmOz1>vNSiG^Axl-prUF6>YhePXC
zG`tmOZqN&gwNskyHtEw!QS%8F#g|Tna846={LC$7mYw7J%rwg*KKD#?V~Z9o+N$7L
zb#=4m)U9(YrcVlA+PQI=P_f0)3k^?FzD)8gQ(Rbb+qClH7VnmMS8S(idxV`X+?jl!
z^#0qKU%f19R`)ONYdv@6^QIraPaI)0T7E!Fd%xK8uBUt4A3WME`1aZI6MvHG{3|(+
zw8lPlkC>?DvSsyx!euiLYXw}0V)$X>A@xSKXWgmO9u^NDtZ;2ulFeqyE%a%d(TyKV
zwavI?mh`!}bSk87Zpi9#Y+5d$p&jO^X<?bB^Cs*d%UWN9eSL@3UaUOve38f|-wCUl
zZmEaeaL!rmf93z2Wq|@q{3S927Attq5eq!Ry818wq+^Q%Hzch7*YA0AqhU4oRm-?<
z2Uw;V8Z1oZ^vPK9eA~N)$JX2FC^tNQ^e2yr;j~@f)`h3{7fo4`nW*IbSN_JbKhgym
zPgb`s-IeWc_9pb@GxL&wJa@_LUG3-EbasUNuT4!{`}gHj^ZGB-?f<{;UO#cY-=mcc
z6APLQ?M^j|MwMRtw|{#5(*J*2?<eN%nXXV>d+@N+$4}S)*Zllmzv~bGU&}a|zv@L<
zSJ~8^b|^%=InCWCsGsnOyYS7^`~NC#Htzp7bJvp#OW)Vm{5;G5Pv~&y=j4AsmW!X?
z`fu|OS?hQI1-<|Oc=~kvyY~8>e}3FQu_ylLlS{F6fBH}7$0mvhE=#d~zF@<9W;Mmx
zQ8EQ$670sBllNTnvN>GvOCa$?QTUJVLAwf~KKya({#tmo-#h#2{-266Zu_@~?!TVI
zuJl!V5>xrD^L14WPORTnl}QM2)gLctKcT7m&74h)^<71S!nwj$!<dLr#rLfr-?%E&
zNtKjmUTKtGztZkaJb(YMaPd8%kDe<u3mKm(ex<qBaf;2Z856FV$*{Fdm!9y>P(GsV
zbN1DM?~m$#d^~D+SZMlb`;Oh(R}Pn){dA3YiTrEc8=fCijM9a^+<Uy&ZD0SZ3I1X)
z85i%F($1cwv~k}u@iSZ2s#azjPkAPt{-#@R6La@`Ki!UbD{FQy`{);T%-)iJf!K$I
zedi18oI($-KEk;64#PR_C6NucB<o~6cE9*}tJPg5hBw)O=ahi<?A?y@LyMMN{hV>_
z{>MFB={y@vA3l<EH+;9&>Hp_m<1Opu9;IrW6HRVo3OoI$ZM$sQ%PsOnd@o!T4`qZu
z4GHO<#=7zqx6z{967?IVeM+XqA-9@urZgpQ`<bi$xm>kjE$7N+YoXUYVYbaa4Ek%&
z$*~DAEWeYc(RjSyJn75|=Kq(qud+4T)QjwRu|(yys7G$z%6IPJKYq@&be8G9k>R|d
z_~mhx>X}bYviwW>nNpiwacW!gkNmGE3tqk2`!LHoU^A0g;F+kIS2n*s6>w|aK}+r5
zSyvs;U;T4x_e)X!IiG@CPVgVveY<Z0!;5!KYZ&8y$jj-~{c~S9PbDSkVNY1!+ko>A
zFIG%!cM#g;!N_cIB;<!Ff0OgEMAL(k_jF%fX?<_Mz2V{JUHvMZ48|ulo>(8LmFZZm
zCAy$NTw=cKxp%#*3NAeOxj^Qn><_gfEypa^^d_}SZsNrW5!UA_cV-$~u$gE-`+vJG
z^S|jazqx)*ys>`H{%awO0?}Tx&bscjYfb6qWBc$*>UQW6yW0v3YITm+`ljo@w~(-I
zGpjk>-X^9i%DC;wzEbbPZIwdvS=QW4+~D1H$+Ew(Q>!;^UeQ+br3oz)P6|ynUft8G
z`EXaR9H)F`@zviRmx5cWg%wwQ2|3>KXS#xm(c$R=FE5ra4SrIs7@D!1<*2q(h`CO?
zYfW7fM~M{M7N3wcm!6hH21~k5GoKf@r<3>FgYAd(XRV5jNSbPVX0w(_Pnxv3&rYkX
z8|8f`3VuoLiWKg4OZ%#m^~&q<mwnwI(gN36PMT`7Eb#hPj;7zW^RGr)9Cur@EHr&0
z|9aIIo9C7Ag=MT{y{IejslVrZorbuI+xdT!>MZ^)n^*UF_vZaAm-naCN8PTpUcUF-
zeg4wU&MAH!N6y^mPFI$9DOwcN)L!^w*Q$_K-s}BAN1az4Uw8k%YiE1If+PBE=l!Sf
zaojrG>>aFalWVv1qpRPRmq&hF6R&%5U9P{dR3dD1=|w|nr@6|HqMyrmWgYrs(Zzp!
z=eiF~ZYQRi@2)ocWSGu3bKeA)@~sz-$0w;eZ*5_}KY{gCG~e;GjCmV#pINI~bl-B(
zzMpg8=R~17u9DfQ;Z4Povzh}LH?63c#S?wC^-l!nxmA`?vKHNKp3z+w!#8Ctmbsf-
zGW(AQ`?=tIomEr#tv3ApeQCodW!Z}C(#*VN?ZHQ*l_O6j)U9CB|0Tg%9C&HPfoZSY
z3eWb3JTRT^^Uhk-qMOTg%LdcVO;@`@8#imD>Auq{s9V7F++C}nZUs~NdihAJUxB-q
z?#x*B>D=0x^WCKi<fIDhG7eN;ZuqRsTakUd;Qp)0iI;Cy9=_Nw`rwZT<GFs31n>0S
z|DMfxqaB)_zb@tG_qw2l*|F<n$}L$0p8CF+=l#LBu|luXZ+oYOl&6L5iubo1jxaL%
z8nUgB%r~#U_jui;Tb4OG%O-yNqW84keu?&tv%#q<A0JGtP7br#vCE9F{FRk<VxOVN
zt!S^><9Q{18!m60GdX_hB=+i$KfnE*dw2DNnYICJdHz|dOO&GpPTou2!Ro1f&hf{W
z^{3=A_9&d|ORVr-_^^y`r&_9Dw@~-KPgB+FCfigTjM#tmLf$2Zohbr`otd_IhVu4o
z{B*kTZg0Q8LfnEoua197PkFn}aZ9vbXBJm-j-2O`DxXNH#=O}kL9(%*dz`kPjS+J8
zI3Un@`v31=O`^^9cR%Qdm23Y$rf=hR$yfHk0+aT&TRHyTR9^c2mAHY%qk~`MB{JXa
z%T;Dw#dc1?^GW*3t{_hham&xePm{WjIV4817)$rars*oF#!fv~lxM_KKJ|6h(;2UR
zZD{j3Tr1&sX+zmYe(BRaOS*Np_3l*vJH2M@m6wP27>B$$%xCiD-QlDslG4VPCx5$s
zCRRR7<9yEa)jFT_cdlI!V{lqBZ{}CYeMY*{d~<3|=2#t1s<_p2%i#Z#{z#R{eQB1G
zU9(%wpC8k?VAz^0`(MYK_p4}o^-b@nU&Yxkb_dT^pZ`zQCjUFH<F5tm&)?38Du4I;
z^8P>XVy8v5B+A!pcCotMboY19{+8-He3H+6rtaTtEth9wxBGEpa|r)Tku`lfb3gUX
zeQ|~9SLfOfXN-P_zAN7`TRYPHgT5#4+|L4>ek#jjs#`uxZ;&bLd>MK|fTdYy--%f7
z$derQ!kP!mwJMJmzcZgEbin0Xv5Is}`7hIy`U@3i|Jc-euRKnPKe%@8sv^!AB~0<*
zQxjx<vBmREzoJ-Br<B)!YT1GNmkNRtW=dMLy=#h}pmp#Hqt6_d#ilF%X?88iTNZ!d
z$nR~x_<7`3ZRi!zSdwC9!pN36i}!8A$$iNkJOQj<=I|bS@}ugURMBd7z8eqf3$M)3
z6c34*_3F@smCNpKShD_QqK8$L@g#$q{<JfSy#MDY`gy!MVeG==x!UXrU-o4~Vc|CY
zt3I(3w<Y{@F8n_HXZ`K&#HPq|2B+7Y-!L`vron?ZixaO{iXFa`eWC5Udg&RdnIR_K
zCokOA*==c@R@uiXv--#Lw`CcR6*SM6@1B37^_*?z-}E=l&+U%Q|Lj{;_ul6F=6ThY
z`>VpArnXBnWb5rK3!b{VU{2_h4J*Yuor|)=KiB_w8T*t|{l(7ZU#~2!+_lth`|_tR
zO8g(!f1EeXGpK~`Y2+nC_p%?;la^>0Xv{s@72OcA{^*I+1i|SBJ%8BLeyyAO#i74C
zYFdrc?RnFb<-0V@zL_jIZp%9(<Nb||o38MjkIdM$T=bmwq^JBp7@Zf+&}!)POx(Vu
z>Gy?pUEUcInyY^waGATEnbm931`}tYgd_#sON_g3Ut*BkzU9zm^JS}Fqy$CIeQ^87
z^q#9BhOJ98Pj`e~Uai^S`+oTXv&S()cLh?q>YR7%bd?aAefEgYu{&kga?alETt2DX
za3#a;88g2{p4)JI%{hZfnKw4vd9x_-tfk1|BiU!#ZmSobSvAAO<n-|gw{^By8m2k+
z{gi(FE&XlMo!N&t_5Z1rZCrm(lgs0*+pG3mQP%BycBkCgzkPo|hj81gIUn|CMol_A
zd2S9znGtuTYq9M64VTVrKdrwq+G~>fg0r4?R{j-BQxA5^3cKb%|J~_7SL!{&y$(6D
z_+PkOYk0rTCtYQp@Ycs#S}a}F;R@;Ms-=I$^S4WHa<ZJ5{K?5pD_-ZYz3J&cro6Sc
z3!8#0@(Q+JD|{9^gKzHLfE^p2Esfxc%x_X$WB1~?VyFHKu3RQYjuy*WA0G2rN=#0Z
z{!PxWikX`>V?zFh{|l!rh+Gk1{!J^7-`Zu8pU1oGmk}u<cb~2|WH{2RBDe5*eSm*+
z-Fb1}LdLt_kKN3-X7}Fs`EudEje)bLzYz=c?roD?x3g&1){E|J*2gEF*;o<tzWnIZ
zJ-xFMr53KA=D@J{wO7$nm1f?V56l)Z`?VI|UHdX|g7dYrHbr3^^D_SWNIdwK)V=-G
zmJIRe!qsyUH1g&i=-y%KHLv{gLpFb}sUMD7n%I0?bpD^7(T8Hg6S*r>M7kbc+Wy&5
zbKR1oyqU+hJDo9M2#G!BCwbrCyYF&Gb+Lr-TWtR{H(LMlzf&;lj?rnUb+e{Q{WE?m
z?Kd|zmS=C<7K{6Qb!#WOF5fy$%<=i6%}e4}7oWWpbu`=Rc-8e47IzZj{<C^+RMycv
zWUq1*g8nCZ8m^yKaz5NUN>_*dOZb;rH4IrEySFqv|F3f1$w4XYj*H6+3tpv9nf{#>
zYZfVT`>jh{mib`0Uet-te^x$NWqCI6@f)ttsAOhsvpp}D*cbjexzoPp>HRO<j@>(F
zp5k~N-e2r;TSv%N>GuwE*_1U87fv-5IGVEN*G+{ZZ;#eAia#s9$iL*#t)Edjn_@F;
z{=2@KH8(eoH{5v6v#XDyl=D8_Dw@0h$<uJvtA7qmC<)8y$lsN)EVJyI&vS{%b88EZ
z&aTqPRr>S)M)<M){MS1K3Y*fUb{?PIy!kPgz4g^q_f(`5dpN>Qdh``?Tx(da8T;h_
z#V0?$Z*cOzowP98V9V8Mvlg!SoFZW#n|_RYQv195?>l~1J*wz$7v3}X!N(Sx^sn#D
zUcU^mnWK~PKKD!HHO=(2qnG!5ieGT4Z;z+8{Kt;Wn;lR6tYrTdAF+Bm(^zTR@g3iu
zr+;RCF7EN>Vr=rCyVpPJ+6xMltNo7J=i2t;&E}N%m#j8d_qDx>-?w~iz5HRt+L%R+
zN2}|0&!1jyWOy>k_NQ6tvAdVt&T#IK`S(_WyW8adiAQEnkKAjMul_Ur#%-}kBmSt+
z{Ry8#+nKVf{sxIZ5<KN6u&z_P<w3Q>oH)OY9n$I=)6}N?U<=$|AeGcQYqFU5lw^Ce
zP9M*P1!pvlm`~#uSnYAUo!4Bfpk%uEmAe~77G2?s{kqO0esB5eJFT%ZtqTQ=Y83d^
z3CVOcH=I!}40z)pGbdKAqgjmq$j#X)j|56o&M`6-e&e5MQFCaAaJv4{BR6+z9eMa$
zcbY}xmBzUi4tz%#OBDDPC>QRy;V0w3{-~hax{%LTtg`i+#~kG&&m+Ei%sJq8#%+%C
z%D8vCP91ruDEa8l?zu}NMA$wr+jgSnh418vGq29BbA6VPZ?%8wLqWGV>3b6roo9sI
z4)?im!uz81D)+ec_k7M?bDnoV!~6d1%sw53KS`}?bu+Ec-<Q7lM>hBGU6voaBR`b~
zzkL7f_I<<F{f}kpkH<}uI@CN(Dw<!{Iy#HvvUFBX?%AcuD;p>5Vm4)Xdxc?BaC5O#
z{*@c2H)JTJEI-z_VZzOQNuDkz{CE|tO~1))dUDvHEUQ4#yLYc{=5G()sb<rpl&0vI
zx)eobbyRG=a^sYQW9G_@if&J$vN~e6T@iSgyK>{#3-6exNo|Uj09j_6zL@RM7XB*=
zFC2JdWN)l&jMzR`Dq7N$_j&)78v@IYeG?5<{;h1f$v!CgwPG;yVT%CfR<o>}T+iF?
zSuNI@t9I{P>So~;c$Hhn^iW{es<y<Hf_*_H|4(U{Op|)3;rd-JiuF{Gvdoef_pXIp
zGt1gxt;zMmfwz3hA_u-J1@4+$Pr#ht;XVklQ->`A4$Cfiac|m|y(<pBDsyDh*^}Gw
z#(wwN6Xz`teKhJj^kstCp_`5A&-lb{U3hSQbxOVZ?JJwlMVP8BGu?E*)@GK1$7ZP-
zt@1{liiNfz`S1Lf*uVJ8S#hzT^UGQN3GY1521>|kTBv-tlvv`iFL>hC=LRt<X|MJz
z-|cObe@Rj0$=}-^((ZFvcb;pOyz;%@dZAvsPjO&&-`^XYOa5>Rc8c9odGWHMZdTss
z9$WVLxegc4&)aFvDL!##{o{ELlTUnEo|Z4aRd~}+;XQue+{7H)pX_<v|9Mxz3ESPj
zxo75=%d9_pq$Qwtle_D8?Mn=$<>l<J>(cyxezaa%{_M6``PUGY*`4nrBbPr8v9^wx
z$hmKpo#!Ewx8a9opWG<-{I~C`B{!y6WhZri+gRCOt`YW}oqr<FBKy7Vd+RMGM!lc2
zo2C4ZW5(RGcQd2?^*iUMocQ8*=u){<vK0SAo)7G4{}s-$c_yr$+N6Hx>0j&J2mDzN
zN^iBOKX$iydeN%mnmeb*E<gSA=GIB~Z|Ckg#^7HmS91Er(K*5?hYxL5fBAN0{qtuW
zPA64)#P8h^@iTj5&U)20wf^SR-VDu;`RleWu5~%&@#yTQzQDOBa#9a^RJ_x@zWule
zoAkqF=2LcU-~Q$Jo&Rw+0|jJH*quK4H~zH8_gWj-cgH`Uzs<bv@Iu@0bL|E}Q$sXV
z_jOP7Tl)5Ua=51At!&qN<~1P`OTYdX(!RLv<LM1S@5_Jx+&;zg64SheUwJcK?q@yP
z;{EmS?xNyQv)NlU|DSzt%3G*ZCoH&p^T%uQ_j1-e&P&jHAH+4^{OUR0rOVYH-(@cP
z`@T=P>Tve?yxS&zZ@cDu-&CLW%Y503-yP3R?%Ls{b2O#(yU?B8v(~d;+_mnLn~m!C
zKF9g5zIY$ls;%o_v*jn>qTS!W?S0((=B(Rw<<~98cka3>?sxOWm4M28{U=;D?3b6C
zzg;^2^+Kzu7Virl#?HPIs&F*R<K~vyXn*s2A0FH;+jQ*ttD-Hk)!GYB-xQz!z1_V1
zRdBt*waZcd$EEIHm)U>)>~}Gr?EC+N)*cmkAMKsKc5d0@pEK=m^Vj_QdZxxH>1es|
z^AeYMYxk8?cjq0MsHn*L<lt`Z_|qP)aUb>^pKDTVdtAn^^vC7ACsW?9{P<^q|MTx(
z_?PGYxnsY_@`})*zX7i=%hu2P>3{o2jnssnKf5nI2$?o#-L2>Qe?&0`{N&xaKJ91l
z%O4MwfBkgMy?USjYl%z#pNDU+{o3pC`F?Ga&P)04?eFiIUx}N4GtqzfN9NWuFFX9I
zzjg~A-~B0}+jgqadG5*2J3kyts&!kfm)oPUzhA~}b=>`bf3vS<ubICvbp16u=hbm*
z=XPy>&R%<J&+<3_etO^5IN!~7KcsTr-5=XdeO`3zb8}stlzn`r(W%eYYX8dRkN;U7
z{lq*#X8Na^J1llBKmC7y-;?xF^3-SjL!Xw<`TTR!IgRt#E9Nh>+26d=FWUNUzu#)B
zt1fkh%2z<*%U?bG{QIXS|KBdNpw-Izn>o(+f1M)e_xv}n=kK1rJ9pRpwq2~eKL7u}
z(kIGu>mp?<w|<kf`jqu{%If*@Uo>~y?|)Wr_%W^IiEDHID&_NeHPNz_fsdI*+u|oC
zUwm=m{fr;{CF|_Y$IO42P{+<YPn=<S{G75spT9~kR<74OUH>njw{K6|FG;IU)-zsj
z+4}sv^}dzOmAqfK)StJ$IsbcftzB`X?9c2ihc4^;MLz#&|0UPs{e_9m{JZPEwDjfd
z`@8%4#Iq6hj_zh_Yn%H1%-d+Ie{Y_>{qH|Z_m-qMH|MWZUY}PJEPFEm<Rbo({F=A>
zww0t9UwMA_==u38>X=OnRvn5ry>fZ(uj?XVMyB`HCq1~V@0a@VxpbxXV^in9EWO`t
zi#{<gX4|*)*zb7@>lU1_n96hC;eDjkd;P_aZT02+kDk9Am-xixhTE5(W7U7Yy^nkx
zoBWrjw|wh2NvZc)Z>Nab8w9)v@v7NZVJ!82(LwX873t>t)*jov;$x%K`}H2?MpEyk
zUVY}9eOd5tSCdQ6vEQc7wtpXmmz+p8xwk$M<eJP6Kb=iMs?sy|#5>;z{x$dC!_UbK
zJ;#3c={{smX12Q{_D?{5z2YIwRQm$Oxk3-Od|aOYptaKf;{*A+{$sQMzrS<98004N
z`e(d0mv6DRam@=W)w0{Svfuo_mfo$_$7g@$FZuXv{f^QvHh=f6?EkL8V4t$${QXZq
zc;w$-=lNP${Pc7B)r>vyhYy@To>_DHM7;5p^A{@iw{6H@p}U_e_k6~l_cw&*^-rj>
zb9gk{?O)y0GZk?rf9_-#Cwrv#8=2M081HIkdVl!p!-XAxzEz*B^oh+;+?EqGXP#Z%
zoYn_R^1e%C8UOS=Cl_Rwy~qA;?ELflKD@lS>(Yz7uZG_z+&BF4*?h@u&8;TEzI&}M
z<@}oU<c+`m%vm<~-u?K0<<6X$xDF-*ohJr9n9R`9#L^h73d}V&GB8juPyn+bCkTdA
z7NjcZ2PCGaf=;>%NGt;1B4G%=tPp%^pKoePW};I*_|9zw0|iSn0|iqP1JF62occle
zC5a`ekbAv@Qj5Vi)xj@fcdaOK4+hJFZQ|tAcL$wbYGew#n~YQ6-B7{U&<J!OAIK_@
z3ed&sMxbNWzyhF?L^&asO(?(&aRVD-fiT1kWC-}ac(5K$eK(LH;2YFn0-zh;%|XXI
z!URC~wSzAzfC+#uY_~vG0lKjre2Okig}H(;=m32K1+W0rWuTkqgHuaD7lrEwxVS0k
zhon}NDCm3UCZ?x4L1||w?FkMuutt67{JfIXypm#&nJ};DJLcu(gN=fCRo@Zr=U@f>
z&>&CH4PCHX4IGn8GV}8wBB4Q^3K|(DB?ZM+`uYWlc`1p-dIgm!i6x18`9<ka5#5yh
z<YN8elEkE(RQ;mVG{{x)`iTXZPz8D}i6x0{MTxnodg(>^r3FcqdKo3TIhr6lz>enB
zcginHNi9+U-7XJGMWCZrIrZHXOh8KXgHn@A6rvT34UP3IEG#W86pSqm^o)!xEiDy{
zjm`DUOh7CX0}H4aL^J$INT1BSY_Ktq^au_L=ne7%9U29hW%(uX;D949L`)3zEX@^+
z%`EiHObiSR6^zYH^~{aHL1bYD6&qr~K~_MRSeWX8&O3$&gsFig1pyI@b~vh$0qBfo
zq@vBqS3%z|zbH2`2UN5rCn^|X=m4F>i&KZQBS;6QzK=7cg!A!&(%}jQdKMrveSH)R
z4M2=wM}?B2Qg9K9)gDmEf^1J>aVqFIVg-H2qRhk`@U5OWuVFGWp!8^2BLi5Os}IRu
zAiFWb0%QwOZX7H}%NiNLY7WvaVTx8T2cHUUpkQQfu4iFvWMHfi3p#e&#8|=H$Vku7
z%-qsk!NdY|Wr?w|o`He6g`ooMAZ=4KJwsC?V-p24LjyevV@nGY(9I=KF#{yFF<dL?
zwiK9JgpHsQ6v4Bwu+%d&GcYtmG8bV3NUbqkg(=((2s>gGEWuZ$fNuN))ia<HJ2fu_
z9G}LJfC96@g{eO5%v%FfJtK2t6Ho!Jk9<Xnsh)+Afw3VdWxJ#nCxe;<MuvuZmWC#f
z+os%d64Q$n42?hvKxqkfvy_>Uxt^twrJ1FIuCck9o{5=>g^7ZZfq{X7p@E@+o{_1s
zr6I_5kSZN|LN~M~2OruExjF?sQ{X(J+g#7cz#QsOM9Ky^xhS)sB)<qFjf3(5QaHF}
z=9HusDd@Z9B$lMQq$cO5fU~eqYF>IthJvw?0kkCo3QgGc9u;$9C!Wu1HsCq-zLHCR
zw=?U~3wc6LuN<aYyy-vojlsk)c8TC30lqzdn|fz#@o1=ve{=p=->F@zdcO(m-R)@h
zV&P>sOPThQo-NY%whFehOqo`vT6KEgRwb^JXKkw9WMAf0I?uSMzrec6{P4R)ZPIof
zFV1R~+`5zaJ=Cmm_Q_lFZ!T7JxCS;H(zDpR<=fV`f=XVuuWQ}Owtw$@F8;{#96_N+
z%;n1Lt&4M2cU`*^_@vN+^~v=Du12@NyU$y^zIO8cwZJciF2_Hr>WO&;E&6ic%b718
zB|S5>7OhdTieGW+)%KnFXP2yg*lDN!jkit3ZsUxNJH)gjpUiqWRl_?%XJ^T=M>DNG
zuJP@7_UZKLtZkL2PVO}Dx+Q<MVCFot9cyp!m7R>57oUG_2Bggi3p1pY2ntbf3>aCO
zqO?mv%^<J@B#DxC<E@basKpCzndzq+8YmbW8G`Z*Ou!H%0ID5e0;V7VP~i^~Fb4^M
zN@=Ko1&9wS5utoX5FeC!pnNwFA6EQ;k_XZad0-E4>bqp7L0eg%<{>fn$66@pr-Rfv
zLTL~ihTRmv9@9@ZG(?j%G=&NnnuGHetcmEFmz<xHnU@Z2Mse!9Wfm2eIA<glL8>w2
zjB5eD#nr?>LD$U86l@AOJ0fxt$h)AZ19=}T<(pVilnL$>=z-capwQMefHOhO8GWBb
zsCAHY{ew%BO2C~BP)-HkWruW$tC1ln{=ue$q!qw+fQpxJ+?TkT8H4l~gR6az{RRpk
z$D4slWbh&1ATiJ(;NVgj<S9@*Atgmnl0iywgbD*gka~<mntl7cK{tRpf45{6m(Ucb
z+vy*AR%!45Z4R@yXzRSb8Ij)3XZA42H9$q7BH?pMyszQ=RniV#|HCWaxmi7!CGqD4
zi}<Q`TMM5c-Awmg`3)zvw))xa);e|~RBZi{^GZnzYLa(6{jjsKYU0MP*(a>F{81Mw
zRc$R|jZ|nZ{>wN??1-=NEw@vDS@<V>*}Rvr`i0F_aHhh{cwpCqeQRi94psx^Kr;%M
z4NkZEgn|Kl0T@Ow*q+<Xd)R=7<-)w+J4|dool90$im+sEs+X>738`!7FE<juBXBfz
znZeG3P2!iQFv|Uyv`Ib3N-r(@%*G8XR~$OwbBFuWstuiIXC+BWeSNz-BrH{B)%h#S
z{MR1S@4dTl^U2qoI{78efh7xrtmeo0x%_>y?1!i5xoz{ed8PiZH<tgfOkOt5=sMV6
zn0^O48SF(vW8^DQjSN9$0$74bzk}3c_}%rKH6ODgkL$&Gp%u&?$L=TEx&(4<`fp}7
zFHlQ9a8I`%GmH6)Wjt9dEbA}cdHnTuhsry<?ZUkZi|s@nE|Owf7b&0^@%Dm%qf618
zhC-3BbMkMw-hNxj^0_p8_olRpOU~bB8$H@?wIN`ua~b2gmva_owtk&|?%eLb3^Tvz
zPQc}5kW0ZnGeo(B-pCMC>VYMQ^fE|2hL=NoHgX;?5Mcg2--%lyXYbdP1p+}ges8Z-
z?+t!=;h<+DSJ{*a&hHe?rLD1jpQ-n(ue`fL<<xC{<*No+%l+4%Xj@%;JC*<58PS8d
zoDZ@U>`HT#TEY-iM1#eNbUjEthU;zncJm%F;Bl_@J;=%uQC~ferCqz`_x9%pJhkj5
z2p#NjVJ<IdQ#4v&(VDU)_5X=Y)BL)&ymk`bwI^d*!soh$A`z<-a*t{;z2y^=w(zLF
zZQ;53?#BE4tG0Uc3Ca7LUU#lOwM4)61;4zt!Zuv~1Gx+A4?_dwODK#CL3IvTf=Ca7
z)MI!s^uk7PZagqAxS)|i=;x9pl`<@vlm6beS!%MbW}Cdf*URA9N?#^QN?qRKJU@0$
z{@pLy9Xc(>N#|UWOJ1l(`_&yuG?(h?C`(RfeW`F(Bv-)p%IXybokwlntgh3uFIe3;
zJK@lzl^+()d;LHtLPqJ8G=Jk!UxU?VWqCS%{NC@*H-`wG=b83kf!Y@5l&NR`mb^Pv
zx61sT@%Pd{>z_~BzUK*h@i&{PxWWeHC2$ZJqMWL4WC*H%!4i<Lfj84&LrS3X9hUnc
z)q=U1g07jVv4WA2nSzl*iXoRds1nQNG6Iip<$!5jGgBjl9FPoxWuTD5mBE$9h0BR>
zmzW!Xm4IDkY-9*(5rEkc7ZNN>LFzGMug{mSNs-6pyY11Kh9zJ4E&7k`__62zwJ@b)
zSN9xPlCLDwBbf1!E1u`z-pdj{e<{73dR={X#{Wg1S~jTbxW{v!O?u#VXqRDipzTMO
z%e6<J+sw3DssG!3a&s0Rw_iTr<`b>8QC2!Bk6m}IQr}!s#P{@@{M7fJ{8h}4KIw3S
zy#otGL}dvcqyzg5y*vR0C|CmGWu$I|0l1Qf^cBEe3{Z;$(!vi04;2O{<`oAN<%7Gw
zpt|0(Brzv5*)cCY2Rf!0T#}j_reFjy2+=M;G)q9bB0N$v(=$pGOf1dN+xy@~1(M?k
z#s|nV81WGsa60RVg2>(9qUDycJjWC-XDYI^Wim&8alBmDaB+4>Mo3TOllQNcja&7m
z6kGD!PLI2_JWQMa%U#Kf3)>wtUly2k3v<}^c?p*>tZccztfad$+NpVGbb5dAYIf&U
zTn%+BW#95z??%p&d(Tl@EHw9$@|%5nu`_lby(K><pjyKtw)u#n%HD$Cr_@<y<@^p~
zi~CtBZ&TlO{;HD9r8A%MTP9jW>s=_cRa)7#sBKkdR#Vi!$EV)BVE=eFHo%T0HE_yu
zs|Ur$`WZJTA3ARIDEQcS&HUm`+2_8VRO^s9&3S&dQSnFN!ocliNrieM-nV^vlf;*P
z+*XjCQ*!h(cSK?18eAy?6jtD{H8MqMP#A$)Wnc+Nia^{t?L+tiSR*5FD+|<GLuyg$
zd#0r3m1LGw5^({nkuj*<htZM*l?_PA8DtAlZX7g&9mb#<9qcW5Lz<imV2w>cgB^yT
z`&dCC1-fGubPpNmN>~%nJ!D8%!J2@Eb1gx!3Azy0K*7wyR3TQu1S|~h8G{1a(g<`1
zk11&I!OX-&Ay&Z@G;U&OU}y<qTPm2DgYP>t1Bsd%m@Al?S}K^BL1^ULVnGdc&`q%h
z3LsGs%L47XSg=kU7si?zn82=#HLz4LG%{5%F*61wBGhOHhapn5!^S~|(KWH4NJW|8
zAynoWgPK~HW!|LIS%(b-T)+S0(!K1uLFYCnYx0T3jQYP8<k=sXcx>f@X{~E?{(PUB
zHit!P!o!SbeeWu!$jwSl-je>ZT{@L}-q%|i?3XJ_g>Fdd-BOvE;N`tvpzi5~n<~7I
z%I4Yd^u9d4WR--sy>rQ@ytLJGrOtntvgEyA<K<_E!tS@56;yBiCeCIs@8gnnGn?!}
zs@}edHfQh-+?E&8k!`=e`PsyerqKyZmdfTuAqF@7nqHq_oz&GHy7`qz*xZJ||Bn_5
zPnlc&^RlJS{nnCmN4NE<umsg9X-(+r$#9+`EZZ?}Vv%2oiq=FgM;G%cCC>kxwzz9~
zgip#VcDWUp<Gtm6vU2z1PtX2e%<s#bvxloMs?O=uikc5n{Ki@{CN?K<%j(z$SxaYa
zjquTHH)k(N|FgRA*Y}AhR~IKn{ctJpDRj7X;IHV-i*BKJ>L1Kpy&p&62@Z5{LNqo;
zX+ePJvA_~o3r|Q5399u#bs*Zcu%J;%1BD<^vM0Oj1T}2Hg$$y$MXyxBH$oHR#KBW^
zLYrBfq>dBAt{{V!UZB7Mm3by+pz&aHOHjdSY!12&8glcPv8kbgu?48$vjp8qW@2up
zfO!F#kuk_MNa06*A!Kd_N(rD=6>I?3(9l#t*T@t!-f9H8l@aS@)yAfv-Um3AL3$xA
zGH~6DNL~;Yq$#Fr4zdQ)7Be)rgxr>mNFSh-h<&)#7!+VgJ|$QbftnPUMbX65S*->F
zZQm=qBIoJx1zx-?=3)`Sx8p_YEjtGvH|Z6g9fc2Xn~P^JWag|n^WQ&BZOhwvR;scW
z%vV?T^SP~TIqJH8nlg`tr|T!CmM3}3D?ZPZblSV~zF2$layQ>sQVsilzj^eAZTad8
z%=ZL;WwA!BRI{kvw)c6R=`-o{5I&<zCJF^#rp}vLnP|+^yRBHgCT`c;H@5X%{bv<K
zCVsxcd!0%Autn4|HI>q5iyMDETdcU^$o`s{F^5m=pTYZT)0bB|yPx<jX?F=-6urnS
z=&IYU`kvD7TtD;oKK{9?YtySqSB|dp`*|TC;*Ozi{MxV0$KD>}Je(8s@FSz!><3)W
z*;lM@`HZU&0R<O0c#X_Z3lUJA4VFMJM4a<Wi!xJ-{8GyUf^knc8G~9!6qO?;plkw8
zVTg2sQI3FYA<~tDrYJEXuN7u#s9<Jbpl4udZe|85pHZ77U_+5Y0$L)B)a#{<z^Ml*
zJP4H=CfJ)W6YplV7znh!|146xb8p0-$h+^FIM${f?EV*UoBcw{mPRS(9`Sv(lY6#a
zaA1m0J9n}`DD-Ra+9j<o&id?e<lY-{=z)!Hn{tVT$I(e5El<i87kt`yRj24t+Faef
zt*_L>L>MmaUVZM`nt}>};P!HzDpRK35M~*>)yE1qXZ-C|*5WqQ_7=Edz5IFD{w>N*
zA}PnCcI?{n`eNokE4#4X32c5DQg)nkN>5+hlI0L~ByVcKojY2RS|8WXo4D%r&+zP;
z@@YHYS=gzkF6eq8rD4y$%U;k{D7NYSvw~k=Z_hvPF(vjy=a!qg0rM`Uy0%@J6o1nE
ze$B~~{qL0T6+i4Y)SL8yUy*x$Q^=0`sq?mk|NP5r@Us^(^oiNG2L~TGxQ#$H3Zj=}
z0;(s#5|DC)U_5|EZZOL4r+aU&OSLSL{WULs<9yzV?(f_R5&_<KtG4+w{%e?Wh5eWp
zbJl<Rf}|dfNe8!nUv=t?7WamJu7KxK)qZhJ2X`1se71dh@_#k=r~CDF<@VW}`SJT}
ze}32h;mxVIXKBdc+xP!{Jzf9bKmUL5hd*+`PphBDe{!lhT>t;={QF<z>wmwVzW?|0
z58tl;KU$U~^>D4a+2{QDf2;p|e;>c(qR8Qz^LtOte^fnZ=aTIv_p@^rZ`pl3Ci>Le
z+NIw${m)#u?^WHuIOS(}*UtUl=W)Azk~>s!c*?zdOC2RI^3Iv~_vLi``tRaA?`-{N
zW}L|1|7Z4@W|fQoe?GlEeZRQPpXuA<{~ez$aj%$bvzPv->GhS9_fI*vf6I5p$DM26
z+J{uD?qhFE?|VM=)c!BuZ@JA<u6K|A<yI;0sS$kqpYw@7&UN~#sX@o%Jl5};ac$C?
z+c}2+%e?;{<$mgKZ`B<htCE|!=lrGUmmjxBYt>g8-ned3Z+h$cl&Y)8wVSTgZ@PFa
z@|n-a?ayQ5&g|Y6Ui0A-zkd41SG}M5=ku?c5+1uJrA1tKuS{_7pTqO(4Gkw$dA?t{
ze7i-qz^hId!Icy47th<dcc}tPR_QcvnVyTzXVmsQNq?_<{@1qIUK`JSk7(~~zLNU=
z__uHKZiiGBD7q^gk-3-MSKMd*P>I8QVs_@9(<~{=xT|dvJ1;5MA9&vKLr0)aY4(%*
zoQsxC$$U|xzp>50_Se+p3A+3fpU!`FV$vBYjSAbAiiJjfS?liySJeEh-=C3wXvU`n
zI#c(o67G&|vlbT%7H^blslEBN$MJYgz|AP7{6;T-K7Iui(G!OsZz|IiDx1rzSZ@&E
zHuaRu;YO=gixjrI_OqA1m;7?G$5xG-Z^Ma8-m4e6r#&}Xz}R@O)c1k&L5*3e$q@mD
zCplgmY+G5Hop5;V!n+ISPF=CKEV{U1XGv{QqgCrQ>172Ej>pZJxK6FfCn;;Ut~ulE
zCa24Sh8rSdcOSaWb^4pwj!8Y6nA6xZ)zl~E-_rY_ExxzEhwabigxl*<M9#jhbI&=s
zDg4gknUCMk3A^%jz5GWlujf@V3Ea(dREyVCu070{+LWg#ruRCZ`^%0G)srVQoV1wb
zySsLq;~Cd2b<&D%8}kp$I%syZt=mUS&1lPUHp{44Q+eaqw#l{ldET17!Q+~`xkl~L
zj~{QcKjimk<_Vndn(q1honw!ewCNk42ZaZn7K>f`eQk2X%A5;sr49mWbv55U9zA>A
z^kGMZ)$g878QZzOvOaqh;N=y4e@kNGhZl)&^Pe=tI>v}py;UjDS3d4!GHrsJ;g;J%
zt8;qHrnWBMyI0=7!t;S#?8S>socHFe`diHZz9D1RiGA^xsvo+kO+3LUJ>Oev_RTcm
zozbcHlP2BSUM<12sq>lRn=AXwn%a%ijo!~ZaqWo9qWQ-gm?CDJOLES3RSQd5%)e;s
z2|LYyUw_@(@MGU}=CvO)CUeWW^9hI=UQ#G&`eUq~tFU#NvFgM(4=-_Evy)bxXwWo4
zGkWu)=T(Y7qt+-f|IB&0)op@RkC=N-e&1;ZuGB?(;caS#8`e&<u{GY|8fNI!bHue-
zP5Y4G-sNK6tIeK9O?vf!$C%^TsaZxhmj%t6+AY$jt{=rAm#lA4EMwU4Eoxb5#ubL`
z$(OIzO=hm}f5e~a&;M?QoNLJ5+D&gKb@l7%p1Pv#JGCeA@|{A9Z-xB7JnHi|&iomu
z>C)Y`RP5$A$54|_-|XBU%NKg-MIGm`4g2!`&^B)?X1Swo*R!w7YGrH*<nUUg#kH*G
z<l<Y$Bs{Bc{%HR3=IX9HYgJ~%)-Ie=UggxDo4AJIgIZI^mB*)etE~zQS>6VgN?*9s
z>*#c6S50rfl1o^8>5K)D+t#m3GVB#-t(+dT`6zeorjuVMRLITdPH#1n6R+a^{~*aq
zVB1m&ujveOrn(yg4PC14bteZ1R41G}7FhOFI`Wys)eQ$O6g%3pUwN2*@uUCwuA3Zb
zhh`MTUAZAFdRt?Pz_~w$bse32)(y&{1|`h9XZ8y2^SQE7FMv~FH=DA>2j`bc(|kfL
zo^wo8N_cT+0+U-}P6unl+C}%P6L@PJEkieoPUce#*?7*wv2b-&RBzZmJ+bM!oo~*u
zT)eqDvP{C(s`H)@TcE4hlA7qVH`r8K%r_+Jsnu=?IIO}Sx9n-7a!IAxvIdI)lRf<b
z-=lP|w75S|Y4TZgTBU3AR+nWg6CFd{V)n+WC7ci}Za!iBQpS1WS@D}qIb2y@=gvKx
zZo#T|gjb6z`Rq=gZA#C|-<{>QT@boM*S`DEgq`L=^+t{j-QpVx7J5!)V-;-_2@O$?
zJZH0Lk<s5(j|IXbOeSr;8`ZgYb%Oq4|JtYn%ajGPl0w?j3^TvU1jpoR@Wsv++gvpx
z%JPQA5e1LXt>0(+=_M9%Y3M#=P`&)Y%}rzVm2cUz@9isOU)OjiTUjqX_~z$|Lr1@x
z@Gm^{)h*oQ?$L|0TVJeb)+q{jy27aa<KfC(ojt*ApLDBBdYx|@{8=`?`MiiVYn|6@
z0a?dRXPqtAGiNM+@#6Z@wF{+v<0r>z@Ek1jd(8Lc%k2%t8|1~`&5?Pz%ArJd``^mz
zfl>}j1LkyaEZpv$Y`sc$mdq~&tzL&yau!MZPfu|X<n&B4YJ75FR=-y9hnT|V%c~|Z
zNK4+kFL&VJx{GoWk546~6tCLHnpk~TYV~^cfa6D}elK{i`K@m>Z${}^u~#3N_qOrs
z^eoI%Q_@v9WPYfmaM^MBBhORn`N}UxOyfUU958Wv!IvJfj#^hKhKX(y_@biPe3=+k
zy3A&NEjd<rA^QgVwNkymoX?CB?ccr2D6zcIpL_UTi}UKwof1|pmBD`QW+}BoBJn=2
z6gA?-7Rr=fYU(u%)sdArqZTbE<ZB`qt!IAX#8kmU2k+X5n?x;7IvgX;=g`w`BD3PK
z?j;U(gTC9U*(z$&_`aJc>Luo{%Dl&|Ia5z$$(iaD_VyF!PS>j2s67;P*>dnIW7N^M
zC3ezl&!y;g8;7pcTjnu$otFCt75^3HHc#VszPfzU<%mpR&oVEcGqRgaS7zr<Ou4P_
z;ewgox5<9H4`j@gQ$O4_ef_Q4lCL}St~^V>v-csx?l{?$tUYYy{ky_C{Iu;mE5kn-
zoDA!_6?f>XQFE?RyY45S68RqsH)R&Ao%2yKL1N~D62ax1jm`IR-haGsy{f&uAS9@I
zXZzI+KT=g<Cz#GoVaio%eA%Jy^6rGpr2@m?oMXFg-&J6q+CAA^O7Tk0fkLxTjW1ce
zYc3v`cS|g_@to8JCu#Os$%hUFGVXRg%c$smTj@~a?at094u7#dT&tgM-G4-O*M{uJ
z`61I~e+NsIzCSFs@=73YTfvtby7$DbOpds}dMmc~#1EHOCw_|tHs;jKdp6BY^j)oq
zU(^rhk5j7GJWK56RX16|A-E-RUxoKw1BuwPXB=;~O;HyW+;}J3$lhL2iGPFJoOvru
zHFockUe)&_mDlP|!KK5GIV$*4H+21&U@5@!Jt_R^2?-I&l*SB+!WYZV6wJH3=6$s7
z?}t2&(GfpVmk9TZSQ=a^URE5`^8C5R#ceg*ynUM&M64>1e0-^_v3he2NBR<OJ)<@L
zhi~^3oMPqW2wBh3S#Ti0q`N(#JLv2&9i#gfceP2S1|FJlj(c&?uQh8t7ul%ZIP<Nj
z(XIXTy6wF`K3McQO)AQ0%)fEv_tdF@0UlReWsf{_2r$_fUUBvM;v^@><%VCx&gNUK
zw!bG`dj71ofyL=XGuy*$_+_GZ^Od&#J!khJ@$lyCni~NZB6e3P|E|4ouV?SovyCw~
z3Ksj<C>Kb_{^YE=oH%2Vdf+Z=BN?OZr}s`bzn>zgvuN_3pdW4~S98ui58{$^e{(q^
zr+P_K5Z6=n{woi!FKF!6jS1`6b&*48%K^j92Ib=6n*`4mZawID+pu5b!9t;LNo5ZL
zuj>B|+|?!dMkM#}0eM}|iwzrIeRDT0(WuC@?A!78;yVB7O50rG{$)JyRP--B8($`L
zqM-Y4Uj3=Vx1S!gP*B)re`=-fdC!wG1ev1vHCVk@W|Zz_o^)yUXI<+Hmci`%=3eB!
zuebPv<Ar9s_i<?~RZk!Oc+&H1+xh)}F29v+syVhhwcjfJ%LDU|GBwLOKKNfXwo!Fy
zt~Xp>{H$2q`>4$-*Zu1hFK>z$ZVx^GyarrAeR$hrb!YyL(uw~M&((fimt9=FeATj}
z*$g+=EjDB4=0B72?ES%z+2#{pI!z0?zq!hH)6bs_jq7{#mMR38zIdoOZ@O;qhbH#s
z6sao$%z;NZ{U1K+Dp|75KTja`X#aUTj_&T@)pm1tzF?H)jukctWRYcG&2((eq8H+l
z2Xgjit$wuRio!N0$In>~EEQKQqy*M%>#OxyvHA0kZ$0~RKa}#lcu;Jj{&)F3&sD`8
z$308ugvLK_SW?3NIre!&%tXDG&+45Krti4xpH(>2^V|?H=($n&{DQFB^_ce8*99|W
z<>#|SB(q%JseFlhi}I!B)Rs?Ie3}-27qV{OC%%oZ*44ZFbBphTcIC2Q|L>joFXiQH
z1m3MwdgpEtV9F8Ud^nNUGWF6v5doRdSw*J=9!2a9Y*}M8VNF!aEA5U*#gqkSj9$DK
z^eLFcXUj9$Pd}{iL!=!ecW~x6t@)O*HA$EE&v<g-<lcIXSGx)qJQreD4px%XzmZkf
z^;6RFM(Nhdll)nq@0zYWy!85>s9!%!4qRl>*=NiicW3{@!<pjSEZ%;3V)1tK-e$MM
zm$;_vloI^uHfPh5h8cO`uW#$fEOu<mIsb3QAMNic2RtWPX@5AEFd^huzx$Kdat&n}
z>eDlHmCuz-$~yUZ%?hh0yH^O>p7|%Zr7JJ!?;&GZ)3vg7x7!YsU$A>5uxInsNs2qB
z&%C<p+l&b{Us6&-WsWYhoZqviEBLzA>l<leGU5vgjRJko>R7Rermy?tV`A(*C2{LA
zZa>zuOEqNK85mp_9~1p5o@^<(>e#WT!7_i0L~QnyTC$0^rTGLte!nu;`e25^+_|ht
zC!;^_*_!$GcG-f>!gqFc%oSkrZ9Xn+XOyE7JAK)yBhh}MFB|XnwalHXsx$53HalD0
z*;RAx_nsHBcf4-l^G&;M^7(`5U5|{f%I;e4u}9+I%@qPd9rph2yH}?Fz3sMkn&!3j
zZL%*iw?9<BRaukZ-JH%UE5A~4_U^+!v;DUSOKyDeaK6|{lhaq<G|F7%+2gToqphyv
zu4R_Dp4>iHb<-qUKs8f+`iuq5|3%D~D*l}IwqB}y!Qz{Zf)|>7Ely9G*Vet=YS*k4
zFKmy^<!t+TbbGqvN{ugz_T0RFxl{d?$btzMSAMMc{h*&)-&(Tp;o^Y$?%Ay?ngt{>
zRxnSJV9(#g>7_F3$N}e!%>kM2w(M+u0;0F`7TurtG*Dnu9#5y(JQ=YM9*zg<0w##b
zvEI_mX>_xzc*OYE`J=?~9ny|7E;-39w`V-;aO>^m2QG_GY>`MT4CZ{_Q!v#wx5c-i
ztCd-hUFoW5Oj(84I>u%->AMHHw|u|wu=PxhtLUZ4Mk=S@d2dOU<$BJ#{N=)FPgDJ8
zs?66@4DY=az~PtcJm<sCMUJXd?bh;cT>2?kt8YPOgc<*)G9_kShUX!&-7fAvuCpU7
zf|@Qp>gU$Kn4)Yo$0*`yLdwf?WxgL5xb2hinWXpUVc`-zAG6wnN>>-9GH^sJJ-%2k
zq2kFRucP1Azw5NTt61o0<bPQvuGZJAq~@Ep?Tc^g+o$tXN!Uak3vhXQ%wgTszO;8U
zU&dLapSqRjy2dh_FG6mXUhIUGJqm(OyBBt!zx*>N@d?+0Jw}4_Y>k}+B0AUe9=IfP
z`QWzc&oA)YW8K|rKk?sp!8sgSw_5rq9B?w7y_Wakp`KN3mO+(fI|E+L3&=mD_uDZy
zbn%)<+fC0TKjwUycAIbV!L;moCfi$CthO=AR31)s2VGxyS^K`h4e82vuVV8g5>|f^
zXE%Boa-vIUp3f}5*rnT#O+B*7MQ>}x9Nx!?6^t8W7cSiKO=|7xP3qR}OE~U%KguoP
z7J3mZu;|q#vyNQ?c>-Yt5sdx3$|kJmWTqwVN!S?f9x!ub^`VH_Yy#&d@U3VRk=|V&
z_N}Grsrr=1Clq}<b>et?QjMQ}+Sf9{qU2LJ;}NABmz;$!@Mma?zjL3euA}iFN+WXf
zjvKWF3U2cmr@fpd>v_B-S8$rjTm^^v$8uW>b63fH&=$VYTY6{nCXd4&rdOph#XEXt
zCwzK;AY1gS+p$Jh_TB}*6U(PD74e4`<QHCG3r)MNa%XdU+`6kx)%o4OXJ##J>R>EL
z{StHj_v1Gm4(mH-d;KhEel~}Ddc-DmF_q5-t4vfRf+XesINDq_T7Nuw<@=P-W5((#
zBB6#iv^I6Jtj|>1(4xnm_e*>A0(QNq@@(r<94d3$mbss}(9OKd^MX;!`Oj7_j2?y;
z)-Jrw8Rg&M`uX7<|8?c=+Fed}<+WG8deP!~^!D4&m5*38LpRI(?^&+JYR)vNGU-x@
zi^QG-HJvlAeL8O<FR>#cMC_IL|DI(V7O>vT$-cK~$Jv03hF60<Z!`RxGWF?&#X{WX
z752Zxf*-R^U7X*_m88j&u0MI3aNEHu-prFu6HiNgUvPc9^s$L09nrcnF>k8am={RT
zKC?#H_q`xD|F&-4WV0t5UQ~KDy9eg%H#<LD>Boj>)5@w_p-Z`SLsneA74u{5zJ_w{
z&^O6bnvNXabm`4CLoVis)xC@Nr3Gf%#%}p`d-}{be|~p8Jon?{&662X9Ix-ONA2CP
zC*-<g;cb=ZX6`JHFOHXm-9L1#TqGqcW+1b2?OC?64-KmO=V_k#c+hyaVtZ!&r+aNR
zCw@EWKC(5+FJh5DBDUs*L(QJ*mVSS`hHa9&TWyYRoAlP;K~c(*{ERKpQ)D)nJYI3N
z>F$Z{wAn@$HxEc1RC&&!rZe++SK0EU8#_NGUCeWSdVlr>KCSnKF0+*;Wjea}JXG4k
z6n~I??dv2Blhp-(8icE*if$-<X|!3We}%(#b<wS(!4EuZ&k61-eG-<v#6@h)#TEa*
zElm~N>D<g9UB@7{)$L(uWtW!Tv1sMzkM}qpFmaMwwB%z-z;3@SaWUmQ;x*lR{dzAi
z%_uAGdvva2+Jh`7?HL{FW|t;R4>`oQ;KX~O-F6#qm);PJVt=Z7FDJ8<cag@LfXj^&
zS>oQh<R4@@wn|Q<=&DxoOz{~Z3KL(jUsd_B=<K2Edee^df1cDM=H&03Z^E&6rhh|W
zYo?f8P`^ph^R&VT?d`1&nsX!9EUj;<mXOOnV-=d&`#@>$Uv8H@uB!8!&+pnCnE3h}
zi|E6NN19o_Oo={NbI^Cu%A;4Fthn@SPu{}Tc@r*WivJCIInAK>!DN+7uDcIx`zX$9
z-N*Xo#J4-1Z#o=!Y!Aj{9KPGJ!cH{W#p=Sbuxp*?z8?5@;Cs{cl{&j$J*!{);D+Q?
zQP0CH5n>Okz6l)I`s!fumEW2h3#6}?YDDwJzQ~)u<My(3r`n{~Us@9wkj=;csK+d-
zo$pxdoy5d;W@S!S=i24#9p7K?*c_goILGyrf5!b~_cA{wyf*uAU|QJ*-cpBa7B`lu
zURw2f=8U%I9t?@+`;SN!sO;MC)MJ6b;q00Rw|j${wr|%H5*J#w{%~Yv(1xJPR`X70
zAAEFNUEaaoMtjDN%QZrm{{72coLJq~HT!n>l4A=`R4y;RU+~*P*WO&qtfKR#&E1TL
zTsLQ^s_Z)V{N%1<Z=-B(yo<hP_aY+SK5xoJt$p#5mMq6O)Hj-b>h+wx$bEBP?PC4~
zhPJld8wwRvW9{XvH``<^cU~O*Yr&#v-)x!#{Ult!uU>rT*q>K&Up}19`go}9{`}9<
z--_I78fUTx$N&GPs-ALd)`IJ9mG;~Co}KPYn>kI)=-DaO<5y>i9?|hAePwGr)$)W^
z2S+pijfsyhAFVq6Qe^G42{S`llV$cg{QK(Nw`1{<5B8gmbaZVu<a*8Tuu|gK3-$Sj
zU(WxTYr405$uHx3%`6;_+DaYF{?8guF+VA~lQr`|*D`_6SH3XoIw)*x7It}bVDUot
zr59Z|y3fj&oD#|qn~`91Us6uEJp8p(2WQ!Zb^q4vsf}`JWT^f9Wv}5z#pP)$O4|E&
zrhLu3n7A&#{axTLvGX~0GrwQg=Pb(K_q5@wN!i1tr4uYCEU)-K>(Q*rS!K6lbm~(h
zCB4si7hUe1)cVq+@R}T(^0FQ`&Zuoq`0nT(U|QL7TKM<Qd#iGVHg-0u9b0a6EI8NV
ztFCf&>Z%*^p&O5gsQ#*p6=l?4yUxPl>I%-wl|uhIge7c*O#gjrlq*R|lRn1Q*vmE5
zExAfbW=d~Yp#0?|rM8^5<5J4^Z#{F|xhFrT?_lJo2DA3Q(o}P`^=V;64l=K8W=`qK
zG%shk|Jw2V55MAcx#f?0YmfFk-<8(iq8(glBwD|3`3DAO7Hbynxif#}CvRkW;@#@W
ztaA3uYe@_B>AAOl&ZyYe+urx6S+%8yrN?+y&Z!;ECwL|`{=OaizFfm6UG~G9f0+`+
zJeO~8KAN{AZo!O;Y2o)iTv2iAH@$O%^OxNmwOfCBZEqfVG2eK{g`)eP*_C4@1>CN_
zFtobsROW4UuV2aI^0l3>uk8NA*RyA5j<7|+h0QMa)>s+vsG8>b$4BsPz43ho-x1G;
zRo(24FLvB|ZB;!<B}25)Y?-CGgSIXI=^qhC_@i19T(0gH59_Y3UO0JLcIy3CJ0Gbr
z9$Wn20dFXO(Tg*cE9KPYKZv@-J6ZFs+S^^tOgzj70?)n(E&p&q`IctURlg6Z+8Ht3
zu1#O!tFO!SRCi|nIcl%DO=y}+Y|qNoyA4YX&&U)S@ci*x_<Kj9SFlX)+jZCeg?z}=
z=imEN+_d-jxmY#T_vUKvw@Q@%TmNX*m2hsG8Kv(!g&#KDc3W$9y7YXHzff!RO2Hc;
zlP%^?)0>fg?rt9F!op?JP1&nMRV8-JNXvM()cDx5GhHziGv@j5_n)uLGgV*1nEKtb
zy(^;c@QoV=7hl=DztGe8_sNBbLmzbW-bAUe&p&7<B6d6TsGzalTYncNC%I|mcbyyG
zTV08c4|LglJZ<^*TD}D<m$Hg3-}>&%+Z%;J9W$2Z=yX>-@6u>&SSc3g{mhBwPJhB?
z%`ZZ);@VHJwS3b(zLiH<RGVR2t!~9hpXTIE*6hcous@s1ob{vgQAP57ivS*@+eJ}g
zYQ2Z_x2)-HO^RImhDl#$!o9q;l@Al5m^#~wwToj}%M92}dtIv^?@Nx|$SU<(zToYY
z$!d0QZ?H#h+xz~AaJJGb(F0Yb&kp#!)4I0qp!jux<7*9*XKPK`nyu{78NFIhZOgJ>
za{Eg+a;&|QlDdCWn(?`;W$SOf<r5Q7;d}k6(Wok>Z1=JwH@_7dG+U=-35!kJ#E{_B
z$!*g3`r}Qf)~zmr!W_Q-XJ4<bay$9qA5X`nOPd&c^xRkVR`^;oNP4-6R4>?aMI|D|
zzmrvE!3^OiF)wSo3^YS;ACYZ7#*iXpUuDvEuzFSUr<)c9jr+7$EIT@Ls@Z}K{GnAP
zts;gxPZZW(crx=GS7_0_*F0@3uPx`EsTA69@4L87*`q1!d!78m_cS?g+GKfTdCi*6
z!#n>de)P3y^IKHCK}Y?(`OAaC`BooXwc6iBc3w`K*L`k}L14+{l?P7Eo)=;v;aALF
z`Luk^TRze1GZV8GUoT~1pMRU>Qoe5P^7NzIGk=|l&5=Lhvns47FLd6IXAieLo@%o~
z;+5S-F5WNoA?$aOFKLCXyZQR}#TIGTvaDU}a{HGQxy}71HvQm~D|#2COf3E!NW2kn
zdv|u0fI-K3Lz@%j>Do3wY(Fsf9Y3|N)HkK{pvV)O%e;LXuY6%Wza}$*Ve(Iw$$9l^
zYP(7!8fPWld2y`u^hd3j<92(>G)oj-X}msn+-vn=Pyfq4OPR~XUT@qNv7D`OKl3dX
ziPIJzw(#&Q-7hHRnzdlbX6ENy(Z5wUYMENpZFS(DsvMKFr^khVcgki1zPLAWbMEX`
zPs~e^^><rz{=vcNzCxu5M#onKt4|G_w`~1%-N^G==L&9ZHh!JuJg4MX)Kg|Vk4}xY
z9oLo$X1noh?Gu_VJJmUInwx~n#-x=V=_U@J6V!s&PMyB~=YkmyVUyJq4|nkv`Ja>B
zcF9#jP1{P(mA7p1pD$^g0?i>UN9FjBsNQ(L?s<xLdU5Fr7q>DAu1gHsr}njNlJmXv
z^tfGqRJWUaOvlC@Z0*0-HD=CaX8t*c>3QYSV!k<DU)oN&UQP|-xHD1jtnPLpO@U{*
zR=wLkYgh!aM>icfackX=+_h`7_Z~{U#q#RhneC<5MV>3|`IF=SDJg5y4CPZB*2!=g
zo)?yr-Em@1)}=EFT(Jl2E}1#}k_x}-kWxEKzojxqn{~~DcO9-Lb$2sM&T)2g-teo_
zaR0{xaThB}Ub2*2UG~oW1#h3me3g>E!X<A?c{?|X@Sa#IearOKhQ%3tRZp!gek`%(
zh)6bn+dPN0;8;ZGi&<|TRAfB0;<yr3{Qk>XMeVZ>nf#|UH`h*b4&S|J=ERlX7hUWw
zIQ%GRuh`!s7k`(n-f`eW#>2=@8{XLLIC?VKA?k^uUChqU*{c_{K0LHgj?tcvEjx%`
z<7n^N=FYSgzFmS{+;aq-?r_{n`pfBSd;9!DhkY@*lAEfJ%x-&_V6Gi*sS|d0N%L;T
z4%b@^3pg%2ZduFN_#hxRm*>h?<yp)^ODFIjH1ayI$iqW+u0(%pZdZ1=$;E)QHl}-1
zGX$Uem5CV$E~$|g&nw)))l+!eShza+;<g<RA70#b^n$}rt;3V%N@_3F=gBoYduaE(
zEj341AMJg+?`y6rzrIc0ls}hdu$b%jWv$vH`%Th((>DX11Y4sEZ$IQZD=hDm^b341
zb<%gEZcpVuzR7lJ&sN&|n@-XYc(UEM<C4tHMLRAnI@{UldwbT=5b4Dp4xcqPCRiw~
zow2^<atqJ$y$z`*LZ^h;0%jkUTmJs9N>Xa%{d>Ais!rc)m6tlr>B-5zt?~4{W5k-h
zJ8!<=)!s2V{oc%NtzY+QZV8+u=#pxmr5!Uv+VXWt%nS4WB-OTUlJ{oLd3;TA#nK;J
z`1YK-wR$ac?U9q#ymzlT>TGo4@npStO);}~R_8271D73qsS3MA-$lw)%UWd}6zKLZ
zE<FD>G@*K9-0FsTM<ed8PS8Is@c2&mgnK1gA9a{m7}V$5={PM=HCpEypwyQwDD#Xh
zZpQr_>6BSJ+O7xZi$t7uHOz7R|C{4&@3TDhh8z3X*D9?w)nPntBxtQ9DVZM-u>Hfd
ziO+-PwV1#8u!JdfYsH4U<}3%C@*5vr$awoPKW@Q>hVSf+O`p6TI&Iy1GhgH}-`5M-
z|BJ2!y;(LjQFNohQjsR<xLK2Y{DZ`Io5dN0Pguuti&yfJDgW-<)prHk1=lpMO<B^Z
z<yGpte*Lv)J2sw|<PtJhRG7MAs_(!0&k@bx7Waho7aI%j5&J9YqH)`Qi{7ocJ>1N4
zECrXZGyE~Rd;iQ*8xQk|%Nf*SrgPcdxaasbX2G_XS=Ya(Sm!ZWzH!vq<k4L}{g<6_
zta4Yb=SK#eU4<Fd2aK}VN@Q;@J18s`xbN!1*)vL2TP%(+Es3{}WQ&z~=B**R`xHaM
z*Fy~=BApvqo&UTzH01#MC+T-i$<>#iZN9CSEl{_)Gf|JtC$e(mwwn!$-udmh*Ty?5
z=J&hr_X^mzKD5g_G2>augY^AvMH|-759s@nvP)2er^o24*M33QUC$17oLP6i^`5!e
zti*#B%^I(gl1(dTbO`#cJ+-_@ko(-0oy-X}D^^MWF@7qWm~7I#qRZJu>&35|`6<aE
zK^~2V-apJZ&wEjFLfGlf%<C()cJew03(sG^GvJb%VW?#M`NGShoLuHA>tAXmMtqsJ
zX4w;Ab=By*dlvPk_Gc{jV6nU5yfNVK>?V_AuCe?FE>*~NFWBK2E8uH(sQ<g5_l8?+
ze>)kZgFh*&U$YO7?9tt1duN6h-{Ye*7d>z0dwR;o=8{7BwV(&TnLJhhU-)JwpTqNZ
zZQyV9z;n48W`gQwr=G0b8(}mdXyMi!5v4j+6IUg?@I7dEDd|s5*yl>?7iNv2`EfS|
zZ8ok9eP=GeVTMTbqT|VGReUYKu86JhTCv3~`6KHt*T(i~8V3xIn;56|t9`7<yt9Zw
zuY6Zvt})lG`S<vjzMNcb#uvRg@`9>|EtlhQzE5BD`uLt6+hQyGP1WZ+%lq%gHNxe8
ze-~UPeb$+~GP`;g+xmc4yH~8_5btujogI1Ht0Lxc=9<FG^Pe>bpZSnzx8t$cyl0my
zt1f=8xsz``ztyU*;KH+xtBvs&O{dIOw)<qh*MFJPhp1_9Hf)m#c-D4D!?5O_(>EEJ
z=?6b;`jOcvSz4g}X!R^9kBR3DJU3Oxx6U(MCw1F@Pq3}S{kYi@Ci`VBn5Gu7a`PNb
z>}j=JCbs&}g5dT365QGAwwp_3#uiQR-Tz`@`4ope%Iy(P(x$xD6tQ~xq#*i{<mCD@
z6_0eKQ+JxCSY4dVu)v#n&GlyjuS4b>Z_W%*c|7aj*Sv!_wI{Hxm$hGPdcR3I+SB)<
z#P{yG8@Xy&l3%nkp4k`P9`Qw~=k>})e!;|dWoyfoBj2BXRoxbP_Wku27ds*>=UMmg
zewiwq{ZaFtLdvY%=LUjC9>MDc%aT<&el%y6?+_ALuRifVi|D+F_A1`GWI^tY_wH%r
z`<vL^T-mZi^4OsW{R@fl_IG`x9<2=7%em4+DpKI>O!J2M8e3aJ65K4lonI)rL99V)
z>#Hn@hDm&#|McyO7P&6pR9R!8k<YjBf<xE!V2|>d%N2jGl%2VM^=v`s$_j_}uHpsj
zu3THm64D-NzxDhCPvKTMF5ei}kPb;F9-}iSSjEboikc<tH9tFN-j6L0xB@#Gt{GmL
zqGLA6=+T!0GnOs(*s;RnMDRt1jJZ3N+%!0+ez1RhA)tPhyJV$fv3=l#TUDlsClnVl
zwzo(}td^bd_U+Eb&_)|UeYT)^QoCeVt1i0WpH!mc(mt#G+Ot-s*&DUPO!nSP<bC<=
z*`nMP#>Y=NdaUxvU-z?7=8CyF7wf)x2em%@NcnPoPM2EGi!e#=H&>=i>)*3c=<5fj
zOdrpy^Gnt_bnylBZ=1f6p|n4GV^r=hq4i&1cy~m`Iov(<d_lzJQssM#i+8?zaZoJi
z=sBq)Zu?$s`ufg5wRnDR?wW=70vF9(*OL2}Gu!*=D(xK?tv+QHFD{MsEB`xX>e9`}
zH&0wYU#HjVwX?mv)6-b4$_tJwRJ|2a&dV!Vr+@pyxIM4zxDh}9$J_SZ(-jZgW*7N6
zL20|FD5Jqm?roy$d$x2KbR=DV*Y_xAM_RF)(z%|_XLhsfBn7RjF8eDiy~k_(X=;-A
zJN+x`>TP(|wi;ER`ckOa`j<!b>zS#c4@+FU-Wa++x|%7w`-Jf#-@SVTe(2u`JyE)%
zJ$DI1Sa?X{<g*vllhoE;Gt8NgE2drk{Gwo9iLTbhfJ4G!;fwxX*B6fpF3Z*1vgXIE
zPp+5lUKeM(_F=|3&BYGw&ZT~u*SJ~RPO1NVbv)5bDfe=~_ICX%-!{BH{`QFNqHK9>
z+s~K%!m94Q*S0-%wf}IAOT7I%gVM0T_Z@fkX}hS+nX_oY{bO=R(q#C&HIlBB_(%Ln
zQG8pwoY^{O$+Gl~(ywPF^{Q^V)*fdY(2{)P#C79qy|#9e|4p^mzRcNtE8^kuuOFs5
zPrfd-;b7#BzcCwUnVEkHXut2Q{bKX%JN9eCxrJ1O->>c!nSSh=+H}vw?6=oF@2!2x
zWFUKLq1UOXS6|Jzu3QW|sTk*RIP$#G(_>Nhy>o7CU9e^aV`I|VZr!zQMqIin*{f34
z*3SBrxoU+{|C$45MO%Law;Z`;|M7|3)I<$UkvE#THq-abI$8S0)gq^jOPt-<O#5lo
z_6Ob5x5Y_oKHK;5xK7Wt9?6Br!oI|OW4z(*yUp8k{|mPDuJ&Kpjxn#A*OS<p=Xdpa
zz}g;$EnIdk8`&DKOYxp)>QLHu+jdW+-Z8%E2WCJ0a6?n{POwI~&*>?xzh#5&1>d`q
z8ZkNZs_-3!HZ|jB#y>M=S2+j&mjB5hQT*h4;W=ZSlb*k=A}Y##w;G;U_W8^$Q@g5d
zD_bA6ebKtv#=b>9@El*Yz-rxi{YQ&eJl@jd@_3cr)mPGcCYmTUw1j^Awn1@6wa%uK
zk!oLqKlL@Z?fy|=do%LAv-IkpoX$sf%?ULU$xaZIbpG&{B|v(s{n`0V)d{O>8G7!q
zW&0->*_>_SKDe6S>Um~dRlKE<iqD)=wX5EG>@n%}zFZ}q*v(t>cgn%39|JcZe=~8)
z$uH6yITt3C$ltzyQBG?Aq{oIOmm;tIt((+3H>}w6_@0f2R_9ifI=^j6k-c?4(_^k&
zn`rfgjawcHm@L0}^WREaT@%q#8R^?|>;5_jsS4Y>rTI_uvdZl+tuO5|x%x+M)5f{A
zZ406->*xE#?~=Yb<6G-?vn@B?DR?H^c)eP{c8|~RrPEpMmZO1jiaO@v*KZxW@%(zf
zi$baqw~pR>&lgSAU5710SdyaNP5B)ueBNDbgUH*TwzFU9neDV$vHkASe}7IHp4rA|
zGErccjsAmY4LAL#bTD*D#Z~FFHe_tK&GIeTYjvtUD1O3@BN?JrZ0+ocFH6gsvsG{Q
zXDf7H=;xL@SXq}5a^AN@S!d$zdh67u2D9|8ExBpB`gkr+YKMC|=fgK?bB^y`cQPyc
zzfIbOLlxV5bVZCCPTXW$vai&BS>TTkX$&F#`o}rhC%k6c(izfKulUk^%3CAN2`h4X
z{7O&0Tst>WvS4CXvX$+fi6xW!&oGv3*%dMKPHX|M-F-$e5uNPMeCrk3Q?K8C+!6SA
zm5O{+<O#ktG6xQ6ac@{~D(gzjv#amRW?X-;ZTFwVE!SmY98#0@7CbWGUcn%_^j+#f
z&ct<jvVj(xmv6qhb>fZgdet-gzW@8VlUY;xv)+w^(~`H`vVC{?<(=K}PD_5ishPTH
z+V1M@pN!hM7wQ~g58x|1q|R-9aPrk(oO26!PJ2WgoZNr<z|n)p+mCT_sn_jD`+IEt
z&9W&M{$9y=#ujE$%q(@vS5)5O!^itA{w$&SJxM7$F2=22F7<Z74r!|cT$xrGtfu-M
z%z73)ed<O$4EL+=I-WgpDdSxyyP}1|JJsJJ?=r73x^*(=M#*Hbrv*C}*v-4~cG+>W
zvsz5kk5{bb@cb>tb0cNL{n>24zejBp*%j}vVm|L>{OR>PjQnZq3ald!DS8JoNS}Q<
z?^ITt-}eo1<)ypYRd=rsztG4xb<d{yRqrhKpZ@h}-eIGsJgc6~U<fkK{klug<jNL<
zW@mZ1uR^yMPr0da^4_m$H@ANL*E;={#^ZCJA1!_o@T%6LgCXzzoHW^jlDm%UCpK;Q
zYrN&e>aJ%jRt(&)4yk_(<`J5mxI$AZ;lyU;nvRuWr@r-s&9du!)N|y=OIIgDji);}
zD)+vzXo<PZ<kK(w@}HYVMTbL%`i5G@v~Jmq$Yi<5JLR*?!mRG*|I0qO&$`?~;OUL?
zmJ|1xd4)AiWVc-qQz39(P3~!xnQxqD^-=%tvjgX4E@?UaTI8z$UnWbkl{3SHdEfJ+
z9(8vV8iwp_bUn?R8)cPpxyXEP$EMx(TT-4n>OS9<(WxJ0$-yv5?Df^MwAjR}62(6^
zX!K8coRX5Lwma=%fYu}b3oEZ4={UP@x7uOzii1C<+&Oqb*y+aOs!xt0S3kV^`tQKm
z>uW!4m2dBroo2Jb&}EyM`7R}wYv(61ac>s<DIwx!e=6!;-LpQ+yYI{ETo&0Uu2{KV
zd6o9L23D`oZ11hRF8T3QZQSfUb?)Y+l{sZ$X1RTHs}DVObKCaJD?xP4)pb!90un;^
z+Wg*iUHDp9cH09hp>^f)0dJnQEoMFyUnlb}x8JFLk)ni0E+aqFOi5t}t$kwtE1sWt
zEL3O^&?h5N<INk#J|%6-HLsTw^W6<qFBoqK+tMNQ?te0Ghw5s<TeqsVzD?fkn$<t)
zicVDM_K*vaw`9zko;|qi({9`GRaEEh`$rP{-te7Jl(W9|Y(Z!EnX=iIk+Xdt`>jm(
zwYOuFy0*|?H2?U7*AMT`NVC2E<@WA3i(9|6{Iq!FSia}=!;8Z69SY6v?&V2rV0H>|
z%y;aIlbGZ2d}ddaP}LHl9M0@57s_5$?@YSzW0BmeSP9#O+$+wnHw^QzlX}Rdp41yD
z`k%|S>EGA7pqKaEYO3}d91pEE-%#{CU7?A;?c1XGDXdF1ysY*)*?iGRXO-e#TjL=V
zDstFLH`bpm>_Fs0Eq;@;DKXl4FSvMQj~psrUTU0a*fE1|LG$yUkE@tImKTYyD|jM3
zLsO1PYS+@UkA-(G(M<b%cO4_kw9>ZMUwqfwPI={cuV}%=!}@HG=e}C!%)qny!JVC^
zjq77>Pyc@GLWta*<!7Uwc257aX4m6GCW2X?vij?d_CG$|x8wfoYs(eP+9s>#%-FDL
zGS4yH+`n7i9X@<0-losfCuY`^xQ$sWr!Sa(EJEX2^E8JkpLr+O?b)cb_LG4IkH2Wm
z$slh@&Cs5vNbN3{y*5r>>0RP=Q>1dcF3HGU`S-e_NuKMn#lBe%4QBS`raxlW@gJ7b
z`LmEUdgjhKv1tlgQET+ost@S|Y-UMh>-`;B=T(w*^v0~-DCr|dpZq<#iTQZ>vcoTV
zJ9+)rUh0VAdeJ@qp~CgP?pCq1awp50|0;VHpLmwF@zgy9&d=2!9=??P*1)!}Vpql8
zRg-0%e#bVxm%mc|zvgdE^xK@x8KSP6QfEs#ylgD;VhX)e;P!4}?Kk14Gaj>Mo(oC-
zw7Xee?wD!Z-4$iqyWE-O6CU#a-XYp0@KF0HL-poe@+XWBr01~89D4oBcS0Pu-i<7-
zt1AxLF*bevxnO0uQi}JL-$ygQOyha-y6SUEYC`WZA=e*$r~joaHxt+z)?#u>>eH>z
zi&7##R@B@-d};Q#9|iGoi(kopFQ{OYH?1rQ`Qfnj-g3R2uDjPQOJNKP7Yn>{-d46G
z@6xO1TbIR7xYn}YN%V8iDXq8_x@Py~kDk)EUL&si``6cQ_u@-k_Wj(xfvbIf)+N21
z7ps?({yTPs8t<Y#KmOJ|sPx?R%kqZQ#AgaxQXlU|uATgG$HTsWha0Lp-*_Gfd~@oV
z)a8Twq+Ih$0=L-jT`zL7+?_9``PZ*K-%G5Ojw~}?Ui{hjeV8iy%}`zbk9OfFz2>T?
z#Ll>SUxMNDvDsUb6^s`w-zT2yboU3N`A**xdKZMA++xjYPPW@`+kMsi(_Ek0b-uc@
z7rkue5L(F4ZujlR4bv?4b!?2iUrgN8<ex21R9>rV-#aUO*E{n{`ycNTowHSLMLccS
z*c5v*YX5bkjLYc@*ZgMAP-YZ8xK4H3!FY}IommI1eO@g6Eo8T}?gZy+hyQ({#oxbc
zneB0VBY57b_Rd|6_<J|P;~Za`2iJanpcr?J>5}=xM5S}-`yO4@Zj+yXE#s3zbh*@5
zdBv)fiK^CiO=kkRR$sO1;hh}oRdgY!bdRy=>hOf?4Sk!O-C`d^{#p8luV%(0g?8Op
z_j31!Z8Dtq`Hbw@NgwjxW&GH6wf%eH)W<vLw?5r+EBHy~jXcA=iVampi78KcV$b#@
zTQo$uPwKXtsK=MoHt~~3x8tf?iA%+5DkE<)droIaKe1WQVExgbQ#OZP3%{Dbd#%^o
zS!dd+-|}6#vS7|^_KD#lZPO;rS#{lPO8M9Dvw=n%-ae|37U`AUy5jx2Lmy8`ojR(S
zeL+0c{@f9Nfzw;F?#Sw7YHl}IaJ9Dx|8l$6q3C;u+Oo3|J)YOh<r@3cO)hGL9P`|j
zY(DAx&)JUKb?hG8d-G<&I$oRm=PY<Ge9`tjW#l2Avnu5J^drkJE~<HUR9EHwtS!4j
zx<sGsXq`GUZT^DoMw@*MFXzwNw$e24V)P}Yy<#`79COoMvsC14hLV|2(z*o_Ru^XV
z1Ztm@Q`!2meObK8+*u2k=e~c-HR<cOJ$DTs)@4_3iu3k=f9rVQbvN~|i}L>M)Y{m1
zM)hLK)9a6%KF|3sS@9z;b@x$Sqy0PYN5?U7zBKzeF)W2u@UNc48k5gkxOu+FF~s>t
zvHfN%e(@_+Wln)Xw%~#rvrgV=YTC7yg?)dC>vjc)R~c?oxPo@EUJCM?Wz*^s`IRf`
z@JYjsCDp9bU+fN6S?kYFn6_;F>OhbA3rd)CeN1iy%Vql*{fpWbJfXyAMyAp71zGc^
z1*oXx|J9%LEPeTd1NZ*KcNZmRf91={uKCl*E0dn!d|dd(1*7w|w@>%jCtLV2e17!k
zEfd3P!}WU;Z|^tuzVvm&#N>baZ;bxQ?$G&k`LN;LTov(eS6_(fmju3Z>*T$>aJMqQ
z+~xoGB5!2>|Mv9#Kg)f8zt-1w+J1heVkf$R%TM5OpxmAdd9%O$|M@BY>HhlvLiY|y
zJBgn-z@1<J`?~)BzxI3o`XBr({cloaaH&GognJWIzrE!?$AAC8-TXtV@<E%A@*d>Z
zPu<AU^VENT&ClKY4JK(wKb~IyTj=Ja`fCY~k1VxMd>Oy5_UCVj|EF*3|7TWxr9Nl5
zp8wxZ`uX+p{~8U7dfm=H%F>qEZP&a0Oy?J?ihwy2&rCYj^tvkMS=@)v^YOX1e^R$H
zEe^QD)6D+R{=ZWdt55WQ#mjG3RGQygUH6sccSEaO;gOd9=bM(rOu1jdvvo4FR`;TS
zm}~jVI4w4vxx;lfRIq@@`vLcUXR-eK2RUXg<XKWOt<9$ET(wxUk?xxMO-gfY1vI&S
zNGUzN74qa|VC&766C2C81)5*#gigOMz<B#Wb<||V6~S*xYJ^^2=u}ktCVN=%`THLi
z*s|S!Oe<*Z{+Uz0egn&+gthOCoobXjLY?n~1gzWhDf?XAt=z7Z6w?RJiU(cxZPK{7
zFxC0ur?y)W;&)m3nt!(B_1^lCV(M71&TRju$N%`4I<~%wex<-*w`^NgFN<fxioNRu
zm1bHUx4Up~me-NBm*;#r?2&zK<Hz|uVX{mYCG&#C4hITN>o(C}wtKPFk~SXK{ohN%
zI>fZv-(E8ci++-EUp~r5;OEqZN7aA56WI8u;?%FifNLM;OJ9B%V*cy!)$1<j`3hVt
ztDgp(f4_R4+FDkb>vC5@FS6OKyMOO&yk@xOkq3*`T#?Z~5%4c#%9*p*G)}p2Zdc6@
zU}M*v#lmU&GJb+rtd$+t_Wzq)r?1GH^KqU1lwEO|8guS_{(0K|lfK1Qoj*FS^0fE8
zTDpSgvHR_hrU$nC7c%<a^sAhscD{Lu9>=N$LTR@38mm`ErEq?d3=e&I=i$y&mZ<vO
z-#_uc*4O2&6MAE<5$0Q!KEwH|^@~r!#hUe%SFf$MzfylESo6n{<1?3Js=FLMa-Fj;
zAv;E=SN?MOnh)N2m6qS93s>&#ThH;Pa;d_<@3UFz_I9m*X|XSVb<Y>sntTzlyLaC{
z-no65-qa%BH+<@<UcX&}r!RY?dvBK1d?(S5Y!3^ch+L9&-4ppXY;xw(`c*4G+Rkq1
zcdzo*ec<jJdra!g(v_zl9QgfZ)~*#*Qr;bxE6Xn3{rmR?<Mm4yCBxUd@82Pq=lWz>
zQOUIV-vaa7o&5OaqO5%1zI^xPb)@q0&huH59(;`qp6<o8LUTj3RyTuR@Zyq3m*neO
zX6{NeTfQ=|AmEw&CDYe`W-dE+{K3<u5qp;%YhO{=|94Y=z)4rmg3K(De8b$=*NSE)
ztKOX@RbNmu$?oEnaQnXh=Vr((pLfxE-MRT$S?(g+!_B__*{3x>>(yqh?|ECl-roK5
zxXIQNo9<t^qQCWYw(2+ctRvH{9xh$<@3Obx?;!O(@AlqmILg}VA^KPL)}yW0{&ouf
zZ<P9@s#t$$%`5%fExwPgWPkCF|NkUZsQlg1Njc2v>nC0_`zD?K_EEI_THiNUFWx#_
zcmJ0C@3lSGyyL{z9@~3kL*kcc;kAs_t|`LOYKy9Nf4%VYvtZHknacdN?d~P>7Ul|8
zrxmnpoc&tx_G}HmJ^7C;|2{tPX3DWRf#tE^4o%$mGV<q|$m+X`H=nz_T5k5&9j5)~
zcJVK-D7lmw7reDTF6($)XWZ+E%O{0zvK6kDk$u|{_jpU@>6_2i7Jg_y%>VrAVas*>
zhm+C`+C|SVkiER?rscPLB?Y$=CZ5ip;T*Al>ouV}(E-!5-d~UpHddZ7>*TY;4`=T*
z?Tf4HXIfFoIlC!&lHGoH)4e8V>JNoiYrcu|x-vcgPuIl%hwt58-|>9<y{D@M|8w=m
z|I%JBdo|po&i9XfN#9ZJS(fufdG~Ru|GxH8a>|o~&(`MMW;pyTclx}<(Ab-MkG_;l
zxUu)1U5c5L{+`T2GxN!k^S<y1%gy`3<IR~G!tkMr?ZxJKie+DXE(u(p7V++U^roF@
z+c@@E-8poLH}_<Sd9!ZK-<a)F>|87l{SkQoLel@)Vuf=}7OtDF@d`~`UA0ou(ctBy
zt7l}U6y9Au)6y>3_{4(=p4PgD{og!&GnHpjy`9F)n{RlRrvwB^@m8xE-&Xf>JHYRi
zW)^I;`L0)*+4_`otKCoTu<M&-*=*_cjOUkzr2X#2DQ1#=eUV#=w2ld0T{*+|U-jpg
zMsN52bk<@E|957x=IP0u-<F=dulP8wYyQp_pLfA4rq%U-skU4<J?P`s-v3r^zl`2|
zeLV5P^>?STm%nh|yW{%g`kTMcSFGA^S{W$z<iMXMX5mxkE#Da%iPxQ~{o-GnRFk!0
zcjEuW6PKO5C-t`3v*n4FV05CLzsU45=lN^xf-8A{UEOx_hh0f#)Y&s^a{qJwOze8o
z_~rJrgW1<hZoP1FxKaM6%-dd0=dbA3|Es>oZ`=^)Hn;xRmuQ}V3-xdQTTA>+U$e;m
z{|CMQoQj{dxxdZ&RX-=9#&?5!x!$|*32#5mcKjbzcW0M7+p=E8E+cPVRqp!s$Unl?
z&p3J`3Y|SmcK!Ljy<YTbw@iz9h~$y~tIy=`n7IG%SMEt`T<#ccXIfcv=J~seXS|nO
zD4A#;JJ;ihK;~YxiP5bQYko+v2Im$qKh&Oe(ACZC*qgK^wq+^5`RqE@Pky?l?!}5&
z;iwPm^YlNTUvp76KSHKyZANci%Q?aI4&}Gl+YX#oG+1o4+VX)<Ycp#br@`u{zTCMP
zFNOAHFU=2H{Y%(hYkzdbEQV{*XP>^(NsTi-f0mb9V&B>DyB``A+aJ$TJ0P~`qKEpN
zi7##jm8CG7alH$&_{B7bmHkY*Vu!76#G{6pJDclMb)`4YcMg;}_sc|m!r8xHX1AY>
zwcaN9?BveZ9JxxB>vq1Ee7^Gkh4Sn1&+C$d1>y@fOfz50dfBjG<F^yf<laV^Ihd)(
ztl@sbGR;p>`~BDZ=Pm7Sp0(^NlC{2f+u25ESNfxhpFTG~{!#0_Ej_y>Pgru}>b-k!
z<m-0do|gUf+Pl!?-^q6TZ#zC6>PuL&f?w>H=4pma!SN!chs<psvvYp=sP8?y?$h*-
zo3_fD{tFFmzhn91=49I=Km6@8UVW)IQdPVbcQk3eeM+zCf=TyX{Qkb*G$H=g!TJq>
zrBjY%zTIAW-TUlM;ad;wUAX0we^;CM$=x*J`|sL2xt+~qmvF+&`&!oyE%m;@IQi@$
zeTSS*j)1bz*?uKV#*BMZbQIoPs_INy@aeh9oHJ}~X`3d$m5diTv2>d^H^bD4Gm9?q
za`PAmgidxhojQ5zCY7{q|DRi>cH13%zoPZYRWSoW*35f*A8x)~n5ix;Zns(Ykm}Em
z{&mL`?9PgazjDesJdx%5JFeA-<WD`k75CEZn`=@?{P9%A{bC2^UFW%eXJyF`eJ$DV
zcZ8zX?bN*+v)}LK4#B+6muj0-SI_<=c(BhbI?P%sZ{oWZZ(H_9PhYEc=TvU#q0*(d
z9!3SfwUDzoFB@n1R(9PdTls(1$u>1r&x$N=`Ti>SxA5Fe#rCdkQ=cs@zq8C*yV&e`
zoWt$I_Djnz%qzI?!RfE{*Tw=-whMbs{VL>N@$aR^u3vUPbl?8FU1X`s9iY-tq<-?Y
zeXLr=UrFITxx#yFW<Gc-EWD>CscHIopAU;}@2V8uQ}S3PefyO2IUhcC^2XV1Ja~G!
zS;fyIZ2D=<*^bi|{lC;yoOMR=U0)36)^BCP2hQkiIk%-PGFI$~oY?ELE0^wU=l9VK
zGWTsr>&R<jFm^5x=94f>`y|4aQT8H^E6Lw`TEVu2(%Vwvk=l=L7UxPnT)y*IEPG(d
zuiRbslS^}yb9POBJ$tt2Z0`qeHO;-+cD(+qnR{#7A%5Q3r)F(gx%T`^g)P4pt@XYg
z_9JeG+4P<RtG?y7eplD7v43u{v^J@Acc1L{w~BIVx$`3)=AG+%Z(exk-wl@%>5~(0
z=kDBVke6+i-?sgJe%p3kzUSVPckTIeIzCS7w*J`<@rD=n>x*^%YFWy=V!^liRgM2n
zx!h}KInTMle&UkP*@{c#`QGleYpZ*yxF<_{rBsf_%Oghd`#q=DM^p*l|1NQVs{3E7
zvaju|{Pi`@_J7Z)S&;J~zwh*I9-DX7iN-ziH%dO+Ci!df*$eg?C4Z@#Im@f%>n~oo
z`rYh%882QL#UyPj|2^GYYFF0XSG{fb)@G_d_`TfCIlMQ1@5KveGXl2u9@-b%9aeVP
zHek!A!(X1|G0osAx-Y4fH|yS=!%S&ih5Yg}v;^(_ue}aAx>NJes(Gs{%%4X52;RDV
zv0*^)oNCjKmCx?1KE|{<mOI{W-R5aRTc1CR@H>&2pSSzr7n}ar_s1-@-z|7%wEb>D
zn(f?&1uu-ZKP-4*vHf9zhFxfV_WkPIXJ#_r9-Ym#IC1LP1|If5uZ?7$ska^ebEKd^
z)|zjQJa7BY&W8r}rZCYN^N+m;DTq6`wZDG-Q-gAb^?R?pc-g;2=GxO%c}|hK^}dYj
z(!vh>*?(rqkNvNNF3HdM^!I;!v)ccgZKtKrJ+$WI-#=N!)|#(wZrG>C$Cua_R{i~T
z;_G*}h5Pf5tS?UgmX<g-@XnkceSLLW^>%wAp1(H`sIES}(RQgdQzF~U)8%J&-2Xr2
zJ;$5meaUVa+k0=s>{B*SnIt;hmJKA-H(B3x`g;zZ-rq+|6C~VreUfcVI`B`+%rL9`
z*@>qj>uTJ;KcAcOeAdmI72)mH`R93amww+V`Nqb<{`y?~ijJa9T>KyX_AOTbd@{s_
zyU0lD{Go~a-fBJ+JW(81d+hnCd7oYxdt2G5+oVl-y7Tj^&C@D<{?5ueXn**NX1}Cp
zYTE4lc||klpZ_d!PR4PUkX$23Wz5e9NylnbZ9eh$Nq=f@Ilfx>c%qra@%HQ^eTjF^
z$YkeB?a&Rddvc|E(XZT4`zKfCr{3EAxm`%kRpf8lp~wCAZ~j$&+b3@q^e0aDv#ny^
z^>aVh&oEejzf!j5XXouB{}s)7<CY!VyXkV>Be#G4I#2r5JO1_Tt6S?@pA;Im@6)ZA
zPe<hK7JgLE6W+J$acr5W7{`Q3^RMn!kiTNRuk6d3d)^DL_-wCoU$DRT#p|^U&3C?-
zPiS~J|7F<wrL`gN{{)?#Ty=bVrroM?NBb4!34VJ&|2V#~>+|!)L4L;WKY#G`PqK2p
zz3R=G2QO^QuP>G{51hky_ek-pyAyA|e7aY`ul{|ja_#5MRmWK$pQ*mLZl=rMN7<_x
z4zGE=_MZ2WbF2LJPX7_OclwWyZq9lSo2$fMc<y~H9k}*s<?8a9*jJHzr*9B5zVk}9
zzTl34-Kz5YosTzsSaa`thwR~F{&~h0Qaf}vcsw;ft+?ubSofdr-!6j!?)a7J-q)w*
za597_ub<vl`7&aE$^ClO@_+5hg7phF{hRuD!u8-v*~LFPvl-U!{>dNo*nXDjzvHR*
z|NHdLc|Z4&d+FCssqNt|6Blya{?8t6Y2tw67$g(WsUzT1N({|SER4abz+7V^6Vrjc
z><Drt3FsUo(A`F$Q|Jw#N7Zn0f{p;fcDIp{0qE2fs2<SWMn(pp<D6guMheD8;1f1s
z0>%o)M&MK9U;-u}0k{^ZH33EW$&_7GWMl$$7s$j^_|+07Xs4Mu5xjK81b%E4<Ww0{
z9nOx_x^%?^6b9ggK%zb1doO%_!1o&I6S&#M1m_`E=$BZ4j!8?+OG(Tt0Uf$l3_4pA
zbWj_G2lko5&!fV9(3UCaFfQbPNW^vf%%C}D%M_MP^hrGI)Ew;Dk#n;PIG~W?7J77;
z<w(2P1)L9%!hz6HRj?xvL4_IYM6A)9T`0NP1stN_7(lz(#S~sYL(5@!@k88cgr=ZM
zoTAeRO+j@OsCvY6{T0|2u=5GKa_|(BpsEz?F_MZ&OT4EMnt}{P3JGYDGGb371g9RP
z@E};UfZ81xr{Kj-I+@pOAmaMHrgi#Dr9(XD6cm?CQ4#9q(|XI^@YiEv*G8Vm58qAq
zWhz}2@^Jrt_qn-+&Z*>;yE|LomrW4$UGsL!CKJAJ?M~B@mn8y6eM*aVP5gg)pPA!}
zGgoc=u1w!0+oY4M^QYjI#m$*(`LZ%zXmZ?NqjdWvcXX}j)W@%~&hUR-qJFH|CcP_a
z`pcze>r4H0zHBR9Ip?15=UbI>g7Y^kidFXo^va0zE}NE;UAs`>@w+EF*1IROFS%-O
z>y?-t^)ohFe%_9PbNn{nRcwwLzTnZaag~|q9>DUJ#miPzFoRua!DXkDViOHFshpTp
z(c7KwuW7=l+v}Jf@Gx`p_a{8ux#jy#Mw>rczx}w5z_I=nrR`kb6f$12y}am9bwKxp
zvg>~)<y#3nOv*whHudI<J~)^9==A9w>x1Lgmd^fi{`mTW$hhS%{~bD$Aa?!JUnbSs
zjbh-2KCJ9UG)PTB!4HluV-o|g8VJY86lYTnxf}vtM&KI)I`I};i_HwwmZGRIG9#kJ
z2DSz4Y<z_gl2ZpwiDX7z!_C4}0nhoUU_+6DgFuO7X{cvzX=Y)8h{F=l8T5KamPVG~
zql_U}Qb3sbc_r|}lPwMPEG$h-jTLmw4Gr{6Oe~Fz6wD0_^~}H*^BEc$8R{8Y8k%5S
zVP_1#eGGhUm0x0Rs)9a_M1_2?GUVz=@EsS1W(InOre;Q_AV(vb@}MM${cL4$GC~Ry
zLZy-!Qtu6xX)5N#2KZ*T7zpfr9)6~<I%3hbyvPX$9&LNDQ2xp{_9H1<8cjJ3<^Fv4
zU9|N=Ba7Voy)!GFUq8E*@w9QDwQ|&#3);G}eraV)3lBSHP7+s``a#-jzr;>elNq;D
zKUtXVGGDTa;e~sG`g<{pm?bYi^j$Dlzo=<@;Nj{#=DhUme2YcjCI}vLNRqeOTk!jo
zJIkz`<8EwmKc7l~uC_R;B*OXpwb>z$IXdDmcF0W#iPT`bTCCv~aJv4_-&e1yKAw#Y
zv7ggyb=psTTEN~##ZIX+FC<U2%ANOT`(e8cXC|-F344EeS=`SZPBvHP`JXx0n(=a;
zX0Xp<lXvRdkGX}{*aucN>4OUgSXdwm5O7F=L)OR?<?<mjoDCW9;n`04IVqsn1H~D7
zN6(DnHjEh&Z5XgEV3(s88z>GOJcR|Qr9pc0C0fB0d{u>^8K@I&YN=pk1iF~Q&_cn)
zK*7|)K*7XNAzH!I%uo*$>gJ|q*iK<L1KEufR?srV63bN(M#hL}Em1HsG=iLf4k<-2
zFTu31&@)xgHMB5LFf=qVR<JZS(=!E~`HXVuCAgak_Bv=Z08(P0L=vuY!kG9H0+eEq
zd`Pf_09Blr?Uo5=vyLhVw0^fcs*^7+Zn}MnSkr}PK_?d3o4jR~n7hPjanc#3{CHEv
zR=yQ7&ugrVw`8tgYbyAnx?t5|j^>S458g~$AW$XKtGb6NH{?#}&8sT53pw9ivwU>r
z*1?Ip*cQlZS|8tV=w;w;xqOaVZmH&t%5(P3(tDZr@gKYT7C{L?CKJAwOT}NtKW%Z~
zF3T%DHG9WA;m^;1#MnB8n%rL%==b=|(nAVwJC>wrvRpZ@$>O;B|I^jIuh_rpI+um>
zpFDfx?OcslnZe&%@5Zth*Bp%8SQyv$Dk`GxrrzwLm>d6&us!wqbfnMhs*uyG4Lw`8
zOq*>a)_=14x$)HN`Ui!YD{vJNpr8T=t&u6@RAn&7*vJfL8v`7<L8<AbIf+Gx<b*mL
zWKMD8!kmc41=tp_d$E=hNNyZ71%)|zt%_&`*aZ%T<_giEoU0J404gRdAjO2GLbL*;
zcz|B;0J;DN<63F3<w)U$r=&16gA@&rDu9Tx!qNm(QWz;18iKScSQ>)L4)Eofpkl!-
zGbhzZ0q%E@5K>8j6j3+|3rK5+nAQY1-5~jqP+4J)qcs7(sp0N(?X=3>JC3X<QFZ#b
z?ZG1ctlx}=lDP}i6pyvm-?v%Q%BS+M;M~kJlDEEYkJIM=a#qrCLAz(>%L3Ec!W_!y
zyoAG=LJrAm+)a8o?Lvawx2umYy*@c%8RLTYjj?-gKm4R{wxhgdpH-*dOG&-?cLhFd
zi2U8loyE_Z89l+G)$jbBeIHmG)oyQ{-WXoDpY8noN6FhcQV;3)EB73^TGZJ0TGBJP
zC2L_N*Hxh_pXB3HuUmBLzgskG;{v^|PaAtzoLX^i#X8|#=_@ZkOx!Pfjz4m0${KI~
zP?=X}jtf3ob*?6<SkJ}#x6jNZsihxdcAA>)di0ag&A&+$M?nD&CvdnLnWD^0n4`BP
zGE0gBQj47Pa|`nGK=&<!Td&UfIr&Aw1&PV23i>XoWtqvTLGDhV(gR2QKyN}bG6xS~
z!^Z?Xa}(3S7aK#8LWF-(R%&ty$Q<zPstU#s_3-=j%t7@gMosW`?$2<MaH+Qc()BaW
z%q)C1XXY7~<YO~?POWNkOIoz3(@@ROu#0;|;G%{djn#L0xz!#VQd8(y<S63k!osqo
zDt=W|WRJIq=<~4YljNo?+x0u_YV5x6HOGV7^M0@VelJ?Tbm7bQSG5H=SeP0e6iA{L
zdCr~N|L%VMiok`}ufIFWd;FtA$~^^sm#0S8Eh7Z3KmHlI*lGRxyWP@#j~h?yag^&g
zmCAR}iMx+o=`&lUg42cztx$0Rosx$Y3P$+?+<}wiwrtsAZen6)awjafx7Sx|zGR5$
zqREcSpJWR(wJOQ*yFBAfQsin{yESyelDw(s-@mC@GFP@lYVF#$FQ(M+I&BDO0UN4w
z<k+#a>8qXpem3P53we=pLG!0nOTt2q<IEE)n<F|hm>=!_DzR+~pIC_zNZ%`Yo$v1i
zZBtbqL)>xkyH;3m6ubBSU?Y`?BfH`~<{3>Yv=NwT-q9+Nw4q1BaM9Yg-{m`H>}qW6
z>iCX<ROM8Qcblni40baDdvK$GVg%c%U7xvM`%8Dsh3n=xXcVxnEBMeZiSV<jM$3Cr
zpgwAo(-Br{X>E7cGOhZun}_AJt^fAQ>(`g{_^Y&gJeV@E2jVN29m$d!E+yvIxHUI!
zn;gwK2if3^4GLRy>*w!L+*R4TMN?T4>Q@^U@3OM8FVcU%uCMp?^9vK!ne=*J=Ixrx
z*D5D{mJ38UxRPU<-PWyJ|9;>9|Luzx0m3>fVzy^p@a@+9&c0|F+@(cd*>=9Xyj)yV
zl=rvE{q0|F`@I*qc63+%^@+yt;F~x<VQ0}(FCU+tS?Rynx}Qw&k(@uPyhe2=^N(&V
zUxcqe3F~l+>1b$Za6GcN%Uka(y{NDI_{KSG97md^q-O_&3533wvf*~kw>LNK|9$K~
z-Y>tp^3#F+dE5T&iS(HHD34F4#q?L411!KTcP3|MWOQ_Q2mgH1cu?tP%(Al|pWVIh
zm9+dJ!jqPq(>AA{*NfR<@FKzS>7KAYGna40k!}8xCoSYU&PX3|dZH4+bSXgoON#A0
zttGV&^0E!fPI(*yCv7n$mhN8(g1Tmjk9j`tTRLgQx5+kJXTYN%BV<F&-YE0DJ1vR+
zohuR?pRUnylU6$38qDSgH{C=fqVA93>$&A_y^^2rZCLISwZY>O^XdN8tzQe1b|+kc
z$MlhXtAF@ZzJAoxm8h+F`TpV;u5GHbeAewOem-?t*aZol6)uw_J?7_GZqZtBp35w2
z;)NY*oa*2#^gki+)wQ)^Ud^mi7b}I|6NuGQs7FX&Trq!RfUM4>E4h{vG;)4;m_&b_
z5BI@}=nYGj<ptQKzWb8-Q`+|G!6vUgx7C*TZkCIce$mFUj_Fn>D2Q6Dr#)z5ox1o<
z`WD5au&J+X;1Ms_r1~OZ;t{>i^Nud_-R!d3`Mf6gij0`aEyAFz!;wFM+bSYpXY{Pr
zD=V)FGk)P}T-{Kn^qCEmS)4e<LcTpxz89xBy=3;LhOT3#o)+M|Dxjmt*8Sw&l<L-;
znaVfs{_=@*aD6;WWzLB`jyf(J(*&AXug;EBoQW=eq4}t=$9jPsTp8eC5o}`h-f&{C
z)3(*GM47@F--62#rws|5V&~uQbt=oYO=T4A&7M>Mc1<at*yfw2b$?o-xBsaP6Iy!k
z(aYDOmkOLOBl~7W`i7W25u##Z|Jv>UG+s@ZSlya(&h-5cp|?F-P&`n@c6yPk_o-8Q
zy^^2hRv&CSRr<K=&&3_B>|0Tk)rN1}yy-@fLg9@~az39vYgA24?95^3*2><tKTfeg
z^nzc?Jq0l(^@BliadwrTo_u_Ke0}Whu-6Hdm$g$KF4*hzKx@HVaG3n9*IrV;;YQB3
zi;LZN-+ec4-aLN$KN}V;a=HvkllvaL6)lSCM)t`G=M6Fz1q!C7p_XE<8&|LPex2}9
zW3N+?eZlr`<y^49`Xr!pzxKQAEylAmjn%cZvQAIa-Me?M6-#%<M*dscEU?7!<RNd7
zcGwyYe*X6_Ui^5w{eIf{d9|;utQ3e3SX!66qr=SQ?$v`Oi`W}ii1GVAG&VB&RhL%%
z=ElaWtHXcS+fB0;JO4UPF?-Kmr(1?~`W!1tU|Em9T<7c8uaA%S*ME3$uv=XJ+1c6C
z=gwX0zoDY;z38S*?-v(7gav?H6RW1Wy1J55(w!ZJCr_T#kKcDiH^PRws`WsqgEcr&
zz0l%&QT%KxsQllu-!ZR2Ie-0xFV_))c;wl$u*oOa*+rZ1ij_z~>W?M15jI8ZC+v2L
zn)CF;_Y(>+tXsgz`bAm!B5ujMDl66;JEr#4pKsBHlM8}BnVxXiu%Kv8{asklJZU`P
zv%w>2d!>I<=H)fw{kt~qx3K(t6jUME2+ZUZ>%XJ@q;G;%sLkG)4}U&_)R;P~-R|#1
zi$eZo+<Bc<-5OvX52}PtFi+f=F!9dZZ+p3~e&<@4w+~clO<-3_KG^hX<>z&Gv{l?g
z*9*LQ)(xp?H;L=K`1+Rh_fy`$yP@A;qDGQB`BkkoYL>P=XT?F)>L-U3qX?T-$hKTf
z_;_NkQyJImq}V!S@rMbOcePV~i`P{lIq6}7<I`2EKi$`E*#&cc4m-&Cn~vVrUeeeL
z6FkG-ol-vA?7ZBnaE?;A|M@}wclnnQQ+?8q4d%vA0y-<!L}uQLQ!LMzuMaAppEREE
z+_2}J=%#Yd{c(y{U@m{65)ojze#!~?-spMGUu(dnHNQ(;Q|bjIMMp$+jML6=@bmY7
zTeWZByaNdzzkKDg+@Z9f-&{Ql7KYOjUcP-RYnpZC^YinecK26+L*UaB-iu3Xyq-e?
zG>LQCw{PDrE_OeD{J6WTtE_F+lqU%vzj1j^s&1X3V{#4}oJWLoN=r+<r|DGw`BCWZ
z?(X8^lA4;@p}%5fmDSy4Ukl&O4{FPe<7aB*xVX@{Jt!#XkNxoj)?!O#o^Rf}*Xdl~
z_ud9b1nxUjcswXLI5;$Psf@f$g@LW@+z+7Q=8dmG?i|f1*%DYV91+qH*Nd59l6mR!
za({Wd8VOO+)-tyi_U`At>jko}RqcWWY!au~lAfL(PGPkkY4dj<9v(hyH?t+dF;#zJ
zb*sht@BkBNIui`vz@p;R<SJx+cK1Hcjo}=hwO#7L&9_f7IxFt@@;aRoiS}dDg+-$!
zzgS3qRclC~A<TfLqqnu6a0frT^PsBLV87EBb))<V>`E-$TH(%XH|Sj}OB4SI)2tXV
zWz$^FO-PnFZO~}_=6LWcS7Kf33x9Cql4IJws>|9>7)~N|)tsI+S1@C}z_aj<e=g5>
zKRL7{d|Ye3*J)qieeIT?qKoV&RyNxRC`SC6`nf7$uhWcp#b3fR%}+23Hl-#+Zoanq
zz38DoTo>nqo2UXh%-&n9e5BK7eOFuY5=El<+Uq#Q=k2Jfo2T8;e&Vrdf>{lU{gSI(
zCcAq4&$tn%cxJu8-_A4APZ~K6K3Xm_{Zso}6jSTG?g_}oC@%5;ei_BFf2QBKr?=#2
zWS<KER>dSF?<bxvv~&NLaYtKK<qR~TwIoPx+q2hc8qZZEBMjM2|N8oRx^DEbxD5-6
zw%-#BvX|I`6t<7Jrmb4FYWw}V*^pe`S6ST}V^W5c4_>{RWmWoWp>w+gpV-du6YuhU
zW~YCDjpX`>rqqK?tS|bWURfEe)!Z6nTgvHlN<_21{h~S()5i60-n_YTC8T75T|~y7
z<iJyL6$|3m3-}iPl2(BfZtI=)C3p7s_jh!3^!3%f-~0XFx9$6vE?HtA18SlE{9lbo
zFi9^CUQ(BP2QGi5@5L!v^Uj182OI~5TyCCwGs)bAck8e7&;U6iq4UbM8eHAirG5H_
zl6)S#DqTOJ=`T{W2$kF{dJ?DTAA7h)NMtWtuM#AQdS6ie&UMr1_`dJaU-vq_Fv<{t
zrXwfK=U=-Ts#*imF9?A1g42eUh(|BazN&7$kP!gM9v~roxzg3|MV%Hq!s1`Z>Re>0
zU+Q`RDPAd~B{|?UA!OxOiz3j(sy=INR#oeTj0-CiS(UE3aEQfNnC^ATFv)l@foWo#
z5(~H9oLO;-CQ>E^9*rLQf=#T-e(yv#-HQhsW4**-$rO%*P2$frzF*gFacgel*A&Q9
zaoX_U=*hiK-*jbHg>&?>@yZ7&T=Hm1IM`RbeH$p*xHYTrXbP-UcG{59C=FJ^DH)`2
z$+acnBGdD?qMHg5K&A^BEpb@V&2ey%;JLds(H=9C&YoLvSHaSm%cZMBK<C!OH?8cy
zzj7_Ss1WGP<r3Agqe<1+*jPtL$HwN*gM-ZiI$kIDI+fMDybW@f3$La?reYH3v{$cQ
z?bxy7`T6<(zunGHKHewF!r0`h`ThTQkU^QwTrOH25lyTsmoI1k`?|p5SdZl6vfYXi
zzfMity?Z^#FPt(#3X}Ygi0XJmZ_oStdH(-BIX5@myBEhXZQrN2px|d}7wLE+Y{<ra
zX|lS1+POJDFZ<g+ta3E_awDWaFY4WNdBa~W4hnxuj$aadq`hVPc5`!c?c>M$WWD|T
zzWuLR_by_}rl%=fn!$H`d9O&SlzB9I7=66by3I2Ce5-_xsHmu+q2c*Gvuvx&5)&0!
zy!QuHwazH7Ro>|g%ILFF?kRje^4QgPVt0}8=DZdOo%MU{6F9lKyL)=>Y|Fj9!T*^-
zM8M8<@t?kNS$a)(oYXGT!6LNz{9VVDo8CPzJ^5MTO9H1y4I8)C>&_Cz(p9@vm&7UZ
ztoQWeG4ipg-6y)#>(aUSs(Jex%J02u6JE=Ad0C|5H?G7|-%rUCLX-X--L}GYr}y^Q
zqFuY<4o3g_dem~Y*WSHOn=%bO{!L(-$dYvN>9-e0E4z)g-kj6p|Fd?&JB$4F6W%|K
zQ!IZUlsMs!BI}}uM=ohE>*TEDHjm$8Y4y86K*#EF+;=X^2`Zikb2=oVC$~LrkVuN%
zkv4CO%KO#4PsO5_>+?0a*3Wrd)VN1+)d}VM3cAi*F3ug(v(`+W{;YoEzda{!UF2s!
zxX9k`o`7uB%eSIQYIneD{&r3^&oMmx>G{%WTcdyd-^s<&9cZyJc0zUQpB-u!;uLe%
zcor2n@T^;R?e=mV{U0f@FJmw7bu1LnaeFB9RK59y=%E9%RJhoWD6Cp`(9(2c!ME?K
zYY!=`eAJj=D6;$um!R1>0o}4B-b<!S9IiA*Tz@fZT8KrqZ{g?Ill**5M;-3Wj#JD$
zBDEyXqj81i#(g*cK0LKqzCQfQ4Xt0t9XCjHZ=P?hm*27K>Nl>1<-U_TnHT-qbyunG
zOYFrjp|0EC@m#KBYC2jFvtX~2M(pGxj~Z5NnssZ5<m&FnVRQE0d=k{$oM0&PeOdSk
zF(%$1t0fLcymK<YA5ouPGa(|P`u0j8_JdAL?@HHCkPi1S_IN*mNl<*_*^>8@w?1E{
zCKhr(==MaJrdEMF@Ao>%IR9I6SD^U|pQgY@f!k-lKVLTGn4b2ERorjNrwiz`Jh-#{
z^^-Wo<?Sy;oi5H=!o==kpSr26W?q=sW|RNZqp}xRaEKKZtgmjpvr6%}!dqvqBMUmk
zqK{91`E>HMC-G~xu{1U(D6*?tzMr}6oN?~__shdMM6)L;$q2CPuHO6kwXe9E+LNiF
zGn)=OZV+fKzPm@Q-X!l}ofD6d!4e0aDH-J@y0?l9s|w>j>N{Pq;1Ii1ux;{8C$BZT
zUy5<E-INGYSfy??C)RsgTvybb=nBmf=aoJ`;GXvO_V)Jbsq^OX9TZCP<hyuV`^js^
z>edN+)H07SUfe!s-MgpOdhWWX&hEV+rKI--G`MhTOXlTyw$;}zUp6j&cIMKhAdYDQ
zr$ZmV6%DfSSTB%tU1h0-!ndiX@9r%MPkplJ&g4|xg^!*1r)}G|ZMJ#7*71`kPqy>R
zw<U1yU88PRQQc}HojqZxBI~00McsF^zr{GNELybV|0Hg{_K)d0X`6q(-G1Ngzte`6
zxb@YoZ(iQlZaHA;Y0B5J!sX+^U4O#^SIOw+9BDl)s`FxB>YE!Im;28@_9;tYNqg`9
z1-yaRui7m3XF0MdZr_`;Hi7LyPoHlJTYP@${;cfm`<2h<Chj)VZn74es_MzV#{D{1
z=H;5|))zSwHY&0v?RUz~xqMM-idMD%)yGF$>yAGv+IfL*#i~_aPd_V0T$z4HJLRzZ
zH0I9Qy-p`0C+9q<P+Jso^2{pNm76|4-{oLmT^SMc;^3yTx3?xLySwcV3=0!u;XYP%
zSzG10K(h~@rhx6ekef4g-!}wod*Ca|zsIqUZO-=a6RY;cDXOgToK|p0=;A&0rChhz
z6a7W`S-4d#?n5PNg!rGDE(r0oF7dsh5Nac!^W}kzxZg?n-ss4jAG1<;jw^nQNL2Qk
zTKao^*CI7g{#(ed?zz6Y)#m?J=WH=`=Tqt*T?&o8re3XHx8rC+RQu}VjvFpC6>s0l
zky$uxZSmdhuOq&$u<z4;baIo}6fN!Y&|P<=mUXc=wVKV@z4PF%$Hj`JTDK%KKN_10
z*?cOV`P%2q-V0J&HOhbXo%Wl)4QwHA`>Ugq+ovht=YE~EM*WiN@^;()IWf<yg!S*2
zxagkqJ+Y?1V)qwAj)P8ueu`c}+yBN)n;?{Z@8i_nrdRA;RL?5&Pv3d&$RsaCE5-M>
zb;aNE*#;eDKIkNUZu*N=>&<fe#IM!ASfiDCQu#AT-RE#$Vc}0=>2aHGvHz@)f6D_J
zh<xoXayIPrzSNB96zk2|7yMfnT~xjeQr&%Bck;9+^)uuCeemo*$EFyeafnyND`~lI
zKL07P&-YXpX+H1|R==?Lq4O!8kJF>F&s_R*{_-iGYkYsz1)Exx?gY3z-&&+tyDRgu
zPI#>7TRBe2pj(}xrQdF(vK9w>-9G#M>vxWWPU7eI19P%X-^VDd>E1eB=I!s`3@O`5
z#!J2kt<JYxrY3eKvU*+Uj`R+94zXPY|2ijqp7(WmZ$`Ar|ImqNU01p<YMbJg^fveT
zmL-RNJef4@+x`2!3<sS)O_A)Ao~Gf+FC)6s=@t93GdrD41r+ZnXF7X{e@vUKop<!6
z<m&F(xBji?v|!=h80^O6r+V>jM1K?O(eA}c`d`dn9GY;+DJMg4`FgEi8KD>7id~H8
z7tkqrct!YP*ojY%vwrgKvd^Cs^IhYU$D0X4emOa!7kf{&YoEWDQzrdRu&Grq#=+$$
z@2;cnt)&~E&5iHQ&D~O=Qt8pDYIc8W+FH$d(?Tj17k-$()^WoGvs9OdO$xhSt@4ph
z=X!a0?p5&>A3Xj|nB<lt`tIz{e|N4NIW&t+T~SUk;>96WcM;#T&-Yk<^6sjvRxx}4
za_1zUJ=wdyzua}{##7et*KeOxv?MI#7B>kjD!+B^&6IlKz4bdYwoQ67ahjrPqejHL
z^WM7Mk<;QU54%lq?>YGC!^6WJ9UQyw@*Q;2xfmI$wWi-Vx3BzaxbW+V>l95VWNa#{
z+4%3zlchhWujBu}TxJTJcWrHLO3IVy{JpFPoh&ZitvbHvvA3e?wYXVJKk@D|Si&Nt
zyX_pS^l5e7liK^!)GjEmOYrpaTD5Yeq;;7N3-?c#lZug>ubtlCX}2qE6aS~xo)STa
zI?ddlA37_puJ&Z^Zlwt?1;aOJ1WD>B9KL${_U+oe0UmR+?i&7Ic{}CH%Lb+kpT+fs
z%fsB%pM+ks?zI!2%TlgWB6yeA+(&XgN9N@@)45N6^!PgAl|zp4-QPcUFZ$EnxYyA0
zzvq?zeXLEbGK(@wBly-%sTZC*S#jsP$qy!eQ@q+Jab$j`!v+cK)RxCv6ugqQ|9zwQ
zbMc}weUaO@dB2}HFo6jaqjSn!!r!JQKITb0?0)XGD5xHhWzV0mm}9wSpa{!n{_YEF
zyZ0vSS1EhxkW%NdQx!CGaCw%-&Ud%{awp$kP_5v(<wl}Mql5`xQ>)S(JD2p-jT6Mu
zZy6oG8o=$$b>u;TfR4z+66Ia*O=fO8D;~7W;#~UoZ{Ieh3v@(1R*29z^wM*R%%ZOm
zT(`tJ)y+NlJhNr^olo(DU3Sjpr*O&n|2^-beQrPB9X;!YF^9`ruz5U+b{oxRnVlEA
z^k~l1qdrnBi^MEA#JURH1YNt&7AXYQHNRV#>%7--dRDW;k-p}Hg&gS$fkM0Au>O8(
z{^H*TkHvB8_V8*Rb^&F+HsQI~wOe@QZ=RP;zp5Zm_z>i(i4HE&iYH}1us;t<5$K2j
zTM8ZLVd0Ji4_1TvluqK{=?1LxDd3Ja7Nt@`I&<gt3xq5Vl6e_s1)lPlz`m$x=4%-p
zqGo_R>aSk8;xo_2(#WXj-k!?4ckk}wx14(pRLfMGrk|6M?KnTr*4x8lhC$+?C7zRS
z-M(EYn4O)SoRl=7d!})^l?>ng_AMV?urHtJ=sI)e%-h>?Uw?P)RlCR^sN8?z#Fv+s
zkN3;}|M`5rebtv0_njqdpFMxx-rBnN|G(eI`(!`=ttu`yo^`G8@iA3ZRonW1HZEOK
zkG{RV{r~Iwdd+>mY+d$En7h0D{i5bxY4f~$dv1PTIBC+P(A8ltJ@4$V-|w`i?(eTD
zn!yEv$NOZfpP!R0nJ{^B^R%V!ouewgG+#dPVEz7ovu4crvE2S|=7ZFA7gc^KW<B}1
z`MjOBj*bhvb=jL68xot}J4@JhE$Udde)a0tA0HnN3=BNw6e=PpSorywZ%IRsynUSv
z_c?pP+UILmuRhFrDbm)~_SF6tyU*;a{aqvPB>rzp=H&}_kM>9!M@2=IDAfJ=c>G13
zo8`ar_5Ygp3Agq+-*+f3E}r_ht*xz7SpAn>*WJbSbHvyto||L2IsN>+o}Qk@={wyf
zzi404>b@oF->2#OHNJD|O@Dp=|G(|;7faaAv#XVQ+E&yf#B<kJ<M@kn!j*x26Rlae
zS{Jo-m}Fg9@$>WZ#nr!`JbAL*fBqw-S868W|NlI<zhC=3)+BXbynFVuBb~x87A#uC
z)T^~CWsBOP-#*<(7s(tydi3s&LS}KnmrqYmf3bVs`y+cVU3$F0!k0JibJhcKQzHwJ
zK<@rYDhsbJl383)`Fid4Uvt^?`tARGI6O@^ddlNBZ{AGR4%a&V;v6H`Jx>fXTD+8Q
zy{rB8a(PGVAHBFeJKkHStXi?+MXdbUS*EMsE1H;Ud~5&J|3b}o=icj6ZshxFmCuXl
z$k<r>`|b7&=5=@Uc~?EKVQaa3?!jtBz2f-9`7Wjhn~o~)a{j<O&HmrVe&@f(7uagu
z+FQN-ed@jKhn+sYkk)y8yq{lc;iMO<mn~aXw|!p=_ucrZQ>SVk&*(NUdg5{4y<f)i
z(#@MIWfuQ7ynlDTn@evQm&Tuqr(!lF96azo6_Q34EOOK@*5&!7p0!=H>f@uMs}F8-
zlCWLW>lqX@spw9=_LqOZ-)kSgvE8Xz=;Ds2Po8KT@9pi~xN+l-4l9ncS6*CPoPU2`
zZ=e4>o15>|U%j|=V|Tf})rxiN`1twVzkiDo{{Hs%@;h9Mb~+!qP}p_BO>}Qge*XId
z@Ep?|_bf`{i~p4qkMHa({`~p##e?f&cVAl*`S`bhTmPy4AZshDc{Y_ova+?WudUtJ
zuB4=tm7RU@V3(-&ufI74BD}6H@jrjx|DU({<^?A&A0HQMwHTM$C4WANTRI6pFWY@F
zeAA{)M#jeRmAc1|A7A{jr?Zpu>9-(T!Mo>mVt0wG?e(0jws6X^Cg<%FmEC$A*020?
zi|=i8eCErG_I}*WwV(E$**ed~-lf-OQ8inMzKEDu+dfIn_dyp<D0k_93CeI@-Xc2d
zU|SnoNkg3ET{E8<28kCJxmMJNn2Ky%vc%=*uTM`;e-v`WQ4W2UGE8zwNlE!4{dMnT
zE*7T7CNZvQeSLh3&oi+w8LD!K32?N;{@v#E{r!FOUp)>A0$-b~!D0fSl5Mv_goA=W
znd62Af-~KZg8wsrG|)bRYk>i1svf++z{0@H1gr?mGd40Oaru`yXh9t2r2pR7^-uTb
z%2nCVPl^{mvF%=b!y<>bM|S3&mw&NyzL}-QwJ!=Uzq9krZ=d3_cJK7`W62g4y^jyf
z`<l}^Nux_i(`*0tDeC{<>z=6p_wMfBHL81R|9*QKzwd#*YRiXdLA?3@f7$Q*v;F^v
zZ~Ix!zc&oMX8nH>*GJy}KiB{NvF!hk>-GOW?XKs^|Nm#dr}{F%dsRv^>wkTUe`5dt
zlWWH^iD%XCLjQ@}e|$!D@6w-f$<j;j>OQ*_^e#txufL|DbG`Ok+rCLp<29fCyH~CE
z;$$_)V_xT~YVoE^i={1WfB(&oulw#^^3K*@5_Ea{-^o4AIv4-{e0zKPe~pSC{`vd=
zp4T_r^IRltYS<I~|9^e|1+o3Vbg%u3`nGNV1J-)g@H3s4@rPgD{+~g2ZQwn3p>tO@
z{ueO%KjFT&=gd1Bxn70}U)DIe=d9T0@0wr5MNhr2FB4fm%fkzLcl+-tr{v>HzL}nn
z|N6~zdEC~IU5a1duiaia%`*7Uza6K$3$K6k;*0zD@To@JRgL-|dxDql$$GR@Vb6ju
zoBT~b@&ErYdu8Jl?<#-Wy+<RP3;a#GGFt!4`+VlDE^A`I>di5)5_;s4%$};+SLat=
z+wQA%)arh+>@vQf=~v}%->%LJ{(7)grd6Q0V!h=#%X=<e3+}kAU;0sxdBQ}!Hy>M6
zv-<xq&KG{Q+2Lnr-lTf<6|;htE&ROqh}5AkFT%e$PO}M_rhj&xs-$Vai7JkdPD|yl
zuDb7BQS-BYUq-UhjG%yJUaMXmNSglcT<g&*t_#@&<IQZ7FWAY4Oq=#1dcmbhhnXc#
z@;-T3ICHlM=k8-|8|)=C_IjoEJ#>(Dk}+y}cRDSznoW21#$zdm7{z8*E!6sb;>{d3
z0Rf4i>nwIMJ)1VClyFD;7_n7tNX)p)k+Z|}g6yq`POq)E=P;jHnthV>l|WR!#Gyv{
z>LRyY9xReaLUw^~Za;Kc@Z!cu+1QEMt*MpVF(=(388<hZPHsM7o-h7m>g0RwY>e?@
zNw=r=Zu-3IzM%J}H<I5g(*9ewi<bU-?Y`&KvSLy88;2I8oRr9p`&{54xnOoj>*+tY
zS#0(G#Hpkt7<H;;Za-(%vGK&Z`)(b9Z=^fYHn?tlsMOrm$@F%kW2e}rO$SaNxYT?}
z)AP2F;K`_>=1XBR@~7=M>NR)`Ty(pSP3pVb{9>w*=^LI0g$EBU77MG*_B;?`ma*4L
zK|<JmT5V0?<5CqFVgKa$g<>VE3*r;}__i*&@M~F%>w(4XTlY?64r496c_CZ9xmwav
zY|+LRldgq#mqnB&Z&|2g^Y-cAibLK_UtaX|iTQkd7V>uf?rL_HmrAeeGT*mK&vsE}
z*QxPasgow{`y^{>X}4q1-FJB$9ztiEBUaYxvhb((rQB1VxU{p;#lEkRHzCogi+8Q$
z%o!7V?K-Y0y<YO;)z`g=pK7()qy7d?;+A#i7Z5eQv;cf>yXu6f(=%szTq}6Vl0Cn7
zmIsUDjVZlr-W2bhP^%kuu~8?wYOUZJzQsocZ_l1=)Np9#ipx_sPPVv_=IwQ!Cv#$C
zPk?ga#|0;QHn_iEdGyjM-ksByR2Q^KvLvVS&P)nkdH&Q<F7?Uc`Yin$#b;RdNjg;P
zUY0V+bGWtfMb`eCjC<5Swr_gQ9`4h>Xw^Nt$TH8X?&4iWU%Y}<7vDB1m+33L(=7J#
zy{?(Dz1Gx>z^zx5GUY=;C*RoOc6j=+u%eGvZf}xZ|LY~~-eUY9a83E%ve<=9Zm(Mx
zq^w#baB7ClDwAU#w@w|CKa#%w+LL9I63V`|7TtNtDZ8!3komxD4W*)fWAim74^lX8
zEq<5lP;Ab~S@{0x>iQ5xqu;yQIcKH*e5E6HTW}G_`&(CXJ~_=-*~!)UeB;uBus6pZ
zJFR~wALGM*$V}Avr;x(pZQeN{JQL@Ae<C4rL~h3BjniYFx-GMGGu659HRi%O#;w02
zzx`OgDap)f#)ai`#Ld4s95v%oZ85I<BA>PBFkgZ{E6?2nd1=Wl`ode+bBC~<Smnsi
z_a|Uqhib6sIZLOd91>RIOBw=Mq_Y?kR%d*F7ttIO;2)}UbV)2n=o;gqfIF+^iCsMP
zDyi`1loPLf0_N_WmD+x9@x&Lpi3Xu1j;FR??MZcTt6-LXmUL-RtF_Ok2dPnV7D@W&
z)kFf=yV|}BzM8kXb=D^i8J7u;C6X?M+orvkqF}YctAF+O(=0reNjU+P%jPC)Z2F<3
zd1BE6zmpd&{{$^R(7MwxG;xjPbWg3My65-yTw;!Lz4d9c7SGIV<*(|(EITR~xy9#&
zC~B<GSh8Z3)ya})f}&F&hQDp!acGmW<lAdrZ(>EOC2O-X8E1cU+0hv%IqT?>o5?<f
z7XxIfbE6KuN_=<f;4eis$5p$k_rH7~#J0TQlMr9PCfR#8I?ifsjm`ahTe$qes}r{7
zkBZE$+V-o*)cAiE(2B`7alITXvp2G%&q_myJ+xD+c!tfKOTHy@xTY+BbMY$w(!?KU
z?b+ummTCQ&Vy0}>B-9?c0DNuxkL#`1F0?MYnj+feFyWlyJBRc8d9B%h7d||9a^f<s
zkn4rF=ZDK~W!xsRN;pvQOIc=)`&Q@4&hjp;99!NrDqq{p<7uXpc+zLt1eu7>H&4mf
zgx`4(AS#xic=-2iS&JK2Z!<5BkL=0eyBaL8@%qw@x2l-7#?PtbXP=gv?`7KXN=kRz
zasEG2*ESlo?V8!KrGfK4$K|6l<?03IPkw88hc`LWF6F$V>-|F)jpG!)iDojmNIBlh
zT*xz<h0DY2R?4-@FONH}&y$aMzVnOvjLR)wcg$XV@u|c8?Yz~(d?C+;jkj=rem3V@
z&WS%NIW>kW+ZPl?wiMr)ESA%>GVA350kg<Y7cw?Io>;Wg(QRFiAm6)ZI~y|QcJUU+
z-e5G8yHv2CY&(ZwS%S=V?`Ix9I&a@8f^Kc!b$O3?kx{Hh#LV*Ze0)>qPXFy!;d4m2
zBdd8e^Oi2&lYeuzSWONTOJ7yAd&Z*DU3r#G>Y5AheV9`Jbk)+yD?2O~N%&5kF~d47
zyJ-DZ&q=Ax2b^#3xZ!X0hG}tX)f^`6xP9;5Ena=Tbg`M;<afO6H@?17C_bKD@O{U1
zuFIKE)eYZ!$t}C-6?ofwNu1jT-zOVF=dFClY#(CIdv2<+9Se`L@D#O2CaMJ&qTkrc
z{hIau17D|Cmj3q*9NqD5*H~w6_EZcI;&gJiQ7m$QC~)Yg&qm4D%XT}mX-!wjH*s1S
z+5R|Z*TM^{O*gnPS7${}Wwpw7;LeqKBO@%<r*&g(79U6KEiqxfJAOV_oGOeShPvpk
z|El`#LTfB{{bH-P5%Zm{Ty574+Uag8ap+?5_Nw?77X;*YZr7}u`myuc#9yFW+l%Hs
zy9U0s-7^a5)^;1TTiYYsu3)*feKq{nc8^PkLASPx!f$O4y?R1Igf*p6p~s>mIME_?
z`-|#T>9%w9G+JBZ-K;)(Ol4NKO}A2aO{wb>%00RL!UGHLu9aNV4fVEg-<kc?*+MzC
z;9_E})V;KpV7&~71y!ydE=+BUB5hb^PsuV%oA|Nsn&}md$wF-=aS~H6Z8B2t{52)P
z`1Wa5DOtVM_rx9@er&<zskM-GUt;k4@H98a#K7rq70lS17JuA(X!X9XF3wil-i6yU
z>Mqax`|;k6?{_vaHE-6LS6OlNv%<!$+2P?g-mhVnH?vuNteuy&ck62NO|P53r@dL5
z#`ok<n{@3Y>BieHwEQQ`<~uB+dve)s<->}_JMUyyp7s?xs#HDczQ{g7U(?y2cbc{K
zD1XaT+GZQ%xU%)rWcODeR$o4FR7_9X<!%NGXVilkku!F8Yv1g6wj*Q1<+3x%(jNkN
zt2wPdthf!iwf&Ju?!g1tZf#%cEf}q&UvKhZ$%N&*p6OfjrtCOcx845f!?&Ln$Oj1A
zmVbI-+VdqjXE+$wGMzdYq_tw5Rf6VTOaGgV=Vn@cc-s^AqfFA3uSxDp<#!|H3)-!Z
zCmYYYZTJ7v(%aS|KYPrfm$rYFscC~;+MbGXY5P&|rR}Rb53hP&JZ}fH?SHcx>&1NE
z)$?M%{4aQZYS+D6ckZpsyZp$sA@_RV>}FTCG^5Yo6L!ruzxeVH^wRbpkqrmJ-KGZ#
ztdRQhLE!x9X_^%Wn;ngKvpO0zUbQSQD0H<7x;{zTCHQ0VP4>jX!mO*8W=@v7u;GI#
z<K*52j}t-<%m|+H*VW1(dc9ZZoGDUA!ZZ}tv$-_5_bz5UnDsj1c#D;EfA-mo+~)Pg
z4(#(6TV~pS^$VNpY{R$e@tR*&>?+HxTi#o-Kj|q+oMZ2KWKCi0598y^zmgBMH6$MC
zvTmPeu=AN!%>F))*FPep5_$!lp7(j^U+DATpC))J*qF2Lp7$G>UvW3AzD$jcnxn46
zbYFJk?5bV<HQxUtJ~-}J-nB#i;eoY|2c)F<vNbd(e_PrxVa278pf-c!FWdq*X*n2W
z3r5E~p5ant7M<o;-=EMlx#UOU43nzPuIBS!I3s3wZBGB$^Kz1~^gmUVcK>z%9<Inf
z))?m{)8o^bvMFKnPt9lUPZF+QnWlPwrEdB41$|TE9%sEw&TLrB8BvqWw`WQHVfRaV
zIi9yNPkP=;&t`Wyd`omiv8mFhUW?L`jD~mCUE3aMajco=?!3Q-Kf~9ZY?!Q48unoB
zL4}oH<oi!uH*L7PaBj>Z(_V|qp1Zu~ZQ68I@xE*Ci^OmJ3qrrC-HoqUws_gr!}+%b
ze(>FLmuV^w(v<9~o*B6|yPNZ*yMI{N(ZHNppHH4xWl_3zb6;-S!9qqUb>XX5&Ma~c
zD14@sx@czPCdn}6*aEE#J=d2O3=A69Suuh2hSMf5%*u(eJ9<#x`QYJdefQ^wF7#-=
z`%#^7+s{DGCq2C}GAMgq)a>i?wlUA0`{0@Dn-+l#DVup8CMGJs++%XrXV24+iE=mI
zdfd1fsgxv{_c}N;^2+N!FKeg$;N0~qaaa7u*|mIj&LZ<yzPnKC`sgUfIk(nH4u2}G
z?)lojzHgSb)n{X!VA+D_ciZMyJpb6J$~#lEq~=MR&O5&6>uo>!l^l80uCF^Qb6WSC
zMw#n8dm^@NwABIM+5P}@XS+>y0Qk=KMa}<3%$F|&-Pzt@ec|Jq0~{|7s?ABw^gnzw
zS~k`<WQ*M6b1a8{Ji5JkQHaRzMOWUeE_u{xCaO_Vl4Wzx?#JUpr~TYwerVj;fAp-=
z6-NmklPiqAJ<aBkEUH4jNe>jaMDECRhuqnoX?_#s&h`@?pgY?qLhfuo*jMx62=lM@
zM}~cc!jL=LZNYc82R~17pO|QP=uw-{J;{e!)i*e1Gl+7tYw`K4(%$jrgH8}Lqwlrd
z&EjwFIqw!X`Yami>Hlhi&T9ROeWe<6#OEw)kD4~!Hg$qdtkXKFtqX<bcsb93-r3&U
zb|dJgrl|V`6P?-Yk=7F%*&2#p$#uK9^SFBI$Y?rdo;=<<J!6+3uiwixUIv>=(s#F2
z1SH4vE%Oxr_rW4aT+K6nL&nw&Nd~5{%#S(Z1~x?(eUDySzpfK;XZu<;ZY#UrQ{_rt
zUq9^4Zp$O5yI6bE(_;=Rr?$cFZ1>u(bZw3)yAHqabiETHZWA~b-o0@2`AeN>iJeRu
zp=yUVr@L@4X@8!|pmWwxHYdB1@9cxv4beY@U)IYX>|C&j_lE|jPsrwrQQ~@Mc4W;+
zo+>_>`{_O5S7&de+OJrfHOF+d`!gHmdA-+)ZYLVu$T_?D*|rG>j+-?o=kIv)LNf1d
zN!3&7whHC*v3pPRGUrVF_sBtQu2$sD7WK)?g2UggEmYm8GtpaDF5S6aBF-Tvyh3B$
zUbok))|@;ir`c5Hxu-YJkx7?Tb(LOj^D6F#Y>BMxq91M;I0a8QlPGzNTdca2<*MXv
z)h}B!86K9rY>@KUxbOF-O=?%P?H9@%=TlVORUs&GI_=ccT1~~m7f;qRb+~TW+OD=h
z{z97G9oJAb9gPPXQ`SVr<k(pV>^;wLx+KN@l3ikC%TiBui3|64xUG$!t<C=D6ib<~
zY<QSjro`%HQOa+bCKd|&{FkjbyXf8tiw$oam0wid=v~@y=dkFVXrV2RS8tkegn#>R
zI#74V_ian&uMAt&A;A#tc>e1Z`E*y7D&Lq8t#)aX=P^r;OtLjpoY@|@RPo@1*$)rO
z9|_j|tR?4NyL^SwJj;a(cZfQ#QSwx&@D*-UHK{DPy?>Kd)q_p1-`(xAV)9(R@TH*9
zx1)`FJueu!ocnC`!ssdD%J$6#@6@mFZthxi<6ZyM(5>Z4iypoG_S5D=)09<_ef7tJ
zr#4A5p0qJkloe#tH;7ki+xo}&EIXT?*wofvN9`AD>SQ>Y-Im(!lV=?AZN{seOH3N<
zQ&TO!<aD-j@0tHs%=t0v)Xn#~#E%3?oQqS-SLbOC<;^^KXd>v!_WSwfJ<2ZyzHcii
z*!WtK=fJ%iDJgR^s`_VCbj0So*sSR8;;+do=eqIlEgMtUkBM8eK7HA;+DklY$3nlw
zJ3mzaX1b>vvavsqONjrp*XHQs8axTQQt7{Exo-Vha`9GveA=eZ@3q^kA0OW|`QjFV
zYkT<v_HNj-ZC&%DZJuUL+*ux97+-cOR~#)_47sv>?`+;R4;a1crfQz~=s45&MB=S^
zS8h+>uZ&;ey2t&QZ{LIF8%?5bJNnD}KWu!$oH2W2^oigc?MOamJ$JWXZEm|$Co@k=
zli3=zLAvtd63w}jS=R{qc=aVHO{!dzQLfcCS6g4~ty##wy^?Pie3EnDqNp@e%;$)J
zo}2au(V`2x{Mwv0cOBuk*w{Ydu-Ib$Cz7=bkG+Tty`(p@$tTP5_={^3qt{Lpnz_Mk
z@xR;Cr@21m<7LYE!5Fd4RBQdI;E+PYds3?M&v}`a34WU3E2Y|et8~-rqov0S4sL(-
z>BS|z-c0l78t=YjXs%P+)6`j!q|96CsrrVY>yO^X>`ve7iSC)QQ>IsJUV7DZ#i9*P
zzU*#76<dY(vT{qTt_nC2y1FMdE+MGZWtn`)<Oki8TGz+wbjm+hl@xIT-`Ku?rhh|S
zE9}O0w?fd3?T(sr1J|sC-`JiDzp>qPe)IV~lUH<<rZ;t+@Ob3N6m@EC!k!6gH&-6L
zlCu8NG%Po^r<OP7KGv5ili|KG@$JsZHv}6cs+x9QXxl9qSgRETy|KLyeq;OWSI<B<
zw!ge8>Uo&qht8qUZw3bfzdo>h^><3-j^5W&Q&ij4O1Apn$qf!qJ=`0f8K%DjdSiPt
z>W%Gd9p7J{u{k|GQN|T=WBbC24W-f*37*zBc3CaRmdQCRlza87kI&)al!lJy?rFRh
zLa|4RR0=vCnu`4>TYTlg+qK=tTH9W}E(r7D3d@Q*UR>!L@h9RF;}_@1gGc73d1n0n
zz5Q$37amdb?dv^yohN?wd%o}Cx5B8pypWs^LYpghT|6YZ$-vvAWUl|oUBBLH$mML;
z-O6tj_V#$MQPk02Qztqn^b`n1+uomXVM?t@_I>kT3{sbaBU^fzEnnXHcti53qqVG5
z>?QW8xtaaO63<-%O7>cv%RO`con!wVoi6chxBtc5+c3@e5%(FJ8Bu?4PoFa(GrKFU
z^HW`p?3wA4=cYzQotU95E)$*|Ca_uI>dNnDLY^sXR?y<HOK|V=7k@3gJa|i#Q(BN{
zU*Q*~pV##*AN2_x{(nM9S?k_0jhcFf*<Fb}b(>`T{-4QT{c^AJ)%hRgR2(>>1RZ5G
zX0pf0Etv8+>@-W5N$ZT|%j7E<**azCED&PvYLlDlF080C$^OL@%?mmP2P^g&+o-);
zw=Y{k?S|v-Uz>w|2OME$jQYI=>Av=ouM1xoT;Jwgt}lDkc$WXMzhAwZ?#<4(OtABf
zsmPSg;hUm)Z~wAgY4eudH4{G_?;7@N(&tNeN*1RiSq076+Ip}<b8%qPw6!~#r*m&`
z(0lmlh~D++t*%ODh8K?f2yv@lRl0m%YRY<_(BF%-rp;L7a)146w*%g*wfO=}vksNa
zYq5XC!sfc@*nPVX&3$Kb4j)mNu%aN-WSROQ$D1o8z8dN(CY?yDSY!BUtqK3Bm$k~4
zZ0VZJUVOZ-&*b^6O569O!Qz_c%qiWOldT)_zb;r_-+o8(cxFX%yy2sr>uxGPJhjb2
zvdjK{aD@XylWbG#xif#ZZ**b&we-*u#z|?<zVghOeA?)(j@rEZ#|sz#NZ?ddW_;YU
zY_`!m1*7Ja2mi{h|CZ&t9La98Tc0<%FR@BH`i<Kw)-K81vZuWMzDi#r4)@Mo@b#g|
z#b^0BC)wQo&pFsS?YEpg%ga*@2J77VFTNDp7JccXUYCMz^z(JW?>|`^e0sKt_rU?j
z^Fo!IUmY-*a%GEcZlc+hr2BiV1lU_&>&me#e!S><>6aAG3*jucW<0yYu=b0M&f{c5
z`xnYA%CG)aCvM$wi+k>t8136(=S9sqFUYg9=dY-m5SxC^`>VlImg|%9W;kV<XI_^T
zNqE7~m*uv8S5v#(MZb%y%bN7P9Un*4sCfL}8h-ZRj%hQF#n*UloNA!@D#>T=-QJbm
ziO)Kk6Cado-9645Jo`~bj``MW%bWbOD_@-5zarD7?48ld%Ke6w>yPgETrYZk$-bxu
z2iFw)&*5OdW0tiwa$R*=%_NOGUcCpF%{uaPOUXf-;&)}tjNkW|-W3RnejD1<*qzyy
z7H5^5b8gLv*7lb-zkK*{=XqH1A*q1E`6Vklo?7_y@J^1M`&@RG;RbKMUR56d!sP2J
zmOo0qE!=R!PrGkMVP?IOkl?2cdtS?N)m&eA?^l=7EL$_{y>E*d&c;Rs6h^&1cc)KQ
zy|p9q)S*o)%GY%Wam>hixHZMk<-lK#NxloG2Yk125fZq!UFN!p&z=az4R5m#dZ$at
zOulPru+YX}y-Y#-{0f=;H`44~j_J{Urw_Gg{Bb&cD?(%0)p@ZGTA4rHK5MEk<KwOH
zu^=yX-Rc8;Y0H;&X5`0|*M#RZs{LY*(SEw5)8G1=<FwrO)*p{}xa?($Sbt1rhGy*1
z7g9BzyoGn9j5n@a6uDc-(d*8vQp1I&SHJ&Q>+O=URIU1(cDC8$HEF+A-F=t9c<|AN
zb#f~f98cYz?KMZ&p51sy@-nkTK}~K3HJd_4p&fGbbweV&MNAtne7Uk`->UQ}Jnzpp
zXz1#4ADB|K<W|S^EzA=ZrnqcmpEqq5OZOVhjSVa!#Z8m6*ZK#lE!Fb9W0=9?p!RXG
zd$Poy<yLB^k2P|CiFGv9J-1>?!y&tnmls8YT((bW-r_Vl-9kI$WZ`;a38OX7ON^eM
zJWzE%{=<#VV7V_`ma!kW_)eaACNTfgMm4_YpW2U@Pn59gT$d2(H&6ZLLC|gON447D
z1%hvD?*rY|{uz8*dnoE{?HjY;x3%X%Z)^WObN3Cq2{S|98t(e~>4-W1a@qAy9FGQk
z?_7T&;eY?DhH9S`NzZ15-ggzw6S=wa<*seElU_-d-inT43l7@taDTzUhwOZZ+iu;9
z4Q_65tnGW~cx~?54-dW{;J1*|{(WuYiC0aUCkmHI%OvMs7Pr~FtdY^@nXu2UzcXjN
zS$kM+g{E5Xy7(P3>ra)wIh;M+iG5k$rgt@Kwph*iVsbXbs^EFD?KQFcD;*!aZ!lvx
zX2fTs%k2C!zvq~;>5V0unL*dJYi<nBD)^JtD3;e(&>1M%DOYwfE%D8s8+$Ewma8V_
zrM!h+*Ul^S{y@sNz;-{q$Cb18X+>|Ex7Xru;`wuHR`V8KkSw0c|3g82k;J24dc6_G
zNh?Zi3U7Wa(wM(gkTGyggw~~(yccX{oD9i+`ZQZiMEJzLC7vfXC^@b>x$|(C73bj+
z*W*i9983$DcTa~gX+rmg8;=_;Sa-kEQunr+z51|kN=o}fN2vtYqt^rWxlb<nwej5S
zeXfgH#gmlQ9elX&{(&uL8XIf;8b9y3WXbO5T6Op|{JwTo=zZ-y+dgaD2nOHR?iK!L
z+qG+3<0cxZHkPM9yS*#Bt5`6uZrh|iGiK>L>qw6X=WCtuoYR$E&uG1QX4(YaSjc_t
zufX@UOX*KRzpuT@dBd+p!~Gu*)Ghw_;+F7*klDNLZOGr?{!?Y)=6>bW{nsZ*W-n&k
zUE*lHh|gO3tmFC`cJ}!t?2OrOw*6K}XPjghrnF1V+CnmFCm+++YcX^8sirKojCpXf
zs9=MC(Tl9<=Eg=}<4mFiGb4glU0*a`rRsj3sJMiru8p_cw7KltEh>3Dx^0fMYnRu(
z)y+uUQLw`OK!5YWSy!073X@+aERwvZ=E{GR^&E#{9?O;=|5}#Kds}2NL0??gxvYCd
zrUYNvX0NG-ldig2?T~7SSi;L8muS^-Nh*MYFElIpL9G2EONBtLp8_>*oDm|tEB6XN
z-Z){|jxtwa-qe(e1G|NEAKf{5ib<_&%GSb%V(qIBNNl%N-gv8Pn<_7V|FyMkZ1dI|
z>D-*TvFO(!hs~K{_d+jy64mdLzMY$$>)NkllQ-oP_`deetX-AXZ;Uga+&;Xa;p+*9
z>4&%THqO13ZsEE&TgCk7HiKtBt$l9In7RC)%~g+0jSBm7ou)qX=z8RJI?vB1=hiiy
zWw#_;nP$0nvfdTUJzAqWM=izTEvwSvi2?Hr8g9S&W|8}TQpeQPwR<(4RGhx&DueH9
z-@11Cr{@Yv*Y4fP_|hhN=cMsFpWBCS-IKYcag$@&CfTi`dS|}Qc@Md-U9IgB&wHP9
zg`Wkk1l7!9k4t@f^;x6cqbGCQ@;)m}i%@J^(v<Oe!k6Azo#xF69R+fy9LlusY_|Aj
zQ?iHES;wyT=+xVr9jZ3QZEl!$G~({&gsDrr3*UKq<XcUtP-En3X!es=Q@kJ~d0j<A
z__!%2U$LzInfz_6M!vC!U#~RhTJv;~#IyzfYo~m3E8Z^bpmV=D?BX@4X${FUJ7lN!
z^qA)aZ2vTE-t(Y&Q$Y8%bEO8_+{lyWN?5qvsW8K&>d)+OjhX|$o1G4R_Il_v_1+uv
zuDbTBA6x4!^EAsopW4tBF{6m<An$tLlgrfCc85yq&(-z_XUlbJD>-}kUD$f-X9i8B
z8>aS{eC!H}J^Z@+mW=tgoeqwV)mWAYm8V|*f8XZX1JS<iM^3*u!?NDBo-OdyH{mO(
z+r{4>YG7x)^Tm|GKKFh8vmm)8vrh#xFt5wzw!0DM_%>$2wuf1lzb8QNYyUJ+EPnd$
z+O%D6BDW{KVvH#H8&Gw?=pN6DTieeztLr@a8P=Ycc5SM_BLVISb$?T&N{VLaFN}G!
zin-w`H*?Sjj~-u%NABXwc<d&`7l=#Uo;~S&-p)0CKaQ%k?UXP`eR}j(5_4C1`J+&2
zvy7rIci-=Qz?XHm_Ra*(vzZ6_>q?&{#M?iV`FXNLImf`@)D`W&ZXz#du`3(xp2od5
zKgZ;7lP6o?p6=e8PZE`?OumNNUG1Jxu<WcX!{5WJcO9Ir`JO|%nP-s}pWxaBpVRkG
z><v7r$jY_9eX*{&OZtJRT0fuJexWyWB|Lm<<~?&dIr~URYK`r2-f$C*I}`S_t?qfa
zc)N&c>U;~$oA=IYd+AiWNV_V1I4IZE`YN02l7x7vE`#^uo%&6W*h(EuZc5nSbJsa|
z&+LUi&y5+I<SjSui+P%yGx1A7vX*6!czV}7eyb_QpFems--`@xe9x_N^^fz*T+160
zFV@EWo>XxTa$ozoCo9)R7)>ZzxOIn1sZQO*)dDZh9<;k8^rt56bEV}ABk+Cgfi|G~
z+QsET_qDG&p1iDzujTtn-GHedE=lzs6@L-NDi^hi;keA@GgI!)KJs{J;cBKGcV4<p
zO%vH-f0ch}=1E(r_O%yvUIZ<XYh9GgTv;XVzPl*d%YS#R=4IOhyZ=c%%}V}ncdBG@
z<qPL~UjEM?h@SeZm!);6_0ht&rfZW`ZPxuW*;jaZ{xR@<?KYtM+K++nYp=MIZ$7Wp
zs<Yt2w2rF{^DkbV8m(k^3U*)nnho0!_qAUG-Pis+_2XqG<5v&-j)a?<PSBd0I4R}(
zJ}%qj7}IU@SAg$p_vD!s&-Y@M(at8;wnqlX4#@<|uXb7vy02aSTFh2+sm$0-lYRFi
z-`BocM9%8z1El-fpB87IC|RV==&+nEV*OdgYbz}J*)K2fIA+?s8gXCy#QcLB*DhI>
z(X%@#eGQZRL5ZqFhQ;r%DvIspc&ugmK~bsa?z*peDz9rJ*QQ5Y{ZrQ~*V{4k@y^3H
z9O5lEip_t->$L1<S(&h6v&mPfMDxI=Ci@v??b?hVwL1T(=RE9uAF%#hzD|--*xTMu
z-&~SUp7ZVKPSojn&uaDN_3~~{XPc?f`A%As+{9A8pOHS`Zv(%tT|YsWA^*y%)rk!A
zN<6;Qf1D^>TcS1lczg4wX9C>3ODd*1?K*AK@@BbN%D;7bZY572GQQP1*SM=Fx?Sjl
z)tO%_bK898X?zLDc%-$+>5M?qghV&L4ISF+H!!~5oB8a^k>#x69Zn)!zAapqvT@=R
z!R747Ok`aT9d&h@*Ugr2eWrF&i~2&Lf9W!Eul&DiDC=ju6JlMtR-DtBkDJ#*=gxsy
zZyR#*^?7SVPZ)m`Qkc4O;pvT0N?d<c+|->)R#ax>#%XMj+@0ildA97e33>T?x7w_V
z*T}RiIrZh)3H~Pw_U(+*`0%wPtns+|-u=fyOcGtDpNhy@zHCd)lisN-+QmJRy>|We
ze9X1v1;f{jYDw;Z?>j`RSNm#zjOq__I`fI?)x8?NF3VW+N48eeU-yaSD22XV<CpVf
zwO{mmzF@QOH?JL%dL^qm>*c8%*XD27wk@WV)jY~Q&cr<G`qPr@evy$@yX~ca{yKSO
z#b&!NpB3-y@m|Pd#gTtfh~wtz_7~@7?yWhncJ|%QGl!l3d^<lWRpY}qMpwHfFLGU7
z8GW`jr5@E*)>YzJbYsiz#TL@*ZqAw5VVt~ZXa6!)<s|p~Uz|&>>`pwkFX+vozpb~v
z_O~zG8j$WUX{Wbj!`y{y=I#6xYVmfWQT3UL6{S(X^?vna1ncXw{NpYcEs}keD6QRa
zRW$TQj`5eynV#{lC9a(`>$Zhl*zT)^dSSbXcvM)8?^C6huU>OEXH@tcpYjoOVY?6b
z!uIL@pRV>DUgPd{IbeI6{*`MRvX8Gla(8jIthW8<%U)r1_r6Y*f0}hX@!I0`^5HYA
zR#&|5xU?_6!^gt%Xmg!(wZQB`3!R68i<e~|dZf;s`QBRgMxwH*ZTH=X>mu1c69eU|
zzB&kgOH_{ck2nAJW6A&PE57)qOJ6<4Wxuw4z09nA*BW@w9eVq`>*|)B3)`*!$VEBM
z_bvLrB}~_2g3n%kDb01V(Vlvf-T1e~o|gW7iZj7#iu2T|Td%A(lUuQP?Ih<t6WTV<
zJ9?^j>%QeTHe@^fT*M~Q6(}AZ#hYrgWkPSr$zR_xPql|!?6vvCns-j)%6z4iYyUbY
z?GA5y=(#Xq>68k++KDGi-*{RiwTbKTr6q-(3I$!*ZWa%_u>E?E<ip;zFP6Sx-mrXD
z()3An7kT5l>t66Sv4_}79u~SgXVudWQId>rw0;O2eZ{iMRB8gNpli+c>Wa-VJ+gj{
z=BFQS4A$NeRPk=cG)?(;<sOy(mEO}6ecM9)3z{W7(%6`P7@B`=Tei*q6XS*FC*D7v
zV^lL~^0(3rAKpo2B~S1@K67hk&6k{F?tbY@t5taUGpsjRTEB5zv#lodh<o7ig+1U4
z+q0xMO@v+8uCSv@XVb|*#D(os-_*Q!?!5Y^MKLM%oQ`Cd<%W(P#UFJ{J9@W6E^Oai
z%kbr%Rko^u#JseFtq-oU%YHV|-@9H$(n!s3s@>hUC-#{5dR<=Cz2PX^zB;W3T0bf_
zAAd7(isl#Tjf@YEzOdW2f3dDfo$B%Aj3u8VzwcI&FN=CI>04!TYxwN|qzl`{+HAiq
zsLedAsIdIz&3#wo#5`Qz9zRyLINpAP%grPG6C+Osom|fQ@oc=TlCSCht~L4Ta}`&F
zox87od3v6b^yO^<+0Nc?_$HYgTfBxZ>%rRxQ~a*%af*2JRP<0$a^V%TV`ls7QkX0!
z|2**M)4Ue_9m_4|IJ+t=d+N7yzUjxB6vphuw)@jB@9kEZ&i-}V>?`x*Z?@kwV-Vt8
zcsiKToc&DQA~%+RD<3W;YqGfPUK^-<@#`xM?xp(_3OgM|t9khN58b+clV{!3l>6%&
zb)4?&SFkMqb793i=@)K4T;BbAYo^_PvBYpv+VwSJ+YP5Il$)#CvUzr4SNYt@uJHTX
zMY<#%rsOaO-LJN93yi4XW{B&D-q$|GMeAs|$1lOu-9B6@t0Wc&&Mm6SULMUBv*y+e
zKK^o*yAPC$8D!V%1uiQQk7+(%-oVN~ZEIzF_=Llo?%z)C|9C9a({9VA39=EE4XvSK
z364`;LHD)4E1MDieB16n3%6gFK)tU$^C0NHcDauQY5wUewI|-_UN4k(Kl}fmJB?F%
zE5+X=oHmRq>Hl3K_5Iy+gG@W?_@yhJzIzoG_pCs1O6w1XQwRNiq$H|WY+5n@0_X1y
zJuRX(KP`CY$kfzi%vn(Is6G2y{-0U7?woi1d(-j~T#d~aEW8u)v5{H+zwZy1fUn0i
zs@kOAe$~2~!G6^D1%vjImkUI%>`^G&@xZ`h-U$PSn)jvbro!{xidE%W9x&|m`lflu
z`5NP~PUhS=r0d$BAzjyA&Bc~ucH{lo=D*cvBe?FKSDz$({=@p0;f)RK#^F2WDm|RA
z6?9$uTidDYD|hZ~e_tBD{riWL?^bh3U04?s_Rarp^||+(_U(DT!N;~ayx50v<;-nS
zcR4srYiAr>$lqVp`!?`Zj?Kw?zpjDrYrlT0;@I5hN7E-C4t{^wk)@#e`GnE~H(&Er
zeHB^rcK$-wRa&!ze=z8*;GTcP-_RqcZQ-(v2F3Gj9~75Gt-Ni#!bG?8xMb(Y%iS$W
z0p|*ZKCODA(h`L8zV=Jy9<w#(KHL6hYr_4x)<PZ6LHD(XNvmof)@YUs(6s3g7w#{z
zo2|BfiS6U%KXo<E+XNkZTG~}5(QeXYI9HLu<NR-P{g19kcCf6vbKud_HZy(MO_e)6
z^_RVQ#;^bL(*nEayDB<i_qDrPe~wMOYxwL_;zygHzR43?XTF)$>bz61zR9oFx97&2
z-I-i9&Eh@&CuMnb6<ciAP2yiv!Mi^0D|_C)ce?Sn3vb*=JlQ<UA!YH-i=v8~%BG1$
z%=miZ_<{?+1FwDgW?a_ua^3x(f}Q_b9{Se44U8>h^9fk>Yg@=_?YB=BOt-KOIcga_
z>$q6D=;dcecB;qZrKDu9V+lJL^>!Dx6xW(n)6?U>R~@>wD2-#C^24g{tVi?mETk6v
zdwTrgy)ykT>Kq3hvbZY*PMn#+5cF|tg_Etj-1Ls-#^)y*4{pEmp!C4y9=Ekq<RY!R
zG#jTiZe7%`@$jGhvxbOG=1$Skp||a}MX&j$5qZ{q^{Z=KR$kJF-5mJr&X(M0j)*^a
zDOUXWhg5S1&W|^4=JL&|IGS_$%*hP1UhAdvO#l9n$e7V?7rIy0d0l(C@T|~vFSnQ9
zbmM->`MK~&^Sg@chZn2cH6FiN^3|w?k&`1(bT6xARbqkCTqDtZ&leNDHfXN7=yZGK
z`<GpgkGrc@lqY^^(OX~_p1fv4k;x%ZzauiAL;q-taQ?f#d&#H$y+1-A_qBHvA>G%$
ze1(_QKG=Qj>uWrO)@!ttM(y%q+t;x9P^etStdl#^?pzR+u<B@i&sS=kd9iZ_--5Z%
ze?Hb~{9(P6JKW+E?->z(X5PEEo_*|$yCkytXWn%Nrun69X!o@*_A9-v$k6r`<G%J^
zr-b#N-hAE1ec5Hj$<?;|QtFORmo40HzSiF{hezE%!XPnKU9u<o*00RF?d`7nDr6?l
z*kQ7AZ_?G}aZPbjkDWKlZDCn7Cx6DD$GxHpPaR%hU=#j9)w}kT$Ic{~GrtyjTsf`$
zq-0suL-&=A!DeS4I_B>0Q~$Bhp!ab%3)7aLJ69fjUsU_z+JnRLzY?^Kr*A&ZbEI4B
zb@$16hTK<l9A`K_);sOr=~rvGE$#6&wnD?o`i*Z6e4P8TpvpPvaBzI)k!Y@r?)eWF
zT<P;}0bSUBvo>DnUZBd(s5hzk8(Mza{`l~PXSXwRyiM$;y!Df1-F}BQzL&pJ{kP_C
zP2}60%^CV#DW}bh8*VY5*W?T-JS@4>{o74{o8vP29>vR~Cf}F+^TA-<$5&2UcZb?Y
z{b1;>xp92$2M)n~L3|s`tG_c>vi;~;+u)oMyPxw?_CeNY--S}9H`E;p?Bq?pdQHjc
ztlDqUdv8+Xnsw&>VQkkjY8G+aFT6SbO$bxq{Vst;HO_IfwSKX&+G*V{-~MHpt=*mJ
z;p?l8+secpI6m9vmUhj8sQ1Cs?<|T958lSGTDx20)$@6LR_57XKSy2G^T<9F|4{66
z&nca_6~1P#`;*RtZfvjp_Vu-R|Fb3f|7`S3Tx(NLZ5Q_b{-`L?`u2M#(@cT$-S@vT
zpZC6W_1wX*eiQb<iyiOJy|R|<mwv|~%C~#^iD@h{N7v=7vy*+Zy6}sexcl$m+NU1-
zq>CQBx^n&b*5#)K70qNV=g!Wr+OB1JVqI2c$M>CHVef1dUmsfY&y9VC`MsXL#xo7`
zqV#Vy>^jMuS2TN4>;lyjTe(A;lI^a~J9^LjQ?HNi^<{Rm!8f))WaQKRcH_p?Y<9h-
z2DhqL%9Hs&2XCKvZQA^*v)ZxczW4a|Mc=sas#9q79|6~G+L5on&tg-pRXa7yzCnny
zLh#M3q}P91i>AERt!U@mUlMz0`4xW4M7bCDKVH4_cW)Q(db#Q&-G1`r##+<OzfBFl
z@Jl!3zD>o9>0cRN&OT`%_<VEB$5*0<`~8beDi^HP?)@zfy0P8AtcGRgViB>cRz5u7
z8{2Qasz}cY+us-~Yc*Te=oQoXN9)hNJK(OtS9E02%e&XI)ubO=p1*Wahx7lmzP9zz
zwJZ8p%bb6!qqE%Af8z4I-6wZEJa~OFr?PhXi<~r>!;DwTRV-f$zkHOCCZXBCg=NVq
z*|4mG)2D~pOeo<jXtR0E^m*1Cf7R^N+R(q-Zda|0oqV%k{oTe{Qd5dQD}3rYbYZ#5
z@^{(Nr+!1PY(M_dOvAeDihFIjuwPhMxSnU^+<g|m3sveGW~}>q?C!xyc2B>tEqTHI
zysK`vpvOD8i$}Idc5|Nmbxirf#}+lIRxJz9@HcLs?COnQTsz8sr+Y5%m8}iWZ@+A3
zoK?5fGm`CPi|^G}QJytYwNuXT+0pvsui9F_sY$Gsd5NjZZmPd{J2P_GjF;xVx38E7
zUW~frUZuNf<q<dC8gI>67hQ5@9E))@G+B^u<W}qXO<|?)ebc{-US8p`UAlL=cEq*Y
zpNoz+{N8&z_)ApPs%&}pSnj!Zx_A9}Ue(E)qt~gXy<bdx*7QB+4=9&w-`35W`t$7H
zd%uJ{Jhq?g-=b74aB+Rp!Rcx9!WtXzF*|%+az5dH0$=R@o)%%gG+ic<XycjD0Uz?T
z4<6Kyy{OA^!D^P^(yl3ajRB`TCoi9%u{zE%+rm<9THgAE=6mW9TR(r|Ov{Xl?REOa
zvQ#>wcG1CkpCW1}{ky(tZqt(5LmrbYSwlZ>X;D_Jd|kiM#NL{f{oAwuv!+N#Z!Qm*
z{rE9|&I1c(X{&h$+NM>$%hWgi_vN7l<C*U6?c5A&j_tYDru+Y#j_375Zhb%ZZ#ey<
z{K2LZ{@lk)w$F>X5&k%O&xNBqrB%&x`0w&oewgv^`>8`wznAOp|9$+&xAXshd%u|(
zuKsal!`BBahH_62a=+b{@qfMkf7gGX_2UmkS2(|5lB{_6Hva$d>HojU-}^WH!B5`$
zlQqGm3b0Gt*UjEL_y4c;|9^aI`SaS|JD;gq+3iyFWA>Vl>zByg+MPRX&rZ$Twr^@&
zl0Mwx?lb%lX<WzSct`peXR2q2&3vBAB3>4mPeUqx`We)S7Z~`q`~NxkwE6Gs&2jyY
zwNG#1zV~&a^0Px8qBktMd7AfoS*>Af^pxK<D`$23%FO(U9{b%G-srmijjxdo%zn)-
zXdS;mX4c_f$L<@P>s~DKRYoOSQFh0qgVNKs?tUjY$7b=3!yO&W?P4bWW&ATX@aUDD
zmu|51dHO9$>0slOh28fXypw~j%#>_e@^smR<LvpFYog}-I4&M8aeukcX48m7)o%Zg
zlRI8rZEdsJDOAS4WjpW0FMe0|w5#3-VLq|3Azq2Im;bGNp6Q$)N6whnm`AgUJjxBR
zXYOq`b$;BLzD<gs@dHcm?4X9?SJg`o8P%+5o#pbMRk@<@#T1)GB_47MH(xv35HDO}
zwQK1O-i+?wreF3N$V~snWR&+wYZ>R9jj{JP-}b(g#_{`3+^#&W+|K%?Vvj;EevZGu
zYwmP+!oOwGP!#*JEj3TUrR%+iO5M7=zg@bK4pPh7N|q|x>wS*XnP<tzGjHYGlNT)i
z>^QRhiuJB8ZY8nW=d33p3R|MApXHgkC`f8v?NE|_(w_VIKxqB%p9lPPcHQ_X{r=0N
z(ism|a$5Y9y|+6xh2c?@*O$F276q)|d5#;%ZoC@(rlQ8uwBq3UZHXZsQtJ$q)Q)~-
zS~uN;asTs5t2r+&b{sEsWAS*N&Tn;8^mgq2FTMs(udOV&vFqhL&JVH{#ihHdo_*mt
zd72^R@our@IdXsM->AR7fBe)R@J_Si9s0#D!<kOs&j0^Kb<&OdhTJ(z8kxl}D(|oT
z{Yn1l=QsafzTN)+C#$^WN()oY{QZBwn?Lx>Ixp_Q`WHRtKT5?t@cJ)b_xoJH2hR?U
zV{a!usgE$7`Jqev{FnU)R!R%j{mpze@x9d3?%;)W_a1-weZEk;|KFY&o8Ny?d|bP#
z%s1?Z;j<$~AN`Jnnm@Ta_tUcf{qNS)*YCG3-51Xi{Nw0H(>-i`w-x4p`Dh(#tzS`V
z^jkjt;rIO(Z%+0r?3(t7-;e3=qous&`y%RkQ}^8XrZTnu$JUPzqlEWa&XYa4zy9E<
z{r`{N6Sr9$_NV3gkLEoh4~4_N`9HPX^HDF)A^+R{@cc{OlX%~seEx#%pV#xN;#TYb
zJ>v2go*z`R(d&Q7)t=2F8?`^3|7`U5a@YLgPqO`cl~sO<Sqgpsy!+1?&h@Nur+5B&
z$a??L`j5JgjVEsEe>#6!+jSLfql!O1SHxfKn__RdqW|gt&-3p{{LfLF(!jGO+w||M
zb=rcO5!bc4_uulqGmGcC7PtPANABj^gC;ZzA7B3aSiEMR`m}pR*W7o^DZM%K!SMsX
zZ_RUj?somB+K!z9Ob2^2pB7#F7|Ja(GvxUi?qk!dmVb`>b)nw%{Tl8Lt-Y4%d-*4Y
z<)8SYmT-yP_vT%>X$#)umY%aRuz39^zWCbD_opM(AKlsSd~#>kzQE^U^Zv>H|J-wU
z=c>9R=hl{<vHZ9G@uR}2`fc*tZ~2}rJaAWLRl8pCp1og>oL^RbU+%s1i|-kJ0u9d-
zYc`x`<*6`PBG2>bAnRW<{ykRWZ3m`1KbpM%T)X_kt#SXX=2sp0es|A)K7qP|-AZZ<
zA2a^FU4MCUW=+Yx)`W^T>9PU&$7Ra?F8_YRKT`aU;i8-Eom>7ETE1Dm{ISKGJQsDl
zr^oA*BHMk{AC>;t>6|?8vwB;Z+RG!izNM^7{r8;p^S@;ZP;^(L<9SEi<GtIyY9B9j
z{Zf=8uT&*j$=)$_XT_u$zC5d!YR{W~FwW&cjD^1P<qJ*WmTL0n4*ScWJN#Z)*7}H_
z%vtklrM%_M>PF>ko0`jKGXDI#`Qy7gD=%_2OC4_gBxR>@@9>w{3{m~>YTfGV&TZ>D
zpE2b{a^-<5Zg-U90`Kmt{~2*_WkEz0hy1hOdUG<Z=GtD~dHhNG|Me254_}?RKgVGG
zGx4YKmL>MDExyb5e4b-)NAih2`=$-AB+Krp)LTwboqW+m=4YgRy~(-n)90VqUla1}
ze2>xFh#Qj0e~xM#;B1qfRj+#R@5k0JtNwH=I8}<4{CNDmiQ_(J{+kCqlh5D(pAcI&
zN#TFwrngf<yjJ`+T=666*uLia?N8Na9S)ni?a$weE9=+Ki|;kfKf7i38<WfH<+Chw
zw@O!3uKJji`sdTiHd*Bza(_Oue|=)7Ur<^f$LIZL`=rC0oV(X=`Juh`L(<pl;zd7#
z>~8CyS}wfc(@Db%>%Cvx<T_p6e>d((XnmwZ|BShIe^zw7E7lDE{@is-YrVGM)oF@O
zZ=ahTn=g8CdfPGX&_AaaRjXw8f7I97`TWRNlMmtchIWt2e|`A;Nd4Xa&o>{H>$Lp*
z7xVdfw5a>5|267q{GZm>B?Z2UVLX{6el5&n@q@cf0?p_3b!zq|eXB@PX^>Fdtu)C&
z(x+I^GvPJ&Ds7wKpeyyiI#e946$*ML@ci7lLttY>(oUsG4j1n}Q<`){VA7TP2%n((
z7)Q_6m<g`~iWv>>Z{VIc*KVH1ZOLx#6F&oYKbV_*f%CJa-@FMAlB)JCo|ISRH|OHn
z#coR8r_^;g8Fw6-#56(t@Nrc}r6*I@`(61N86#xyDC6pJRmQpwZ!w$rt4_Oxc^j3w
zuGho}DJ-h}Ig72qc~`-4RYvda$3GN$HckFM%kt}|%a11g@|T}(lR7s<Gw{g_*`J%g
z{T7{J6Kl&<+g74-pa0*QiHDbOp2p|=eUb9(&9yv9>(3c`r;E;i8T0z@dFx$2W-o)H
z@5?pkoi|WYdaS1#8DCXWd2;8K{?3z<^UwJ)@BF52XgU4MNyoMWg6;f1YwvZQ+<9d3
z%pQ3=Q_217@1!v3S^f+tIeBtl>GU}@Rj(#ZK0m{+Y}3Af&+5*X%+2Iz2>)O3^y1{>
z?8~ZVl!qIfTV%eucDwrg8osw@`FZoL3;yo>c>b&B(!ZDI=kBnYcXsx!`9jx)?Q3^m
zuUqu}hu+N}+H!?cF8!;2E&FFC-|LT3=N{CXrtD+xX@BBvx2Nbu{Z;8rKkmPDta!@1
ze@5pIe)}7j8k}6FEy#YY|Df#X_RsOJ$||3nFpF=Roxj6oszcPSW78#`OW&_G&UlvY
z@#<k~=kltCd9Q38SA5^N_s_<?>KX-W&P+Q}pTe*%;E#i*-F7kA)Wl1{OSw-*Jy|)4
zPq|JayXIN@`j$IWcVB8v(Jc!1l0P<O-tj4RJ)Hb|?L&7>SmWxa>Xmxzw^+qaiSpm;
ztGVZ{T>WEJ!d=IIzg3>4-tA~-o%yrkRg{@kT(wB4qS%!<wWr5B9u+=5=#%9Bh5hw0
zfe#iYY|68ndDH$y#Ip37M6|9yTAObm_3!ca9lJuT>H~Ub{Cpa@arZg-e;-!4Reo*1
zzyFu>U*l{Yxhd2CG|T=w)3V0-P;+JDc{!W;{0}}x-|Ps!Re$0m`|a7MzC5h_H-G=}
zsEzg2U)I!GO6vdoSY-5RwS7-`{g2F#PHv~ZA9?+hXTQk$>3^#&7yY|z`fUEQ&*wX?
zCmxD--6L~8UT^#KM_+>!;*DNCU;1LH!?*cj>xJq9ME}dL*~=&V&+1WW#lNCg@m<%w
zXI7lNHGle|={Ell`*&Zz7ZKlmy}a^+<DR&0?^XHZUj3QA`s>nfzYd@8zMgpK{Q2*v
zJ*#eho_?p&a>;a|Pm8@@c6^h2wSN5)dBOF`?0@!%{QcwgYkO!=`kMQ9-`B@<?KA#r
zpUhF?KKD<L$lug8p4=Rdq)pCbdN^5jFE_YSZjx?!Y{kD%_j&i}$9{FP)~oG2o^$WR
z`+x60eEa@iU-Msm;5y4}@W}ziB}J);xnL&j5CPDk0ARMEnX#D>iWK|~6v#CqA(aKG
z3i<)in+5_Bi$J#+7#kXaE;;~TbmN<vl9}j~U!f4KV4z^2U}<KcU}|EZ0KV-aD8D4J
zBvruxbSFVjYH@yPQF3ar0@z?qeb<T-_h7I*M1WJ@-9W+E$OLr20mx+7-OAvLg<%4q
zdy>I70D}cU*L-5VY#DriFIWkuKKQa_@NJba0gxf4petQq0-(#5&0szP8EB$lYy`ga
z1*`&U4e6IHbLvAcWq|sbQ$GUaMer>V2$R9a>pSP?m89mC6e~c_cz~YSfVjZQ9OPnf
zq=Car--+Or%od;s!KuU9ky=+WTY#>oA;%s=P{JVcN@fetg(=9E!0#J%EXqvG(FNVp
zh5Ld(3-HY*kW}fKmz<xHnU}7h@0pUCSCUy$sp|o9NN{OV2{^Tb(mXiLhUAClWhUpR
zq$(I2S-{eVK1f;td?g$&7bxx!Q3SSyC^rt8J9sQWCyjv8;^>vku?m*Ppc}>v46xlS
z1`a5sxP{#pWMHaiWNvI?0!l&7i3QNRTFebi^(>4GjKL`!ac_{Jo~5CQff-0Gu6xGJ
zjLh{cjV#S96?Bcw&GbynOe{<kj0_A66buav4fKpmjV&>5Dg@;}a2z7;5<<@uIPMZM
zG&a{WGBAfa6p^w)PR4#iAvhl(g#(T|YkX4k(n~Tx`372^gK`S2CK|nxnUX7+EkGd(
zjsdhQnJwVeI;4hh_H+r!clUJhO)Nl^b)dB8oRL@rs?FeaaXP44vH(^6pk&0UpKb_>
zIZ%ZI<AZ8MOHh3R6EIaUHnM~zJWl;|P^D@KDx;waoI&#7QkR#D6BPNJ`tX7m>^x3=
zm&~-Z)S}cpP@@3UdeBcdPyksCG7Q27@$q421^ns^O+W@h?&*VF6Ag0(+*xj!Ma3nc
zAb~VgKzRsucc{67p^1W-k&%L~nHj_saJi4j9UxD_D+Z8G-^7xlOmJgJ&%gi_JO&E7
z25=_0RpgThway4!I-pcL;5!MCs~t;t`HaY%peO`i@l>o3tzc$p04g37Ou?5@fno?5
zn;C*!hb&@hYNi0f7#E^}qaU2Cz|o^mC}UfKk|DH}g2>puecpV`h8)h{Em_4SGzIE*
z`iGuX+WUW-!|W~EI<Id=q_^{#Jq&UUP*JEz_*@e2YxsVZw1e0G@XB{?Ru5)L{CUA5
zzN+2U!Y4>K(|uQd!%3~Jes;UHj-3b<TfgMIQqqE&<Q-2x>};%>xbbWD39BuC)P+h_
zTZ>pD6`G6xGENdZ;%j`%?bKfu{s~_;?`5ohVY3z7xP`e7QB{Lo5B9C0i8)vem}6{Y
z0ZR2?HY6C}1(_u%ccJ+gtPzXhAf;e4P_8Nl=O3^z#At#c49$?B+yk?uVvg<v?@26*
z94_DIG;xQt{9!pCEGxTt#m@iRgxB`k2?iM}tMQvX&p!7cAieM(N2Z_H)B2*zZ2?bL
z-;2HWV78f7);xyI3DImbI=!X4_2m!oXD)aZ5GKj6T71)m?S?85vPy|3Zz=H#e6+~8
zs&I5&tLK~#e_q&i*gTo{!`|n{8nZ|4OCG9q+E_gO^8MXSzF9iV{}l2!MTA8kYU)=#
zCi2oIMYdmw-J3__m)Qxkf(rqk+sc9-Gq{w<O}Y8tSkp`IQ&mP~i}+7w+-$tQbaCC{
z{V)6XePP~l+LsGgNP>a@9Arj@C|5Fqiyp89kzomnR<ziwm=oHwk@J9o0Q2wpPTUeX
zd%vbE5D2>QdwZpNZ}7_t2R$3P%BD<key4CQZH?{wOuc7)<=qu3r*88rUp2^D?!W#-
z+v?)msr>iOh#th{e2}eRSDK^TISVc*!Qw=@-q-+?gE3rh+h+~RYpm6N2U#baIltlg
zO%1P&JL{!4JT>{oA;&D&#jH7DnRb;C*FFiC)hoW%IO=fgyU*-P3GDQmc>92~O6_B2
zt0lLaw37K(JeziBfvS4vInLYi=clpTIS5zF&Q27!&_4Dq*UvU%(dyTQYvT|9E_&Ih
z&94_~eg6Y<n7@_=c27eb3-+9$F>3k;RR>@RB7F@iKQVmm+q;{$!GOo*x6eaXB~|hN
zH`o=qZtOp5sIcPQ$?~de=dPTXvg(uqE60{^Nn+PGGi<gs$~NbeSsUo8bb8X-MX7w|
ztCAfTSolA7;d|cPaQwhi(|;f2j@<5FR-_-jli|u?c{W_$0=Wk4dP_^N5-{7?$P!e-
zg4qyXAvFRGz{NSFr3Y>xf@%oJU5~-w&Tw#IUU5KCKDhG&D%Ekc(u^PmA!-0b1q9L+
z0c~`eSel{tNWj$xlH&*zImQOi8XUFAi4E}1JFFmbr?_jokGS9i6>IL5g`y|B>q54(
zANcS_>1u;P+>dXpZ<Ym#FOWQY=J&;AwOMOB9qu;;%eqPQTxCq(&eD3}afZ%A(Tv59
z&YfDX_L9^0VcuM2zqPV5E3+AX&AVdRCd$`;>+27P7ugpidSoAdxLML!-u?Z)#lqeL
z9RdpqJ*LiET0c>kNq1xN>dASJs(fbJA3y#|aMhuoX1zsH>H4B<neHm4$xN?q`wDFN
zHNWhZ(BB37Qat?T&FKmCQHc?)c_wKty>FV-?%Ds-zMK7-<MStI&h*Rg?rgbZA^&{e
z#3(0^(^I&o>3;fi?9ty7_kPYf^`4z+YrQ@=nqeg`yzYPm5;#zeOpz0~u>o2FC#?Zy
zYye70(B_kgiJ5}2u>q|12gL`m4JdpKrcpUagAo+GpvD*(jY1P+1tSGBLvWiAsV9cW
zlAw5lwv8Z{LzB`bGzXUxc-w@=2B78zD4n1TMR4k)v<X2q#^A!HMi!s}7*JA1%1fX$
z56(-F(vx5T1!@pr)(JzS)oE-1ay{6$sI5*&Mh8m}84RF?1!gexp5|<D;Bk4sGD#}p
zMvZxNzmnXR|EmK9ZJrvQnY}~B%IBgJ^EA$br;gZZ+j;(8Q9Yq(QKxE%`mAFsvKH*L
z6st10vO4{ndiuWDnetxy-%hG1cpLi7E-GVrub%m8DPLU0A;>LYw}WmbMv7WcCIE{=
z{4|&<Mo1n)avY&_X9&tm7y%wT!7=-Yf<Wv0e_fV&{N3-iUFc?+rps;lW}C@degiAd
z*0d>|mQU`7=iYGQ=Q{u0u6D7_c75HSET4Lt-x?fzaMJKxVq*7&$1gl(`X21@oxN)J
zTptmm!*{LJ=R`?0U669vmtO9-=g_++PW}8&`!+d$Gdc9`^PSYYx`uU+Tc$X4E@NzW
z-uE)=(ODmkO-aA6rQTm&I)CQ=Bgdr#`$FaGZr^xN(05EpS}HJOsnmt(-pUj1*yk(%
zI#?$u_Uq-8$zHa0*WZ*ytuVT|w=Z@^@noyIwE=S9TfWP8DT=LHBmZ}Q9y^W*2ZseX
z?2L?%o3+M<@Fo%@#+~3}v_#yKZfpo{dw_}vq?(SDF<N6oQ2mQhFrpSXU|YbBC*;P#
zGDd3*?!$w<1+N#JJzYR;Nl=T>2-E}wF<@iTociJ5$r#u@>7bNrXlbkvt6*%P5UpTj
zY6N0hfW{8MgPNumh6=F?CZN02O~F=yE>Aa5FayV?fr6>Afr6<eXiOA-ow}*1rGkl>
zxdMnbH8N2!Ha1r<H8cc|D;SxAvOP!?#Ii7gh=N8OOie)%Y+_)nU}9{dU~Fy-R&Q!(
zq+o7lreJDdq5xvYDj1m=freqtK~~11HE1DWffRkPVOR_39qmYk4CwB4P}qQKX3(sa
zk)aXf9(PEC+z=dapiqR3_E?$>ifh{;$r#Cx1j{C9D-o2?VXalr5bN2z!wNjd-`lVr
ze;2^|>Eb&9*QniLrxN9(wy}F0d^tg^iNp5ETlTWsp3Y2PHviqOYkhnB`L(8v>F?`;
zWLfMaR@<Jrd{p~^x`p)Vlyh4HAA0>*wXs~M`%&IZ=AN~(YGK#sq|0BlX5ate>g0KT
z9}a9XUw=@#`q}FBwc<N>TYP6$zHxvxTWVcm$IQ5@@3;C77*AOnE&EqZ=k<!8-9KVv
zKFCA{nP*)x*d5pS{;gz$?xW0#+MeZ!31991E3fox{`Jn*P24c5BgUlj3FFEeich7N
zY*MIFS=G_!QoY1UNVY>Gz14E5M`WM1;>P*ePd{BdzV~fYmuU2*ptGCygnHh0oAj}O
z+fn&zRA|bQ6S;M|ZZ9v(T-x`}IZXWh<C?;i7B@_Sk{|9XH{ZF$>$`a3<2jHn9W3+^
zm6#zYY{7A1Y=BzUfs#2`0=*n@&Mz&>OfB+DEe{CBIU{9k2yVntRN8?W6X0S2IroDS
z0h04Uwh-yc!BgIW8WdoUkyPGU8Y-9>80Z;Tf{GK&f&*kIQb<4x4hv%=JySzVQ*cim
zQFxe|8|oQZSVE?1U<HV=fq|Zpr4gu=!>JD`M9e`2400J_Xk@5o3ZD5<&^0r+)HAa%
zHwBF#>zSHbm|7|r8W<VqSz4MISVCeRq}44mC)G&7&=gd8f_)7Vgp3kkCM6sr1cpWi
zdS(WuCT5l(2O-h}$mv+;af}T?sRt=M2o*9$plSrO0W|S$R*Qi^>-*0l#XI*#{3+k9
zaOhg@!R~(nx7jbGY-yBo?h)Tt`}j!SLPlkI<L5p_LLpzbhFx;{kfwHTL2H~=V!=GI
z!-7^aOOgV4oQie}zpcqJ<({)6GQB%_?XONzR)-JoR&6%bmeEUk^`Vb-z1xC`Sq+EN
zuUh1Zt=(VflB$@J%E?sy{L7tJ)5}~qJj&LzuJ+z7H}~24$H`YY3=5z5A69SNoM$;J
zjQ2#>g|$Lm>f62Ay#B0y9(VQYpVg*U=I(fBu%|^e&`spHOQ!3T`JJ0CT)rCYSK?)3
zTd`~T%-z+WtY4RH(O9%i<6E$t=j@8*Ph9q&kzO|M(&qUy-|f4Xx%-;fe_i8!5|1A(
zGG8=jTg#F|w~b$U=C6ADn^CBBQWcKo6F4NnA#Y@XJoIdA1WEy53G#{*BT)Ss1W8!1
zSq{X+4-u2x#zsUmpun~e>B>P<q#)L-kXED^<113Yh9ZT;NH0>rsRt=M2o@=zx)rlX
znRGg@*+9Vc`#&!I%dRbk0#TfbOI0RDd|5cDj$vcF$V!RR7To{#rK$0+^iYsJzjv{9
z&*D}0t}gp-^Q&ZW)`8FK%x@huiJQYz*HoMzp|kVd)crzrS1&|~u@)Qq%eCDqQP$=<
zw|ITP+&!~@X01LhY_svj;mm@)mY=VdUuDVDyY}x8!?EInrzT~;a9Y0o+P>|~A2@Pf
zN3~bIe_r~*M&$TSrs*dPmj*6wJGqT3Ci~n0F2Q+|#M?hi;pzDo&Odp<+bb*QUt4Iy
zS){mak;|zGOH`}`LOlxmrYv#!-8!kJUxoE*nTKc3lptNlr6=Mh1_h-p@ln0VsOceg
zYJO*#OSH_BSr+@B)}QfK3k(eVbZm;kvTu``j%dnW>QPi#c3a?LL8Q}0kC{Q|c{MNp
z^=)c5@pC)7N&J-7`bf>YpZ-s;E{b2b%R>BH*K|(tU28U(7wpe3+tQs~`JZ8X<7OOJ
z%@`YjA^{v}#wN%!EXGFY4V=u9;(*j5=ltA){5(*5+5%M7IOpf&7X=q2CZ{UsyQG$7
zCZ`6uJAou{L_Tz=+Q<xCbHX#DXD)Pw8KmlhE}H_G10K{;FgFCNhfT&A8-dz27)j^t
z+|F>3@PGUMOHb}hE4ff8o--{i+sso$+(C*-SUp+jhZ<AX5rx3VJb?#S%vjMWAu7tF
zQRq3vuyJBTm$XLHmIXSpjJ=CDaqjPr-Tx)gq3heF*zaLif6x0~v1;{h{m}EdYufK+
zB``P&u+RcY+RDoQul?{~<AbGdpX}qErJ2yQ`~<820g-L19(W!vndkL!(}l3ewfni_
zZuz~ty<jGjT18jP2Ns{i)m-x?@o|b~wB6&H@j$caps+#fTCEBvV-uU5S;&TPp1ttl
z$*QFdob!~#ZKk&0ymTorw)XX_tJy1R*2nKZSS#H&MXhgH{)ZeV<CtHko0!xpR_%ST
z(#FRs<nGSPSFU~Q_|3+BudnZa(fziAOEnjFE`BM!M`+f;Ym9%+GtXEgW^*w3h84%;
ze;RGc7C{$H4rdwj&f0e{dx2z*?1BF_4Vqa8g>72bHXF3dEWa>OYe8B>yRW=S^IGN~
z^Vtntbt{^dZzvT|GdX<F$@s>jlCu@pu3BF@zi9Q1V=@Q++nm#e1jf@uCu12MlV)AN
z>pW7Ir&PRIDx2_^zvXA2Mnco_U0m}{9hNDY<K-JGE0C~g-^XLpadG!96$MW&y;8XE
z->=&@Zj{UX>{L`t<mElPIqhuS|GzH3Pi;>3=4JDDfA{X~+u~<uDu3P<5uH0}Tg|U8
zlEKUUrcUFRJyrjH@Au7{%Qt+K@id;M(|K?E`v)H17s+qWyexi+?E;_Qj1SAU>?zA_
zYqmExDT#AD$jQE(f7U^pWyR(}=UII|i0pi@(&o&>d1njCzgyJ*YkF*d&hhMys;^?Q
z(=!`Qk`J|Tvh&GIyk;G4{3dpL-r-YIv)_nMz24K&;d=Gz*Gr!|h0{F@;=Vq2GHxqj
zn59_8C~V`ZSE0p!S@7(SSF7`#oDMND`xZaj@&4A<>%Sf)Z}`eBu4g#2X~pa7`J4DI
z@ffiSwRMZH=ilG^^=SNe>+*MZa<^t4o2DD@H_xW^$l+i6XE~aiN!9-S%Pb@`?e3nN
z4%vD!J6xn6yqEv+Zg>5B+v>h0l3(&Ge%v;xC@6UG{l57A68*O9W7h9gT3TDr&&}@W
z?aj~GVrE{x=jXH8A3xTA{`5&tckPaXhnsR|H=ktR_w$+c>+biWFMT{CU5{7YQqjs)
zU%RL7@3%v(-L<uU7cEZCU{*Q1VE)tR&*eo#oE|CWmc_;fSNw?nHs8+0SW0Tvblu<V
zy*}1*LPAwPi?+J-TU=Jy^6$;f_%-zz$Nv6)+w#4ce^N$u%Ch`7vo=<KPOEp47uZn!
zJ#SY;R8*GH%$k}SBV*&G(jnpD=V!Z{^sHRDa_?T{eZEYy7T$*BpAflcD`q*mAFlj-
zZ;|q{t7R$W#j|s^&U7gH<Q26cBFd9ZXPTI&@xH&`7-X|vYW%r$`+|||+@<^9c^bdi
zFmKwnzK}+~xn*Y+mR7!A`%{G>>~>@I%OGRj3o|Y`{{QlF()GCNUbDyF-nt1juMW>%
zyRF%-SMBcwMcH+dTl9T>_1`r0{rLU;`Ncy!3Lj@Qu3MTa)OqQWSJb-o``^EP>&)^Z
zeedsg)oa)CTU-76{qy-u74?$0mzHjnHv2PKOiO$Hq@@$mLPD=jFq+77;gtTq6Q|DG
z`*CkM`~TN<vETmkizIjMY`6RQBsg>CpTx7XN}^_17K<e=WDV-B|C_z~>N3f8zNhZ4
zy0Lq!-hSwpvko^tb^5fjl9GqqJlpCt1BtAxEE^jeDQW4<-kUjknwkr5v#_zn?W>t7
z78Dfp?frfJvkr{HHlZOOLgbbypHI89t8{wbjFJ<}?C<^mvfMs0*Wd2X*Y)*FyCWlS
zFI}$eVZ6+Dw%_$<Pu@&>XZpvi`TwrzCe3|s4jx>nqEdFYqucw&X7%g;ijVip*MCl9
z=FR@EJ<q3s@9)o_u9MaNx>n6+F8%h#vb9yc{r%B`vp4owMo0boeSdm-`uiy+&OuW)
zZR!?Q^V!h<@}c4MIqlcNLt^gkEdD;rbp9-#gWY1f3r&U9_GrEpoXXN*(tJ!Y{?pg5
z%Fz~;pVpL!zV)uGoceb;fBnTL_y7Mpzb)5t<;vBzwtMaWS+ri8;C*I>p|NJ>(SyxD
zzrVBHaLXk5SdV00Uf!gaC;ji=n1A-g%a;r5-{0N+{M|dhYl5Pps%!N%G(7zLmVJ$j
zi@P+dtE=n836Bgmt{D$jE^1o-$-w<8kJY?Ojy0E;>34Pc{r&TK{iL*rcpLYNML#}#
z*VJ6S%x`YlyBNt#HckdvPfy(?>XL2upWV*q|MPkN?4_$!&Ms)}7GHnau;lbKebuua
zy|u^JNvcS!-~aE|+Gw#~3rl3ChyD7^J|XSGhUWPG9fga})iocSTAAOrMJLm(_HS*}
z=hOQ8&&{zsUH5p_ENfri{j#=EFJ8WMomKel&3Q}9YB9Z<g_8OEem<M3ZN7B&(IZE^
z^k;3^YOAHGxmZ@^rb6_B-)wCE`a^gw@@&!%(zzA6E4=F0uYNnPY1f1&$Xf4<+hbv*
zqH-qda?g3Y-*Y6?RCJ_Ef6e)HuSYj}o6j7J!lPZHuCA`0o}QOZUAlB>#*7)>)Ad|k
zTs*RM#JVqLw4^O);GCzWRiVXS9CFs8M8jT1C8TOs-Ql+Secx_nZ*i#Ke0k!<EbDFi
zzFw=bI(O^-?1>XM8Y(3Tu9dHwU4G9KRN$EGi#1+RvSO}5V$%}I5{K>kGn~rfcN7@v
z&hT-(RPFTQe0>n8Kol_Fe$xKmk4L^zD)#mNKF^n}x#;3%{O)eGgVWc$<?Xo<dA>70
zg$FHu@?`3z(~@V;@+&D%*NfP2A**_p(=F3Uz5D+>)!&l6g}1KmU-|oOk-6)CPw0K}
zTz>kyjQ0X(BQ~kb+H*9kdeZUx_6C|SlQWsMwByg5Sie7RVREgv_wq0Ic$l1OPF#Mn
z{Cs3SW9_dmnIRz|VPV%2&Kk@<E3O|Wvqo~?zI}c_3)f3Yo^=placnvD^|iT`)j#V!
zOC*;r-GAxO-{1RnW3#?}`m`+hZ<pxGk`H^Uwm!SImhD&Z?Qea@6RhmEZ7qFwbF;pl
z-o0;yJ$}Em=lu(jFPgn<S(wy8JG;zdt=!^o#i#35pTB&0vY4EWLg38@uU|iZoUD?+
zv+^_F+BK_oIlg=NUS2@{zxl3LZ*I=de7Z8&zO}85m4)TfujJ!>muKCtt9G%k`mkYs
z?Y6?NuS~yn|Nn9PcYNK>;t!jy{+eL&_}yKx%%}DLf_El3vhaG?*M5JOpXr<WR8(s6
zwF}4A$NcQvy}P>l_v72!-@CaVm+0N+J<a9f+wbq~UAEuZkSKgt+rlE{-yhbePp4;0
zKR@?(s==kn>h+5jz7an^$I^ZK_Pwp9Dw;2qi;SaYPM_|7#AjJT(C)+S+!?+RH})Jl
zloYjK?>wVauhOq?4<=vwV)^l4KzMj~Y^<*C^JmZW6otF`rs>^^H~IMO+q7#BT!lpp
z4hEO9`aey~dh>ecrAycTKDVD9W4K9f-@MgJmZX3#pWSxk$PpR)x;a};C2joj_3P1N
z$Hc_N`ET4~ii(W%<kk*fcV}z1xCt|>&xeq}gTa+EqAvAp+vXl$|95RS+x6x&o*VaO
zJbeE?-)QExyt`iFr%#<~YHI3nOLlW}tFO0TyK?19PJaIHpFey1_^3!XA~Hd+_pFDP
zUbz_0k%Kquf-7fS;9=)Jo4{@2oDXYP_++#-x2A1iowaZ~tUiObp_tBIh=#QlChtzO
zc`fyKkHn{if+9EkGT5RQNLIm{R7KZ$W-e}Po_hcCv}xyd>}WaWmR<UFuB!JUW+orC
z;0yfre^mB|e*E~}YkBqNh^UwEOgK!MbuaMj6*V{*`~+04nXZ?-z5V^9eL0`^e!sUo
zb@kht^vlc7OBAiTeDLnx>ibhP>$lDiEj!+~e&q$8Z4Sm?!Va+bPvo9=>hP6qX<N41
ze){xjU-9yp)A;4>!othXXI0l7K6}<T%5u+iy}K2^-?F}Z`TFgw!0_u&UcS70@7<Hb
zOM|)2Hl%eRn=)luSW8O_U*yc0J43BZPkt~nFF!M1J}@rMwJ-5H&+4~Jw4OfI`&o3+
zP;3_CS%I~%Ch*GKvlbNw_Ii4WA7;IIBP%D@mVG@dzUp`BYqOl&)10}TO_a^d{+*bZ
zeCK(|m6y$F2K^^%wM>JNod4vhD34uzRaDfji!Z)kD&Fb!_1m|P-}!ks41DL?HSek{
z-nL~Pn`PCP>UYIfuf8}M&p7_XZYr#4|1>cx+BiplR*UE9n>VeSnw^&x@9V#%cs}id
z?8il%=y5c?F5fNs_TrtzyyfpqE;r4-{lv2P4l|Qa(CXE%&(Gg4AiDL-(sG$Kk|}EQ
z=H2_T1Vev#`R#2oFN@b4_I@{U%9oETlvC2*-`V$98!a_t#Tn0<ZGGn1j$>}GKdfFC
zyV|z&)to<fb*Eih>Ybb^fT?;;D4H0wiH@8?7E1Do%{nMXdRi_&`{M08smF~yZWAQ`
zhx)VZuPokn@rC!@U0=Pm{aEauA*ZG%>m;|#{rdV@@6u1zzr56&_LsbDYd?NxncC~S
zyK{@5?YQg;(t@4<_q^(Spsl_B>>SJPys+@=Ce`2OtPanQEL8fj5jj^a+h+PW)St!w
z?~}>?>b}2DAL*PNwl*p`zEk+1F*{Q3gQ|;<sF=iaBq=jDBZH5>{`Y~##h0q)aLltr
z4wS8HCD&Ie{Seg-yXD`osrGkxNnq5q^PLYiZ`#C^b8|<ba;%S^-?xt+Ik!Fi^78VQ
zWm~pfNin*3>dYA*NSk6EDDOcHiQWB8FH-34rAs&O+}T*Nvhw}Czn7}!&f%CRl60_%
z_3qufwzjr`fq_p%Q$%uebH7R3RDU~j`0(P58#iv>em%!*`jjaS#sLRd{6$4=rnaxl
zJzH^A_~7<!b}@Uc&fdO#{Q7l$-CWtbr&lc(K6w4wwYYsXkx_BG%iiAGTYdM=okx!!
zdzx*_x%uhO&(EJe6<y+g$;Qgcdh+DS3p}9m)fH5}7G38Fug_=mV>v&et*tHd^0KSf
zuj@x|dvmav-G9DaZ%>a+$%}x%z`&rONhPx(?SsJfrnDFEta>umI3{)u$G_0v=;&+%
ziBF$Dv#+<Q{bi!*o|yO$Tze+}FXWkck%z@mz-2|u{<>zq1uML~FF(I?+&MM%>6w|v
z{qpvHr_J;4*;Ia7vgO~EmBFW{>+9?5_xJUoRR#ZU@}zHdW<Q^1Vs7p~+idNcH9or{
zf`cEwd-w0d!^89D$!)$F6B2Ue>Q&cl9Wn3t`1qWhoWepwq)Old5BqBNvmXBb^Gz~?
zKFI%kxBGojaq-{3e`{-M%yMt3+-*})(a<=NVUm`T^5y$?XGG9*o-No=b%7_G1u044
zD$rlbf$~K_g7reloJQ23%CNp~_hb9UkUIb9D67Yhgrua`UcFjAO{bHO!(gV5qy3)`
zlh4HF-B~f)FuCpTqc-0ECQ^TM;%`jN+gf{MDqGFV$|qCxO_*mXM!{;3;Lo!**8W~M
zXO8Wb5BI9yd*8nt8d+KT>x-mv<)QEQ#jC5T`lZeNc2zt&GV{ZS?eFgAZ;!GT*Ndt7
z@uAyz_M00YO{e}A;h%4p!S;E^o#jEs@aii!+b#OGvcCR%>+)HdKR-N7E-n4OX4`Y~
zJ9q9ZnR@v5IcrXFy_ike$6C3kpP#3@^;VpTr(fL6xqBy1d;MybhwGB{O3$M+*i4+a
zz-qr`+e{Caz1ng?QQO#fyI#bGfV$OhW+mo_hJL-WGFU%uk6x_F%qA~y?Vab1P(65i
zR^f+)x|o<l4@_^~w6?L~xxVh|sr;(~XF*NN-Mf#Q->*rJ7nYW;e-U8!J+dv$!Po^}
zgJwk=fBM8FBsA@&{<5V@rF-kHufH!>x|%KfSik+e`F6F(7CO7L-*0HMt@$B=MK5v{
z@cQ+8>rJ6$XLppXEqirkrTw1|mnZOVxfGC^Dvs{t$-C2be5p3RbxZE--0U62%V&z+
zxubS|=3_a5gh^4cvGxD{w60jORDbW{SmU5z`<WJnLU-*9J{;X!R8)4^t4P$}KmT2@
zP0g<bl4p{O=6jt5<yCNXzB9XR_3qs0zAu*79;$x#@cMP*U?H3R?1^*t7XSXXe#iS+
zqM%B2J-iaFJe!gC&S3UqDe1L`*Y7G@`|ZlgV!poQ>pa~{OJ81!kec>;UF1T^3p^jW
zz{69)l{02t=SdfhH#<j0g#Z~KLT=m$&w7}EnFFfkm-c>ia8o|flW#A$r{rQ%=1lAB
z1)rWo{#+ZiS?%xN@4}f2w|-5`$=P%C5*J#V>fJ2I+dsWO>;dJUx9UyPch&rCpRDdb
z@p{jrNAk=4=4xfOT`kM{v1LmMTFsXgZOk^GV_wyR0~4P-nfm#;`-u#<*x2BV7kk#M
zd0TciBlD$+gw5<(Q9IASTydHGY=Ye6-yvDc-~pL?R-#7f$LjFx!-o#dp0(!FEJ6AI
zd4(VQtG~b7p3P>er}yy2#>Y6DA~*b5?%(=VaB-39^Yha$Z|X^_`TKSI>hR?k4+)%&
z*qY@Vc5OO7z438zrq$nMUM|TLR`)ZJu!+x-TB5XXUtNjxu8&Vn2A|Md@-;K_<;|Pc
zJMcKZqWWpP$waFsH+z2kDDRiGK3MDLJ{McAZ~N==p*j4P>Ed0x>=X`sxn#|Et!LUa
zKdB`<f0|=&DnV+Hwlkd%R?64?s9&7-@Z#du>}xNcGOvw{jAY!Fb7#jyy=l{?&GJ!`
zm!E&;jL%E9t5>gnes<Pasuw)$vv)Bc2Wp#m$1WrFrv261-+p-b{^|RBw|*I@scl=h
zFp__kW6;KggH7+=y_+|0-ij3~7A;cZ=kGsu%<U5A=9@7=K~CE_d3g5J{4~;CvSi7d
z`}^f*HG)P<SAa%K&t|u6Ud4WP#oDz~MVdC1y}h+&jm{+Amr0I}jzvYE_Evx2vuDo|
zQ&CaTi4!LxRgg}`GHc{a4$p(sj;ZPC>Z+=q*<Rk>$w^6ivAaYB1r^tBjL>mgd{NW>
zU8wS6NscCkj)0wYf7xUm0;f(}cK#)Q=dD{&%?BsUpC2C)VG&_`ChhalZgKYPw)N}Z
zuUP!>CQ^g_V@_N1+Y84xOHQ3S)j0i}P2C?0-RaY(ySux4zkaJftD?HvJNv^TPSC)`
zE>I(5p(I}z|E!C5?%3qs+Olbr(aWUp@aemE?>?IJ^7ZTP-d<fjJ-H2gS*L`wh=r|-
z*_nM^57I&bk9zFPb}PUBLcVJXfA4|=Wv?8KFI~Q@?mJ85kNdvg@2rFR7A#O$d~wFa
zi5KtR_ur1(A$s%fom{C;25eY6xN^oF)8=i(xk(ozwDvF8)ty^d$oY+bOO%do@pGw^
zeXJ$-_cgmMmj620-)`$Iy9-j%()k;=ymB;-5kxj)*7csZx67YCd9yJ-X5XK~CnqoO
zSt6ODT#}ocn_OJ%?%{ExQ#d{2>G%8M%a^`<`g$j75A4=8Q1>n_?%p?jY5Rf)9z~zL
zW){zi(9zAy%L`wBFDq-)EFVYve--z#s_l*>e8|bldTO_Pv7fw2bEVI_;FZup`w%%;
zHD&*8i<yqjoIj5Lu4Km7%`{FtG<&kTe`mM1g7?I*OP@9-AK!^9yIE8i%;!0nRo#7b
zk*oK)`TE;W&0Dy2&6}iz1uw7Zp59x{|LF1kyP%=6{aIIMty!aw)1VWlwLLr{+_;}U
z4c(l6o|D5MP~C4%hC#)?D<&tjmz389^~-Aa_4Q4hcKOn!&6~>$=3fp34{)n}UwOp`
z-axoLE3x{bO3n$dnd!!T^7g)RMc?zHqi-+nxAThIUpIM+o!!5?$;bV$>xNckC&Zqe
zGre)2N$cu5$*Whts)#zjn>2Ih)!Vm^pFjWqF#rGcD_@$geyh8{#H09gKK8=w$vVk(
z@3!Sy-roLR>Sa_>XP~=9)s}*@QZ);v8X`BoP1j4FJu915Jm>H0oowIV-Q9M$egE|R
z)!DBP&zNzett}0`WREkZbwB6bE2Msoe{M#`x36D!7d>58Qh0sc-ja*=?H@GrPXe{9
z=1a}P-k1W_TQjHbDbbmF|8lsMpv~7iJB^IG%<ok=U+Ot^Dtq3%I2F0KZ~I^Fi;TRz
zwtfySV{)^Pt)9m*Z`O<-7iSv(FDw5(!Q}C)tI_Iyb2i?JGr75^^7g9G>@^_$cbb3e
zI2$jJTm&Bq*t%AdN4;r!)^(oh*RN-1EdAS8Sjg$#FIF@^6}_1T>Q3dq7dQ(Vsl0Fh
z;PZLox7lH9qc&H5HhZ_32fc?6>ZZMwT_Y(f8vb(8mvubVmoHt~p7(bW76+`aQmUwa
zJ1cSHmI?FU+%7LT!5;Pa@%^*s^&i=tzQB{wmVwmzWINpXVCgMWW$o<WKR!Nwnbz2-
zKacb0o6YAz;q!0l^5ozhs9N65did)7S&84B50>)PnK@gT+QjGSW2xdm>iRyqeE4?D
z^l)8P#k<{Ut!WO%M-WX$P=fkfbMwdJ<NeIc%(G|B%CNMwym|b%`i*Iqm-}Cyb?H*j
z<dZJi#>U1ACE>GMEol}Jb2HpRLq#Kx{P_4-_3VPD+qRkg-g<tX?dK04GIDa>ynSmr
z`>d*}DpJ*Qsc_ZWw}Ri-itcC1V)LDI*;LuobnBu;hY}1Xq}fz{I&$``uASYyl;qRX
zbkEPX2X%?Mx+djC1_Vr)GlvH;%%4{Jb***ztOTjWVJ2r6K<EE1MZP~f!DR8qjfFQi
zrSi+!RQ&pqnUeBkp>umzSJ$LTla}0`GHu$iBS$Qr9^adlV#4ewz#^z+Yis-U>(}e+
z?>mHs&$5_h7jC1aa#mu`vo9|%FOg|&ZEZF^oMYB+B{C0QT{A7)5X$QR+-`Q^=Vxap
ztNVLp`^~l5TJ!VMr%#_=yvWGpjWclsO-F=7=R?n3?U^-8s=WMrJHPz5FJESyeYR-P
zqIK)^qLMd8{QC7PDLJ{jyBiX&U0m}TG;=}^Ufwy&k$dOPo&Wy*v$M0CZI(M}otCyX
zHy4+YRIj9@<ln!4;Xw+Xl3n?E{qw4Ow{<tG?!BvA7yah*JHhuie*3($PP;hWPvCp*
zg&@#;r*6Wl3Cqu!Hm_S1Z=Sz|ug9jj<f{I`&v8*Rs~0LCe6o)>N((ge$?7BfsU^+9
zc!&6r1Hn(4)DyU(LqCiPV1`HB*7Lin+-F(u>dI}}@qWrQu6YkMa~Ol$Z9pB2=buuf
zC;axyT={@=-XSrA(i6h77|#~y`EO&~Nlm52Z)Sb`@$vD20|%BZQ;X8m)is^zV`pbK
zbLPxTTTz>w%5_eRvlcFLGG@_-#j?!ew2;uyiQzr+_VY|0-`t!oCnwk2+q*<KZS&40
zOIq?A*ouCBN{#aH^t`#h-rmHSxiyU=?gNW|BKHidCzft!J$!xFu2^9p!Lvm2>C>ly
zfq|EPH8nLodGe(C`@71@O3&;UY2bz>ugEOL3U~?(zBgMj(+x7d0vbp%QB!+%X{ooM
zpx`B`?xRU2QdgHs-mSGYy3GkHcOzl;y>vONp`#<SMlx;l&qqhQn@ta2zh3^vzFYUq
z`LsQ?AM*9zHmpg@ursm|WN{QYvUB793?W%r-L)I{XFPiQR(EaS%Wk!tSqJaR#YR=m
z%V93Muc<2vS|z}=jIYw_<ISFR>-5UY%e#+Wx_(_;S~@x=#wMYfJ0mq!Rd-Fy&Z6t<
zVlVKZdPCT>S?m;^A@n!z-nFG=EV#gPkQ<gRK7Nh4z(c2mL7U_@{7n^EZ}<9@>`U>+
zbxHFS-u+&>6sZ85b9!>F!#nGxk~6HHzw9C`VG(OwRsGBD*4Dgh%MZ4$vVmm&w1ii4
zmTN;xdf{0QyV8xXsfq2~!kks%(KAu~cEg==FJpt!bC*S-3vNL9z+yTUiI-ewJ9>I}
zI5;@AEnT&0)rJih?%%(E`?j^Yx%jMuwZ~%5VsUQCuCy=Tzn`CFx_bNf|MfoWw{E?f
zU{F$4W>@)1MMLAox3{-1@N5;IrD)_c_j8FWbp4K1tnsT?uhP!X+gtK7Xi``0?{80^
zKVQCNiAQ*9dU|?ls-y9hILUeEt9QH4x_0l~x`}Kx_iP{Sjl1*lW=HuIho|y$&LkJz
z*Vh%bVGO>ps%iOU)5n*Vddt^-xj0$f|JLo>%*@Q5x<<yvOILsT^eJp@l<6yu3p@u;
z9}7;qpPG>MkNMCAo{!wnnsI49<K4~a=XVr7X3IYI>gwv)?~hZI`qDC#b7m<DSDw94
zmXe^v(WKxU6c`v77N(~A{@&i(2?k4+E%Orpxaeeq)S1h!HmToY+0^EpO^}}ayAD)9
z&o~q&YBTp=&as=D)1952ckkLIXJ02HA`%iA>ACFUy?g(@yuAG2!2|8^bq>Z?;xgKj
z3}zmGvM)YLs{+y%2;Y<O>8N=8kDos!dynm{{(kA`p+kob9B|k*WAfz3C+;qkY?|J?
z{LH@72U^lL^q#EUza<3PH26`am(gYfagRxJuFt#QM^{@sUi$!61y6aXx%s`3!9vL#
zQ22dtVHCDm>SVk?^3;bZH_IhwT;SPexbwYu#i9nzc|o8`C$-|#o83G<8Em&_-1*LJ
z6L^5de<i5Nh++lnJWvxZ1k?nUoChjsC-a>>kSJ*LHQ>M%MgNSpNwY5ARxV%h_Fd5N
zlh!vXHXVez`hYO2&xa{oX9IrR>{;_<sdA|UFTX_Eyd1dmt~jLH$=V$F#h7^aP)T6u
zK~P~4(55a8caLd+<cu>mrQDZGi;vVwyXl%R&sxaiZ#JXqTF>*nca8R|?Y*nK@5r*;
zq%$@%H@=v*oX01lO(B%kAL7&;gRg5O7u#95OMR~V-cfhyw~y@m|Am77&kT3IpPpf`
zP_ijR6kPSDg57M8(e|f#@^8K3Cns&xzW){CRWos(u&PNNX6Y<@qrRsHHI0|qCH9?~
zT<P=fx2lv+2Agwf^&wf9g{Ji>GN+q^(|l?V$xK!MJmb!HZ<86IBK*p?X1MRN^8N37
z@K4RVX3u!!WrW-uqhu%JFW>BU9x_-cdG6`Tx9o5$7k_%<*L=Ns^4sW8Q-_|J%g?Bn
zr`T;v4n6t*3D@D4G>hr##$u4B)|7`Q*@S03{KBsOJyvYOavQO`bw%!MY9@zw+RWUz
z0^tcz<TBYjg#}h|rBQMqBD_FJg0<pQ@<m;L$r)<b#20Sy?U{*UNASGmXI8%0QY&Yb
z(N<guRe8oHHLg+W!pH7_GyE!{HcTL6Kw+BlY-R3@Gd8Jq+l&`H_J4O`|NO9j)93!y
zD{efwMso4LO~v=K^=!7*rZK{TZ=qzDt;N?rN>g}zZ0)U8n1yFOjG4Fi-==<(Wm@;<
zgSu53hbQx@nJ~{f`2FC?KW`>%n=d7Gdb9I|p76h^;lGz(huPecrm<3TSMB<4o--T&
zY${&<&}xR>uhi>nx9xlZa)39eI|B)_g&#Ic{(7RxJbC8wp3S@~TyCc%6#Yzn&ew9f
zdGgHV7U$T`Hl!h0y7GB^ndFR9|2Mt<w$e;owsXpz!c>#RNCj#66=`Q<7JX@dvl$n7
zGT833FP~R`Gd1DS^w^E;%eCuniq@_2Wjvdan`<h;Gk5M>|9Li?TwJ?qe{cKq7M$(X
zrG5UKXFmJj_k$~+^>_35{Mn@a?ZK4;6FnHuo;ZKr-_vvAw9T70Z{D=&N&fwdALDOn
zsZTp*vV4A3=F3&PBRQ3)u8R$u@$1s1P|-q8ecjltmVb{=pSJGSZpF+cd^beA|7`l0
z(tPqv@NI+Gj}NXG`%BKK`j<Mru`|BxsN5VW3!#gKb3^52&i2V#gG$$@d-m)JT^+Xb
zmpZ6~<XAL0=l;Ih4QXrQ_Rf0$O@X6Hfn(9kC(oZRU$)Habl;wgCa}<>geBV>wr$^T
zU;E3%!s5rNsoHzCbAXqezFo3mgMop;g$$EtPo8|ZCq~Lb)GhOk)6doXe!IQ={k^U0
zEh|1K9Df^FEhQxt6&=l<6TfBlym@txj&R<KUNUh_{Qi00)mB)4)A!QS)>fV|+bnn0
zs#TA6xxPC0^Ye3g+bS1sR#w*R>+5Wbo^ZU^brKMC{(sfQ-M#+T%jL#tXDrIz%-CXN
zVlw4@*h=&2Z*M++`7+14Jg=z8sPXLCv!=7p-n@Bp&vx&rp8xLq%(V)QdayS(tM^N_
zZ@=f{lUt5Yd+^{v?eA|N@9Bl6-Q88%Ev~;UYHfVYN7lc6@9*!oS5$2Lx8}j#*pA|&
z`j!v(^g`SI9e(-tt?Y)sym<x^UEST8mMSVO-^*5-9@)Hl_3L|kt0$}ZE@F+keD|)b
zh{%!Z-61o1rOkZi+tt3mxA*6^341)b_iXoGJJF>1%A&=KoufYg_?R3YAHPm|>9rrf
ze}Dh_mG{QK?Mv<#MlI;BtE=0yox9NQMg1pEVYLhQd)gcqc7r^^$-^_HE>dIb)~%b<
z&h9FB$TaV4f}ewfLw&uyZqD6Zp;6BNSuc96lV190%G9Z6=iASho6Nl7zG3^n=QaQS
zRQmYzs2pJ4#;z`__cL#*m#~=FwQJYhxYIW8+`PH?z_T2e8Q;qk&vBkr`&$_i8F{kW
zdCP<~Yu2=Ki{FahqPptK_r<ekOW$7`ly8=QZ%@WWrQJKPUb)iJ-u_soHJS6T{Jxr>
zpLnIs9{m4csAgnT^zF^f;%8?fHzplz@O}6qVrS}Uv3s|dp8E6UvcJnDxoNMjtzGP%
z=H|x6dHdpG_sV?nM_Vo=7G7Nyx@WtS^1}bQuU@@+BR+ff?3d#0kH4+3-T&{`>e`+A
z_U&7;q~-Ck47JM2$}i~_@7G>%dSO`k^V3tt+xJDDpPT!5ucek>a`NMMcXwZ36Y0#Z
z{OdQ<awS)6>!>gK&zd#sSg-W->C@BWKVJ=x_k90rvS)R*_1)7)XSac}N5?MbSs#DB
zUhhB8=I6P&)|aF**udGwk2CYw63@w-Hg7(B=+F{<zDXvJzu&L-_wwT6;W3%%BW<2H
zW#6>7S5^ks)zy`pzPdX6wyCnde*d+WmKGOxcklU5t5&Sw;OFPx{PfAm$ui&hz!|P@
zqRHc*pPzS&>E7Cqc=&+)tdAd$%P(KP{QLLsldET(eKyy+{NK0R`IFWC_tpM3yPI~r
zPj*t;l<Cti%g(o}^*U|;|Ig+xUws1u1CRI1%WtR^_K1p-I)B$0<nxwzm9r8XYIXl#
zSs7ga^QpL}@iPDU_byyexC<Hx=@!?wtNirjP%HOR)46l!PD;zUv!n3Zn#hCoDbLQ#
zEV<gq%$~90$dMz;?tOp${eHivj2G<QeH*jcmhRXwV@~4bWxh)!pKz9)RX7;2A>rW4
z;N?n6N=r=p<?W}LB>(;Ob$<Q7om)Qr{QO*3SNGEO<=eMyle4Y*(#&r+!@6A02Q*OQ
z_+{q7S&p8bo-+*+nKIpyk{<0Uef>s%R?f{$OZV=rJvBws)YP<ObN;@cZkKvKKR;hx
zQQ`4C`^4F^rc%8n;zdF)rIk;*-MMq;g?qs*OK?e5k=6kkacT)^G+DfOakG!Ifx!g5
zWy_a)zvt7{)Ldw~aN$BpNy%^98z#kiycg;1=vc9Kt?Y)qtRYpw8h>|Jf6vqV-3m$q
zpmGx&=Oi(>p8sdm|IZT1%axj!g1Obx2(+gFyc5FE$k+(7Ar#CtHZ~%4vm9u%A?Egk
z+UWI5E%WYH|LyuLqmW**pTUjce8sWzo>Ct7v^O><gfm(Hm*=>yq#F2p&fVCncazyW
zY>)Z8E&cM+DNw{S@JjWm$^XBLJ+c4)@9y6<s(WhxetSB9-vfQsmJic{c=P}NxxfF<
z^!o4L_OqOSZx~uv{!dl@i20xA_J9A*{`YwP|Bt8T|Jm*N`}lvNtzqwnYr?C4w(I{7
z{P)>Ee#s?~!!_sko|^xtdd|)z+fD9g=Pcf``)Ew`skymJziX<dy~tm>_jur@KiWs{
z+^;^*YFo*lxF^vg|9#NHFE7~q&j0&ydAj`{*16T^gW04$-S+>l@L0j~OMTt1Z%^}C
z`2RnAyZrx8)wb_*4z0P=_2=pSy(i;OJ&3>cd&0jX*S^WGsujB5e8BklXV0hczp8VU
z&raOGSnuzmJ^d<ERwn;fO!=p{fBGb&mC5o;!hL;Kdp^tEHlu#$vVV`7KOL8sJ-S+L
z(lwKN=`YuQ`ElBG>i#`1-ek|(|LSeF*WRqhqK>cbN9I4)DPH#D^kY5!W3jij?J9n@
zPhVW|)%EA)=X155h6?LTK6Lff{~e<I|HJe7K0Hg}E>*vJse4YUrAjH#MeE7;Iq7-%
znjDQ$bDs*aCw~#x%&GtLX7%aK``)e!TJzcVTH+&x(#XFX_wIde7AhBWLXg9-{rjxP
za~}Kd;5g*_BueVN5rgE*LvsERi@uzY|6r+T$K5jjgxb&YrWKm0Qdal9*C_h**QLs*
zoODk4dFf5$q(ElY_3Z-sA-@9Oey--|*Z=>x+f1!TlQnhKlVI71H<#}2+%RJo#}$P)
zr<bMk+<M-8>XJ|;cSuxG1%u+wMjIQw;^|6>*KY`XVrO0&zVeKr%nIiYXSWNrH+6E)
zFGw}MHp9o_fKssj)>C#y*2@`1Ie6A(Gs$zg-HbHa)vBu|$!L4SU`w88&JNQn)>}3T
zZM~LP%x5rtovQc>=Zw9H9PD*(PD;L9rF24J*|pn6!W%R-Ok@RRXJ5UlU9)zBPJW~I
zNe%6UvI%KL0za3%W!hhK>Gz2h2d1;$E>m6nX3x9wBa?KhkJ-+<`Tty^>)ijp1lMnR
z8FQ3zo56`lqhqtK+sFj4y--VfX!PIAv7dXtI49?fp2d+{qtm62M5J8LS3aWgi#Njf
z#-bYq6CIDbw0*mw;O@P3(}B|mE;V1!^t>%3b~37{`BIpS{AoLmdJSF!7v1h-llty9
zznB`9bwl#N<EB<O-8Jvmsxk)OT=4Z(gM!bWh;JW{_FfNt*ij+%yJypi?Ob13pFIii
z@`}B`B`NX4i^SagCk>&FF=k(Gc|M49>ub%>QS431*sd9NQzBP`+rPTfe%^;k2W+ht
zFJ=|qV;TDU`MZ0Jfu$2m_b>T=sMkknBD0v?@({7jy=p~UPwhIYursgRoFzr{Y;(lQ
zT3r_Y^uCmP$`hA%HoDmNHS#7TT6OWRm7F<aVy|7tHKo@}ew=?@efY`mFupCn7KiGU
z$XGgr9Pwzr!1?L?oGndPqRvfm+0^E(9`QS8ipwDmr)4=;PuX4PK6yP!RPw~8rPrk#
zUl~NnY}{+9$E-1>(<)Zdy0bZV+mbJ59*E66%3&xZ&O7T2NA;I^Q95gHP004##h$*x
zF(B;Pgp+1dKdp&bQeabg(dmOkb>pnZ9gJJ98?AL*%(g?ed)>F$G6$-Ksx_*s3XXo!
zSoG@c<kaaQH6<$p+u~NPN-3HBs_*c|zUm7~fA=0ud*!}VKv!#8RLWiU(2FWoYp*`^
zPS)O;A*=jt<Dz=;ZLyamKWJRr9k+X3faBt?P60xpfd;8Qa#yX6dE7d6O#Vpv`fE?t
zsXD%W#r<^0Wnrrv&SbU*b3vCSa_M;yFAtm)*y4WocEhtg9-&9~PKW>3a7y`B$}enk
z`qR}&oo&i4iTAdyy!oWnF7m0C%CzIp4n=O1?&sdStG*ymmg9B^&r)xO{#$w*0|Q;E
z?oCb(5U5Q!cPy^#sr1Ze5}_L%t`|F6vtN0ae)IACQ(d<>(wycO#a+3<EP7XCiom%a
z7wbDZ`D`0(MGZ=rcdzUf+~#v-pI!i`!fG~Kix18(m1g;bT0G~NsFd&`W&)F2VonEZ
z!`el6cPI1KI9i5o6q#J67;^EPhoj-@s;H@9b$U|MeLL5jW4U;9b!OQMTdB@CVYWb5
zu_ZOxXCv5DTEaIh)Kk-q+HqKgKW^32M&)mxa(oyI7i3h(FMPK%Y6WNi0Y?@|m+6io
z%d<OuIF*`Lec4g9*XO_l<zs9U(=S=JDRt{_Vv7{HqiJc?9{)&Whk*GCjULnIMv>hs
z?(a0$|I!flaN8dpF6U>rJpOvJGU|mLIMk{ZswEP_5)=|RH^u66N7tzjtG_w>B;K63
z=G`@~H?geMlC@cxjI+PFtmurBoaMUoX0lJ=)rA({Zf%)y_3)jk&0n2GnnFsy*IhoS
z%HzklRF!8ziuIm}g0n-jesA{8kKf50?*4A4;N;CK-&EQ>OsbyM8jx7ESaa38q!(wM
zO0GDHS*|DwnR)of!zp=6kEblGIV%_Y_ktDA{+G`m7$5O#oPSBpr9JqO0Qc8Yt!J86
zze-nTzi_&IK1GzvdBeQmoy@j>&ED|5Io@im>^@6NAoh4peO&1jwi`hjel9H+ZY|v;
z8_Ms?S1T~pOCgnCX5+n7k4=J{o@qvnPY%pFANK6Q&OdC+!xS0CjMnVG+t?ht*Vf?I
zRM(Tw0%~~=ecNRc7VW>_TetE1hX*#j_08s8QQ9kZ`!RbJ@9PK&=d(T)Q4THnEt!ve
z`t3W;pZq5Cu5F`<{G{g#l=2f_Na{ZL-4(*1G*#j4mMc7SS(rS`Zl&D1{PMWt`aJoF
z=R3cs&$!(3b;s<*m!3M@-_Bbt%D45LdQyh?GhfTMHz)k`yzwI`h}-e!CXS~&)OBx2
z1RuTBcra(v6UB=u$CJ-KWqY~P$jM^I?59m$uS0TXygbC$@o7RE^VZ$2T8Zq(40osW
zxg5RpZl2Z=l{dcSv%WidE#qd@{QU0bLB&m<jqY>ydseUr<{FeXgk4nJIlnh7ebcO?
zGgjTvTjnu$U3A|APp=iGHc#VsX1z>NO6t?_3RYEn)%SANo$TC6DK`&%ykMsHYck(%
zhs>FB>W90guHXIpMON|M6}{(oR3B!n+ADS9&PS;;w(qt&m1O<&ys~>zyXUr`knck4
zrVHkXTINhlU-bI`|5V@R;-^#i84sUeS=wpg%OUe6t-8N`-!tny&5I|!I&HhA>!_ac
z%ce6oRfID{Iepx14i>vVo6yz0GRgQ_?0dGCD`MvCxyZ3FO}20I%QmOg*A7VWzFC<Y
zD3-B?QTIyWhGL%#3$29hD=ZaKGNWBA3asq{iyxkB2~XU*=i2lc&f;ade|leSNv`!;
z`mXwg($wmZW+fThvhMG#e5D^JR_%7vH?o^(^{KWsTtRyN@|{ZqTPx*zCyV_Huz4!C
zI`YP%!<@WYF)X<=bngY3^LT|Dmj+BzeCpZiuJe7?nREUhPB5<#T&})~_tdI)ZL1XP
zGMoAA=Y08KAv4cea?K(86gHN-dm}<kFR{C_MJi~u$?wuMp0jE8*V?t|wsZ6{c)9ma
zDS0$eiQTK}oQYr8hd(l^w<hH;JXjzm5-h5h8uLoeAb%R~!zm>PUE989R?HT3+qr<T
z@6}U9K|YDDw2cBeL91TQa6M)n6&}9W$4lZ;#lmo})2HUBoC<C_TcZCwqh!aLs^|{>
z{>K_Bn(bmY+I-i>&y-|sb&1{9d_#t#>)3a$)xWf~v_!s{?7Fw;rf>SU<JFJv6@TUu
zIkzd}*~6#jnU7yv7aN<me>2~n+aK0Qy*Cpvxwh`wiGOli%v1ACixr-m-FYE=pW}{O
zcpcOI5{+dUo@RI7O7hJ-{WR|M?EFm}VmBxMS@xkfW7W-`^IJ7jWH$OIZ_J&@<)t}g
zzD`hk{9HD@T?LVPuiR8UE-)QFbLUR1&q+6v<Du-<xyNlbG4fB{AikNof7jnja!Xgv
zIOum#jOWe8Ng})jtMjTuV%wXhPkY>PTkdVtE|H6>pEkKO`*T&U%Ko-#vP0YK_vN>P
z<?gBR|6*j^_%@I)H`34R7?1b`tpy@FOBY@H%Io2keeU`jhjbs=A7*a)HM4sTu{-kr
z+EY36;ftw<KAw~~n>)Y$=cTu@O*O}Mr}bMUe|cd3QKqJi<GcS=V;fbM=32w$#?Oky
zeUIv_a^1g9@A4*l;pWiu&ugCYefe_xLvD}No%uUTC;mS?SNnBUc5(FbUB2B{88*eb
z=kkfk%{Y1Ge)G$`doIhkBZF$sXPKUSl+MT$|1#FgaY5FF!_GGP(W@S?@>`v}vQm+2
zQHSunLr0&!^oaG&6YxFSpDN#S^vKFk?{vQ^hr>?SS$xcz`kF%-ll=m}iN8FMvo~vP
z(vm9*yPO=qu5w_BxMCqCux49dsn3edA9q~qsmuLP%J<?yv5ETI<@Y>S6?YtWES(b?
z|GZ&I3H#^R=M8fv>a~1U@0?+}j=TO@g+o2hjRyuj5rxk$2y0!BX@7lPFjH3En|Y04
z)5|-8FIjI1zC36YQ@Kj*;DzeWxz6{wqucjw^6viF;`(5>a#gVZ_s;y6^4xYD-$NdL
zSC-jf$`RpwIFZ*fHE6$xfK2GDqEiBoBK8KhtTCE!ChEww@CTclPCLv@y>L%?MuLiL
zm4sSv+?q!ZjBA<1+Ah6`v`gOg<49Y*;mL)QfBy@(V*1$OyegmD5*MSm4LARYd{!>n
zke&5;()%mVc4r5)d#^9t`emcZfr~6U`wZFR?(BbfI8%I^#oH}UEZ%P3+U#}smZ(PY
zRpn2;7O5v04ezYGwLR0qt(oWMyuXG&!`Gc`n5<$NmN3^*ape~I{u9?t8}2Tg8?nf=
z*W$A0F7J7pHeFS`=Q{O8;;;S%q2JW*##by`ylU&={JR1_%5J&KG?iZqGGh52v^na!
zm~d17ye(_G7T+*=K6z4T;j5^0+32%P51CB-*jBBa<=VX9(V5UwF2S2qjMs#f9$dL#
zrpVIA3=9k2tSGGf>l*3TwrW%1O%e9}BCP!H_sY!Wc2-`t<MI22xwZ#04Cc;bO*$F=
zxn^tT+t+0aE(_n;(=ktgDYW^xu$@tf%G~M8W_MnnqjiXRw=Ac%t#^dZ;hb76-R`Qn
z_Iu9@**k{Y`+U=`n|%IYdPkD+)wjFWbL^2g_;Q7S&<A^e_uVVg|3<s771O-7zDxE+
z=Jto`w<>EAJe$*5W#v~YcJDs?BinzAu;j)U552onW<6c?&7m)gEl%b34Y_Fwv4>@H
zKjgaa&6#D|F=<P)x6g%xbzQSBO{nqyZa>xf!o@cS3SKy>&q?+4KYTPwHa0Y5i`?Tr
zmcu_D-QK()MCA9Pnw#M-j|k^-1)O+srD9L*hvTi&WqWpf2;5QMJ(G2Pvw%d#3g$@?
z?D?BGyi{hn9Bj_sTyVLsijPM|PwU#<lzR6m?v1B+T~v*#D2h0s%*yxM(J`t*BxCso
zR_jj(h528|cOADl7Rz~O%Ck=vZ#gB{4&}|aQn&8n>6Q~SpYp+vKm6w5w%aT#GAslN
z6@p^VrM9O(lrqTJbWe6q!gsk_dnZV)U*S|0)Rq!i+gY{7IdRVe6Wc4B*1XYdPI)O*
z6uO?b^}!XZBOLQjONRu#y!=WaR?EKi5yz}H*Ut)B>X$Au6!_gu7JSjMFhi8v-6J6C
zPvJw=SvfAv!B(qfdNl6dT&E~^<;3)6&r7ZLHhmXbPp;CBSQ52`gMo4NmWplM8ge^d
zEK7PFe*MUtcN2Cf%vheuv%XG^+sf|tRJoGZ*AIKM+49KgF4o@k^q9lCscmWRW<HFw
zNIw;o-@4v1n<qj}N-tJmC6Bsb%<hHVXD>%?yHLy;U^lbi{5-*foNJC;=UR~2_c9^+
zba4jD`=+~x=5zf2&EaPuntQ<ABVp03-fO!G65T=%%dE7S9i#DmUO@gKy}yp7p^MjK
z+8RBV{Fk$3+U>H*j_KL+Ot!bNSZ!mJDLkB7eZC-j`DLy91~;S&-(|(-NhGY^BF?V#
zGUUW5H5*Bjxx2jbziM};bw*@uw2=Pg{GF+0x0AEs+pE#xslH|3JOpc|AG!77naYJA
zfkj!D%sO@n<OxI-MDX?V9yVn?CnJ`)C*fkad%(<%(N6KRtpxn0^R4I;dA(a-JKJgP
zr^lxXpG;WgBDS9E*rl08mGMp<JXSwfGb|F!dAX4B1^bqn+~t8!Ig7b=NO@h;&@+>l
z>A08Pkh&|&{gPc`WQ(e&I>&|kJKWaB&(>o9bBduXSvEXOEmLCUvMlAdOoD~NKL2DZ
z&Mvxl!eYZ4N97k)H+q*g+&KL7PPEJx$Ei2XIKsbOIDIv$;C*hPz4O`-fs2gmdgi_U
zSvN;iFvGMkP*XndLQnBSA?|NST2kcPrnWIS=e4od3;1t6v${g(>)bV7_0L*b9)<C2
z>sq69Fl$zU&cc(;xBpEIy}&#@w)}nB6hRIvUf=!+8}<3#_%=;bteJP+aXRPzuGidm
z{Vr5B>Cb8{w%>S9cB@9$+kY96q1Ea-TG#UCpJ&$RSUKzIjdYt(%^iXh&InCjrF`cB
z>nrag8>ZDR`*`4h>tdtu{WsD>T3K~F(xM+vJDJ;dN-o%T>K48S{(+Hvw$Vusnck=G
zKYF3U@#&lGPOKM2+AdG`yv=zup|)*9%EA*%d#W$I-!6S@Vo67Jw8f4WUrX2$@^g$f
z`I+o>_p!O5XZGdhgu{!LPqFG>^r9|zp1$jc#I0E$zHC|TB_6e7q2KD_hu^=k?wP$h
zNq(^ii`+EPwC#O?FAhYN&Uu?HHuc)&%Iy8MGf$q|uP^_uNB*>5)n%uM?{)#NTc2(%
zl@;0UyD4<Xf;I>F5ZgkQ^)vE97CSSyDQ+#_+$d_Z;N*IvRzo|D&DupXwyEFGJ+XU_
z{uP^h%AeKTKltSw>?%9*d$;?Kh);}L&fYltRCCu<op#2_%E~p)d+%;K$>?p|7j^b#
z?~aUXnsX<!u95R8>Pt8@sZuAuT&r!aw*IrXW+DIfa=u;gNzQ$XqS6d8mm>mtPTC(t
zYcA~aYjfJnb(~*f<8q~TT_^by!oQq)FKpIY9&5uo?@CeMg|*7tqHI--5_`S=Zr9iC
zJ|X*x<;Dl*4LR8&aZ{JCNJ`pcT4Z-ln#D)?iQ;S%FSe_%Q?7Tv?t9pjfAQ%>)mW*+
zdFKM}yu2tB<D0=M`tgUG)T2pWH~2(;#wJ}C+8x&}yRbAM?$KGXu<Ht4hl)&PB^)1I
z_4^{GldvYsQ88@orRkN8o~%NhbpgCh`cb+$Z<8GVSm>Wzq4>q*i(B)B*&kV6gwI&^
zQ2C38ZF!yudtF5Y$COKwM`!&~-_ibX<FOUNQ?C{1UAnd3;YW1HC(9pathGhAz2gZG
zl=HOlaPZzK+9Q5P#d_<CS#Lsb&AEPd>jhyatGA2dweB*d@zpfB?0TbjA@`5#;l5->
z>rJ-hLe@3{&i)4Cw+hUaR{0*466D*mQM7bXvh4=@4|^Y!YMoxT>t_6E%d)D{%1Z_e
z%UpMyl4IHtWn0l#Wv?oh_jngu>dA$iv2TUTZ(j+yS@1Y?)>ZCzvko^~EbhIwpt(@7
ze8%mE2RNJp!|!KiU-)JE=*`VY3HOPggl}zMRi0&YV;8T@h9$B&v9c3P`L-o?Zh2Lu
zw(Omyki(77${X2uI`wiag*05gOL5oi4)pr)?V9T&r$b*#EwoixwN2MP-nmCjr%vZ5
z!>@&F5|aEjt1S8Z_jc9cUp%75+x7i>odrMpJ>K{5TVYgLUP#Udq0N!IF5VH{WZ>;#
zGS~m)u3vAnY;NR5@3VUm5pSP2<(^hu{7Xv~H-7bvS3mc9&fV0X_V%}%yhC!87Wei-
z1=Uz<IqStX8Ot3Pd;eOnN%w6b+u}I}UF*W#clQ3gY5U^g^w7txZ@1Y$H(&FV=RcD&
z|FXJ&Z@v9GwwOAupZcjTN497B<hiL)5hrG7i^+s%PZQp(aAoE9GXc*OHY+Icm?gOP
z_=~@lT^@WT$|)^Cw6E|B)6eVrmXG>`?*8u(Qr5b5Oyi7wgYQv;D*H&j<@IUXuYS2F
z_{zVYpGkpb?FR+EDQB2xvY&Xm<El}kD6itPl`q+&8XOj}t9Kk}T(r=A>BScA?yK@8
zr$jPDW+d3$my{DO4*x9G!Buu)-M2M0wOKAr41a%Z*=u-Fak<-ylJ>rxDPLD!Ok9`S
z{w{8p)cFiM$?w<oIg9f5J#F}DQuc6Z=>*FO%PaoRdNiwWR@v<slls)im)_^Ri!S#}
z>U_yjcukDWcG(v<&Zuoq_+s=9Fs*DkExbD>|EgH$iz5!ge}g6euDmw)*EGSsMxk%|
zS4AXs2<7fyC(Wq8R?prcbUo+cN}+!p!V)5#uj+q0@JktO=1p!s;MMB2*w99h?UbAA
z%Kl74!C14y$-VRP*M43w=bm|(`*WR2ht<x9tu{+f_BS@RJkVe2rM5Kb)>YX9+p8{I
z-XDBd@_1%Na=hWAo$GEYKRC6`LbA*LesDztW0P!C>$wwuwr`AJ{It|*DdVKHXJ2{d
zOg?S&R!41G{^Ny<ZzOQ)DKkFqQJZb_PQj=t<-xzQ>%V2WE=RE2?AGT^?aQmuj(+3z
zinU8Bx9TacKd;i4h{L^e7u-LbvFP0W8<Ti@zFE%Y*8Of<XK+cBF)^f9Zt+Fkl<f;1
z$BOvP+IB8>`Msy*2~W<ZN*`!!o~QaL?P}vfjg?u|w+`j3IJU34RDqA{dbACP)A7*w
z>lY`hIBw?HVt953V^n5k#F67lbr)1vlwbX;PTaa<y|~rNonhP7PSeg4T42w`cQ4?p
z!tQf3roT%3#JNuOuEESpd6(8%YaF=1D08(Zu9TJEcF|m=@V6}S)0%#5ouT6Ke{1;J
zgFB{49E-2<yg1cBH7m(y?%m#%or$kHnioDO=em2GH+a^gj2!c=*OoW=XIH*ByMINZ
zP1!pm&C30T73+`gcw8@feZjt{goA5}{pWD7-!aSD8o8!=S^Xr9GhSa0ESq)Y$CiSF
zHpTDCm>IwCF}))Y6RoR#@W4?MXJh@j7tPb7o*X*-C8esO=3Vh>%Z0oeyZxm?jugop
zJJxn`-MP<vy%IN6+kXkQtuIWzu44J4<lDjxFZ@pT&nV2SKO`*pX~T}!a$Gsr7he1I
zNokgynf2PY#SCX-qXG=0UiaPUlT~m15P9m5(faarAA~q&WIf!P;^%VUFGtvHC;f%*
zDm&IVWZW-`xoj|TBU8fd>rK<om{_RoE>7^NOo+35z-K>ECjX5zdzWKcw9n~7OM-5+
zif!E(;In#Z?1NV3OSjLO>dW|WD|{@-OI^460AJejWg9c{W6IBHZ*xfg%e-!C(V-*D
zWq&K2+V)+xA}Q2mFH^+&V=^;N#vXlT`s0z*qaCJcIl-=*%GR<d7G_^_ZM_z7KY6>J
z*urVEbl!$v%QzP4`!#g$-GfX`M-pRg1Kj$(^RG{^h_2&XR(w1p_t2rBXAC|bg^gMT
zwsx~uZ<wZ$#I)|^%EH>v^BOPj&1Z~@$`Wfh`IKX;;Ob0k1?Q6=lK7WQo5j+-M)P6=
zi%4nH9PPFKf@({%=I%(o@S?#d$-Upryu!cKXId|__>0|5tD@!vX0mcshc9)X?k#xN
ziRV(0@4SaP;i|{?o=fo9Fz<5b9CgOmwe<&+kNa0%IQ_Kb;Au-0<JrzNUB_ox%sDO3
zbiXAzLuFS}s$}IpFMhfD%Z>U$mL>gOJ!YF@N}jYfE}HGf8g=i>l0ydzX5Buiy+1j3
z`|2CXeIe3&*9lwvxT7|qEIZTMMth&{?elkzerr6jB<tjhuxFk5a(=htPd0Zgd?vj4
zLc;(4tcGfztfOa4f7gin?g&g-zU=j_Zys9dS2FSoHGMq4GM#m7KFlxE#(Q<|?lv~Y
z<{vVLoBxz;JJfui**>9S&5P)8*Dzrp$3Ek`4<xc@?|U%Ql!qt5Xm-M-H|LL}<jYQ5
zuuQ^ySKY&+JzUo}@~@BOknONKwd?c7L$3-hT{a1Nd0_6zsx`XLRyIC<-(be@%ZSfL
zm&y5Mev8{AshmqU8;f_Y{W~RMnv~4`S&Lg|EBhqX^f>VEPT6cw7WXA?&Yj(p0?apk
zQ&+x_{^7xCwoV&^nYC9IPCn(~fBE`xu{G(E=@xHpN|tU_<g-d%_lZ${iHnG9%;!rT
zX3AYr?p>$*&MfrtR_0k0u`yuDW$6W#29s7^J9YZHj)vBRr%OCLHYByiOfKHNwnV7y
zWLKYeVDniG`@NA2M-)UCZamIh$n|ae>Nz?ubC&U$Pn;;*)?#v?Yt#CLXWS>3{MvYK
z_OnG7o45_d!k-u1w=~c#N>G>={J>^?!MVoZiT5V#%-H3@)o6Wa>CPu%3aoeb__kjx
zlVPoXmB1|^5&2ql_u8$cYr}W=tai9J^XImAvmV8?OrO72MSq#vXG<mC*If$*zS=B&
zalrN2)X8aVH!rZhQO;#uvc4{~)aBapk4`g=Z*w}p^{#Km^gD~J1rAy+F=tsVFY#EK
z|Bbm+|2kVn->oZO^ZsV5p5iZH_1hxoTQzUzMl-1i-r`$UUr9_~Z23a;{euU>?-UYx
z@0Q6Q(P=O~#^rK7f&I9%_BF=^*Jk}*md_WN$R}R0NJi#Ov&^nnPtQ*A*(=@~)*>x7
z{ngeN>V5aNM;~QzbKyQesonMYK^;Fi=1WTa9}`c_jj!g8lF*ZRCHUcS!UeUj4MAsa
zSV?5G-C6Qt;fw>4dPjN}=slZ%;lk!vKK4&fSDl`4S81OK5Bu)Oou?8vzEYBn;dMB3
znT^GB2H&DmUJjP_tlVUU_3{^G1T<PJIF<!6iMcvuy?3e9SrhEDdr@PXk&()WbuQf!
z<(oD&bSgZ(zN4V~aA?Ap+w&&gxZbtxC@+8iHQhG0OW~5!-kgchtW8|8IaB0b=%q)Z
z>!r-M-M+S7)OOE@9f6;`lLhYVu~_x;+1m~0cTC*bzL4?t#74dLd}$`jt>+E8s>1#A
zx^feHK9|qfVrcCDw{q3Q6lTYo+btSrCz^I?>h88QyqFnnJU?r(IA?~Os#uBp64A#~
z3uaA7+#<fAr^>1F5JT4H+mE;G^*$6n?d$7U<p`yc`({pBM^2phw)Jb!Kbe-Jw`NQC
z-rLY*S$S;k%IJvOvz??>B^^VyE#7sgb>}=||KqK7pEc5wGUh&<d(bjZt|_a_|MP*>
zYxdr<x!^Wu&*clbaxTK!M+8Cya^)sHTQT#5B#Udy=K!`v(TVepZhXE_S)6C%4->KQ
zyz@-2yT8t2-J)~q)jZbU5xXRw&ujUz%(*jNNP)rP#g{}OCew+9zD+`fF_Rw{T>p6J
zM_RPP<s+tR=2a~|5T)0Z$ocEOdq%!Vxi#aFPqrDNnQQYnC8l-W5IosYahR=?JO5>+
z-c!#CXMTUJfUsWn+qupRI$y*z_<F<S|372p60WEh(C}C<q8IXd_FuP)?*sVve$#i?
zJ(?FK8TODn*z4fVhf6h2eo-minDtn-nDwRCg4l_Qv5z<GuDvc>_~M||4KBA?Cl-ZV
z|L|*7ZlCn;ISUmEg=K;|cW*lRKVL3;1K08BN2w)lP1hIMH*=)^?!1+{UHtW-26o0f
zUrZV7bKmEu1<5U$eIl5Fd0jTQ-HkZMw=oO0J<PiNJ;6GU$?}b(j*(~g|7pK#({{Lt
z+@17@F{0$}g<lP+Pk3J3+V0z|uA@}D+S%OjH5W%=ho#5<IwM{y%bw{0T4hri54>t+
z)btQa7H0c@u~oB?|B3jW)??q6T}|H}6Q=$rN%&}t$c#;ol5#gPy55^xQOhf9vh&y7
z_j@1kW!<g4Gr{m|=7IjY(x(aW_6ucRo-9z#F$g$yMeDDd$irFe%0|1VaqrE~F*)2+
z$QJnI=&_tn27<P;W=-{fs-!k2v6$WA|AbKUA4X4Q^O8fD*LOL)XubGzGv6gSB*>%j
z(D#BZPubq{c&vVTWXsEtsdw5IuIhZAsW)YdCr{|H*OqxZlpGV=o|wj{@=U%r>FSi4
zq$Me*XNPau^hPjOr11cIwT9TL|3MSn_OHlhjF38CD=1>Vf_u+Nw;vzvk~pW`USKbn
zknB}=<jAk0sV8qJy*}K#@`*v*9L*}b7Xjza99HHnO7~^GC+?y3v;Erkp9#q;^1t4i
z?qaol;f<F0H#8<M-<EXH!K?M!qok`FU%0MnT4>Jt+oSvA=b2}pKV5K|C2DVEs{4l{
z%c6G1*BnR+%ITErpZUU4;8XDI#afD&rKTPge<8*y7qy7txXk4%Q|`__@_1=sH`9ze
zFWt7D)5xg*WjAG+>h}zpZEl+vcu%MjY3k#B^3qr4?Wx|(+FNhEXS`#)cfUVyo!Phd
z%0A|^+SNW?`&GghxA4yUMQutk8bZ12Gi9|O6n<T9c-*&Mir>%haQnvxebE(C{?A{!
z-hW)U|89lYD~m&pvz5b`>)gV_^ZI_AxWC0tvg<&0<fcQnj2tATixwaGu%~s6rG#Gd
z%hZpTWsI{P`27esHJP9^H*ZqP_kCQt$uXwe=Kok$)v#@EnBj^#%LUmdo)n2mbRCu`
zF81*aYxP?mH{U?*T1<StNzm>T_1XJgOx!-*VU2S8jOS@nR*MMDEh^Zd`?2SweVWa`
zX}v~wrIhAocrsjA$#^ZhxWiQI*yDp&G$$3Feei4BgEyic%~$*8UtE=caN^n}%QAX?
zANGr9l{+X=mB_I8{Z++hdpRC!nSKxuJeGI8%6!t-eQWB{Bd-3a`zqJlG4t`x!#5n_
z4L3fU|A^PA?Pgh-uwJvtSE)qvu%-t48D{O;j32c+f2ij??5tc7{@h&5Q1JEZ-cR3L
zl24xV?dVR_>G{bd`|a!Hqf7MWomy+IDB@|$y{Y;c?*sK9T}6=@a(#b`GuYO!D!8wm
zCB>$&)Ope0Zg)SEmmy}|{OnK9Dn66)_^8!dFuhW1)BIZ#ZtmVCadB!p`<B%f?616X
zWxX8AW_%64%`?*^@WsLlM?zg%B@|uM5BJPTNDPllWWH8?`NYf4<*d`YomjSfTevJ`
z-^3{om$M%;kaa!e>gqJFi!I^$%+tv&Qvx{u8}spgT^==MqPR(UXVZmitGS%{IC(8p
z?i`r)wjm?`JntE<C!H0B6FyzJ@H9eKptVeBudt%k6`d_+`XV=aVmB^&c$P1lW4pO<
zuJc^OFg~Y%)T-jE{6`k-+Zm_v;cH1)<8k%9`;Uc~B)CjJ6_K=j*_NCqy;E1Ti*qD<
z?fUEam}|)khOHUZlH38GcZi<8x=j9KRDT`I{HLr}_WqO+Dc+TLq`E}!vaIe6msK|+
z=iWFGK6l$a*<~s3Hm_|py<+7Ra(U{8wf2d*xjVDC^0xHtd37fvcKYR5>r~g5Z~o;x
zd95D2_}H%t&z*NvPIr<k5hyw-#BuX;`-yWiZR-!LnSFQTnZwRCztcY&u~htSP?8IJ
zvTczPgIe^#O^>Ed6nn@Pm~-oH;2hrTImbMX%rv}s$Nlmo!F`L(Yne2^=FOP6USxMc
z{lc=pj}tR=r`!x~>*v<YN!M7JzU~aya@(M!eoLYCe%be3=LzO!J#9Tu|8SktI%nM+
zW!4S5_HfP4X|oeF&fM0QI5%f=#4hXpzJkTsL7lBa^ET{Y`n$hw=Y?6DRu?Z!{ds+g
z{-kyL_8DwwJ6_@=$!R6CD%opeoQ6S)-N|rkzRhx(bK7>A)-2rC7HgfS`c5wPb;Qe=
z^TRe>`us2MW#GCpnKav9zY1GdZtSXYfAVdvqS3=ABAkECzA2bJE{JdvTD&a#&>wZ~
z%=gwZHxiXiZM*MATo=gpnRwOi%d1AEH;3K!&D)pv=A-BT^?{jw>C#t^am~MWSi4<q
z{nf<g%>}=A)|lqzy;#V$zkS-}^zfbaQLCS+c&ObAm(^S+8@)P4t5+^(_cZfwQ-u!{
zXtZl-X0N<{-6Oy~R<*rCkvHA8dx~^+t^dZv>n%o$*;u-+>h0R1b;@JQgte<CnSRea
zwS3hg>B<zgymJ~y<}0aO``0;XcX*rP(tr&?QI&eNp_5<Vm|Sp!M^cY3Ehp^M*W82M
z)6L?gHPiOJOcry?{?#)fS-VQ_H^ZBiYPXjz(cg72>tg%80~HQeCmHHoJhL*2@8&6v
zgz$sTBCCaetO;z?`JnOW?z@Lqivr6mSmSitkNT~A;H7xi&@@=>UAaf4e`WFXMBld1
z{^DkdRcA`rJ{X#BZCkd@{uASc=O?}w`bjQ(vZPM-%--E?w_c=NE=<dn>YtaJrMOdZ
zt=F}OjJfV+>Fu^1SEsG#|ETfG!c_Ufj#ZvpZ?Wa8eC1F`2wh{V!?8~8b579|&$m<d
z*e<xJXBVex{kb+H)zm)mL&S7r@3thqGs?*v_xu^QPW*lOjpht?v)k+r@7Hb)V`_ew
zDdxiwS9`(GfAgi^T@w`(ABDWTe7En2_vIZXYx5s&yK&&UzhsQ0yk)hIyyr}x{esd0
zMsD9XzLm{g_;IRC|H6sqw!AC%R4a?Rs`~cxF|PI79$x0%`gl@lM*VW7(kO{(ZybML
zYI6>l>z4jIs5)YWR+hclHtD~=8dbd1?A+2+y;bL$9htM=%4JnnooM9!b5_m4Yv=6u
zZ_~d!HOJ@np>XM_obm}v?BrBS16cE|mzOMh_ViGazP|W0>F(9J$vK~2yDLpFn#n0P
z{i{mJLEEDbd9;`eb&F5^UDNqonL9%I?N8g;?_$>!MF!;W_Wb*EYVC|%<`qf@ODpXT
zoMpT`Uqg^lBy`W02rj;hdD&N1y{Iak(i#*$VaAaaqSZWn{D*E`zsa+1YRdifjT%n(
z^&?o8{|Q(>Px^)145jk_WwWOqUa>1;>ay!=#I_qvQIwmj*0OnaVOROw$)VT(RbE-p
z`Y}&3TVol+#Lc`OweSB*xFtS3%Wy(2zE6-(;W}@I=t`0Qj+fl0yfxCCup+0&t@Kpp
z+PQg>1rxK9t!(a0ENSlVVJz9QD`MuI*aBX=`+Q<5I@zDg)+@B7KEIvZKk@M@mG@DR
zC(72y9Jr&!ZLs{*sw+OvuD&yy5&nGJ&OZycUzeEUoSJ-Y;Uk0M6%3L~-(?=;Ok9^I
zH_>AA^37MaPP)<kU**ic>;Hc4l+~2}tajtzw8Sm1Y@c1uyfZuAY01x=nyHIs?f$*(
zlTmx|LY*Vl0eoe5)VZzCO%DBCIClfTw`at;$^DlPoILp0`LRW-u>88n{U5Wpy;Uu-
zzdCzo<I}Tu8g>;0A7y60_kZ>Wmw>OQG^*O9-+tA)x`O>^>_x_D-j^LuudH-@Q*bb`
zz-C?|L&f`2Yg6Ii#XE)goeUc8xPKFQxAGdJTPJgFluU+oT5w~ro!tGm%Z`Vg)smU+
zUb(u!^S2bwjg$@dXS4nOK5L`MuKE5f=JOuLUtZ6{$epHFZXJ0@F?%tC*{s{uTAM3(
z?rs0MYxV8w8Jm9pV&TmQKdJqD`8(U^<&paDEp>v=DP;F?DuiARTP^MA>MLw)@#SHl
z{zhA`nY~lqtj(VpEB!vcVr8$%I~#qw*)l<U`Pl^zyqz1omib&<`GwWX6>|Uc=zdzc
z$g+{|K+~)bo^M2&UD731b+KuD%HiNQyy|sxUZD5oNgn4sdi?c;x*Ro+d!Bfmd|dI#
zEU^VuGXCGqoeny)I9d0-<u-_Y<KQj*`NX4r!CN<8%B=ew&;9M)orexflI@?n{JN<T
z$>}EdrJ?Adqs{D!DW7keRH(j{v_G5gR=I4Vkly;>E6x@zf;}%q7#*ta?a%BK7kr$w
zqKLVBn)IzLB`20WT~{TTYF?jl@=WurbEOxB^rI{}7@EXhhnA<sCEhiBwkdI<oaS-Q
z^M`!O&K_ELr^DWHd77}Y+3&nrJogh=A8YPxUZ}cb!|~8hjv_Zdy!!h0z}f42pJrS0
zN#EA33`p+CDa|XX>{v5bl~pXw_LH5)m%1sYd;j*xChyw+zQ$#ded39g>upz^KHtFU
z6<X}Qb=M(3zN(Fzou|&-+*+Aa7G{>)H@EuGQ@5&Z&$tpq*IZq<d%?m3tD-8u?Yb^}
zEiAX~ftAp@^7w!^X>E%cPsQ8uecx8S&^}O5WXZM$_Qo?EoC>1rj|#uC{ItV`hi8d0
zJKOD`xz`z2O0L}&RQ2R~U<l_Ho;9Mri&}pFpTV4TvZ!U-HoM&4H}WRlTC8F^Iqa&g
zXvq|_w%!F+H%u-k@+Z|=dVk+;(Wbwfv8dztxxC^FN3_#+pPRGh+_JjmS2nlF%d_%+
zzOcM&`{EN{KjisrK4n^4Jw12Jgn0(<-ECfcE4Q_&`XlUdZrSSTdOQUV9a=BWp1jCC
zSNP?Wl_yjex@#R=w!y79clo~M+H7C-UoE`XdQoUs!>>P*wXIJU3+k0CJ)05vQ9oSe
zMg03oUjNM=UH;x`xGrmV<5cVUjU4wRZ*}j};PwifQnJU%=8HzUr4;|#J>Ei*B8RPX
zV^x`rALx`%WuN6{v`*5z#IlVq>D}(&-7B}eaPeWkaPIS;!l@1a=iX`6mift+*45t7
zmY4bYhl^fj$IY7U*$j=Da}%v<FK6>Ft(vf1X2q8eM-ys-@0M~jB&yD_-mdoH)YiRw
z%-h;NJ+RBYrsKb7O8QM%@nwwxlf$cPPX6heE?c<YeC=`tv$o0VIx{vbn#^-dH@7zG
z`@_VC`f|rr*z|n8)<>9L^}gVp>?88pkz3)^&o)o{dl3_(DkVhPmUG2zx)S2%CAv7_
zT8~noe*c6^Gat3~2QBuyY0}QV^{>^u2knPK`qpbbSa9~dFYmt7Ul&F<ciNjIYAa9Q
z+|A?S*8MeUllmDZQ!jz63p-AK(!97*GCA8UD_1~#^7rmk_P+N#?U$v6r030AD!5bR
zg4q0r3fKF(TgB4Koo?2~3tbCLDcu^8mOr88qisb+RomT#jpF{|>!ZsyIcMzG`tZ+j
z@AdQ7&riSFXVyI}P$hcHOvWj49?Mk%j`F4-k-NEhzQ=JHeUId2QqA{e|9mi5_wkj}
z*4?2tQa>2D>u)>`^KfbjKgIYht<qi~y&*k^Rp!v^UuqufS;ccqTe7Ys_%}SLvCDWd
zmE)$+*SbQfy{gPVciyv!6pUDG=qh-x@TPxR7HeR!tH;taitBwv&pI}`KmGk~+Py8u
z57$<HT~&VP@I%&`Cr>WMJ#5U{>mOUxT^8$ml4;F4jYTWY+sc;YU3&F7>aw0k_JR0^
zVxN0X>BOz@HQO(L^pd{y8gbv>zrJ?67hmeJ@8|Xn-0btSEa~OESiKzg-?1y$c$N14
z_*?s+(sS1>%NwsI9#hbg`uJ|mvy&Bf3ffl}+}P`~P33_`S!(gumkIH`i_CXv+?u~H
zyz9wsMfP=mwY728yJQ|FU7mP($IoTut0y(TSv9S_V*cusrRRh<>799%U(!(c`0Ojg
z34#}b_jj8u$otbU`;J<Qcm`w9Tc)jt4Cn8kcl49=Pq$^$vV$)#%lM%%$Hn8o!lQE1
zyQ|(F2vuA#ao(>J4-WsilH0QN>GHVGUf2JszGuI$o0IX?MSFEkhtln-Yra<dHiy-!
zotkCe5GFK1@Xf5G*MC}zrf7@rIouMrOD{3_m9yUr_FLs=X6?Se`o@P>8{KVQe<?Iy
zTvM4GU&*@mzR%aQ&FvMD!XEcs+PW;}|Lh81|DvvD*5Z@Qxv`md{&QSZ>h`($Q81+^
zC}Qii#GDy#f+jUz3p;Kdy!jXJn^zZZz7Yr%uMn%xEn~OyDV%Uv%=i7aIOCfy&R0I`
zOLP2TUT(4{@9V?rn5Pwa>4}zWe~DDS+BUmKTJFp|ABjLq=XB%85_}7uO?<M%zool*
zM&c5iOGy(}RYk01)z{aqR(K)wfT!{r>oZf!`9;^dey#eo?e?iF>kj7Zxc<(8m-p1p
zN`XSx#0;&ID}Uc=`*iN#Dnl=}ZF6Pvn>Qu9`@Y&eyI{|zT}6ebUVU-B*{}SO`AErH
znR0gTS*PCedR%0G-nH*8he~;WM#8P0qcc+We&i^zS=i~d(8%wS=<bPo&fn+RmHLtK
zdr~@csqTZHWxo;|+Tt?<ra4+A1~1)Jr()Kt_S9HAPqFg(lB+9&)+ij)U30>uy6N7f
zGe$>z?wjNW7cW}0b%|%y+084b_D0R{)|_?8C1=Kw7(YXk1(uSF(<a$^WL+-zjW?Mq
zwQzaq`=?x!zJA+t$M8Yj`)?_Gr_I~9^?2ZQC-tw3^#1KM+SqtTH8AyQcHzRxbH90P
zYPK)B`$%l&{X6e<^&4ACR{!D9-qg}jC(4sHt1^m}t%{przPfL7ZL?)btt6+qOivVx
z#;!D@%?lLrwGSSgzAi(I#Y48YBgoNfvqRP?&*tR<8mq$`vn?#ursb_pXuhWw5&t|@
z_{^m*#i3l8!c+1VeC_0_K9&5{^H=<7Gp<SBIF)_VL_&Hm3w5<T+4|r0(w`g=nH#JB
zX9wlwoW19m+t+Wqp)r{!=S2jQbkwVz>#J9OT+V--BOxYck1s=l>9eh7IX}zYJa>ti
z6<zt?8hdI#^K`emD2r9Qzdkv%PwMWYR=rbqH8v(zzsNh$?EZCsxY)H@_BB5b-#@;+
z{*Qfp()m4Boy(cR4sj;goN5-mm3#5ubI3-an)b>9eaCNAkxaf)|DON<_jLcC-P`}G
z)}PCF{5N@KROx}v3HJnazP;t{6TE-mN&caY`Tt+Ozn}MD{{O&TA{Un0|NHWkzrHiy
za&L6qnfd=7dZ(=YANRLU`1}8srS+h_LP>x5^X>nh*PqzgH=#gx&)+Zi@BLHj=y)VQ
zVM&(Ap4Zv+KZFza9B8O2`|0t6zuvQa_lF-Gp+|DA7d_37e0Scymh;U-9_Rmxci(@z
zG|w)L>04WfR>eZ+C9dhKc1S48KgqTTbvP98r2h0b5vfNjC)R!K-FbD@iM5OLmn>C_
zzVqO-nBryU#v2`%W~o*k)~=tt;P2$ldjSleTb_Jp)c0Mev#RO#0v<DkLkxV0Ce|EL
z=|6sTmkJtK>3v#aygr3RpOIzik2b!j#MO)9J8m7jIA{OkzdXxYKA1jC6FYq6UD(Eh
z?mL#(@_+ooKe=(oLIv*1tM0SzZn!PdcwA+FyHiu=jVtXL=DN~F6U~?G+4VxNK!QiO
zr1;7)_0675$=iNb^#8WzxbTzb(z=y8Ol!ivCORrJMBlYNqrlK-csIc4c)z>DofVZ~
z@{0p=1vNe{_F&5OQVY{}wY_>-iQ#_uP2(vS-YRO}JD(agc}~eBbKxcC=hdG_9}nIq
zd%S+Re_ycwd)e^cjk`n(Iv!m+wQOE|c;BTu-gl8Z!&jfZA9prhQ%`eB!lN}E()v>-
zT+Nu`v(`FT=j6RxAqJvp+a(Vbsb#iQ|D4_^u&igt)UWMEUxd^0`W7$yJblx@pl%-1
z`T1GT<E?n+^VmPt4;M4~-}I#PLv+2n^7?%%x-Q#wRH%KvvNTC7eNAishIjtYvQ)}%
zKEL%c%y;#su8^AKKc6Jxzr9usjN{vQ<!Y7lv7hh$eVQ)r{8Ln<?(T`#oMCo{&L;m<
zS@!<nw12B+PG_n1{r%&Wet4{H{qd5i_WM@7mgBzi?0l5w2f20jDX%4jR8Q?$viD$n
z%2Y?GseS67znSNjHr!k|`?q)e{Rv4*_vc$FSpTz@+xWD2@(D&~-e+zu>>3lCMEPHT
zjIU{3E;3brZhzAEm>>Vt=H;&S`PmncCK$O?sK>+4+u&)_>L>AmqKm{7PEW{AJ9ElB
zV?s~%1|1>it{>OAUM<)=^=tgyebbpdFY+`eY|>bDie+ill200~XT#Qp>{9xFoNG(>
zM1x(uGO<V5m;>r~|E(8E^9#x7X}ulW8^)x+RJC^BpOB{OZ=!t9^Cm6sz9SI(+^XaX
zTkug{=L14J`+p0T&pCd~Oz%;Gw~D8&q~M$bk~=;7w!eO`edjXv2ko6tlAkx<cRBa>
zakqBF!orZ2-rZW-m-evvbeP^35%Ee{<+yJ3RDB0gn<rIlq3oK5tK|1LuyX!g9h$Jk
z=}mIS25#|CZAZt1)3<n1bUA|zc4VKO_RZnf+zG4R`efXFCHs80)_lHyuRk9B*rr{v
z<3wns#k;J31<PN*dYEj!;_xSN#&e$vj#zP@ocL8|S2ou<rqau$(>BeHi2l4vqh<^D
z3acsNtC)9-9A9cRMYrda!>RWbPoBgadXfHhB9rZU_c=e`dd0u<)Hm;rUtIEM16QK5
z6Q8+F=2u7WLl=8{RJOi<8Fpd+0p@!GKfi6+%W-qT)vx?!QQ>Rts)X0B{&jz^+Rd{;
zJ9xLOb94RvEi(M|W25uCZfXAAc5c@!lcUn<vA*+9o4w9b{d(Kvbyfgx{>;+o!eyJk
zs~>*z=V!*><+G9%ez5iH7Vg@X+h^RAJa@-NIqNjxqc^Q*SDaHQPALn!GEX2q?`@}Y
zt$jpt?AD*pdN=xQjW6R%?=Fqvc)RV0Rc`0QHyhTe9XIte^}CeXQfi#Mhxgjmd!FL0
zS53UOvtGN})pd{I^=XFJ{%jHZc{Y4r`B?gT$KwrmWsi66zTKC8_lHcmzS9oZge#v`
zrv_iuU+wy@`sYiNw^x5An_a(Qc0GPup<uN9-)5E{E|LFad%NF<<lAo)*%!RK=S)7|
z+e!Z)*=~=xeJdgPa%}mFZz;ROFUL-=7BSUvQ8Hcrx<Gq!EWggZlG{&>FVD3S+p%XQ
z-%@MEP#uRK;)@^d%s;j7j9$)J9*tL7QEN2|@ANKxy5Q;}`<NGZ_Jp2g>f09{D&lj#
zOXlE{|6YX|jy>#s9UG_hMsROAxYjCe>Ic!Mvt9>x3veysJ-fPk0@tq(&C;ApoSs}f
zW}4%{7U;A}SwKGh*>9e{NgZKR4X>zg+P>0j!hEF!k#lu=)emA$tN*y3P;f)j;+NF_
zb@^X>Tkn1exVtRk^fhm_bKH^Enaz@`^h536EnGFVHb+EiRm;l_y;GdGZhf`VuC27`
z^R``P$K?LaI%xRqg`}IuzJz5qM!z1m24C2CcIAbSGq%p{^%ZxXmuGd)_OWHnJGOUX
zM-(SUTenZkTPS(+y3t0{O0^Sf@7Ye=cB+1=-ATU4JvXLxf9=1&)NB%aNUqHO6=wUc
z9s0N9uD!+D2hvvV0{ctS_lRuQ|0}P5^zHcy<9}sexhp5T{S6oVCNEw2GI{0Wr}1&G
zcCD}VS^xb&xZFwk@8Wx}Jg-0cAm04bt+dLQ9#tpZKc0Vf-@8Ndjl7M$e5}9y<v-rr
zpRc}Ff2{S_rT06g$8}k3w0oBL_wp}q?FIk1ul=50eoc1$`{Ltu$CQ6({aG)5bp4FK
z*IRz-iRFL%e6*<lUwqrKx{eFG?UPSUwAmeFl(OW!X3vaA{_0Oxy|$jqs@wPeMR?WK
zKdL(G_ScAi<leOFPt~SBkCxOdm$F|`>Dc>x|B7S%OTGnsoHhTCq?B{EpR0`L-B5oo
zn}p(A*|Wk6EDug=v$|9^y)ss8!_I4c_qYX2D_JX5zFyxNJ(Er6@9OE__yXLLR{iow
z)_lLG@8X+{*F2^t1^$(_e^|EX%l8B9!l6gYe^o!2+^!h=S6OS<%+i9)4~>e}s&=bC
z9B_TU`O>Px%)(C%&UkmSbNRoWEF@nsl{vDvU&#MWrCw#{g)0@ilNLR`pSt~D`74{M
zN16AuKdoEs{<|dEs%n*TLvW_-#=cLlUsPRrV$2>l+x~Ltlzj8W?!Mc1+dY|*$h9}Q
zKlZ}Mi|YzE-dTD^{@$J15}Q5jk8k|txvksntFXP!O!aP1an_#bDb-bXUd3+SA@+0q
zrALwX4>*hX39nzj=g{kj*TVH5=g0j`<=oj{-}&)syw9oHYt7f?UdLZ-HmcjhZus|y
z`B&AuJ=gYU7_i#BROgwn|9Dc>%a?Vz>;7zr`=_6@?$3_z|F;T$e?HypB)@dmdefKp
zFMjx`9i_cr*X?oX`89vzlb$^eIJ$6}C12f~`E~bSO#5#>^Fe$H<DQhp(9r&h+--I2
z?E9YdN|d=AnZWm0qR9O7_S-4m7M7a#6YKxZGTuFXOHHO%{e1&=p>wtq<M|mTroFdg
zU}+Mb`i74ocw4b(`4YxAj~Nv{AKEH7+nRx;tyon4<guQTy#XI>j_YY&=Vxy?Fpr<1
zvDSux<yQ@Z#~T?2HMi6`hgH5muYK`k)y?C<;myAlPM7A+E#E2lrrFT`T5UsFM^WER
zzK`b^7pQ->+-WUb<oDy;k%{|WzGRrdDQ+C3{3FZa)t$SH3I;v9;?)~Yyzj_3^zWJ5
z0Y~K-*Lg$#zwBq2$SxeeL)gKg<8L{O-y4T{*MG_flwF<s|6tD5oj#wf{y&!IGoItm
zfBT0UU-Q~?GG=#d%l=fcJ(H*oKA_v+s<A(W&-3r1s3ZHu=lflXn{8k6XS&yhyIT3a
z>)S8xJ^tpn^N+gg4SV7@M(-`D`&$<{X}?m$<LgKC|9yD(D_o(Aqi*jWhIfwlSeNkg
z-7n2%%zpGo{I8{W(K}s*g_}aoJ&yciY`S;b-@Nj_6P|M3+)<b--Kny{qM`HWy@}r#
zwr^f6rtMk0ka>>c&EqQ#ygbY5j_8H?N~iYEc=Rjp+~mypKm6mex7ag3F^}*G;@-SQ
zq5sN}+c%pQ?#=tTDXH_9-GVY7<LrgIcetEpOi*O5_P+Q}(bo5y?Pe{7+g@{;Ygt?v
zzIS)8*3Hsdp0hOUaLeu)Z|;7b_#kE8Qrl@AF=h)}qt*usPZK=$j+4cp`{7kvRZhMo
zwtGAHc9^J@*<N;@@O|?g8zWXB^;>qqY!x+yM_Cng*Bp*AbV#{;dY>?Zwy|n-?ybZF
z9&Vxc?_6N;tA1QJdEo=yzBZS0Zf-$5D{7`Zo2{(tuySAQWrqt+8h58Kw(Zy6x3g1q
z#lnIaRew?rEzJ0Tr1aiV-Q{l{t_ptn(Ek3vhgU9NJ$oU~WA^9u2j81Mda>pDB;^-T
zC0@UB-k)4^^<`S-`XuwY*?V7?9SvW9uHG@|4u`7iFLTe2`I8>qS2_Cs_@t!!i{}*H
zU3}$;_OIfetd(U8+IfD?omf3BvQ=oF?18<%53)a)csb=!lhwR5DdwGS)yv}LJsW>)
zm@L73`oFDYhR$Rb=Ej*87o-+De?Gw7_U&`y{2kvl_B7xB#O)b+<ek-2PP6;UM)AMX
zCSH@s&vm)(n8fUOH(jCaWyIUfzMaRXfA(B*G@{V|*A?A_$tQV@c3tl6X!&r6HB>vs
zw(o?E{voH76OtkaPl|45?^~XDUuW{kUn}|NX`j7g-o9hqH)H;A|8rAz#?9YZ`gr#a
z#+*;xT`S*c{i)9}d41o1dPbp9n|oKKQQ_T1b3GD-f9AyRT6``sJakE0)u-skIh*&q
z{J;3**Y~AUK5kmuBzn#5d+tq1=2ta_J@eOZe)RXr?%!!<HE;gSw>z$@@=$qR+=KNe
zJ}-WHntRW_1OGoU-8Xz|@2|!C=5V!8d)UMN`#*E%m)*WqJA428+lP}*tkAk&C*fFO
zn7qH?f70oyg-hp7tMB7}#QkdDti2x>&9ncv%~fdQ{)FB+ddolDzUJX0b+$Zo*8e@)
zu7`eq-|>$-^!^Eb^9di#{`fxs(A52z+iHJQuD#FyZ%yg1@|Be?n@w$7`{+YZ#l>s!
z`-)RlRHi#gtXh1#fBh<%e_O*s<M_6JYI>!g{<T$S_4>50tV`q9-g^A(|J2nV3ckoa
z&W~%`^xrg4aGh8E^;C`74`Y9ycKy*DeQC98YI@lHSi5}*?fbU{{5abkzs-Kv4B5>6
z<-OfWTGN!D9Q$eZzi#rpWmn|u9&h>ok@aVMrjq`NKS7HtFTUg7d@_D!ZoT$wk%>}L
zERR$k=igEGnp@WV+4$ejceabB*RQp8ivA~Q`&;$;p9gXuxup)Szt27A*B182X3h75
zYj1tsA9HAZ#ILDQznlI(;_m#N^(bC%uYAt;r7d+A-)RSaSoJ5~_pfv|yG8Jqz19cr
zSReTL?RfZyJBg|FzjFWR-1!#rIN$V8e`5Wsn#|VyQCIErZT~ARO{uH8CTTV0m*49$
zrIu&!{;k%16h5nef4kDI-`{qhl3PCI+#l{k&zGh@y87?;qCfeuJ%MU(I@Rv)mFSl=
z|J<+VR#o|aX>eR_mi~_;O)K}shgKfVumA3SZbAI<e81SgJ@@P8zOm7IrSAPXoXar9
zeIDbo&w|PNHw^x{m7P{<EpC1M=J-$D)4%>IO#75CvwO`=o!y5_zx|Uw9`RA_c>3=%
z$FKfo>aYLjH;Lz2-_B+4COom+n&R)|yd-`7QP<2R5o_)C`5I_>tGj)zkDmA5{?GLf
z-^%~bHvJcGv)twiu5(l@6$})>2d5aCn;BYwRe`z2#>NIPDaZ}iklS7Zpm)CpBo=}0
zl{GdrGEp#40AGdfo0^iD=#*cf5Ul{xYH4PmU}|Cjx#Bt~za+6FRlxvsOKebTaeir0
za%!;x*kDe5*NPJNV6Z$yfK%VyK*89^9OO2T$()?}?uH7+MiwArVFE@V0Yj+WoOX7+
zT%4TxpxfA?rgG}Lfef)Qf+^wDcLN&&IynYvh?|juv9W<Mk_ux5V`D?Oshs+5CLjSb
zBo(F##*oXu!Dc}14JgV_4o)p8R)|*64{&i)&<{ziC{fS{-<0bFrJbR)Cpbhn^`ZCX
z!krso05TbF71(4jq3@iZSCX1nQVfy@9c~lE%LS51%}aqr70AV4HaGzFoqQGa{ql=)
z6LUb}ot&s(h@k@%EI4&IJA!m@>ialDV$8=2N{1^L=z*^i_VrOP1V?7Dqe4khX(~>8
zK!J;FPhxQ@IFj@oi!u{)be-~ZQhY-|x?NI>lT-6j67xzx@}Q73HZ}&QEpT}0yXGb5
zr)1`(E9iTsq~?`mmQ)gRNxHEqH0tyr$rofcMp%GsA<B(|=8AM<STfOv-^%Rl=>qZ`
z$eTu>@B}dwz!?I>3kPS)Xa#dqP#!W+FfupSvoJO?Fjk0FFg8;#F;*})GSV|NGq*HX
zFtJdGR<JNO)-y0Lw=h(QRWJhyn3|gD8JZdyn<$tW8t7RVTUwYXAjAxi*v4?J21sfV
zHiBG$;8|E$>KU3D7@8reMc4pRYYbO`un%EJtb(PnLbQUZfq_CSD5ap~3{XHJ#Vz#O
zcS{3PJtK2t6BAI_I42f(q-LgPlqi@Rn(A2?85kRagdqvCM8U|=P|woP#J~(B=$4b1
zUaVjU4q;GmJ3-1jT{9zdJxe1?GfM?sV{<b-6EhPF69pp!0|Ny^149EnBU58bLy+qr
zMU-1+PO6atDAR%p5pX2=CFZ6oU}Or<lEj?MWXHVp9BA1YT#}j_reJ7nu4iOm4s|FZ
zra?|F$}A|!FTzOUpnQN74mfW7hTqw33@s%=p$R*Et71;<#PfO020X{!S8~bkc4l3A
zAy3HZmBUnvH~q)HF_;*}E)iTLz_;gbQ}2u|9u0NzZ_Xd<JGE<7?>B+HyB*D5EWGSy
zDbs$^vqk#eR>5|bDbwmyt4{CRs>F5jtWDLM?904L=NT9E7g$%BAAYx}P1>&G#aYdg
zTXzz_hnh9cK6y+2&Bcli*T9BDdKP=PeB1g~P|54|b*($u_V1m~#UFW|BPjHUxm=mO
zb#bohu4{J!pA=fKKDl1N)#&zj_j!xg*G|5_7Wl=`<@iTcJu$DKMPCklIrGJ%q-Unq
zqBTlZ@heWf+P*XY?2^?FJMGlJ@wTbhZJe=jhnRNclUXmPYIsNJ>?}F<Xr{HtHNG9s
zKAk?DwXO2h$(;sXx8%<j%$#SoW9<#TvXfEs;`7hVFb3D5urNa^qd_4GjsYV}Q?ME^
z$Jp2yRHTF1kiy&9(<LO|-P6T4u>eulfzqCHMq&}DqJh_&>7W|J7+y>2ryD958=HW#
z3@BM~>ZcomDk~FMI^)z&2lGKiKU9GkNCT*dhVm^zd{A)+<-39SprixhgVF*gq8tXh
zmQ&v)Gc7H(C^ZjMpMxrX{d5BbkV_ymhz-J~3i|103J5VvBsNGMhTU+88=8W14=1!3
zhgAl=T#%Yy-z~GKxC9hHkctW^YZ{p-7%7+;8Y$?SnIUCCL{<TL5mZWmya>*UzKJD8
znc!B8o`C@<@C+1m4dBdJP*nINLTxhw7Zt&!NhOs9sS04%8G{sr<cH>ECg-Q5f=ma+
zJlJ$ZP6eq6&rB)F09ABmmIk1*0^DjcP%tw#RWLOHB?<!tGjmX6fMOJc&CEbi0b+r$
zsi_$#OhB=Ml*&M<0Vy#N%I9EvpzR4*nyr}Q+vm;4Y{=pK-I7&YLQ|k_r+?^KrM>^R
zIn3Uot@HY3M0z`)*~1{$02PIbgwG}MzJ~8tNjrG`53hXZX7yl}#Ge-|;;Y(iEqsD>
zGu?OPH=NYk>SwoG>)44<vGq&ND<v(cN#61F!_LO4i5tIWpRn5UM_s5?wY7*fQlYu{
zFXJS!BfiGB+)n*v;h*qj^Ipd47dBhL`32@agm1yF2m990#2l;!%z<VCFdLjo_2K23
z2`GHf{0r8I#c+^Puo(tm6=0^ZF*rMc*$|@%g)q3nMYFMDPH4|Y&I1Ml%)jS5aZBXv
z{hG2sAn3;L?Um}i!7ncy^laoRn=--qox-`aHMZ|F^`7;WcUP#Ky3MbA)gWuR|N0Yc
ztBY@^^4~indJyb1Ovi(51-sH5rLZvpWqz<Yk*)`&e+<{V_ImRjHsEmiKBtM>#VBDz
ztz3AZ_`AQ`9}2J3p66!FFMPD^@CPH&D_19cbT(*PZl4fc$6u0NSL(NCMP}oNL%f}@
zF0a_pJh7LnEMk)1PrjPQox7XEPB4caDgJh;J1OYK(d)HYj<w!P6lbix@Wd$L|J9Gr
z+t>?_YJ9@wTaYWkzA`j|l)qq(v9SrLYy-22^e!lPFuWUj)|;!rfQRKmt=~j$k(^oa
z@0A}pz29G|)$~^FGlz51tUZMm;@gkiYHt1RC3xfBlDiYG&tBTq)MOc)6mV7COy(Dt
zuy2vbC9z$c9sT={ouABC#o#|%&IOleKyCoL*#hNUOA}C002U|GFCf2T_{F#9Aa8>K
z5A*+-O57n?&QjXH6^<}}`#-5+#ivgvx1C#XNAlR&XU8tjZT;@(u*JOdN!8w)EJ7<@
zi5Ac8o4PP^ebcSu>otGKHaNYse7S&q_9Iz#T)qI=4tA{tYK(x2Ft9k0z5w|e!xy1_
zzI;uJJTBjDkH$1C`ND6}e{9E(J^!zTDIL4I=fIMDC7B+<jE7wDJO}q)miYNg>E+bx
z>a#QcFZ$H7L0!i^p8IUl1GhuF466feKe}A5J^I{crqxRQ-|mx}v-r6E^7%HOXswO1
z(n)#jx@(pC=8_`5r{CnKzW3y>Vt({VhZ~oVK`sUR%+Lt6Fap&sU<rtqk=mOE;K~Bh
zs06n~K@}IIDHsgyBL^qu6$cdMgZoLKI>QrtgU|?K5TbrTRBs?%5zzLniKQ8O!_Wj&
zIUzZYU~vYDKaBW@4e-rAq9CyMxAwCgwmP#W=<2d0-ZY!wY@cyUKA~h1S8tbL`=8&d
zZssgxf6DuQ@61YP{kOr{B@Dmbt$kx~U_tLEi`z%NTjbnxJp!998O5yrbK29wY4OhJ
z=MBNxY~HV=8tPoi`082@N8Xfs&r$oCYp<EI%s#!?HM@`Ql%I2fC84D_z~YFX{-M2H
zoQ-L>H-=8Uo@ncKe*UB4QjXMh-MP}4qUZcPz8vcD$U0_m#rH6$)YtyiX72VU@*ghV
z)Zul^>zH!gnH^OgJ8pg`K5|s^aq!gNv2%~!OP8PN`h9kGcwS7DlI*K#etP$gC;Xgc
z8F*?D?>)YEYrNNesblop)Ho4Wf&c{-IB1Pb&A@8F9Ajfsv;^S<?-ctamgMUOrKXqW
zBo=`p4it^(onli^j0J(Jex$}2Nu6R-P~!rlL4w+l0NVm~FC@|8cH^Mw6q|x7Y_PZB
z?J?py#iquFdZ4&6P%yMKRsdBRu?mK!3egHihDHj;Cgxx|R>2q~WMO2a5DV!dTN;6y
zVW2)PsQNKbFf}$%Ftr4ALm?ez19JsaQ%eOCGYD;J1R6^+S1>g+1a+1bj7-fGj7&`w
zK;j^_g%Ly?)UGo%1yuqj2F3~|#wH5J=Eh(hriMle=4NIJrUoVoAhwAa$StwxSsEM;
zNKpst^IDkcnSv4(Qu$*D6@sKQP+!*wq6ShVVfJ$^O%!wuEsPWl4MAEJEDbI6AT4un
z%Nf$I1vwoY4T!=FJze7{#w^W2?!#V+p(RgH5=QbPp<>Gn6jhkTR^aKZ!v+F-UTc4w
zA=mUIyvVRELHNT${#W0aWisD#WksI&bg(|&b`FcyglRYL&YbGDC2w|^C-;}bXZARA
zH-{X0V6?tX`A)%<E)`9VlW+SDom?I#{OZKrZ4q;#OwTOQVSKTCwcfRyf*l<{+w@!Z
zNjJK!66CvI`n+I!*57VnE$*HWQ4X0om$KL2|HawJc59>PI=#1LC3Dh`UtcD8sbO-3
zv>kU$$@z<4vRs0Uwrgpu&kJRl`Xl_j(rdF1^Y8t5XHtB(=jobH8p(pDf=8ncHeEWW
z`Ht&+<Hp{nic11JW0}1s%~-Sef#!lYGNqd*ocV11>EV=?l)xh?!iOyH<_o0%O0WDa
zKkwsJiS+Oviyurb_t2`TSv+rR`p>`Y3z#OwfD0_lh9x*4!2xe%fl{cMfieMD0#aZQ
zj1g!u0mUoKnu<ARYj3YhwG4V&U3av~PH1=Seh-dLwq5fdPC3G^Qlh*?sPozXrNYTB
zH~7}iUA=0PgL{c>$-0ftd2T-}xFhrJk4NRF`hJD~f3LRxj`Xgm`TOmu{eJM7+a4?1
zj>rG|dfNW~{Nwc;^X!vW)x7`X9oNDC=evJ>%?tZ~pPuXQ|D9a%=jVP8^<{!`wiD0H
z-}h(npYQYITQa&5>z>3t_5Y}RF6NT**?y_p8gKIquTLvVkA9haO4#^|d!~Hh6rKNG
zhTr?|6+8OdIZ5#Iy!@!hveezYpz7Q2`TPF7<9~6-eV);U3G()TJ&!p~d-4D8m$#?m
zx#j*n`*?YOedj~v<p!&_DAoU*-u`DP&%dR$JTLuoa{n*9rTtNv!=~6~eaOG1^;gU;
z$@~nzaLN4CagReYt-i@SJ(K_BuBkcM`kPbL^&=);M){kM{y9D6*KF}q@9RrM-p}&z
z%B(qaDf;Ed>6%mR_q=>lJ#YW(x7B`ovmeVkzq%it4?Au<|5)s8Ys-q??b{bue0Te~
z`+fPUDdoO<L|e?K-21lD?cYQBIwR8wRi5%Im%Gm~<@oNhxFhU@yyf{ja+(~?QFEUL
zv4f7=)`T3lZD+Pp<n^D9(iv7Bv0?Q&{rz{Ay=vyR<WhY0A+UH(v5iaDf;%qjmwr@a
zo-k4G&Ce#)to}co^Mzk+cKF$uH>qBI#jK!Z3qLPDB6aA?i|}ub(`-Vf)z7l^Hp*Hs
z;j6%-RxkTid+Ycg{(O3WUq-Uhj86-ErtVqA+#S2iT3jqxyj9Aj=H{0k$KN#pkx`5C
z8@;^w_!CrkPh5U%RIVvh*2|k%ZxB#5^_0xvMynQ!6qdX8vzNY={BpC$R85#~!-*^0
zp&OMq7fU%fBzVLM|0po%N<H~P%*V%wt!hJJ#$Aq_9i|s#Z$)%^ZM{8*`OMPSlew=b
zZn<aB!fgNjNl(c{4x^5hCDD0IW~{Btl@}#%w%Vn1o$K@`u^p3oH!-ELXREPK%)h7i
zL0f%qKM&Kt$d24_v#zJ5`<17q+%$go@yx$+KJ8b3uAi?EU0iI-x1rVX<Rrsud!9XP
zFmf;#<evU>J7-ngkG&oz4x|YAUdo%BE08R>`o3F7;2-IZv<<EsA1XC>buzu(=-4T?
z33Ax>CD38pf+v4HVOzS^!p{D;%Ac2+4T`TeXXw1VVcQX>8F=^{!#r^vo2<mW`MR7l
zPO+^GXJ<)%^gMlj{GAF}&f`Ze-}r99y(@HwzJYpsR8U53@FArK7Z2aMcY<+s(+-I*
zw@yAlIc)nb?6B?l50eyZL5FPz!w%ba+;w7C{H^MT$J8#KVC0@3tkr$fO?YQi>fNLX
zG23@bGfi^&tPqwJ&wcRlOy!y1JyJ506fX8BA7Ie&ao@PmR9V<~(?#`*Q7Lmp{#X6Y
zm{D{8RAX5ElqXKdFEYEh_L^wSRrr6#lXJ<nqGf86Ok=DL-b!DrCgdn!ma42>woZK0
z`lDJ_6V6YI%Vt@9IHT~$w}K$H01M&LT}C>fv$mhSoT;d5)Ge5$q9<oEQ}Ejh<*gA>
zTNSTQy26&e!?7Uj+5}CrslV35tSK<6{OANaYkT(N8IZHKAG0k1pS3M}pn6h;Ms;1m
z(JvaSUVWUKIz6PeWTA%h`jSwiUB2bVA4VLveWCn!@zJz*?n{MqS51pjdE2}yOKASJ
zj33Jrz4YRab6AIcd9Sq1+nQPKXw~)X>!Mm2TjDspmT7S<>^ZsEE4gRM+MGY0HQ%y)
z^Rzhg!s9iL&yBl~=q+K)u%}Z=>AOYo;dy*>cpR%kZnK$`3r`T(t{eY%G1tVK;nHdu
z)1I#09C1d;Mettgm7Gsb^Hp}rO*)b6{cz2OV~?HIzmt!NVLxOh>iknkVR4$OnO2|2
z`RXDbu1EZ5Zr(V(u1NW^%wj9C7gc&0&l_(2)iL|`G_p`y(dR|*xo+v|1&^d#g$_yD
z|Kc~j_>g_Wa;CPt1oQ2NO4B-TU1!x|PPw{(oxM&g{>bE&T+d||2C?wW<qkTa(Zsuz
zVMFMa>hd*?dMlP|O-s6@*P?Y#(o!Qa)W199>FY;@H>aF<<r6S>@2vFpdy6N&uuU`w
zEpa@x{d!NTgIfi=^t+@>?%cXQpB_AolCwB8EnS#v1+(kn;~b^uuR8fwvhXRLP}s$@
z$Rggm#7jUnWa;s%zf+moWDLz#*jzqmC=yvSQ6wesLQqi&-~KC_1&Mh9p%U5WQYUro
zxWChU{g;NYiQE3Hf}FH{l$B90@W7!~^-vBjEiTPftNe`SR=T*R{s{f8xNt*+%Hq3G
zoqJa&=`Z%LjXJQ*Rxoc-cw1Uw<~NDp7!#59wZ7gFwmz$6*2q5+ShDKc?}g3Y5_6bN
zd9yg2)Y-F9@R-)tzqg)kSATcl>cr|il_xo?s^{tNI5JO6F{I^QM%TLCELEEYWJ?2F
z_*MypJ~ODa@Hf9$s1-18lY6-Rl(vWF|7B|0Zmj$ee5>b$hnGxRW8CuOd5a#$i$^(&
z&)TQ9I)J6Ags+gj>R;{+)*I)!%N_enLKp1vyYX+=s};NnK`Z=RS`BV3-7I?*bk4Sr
zsM3W^?0pgMjZ_R>4o#ZrqiDI|S@J0voA7%N0z}0U6qSG7mbJKX^)~b3_{cdqd{=`7
zHeO%4@m3Y%*7!M<{OoqO<-ANAUP<Ymd8}RsK4$x{PfFB*mi!h;&@tPc&||i3<TpKE
zuqa>fg{1z3-(4jPN^=$7ZV71fXJS=pGn@In<X7Q^)wkKNRqFj^eP)tq`|jC`63YwU
za}VEZWxo3J5YO8~dn}jRN*md8w&|<&3WVr&7xbBB9#osLY8oF;;$&6+UNy1)DW`dj
zic@<E3bvnMb$K0<6Y=5@U&m+2Dcc<zm>;*q8o578$}H#S<m9Xl_Wm4r;$+Ffgw%Vs
z))paUaSyE@8glk4tm0kBcR|Ze<?YRkQnkf82Sb+boUy2M*DRTXlWi7W{4k~d=_-Hq
zV8LRS!dY5|h2>|iFIl_Qb5d&a5$D@Ge)wCxVOpMAHHS$%a9`B-i>A+Z1xnBN{NBd=
zr;2w%=0~YRwzr}Zt@i#=c^7-~ut~J$tLn}xr#ZHD%WOMke6{w$@>k0a?kqaj-jJBm
zbjfATG8Vq7?!CvI<3G#VDFk}{eJUrG*m?TIE`?$<O%^XD#}^&yDep97oOaC6HcP%+
zVt&Hq>7*yUZW^Yq3+DLpaxIQx&NkVwd|PN_!Unc27mhbRo$;X{<X~QCvBQf?+h!Cz
zC@Wet?a*Y-^-5WlYxOzX_1;ANkiMFE{Flh0ceOv1rkbrfDA*^r`|59}_GLd#?Df64
zy61g{Y~_9>?Fqi;F5kJeLTOLGnkRR?*1V$rt4cW^AGWZIYBrhah~=-8W?Q~`rnScD
z3BQ&oDNn2R6??9p@`UkP$6evCY^kB;&ZYwU_c*r8dsbD+aGqbt6gE+Q6GPL>xHYS!
zW;QQs&=F{v*q*1w^ZcgnuX(Q``ImEhB|e-!+0Q2E=>gC4GY@(S&YZv4CHj-D3Cp>r
zq*aHW_He&#`jB>1;GCy;Oi9H2w(XLFQ@Eujtca5on%J-~V;aXnwWYKABUAP)F7-7%
zwWLL{S3GU$m&louU245H%zXb;sF!bgXg>GHmxVd4DpM~s-Pn-%Mca7sf(<LWEj!LO
zKFIj9qGQ#1_oJ;%zR9n2qwbWX)z_HZnin1RpkUfjWB&Cuaw^-(-oEnsJ-771<+k*z
zKejAfu(7Py?c47Mdo8P1&t%@Y<)K^r6SoIuyG{u|S$5da)jO%AJk26SZ+f+E{?3z&
zB95q4F8<J)vFc{i`BV|3Z8w&8-stmST`G1;UvTB&^?uCa@jKRtlr9!l$#6_a%Y3J|
zFhzOR<3$JkZkzQ>JXk38O{nZa;9330fo)xqk3@10D#+=2UToO%s?XiDRHGu(vTw)Z
zi|hQSEA4ZM`<U^-PqDmIH?B<TM8WC5?<!6mwtnJhzd)hP=G4NqCp>S?n8*~xufguU
za>1^9jNX!GD^Ky29K6!_KH<xu@)H_G0ws&jw@;VsjH|TR$Fg|m+rRq%OMW*f&HuRU
zO`v#>+@G|0&F2Ls{#&`LeR)qthyJsYgEj9St&DKl`s2E3YSg!Ep$)J8%~5~naDG4U
z{evqG|Luzw|7(9|-==lj&B{wwr9~}b+wk^QR`G@t2YjCWlk-_yDLhv%$MdUl_7#=x
z`TPPuPQ3}@VhU}ZC-<oCW)Z7?g@NZXPu@ZS*SQ7adh2}LU;TQ*b}{77pEr{?v{-C?
zb$RAwxeFUUm@*1GU)Z=&E8&c0SM5Z;GuKuJO;uRR_ED7U#A;?ifxzT!hYh!^t{E;o
zckFSL@vm(MuiGtXK7Vb_miblctIw&)v0vR7Ui+4L(q-90<!_mb+;$n9d#{poZHL~U
zd5;<Ynk6_NGDtc)*VlhXOmXhI_~<32HFZ)6y@F29w|VGa*yh1MZQ`k5bI!(l(Qk5o
z#of5|MO0h&ps-lu`@SE(ws)=fEv>Kn;JIUY*B<$Y4wn@YczI`=PMPBQKghu&BvVV%
zc}8-{VvR^qg_&D9E{9Lp>~zYZHPzsr@(ckL**ee(+lwG4Y)^xnu>IsnTRrE=hm))S
z7l2OK)>q|oTk2vIx#8v?y=U%E60TpFrh0#+Zu#{EeN*BdXTAJ<nZaFn!;fP!6`udw
z`j^Dsn6%~cq{&;}uay<xJ*^e+Jj?Bgbm6N>%t<?9_vU{t=wX-KW&1n#)B2dnjMkn~
zYZR=Sor5Ip<)*IBX1KO+Zqy>v-W!)avsBM-PI?vaev#i7ga7Uqw6=M^<^EoBWoy}w
zx6(}aJ%4xje(=*$buQF5UtOAOxbVk|qo-Hh=<+SzXAvp7dtK?Zjdyie^c)_iES$9~
zl7~a<Tg=m$8F|wr4reXlE@RbQq9H5Iz;JZYv8i9h(=8=eojWEPEc2&G#AZ*frImPF
zn9s#W?-%CUAFME#JD)Y}Wc24fTPxpYT3`6dnHP7&pQCZz!OyJnl6I5Mc?TyyvR&Tw
z=|Eoep>yYj1W$8B$IqMQy7$|ByR^>xpaZtQYu9Z)e=xm6$oT5qUF$XWNF4mRB0%Vb
zz5nsuE35zBc3&H&c}@Qi-<LhNKXAXdvD>gjadT7O`8yMi-WB|_Rs3FOU&Nme{@rP_
zo+?!<95-dwpO%}$?>%8%YM<GUZL8zV&P#=O-a4wf?1g~+(X*Ku`=0)mf5cZ}V{IT*
z^?@@z^48^o&M^0IanZHMcW56p*!QC%bV}DDy;HMmZRhS-?90j}J6CG^cK&~RK5Xh1
z6u0AgyS*jygcV0~W1H22&W#_{x)-=C@|3YzV#eKDcBMAqfk)uPGU4BSTK!E^N|U{|
z6g=PH;Kn8Nt+{JUf%b*6L~fl=2ZhaF%m<yX?aPws<y|@F8w(F}>URCP!re-TliH5*
zs@51B4*j-aq8X!>9AAjcjF9l6n-3$GurbYAQ_ilx;hytuaiiCwp`QM)Cg`lzzt~@@
z(Ioz6S$kC26x-AZHM?43OtYO;EvB}yJS<La_R^}A;{CYvlecEyg3Jh0{#9j4!n_R6
zL!`T%+<9C*b!1c>Gfy6Gou08vkk{|!8ZU!YCF#4{Dgu(@`IdQ#|NCO$C9dWfzae95
zhA0D5SmwtW+!k^>R|IbSx;i__Z@Xtqz?sWi+QQ=}v&zOl_Tu05_4UK0&GXp$r(F~^
z+-Vq)wRGXk>a?BW-)3&QwDyE)`dY@*&Zn1hYfYV~;*@1x(phOWU-wK5<CJi<OPkYO
zJeagUPi3$<YbcwOUCFohLF|U;AHq-T=O64`vWWMG2B%NR=8I9{dS`ZI%}AaqKAC&z
zTh6a(Z$8Oi2{%1A>$-CByou-CvUk2Uk*wMFEV8)T<3Y0Yfk5+^vTr=g%d8fE;&t8=
z_<Y^Pr)`YePE`~xnB+Hgjl{!~i(Xy{t<H|~wDG<Y<bCAk1^H#-6K;#jd1b7>xl1d1
z(`NUs2YXd6x@}i!v}09WrI_2iiu)nkL)P}GA8r@~1y4AWD0+-rtiF`xs^o6fFIzL2
z9+tdpnB}o?-|zHP-;9vDAj>{kC$Ex^N(R%;PdR-&$VuqJ$#_<Q{)B9PT?hLGXJdBA
zhtAxvq+xNurm(_|KOZ=Jv18V`JW<y3cT1|^G_|=24)q1SQTxrp`F>1geWPaeE^_9Q
z#5J>C^={#IIqGZhxBP)=ca_rP14+$p7rt(g_GaALuDx@+N=Eal&A9^aZXVWm-}>Or
z?MZdhqE;#;F~zXjUjO{hLR-lo>(Qbh%R38LpDU?`z3JpUd8bE<m$l8LjlEvTf9sjo
zA0u9|yH5RihLhJdm}g^`%0vNEUzKSWo*X<|mm2!zz|mKE+3vE9i!NU%;g&2bJYdEd
z)pnvXPC9nkAFV$9lG~22Id^8*&H26Z>$?SuG|v3}xM|flKbMe2ckSZY;{t+APj{Z*
zu{x+gNg+~2ZHe-w2dwYBk8B95S@!k7fuoBzh3r3)Ued~{y8?Q+c31DpdEQ>kKfFVy
zIrn?&#60+WBbuj|J*021s9wi%gE{+s?)h1;y*8bq%I&U~ey91~y*!ENONx1$3kp8I
zp2^dYn*%yqyVk|W<_P#~ZRJJJHGSn=KmNUCli&5|aMsmFFEibz>TS8Oz;E%+54UR=
z-%ne0<F*ECYkTU{n`?7L)HaCqChtoN%(ac(_U-ocnK}P|pL%%i$IqK5bD}t2-(g=7
z7ZJDY^#Y6BNxcu6q_}Dws*<?l3{688A7*w_*t+)S0WP@@Pp%ucn%Y&Q34@N-exG|{
z`5yf%M)#CItGIvg1Rt&ae7F0LKTm`+W^ar>6<nho$;Yhd?)I}SZTHa=;G?y5Z}#rW
zxHRS5Nv3N&YO3xAf+ualwpoiFJ~vVPbeXi)|9d@U0Y5vGZwUnYaH}P8h%XlX!DX2d
ztM0ro()AI0(+%eniQO03KlSVjNdB@$D|5P!quN)?<1elSMz5VIG;@R7@_)CdPjh|B
z=gXAygEQic)YR~&daGI_`rS?*uWN3|Y_U1w@%ZF|y15a1cbt>Z`w<o^7kg{z#y8J$
zj?R_SJ$khzyg<-DZ^=Tvl`V4}Cf-*qt4+FGdLuB3{i));oYYd@RT^tTE;k0U#O1o@
zA7nbVN>C*0s#ft#@fjhC6JN4lRr;|gMKD`j`_b__Pqx+zmoEtO9?HKaydXYtR(t;?
z<+FEo2Fm<+nV1;hl`fL~D*l07+i|JYexcFIJ5OZ%XPTHFc=q`N<M%3BNp~X`C>c%K
zF|lD<k+y{X5>K72J3uFEPr9zV^@6aM)!PN}T6ek9_-eXbc14K)F#ES4@%Xle+?(@^
zJ7pz17Fy5X&b5#hG+n0TI)ynmCv@(M2>v(bHTo5APi<P6_wl+{-`u#^nI=39*Og+<
z%duIklCz24dp}jo4{@?~`fU@?$=ZRlu5w46edze+qFeTbgBBC4b>0>vh%C%l^?r+~
z#9yi6Z*O#Z7JK|;eS7<=wFv(<KW2WNO!nw-_LAP_+=xYMcfIS(tm@+t`1t3{nns63
z-4T5(e1?0EvG2R9VOmjLa&gB6gWBA4rzST|optS7Oq{Toz5P#?UoRsMs?2#d`NFsF
z`LB6jN@^wM#m|&#U-WG5!P>(wA8&bdXT^;NifP>?i<fGrBu<+kVKra<^{efRD>mHS
zwx{;O#(Q=5G&YCU>^Car=#lhGTK!yFcvh18=5Mu&{TCSSwdvkcsGtr#Sv%bUbh38R
zv~L#8g?=oq*H=HjbL`I>xi2S9FRDn~{r3H7>1#!9b&XTmgX8~yQ&kVSHEU7$A{+T=
z_Sa93Z1U0OmMp&7^f=?JSCZHitFQASPsyZ+xwI;>y;<?`<)gjH<y~>!Cv;XFGV7C5
z`2S1QeNJG~FZs|U7u8!5t>5_%tdKbNMt%O_ck_?tn%0&~`DJ{+nTf+u+o*%t|5@W~
zc8#YNpp&(A6`!qpsUFwh_=sJ7#gRsL=l)ZRJ4M7!f=|{Kosn?ozNFmbg7EjI0^)BL
z#6FI!{2g$FmGRfN%<AMv&VFkHUh>HnzkKBkJz3kTE8XNi_+;&>e7m9pHM4enxL|cd
zMkCm!-naCum9KTK-n{)?Yrd#HU%FG$?c|Y?DHhq>&62@si&=D|i`n(W6B=U<J?#7o
zK3V(65eMPV(37=KtcaVr>YID0&PJEcjq%~m2b@=H^9Pt_A1a#HVxPp$*6(t5f9)f7
z=9xF!Ivo`PA70AP@poz16j=BwIm+qCl(QcqlAlFq%1ycaTftH-U6a|1kN5SNJfFC;
zdrmS|uKAo2q_@oX9mBq>&GY`r7NyH9f7n}lwBxx|T7Q$aaiNjO{{728G%&E-X5pSY
z^=JP^7sg*p4}lNX{>bwNbg*`fkJ9~PzV4j|g@W9ej!F8Or_OOqVLf@^=i7D9twqu{
z@Ku!kH<@F(?B&~=N$NrR0e3P!Yv)&F2`)S?<@biAR^Cy#_TRB-ISD=IXU1ggeE-pT
z!a6RF$5~$_n)4EOi^{%tpSUD5`+n)G$U1hnc`@4<Wh`FADfx%VO7u<IwQafXnYOAo
zyTjQZEhyM?v^k+9=F6_Wc{-d`-44>1o1_;^o!A~)qw|b?Z%cy9*8SpP-PP3#C(p}H
zy)Cu#kqYCl#Sb2EhVpNEy{2-d+_E_jA};X;YrIu?Yt_ueBYPn1?2FLw4;OTAX;xh=
z`;e-c5!XGP<>mfwt1Kn13!VPaT_04V>eJaK5u9G0ER{6F`cZ<#kGWpoD-T~;c0=m6
z@7k{`ADoVotNNs$CE5RWw@=o+e4TsQhVOpGAKkiQy_kzZ_I+XNLyXINqjJMu&zm`4
zrE5cw@rIRZoOWwt49?HlJ=fuYWxlR?%ayR*QxhH}%vw0J{oIV%#`;AM6RXT@ZSB7A
zyE^9sTgV-CX00SkKH=oUM^+W@ch+Y6HrctD^KkH;8>XIoc5`dBboO07rJN>nYyJtB
z7MnHicC|O%D9zZiZ&Sy!{<G&Ye&;w`_TtuZ%)UGI_QvGp0+!y95!1e&6OCkI4A!-o
zcBYfVLf&zc<`<z?^V&U_4*j0?cvf4dv^K-GTAhlQKF!ISjM>$uus@r~9QC8~^v7d%
zg$pD~wq4z#<I|y}w`EmtYf{wPTdZ;x3j6QId_Hh+3zHE4^RQ=DTyGM}vSxLBJ63wU
z`lwjOqWS|{gZyUx*pe$Ba`W3hZvP&aE6NRDv(7ZmycF8A?%?z*0>@Vx3eVP>wN+bi
z%8|8^;^I->wf=W@xwOP(ZOY!iDa`m>*1Gk--tvhF=<vOM(a2R5Q@4BCk(-~24JKPZ
z%MuowxQQj<kf^vq<KvGvgIc$`1PXij`mcSxdYAjjFaLN>T)MQG!AH}5Wv`2`HKU}L
zn^^UOtd*V{PRtVG_i!jw*VuXKmq=>Rs!K;Cn~$-iOtPplS$42`Rr05s76lFav{$S<
zDmhgs;Kp(-+g(9jFT}DYgk^o=NnfgE`EDz_bKBQBeot*ABi?`Jmb0!r)f}g}oICEM
z;>?>ekGyTK9eEb>FXV@s&|!s(wh>_yo_kh(cru%>X5*=a)geM#BA+Z$*4GiaTch>i
z)3S6?v$o53JmY@KX73I@Dp$Pb){D|P2M#_rY1|U+efw$TN5ix8b~e9dp6Yp3Z*jD_
zf6eEDTR*+>LU?%RS8(&bslUQ-C)r8V`1+f#e=`nsD&01XJ-*F7$ab+~b@%B+uUFzP
zWKC}TIgoZE;QsFHOaX%x=M8O6l&5Ro`C<D(xbgU^eWfa!+7h^m=DcJ(9+CE|DgBy}
zLBq+Urjr}&g@tchy=j`2bm_&f*25oH#T>u4r%bgZ;g!bgGsm@7ANKRV?6s7+JnmX@
z?#FpjD*yO0m=p9KAGoY#Fy;TTjF=#1<+-vJ;kR!2cis(ZejDz+<${Hh%CXZLUp6?K
zaVI}N`u^y-z12eR+^+pg5&6ZFS94RLkl!awzVyWtqjk$)zE0J?wplve;?2!S_{rMy
zpSXy)$Gl%EnC~XDwNG2mI*;$^Rud(KE>Ue)tG$e~*tKV7t+lB+%YKw~lXa$$)*6oq
z*+uWRO!Yft5PPvuBWr`?)aC7>4m?GIa@95h%M<qRo;O)_uI`nEf|55AcT8Z52>fU|
z<@-gIxpiwkFDt+JqM6%J@cNU2`{fByPY*cQE<aEi_jC^PZl%2spDlW+rOEP6WBRj6
z(XApLpUq_5ZkLL@S=qeSAt7a{c42h(>xlIpGbbI`Yy5fRxmii^E$#E)ddm6uPAfiQ
zx@L8o)1A*P?(BR<>#Z}>1e)~{<TI@mYQL_|QrfhyNBoq{wos<9g0dr<o`l_P<T|Ig
zS25!6fr$GR3Hcc|yK<OjWd&cCegisMTM&G-_O`Y&5p8U5F0sDtuzDjgt2yo~AD`V*
zKBj9o&i-1E#yH6^OmUZ(wS{EVRz9Y!*X~%?dY{lL-f<xK>4Sv$Cl{{j=RZq%wKHRj
z(xnYcLi%0zdwj9GtEFh56}4l!%^EBI#KKP!6U26Q_6NNCb4x8F(V}2Q^nvru2WMa5
z_2Nu^ov={yoti7ZD$6+!#XOcR75`hN&3pTNgJQg1RNEV|kINEo+&HTh%GVt#{_;T<
zL()t$g&i#~6}++?6fHtl_BK}k?ReJUq<O{pgOqAQpvjVNeshjH%@VpLs%tW3;zOqQ
zURyj0)U~;1Xaw!+W!`=xhV|H<x00QE*Jeat`tT*=ZdS&FUs{JJy_M8nuFqpKJM3Ys
zf7ISbu7%0Fb8Dk7Ds!KgUb@Fb?BH4NMYE*x+iU%$D!&`pB-}N+@bp8jbHeg(l8%Az
zXPxxjsM}Nek8iSB+Ou``<))J)1g>oNU2#dqGten><Fg}2mgk-=TGbn=vY>KG#0A-l
zVQaz<<vF=sh*L0{#rc$vdB@qj{>$I$gm!LPlb_!u(0QTuw#Lc{3d*-{U-SN1EFhT8
zZ!Tq<*jn(Z$NKX24cpAy&AiN-R_3_ZwsIHSKDU(>|8;ipjLwB7huOP}@7S<>6^Vb=
z=pI?UwKAc{qH@{7+cq8QVI2!sDBQA9*}FLH(K!VRr8(_J0e8DT==9n0%a$J$=+;jz
zJpVRQVQ<9xNQcvp*1U_{Fnwuv;X6+cepxS@$qcLq9GCk~7I@LwlPxr*^YJW}_MLs=
z*UWD-&0Mxl@aq+6)@wz9Jl+@n+j&(l-g%o(VcL7g)fw5o-U=Ihj`VrC9hK&}vUbnX
z=R2o}KjpQzS?Lrh!oTfy8&kxKwE;3xy>kDbiE`<G__rjWU~kZlfTiZYdl%hbC|CD3
zzAw7#?jEBxO5)4rI29ev4&L<A^>xzKW8TlXE=_fuJwY+{^@iPhugezCIB0c4%Wc*U
z*OluYes#_5lm5NW!SS)0$`YZqn_m9Um&@+pI<EZDz)JgI_Qm;*Q#So&Dc$%@C|2Tw
zO2g!RY!8;-{FkQq)N$8J8&-n{yL>(z{Kl2_oM9_(`0Rb`w+n?%B>E>!oWA8pdFFfL
z)254lObg*Zu;_LBCFW^`=?>TT<;v|z5WK$Ks>FEnx+a14h^8;E%a=K-w|^Bnb#$E-
zL&RPK1=i_DZnP-Ymn5Eg!2FZ7eBnmhDK%xMQ%eu&n-!ip+Nil&@0yr&z@6Q~>$g8_
zR&&4q_a67V1=sFA=bd?B4%?p>;o*GWzFN;wwvWtXVP;<Lv-ncJOW?Xn1EtNcix+<H
z?M;g?IH}N8z0q*?9UqteW%o`kuM!kKw`nKyg8Chy=0DO;v0pl-(7dM0*+m<4vUW&v
zNRdb5q4y6nPV?TB+z_^2`0}#g&@ySZAmRDTcLsb?+ZZAlf4=arC~ud6%KC>|$rUek
zU43t=J9=%a{@f*WTJEA-AV<xH<w*;FnX_h|>E0#Qu=L|CamT`@T?(^vdgSGmrzMn2
ze-UTP@wwSQE8>65)6|@aUkZ}6EPL3~yWa6zO)>ub#iRLNWN_nqZk4NloL}Zz-jH~)
zHtx52;oRE+IZFOHb4~_FZ%k5n>XcpB`6}X%Qn=!U+0C^}RDb+D^Xzreg;b{X_ZDqh
zT#*#K{*Jy~f}!TNkpAO7Uu8JH2S+c`dbrHgsyqL}S}vO{A&lEBm+jQtZQgm?`*9d6
z$Ii>WT4yyf>MQN1Ec1VN(ITfe&2hTYR}B$a=@XaREpAPf4z9ZO)_dkV#(VD}M{6$z
z9jzVrWbKy{zIzL|lm~hX>WPShj@DlNpz!PRkA1WM8Ogm#YV&`5P;&bRqj~4<cJDj>
zxNi4HohzO#&D&hou>I*-x9*P6$H;w>wVOm5k8et8-74C!$?S<+=flrpo1O{m;EB`k
zo<D8IMTT;v{i~KXhP?EdtYZB=R6_Fcij9AdSYKuCc{}yUg5OUY)~Qa`j!e)nOV&AS
z_;r(3iPhI%O&^oae*NaAyw|&I(@SyNPv?X@N}dRuzSC1=+uH4CX)$M7#nC77#`9`U
zyH(zm(wZybi8x#P;NycPnv)98JgC~9@Ltrz`AXmXizl`}xDgf<Y;x>xQu;b3`GXQw
z2@IgKwWsancwCkBz}ZD&x9sb?9@jo^`ZX^x^!0DkY7?cjzTbSw%(YjKMAdbvb3~@y
zzUjM!=hBtrmb)&TT>lbo$@H-tdF^?{{$PvxJ?Fhv`!{xUM&##DS*|WM|BZ=L3{P_6
z9{mf6@%wkrFgY5WStaZ>(PXp2HRF5+`@*Y2UX3#!-mq`K*RYl0PT=Z=ZHzlEDH{Ge
z>hAaD(#jk`d9zcqopnqnJo+kfD)yOTiv3o_?($N@McV%S8Q~lGuS~sdHKpNp;x+$V
z<CIS>3zs_yy9<gYwF*q;F)nIyjj3$mjd<^?y<FW+cSn%Oq6J&|O;u0#F6ptcHJJ8N
zLr70g=u?adLs<H{9>H}jUO)C1R;;i$UDRW<VCQ@djoiH+5=9Xi2NEB$UCUt)sjkj^
zu-0K-=X8dZKD@DgSGfWu)D5i#7dh)XWq)>RJbOb_JL=w>4Q)l$+!xKRL?%B~5D8t@
zu52IB{HtJZz=PK>*D#%b|K*=l@Wm#<Sgquhb7x)ZnrI%jC@*e7kLJpslaGmdTx68G
z_{~Uc!NWrBvhdmajwIXu5-OS|9<cqRrN*<8xgFnM#4NOq+Rz!Yb+gsRiR-O$_geeh
zyptZyot;rK<;61X<mmc?w~Tg5api64+mn&EW!>SI>*j7+RZ>=O_UWs2@Zy8NE}U<_
zP%+&}vP9tBBvpY;)A=vXHLm{Y5MjPsc;@o<A8+TYo(_2MR=BIm<KpeEE~Xhdtf#x&
z-J)EiTsCH=yKgj)+03deSbfZ;Sl)Mj&k0%EFTx%x%MbU|F1^wCn|teHd4K2Zh3DoO
z)yQ}xT02MD7C&8Ea7#J$+YIH8FSdM({UUjBSzsK;AMtZqPpnK1nT0W|)?U5gX4(sG
z<H`4~8LpX}E4KUHxy8zNUd#$fTG%44v(D-N`gpx9%id(@ZCUeY)+yIZSFek+UHmYk
zPxEmTU;C>WL2Jahc+BTNSuNWh**|63!aUyi6>Af(_eFQ^cE4^FR`+cB)HQ$h+z+pt
z0#>oFE-q1O&7*zFUcdJ#8YMm#5&xC@#xv*G!woIoJ+szvo}RC>r1niwLVNF(68*B|
zSnoB4u5Pt2E;75`Xz#7Dt-X8Wv-RKoZcEFpZm%#4`;lo|^Yp@(t!g<N#PjUK*DX8C
zYis)8`vtFGIg@@b-<svwl=7<fqDNt5j_S@Bsk=AIbo1Y6t2aCi;0q1A7PNkQp`&c=
zRGCMuCU3s#gypUIYJ0RTR``^(>4JcsT|X|p(s;b6HD`&}wcY-~c1yaXKAn)>VYxV<
zzH36{Z}oY1_8ReobFo%?bw0l&J~QU{ycXrO9S<KRsHH89c`sJ;@zS$w<)eqp|ITRr
zILlJ`&PLI_Q)-#Mg#^C|x}?8LG3z4#UdIm&St`j9Ni%}KTHXnBV+doFUlcL-Kz1)*
zildw0{kL-Wbj8!#gCE>2a(Q!w>z!syxzG72;@_>8)GXPv^z;U`!>iPHI`XI(PiFix
zW44=f@NM~@3@?hGd@np_yl2wnf2A9~ypzgGp5%Lc=GM%bFFD2B)1{48sqpe=SSQVq
z{iYHYy)W*Fd*JbfJx-5TDPGNz-ZarfxuGev^V<f69aTD;PX?;>27fx&;AZ`!!uDq6
z{dS?%KUtlR?V1y5BvPCpDe3&-FH3=Rd3}^k>xTnrzZqWaExk7HK*EmMtpZK%@+D_3
zFZ!}CE9Jxti_l+JZcVJroHb?HSG`MO(m#I1GKL>KKG*hH{}P{t_d9qw%-z0kd@P&0
z@T0b+oU`)W>$~pze@a^Js+T$6Jgj01@A|wIbEm9v{>?7C^75e#r{%Wj=UT8l*<y9u
zerr2xP~h*48}Gij?ynPQ_Axo-Tgu8Om)k0yujiY%ZdSbOwe6eFO$gC`{(kaPZ}W-0
znb8&5&fahMCYc;xyoT@9gSStn_+8l(6!GTi)I&wdg;&guneDGjW3rrFdGJx!ycT_n
z<rXmxt_sUU{dUebEv!#rJbhu_{mm=iDxDN{v@M(b>$CQ6gWGHlN{XeGaR*K^exAQV
zkWr*`Pf0WvC+L7}j}lv}Q|&?V6IzZe;F4}W+q~h8)$D^CC%yS?8sPfkcWcK38+()0
z&)Ief#!cK^Z=L+qV3(fTr9ZQ-J}PT7y0Z9l%Z75}bB|-6r(C>c-!HwzV4kjWYZ9M;
z>g|Rr+ut5H;F7<`)NuRpY0g88Pj)e?PW1YyukyEJldKx6P-xG^6@HeBw_es|)(gw^
zX>T{4l=oqxX+vN5bdBI$+<gb1TOVxVK7DJ?W$hJ-H^0B#cznm>RVwqNB2W0OkvVWl
zi+jV8Q%YHipR>x@&#W%Cj`?@xb~caR!cB(L0}5xThBWj9eczJMZV+zXzXN>0_Ee8I
zNB0Y*-Ov92=T7I8-k$<*60{AXO8kG6NPT}e-5_%xTl~@$&)?l!YjfsdkOuch&MD1v
zznnbe_bDaNex>lYL`zQX%1@P27M4GLT(Izbc!dA@n)^RYZ=Vy|HGkIGI|ojs<v9fJ
zT=|HZ-R}SF51k8M%?<p*qkil4*O0~XBIXO3*GyT~92WGs>BhsRvkxka4l{h%dwuQ|
zpFL7%Z9l5CFr3(%GXIcmifqChiwn<=HkKusiK;w*eDZEyUC#A2N`;kkws%e0vOM8H
zTJzs~HaGTP?^$}`Z_T0|A9?=IsuSgKF(_VoTT_THvW@9R#<_1H_ntk?;eY>n-MMcc
zPQ80AYO)}9>6$n5v#QU%-?VSf^9??>&C$g^j4Nkvi@M9fVY+w5!G-?)RlRQmU**J{
zy!Y$c&8;8*v|hip<JjEaM~|O)xa#{u1tyEV#V4#D+}PC|XUm%X`}+l@^;)xpe=z7|
zaLiZnGxVrwTevQxLHT^!2gPMkD{mXGFsT)qZY=b8xj5(11#=#&Jo&n5vVfN_cY&?n
zvft7RA1E>{oO|RO>kR#}1y6e`Q#|i0<}NCkb^p`#rrPp%9t!J{?SH%cx}^~*=_dK5
z!Rw*po*AGMwzoh}*mkUZI?+gPee9LP7E=U!Udk{!?7F|dvQuB_m}<aNHZgtkEtM}P
zoIUMZWteJSUvY9a`&X;$N4;w<o^oUe*b<?CYvy;Z)kkM&w;lcJVd<A9mbNKbjBlyp
zKR&CkW`;?d-!Ierz#C{_r&?~XrA6f1j(IggM{_H_R@Fav^4jd@t-iy@{JiC^uqa8N
z?On$+aqH$S2M(=qw_|U;*S~4m_W2u=eZK#mD?jmtzQnsL*X6EGO+Uc0bXB?c)?KIk
z_^LWLJBQBMJhd{XFw8L5Z%*~0hi+-xo@ph3j@S;n5ReeM*yi`H>)hAGOq~m4IFIkv
z*C^vYe39X+zCGXf8+$LzS72dZsr$fFVRI6b$I<JLIKRs5j8$S}Tc^z4b|Yx=b;fXG
zsjWd(Pi_asfREVT>%#f`zajgPNp}Tr-KyI9Hh1^Yto}(?_iR~}w|2qeErvNPPXsRe
zwA*%movL&9eUkLPH*6Y;a@N<LE$DPVV|I2<Puk@@!LK4u_xCrqRlW$mdb{vR)enP(
zk>^eSe$%_1p}04}uD{~K-1k*gU!JHJSk7J-x6D9+QE}Cx?JDm2K7LC+`y7oG+O<?D
zhbw!_m9kgWyOJ*aS(NuGRzi6p_louF4Z}Swr5<{zC-qfo|C`#y^8fYUC7<^9{`gdv
z*t_~zp1{*{=N(w)^SpK4ufgpXIJKmvwc<tCIWH5rxSvy0@&b9Xx0l#TRxqFQ3a?y{
zsrq<Up>ufB3x#R>tgoD1>Z+b()lfF?cmHe7C-*gDEe=i0PgqtVk@4c1+4=V`RCNt!
z%a`#ee27YK@w@-!hVx3fCz|Y5wttcg?yY=h!E#`O-W==YY9FR%|NeAOBI;E0=Pi->
zm5&zM?7mx=7{y^)x#hV1O#2V1?sMMzz77_UK73AC%qQZiC)?vG+v=jezf7E{pLbkE
zOwTuKeZ<#Q(-*WKs|Z}fzP3T*xwP8<iX_(+MaCLD=S6Ey2CX*=S|`E2`JRT**AE<)
zb63Xw2+X=5ve?pQ#oOy2ne0WE71vC3XfoSxX8I#`o&Q~_JwKfFb5frcl}&BjaWSdZ
z@TPHEW0Wd~dB&adpMn<!=l86=xnrxNjL*Gz9qWQW36^u_O}O#lO0-nrbf#O6(k(Q$
zJ{DTodUIw#*?s%Y7aEgdbjvoIM;!VkS5pB#XIp=sUgY-MC;1ltU3K6)|Es-q`|9c=
z-)3#jFz-rPZD!nXi}|`HXGq~8$*u0+Zu-Z74%*IMCe?jk_RklCKF~qin?vtN{b1>?
zxp91L0jJ=;AifReyT3D+vi;~;+u)oMyPxw?_CdyI-Gx%7H`E<A*voJE;x#3wvudA3
z@4ZQlHL?El)^M%4Sm7$T@9`%4n=4rs-4j)Gsche47W##ct0rXM`@EN))ipcx*T;SB
zE4Hv{=(n!i68^(s>%8T9J6)~UEz4mH3l|N%0zPW{+N<YVm&s1J*0kSA_;VNJsO|gm
zN7u!dMd(+(eSKYD?yP72pUSw5uBy{h^3|ukJNooc+1C55Sr--7iSNJ9e@EXl+?qYw
z_L7u~tMWeU)!$QW@^>hQTD*x-iWVvmvEH=vSILI;$1Y08%DmNoukHTn?gZxW<@@%n
zvyJWZ*!c2<<ei$!n?p}JmW7;lwmBcVspvUtBzxLdbE^ZpKBkrMq_BRu@_iBSirF>~
zRJLp0WQ}T!+3lce@$B{O%{TtK?VGsr{MMD%mu37^nB=mf!CAgK@6D^N%;Js?%6q>|
zJlg(q>1~bd)B1a#O<ececOL(~=o=SabqcNiBjCDCIr8=QS!}A1v$lmecL>7H+J3E9
z(ayQQBvxtJ6@JS^If?rpuig2(w~KeZT=kJ|KlyTFt?B09rn+DFr5keJreenQuS_pz
zpDYl3zB=aP3(?E{`o$(Y7p~Rr{njs_yy=9twO#X?K(6jAS+%y4e5#fiGp**$oOM-t
z!)oW_Hx@3^E71RERK{-SR5(Fd%=bL#tnC@+E2s9Qx&GK*Vp4PW)#cw7r#{{~cc>`p
zi%8{5@LAh?Y-bv*Dr!5IcFau1VXyn7$##Kyd}(bHKY4gNtooI>RIH{l@+h<GbcXa3
zoAnIVpZvKlW$mi<tL~RYn{UlFls>oBI>5WRC{NBMHc+B!>XVS&+ZOK0ufHm#%6xmD
zOn!6H#>H`<!?rhV+EwIv>eZK{H_t1B58JkW$2aYZ)^_#@i{$5M|9b1Du(R5Q`*NC&
zn#ybGeuv}SvtEd-dY}@!QTk-{|Fa9C#pMh1%gh3<GtKM2%+I{#k5~65o=cpwS6%(8
z+L`$!$gca5*re}sw^)UCiC)>!8agv={(|k<X^~0GK&NfLcX7@3)PK44%rYVAtsnH3
zX7~wjOq42CJ$j+x-bsnCYB!sgnAKkY(!DHL`^%JXaqAKy^Vgr2Wq!AP>+%;{zkFI(
zD^sdlQl$Ut(frqHW*c^@>{|0DDkdZD(>`{&ozYkG3Rj=WfA{^`bO)zhv2{~KZ?=Mt
z+rDS=c@r1U7eR(N|0>>Zyw5ItJ?(MhVZv1<hmWR{TUlAZZxfRFb4m1Y6T{lYqJgVC
zB*i$E&e>AI)w)SabW7XZ<fNB<TxKtlo4%IC86MQ}jSpWw!O-y~Th#m)8<yLI&0q3=
z>zf4%nez=Ur8qiXwbFg);c@SGyw2J6jt3j}{@$<l^w_mGvR9t{IKnJ#aqvK!pUQ@X
zPv=$NI^AnuYvIW7`q3j<CWh69>$fJJ-oM%F($)<VAOF*TQ}j=Ehs~$UhYIhmRTuwu
z^@o^#N#Q%UPTtK6cPsMCUH=~!8IfK8>(g%gW5?(Jf9?Hdrn~ybl?|m2Sq$@@DssKu
zmhu1n^!h3P|9$qZXkiZ$UvYrDfB&D?)9e4)_x~5LvHvjrjCCmcCia(&S{w7@H`M=V
zD6w}5k^leY_;KDpPtRYP-mve_zvcS-e>>Ma`I0D}{O`+h{fQy}y@dOO+5fvt10A%z
zKKbwL<Np8usV12(4GG-z@Z;tEHvg=A4*5v>RUBtCuidqnhk5!=Nf}P%^~%Z9AN+Yf
z|6lW^K8r(or%wdDJz@XH<s1u7z<)*N*9DxX+^@c$?eHj5dx7o8nKAd|#FLMh|Egd!
ze83kN!#Vxy>x>^79@7GEPb~@!iM;q;dzsmz2fDeIDQdbucAjbL>O3bb+I(yE+WJrL
z%&Qfa?Td5vi}6sLd_c*~tU+d@8TSRN!~BOL#Ff3@Dre2FifUF|;rxcDa8j+8dWZUP
z&=K2{rS_;E3O<ym8@BH5+C$HdAB^7V&;QX>;U52^wx;fr+WT+6X}`Pdg~Pqy)fOr<
zGJ@jlODb*_*j66ajS#=j%GW%#Ij`^5k8?Sb9?r<EJAeG|U5N*p4|m<@JRK6YdZL1)
zz}BmG53{f(q+jM$E&TICuS2@@k^SPrTtkgdOOLplt7m!_%-#CDDkk=!diXb<jsJ2w
zggz8YURQCS`$U)J<HM&<_PkCxwf*sv_g_wWzIwTLa+ZC-b|${yJ5e|9e13hZ@Yec+
zw%XsbwmQDQ`e&-tlvi8_PiP(b_=-zhwwI|^^ynw&#LmZ4Lf1OD_xH`7?AzQD^hJM%
za@?=EpZ|G>^0KybieKrh-f;irYkl7GCEx#KuUMIM*f6Y8HSefe?PK|Zg|bCApSSK0
z4H7lIU3=wo`<Hd`p<f?5w1&Awo_lxAeobCyYuDoySMOg~`+e>Hr`N5c_ILLG@^jxY
zbE53Or{VX^?0cs~-06DXz5j#Y&ed{(4WG4liB7vK)Xx|F|M%37+-t;Nv%XyS@oLz{
zBL8VwU$(7M)B9ldXV$7t?wT#P!>;ZT+Y!Cew7BuM?b2<lSpUphyQ+2l)mOQpx;YL#
z8!l^a-C$f*`0k=3)8fa!ICm^vmSy@k^mXo%5ABP8-`VZ%ANN*f?yFy0rmlbe=i=qM
z1@24b=ULpX-|>9S<mX#9Yo>?I`D*#uUF>-H>lS{|huIv5qty%97P7m4zP9qyt|wNX
za_62}QWyF=)A^zJsv@cBzIvaludU?SC$f6GU+Z(uj~}^?e>J)x`uE*~nG22fCC@#z
z;im56ZGJxvPvrUjZsMZVbCnC%`MaCNzVDZbXSOwZKcgt@_``Yeo_&|=uD*@jd42iW
z`*Hj2)8?u?Fn)byn%tACFV99weXR~O2>#*v_HX<C>hJAKFH|4tJ@GYMW6}S+zdo}2
zT(-Xa;a=Ka)vx8N!*_c7+_<!UWBudyx1XZV{r|CL|JD!r@joU1Kg$>2IE~Hz&(GS~
zSC6kg`>Of1ZS~}<%hy%yKgaTT(SBaBbzRd<@9)`r=s8Eq$@tSU@e%J@pDyrI?m01i
zl6jc&q>4{bX)a}p?=8!6Dce!$&DwKuLzc-_EBC8&?d9iIoRInYQrc$Lx02lKC&o>S
zci)ZZpLXA;@LGcL`I*|s)6$c_wOAx?QRn;fbWhy2Rs4Oss)Ji^Z#^#S_I2H>&)b4`
zXvxjGHgn~@6%&`sYv$LjH;i>#6(0Kep4&zi0oS^|<15q;^X{46c*ymY()EkCm+#xt
zAD938%IfX@&#x+5tm{=yTyE?x<iEWC%&&{GFYRh9Rwryey?*-Pi2a*#*xs?O5Z-$I
zdH+on#otnfUljy{f2ZF4Vm#~P+@yc^b1Pj=cSar$d*}S4v*xz`2ScZCM;1HGveUQw
zc9m<NxW%RQ8&%$aeSiMT&)k?Vzqg;=qyB9%+w0s7zwZ6|Q&E54bY5;-pg_3(;vbI#
zQ_imb+O&7=Kkb}P`4fKMPq_bjcfie{#XFw+Uh6uYvnTa>b$)TqyiB(h)fcO8H{YKy
z;m6FFMrpspYvt}s`#Bn(u5bTuzgewpz4HEtL4SR!-?O{7<-cb?vHJVuqJK~RGW>q?
z_e0O??(fWRuKs@b@|OQS|5M*4eXeVmxWhQ<z=htrN_&T!iO>HESl{zM_4ZTUo%!1j
zmZoe=-6wU&>`rO!%qsJyx57U*<~@IC@brg7d*$)pA9L*TPS2e1_}-jO<@(Fr-wz*t
zESY+59*_In-Np3{iC6v>)fa@xe%oVzhr{B<mGui>+3)?{Z2Y(4u%&&&hW?ilb8a-+
z=-+48*!`+TK4#5=;*-*1cS0WXyGxu~?VeMk?0z6Dy-(tuoOPuwb8*vN%LifylBUFK
zwJ)s;)O~ip+h09%{aN`>H9?&FU;Ny&HTAQ(OSk<i;lFK1o>x!(dynDo`PRqw$+h>N
zt*p0j|7h&^X4%xL-s!#n|2|VIyWs62^6j?sr@MS}wgz5WFVOw{an0>Bx9j%yU%g-a
zGyTk;>hmwc3#1l1K0T^`>deL^yEe-f_RX+9^LC<jm$k~dU!u}?>VE&aD|P?&b<5WH
zl2i4E&;0o?<!@WZljDEieV04eZ+-NC{iYQAbwBR)e>8ux=bqYyx|scc)xv+)e!I}W
z|N9SZn@9gW`~FI8{r@`Z|5WEcr894Tzx6hk<7?f%d+Qz~{q5S*ykHMs-D~}lD(wyV
z)2*uC#qTKesC$<lU;p~@|8K1KuZpZodfqX=gl#XIyZW_-CqBEmykG0TH0J%j!_Bgs
zSvD$n-R`~J(wV&EPt;zs#|-{w_y6SE9#-es%KYqTd)VH?_47|H5wg<ychvm6=jnd!
z_cqr`&eWf;`r~xjK0CB#|Fp<T{Y1lkoR|K)Z#I5^{cm+tzG%{^+g@kmmK*ElPcE*{
zU$y9@d|R}e;SFg`uB8utef_@e!=(uyj;Ti9Tita(X+eF>`ZsUa?3sV!`&ORAue<)U
zCkxGz#kIj2v@aUGkJ`}G6tp28aomv^{7e<d7Hh~x`2f0|$Z2d0+T#t{+7CUE)7Ti~
zSg-(S8#lHCIE{@#js`1%9KdM|KJN@B06Kuv)C_t?BPZ050FqDB1ZzY-C({h(Qhmp~
zynOJ%oZv9y)OUm*xEZXV9~$HdIyV${te9hRNoIZ?L?krGQ$Zs)F*Bzm-zrfrBekd`
zHP0cfN;j)CH77GULoX#&6QmGqGpD{&eo;zl5%`cr&`ATJL&7-q-4skfO7w$LlS>q$
z6^son^o$HFEiDy{EKT(+4J|D#6im!a^o-3Fj17&U0uY_>11x+p^RmHaK;jzg8R(&B
zXy-nFJPb}YV1MenW#*Km7Afev<s_D*x}<`RA_JYR;FFq{UXr0;Y-|QPtp?*jgg1NH
zYeHPFv)4SkcGvgzmw9(WI5<^WE-2?{Y*Y|h#nP)XL1Ce43qulPhzQS$1jh}5Itmd^
zO<sb%qS9So108!J6c??yapTRs_x782E4o~KUOE5!-+lMr|K520zpZicb05p%XJ=;a
zH23J~V9GE&8Df%DQkM5~%j`a-rwRd9m1&V*{ipx`rX_e<o$G(*r#(@JEgv-ccPJHi
zeBlgUr9XdX@cds)frq%1N`E~y7W3)sy!BTs@YH*kz~jrqrcAB>?R}oR^V5FU%Du~!
z6b<y2G`)~v{&;1jarXKj2A_}a?BG{CRbB6P^~t8K;yD~Dt2&jsW*TmO)Aee@Zl@~2
zwGmB!j;+}=Q#5)1uD8iY<W)AwtXwxM*t^KVf01?gr{`BqMX%b&eF$ZF^ws6y`$>y*
zmev1G&ljI(y?Rem@aC`bGg9;)b)24fXrFUW=MJH5@<t~EJJ#@AQqsPu@Vp|*<8_8@
z?gI7~j#V9U%Y3)Ylv}8~WvblL<1Y%UnqFl}n_eobnlx|G@=W%(OJcXop108Ui;k_k
z?-!fB4*Hi)f8lz&H2kG$)!cgv%wOi-@_&C}_ZPcb2l-3;Unu{Y!IvOozts7Qr0M17
zB{TLd(0{4@Yu3Jn`7b%PUMMf=sax>)i}GI=`^%iaTI-hHe^LIc*)K?Y=Lui6WS>;4
z&&iBu&NW4<bf<pQnV7m+=Gxq^3AGXS)6UD}2uL5|x>@<A#;mC~W%133GQ-_1Q#W+3
z=?UF1GskT9`E?25n_F`Pcema>6}IvA4XbU9w&z~moc%`OchBF0J|`zkTH>>^{fhT1
zT~QC^B_D$}ewp#5<;$ioU0cGdLaTg#P5;ta;$Wpwt5vH%(`d44<TTw)p?=eXp9p?B
z`f2GWmz`eowBt47mG!6OPnmwI^b^-lv!7)@^(uS!IM#X8MXZ~?{bcW_$)AdgCjV*r
zGwIK!KV5&O{aO8I_nRrcts?cR4w4H+G^cB+o^p9A_0;WYSnAZG-9^ibrf&+{>3?&9
z%>tWcCR+a5yQglSvVCg3ro8rj4fiSWQ|?c(7YXJKa=yy@%Izy>>GECPwSl#scUQ}W
z`e$r<w)|%{W7Gn%Wv$s8qnf6zP|Z9U)irI^(#)4p>T5SoTUdJ0XsgcJ)z^GaUn|=3
zE^6I1=hK&~vi5Gd7bU-T{WbsM4Axr;xf{$}q*sY%J<occ`8-=ZWAT=aw<_Km<?b?b
zp1tzyrBz#QM)jJxufF;$>+_bMw?uC-z4dyl^)~CRRPMrU9?@%JSH~`oU9WpF??T>{
zX<4VY%-&*^yK|e<?#SJ)yF;T_uDz6ZIq&+r3-7LkWtV4WZ`pe5?k(F}dvDd=`g_YN
zcki~qYKQ88YLDuO+e>n<$z9x*5xv!Y>+vnex2kWc%AI{}foaz5t?FBsZ&|)o_Lg7n
z^lj1AZnqcPuC`rnnyH_upS?b#dTaRB>szjGHQ!>swf0u@t=qTi-pam>eQW!+_AT>T
z*WZ5D%WBvEUGR6!-&KDX&b=}xYW1^gK6^dnSN30Wf1Uhg<1dT9Nws_8*7#r0zo>uJ
z`^)JsomDI2mib>&fBm$o)y{Q)%=}g1uP%Ri`HQDE?a!7UFF)!Z+b@@|rsK6k@!`A{
zdEq+0AIgR{hIWM+k3Jmf7VZ|-_tf#+qgGh`$h-5ss+`9k#g8tFZhtUt>Jd;r!(pz}
z<Dq=3!!W70LiwPF36Jtg53@_XKFX(Gq&<<a?Xg)re_}q5L7T*MN#kCv<cWpt8!uKI
zsJKvZ<3@^2QjXy^seUPciQ7Huldmkfu%u(ji6u{#d|8s`DX!Y<xl1S0^U_?;*^`&1
z=vr!6T3D)B+E`jys#z*p8d@q_8voq$<kFK(Pr5`jkItJk#Vs>vR{bnnT^(I5T|He>
zU2R=`UHe?OTaUJ=W}dzjw&d=-ZFafNx2|n*zbtjBY^m+!Z$Y<SXXY>2JM&xFt>c;T
z%bzc|zQn$C`Z9mN`IGEy_iAOkUHg+aadwiKs-<drlkvq&3*$L^=lnd!c#i40z;ll0
z9?v7vH*P)>`D{%=m{qz}y7hA_af|hZaj*B>t86Y_`C09G(etzCtmkIW{cdS)Azxtk
zq~^xXlRrC(yFVK~H+$ZGu7A#a3w|s6(z<7V?)+^1Ed6}@Ic2};mviPmk$Um#<keSx
zh1+MXU8b3{`e?Qx?;5{5NqK*wyKjEz7yG=FPpo+U^`w2*&n4A;+Aj8a#fBO8=O0Y6
z+AB7B#u1aW#D6*hV#Y158!e_C;7K$rj+A?S`q$>-2uA5MZJUY{4fPXTb3~*MAKUox
zO;DMncIxCCB4*uJ4<zX&TtASc*LF09v%Atd`n=gD^&4i}`fE?ky6M@OU^scHjwZj@
z=6(|ot)`=M6m0dbZjU^3eQEz5vCk8}H2WM%(%LY?EaFVaP7gW#=_i&J>FPWS-7v#D
z!EpM)q<c)=mFzmtqJA<)oblZ-gZER}PtAxk&!3979=)UeetP}n{}ZAU4JCEb6m*_>
zM4UN2B`9^_CZEWacb45*xF+nHM!EKPZRx4(Q;$!5dy4O=WW<@jr`%7epW1#Z@M-wd
z@~2C@R>j7$cK>XM;_u!mE%rIJbbnRMVzX|^FZBtA?U{?W7DjChyOn0R`hUOfv$p@I
zlI;HHN1Wlmt@Et#ZOgaW*OPYr^X~TCFvIv!d{?=8z@bMi(!$r&|4b=RnkckbsQ1Wc
zq3%6m#YvAI9a%0E@A=2z<K-jsh3ZXDd}u$)^EK*>Mxx<kzs)mZ6AX7BN_uuE>09pR
z8JBw^H_XuP{dy?Lj-`9&&1^$?<5#_Hd}75FmtHLKPB0ArxA>@zxY%Wj=A$}Un`daZ
z9=-EPT<o)Q#F@HWvCT@gQaWjwVY)hLPt*>dob&NelA7gii{A&5tmZV&Z9S*-T;sXL
zbC&0+=RD78p36KJc~0uN&GV_}TF<?n<2}dRYP#j?Iofl!TZCJ`FT3~t&WoCWh%;w5
z%!r=bZ+*Y`-|3$lKQrh&Q%v9ddBbP#M8oL0@2;JWVQx8Ua;LlXXv#DBXYZfsKb!tc
z{8?hLk>|6-%;`UsEzg`kvwq^I%`cCAKKaa1Dsx}D+%m>z$31GN>n#X*#kx*@h51*P
z7u=t%FL@gF&-y-l{p{}x=T!Snf5}!Fyrgn@=Av!=XG1yOo6OZHWc?Z3u=D5|<LNWa
zE8p)vQk!}EZ+YSVi`Dr?@&{`>E1N6N{JD3>b@jva|4!Ox<tM(cUgbPH-^6~A>a*3)
znoZ`3&3=E`>2qxH+@15E&CI`;Fe~|;srQ-bnah4Eh0gju<ND0%6=!NDd7W{5_W0RT
z6Tht|%U6XN`)u`Czk1dd_s}OfPg_29R|fn%_-XMc+jsLL?Kb6YGSzzTnXmOeYMIvW
zyJh85K25XsxcNLS@8;8z$(ycEI+zzMo3qbqf^Rtc2C1(yf0IvZ{jJ@)de*{ak<+)X
zEB7z&FZC}D-?e<#wH^B9cOTAsw5~w6bo%afh5lu+PxXrTztk%|TNM9n)=Ry>Z?B)f
zX#YBY%HDTAsoQsVZ#pn{;hB>1uw~lDQ(msSpSiHeGInjqg{fYWXM@!)@hqLOOe<M;
z@6?SY3yo&6X((?EOKnkgu#7K1xjt+0lf7%_XZ?-lKh+!c{o3EP`3GMA*|#+^cJ;lb
z>kNgX?uYVk+jsZZwCqKzuY^9E^<>tYS&w$zF+FQ~*YvdM?a<e=-tW3pI`wtdb<=gN
z>#}3LW4vQa*UgUAj@`cf+UMQbTeH``j=OGk-R-*by7t)FQSxQ=OXJq$<;33JwWGAR
zdU|#LZ{9EY^M9v4(EWb<-QRcRci!**|McIHznQPuzNf!C{BHf7`@5p=+}~aA@+bZK
z`giy5?BD&rV19{n?Ona?w|TdkKKwSjV7KqquVulerkAsR&2~)dkj!(NaWQSq%nY^J
znQ7_9i%UCaCZ^52nYQlc=C4+px8FQ(bG&3m^I50QHJ_b|TP#n>WcL~Co2l>EHA{Gb
z;`EuqXM;AMnZvSH-&{LN`z%*+S7fH2ar&&yXS6o&+RFZJ@|nm}-KV_QUc1&2rky1E
zETnkXrzw{f*mPda+Wu+Hr#+u0Z3?f9y{W$E@846^r`kXK;Mbb3**<mshOVs+i|bnI
z{w|vn64MoJxc~jvzjNfL$hZ9$xV-5__oQj8@!IY6f1<KD^Eq=l^Ek6OGd|{j%-*;)
zBKnKiTG!l((M!avvbOCh{gL3E{P}PD^SZxBo_{?1-PHcm&(~+mP3`Y&T3H$N`PZ|q
zXVUvT{wn?Lp7PAve*coE-=3+St*_a)v+`g0Wxnk)|5p8c`Tm#O-Zhn1o;UZ$-P-f%
zg=)L<zKZoX>q`Dyy!8Ijtk<*F|Ezg;QQUs^x0_ARVs(G-JCU_-Y3kYZ+4j-38DAIn
zwoj9fDtmEYVLQKVQ^4EwW9bvy)8uDWX#5WNyl{?lpR+CBQaK$Pi!TZP4(?;GmVHxb
z@I2wz!6(fd*$?w=V!kh*Vfo>0<9a?ByAKZ=A9L(2d@z;yyllm{1DEI5)F<2ye=bw;
z^MEt^JPU&_2Np21vIp_2$a`2#`0(`BGuyNNvbStii@Z91t+{`+?(x_5x7lBQf2saj
z{bl#pt-qvRmz!OR-yFH-_}aDC^mC7H6OxXszb?Od+bxsXDZy*@zmm@B+Q;`&Id}8g
z=p61G{hRAH?9I^Jz_aCU+GqDy1-Ch}m*!5%?Rd*{+akO1>ca0=>o4|YFf-Y4RviDo
z!s}DY`Mkex-oxPipN74+&ZtdRQCgYIrW6@ydN*n7&!6lpY&V;ooem#TR$9C$IqC5u
zVWHk7Po`Yi^2Kki@vfA#(zny*Ubfxt9(O)&@9!^fuiO8h!^kYl+RVl;8CCJF@_D?$
zn?n!9do`piv%bvO_*hRa-sa&XZ*RTX5m9cF)uxC0?5xRpy5*&D+PPJ$=EWK>FMGG=
zXSmLePpek1kKB>*aqA~$@4Ov3U$2|r+w^CjyWE!R7r$<o|NrsX?r9sF?eFY=`h31$
zPR*CA;c~N0DpP;H7Ojr2e%)*Sz1H~Y-0k1(>wbP;eXsue-j(iAd9%VSYoGN*zFwUc
ze*MhMXzToc+rwjaK3J8#uCD6vqSo&9w!iNBDV2&J<;+=Rp*r``gWYv6n|ELOGs*sO
zh!t1kk?IG3O)o6|qJM3s<dqYCK`MXGEs89+nlJLJH>Ij6rbNB<qD0hLrw5bWFGN_)
z*E})VQ~QSPGn>yGbDg(ebo-oHHg_lM`TV8fFUq$(m~iO9?)a8J$t#=sPQ(XptTd0z
z(EJ%#FLhLDMUUN)uiUo^tnWIW-?aMd{lILA*!EAKRyJ^*d44wRm6P_Asju9xsb`A5
zO_SQQ%*$&*%BsmmXZg>b*O=S&lCer8_f(4SsmduXmtV3)9bWV_TwvE^ITiEI)4iS?
zd{w;SWsQ{k<_x>57saaPwr)`Rs{D0F<<y_NnIc|uFD~=4I#jjk;U(v;{gwy*wCF9I
z`$g;5>Gf()g;FP1byhE^od1)l_44I2$L1xTU%m5{?z-%=yw4urC|wd<?(szFigD+<
z<<DQ5)@dp08i`-5G?6mhf9BE5gO?OP@-NNET(~8mu7B6U?W!4XW1`%@N(k2ZZDHSJ
z>2UUoD0lM4H%w-oYm@9f{{`**vaP0nPi$R$;wj|`<y=c0-L`%auvPWzzn8Yk;;LrS
z<p|N;-FJ`AT3Yqe`lb2NMKS9wM5oVsmse(ewtK_w&P5WtCahcHI^iwzqmuu+zZ~W$
z{yp_(4gc&@W*e%mo!K{eP0%J2r&ZI!y!k!*Pl}&h{p9)7d8ZWK2z}F>zruXg>5cy7
zhsF2b{X65g?B~qSvM>A;PWdl)^7s;!an$+C9E;1pX4ow~98(`qS8vuB+ZOd~L+Ts8
zZxYor_a5$BG+kv~%F6vFEL+1oO($F~z4Z2y?25m+F~67kFY#Y0_EJ1@>g1<!pK>aj
zWAxuo_<lNGyG%9q<+74+Hx1zj`<_3t3YT4*7q)$s{)*#UYu3iBzP9h``peTJ?v<1l
z$`(zoUbXw)U5>k39VV}9QF*t#_rmYD63y2YFK)l^D9x%dup`lPjqt6z(?vHW=2+~W
z5qnDOMrn@b?%uVD-#7HWDg44vJE3HYZLrn^H}BM-)-5hkT6cAFk8ky^^8FR?%fqT|
zn)@luqGfkt?c(Pt#4DY5lFvHod0i_e`pNdE-=E|^$$y$GvDHJ>apvlnm1{!HG;dEW
zzruZW<_@z}=U4i^vd&t4Yn5kIkJ$3m?8{ru-b#$UT>aAZm+!CNzs^s~5<9+Y!Be;D
z$r`T7d}<!iOAJy4t=n2EmIVk@&Fd_b=#Bhn%sb_-#B_&$GP&H-7flT~x6*P-)raew
z?p~R^*QeXWv#mCC*2+fNDYK@EFD-t-9Cm8aRNqfJUrRMRw;hsNJ7wO)vdxZLVoyy!
z=K1~9k$p+CUuwVjEn31p``oh&VP!pEldo^Mmm|1W-}S`en?k3|&AqrbZ~A<*(24s+
z)Y3V6zuUJi(3f4J{O<QuhNoFKmdoBaEPi-b?J>E9lYLD0H<wOM>^+r`8s>06Um@?S
zm%(|lL_4>`O=m9LTlTib^<s54^Azou7JnVxuf$$h;kaSR{T<p<e^1rlaQt<bWLu=$
zY{U1<F72FQ81Lx)P2pVf^rU6C6TFKIS9fPHO}%Wop=$M+s?TwstBM;VUGp2htDH_!
zzgcyrL-xUm<>7^Qz2rAPozedM-}!4!<(8%w1I3PBiqLy@*syfouAsY%^1|nbe$TwC
z_*S)q-{hCUmYZ#IKFi8qX#72<BQZPU)FPWL+xc(V%}et*`bkdeOwtOe;%&xnekkPo
zKU*;6wZh(N!};G6@?_fQ?wB%fY5$BPN*5QOTyejtsLk=5@WkJVJrBOF5!8IT;a2Pl
z*1voywM(L|Ja_P1ow#+@g=NiOOqb+#m8Blk<4JrRa4o;YaO&c=xR4{;5?SUg+P7hi
z^AmH$_aSM^9d%~fa_kE_bHSl&`My`;K8tj|yQayn47%5Bdd%fl)tb1CC494c!&nx|
z>v5$kuUK9!a_fWK<f&EP)@2-xT6ri&>wNk71?DdVdpezGF6UP)66q=Akty)2`(Ic4
z`^&qT*Oj+d`;~297dbQ5$g14S-`m&I&qzr4(c`4#MT?b`4;^-LZhGt3$oQ|$Y_;q4
z5Z7rEsl2|LI;O8Kd%vFgWy<GsuTMSJO!d&no*odDudwpN7n`qcD^H}&nRmHyPO#OJ
zl8Pd$TSZ2@C;I=4-Q2TK)9vp*Ma^S;W{FQKTJq&41?60k7k>CqX-`lKvw)u$Q?sE-
z)+>R<^QKBUzvh1KyH+~NisfkT=gqu+k}-*|XSv?aspI&i7$QG2Xm778UxJc?E8pAg
zzDnK<QlavbjZ!jdOHK*gYpSx$&4{e5y?ElIbNdlBRnhXZtJ0g*m;0<*KE?5?<4h%P
zUa_lJvYTI*2KEM?tad)#n;Yp{s$F&?GbnReeWh3B&83fDKi!lR=U$-pN;XKo^6B)z
z<%=|IQa=1x`gZ=YQ>D&}wRq*$u8z*SV%{rr|6iuiesS@|JRiI=TbGu$uBc*dvB=rd
zcx#Dt*YWF{r3028tUgrz^kuy3sepMwR%cgiU&iA#Gs=9eh_i5Txc_1?71JX}EXrn`
z6*0cDLfY6)b!A;bj#uH$2|IEVL(H=rleZl1u>0$IeNFDSg#Lu>tZbFc{}|sgi{_qp
z@kn{TFmdrMmD3g7LFd|?u1HVj-I7wn_3KLeeXU;scc0juXp1*w4zIOzTe9h%)s8La
z?)5J({#Rvsc3#qzzfKn#rX=5=J1^*&@5M`R_6zVA*=7ct+I(+)ZEXB{cgaJoMf}HR
zEb3);*^_>KO{MjcIL)hN%q))<E1lT3W=Fi)k@-`Ouvh%#WA}AhQup!1$9X#(Cnrgt
zm^e2wMt|xjb>DsJ50igRKDtjm_svqx3s2rA<qO2+d*=VvKOrY*Rg$&8O6;R~zqZZ!
z_Fg|pv!X*4$r-UL!?ztiHb?BU&HKyW&PcD~m$ixOo4Q9)Gfd2X;gspyQlCxy`0uNi
z)W6FuLDR3F4)B_IpyyCk^~=h6)f;s+U-sBomv~z*lYLfrPW6PQS-$q`->LKD-q%O{
z*>dgY^^+OvC+YD@8!udUuI$!kCy52Sb{!H~ykXszbvf-jD}uTb{a4=B%$;O*HI!fX
zEAI=w;_IJo{5m9h^u>{oYy79QE-uK`%(;0Ymv39nmzIy#Z(WXUGJGtpqQ<Ky8xnIz
zbRDa_fT(y_)?BvS=`*4)mwPbFE?lCOH#29~qcoA+iy_-p><?c$$;EEkwaDo0{%5;C
z>2I2ULjK*U<&7M-qYGcpn=Cd*WX?2^IY&0U*e+ERyqdYy`eeW?8*A5!z}*3pdqv-<
z-2HPR@$Fr6|JOaU_Z`kDim?8E=CaHV#cvZAYpfKW_i&nH>=eDM^yqE%@~_tNeVOle
zc?nl#m(|sxoo}NpUoiE0ifK>I4O_h^T2idqmdCC&EmXw$>Y<R(%{OEWKQia+;o3jr
zhfVY>mD975?jD?1$da{diPjC9$Un-;$r<e-&pvpk99kNGCS{wmS80UsTAky&ZfHf8
zd#+rf(0(;wrqtW=n@?8woLG>uL;KhDNjKHK(%g6INkthx$>vbGKhNHv{>R1#6ZYNw
zx$exFKTET=pILf+&z3FGBI>(r?dxB9>*roxaxnQ={`O~)%%3zi@2KXJ4tsB26;aD{
zB~|_8vfT$4-6)%x=dr4E_OdSz_a~X{Rtf%dX;Mmzj^>sAmFIWPk9|{>)%aU<rTy#M
zPrrtD@Rpme+8y;;<?vOVvZt#Rf9p-yD{uS2W3$#O-)U>MnW#SDoO#kHa~0Rx3%X+V
zn^uT9S4XD@G(YW2ad!xG$ZUv_-C*Hh#8kv|jopM*gK^S)M$P95g3}c@KJEQ?_j#4d
z!K;Zo_NJ7bU9TE<R-owsZ<EHsl1F#5vO3;tC+kQhvD_59CB9d)?bnG_bJJU;zP3sI
zTz7TNW|NlEvic`gY|{DHi-QiHbb1+eUFm%0VXcaj7hg=@FY@%m=gF6KU)F7EvP)cK
zv8M3vryRHa|0=J^rWG%qZY9_Ax-I06$?BuuTEAM)UKEkLEkM(6W3+ItX3(^xh|Rgv
zy@RK6y*9aB^OEbS<7=_oldr{Yi(jjrEBJcK)N7^N!q=?7`A@ZWNlnJz8{c}rto=0g
z>k8e3eP6k5f4#)@wCXk2Z7)yx_u-1Z!Ft>Mww|3VrtwQ4bB56ot21RApC-Mom@Suj
zn(xfyUz(NI{%vb)+@<qVd)Cz~?&(QWJXXI8<aJ-P#9?h{eeC(GOn-|Fecx_M(cHxH
z<mboPFH#r8JIp&Octi7i|NRLi>kpq}t`o}<6X{vS8?D=O@W7u36He@tyQ`Ua^Z1+h
z@{c(;TA%sXw{FGJ0G+Vxb!%EqZc_SrGiT?fmIW<IDfO<C{^ZVx-=%6ef%RPiWAB~o
zw^Y9>Ud_qcvqZ)JX|Z<Eml-yu;pH#7b<S)`7j#SPpa1Z={@V$^ESwTDWlnhTr7XJR
zQvd9HH|K*{$@Yf7Bhr@H{;#gC^VxFO^tP$Bz1pe1%x0F~(>GtN*d3s}<=dCaCv%M#
zE?yWewz+cl{DbNqoj=a5dnmi~%uUq*HSNc<T6j}GXl;{@TYqj|p?q=utAB@TIjpWq
zsn%C-3fOsW=LF}Rn=fiUN59EtPuM^Ibei?DSBBFpOzo7OHQo69=$yZG!hf9`x3qT|
z{Cf07^Wya7_h-~ae|c-jfBa3)UFpwRYxXZ=ZE?@IC^&aZ&xc1ZeqQRmbokcfTiUb!
z7gx&PUi#z8op%Q#8CUk5$*Wx1_vG9T*W=Gamu_3;wX*eNOpj%wW99QB#$DTwUqAj|
zaQ%_v=^N#qIAjT^F3L=vEK_)pd9uvLvO9~CK20j~*y^vftG+>(`%Q0!nuZ*AmrUe|
zhXpM^RZIN0r$kt@i>Uuv|9QFrn_AmJL5Yda<&Bm4pH5A(yF2Ny#OsL@O$;a1ik)<G
z@#|UBHAQ)Gb%<C++K)H09v(M{Q5C=GU3d1&k$q2uWtnGK8q_PW>3(+cd^Wvi*ZFf_
zG76o`Y-Y#SoDsh1xianY<&7UJlY>qNFP(HIDer88+EWLgnlm*s%(Z5owc<^%EfS8{
zAtNR@bILu<y}=6Jo__CVnm2rX*Ba|s<+Z7;w|8A@yX%(|u0iYPtvPh2=KI_9GM>rF
zm+!d$eY30PUb8CyJIV6%x%%-DA*MMzyVqR5c;(*X_85yT?RWjH?!0|x-IZT;Yj5&V
zUh!jJ`?iUQnd!_f_`G3<iE`eP3;*7gI~Ogsdiq^{`s{nwTb*7U4tjA|c7w5_i2L`q
zO9VcbyO;0Zw>SBG?^LH_nU8ZGD;;wcJ^puDw(Zn^jDMZ0kMV`JvGQ=sN>#V-yO#Bt
z|43VJk^v9zD!F6s%2&?ocjQd;oHpYX%d~{^6P|ooAggou;rUgWhOfH&<X=quk)xx$
z?$3JtP3QlW{xI}uZ9HD!7+|uyWh#%{`wz1h`EK;>oFNn{xqO;Pu&3JgxqGXgB*nW3
zL@xhuVS~qs71P}_yd%Gq^6KxnyKe6EoZ^-zbN4TJ@=JAk_?;8HuRmJfxxeFofqZ#=
zk>|&~LDSpaLe}5@b*1h10^#I~-y3IeU;MH&`N@w3k0w0oSm`)bajM{T7u}A1-n&l!
z7yYdr_<vKqM5&8)lBH0U%Aa!GE&dtvKX5zgb!hZxeOv$K`tQ~+eJ^BH&xb!}*A30*
z*`--kd}3M0Tt$D^2<FzlW6uhIrFcZdCG<1Q6Pi0gJtLqX?ttF13A{$!oZpn$H%(&x
zx#GB2#w$HG>2`OwCFd%%ycfM;kmK->V)PajUaj8hdc5a*N70Xs-Ea0!<FTJs`6xn-
zw`8uyPa&(<RugA(ay2@=RS4cHZE|*T_};43F>g60y_qPzu%vuDi=SLz<=I6qU4sur
zMm+1Rb-$yl^XLY5yyyL=eR7+#PS2~>UwNwT8|$=lA`vsT_{QXODeU%}5G!$XBYW8-
z*{a|d*UQ&_eb;dH+u2uYxAR`VYmhY*^Omsow+h$Z((7?U=EIb4A!p)lul^^0%kI<v
z*#Ei;3VIrPcN#5)-*NDq<L0W@`}4NIGR8waalwMdi3={B<@>+jz=TByE;(o#Xtg{%
z7<_SK<r;U6k2W9O<}ElWDL3opRp-TzSV~zA9$52SZkO!Yc@jcQy15~LoEGiaw(Qr-
zDMvOPwskt|H)BS?)D3!$o*Z7AESQ=;>0JC6_j|(0)R;r9HB6_fc(nH^>zul1nUgR@
zS&_qBVyQ;n-W|DmaxaAB966*KWfb=qo)CFt8aK!6$EHIcI$FIA1ms%2JnhZvc(P>Q
z#Vl!sMXa98iJvC^_s$FUa{1cG=b<?vT<XMX{t|}>6)w?rlG8eC#O^RpTb^Q;#{bwk
zuf*&9$>VdLEMd8^Fm7RtdWmk3)yYLwvXzJK7CEbOSHG9wz8J&zbJr$EVXKqjJ-bcp
z=Wh(WS)N}}banZeLq>P2?^dsitdpBv_;k_1=H~_Rs$5(jxBilIy};+5r{7u{$g^88
zW{pl?knXACz@Q434I*Mff-(|PF5eCWxRq(1$>RK!Ed1BU{$xLYi*NElN5L~a34%7W
z80OEDb-x&uG2`s5<OQiLbC_>lx;anQ#xR2G-a!#}hlGq>B4!h>xtq9p2*#+d`By1;
zabozJDOx9u(+mvnROjoSv=0>etLl32#FR7V${CppU(c3qnSb4={o4bx9qxHc&aL&d
zc`Z1Psd%zbY5x7K#p`EGwyQW`X?wr+`rosAy{azudb=&(m-61a=*IH3{->XR{&(MP
ziOAtLw}574;||qL`_{ByIc(R#%Vl@uUqV=HZ$R+Uj|YRBLys-Fu;Iak085`F$34qG
zZsOC|)wv_)_$1wXdxWf8);-~{w5XY;YF)4MU5c{qom%lVFsSs(M~#>58gGIRT~a>O
znx*{yS3#N0oK|;tzBAu%T%G0fZc*Hky;sk~?={SeZ#`YLCjb5ekBu6UKNhvjGtLVU
zUQ$qE-oM&e;j!bk(wp-(Rl6VAz2DGnUa-aL_TSPGm)2jK8@~5V*mbRyzn5{^w%;jP
z{Mx!iYVxZxj)#FPKjX6h`E6R1%G{jGEPG99^_Ck^`MI0kZU2`LD!g{-HP>rjJpxjF
zkGuKsDLq^8_X^KBp*700R=w=<y_A@KWSyp_sek9Tir=NH<e85O%qv=D*kC$y;hu{J
z-s;@?%iA3`FR5$y)yl?6@BX;_xV-$9MU{H_I~mD6tyvSbbi-a>RV&^9t9g~$s->@#
zN^ONU<T`{&hv~cR+ZM3p)ADT<+3(-3lstX*q*MQYzH;wq=HE9uzuxzh)L6*!b>*yQ
z^6OlGJU>}EZO@85Qxq=+oW8I^QS)EhoVkX#qGoNhNRB<$d`s<b;(zt6>VIDwe@iz>
zX9;pEa}$)anf@`dZQ8?*&ePHzKaxHMT%9apt2WPn7TfH3D$n{B-EMBSK6>ov((+A?
zD;&RlnUHY2W!}<*Yq*qdDT-P(B_&;c{CGl`=y9*d5i*yyEnm94JSk$ObcYqEaE|PW
zm5ar1-Q|q5w&ZH4QP>(Br|!PL_|qoqy?0-3_A3fle#Eca`s9_9FQ!~R`DRH;*SkNi
z`_8ZYwBzZ7>3?V3o!WmlMNRF=`WvsF&JXf>$dddu-5{66VVUX7nxIW*E-Wd?NOw`0
zKTB|;pp&Qd(%)0QOxdTG^6Aqu&DF(R=5bc#$>|xnHOnXdU0zmPKiObI_`xgd-sMmE
z658J*X<c^ah<E#%LQ!ww_wT3G-}`hm&r@qpx>MN0Nn6*2ouB8ed2EL31uOR{a#E63
z2aT>SdJ`bwcG~WUk;;pX*sDjD@LpqPHmSF_XA@0)DX5~RYbe}0C-c&+KbQV8@2p{F
z`g8l)I(utA|F2(mYO8!*{!-hFi@E>fQyHo0Ww%m9oeqhFb=|$cr0-32U9Q@)hFyR5
zPTK8$V7*_(mPP&-C$W_;npF4x+ri-JF{*#|1xD<D?-tMe;P0KM7Vo3K^*-Hx;r^ki
zdoOKYB_g!eEqZCv?;RHk1&;=nduDGjowoZ=d4&B0z7_0i<$u&Ku3KCyop3*;(zz<Q
z`r@aq{Z`kDCT}~U#LjK|rTd8!SMZk&`>K30b4u5UNY8LtzEfLn`TH3!1j>J;9e%ty
z?AG!YpUxFMK@#OZB0MwVIIP?rCKmh%x_tSN-_GjAuVTLcJMrnx`r7i@zqebZt(j-~
z`kZz8*(hDr^$AgPtKak6?~0E}%G+1}`PtX+dH2pde;oA2uzK<SvRiLn)J#9MrZH!W
zmFwKqr*0}fW?s$~)~;ceJ)wTl{*u-EU+VLIk$<TF^ZkTp)<z|=i*>wbtu>B(drc;L
zYv{&fI$V+BO1?aiBA;AN{1Z?;;`j2#tixx&PF`{}$9B%67Y`b(BV~TZ+}-B*cdJU(
zj&#jK8A(0ApH-dtkRuf)Z&?*ldw!zuvHZ<Xzcn)as0^;Sz37Pj_W1M1OFw*3TzXV|
zezo8Kz?(~!+&8WDI3K@DG^g<Yi;dQn65-arZn{<-ytsrlTXUM<#Dfzxvz@NB+`anp
zoL-pi8Ur7$o3a~>3-T|8Ywl<NGiyyMOAqe~jvbfZubbd|()#b$CK2~n6TY0DeERbA
zHXYvGhChFWWWWEiFlym_Rz~F}uE}hwuTQR=d#U>Ocb``??-(ylU$yS$m4xh|5C`@D
zPo6vxu{FIp(e(KLt_`dYKN~$Oixk_p<n-N#<z+YL?Xgu&Fx+ig<a*_nUVq8T^Ouw+
zE6I3jRtom*II`ym$2ZAo|Kz4ES+phk@)8sGkeawCpJ_L04*wHL-8e^Q+T5d?geDce
zIdhNs-G=LKoLxF{+GqLaEHYky<KWSIT)UOOmE7Ao#d7xXgo%9<zl$tder(1urHHDc
z^-B&dF<fJ@X-=ryzpmPnB}<N|sCv(JX8yDEoT0GjGLf=x+Fgl;tqZMc*#8{wm#ER0
zDZ6{}q_gHy*5wD6U3H%P^P-QFR=>Hq+On!g7Y&u(b+{%}F}$7{Gh>h1gT5!zC*AkI
zHfhpdW)ao4?~gqzwqI%fy|Z^>EW6QqWsOHCGb`s<J=(}6a5|AM?8ua$Z8K!kjSQ`m
zmKI#9Ja>WPNy-_+IU;6(mg_wBa0~K@$X-;w)L5h}t6_5K;^y)=mHV6Btu7fAIPY|v
z*qKzl#-*>f@IW8y(G80vjNLw!)tTMr=)OOFrcIU7<?QD>^G~%ttc-Z`aZTFe@JE)4
z-lp-z5r3W7*h-J_7X5g)vSHu9#DBGw8xHQ*S1Bo(9UuSjkkN<3dM(Qe%|&M?Nc{B+
z*fp;*$uz(=FWbVbfvY}zS)%=n!%0qQzVmKc>+1Ze`M!9%&Yvf%{qMbh^G~<p(T`O!
z%6fBc<8A&O;g{bXQTA-b#<`C-^?um!Ad&gl+O^fsraisO&g0eN;mOfIyXfEs>HO;L
zac360e2&hXS|z{cv7LLHBb)ceRF<#YdlWWUc=Yov*RWKYqvY&#I3lG(<k+H=)p?iy
zF5YpVS)-^nrFKaS*Ci26_d}7n2ex(PTWidj?{wXY>F?h)H@D?1$}tn%*0g)`+{I76
zoS3ljA@kvDt+s+{)7y0Uq9wQ4zp0qvmH5p-Sx4RHVB7nyulrg{BWm*_y8k_LF+G#>
zD)`OEQvWGWZu@h@f1hEo*X^4A#wBduKm6LI%F~xSV?vh7k!!t<D-LSfR)6u~p0+OM
z(`%9IFPm0)hR0W=#@oN%dVQ0G>fW2S&vu>Jal?Pt7YWNPzvsSr`|P`1$$gfeDu?IQ
ztynU7F7JK0PqPj!C|<UBx2?tbV+EII9##8$tZuvK-oNLz&V6k^uXnmu<kBq~M?THm
zbpJp5(wp%cQ?;eP+zrzGAFN@<R(w6{V#K!pY!AiQZ@x|09U95L)%4Qtr<&Fg&&pP>
zZMQvP{noN{$;V3h6n>+oq9z%~?xrmZB-}Z&n_Q<km3Z?<z1crWy3of$`_zTM%9TB-
zW(H+!uOITi7OXiMYWMo!*)q?x-oGq5=JvmyYN~(gPrdeGvh{WS_(yd;!DhG1*^Zp~
z+vkuSBFC*1&9}mLdqIC&{;eY|58C8z*+!pXKWX!B!_Ti@H~(g4bo$u6vfTgL>g~%`
z+fF_-^WJLrpbDeisX=AmmA?Ca()qq6`uVYqZdM24R-c<Tvm|A`^=rAm=AUYIE%Vxb
zZ}w%I{G@<?`qMJHD<<#%*j@9n^_u(h+`nwQPv>tny|L7A)4X3-dOhSH?CW5AeIk9|
zlC>{?ye)9>KRa9H>(?aiw-fF!$V%mFWoUh%6ZZWQ%QxQGuJp@|2a9ZuYW81>crw5H
zhs=fBOZP3~{&}2Hx>4>xfr9J~mK`^`FFG(*#4&GM(9^j`#&Q3G%wKj^?4^Pmq%@e{
z1suOPx1wzNwdrafORj8XN?oF`N9^VI%;*f!L)jnp%y=$3<#YdH?hiKH4{u*BT(<JQ
zkJTlPMDa_?0snLNoL%s8MSY*qahtXR@hP=-^YmF|xvh@fzNaDhujzBgzE5`djvStF
z-f78tCO5{@jou3K=jJo-b2*alc7y-zrlw!aja-37pPqO>53tP$zhZymcD~SGH~U+^
zTE2Cg{WU%I>DyNJTStDEvfN;QlYf0%-;SRqXBH|J@f+6dInU@&pDEAV6mw@!{HyS1
z`7#&w^j}ziw_(+k;BxMn(HG7&zAB4quF#vHZ_qxYNI&$Xx&hnmmtMK1xeivIcN^n1
zeSh^OZ83Sp`?J^mr#Q2y#%I@s{7?7rJ}Y0)c`96_d6QRT=8E5@^XKfy5wPcfY$aD2
z{j;YbW;(;v2?wPXv~B1AnqE9J`A&WE<2(Hd`Npp#k2P8evtB4azvEKOhx2ZcK35(~
zvh%ZksF6zfW${7ggH3)jztj0W0;#!*k++im@kntUVfft;8gsuPXo3Fu=3lud@`ZnK
z&3(A*<k#lcZM(u>yvn#&<}ZIFCgR;(W8;JMoC3Th*W{LZ?|sp;C&q5_j&q-WKGL53
zTI{-{yr`9J?2Esv_sox3e(R$36*Z}ow-sKs=Ka)|U#?NkxV&gb#^t-8*tbl2t#jR6
z{%O&}UB{j)&lir1y0UJ4<UPwttp8XRzP{ip|Mlde-hIC1i_a9^(t44}9lNB)N&IB~
zCD&I>7j9qJKi9*#ehPoWVWZ5JrJY6w)07YF-o_kzcwzm4Wee9uPhC6VD0|8L39s3M
zHhp3YzPk3A;M5!0ufj4Ha{TWsW6Azx^LWbQznlM?{H<qt>0GMq>-b~Eug1(p_S-*N
zF5JFB=D>%*CFTs>je663wjDE?`}V@|NwLaSj3JtQua;Y_*nY`{d1^tCgI}hH{OY;d
zZ{B%L**|^jg|iatrN0(<P3%8lwn*=#^BR5zefg3KYg;Sd=T@&K_5b>^Rr#sa;kSA#
zxTJb3w{zd%t$B3x`GLe2k1G%CtjT@wEpiS2hKmQz%GH|oZ+-bZyF~wmuHD}^3zo-P
zy;y!PP~SRe-?oC^de_9x1aEnq7XN=|?Gv-U+a7t(f82V0`u@aikM|32dmMj=@BL!V
zdzEt;pD^6icr3YI_NMN81OJ4+y48Er-(6#$wfpJyvv+SreNL?1^>fv>yL-g{p38_1
zo^7+O=e+v;s8dgmTz9>1wQAXAk@dE_qo26`O_G&Wf5VW;ZSa5DMU^SP)#Af{+Dv(W
zbWgKQ;JwmQX|oo}ESs89J>gG_daR_cc;W07XPhNoZg}};=lnfEHu6jV_<Wwi(_-Fy
z&-vgizt3C5E&6x*FR6W4dF=8P&Jyu2deJ*O<wCY!tgs8)BOm1dxzz64jL(MCj+V^#
zyYTRE$@U_l+B_%u?_5>=7u3()&Y1V)@8#dYOSBf(+wdQ#+@No;=Tn4k%0-owlI0f?
zPc%(mxmW)WZ;-vyztWQ4qi*HVRtN3=IvHB!bgsyjj?F3L*r}bg_n+YB#jI9l)26LV
zd?xSoU*6RBr^>Sc?q}lchc_2=g+;%RJF_&^$xd$9ob&QKTMzB*TTq|eVt<iIw!R~4
z%i1kY*-iIq8@4`R?uq99Wi<Df!XB@iSymIvHBKqSnO}0}`rooXn6KD=zJ8Uk>r1{X
z{Wg1e5B+!E`zbu*{o5@(+m;--<iwxxhnXwsPNomTu4;uxe=f8Ald5WES33J{p$=zi
z%;C#RxvE6hPI%C7WG6nw-QfGXg-n&gH>YTRkng)x8f2zBRln(;?BQ98mrZTfr39w`
zl;E9QFaG*`&{em+uKPIFJiZ?^F^K1%npU{fiWoD&KBjjqc1`|w9fhx){IFTi*)q;!
z?}6l{O1YMYZa!OVGk?Y7a^oiFNQa$G>t$V{Yais^yRq(U`J(XaPVyDif_eAj?p@nf
zR(1PF_*>z>Po6gUKe2RRop9Mv;jHsr<)yPTwKv55VyUYT)=gP`Hg-aGBKw@{cI$Lf
zPB$ny1d3hyyCBxFpGltKJJWfF``WfI*{1xp$xyy8Uf^;5P+8-npUwy59!z*2S^c5v
zpVnU6DeKS1zI~jf_x0(7O$nDb`_-#`y6<0kN_4|v%V&Cgm2x*Nwm6(Ra8BFVs^?4L
zgVzG#)|X?wL_hT@{hWX6OZfr)<#T0Z-~N6f&3~bzo|*l2U~}-9_3LVC|K;EMZqInE
zT(Ds0g#T5q)Jk4N|9G<Nr&4vBUh>&zo;Qkn4+}4sP(1%z^M<*fN4(l4>mK=%rQ*{o
zkC(K3wygQs_xP88;gsl`a(1>K9M7w=w-<5zZ0svs!_LRo`#R#<{KvUp=W!-$@E2)?
z99y8<{$J+$n<-}%LzVZjo!`IAPbT-H;go|1KNmS{)0CO;RgdqbfokE2#UFB}oUm_L
zJU8Ze@y=7ebHYD#fBg8e^7uzaeNFv?a<!cED|wEVEP4Ap=Xm99!?Wq$|FrzucTOx`
zX7v9*%bB^?8}}a2{=fXI!+A-^a7OEc%d7eSx!KlSW#4eTra4coNLRVY&i{&)U>Qet
z!RurX>Fxrn7yS+*m$V!=N?FbpTz72q_r}@-RjSk0efTx?Vh8`%54+^PO`HDg;qw~x
zhi@&aD}T)OZmbrl<8GK{8PBqp`HT3I_3ZJ68Z`~qUORji&}Uk}zxKU?9m9cL_iyoA
zFfEw7wjeob^TB$1gZ|&j^&9#B-d~!2qyEqCE5&RMs)wGtR9nAO{FnPm`h5KY+3!;O
zKK@sKb=&(-XVp`N`R_~n%Btt@zx()y#<9=*`hE=d8s;<geoWc*Ve!M$T=QrD?vK;@
z^OnEG{^XwYuBM{<Gk>qYQ~vCq_KUqq^S_(jGH%y<^1J4u-hHb}=eBu8hA_HRFz$A5
zp7=a=%X5nye}Vtzkq@HRJ^3J468Eg}C)>4k3ODXNzhV4Lf5C5o{^L<;U)N^Z-TtL6
z{rkD;+y5s2=C7OhzuC03MSQC41Mm5dT#rA$8K+WQ64U)Z_|N5Af9>N=pWooNJ%0KB
z+dJ~-em`i{P-I!ce(UXz&GEM`^8Z-=!~W;a|CxIh-@mB0ulI5OyzUD3{YS*#ci7wh
z-~6uf&rFFk=JHl&cK;WdvAlVT*5~B=HD9+bd~B09JOAE}Z5?e4&b3o=mz~?7EO~(I
z{XT8h#5Il2rq<MM-V(I#so^QtKb{}Aw;g&m<LJDt=VK0TJ3RfL@1MC(c{^U8vYS}G
zNBrpjCFf<oPW%1*kbTP;m)qe<I(`9W7vwn@w=o*uK4vw$p8H{4=&@6$zwi7s{h7YT
z>*>Zno6;BEcz*T6U%5w)9qb3ij%VH0Xq=zj@wZ&~+xqwedheE=3Qn(C=AA84sVAC#
zdj1914WENIsILp!XCN>7zF^UYt1CY4br(#}&ffbzDCy_T3ICYuzbD&0vz;%!+&xkD
z&&*?4tWy;3Iai!}bb4aBk^SsRcF*e<>ztdgc+VDX`}vPvPo1WCZN`DJ=O_L)BrO#$
zW&BljKR8xtzROK%*7rpp{f>ElJ(X<Ix1W1+?n3J|)i3$De<jPhe}7q6GC#<9`|V#B
zrMT^#`xb}R?ESQM^@P2@_0RqL5t){?+t~Nw^FF)AjClPUSNA<T_U-GhA3Dv7vjgXq
zJKrn*w*PBxfM5Os?E<DBzt*3(K3jXQ`25j(rvE-|Gu{8#^6%d(z9$8~R-Q}Qn6~<#
z#_{+qu_tyUN7s}(>a8>W>122RNVVJ1`<r8**RoG%Z>hX|jAQ?T2E8K{y${mUUIldp
zy~>!f<!H@HUH%%i!ec+CUASp=&+q8xdwSPa7jO5TZRl>l%%D*1=e~;e@@8@Fh0FQ7
z%hPlp>Euk=Ci>ucpIUFzntgVxXV#j{h}Vt|6mPG1pT6(OQQK1<3+G>qyW105xBT<e
zvrg$wd)~7&PYGq19&1{%Wx9CrkKN`U>-+;0SBst4+vnC{_i6LawHKmKxbKUf!yotP
zbhe~N@|W2Q*84k@uXEnpI%UOLM!$e5*M$Ei%Kowy*>nA((M$JJPZPG!Xjf%TG-+{G
zI~Dq1=HYJw_1{n5=d8ZJ`Yh`^hx#A8*UqoBn|S@R-t@)X?OR$^EAI>cI<#=!29N5y
z-ShWW?2w&s{*O$7*YO`G6;DmSu<pHW?xeRDuJSRQSJ6*Vn75xfM6Yd)-|+{14EoD&
z$~KnxUA8(jTkf);$Mcc^cZJ#u@mn7I{5*H1&v@zba+XV%|BK%$Tvilp#q?6M{_?&=
z*~Tx4{~fK*sXV{Z=TP<P{+7p!`W$|_%HC%D{e|U&%(oT(pS}ube-&Nu=f1E7`xdSW
znZ!5MXEpErSbeW1*uU}r85jLFh8q3euQ&ei?GTr!<l3WWeCKz*QN?S+<;s7AU+kQ>
z%VK@?_T_nu`E%d3@6D~1x^YwQ-0i+yciU~hcJ8{!_g$}FKKb6;v-j^uzgP3$eRtx5
zt@Hl;v3$Sy!R-<*wPo`;t=~PWm9FL5^EU6z-?O}O^H1(QtbMw7URCT3^;s7k!ry;R
zUH*n?uhu=$kLA`8t96A0m*2U@H9Oif@$EIO`_`{_@7R0!f|Tm~N2WgtG!7s8%a(We
zXq`}5{2TTEs`pk;=U$Q|TPgqXeBiOF7l{gQo(a7=^IG72>a!2;BhU2Sc|PI(@`*Bs
zu4f2kmomol=R6PCc#S{T%F$56KCHewEMxk|_ufZlJzwtc`lslJ>>t^gexG%|U*`I&
zY%_hO!0W3C@w@W#SKm#Tl_mD`=ZbiHt!?ide+m5vGBoMAzWlpN-LlKK!^>yO$UXfX
zWB4xSUv$Iqjws_sZr9lt<1Qpzh`3+Q?4-6n(O)lkTE+7ciSv@I853uOue}nv{m}l3
zu4$2~QLFt$s=phh-p#zvUGnt({4M30-h1aAs;w@6D}16<ttM0dX}a>h&kSGfc12f;
zrrvdLt62ZkmOo?hKBFJMw~6g)uh+hKas9`ifw}*BzxOOy%a>no@iaSq_do7i=k9-)
zqnWd~`{!=Me{%jmWMx;Z_x)olS3kY2NKg3Rb%tF&`-QS!Cx@)q>(YGn;D^il3l2_`
zF#6K2G3$5wFOe5&->?6W>~oC0TFp^>N2cdvC2xsc!27xPAMYuC7k^-J+-<{Cll7jd
zU5Y8MzPy|<oO$ZJ=YMAIJRw~6_km`-&F)*1?;p(-t!G#NXe^~4Gp|_MFunfy!?L0{
z-I`za!S{Fnw%$|s`u^qm&pf^76aV>Mjo<V5y~oer5C846c=mj^TtWP~n$yqS%a_di
z{`XM()AxU)_k0P~uWf!U_5G{WrM~;?=e(?*X8e2Oy~<~cm)C#4G*N7O?ex$5A(`Lj
zo{7I$|NV{Mp7rf>KV7u1uYX`WIeT&3{ymS&EtbE?{cxGD^6w3Y^E;L9>g+rFQ+iA7
z;jf#2PX1P0%_YtGA;0P$R}|AHRe_iNv+ZB@&tLRNx_N(Nnf8yoqrWC){7do7@z?BO
z&W(H7_*3MAPyxpez6_RGDQW*y{;{qOedd2^)i;ss<60Z-f3AN2+AZ_@!h631&PQBf
z*Iu{3?b{))j(n+qY#(lVmN(~5dhz&tjqac5J*`y_bR+UyY|WdVtGu$*d~sgJZs+eO
zFD7&U`qnF<A3wYHYxU{B`NsuQ*Zr`bQyFt+zU9B|zy6lzhJT;+o?-qcgJ+i<-|u^}
z;Q4LaDTP(D^9A4jld5I;(rqhn|5A=&{ijFiC%$SwVAviQx97p%w3pHAqK!%#n7>vu
zR$09|cs{P;@x1r>KGVN#{W-C&@u%i|_CL4f`QCZ|om%sS>$B{O2g`qDUD$rW*!RuE
z9q*6cxBt9Z`d@GE%<JD&Bfls9-4!|Kq(sfy?N^+)bAEeXIjd;b`SiYTw-Wxz>il1(
z;gY??aMNtPV|A5NAMwxrvhb%V`>Uu&N3-MBeEL!M?DT=|d-*Drzm(r9mM>=EYx%v<
z?n=_V=U=z)l#hPg_*>fl*UGZ3waT3S64kLz_fHwzb39ZZ*}ZM;QMox6x!&n_m@0An
z{#aSUU31Fe<JsQw`}*hP>R7%ia281}zN5BJQdYNs<>!xb(}o{v$3M@#<e@v&P3!EV
z-%{tz_y38$f4*V<f#0$<=Qb|ixAtLbLH&f^uAjswDCczT5v-1>IQNNpL9%T?%7xV%
z-PbqvS8+V7Qeb>}a>3_DZ2>>_y+S)!Dz40~6MecWQN!DH26J`hQ%(M<dw*wb++KH^
z`KE)c$MiV&eX3K`|F&%T%phH`Pu%9b@rRE;HajZCuPb3GjqxzEye2KzlRlq8?EJsj
zIof}o)IK|H{31l|tAyySYX_EdvE~_-uVj6uSJoml#qiH>MPr5o9=m?ly~tcI-+D8v
zkKx_(=j-c#=^gk!?~eD?@RjSUq@QL9mdus%J-k6&<3iI0zW(LsHrW69{d(g(+ljN^
zzg_m}edo{ZM?SI7E6#uaa|cKE@0GJlIlt{a@?Ty5(d=Z$rEBNahfM1g&0hXv+PuQ|
zxvP&W3*YxoUib4)%-$(^*US%0zvD2yA~$g6_chux*1zWXE}HHnX>#H-?^MeZj~~yj
zvFmBe&9JV1I;H;dvC`A8xj+5sKPC8Qw)ST8`f$bhhxcC>+Vh<8IWzZOqdg2y@7;g*
z_j0g|?EafS>VN+YJN`X5y(<2T|NXQ-m$ysRcl~dFA7WLv`=kH;qCdfZ{NE@1dssX3
zQ|nKg?+bUzUVU77;}1hcq}vSUT{(|#s$W>D@?>|MRi9<G!0YD8LVME}ZS>%8{>v3y
zC;n^um0-C)pG^v%ojU()_3giN4;TGd7rY~0>%CF@qcXpmc8^DAKK&_6-^!Z%d<%2N
zk_}roth~4R*6g2lzBd$RHynG*v)%EH#Z87sWo~o4uPM!YveDZ{=j`E}9jp(PZ0zqR
zFW<pCNxdmu>5^Yn&a@3P?`->6$x*Fp-EdmK{uOJ^gfFTZ3ihuv+rQ}6hd<tTmU-W^
z9oIi@^}OMCGI*UuyUUH=-!*F9KEA(px?=o6`=8!%|1UjH-gm|DpMRa=r#;u?Wan?+
zd-!Kh{cHaEM19waf6tEYe*dXXdhJ(%-=c}-2GcgaJ$L`}p7e8-Nqh1ZCES>D!~QLI
z%Bn}nuWw&=_FG@EU-#q1PPvZKS*JfrCu&Ph?XXICyr*h8=l-_$?|<A&?0z2GQvUw=
z?bEImrK^p9ZIgQa!06xH{pEY>+xF*weB{V?FE8Zk>-v{g7yl(K-RB+k@qO$kS+9<u
z^;cH=XYMVqT^fDl>4qZ_VNtq|cHKJvVYPkf&-lV`R@HO&o{LLgzxn#j*KbM*aDV;(
z^r-%m+=a<i761D;3EkA3UGKYKE>GR{-`kf9>P)El|1M7d)8GCK$(0?I|3BIWt=Mm_
z6D-F2rA>6x#ghDpr3$lN^JYKs_ui8@*DGVGdCo!&t7p8?nHs@+A2OIti*1-RGs!h)
z)|PY9&;EZ}dsTYc38nU`!$!T+llLaJ9(rPVZ-W=-r=a|Z#Tq{q^COnWev-?-;beKL
zCjW+4=_$2*3x`{a%IY5qDx0e>pKh3z)oQpWD=hSF(<`pzf>7VmP~XVh)T?Xq+z$3g
z9$Rth^zv)x4BbM{tXwfOJn-Jy1<N+&99ytT@~PdlI;EozJpUdGy>f<e`NhrAe&vfl
ze>ip0G_-itvMXtGPF=Ed-+o8?Nb|ZyI}GRfOfBv)TD)!9nmtKrk!MR5XPuI~ogQ+|
zDC=X+n>D9ybrmI-<VNPQ&Pbn{9)49Kv?3_kXWcC8)!UYBO7h!oEP830S=;@#D^t#{
zpHsTiFzM8kQzu2;!jnU;s$3}weEMW%sPU<1DUz<K8hJ&jGYxm;yjxTB<>-rh+x_zj
zuf`;&-DFCBH-~ErhwY3Y)795jtTj5N{XFFS0cMj^E7q-ad6Z(al0kQNa!B}<Gi%m7
z^_{=Pp(KUv)tsZ<2bkmBdOg;zTd6hQdgrw7W&c7<mc;Tdn7Uc*{EX<nLc^Ng6|+o}
z8!zrOI=o_rC1>jP)3&ekv&C<ou6&=Z_3T4j(Z@Nf4k+j5NB(u~w+df0?N-;!m}#a{
zS8Uyr^>2-2XzJ7D+zZcKF6D8*y(8r8+O_kdv!{fgd7R`nZ>6a5D*x#L=2a~`r<TgZ
z>=lr54qnMrVi9^#XTdbFfUO>qJrTTz{=~I?@tU|;dY;Gyo*1@Xr&~`StY2!W6vi0U
zc;|D0zW9Ib`%+IdobNe4nA^CeZ|j%r>BlopU+q8ES@f*pwaE%~uhR?Pag@4APBoGA
zU;SZE*Rlm`diLu)^+_#pe!o8B_{FWUuaC_M3tIXjTrxmAC7@3zz3JM41j$A3{>Rkq
zxe~d^h5vrU5iP;TLdF>;PN_=IR#u7yZFc2s)2LqcVshiZ@Ph&8gx;<a*}41gaowNA
z`wVjzDk?p%xp?igpnT&#Kf$8s{=2&_u3O}JZ(oecJRi{@9p~sx6T(!oRtfrRweq+>
zwhRAq!dQ>(*dqO}2Qx&v?@2gq<92w?W&7#G31hZkm*{NQDA9LMmG(wm*}lLxh%G3~
zWp>tHqgkpcFFU7qPFm&q*0}XdZP0v`Qy+Ry@Z{U4Z{2$6@WX6(-`#tzI`N;r_~_&!
zzJ8l$-DSm{e@f+T3g?v@WzE)B3DQdobN4LhlT^AQ`P0~8C!61=ZNJx_p7%BW%ioZf
zPji#wmA{-epJw;==W4kv*WX^geRcm`iI4Lteg$d2`utK=|NiCcMN7_z+pZVd{O-NU
z!Z%w2*MB%SrSEgA_g1l=&$#^V-KxyJ^+vP(`J6_X`sL1dZT6kM|A(n6PkQqX1&6vR
z^B5jzJj`Qw%{Wu$)8gJLhjq#986Gnh@Cwe{X?<3W<=0n%m$C0p#Qy2oGgU2!UnM_R
z;`HS0W>#%axNa@p-=0=3zUAPf$~Emz)x?f8=t@t}I3X>?c!z5Z^E_q~lML-zwiyjN
z`P0nJMAR0wv<CzPI7-ZsZ40w=$!A_xP|I^?K11DyWf~b*nR~<P<Nh)?X@}J@#5nG_
z-FWnX@PXS6UZFeIGy6EWWhl?fRq?#1k)N?a{T6r5r@vb`COp}#+3~S{(;m;b%NgRE
zB5zBG%zCY{;dFVBphDnYn>n)>IFGJlx~(;7LT!Ze^><D!hoy2Gca}Yg?{m|4cb>NR
z)Yl!xg5?Z0|34kOz!CT7E3f0hruVDb=GgczxF|O@nnm-#!>QU&BBwZYesa3Na^d8H
zj|(P0DdG}%TVld?vsiqwUB#wP4wf=nb2Y?I2pVK`eiE>3OLE<|leckR)ibk_cays1
z_@^y)nWkXb@X0}U)4d6^Gu}*-b^38yYHi(~+S5{R9`3AuBAqh#(1dKmB3CuGw-a+E
zB4@uiIm0d6;oT{w`bwT%mTXC$F4B@qY`jHGRx`4SvYd8)YSDFI^UETe)@HF&oK1O?
z%mWl()b_qC?DXCJ^fv4D+&uvy_6HV6F-tKs70>2c^NGP`?ezSE40n{Y;&0Blr#_wQ
z($jNOm^~(ZRB939T)N(Q1>fSZ_KB+wdt6-@SbD*3QvRXIvnQxW@0+yh>CY`f5$y)y
zt3R-Dlq~01Qg-gHru*qYfu34(my;8uE@$vQ(e2LS;1s>NNa`<hG5fp5=XOjJF8sK4
z?8J&YtL_$wU!1z;*ougA0e2Zn?<%`jwXyXG)_8n7Q7FJ7?z3mk1%Y`H@e?{M!k@S#
zU3z_~PEX~f?Mr66JC|;E6#r_Q{_gXo?KW3(CVi_`YyG0P{48tXrEra$MPD@6I(tki
z^VUD~+hdB|#Ig@z9`fGS8(F=k*g5TyDN)bhzYxpoxnAwvgff$+1#iEbu(*6U=cR9!
zl2*;!nR(A4WsSLj(8TBoYI_xI{R=f7#V=U7;Jml*6rNu)86p{zL%i2F*=c@larB$A
zt@@?+CF7W*OP4QQzClLatCzQN59e22D|LU9j5#*<9Ogv?mOV1Q^!QR(m*chLQkRk^
z?AmE)YigKbek%Erb5O2xO_E2W@2vyJHVdEFGSBYO6sIM<yn8DZwWa473YB|lFP+-A
z;$EMLd-(CgMSf9!*XOjSD)a7czIW`fTVw1lR<@M6EkCt&kMA{?6xzaGz@WW!w$zk+
zUs?6Obbj|<bacmh@r6NmR=ai-Y~OBctLMbLR62u2VPQ|}0i^`P0^PDk?WNj{s~c7~
zX1jRl8i+smy*H~Mq<OKF%+)3k@n8j;`_>05#I~MiwQ$$8@H!aC)fWUN3Z^tI4k`HX
zZ5oIYX<W=9<N82D2t+Ws3tDusfQSQuDi$&i3K|YG^0h-Kb_<!N!;E|&N|{~8^1%s4
z_dXE8XHj%uqB4kJ?vpu~*l?JkosrMEK;nVHfy9Qx0y1nCJOvU>hxz!dE#5rXzzw0A
z59?XHNve6qG-t7-%-IJSZ0?&ugt5h}gBNu`1W#XD=0CH_`h%wvZt_q2n{ZP<;#+g7
zJ&4#36?y-*YOO#U%hpH^9VRj6Iomn+_&&&G%AfooSLl_g_=7!PAFN<^x3zf13L*{$
z^7mDNiGnNKeP16$@Pi0_i)+ovwjg5fg9v?*a=inV|B9FX>2G)2HLZ7h!rG}~n|U0?
zFP1myE$L_3+qR9f%G6fpMQF*~1>r&Yj?aU4Ezt145aqRHL)(#ij;w+PjLHq24p;vN
z-@1CltkC7*%#DxlO3blebVb!SeeT;^N1}y=R3$`2*7x#i*)bG4?Ed578K7bzdeUsg
zbccx(y0jF6mU@LQofM}O5>>fZ?4?u?tLCeXr%Y|9I_L2&S{`@#d)nKURr^Zk=I^`t
zecw#;d6MU=YECfBW6)|aZBQwaZm?&t&bcG;rQ9ohsd|uW)Z|-Qm$Exc+0L=eW6^5d
z>JY8^!Ro-25_|5>Qjuw5pCXo&E7Wo~v~w)coanvLu)~_|^&5*l$8OBH_}8scdbxDr
zF0tiPEox<!zbq@8_3NnD@(C)<ZNZms$j^N;yCKEIj8psa;;C=H?+~^<6}#)z#R&_U
z^O;vQq#m$!5HjHMU@&12-)8Z`H+e(gQ!NFy4h9h($6vo5Xeaq^&$$xWp?AHGSJ3A9
ztxnmdBK^5H1Qo7#&Sm{|v-9l766;t+!#`mz^ADe}WnO1d!+poT^2_4G@l3X*KO`=M
zs+UQ;*d+YBce(QyriXPpR(BsT?a6<l*&fewv$CDP(8g0m%(Ya8Df5BsBDI@L*QA!(
zeNtM<H=jYO<VRu1X_Yo+e`XcMS=ZSdzFl45nE(39m*8ai`osGl-46KU{~}_B+<xtK
z@)^#>FI|;SgbUwqv^YDrMBwX(niXa@-0IFv-^%_cdPR4Z_8;lG8TMW~jAqC??UwHl
z;M>1^$D5gj4fmhAS7>fL+Wm)T{?p(;tJuog;~%cR;gb|N**5y&^96_eAH-(x*{|KX
zsB`&`^g9m>>tZ60{!=}^r)qL%=o?0(SFZmhewnY^X>nX%CH7YCk)`{WxW3#pWulr&
zsMHj@DQrvPcDlctWc}oCQNXmP4R5B;^m!6zv&;2(yi+yvkNQQP2l`jWKiMs@?9A_-
zQvzpBG(KYY;PmDiMd#1oR%ff&FTYVQ9x|QneEg={S9rEoe^RlZyRrXeW%#X`n<iJ?
zn|3bNZ1ohoO$V|z>&JL4^PT=~!OOb+cZ-GQJo$I{pVh)Ie}D7qcDMY_TY6~ayp!)9
zFW;m)X{Ot%_puMlH#2{`{<A6bzd^#y#WQY7Zus==IqTD|$n?27Q%+xtWS^9J?XP)c
zdLGx?f3qXGQ=*;NHt%FkQE6i_vUC=ia<FQWqh!y-<=sw&7hESei1SQbaly4&apC9S
zE1~97W45i*a9S+5Nz-JuRHZw!G25xM)fZO;tmHBcboC7t<dqf@E##ZTA}+*r|Fw(j
zoUVj#ALhAadmJlQeXKOC|6S&e<u7foT=^o$)cenV{m&l1Y~`n|U+?UhH9N5QbA#mX
z)6v%tf4ghxx>9e-#f3Nay*P7c>+2JnKbJ+$J%5WkD{N)on(YPa7gxKS4LeztcWcc$
z>CchrM<h<J+#I=jnpNVm|DvxC=IMNP=|1I`kg9gfYiab3%P;&A*O(mhN?tQ%qR_@7
z^MZTxjaM6;j8I=+5tID8$)G*`mvY#$^{=0)_`Ue$qO#}0|3m&Sf;ahZfAcr%7$4(>
zsUGT=UNoJT++}s(&dq{WaW$pC`Y$fGt>!*+H>=HL_p}8Z{p(NPo_I)AczIXunQd~L
zmEsP`s_m4H{L%b-62qQ*p_7tMufFn1Yx-$dpHo#6C+v~cfAV&5#f*6>jw@!aVcmAv
zclLSpoU7ly&Ds5#YmSvk(=-E_XC+<ipQIdblzQf9Zcs72qctUqo!!m;FYCMq<qRA8
zlef=J+*q5oJ-b=zUA))UhlTx#ySv`V^z=NE4EEIMT2q-*qOP!cg|3>|Wba!+Nt%)e
zgmb1JJTd)a;42>e-yWX&X4XubRJ$vlvpDa0KbN1)<$>y%7rT~<uY9rof0<cs*{{6g
zV$xg1T)!@T)==>+X|a$5r+(GW$TfE~ROX}xo>+Zk_if*AdOMV#$V;!(KZon6NYEL6
z`AJ#4Tt)`Q=H_5kU~Xz&3Ya!hFi-$9Y-~V>{}DVB&{V-d0pm=-tF`PEF;}O4*t_0m
zqKWY=z1~~1B{Q$M$8PF+8n`v*^t6}_s^Pt>j)yrLALH%eJyzIbD4Ww|nEJAi&6z{M
zEMfA5mXyt$r=OiZq&FcY_}`x#g;tTA-hajKwT%}iIq&=X{eRt&+2QXjzuzl<m-+q9
z?|Fi594{|89$EBm-B#77&DMPP`TYOM_U&sl{GamIzW%X*(+)<(XKjtyPED`$HT#v0
z?BjcS@8QXb8&~!Q+wJ(zqIgx`-R(PH{qM_R`c9not{K7SzbXD-@NMZw!Im~}#(h=R
zHU>H2`t85p7R=vUtFtBjr2MwO(s$(DJF+F_N_@EeKWLlaLfQMR-@1<dsaBI*`|CAF
z??285t%d(@TrdxNw$3TzOw)vqvrcv<aBRHMb)oU`lA5Bdj8BDM@0RVT7kd}3&{w?Z
z{NMPZGhf$zJg8W-??en^=hVIummeJ;widL%v~B<WU=QC<fqtDS$JsCNggp+4X^Z|C
zwTJWfN5&fV&$7>|&(v>N&n<RPF@;O-pz;*1Qm54))?9x2WrxJ{Q>g_rWB9_Ct-f&e
z;j3car+c1q#-yaBW&E~MSztWlux3EEa9p$bBfCB9S+&Ahe>JaUi3PQkI4;<F?cA!X
z62Y$()`~i>t$22MX8f6$89$$$xjC~sz3<$c`8Q3Azn)n(v#-N6sdL4$&Gt3F57+<u
z&@TV)a(jMl#lOST?Rn~VylF1C`|<I2eck{5_y6C2umAl||K9%(f6MRHzx>;N-~Mmh
z-QD~vDkd8L|NB2tv}=9Uyp2hgaZ9gd2n$UvsdC<QF=bms?zbr+?om~4Y11B*?A%;z
zv$OIiYpd(gdy_70`qXu5)vH;qTT8$4c1utHF>6+I)a_f-%XFgmEh>JxYTdi5+1J+X
z&idOn?_Te0v;3R8)}F6FYWIzwhmW^EhyTqDODi)w!^*EA23uawx?BD2-R=6frR?kM
zD_*oo^WQId;_be_=FPLm+vn`~y6yJ+9iP|je!uhkla;^U)jv3RnSXBOkBRQ`zuS+`
zulTfb`TWXn+UfhH>fYV?tY7o?==%L%K55^t_$t5u=dIVzA4^qp-sNHcX?t$IQ%8O4
zUy+3;g8u{?&;PK#;LjO(rE*0PH`hZ65ig|6+5^ka2jmw@9A;MhQ&m3Wa}G~&?(C{L
zdFi({$|>Htd-pNV@2bl!AC!u=uGk*Vk$wA5^Fy1W)w#llmOfcD#bM9AyUIM=$NPS^
z7C4pr%i9QgL^ADMr51j*HnVo`-o2TLAvbPoZ{_VZc1_&6+j314^TfrfYqBEm3WseM
znb&+U_hmNU?Y2vdeY#CXjI&a1u^rm6cK`aV7H3YL4_NryQgr%d^)0f+zc~%J<W6z>
zB`$WUfo<negV~S2ZD-Pp7dckTbm8)*Ia3a_?%ruW$Kl<z1F=kZMB77`G#X64tn>A$
zrEZM<bO!sxoMP?($t(N<F@B#nCNpi3ea1cKox!)$*E5CeWWMYZzZK23R_86Z{G0wu
zpJbfU%CjZ5w*)@6>@hS6l?fA9T*&{b%Fa-5@w4RG^DAc@dbD8~hn(6sPTdPW@++nP
z#ov7_CiUQ&tQqgp<(6|V6z2v;1WQ~K5os6hVo6*nkbC-V{1dUh*sI3B6Qvxzb(|a`
zEfy;DtX+Ea;S!~VT(5NbUO%wZKE$*+)ugC1M?c_Zc5aD&l^$pGLf6`f7Z|o`Pi5x+
z)7^ErO=<n!g%)#c{51pY7zB<jdM=T2T5!*yAT1uBbDNTnPun$p*WbU1Z}RM>_iVh%
z#5*G)BIiKKkNMNu3LjoDTpukU)#s@DEMw(^rB9t^wBIUNDDX~M`EB&w&o<fxPPaa<
zX)pd_W`5WsD=OiH#)jQ{_0McS@ZpQ#P9fD<xi6(l+INcmSLiXn{m8%hwVjeT!?X4>
z$KpG04>*}$x$Jk$<+9W3Caoi@?u58KT-N`gNBxjP0V97F`@z;*kv~{h`W9PPFE%|i
zA%ep);lSZN?n=k+GK56Ee7xb<U7pmp@0Kp9JCrKDbe?LG;wQGXuRn6}F1Wa8%?X}P
zBmb$)<)>G)Jle)szF$R9$o{U2&YPfQT_fk;9gK`jDf5<#>}1tnxJP!%@`cxb&k>7u
zhzOo~{O-nn*^d`KA6nu#IV_OR;b+2~v-dX09kZ)#d@kvFUNOh8ows0aq=?y}ld&RZ
zqUUbw`v=~Lso?qL$HJU3hnv~?DQ`BTN%TaunST{L7UVUFKZ#v)HuB3HHk||F(|0Y6
z_qpI9-ucOFhht<i+ufVmr7jvup9Ib|d5bTMRWom&@VdnNi`U;UjWbFj+Zg#<$~Ht9
z1@3fB><)62+sV27K&ahbuh!K}rzCb19`H>Jys^qbe4;d0tj~ImEz{!!FHBmr!Ix22
z)m&stPn_U|qAFJh?XE**tXn4C3AmtD<?68dr6}WC&8GRTt`DUy772DAQMA}7eo*+?
z0<Dm4vBe$dx9wQCZ(UiSZ)s|!W85}v?ZY`ig`BSri9XD|Yr9XZMY6?M@N`1k(We~6
zJkLBHoZ8TF@C0+{C#gR5@F-mt`I{a~z0NpE_0Eb}ebqC|arQPP8?I2(v++~8GADX<
zFKGIy6{=;lg4K6c{?GfN?NMtTPprM->gSi6pI;HUaOcFe8s}5ih}oteco*ZZ93J|z
zaQBy<+f%dGt(kV}!MWzSZt1)-^Os)RR#rK^N9Xi;oppMp#m8zr=Pcf_EF>aq_I?e0
zTSL>#1sktSo1SQr_T;9Qv@-u@`#m9X=lEi(CfrW_oFZ{|pKo{8uGieQmfsHOg}Wxs
z+pf2M(ZLksn|iT2A0>@Hzx}qy=dsYcjpyA~{Zx`VxYzn~^&fqMG^-~r>@`&_MwfNf
zc3fT=y2r*ZvxBYfrpykn2lmW&7=t3OvHVi~XfJw7;34nB$xI2UtY&AQcWEa#?meI{
z**0g6%u{hQCi5$K`q8N=+R`&M>i6*2onEzN)!u>)t!c}zKm4%kOq#f*_1QlwU*?Oh
zzrSJSrlQMjUyu46PXEufRE&GdGEw0bNnX!AzljtJyzp@dE7^a3%8ZVHMWz?COb$$D
z5nUdXu~jA0kbRoo<dPWyXE)1mmnbWwy8bX{n6$d#f)dwLv4szeW-IP*Sz!`y*vcYg
z+{n6ygFU^iL*kP_nGlQ0q0d6XSE_iF0-Jizy-;1}k#>2rjO416Khi(D>_sd8*ByK-
z_U`z)7osb9GLDK)xps9Q%Yu19Cr*jn+TwD?@to@?2_3=b!b_OgyiE*0%05Z^s()+c
zjdcu9CZ4F~36o6lTlTGR8q1uB4qdfsH4FZ!jE6rQdT{MR^wzF}=RUsG@|%BStI~xj
zGjEDST%5YXpQFcccb$;r@2aFtZuvpe+3Nqz-+yoWck}%}Dp&aAUXnhe@8*{Ie7gI+
z!}q7%zBtR%daBR5<*PPTah^-*e6yl>uS8z<D&HLmIuiu$^DMt*$M^QZ?l=?a1v58Y
zIA8y9_TJxhf9KotPjfP!_2kI<$JUwF(aQUe-+iGxrE}ZQkj#}@eG@A)jS_seHWzR{
zR`F>~Daq?>obuz+k@hL8^OjDSqawPZb7HmW!X?Wlu2tmPaCJuLlM^~8y~?KO>7Kjt
zQg~B~$<%X!6H@QwpFeMOvq;;h`|oYDDx*o0N`D=hbIEG?$w;4Hb|+K}vuC&`PMh;M
zSa4(WzTa=QWU72)?5t(jd{k)h(=Ar)AKxpfJ-b-#naF>m{i?%m$+cfsPWo!N<@Mq#
zGdCRYC^>Gkb<*;n=;9Zt&o6kNcr$bDoyWzclIQ<qJ}Z27{!itG(?{*5hMhIs;=kSD
zwda!4p%)tZw#{{rTFo-YsclQz^~X*<(uKBl5%H5ZHod$$)hayVuHL`<EaDpld5!l!
zxB9uf;abd=+tVk!Em|VbWjQm6JwmtBELm)Zd7$|OPR%p}R=LJq!SV~IM6WEfOzu7q
zDAadCL8nW~k=yyp>F$}Uyn>b4o+V7)b?LOg{=}^*OxvX-*A;*Lc>UP1{~s&LzkjTk
zk*|LH<JI)+ZEv#k?rq<>EX~+5e`R9bhpZ?2<6gY1WSkveD;mA;+U3t%Pq?qQ`*!f+
zuV0JhZNA<3{p62b;<e}pJ2wAdZ|Hdcdy>zwl;*hQp~*{b)RhZWII^u_y}|aP+H!+}
zVYh@WpW)4p$CE4?r+0{_1pHXLWKMshaYw<CI<YhC#|vHL7IQp#60-EC*E0s@?G{JG
zCd4$W95R%66?f{W%<_$!+NSe}t}|!~c&w9=&ZZi%rA_3j(w{GHZy5IWZL-(Xs`Fob
zEi?SlYWv?WG<=H}ybVY-JK@M$b#Z!6V4&l+(@B2U7IMWb{L%SH=*-5>3&v`~jZf1p
zIV6reY}vrjSdow*(WA@!OMQh3pXfPPr3(%m-bb7q4Gj+H#6J~Xu+m_cs7_JQDi_5`
zz8oCYt()&mYn*$8>yg`ry^AzXy6u^mT4g?$&usd-n>Pi12Hlh5|7UQxbmi5ABlp+e
zy)|j>^?h4+Reip+iKX|!1L3RDU+(^ve>8uU+|KOm?-yT}>GsKZT-kZaO?>v}o*(mH
zmG$}QL~dGZ=)EE~bkf5E7CZmnd#H8j{Kc967WyBGEju|9lkSJaM~6i{`kJzQ>8#!i
z%eZx+N{7nUgsCR<ZBOptF%o1^)H3CFI==CN+iAgmi?-(+U$sOZZgqQNdfJV5qFWz_
ze!S?xkd+g=u86J;UCEI%T}tWD{?&X1Ul$d1mrk4<ENriL<Y%Xt{&qGdN9hXZYBleY
z*?a+4_b{98dbzLDt^D${TaUM|+3`@DIk?}aY)M(v+G#qxhYf%2xwcSLdtKbalTo#=
zpDc6EE-H%NK4GD@?<J0v7Z<L6W4&uz>GM~v$L4G{=bJNc#d_I4McWsc&a%**zwu0X
z$hKAMm#kZF`(EIiNq*dw9Xl0+SG@h?#y;7xa)ETMK(vao^sjmT`J2_Gg|<p<<?;wG
zQNGOdi|3-C+8zZ(*3KE0QkG3dC$<I65Z7A8I44E#ldHv|dosKWo;9kgtFQ2hw9)C|
z>aJX+%W<}QvCv!AbqzOIlBBm^)QsYpwxWCT-%I;v>OPm7v+v}jgEMDLm#?4jboqa#
zu4DY_x0T`#Rlhyv`=)tfzJ*lF%c{V0H#t5W>$dx%THXD*c(aj==CTyt!dXW7uPV<x
zUgXsFG*{vXN1C(^`$pw6W&$Ns#CJ>0eeIBLnA*|F*eD_yzB@ovYu4hW+Z<Q=tUTa#
zX2SZP+z*X-+*KmiHP7j2U7F|hv~1JWjr(SMZF;f5<zeW`;<J9=-d?)pk^K3|wv*{j
zU+<dlx7wy+vg2N4?kSV-k{{7wZ+4!VeY?~*ymUpO(Gi=2>px6!?OSHj?w3Ea>gBO-
zSDId(@pGT1zIw~|TT^ux&t+BXo@}X`Hm}oHlReJ5;WodZcI=GzXEsF(Z#~f{+oh7W
ze1gN=6A}>tE>|c2SZ~p+xLco7>{XgpvS3m!Q%A%{r-aWdYxh{H#R$DMXi@mkth@2e
zCF3(2zkY9xvgX@sVfO24cJ#H}L)KrP9(via@X@Uk{-479bl!5T)zy17FXtu4TD_Fx
z*~jIi<SKqSxZnO7Kl{$Fb9R6B`>ecdzPng?Zf<aP*WPTk*|*of)6$5xR{OQ3aML~J
zKSm2>RlJ%upJbR9*O{v`NxqSz)qrE6ib!v2<Ra^igNsU}1UlCmWv*~#l4^RMwoyjf
z@M6I<mp@rLuCb;IqPh*QCtUEU4}E@i@4TBUyp8>$dous5%nP6R@KKaIU%A!R19Q^u
zaO>^kKX#qjPMLephoCRI^B1qWq?xcKrSR#cRZClcI<;<QdX^Vy;r&teo(M0qol!9J
z<HJTWSF7fQKQc8fnXrRr!!?zp$+1NfTU?LKTbv}{EZ@x>DAQB-RrJ71o9nX8?&l^+
ze7N*svSz2uw^b_P6Qq^dRL&Tm-<2L!HqZJ--R+61n|p)#zy3b&W7?+He`nj5U&Yq9
z)x(}mUn{$Iy?ku+wEabk_SP;iynFM>_n&`!&wV-8_~e%C_dMHgdzL@w47k4W;jUc|
zlVcaEbJ?7izg_jd@0RdRZ+59^?6Wp+n#Futnr+%Mqlbr<&OUvrdY0|HXY)R7I_u5d
zx$Z9OreNLPqs=bYy$+TyzvXzn;eTN4=?OXd1*~iG=e&|oy{-RxmUk0t^tnW<Aj61B
zU%!ibJ1ocy-8g~6Gt9GV+YXIx!_>kvGG2mqw#POv%1}%H`u4H!TlRB#@|8vYllNv6
z<~<3F&AgWUgLU@th+>}QVr6X8O#0XAoQM_6cs1k2nPjWg%*)xf*=<|DxAgvH<z8WH
zrfwyv&2v|tUr{1b`Ejvs^4y=TbFHUsc^C6eGtyM&*2-ps`dg>>c|R9XPd}@<>E)az
zHJ6UoYw1VNuITuG+wHjs&kJVdYQv>-LZ8Weo)W#$;(3Q=RKhjO`zB{BUjKXWCiCXh
zWtnTr_Q{+%*m0uUXNH^2OK%O$bA^*{ZaLKLV`V#Uy1eJ2xoUqrmIr*kFsEhejU-12
z=Ejdt&*;tTH~$lJ?}+co^ye%3bSzxM&!$~ZefH+e(wlRVCuBeSekR`W|EB=vs>{pQ
zuhrB%ceapIW%{a&c-GE*od?Y`EIEBHiYZEI7Q39^bWm?rh3Y(wXbDrb$C}Dfl|t@U
zYV~C1O*aWWqN=W0H)E<a>)fX)#qOIIe_T_Vy7q-^=8IoJ{}(;lX6mhNae3d8N88qI
zOA3z-|M-ZP*V1$4uiej=um&4zeSUMVv^uP$Z+&b`>|2|!6-kc4xw+B)&WY7Cm5r@0
z*L^$_6Ssc8;i^kN^|na;EL`g!v72qN@80Y`*?+xnzsg>%)$!E3T!J@CZtbzvr7gd8
z4;;!f_DiTr=$jDGTq)WTs>NX&Y7l(EL13xiW4<W|j5rIXE@916HS#zblzn{lRhvYi
z^Q$>0UwQIGW%7*o4tu4SRBfHUHeCB!_g0-tmjs@8UCq8+V;jFFZH2e@U3(u7{rIgG
z|H~?iGNqh19W%3Dz3E(6*&4B6wRIZn)e@7%!V2@kx3xDE8+?+H{3*k*&am1gLc09*
zs=C;_7eje%ze@VD$M0U3x}u`{=9H=V`mZxjzTNvj{+sO2w>J;Y)&KwY+T{PQwVWrJ
zDwd`{dAz<x_0#0<>sCwJ{ChKd@$AF=a`(cvRy=<zsFv+nJ9DG)_1%wl^@^Tdzb0bq
zF5CK>33o%|ckVo%)p=+4BAwkTx``J*td;Kj`{LQQhvNTgeqWwAbF=MP(OXlV^_f2Y
z-_yO%^4qoWeEF4Uqeb`per@f(zivr!|I(UT;d58@B<=28+t_$(7fZ{JRFn02uIqnJ
z;;D)aS`>EF_~IF_HqK?=OV&BvkxA;<?Q=#c^7)bsCr`E{%WXzno(()6GZmj6Ww`jJ
zShOM0it!PLO@v92(o2#2oLZJ?jL|&@)}QZINDoe6n|0bM@|CxCLX-<z_*wnk#}zaB
zeB#Sp-g@nAkNorYglx~>bhGS5ri_+470FKugRSacU8+mV{QByT*@xm6Iu-AX4+wL+
z2(i9MoqsmVb%nxt)rie&W@?&M<fUzNd*&Y~v}~f-@?#eZ{5GYO=yhhcxW3&db5_*D
z;y?{wXYmY;GLgd$%0IhKGbQV+4fgQxF`2jC&??>ciJ^_+q_>67Pl%t}{G+-({&xKP
z9LcQO4?d?C=D+EzVGmz_cdya!gY8Q9k7t~nr+5CO@x=X#|3XslpOs$q>$++5W;yFk
zFXvsXdN!@&+~sX+%N||Wm~(&GE9UDASEbYK9&UZWyywOI8nvDicZ`m@y`3OlJ@sbl
zQpw4s9CCu2&rICuxsxmSlh<Nn#{y=rn4Cjh(i;1D^q9Bvh>HhCb6&6gI-j32`D9SX
zi6<)lDvsY5bDn>dlcb$-?(pfOY}uw)@61ezO+SD1`Mdok>+C=HuCXotHGQx56}82B
z%Im8t_v`<-wQ;I;ewE<^>3bUvB_FBWwe@hY_4(w#%KZs{Tj&0LT_s%dtVHqdozmmC
z&1EWofAeb&cxL1v?x^;2vBG3ejj2y+a>X_WuAXQAe73~o&%V2y&Rze&TD&je-y8+!
zIleyMtXA55bZ?LEjIpx)E3Nj_<XN2LKfmJ-!<#3je+WGo&R=d|Ut#g-dbs<KVCDZ3
zKVKhiuP=#yeze^>|F7W8se-n}Oun5jdd|CSVO3R|Aj8Z5xKT9n<U}j=bvd6pJS@)#
zD_Kse?>PN-*Fv6E&t6K!iTE>`7O1S#iel(u-nn2&_k|}a`sI;xRV=;v&sp9*E8_p3
zTX<gycm1mpmES2x>SpDv>00X9o%d~GZ*$a=0FkrSM+04MJu*CNy)h@KWTnwu^=W-F
zn>`FKTs;-DNi9;8{jfl_wf04+`?cF|{5<zk{GNiXzm09}q_UVR(ef{HRevo#?^JZs
z@?DR~W<$-u#ZFUq1Z^z)>Q``hfl5SsB+I)Q;f4=%PX(4dTB~Gfb|~9u`qD!xYY%Ew
zE@WNx;K2G~t&5AjrydPSNbQu{UZWVJb@*L|>Jych#-+F1%xAu`?yU+ddKI$KSaNq1
z>&3a#r<%^zUH5tY`!9R)w>_S|s{C%rrtgg>mWDGcuTMNYIs9(nUB3KYL*1KmZr#{j
z{`OwJZ1lcQKVENFxwT1W$H8efc7OBoV%N>g`jH$_U+13X>Fwwrwa8BY_{Gxa{rMKZ
z)|aoH^t3JBrS#z(fBD617jsg(-h@wVKW?ZOF)!Zo(P_b0<EbVwU-m1csc8D&eQvYh
ziBDKF_sZBQ3naK&j~q=<`DLaQ%i=Jz`pJ%7mu*@Pwl~FpIkwb0f6u|9e1&H}N;>RK
zYddzvUFqHa@VVZCiLR@sn%Yg=rgAYSuxgQZNy%IN=#x)wOx$vBwaA3YTb$TqR~#sh
z-O->@nK$ES%TKwO+ZV%YILkgb{8Bj?WyP`n$_zc-?wl#%{ZB=WE-5dc)ghRn75Ov$
zlx9jvTar`P(UVgcB6%iq&A4z%W6F%KlXJNh(&9xNEWaz=im=+8al|ww@T?niU^46H
zy}uqzPX5QhoU=K~m-p#eW$)s1kNdyZd_MN=OV6#6#aE|ne|N0+O{CXvR*AV*3+}ew
z`}8u_Pf^==ZUwiR+GpP@?QJ3kD^&U(yqw0#cRYRH^Jb-UGY=e1*~jf-@ksaR(s@4x
zPRv}kZ>g8z`U76vu8%IU2#L?wkZ~|c!r7_7P?^&)R&Cqm4YuOdk+b;MA28SZEE4^p
z{>G=)`WbciXC?dUZ!j+PpC$V&#rMdJ48PK4U*_1Ke>UT-Pt~f@Uvax9EI8{o`(3E2
zO7_fKD#=3jwwfpT3MT$7-|_6?0)OSKg`2bw_AJ@6SfcKj-qP8b>rA6m)-7G`?Vl{R
zNwQFJ_QX3`d>hY*R!oxI`{i4!yS(b$1+@XPP2T2Jcc-hQq%FC9M#U(6(WjEIJ1i=*
zb{8#LnzGkeZ}$XCakk4>R!)hZu;`OzfQec8@rKKx<r2Gvrrl`vNuAj}L%^!AjZtOY
zW#RpP`u#FIVkeActtB)kMTChah3naDpER-AgKM*JRkl-;Z-4zt@A5mpOb)xOS$Xv3
z(UlWfrq%umbKk{Re`ZC{s!Nx&W!_x<)^gr$2Tyk9tEJ6HkG|>cD|&r2{=;&iH`DzV
zSVU(zm;acQ6V`3X`6lyB)W$~TbrUyqckRw8=$SJ`eCf&5<_HIiDSliMo4W7Fayy;#
zd)3*=er|Ck>&2`|59atxdGsV=)6^LgULRd><;ZUhp95;{Sw^={82Nv{y_skFy@VOd
z*?$IGoj&^B>eQPz@pjUlX2qr}mrnE6naIzUJMX9M|IPouS2Ij`Y4CMUQG|rBz-RmB
z8y_CMygbo+JrDo>rk$6U8|u4tEPSxqytL%bmn;Jn*UtJq8;YN^uBrZ!xTZR}<V)`f
zd3n1(-`=hcyZi6k!^8IbYM-9EUGMXP?e?))ew_=>GCs;{LUvzdD7Uh+JCszZlN+xT
z?5b+e*WGb)x1@olz;xF|ABsZec;8yx)w*!@!8<|E_yr==((I>1&&=IfeDqHv`?7`R
z^N#z={Jr;Z**E>#?-$nBZT<G^tE<25XKl6AU*>;SsxCa<#wLINa#4KX^@`8a-wS`<
zFk9I^bfW3sl8`RFUz57H@16_U?YLa9d}rpu>+@VT%qg++P`ltIHc9R5qRpyCm$w{q
zI?wN6F-d2gQO<9t(#um<SY#x~t1r_OjmT8ZQZ(pUx@9)UIZxy8qx`E3=U$i`c}+A$
zr~Yb+^*o!&dr#D@EUP~~wKey}QFi`mE=|)ya*QI^DU>Wa^H(TEkJaio<II&i=4P%e
zNH>@MxnpKm+$ok72acYNx)FHDG<BI0qc*pRVaDc9YH@;7+A=~nau@^(N}jm1)Bf&L
z_f6_kgYNQp%WRxsu~TT)6z9&V$y<9ZA`3QFOmn$k`{k^2@6y?MF|+6P$yaXEGA+6@
zV|w}X@9V9$EPSz2{a)fVfBUoZSKX|8zU<uL#;0l7_r8>WlAMyXSGE4=H&yn0f!vb2
zXVl+RD?IP^T()DM+4;w1%dAhxt;|?fVR+`4@xk>5E=3Ev9~7Lp#TDN5!ep*WW$)+p
zHq&)`yo`+Z?Aa%``%%pIodtTEFX=oJRNWckX`NP_DY0BdB-Crx#~s%u<>=&n-fqgf
zZO5y>zxm&OzyAB1y?yCt{c!zDH@;qbb@kxZ+{N0TUj1IMV*S3lPx58&DvK?@Z#wwk
zRQXQnu<0fxx~KG4MQ&eT{@VUcwtUon%ZmXqv2QY8ug;I!tzo{u>hHqbx$4JeTU#%9
z|59N;yF=a87mmB$`}Qt5+4@Lut;?f`U8U35c6}`5wNX)I)IMkA`9`7on9ie@t1W_#
z1iiONH=5|&B4EgBq!4>1fZ=HQ6Orp4=_}4@y>nRd#%W25{nr;qS>B!R52~~@{%n}f
zDiy@ZD-n6-m&#VIrH`&?@U9U#+{G6)g<~e0c5jkaGS}K3BmGlBT$wKK`kVsA`9pSe
zx=fIbebW^1Da3>4M(-yhtDR?3W_+*e|E+zl{O-?l4-db;bG3Beq59Lcyo<l*q`2$N
z-Sutm@9L^|_0OYr?8|>_ySUr+?*#{*%~RGjzyFr$b1cPHShzVW<4D`aDG5GZmn3zQ
z0+#M@(hSa=6B@#ycW#y9Pp7PzQ%`y?+;SsrS!1Nno3^{Ne#<to-Cw(1J!@@M&GK7Q
ze;xSZ9sktdQfGR}x_5^T<%$1xPd=8e93XpQ=CA7){@au+*Vojae#Wuq*Nior?&e;e
zFhOauV6vf-pywJV_ZY)&EzgaOp&1*`1^c`xob+5q*k6$Sp*hPMgPNR$S&X+%tkrD`
z@(DhEV{QG7hd~c*di|DO%l?=()w*;d^Rl*BwY^%7&7UjFU+tZ^Z1cq3ibmHzO|(8A
z6t`r#>8==WnK$)P#wTJ^yEilD`Mea^x-Io-bP<pEe#hfKT%It?JX}7JPj^w(O6OfH
zy|b2Ay(~VO!`gMTNAHz}rM0C~$3@L|9IF&|KlgiZ(&Toq|IJHE@+*vQ=dP^(y*#9P
zw}!v;!nNBoqDA+y%<xoMQQ6m+F>&2qt!lL+Eu2ERjDqDWC96|SJMSLN=`3D+gJWLL
zop1A0V?!sVW&VGCKGWwH=kEUC#Wf+_r)#$zYT9(E>DHlJGUaJitL`TGT`}r-*K|T;
zvV%<Yq2`^-ce6=Km`-vDT7BU4<%W<=AExQ>ihaM3c(H!f(ty;D&(}4u)NYx!bN2gJ
z&sVpo=eKvAEM02#;rPbTj@$37o*j16+GL-3FUn+z3oB3GwI!3x?w&j?t~%q%q9adN
zNIf;>*|ffIm!P&<=4vfl@6AEKcgZm2pL`v&eeJrsC7XBrJa^yL+T_BO+aXEjOEX(a
z#n<h8^}#KF$)1$Z+mp`xJ>NIYvP&vpQ*w4$?z*ElZLVB1*toCl^{%w_#`iO?U0?Su
z&ZOees+aMz?mj)VzaaAITGq-^OSg}6TV~o9nEkUkv%Kho*?irjeF0%@w(6?v^CCR+
z<_m^9dz3`YcxJ%-@KIH(o_FumgbPlWejZ6!rO>CgZDz~Fb@~lSsZ%VrJ~7hJO7cu`
zxp?7pp<|&4@08h(k8YTE#bE-^M~@}Co5FWz#Hq*`vY5FqtuR`W{PNuFp9dq`*6B2q
zc&rp$svGB5<dJPA>Xx}?DTmYAqU7mbxl6hyqy&C?^4VLC_sblKHF-OJU3~aYKRm-!
zZco+WUel$!t^DScn15IN_vef9>8jcJHuVXg{^+i@jyA8parf?NrESk%ZQo~DkQB^V
ztDg9b|IJsKelCN@m!DS}T@KDsaaTDSpQ578rJztW!PC#j;fTZc<VX74h4w+at{>6d
z_0u(QZH!4tw1lZt+fk)S7v2^>yfEYJ+6R*+3w=3uG|wbr^@Quyi?k2t&Pr)M7`wOV
z;-{5Uce2h+UhDf>EOqvq&ZlSd`|_(x{BKX%`@G3oF8Yv}s@l@DWnsMYUfir%y<h3{
z<kXy~y^H=X<GvpE_t)74U5{+mGynLX>$&_@r(dGy@-<?+qS6kVtqOK=+>>_3IFpa#
zcIBp;qpy-!t~#~OzvV9K%)4Zb^3&-@m7<SMN)kOT6`QEtdzfYUS;IXU!KEVS4Y>WU
zO_}ub<CPR;CC2lCi8nWIu$m>kcDD}O%&gTJ4>av&=g*t*SZk)K-vS5Ar&mqgW^CQ@
zBFS#|$;lJ$d^z%hZIw}fPmX0wrQRk9k!3m8FA1y1E-<kCy?fi%I|Ynao*sFny4B}r
zx_91-xVHM+F|5CexG##gy*gd)5WgwV(C^#QiXwwk=TB>X6IpJpQ_`-)<FGC4+FUQ`
zn^{gp`&@WVt_wXQ6wI&Z5F@RYEyS&HUi?_^#d)79Vj5UfrtZjCbHzBi_LaT-rKexq
z?<l`0>#9Dy@|{NB8NOquIn%le^LOPJb!wJYX$SApyK?bSzP{nDNvGz{W}a-?_?)lQ
z<Sn<q?5@*Cp6r^nz3|VY2f>S3U)HK`o0^i^%=GkX^%?K|f3Edf$Njo=O8ULs9g9s$
z@jclx1{UQX(*xDcEzItisbQ>adp6N@;!no8Gp7rSCo2@{v3)$%bGrNDcFRpCZ_E7B
z*|ciL5$#u#<y{x%SAXbmKK01v=rn;RoV9sA(k1q)o@z%I2o*4|_j#qg=t01tkD-Mg
z8`sZN__$QiYV-QuOqN4V1*%UsZ+sqqEJXXC>h*5%$6SHYCxprr*)~sa^c4Cv)ie9n
z%uT-RyQ5!Q=%l1nhKHm-m~-O1z;4&$(YmL9nb%}`uUvY4k>|>HnYW5wT#|HgKKkjz
z+&91Ha9v$AHG})z=cVOq4`mz<UA?U&H}c-YY!%5hDYjo$id|QmB<RWd>9$G4T1|7K
zo?R;&9!8oOGp=q_*gB>7NvMwgzN|&+`j><@Uhhg;ucLp<Lh6`q^C_#ea5wdUh+w<=
zrPJ5u->#XvyQWs_$V9KAB<*Vx7&c}vtm5c!<E?75;SM=D@v6`EOV&k`9=jMtHm<ne
zkek%OU_3SBm}1%MbtQ+U#`(1@oX6`eZSV59qyDap&cSC*3s#rCc(&DhI>)(P`)aSh
zf4!Qybk2;5q&;c3ZyoANNng3)(W+Yyqd(-b%0_SRpLSKRw7f_6{ft*y9W|?~-Y)vG
z+Pyq(?#2w><)=LI%d#fV-ZlMw?0eIwJ=@;QN%70pexI3tYx~-589Vo9xhkB#wCP0H
zBV7-@9hIj)?G3Ng-}mt2GPRFdzPDCoh1VvoTD)au<kZN$iz-h4_%ZE~=+#Hu3(6Z7
z{AK^)t^I4ty4BGWuTELxt+a9ZB*UVpjJB{I&c(B<bR!q&72dAeoZ{f~n8lJ~Ny4RF
z*K{|2)l3j^;`^Q?c3?`IVXSJ$>ghVigl$yz{(iXi!d~kX(bkod#NOXE{M|NHmT}R!
z^S#_BrMM*Rwtnm@_Fe9NEv`QF;?4sZ*QdYsc<?>v_N`e9g<miKZfwrF{(a7@ZH}AG
z9kkhhK6l*n<^|Kt%qSmDDWlz!jU0|7FLk@$W|lV5yzZ;v$xpc-8FpDRw5-hB%($p~
zyODFS#mlL&7p7_$cn1EsqoUvP^n35o(t8=IB@3s&?p>yFwrfMTwL#(eo#kuu)*lXh
zvn}GzQNH%;xvBPhr<|zklAfBb`Xt8b@%owX-QF#-*|@-_r_*Jk?Y@F^!zLe1!wv4*
z>xH$er7C>N|7c|&Gc$Y?WhTERPch@yu|+JsN3TySezu_VQ<e9Yq)m?;B0}us`R3M4
zImgzsFR9_B(30qvTy7h0mL=!xy5y!N^?5@?hV<)_u;rN&dmWQ6t<9R({#ZOdUM3=R
z&V&oggCD1^w!Ck1=lBbi7oXxCryFlHJeIy(Xl2Ucn<bMJ`lD;r_(G<;#x`vU(0yHe
zu4#ec>Z?Y^pH&`Mc3)-jyBD|Q@zm=Mr(G&4x+LR5u10of)J>GWQ}XkUnZ?dz?)638
z%7*8ywzofdu=37h(YS79$=^IPSN6N)U0W{cD`{2pr$^UYzVhCLnUVi&>i=D8?sVIu
zcvFZ|N|w_za+=4ai!Jh-UMao&Q)!r1B~w@Rpv_hI%iiiN&M9ve^|46oikxk@h@bb7
z^C3^>u6?uCFOD_|dVK$6|LrA;tMyiB)&JY9y2bd)y3g{LD>G)DXY=O@aLnsFJ@cJH
zwb_;|F>OiZ^g1Q~BeHHzb3R-+v(V0aaoh1v$252GC^IV=t`UCDyTo~##s(!TBZDcc
zH|)8j?icKmz$_ix(RuC6MW35a9wvoszg{SFWHlXF9jT%4+e7Qc=@}uS2hS#FUKU!O
zw#4hicT0slh4fb+RbTTPnqKwYy+t|p6Voq?`VEICFNiMr{A}Xu%WHFA|9yJ*dhUmL
zx9tM1Tzz17egD><uY``&&Dy+oZThMB%ds<qF4n(Jd!%0W{(RPrD-P?vy^Y*e5heb0
zyMbQW7x!2BZ%^=jma&x-oNA*aX%<&f{pgm#vcxTKvZwZ%7zt?ZnG+nw@Vt0l;cee3
zQju<t9;fcnWjJ0DJ#Dh#x+l4+b?N7xt>5?a;#@;LaS5w^IgfRwYoB{>Y5U<k&sy8Z
z#*w-bjjhGecRQm}j-?$vyu|y=;|!Bi+WE_m?u*>4&||vm`e8?|sj=o81s=p~e$0JT
z_wb)N<`19kW4>`>hUdAHi}&0MHTn3bR9E-9t-ayLKaJO}F`xIpQ+z%4dx_t=6DK1L
zPkubzKkxqD=U*3}o+evcd;Z;L_v!JsKJOLZ_bn{-|5|DDc^|?rUEHbsNhJNj6_fWH
zv%~ZzrY*RUp?7iivj>s$HaFc(HJWO|K6O)u)?t_8@{>AWSNEOoPVGIav~RbKSof({
zHI*kKd{Xz>?cU2eafyV3{9Ud{q3c;Wev{U)ZdUQ@^7U-8xqj?>u!-|#p~*VuUEWR%
z2{bvJ(Kj{s<Xh>-#yu|QczykQF7}*!viNXx{;C6RvkYGDXibq&_WwB7vU=CAsJuN6
z!9BfO1?9gV{vo1#vGGLko9#<C?t8{n`S^!SxX-ogLe>Hse~Ze@mp(1kyw&Ga&qgCL
zNr}I6T5jq1q^?Oe)NfZ_yJmBhi0o^N7}e`bCyDt7`qc#ap6WaLZL)azqa({to-pHz
z@_y5_%IL<ChsTy5&swEjP*e5h_Vb#4wkJ;_{!d>$S;%Ihx`*9QDMQ<1b-!+M|JXk*
ze~NL++kNZicyFJ;GIPC~*Mz|OgEel)f2CiE56JbqHo3!3_5H3AwZ`MyRvi$UJf~~N
z@4zCd8SfrV<CUvi>cqxUsCN7F>F2-r1>Gwh%k1VvoL6|id0G6A520soyIiq7;}(3U
z`H5`KCTq3mR@L_ga}pm<((>;W*^+kSs^+g<r*yB2HZ*ToI``hj+c|qQui97{?UmQc
zpYyZDv>|^%{>iJlO7BlBU78h=Q=%4qvB7YDqvSiIYIz;*H?<KGr4RS=&*y$_R4pG8
zpYWRb^W-HV&C8c<-n3(}(%Ooj*BaNJ?mqq7Kj-Gh9OuSkX+}@4u8WJ=xyop3#m{Yx
zxu?6m&E+HQe+0<xK9%OZ`S#~kn~Jn;CC}|?<L$m(p0AO=I`8Vs%dsyr@3DnD`sTGw
zxW8lN%Dm^VE~%O(t%)}I%=ww?e#e|0-EXqbdw6f0dGdL3i5A~HOVgsZ4Nl#Lvst$U
z6((p2c76}7v7FiLrJ0?jdLa4|%NorrkyBz0syaus#7^h4Xm)HmQD^9~y2C?h!LIYo
z9TUFjb%!uoT3;2IoTZr5>v~LO_Y$q;)-QereYz>N$+za9){_}i$}3kLQGF<7eD{{8
zQHNM`$w!v@>hlY0Pi{N@S#oxv^3QMK$&poc%R(3XulaIsLd_Ef<E(8uTOUO=TYh@6
z@TKuSx8{=xdsc1e>AP)rVPgK~`A&C!hFktKQJq{n$40u>{%h7RMFWHOAS<VPdnBdn
z&oMPQ-E`<)uj*o+a+JaARbmI@)=d}nnLQVL5e*XZ5{#W-?sIH!j)R$vaKbM}!A;TA
zly7g8IGKIEU)Wev-T0%_uHcZ!rv{G}$y$fYuC{hhzIeQB&EC3N#osT#?0eAo^z51c
z`=-n=-nM3Y+J_@m&p4hcpILwNKa*WtqI~DS`V#rhmwef~xZIQ@*BZWb{Budi+?`F1
z%{y}jUuyY|yRtXWd`x-0)TL0K^S|M5@h7hFpH(ZnW1Pa={@6{5sXk*T^mk6J%EqG~
ze|wy$UVW{yi#ydR_^Hz*?UhTaXSp!woqev7TC%wF$5XviT{oqDMP8j%`kI!x-1Cj@
z&4lAshBtE$t>W7FZ-?&O{R=LBmhyh&|0CqHS9kOO!bO3H)wAzExqQ}LN&oI6j~@Y(
z4}9jF6|a&eH?iW{qoS=T#@i)z#14O1vis`GHz$NFUnK3z(%*R7`|aiI7i~hD#CvL`
zpD6O$zV-I-HkB&rG^h>Tk$G|TfeYGBiZ3UfIeTTtqZxBA8J)hfk>QcqN(qlj^H9dt
zq>VqSj_%nx<%jL%s8^Y1uPUA1@@QMY)To+^pMRY&K7T`J*8Z&C_i7P5{jT#4GM~Q@
zWNMuC*PXNMv~!Qtf4}wJGJgKY?e-c@virL+wm<*m2KRXvCX0K05m;Qu^k>7uzjnMK
ziyuj>l2`HD@}lymbMvA~PqF(;Z;A!GnQskZSW|FN<mhC(*KArz%KS(9r(6tocrlx4
zQ{RR2_A@@p`2K7&)BXG5^u)E_Z^~-rTzFNniQ9ASDT8?(e^#rq-aoi6>AL^@1no_?
zyWgBCJsEcK`BrB0^-QyPQqnCd7f;Xm-hEqA?rX-Uw!b&Nvjru^eGfdvduh5<Qdd%3
zX27>Ur>zf%W^G#JvR~=(nxakNFNK%?pL=rtvr<o=cVF1gsJ{tL+g^98_;b-*>zO|v
zSj^RbvGezguYc-xEw4?wHm{8F*VHo|o<6_WoRxyg6s;n3Qq3b@#>)M?J?&9kS=gBx
zE%_}y=Nr3h=goclB>irEj?kyK+xF;8*3>?qc3#}4qGivO-1Fy6W}f)&^?9?;o@?{m
z-+g-Xjfp8dVScH9hD{sa#u>FNkpXs>euaFiId(`zY}V>CkJ{B7SFNm7IBose&gR>8
ztG#v)75Cm-P~GwT@@ucOyT)49`!r*7FH25V77s3|ihi=_*b>j{OCQe`(-8Qse24k(
zCCB|f22We+o<>X-{Ia^O&VxyW{|oQBX$hN6kDoeM_aiX2>X5Tl?WBhbTfXet|8UR#
zqxa;S)Oy^`ELTyrGRQYMl$)~uZeIVJ`OyrA3mNvZt8HOdy_BE&$zo%`=@nZo!n?D#
z%=jDq#PiO6-6E@^|7JE4l}Xa?j@rJNuk7z8_v-N9iR`~VD7<^yZPQmRFl(k@GRFjU
z{#Oetx5~Z<)>^}FVD&BZ*){zyYfrLAJiOF?X07=I&am@m-v9jiC3^DC74zP>$A-Ms
zowPKx^P#T_x9icVIYRw^zdczalwD$<%cd!4|4ESD+5XGHN#UQDOfNn$y*BdW>3v7?
zj@8?yEIi*NP<d|Wp}%wVql^B$QNMgS{MQ<<TcYodmR5iJ{U=+Xx&P;h{Y?*Dp4e{f
z`Lac1*XHof)7`x%ReW2IdTyR`ZBcdPBJb~6Gmf7uc0Ba!kc0}8;=c1QI*(2deDdP`
z=S3d(+iQx&xHKQ{T=mmXQng^stZt$0Z~QwKo&J}i$W&KRcyqt!q2P}fOY2SV6z<_#
zwpJ!waQC0{pD%sdAHi<f>G=E3*ZP;TWk&U950re~x`Taz-j}HhmTNm7jX2Y(+4fv6
zjqSYawUfIU#Bz7mZ!%O&?Dp$@zi0KMAhFx-=1c-l5B3@7+z&sOYiv@}6?D~JY1z}Y
z*4zCiefGDW_w(zSa^><>^=p-0vqe3Pf68F<wR_^%55J$!e1Gnb=ilt8;4}3Rr=KoL
zdde3v!Ls{as_YAua*@!(8=a^2TK!<o;QhyFb@Iys<pP~_)+_9(%|AT1Os$+auX@J)
zbALGJnI8BkCUg6tM60sD)#PLuzNT{Vf7(_ad_}y+Z43VN`MT>})rdM@zL+Jh|J*0(
zi*Em(ztAb?=?mOZFZ!;&`JB<=7rABpSr4u+;Ff7Wx5|4V&%D)A7t-GOmNd?(<eieb
z*y<hQlymzV&N<AL`Z|B&yzoZ(Kf0F+<QIK)IL`U3+*tl#rSg{gS**T|yKLXgUpQ~=
z3zgp%QGCz&^jLM%<sA9Unob=oyT`a@FJt_ypL#a-oY(tTmo2b9QEXwgBhP}F@3mw3
zhUOI$f9h&AJ^!6>Ed7zbqU~=^ujd|<J~3Y5dn<PEqqarWg1-~aRPV53b61sVf4IQl
z&HD=?UwrwuY&AN+=<J(Ju43_rwzXzGItFQPQ+#Gj&ft}K{ov+ykJ~k}S_v^PqITHx
zod0ex-|@fS;_4r_FBsUqb69)ex6-Nam3*b2&*YzoxKP+(Ipg6>d55{*5B^NH__sjI
z;pr!fGj<E&*<b9Ku(8APMZ|#_h2j^qTi$<`U1eu6d80?Cy@bhU^9TR;7Su`i%`eOj
zSZ>6(ng0RzoZ1qdBz_5QtF!{OEt9@+tlhHrc!S?9zN$IdErmN6Lxq2NNYA>xAU@w|
zuk4Dx9^;9oRnt<sd*076ej)UM+q0dOkFihufx`Lz1Bp$^+TZ!KTFvAbc2+TbS;g1a
z`y`>R>(v8=bfxvzJ&yPP*u291^a8##ek-=)wgzHrKioMw-_h=$dWLOG{xkK)eR5Yg
zj$5rN{yjl_-Rp?Nwij^`mmC*$?{9vrQ1OF9+==f&BlE8>%`?l>>>Ss=m^iaP&8{i(
zoc9Z<4~DBxSU-Oe`;mYBq5G5mC#>7nA-S|Z-*A7b_D#EQv3V2xAN^lowPIb^|A5CA
zYnIqfn=t3Ynjh0|%r9}7zQ%g>{T2VG9n7|vw#Vk@)hG56>b@tJnJ)7`^Y__z-PLO}
zuW@g)-B$iK`_1#9sHOXBKYU;FV|vx4Lg%RBUCMvMCH>R(&ED#s&~kk)``r9p?+T{x
z-aqrN)49uX^PivJng2X?^7qMqm|0gfootfV`4WD^<9}c5!}sm=&+pIwxBFk$h5Fa?
z4c^~xJ^w%a&zq<JUZ`<uziNMR%6&Pv-UsWg3Xa=X)@dGV))4O3{`YdmldmWA*~=f9
zGEaQQ`Er&k>x;aXvz$F&n7*9lUisqprLA1^{s-;~TO4Gf9Ge}$r8jZi))NiWy{>bf
z+5h<KrBWrYg^_um;)QPfdwOXr-<zvjFKv~x{NeWLmfrH#z9@&~N3wfN9-KasJ)?T1
z(<RgHYb*06th1c5=vQaS*~NKR-!I7)^$I*)x+-vf)!ve|j!R#OFU{6H74qL}m*0c<
zO9huom9(zz)rwVL=y=!t(pEnCYvtb8t3om>mZv5ay$?x9srEP_eM0<{_i3;0hs%9l
z+}CdTR_5RH>o|MsxmfGJ2Wy>P?>lhe!M+0x8>|Ix>8+9E;`5C)HqqGP-_za_`fsD+
z!K*L%eRu3}N>510u;FlhB40FH$mw=_%huCYt?N!MEEJ4l(h$1F@5{<8{Mc#c_A}lS
zuJiQ1k^1U?Qn#D;^xJEkEG`ogUU{USPMUutBrGaYKSzSAt!>#c?uDxy3U(VXu4Pv*
z^X26coRh@a{)oM)DW1dkCwu#`Kf%_moex<(zw3n<{0>`b_JZAMIn$C;Cl@CEKQO`I
zjXZbHJ5jdwrpAed2|)=lPcE$6XqX@-$$01w@4uA`>dOoF&;JnEG<TM<P^Hr8){Tl8
zZUvpCJ3OW;UHuuC7|G$m&BMz2;$lO6Rz}5jjV<@yvuiCdKFBGt{bc8b3l$m<)Iq*E
zytuJ3Afd)(#vCpmA6BP^7<CpWr-I){)?IW|v@kJIi`lC!(8S2Tte0JV;kAzwyl?E4
zJysqbpt7<)NkAnd!{6h@eNmyZ;4=pu3W~1m56=<FlH=_8?auj_d0~Q$S<e}c3DP`o
zq`9hEOApLz46HYhkYM<6a%Jbq&Xoc^B^x{%wmCO48cn+JJ)7yE!~Yi(&RmS0JlQ#z
zxlSovxiP!##pa6(1vrj=IC3Q-K&GRi-s{G@`BJkb?rTpdl$DZ|Qk?UV%U7{WP-T)V
zSC6CalGz6@E?hYGVxa8Y88<Y0ewH)Ux3A;mVUpJn;xXCzq1|QT-M9S5dd(%DC^<+d
z$<DoDx@qo)@&YC;$@v_dhlLj}7T&$k+(2sgvSk@_KUixRDOs3^Y0R6Yu*#K1`3Zjy
z+sYGKS6E$(GEdhfR%B#M;ZbXN!)E1tySw3PW8g&DgBPx_OgWf&-67-p6@f%OMdlYg
zKYuq`D^ApIxzQPW@Z-XS3%hMaX06fIyt%j9Jmav+RkrsBjzpYvI-mNGcUs4#-M-WA
zP1=9_+Y{X@KL7s9ZeC&{Av1%^r>*H;Lc$emL(`y3SMSYyAG?ER>jF-b&Toq}MI4kf
zthp2!|6F7^)n05_vB1cpYw2pEifjBEm>k}^-fgh#`ja8UduX!X7Vft#yA^J+m#_UG
z?cf~XbdLE$iuoMpfc*{E4t!RS2^N^j8+fN|MdqAsd$_VBnwK+G-1ghS=h(?znfZ6g
zJjDiXuZZ0lr<cezUh~;-ZBZ(N<^sJ1od=FxlZ|&4w2AcJ*!-cU>CiMs?<W(Y)of)O
z%Q&V67iaV>tuWhLy2W;*SYnuMDOdVwv6h+p)0eIgx_bC7+o^*Bt&;AoLF<`5^n56H
zT4c)+zMG-xg3k6}o7HnOezQb3SRXpAX(4>BFL1`(E$1HYPrkA@UgELW(&B3AC8ph<
zL;|WjEev>6nM1VNR)(-H5O*nK*ZkhGrQds!$O4<bQy26a<R+_lUt^5?WF9bYLRdMo
z`R~m5qfw7u&;2E1HBnssDN}CnlC~4|IrcGL`pL(w=4Tx<(z>hY^<UtqXr+lmwbu^^
zx9BBvzl6(hPc(LMbE%!(vRYv3Y=J9}!wuM0u<%_rW6!v05#aG)`HB+1z`bJ8>lW|j
zxmdM5_@(sHIf^n$msA$4ei+%X%~?Z4wfBOx=GUoP-YvS8w0p_^-6H?GzI=Dy+dPR^
z%Bead`!9p&qKJ!T?3(>*np>+MYs{UHBfGNyf~L34%kU4Ia=WdJm3s9gU)N5_Gva!!
z@=|g^fMb-E!d3qYQ%6f1*Gf~zOua>_buVu=ESjuzfBnM0{0zB^x7@3cyvsUc@)mjK
zNi36Yarj=pP$b#+piRZw(C4=NViPx0C5PK04EOxKJ@0=Dx-0axwBwrLq7ys|w|Y+6
z@pcl=Nwe7(4As86K1-YMh(A!<C_LPK;a<)tx16(no^|aSUz;b{xI_z?M%6u<zGhdB
za9OaQ&YJt1)Wkh?c{F8IgN&VWmuu{8{^0WFq{UUP#!q=uzLjl1A{}VnQ9HNm<?;$!
z33Wk7t>26r#Dce|Ud%ozrtG4cKV_R*^v#{g;yu!LHO|)E+OBBjwJEJ@>zirECSM6t
z@ho+iwDiS^){OZsHXrlEpMKEu>eSi!DT75-!`@@5hV?>=$cgS{O<CtGjw;;RIQNnv
z=eLC{|H>}guTNRNc;7+q+_Mr6HGw~FPBZ5?pOpK4o8`9cPwI8vo&0_1%9F+a=Pz2i
zQ-qDNzo2wd6odXziPq07Tj#1?h_b#i&)!|nPJZ5wm4yfYZ}^(ZduaiqV$a>RPBTjV
z+jMiA1kSydR{Ou8@Jsv#UgLMyo^R#U3I0)&Wc1VY)`RWeWu`CBioVQs-eQ@+U-`g_
zKrvpf)V!49lA_eaTrd;7lit|a475ug%r-PLG%`j=!FJsnni`O}@7@gCzWcYeoE6bW
zcfL3ixg}y-%G+r<r`@}sx^Buj{d--->1QhEoP^R3Z(4iAYtPZ3Fb@Sq2Pp-erAu|E
ztj%4prGaU?h}S|L&FxEdmu}g9VcMlT-!4__Z~qXHcY3$L>G$(3pL=Y2Eb!v{z1sV~
z_lXylJe%|Le|_4&+<*0HDFSXBPZwwlcK-@ryOyW#jm<ZsJ(aTS4nF+&A>{P=`8G`g
zd9EFnR(s6#H0o1!ODlepT*03+|CXWM-b^c&^Y4|GR1_b-(fGFB^4C*mj?}$v0q^Vk
z+zu&6ZtFbEvG$+lf$RN;xbOB)sTPbnd~kDmiOs(HuO<KWD)d}CvSnw>@X5y)9{(;7
zWzY2X=kde8mw#wKCE+BU&s349WFuGk?BnnCEzen;ewhYO-e{4uQF7tjmU#xIvNNrg
z{%I1OXZvA~OyM1cUswJY8K0_Fb5nZq&#+ifC2SX$z(eIj(+>+TJ1?V_yWUyxh_dk0
zkBKJTQ*X4bE;NtpHh*kj*OQ<4Z{knG&(+@~531Z?ZGRxN$7$*Xof7W*WxM9Yi9Zh7
zQKHv;`d!hEnsut{9K)CVaLxacoK`k%+x%vh67y#Tasja|*B|&+2)t)srO$Bndc&%~
z6T)09jX}Ay+(YL(mbL^Pbr3!Ouk@S$=JRLmY=2*Ple_tNy8i6D#=EP_KEIi?#4^)M
zE6pZ7-tzb7&H8iy-n=P(-mdyv=jP7M-v2+Ww*T{}cmLjx2c`diJQkh*=VkBa{6DXH
zkKf<%yw|$^`k&j@B708E{Qvj=2Bx#BdmGk7^o47LzS8k6>kFH{+FZgnt=sf`+IfAA
z5)n?n>9>R5=xXX}fB&h?G&S_<!CAL<{c1b5?Af$y+rIT(SafdPyLtDHdQa1fzPCN;
z>8gL=o%bn!+j^P78}Hv<I{3l$w}pv~(9M0xCcBES-}rIl$(466BWljytNqO{v**nx
z=l1nGKApI@x-Yi&?AGJ<<&So~&bO$1>}!7i)6eMrACBJM_vPvOJ9Wpy-|u<-uKL~I
zTi5p&zS{SD|IY*4_x*j~%&+ce|LKK&&GU`#?fxD4KJU-JVE_LQW~M(kG3%b!)LmnL
zcD_@`e@%87&w0<}XV;3KYP<P;QoNH!<DWwwP7-(C`7QX@JF&5grA^%F(ae7=&+kro
zP-T{1vTN>7bu+HcfB$;VxnwBBdzefLdVHW^LcsSHccG<E0`DrTtnygc<zRDpf8Y(h
zITnIqLXm%^*&p^gyxQcka^93z?4Q}$+1Ne_pD;I20PVd0*K+CZ%zy)}C$3HnC|P@N
zMnKt5ImU-&yk%-S6PX&4{|2Z#O!hfn!1SGmw=7)6;-~DVo&MT89yu<2-eT>;=6u`j
z=aPC(Mfqb2+h-(n-+h>O;OSpZ8;t`MyQWQ)(%50mE)@ABlh-EoV6dx`qm+li(YZnK
zeybPOSaI(Yy75S?LE-{C$GRP#k8m>H^84`Aubip<Y0<tGe(_qlhHqld+THBJ;e1Pv
z7fC5D-fi8uTWG~!LD0tgi2=VR8gOipyP9F}%EquF>fjG8AuanoS9rK$FPu?W$oqfo
zy%%Cp4=>I&aN+ti*YCy7Tk`{c3a$Fo<uWZ^K#cq4wmT2qwii5_)cZO9nXpN({J|4K
zkxw~u)~)hL`Q2)@AbR47#_wx5xX(<x=ph*Suklq}`R?5xOU%riyQB7B;JOlgq>=sM
zv96YL@*B2=sT7H?Xr0K<+;XpemgBS}MFpK@rw)kd+ZHBmtlnsCGv&a$bM8fkX0sPC
zGItzh@@fB{k<0X3Nu4RrF~gQIq~~RnqQmP}7XB+6{5^PtJln(aYo>@=DE<$;cKRl}
zm9^ufReA!FtYzQ%)PCp*oL9K09k}@Bx`Tq{O|QB78}{5>S70}Vy;F}dLgE(d>B8?!
z+;<(8Pe0*u)islmbK;cQuQY6Ugywy8k>t>Oz*rg(v*6qz^Niemw=E|u<4`i3_^^T5
z|3h4+#k(+xr8D>Wt++Ec;QH%0pBKV<(Jx*^E)rA9zp$&9aiOSA)D_X0ikZ(eyB=n0
zUJbZo{6=n)iPNLyvsbi+X07o~d!bOMV8Af*d1c*p0R`pvtdBEgIp%~V3u~;_{kqHk
z^VV9uFHHtNFD!|?!faqSVYlIg3r%mh^*-#oP%o7@*>GX=ro;0u96tNjU!sQl+v(T-
z61D0J-n$qk^gKV@u!4!xw4o~Kmda*%5zaHd91Z)rugv*(S?dGC{MgrG^=7Whu`0)I
zzhX;1E3m8B;Z?^2^<NV-nih5U#LDFvO0K)C+Z+C>JgdburN#CD^Fr}G(`;4<)gPLo
z6yPN%R2iVPSXFw;Db3^u2l@Ez>JQCn`Zk%JE7sAQ#md2(Wy_`c8<se%KEceoc9|-Z
z)Dl&usK@>h!3(xNX>7W7QHXKva#f~V58Bte)h}}V5_3ekaD~i1t^~D`#cWratOATu
zUS{NH=Vs<*t>K+EeOJq&np(Z%DVnvXg{ObZ=P6Y@qwvN-r&&^rUGSO2nb3&`np}C@
z;uKD<wwO2NN*0HmjmN?ZB8pSJJWqM0ZVL){uJ7;CaAi@er{)AH%_|%nIxZ%z9?L~S
zelAR{7w26X)S7U_NVlkX6+4?yuU)eBI!-Hz&7P-UZrFX~_PMK9tM2OQJ}#Rok$qco
zrH~vmPuZ)vyaj*zm(6akULH10bP79j-n~!0dk;m01qX(Reh8`lRJ!g?-DdTOh=AA}
zGx2b75jNXrPt0$AKc6YS@nZ4z!s)D5du$(0YYWwVdQ|T8gOb9z>vya<_V!zL@zz#j
zRaVC)F&&LH-)5Yhm-X(5`|PS8P92Zx41e1-JLF}Bbll_06x{UuY1Tu}v&A+Or%Fl8
z>CgD^{9(c_7D<BxiV}LKr4Af(VEg6IVA!otDZaeu<<XS_iMJQ<2|5ZaOkvvaQ}Oy7
zE3p*LLlYBEoIS}qp<Y3Ljk)HOcMR(;Z~nZr@Y;gi{^=j0PD`~eI(BK#o=eA+7H&Lq
zYW^(C%|9P5T-a`IyjK3NVd&+6tgX|`1f(AX-hN}vW%^$>#YJ_6)Yk=!dsI^*_pi&3
zOkc5a->ysX?+OLqX<1~kvKq|Nnsi>nQ|z&;*ODOZ&>4K(#~f!a&}Vx4-0*Q=!o2g(
zSXm1gAFT~|d-Nm2JOynANuT2j1f~d0mKHzq)Z$cu6N7Hg`bjDmSZ<0*urs?c`5e2V
zCbsCr=UqHZX_p!U{JExwGp`mAU(BeGrQ|Y`XQyT8CLYz!tDZt3*VrVIlF}wK&$}&o
zr!U&zT9W)e36;;Y+jQBjr_0E2u(9*$MHby$_JChUwUp0&?e&~**Q{hpRmGmY%jy5{
z;<$dQ_-*;;{b$(gZ+RW;)}5BbmG^Yo8p~~_5_hU{&hC1AJ1c9OZ2a{-n@;7di@JGd
zhfRVJ>$Jz7vG?4=pUnDb#js{&B*%t+hHs4S>yq-1%s$|@`NFFJv5Y9OQ$Yo5-gxR}
zJ=%4kymQ-Of!mHpWLQ=<aZC-_=_#tj<o1N^m;<ll%A<MHw+p@gsJ433jyu8YHhfq<
zDgFJ2@UUO+4=_2r^O=`eB%*g>^HjxiQ(8?AR5f2^WNdV5XV!U`#atVrB_ShqbJY{y
zTb-$k=eoMiU3^+?%d$DT%06$FKKXLkQf%wVWv^!a`yBmV&g#p(=zPEORXJ{p|2}+@
zckAcVlg2+}cgk*^xFz`Xl#16`udO#UtFo=qVVt~nZT<@L2YV*!S{BcKI5pbS`p2>M
zw{DAluUh_n7X4n<>dU+6`g!kyZu(?-pF8|RB{!Yr|J0i&ZTO|aWr76s4{FpZYF`mJ
z|8Uw5kII%gI)%^tHW#-9o~b!v^IvFXjMZ<uCx2ZNp1V77C7thiqq(&sNKq~20F$!i
z@t*BzA9L?DZJ5ZKu(U35V|>ILagP3}Jqr@&{f@G_pD#QA{i+XdtT%t((E7*Qqgl&|
zt2gS^|JxU;%p~JvO(r<sKBv@s)#<QZ+m_U;n-aW_tg2hB_hE{Z`%Kke0j^WF?pky6
z&-&BaCssKWe2dMq{V(yg@wZdtrsI!Oa<`r@G}6(2rEIidO8fcKUpR~Q&dl0Uyl!^_
zXLyQ0SV-nYLj#xP%o05J9MqF?X5@dm^Xsa)-TvzDo7I2+_P5(z{r$7~x_P{7Bv!7M
zez$tX3+Z*M<s$_X>VAfNx-Ty+QNa^Eze+0FL-Xgg%ki}@6H31xoW4)%F6ZHWj2rz~
z>+N|SeO{Q;Y!|-#Y@oK`qo;<uH!IFcIN)?pZsB{!gvMnYR{RTDEKK`OKVylL+N02X
zs9g7H9ow9~1FfgTnI4{)HOHFQJI{~xsoTcj_}dE7mg_Dy8#PyS-<)3jso2Nws@I<*
z{s!gm-Uz?>^y*i;iPqjU@q6Dl{^MM*hi}EzCY{w6k{8DGobtBSn`~&#9{NzL)n*%)
z{j&((FYSd2eMfcJ4^Gw);+QDVA#r$tqaDxWvlm`=_gpHs6KYJeR0_(May>qQ@p>G~
zEUhWlt*&{OE^JJZ@Cvvkm3|?pWA2ga2W1~3U1UY3=uZ7`CP&J0>-Nn>SI<3r@_p5|
zDUTyEpIRQwIeI_$#)Y6K88LyT0-Lk`=*@k&BJc0S-#?B=9ox5M>;E55KVEyXI4ail
z<J#<;uVH^G9)FuC>$`RJtIy_NE9b5${j&O^)gt-X2h^+@`{$}?9b2(==RUK5hu<CN
zWf;E-RDTz;e9@z_H6ba9ecO{bB4j*PJ`nYi6KPAfY-^1aF622sF;H8i<+#?w<2tj;
zR6d#PeKFZn(5F>M^M%jcMYEJx_OUN}4XQkPR1b?}PL!Ux+4!lW8u!KcsU}yhv*?Dg
zd-qK8TH5Dv+}hn@xBI)9dD>Y!m;8G%_3v?cS;_t7|E-Q!I4<1lll)=py1X|xt_7yN
z+?$p3`QK62;D^11*=0Mm!>5G=Kl!n0-iuRJ&Nu&t_sqR@S4PHa=T@cLNoD2NEl*p8
zPrn*>>6KT)!j=28+)G|x+H&K-^v2gu-G2NI(A%_Nvf|pKb5>to5$eUtW4!b~pRj~{
zS%cH28GhS+w5Bn&POqKC;`(M&8K1`0LcSg==7tpovi(b6cC4^!sN#@*sFz*F>$A_G
za`#uii)$hmUHAL8@c5f;tK(+xy!`BG?wRKNy~jSD<ojdsc+bU<8GE?fyVtbeIIn)4
z>$F$;K8NY0f$}ewi6wE%TS=e#I(52;xah6VJUg|FG*2YwXg-#do1QdndxC&%isuBG
z4KkefD#R{_aEK^QU0nEJ{)(Sc5>h3X7JPJ45h=-?d8@E1qN`!%j-G($>4#D!`ZDJG
zG~b!yl^GSVV{T6EvmDQ@{&NIYoYVB~@%#2YR(ta0t<I~L%ip=Z>(?^*W4rm^-Fox#
zwD#7kCHY*X{oi)jmzS125C3MY|0%b0?#XbUyT9Mxl&b!9E0uL>?mCT|!5`L3@xR@B
z>vj4(vG7yo4E@uY`neUgcXU@=YPkP+(=5{o#SafnQLFr9*uFxoak}#yi3`~-kJD5h
zPg~B(DVAZpbtZ>qgmEKpXbgwWVHe4ZE;B3jf_bKQt`}*}NVRskXteyu$|*aG&%Ujm
zuCx2u%9lSLyH{V!JHXsFuj~5c?5*40d@A_Ff6ld8R`+nX_ujqEy1LD_N8fDy`uKaF
ztDpSq=(4YqFW-*ueLVm9&NRCV)<tJ4Pxf7VcyH1r)rZTzJ(Tl*`N-hvS;rS2g&xe7
zd#f^$^Ul{>Ia`fHy=SP*=NDv56mhz#;w502lF-?yXk;qz_KKp=d5eq+XC@BtcKz-N
zvt?`=5;c#mS-6j}XEkrJ_nAoJ{nxi&w>=fIv(~saOuRlTJhc1eWBr}0cV4}FRqu6e
z$#3ShESBcY^YxvkuHc@_d2{vZIZST4zM-*KV^dX~mTnGO@9erm<LP_mN-ef$#_e2B
zjx^<UR|ad@1v#;I&SvNLR#K__^~F2F<*ntaZ<0S|S_qgnid~6knX~N7J06>&=~o)3
zUukH$TeM*1ggfP(Ii_4fA(F->%{In&gZ*WqtA4zidvV?0@4Y>Dw(rkQ|MKdvcfYOS
z)on|iEyVieg{`)2*}9H%*4wRrd3pbqniUuL=Dj{5+Z;ac+t2rN<BE-LT@te0nf5Dg
z|NAdfo6CK+*uBn+m%mf~;laKKzsk&u+qWlgU7r&<`SjH-YtC%nby)k>t-uR2>$IA)
zzJy-9wnuKZXb$g>dE2%+oxICrF2Q$p=C3c4-cQRtt9r2M_A`U20c_LW?AKON*sx`n
zk4KA2zKW|$%&e^z%8H`RBCAT??r`ib?3ySxYrfR9`&)KbpS*ZnP0e5a)uvxj-IMQM
zEdTkhW&Ty`EeHQbJb!s7=KhYAhf6iC?J|9mB6ig+U!K>#;OVA&hdC4er)<%Sob^0q
z)!C(L2Rr?@=kV_AVtjl+^xiq&3#lI#|9O7kTv5V2Yq?WxA55h;G0pRI-_YvDaqz_#
zm$pucLwde~k(np`*xwlmoZh%K(}QV=vctklJymR%U78Os=$v9dqh;-kJ5M%<KDsJ&
z?PSn0i^MGM2SNqTf1bycg{SnMtts{ieff*^a!2pU*&oge-E57@t>Y`YUFiAAJWRj-
z)t#q5=C|^ino7@IlzWe9QU%|!3>PLXXa5!*HDRYz)x71N2BMK?Kgij%dC9G}mk#cJ
zIK?7&T9DSHDD^-GtGT_wVUc<d8H_De&bem3F=^|odN#|S<yb`2u1OPCR14j_w4nUd
zuS0?My$@ScDvz2TtTOPB-^W^C@aedFl&tJSy_kE|XJ;Nh`TxMLrxUl;xM!pke!3fO
zU;gRT<9fG0D}PO#%xoGRULLhOZTp>#)<<M~^1f{O79OIvUi-(r6F=TLN)-Nnv%ALZ
zMlkEI$P*2Lo`s2Z^IX>le_Fv5zC@`dN<dd7ZAN-W#Yr3CkOZqOtG?v;iBG-MxJpKf
z#h!6`qkG%z$D(Ij9xt5c-`>)>yLkD8lfHaxO|B6KcgD);dkVd_RpD65`23E^#)Y!Q
zh2HPZ^`5+0zeC;fcSOY-o@@1w=Y7AHA9Pda+N#vu<~jebrP|t7zrT0MV8fo%GgA*v
zf06w7W2dpj_j&6R@6P-vJ6-0KS;Z;a?ta^?-yd9duio@Fm2a!tm(T^1|A;%PZ=Tru
z<doRt!1ZBzbF{OKik`mdesXHp`5D^G(sLHL%sF~MShpys_0j$vpJzV#9Y4RaSM#sc
zHM`BmKg%-So0qHo7rk9pSDfGR^J(nK{kEHhpB<D}`CoQ@-|}^@Y?r^-`$|*6`wh=C
z_a%<y?L0@KCa85EIb(BzW%-w-5wGU#*mO?WMcm@0f~AoAxs#oD1K5Sl{il~+uFwqd
z=svjnhd#s6#=Hv)yDvO>_GIbId!CaLs|wf6)c#PfI`z!N;^03k<JHyc=iT|Jb@PV1
zWOC5r*G^9!bV)6Bn{tl%Sx?87qsg<_H{_I6ecjcd{;x0QbK9cD+&5HHX70-4<8l7;
ze9x1zxbK<IXC9hquX<lOHvapoGmDozU-Wj{#Xo<~3Oo^C8kZip&v*UlAZ?3DhnMe(
z^;Vq0q``45LCmq{thU65e~wf57Ko@kSKOm!$Qi1Z`P5GIetZK<dxO7;qmSTeg@m+D
z-SS$sm{o`0nFtn5&e>%VaeqPi<Oye2Uf(ox+u6veT-#Tx95}V@?6mxS+umB2vHyGC
zR(riJ^})F(_vcC9|7o+$rb24-?69c4m1YaGOP3U1Z)Ufy=C}XSv{^u#`)vHIpLv<x
z*EJ-|-_6|kVpsFgoo@M!i6>3(_sduPn{`yP_TlwlX$zT4X)Efjvd>I@?*8Oy;js`c
z_x0a)e(hNI`qVVuS+3XYUhLV)AhOf@Sgg+$=U*RQPkw(k$7^4E=^4#6&S(D3eEetS
z%;*`M8_)M2y1w~By4YI3wVhqHXT|RFzm2b&I!SH$ypWV!*Gp2xtD5ed&{}$h_fO8J
z+BK@yz6!@~me0JtAjOft>ALartYVW%*NZ1^Tx}40PVA=A`iRroElb?}L<8A3SZrE(
zm_<`XXmPk;z&9B_&Iv~aCN^lV@pbN8Sa|X$Lz2lHrYXq}zqB=PU(&cn^U{Gee(zJ_
zvhRLBaqrhfHQnHd1^F8Jw{AQ-V98Vb;Y??$<*nViKck*cx*_$AaY3>5i=%x1?4CH-
z^JU7mvi|&L^XTKuo~tb~28>c-8+c;xK6>dV(f)jm8V9$dVaaRvF8Ar`VG}xBT9h}>
z+u^cJfN7_7qiCp5pq#PI)W<b4CgQHoIFHD@RJqu=Hf8Qc7IuX!<*4@e??15d{&0(S
z{<&W@_u40$^trtM-_Bii>dq6sV1okBPt0=;>lsFWtmoV|^EcO?n>XvOpLteeoxCwR
zz3=1qli!Z~6a3QZuB<pU!*k_be&tC;_J$2Aj5Bjw+-7}Wwz_1AR*1shvk`C7j~uO2
zOEo>R`qAzg>xwz&d_E=}lD?3?%Y8wJn^H>uY0Vot0_xd8f<=tlc?#X@v^;tyt@(I~
zZ)sTLx%Pu5wM%Q21wU0XnD~{YJ6!VR%w%H7bKcf)`=;0?0hdXoLOR0VoSWG4J<<}7
zzF8sHl-w>?AHCH4Hm`l<?9|DpOGBMD1}yddR`BMwz2S|sY@&V!(yemamxm|JwQBDA
znIT+#>Ym=5-<ghqfsD5wyg6aNz0>~a3Z7lX`_F$Utjy4uGB<tejIB3kt?4n%mvvvJ
zb%<%zu1$|G6bJ3|oLnZml0$StIge$)i*svK%TG2YSP5*3j$T}z-or00`KgDE_p@Tp
zBddjXOeUY*lz;!g{G_W@Z+EJdhbvnDyr?#LZf)F)4fC1H*?ZnLSr$I~|L@<CI~Ria
z_8Kwy*R>sskN4mA{mr?#=acSUKdSLYUsj;?ZB0VF#+LVua|Jp}CwRQsE3T#<e_+?{
zcZYU~t1YjaQNypaDS7YS<MVF0D;Wz-H$3vaAfA~oBXFO@(Fq<5^NN1#4CLYd=I`ft
zA$3Q|2TS!=D$ny14~b2mbm_yVKOs(g(qh$k?l!BhNyrd8v*F5f59yERLfjtfO`JYm
z;puMqn8T~h|G#ocfB$v;oez(?PpeI<u<=%#wzngFl1}}q-w&84zBt@o9k2OLGB5ky
zwU=&>Br5riWi-d#_g>`Rzxn{5|AW+@mKT?Yoq8wo;L|hRT}zfd3i+bRxLnNN=)$F)
zxehIhF6YOp=^UB+h>5{F*mByPr>qS<3$=AMk82hm)HZzB8C_qQ+n)b*-@aK%dp_5e
zZ?*fmY2O-?vike)md=~K|3mJwyl3ivR&MLm&yTDsNw1Gf{Cg&vwd_yv?x&IY*Qd30
z?sfT{c0ct$m(~5YIF8KdS*N_a@3NL{os=9@v_7-h$MXQs@d>I%FO;O0WJ|<|F4COB
zF0mxOB6a((Ln~C0pM7M~-gS09*K^^pqUS1EU0<@+RlI6jc95}k$Bv|po8qsD%<?(-
z?(Ey%?Actiw!O9AQXd_Bed7DK?{_}i6#G=$)YUEe^Qzd>$?XeY6|Hz>G2uq-)9l(i
zv0}~>w`=TQwR+34-KSn>-zuoMd|~^#h*|P)zRF&dI^C4|`1b5+A-lb#&10?iyz2gV
z@1N?0?=~BZKR9@Fs=bU`C**lB{*>{o&TAXKOyTB@d3G-H!=xWIVLks&?qQJI)N#hY
zRHpKDkp9kq4ep;A_ipant+-R^r(=<2{j2Zt<^}fu_DbBBW!xX`nwwni(LM3xinC!_
z6L@c5`kS;g!uiXAMN^*E&3t(!cy?f>+SG-Mu2f4I?7YlyrPf<`m4xQYr>UtyB?f1*
zwe@!|VS2u1@8jOr>#84r+iI~q>2B)&m3Pa|MwPv|GuOSY{Q7|dvHPu=p6<RDSFAa6
zgJ;;$c<<}Y>`q#>>-5@Bb})yOygCvQwcw=RciY&b3!(~-@>Q*y|NWY}pQ+m-!<4kC
zi>1uJOK*>FzW%a%OPF}vYQ7zH#-D$%|IrNpw{!A7S>KJlZ?;_heNpYw{+yN&KPhDw
z=bNcZohB}JSbsLcb#s-DmXWN5L}8vv(V4X1zjK1mE{Y1$eb)MnHOuIC_7r8t7X~l)
zwc1D?eV1H#muL6p|1Z{s{PkTMysAekX2GhGwMFb#ZseT|eHBt49JaG==9?c1m2MLk
zH~gP;{t(Ap*5~hprcIx&FMeagRquID+TPPdHYUzyZ)(2YTQ~b`zRh#NuiUEjr)Q<{
zJH6laLQ-^^4_AoQlQqqKY@d=2P4E_GyL~5EbEYP9WSN=u>xj!c_s0}}zpF6s>Vy67
zo}XDEa`o}I2}}2^S+!}+zCHII7m3_hqqf-XtirBE?;55>&7JX-*<f+w^`H$Yhi4>O
z&N{6n+7mQqvub;qR#0N0v}m_pyq%)xFCCK;S3Ef9?q|JS$7p5qb7jkpOVbx|2z#oD
z7XB~&$;zR?dh>hKgb7_&94@`_6At!}-tcKvma5vxjXQqanP4@IWBt*!hCb8wzS^?p
zW=i7w`6biSBE6=4&(Df5*?8)H*(ZJe{D|AP?hBRNu$k3$Sw44H;tDm*3TNNapULL=
zI&qC>4h5CZJ^tXG?Ay$Hdv{LFzH1o6FuAwz>R#Q8(Pk>Vx0*IJvH$$@$?f?fw_R*y
zZ{JkMF#i|&v9zcr^u(lm_Y<l&PJcdqa*yvdNy);{X>%5@RQuSnc)~+VV--yu&xWF|
zDHfv3XPjVC{%AMhK+t<t`RTuNI?@CuW;n&NDeYER)O2G*kKQiV%Ct2z`+34nd`$9i
zc_9#THzwqgo@Kl6AC?d~Lzcx6if5Tx#JnfnyyoweB)Ln7YnJlz;-cMq=A89>ecJTb
zm7Af3VXCJW-B=p%N;abJ{JOsz-fCN4ixtnz=&#ic+G%tp;j#u-?vC7}6{$Z9jBj>o
ztch>@F+EK#dds5cH;UVn)AOQoOG2%y-iVc*T{JBvH#hR<uhnd3vQeHv>-%ngzp>kr
z`BSpm5?y^!nM$!q;@%%QC)V`JGqG8>O;AuyVEBJ1<%qi4qi;)7wV0<HJv-l(_3YBZ
zv#o)b6TQ@wICJep`Fb<&XvP#NFFgBmBkx((tR`1UHE-ux-X>|2FABd|8ELY`qo6!5
zJ2O&BXPZ??_i46rpDXcI{}(Rp=Bt12@aCZ0HlNwqx?95XY_?>bohq%xb+`4JZ)mqy
zk+}T-hY#<bzjtB(8uys)JZ8x~yk#@mPkq=l;b>m7oaoI{Z&JgwxTmy#ULhM)Y?M4t
zQzv1?`-Re<a{SulX0K=s*uN@aMY8YA%SQ!HE=w(2);RO>Zx++f6BE;(O2m~Mw-gCA
z=QmCD6L$%n#9P!9xMsp4Bd4Bqyjx>=I#W!zq*iynU(#l&b6fc1_I0N!7cu`{^m>ZG
zi__T?U#~7vTUh?}+ON{<&8|n^_pY&z_?j3LVHg%_cjwBEnG%=1LJZ$z>TUlPSNrUP
ziA1n-Lt%}`AHNl>|F<mL^G7JjYjp;nOU}#t2c~reGCXhl<h4g)>hwxx)y6|LlO3lo
z4qTiRvu4`cRoA@uc1`}Ozi81D7uK|sC5)FlcHDQp7O9^QF<;XB@TR8XLPntpB9Gi6
zy3W;H&iYy6F+U}GQ*?3HI-VyJGb6(aiu^w0_1OQ}x_53(pR0Xw@3U*oYo*0Pqf5oE
zPTKT#^2T4W{qpfQYmb(H@0Y#uc>3F~*%r>f_pz&Ucb$D@ov&LUnv(7EdDpx2>u&RZ
z#QcBR92`2mrR%7~NiL?UDgPO@T$aDQ=b@;S-C#Dk@yMf<Z>}s?{#`pm{bb;?C>GmC
z&lTPOY;l!5evs4J+bH10H`|lPUnV-tV>uhgwC=Izyr{`-Ez@P<&Drffizo{D3oiRE
z>&>)-_j*T`PTthanNB{}P6;u$zSF<XJ6|T^&M{-h<@=YPYBN14c|`Bxr@lWP_m919
z&+45np4B^5d)6-D=li^Qd_C?R`=_4nbT&ivRvWuB>)+J|w|3NB-S#i{^mM&fA9mza
zw#D?hp4}0tJb&8zz~rT?j-4<#<tOj+c#Sf*w%}o{rC-J34t{!MwRGB_fR+^tqCyT{
z`PSOH_+X^8K(x_(i37}iT00Cb`Y$Pe=`{CuN)^`;L8YTJTS8TyMVBgCvA8UCc@p!7
z)uSk7`;ob?WOtq{l=tMG^JUMrnlI~ICeE~4e!jxPJVyF~LcYh`rSprgG5^m_-@`Ti
ziD=%*OIzOl`t$2q+p1-2tM%{i-n#O2*YWS~etvs*tXF$)V@&#mtwjrR|8Q5dFRy)j
z?V&@ZZ{6u_@8(T(?R!$)_>Sv!+K=?LFCO~*{H7aby?(nnckT4G>#vAZb#ZOJsT2M8
z+S0q>eOp3x<X1%-g=D<T-4Yi5^UKrg`LB29I6rv2TsE#)?7a3G+0>s?^%n2k(RMTM
z^LFv?ygXkjZ)xW&IxFk^B;k?wiJrJ6)#Yg^W>21_Ox|HsE7j84dCO(m(jyG|wPHs?
zSf&|$H}PQ8S!TRj=3Jmh=GVV(D?@@Oh<NnfIx<;#W^eK?E~|Efo8OfqJZ}A*Exu%8
zYkXBiQ2m?3*JdAj-IurGN5SE?3n3F+;_Y)@<=!fM{A;E}@!@T<XAes5wzz(L;X;=G
z!U3|{yJoKmn!yvPWti;!bk(*m{n<rbC;Yv(d=_K;{G55o_hyb0*(pn>OfIqs_-tZu
zc3<Kv7oONxA5J;s<>e`zIJy5y;p^xB>zL!eE9!0dJ!`I0@XoVg_f#xq*OvADwBTHK
zU)^L<dGCk5JF^>aY+b;7b^$Zrm+V*NvK=}5Zk$+g^UErQ$QQFWuXfs#<|kOHeu=GT
z4a-q+ma{inAFA4FOl>%SJ3z7E)3tIwf2Y1IL6NwcW4;o$H(L$$_HZ-5v6k5&`sCcJ
zy{`2>cB{Y7IP0Vr_rLwnr8`fKTeUC#==^VKF@IL?j-x5Qaj9j`UwEzcT&u|+pL<p9
zbYt$7zP#4;uOBqJPX7F<`p|9}qm@t2+*a|~f2C8O)4W9EukqA5-D_Evh(54-@x<Nn
zmSooDuB1u&3(B3uDjvK4+a%O~J22t2@hj6TvE^aRUMJ&r@jG97bE5IUngB)CWhIPm
z(My7wnpM3G_B=WA_w$2^7B{;V%D$YZ**n>)*PNgIfJj8#FR^4VL3j7fTXub(_25O{
zx7G_Dp3{tP*e+putJA4`vi#P+t;IG6b3=FC`7>>uXyb>4i}t9#K74h$%<Yh$4}WdF
z=X#a(fAQN_yVfp!Afo+C#<AaW*TS^S13}hBm%|>Zwza*zdU};d=J9R24)oX^ZfDw`
z`@;Q7`>hFQlP*0M^3zW7<F;9mH}A!<Bf9)P%Az;xPgQT9$72!n-*cataGBzCjrn^|
ztDL-)dcyy)qpF|PvtqyaE1Q#&bK8_z!`6yr?Oj&6Zpt&C7~Ky?JGw4xcVgSjsr*69
z^_fz~rrsMfPQ`Jn^c9#?JqTXzcQR_?nd#hzW?cT=UKTX-*1@wa3d@<Eg>|`~`0?3q
z$GrMu+vgfyN=`1x+iq}nqk6w?WYL?G5pRBn>&I4o{hk~iS9Wu%yZ-(;#yZw@&lqlA
zjVpU}<{)!=pT70?tNHV-zFs(d|HrZB1Kr6dFCXAGKBKYp$E^uRr?m?_`M7jjP(`w+
zZElq;yNIml6Jwk7g{KWymQ2j@v645rpgJk$;*~e^886Q1^k~|<tFj~Ht5_7nDVJ%&
zbK6*>_A1QVBEP~{zL)b{zICx=M~>>ol)5u9tV-FI&r2h|2z?f7ikRoQo4YftO85AR
z<(z)ciu$&@<j>hXrTEP@8}a<C{pmh&=WZ4(cy<4!Ro|4VbsqDcg-5TMu6OT7_1DiO
zs>|0I?QGqhe$S}yg?a?@iw0Kx#dU|8blhs!O*=8~7L(w@;KdByCYM=-!mNsPD!F|8
zYXwu)k2`c3GpyWkY5CU9)dyB8Cz+%(C4{l1Mf9bfI{#fy$?KK52ls-MD&C(Q)BSRu
z3Qqc{cZKWp+~)-<A%@jV{q=HE;(ILOjy28EaWQ;7$>!?WIQI3~J4(Id0}_0zV%O#$
zWw~jrT@YLMvgJ2tvtRYeSu>Rv{nwjcJ6)I6UiIz&sa1FVs_*^$UEk+_@4s>Fp?~)e
zt(d>(e|g{>|Be5bM^yao&nnCM-(P8bdXf2*tKUQPVxLFv$-KSn=)PYU_4%*6Zd+Gm
zk|`6G9r^c?TfO_ti`y$cFP$y^yXoO<{kuN{jBn4GoxEx0t>$xF;rjxvZQNLUbKzN2
zw{V5}+4mC4Z=7A%W#iAVs%CEUUD?aiuY56cyziZMKlR^<?MmXuo}7`j)Xi40=R6Zw
z@Zp?m?SeiR-mIQT#$#TkO)FIouHW)UW!d)!n_hBtDekQaGv;TX=n#02{rQ7MmMb(h
zV;QDykkyXRnO`6#c(%jq<>dzoDswkXEjSq)m-jICp4CU2c@ncPJ??tcSyuRz^>O{K
zU&{i6ADU<FbUHmXVs_2`Rac@?OjnpjUETESb#eagS(%$}w|^>}cXCpVmf`2stEzmr
zxh=jKFQ`yu%USi;?6`x?r$sW;XYkyN%o07n?6J@bVH1|g`<as%G<zqWpPzC}_4#2(
zTSh<mvMG;+-rGcYZZDO*kS6sybP40j`~3>WMuEvcdrr(T?x}gDFC5`v;@`h(i5UOa
z3Ts|BI~B&R3wx6mq}`p^D=K3we1F?w%@coqK2A9*wQ${yJ0?|+tDaS5aBQ+#Cs2{B
zP`$J*Chy$Ll{z|q^=zhIUHZ){IP?*J{ZV1rUzPbw_a09&KX;>ciBj4+%h@u2BkMMP
zV%;0McAHe)qAxe*u?KIPoffzLmJmnI$|M^#>o5MC#qpeH?lG3cYFIxg=X7l?{_f?y
zMzVV8t<T@Qj8_|f_nNL==d*3K_=;}_9dbTZZ(11V{r&t=D@`M#bMoi+xEENfUg8&w
zXyw;FFH-UIeERDtQnSA?wyNjb++V!I{`j1wSDx2&e!n%($L?o;(>Knoec>5b{j<F1
z3;hh(c<*_1{J{#}vWlvk+jpJWZs)M$Q{koaYxHt7OSV{~`TbtHnT6@ZhK4yIS{tN`
zw%(i|zr-Ttnr6f1OUt&0*=4F0pD<f)_4tVB$$iGJkM#cLS<o}LdaFi4<&UgcVNHdd
z`%m4NUh`vaP4%_ad;C5pY`gno`4i`g4|8jlKimH5PP&QHz4wx~b^go!>w@23N?v<$
z!j|)Yyc-$aZ7NTOe{FSPS4h)o%8R%V;gM=M@xDxutg7H_&(p@mQ%u4`f_{nfFR@bj
zr!=prqyD2pugmIl|GU{Qy?J=}*yj-O{i_SB<?7WW>&_~!s9SzAbVbjs=^;n2iBGEE
z_Wbefo5#6$jO#a=i-}wlH*i~Z*x_p3_v`b$zs0S}{;R!7^W^;^7yY`r+af#nZ+jB`
z-|DyDC$p)+51ArLU+F(%ocC$tld6^w(arDA{M&u1^V#3Cc59whoxFc};=I15gu2GM
zgWnde-tl+^%Q`t%{jA6Nu8M!Gc6HtCC_A)uj%a}VmE2?J7uG#fHDUU`bWPGX*$VNN
z*U|-Ro3n*u!gg@HVcWs>FpBef;IW3X$=s)|A1swwXMS_(iU`BLT|Zt=Y}&pk`iI$-
zbNjpU9`YS9<vG9n!O!~_bbVxOPrYl|quiJGeA5NpQ+X?zzjyInIr>-duHU;o%&%4{
z9<*%z^n=BU$;2|0_0+TQL!lPG<L_v%kUb`tT%7j5wTJzd{fSu#Z`#w-Ew!W09=*8r
z&G!KIJGXamT{&pO`uKuE<L%zQ#_C?<Z#TtvguaN<xW8(LsI2n)hgpxy4$2nX$SUFa
z6>(0hp?&v7mFLb;t_+$x-KMaos{Yo!!unS1(AVG{)0}=g8@*pxGxNxA&K)K!ZME{b
z&HHMXtZ*qk^EkuwcQ9A+oDcK%S@-y?kv0{WX%O#dTcF!qeqTNJGy8<eD_g#|FMJ>G
zIDM1Wi~If;egF8b=#MjB%=VyG^yzP=>6`Mu#dqkekTKFzv#VA=@rdJ2J>&IASJqXN
zpBnscs(ZVnNO9ANJsmm@X?N}iG<~XV^cHOXC=?lTX0OEYH>+Fz7t~9w3*Vu6W#**A
zf4F}zmCH|cea5<Jfl;%yq;_V1&(v+@ygie*HRnAIQxGrax;p9OM6(b>iR<=^ceg$`
z;&9I8`ia<Ux=Qyyzf(w_@NoW7?wJoR9WK?6X)cIm6>nSJ9)8edqjW9rmsi;d;m!qX
z)x}r4Iu}g*U3GHbiBjeNW>KrYEi`+kv5RNj>>2fQVp-pJ|IA;k_Rl@TaLVo<>W=TX
zFOb@CEueZgW6D-m)*I7q{(kUt^(0=Q=o;a5cR9|g?R0l|9`6|T;xhMU{<Hs#S2>%X
z-)Hojt77`^iy~)!`gZ)8dg}U7emkwY8SM`~^Sw^G?md6+oAs7`)@Sw}ogeZhWY0RA
zm0IDlq2;UZ&-i`v)%joD&$MsGd~^BMZF&94oU2h=w!dK7rFr-Nnb_&SH|-O))0ga%
zj5A~Fb@$D<r=GwygIkC1bmZ%qd!lnHzuEm>|2h27^Se#In##HOtpWs@=TC1*K9}~q
zKc;dW`<=4y2mk;7`Tp+(`P>;7m#XwE=T6lNVYF(wAb524r7w>U2(SG4l4a6=4js$x
zawje006Wd8ks(ca6Hm!xJQWU_>Av)Z<w~D_%Wg#nMRu;bz#bIY`e{S7*6N9T+dZD@
zJS*Mfqm_Liyn1Po*_rIOL6+>c?EBnwvM0`cqQOy|^<qWm`^l#yR*EzS&20R%A|&mi
z*U>2<&n7s2+!FFEaQ~y!m1`W>mMTo0nh~IRIeekkQ{AA*UYS$RmlTQp-|=Zp$h8Hl
z=IDDq%`utuS$XB0=KjpTL6O~ArJd_eu4KM^QFd|R!jc_69ATm1p$EdZ8k9J6$iJ8`
z!|mV0QCnTsn#|t%uKD7L69->x*q|>ZFM7=-Y2wSh69pHR7b)qj;pum036Hn1d&$L7
zd-3537oJro<Rj;aJz6Z7`1X=r;?<B8r<Q39e-8aRQKDmIsTjh(ikW3+aZ!#-URX|O
z-j+y(uS|>?YIoQ8*`{4su_{;4%q8jLi7zeu9WKd>52=_)&Awx7E2GFE%F>wRmh2SK
z;ot7A^!VY+*h5dgar2oMEbRK(ueoWX0Z*QlmxrJ0w)S@AL*G7Bl)Py$5bAU-_hCq0
zB&-zvt*4*4nd3U=Ve^*d$q#Eqof8jPbC&(Gc{jZ)N9>sLg`NjOnL9W<3s0mnCT7aC
ziS-^~d2z9z!fI3Pd5JA{B5i>V=}D6nR<Ar+k)kBWJGtxO$<DXQ7avxXB()ou%FdnB
zcZ_joWXG}A8!w*B+bF0g*4e|o`@73yg_ML_E;(E){EoyP+7~$C<-8ddOBS9KyfEv;
zza0i!)b-vho}qm4#+8U44L39b?g`H2=odWZ{&?fg8_5q}${O5>_>!O^CUA|hy6yO(
zjS(dh50)=eU#_<NvBI+%@eSJ^UwmlGz+Zb`y4SV+n39qEcOPHZW$lMuwwJklcYCpW
zqlb)1((fl<Dtts-Ol)*}+Lj+zSLfq!SvPUx3BE%!8#ZY8878^RetfZTfzvKY>28;@
zrAw{MEO&ZK@V{sJ=l0Fby@6kZlf{?o;f@t6e;?Xt`AN;`8?#eONlDT9zQ9BGCVDCu
z8A^(8^Y82Reb;=i!Q`8dfAFjiwn|1yVv_w~KK??*N?n5d?#GitQiB(FcOG7<+ur(i
z;t2^swT3s%g~#0g9(eU)#)-a&nku1J54NRS>`S+Dn&I8X__(LNy}`P0qISxL$<;~1
z6C-pCr273$!^7U)-p;=!u`9|sp`vKdC#UzRPkTeVZdI>bvv+EJ|9;KA0miBS(_;cx
z9lY_Oq(n=O`^ci?#*;5)r>?I0eTqqZopWr4kkTUN3@O)(d?sCwJQ^%BB&Hs;<=E_J
z8Y3FCQtBQr;~Itl_5k~YzJ&&}9F#vS<A3Y8`+;T~-=Sdh8uvh!tP`~o_ue#D%e>&u
z;N8=I(6skk5C`K|rlp*>K6x!L;LB&7k@$OoOuLjgSHQ0pKb8kcLf7PO87))}IK`5!
z8^tw&DT*~&X~WDd&x1Z3p8ZwCn(e*1W{&9=7rmWN{j3g6{OmT{^4d@3+-16*Kb*Rp
zio0fC<-VeKr(Y|iJL*9u^V9G-hkO*~Uzx12NBPd2DQ;5Dm*g50l&3_m@Yp&bZ}J1q
z4=xpEyyb@u7Vhvr+`+N+ZGC$Q^L)w2Nn4+PH*?eMt`heBI;p4D`U+3*%lzfHgj?eT
zWMvoDC`Z{UX8KGiGGD7*%}^C{Ng?ujD(`)VN~fs1>@_lrYDHI`S!(@Pvt)lspBeWS
z-$E0Y^Txj)dVMttK9zcfX<CqO-{p_)8tYChPP`R-sNJ?fv2X5|@F}e)Bp1mpiuHBW
z^fOiCD><aulent-cINEETk@FPJRU4x8Rr-LTQoXv+1{SuU5i8BAJa(ZXzwuNoY4Aq
zp}->5?pbcftX0AL*y0jHHeI&W{MYqZo@tlzr1hN({%+Z-*w7WcrewDA6!+kgE$q*F
zN`gLRw#Z2?U-NNE{6_zr>Yi^!?JBWKubWHmxNyBzc`Larz%a^M=c4+aSxaQ*E!#6|
zN%FVLvo?ImoAGUqO=r!0@89yR8+!wH6_=LqC-_~g<MEdASTWJ??b5GCG6#FT?UJl>
z>*w?t<_ZShTE_4pG0OW_S;MVq8S4eTlHI-1Peh1&N||fDobYD$NsD7k_no-Y6ZnVY
ztJ3q^uOzmZd%o^ie^d2keoJ4S%cb@b??tYs^AAn>KCSkU-KkFQ+uL(a)~#&y=vwTO
zT^6ujGwVIa9>HoO$F)ui_DC<@dsqFV+ZNtOk;{#LX-;#0mf_O#s!n9jQIlNHIdfC`
z1((k<cZ;69_s!2u-DfA}Rh>z^wVh+?q@0;bQ)?&LaGLI4ay8I%`lU(Tm+d+$9$l6@
z_0YCNWz(}$mpVKH5-)fKmOm;kah>)?W$PTyF2^;=Q~Hv*{y3}Fe7orH@agi)or(^%
zXDu9R!hZamXU_KCsP_HR=RfbA`oHbRvM<K{%Xt3o7ZIIne@Nni;5xrRet`uN$p!P5
z?At69^_uln>hqUJmme1X&+jJwr~Rz|iV0l2+?;RTi3zQ#)=GRO*y8f?LD?sJA<zHw
zm4$kC{|+n_JN-lM>XS+Nds+9f%RTfGwawo3Q1<wb3;&t;^-6_!aqMLS?L33*Wiz%k
zFb1mvb5o%=$Qqg&lDL=69NS*DH+#x!L_)vY*S(*6^X9C(H}6$@Z`%D*G)RqQf|5X0
zXCnhslY+~J1xhy@l(@Q*99cyJa$4lN8oERSb^3W*8alYx0w=o9Kl`rc{FywaA5+eM
z{{1g*e|_Eh^KE;J-_I?3ey8}}^V)NFSQA?U*rFOVLd-KV@(y0TJj;9GbB-Em^>Y&T
z*^kRRD>)u=wfNYo-Lp9Uc~R9QM#axeEla%B&d)Mh{H-@JU7%>Sz$BmfMz!yrY?eP?
z#kKIjS&qAR3(qe37+xQL|FvJsweyXyr^YbLo|=8qBx66%+XJS?&+habpD)Mx)|n&n
zn$LX8!aeQp4k~_OlgW>?P5yIs^NovM66X_lsDFwvuREsl`>uXH<6EVcl*wsl=h(6b
zu5#q4{k>#E{k5-?)85AIy~6wUE{CR>(k#1<f3NwgJ^!}7UN=uA=V#ylhbmfsOBEdZ
zPDC*3>TJtg%${;-vYSU=wNt;0ro%bE66>heu*K;YiZghly00yKevv!Fwn}hsOPt&K
z1>qOjt~8k~I-9|Lt83fBw<|>7I#^%S+akTU?c0LA8S+)KdmHb$<S*QQ(fUQ~7r82V
zSqJ$A{TCF!82)0ZZTr_|=N`X6|6=$HgENoKUuamh-MUa%!c^Psx9I%^%`djU82@&h
zTQEPs`j_Nf=lu)fFXq3n`6V0cQ14#9!2Y6r0K3-$l}CohgmjL2&1sBWb2KgIxZj&&
zJ1zL1KX!^~+x?L1%tN^y>hF4gKiF3xAlK9W=wXG*y5qbRGIIUu4<&bS-fzi2w*BGl
zk2QZ7;=1II@IMUwA^Aru@1Xnx<sTCNgg+l~-lO8g<;l5Haq)?aPh2-0?kVL@E<dsR
ziR~xWpR;7t+)tQ4QL*%{;0kV8q#>!gyk^RLDVN?Q>lPggG+rsaB6`K`m91BlR?UoZ
zvUSm2F1J)}@w|oCf?lr>%TnGt^Oo1!rQZVc1AedEzGC}I{*~NU<U{5>%5+)%f~QI#
z);-?U{KDfGm0z5yH2*5>om1CRH>GY)T~}ROU0+@6J)ivL<rn2I#b1cOc>l8frTv%d
zm;axVp>p11-qf54ZzjB%vPbi#ex-X+RMEVJ5~_=nj3i8x6MA~)78>RqJN-k#UO1u2
zr-RdYrjOX<vo13<gp-SA#HjV3Oy`>6w5&rj&1*)`vL4O!U4}Bjhrc9b&79|>zs$Ut
z^>X{m(_fO?44h{so+(HZF`l+_+RSrj64oWB8Eu}S_N*$+%(#7L<IagYJ9o~UdHT+w
zJE!g(JCmH3{>+$rhV=~VnY(A~o>@Jk^^DT9xHQAdXYL%=Nqm<smoUxf^bGcy?K7U9
zIebR>4A-;3XNJ!TpK+$CepdM`^4Vl_SL9in!#1aFj;~3)X7qZ-^O@o^zMknm<9+7z
z8SOKx&#*0Py?G)h$;>!<#@aJxY1Wrdy-6rD+CAg$nd~!iY5JS{E9X`=S5Cfpe$UZ8
zXZIZ5b9&G5J?CW->=O8l<c;JF+h_F8^q=8B^ZbnchWCxsXO=zF`E2}Iy14P@<e%)q
z=~gpT4tu{|(!A7piSyFKOAaqpUZT8o@sh<$lb3wGw0a5erHz*gFS)&}c**k8<>l2&
zo|jHu(!7+tBzWoNCD*-{d#770w_IPk@8zubyN-YD$X@zd{CfU6`@3%2FW)_Fd%*UR
z?XB4Nc?IW-^9$dX*T1rR^Y3Quy}4g9Y^?eZCV!b>8`gg|`MZU!UjOaKA1iF_{7+1N
zuK7iza#y96P3XLN^ES@=Ij`OJeAT?qYd)^|Z1X<yedWc^lb)xZcRL@p{>bX@v-a5K
zpP2nv_L=PK+9SW4`hQ5wKeqhq%Nn=&SJOZ5tjUX?rvK>m<LocJ-+ey`+rR$K7C3<=
z)X^-1BdVz{K|z97j8(hoax-^RIs1EFJx)FTb$oWhHJU$)3W5vL3(5=XKm2{r_<;Rj
ze^WfGf2)>L%nJ7vh9-t4mL<6vX?>P{kJjz5e%G0P)ccX>$5j=+d(vwHY6@y9YD)Gf
z+S%D@+L_uZ-xJxdXlHJxU+4a3-4EN3t{;zn{Qc<rarsVrxq7XATK{5da%*D${QU9j
zNB76@N79eyAK%|oFKaLKU#(83&gNh4pWi?FKf26$KcReub%`vitgSU$Y0tYE7Yx@X
zhaKmY^|qFKQ?VmC_Bgk!e%YQo7cYI>-gn-5-<uz56Q{56yEFTT>BWg()U7Ak+&}nP
z>E5YJ8m}1pRTsS2{9n-3{BOU;uK)TPRR+C_=EpTHivRB}VynC8#m)NWMITMNlza@D
zQzKfhHY~ErImq|sker|^cY&bZ@w<hp>ke++A-<0(V2k{^!_FTJY?%5Fg+JW5L(u=g
z<d3C4svIuvtdLvqg2~}xYQv(_AG7}G+-op@)ciyGPTPM+fdwo2T|5Ofl}j5IC7)Qm
zWGT1nef9WdfnPL!cK-2E6m-pW2xMK5(XeW<TOe<UvZ=ev#odgq?^#7^83Mi}I$S)y
z@;QU+e0Gt$F1ZW0F?Q|q+pD?gh4mH1SMRUP4`E-R!6p*Q+{MQxBI|8_Y5V2xmrlQE
zf6@L@^h@#=;V+lJZ2ltkE3}IHuGjlz{1@Xd#b36+u>2+W7kMF-N`ZhcmY&=TUg$Yo
z+^*8D@?7Fd>!Mlz`2)7pOS!rmES`DnfBd2s&l?uq@6@R3vpoODws%qI|LGcC46e&}
zPsnb}Uidojde-&z>ptf_*|x*>o!z@#CS85S`UUyL```Y%^SAeR_;=QRu7D8zMJrrg
z0*}WBY+(r4@<&J{_F1Ivq8CvP7sW4W{OU@-oT_1UCHj5rH~U2|t}1m^{p0PrR=V(o
zk)Uh*A90OestYo<>xs-2nWeT!qtDt^<m<7`k5d~K#q2S=XB{UlFC;H0FDx%TUtqq>
ze6js{b+vzv{m}h*`*HcP_kH?3_oegu^gHbZ;sxuK{*}~}*7SBP(r4(}CsJ?vFY{0L
zkMNI&8y2}g&iyF-aq>s`N3tJN+I?Iu{^@(w*C@N#>KIekxfe6;er)Ji<X^V%MYU2_
z9j`{zM7KcyB1b7#!~g34+5cPDPx?R2{-D20i@oFClmDA6{z=qxRn<M7yrEvHo`v_B
z{Zs!1TK}|P{AKy-%oxIy{<p^~(D2H>r}a)jE}xhGT>kU>&*cxS{6BHpao$!j`rQBF
z(A|BH<Xe96+3|(PG=*q1*H6rU_Wr5(^3!vZcCJ|c$5}^w+3DIpRT}S~y?=Q7=jK0t
zTbO?Qc%LEppIfF}%=GXK@lWxKcK<B@X__Gtb)dd2@45ZM@Q>{mdjGVq5Ig(q{zK^>
z+b{6^^EH_ofAapx{cXoSM+Y+BZ?2y@zsb$R<VsQJEOQT|6V*bhH+3fl8~*bDCI3h8
z*Pa}eztU6oKI!;3X^(%s;@=7Xq9^%Az3`tb^=q<<Ur=X-&_($R`JRnuFU|hY`^C+s
zH}9bD7q-l;U$$(K-rE)DX@6^@Rb_5bMNw2y)~8uVl22-Owojfsd9qOVq;U0Ts_JTa
zzJ3066LNfFrpwHpF)?RBwZVDM-QK@1KRwAI>zx*yJ}L6b#uT-$yrolqseNSM)%%O<
zu2XGe-ZDGa;uZZDO<pm~;<@pg@0I)BR;?B0Gaojb*u5fe()1Od`tnuy%ViceO?uYn
zEX%GEbW&6{*Ti4_h06N(KU{+Dd<;C^-dWgr?8uKJEk}+Vd2(dRku68IcD@$!?X>Ki
zEwo)F&-c!>8Pj*z7P>!rcVv-E@uPo7HXZrYC$`XMjfc&=3Zso$A9Ip&lVTtJ>?`d&
zD?8iz+lBQPKlUBB7AvutW^s`JRm8=QMMddF;m1EcS@-1KlkAhWC-<H-pOmk9-&gKM
zg<7RSrN+<9PoJNJpHx1Xe8Fy>&CEY~m0CY*Kea#UKY972@yYp<-k#iia{lD!llH6B
z`~G9Q{!_Qo?&tR>_LDf}K8l?GP!xAG+v?fpsCx&ZE2EF!-P2qCN$%eHcB^+!jDK>>
zKm7c&YmMgp-t|u`_f30$_WRTIPuNwH{v^~%*w2wa+W+kMhp&G^7w9JcEUZzs-<Paq
zKX3j4|3~VdgMViJ+4|>8pVJSvpV=>UtfY7JtaRpc=W>s6-kqUZVXd3H;Ov&(vP*Ke
z{M%m`%;h}p_A+KygWj^!FW!}i#yWprvVOtui_8bi`Ifq0P<|Qs)_+@l!M2BA^zWO^
zu`B*{MziSA^xzj?7G3^6XW#2Dvdf>(-}m>+p3B?k?)&=X&SmrY`(A$GUH*K|zJDc`
zJC)Pd<oeIw@o>lHw=1`OJ$^sGdQ0xznLXP$b64M1+j{r%w-X<KU9R7D_wKjnAH{Fw
zS$$5s{mq!a_IvK_36Hnlm(7p<7JHlX^7i>#Hr}r-e%7|_*|y5#`4(nxZ`|27_rBXL
zIg4+HHj283%hY~*QS1KRw(7@=U5j5YG<!bd`HY_#moFB&7x!<IJ!^eRR@X+#;?i%A
z^~$2|r~0SJXxdCFS9#s>zT<DlLk_!|Zy#nJwwL+$?nCF{`SNz`TbbMM+wJ-OVcy}}
z`|YYL9-rLWe&1@(w-0TH_ws$Wh$*%xxKVzi`bMdcys5`GjpG`xm%cXfd>MR6eW~_R
ze-HWTc51d7_S&`nb&ho*by5F1OWGfK{fzvn`BM9WmA<|D|IoUiUp;@qUuqq7aOFSB
za`b9fWS81epQAdFy=$UAHrOnbSny)?3w?Rc-<GcVM+I)0WbXV@p1ICM>Fg9Og|;8E
zO5O4^g?*%pMQmO~KkzPZuD{D!S0-KYqUggF?MC?!Pd$%!=QTokCn{KZ`un^7`v3dq
z{qz6p{(b+vfByg5{AmH=Q<9tnl<I966uYJw1kH?D7?QfebWPZD@W~NZ)5<Mk^ZKtp
z=Vx(#cxKHT50hz=XHSn0hzN-ZiVC~8w%Ro{)HM9^;%({c?}dMPd3*i;smyGAtE6pG
zUTk=%?A9k`yX@bpwvCUajxXjEUO&&I@|0=t@>uKIW2MIFrm^<b=XlNUm3+Pvowqml
z-rLXOcN}fYzuN|f&58PPpw@qF{9&`jyQj_n{q&#v`=jo4b-#|@ue1IC=Jfl0e^0e^
zo?cg1f64lNZN-D;=KKEtek^ug?`Qe@LHhifs<Zv+V*azM-uAq_zINVClh?m)nxEPE
zahZJHzSMVXKj+>4cjnJ+@jHdTmdkQnynpz+VoLkk?pX~n2MYU_?pL3*efc-$>km(g
zD@;s$ng7a|=bxP5>BI_$tnPJg^A}3KaQve2Mf4H>#i}EUykF|uG<rU0gfvcDJp01^
z3k3=14^I%cZLf0+4C!0Pcx|2Q=Rl$J&gT=EiWfSjz6dtq)KwM@X|ZG8JhAulis>Kb
zYOsY%vgO?Av1`&!`^=S*ujUuTn9l3WzM^oG#{A>|yS`t1|55nD<{eEne*3%Z9Nyk=
zU;HHYPwj!D^Ift^<`t>kW63jPJ}1>Db&>alnZ!Y+FD6zU?vuSXO^@eEmSRnw(Z6jm
zvxSrLF2R=<1T22#eUZ4;_-#S|h3PM>dp5GAKVtn6{AVVM>NoZ8%!g+mIPbFef<s8V
z*nv28zDH6<ZBovAooXlkFuQqd_k&x9FZ8}hE76YXnznHI1#zciGQlp6Z4)0}(LT|q
zby32Eamh}ZV_W3*w)Z7U>K(dk&@TRH`pI6CsW<vHT$GhPHuP)!Wxwb(;bqho#<$|e
zp79If9hQk~d&D8vxBk%Q54JxT{}{w|#~)k&$k@ec-x7^ie7|yk`FtvlJ7|A!ef#fQ
z6PYUm#LoCg?h<<TS;30;{Pf<%JEZEJlvKPDqo#VOasSl*@$*mgAMq3YhYE63UvZwd
zVd!lMJnve*F!n{R#dn2Y0&|_}*);<r8cP+p`M*6@tkBrU==PE8pQL&R=d<-aKI*ei
zq=&Rvah&;b^~kg(hC4ZTn4jN&Wc!EwPx2j~qnW<1Y?aJ#*nA<U@YuFPwfCIVFZRDE
z-@)E|*WjAn4ttyT$pwFtcQ9Y^bjwrM7oN9j$+W=t7sGySd~)DP&y(bnXAhiVZ^#Su
zXj-#^<KM1EGhX+_4{wz>name1uA1#wZRei8k#%>0+&k^Gqf#GDE7az-&i=6WhuMTz
zReM<9ADaL8@DH7ZoX$N8%Q<Fxyi+-SQf$-w8b80F4k@qRMYC2!uY7t%?3KV*=Ce%B
z=b7#9d7NLGKT(16=!_Kkk{Q-%4lZ9@9-U3`+oXOZ|GR2@yT((N^-sQky06Ig^q_?M
zVoif%l^_0aUu4dhI-~ZFjI8_p#l}f$AIc|elewL6B(LyZR^lDzgeS@$Gi)UPtvh(x
z;UD)0?+W32z26^R|5*Kl;UA0qL3?4I#pfIMze`{}d@`k?P5p%TlGYm5`u&sbR|<$O
z<yzsisw=Byxu8+WA?rTnE9E8&drRz&h<$!pt}^9G)=93DUMK5L?w)j+=k%53hDkS;
zDtOmA#4TUF;$?>EDrJ$<Sv5{tA8dq<pBGlIlYRGW$*UDsLEgKRo5~xfop)e+>2>UM
zMJMCNOKuOPo)ii#cDtnL)%vVqucA?#j!JKa?7iMcOZYQx^<Ht@G^=NE*d_jpp+C4y
z<ll9Au<dKe3gBJWwDY%!=|P^OD|o-O9}-nHTIFoiobsXj#e3D3Un~V1goIz!+OTbZ
zY?Z{6S*p&jV812u4&Uv4361fM&)y$U4wSs>rmOh(MB<CtebXLae<)eL@MVg4o!GOb
zJa0Z$#k9{~^6BE+9h^%7`<6{?pV)s!$?n4QhcC=))Xkcn9!tz)N-<irlE+A}*3Iqk
z8u>$3lbZ9{ZRa+=JA787OSnS*SA$K5*9Vm>|8~=fo(1mK_dLEjN*B(l>#ys-P_Xp6
z<E+XCIhl+T#SMao4;t+a;n=c_$J0aP%YH_I4_-@D_dmXUqQpeh-tBM4^+{4D9KMUv
zCf}=Y{ZziIO^c=TEsM#@)KjS*L5hW!Tn!%IU#xZEm?nqe^$W*U%DGBk1;4U6vi05*
zi%zRbmb*-sUNXNZlfMxp|Haho;l>Jsvy=asobPwgpUC?~@Lo^ojc&VV2M<k(E@b8V
zAb018_Q!+^A2y!(b>#7v+Ap?Wc)#R6nEj|>7WYNx7o1<%Dkhsg*nUXixVGc0aK>*w
ztnw4vxdIGrVntsuuDBxp?dn3ohUL8tlO|s*UBNlwyXF_8TO4w$>`x@?%rTerZT@%j
z!NNS(?ahDnoxB;C!xogjNdBZ0=~{Vm?-Si3<(Xak+~R}Z2gt}Z+AS8p{P|*lh(q&6
zxpy&Ko1e6Op7vq>p}U(V$X?jbu}0*}Jp04-=k`zd!Le>T-?4uJmzn1#W(BHAwdh|k
z(|MTHR(LgZs_5O_Q>RZA6BiYG^8D$uBa0@!S#zd9L*m2lJ#yPmzua(pjo9Xs85dq}
zS>rZ$VUX4nBTeOnnoWUQrtdFbyj=Cl4X5@$wZD$EY^%2^>Dj+z@y4Ufv3vFHmmR&V
zA@^+O9}m91Ie(@r@4PZG=K91LUqcpjMO?Xj`hBM5jmz&dk0!JAH~so+`**Re?%Sl=
zhKP8zYsL%SeLciEFK$|PRaI2M;^pDq@1@sgzPoxuSZ{ma$`xO)`vo0Yl(E=}GgS3T
z)R}*g(i?Yjb&DpwyPB))xQRz1r2Fjs&Eefw?*~gba*Mt({r76xu7iuKzHX`ByEyrx
zSd8^W`-QAOtG8q*JyKi|w#Sz{__mU0{^OZiHoUveZ#LYuzS2{>Tg}8RB>eY!x%#Us
z#IpWmJe0e|ac6sa_s?mQr*-@8*s-qc$|CRYw^lxjo3>JJ;mtdHPF&tp^<jng_o~*S
zFBv=7=6E;lm7ZOFc<uBCf#3XJ58ORryV!l}gX#y<<Q{sqEcdd#uTrnSaCzaZ<*x7E
zKit2pGD_K}ckNDA-kGoOrfe>>{$ZB#`e~+|*{S!rE4Tf2?|=XDMux*#=Vy7_isW8D
ztxmewyT(lQMsJqyu0^MIY%yAyJwHO2Up(t?dx@tQxALd&tgRUzeZCy<aQpdi=BbvX
zAjzzG5p3-T(@okoN3Cm<oOw%WeQr+LZqC1le(FwAc>Uevf1d;MpSSk0_l)iC9%i|D
ze`0{>mnGg;6YA6VstRSEJSP_762)E2mAppi_R)<mde^3`suz3R$lJkxwK3;-|GR12
zkG@y6a_(C{)meDK#Z3txR)pMcR=Z)YsAq1ptJQ?7`djHcLq73uIxp^AF0EQDZ&KMU
z;VluJvT$9!)U_q=OMSPC<^1B`t-kczcllTE?JLe`_^*F<Y)j5>{@rV)-ip7rRX;ZS
z;`P2oZ&YHH%e?MzdsT*BKj@S^WmPNRA$zxwSF59!8eQ<($X;EweM4_;(9?|8>%ZgY
zT{$&h_?(crxW705=B3e3K9zkxeQP?e|5cxZ4KD>=+UNKbZ+^6?b}wV&tl8DSZTHTW
zo_&1#CvLSLwrloRvI|TI_`D{rcdqfRQ}6ejzjvwnWJX0tc7geYu%@b<FORF)^Pha!
z>wLWD)<LBwJIimZ@O8+|lCJKNlV#T9{MR*4N$}cvkHGi6JzGRqZ)0fj%2?>6$g13U
z%B)MtY-h-e+iep=&0d6grzlkKOLAD0q)@#uiDC8%hpVEUTn}f@4`1~)t2u6MIajZh
z&6Rz8d>N@Sl`m=?ygo?&W3g16$nd^=vE!U)#ZSw<lqPElbbl?*DQJE>$By~tlx5*J
zwbraC+Sm1ZqKJ3-<b4N@POebc<Z^?X_pQ4BCUyTsuU?gHlg%!D`a$2G-$P^RvATE-
zpVqE!FD~u_)&WT;T{if?P`d4WWX;u?o)ez@`fEA)(8N=#auzO-_v-n0BS&u2xkX=|
zKKUUkyXln2mPJO^VTwJGj`NnsEw^_xk|=%bwspx=ohKp@iqo6zwD(PTuaZ4s(wm1N
za&P0_y5CB^HGiwnTfZEqmNz$bn3rAkx|VZx^4TeZH}gJO9P!)#VAqx6Ir-_rA55O#
zcB~T3Vf7G^J3PCtt6OwOc>b~EtyK~>u4|%l<T(F&UJ@(X?ffGoi@SJd_x`!pys8#x
z2h`u0uf68-b;~fxu$$%*W;e`kEDc{^w=m(p)H)L>?UnCOzwG{<cl!N2|APAZ1@nE@
z6<dAz`Zwxl?d+PPkJKjIvN(FythjK0?lYdxZf#fiq*I@3sje<Oe>LXXs~PE~4A;NA
zf34l|>(Z-Vn^s*~Was*~yQHgX?Vh;krH?m-i@dam-`Hnd+T69QVh-QyC{I~&=?TH{
zGOP7DuYKpe@?CqKmgcMIkn8;4wJ+U%&3jsBweFF?`1FXhh};D{p;Z!0%UirR{!0CI
zwaRP%>_1E~&%_g46^?)Aoj70Wmh_FX6?5(X3+DvaU*MlV|H!MKpJnIXRS&LT9GIs!
zTcFP)ghM_|=jc9f>jWpMg6UG6#zK6dNqg->we_z4cD?$lPd{u`fue!1W@yDmwR!Kp
z|5A+k@M2!!&75`5_b%v)T3z1X9uYBDwAzegZ*-~uu3WS4o9~r8&wdnW_U5k68{dE5
zX4Uaq&ir$D&Gp%n1E;rMyJ7O<aJT6~`O`-}884rjrkk_rL6Wb{YyJy2C)e<PZB8+e
zYFl2&YB#@Y?Yrmi#dqAaH{T#GyUp-$ZTatQzqYZx2;5Xs<}Ousoma}@!Kr_Lm(;e0
zY@ftD`&8feyrW-db8&6T4tc^irMc&c?UG}X3CbMx+!uE+U(cWTwsrPf!P#OPl4XMq
zX-2JGCz_taC+>4HPgOqe^}X#zInse4iyN4;9^RH+XUMWHus`KVpYOX<it8uNbnuyf
zkSFHxtLg(;LJ6kNZ{KFDU~Bm4u-9ou*p%vh3!P@%`TTaL)A^re249LmdCz+K>K#cl
zjI|}+$QSVy7oUh`KRUH>pUgfbZm#PA?CtG}=M&`Le7ef}N?hu|!-oH-7;BBHi#4=o
zukC0kEE5%!5wtJA)A)P4M*FvXPNrS?I}csGe<7Ry0>A!$;i5y=kNyu)t8-htj7{XA
zrcaTR4%ZjoHH}^km51lwKQ6(WCY)QActLn&;GMuu=fvg?hN%%2S96-~wz8@ob$w)+
zD0p!f_vBl}A*|anzKV6vGrj0@bHYsD)7hU2zi-;*ID4M>H+#d-tWy^v&s4>>%`sU0
zZtwq_Tzb_HrT?yvao%s`dtrNKkM-rOjXR(1%yG-kTk+)GLg&T%-kJSBdw6}l>+kZ1
z9s9M9xqOwHo!xtSo?^N9`522`zYTU@lUlW6hVfrl4pGMHx&^!?GMW=5T^s&ie<T<4
zzkKbCj}Nm`HFxoe#NC^!KP7#a4)dLV$#svuiwEyxT=R9p)QGhq-!CQYTV`@S!t3L#
zpq;Bin6-|)_L>>?$M*QQl2F5$p{Yw}Y4m*xUCO%l$@aIlPc_0VKdO4O++j@9-=coN
zx<RT#^vJg6rUT*O^KLV6DNc#F(77dyr~7JBv1?$c+N-djX`MT5R(w6tD5ZTlRcWi!
z)J|TLD?Th)Q(NyE7glPDT>WV}bA=gOYuKujM<l&8z6d3&86|53sQf)RS2QrtC)4%e
z6I+?PGHUI&0t1zwAM9*gRj?uTVfF+6X{B{6YdtePyb71NYML50a-}>7sn7JxG<f=A
z3D4L3KGo%NbFFfZc4b};3ppcaQ?c#C(eSdE0Pm?$D_z_*uNbk0-0An5{YyjUOGfH*
z$1C!e<*RdkeQ}qcYgck^&cYA2Qx=qJwKgSQx~*dU_u}z&qI^<j)#olKnscn~=Jfh>
ze1(ecljT_#Sl8Xoy>$D@_Nn{(?LT<zO7A~0`_cSK)vLd}TXod*_0scUdn1=}JV`4&
zy7TUiwhJHfd=&KU@5je6s|3ce72iJfR9t+0OTJ^BW8}X3^XJPu6fwV9!}-7_>Ye`b
zO*7Z6YCE-(zukH5jcrFopPDqrR%jZq`FL6sO9q9wYo?ZMTzf5g{jCVW)HSwsH*+(O
zHdeEU88d8fN-$he<xpLEv~u>=yOXlB#SK)JYG$@ZP7w|~pZq;~LXU4qlUk&~Z|`?M
z|8}>W`@13WJNG^&oxO?@e&<~>{cgQDyV5hs#DaZ!PHcRTR#{`MaZvFs`vg<5=WC`&
z9qX-p@GN(`-}~n=hF7m&77xr=o0Z(V``GpDQ#0hX{yN8)^(xK@53Or`A(qwdyC?m{
zntd6M?pBNWM?c=Vvi{i-cOJLNq05al{__2P@@m%7lS?<tZ+&6pv*|0ZG6TDgOX7~w
zA4}Nt#Et&^u!!_Jci}#BS$g4`6zP(^UUE+B^`?GQN|kJQBEItaNtP8kzn7Xk-QnQ5
zM=U}8%lFRvoA%zzc^K;Cys7yX!}TqTt@P$BJ(bpZWX(1061BF88`37<i&#3HXTs^P
ztFJO9UNv_NJO0~xBa6d5t#e+78(KKt6qqlVny~AT&6Mfg?{=JM^R~V^PlDHKvxaTF
zg^SaYg^!MI@LIdsYrVAfH>;JQ%fndXAADH9+3=wAAFuAPg;n-9cctZS`f4l65&H7*
z-${#jl1}m&+1uXJv7C6Dp*LrXLE6qf!`Ts>%#TAg5^fkI@lFVD$~k9h{juSkV7!1^
zjZm8o-;Yfnr9>ibWp3E@NJ+?V=E|E(j3@s5U$kfc8NW{_!)vs(d%oM=Nk1EP=XtG!
z{)Wp>%nJ9sV3`<n|4>Epj*i`@A0+&p^SJ!BJfr8@(usAAjYYTbHfl46lr1oPob|Wo
z0Q<B1CC}eJXWEppt>0-TS94U_hgXYkCiXfxu?Omiaj@|mOi*CB@rK{x4O{!+yzMt-
zw>8A2UwB<wG*f56WvLRYTpfuI)+!p8mtD_%DzsInq2!Z9Z_`?lqc67v#qRZKThho_
z*8k4*0rRV{KP<~97Jg&2>KEx-`v1(46{6uqryOS*8+$G@eLlCl?S_HFoR2Q8XHRXr
zt&>yjygOiXgF~zD*ORY`8ecy4JMOpKw`ii(aiNKSgIn9Ug!*-LM4l_TvK2TtH>|l8
z(z3w!vAXiqC0jMN7q44YXpp-<Ehvp~_Q9yVO<OZ^PtL!-Ic)989d&yzuGpM)UHyF2
zR<Yh7f8C>b2gB9+`_tA$^?I89VlQqx_v+6__vN9}6aOXloLO-(YUY*bt*I-fty{w0
zpmeqP=e4Ts(uy-5R&JYD7q@KX^wX(*$}8g1)?Lri{i>sV_-oM0Hy-o2R<DtZyes?Q
zP0>f!&V%71G8TdtQ-su6mmT5?Tjg8Hy4L)u)SkKhZ+#W{Dg!DuJP~4a`ylgC@i|B7
zBfmJ+Z)*ilKH02vrbqNu(^{8F^C$Kf@*QweOs{0FZMt>A@<GMzj6c$qvbBpQ?po@y
zOWM9oB!jIi?nv*QvWqf%=HBCefB4oD@oy8Z`ahg=WIAizYA4kbY3dU%RT;@A1xYV=
z`hDP%$`LPayE=u6Z^0Vn4F!sex6im%ZsY&#evNU@ONIKTLodXqG|C9f&Yh(BQh#dL
z*B;p$tvZ@h#1pkEDjh6r0>aF9glN=BhFr^C@S*kh{73FV%T<jTrll3!eNrU6?bJ%6
z5WV-kzfZk>di_-X5%bgHr^QZ(KREt0`(xElvn{;)o9|Dq@AH2s|5W^ge9`8hzNu?}
z++90m6W7(#(I3?$LiWDd8p9PFpAr3WUGMIr2UHpNsq0Q(*2Y#jJ;9}k<6(C6BQ4zv
zI;@p`nE}~rCmpbNV_hpXHSkkYWbRcB#+H4}&;L0p?b&|v==z*%g01!H|FswW_&hsl
zla7MK{zX3jY`8wxyQ}?>`nf;9c*WDKnX}$J`Ok3f<7>6$R%&x5p8bF7=VleYt<i5U
zpPjH%#%fCQ;YmF6<KM2m;;OA`)v0ngjC11~_S>JBr)Fi}Gq!g1lk>F>Oo%yffJIAh
zR@BaIHm&szn~zP9F-zGvYpvSqi&-1IB--z0mfyTvHjA^}$T@Q18-cSLp<GjARD(T3
zh1$4&ZeirB{9?xEK0~2BsYI{+uatiK+b|8MRT}L@93tYCVP-W-<qQ0NwVc-bdnL}a
z%Q!2xDtqg}rKaK8t%sfzy<Anhwr0-b1wv*PTLNxGYOImcIP)rNe?SZGGM*KVj*<^7
zPAv@%J1!D1qh;3Rgs)uUKRb<`U6T!Vw{E_3)#YH;>N8Fkk22~1<TxzX+q<U2Byoaq
zKuuUlro+dxOts#wtSm_^!XN4$u<S~D)o!h3d-44`nRNYL$*jNc&lG-5@jaZidF{-n
z;dl1$GD|wC^L}%Rsb!7E&(oK;m+F7B3$aZ4rg(;{^uDvG^0WIT8!qL4Rloi1?T(j+
zz2=)X?EM`SQ6i-Hiv1V=hgxa#mnq-E{_*=QPMzSB_xw%iE-P!@>u*$EPvlzv<jESZ
zrHS89q`JJA=+MvSt-|tt;?m0>gXZ4dFuA62OUkJ-m5HZA!jf*V3N8|xd9r;Dlkdf>
zk0M8szL^?vTPm#kZLrkYDQvkD&vO^{Tk{^hT+yBVx32DgYVRMLD+=d|)u)sy&RNne
zJvsG;vO;*$u8!1sPa>ORl0#3d`6B;uHH%ov#g}JG?r|`#HBKoC6w`0i*~d`bmEf;+
zbK~80Jsueg<_f&e3tho8)s9oavsCG+?;Gm_>-vfUs~4>3e<t?z(1$~3S|eW@T~B=*
zlzVbo`U{a|NuiNubDy3sbLB}4UnZ|HbAhhp^3u1<>R$+{Sp{FyJgt2D@}enw+WeVz
zXeo*u6L35Ilxyl*(f>PL_k7pm=sozM^~0|n+l(S6Gkz@OQR=UH()4(03R~ABc5B_q
zdkf+W&U|)i;4xau#yLObc45>64ONc~0qxccHqU69H{oLT!wL7+KizOM_rV4|2G?7M
z-tACUE&Q=S?T(0K?5nptnR|~mUeXHEagz;FduxALV%f1E72gTfEYB}}lyuu~##_9<
z>UF7pl;qB?tFxBBllXt7GvIIUN&RxZ&s>*F4(BdEcWzHwz_Tx<+sz}Ea2e0up7!SY
z*}KQi&zo%X$;T`H{uBQT3R*0a_g7X)3UD1*cc`f;DR;ZWeTV%Cxi`Od%zPgk@r`5e
zo(k8Sw;q+IT7R)V%l?I(hy85(*ZVW-Fa1A!=6P1@=WS9o2Bo*cW;nBlY)X+zRSEWf
zdMH50<59W7>eG`YyP^_5nOEEF%Fy0dU%X<IK*ia=(WO&+_HSAunqI(_topQIO7OP4
zoz{s$GEe&6dSzEGY&rQOQ$23NEG|VG(S}b?PBy;LobZo9(Y>+dr^lR@Wdd`#7HF>8
z>kt)m;iZNaAIn#^C?TCs#ZD7WK6EJT5Iz*-*I}~JKwlu<O(~VvH+97t&TdT>!}Sx?
zW+t6-=&(M*w|Rzxz%$R@%Vm>_I;Yf~)7`(_@4upZa$4l!Q{i$|*?+dNO+TCU_VSiL
zowwcWL{hhUtxbJ$M?I|8pm9&gmeNCu@5fI){wkt7?c2A=zted|-*B2=?~e@&OqnqI
z=9yCutKZ9QbL!!=7ti6^u}Zk|;_(=^AEo?-m8yQ*53@AcZaw?*PVyy*(zQD#US4^%
zx<_t(IoCp-mVhI#zcswr9xS5!ahFky(>czS2RR$>7g@0c8z}OAnb{Mfy|eprLT6Ri
z<(F<!;%vnQZ&j`<>aTk~CBgm1tHqg%x%OOBH&AR`$C)WLVaJ6FDo=h3iLN=YfQ9YU
zJW<Q3Gp6{4WSmxYFg^Of-(cQ-`_(V*WPSQP%i(w7!flhoGr09z7r(pF^>@Z1q4|&e
z&A*79NX*~pvrl`9zw2b>k2^kw?0C%VSatHgwIOG}@^PWK!0X?+ckylNUbJ|Qf97=S
znol~}=G`jON>i`xSo3<5-07<GRX2)`DQ)KJ$`KNY<QLt2T;F)ZyoQsxhx3+;?`2!W
z#g)PI$>QY6xl>KnIxJkUPqhB@$+J_rqE)qzUYh$vZi?%&{8r`VEX-?v%znGZRBVap
z+^m|wEC(A$uaz?04(6?Qx@Kg13VtaHobJlIEkZ_Ur!&*MJ4)?`&RJOIOr5Epr9Y!k
z<<f<gt(gY|ly{!qD*h#O*0YT-Ju2(=S8LDzcYCL<d93*a?#PI>|1SET{=PQ4;Ck#l
z9*$MNI31kqr_6a$CV%(WJNcsrgVuYdU%mVP-e>+jm%6vk@bGa^b~N9}_avKH=i_3V
zKT69_eUxN!wF^J;w6wMClXwej!kk?*-s!Dg`ulX-<>V9}0hc|JDsMdVYad;U7s+^P
z|5${n?Z8dONH^^{mh+co&TKS0;Z))=ZSDJI@7J%t?tl6G)%&aWt8eh$Z~9^Dr|i2k
zdG-o<rv&i}Z^~ktx1fAd`l9l6<$2HE+=;B5UAudeefZpfIYBRvooHa#7&X^Dzd$-x
zZTZbpQARZy6Bcr5IdjdK?p?I#f$ydz6LUIe2Bx!oI_P&TuQxPk%AI>%{Y7f!OC5#Q
zO-YaFGoGq3`|P)r=c$)(uAkVvf`PSwVdaTkZ}*+D;kdo#=k5Z@eT%#AnR0jvnO#(1
z`~SeB<)+=ts?SB9ldcN(RPEU^?`npr74Oj%MpGnPIxpRn`SzlA?T^%R9Zp;iN)I|L
z<FQhnB+<TCYWoKF&SuF(zEsb{GG3FdwmGGgGVL<$>~l}?(-apuC_dHoifDm-)3zmB
zkH2?za}M7Y5+G+&`{0%*H~-tpx?|a@Td!8G{$F-`gHgBV?1iUS)fn%*E>)HHY)$BD
z^<Md4$1j`LTW?D{I-mP}_0!4A-_PBZHOW8u>P*qLC&%9JmCvs(Iy`B2oLm%F*-y>+
zOYGQpn=E3LemdpB0m+8-Ifo2HZYqbTruY~tHDB!LDQXE#TN>D^AvRglt2OMfRz}#;
zJDl4(PI5<|DO&w<x%Y}MCmEGkSBV{D-{9`!(D{rdFjtH9tN8!k?!9v*lh+HDAF?WS
zPnz4HE;6+yG%e`04v(#^iqx@Htsl#CqqtXJU=*t7|9JR&(jNhrpA~}FgTL>2Ut1zJ
zH<Z(Uv4LBXvhw5(mzB$O%eEf8lv62TuUPH0(`Jv>r<5GqI=wwp--NyidD|lsvPb^n
z`J>r;RqhKgw{1T8uzc&M`#GmRKY#ONf8&A2{kl<+X=x5GPM`bo_DQ{y<G(M<Hk{YK
zpctz%dGb%~&6_0Bm&Q$sKAG|(`eV4v?5U|q&Qq@xMyGDgoX|NVs?d75&X<r)#}`j6
z%03wHB=GR4L-UNE`sZy`wN@=yz9{S2(NAyl)=r$ZvqX;1lBdDNGN?oTlgb01yHN*J
zb_;gR(3$T1Qy?dXM~CJ6uk(SdSqFH1S8zV+lGQl$e}kkFbHxOCGv@;eIXi7S#8t#H
zJaqyNJMl&zv1?v+E2Hsnuhaa%7sgz*(_1+g@7}Xxg6kU=XT$rURi0Vl^`3Jt`S0D9
z`}Nhf?B%gj@4n5~mixOVI_#LS`I*YJtG(uHjrQ+JICy&fnfd>@cCP>M^O*a-f4?Rc
zo);IL&Oh(MpNsBig<tLZYf<}j@?|xh_<2*##cY1I>venuV?iMQjtsWF9E+S{jvrlO
zWECytXsORu#x`RD!=!&2B3axbl3C%76Hl?bHm)>~>XTx%TekB2f4}d`|8IZu*>cie
zj_2GOnscsd`Rw9+_TNN{!Sd(>onsqJ>+An5|M?{%(v6|@%Bl@U!Si@0DqJygx-ii(
zn<;WCS7$@|93^oE--l~WQd`QH(o!ds&QS_jxl#0XpSSkn^%KPdF1o%*I<M~6rQda~
zzCGwx!KPida~-tybHqF>=sWK(ZG1(`G;xbV)|WMnOC>!GqWP>Qtz?nqY_B=i&=68J
z$C<lvxemA0)qo$7`d{*04b`@D@780~zak*Wu$r?xQQ``#@>?%H?$4{lHv3Jlunmb3
z@l)?^eW|Ov@Y}T<IqOe5kL_K({(fvov|Lo()wkdKG`B}?(JJ2YA%Dk#fInBRWY4cH
zEBb!3HSW{5H<sc1?cR1CVeXFmnRmIjRJ&+(?HbqYuvdi-zu%0Pi`e({-_hBYdQ6{n
zp82le)L>q;zs7If&6J>1W{Pgxxo0y7XXM;k6%w_!ue)<f7h{grEP>4jrY{Zt@?URf
z(Z&U8SEiQ9Yt#sP?>5qFlGl5@SyQF&aFbi%t=d=4uk>%4eeHi^`E~x9D?BbwkDjfR
zT9bLy%#Tm`%AaHV@)kvJ>^vPHw$lFMj14cdwUaJAcDWi+BRR*bYpb*A)Xu#*4O6yr
z>zv$>aC5<~APu(o*3^^ld&1TpJse|ngMU(`-Q3eFE^*JvVOq8D^h-v8%lD4%G&71&
zo6as^rm&NVb2Sr_2Y0FDrBkmq8ssclasAqfkKG=P<<0%Ej2l0Cd$g73CzU-2`y`ZM
z5_5T#bMw0mTaxSpbh7ofb@+WxskZ*(eC_kJGHvdoN|9ENHBWEs5Pi7ti$yPQ(VTDf
z!YfqOmR@`HdWXZw+OV~kT-F`<9}u}Utag)L<ns0|uP09@7Z}@44eBh8-{mRQaPiN<
zo4t&^m$Hg4HJ3>I%PiTsD@%6iW~)oxc2W&G-1*)`jpp6&87~!<Yjx~c<NCb3W1{)j
z4FPdM>bF_{sV<YV7oF6Vlq9&g-ErOZuA<lzKff8tudWLXoPP3ikmdDk*PBf}*;5pv
z9oIG0T;9Zb{g=>kC+i}~GYuK9^H?ud>5Jw*dQz`=YhBA6ndQ2Z_ian=(}?!E`0@Le
zoXI^J(RZ4ncco}QP%mxEV~m^G|E<8(HuZ<**UM3p7RD`&nCaO1)ban^f4o^%YLgZ1
zL)k^*(=X3xDqiGuIm<WX@u^ZlabNe?9sBqyc7{y5*|od)*PY#|o0^<LuViaqxgNcS
z^*rav&#N!r^FLyF@atT0qeBj7TC4N|w!JEwIKh0$!E>qKQ!-=~udU=htXMYt*4k4?
zqIRqG7~9P9nX@R4sgCiZP)!W;yA<&Tr<XTAPMSBxGd3^sNn%HmPW$Vm^LKAPZcAk1
zt~5%2aNs%r8Q(esov6sUwmLzPt|tl{<=@HMSX?W<rWJmTW8+otrS;!GZsb>MkJ<E(
z?F-|@>X+>SW~UC`-r><H_F}?btthG8PS>xOrEV!-;}@PTl`bv5w)^kIwVeyzyvg8G
zQ(2Y}eNyV&l#M3Ip=_4Z8jUw?k(69>ZRLeme<Ba*m1=~{kmX8Ewf=iE&{DO`&}X5?
zqd7%Fn_nH(o1EElF6GkeIbn0JJr~&ZYsbXu#_E}~t)3ivr?dO^+YQ#WWwUi>&3(J+
zHc#1Z-{n_#dGI9Nh&b>*yy06?xXa|n=M*h1i?Vg3HobH<)86>@$l?Hz@WQq?6Xsq%
zv3jCd_M5!w*?;HEWxFJIcbdD?tq70p!r_X#`|~%41+EnpJG`M_ja&D`vI*bPb=NOF
zD6wdEakVddt%vI6SqVz5Tl`ne64;#Ol%l<lMSObJK^gr?9f@z10)D!F)~nxo^TL$s
zy8rR_O8<TL{g|T}5b<!f*RSAu&K_%Fp}0TOWxd`kUlA=FZ`S!bWl}zOD(}3%?K2Kn
z%h?Aim+e<(xv+Zr{|9z`;;Q^*Z0D|IGI~AAFJZmZed5TG;6tyrO<dr-*s)zkqlfE5
z%Db(+H}zfbh3#4T$4N1A)?Jy(Q=5%;Xno3>u+!AQ-om=bIcH_k%7^<7Tw0K0Vcj`*
z{fwjME}gq{_LBGSO16sMY`@&aR;jYidN(icUf#i1Z{AIeo24Bw)8_iC!iu+!)!S^Z
zuRqy$;@PI%%<rEB?X|6KHm?$^n)O-k<C?EIUr#JDYCkFEcp_8D$de^`xz72;%l^!K
z#pHiurl?V?v(fa+Q{w{?CJ9bHBY$PZomDZRTeBu)&B<EkwJPgqd12&6g-e^F7G2c4
z{O+>crEQt#GbPuq)tK}0&?D`u#ZA$gZ_Le?3NyVjT^jzzw8N8M@l?Z4A?8Z6sr6p!
zvHJc+O9GSyu1bn{)oKWxF*}lEvEsw=f{^K=&Wx!VZ5Lg)=_t4b2M06PG)4Va{pX-H
zA?m}9O!<Z1#ioQMG6w7sxW;Yzz&fsH))Dc5H^KR9_r9LCYwKg-N2gbAFSxeDajLES
zKFyty>*Z^TufACR-n-67$MkM=eq~b3yUEGzcg-DV6a_sh_tBOu@o!&weoN82XIcV>
zYW_*os{ZBDaz4Ieb~4+X?o}5RTs(c;E^~ZVIec~5O3TeWn|(LyM4#yja`%k058gki
zs<`%}$!F7}-!0_Mhl)JQwkeZ$o8pseG+nIXkDf2vq7twF(>nAbR_*C8V^v-%;;U3t
z>T&G_Z)?uoH;TUdtnJPBTg^YWeVYER6rmuGxgH#k*1wBcGi}+Dm*4L^D{7p}6tnmW
z)8YdU3<c6H6jm|$?=arFFJtw|l(Gn)xvO1SR<L=$KXW2((-se{Who1}J8g`Pin2Ts
zKDSV-a3WvT3jN@?h-|e<g2i%j_D$ShIjjwKr~dLTjaqz8M6#$L>+cP_WO4C3pZ_j$
z-m-hQfvWwkT(RF9W?d94&v~%p-r{NR{pLwppUb#3t9X6ZhugpRe0gwUdfwqHwGH?E
zo8R8$*!G-dMR4Igc9HI>-(QKn7MGqTF@4wcs#$x#x6j@@Ep7FbnHFzO7CA6nJ$6!_
zKmY5bsF^o4AFRDJtu@C?y=YddONO}jrXw*sgO{DXxFc3=^5xWNt}#WHg(p1}mM|__
z@iC+0*finNog3KGW-Dapi0d8S)NR?@eN5p(qyf`Lfkkisf4Rk&v+%^^wFaw9C8egi
ztz0-Wz(D2<Pa12c+j`>{9FKX^w3#e#B!7ASV1e4C=31+AKdZZ{dzN{rUn;zu`b}}q
zGr?!RRf3$Xs~aS_xYu_aFq-oyi+@l3t+qLik>_5&pIMQ<$>~L8=jY{bGd8eQu}tIf
ztD9oh6`1;X8Sf0M=Y8?VzX+^Z^z-Y+e%>`QvEpyJzZq~nQx<==SmL$CZHw<dX?D(;
zQ(txXJrDUM^Db%s{g(@#@cfv0Rw{h!hNp|9vQ3Sf8p2I(oDtl6FH`%Jpvasj?p@t;
zEg#O9;IDLZV!#Q>;_Z)K#<cc6m~cs+<7QW&#tSEpOl7Z``b!EQ%$MEMY>~A>VA5l&
zpIJW@D`)?i6QiWh*IE?N(>pOjyTT>dfFtF+s{Eq!SO2cDRu8x^sm@sU<;-mHYZ+Xo
z4C~v}6n^+-ns_e>+IGm^VSU+=fA>B_x`wOvW+WL4y}Wbrs{WpkL$|(U^Df?2EVnDo
z^Y+ZNofSU2*!k7DSvQvVh^H;_JYtZw?ZV`U_M<tA4|I4GUef)w@yWFAds>w~FDz%g
zvG==E9Hw!+bLag~1OMWLd0iLu@7!?Xymlf~a9Zi9y=CDW&p+QHe$1ruoy{b1O|7D1
z2PRJ8=yORob=wlP+*HIhGDqxW7fbWG73bwQi7iY}Xqh1T%r#H7C^FDMjAx;S^xE#A
zK*vWH9S-ytbbM`{a5q`K^xM^M&Pu`)Z?tFF>bSjODwC}4TN;`Du~oK7wbW8nz<%~T
zLB(9XCF_Mm#nT_J|KvXXob%!RGuZBYnEt(L?&N@9^V1)myu!VI$=+fy6EE?vQxtw3
z*>igNL!)C87XC1w+;EZUgY5T)_bU!4uFL6s&dGl=b@fe0ovYzjtqq)RE|3z8SRNyO
z<LsM|lbQQ($_KUnUFhK1py~MZbU>wL(KM0gToXc9XdYlywPa=8X?ZTG^^9y<a@8B7
z=mU;Ny*AzToA&9Jwv+14g_BMmJ-X$dbV#rR!}21zW=H=`&0Fr6TB@r*J0x*))gi^+
zGrGz~*-sbEtS{7glvESubGfTS?Ze*5;<7%KRjNHR0`~B{kP7mcp2hL-yz0K?ZjBKi
ztc3pAbbVSLC{|<q^Kvw^+WeFEUp5|K<?OycYeSe%-h?gLhT^f?ZiM<|cHHX_+Y|VF
zmx$*pU&Xn%ca+~*)XdKlRa17dQ8h?0JM&`Z*%?27T(jKGHa(%_&nav7Wy`pnWll<c
zSoS3OsA}nHGu^sHlHRk@pGljTU6<Q_^^J^O?ImVjbGv^ZS^d@YS~a&NY_>bBBKr1K
z)P~hF6T-Lt;PqQtee6rtyR^&qVyr~<G>nyAY8-qfc+>v%k#il_Uw)~WyDg*fMr%=F
zURYvYp5sE}sEf`ol1#6@%L<ZRxpv*Vz}IU$jtY6HP2y7xYHYbQWon<YlH*4!fxJ{V
zrkOJjHW**p8}VY5Yw8Z2ppdYzm?v-Eecvf?tSH-2L#nsJX<LGZkmpfe(Yw2~6;^1J
zuy(~XMxA@87ZtjD;WVAKwqf2`(I@rJ-Sd9_scP#wn?n;*Tclk01Q#hjKH=ju@otLv
ztIl5!&j)uuKUk)H<mxBiiCl)8m2c#<3g~w1nIJ0ev@GLM{M4uM+y2!)wx9d;dUl6|
z!m{w<gMUw$wq*&kyXsjiew$@$vcO}h*WUWtr_0{Pbl(5zb?&#nZM|jlF71yiIc}a*
zUi46$^Wf3>N^KKv=uAKR>R<2+O{wdZJy&hJr>MkEZ<ke?5#PDJ<eIh5+~1DR_cbd#
zalc?`{;R3`=_N~{{ih}?{_&r-vo9um>XLw|=_icCtXIV{t8UdgcR=#DHJc^-&Yq&)
z6_%@n3Lmm&Op4C2_L^|`p_^ZJ7r!Rs@8Fsfi-d0_CU;)TxRN<nto+0(?nvF1mXui&
zV)TTW0^cf#Z4Ns>DS4WnoXQz1pKS)O-~K-v@^AIcU(2UTOjm9G^W@<EHODf9JNM0y
zUbI?|>-8doqhBQ&_DehDDSpu|zy0<~&0pQNqbZzQL+<DNIIJ>Rc&TINl6eaLp7B%a
z&ex^?ICtd2o0Kx?-De%dPdLfd8?r>ot-f7&BdKuLQmMH?p4E3;*ekLOxf4#MW~>%m
zp0xV5KpeyO&8b;xt7DC3hTKpTEz_Bhw9@p?6}~^)w;X1cQeW`qWaCQ%>%YI3mnB|J
z*IV#<KiB-4HJt`-lNr6%x-jopow%gxl+0lrW{n)BT@hUhT{EY@DG|6jA#R_z-}+mN
zTg;=J&U_I+86@pzXPfuC<lxqajQ!uFFKypqw=*^%!pKtfPRrYm+a?MZcCOgBKd#Vq
z+3UuGPp-Hc9xm=@^Qn<}a;G`wtZ78jG@)qU1sis3*z$xczxJ%i`!BO*@7aFUr1-39
zf3bG9*_Ah|ECW_tUoh!VT&r?-Mz4O*rQIu*Rk-~7_sV={t*O!O^YiSlnw$QAxQKV-
zS5^BT|9bvLF4B0>7*My|&Ry?vx@l2@`$G1RTaUM-J@3qv_Ropzd2+NsXPb__*y+>d
zY0no=*|vHji#L~kaE0oGc~cIh|7<Ob^$;#<|Kt>+@rc_|;K`X!mDyc8gm&#}*Oz}e
z;q+_cioJGE&VIirH%I)`xAsk&H?8?;H=kXH&F7fYDKF>Ht5=OAr5`;py5g00^U>F+
zC#-8Lu9W%r%l%y8z9K=rj`8OS-8nN?pUyusf2#k&8om8`^RrIdv!B_qtVCR{)n<j%
z^nzRS;`$RRJB~hQdA$1Vc47YA5?vjQm9DK*ZS%b&7Tin`7Hj9&kiEI<#qGS6+qQNe
zn6pCQut;HRdh3QL$C9_*MM{UH%(WlIh%Pwa7o@R<HDE?^fP~TN;Qd|_dp(Tww`yD~
z%G{>*-9Gu-(#m;l%l>oR4l<1noET-XmHFq7ZD+4JOcXeu+oa2rxP?I^X~D022kW($
z7%u+MpP~CF?^wz^ALB^@68#aHdP^f}Cl)?-TbQo;vU2K=*`f<iPuH1IlwZ1_aMh39
zt9EbKIrLtA_J7GNp+cpXhdy-P+<tzgrMh0m%wK_JS!XXYZRih7kdHH&tKFQiGJ<0o
zixS_Dr1pfD1y*KSVoAzELAP29+?9_PNf%^Ik4yi$c5d~_el>qn26w-`UOP{;{O^?K
z=C07!yZLweq)(6cPn0Rl4PE?U$NPQSrylP13pmQmnm$$Lw|K(Q6HMnf^Uqt})3P&9
zea`ZjCFZZfxADt5&3~jXD{rm8fcr;Nu%Js~`VCR7-G>Y>eQe5Ze{K9l^52<Css9ho
zNIX5Hb@AJm)hz|Lc^{Tdi(7p0<y@`p9{CYZR(}?Z4?FRkyKT<9n28TGxVgN!xVpUO
z?DXoqF-`Q6(ae@It+&Un9My?PE{yI_J)N*og4eIwFYVMb<x)YRlU(jfGZWMOwCm-c
z7bHC?w3w^s!xNzqo650sjvjMK<6bMvrP>ljyJPj*jaypF?As5=g?VWtpYSUxI;^_z
zPR!CE*VoQkks2{!&q{XAS*p6upxy4!yAL})ocYl9;ob(7Gp(Du4$WB?Asi=VCz8iK
zzj<F+(Hvu|yA?8O-XGm(B=}g%m?&=9JoU^|pDKP=>5S_Nf8Bp2|C;}G%e|<7ZdPTo
z3NtqDSQi^TZ}zY27g)}=c`P}3Xx^sI*S#%qialOS*2LThQ4g~B61nCPwq(W33HxGA
z^uL~RGU~r8zwu9X)zvTc$1l!uxnE~%@LTQ8@qhK+Tc7;6uiJ3x*U8JhC$Ha_y6AId
zyvBMBu~YnoqI&-Wo`kM64P=igGl-kJ;m6DMISPWR^JD#1uDGnZ`wXM)KIShLUFk(?
zk_U_0uR7jSjOdiyEj#<omLTm_Gp)Rrhh-m3Yo0j8it+2YuCz3_MdubYiSbVq3kuTo
zW&CK~kz35N<|xB6nF7w-`P(nN{JLw-xrVt3vSmx_R2$!V$aAtbuM1FMIQMc|ZkaPj
z&V9yEzs9LttkW!I^>`em(%m&qv38qYbi7!2apuLP7n1|kvQ8^b@lF@#yZ-vv%k)>%
zU!8xM*(>*Y?Z&+8Wvu1CPUo6^pRQ&(RH)^8Q|r<c-LKpXhTFWWnRur$zDjPs#>kp2
zeqFprZ1SJ~{V(s@2Nw$-YW`Qx{^;&U`-7Ig%hcsOAAV&ll$_IX-TlOusZ4fDXPgx6
zFe?xFr#kh&?bmCnHmwV?8~EdxKUT19dc@aP@Bew))E9m;{UZOR{J%2SeC~Fm_cQh-
z?Y~r;_v_Fn<=>0_vXXPH7N1O6c>m&G=VC{HTh)4(t!-<jubI9+aPRp&`jhXvPV;y-
zT{l4Yn!cHxPncKAQlFJ;0^%0FIwtmt%lEF%rW~Qbr<)vOFHFgP>9=IJY4uItUB173
zkBME5JMFjnjp*6cZ=&vQ{`I^k+ecbQKPpxEYqKx!w9q%ozn(5r*X@r^-TP&4&t9Lu
zI^j{rGmdR=F4?5xZSLE-?@C0T<cgQazg;>xrN=2P{mmvF-w1g#FUiHCmyPzSHM<2F
zPYBHoa9r8!6m`G((}gS*M{~)hpx0^9Z*^bJH|OyF*fRZ7?EZX_NgrO??D^0=o$W%`
zTD4Z^=(X8T^>f;EZ=d?VF*1Fn87KF?t8CR<PbL+GMYlNd=~Zt&ruD{3H%E2tpXaf;
zOZ_tTE9N|Xxi;<wQ=%Ey^QGIKTbfQtU##vNzO>x2vGu88Rd%Ucm3ND7_L{Jz+r<*E
zdbEYbw_XicQRDPBe*GMA6G_tqX2!gpEjmo9S3J8r?z{Im^+mhK7r#H>&9B1$;1P58
zc|EzhZ(Dl{bz*<tioEo@^~uMp6((WHymDKuDwF;?-m(69Z{p>X`UU!q+s&A#U16T~
zBamnAW1TI%+q`2>tlj?lj$`%4z0+&mT_&#O-u@}w@*CUjyJkYuQcwT$ua1|Kcb#Y(
zch&a$#GO^|RzE-EqgJk_XrTB~fREMkiGY&JxdLYePNfQg>t9`1`9(xpV@tzb6=S6M
zTGu~X%l$j{!#&nmm-6r_cU||doAu=Ts$J<uoDX*0KmWb|zPyjGY;0(3Z0y%pSF6{@
zh2DQ2^*sGo(AMYAPk9-+WZ6AE>2yNeQ2LN*qMA$@L$+AIL<3Kms3^n2j1sZB+nX~c
zh=mG!nm#m=5|DkI$au?+=Z>L86!XLO*Gq#X>g;a2ZQ0pr@QaCQ`xk*_S$72s=c-9@
zJ@~e7lGy^QeHGspCoWY!#<OG5>-dQ4A8vFkufJHzGyg@_TiYe~_x=48@1hku?c?Kh
zE9d>x$ShatuM@nrm*MN-{kNK#?zXoC)-13(cvJT3<kRWXb+i+wb~36S_Fh-wtCjgQ
z`ty3t{j2|U?pf~5=idMG{{i`aIqe@-Sxn!yrF7J1Jec)o_TTa+_aFb?TJQbu^&jcR
zV9vey@!!imdU>9|U3{;{W!3WjKQ(bm3pm7{wEt;c;q-`$Yr^^!6HKZVGd~`35;c&y
zxX0#D<nQlB+JTIlBQGdd2+rTA^T;t!=IsIA-QktjDiZt-7<zC&GCX+ppz=Xu$H)l*
zs%(=Jj<_B(c02ZBjm*9c-?L&5Uz*ITF8yNN4y|2>+aA^I>f&}*Jj;`^{_fv9ed}G6
zZ=Ib~liwbH{QX-yZr%E_aHsIR&&+K%CO+{_*s}cVU6qe=f&4!*FU4|}REbTM(>&d9
zrlt7hS9$r$_s@F6x7}5puv%4myGd#7=bMk_PPgB>=(VofWz#+85B8M(ojUu}YV&{1
zLeIX5pFZ9n8DUvxdx4=k!S6wWpG1$H&?mNOvCrgUuLW$oQ`Y@9?E2ex*1z*5mh7A&
zA9Y$_LdB|YCmoN!S^nn!jj4H`CW*PT2F_gP&+)NQbNXS0=K}Ah2S>>yaZgU^J-<Y?
z`p)EK9&^jKt|=(ZGZI>noNDlaxn$+~_>@)aPagjf<GiyYK#141_13Z<tA5P-vFyjT
z9X9V|KAnhrbN<pI+e#_5?85accKn+j$MDAFqAtTCqqQp>a>e^i6?e7I$cuclcbmFq
z`%j4~y@nM(CWoE&@QUvIHAgHU?9@GVzh!CG)9k;UzS=JyXO{bI+O5v7%j5pNP`k7y
z>C`@V`P#Y{6CQotKi}vn|M_jFSJ^HpzxQ?G(|ys`eDr0bpP5(g*;yX5_1oIp-JX}k
zQ&bC1HTUbum>f?pZPnZP<XQYakBrTx2J2R9*zJuzVZ5UBY05{X7azkXu&TMK>Z`vN
z6<fZRsX{aT1kV$B=EEm$HqM@BEahvb!PLZ*|3##7StVa}3Y&j#`j+%n>6|^wa_2pk
zoBCW|&?!vV@=T;>{r<K^`|Y^7p6lq(VLsG&#_eQDL*#G8sbPV7pAN56U#a(Y^OB!c
z+^cu}^H?CI|9;opUkBbUEM(}vez02n@dLXjj8`7N|CiT(|Ak`oyE_Kg*{1LI*Yd0U
z_v*j+=iW!s-^>5WS8Sa&QFBA|>-{(XZg5I0>-aPIYDVgsRKL|%AAXtTy3vDA>i}zE
zNI*c(o=UY|jg5V)zgG3$$`(qMKfEY)(wW5)2EiIq{nm@pe6Qpr?Q!sAVYcg;y&zwL
zS*my0B;RRE{igdbm0CM*RbJ5gp!I>Lub!Kvb8B-W*A9*=W?wpX8M!?F@Abj^yLHf(
zAk9-dxC$%JGx^V&tT3zp>dO|n%<$*a_s4E3eQGdY+x@w)=JEFUKSy`mejdQ*+%qAx
zobOg$+Oh2G2Ktwt%ARuOiTZmfwg21_L)#+##U|fX3idt-R9d=NBKDcYycy5-UavUv
zTmSfep;_t|C&#%R@62XAX0-a^iO9WHt956%FJd^V-)W?g)#KMK*LiBu#R?^<v)&cW
zoJ*E=GxVvcs#zz^o^l}eh~&~qse7W>*ypHx3|hba%)_r%viBMe=dtQtVqc%JIZ~GM
zLCRacb9v=Aaw{(`FqV3-$jWRLFB_B9+-Z&xtfqc0-LlCtZ~Kh-W;W|Q$b9Rw<%HGM
zsspE@9#*Aqm%aV{(d-GmmYa;{zhaxn9CB`6mc?xc)1}fcGCYeX9}y8<T6ya83YM>-
zKNs3O^>_1-<(<>C;$2klLSa|k2`tA_pLeIui?|jVpZ)wx)w#ak);hmry8nj%5M$j}
zxVgERn|+-~E#t{mSHtF>TP1c^KKD)h=JgBn8{?+g^3_Tw|I_PQ!qR^A;Egv$tvnsC
zXLJX<RLU;qGrqRNqEhHepliSMg6iKbg}&?5$|o;BSv~u$*l)+5j_<f<SIsJ%l{u?&
zmTTFJgKo1g>fK=3edgefw|2|#zwSQzR@A3;?Gd{vl3A;_UVnUYo9DONZ~SlFPl(%I
z%dy^7yvgU7p<9m5^By<u=U0obIp}qMZT<OSl0oyKV;^RGIQU`W2Ae%*Vtmh!?P-*_
zq?sYM)$wh(G22(huZ3T)zsi$XmHjkptJAxyCsX%yr###fy!S@*yDwF-e){iA6e<$;
zEq-0Cm^pQ$jr#PHHDP_5qjpL(%s70~QpS(XSm&GN8-Z=cI?a*uud-R@_*}VnFh=)>
zOkj&)cJC&m&^(g|O7-)$yL|0h5qJE7c%fa73j3KrKZyWdr<aN9->f$VpU^JnI@z^k
z^I8t3g$0*1U5Y24TanQ5GdVbUby9ZH?4<VO_~RiPYtL{gFuy&Zd^@*bwyy>g_x4*X
z;X4n0GY$PSe@nOEqNfg<*WOTkzE=OhV~Zn)7N_oT*zn7;X2Ri^D;mc=?4tI$)kWw{
z-p{bI(4^&5WO}Dp;c`Zo{Y6s#yH05OdvmHkw0LS#rdMj|*FEbdue##Z#6MiA26MJ(
zIk~Kz8}i7BUt+>?e<_7VIZ-PO{;#5I{!IzGyHoJd49Safte157JvKj|X?85N{AP@h
zpxL6kQv*4YcJ04&aK#(hyXo6*_hc&da)e7uy;4?O<bJ)KyZo_{`8(m``@WxE|L@c3
z*MCGR!zNk23Aj8z|Ig_~;VwB|N`E@m{`|N<<?77VwF=Q+9>2e7pSt$40rPIFo28r1
zPvqnkU8I(K&R#(4>LHo`{5{^GQN4kwZWe3Ivbs!@P1YRC%&XC={<!j4&7|{RWbPJ6
z9K1c{sfFSuxlPsk?H%Un{a?LfCii0d^7wOgdh?rkUTnJiYR0vhEb~6sI`T7ay|pr~
z=lRMMOW7Y^W4k6+Z0dS*^7_J)uf)5G3eHu#9nG%(5ZxiSM&a%0_by*{G`T1(4%gLW
ze9U+zS!(&o<X1Ti=XK@3{8gEK>_yLs`J1wO`6RSLW9OdvyG3^u>%RPGiLGf{)q1j5
zoZEhb%YIq(!hGoy)h7N+MCF$~Tl?nf=G;$Fn_hjkUFv@1@-1ur)AwF-DcW9oALMr|
zDl%|l#Xg7pvu{f6ZQO2eIQYJ#OzvEXO7k_Qw?(YC+mco=ofpunkNUae|4S#cRXsm~
zH-()px_<SY*}Jssd+%6X7kirauJHP`MR!mAwY<GEcAf3M?M3INMVQ{`{A}=h!pl1G
z;@pR_t^DG4b2l&jFm+P0>inrIk`8>#5sjI+$U#Mjhb1{}{ZYB~91FTE(oUDW`qRZ%
z<FrHQzL@i@O$@6;**oe^O{y`opLgkH(jB+t1FKaytB!nTbj)9E$WjovK+V9)z;uJ=
z2HgUM0-FU~JG9<rcQJEKy0_%U5{m^E>n3Q<`TObH*9j&ThMPW5+0vkHR#z1r9e6m?
z>HdXS7s;qS`&ZV>|Kr@DzT8BBUqMx%?BqM+6*6l!|9<1Qc~!tvyQ3=;S1$25=y<L6
z1bd{;UG}A)=SnF(wOwv@bF-P%q_?jZ-H4ZB)miv`>dU(dZ<ajoxB2m<^E=xevt4U*
zkCnycZpki6%ahrhd0faSA>Q-vr%TVD_e9;>lX2f?%cF(7zS{GRCGw?>cJDuyXqL&d
zZjXCfncUKxE9-raU0k_w`q{Y_qQCYr{Hjwru$KL3L520qRol3tk_G23YpUw+jftM)
z8n*m$8gEsNmss}C73&;tH>SVqW4ltr@Z#%CC%M;-9igkX-fLitnisg^lhfmgecOv%
z4&FRqT6o-YTJf><yR3Ixd#KOx>9)u^(W$R4+fX%ET~=MScj|mAt^}9eey?~E|J0c3
zT@!0>Kf12tY?rNQjnW^RdyDVBuh#oM;g9asz?;WcP5!ihm5*5@r`}ZlE7u-gyyaaR
z{($onTWWKe*gW0%6|u)+R`0yF{ZRex{Pq7^AH3_}{cvKYY*aGOkB4vVX76C$$Ed&d
zxY`Tll&1m@_d3<yNSw3Pn)~_M`t{7(yZ)trKmL91q@{}AUbKI|_git}rt{YSKV)4u
z*Oz@|_4$?Xmx!jUT`NBST4w*RP&i^r9Jf4UvN8YMo3a-&cwNqXTRVZj@%kEhce@j|
z5A6kiL_b--^V9~@>t-|LB_(HCH|BT5%(T95aNknDXm@bBvePy(?(qDbhju9#S$~h7
z9`mqBYVEomhIxHE-Wk~C)EwA&?rY0e&J)s1(+)m(awp{d)t4K){}}8#E7GC8)jE~y
z{Q9?z6U@|?uDbu`c=liRzdiS-o@ZUOWVX4xVPr$Bbn4=BM;5M`*Y?rv>lCSJeKy+j
zJQ<!XSu*#^;$K>u_O-YxoPN+b@ABs(&daOb_Dm`}*4nhfrnBLAZL3~OaBkSqZNI<o
z{qpXz@ja<*(^+qN`}h6}yUri+`&#|RDt<|I{a>+V-#2XAZ};QIMekz;Wx+`on9l6`
zCU)&2^VN&I7w$!$Fjrh~)V}iFr9C?<c?6|$Ma36%uehVJ;*+Jvl#8(`<-29SE$~m~
zK6ZsyN`lKenK7eKLa4^zz|RSOrvv{g?~Xsaed2o6gg2-9S#C9myg5+*&gaS2rCYyG
z_tJG~u?r3Hm3Vf1@&|kGV~1L2u9=kdagL>tK-seuXSABqs*W9#o5C)_eEzABo5`)e
zKhI6jdUNK1=A4^{<JO%Jc((MLiA8$8*%U*iSv$W^es+I-#K+&$`sEi~_r4eZ{lM?{
z_8Z>S-h6Jaqx9nG_Vw#6HvXCQSUdi>eAk6NKOgs-3umOQh>I0Guu1siiw*<-<l70U
zUNarfM5L*G*805asqgdlXZ&;JcmIF$<IMlPzVE+0shs4qG=Il$qyHk`r~Xs>?)0Dc
zo%LO58|j+!r+H83RNJ=SaDHZPlmA0xRk)Ady!Of)Pk3)k-PGW@TKc_Lu3H7CQoDbx
z+KuKKuH|OMJ36fo$g-8FJf73ICw)^x$&<`og^#|R{Gu1MO65NH#Wx!Yxg5B6-<fm&
zc!@{4?X}=n*_wO-H@&xQ+R8E8LsRR(Nv^t@OW$q=hyPu7ZBlZHMECxkAOEg<eB;Bf
z_Z!j{eZEoqUAFY0yIl3!U1uJc%<NezyzzJMbH?gFpO0OQp1;#O=6e-?#cXXxv&k=X
z6_s8bJ8}Do`O7?=n`>?_ygju-v(RMW#??GocVD|D2h7!RQQfhmd7^E5zy<-1iF`U7
zdORDX`&a{)D9U|MN_jT7m6fkGYAGj^3D+#HDgBk#6S?NRW~rSRx<PNF+{ROD&V5R)
z{&0Je-WiWoP0^_~u8}9TlqS4cB7OMx8>NgFi}@!{o?hTQ{n_upL$cqK51pCx)=gZ<
zY59`o9haK)n7ZQTEaUDrIJ#`E?~&TqmXGYdpSgQFUw5;W#nh(<cXm&Id|PwZ)p9;>
z?z|bcEK1>L?`H(xJd<Xf9dD5`)x+KB#jkbJDdr40&lVZI5%y{;@V0pN_<+1pJe!|e
z9mgDAZLuTbqGxnwMQ#hKkFCkPIrrnXP417rPs#1f*Sr1tbYcjL{FwzBPP)@qUvXsn
zDWuAGFXQ<_^WvKCQ&}o}l^Wi4YlUjMHHun1duq7;qQuqNSKnq`TcEaRM((S_2k!1X
z#m$_%aO=Xe3%^Zx<M5*3h06;c53wS(&&$3ug?H(9*fEx{DXL`q32lj*eDCJP{rs~|
zG(E08ako}%=dSbbP6SUaE2-apc)62o!PNCyYH=~)Zc5xauC|9B%=@e<T~L{JSNy@8
ziQnoc2D|+V<x$!Fe8#6GJJ)Qv?)OyssHDN02%}V$&@F#|e|WlcTXete@5B7(<#vBv
zyZc?$=d-)tRdrYXRqQhU)+0ZqKC~yRAg(Mk?rndy!M(lGi`NN$-~abq?f3nk`FdJ8
z4aCF_Myxn;*6ASIb$%P=!(lew8+|s4-9Mjmtl#);h5F)3r;pN4^?v3(U482N)Z?*U
z(@&)=pK<%ZPs_I1j~-a;R?g@W58R|)?^Re=7g%VJccnujzW;0RiW#~YA}b?uQ@UJ^
zPCBf$oonGIrK+&h4MLNBc{Ww(u-%RAOz~Rmw)END<FXQIUB_A8GKf6z<`a?EOY5@!
zaKG%EyqWFh?Cu4UR*O`Y_`4b}<6iV<{_0jv&&;_pcWNihiE8Zh>pQ9X^2vb)lU;X;
zmMT4(X8rfZ(k~s(ljfYexY=t1yXLO*@1B*``7LRD<+{<tb~`iMGfSh;iL*lEGIlcb
z%NE~%BDvjvCs%|({q^f9OgmpKOAXHI7E61baCsu{m5cns?Yxo3yFS+&J)S;y&!&d>
zdp}d3$t-{MWv1K<)&}<3cUmGAq=a);I;O7-F6b*gSF+8j{$)timt&qX7dCUvt(p`g
zcjczdxzex&={Lh?@YVb;mTQe$?pPtOwkVM8#zdK!KIfv{i)R#9>BnC^yj99N(?0ZS
zP4zDR&t03o-dMY^=(Odmi9x~!+3TZQ+b5g9FA3O|_ru(U-6`+agXVRo>;Jfmtz+tP
zTjE((diOxsrSi{<e4P$?^j%8od6VM2mwkne|LTRjTOXP&>y1r6A-Oba@vSAd9^HIB
zu{tDg(}Bm0g1Xn4-v546Y!n%wy>HWm#i2WnSyygWJzh4ypX2UwF15DA$ocWhpYOeQ
z(MYHG*SAM^e|$f2QCVP_*TKw%)z44P%D1jA3!E@nC_zf){k+QOYu4(fe!A3E^z28e
zdD+X8pX`luE-h(%ynEk5-vx0Wyg&V$Yk%pYeeuCtO!l&W%FiwQe2?+P?cWJ&rW?yv
z2go$sT(-V*@?5PseZLN6Y~GgE_taeMS%A><!pez<D&ma7?%Br(OG>QwJoo%r`<BhR
z7AY$?7;xs5{AoVHeo|jKUah|4&x8=(4jzwl{O9%WAIjy_JoI#-fY8L9X3ZyUQ(nAx
zs(bT&a{H?u)4E-<!Wjksr%bpn&%<h~7!u%C=vMggLP}v_q*25K9rMggM@!dPb7a=4
zWhmY9JK)>7%CC<%<htgIXF5Lvh3s|Y<_mQmUpz6PPDO^Z{pTl@@VI$Ag<_jq-4*#3
z3T&FvZdu8}9xT^y`ZUZX_-E?MrlvnNZnKSMPta<W<aNK1SsKjIF4xtfKIQ$<*?}xc
zU%V&fdbatCsV`T(sdCWsUY*zih6KK-MR~!-Zl>$?+8Ac`ie#l9wfn=7CES`}d#dZn
zj;c+c+q@=q?(ms3DbO^@Q~Kz=|6!7$?l+lj-d~)%Piv7zLCNyv^IuqdyWWp;_$zCh
z)ivXV=A~epr_U{mw{O3&Q~%cPf;fka=PB=(Zpe6PxAC&5Us1^KgHyH$sBqfZuIu-D
zTBY$)AmGv*EvG&|pR)Sdd;c>QIjl1bTKB%pZH}kiX6ODDCSL?hZ5#ImS(e_9-6-+?
ze3DH3!Cp?Qs4py)KJQ;0n7!=s(W}NPW>>!|?A!IaPsi+2^&I~Ij=P2bL&Iy+s&lwy
zgMTOZ6dEj(S>fn$Zo{^S{7p=Pi)OoIxGxY>7xcRLX2Uw;nN55wEJ}y=oXn8PwMj_n
z^-DMNTjKsbRzf^ZfdAfQY3_f`2?tGtC-&Yk+%#$L1BcnXsh?W3ob8=c{pt@hI8RMn
z;An6~vTeoLz}VKj>DBK0bi~6G(wfrSirSWk-h4GNT*KSed5W`*@RUzUq5B(4TIA##
z*m>5<86+f>ZkT`7VNuN<$$mq5!}$jD4Np(FnIU#&O=U*k&72dQQOb2*1`8G#o?vPJ
z)#SKeUt*<(nDXhKRG*s{7H!(}Xi>t^fJPTHx%G!jowHxPYMGVbIPs9Uu1-g#E!Ube
zuho}a2yl&SC}q8p6?Sv|A|;`XSzj#o+*SK=x;r=5?AW*DE3Y3HFMeWmODuJfeb{29
zeamKbYz_F@`0DW0oUO$X_cr(GaB}^8<`{bHbk5TWA-^wYpMLi5Mg2zg#Sdey-v6>A
zP{78gvuodxR+rch8+RODdGX|vTOKjfULP-N4Nm_4c!tgSep##O@{7N8`hVFmw~bA~
z`i|}Fev`ZLijonj-`hW|;cx8t={$?==p#uRuOQ}d)4Q8F>{g!S`*5_`Oj;*QD}M2x
z9JeLY1T?4cG){Wqz0u=H4*$_lN1Ix=8Z%ARWmXI4SzK)>FBckSvAaxzw@**=gnWei
zV*91Ha!gK~n{mM?<;4ZXm8aLex#P=!uP#8se#yqq{3bR2cU|&prd3=#JmrGnPJstC
zN(U-c_l3SF_bK!_Dib6VWZ1v5OrvbYjisl|RE>izy-iP_wR=<NbTH=i{myd3HOKAm
zpI6XHmY9D^=aec>*#4;-`IdH{a4e306*gyD(TTvb&P!){F3IcFNa``D^@yqc88GpP
zu5YN;hqxN1j}^-jKC-2FEhsyiHrZ|M!`S0<Z+NPSDyx=U7t3dJy6(B+j@%{BMTM>(
z-q>&pAFJP&{K9@|f#r7hbwR5{wA>y}WInMoG;ZRlvx`I4Suf^3d~j|3t#{8{7^1zl
zZ#Fk!P<4N}y#3PK#{Rg161|1ig_rJrz3dk5w@lz8XK4MOql*f)r>9-sDYRwHDtVdj
zYxiyW{94Xx`@dVeW?TQS<LhA1t?>U|7%6(7L+s{9Ri~vl)ixKFN&jZ6bFS|B>G99~
zso~nB#-e$hnJH4KpF=*IeE!Pq+dJ)M*;La5QcPK4tHWL~b-eprdM&{IxL>VfzHYwz
zjgGF1CJLt3Goo4BEf)x!&`V(aWTMHZ!Kdw~aZck&7vG<ke(Vbtn(#9R-+6hiZD~ub
z$9#@E*~Sm;QkcD_ytdnY`oz<MZ+q{~KeXrfOTWG6pS*skd-9!l)t+e!whDd??Xyr*
zdbdTQ#x#mgW-6PEYN5{)4nzG5wO)SNZ7u~lb56#c6+C`O(qhu%2?=ctZp<pPyDWIJ
zKZHMId9^qpqQBF`TzBosX_cX+bL(CPTo1od^FlRe=7*Ed&dwL;-Y)ybs@a$QMBugb
zf3Gjv%hsnn?tJVr?OrLf?EWVqTbULvb4h+NpL^S$2SqlGnHSC<x}e_0`YWs^H?DZ$
zx74GKXW38jUy*-S7f|H&ai-hTl+QP_r<QM$zL6f$de)hJ?dB7&ORDxb&bA27JiGq;
ztZ7-zu9tdRzJ644KK07;X3n)aiyFd&`5*jF@p|I#Dsr*Gu{CtvrkW{-fAieCcyHxB
zwe@FS>zoxk9?Yb#+hZT=+RFKSvg)5LU6I>1=q%G#`{T|SYH<1Uj4xH5-{rSIZ>!3c
zSG~RRNTHjGt;?FagN|3dciBCfnR@+ixp(+;?)i5#*9n@Xa^95xdH5Hvdw*WV2Mz1w
z!%sBVw$CmvFSWnFRN(8}hHV~!n=<a%w)d~u`}{<r((IOf)l$FoTDm@@KB?KBUoP?M
zIOm5@sbBf7`%CkCHzZ#SxvsP2hN=C9rgg=!u@%C*PM3N=Y<qF+4?Fk#F1yM9XFFYf
ztoWy(hI_y2xvm%&zil2KN6tmPel3(FCipR;spGN^Q_)i~i=Z^8bI(OsY@|#lialk!
zQ0tf~VSUwapKmkoEa6$kQels^PI6CR&NTad`|qa1|AhY;*Ij$B<JUc9^HP@*W+sLB
z7a@!6B7#fp1TXqOxOq?ZwGjUj4W=TCLr*6+|4)ip#9U=|Z+W__=0DbQ&W=aF3*-YY
z8m|x7X*5-@TzBE4y;tYId;jXln{M?m`PlvcG&Y`*miFNP_rYtI`^WF+llT1I`EH%y
zcNx2y^S17N9nY;!uS=QEyl*?#ol;ASc-tuB`+E-6?EcAkR9S4PyU5EQ@zX0TwwLN}
z7LAZ|4Denfd2`e5PzhOS*YB^{gm208)s+OTyOPZPsHkUFfl8|omv67&GUo>;IFg@T
zlbDh|rRP#;gN0oVM=xjRp*_Zmt|w;RuiUQuT7hems>dBc7yqnfJY~P8SmnI>UmR*(
zUnJEs&)Cy;`|U$dZ=9KDBC6WA>r3aXMN@t`Ngd?*{3F@f?aqrW8AUn^mu$X&n7u$-
z^}e`Z-ap+{m(HKFsQTaHHvQ<zEiEyVx0R@7KA+)RmR8?(%+hC{DD&eSgMYgVq{APt
zOg%GwVU<b#2jf4+f9pbjZhPA6SifmccJ=mOiyiAX&+(}<eBplj=9BW~Gf~}#)Ygab
ze~MmXmc6z5!m9_np4c^)EqZ$DROQsq!P?sS9(Us^t6y>Eu`l0gz4i9_m~~!9oG%I`
zCWKykYVbs3?XG_skx?>}M8hPCO4hJ#R7=l#aG*gmVEM}fPj^S`6A&+Zz|P{oMM=Ox
z^J&Y!#*21~UY-0E<LrH`J*Y6-LE-Zf-ZYnm`!xF=pHnRL3KP7_vL)QJx$jlE*Zj-_
zotH251+Mz(S+#Sa``gX+(;h9~;(uR9?po;0{0TF^yXXj3Z@t<d^zL8XoqqP?HXM4n
zrhN9BtXHw~eF$T;ee4w)`b+yy$7<8Srd`ixhtA{=Oa1zPoyhbn72nG1``#GTu^&FL
z_Svt4KkiCy39YPJvgeUt!jxm{S|Y=E&$xFnFQ0T~C*NYxbq6GU)NUS>@mbw$xpv_(
z=TnW-6lcy;U&87>XN{-Wv+ti}L!9lJrY=1<>+e_X=<|*1c3#|2Ql?Zr_r%pnQ}><P
zxc#1~mg$xs({h`a`~SV0y?$*_<k9>%%eM=8ef#tG)#O~y-X2@_W#8JIL);s7U3<RC
za&?jRZ}n5FljNF@3hsJ0iFJQ2Pm!hG{ml#qt~u2go;`JNaaY%mCwEr0uIAWtkNZnl
z*Beu(e2$0mcOu@G?VNesbhoK~=D!7&D<{U!E%rXQYtH>AdsfwkuimiwMCGaIi9F`q
zVN-pUg|Kd%7#!`(w)o_klXG`fu-Ew*{0w@yLFh*Hk_)VJqTZQBve$V%`1Cn6%TB67
zw6aI;-sU642b9^R9&Db=+HzMp{_=uuz4Xh+Z6^38KDzYMa{2X+)w+7y-By>b{Oj@f
z+RuqQZYkv&`t=tEufH1dG2zI))%s@I6aJLcCx$=Wv{X3m?eUkre767Xz2D#V3e}fa
zn|tt_!r|SYzfV7>@%ZbLn7;>3SWh!_Rhcxe#_3j}(UxReYv!j+de<^jcIWz>X^Yir
zp7kgpcB0qv;MGlRg^8iB<y3XoJYzdi%4oT&LPMU9{YQe{Hc1P+2~Inub}K*q{*y<m
z^i)Pb0b|(d&m1>%TlfQy_o~H}Ms!Yfxg+;lJ8%6eq5jQlUirLVFIxEi{A_{C9N`xd
z8W%+Gn;vjCM{#*aREnCtk+#Lgr$-YrCbm7~KEZYPJlm5AJAVgfvQE@$eUfHs|8{nr
z?exsK6Qbu;{*6kUqairU`qf<BEz<jztzp?!mV9?fYES>SW3kE4--|ad3XuGz!20>&
z-V5xCHlZ3fo3_uGzj4E!w(FmsL^R3VJHY&X+M%h>7^mGlBXij%FD^qmrRr9a*q<3P
zQ#OWfcs23f3jIr)e+7Oy(6iuJirDhNifH?DLhX|-8*H02`RlR^j}4l#*t#E`mulDe
zFEdrJewIW}<wtMl7!JjIhYH2G(+!iCOk|mxm+W<TnMszb#?jITKbx){TGHiXx-3`i
z+7|Ki?qX}izBEaS&z^l|_F4BcMxVJWq!0M8u&dZQD75+o^4_?t;oZM;*(>#_@xNDn
zn(Lnb-lnSNOL4-&eTQsU{k)~!mbriT>+N4yTzt-7i|U;$7^6`)ZF$$4ejkT5cC~3~
z&kZJWo;kC4>fO7WelOHd&e`|D<;=9~{jIgPzP0RazL|VGHC*x7i8Y(nZp_`hH^Vyb
z^`@0(#&6FgwuPPy32Q%-*lSoAd1hAj`YEAN`V(W5=4#A7;k(JN$gk_{G47P&wZ(6W
z=M*PhKecY-y6v_J|9LmNep^zyxz>EM|Fy*2?e_0$?7p?VHT~_rZSlALH~el1N6o%H
zEkS5o%ipl)Yd5Cn{LWc_D*mb6w%W%18|sh$N%(y(Psp^ps7LauQXq5L>IwT*dID$g
zb0>b|;mqZe=iKalC^xZf#Sx>2AJ|s$OHcWdxSi|c%8<mls!<ykUwv~uYfta0W1CW*
zZ>?eu?dA1awUJ?ZT)yDdZr)FR$E{Y0-?oj>@O^#sljPnAJ8%7I=Pz|XRo#1o`3K8}
zJ8K#I)jK?d<_kC(naCxV?eUpBn`=kV9@VAcOG+5$U4LELrN&;i=gpCnNZYP=#au_9
z`YBHHuxj<tvxt+o@DsOS3%)c{XxY(%9Ql8`p&hZhH*$p~7A~our1(=}Qomr&GL_4X
z_1Z6<{xQ+sw(rczcaMXLls;+csoy(y>Yr!TOac9ehF98!R`7ohmgiF5m$2>T<f4O7
z`@HtKofG&Q>GqH5pUBb8$Ifi$<(+x+x5>qcxdoo`{!6*G@Mf~!I&w2uMbNV9_0;Qg
z)*8(-x#Vy7uU%`)^N!!rQq$%wF0b3?;n{DdTY5t_*fP{8ncuT{wz8M*xzyh>#uJt*
z&F)OjpS^o|^1Evml6~`q(+}>NyV>g68TFu7!7U$p70*;y`9E4?Xf^wx)&3N@SEhc_
zjL*-t7e*bwqrK+y>_2J8VlroCB;9ej^oZZ@aQ7MC#$^|_?3(`Z^s)Oh>%}Xqzm&c7
zJ~{mrkJb~1*UdUwN1s_u-l><u)7I0N5~<0j;_d9VdE)V<GRKylwAy_04Ev-Qg$XG^
z7O5VLo3<=Dv(ll<f2UW_(v<~TQ%*@wS>-)-`J|Oo0>Z<CBO`^mo{EV*yLRRDWZ4}B
z;_=@DdME10>@=MAnu&3?pSrtQ4s+65#pXSn4Tnvah+HaflRIU4xu&tb=r!*>CC?cO
z->ulQP4s-{DJ`|wDz0rj-`-RBu)1;kJE5u@mY<e1zsX?ny5VWIZ}LBD-;gc-);;Q;
zDxDK*#ET^S=c`q(sIvSNz0_5$`1|aXz>_+<T8;nD`01(TRhYJS{MVdV(D;A3?7LN2
zof1<G>;%nPdqfNN8_MUIO$s*dk=k+gMRRqJokCUb!85U6%$WZid0D^x<U(_m(^k9o
z-(cKVa)~vTf03y6>wh5uv$vY6&A%2C>}JPnD8r=Idp0h&DRc9#b=T6@9Xzt~^>f3k
z36HLPEtXbf@ss_jB&z1;@c8NK$!rB)mdkhF^2m4}<doB#Kkd)1zIV>ny)qLU<%PZo
zaD+ArE1Y9Bzru8N;jyJkcjrF)R;BOASia)eqnS@<7A|~e8qkoEV)j^i@f^mAuk{lW
zH}1;zziwyMSz7zHSW+jjCi(j1MD8W^ZqK$v8r;~k`Gmr+o+WJ`wPUkiv}e7%6!L%F
zb(fjT?=55b_C-k4S8>v;^&359!mMU@^{p<AH9v9f@D8n`zZ;i0@NHI}ae@8K(;atA
zqV#XnZ}_9VA~f19qK*Ceqn*pLb*{7IZ@wdTC%Nk2Ci5RzAND5ji6rTn&i2w(N_~9!
zb+?g9ul0-U&x!Zj7MvI7+10$zg)@>-PiL9TqSy=5#KfjeVG~{|wsnP+#`JsvQRb@>
z6PsBQZfz95y>V}coSHyMq}S&|DrJFrd4U?{<}zH*TAQX_3bGS<;<Ru9C!2xg<6Ak7
zJ4A%esP%-{?Tqy0P}n}(duNQnGD#<f*5FFjl`cy9>_3nFn4!8)c%N~Ly>Fl5Y=xep
zxP2~lPIYeUCRm^T^exCouP$Lx;>wRA3l41ApxDha$;9Af<c%Uu<^QvvUZ3wRwp72j
zwpcs#nAX%EPp@!H+b3O`$nbivR+LzRSlQZ=Uolmy--?L-c-UE?quOr&d3R4t;`8a|
zfiD(IOE3yE)|tIto7J_z-T1bv2GfsMg0g`XR=onhMGs7t{p)(+i9n)Z*wc&|;=A^{
z{(AR*0^3QB_(eL4j=Qp$nsJ#l>$<XaAI;#nRb-HyR#D5h{QC13r9OPyUP{WIGyHIZ
z?~4BVtC<DOI;j_~WX$S#axODFLrK1@MCY{7wcaTu3s>f`KK1zZy(W_V!rTfIDP_Gy
z#wkYZQ(S8gL_OHQpSd7R%J=KP1dsdc+b_J2QrRH7+&?&k?Ns5jZlyQ7=dPaVwW{%A
z=Zt6P@?F*PU7kDqT6p5RyMeyx<OA6pk4t0czG1led<Dze`?Y6kbWUh6UbK6!y`9ze
z;FA6~o1ZEOaJ6y!rYUDnc<wKj)iCpQg3NBg^|N#&6jWFQ-aGAd=Pq?m{bX?ApL?up
z>qCbI`>q%_@yA8e>h`n8&%bE5giGU!ZKh4<99LI|X%;cd=RPoPnE&&Nv!`KfVocY`
z=VCsO+`p=X9x4i+#IfhZbh8s_htEtmYhYJn_cjt;n)Z8v(0;e~MSXhmW-HDlZ?2rQ
z^?FbFjxSmJwwSg37vvQSDbIaTzj99KYlhOPd^0<rf0I^B&Yg4g*eSO!hl|(mx|eA7
z+GI^l#r}0)O_dvC6sld`HEz4K_<&r)awEs}t`?n#yrvqv-;xeCHTt_Y_T}w!Nq1*d
zZ`dO7WJ2!We_@w?d=hQQTN$UZZ~treZT4@QlbclaJHpxS^ZYYCVJCZJ-X9OgOOE@3
zrZ6++3&_|PzM0~p;}LaI-Ri*d`xCev4!Gw{n5dkaIbHI}zKPo=c7!{vpU7``A<o-J
z%;P_2+{Wum))l2%@fX;Z+^TzK8PfLsBCi?4wV?XWdpqZ{+5P<!zw5El6m@~Tvld!k
zBhITY%Bb&(_Y>c(v$xUdjbB>rOirr_;jibOGd!7Cnwq!!?p&FYvlh#PmwT2c)S1qU
zwv0Kp>TBBO#W^3=toyo!Sy$%mfpuRmG>UEZJ9}!O`SUA1LZt=YAC}E*wd_;MXf?1|
z)V1od-L`wy_jlaep{^5bxzX+ESLvr~&c433QbcOM-h=N|>e(T4+!j0imz}ZZM%K^#
zyD8<u-Ml%%r#GyNnQc7l=PAvE7mFs&O+Q~YPv!n!!TqV;<%>K#qO3f*zfZcURc-g$
z?dZ<3mq#qV<+~lf=FPp#=f(V@ir9sXaSN>8taB{(ew3Ug<t=mgScPTU;=>ZZLT}FK
zS};*s?7|J-V+U@`y7Q0s-c3Q-q`>6w%Qx-Jkp8=`n&YgXUg-UUQSS{{-WBZTWea<~
zqxt*8r1=cSfwS{BzwhvW_&cJU-Ty|xL7QWD+#(BGe<qi>Ph8|?7<F;kjWrXr=REx4
zuIhG4x#nncjd6{$XQ9gL#m_!*w-jcE#w}W<H8H$ZUP*7~A!$zzwd1S2k1i>h*5m)(
zOVQG4wf&D@J6E=?$`8qM@=^E_@#NFXBlZ6$>CW%oz4A%-gCO6}-GBQ;{7dr~qW;Mi
zX;!OGp7d{{fVsPuviTq0><e}!LOJ69S~3r?z6jnTrhXyr51&=5UGo&(7pY(LtXj^#
z;D1q^bMXBGFB9e;t-m+2?rrzUP>O1mbDexa?Mj>20omvP+lwchS~K)+ah3_)YQDCh
z@C3&O3%0W^$7eLYIKQK-=BDs__v}E%JB7@5KFaNq^L5Z)5c`7R%CRo7Mb!#xd4u>D
zS6@t-;xzTcmC_d`amPa*{#NYgJfo#C-zHOL%9Z482Wl7H)Rqj2y5%$NO#hFf6-P@m
zc=Hx*U3Qjf#R9f@$!)vznkJ<!_<b<0^Hv~J=z{x;{0n&8FFI7rR(&DzPkPVuw;9$~
zQf2ns)Y{R1B~vfLc-QjZ??3#Lf9NOESR~gr>wL?!@I|a=DyB5+ykO5b$zsKrI`e^S
z$6S`R>a%uU=~<knzpg1g>>(r1q1zwh7C7`dy^du(e}`GOm}hR<s$JF>djo!1Rm3rV
ziR0TR<$u6<shs-XBHJmRMeCcst9)yFcV0qbOMrfoeCun!iYn=?xdBDD#GG~uT8l^J
z3f*zn(M;$4!m;u30@2RasDRyE_da-KtiOAs_u69R7q{M>-ynI&vZJvxaMKZ2f5+%t
zhiplG#sJX81=_d1@W=D7R5AY>t5Ne%-dJ6hA$h`^uov$&9`G!(kM6d5petFi-}eT?
z*D&Yx4kll&+j%5^u(9FKWxb)0J0)*tiFT)MY3(sRh8wXBs}|1vo_bUKL0>FGB>RH3
zm)_n~+nT=1_vp8nnVF}z^fK(3Y**WFcb`YVoK3ee(DTt{u}h5mR$a&qsFr<lS;>4c
z(~leNp&l>(3Eo>S#&LMhyTvc$OO}`&67Ihk7{$NV@z{&nfc{7Z^Y#UN#t%8;LReQC
zU*vhQ^=gIutd7(SjeSgO-K-^<9lUg<`r95W27EVPcu#mCfBS+|3$}&T2lN(C*u!;3
zj_Y_dgS>J_WZ$QUnoHPNqIujW@2Yn=tHG9L`J}+1_ej*5rl=>EtFA1znAE6PYc9Cp
zHrv-&?%Z<S16QX$C@wH%IAgkk=jX$J)dz%pK1r|mUsQ2^Vul7+gCyh9|7?GmS}*z*
zT)$gjeo$SX!R-d?ocG}ulCK|-<$iGTbz;l(1v`CM_>WJ2<UP}%PVP+A9yurF83w_O
z0ek1IObS=tbo2>Fl}Pl(<P77uKK<5vbGxG#tS?*G++dp5_VKynV#PoFUu=H~|1zy&
zwQauVHhbap{I)C1FX|W6?{E0?TBAm;WsB_<xrJ)6Mal`c<`v~HOPwTS{Pf||3(C6{
zo=Gm_yWhF|p+Oz*{<gY=gn)<rADa{GkM%d!3fH&TAK1*WdG68GA1dzfuihZ^d=b0C
zcg-}5f42YBuRV^*QEK;1J$8S#%Z3vheq8@ixQA8$P_km4^1R07jBi{s#B_!1CG%D8
z2R7V~%BVEjcEX>z?aw?mpGr1cj&D3qszi=4Nvz;Jcsc1$^AEKeo~(Z=b;6&j7s?As
z+ROg4|KWJo{E{S}BA?q%w!N&nUlbhvIqs3KcYp0Uk+o&%_rvQS$EV#hl~v#S+VbDx
zA4N%-(gLdmZmT{1{`cjQZxd_YH2pjK>2fajh2MH#%MVtlztq|?<(KsbKB@bx0lw@0
zbC#;wSIGa;^IyFB<yRSr#rqxhJ4rK6Zb+ST;WmSKhSe^fs3*z|ytWPpk}nAHcDNV4
zXg5D7(|m6SXVA%Dvqil>*8h<H!`t(owZh!4`+v{kGd>wx%OuRVYIONKoSFYI{Kx(U
zN3Jgrm1|Ak%U*K${RQg^yS!GZea+vTWmhvy%V*~>S-76z*7xR0UR#zQkHvhxz23u-
zW?#o4|334rkG6n^;@dY%KQw$WFqnM7{$l$N>lf?qJBl1!-eA6vPded>+@bu3%?<4F
zj3@3g>!e6ne+aEGsJ5+|dv8DI{)YJn^e-FETcGCVTYgNYN$kYFcZSUh<~Pp#`B|L%
z?M|WHZ^;Bzqx2=|?envLpOd*+rnc1D#ru`Ryu!xn0>Nh&%o7;Jnd+V~^v5~BWil{+
zP?vO^A>}yZ_DMhU1g=P)Vyf67?0;<f1Lg$1g=v<ut}H^AFWg8M`5W`UY4O|pJ%>Ku
zVn1j%$J9wb<#*qmdgG?^k{kb@Q&+aiecE!)U8C7_X<%L7{A0`hA3LAW&ix}Z=i~c7
zKGjTNjH^D+H{r3naozZDm11^7pjKk=%KxrDE`PLLozr9<sHq)XQzVd|W@2!<(Btq9
zN&YwnL){;_cetKKhB$3tdVGxi_cy0qR~aY2U$FN0A)oz%w)2k_-xNC~&9LRp*`Aq&
z&a&^^{vWFH>bCL76xF`qnAWiUbmOlHjjADAc!RiCs9J7gsP##@bs<k;<=GE6%pSO}
zF_`twXXWnN2G+F#-Wt2LBx22W<f|`z!^ilxL_Z<SNk9CchO)hr=Kro){S8u<EC%KJ
zS`71^6<^_yY31r+d$qXf<0_WLjp+wZ9CeknGVm>)q`tiH!1@bw8MGhmRq<suRk)HC
ze@FSzjJ<m`0+KFQDEQvZXH>qlW&48jnZ1{nP7suT-CEC)H<Q~YMsDeWXU-iTiWk4&
zu@}F~^{mPu`oiN0<xFSXi!X3Hcnfh=$`?#k%dlL1rHWbMxW<gscaFMOavH^cN!;0e
zP=?K}d&Yg|w;c9AY`(BR<jj8f%A_Ezd{H{%p|ZxiO#XYt=6T&q;E&>&5-aU{(Id@G
z?Tbjk<TQis0>*R9!43NwZVE8xvcyQgODUQm^I$v6Db{r^+B3Ok1b%CdX8nAn&Pe=%
z%<Gja56y1;taVtq&{pp_Q%pGHcXquG4lU)Y8#hiq6k71z@B@2;;`xpZeo@mR4n4PB
zI<Z{!JA>_harvd^c_v(XG4}w!63f#d`Fnpw?u56_KW6vG$obKCXWQg}U0rwBuODCF
zQdl>;fBtl~0KFK|$A%VNZ+F<IEmW`LUpt{mazRX$x8xRsiTXNC|1?^6&ie9I>qWb7
z0?PxAcP)`Kzs%v#KD}V=cLw!OMo(|%v#hx3@4WlLKHV4b4AzD_<QN|RVO((fckrJ~
zm0fZTjE@c03)Hjrc<2|1Jn_`?DE54*{Xpsi^B&Ee)uK~&a!2jt3QzvTYs#a_->~c4
zGG+6oNd`{WFU>s7S7QJ0gsDN_C7C-?2X<Q-q=-#sUZ?bJ^O+iPrn;oY6c0Z3PmdXA
z2D-S(OEMdLzG!`-IIgWs;k>$;tx_IKm$tl{>#a$XBs5lwy0r=Ze6eDm%!dVSec^rE
zgs*UCOcnf*{J_Dg!K_lApXIyC4fPw|7ngS&4u2rMKwgopmg&kh;ex%a>#iL(J(S+y
zt;yv4>qq~OD9-35g)=&iZxitQFH>#jl_LD$tlYY7+f_xl4l1zxUXr`*OhW{_gX^tj
zsT?;qwdCxc{OD8@kJ_ne#$UE(?sSg->AX$Vz%^%<yP631Mi%d-PeqRSHT>3A%+uZT
zy2noK_4T*!${y=Xp39cJVEfBr`NhZQGlo?(MES}G$~4}t-o&#rU3rG{-S!uErsM{c
zYfG5-Y`n)-T7R>ab%ykT9lNJ4dAFr6K>SYI_6tSoLHlZM?yo*x|6R}i`OV0-9;-vU
zXG_=yGrnagm>FuOJd<_GvwlXlXBn@B3RNdcJItCfDYMc1pg_HvM3H)cNyFWw$giH$
zBaa@Du>D}eZFE)L=%~hn?Tjx(CUP>^|IU^$S7(%e&+ap)>G}TV|4NcgiTX#?8Rzpc
z@HIXuGO!G?Wbq0<Q18MZ)G5+9W9y5`o<td0w>qopzf5n$8ny}WUB338cNgcG{0pK1
z%Is&HQjS^imTz^wRkb6EAv5lP<@^QZjlazjr4y2^pPox+R{h7kZSmq4?;SK}G8)IU
zX%}#0UzC5Tk$$m$vEG5(M;q3AAK1`vI=SI+aKpvb2iz1*SyN-#KK$jq6WMRoX!JaB
znly98J-$MfWi3a(d@(uA99zo0PkentwRD4i&BQ{+-1*P4FYjmc;IHVOWBZsj>NtDm
z@r!&b0-0{DP@CKxuw*p{8|$fZ2?^n&j=2U!{La!bhu5{$6+AxM@kSy}b>`QG%N<8j
zE#vy_*y26}p9<Z>yy1i5mCygXx=%d2s=8~F{{LFXRd&8Bzkj^^ry_peADL5DzMbEn
znhBh#)^GAo`_g_f<iKj-g;U)U)i2E9cyVSjLv8p1u7dmqIn$ISPgq67wlnLPI{njL
z=%3eMx1wd!)R2EWWZ&%*Ua;8Sj6po6DZMeVF-YRD$m7(6G=|a`*1zQ(8mp59&NIF#
zsIZZ9UHDumhcWN3^qwiRRMsg^Xx-1kQQdxtKd@n6(TiXs{dG-|3;CxtPI6f+>>Gck
z?P<cM$DBw1F<sdaWb}Pe@Q-RUo$iy8mHYlo|I{z~d#c{kf~Pu9Wlsrbxz)~o=9Rnh
zTgN)z{f6w4C2lD)IW;G4q)KH~9kaP+bM4Y8(`fIt_ixvw$G?tvdFQFr<7t)ezW;eK
z``P>>_k|=xBt+&2YVp|0=5_0w<MmD}dv|$f{F6Gt;G-dhu7B?C*)1H}+5h>y#*9FV
z{U81=@>KOXx#ZIJ)BmQ_Ec?^fb*=8|RQ@mW7ych-oF8TzZoBvypQ6?q@qH_5O9a0E
zU%2z(qMaFfv$~%Vq_`zF`K*-gRrA;t&11AkspyjVZqLoJQKvUPoO9-0H&@FN1GlIh
zhc3l>g=n`%hBW9+JY;lYvk#Z>-4-*=H4c^;y&_?YX1);AT;s$yM=!p&XoEA?>yI8j
zCU-ab@P>b$DW=&ovG?a<k+cB5&;FWc7HLQ7w5Fao<~Qw7(UauqUWu%qHe@f^Ahh>X
z-o!&%Av)gA1C{&Vga<{Ow^6BnxODlCOOGCT)&05SR+n=5(Xwlz-cmnzEqkWwd-ihl
zb5mWtC)wh9PmZ6PZM=PJtNiU7mu}RQK3;QZ*Rs^JpQUF14D3C9-0WQBwt}kSU-uXz
zJ(<_#<>WOQ{rGg~QIefm(Y-UzmQ7oBbM419HsL9$nmT*kyc$~!AG`IPKXv?k_QU0$
z*PgwcZmKuy-kyg1S+xhXK7SVbymo?F;>SJLjz#|2aqZ>W-h$7MB3*sY)(9^#`D{FU
znr>d}qG&GtkQ1uDr<a?bf8=hmZJS<B&bs`lWBRl9HN{`M#Np~3nr5z>_jLL858hI<
z#m{D|_RrkdWLI*c<#d+f)|qiSnR&Ce=A>z_yzpt~=d^QYcZvV0>`vE<G2_n5&3%-9
zHal{YfE>ftmfg=B+h$H!U09f{cz(J3y)6|Fx$MmJ&zbAZa(wqnGrQ30d*y1E&F5!r
zui(3X=LS>0?c_c2*B)mUd!{bU;7$7cKyz(xw@0$c`R3*4vZD4?BwqgVrrl}j^6t>q
zZ)Z$$E^oS~dOGT7WN-NS**85toym>avE;n;!sP<}UV(-)yf}K@ivyK^C<h8h@oW=a
z>)@T?BO7DtJY&aY#X7mOfgGA!GZZD{dRuo`7SwBJEe!8{VD9v8^})HUmY$raA5_Wp
zKE0^%Vfy8oVud=zDYt6Q6|=`YSjV{KN?Juz1i#$W!@?(`KWMNmJ=2_cpGQ+SA>BFi
zBlnczqpV(<EoM8Howt1?n|#4Sqy7);smBjz?fF}>VeOWsX^wxCe&um1^j&#opPw4^
zDk*AF#eJ3?v)IFz#8$5G*FJk&!?x1!h}cD;il}cfE8C1Sd&MtTon5?>`~TxvF--4@
zewjTvsjQH$J)`vt=hrPY^Y*>v`Y`?CKk;ncZKrag+_cxK?u>JKAMJ8q^{<)ni@h(+
zWtrYrNjl7^$S)2%C3I{5<_DU_nVm`8y35bc;(YgWzINQ?J;n>Koz8fFW>Mwr19M$3
zPY;NQnV9MQG4k^gp){{l)1c`G?Ca0Xo-D(isloRB=s|S@1Le<aK3~oLXqo!|PuMHX
zS~1;Bz9XiW<-~qhr7in^?*BL23s-l?tz2WKkgv4QTe~(+%E;sAquu8gZE(D|r}NO?
zpZ7y@UcTHLwKcHm>OKMQsI8)(bQhOTx)tYpf0<!0-^rZ<MSn`<19v@CuiJI8`r?mw
z&2J9M3ZH7>`@j~EpYFF~OYe^;+ppy-PG@Cx-)PR@ypfy0-#m5U$_MKvB}F`8-_EAf
z8S8x6eDm)B>l@7p{SB&y)rx8QN8Yr~*eeixxJ==U-Fdt1%5U1;-`{%4GrcbMbyE4F
zybV0n{JW)C7ra@mQoriSdPaNxKU*i&i|?*-Kb5~C^suR0eDiJIX^rK#cO>6<amm)?
z!ul>YIltpJdxVqzZ1pQszLEt)ud)jar~EQFV$buD-}%pBlYfatMyevB9p0{<jlI@9
zW}0kFTcx(m+shQNa{gSEpTak_%clI|zv7py?r`z;irq71{r4IB-d%Y`*7t6xNvSBW
z`NaZZ-s=|%dPUUo0;j!RzOHe{n}{-*hBfo|&XM)|YxqV$gt6WvMz~(2TJx*>ro$`h
zC68DikZ1gP<^g~D$~f(6%@}^R|3W*|{uz|L=sWoD(Jj>iThU7r6>^>OJf#vmrBXb-
zE=kuK?(%%I=$*;+PHRK^!A&OWY3$7_nS)PXJ0#0AMbV+FAtH<+n0eW(wQW-xCzLDf
zV2XCVzmcmb^x))G3)Ze$@I>pyJP=xvviiW&n?)f!VGP!6Z%j5gC~y8*5N~%yTYlbz
z^I{7OridoIbCLP6=gIGxS5L6->yO-f__=u2)iZh~Al2Rnwi)g&J8`xxitp3JJ+2Av
z&2zcRL~r;eY;O!*C}rq+!N}By*Ls%Z*;5R=9$T+o<+U<CO!1f8`WLTbmbTqWGvhle
z;y(MprhumwA(njWXYKpcoXSvAbdhmG`$0K&Zz&sbDP<6fGZ24we(6pTll#{bb|2it
z;IcEI?!8S>)pq%uz%We}Gd4rR9bE@)4Npin-+25WsfyiGp1F+o26Ir<1g7E%Oz8rr
zxSVpk53F6N$h@P@Y)5mTwAF&zj||Sa_8H$VCMZta$sP4sFJt>|juwLy0dYsK-YLnv
zH*yo6zL7I1G}xJtl+cvGlu%)Cp?M8|Rle>F(}Z_y#o{xp53Xsu_h6eUpURAtPko=R
zK6QOczSjM)x&<*i`)Bf{Ng4ZIP?*g-VbRScMOURHC1)}5T>5^ccG|A9S43B2i^l|i
zQD6Qde*U8S2Cn<_y6P^8{9U2>Yhmyg*WfR*6>SOrFYLWuTvz)NuJT2cv$oPHe%giO
z!oQ+~*Buw0D7V++uHzNmrFj!}#n}|L%dPzW_@u@HrjFw~cQcv)vga;2@qzEZZzG>*
z#eRYHYTa>NE_ToL`ObWN-fb9ok()hkf+J@JQyrUTq0@=*eGBKT5}ERMYU?ScRG*ov
zc{Kle`K5+QhFWUP^;#UXQbcQJSD>Qk&#sOM3Ngyd4TSs^mDlyO^}6hyw&I46+oXe9
zY`pGo#mZQWlkO<kEc*Mv$0UjE{=c_70@$y`)TQpWG2z%g+kJuHV|L41zg68zG<F}~
z7Ov*DW%Y5Nd0S*3?|%Jo)!dzHnHPVYY*k?1x$EZLymiX#jF11!eqZEWS8Ka7{Zg6a
zzSrxjQg-h;7MQ%w?5n)h51Vr)C(l~xo|;%&BC@h```<>v$7);c->%KqS8dG8|I3lF
zv+&Op&*~Xo%aTq!u=TNjbk+aX;>={N_8!%bv$h@lYWq`w|6}v_1q>fE?2b&X>3Bc+
z{P8c!Kb4LMfBu<a7r(ydHalAz&pkPgC7*egRI+_LXS}?8o~6lo8BKoeXPhZd1Lrv~
z&Qf1sQ|Kpm|NIGI%lvt3uI0#-yn7g9Yrlt`_xSs~_0g6~3{6s^GCY)TWWHU!e%|Yh
z{MiRTR|m+}O;`E&HmBqkPeS0q`S)%#-sd&t%UjRQ`)oUZd}UtMZ?8!<HYOF;QI;ux
zmb}$&J$BH#jr(wW%QF6T_bqd(?rq*HS6=<A@b>3r^OtXUxnzUQr!|S^=c)gUoMh8u
z^E&d=n)H*K+c*!u*sO7dIbzj?1;2J_F4{l&VirTg@}10In{$q-UKN=Y%y^vl-Cm=X
z`7XCyYIp0Itcc~GrXqSp?8+n+iBuI$_C>rwlODH)9M~&vuc<1jcuPd8MaKCVZ(F^0
zx5$r~|EEoxc5QXkx-3PzzuULyF?;(5XFKYy<+!&X%>B8!eL`~6?C|EjlOJVlTe@^#
zs7=Y*R7s_!TZNV{|KO7$Ii)AMYVOr*m%h6zC^x!rAKj{R_=}4<heyI?r)_tg3_C)C
zv{)DZXTL7A!IzgSH7}*Oq$o8p7tG90%HriRHa0U?Fi?Q7O$|)V5K^gmDG*@;OPC59
z8(uC>eYeb<lGGvveYc#%l2n(}<ouLWkg!i`UV2G}g0Zogg@S=X5HFXV9WNKmzKS_-
z_Ey#ihkm!Odv_*f(-vQ~%u8yTXD^w&oV3l;JL*=@2?xy!N&#hEVW;+;Sf{keBanqf
zG)AC+*<8f@)FQDDf+FRvl}A`v7HTy$iH00d^?g?TP9>A^>t~zw_uqg2`~3T_Gf(x5
z%V%0YpZD4B`JI_;3JeoidJj0gJ)pR6(Z}HF<p;Ih4a|CG+ofIm{&4y_1_e<D&8Lr_
z#XYb1G%Ix~!^+PLA-6g=tNF^Cd_Q=f;mv7=DW#K_-L)uu9lYP3>wzU-K-xT;#4|r8
zfA5QCG}y&^Tzh7ZxR98UsznLId1H0|{dx29ZthI1uoF7)=gF3tkB_a9`f=kk!{-fq
zD-VA${G2v(lh2L+^V&D=O+Gf`rLf!6IkH{P*FXCEeunAiTdx~@WjH=0#7Eg@pKFPX
z&#e$S&F{x%AldNv+rj!;4)Lk$=Nr~Bon5-^|Ao%pqkaxAIhHZZ6Z|>HcqXHWttEr$
z%g*pC3mmPMAJ*L<XLca@1B(r(|3SA3sd<gQA9QTk&mZRgpp?_5c7y45g7qF2{lnT9
zc&roD-!z3kjQ=3@rp@+))gH#`hq@Kg_ZrI|+E&QhHSj-7zQO;$&Hq904<5UA{Rav%
zO^0{%#UBi`VAK6zTEl$*P~i_gzXP5><mwtOe^B0XNYaAa{;>WB?K#b#3mEH~??2@K
zA$&`LM{oj%BG)1nPL)m$7ylqnDNpsXN6K|U9#)fsg8Z~PJgO$eEir%Tz3QZcQ3sFW
z;S(H1sw>qOpOi3a^ikh@k~c+e=gd1!Vv}~C^eW=tIem?K|3q<5;hz&^6px>fcS(}z
znf%dc?o6R&?8cK;CdVb18Rr}38^1SrZ}i?U-XPwneWvo6@H2(a)ZLOePjAp!opd#a
z?R66SCgmHeZ(Mxi^R24Pu9|yyOYAAV^!F+6Q{N|F-;jOt_>JW^dUJ$#x86Or@5sBf
z?;G+r<ZsH~n7>(mqxg;cHwCl{52zM--f>trZFkq|=WfN^J5=v@y_0)qmuI@YE&90a
zA=_iN2lpPxeH{0&tWdr%zMy@_<U9O#D&LvE<8Sr*IO9>_(X^v{N8^sp?kX2qF7mu$
zn*RggpDJ;ur7MN!AG=*){r-t@h4}oFyDRzUA5H&kS)=#<>E|Cc`x?G~tlKw1|B>})
z#(gvNAMXCJv_>-iTz3usKK1yM-yg01aj!;xpMLz=>mQnbD*g$mldzw(f7brC`N#a9
zr++a18Tlutj;~&~Ubf!We)|5#`N!{{IR8BVQT{XW58FR*|8%Pptk<rW-alji-1tNK
zPp5w@|8V-J=%2ZNV*lLz<5eeG&tI=!FJEuJe^z}%{NeRauYctK#Q%~1bN`3_Pp^OS
z{z?Ax_>b_P$$x_Xxc$rgCs`-_U+2Hff1CeI|CRR7%zw1~L-fzwKV|<^|E2yD-8b|8
z!S_$fKd%4u|55zo^3T;juKzUuvG>pHKhb|~|FQnF`%m?s-+$QuwEwaDr~EIu&i;S?
zKjD82|26+h{@1OalmE2-(fJSiKZ*aa|6%`A;Qlf93eU*ZGD~FE$SjgsC9_Osoy<a+
zm1~0gg5p;0@rqo(C(1JF<^q|;GOJ~l%dDTXV9ts;OXjSZvuMt$J#Lo1mbSH7zf50N
z=W^$6za4g4ZqwhK-&eo2-%at~9)9!pZTB0m--O?K{g(U9?YH^2_;2vvK7Zr<O=Z5h
zhaVVN`SgXfA5AP>VtGl{to`o80t;D5zW&4SU%cV4I3+9E_pUFlZ?!D9?00Lqa+`-0
zmo{GfxFvb=<H+O1ea~g1W%MmY&!wby86SRGC}z=awZ3d!ncd`rDIX+v@zk~{9-fkT
zazok;qc@V4lJ|P{N%Bf28>#J(nEs$>*TJ(pgzq-peqpxTdZ+Q-%6ARB580l*`y%d5
z+_Qa`Yv)%t|2F(y{O<YP=)2Z;*YCPtvj6?R1AiC(PX4a=ozuV7{mYjxCKbmj)vDHg
zJfq{mYp57~LawN#$Vqi!SHSmx{($ut4qRApVM9Rd3Of@u6GanM6I&DOlG+!?E;L<O
zbRl=)ZD()i@|LiccU)`v)^ghlMafqweF@1(e)00cvJ0CRiaSL+&2Q&x+s7lzSu1KK
z_RH!^?u(Qc?Ew}lTUXxRlH0az(YCl;=G(7s9oy!cJNs%`?d?<Bs&Bo^zkTDI&+W~*
z=eL_~t-bcG^7g@P>ks`aFxaE>$9sqFqpmHkDl2^_rECd3YH+3TS69-D$N!bv^8WTq
z{Cbuuu}i;gA-mq83;O@vd2CgaU-<uTSh!H4jVY1CKSX6>hM+U=5g#i->B18dQ7%kN
zdP-F9dhiE%uJVvSazQG{n{D#K6bnhubxPrr*^H+7s2HD+IdVbzB-4=#ZbvSJb}alp
zk@rdArkOd4zfXiOY5jAOAt{4x@^O|KLCeGpOGG{^UB1${@Vzm6vP9LCpA#()H}x!(
zNm{{XXfk<is{5v|In32_dlq&JI!{+@yVomGWuNrI>Ko^g3(Ezaw{N<AbGo2&eERoO
z62JI%&;Q%|w>j6DN3~;N)R7C09Sg&YdGF}nG0GDy*DtsK&ai!2^@Qpv)pM#RRZqNq
z&a`-a(eItjcc$O@en;~i)A!v>BHtC->=tGOy>a5H_1+j?IIX>m=jz}10~hKHd1TLB
z|H%7)|B(yl1)cX#HvFPf-}hg)ZQ;ZJ(<Qh%7GBOt$ljv6aqY(34S$oY)7f|5e7E8I
z*6YU%O1A91_;1tS+~3c?t$(xshQ5W6p!4KZ9@Enjw_Y0Y=sNM}?&fd~w=_E;@k=D>
zg|Q(|?ZJ&-g?MBi?YXq`m3`8S3Q1?#{|yVbzLnVJb?id=e>P`+rM79?lV7l$50P~C
z)QCM6kgj1K(j}qQrscfXdF#T13m+~FT)5gf*;&{**xA^r*s0k0v-9?rJYHQsT~1wY
zUH-e0yR5%Byf}Da@j~8(>Zv@nY=&QUUg%!Pyinh%-KkyBxxX#S>3&OJ`#%1ytxCCC
zlFr<>n{t_NxowN>m9X0T_SUxDsXVniWS#F%HvHm!<U*H3o0U?pA&=@M`AhFFRleNu
zW$l+<6F!NT(q-$v7<XJUe902`Gqfw=uf<Cao=JQj_Z`Y#3dH?o$x;yZ+HhU+1=G=p
zUtzxlryTHHzQld$_oeOybJ~|~5IJbWwDM9`=e@TRO8BRhdnn3$^z&#@c^R3xbBoU|
z<!SGxTweP2<@=&tD%0LgG)vqSu`4!fYTcx=L(Cc7^V>r&oxkx;J)*BTPD!@q=%wA4
zCL0JzE%kpW_EI==?-u!IUh<BrG1_~TuX^VnEXmaOnJ70YZ|XnR<R#M=#J$qotKr-9
zkW03DzLU13sOOpLE|zDZt+UQP|M%eEl)i%JA<8@A4c7)Smrtmi|J&)O;P*(Eju|_d
z1!cc`wz%9V&|tdLeka;%OUll*DSF#meV)!bk(0OCXobyEo#)qz`3tjenYpa%<mvY5
z_38BCTi@%$bzgp_#7u!WDM|S_0ZH+Fnnr4$5|=32C>NDhR4tkJ`lS8BH>=(ppX$0N
zrcPzLt?bFfe%DPm*WXzDCj8<3hiTsg&ZO^esC>h?qwlY|PpW-GXUCrR4!pm`LN-+Y
zOzb$m`$o~x;+)9a;koV++mkA9|J%kd;^jJjo0#9DLoqI1dB0r(?|dt~?f&rM!?q7I
zKHT`Q<HL~;OFmrrVERz<;mwDy51F?-Z_nqtFB2!QPj!#R9*aFDdu(dLD?)$l+om?F
zO`c;tx4lf9e4Wjokc#9VFSqqR%+0-hEAH{Xqpi2DZ8hDtmbYG+H>Y~R+n*=SomjW+
zx6*E<^=|(}D|I(ne{y@W_QdXq{I}$~-*ms}m+7dHvlOuuvTS=E@80LWuX|3%oSqu_
zpNd6VMOL4ZmzaJEe&X{a=gIRE`V->|=fo>NSK9CTuct+ILPY2ED?y8vWJhbfR9&1h
zaZPTw>gp+amMYVqWbO_<HEmB&V~7Up61||ESA2z*dac|Zq8qEo%k$j3dC9^{2ANAj
z)O#nbo3hR+ZfBH~uBk`ztz{m`OEz9&$y{XOI!h~7**E)j&qdwX!%qu#W*lF#W#vZI
zT*H~03prQ3{4!^v_tP~oR?i>A%xORUXw$}Ax#y3&b|kHv^7>Ti^QwZqJM3b3ugiaZ
zB#>ue-XwkVSHbIc`>XSR{k;7vc)9;vyMr~KKXY1a{c`2)@;vLUFRmO4-aaR);MKEW
z^SQe|UfC0DK4;gzE2Yby&6)N0?8M8{rn&Fm`S10YY3@;GwSVhQ&zjb|d~(#WZ8;e;
zFBDauezktR%~$u+kEYr0t6TQ8?Q(T=oMr9%^84F({_Xm-dwq0R?e$N-r?$`E!g0U0
z^w+OxPj$KX?fZA*O0xO3H-E0(F8aPPz0bDbOXK2x`Pjmen->qeo6Fs8S^B!qvTv!}
z+}e^af%h*?Tl{bFql@R<jr+gY1(hy&<Z*N2B;~pNKl-1@oV1u!cBG<3=HJT?FAv|B
z|M%{LdAq%RjhMH*Ox^Df?+&k*t$TWUK3~4&zbg;7^VyeHe15p<ur2?0i#e4Rk2ieY
z@YcdID`d|!1FeT%Pu*f&es+9HeCm9Ped_Be*;9XCvDdsG93LPbIzOm>(Vc}mo&HY#
z)$)ne#(KHk>VK}aF+XSg5`S8CmciHmY{c1$vpQ#U&ib6y3FQwBDBf<h=H>d8*S-Yz
zAE*kv9Bmw78XCFGX8jk<y{B@Pvi)uU{37(vf%?PSKez|h?`xg)CG^TV>%i0ddVcNX
z`TE5<L$)M5Cg9H0E2@PXn09cO>%MyY|NY1P$N$Uyum1D?<Nr4bHd~lA6D1g)ePUzK
zS^i+E)>bt|L(kR1U)oX@YpPz&*|@CKYx_;vb3Eb8Zcm;%ck=7Ar}aPl<nFd&@ABR?
zW!lv8wJ)yOYJ7VUd2{uu^7;F&n*Lq)!agD4?Sg~OZG6&pNhx<%Xs=(jzpCW0goJh8
zpO((aYW_2;&Te^WoOW)O?ekl&*Uhg!yhr-^{gTg3(PCzLN%JFWelKD7)7e>lRC)G1
zk!go>zt8>qbDinw6BCX5?S8-3e=b-5@9y?^3G2M8KfbH)`Fzh^zGlb!Cr9e*_xwNV
zX@B?gOLca&{{_GLRtB$|X_tGfZRY0mvpc{2dj0I)hrfG%n%~><;90m_bcOfhMZxy(
z7#{c~?Ge9Zuzh3l!M1O2H%9zXE9#EP?`oN75wGC-?P$`M863Yo#O7W8z+lszDSK?`
zhABFVVn1KiZs5H9bA!Y?_pDb5iW?p%D?h9}aqxBf0q(<zylwU$&M@RB|Fzq)qWTb{
zgx2=+$Fj3O{PEq?;F<nrhtqEha~TDp@>vo$mM7>%deo)5KmL(j(894fdR5!O0&AN!
zrzXd-@OK!<=CxHn5L~1zd5Pzxz=sJ<-`7o=H|buhVZ?6MStq%3bhkT1_1m@|;MpO*
zZ8Fok#%ldPxlhb8)v9DW3)pj1IFFosz#_8q62}Xcr2;LhA2h$XEX+Q=Iq!J*B{7-%
z+_nWvS}U$sKj6K=Z$CNi3B&V1hZc{rm&`A{zeMaxzJImlsKNxEOS5f`FWDr&xxR_%
z%mw!9cvj&Ap))O(A57Yw7fws}Xb_nk=cB)DUgWVgY2P+|FXY}4U63kvNRO#Sd8doY
z-xC6#WPY~PG+o&>F;;+aPCxVf?Lw;_aIHB0JhoH&>pGj)&H`#I=>`+esBoWfPGP?3
zzAx=wN_$c5&dV94dThUTuq~M`ylH`SpMl8r@2)r4tT%kWUg6GtZm%)tqtACw#T-17
z%ABKHty*ooyQ{YAuZZqxaplGn{x2+T)%I%D>d8)vDzvdpaj^U1?8Wa||57bxXZ3?Z
znXjcknCcYuE=@k8uzk|+laHUUep0HOTH~kWBlKA&`p~`O`_2gZJqat$cmFa`UFqyZ
z;~>#nXLEnlBtJBZXuI=`CC8=jcHd%I<=PXXDFTwNQUym;pYVM$x#?Y(V)0Dtnd-H}
z=hB{UHs84V=I1%HXP>WKHbZ)4{~ht0ia(cT7alvkB-kQcHsZqhH3w(L@di&YPCFPg
zqrG^aWM-ZAxj$u=cUt{FFx~qsdZV=@vr+z`P2gmeMXE24^e>!Ja(uaz=Q`!`Nu^Ib
zKk-_6)+KYCJ92u80rL#c9rOAP^NrYNtiQSN&F43(-!Oh-nBFAz%izhO<vYbi7hL#!
zH$=XTZ)+~!dR}{pL?z3KRi2tlJ?Ad5yOfrx|7(Z+!Y5V={6C8rPF*>>foo^mJF~h5
znH}=ie_2~}+ANuHe{PBp|4aXMO5GDKc~7{;KUv)%$LZWnpIL@`x)S*-yWhCKs&|Y!
zQLf@Lp;D6n@nOmMqdqBlN%Io_9etCkl*2Up*scllMBlJ1dC63!xm$4lL*Z}f-^{;w
zOuESZ@|5p`cTeX%j(g5msOT#1T7Q&x&%FJU<0YN@yzli))KY7BY`lc;slA})KcUZN
zllz4>zW?vEqxlcp`$_XY$Z{%Azu%ZBSkqr*(zH@VeZpip_1F`8pBT2KswLdEEm=Oj
zc3#c7J8b2PzK9>l^x-s~DKa6|N8ROc^^DvPx<$wArc9qd(=Os(yLN6{?HfBI?mG4T
z6Lvq~vGZn5Zt{F0tf6|^Lx0AxCk@=|lz&e+{2`!2CNQS6!n!j_fBP)UqifXC7w~V6
zoA-Hc3QvxL<%#^?C#G(gX?bjF!G9;cx4l7GN3S(Y&b!mG=cmEpgO|_TKCwGG;2hh6
zkTs4k?=}=&VosmSd)-l0lBMO3+m!|C<qF&5dnZ-0pL=du(bsa5<KF7+TY~%U8`nMg
ze077^^6kt<4<ldZRrL0_THf<B`Cw4P8@}PWg>Y8S=9pcJypoiXA1*NAxaWRE=*Hp;
z;(U`uJEUtLdQW2F_q@D>q3E&QO1|eiCDaZZxbnC1Uaa6T=8X%_bMRl$r2nKdX<yQw
zqz#MaFABQo8o1&_poOSdtKY(h=L+HrfA74$Lw#p-U>UcC@bnXMu7B<vT9+KY!T9FC
zoC&%P^L)}RpYcCaf5!fdqj<v2!#PP}lho!sO?(-fIX9$xUxm1)rBLUb{x`jQBq}vF
zSrwHpF*MS?Bv7~c?domJxzV@gDTyCq7u+AG{@&eb1@k(0{l8o<nNH0P+~xmD>}S)O
zBk3j15>H<{AG!LwAa<V1tv;6);hFnf8aU>(hb_7AJYqldJV&|Rj8X{}_9ASLs;UEw
z^1BNkvmCj#{A172twsyjIFydAKVZ6(OTy))&Xq0shdy6Qeq$h$+^wVIZ!9nD{)F>{
z)0CNwzgEiEc<(x_$#Xlg`iJA5+s1z`S6r9<qh@j5{!m-N5!nq*D}!EG%73bvG1K$i
zq;)+poioaW-#pmYoXGG<RN0+J-mK)r1IMk*>{mkAcbBhz5fvA9YpKPBohvT9*FJIn
z^Rs6u>6Le8uH#vLIM4h2l(elgf`fgIr8LJ~$eb)BY?3u~Qh0%mv%>mQS9c%0_#`vq
zk<Ge&wVz+^%;t%cD8AU*rp6xksy1`BntSt|GliMng3*3^)-09C)!epSrD-vf)~C-h
zp?dC@_r>YC8%vsIs7!nR>glRtldY$o{wtdK`GmS>#iNoWe)p-BMf&c-nFS%HU*}m@
zR)#w3%jA1EExQzI={R{ld$b8>gwKJX;8oez#3tREdxBMM>#7=V=2a?lLMLCnx_Z^g
zN3UF$UpTUB^|7A(Rk9|VR)x>H965ddbr-GUJCB()u1=qPPTRcE>!+D-P3q*JeZ9$C
zwK5S8Z%o>r{&VhGrk>mnYJKIs^2JwAsFnH1?rp!<{r&CLDOUe??0hW3ZXVJXQ&pHN
zwR_Jgo1>2Y)Ai$DW!y5zcye^B->hp_A4=SqUidvP;+}MVt@_eMH`|35US8fWRJ($6
zomSP-#8rzu-@bY|YfnuUvtCDOr7+LFi#xAoiI#ilCaf*ek+-_^G>2>1&R562yxMY<
z<23vI9cPuSbf#Z>@;q1YOJG*s#aBtKN0xMR3*UPEWYV2E(|+;hsjDwEE(%qaHnBWr
zS)isI`$J)=$;<$*)5oVK8QZ+#_?9Krf7)QFXY9=lF&fLSXZ}}fjV`d9HlIDFEc|u<
z^f*c3-G_FwPI)4)>3U&Fhq1)9<EMS&@`LmAo^q$E>ZzRDxVt89&V2LjGjBehrD|c|
z{K@gH$D6S5ch0k{=az(qn{*q9`OlJK@9mjqose@YOrZAOF12Ni*WPqqpV4-4*0BoT
z>hEmgo8Fh*Txe*z(&p{|5+|>st4}_uP5NXX;@@%YyY!=1<{4K!+^>FWlgRzeyZ4Ds
zRQ#<tacxu8@V=DGGa@=Ylb=RCIkNhe^ySGDJALO!|Nm&D-k%?~YJ%uf?IRa=duF_l
z_I+*Q_q_h*%1A5k>XVV~+i#f6KDBrHyz;$I{!DtQs+V4PXiob}^O7r{p3d@KZg=4J
zloxqHyC-VTnsmoEYUi9c_hv1UeO79cDSd}SVb`}QYAzCHpDvrE&rM#kI5R^}$-DLE
zn)f-b!Ma`5!A;UXr!M2F)R{X+?PT+;JH9LPj0LrBX`R~j^NenKrg87=dvWT^waO<y
z$h&m<smS-R?s?}N^zYxkFz*t}KO<%<#)XgU&pWFB_bxS$yptxN6_P73ySs<qSH<hk
zt%<yu$*)#CxmeHjeZxfGJw9>jtrsQsZuz9k@-x2V#zKwlzRY`n@Gsqx7Z_qR_hO#7
ztOe6+MW@p1e{963Ip|s1=>2IA*9f+f3gEeW+WT_Mxm{_VSqoNZ2{&XGSZ93w#HO=r
zR@;+HQT@ui4;LH^ZoeCmb6Yy}<fo^5WBcx%mY&w1IZf*LE}5q6pL}MmzL9pTS1IZ(
zIeY1xXr}Mp_iLQ@&G9)U*dXy@=TX;bytkAlr8>Ly-ce+*n8qu+Q<V4DskV8gQ(|YF
zTBxi)P2{KI>rX3>r8PvAP8RtRt*crhn!D$dPL?NY`7~DE^%kc$^@Of{a!zQ&ieGnA
zzVQj13;n_$&Lf}~@<sfRsK6SI@Cy+y-Y+VDb=Pliu@HMMUzz{xj(y1-GI!**h=rWF
z{6_DcalpduSA)-7(Bf-yTdT$*adugY(_gi($5VuZSKNByEZxG`{qUCT5%y1KU;UoX
zJ%4wBUX9Fql?x8}u5;E*+hJrADa$Gv_%*;{Z6+V9q<?pxiB8dc*B~3S*|X>LJ-aeT
zUEce6gxK19ECpSiukPkFHAsBX%=f(0dCtS}%eueOuN7}Zy(pKil-X+$aA~JTYbyKq
zx7IU`c|K)ko02@`W&1sgg4~Rc&m817yX`rq{VK<?e|vZNr0-(yz1~;H-FvEf{>A<C
z)+{e}bIgCuAH^5t|LkAd#hwj5Ny}cSN3B!+T=e{z?$!HQk#F|e=EuHcuJq)po#Z-q
z^$G2(<r_Peum{h);{0N@{JEYh>Q84C*4Xat+!$%4m37&QwS~v$i^)b4@9HB#I!mI8
zB>L^HKiamd*k<QZr<JKI7py$-cFyr9X)k&lPkeng!Djt*L0^@9Q&nD+8}S?Q8}jc@
zS}kUqG;4+vyRk}VmSLbz(6;wFj{J(Z`2OzB%H)qQtTI@Z=yPyJ$6leyKlmnVo2^-K
zys$J$=yKxhquG;kt_qmmy|gCG`?$%T$}0WCCdSu0q#W~)NJj0kwES`<ajV3}rFQ3q
z42;|E@EANvZRitldim(^o|&B8oUeG62RDD-@aD3)ap|I2pW~jV?uk=upO<++E5dl~
z;<a;1#XlSW^5Y5q-WC2rcaP!*C*#kbxBUrSnx=1*pxxVM)V==Rom*1R4;63T`&D%9
z3hpw8d0WzFCvZJe+`8@I-KTrztItZ8ep;hF>5g~5mEtXR^IPiX*P!V8B)fx;*LsVx
z-doCjFD5EsndFPpXNsl@T?~#4+}OIDY2V%1vsG9QM7Mu>xOTp-`G;%QuOEI>rC+Eu
zvDx>;S-+WcgFSoJiZ0Rky6APRC)44+&W!G^tfqsrPV}1|oEJV}p7#sRo37Ws`RcyV
zi|4&2qFb4zyfQK%Y(jikSU|wJ4U#jaPBh#5Kxg6fPp3V2D;11PcV%mO-7h%3<M0bn
zIf1#KcL`Xh9?CRm?Kv+s-+1e3-zRLBOCvw;db45AoOusU-)J>!6yIGcJbBXQuE?{}
zI+Le84P}lslYM`gZ7cKE#aoTHa&O&JCLYXgqcQXLww-HJSFV2;sW{{575%rBk?9;a
z{vNsSv+sVGRkE_)^VX_-*VPxgK3x4D<C?v<f%}%%;X=lxd*dgs`{rh-te>z&?8m2C
zp8TTnZxNr*>`dTU@~r9T^l99ht|xaMd96BS$IfoCiB<YnCck4@IonSoBBjzmM4|F!
zTDRfS;=t*X^oq8gT=8UT5%V%>P6;E;MK+V?<hv$4eIB9H=@opg)->GK;(PbqVm2`r
znVBms?-uVi)v5aNwEB5ojBm*I>$XR9H%INhz9&N1$CvlnvS-t;<n90Y?f3m{(p|DA
z?-m#T-MiWQSExYQ-7elEUmW^;%3pdPS!R$FEcpAOcY@fNp2%k#_BaG?{_^+q)1$4=
zJ|*ew)3Hmr$ja^N<0i5<x@1E~=n}OEpOu+n=VoPXda`Vn?wo`AY17#o)ancm_p18*
zS#-5g)u+VajMe^xvKg+Q>oymuuKBWFBPMW*+_m4=Mb~Lp3C4Y~kN;6~G4ICPe8c&s
z+`?ST#qRd;zSFMR@S^ijdbgdvO~{g;CSN;#Zg_h7P_ipmM}FaJJ;%-;cH0k2?$2@x
z3G9{%)PA+2ulD`j=?+t-IZf(&S-_+(XT;~$^zPB>!um@uJK{rcuhRW@$gXwChRCd&
z(_%$5mTcjf;{N%8z?qqclhijK%`l4&TDT%#P_rmuvy$L#k<J?nI?ObTmM1lbcrV<q
zG4;n$#iOq$IyOGjP+!^Vsx|j!-|LjHrEEb=*BV+ikL2y|;8gLSI(O>Qu+<?u+H|9(
zyPoEFn5^zi+q*cjbx!W<NXZ2|Z!F!Sb6{rgvyabypS^wd_}S-YycSztwz;w=V&8{l
zKZ7@GU6wh(y@k~_bXK8m?U#)`osP4*vz(nSJm>x;5pQf9V`3#W_xD^L3)ba_UzQj7
z87{xk>7=Ig&q9MM*<2|}+$lPmW$um5S__1WKQn2U9$EMKrNrE&pR1)8bIDEQ(&cJd
z#r2TsQJCuvIsFKp)P0s5F&CN76h5tAs8sRpPGRlL_4fk8(llm2K3eahH%(V}fp7Zp
z1f#H?M@!7RCRiWn>7O)ZLR(EY=Lt^N2$wTAzX}}pkzBa(sag1Y1)&XrSFEa8{wk?C
z2x~blGP4)ePh>LbjB|S6Ch7RpOE~gE$+V2nDy6kvOG0Oe%oOH{ICR8cc&DpS=&410
zX5EkfrMk=d754e?<lA11Z+bTOD{D*I%B)FR@!_w!^%zTSUn|X%lDt&Emb2`A;3d_F
z&!(QLZTZ<vOOM*_di*thRrA4Db<4MJ`u9OOFyOp?va!h0ogA+onw|*>ikc9;D#JQz
zp8VS6W3A`iHr5&>ov}G0A^uX!>SDo$u9b@-w=8f7+UT?3n6uOI->Y_*sGfFX+m>)U
zKE|=%?`=@Du(8&P!iimi)0uSwJ=sj%c#pNL*vRM^vMX5Vzt&yZ?=NofcU`}kW2$#S
zdd1#^1uEt#OCkjoLc+RdteE<CMR?GprfKh6xA>LR3Vlpc7hGTRYu<};!^0m>vTAX7
zFf^J7g(+-4p|z>~jl1-ubvD~v?(Hv~{o6M3b-+Hit;%zpuT2x)qI@Cin3F4OY;ei}
z@984f&!l!q&97>W(<@Ov^ZWEu(~=8c`WBZ+TJ-M;NWaxrrgKYr)2=vIrOlZSd9xm0
z_jKR6_08ps#bu6bqvotu_{X$J!&9?xDob(my@a^!e_r02y)~=#@RNwew@&YW{$q;$
zxp<90#x3vH9Mw$U68d`b-<`2W4LT<kEqBH;b+Yj;op}Bk2gj@^Ugaz))1G6NR{cC@
zlq)MO-3<3@B+N+=m}8dOx6IIi$xly_^Xkuzx92WOswndrNUk_I{nzZ7iHjUHmt{4V
zEp>hwzRAlw^TSh(u!`U9E8n@TdEsB%f9>W$1=AHSa}}QTb8(fJw$5O<y0uEsIqiJr
zTw8Umizke3Z<wf-R(x{j1hLb;MfVbm1060-=d>596^SWm6_5{LxqI~1inlFXHd`$o
z6sBq{)^jQsy8QWLYsyor$%dl64U_cN?EQaEd)}`Ojs5HA+ZQ~W`hCicqEkIHQ^Rev
z-q}4^^t$BRvXk6yQ<sVMuDBV>`)|&iv%%uEsX96u=Y3v9C461NrFJ@4TX}KH;jCpl
zqr=K}9gK`~`P+Z_lHohXR=HNS>1%|zMSG&wdZxsO?OkiN@>lTLo05tb=V?~d^eA7P
z{_?||Z*$J&KE5pzloqsX#Whx2qpuq$Xl4m9eVQrBovAc^qFP$Ejn<2bvo#x=TE5j@
z`w`l`*6QTMDQmM`cn{pXu;BR=E8lIwlM|MEXR$0*SigM5n$S<aUY8cBc>TOr<r|QB
zmU+9Fq?5@qr!M8A^FI}y+Bn5nGpMVmmdmr#+<Rli@w+<3P37CpFo_x&pIP@_|90UI
z|9CU$@HHlVKlD{QIh`83o?K(ek`7+6eox?*XHTr=aBU4v+&)>xRE^K>uwPN=%`y|4
zmATt9E-I~%t6Hp4u}MhCw)3W*p7z1FO-EFeLKGN|XUERunSC;4hlrk7w&bNa?b-KO
zeDfDA_hD314$!~)Buo6AMuG4thZD+ETu=O{<LCX;lj80-M`q8q^EYQLh<H26vRQUp
zY2f2)yx;Hrp5Y|VDI(^!@6La}CpCF~6LsF1U)b{YV5_gM`T2d%<&HeI)Of8OaBXja
z+naii`U5{)pDkP?&!gU>Zd8AQOVU}d_tc6qL)A9UU!HB8%Q|l^bg@&MD6xw7@8(xL
z@sj+h^UVHDSh*!?l91y;_2^4MLX%mxPH?+4tFyS8?acXut-p$QKR6S(YPM(ZinJdh
z>26H+2i&H6ZV)-YY3q#{QMc=)lQ%z8KmEw&wDW<-AAZ<wwwZH$()WvJ4X@spUutQ@
ze)Lzx6+V7>@e4xhmpio!w(4)~;gS<AbW~Ma%3^8~cv+=aPpio##(dFiXD_QWADAXx
z^}EH#e5dnSc_G7!w|g(no!Z_ob9SDQIM1%9^Uj`slPmK?{@tm!Vf$^09-eu7+w<AW
z#P6FX#~gfh)b#Gzwwam#((~tTKcw~L{k+?&Z%=)kXJ0wvhO9{R?!|xp3QXP~xyXO=
zf=gOHZ!C2Mh2E&`c0N(6^25ijUHSWl=LPF@YJY85tQ-7%!KZ23o6W>zLd2dL8;e~!
zlA=}XsV7>pVrzYD&gDhNl<P$uH?NJ_>@szd&r<!!l}<0cy*zw9H?Cfp@iIXzOEZl>
zQ;}!mvz;$bMZ7)akhsMlc!sKs@Hvi23vTHO9DKAkPIJA$R2`9xzgBGE6nz_{_UDFP
zl9X1G=Jf6vH>WN&-NBP*oswyI^2*|d$`WzTh>)hDB4MFo;edTbLT~jZE!Y{dPsVTY
z$wa50MN%8DP5D&*Nz^r3e`2BJqVCyIGLzRo>3-7v`q?Tm!Sw3&(ltg!O)2$ZzZ2{u
z_r(N$-1WS$)$WVd)Mbn2#7z2duI`bh&XiN1xb-IK?Yd`MxOe%Ynx)Qal^$12q-XW6
zU$S@dG1b86-Mc318qAxSR@45!$v(p-!}4T({-1lFw2SBczj`6<&)t9R-r<M7Ka@Ny
z@>t|^$m@{bF4zB_srs#T{qr~V*!n1;OH;Yb6fG~ig@ounoyH!r>1*Oi4wF^iR?pb1
zwMIcxUot1DYNJm6u9A>lW=glDa?f~4Z!{I&9Ko~bplffaPKnkw=8Fd%en>=gRz2$6
z#UPdAw@PbnNT}6ZO|NsBDmP}$Y+GC4%p|qv%7>|+>*QuV{u?{9aT?2{gs&<08q$25
zGknBikA8a+dD6#d*1E=&?%h>UBGXrP+4)7Xg|GN;DLL)p8OLVX#96b}uPth0`a8*Y
zi$$~9&66kko>^pCmP<aV$u5hL{;y)q>Ey~I;IVhj1<9AeSGZO>R?DfaOM7{F?TpLM
zM7So{&M|Yk`+mlYV%a;52UUK**fVMNrEgu2J4K8CnI4!HoOQZy&;CzNPXsvM#eaBz
zuC}%>zczchPuy$u@auiLCexm$mKTLjn!?W~boazL)6456?8~2Y2r8#aSC~%vVt1tB
z+>-q-LY6IEmb$dm^YOJxj>W<}a~q=$)^C368XL}gYk9=!(ufnbLi!(LO%1!v9k)5{
z{1G1OpjTSB_-g&*N8dJtrgw$bGR;i-uQ)?wdUDgVh-WQ1=~fcQo|m_M{8?GqbhE#&
zdhO1GcQT%x-IKQ`>TFMV=7HDt>oe4rA8~p0+|Vz3<MbDttitV~24}r{IIdist+__r
zjC(gLUrW>(J28ucLK$i)-ZIZ73iok~uHDfz#rT)Jy`HjX>jkMfz1I(Ixo}IWyu@LF
zM{wf~dv;mb=TE~5*C@O{d8<Qn*YhUtnSM#WGdWczca>I{`abVp`trv2GJb0@owJ_b
zbY!eI+OJ%2ea2nE+&dX+`!AFnn56sdl1+U0(xuV=7^)oOqP5q({k&t_(hrL>ESIU-
z%s-U=QRl1nj1`Gfy7>P4J?rk<%Umgb==pc?f2^Apzh7+n;#ho+w`=a37irGN4FYa0
zRr%FteXVTw+Fc?tXHzDxP=0>-;+|6{&s}@X+I!R|+$DfFWOC%Iv#-QVS8tovJUQ;l
zufM&mN8&uVbW@qtk4|&Gw{y9+p>>wq>3yXezQ$yS+*xr<^=sg1R?Rj2?*ytim)1<5
z6jJN3Z2Kqu>yORO);`Le8f@+-pYW}Gy=AEEm*`*Vzt+7nU7DAWmAK(q`>ce8l?^?+
zGtPebyyLf>iTS30bp6HLfmz}lJIfXvj<zwnRB>_ZiiyoPZg*r~<iFn3>bIesU4W&#
zWyw39qZ-0uSyx?rgtqz|Up{d<m*<t>6e~N99TkE*zMW@#6mGgLOI|pI%}8hSWXZ-K
zoprmm>6{SSW81%a#f{eR-U9~8+a^`cS(D_e)_yTR$6%A2_pcS|i@z*;Vt3tZyOeg*
z!J8cof$i((WjRe={UhIIzlP$>WyLN#6gC&h&x)()dZpj`@4~_pz7OT5Z_@kpQfbLq
zQ4eY3J4$K?;%)PO_0;cYW~+Bp+q(8vPp_%M>0P1v7tYE=UXyK#&k!&R5Zr!5KH%Pg
ziLtlpi&B&Mx4h4vr?#rd+9$H|{wIxwrVZyE{L6Y~6#2NDeLBC?e)@Lp+V<S=d;7ld
ze+prHWtFpeSIX_Ul36i~hkbsZX=?q}%BuZVoBP`B>*6w-<+U$}tm>O8$8F?zD{3w8
zluOr6Mi_L=aQJii#yZjeN!Q}FR(xFVUUEzBR`=^C;WAY{Y&}hT*01QOuT0wh*Ec$L
zi|kuvH7Svg{b5|6%H3wWg)d0wpICQ2=%Q&^>FTvn+nKxhyXNNn+<DaH=H*vco>=Xa
zHaRt~rcmKQ*=&;?yLMRVFJ0E*dUR9wlxLcLg1Ju{cf3Dhy5x*krcdP5Ly|$WPDTdi
z7vK0>cFgbkMZa(n+0BCb>5?`U4R3y=R(08aVwjga&sgr{VbcW%@4bj@b+dl^cww!L
z#ig(l`UloUYqzZ1bo7;G-2JI9cICaOT9fU4eRHg+{At#(b!Vif%D>Sn<7V5{Wn0Cz
z%Pj2M!Jzwf5xbH&re(D!6{XfLSiRIp!dNkh{qDcl<`qx2&5ZTDF6+ahHSzMR6zeZc
zwd)1%uBblgY@TZKX_|M{mFd2Rq^n+pZFBG0$$oDaS7rT2rneKEtWP}gIx45RC6Oz4
zhSPk5R=dQU{l5EHwU(DP@B}GdJ3Y@cGE{$#RP2JUp}sehtFE4mec|2s>qpq)NlC#`
zXTJNqHt3OkRuUSdUcSiMH`lwpWVTnPr-!flORa3HY`;y*gl{@5Gyf7~Y?=0&MRVrG
z*C#WMESaDtx#--5y%W?NE1w^_U~87&@iyTSXM%O5HCM67jK#NmGC%zcJF_@9UHQW7
zl<yi-mvu1znqj-P|6Q(zzU6z1-dvkw3ijJG0t)|~xbx^`YVofa-Lm&_o6QeTo%l{~
zTDM+!+IuHK*E;sQ)k}8wzM1>9_1&I5Hu>9cMJpdI@tzp@>a<D3Dy7GZ)LGyCIhA3_
zRk+2av@rdM#jgHPAD<+t&?DKGZYIA<E_1tf>|-t0uE2{6-4@3mel9NZ<KLp*$MWqf
zL+e*|<y8gF+~=Zt{K)li0cWo%!P228s*3D*MT-pQKmEwj<TrVilWXu&H{)2{{cf(?
zEmqAc&04grY-3|=*m+jgUc034g7cR?3Hs{u_46CPlwKo+RWH1^ZT6hA{RN+y)|4Aj
zaa+1Jrv9p)dUsz<w%2sNn#xxJyG%YwrT$v?uK4VO9s9n`W_J@`d+Pms+gJBa<i1_?
ze4AHw+4Nl}a;>5(LqcCa@^0N#W%0|?{9)9~fbji_aeuikpQ&GGx#aJq4>MmDe@>sK
zf0?h$YUSVFpUwVNw?CChC1?2B<yj?K&OKI}`ESo<{xhEcTApqB#@<}Cr!s5#auNU4
z=4v*xzx4Q7w$41^e<5b^+$@Rthot9rdaa)9EwDm=^+NlQ#|>f+62yz;rW;L_{MHrw
zH2iGP##OQvs<OWG!la&_Wn0zsaX~dVXQrf8=>-R2VNu~Tx-;^R+Gwd=kuwSsR|>xO
z@^#FSr5enU;y<UE-xcG$U%H&ddzz>AJC!$&YHN?#>`HpRx?HDz>K>Ett8a_R?)|vz
zTB^36zJz(owQH}X=haEgoo+mF;hn4{{p?In7QEoTeLl6N_|VVif1Weh%wP7=K;Qa)
zncSJ5O8<Y)5&pTy*7w7YOEPljCfr})$?@Z5HRmq>_Pzz?zB;GQ1jjD<q`$T5%9O>X
z|37?ty*{q<YFMt};YmL0jqg_7Gt!UEeAYc@W`;rLW{s(_b?q-!lx}z+Aj9Y0-JD${
z(7shAci+{ljSbJmujFpJm~gS#p|`a^S(^LQ*OKIg7TfB@Z|_@e;h0<daL1W9pY-Bb
z?<P9rFAV(==yu?S8uJBTw%1Q*^K3iU_$Fqy_VLLNPi{@U>6tFBcC&2#T$VYmAJ?{Z
zmwo=zn%93n_{k%#yLRG2|0dmKbB=S2T3%D`IP3b-6R%soW?svvEjjFXEW|!(rJMYh
z)32P@azE>?2y>WRv#UPXVe*b&3vLU4eOJGsb(fo}=!*2NaF2#vi%<RVd+=oTliGh*
zWvd&~f7@BS5T3O6=e=+?yAu-CcTKDAuE?7$e)rd-Hy)F9dVjK}zFEBG%I*vDKezpC
zK5EQ$;_kiMuh+>&*#20^o@$>am8AZ3yNuC$QFg`b%A^Us>f5(QC|}_?la{zyE|>Y;
zqVHy1efHYB&S>xba+mx2_3zq7QU9LaZ9Ez_cg7N<7qUP1HN?HS$S%CxdcpOmRNbfg
zlde8Bo9%us-Ykkq#eMb#pG&UGr|q)db9E8pRA$#*VOJZH&aMv<oO;!p;S1ZT;$J)y
z;ytceNzd6lXV2wH)f2^~ZXc3Tm@^|-fA*ul(b0iZA4j<cSFZkFRN&j!ls(0<gy}F>
z&$Xo&HdcvqR8<}}Kj-w~X^@5?*Of&VF1u`-{?(+j@x+_5ifQpLPIUbF{x3IuS<=N<
za*x-G?XI+So_p`Plzw66Q}fC<b9=wu&F*5Vyt{6OneL~9sqYxpeV00NpDX6Q-I>=(
z8*d#DkLJ-lD*V^`5C4z(Iyd4rY=2Pvb@{CG-2N;4#pZeMd2l(qBWPiWw)dvLs{8CL
z_tviRIVHPUsN_rRQoR+7vVl8yIeedU@4)W^Q)kA$dHweF<}C%j59Jjm-j9`PR%-MO
z`7QK!CFijtC7bUieU(0y?;r8-zskc6{?&`#y#8cgvqpL9598pQ=U6+X9_%^glkT<X
z=y?%~g13K7JeTCJ<L+Xb6*12vb>E%{;j>R}P1=;9`)o^D^xFvyYST`CHDzA>b;jwv
zzc1XgUL4syBOvn4@!7?Z0iklc+0VLeHPsG?JE)dra`ueL##8YLUw(5(q>C@zo0WKV
zrdC+E>4vV2;S;qkKIIGPR6QCxzx;LB!R1|<KO3)9GJT5fp3Itl;iQHA_N+~Fj<E>7
zm=@K~7{@jHSESS84PF^S-#B!c^dnYJ-8~~Q<9vz{Z&H(PZNuKpi#P8#z8!gwzib!N
zT-{psbv?N&FZzc*$qy4yJiqnS><w!-zwWQTsFN}E?URJpLAj0PjUUubtjW<ZUNSBA
z+pmf~yIphp{->ROze!_rl;af@R_)A7v(-XPUb+hZ^2?KcHgn@0!P9du{(ZG%!Tebl
zKV{pSN}b=wGgozn%4$FEyIqq5jg+TZC+~E2^VJCnI`GDM@;#H4i%#C(`{~;?!CfES
zw|{>0!Q=b8pqJbFd1gm`+Px#s<)59t>8`usG860%c1l?oZl1PJWP<gEy<KS`cP`wX
z_j<<9#J5u{lfz`zMhjm_mH4A!{Z46Z{>Kly*>-eyoBuOQ@%XDN|83`5rJF0y>Wa$5
z-dTF)a9Q;<Idz2>R;5Mvtux%tnwCXRGK&Zf6+WYR>fA|h!}RF2Y}vkFO^sI_UtW4C
zDKv2D&IJvp9{ttmw%*yVz(4PPR-onVlVKO%`7tg({?_mL)#svqwTE=LH%9dQw6shK
zOY&BltT9>4@?O+~b3MBr&MTSC*;7)#@Y;=pIjK2D?+mv|oR>0Xid!Ns)yuV5wO(Cu
ziNvF*ZAz=s**WYhUw=)td%`cjDE|M4j|nBu-|krB!Rl;ucw<J)gp!0wqAvyRE>^Gl
z`S$72>J{@Id2fFZWcBSXQ|8Xgay$1HSCxgkCqB8c<L>U%IjbfHzFc;r?{>>Pwe+Q1
z56zzYPWs0cn@!Wh-YqD#zV-cfj>qcKH*;4k4@qiMbDk{|(mf+%OW0eHvm(b?+m+m-
zSM5Do+#_?PcKzeoi@#Of+3|8iUdgsB!?`6H%e;O6^r#rRnsmAuMw)a~{hZwDm$Ykz
z_nwH%TEY8lMYoD{_5?j%vTUDQ?Y(C{J^`sI7B9ng@TE;WyQFo)m#xdMzP@vG#X+vj
zD?6^gmgYT@r@-d@Zt1bVoHy?+)K<=Knddxt`JoF7tGBHdEJzNsmHHZD8vAEbvr+kP
zr5CB)3%z6V3&OHiy_em&@O{hgz28>66nJy7_UV)v=QzGE__kBux;kS2Bu5vusvj5S
z?sB<)s_@CbaKH4)zuqt3H{9>IzQ$;ckztnG@lSc&$?3s&vL{`a;x}aHjh|sxK0j%n
z`5cqE1>F3T*k`a$x-NNrr~HQxZMJQ;%aS+T-*CT#Es951jq{vTouR5j^3N9x0bg3&
zW;0LrJ9;5Q*R1Q>qm&-CUxyZ+f6<^gZMH_%l+(|P^yWt|dj2RkVu8M?6mRdwXwA0@
z5-gW9R+wIyb&YxMcB|=yyHC#$DmT4+yLM`w$Emd^%cbnq-W$J{yyx@p!jEk)b-&A<
zmv^}&eYGY1O5VL>MKibeejiIz=h~VsnVxR3b6&>x$;l^w_a0wSkTRoS)ei=_jlqUn
z1L9tW%t_ijh5gIfOXjx?%9H<bJ>%J{VZ6-pTjkmX*QLvh{I||_`?&w=xsvy3^Zu+}
zo7W-vy5#Z4li&O<UawuLsk!V%!0p_tGxN-^hD!x^U2GAwnV0r#!U{9Vk5^7y>QCQz
zX@R*E&##mP_m9d6ZNBJfCNatQ?oGG;PG81pC%w!B!uZ(?Hp(fhaG&%kGFohAHhJZu
zgw0ErXPacnE$m9{P)k++tomZ6zUy+1tp?mu3ps7qZC<csUAXSNb%(fZ9Llb_Tc42S
za2DgTT(P$Axc#H9+Eb-5`{EjZd0g}Uw6AN9ZtnjpqM}i6y071ux%2Q(*M5h&a;aQr
zG=p=F+Wa#Ok7+z{F19Ojwv>;V`pcK%m)|e$%;Q#@zNOxNZhxudj1#jRs;uOm?U>*m
zZ#bj5M{;ua7r|FiGmL)=$+BMLl@cz}z328U?#$Cp#VpCBoi%;N21km5-|U^PIBj-P
z{8EXeojSZfH-7vSy!iQwXx@!6dGm8RxB2(YeH_EP@s7%FuhcIk-iMxUbMV=|NYbW#
zgI?IbiZ$AuPJ6U_OZ=2SWq-P18h3KnjFaX2|J7thZb&QlH89S7(9o)Hel0HX8+&%#
zdd@P<%4eoV_M2L6o}E_tbbX`jvlDuk>^Jp>9R2p8_|%R9{;s!iN2V<oj6OBvby-8)
zuedAWVy|TmCSB_>tC#ZKW#WB5n4O`w?fp@`2#=H1%I{~q+ibHgKkEIS^CI&z`BdeM
zYSR9k`IP!?`ak<p&c7v#OSDVmU)(ztd?UO0=*y%4v9oIrKH8MF(o^SfjOmUDPOWHh
zBUfwx)iZM9v(tT!Ov>9RuMnTrzf69syhd>C90xYF9>0j08!Qvco0JqCwd=p#xI0Da
z!_QBOGdoUhJ=uFwdeZDkq9;!}^>v6^TCPw#-D0DE(*OF+txhv_ZSSvBjoQ7p@Wu~^
zy>oA@{2;mKNC!vUwE6S=^!feNUw--Y*=c5=z^RTfkL@diOjCba@3DTfP09TKzHhn@
zbKh70%)M2d@w@d?==Uo5llPa@MpcCF_Pz1$?$rMa%hrEb_PzO!%iinL-hUB$QvNOM
zNqE)z6Y&dUb#y-Jo%fenC#%Zyz3<fg6?3(GzWAMuUmmNR5wtb!;0xc=>o0y2`%x3R
z|4~i-{3OTFzKxqA3chF`ljNGS^+@!U^*7$BM)jS(FjZh>%akbvpZLP|C;6TEz`|DK
z@?h2uTba`*<NYL=Vy<xca2Lc}@8MbfM>i$+qu1-I*J-cwULOx@y&C@h?VHQx-zuNJ
zzhwRUReEsb_g9b8Ud^%GoE|)1=g-~pPx6yPLN4&%d;NHlzIaK+gmY>0!}Y(vm(f0Q
z!QpuTccaa(kE^Zr**E;LwN_jBX?D8J6_>hXiQ8hYCoSFcWXcZxX)Raurgtz*&|A9n
zQ&~jawO#GCmUpxLuCaJ~ciMl-E}WilR?cQ;rJY#ZVkSpEw{z~T2dCe3-CR+a6gaKF
zE<5Phq$9#Hk$PcIN=yA`O}cthekxz2nUeF)^Z>I@k!~?}g3Wo?UDdr<X!UE8ScZ{J
z?Yi8~cV)L<m9(y#7+1p}9IO0S<Ts;F+RJyBZP(pqyj`0Ay5d~g7Tv3M3u=!q`!JCy
zx9@|)ufN;WbM=?kGvqIyzaf+7b)!W|>n^!n2X|%eI{TsN9nYMLD`R&h-F1psu{*q+
zr9w9LgtSoCXBPje)@|GKTJokC94h1Wx#+j)Z2Qk!z8gHtrTkw0W2l`qA*XmEPwvWf
z+t*Eht5A~`EG?7Oer)0cj}n!iJo{4SUrZ1B{l(GcKtj<42@_r)xr`9rEBq!rCcW4C
z&3gRga%FOZUY10uxYq3x`1@?qk@^=dt9R!#n@v1Y|3&3)*~k0SITrP0{{K7K+icgr
zB!zt<e+z7?)VDp>{vbE&^nTgp?+cE&G`{`8{kS{lOilEz1($`EUQ&MY+}zmRWvlMp
z4zJ+VmoIKEQE<D!`6J+B*@90Cn8F|C*yQQndNupNu{ENtC5lC=G0Z$VcNZw{>X;@q
zi*xg(&I$Vr_NvZxJrVKwlhYjQTQk;AYG1(6^n`oD|9OdJ*?-?`cp9^J=hlBa3jFRl
zP8QWUbuB2gF<dZsQQ&g}({Js{aZ4Ah3J7)C?vVO-YTt(0S<COo)<~Uxx}Ei9h+vXl
z%8OH5BJM5f)|_l567l}cFUz8IFL~W>O;RDHyWD1-&}iu5>5DFLoIB^pzK&ymUYxdA
z;<v}c&~^WVMXF7kxQg#QQHosRrTI81bI+gtuoF8^D7!W$oYgZas{UKFO?}p`_2KN^
zUCKNEuAJ2MWx=uc?Ow}f>Yvq{u-#M1@=5oLX`Ej1w{NVNcS>KwnW?|$O=5n)3k7+x
zj-7T}^*@LGklZ1odoyECLgExLel<B$_LcJl{Tw4_W}NtQK=bB;nK}1n%{pyryg2UK
zYI~0<U$)InF?w+_CGf4s*X2elr!`HsJ~8#<{w(Xd7>?~+UoNwsN$tP)X!V5c3ocl@
zw~PP3SpMEkTKKNcBD4Ah4HNep>mE$HqUyZw@kYV(Yff#s)jqA{bLhR83HM&EI&`S2
zx9+e={q{)@IonJ=75n{vIB~9}UTS4toa_8s4x%$3m8wj6@^re2ie&N050d?%Po7R$
zy=B>)6X#adeaU~qrpTLi(qxD0m)tG$%rEY5HGF#GCeK#m&wd<-=SQ_(n!MU9GRH`E
zin0*v^LnKt+d@{apUWbyx7=Yv=mbxJzhC_Sol<}G<M_PjvS-0bBAxc-e@;iwRPtG=
z{dRsw!a|o7Dtn7#R(+D0$+1`IeAV1plm6Ju<d|q`e7n=3ihsY;zs)JE2i}#2?=_1G
zFN|9ncGAA!!;uX$Z8PdNyf0Q?>aXN1>ay_owpV@gbD18Pw_aa3ceDR5mtO&n|300r
z(AnPq@2qOBVtK{X6$y4ZE$$DqKbcPE+n-QrP{|XgDt}n*=k?j?2ZAElyB{j7Il5W@
zgk9185~iXAjT)xgOZ^piT|C@(Nb%bi9G!RYTjmAtUqM#gxzC)<uIaWMoS^hK+KN>(
zqj{~OV1=0Y$IMLQN}*RvE*r4#a`unty{HxaC3J&_71!Lv9VKkP4w*zSe?Ptd@Rhc`
zdpET9xX8$|aDU*mKUjVHiS<&4yRM0ReWJX*8ygmHWslbR)1C6rXV+niARg`mN`E^a
zT7FVF*&_4OSmvXbM329f$orXm;m)cv7D`QV@h_Rs_?7hoPi3f;%KxULOmm9mXYdF=
zwS4L^-+O-Y{k<P7-lz*s>OKE|g3b5#r~2QXE0^*e%Jw*!bA$ipjl*urZRtsh?tGd>
z87gIyJd8TJYux43Uw2I2<MHMK_x#L-f1(4UC6r_j?!5Hzx%ZdvA$BUx9*TlXk3Wh3
zu;}$A;p0ozx-Q}Ay}R`6nb{TRt)xD_-1V5lEXOrjKSHG6<K{V&M=@>5t22w1Jmxtj
zy3mld`a;L%3CZO#?;8y`ET7&t5HCBdk!ft>!t-VN<P%L5OEil-`C>F>lX6--?2TXg
zSotnClzWjMbMe~6&GlOUixboy{xzIlzui;3TmR762Me`(jbAdJ^>AgIpJ}`9rH03p
zeG~R22+d%b(pJ9FuK&rw?j;e+0_PMJYF)hXc+rghJ+t{aJ)R%)e#G<Sxyh5hLl(9Z
zyV*{B>A7s;b$<5kOv&y`D<$@?pLYGF@l0jz6LwX$a+$VXmpS+R*O;<?{u246_fO_O
zvD_rb_n>lz@&UQXAmOK57X{5~Qx1}x+w}Q_o8{8|!p~ea|1w)8t`)!j;r@&Hrq1;i
zoI97W%>U!}N$=B6`R6g7G8W&T3-JC@_Wk9+oVd|MCYkwM^dWW8k1OX*+}PmgdF{as
z&IzjL88$M$PiNj*;uzO@aKVIqM<kyn%<2D|aoVQllFO8h!Iv0UvZ}JaRF^&Ye7$ql
z#ebnc_IOsr+qM}lU=sVycl_h|2RiJ|dZ$*2|L)#mzwYJy8_Sn}(Pc@gdD)tK?L@}~
zmA`E<`9}qd6uH-bXEL{omVK;dx@1;}@ysWpJlQ9sbiO7V%@nFRx0PqZ>IC+m0%4A}
zkM1Yzm^!7o#s8g3YywA2yU|4UZ~@~z{AxR7<C^ytsK;<`S2Xi!yxF08cY$<d`xaey
zIcX;6CAJw4?)H^l+~CD0-hapNo#>|-w-eouSKL@6_xjtRie;1TcuIMwRrc;-^G{|e
zYVbK$(Qv1)Q1xfe8uc&V%k2(b;amQZZ~g(z9dgljhgnWYcerL|WYjnd>Hm7Wa_W;c
zGI8qFC&Y|+b}|%fS-C_i+@wk)>1SYt)4AyfkMQ{lpWgkzIRDVkMMwK)r3>w8cv$&^
z`Dt#*n_nqK#`m&SCEdf0Rc+dMNBj8ye!fo%l~LCUw)~N@dw)GebEn|FM*b7ZPnav`
zZCS>8dgF6tV~^|K(tDq~Cmz24^hwpDWr52M9xZvXfW6wY?&n5HzW7PUGrj8<_sMB>
zNHLy1sC++PL{fFW`JsZJHS*`C%KfnUw7JCb+%k9bD>0V?<(4aJC95ni+&WP|U{>CN
ztABW2&TEq?u#WO94h(XL>wJ-Qr^m*0@|h!XmrpJ~!Mc9&x@fm`s?~zESAE!~wH@y5
zP{|ePeQLn5Q~6f9Zrj@rVtZVdO@6sT@xEj4q?TXr*d$z^DYCbHw2^8%$g`+1EaPZs
zMT>=kOP2nkvN>E+g4K?`aGzhM&{j32KlurBjQ+1&o1?);d^dH)^nP^YSslO>Hc?e#
zuZrZwKUqbl)y%ha`aSz6?mqds=xqp(r^KEQ)}99|HrcLGTCHdKo`cy_%Pl{q{@?bG
zLU%uw8?G~cbnD^%-szcr-ix*?pD6C=|8JfvDBE{vxrC<JD#1i{W%i3R`W5ZCwmvWt
zSiW)}_oF$5Iz@cfZ6>EomX+9)+~_6v^oWIdoSy6d+<*L+zRh2<!S-A4(^#u@TfJY{
zAFa3g=h>t`{l@<(!JU2XuD`Fo5S;$$^yeS4|AXb6+w0FHXMB|ZY+)-HdO||ztEho`
z_(aLKuYdVZd|-U^g2}djfhvoBuE=o6-NL`FX?;Ph*aDflo?S;dq||y}y8O}DsG4GW
z?ThOZjYU$up32_0G)0!z^}LFZKkE4EwU7H<xx+iVmDla-p5kbJ?7)(TGHr|h{bjAJ
zkk}FMxcgGzmS%>%lMiO>X0rQU^Tm^)@a+~E*9%Rai~hfl;=Hvzd!zl|Sf{yP@@u@Z
z9tXV66a4Wq{P3owYbMrCHMaQV+u?mxz;X6TwcDrX22{Ps3i6&=rNR9`Pi8fH8{>~R
zEi4M{dv5)kGpkJUg{SItj<;nAcb+XN?@K-)GpT!8+Lr~TH{!S5(?34%w4qww)#HT<
zd3WzOG@hzRce$tjvgfw@LLvQ_CVLU_u8C%y9=cha>B$o9#yjM4O%D7j+R|Bd$R}og
zPC*mDv+}J;`KMp}=REh>`K9xN4NJLsZrt*$=NIrYT=H;_oZJ2h-_9SlykP0;cuMv3
zzXv&6cCGM#alG*Tq0e<YjEXmw=|x3a-uPa%C)sXKPg%TvjAm5v&xH#sJVahx)O8Bk
z!64otSf^N});MM2Z-K)~Jm)_wk$$OG-KbY!sQN<It}~PEY@pP)le*VVDK^J=Zn1Dv
zmF!WTw($D2#(VP1UOW%FuPeOQTzzBm`|}3ni5(ZJH^^1$SUIs)Zc8@#wWVnO{R_{l
z1*=0Z+>^*S?_#CZr~N#`F#k~9joCLmjG3>jKQ^J`);EU9?ph!I7|R$2@&%vN-njhy
zp^Zfz{*%17sLbEs!ssp_zxiSK9NXGcHe3FjzA(97{H3`J%ZjPjXZ><`Y`7ypzWYP|
zl)3zYee0dP%BR<xZe)5|Cw1n~AJ;dAywT=~`=4KUwt1oIJz?E%EHb9z%yJse4RI&V
zUy_&DH)Y?Uy3H4vJBzOW&wT%@dGU%*e_p@yOk*-uVc|KLu}qzjne9??fLNPD+NZ-i
zTxLvYnV>L>bEcxC<fX#2Ngdg&ue`qB`8;LkuFJO`_bV6eQca)g$Cj;KvFOgc*PPF%
z&UtjID$jIYOlSDLMyW7X-}}#Nm#h0YS=_w!`}wN0eKq&azyDpg@BP>6^}kI|s{9RZ
z{gZRz^p#n^3-sL<J4C3jdHh;#+Ve{{o95T2Z<PLeKl$0oHQw_*Ha|QjdD>UKCCy6k
z)9#2@pKb2G&r8oX2-Ydt|Cot)j<3qXl23Z)!sX+c|D0<VJMx($`^ldt&RMP>giqzH
z=@Qwo^zwxWPxU9Nzv>fm#WsKQtmA*C_2<yZwShl4)F&7|w0vlicCYwQ<O9o>$KTw)
zS+mer;#jE*=e!tu$4coh=NCP(%&8ME@H*K%g;D;YXM0)qNn4$r{jEPe|7)H3qVnkY
zs@+Aa=5}4-J5)Yj<kCIK3zpxV&vc9Qlyd~%Q(e*=zqvhQKaVft{mx~|U+*RU`rZDe
z`15|L&swE!dIs~Nb}YFUTyW>azb?NEvM*jQTe)ce8uc$+wKL}}o~_>JFLV5FQqUK{
zzxiLJzaHxB7LHGJS>Ew)U0sm=W$|L48mo_*=X}>E9yKl4@Lkbo{)PKj?km`=v7htJ
zZ<Vk88h)QWmLJ(}-ZcpQB3|k_U9GNnZeiC8|CjqZFLqAns5dusxmT?Jko(=L^OK(P
zmgs%|n;>7mK>zyD+M~aAYYOf=Cilhke)XlC`bF~(+_XD4?Xlf|ku1H<-d|RI(qZ`?
zGUtrxn*;Tov#v<&VR&d*-}jg4ae33;_PcMNnbh~ac>X2*Yx+&!q=f|&|C-*m+_~$A
z_0gC+nLl<L{98~UP$X6)@Out((ow&EGZjN8$aAM}oIj1r-E(!onPa7g^Sn1tS#E!H
z4*zD|2~lhQ+b7O{;1}1ue9}&dw^9lEt1p~?Fz1|m{K0ia*3VwC&3P?Z|G(YR{FGc$
zf3p0F$GZ(oa&8pgx~cf<-)AL9k+1~!Z4dJ{1qu}U{p*Nz_$jkcZujQS=GwNow;Qdm
z)o<bt+$^$*VG~PrrRKK}OmAMCZjAm|vX$lSyJN+d!aL?4IJbdwxx&A>kGcz&|LXDz
z`!q>=_L7Qeds`;Q@7pjlRwS!H?~Zy+>+XP8D=oivCjO6U5`A*Wb@pMg1@-9>P7^lF
z<A2nt{#W>!wZ=O^QHjarnf$Ao&Eo5&m#P=C<{aYKl4p>{<|lXK@(=0heh;6&F-=q~
zJGgkl_J_x_XE4_P(QLXG>|@Ef#P0I>``4>h?LVeoDmTAQZ@-qGZKuC=?u+*c`gL5N
z+Y;wE-I)BTaKBWlrITLm`7g8IZ1`tc)^vX3<mn&o|5&>HiF~rZt$+TBpEvi*_-Fok
zZ>Xo(%=_Z+>KXmc9_EYo|B-ut#O9_$`c~<J((YD856yW8vOn(mXgy1v^^NtJxl1eB
z3NOEj?7hSE&Geaz`L&ZyiMC(r)NA@8zv+MZQ=mOhY?=}O{ldc1___N|Z}9d!XrnxH
z-{y_Q6W%MVw5d<J&mBE=@}~!;DNm|g*0lWjesz+n|3v-usyEZmJl9dSw4YyEP?l46
z=2n{R>7(21w(I6c-dkOK{CVH=dOQ2V!?CQ>n7kjJYRwn14f}G#ce6tMyoo(2D$0^4
zJ=}~YVPpQQ=ls9kYxVTIsef8?CO$Q6Ej38vygMQPPq|;CLHeh1{jg0}<gba{$a%uD
zcxq>5&z2)vk$Wea9lSMR;<==qZ~S{p%w`{-XLc#=+F3ryOm1zFHEvezX9dM1GiPsb
zT+xzxa7y!?zmMdUbvH15G*;F%>Rut8+4)m-^F%Yl$Xl69Hb-pyvSZ@8wCx`4JzHk(
z)!duBME6W))hUnX8)p0LH@jq3xc}wjc-cwXbI*kqW#>EGTkvh=#k+qQcZTtPU;S`h
zM!?(E6KoewxFhrCWv|<lXAUX?ay&n@v#vH47zj)=XKTy4GQs}pg{fhBpSi9lD9AL5
z{_Nvg9vrtx@rG=e@~gfVmtJ<|W>$$#<(Im;A~!42k7w;m-6p}E-hFMm|1`$NKAgL0
z*W+35P9L<h?Amp<_F%>V{p~Kh7crW=`>dT65f&&sZTHp2eHuRQTI*7u=#{R}eluN~
z`C^8Kz`FqUC$X`+pEi0hEPHs0Z>zpmx$BdE4i(`Br!u#_SG)A<Y<YEn^fI6Nh_C!5
z?mL~G_a1zAZ_Boh=Gwap8SQ7eh2E6!`O@ydpnp+|qctys_17ZNO>>mOe>?4ds(Nr~
zQNs1Id#}3I?wj(hM{nXT`y1Dl+nEKw?3(>uzjt2S=?z=kY$AkMyiGQA^SfDagzdMw
zA|AB+lIO#c@JpdR&z~Gv#eDH!<BB)@JZ!s}W0so>yqbSaSw}?j^l8q>))4L2sf<UY
zXPo-gpmF=`ua!%t{X0-$-x{mIKgo?X%SMM~Vx;k@stb0fl%{Yi@LlMi!#YEL)}2EP
zpB%NO-gG<S{AF>z;uZh&l33^Xc{vZ2PA6_qshxOJHsPV|#G67lxRazg7OOG6X}G)8
zK4arssc%{@?4y=%^V^o2q?=P2B_Fl^q~MakmrRRHn(C&!call74m@W2=dgSHGJBJA
zx@xy`-Sj$S<nw3N87}HB@_c4DMJvTo?e^Zb_Pb9C<$sE*yzR2TF?qKDUtqpPv9ihH
z2?B;C6KZEx?Uw$?aJGBN^^<`&9nBU!Q9b`Xcz5iT=^^>sf^UcTzrJ{Vx8dhWxrZ}N
z|CXHnoA6St`=p?h(z?7B<IifJW424j@n5+5aq_yZ3;tjKuJHV(U^&fm-Gao0w>O9`
zn6RGv=c;+dy#h<8U05%6(u94Rf6>_|;rBzgt*@W5F5>&-rE*hRUvjChFa7@H>+GH1
z!_%&Z?7z08_n^?Pt8<nvIsP-qxcRpKx2yie&EI2|R@xW)PgcHbni|4<EM~4<^3N4+
z3(XyLcW!UKGW)<1*>xxDFMO)s@Al@Df7|&V8>`&6->}X0WeR3cR|s4s^?_+_1Ahhk
zg@(@!ttZ>w**$0ooP6}nq;nz%G(Wm`Wwp$0Fq?UsU53G}f!jf>*ju<g{rt);)ly41
zP39*2J-~RNWm$O9^OY&{CrUG_Ov^r%bmyhcj#;ekn;t}o*>10C|77#hD7aDZ$vFnK
zi2W?;7JA0|N%9YkKFC(fe)N36WZ-SDR$E*V?5+Aa#Pj~43)??@ioVA3g}J)XqJZsy
zg+j=Z_ZJ`MC;q6u^oh~%LFtozMZ3(5^KG*0KH8e>OV?-oXrjBWknsfL-|d~I{^4>9
zTXOYO_2kMzL+5=tGhJ^{z9Cn!pq7K_1J-Yh`iwUhNcumCSb4W1Y3u4shj*KtTXlo0
zR{xRMkrVRwuJjb@yE&RZV6AxSslZ)!{NWRe8OJ2^vzTsMNE|c#_jretMq{VGuy*W`
zPpL`C*-O)v{Wk`u{Pq4ePw@Yx4t}YR{=Gi}mERdZic`)rek7(GmwqI>cgLv??cN_|
z%5gbIRNZu>H_m;eFQluTG;ir8aS4n0UnJK(Nq?bN&ynXeBTk6ft-+#z$Aa_8h8ZW1
z?4Ka0_-E2SvF!=@+YY~D-4v}7tFZfd!c&<wbCh>KUpD1PgP;PR46~otb0N#0n~v++
zHr@Qp@wiYp!D;p1jIHu(zb(F6_pkXQ$7cq~0;aqLoG0AQvak5b(El-g$#;YLdym<L
zS}GfOEEvrvn5wFK{?{l=^55uvzU#Z%pEB0V3XPc)4w!fx_-=ej^M;k{Hot?{G`HBb
zUR!?Qm&naslO``&%Xu<iesbN^6;ChP%ar|iyK~;{B~dfhAN5(~+Mbmedo5u?pP~(O
z$BaPJ6>A$ON@ZMGaN1PIJ8QzJo4Og1s@oo3JfgRD;wjBC&(j)lxkpwn`E*3~f#$?H
z8y+3GQ}W5yQOkK9&rYLLx=wk5McogU2|rZYqT{@W>7&xhDbEW9pB~xMYSRC-C3)k-
z6)V=*XjvXPyMw<#^!USHZC>-!x0MM0*~58nx~J<KW(Swlz(?D>vcjh9*nH3<;s1v-
zQ^h(IAMJA7)6tnR{h4xHSH(QR+rmdpzbQAl=Nu1BnBgAQvrW`F_2`c%LzA$WbnUj|
zTv6I-EuzMUx++tS+H6WPSUbc0+Tr3)pYJ9=`gmlKD0`gX{iNqdx8IrVdQ(y6gw=di
zIfJ?8o$O0KPpWXR(eGNHzCTaw?aiw<=ibcvw(pJ3?wz;pWQLvneJ1j1($*)UdnbA7
zP4j+YR5|m`gsI_ko}bV@seL+n+Vu%{UvhR?7YbS*?Vq7gr?N_{E$^-9f8NwhKcZXw
zTJjuH>{|X#xz%mpwo<UA&`VZ1_g<R*)6Z(R3(rnIAnCBEC`<ca7?0p=oq24hGc)F=
zO{$2hndkNS2!Fug>x}$!8>BOsd>*kss=HJf_lH-S*^hbB59va6v1ze2_J!5!?tb3;
zW8V$8pW7Ax^H?%k@>Oy(&+@i#+-t>mzu#E)fGzJ+y9M$cjK>>vdd_iv$#tojeSe<7
zE=KtSU;Q`K9(c|0ZqtRZ39Hni=W?)abFZ0UtJ2q$+5bafgLDPQ4^FWQa)w+y49y1w
zrhZ}OXGm0VQdLY4zremC<PtYa<L}0~8i5A|75GGDv@AjjRvcN_<jmU6#Wxkic@S`L
zp-?*)MD9_*L9m>c%<F@S3N->Zcx_nzw47RefWd%+C(zUW1A_pYQiu>!8DnjOm+D>z
zfgSP>zQv~8XZ@{rqx|5$?l-#=Anb{?;!yUc_e~JC>Z-+R)7{w{xmolCc62x>GO@C7
zafk?LxGZRJU~FV!Y6Wo=0vr|yG%`WtUNtcN=6a*OVf}>K-Z$AB)*sx*_FL-a^@RB5
zTHbG_n;`r**(nhIjq4{s@*ss1|Jo+;t6kzg&^;rj`bgdZewGH=ko%lJ8uSvZr`}=C
zVSdN@Zt)~t2kQ%rIZG#rEfBrIv*qH__le(|)g5fKDndT2co5j>&f3o<Cu*bham9nc
zgNvKoRY4q(+>ymiV7aLkRtGO@$|Xe~JSy&O{(zn70N<+jEHw_|8|HewW8B90o#}hv
zNwEd8FBrB3d2(NPb+B1$hE?ZDZZ-WG*MujF`@|Vk9(<yzraxm(!l$N_-Vi?P<mnJT
zx0=3T<-sSe{d*pK6!JH%h<P9|@fF)22ZkGtrE?qjUodS8K52Wv>_OZEJFS~cTbN}J
zglT0mMm3&wkUqOxu1vd7<3YfIg$>S%e5^8D79s^2M;10XGqyAFwSqVxIe~U2h}@$K
z2R<qmW<0oXU}2-PG9Ryul!Zw_#*u}M&dlv>e7ztJNKUYw4I+0=(N5=&)1S@)<*<{f
zYo>Wen4V9_?MdjBIS}<R`E1U?QyB-iRvz_Qd8n%}DOTtBuZXtNpti4@BvvnCS$()M
zR4I9@NVn~Voy=y;Z#FF#iHmRge*VC5!5>u&cE2C~7OS|y;Gg}lP}HXU(Eg_%iY5Q(
zHs9}l7|Xe*<Un*}PNBX|-7o3=f72Z#Dj0U~u3$LUB7L{~!O0g!223Ulp$)<s%wo){
z4Ll;uYZfrHZ~n7WY<qg+j<6%e44XOKHSf4ToGii@SYh7EE3)ej_pBWE**W#sQi5ma
z%=O*Yr*?a;uUYuyx9?jy&3JnK@0#=9o+q{KZ^?~qxi_}e-3T+z`OI@WjQ@5R-))g4
zsSk@6a&@t5*33Gz|AFFepNHlm^A>)v<65mTMN>y?m5|vqW3?C`i))MSKjv%~zgVv-
zb6Zf>%OY?4eyu-EmIX;$xX-J}d|&t_U$`&L#g_B9Y)6@j%yz|9o)%exm2qVjZ>P&7
zs~w!1{r`sGw*9Xo^82mBZqI+1%K4jd)vR28>r-zTkFPDO-&EmkwCd?a{kPe&`ZuPl
zdrwpKHamZM=5%3c;l3T=Gm`(O^!+?zxZE-<ukUVF-`%7>U8Cb~p4~Y6?B}!^?|G?x
zN3&+8Zj9KZtJa;7IPK>j>D|*mZvXjt^XG~wzVQpw7nRIA;cWQxRJ@3eQuO(n^&QzC
zXKW}7`4d<(?}~=mwksUHACvE{Dcmjdzt;QZ41?^;*DAs?dj-ztr}VBheLC^bu^)$~
z9jiFKZ0+0RN4I|5+vO%X|Hq-UQ*x_ccieY6Y1pV3o4Mq!$L^jlaZ99oOukq@ve(L&
zF@AmaW9ZY~k8_q)-*RVtc#`kQqesabF5R+Id$H%m#YGi$y8qd#4*q)~>}qpOzIM^#
zW>KCn@v!IXXYc-XZkHs}e8FY4$I~B9Re7Fw>+QB%@g}!lpZzA9R=slObn|Ts48AS0
z49o9(=%m8Uo!@7F_r@i;>-lcSdt8*)MRo64`?n)Pcir0c)=KLh2fF{B*s7dVYWqLg
z;wrcMg_EAPI_I)pB<6-mSLGO9Pwrm+a%#ux9dVNVld4pggd4f$Z#ftkZ~m%aNr{xl
z^2Al=PK3-Ayd-H@vSdl0vTyo5t!E0d$M=MWznl`&?sv1t%D8T(<$so}b&*s53HEJB
zbCixXj*!<_`+e#)c82&r9}nI;^yA*!O*JiR1x?~qk1vg`xxKr(@{Xv4@Rmysu{FM#
zb8T+fRFu}%Ob9oheyw-Y!C%+DU34s8pm*_2-a7rat6p2YdApL&cj52IuDmU~(%F)2
z??jkB|J0VYg70IN{&TLvbpp>n?b>@JRQ}28^($+y9LloF+OGQe@S``8GrsOqa(DN2
zjQejD#gr}6df0XSgBSm8X2;$W+&=Bvkz9uLQSTz(Jq(Tbu_ueKtGIX7p@*h@i^5x;
z_pY)LIj_4mF@h<)_SNfu?^V6#pD3+a=RSGqtHrHf5AOO>zh%Yg#ZLwQXv@zqX_4XC
z+z}|yJH_~)>4~uTnfWu<JAM-VEt8~j=^%IiqmZNiwts3=7x;86`<KFHmyuDEpgJ?*
zj?DkQREd6$lO4M`g4Y|U@gDYQ7wF`3NN!MlENQp0E9HzcLtAiXW6`mH?8TSkop^Da
zac-diJ>%TS*v!-vtO|U#IsA-sQ)8G48ynDJ=5B<}IJZ>5a>n`F8upUt<5ORp(Pp^8
z(4?W0P|0v3kmH+{P|l)Iogmdo8j(VdLMn<II~lIVF4^JwZts!4$1Z+vEV3Po-jsIA
zTF##Ddp>RQpOnW(E~c5k&N174{NuXKvv06`zgPL5F=3+W^EdyW|0&+L;^FL~_j7lq
zzPq#Yy=RM%lhFy@7Io&o(W|rEzTb~vwzY3JGBFaJk^A@GYIV+qxh)0D-S}Kp&RSdc
z3ml4XD13k8&5tX0)>+zbxv%K*`Sr(>i<6(%n8&E7d|lr1qeS@Nffe6wl*lRSUT~LE
zTj2cO_rI#*TFVQ1^Ja9(D5l<KTfqCJb=%3A6Az^CuY4ElWYu?|=H1Ez6C?FvrPY>v
z<~iVfxpCzK`T3K1F8q^HJob09@k5S>D_bY5wUe1Ym-}3u-){%AEsbh79a#RYe$w?n
zMeXYI<?hWtYUc0e5n4Z`rm0Bf3(FRbZ0-_{dAB>}cN{sBQX?C=Bx;uT>P-H-Ugeh=
z_V(R7{nzxn?>q57tS5DzdbUn-)|y%q)O|&{_Tsw@)2%Gpk0lnQSbmae<(vLk>-Yra
zh)-)TUHE<Hk<x7YW{)SALl#&%Y@M99aQ6!VTc(ixd?EE*A-+L<Q}jK1vOXKFI;OH}
zagP@3s*;a;kJd;0dG+XZ_jz5rEfudHeLVW}Xmj^&@%3GiNzZ1aE&TE5e%zmbN8iW(
zd3Q8Fw&wAp)8dQ8umAnzzW>j`==zG+_wWCjzP;}EHTylKAJ@w7{dy_df8W=Y=FxTE
zX1GmJ{cQigJ?li!rPVLG#9eyBrcatRZQerj6sgTVY2BvQ>gMOC#Ro*F+>|}{Xws!k
zpSrxJ-+sLIQ|R?8*RGnIn3-<hvTbeV`w!)1rQg4-d%HX9?k`^H_4lsWZ>T(dEm!{b
zzU1c**4@4S=H~8vje?t|eEmIa$B(Hy{pR=a^F4n?ZVtEmGk#gSqAxc-3SW;a|I4fH
zU;F3S?7V$Xuldi}_x79hyFIVpRlnQ&{vW$s&5MWba(|yB_t(Gb^tb;x^ZdNZSH<(|
zf6dgl`F(VM#k-s@cYZ$K|K(73{m)CM*YElD^m^R?Q?2IHe7@Q2<mLLeFSf;2Yu};$
z?jCO>Kh8W_ek7cw?&IAXe_LESqosPioRiOKNZyc?`QoBk;&G9iIdEY~c*u*pdoRD+
za@+6ylts+U)^7v<FYxU$OI({-5YV;k3!B^Gr#F0FPF-ZT=7+$eLkIjaeXMG&6kLPZ
z%lI7oTas5sWFLq+JRvuupx}a->birDsd+Qz6uWOdw{8U+*TGA&S4;BmNnS16eXhA^
zcl)kI*Anawe9V)WoZz*tT*a%py}imN(DALZ-gC>|03(&J^UByJNSc{%eE4h8B;JaE
z^qx<u=N$MSbiLD%ozyV@-B$}H(e&#HCZf^N3#M}E`iC?NyX>5#m#X_bXhEHxXr1fI
ztD2043-|?`Jg>jJEObUzRQv5Y4c--{vzz!^x3VYhvzxIrU!&@9LDTf&mKk$w18>Qy
zzJ0E_)L^Rms#4)hjttxR)7(6-zg$=>b?#~Bt2-BFnyHi?HgWcl{+D;}<&;|sUiPH1
ze$FkkUSo4q_Ug_>yS)5OuIhT$1|{jGFF2_=_uq|kPv@Gscoz#l(3uq_xm0Yv`mA@;
zUNx>$pT+oh4-faDu!|eK*2E`myMFmyj@5KOU4zB<bhk2owJ4n6xZtF)>5jcObLV9|
z(^`DsCx?T?-RBlbx)b*V$s4n+OS${<a_u?0^aKm9xv|fUHMh=4Y|;tn7H#3HznL**
zSJU#nex6y@ydgfFfhSKNTe^bd$_no;zJ<&F&Mvn*@7<JAJx^cs6Wi`x4wHA~1xPZN
zt&{EQy1QVW;uh_ji+;Xa7?>XNg0H7(-_Lgqysw-yycxtADifbuTyNr->yWPd%H{gm
z3`WkGQzqZkFlh@&Q<7qS#3UEMewg)@%^$YaTP@!<b9OBdGTy|@XQMSu>y5?j25;`y
zeXr)k8f?3Ev;9lpsjy?V{b`D)+j4HdoO&z4{q(j)Tq=q-zMNaG8FDY(t9&l;sFFyf
z)kU36Q%~*+ZRA_X%*Ylp^ZAaslf*6Kxo0oWy-=;!I_qFW@#DM9C+}8zFAQ(pcyNl?
zO}>QBjrV--t&l63U*GwU>AR)V*<~vjU$wqlAt>ipZgP6-t6g4q11G;WStHBKToJ>`
zyy}x%FvAv$Jl|D64o*ne?HRYBeCDjXwSMe!4;Dwq-gh@PiBZbCXQrNWO=anA_NlEN
zd0W~u1Vdy`>^_ypxhcC`>yOs!zT$`$nQu)zOSV4P8nW!voxtKb4whz%ECW_2Y>inF
zYIM*+nO{n;{EAR}S#q;ubp-Fiy=&SQguYv0%J=Fp8}r&UQ<k-frYvhq-8Vm8P<kU_
z!Phly3wYPGE$GerarH@`*{ONlwv!wl9Nf>Zo@kk=lq=AF^iNp5`|nxXu1$M(tg3(Y
znj?xcH<>uCy0%quSAN3s{j&r5E;t=3p7J=8cOjEIE02!lyn-oHm^=g3J0iS28y_s5
zkztbQ>azTDQtWEq>t34McrSV?T-|A<$?K^&ON5CfOj$}j<${;h?E1g+U7c576@1il
z`B1xUYJtJ6Cq`R8Z#8Y5b99Y3&y~n$OTU)Bb*hbBd3oXUIekXKvCT$2YlE`PZ%Hrw
zqq%+O^82?9_pMuW;qrrGu4Bn7Wpuw>sph(F8g4T6`SPdB`nUXE^OV&s*>UI9>vGkT
z{@-IaHT`pfy`TH@wM$HkFYn*IvT(uG(5OkWTr)1UE?V^|C_gwdH+q`s>0bwbht?%0
zx|WqyF5KvB@p<`2wu@(-tUnq53#^*|L%>t@@4t{2o~kRQ8pBOfJr{2H$t|g(`Ru_7
zA7!EZ&*CTlUO4DB$AW2UQchr!cmU6o>#sBmcC^iUQG1jxH_&n3R+k!$Z>RmmEM;8h
zFDY}|s`jlq%BRk~=!D&VwcAPsbF9k4*p`~LIPRLVEO<sl*so23%zZy{i`1jrjqN)4
zBly-WH&iUojnsV6lHGFkYKfUhRku;`>g!cqMoUf^<yOT$|F}voJ2H2n`iA`QOvkFU
zs?6H_RQ(H|bpFkob}-5}Wp(`ImDf2wZha-Z`s5;^<!g*rUT@m_@6FZg$F*N)KNo6y
z_|!(N{rI%!g)`3b`OiE1*ueLB<;I7pyb><EV_HsxRPcO@W7{}s{g2DMzk0rG5$Qc4
z7#JJf*vVz{BB0?Wi`R~zL!UEU6V9p3^=R4@BHAJTV;74GlVr+*`wRh<LIUkISC}P4
z3#2(X`2RdOyl&&qy(hm2OjEA7y*5_X(fWi+0Mjpx$8Yz{+oiE~Y1uvR(_ccgZOY2?
z_U*`gxYSrv_2&1Y_)6Vte*d4k^~PNhPni&7d{_Fn&otkfC(X%sp6yw8>C!u!J(`E6
zI&w6{oLSNlGHLqXFz!2X+NWhFEj<x5Be}Is*uQjD&z+Z3!~@)-P8Dw`xba|-hO`Oe
z`NInrif3zVcIs8y<i*Oa$M8UGM!83Vy1@Y}*V+5OIX7xPy`b^P<Hwfll+^||Ll^5V
zIb(8Z#olFeo$G^ww8LXe3i|A9e?M{YJ^5?qS9SldcmEu__`c-Ao`1^BPtE7_{C$3V
zc7L9pec`M79X~qKUq3AUcjCjbH%--P?(?iJ9la|mtZnZ5{hf8i;@7WEp8HsMXR^j_
zzX`EiJ1@?kx9D<~3u8_4Bv(eB3NOEJy-dIC9T^Ni)>z4J*O2C0u#QoK@!V%NxpM6*
z7W?cZTbz@N57j-GAlJ^n`-BTaTf+5QmCH}+RfxZP@t{bTd;i@Zw=DO0sTjU{*vg)`
zbV|>myQ^Jl+O|yC|9SSowLfA+`81Dbow<_f!JXTgy=&u?u2~^7TD4UcwKdNTV*Vc4
zWz`UxVZxMpN1}Vn1{pbNoB2n*qgq%03cbL}#B|BPbydrx3A#2BJ^LSbeXKZ>Z6VC^
zp;4OUJNt^=7g=U6xp)0ssQDqchZh5{Tu(I>S^WG&8sGLaryqMJ8;Td*Y26k3_jT9l
zf44H2ynPn-mzlTZ?<hXKQr>Qd<)7SHf3IANUe4})D@eC0dD+&w!~b}X@2|c;?b^xq
ze9z5dGc*0C*_qmIt$!$<s++pZcK-jfFQ;d|)$e<H{mYd6Qx}$}g-p5e&F*`9J73+)
zU3pt1&&2-aGdVc<Y#ncu_Z{<P&3*?hX6*K?aI>+z@y$r!rm>c~XAOgVSGrE&tgM%_
z^ymLII{4abvwt1WDkaIUuTyUK%#TpJ;hJN1bFYfLw1LZxT}LL=<UP^en-iB_BO-t5
zU?9^qcJ38SH}zkf-}`H&|3fVUZX@<%@=a~?Zk*U#xA`E$of|xrkuxt$Ry?$6%d1rh
z`5g%tcU%hMWxcOHpKDdbqqrFXyuW-IdzBg$y*aN%^=-bU&-f@I{otlb79BR8npMBq
zw)a#mSQ2<Mvcgh*?z^g|I(u{9y<FM$wY=v4vJ=1d|GcqsZk+ph7yaqmKlndV=3Tr!
z-~Pv~wc*A4qbqjhoj=*Dd%eU;a{uCu^E=89$(>fW`y^Yx>-f_x&(oxhN~E4i>Kt&$
zoW-$G_*d;VxeKiuJC58u>r`gU`FX+bNegcVZnE+^bYD!rk?kUf%;$N95!|1*%=2yx
zoHE0hPfx>cnkUy??bPM`?-nf4UFzDXxto(!<6h+M@5^+r{F|`Y?sdJXOwR6)?fhTP
z*G`@_@5rgvWgpqU$^7~?m)ZC6_xF~czFPnOIcu?f?aRhpHxh&OOr<t|tNS<K?&I_=
z-_{EMo>%v~Z)LH1)i>AwKVF1<aru64bN!L0%k=jh{vYwjCenG|yX)J{rcbwe`?FFr
zs`2uQvXI?uJevi!oL8(rARf=mbLiqD=6|kFyhUdI5D82xEIc1tn;ByB(nafZkmHtu
z7h9v&akM`cIe2Qvj{q65sY_RK1T1dZliK@MBz3jKl4bK)?XKng3(id2yKzftbbI}l
z?Kie-S_s~G68-yQxRQCz=FQ&I7n|>_b~FESE++QnZ4)7>n@>K=|9teMWJ_d4XnsMM
z#p&wxE7!kXt-E?fr2WRaH?7g^O}E)Ef0^gjUwt_w{PC_?lY;L5I{9zze9Mh>x2+<6
z7v9+2f8gHLNyj7SEK@yYC~p5$r$XW5gYJezjv3Q_3cWb8p=~<9{uk9bLaL$*Kd%rk
z;P_`HID5l`nNQchZ8{s@^quoi=&FW<B`w{|rz-RA9QJAXbn?1}O;R7P-M3T88)el#
zPCR~JyoFybecvmM4<GHii~D|;rtL^AG<nB;_N7A<-{r^a+)@=XdoEaAJ$ynYMOVJK
z@%_dm^%&0wOWN#?PTtjWaL4L}E1ZKB&*m-f-7<Gu(7T=c!ha{3*Xx=4f6rf8Ww`f%
z$9mt*&ub<{Z~hP-qrKn!`j!t@n|AHlvx{k+t?=Cq`5$BdNj9qQJmUKA!TBvuMQ?wO
zF$>?Os@tlZ!*7vLx-MqN0#Bvm$s8v?w{k8v74MuPJO5}%U!LpHiy^ffTwSdXRrhqf
zD%5LEi)eh7AKAya++2slnP-FUmm5mkE~cs%{8aI8Q7oukT(xdHw?^=(zFPep)x8OZ
zpZ8_Y*%^5>`g@P*Hs0^ks<yekv)a7+bH(jL{Hwp`MNfafX_rp!=EKZqg*4CoURR$K
zTY2@}>}~I>zCC>X{Yum)JB$5kpBf#jdQVJW%j;ry?|1dH>%Se}?H9YxuyglI$Ng8?
z7)v%PpU*9J_U}76W6{$m9+s>rk0w_5iRerbzNkKdr(^OXK8YntO`o53DKaGNV`qK&
z!^1;Nug)q&+vCqF4=I88U0qt%Yj!N(t+Oam^^xp~_bM*D|JscAv;{bbKfN5LBC}|!
zz&AS%zS-AQg9C%MTS+l2Y!7*UgnjpC4Z%9yeo1C+HJ%H$Nh0nCQ?q_L*=#W^y-@$}
z&ACf+orQVT-<Or}_}$%5_W8KBammisFY+~qce8UXx%9WU^m<Ot>J547kEFRvvzxL{
z@B4FTnlb;JJJ&B<zBqIG@$=i??k{(L)6XmSy)EHK#qEc}J8qd>_-*iJyVj@F{r4Vg
z>7F}(dfS7&VT-eNYjLmLEbvG4QvmaH@i>;}^4qJ7=b4_e)$BfE`XTUwPRFzS2-)T&
z1{L}HEgH*vdfNF-b^7wf%X%`V%UD&MI-sYus3!OByuAmf&E5WH-L79>UKcOke$6a%
z)1@zF;pw^WKW4xBJlo8?;+k2=johlu_x>h*cJmLreMR}Y%>S#!!nL+{cU`%&=nn7l
zbNyS{f1mRC`K@O1M#nzJ*W&j@O>*9cTw=UqE%M!O=~^T8+jFL_Qr>A2zPxH(mbR#+
z=K~hO2%(CeNk%E&A#=E-w2I@U`hMz{YF~-x3vB+Uck|pq*`w=q!kcm;SS7c+yfsSU
zO=DxZxww;Qmg${H7Ry;$j;Cz$xc_%)TJC#yX+_1|NTF$&Q`ZJAvN{}eRs2w#rsodl
zfDKcB^QW&{S#teE<FVlKlhw(83&Y>v6i+_8@4&l%Ow}*{wf%d|UVHnX?7t1g|J%B*
z@7wb9OtboTvn?hC^XyCK<nZ3zJa^gk-QVp#Tzc>@J9X~1L;EZ^elMD2GI{!+nR(M!
z-@F?WmUP-w@^bLw>cfwlJ1#Y?>~-36gh|?T!+qALw~qUDxQHy1(+uxZaZf1Ke)ut|
z!BAqiM8TX%ev>wSSg67m;j`MXx#f!Ngql?%MXE0nZ&mIQ{J<{#?%#vgCI2SmJFi|I
za_WrHj%?;+<A1Wt+h4tr-TnOijhe4-LeJg!ZuKoc^JLAJsezi8ZytGGewL?f=4G8s
z^ZSW<1!6OLd%sF&ZHnfz*;9U5J>P!Q;$wF=FI}DY{i9uQX>oXA*vyoPpL=DyquyCR
zDn8;F{3r6wv8N?BK5us1l&N(7owsR)x4Co36fQwsiQW_XJN+_NXatE(4P2!kWHfn=
z;&1t~d-|^IB24v$VvCE~HmP(foj=6VQ~he%S*}9K)amR8f-@6rEw6H3ySHco=jn?9
z$#49$6}BmyT9_oXsp{{8ty1EqiOY6u+$MOQ>1OA~o{f#yvR*D+aD7MOTiwNOo8Qg*
zvgO>w*VngRm)iMejfnTI?AYLydbI~nu-onU@R#>cACKYb9hnu!b*pQhWq*m9b$iR|
z;`6+3ME^c|z47<Y{O0ydRp}FPAHpoNZ<X=q-Mw@B?zY6UZM$ws#aCw9-HD5wcaQDU
zi>zgfmPz=%b+S0~<B&)K)1%}v<)tpGoBhgC8FVvDIJvLA6gi)#I*CtZH=o8=y`?O6
zj)%Et&AO^tC$aJ5)YHETlB}Fcd>(SHlCmi<Tj$4;l;3+IIq2D?CmP<rPrp9Y9=m)+
zp#G!A#n1Aue&+c6pSSnbUZLNc-Y$q^j#;x}(uv8ol54efyLX%Jk@;vh>#at4N_a?k
ziLABt*2n7-9#5M+UsmT`@v<c|*DS5R9n~a#_iHjgpMU-`HQ98d*y)p`cCSnHE`Io6
zS(~metMv-g(CZu47oDEyyVN~>*RpkGh4$+uUu0&#)>!#w=c{Dh+Uxx0;^l8MU(Jtx
zf1zVp*PKP`y7v6J^ws$F`dzuJR<FA{<9zhzS;_a;?y6c*^<3}!uf1D$e>=wY+2)x@
zY~%XFg;(9uPpfTtQfIJk{XxkL<@dinK9-Z-7<u*=k1mIPUGdZ#^Cmpr_{4$1kEzf5
z`3<=_dt~M~wjFL>8PIk(Z{BKuE|G|gWoc`)L$U;B9d(op^)Wfg*2wP@8UC^8)U1P#
z=1vzkFh6m1UEe}qzWW;7_f4X9ux$-?T^zOV|DT_0|K_tCR=22o{IgeP|FYAY^RF*!
z^6R;{P1fqy2ivspZ-)xssTFq?o_6@U?zOq@p0nrX*KTOb?>^tGn>Lxd!a8*#i~p6|
zn)B>-wxrfwSkUWQ7{B7lq;I;cCn6XPDm@ug@AfO53%sM+cy}_xQv<=LN2IlPGfrRS
z;P*^Ic%^lsL7nNAi>lE~@1|~-v#x#<+kJWN<hR>qpXDnr>${!#?EY_s-unJ+&nxGo
zZN5Bt`t#DLGv~B^-eGWlT+d_{wqlNS>yix$_osDFdMI3Jwp?y~c!sUb=R->?qEa5*
zjpf(TGu(2zQSIieWJ`@UO_^tJyd@?{Y&T!e!?`zPP4J{$=TdB3w8AD_eDP|!!V0(P
zEgCAyLX!T{;<>rL%{AATRjq1WZGJj2P=Bialjq;XXMQ%ytWQfk_ju#tHm2ldroF%9
zHr~3Fw6W(-jeGVN){njXa{k7bWM@8$u(&*Jmfp;ymowFVwM5FFX3q@XB;4|!>q^C@
z{=M=kVG`#JQa03{I;rn=<w@S6;FDboc#I>A7RKG1H|Om9W8Wm1cJ4UhcI)S#o6i%=
z|Ez3&xu@Sj_MEo-+Aq-ykGt2b<66G>K-yLbqo6G|zJbcGlX`S6f4J9cZf@C;wqD?i
ztJT^Q$K!n-%sM?efzxRPXJkx|CF6RjQ=$i@g#ul^3RN^N{cJgF%I2w?y?FSuC7epQ
zLz*q3jtFkG={Xp9<hszJi<=nwg?b&Pma{fZ3x4rnb-Klj4=4E)U3*N$*1nlI>2Hwp
z9bMgzfwjlkZhw(J*WbgRUz3|u=JvpR-rW@|GfQ*jUu-RPTmP(eRoMN6djC51hyO2p
zJ5;Lv{>P78^Si%0-$+SYt$X!}w|3py<LqMp`gWguw)xA~A7%A5rw>_oz58+9L6CJy
za=H_v=827IQUTc?efnBFjiznZQ|a8(YgebXLQ31O>F`H>YkNKJ)o-$|Oi`Dd_FTkK
zolmGnxYeR%^41XD!<$Pq)DHwU-41pX3Q?(%RZCjo_vA<3PQS1@LbdMfw|Qpow=Mk;
z^>xOJFTF9B=ihG<`hV-}cDtJOJB{jmzFdF1JN5OUrW*gumg-a80%1}KoZEkG?wL8|
zMv?JcxAd-Q5-Swzf=~9(j}ZuJd@1lWmNCxf%H;=>48&SKif=xj8#ra@k7LtLYH@bm
zwQl+0y~@RB^4uq14Gk8FUz5H0Z0@{>`ij}*Sp~0OUR>6AJ8t&0`Rn7Y3oaM`&fC9P
zzW#n`^yeqZi_QPM;y!$Ka({o!|JC|ECv2V{pZBnyv23byOv&Q=v!-*a_uF2d`n+kL
zOt+?PtN)W#H~e&jECWxpIrQuI#IK(@RdwBgNFB{7Cy##)4e!eEbUR|Py-rfe_~6u&
z>z1B)<+`_UYNUSW@|L4jF5kDWoe@@MeYz-o&k5B(`~r#h+_wfwr<%>0)A49}>cUU+
zrE-i9g;sC!^mWd)2)yZ_zhI}B$5QqyG9hmyKfc;FzfAT<#6q=&QPRnK50&3idw*ZB
z+f?o80*gn?wMpl;3+(w_|I2vkqOMCy^PikPfBK5HW&E^uttCw1lep|e?QJ4wevW<0
zdU=<&`(~AezU$i5>R)ZJ(mVazY+cvHIbW8_Px`X7sHu6id2Pm{@HtaI9cbKY#a_mH
zUHA0gU*B?eYu!%{EZ)B{-K*%QkMf)C^S8Wvs~0zmDerdueLky6bC{<6HT|w!$Eb8J
zf8%$>n<}^Gq@H;2v}3dMlBDxKt+n|+%;lZ``n_{FYKkY89GIrVm}2erZ&Rb>CZ;vN
zUY};(y!h(-Sgzxm-_F|Uct~trAhC7Ehus-x=e()ey!F8}lQ(BhPd9k*wx(#qrl3_t
z>~iaJneu0+3-io;`DN*C`Eym*zT9e+*tftlwx<2~l4RqbZSnUb;-hl(Po0kZ<+pBT
zkm3BIL+yJe8?XQ8_ipi`O)*>dKfM%De=OQE@$2@YrmEVfbt_K$T)(}#s%G9-Ue>qO
z%fD?i@4LTQ`-8*O=ycOGuYIMySO4}J80_4>x9o-R?ehC!hx2{?H{aS+e0S})Rm-|A
zO^Xd*yI1kTrP~)KFFarVO#E8O^lRIuT1%I&`z*h2Sz+%Vx4Qd}tnY9qSs$q~{dY!-
zf8XyjXHRa6^0D%@(SA}I*t=j~qtM4>n}u!5KUwl#y100W$&^~X8B06WoA0bnSa?%F
z&}W8rY}4YZ2JK@TPgqF!UWw;xuZ?-s^Z3zWzE?TE$CUSQD7xAFKYNeo)03bZA7`xh
z`)k0WC3~gCoax)yo_XOxoC{7WE&F~+U1R;l5}7jwMGv~<ZYx9>f8Uk4O7Yu0slX?h
zp{{Y2jgiZ}1-)yom$9VnUt}n{J>=qd-kCLFWqz|-&7^%co}btAQag+5^3PjY&eI&H
ze=-dJT6g84z!7EpXZM>!|1}=1@q47RL6Y|u&s;UR&!SJBZ7A;+2-h_Ct5H96S(R~q
zt)u{tl1hKR{|#}|Ro^2xGa@)UPOS`K2tD7(adKa?;)CX+l^i@;iR$We)|jsTJ)5OZ
ztxoZBu<L`0*@1Vhy#Gx}5<B729w~P~`o`Xs3m)IuIM<agpt<a``M1q4`s?!_w(PvI
zBXz;ES;5S69yV|J!}Lm{{K8rF{HiZ`9ZWl=Z^qr^`MzlS&;KfMpPKCNzAp1{Wqt5U
z_<nlo^wie|P8uQW9J)@2#{XSsmNTJ!f8+bTliMqU+7Ih}y;`u&s)O^4)i=Lrwg!od
zeaTGAdme6E<GjE5delO`D-VN?rbPW)RuL&|pA@w3?_w$OyET(7r{8AI)3p^pvU;QB
z_1SChIDUA%QqA^G_ovNy9dCE2Mi<LG6ARwD(fn)W@*m&N9Bb{^96ZTt?wz}An{RF~
zc>QLR_g%kt-+WH9XY#$vS!R1#LsER3#f_iaf7k}RsN8V3rs&xGuE>B|tC;H{orhW{
z#|m&gW%f4=4_&ajM{389+a>OoR>)Wcs}?-Fdf?`>^$rT(*myQ;d3rK$dh<?SZQVZw
zlL->H-)Me1t}UgTdf(6Q&u`(h#oxG-X1%+f87b+1Om4|9^)q2_!-Fm-?e{)=vZ`nE
zW%;EqlhZGq$=u?#zJI5fUeuQ_jM-^#^7cmdv70%^e3PEg-db~M{pJ}DoV4!$GF)Sn
z&hha**B7rhBGX%qmeo8wb+WTER4j;Ta_{;d1vj4Qy9$^neO(>+$0GXNKGo%SMGX_~
z)f{bS-*Psn@YUHH^WSZbXgS{{rFV3O+uvPGhh;bJU%TM@NBw9calc3{T>;&~>*=#1
z@?`eE6}|iB_C2FZUH4l|Oe^jl?b|cw$M1k|zDD=hB$IzshJV_=@3fmv=X*!40+)Yp
z$~k-fyj*|webTW5HP(WaKVN@3qTQk@&(+OYKL5|sf|IGYwD+kz+aYSZ=j6My!S)8{
zKHmzj$<5jAGduNf#=Yg;o9b+Kp1<%-&hz3w-mY)a-`~zX`rLng)wkRlX2pGq`xyT$
zJ@Q{v@j+&MPp-O4@RlFH9@##UZurhV=}Y@Ej?^Q<`E!{nW!3!)#7~}YiS}fkV)wB-
zWqO9n*)QBr(qk+wk4@G8C*E_PKRNLi&&r2>lNfAl@5JlPYu#6;vA->dHI-k4e~O%j
za6nw^Ce~B@0&-p91rya5)Uw;GfBJ9U9gTmoJEMMld?bD7xu?UAXd|t*2QQnFR2Vmk
z-`cElz;wdony-(3AF`ip`L9ywLXFh1v;}*7+*&z})c3KRH#YdjJV~!)!s8_No#8*k
zi=1|M&k>mySL3>)Sw_@vg3p7a=k|K2HO{|(SgP*O-}gt=cd8Yc{@44+S-E7syjrf4
z-OA_ks%!7aT{>vL^T)0LpI<L;r^we97tZ<5b<^d(inXch68;Cje$=b>I$51`uX$IR
zv3yd<JN*-O3rvsfcQNbOKJn}y<L>*-ztZZ&Efy37oqelv{?MQI2mYMxdK0*A`9g^W
zHr!9GS{}}CFg2ODca~`ie|gKDqw)&o2X6#xRKK{*oxFLE$Get&QSTCqgiZy=2)BC7
zk~kVx)KEO>H=~;Lum2NwJG^80bNEsG#PyCp)u#O3u|K|M_Q~3*iz?GTW?o^v>>R{s
zo8unqAbDK<hUfZK?N3>+nQ~TrT&OpR`|?qiO1}vAtiZh0q92QwaFjMydFU-@H}w(E
z7iOQL^^bX({<8L`thu7|q^`IYImU8`1s$4qK>NS^g5UQi1um<85I8ek{{MNE`O+%V
z6Yb|X|5lT{`l3TTm*?vmyU^QCf7eyq<2slne3R#?!Yl4mcNZuN+r)!no9Wc^R^{&h
zd{xx}e`G5s%u`$Mw6occd)_aeO3_ozcV-@)&z<*)V~XB_pWA-Oe0=fiq+Xu&PR>(_
z>xvEee`z1p`jlD7f0EhG>gblE@*T}j93RHdTx+W;qbS{af1>FfdtJHqZ{4Tl?y#z|
zeBI3vX`?GLv20=gmcz4toj88t?31)vzQ<1VKG9jLl0V7)g!u}wm}Ak}^$$$K>Xklx
z{x$Va!Rwv(PuSN?XK3ubaHP&p!~VbGJi+rBWtnl|^;?dfuG4!}H?Ju6mCG#Cx9*ZE
zk27m||NNPKaPG`mKU0&P!xFEp_qm+b?z&-5O65tboWHr>KK%c`bJBd7hxM=8Yg_UZ
ze;ZVu-qg!yQ9f(ow+YX#pZXZ=vApwF|3iP_uky!&4_K_dV!24MT&r|m$b{chcR5@-
zk?j?$^7M(cS1j}2_Zp?TA18jFx~uO=!1N%0MYdaOuLSR$e_7Ydw)Y7~+|qe|SuI<=
zY@2IDzxBslpKP;{_40NnE}bhndBLxyyf6{=nydVBR^-xilXYhad&Me*o&7##mj|24
z{}oqEkE~i7{3^<5N$mP7rAL<kZ3^;NY`ryK^J~aQ)wlJUUripJ?$G*LVl=BTaAo=h
z>94k4vHq`k?!TBf)7DB{YJP{uQ)SVh-u1VhH^yJR^dV5Qs3alH$iP-BcaFUPhy3KK
zzSgG2$DNcfJq$>3x+TQJ{+y51ed$)?%YvD~30fMKW^78veCxLunh4F|J1p?;xNvb$
zijqcd?DoJ{^LhPFU*Kwpz9lz@yFG2$(yaWg;uEjCGEH76SejHBS9(i~Q&B~73G4Kz
zxmPB-oD9FN^_HVe`QXk>aRIJY^(B%stZa<!&4pY<`g;y-a8A@zaDB$K_~6O|cNjC%
z-b~7=);Ha-M^asyk707LqKc)o40jL9(v1f~GCr*^k>Y7Tw%pNSVP>S&=ip!kjVX3q
zb?ymzG8S(n`4;eq-q<M`r7``et}kn%)Jet51qz-sUvlYputjjQ9u``Yp<*B|Gkbo^
z&35JktU78o%vQ7KcCsv2UdX`LbH=BC;ScA_k1xH6$w<=^VSFN{DKhbpu<_@~i-RmA
z=1k%{*RHf6N8naTh1d!|cbQ8MIWN4eiAc+=NE2D3UZJAId)|G?VV+_Wk$H1@WTvXK
zo_f6S<pC8gI}uL(qw{#q^fK>$cwuA04eea!k3BwYhaO(wIB@>l*)!+PxH?=++|E+$
z?xg&gfj`?`gsZ(xy?K?(^YrxQVr9lH8$VuHsPK9=kJ|yYV`<Np9onSi)M%NhWMFP;
zTpQxFmrcF-v4-UOE0T#4iCbQIWN@u`V03u$!3T{kVe08=d>+A#%nJ7(EWDs`qEWGN
z(MF+;6W^*V1mYIuhisA-XxedM=Fg9uBJW@D2+W+<>5*(ad9rbPqUnO(pF1txgzNfG
zHF2;ncbd0T@=jQW#6*V-qcc8c=VBw$rk|CWaIEQ|XNX#Z44a*@aGpSEMv$1hg^@XP
z@`oAnooCLo2JSe)_Cb=9r@2IFQ^<syGk<<4F_8J@=c2S(H#D@JU%u_G!RfN*@|3hy
zuY&%r`q;KQ<@Md=QTbQrKQ2F|Z|ZyWzvOh0`35#d;<I{N_CCC@q&zKe&#L;j$GF}v
zJ?>#XQ*rYXjhV`dMt*7@Egl78y$38+560ehU$wAeN|fmrUgk9{0q!Rm68t7H%v4)^
zVe`Z@lbJ7YO-{b>s`0*}P>WzqpTqgY3b%%RF54XHB~Hm$9#K%)B&OlJd8RpItLBTT
z50>2J_{z~^(J}p^yOm=Dw|2zmoU|p%hNn8VPF=(7(fNhhpJTR9wI-|imz?w)i7)0S
zZn$b7ELQrg^n*2njnciMzR5ph&*gH@_Fbl^yYQ0G^sKL{3Sse+`>#w4%XpixsoP*i
z=A)o6ktVw-Z+Z@uN@RUzXuPv(bH%hXlV(U4s%9+YdH$eNXl~PUnSyqa<NtVatL=@B
zJ#`CTXLd&8beTxkdZC~4%@YOFc$3e}a@xSP<z}Fo^_EYWN1L2{4sqU|$^Js~=%SF@
z;ktF~lR3{-Nu*ewxuz8y=~e!Y>zmV0q1V%H%rP?0_<r(r!IAKpYhH3~Q@&=ny3gQW
zGf()miyYCKrxN81Qtq|Sd{)R8X_TS($!>OQR7<2U%L|rA63S=(9eZ@Gf3-yVhvGA4
z&u`RCOV3MO-D9vz_{=x8nJEEI8NNc69JPvO{6!kkQlG3>uMtfzH_$g+_~!P{9W|-{
z+8f`kcvRi=gkyHD!~!KAZNujplP~H#{`Nx1FI_~w{mTUZtB(p}AM($wp0u_o=Az!K
zUlNa{w{Gy=I8TsGG;OgmSM8LmJd;1jOuowV_~uzRCa?P((U#j%cFHHc=4Z^G-19C-
zdM^8!$ZdUsN0}x{eJbhbU0u*29r)*n#O(U6k27uvDw-{4`M_w_m2G|M+q6CL%{|8|
z?xan)?sxQ&nuv5zt?4JjrE6TLrp<WBK2tn$XSjOeK1s8-ea{+__B$T?yCR9dbLJD-
zwcl7o^4I-pIqV}e{oegoer4LmERTg;S4*bP3*L4w@WsS%qqAkLM^emBhE+#Q?A>F2
zVfQ)JwZZH9^)_}GZ2l`y(QRoqxh86*obn-^{7Gk*Ro$Gri(CI<Uej}i=;#TVo_A*&
zO+DOYH*r?<##a-PygARh-k6nQv(xmvip_b8K;7`GZV`=K4WXyD2}dSruS!e5ac*Xs
z#13mU3Hi+r<X1g-Zt(k~R-IL$S;frtGnqR2x%S`r+_q5v=J$8e535)ITYuF0sr<~@
zT%Z02P1!Q(u)%|cA?Y*OKN$6RR-7}qAIZ9TE$b^$?Kh83eRxvOT7A;~%BM|zFHUrb
zEIlWudCEF{@v}J3u4(+e59@bL`w_ow(VWfCe@+RRS8O|fTIc@WuphP+aT?dZ<h^XP
zYb>7lpRMQGqZaU**W!|*)Wlpc6TJM@*w_rTjup%{G_W+VL`bFPrGSNvO-)E!8EbBU
zb!BWVXGCb|_wTpTcZrJ}tYmt}*b*XRm>%rlaQTcNYcT^OtE<6*l|F{YJx;3yYcKcm
z)n1>`7L^$}bK2qPn@cn^7f*@GpB($n_J02RV!cPco9})9|9{`}pK_M}&fPkE>+`Mb
z^?T2|bqEGBh)(utX5-71o@`lo(xqh%%OxYV<^Df259PlX*eK`nwf@wMuqErc|Ltg6
zk!Y=yd*g?uu-g9O(_PzK6hC)f`7B(N-Y36(*-zC)9ZE~ipFQVw-p2gYMyY>AKde)g
z6+YbCB`;)}%~HSl%}H0|I@#nM4_yA4*Uy+ef1=%s&j(98f|@&KJ@NCKZ@9ECOn6P}
z<`0)XUs6wJ-Cv_5`A@y`&3ylp`Z`LM3zRSF2-+`I$o6{T&iw6A{|~A46O$J2|1TVJ
z*49+txI1|9C#%jB?t@2uPkdF&FE3oT^q%1tPwUnb{R_9B=>K!^yrRkMYZs!T-2E>b
zf6>WZ(7UB`-r}=cTIVenf8lz|%kP%k?M(K)F4iwowHC*2nf>j8_7|<aZq=Fcd;Rh+
z)KzugTgLo_Pj-p(7rnji?k^?&cHdjh|I(t?MgFq-7tOf`Eb9E0zc874S-hm}+@<MX
zL~DKTU)cUdHuS>xFU+wEy1yv@b@{(+{!8&+Q|lJre<}3Waq1H_e#sugsW&5d#SSz@
z<X)R#nyPr_;H^z%YiwU1*tH>V4SRR$N1aC1jr-n&nN8qLbB;8UKKL$S@y&>7=QiC)
zDN~<)E^R|(j@j(PatZvK+HV}r;f+2Xm*V$L&ibU^X74i-N;G}CrdfH+U2-mHj!A&m
z#Gs|(OV(bBzI6K%<4f6>3%+dpGPA_VO0!mP?sT4+CnxEgF1zW^H(mKj<0p>FDK=r}
zrY}ELe)9W?%}-lDDeZKLQ?l2wSF+bzKjHex^QWX!mhbVsr?+3_{nYO#^H1cT%0HQZ
z+WkrV)BCB@b2OG*31OPjcuFC4icys0>N|^dLgYf^g5(0_g5|=)wEQ(+Pgy=ye9GHX
zr%%Z}?I;TQ8SyjZr`u1zpRPZBcP^30S`ZZ;yL?^v_Eo#D+<jH|)%R;dmEYgU$y=qO
ze03dGFTHyCRkrWefU^r*Gap8^T=VI^vS`cfEzhF3*De)XyY*63cJ7vKQPyksiY+d^
zkax{0YwnhFQQ~V?U-Rw0`e;kV+U?U8sAhRa$*)~sw)&dC^di-4&07+=lcufqz4mEK
z&0D{<4%%0`wyeBmlDo^ydG^Y?OYg2dd+FW9wCv(7NxAFF)|>gyUaxyWEUSCV(Ob1q
zon`yCxkRtBU0}OH_p;n2xodJ4<*v$Io|fI8t-WRHEv>hlZ#~~?=5F2Q7QK4y^?BFk
zU7UB-EJJ#$@2%onX}R6s_IzvlwrE>uan|iELAkrPIahn$Ub%P8)Xd#m?%tAnEBZF{
zt!eK1ZT{84)!x<7)(iG7mc7E4`9AA?X8Ts<TY+z9eA9nh`<D5w^V=O^3v1W^T`>2$
zUdI1xbyxK=>ofG$27S(G%bk$BA-5xUMeYpUn`U>+4oyq)-rBq6ZlZLmbgp!=bhh{A
zrMHjWG|HK|P3LySZI<Y5y2s5fnw^}MJzK`eFeT{3zX{HYZZGCsU|s0n@=xN|`wQNE
zzxo8+7bQ0&w<upNY){_uSnfFA@!5U+GU_toGWOOsRlK$V>la_Y{Q5QTm$s_py`A?$
z_%Aw_wy%4gShYiLsr&1-U(Bkk_cqsUzUTXX;rA=TUkrbx*v8LaY`<##_4(K4Uo?Lq
z{q^~mv%kdtR@ScG=UcDo!@FAgn!=jIh>D1ih}j!%A8u>y<(w`5E#k(q0?in1exCKR
zaq4^ODjt7Od${mn-v_aW7a!IhzI^EN;mt}*Iu>+n@aUSNl<mgmdaXN0L{jFa&Zf{O
zXD8Y!6)SfuKX=#bixK+i@#NNt(uvVZ^ZRvr@5ui2dNO-ryVCvM8vRchPnJ)NcmLYa
z)!WtY)qSc%O5RjcYkz3o>X*4vc{!U5&#3NnishUBF6-f|C$Ap9df8R1x`S;O+wMuR
zE7x6IR}wx=`?%@N(&gE!vX{M<yB>4h<~q}LrR%lpe#d&p_U{baHLqxGvF+QcYg-R)
zz4&!b_U6~D*UhfGuk(+YzteA*UHROy+J{!Je;xa}_O<o&+o>Ua#ovqmKUw$1r9!LM
z>#)GCt9h9|va5x!&v^YmD0y03c=EoNiw*gsr9L-jNqyeD|H_Q#Eyrx?d3#@OGEp<^
z%sg{0Yg5#P8Kn`*VrQIY>Y1eR?4DVgdiSQTPT$wG&NcidY4&CvyorZz6ihqhw$V_h
zw>SB5q?~rcu{kH-H6GJxI~K#%`;#O3^tH`vbEK`$*rh*x!{52U@bJ>GOJ^_4h+R^V
zDPZ!<<E87#$fbt-p7SH5K2IreR9k2$n&DHQaVG7Pf~BjR?(&na7iN?@C!cFS7Q@r~
zlfmTK;tMmhpDtf$Xzr9e?UePCxff=vKmEJ)n2mz`<oe0_C#PPR!6UU<%;Z@@#u-De
zSw_*3YjlF;!sJ4yX=_gjJ(ZQZ_fyZOMVp*8gX0>H*(|GBRI{vR^_<|k(7Nz{0iL`;
z@=eETqDq~T-!&eq@wQzScV&fFGTT4>j5Ggk1?29SwrXi;<{8cZr=^PT)-N@T|1T}|
zd9hY+W#I3~-)Aq)c=tajS;!<U@5F4yc>!Fye6bR{%)TtYFkkjb#*+)OwX)4Ry_VMk
z-`sdvar@)M$Hm9}`{GM4WjiHb+iH@gywI?D{e>C23k{>4laDzhm#w`tL-?yr#+lS#
zQ40;{w;sEbl6gkFWO>}H#fI!Hyu7=arHXHsnx-wgFyoi0$+HDoy*qs}&YTUuIAgv;
za@p!jGa>_p7aCrU5_L>AyR%~V3~iT;GX~+_;o=!*BEs{-CuL8_?#SMey(GIQdrtPA
z>_yt=Lm$j~w(GR%?b7wx`?42iZ(Mz3>yfVw**mkRW^c{j`&x3Lp}AvnUg6#szYcue
z_&WGHXU3V}bw$@DuTOVM4%=ljHTjNh>#-}gN1c+59#8tX`(yXVrG?ill2az6%$Zmw
zZ6CCz@YWA0#s6kD9p?@FE+sr>e$4aL#Lo4_?<@VY0@au7a+tePIVQdL{Ykg3!gCS1
zGDh>9?EIzj4l}=6*mf+rt?`nbsa#X_^oLG;-Ye8tC1&>uC2uU8|Mi~kz3x@__IH1G
zdcF621>gIh$Cw_oKi;!(_O!$2{<Th%v~PNEGj+i^?q2_leINTi@+=M5_)+n!**)`X
z62~)U6}D6bFDyJDk-Nura_`?M$u^01viEqsJmzh3tHV6bMD0Ss)%ZG}ug0%dmc5*?
z%5(jyt~+5rBYz&XSQ)e7|B5-se{cCKyubI~?Wz1rzEAo7_U0)={|U<{799~@A@j|k
z|4mt?hh;+kLAkKxn<ZPtXD|7d!um>goBvz>n|2}5t97q<>_0j++jg?e$$6dgWc;^P
zx28A!4m@AsKdpMA`sLbw^~1H>)$e|ur+#+sbIHf^-bk*M*?c$2I{CM!<%7<!ZxvBm
z#<sdsPR@IFN<}q%=97PO)3k*%rcH7!*L-Q>E9t${ODk3T<hOHPMt7I-ES+~MVQr9P
z27f@_)}2qww<vyUJavBSyQ%6=-$wmDl|1$Rp;tEXk?Yol$cKkZES&m&wYqkHm|S6h
z>GGYI?>@dG`R?O8&Uc;fJm1-TpZiYfd&&3Mcf0RyzVm%Y`tIkup6?dl>3zrh?&&-I
zAyz+c@4d74(%&W3z14evM}BAfe(V(Qy!BTEU;R2Yb?VWn+BUmw*H_(h{moZ>kEySs
zud1)|-_xHLK5u+(eE#{=*EY*-({17__k9hiI9FZQ^8fz4c-#Gzb>Cw?{dw5<qw0=a
zKYLR4fj8y}WztzsmD{p1+U5sd<}i6B@wJ!DEm`?Sfy6_%B^U2x1X|wDNZev{OUlsg
z_^ImNb8hC3#gwnT$W@WtF11~fxmVF`li?kS#GaDvW^PVS$0U+_O_c9Su&+FCvPrAB
zM<;pD#AF{6HR(#XeTGXnG2eUKW0Si7Q`*w_)MhXHADen|k|%8n)(nk1l(p5p(zi0U
zGT3r~Ob{P;_Wv258b1l@{F{6#^J&i~(XfqN9#{G&tiM0SUS#{Dz@E=@&xywc=<)2h
zuq5f+&5NSO`@_!t`LQ)5aQ~t_*SB2<x*ED>iJEHt(f*^ABO28jr5NrZT5@iMMbWdA
zqu)MVO<z{G_iOirPs>lu|NSW7=i{f+T4vMwwd14bh3<Qhvw3r1y7DRc-;esb+)q89
z9{(#T_~)1R>ho4wd=CA2`hK~s`Ldc5;(O2cYQ>km>oev(R~H~xqW3iB*7t)?RiA#Z
zG5mVx-(_L{^E&rq3xDLS{=}{oHs@YR)z6hrmtUK|>;IKU!Rmgw7GGszT$g{n%<F%*
zGV9ICZOc#jZ?zV!UUhh7n)+lvwRvv}H@!aTr*1tbr+m}VlOHDg`d_m?={Ltdu<+4s
z;rO{0#g7&Xi$ARTe&n|Lw|NzBkDQ)A*M8&M)zN-?N*~=6j`mlX*I_SMzUXG>2jN6@
zr~NUJ|FV9b3$8w9E)(xwyY^Uzl;$>GN9`Q{oAb8VCPt@5XGTB#zSsUH->=($^?rr^
zs(m^CmHn;xf9kgHeGvX~{ZH?IUH8{-EB)7%%X^6Z_x+dKZ`LpSKl`8YpYOLHzuEgo
z{@eP_3ylAm{}%me|Dpcl`)B!g;?KpiUuXSx{q6T!@<Zf-{aN#ZJ<l1Gzc#PS`*Y{V
z&X2{9pTGZO(7Wo2+GG`_lhYeL!a~lbegC{Z(0D;uLcm+A($`n>FKh^WtmfP7>?B(i
zQQ@-r#ERLowr5D*T~#`J+uK{mOLpu`UVbiiSJ~@(kEhMsoAmfmwYrMh*O%4V`~Pj{
z-BJ5s!9nLXK5scYCDqa=vWwmNC1+3bdu(L1`I!HSb2BY8%ZuXvO|j<Y>R#qI+b;Q8
zZ29?J>EGr&+WG17XYroMe_s!=zpH<>Grh?x<DRm3eax>PNoAi7y*m5<-^=G;&+q^I
zjr+0Dv{boMRs|nU?0zr%FYV9%KDp|`LqFT?YW_FBd9U?u_6+09qP%;z{#Y*;5%JTV
zW%l>BWck@Wzvo5jub*wayW-u>_vL~scds<O;BwcacdAAf%k8hy52F2SEst%tnHT(0
zrfSI<ri*G-jZZIdZ<&5CL40DC_S;3WU-(RyuvAS-ySR8uhly0@gx?t)a-t9WHyu01
zm*xH1gN?7boaOAYyH^@ajrJ|J+~V+$VWn6ALu;@M@1mNhQ+dYAE@@b;J=1JjFa7kQ
zNLbDi34RHF=|68$rvK@CxJ>Fwi_r%evvaHGC)i(*(v({~wPcp<o9{wL7fnejuybYI
z;w87%Ai3!ydzOIP<v{jUwhM{d{JY%VMSkJUK9Y8F@5IxW+b&lK#~d`7wJB5dZJKPP
zyrz$ADvtqQF!K~c=AG-71l{Uf-V?X<e1z}UMIU<#CrSlt?-G4`)6xBg-Ob1IUcYRW
z3%=;ByFxqZ(@Rq;hvN|})v>3-vsW2rt*H_(WBt0qR(0_<>4~4Rzs)w0J}>h#SM_Aa
z@~9Wn+bi-fM}J|>K6GnSW6q8%PN$}aon}pO?|l0)C5Z1=HEWUm(M31?RxT?Esf)U~
zXvY=-|DA!{%0jOG7lOZ7aXWaIhMjnqD!*}aP=4l`FD)f*bs?30mG`Ihh4n8yxn;_>
z3;ApKULRuHY#m`X`>5E)_8VShGh~zRdlg<X$edK-cy8MJDe<9?KJtWeO|5+8^tJA7
zw13xg--z@34{nR~XjbGe4*Y#Q!!&AJci*Mu6@Hf`mu-?-BPKVubz@4I`MjGsn$hRY
zHa@?>H>Id&ZsPro^Ka;%QBAD!nsp^)4u7k+U{Iq;Y*k2AkX6_78DI96c;;!epT1b+
zzO#Lf*7L<--A__0;wJ46n04Ts>4o!#uZl{0cX{4jv~OYDm8@Iuwod-L_tf&cx_6h`
zJc)c0`A+le8-slden}iwd%?>7)#2^sk3L5#^xKc*F6EE#{SqsDZPM42?F-Y7ZR&jE
zXU1%6Ie%@^`L132PsBOu*PhW^aE>u(!-`_*m5W96d5;*ootpG+$}~@YZ|f!fOYBo-
z$2jv%d3{><sokdxOK-hN>8DPoF8?#{&(0dRf1&G+By0TZa^?(QG$mtczfsuCRcpfb
z1?~%UU-^DjeCEGfDY*;7mi^6mo$^}K&&}<&+?KanYBT(sOWrM?{^F^&Nc2vdaK9<>
zi`bX&c_qK>C}H_zGtKBJqmWAIts`RI-#5qx8JD(Qi+y!2Z+W+u$gf|ynY~|DUx}4F
z@N4rzlfbO}XUnbzn>Bw4_;#89ly=5#!6!D(t52qRi*K0~a?0aXm(l%6w>2+*+Wlo_
z&8(YKN=uwRrt{w9zvNaau;fAL(&e+95<gA;vZzLVcYE9<q0T?C-&7|&zI`+8MQfr?
z+h09t74PlNT~?>lGv$0I*)5be=oi2ISVwsGS@spovt93BU^~+#mNoBM(CYJiUY1^+
zA=BR~cvkYQeSK<{VdPr(&o?tFr<OVXnzHOt;L-VhC(keb=Dt+?DdQ>EQjXKdcy_dl
zU7C9=X4cAO8t*rAs%(BJvT};^?z5AUrx;wYyr8vs!R4}~viEIr9h2D=mI$gmH#^~K
zWO78yMtgy}h(`e5vmYE88<n>>ORG)2$g)+e`I=(Ty{|kACmv&q>ik<b@1w!iHoJ(F
zGfsW8UuaiNFx$vFZ+9kFYtpkhN!wR?UJ5ilnV~z?W4@R3(x>5l`c>AGOcxbb#I-D6
zzN_79N`I!tSEFeX#})6MU6>et$>NoJ{GzGP1D)b4<x4-@(aSZS^h7h`eWp}Sj)}~f
z`I~xUq&(JN*lafSQtm~GWc6zKw|i%ATB7JSan93|j`lVkaUHJtzODau>TfImv|-1M
zINSV}7xzYA*PCm7?~dZK+TGi7qqcYD-CXq3H*n%vr9+2H+%r51F01uQo8|=UkGpHN
zwV5fK^~#!u@6)$uu2S;uiBfe_S^Dza3X|nRq8GR4XTR(BaCfNM+F-K0Z^07n$~jfD
z5-zWQ(!=_^LjGLDWaDjJlUZNdu5f=HR+ZH9&Ss9l!s#0)HU~e5n<X%Dm36(qJH|tM
zeReQE;Nx~?vfUV1*7PnVvucrXW>lGHQWVps+hK?Im%F^z`G0L~#_W1ti|hkWb0iE?
zrL%8L=4`)Wu<^E8=NrZqQ#O0LI4#;-=)$zVF}Tmi=X?pD)SO8(E|}=(Y%SGRe?3>w
z@SLaM$8!fV4m$01HS}A%{jyru#o~(W7j?DKt7}!gPc>!4M3tO9({biYpr)Ut?bPXk
z)>2Q^ETr#!O<jCCE+uYx`Kd*(Hu^rDbi~cl>ie`QI+x~Vvo8<n=Y9PCO30JOEkP+k
zQJz9waZP@2>_gl$FEw2eQIBp=D!nIkPiu2+q+q9wO75a}U%ET`Pw35@(Y7!%=+P2I
z<HKIFO*-$UP6?juvNt8d%Voyq@XH-nzO+2Z{kkIM#F@9f$zP9!AKQ|*Rd>a<n;UOu
zu}1aHV!SFF8CrNq^~TQC|0k@Pm%7JIaJ!SjoT|3ISxa0N_{RRwUd=r<rG!zsE=V%S
z(%4YR(r^F0OjXCb6&C*QLzJ79zD$be5EA%!_<MNUl4!-KlneSt=EnG~a^d|Lx82z4
z*3C_-;)2onJ({m>1plz!mS?)wr>kRz(30i_zcU1Wnb~fQjxMQ>kdS}y`*c#KjLo@6
z2Q`<)FE8}<*4&m`vMSi?vElDMhF>RF`fM~`rd1imqEgwuq3gBv+rZHOOwCePe9ydl
zmcsi_$?9~^dwY{b{~t`$tV;5nb#?pS_SlEUk9UV0jnqrOdrz|{_+*i%Z>k{oLYdH`
zXKXc1=X$C9%XC^{d^)GhV<|^s)g)t$wd;TSedXu=J-hQ%Pq)ofh3S(cua=Z`@4IyW
zFV}z3tE(fG79Wbx`pqvL8T6>$RmSD4&WEsWhew$aUNi39_B=Ub=ENW2X>VR1nt1Dq
zWVhbyvyuw+X%n9AZQ8i<sozol>F2JkowVSEm)9hvFH0tEne@eIaYamvoJim%?<(i2
z#VKA%v%(8b_1yh#UaF?+=^CH9Id6uD(9!(vgl_iy?$qw~KA)SSE=%;~rUhvkt}KtL
z(R%N(^81D<uNJE>bIHo~Xg<=?xcbv>WwS*mZY6G2KAhEVs8cm{*Piu8Vu5;>rq(8f
zn@*Uw$?|DTonve3rnaxyhS4s|&n3zpzO`ZYmR;QUB<5|be%D|qthaY*>Hf9u<(A(U
z9#@XuUY&FE;GH#J3@^8QS$V0s{*KU|^qhqL_&2_9la5B$e_J+fPTi&Q)8-nDIet^C
z|LWy`6u5S|*!nBme+Q|Q;$QP-vX)#~qmZ{gqQFc3vc%E}ub8*ra?03cH7DqXl9Xod
zvPhXCj-y)VgBdH#56iRfn!TL0-l#z81tSmptcXPBhLQx0@6F}n{@pgqKGd-2E}2-y
z{&e+WUh`AY>*N-EJdm~Hx^{Zz<ZDya4*%!5^ft7^s#tDG<htBtq8#-?A0;`Wd1o>G
zx7y*Z7;Am{ZF+Q<t-Qtp#XYQ_cHYl=@B8WX6;Dl*eGbt<6VvSz6i-R8%wqY%?jL)h
zB0<pFq5CFdvh5?sOu19>M-Df#bboWT;}*Ej{c_epd;WK7E85wlI9eFbE`7dobx404
zV{Z4ieuLY*G7EC<JzHhA@L$;6e>|J}{;p<D-N)tP5!<`o;qR)eXT?9)6s*3}*yX6s
z=-YVkQsS&NciedXZVmd|mBQyC^nQ8p0bMV(yLr#sxneU{>}n1xv^Q{AaG^lk|5DV?
z^jA$gc5iu_;jZ>eT5QV~?X6SyEx#6}a<;KXRpI~616faguAR{CBh~ilc0*afJ|Uwm
z0ufD{^eTRLe&_vDY`D%jAWU_>pohK4i{?U2wxY_~fV${=&ui}7EbtHiP{%nhP=+I4
zqhVX|%qN)@RZm1SPd@y0ddjutbj@E|WkMKVeYUDld~$~A(LFc2UPfLH##;>WjISF#
z9n2TlUyw-^J~g#<k5k%?9Il@YIV;#Nw6B;wA#yYC>Z292iqqy!71vkysh+16$?>@I
z)6YYxVx>2qot=GNQ_na~>q+&b3BNz@nH#fgmBzDqL5{T*vPWcEaw;|Fm#;9M&wqMp
zN)*p7t|FWM(>m+tPybZ+aFg0Emf}N;Y*%gFI(LTh0;9kd)z_c*T)8bCYBGDC<GjpU
z7B8l3y%Mh3#QR^MH&`#I=}yzF6>kOFzBOFe480&={ib@|&j;}@ox=-m^lk2ZWw)i6
z``2d++g7{1!IpZh+Q(<E$}`*-+$kHf-D7j>Z~rUeIrAltYr22kQ7`pxzQZq%yG(O;
z9<^95XU?<bd7_<qj_4ZM1=X5|yc?4iEVZ4rc7uOX>b4ZFOC5D=pQc8<T6QcbeNFV<
zDZeg!p25xGAGUwN-cLch{4MipPIaw}u=3;1{i-SZdxJyVv@e2ZA3yln?6*?QJ^aL+
z^*WU+!{cf-um7CpW9eXeX1}u7zAYcLKX5-;VV|<eFkX5`o!D#U5|a%Vri4H4*ZOJW
zalYx^`>Fo&mUEvd&o`}odTDysR@Ps4t^EW0fA4ww{MW?S7VDIE&U;*S?DTu@)l2m!
znmPCFl(X|uURx=fw^067#j#nxFC3P5FW9zFRZ@DZ>@l^SeH%Ty8-EKsn3^rRYrN{(
z6_LZqYnSWp$zCbxXS(P0id&6p(ZAkEF3hi6<bKr3D(1?0|Jz>0A>zkmtpcu;uQg@A
zIDf@=6;<BaeO=QQ$o4*Uozc(1?)K46Fxl}+$9nD>-zoCW_Mf+AXr7(ye<1EbrgcE>
z#<(ww1Xuia6l^n{8Z5W0Z^73n)}tCHFKqp-F}YtfpM5>QeD&`Tt_|1Q=UMo@o%;Mh
z@ccgqw}*Xk)X5boI(XTy$+LCehSUkXM%C686?Ly&W<{(@{(9Vak-kgS4W*d2%6J9;
zwRXIM-&|PN22Rdod3M1n+HmdVNrul~T~>SYQRkBC=Uoc1!W-l4-O3Z{bldWxc;-4g
z{d1SntK`0A%v>cqq5GnH^oog5J$7?cZp~XT!>UYhzWt}Pu17|TY}stjyzM-`!liSW
zORkWv>y4m@hO>e1{&LLj|9P9Q_`BVb@`$S00pDslo@Z7UMz`JOsM&WTY2~^woi_|Z
zr4P!uPEFsxxU|SVipR2Vvwd4#gu{k9NpmUZ#&2pZ_1jui)m$Pbct*~UaryqCU?ub3
zexWP@$r|3fOV2EoNwqk7;;mtMc5wF7_!+CGzu>f-a7?TH1?SS9X$AX(rq4RP;mK3k
z4Z4*-0;P@|Ui$rEyrc3|IgkA_K26yeqLJVHrq<)%sfr%cODp*u{AMZs^*?c)$=X}_
z>BAY(+z<Dq*qs0AB5B<tDB~5MrF$u~dBtjRyV7aD7Ki>dShhmHJU%e~%GOo$?pehx
zty?tLCVt6dn^VG9nE#dtb(pM7->_xMHiqn_=T~gEX-M1Tdo1ru_9XsaVc)f7Z|W@Q
zy)-e7?b)HbTwhERR=;e2du^g01NVgQuNU0@xv#;wYq{SXr5w`@OcmFq!)5o(S=}1m
ze(TDO+SdQ7YfKq_-@I}5;pzUmcP*c+G`CCawp8f;Yq7;L<h)t$tCQx6HX<);{$vH8
zSw4NmOrK-<*H>STXS9F2>T7b&SF@_)%v%oLKX5WD<oT5->3@%R{at?G$2mr~?tixa
zUwtJPMZHmetn#AZn;`4SV8v#JKWiVZfBn|~y@lc*LBV&%brVD%)xMK{_xii+_18a_
zzBSoqwWlaRm7hP@pKq!7561ZYe-*wyxp2?vPIUb@ZRz#R6R!lt9evFrx##8ix?F|3
zM-)w+V`qObnNjR8^}j|5%YjPQUktAfAAGLYzJ>X>=>n~N%Bn>nudn;<iGLcJwx_&i
z&*Mkdb}Qo76t(2B_A<TYvJ%-ce|p&b&HFxIGe5K1d)=|e#^$$Twa@>b->|co!-8SY
z-~F*-$|tl0STfWT+rKo)R?2)kDQnVyf;Tqkrq~SzTN9oy$t{UrzinY)da$l{1Lp#N
z!JT!DyBQuH_m!A*Y09;zvee|3w_7gVTKlJM*2~!U0)IamZ@B97{uYl<%Wrpv*E?Sq
zU%2iV-tb@M(pmP}!#(Bwt@TnLxc-QKc+R9*pwGOP{}$H@?kkSJp32;j`+3>!OZ}X<
z+W#NRHFKu%T)BMk{2qt&pYIg^nSJehUb^Ca++pi~*B4(s$5XT7CjSlNxs7+9ui5wg
z=W5%&=}9)WR~M>C=iQiMx>NRSZe*T4_wS2~lK!i`iJ0OYa^8FA+cR&&^Q?=1i<Zo_
zFb;67o%GW#{>ten^Hs0Iz8SA&Yid{~HkW0d_a)zBf-mMd)QL-0FHX03u%4C2JW=N8
zEzypxdHP@8=`U!1$j|uq=<a2erLX6gyeYl5<$vaX`&i}w&8DWu4n@evXy5796U%%0
zA-4O!=DO`=|Bq+?G`;rX)$1?yufMPR9QWhv5(&QOH5+FizOMIovTT9u|F3WE)W7<^
z)%xGY`^WV@{;K`BydwVQ=Uc|UD?CMOp53))y&tWiAG_`E-qH_qkB5Ff`)P5%&}!zY
z1v|I4t!v-c@HfAOA!2b)yP(<aI8VcG;u>uKrZcRWJx|`jxKieY)V3+}^QH5Cyl=Jl
zu+*st)=7!;pI7^I+U@6u>|Ew^+V1GNKK~Ze-A1beW(k|h*Zh<dO0CyQy!!NaOzM)4
z-9;=PHZrdFw!Sp?0QU#>L-HK4G5)K0_sV)p|E#oGVZXxu%kKxL(`(wIcYA;MBAkBO
z^@@0voxkO|^ZR<tkItOe&Xj9<w0ufsgtP3uVyhpoKW|o?eeS$>kJ0NIJ>TD)uOD!%
zX|Jn!>#+0iQS*hKT=vKRcFIl74rnTEi#cCC?acY*KdP2)b(E^>3;ZkdQ)g?qTOiW~
zZ^Qk;s-HiL|J44tHcimJe0u)!@HOwF{r;cba_c?A+HL7UlWO~Z+}jdUH|d$;8_(O!
zUzUjJ?pv=?eLZxaTHMn&{qs}JR$5)&a_ddDaL2FSMYn%c`g|?g`|^!vgm=Br^MGfT
z&q{No*L+lUSoU-8p&wsgJ)e85`r6L)ZCj7|ua5d$d;X>S#e_<;Z?*S~Z}KjXzbKKa
znDBLDe(avqh4FW;Z))AMjq{H3k;wT!_qNY>yt?+Ate)qW&*e#b@}4FyV@u#;|Mbzk
zO!L|IofWBUKUA~U#4w!M?EbN~Z$9s5V-LPe(`OlS&$v<oDqU(0&(3GubBt}G-t|9u
z%XnF<7REgeJeT(G?FsIv0?A|3y^N-EbQGH=?+rPBgEdNFul7Dewy66|(%Rkz=Q1C~
z-1_aiVdABjInn0fZHyB232J}Ny4=>)`lTiIl4;}m$GK0^i*q{!(x>l^PG2In{%xw)
zrlU@A*#VPw&7F1f=Z5%ij@Ma}-~399Va}Xa)8;f)Z;ImeWj=h<Qe+ZE7i_p<xulrm
zzsMKGA3wL>@6YV{zI#@sov&V_^9E6d*U@_JV(nXIwnpCP4Aw30c<B}qeoOPg*<|C~
z6>J|Q(;23J(Kyw&+-D_E>KfPBfIgX)pU;_>NTx5`8R{pW%JS^S)E95Lmpt9FR$t&;
z<`VriAJq0aSS<gz&!OT^=&M5Aec4wZM?DPO=TLFwzk}_%srfDX0&*Y4zrKFY-SYiE
z`_~;|_U4~i56%ATYMb|+^-%uzwd`MnziphieWQ7;+!x{Oz5n^Xm<4#uf9|_u<9>r<
z(f|B)_8n(@Q{Ow4;oB*<J*+Qmn%_5yH`ehd#OLzt<2mnmA>p%J+jg19f(uj)?&x$c
z|N6%8wAhAIUvkVZ?~dQ_D*EjEOop1=Y3iq*?J76VVA*i$QGCwS*CwyuRX#DY?|+^v
z@^a4f#1jVuj#xXi$F)6I6+TvXL7cHpuZp4Kcu{-Q--EaR7@dE;DQ<!Nk?l(Va@n)D
z<{D3o*!+Ik?Ur-4RY#*z>o(hY&u-agyx@0LK#v%M^%Kpm=Vi>-A7)K^us{Cnky|bs
z{M)+US5BT%6f|}FijBWSdqY2IINsyjy@UUY?kR!$sT0hv-@fx~!u!RH4L`y(_i=vA
zS2xa>_@6IvKTG5Cd7pS+?Vj{4>HM}C_4bc{-MPm0FE!(|)vSg0e9LdDUyggL^r~vk
zvE;o)8ObYGSLuKK`Yw0t$tTONwZtY|l<G11(<FHAy;_YgXI*!~b=k#^FE*dMw`ujS
zgKl31_8qi||G40}jl}O$84t_?)31n^&1l+NYWsdKW2wn6mEbGS%RZicX&JP^UHvQ5
zwRh1gcb?_n79Jh-=6c7qto@5*rA~FND~oTaUw+>wa2w~9xLB9KdwX|(Q~gyb@v~a<
zzua?M{)V^P{7#B}OOpK<d)kVB#iDyQKfZ5EiaPY(>&GqAIO|oXmTfr4vFe=6p0|uo
zU#Exu){Q!Q&)~esw}W<T{V)Epo@XKaacS7xBjtN)C#asDxApDPIy1=<=HBaKmjX%|
zel6AG-THR9)i%2;9k<iXW^Z_{_SrOQFH3ZZhO6VZ>gdn4RtKI3$!GV8EB;A-P+4sE
z>F3eINAI}IsGcfnCpd%k$&8OS=Vm1Dx+{L>kLw+s$@hCJGd|=O1Z~|s>$2JrJD2r&
z%cIIyiv8=1`&V}Usrt)ZU-IWI{AhXReMsz6>HYe(EGD;Kx6dt?D*lqV<SOIYZ1>+m
zNB7J(y1nF(*^@7k-F9bFdv90myYl_tsjcre|7n%YK4+}I_tU-Z>3thBLay$e^ZLT8
z?<so0hd2D$`tRM%xuwsp9r0dY^#6d(<lR17?cdH{6>O-c5?!XV{r>OH_kaH6or_=a
zitqZ~360u@bDHm~?~pQCqaw5Ij&|bBpVwQyDO_SKYuE3oFJ5r2*jK_oV#S6H^PHdU
z7iHJr|9R-g_5)YnUsuiWUl?=X-mR9m3pf-1|7X3xo^qIH+jYT^$Jr0#nZnrG-!`@W
z-fO_am%qRI_r=@#8Mm)zl$V9h-TO59=fCZbf86go{Xb;)|5fj<Cf>dHIjFAOe|Oei
zLp!GbW{U4F<t*DJX7c5=TmpB&i9^aVGqinw#Hw0yf10BDPCIPr&&e`6NAFEJ{3-f-
zz6tNNxoam{^8dIiFFd7c>%WbuGe4#8KKVwyF#q_Lz5AT3nbufud#ro+`k8!zwVU6a
zwAzt(aM$VQmDW#7rRtZSP3JNFe)(9{n#o!}vRAuKQQ4bqv-TeA+=7c0?sJ)=85|-%
z>&k4|aBa)qp0(F(J$&!5-}5;i%KmNJLYX=2Peqx|M}0Hfp3Lo2vCr_Z{`J$VtDoM#
z$R}<p_T4-A=)bB7lbUU7`Any23-DJr*5^;Utl76-vPk_#*q?J}d0y|+v9GpZ%~E3c
zYvge+B)9JKZ___<ybAB0d?>7v&SrRCAHC%JyZ5uZKQHyX@L2tX;=6wees^9v%Kcd<
zyuCZ+jmDM63Ec-D$maa<j$^!a{m^>{xmVV6ikAGm5+&FF_k-aL>#u@!>J#|Ol`l9b
zh*k*AaC_^zgS+Sx`wzy*#{aefqSe)+iPLp-3=cj&T34-}dPwb@OP$*N!imRP+-APv
z4Gdc*)Bopydg5}G!;2=oj?Ux#$UPx%{m%O5&$;HrAE~VTqxX4*eZZvu6<(KKF@2ZZ
zebpk_{C8iKhVn|YV<rqQIyTxRy_Me~TPos^FS+`my~@vf+#l-Hx3Boc^mN7cfb6Th
zzaOYPSum$+#r{jeS^8P)cn?{9vnh;x#rI+F-HN*T5qDJW@?<{FtF2zRG@y3>_7(ic
zCj9uzt3P$yjQu`mCmpRy`S(wL`@L;5#AfcW&pl_F`23bohTOA4p$pe{eYd^$$Bs=}
zq}bo^{Yta&c}oQ@_dTxG;IBIU;B%rziSyN)+ROj=Nl({3E#?yRxbkJ~$N!&7p5514
z;`nFZG>_``o%*IfD!(pfu-{y>>DKq<Pi6kE-=FVkcYoo!uX|rql^d@s4}a|cul|Sc
z(eLk$eSKFHbN&72vrnt;pH^6X$Ib81u1(>$b7b28r#?`8aXsBa#E7TRF6&nI_midu
z+q*Zg@0~g;GJVmXIVK{%v_m45&V3P|^)oQ`#j=XeIrmm<sXOmDXZfeimU+`p^&WZe
zXtJ?xedF`{=dJdO?l%uC^{X~kEsi~1x+=o>$KAX)mlxz4?aZ6V7sS5u(iO)yI~WRM
zRnDnC4m@7r*czRc`Ep9dr^!|ebo*yaVD4>pQom|cI?d<A`kvRuYxXbO$2D>Gj9=cr
zE?jZEr1_!Zqj5oB{c6GAFT>B69{)TiV)j3SuS+hp{*e*N`}kYq*+0z*=N<o58(iN!
zUFUXDH~-zoORsO{UTYG)#-#q)_I-B~bXRI$d%}FBX})jB+ua>j9lI~acmMT@KT<6H
zWYgUDw)x_ZTMUi%zcs#J%lLoZ;p5kKFE>Ab)<!;Tak6hm>8$UM%{QF>v+><MwNnj!
z!uPAWdgrgL`t;W``NYe=q1E>9<Ie5AuJCHznq}!vI5)K3`e^N$w6}igt$*Jn`Sj8Q
zw)5uMn9uuv+JCw9`QGQpiXZR%c&7p+gpd1wzD>`6{i=}Lzvf?2<yy4ukGb#EH&W{(
z|DTLw4(s0Y|9zbLr+@5kdP0o1dZaFXH!a%jSH<bI4bS~fuMJZ0-F!#thj>Jubni0N
zX}A4)Us#`h>)zQD`Ho@QnMpt5w}$+AFk8bmai`?Z)2p6NTQN;0V`r+Aa(hG`t4(=y
z-c+Zjtka^I|6iVV+imyL+-bM{-cIqHcDvt8BtMezQkv<f-sfLtl)bfjd3e+2FN{Ac
zf4UkkPkFibGxxG5;!DJzK6$?N;^U&?uZot!o4UEaDn_<OvR>X~bo+?tlO@mjPR=qg
zHQ#$+_Nv(&SJqz0JG_~TYhv8{8_Qy=_x@~{)6?|l(4UX4x-8*ePna1RyWD6<Ok=Zb
zt=bhAGGX3KQ_H;xljhm~n^k(b_|q4qBdX7zilnB#a_+v=y=j7l{^s1e#(DiSm~55n
zv*H3B{lXGwXQu{<n)U1#;<~i_`4is@?0xd{Cr@0u{aX8zerL_?&r?#KKVK%k?GpP^
z<=s7VN@_E#{ueJ}ZLRvfE;cFX^YT}dFQ>l>=H48jyd|NgE^cDnl=bP)MEp*=vS=;!
z*F52vz?QVh;WGDE%}CbC#a$IwkDnFcJ?T2L(uUjRgAJF<iz!Wi&a9Ml-Lv)b=D>+r
zstwPcq(1RGdt}CodtOhTKRtJ4_VX<lHmmhJ-@Cfw^S@0c2j`uPj-L>EBKqX+=S7TZ
z`O%f7;<{P$nuEGFseRt3bHZ`u%%7J(7k$2Ly#7r~$>x_5eX9yj&W|!l&6+rGrfF}v
zamA+1MayGuI_JKyyrkK7>)}h5>jtNm>0Dr(;$P_?cy@`V(h~C;)`HLFR)>mN+@+5k
z3DlFD+oq7ibV)pL;fK`5w8m<wdov&OG+VQ07Q5bInZ*@ub*Sd_tFYeS?+@RysUH5U
zv*pzFmC8kV?r$Gv_01{LVBYw%<NWfECpNln-Lr1$Cf-~2i>2-}d~y0J^`zt55@y#$
zZ)cuJ-?ZYaO3TNhf0g?`#(Z|^OWT$5qv*k7+ohKSc3f&buVcx-FxQoD*9q(BEiUfS
zpD!9$E{d~k+I`l3-O2es+d_8=u{<vcyw3T7-zEBZx81XiYmdHoa@k_F?)L5(IV~SH
zYAp%lkXG^15-_w}#NYnNHgwAg8D3fC3sZL`@C3PLmt5R#?6{okr{V7tGR+?st#eh<
zk$>+aXy-b`eDkX1B`qQyR-%!$Q`CQ5`m(%x&a#e6>fLtVzx}e9*k0~Zw6^S7=+#3$
z57)Xon%>iNdS(>(m?yC9ru=2sy_NkjdwG}5|D3j9%gROWMn`)-z2%&z6ux6t^L|#1
z=?4nK_O72-ey{%Gx6?b*!+L8QC+NSAs9O3wOLv9d?eJ@>tG60H(lxvtq;l%>Db@4$
zbF$T(mUT~i-W~ZpeA0xvqbt%QjgOY^`w*wgbU$R`r0Zo-Q%z?7EI1ca@MkK|R>QYb
z_y6F0v7@`~<k{`+rbRN<u6d468&tMy^zs$HnUp`t*=x6T(&;B1Z%bbtXF0ZYT4{tz
z?$PMu*77&F-mr>DX}2rcaJ;v4Fx((|gIk8#Bt#|T$SViC4Qv|E4U0NtVpdr<J<6LT
zt(==2VbxgVyo*7i!G~|pZ6@Z%jR%?!NI3}C*r>?QV1C1@*EJ(zXX4AlvH{=QmVW2n
zRGXC7^I_TSdx48v%YS!-Oy-lwxzrNvyDd*G`uFU!56nKQ?Oi$5^R>${k>XeK0-N>M
zHQr(9&1vZJKRDYnKS;sHntkom*OP@Oq@3mIoccN^Urcm!+WIvD{}12dNq%kc?c^Gh
z1!X>S_NRD=ui&#>^7#^fTF;lm-=elAUpw-3^0^CP3Hl1&=^ttoYaNT16y1AX@tx@!
zLv`cg1FQ~{Pko$otk}!SweiyPD`GELdssm-+zr0JWZo;hRN3x+boTCQ#z`eY?-gFM
z%qnGi@9@%ihuvg5=c{%aZ||6<O)qfSzE!5r<MhQ1E1#~otgy_dYX6rYZjTTVHz}d5
z?tIJVU2){o@6CCyF<E-*w-bd^Jkz(ozSy_5@a+=*lbj#y>%J&@{hLsdATWW=htXt*
zUDIo2Ew*Wl*^KH8nuo19E-ZCEP<_Dt3SS2+8)Mna2+c0d$$it@j#@vG@^D|md_};v
zE~3i)!uKWHS!=_qye~8_Sh%2l$#!pNS&?w&k1ZyS3mg~Z3a<BBpPwIgJn_iYY2OyT
zm#Ns!TEz&Cvj(-dQxAC?%a%?!DQA_UUNG%ac~jnkuVr0xUv%`o;$^(@Q+w5I-GYZ(
z-QtB+kGko`bL!W-+I}#I`6Fst&l&SawDfw+jvv}u<x(+!M5kH`>iz4IvJ?Z67Cd@;
zPA$2rZ@&BF#mWaN%Z{^pUB2iIMV=FveQwv&+>_@&Wm`_CT(qe4-9<|mSD0(pwTkj5
z9(^5ID5gE{Y}fNmkL1==@M!m?9X+_lVv6YTO^<BXaPL|)<LJ8`hi;p06V$dl(iNX@
zv~`U|m#F)uM`>#!(&r|hUb5j*v^B>hjT7H2>|Q$LzvO%?tkJsA{jkF4#0#9&AMLm#
z4vBNC+1^RXlR1_7<J+{oKJ~Nn41X5ZF8%AVL;moF`F_k?Y#H`PGVG0R_VX}(e8<|u
z`i)VXf%(D#*}g7&jeCvY08DPQJizK8e03*-$CUig!qqDxqE}yH-syj<zy1Hh1qPZr
zW-1yM8dfXT|4A_5=1FCC?hROJY?{F^H)i>^y=9WzH-1JRc)y=@Lj0WhUmCtBv?eG_
zi~Mr%lDA@?(Y8e<S^diE?5gKDiF(Ms_6pPy+QKc$RqxKVt+>jV)jQfD*{iu-IWi$L
zMEiK&o63n<%O3}QnBMok>9mT)e%^bJe?;g9N348o;k4~dNsUC!{KpBmjjWyGI<=A&
zc9$O9rM;v3ajSDvsh(2URI9Y&O_vM(3*?V4Nf4Zv>ei##qHlJ=P$g^0V*O9v9CFV)
zbY13I%kFJDZc#NOMz(U++`h6EPFr5)be`JAA=c{F(#12`diusUH^R0(-6nF|AzD4U
zXYEwoGtV}(-k5dk)y>y8n%``FWBT@A+3wiQ+GQvGzE!2VRpyx7KYji3kN+iF>n<7v
zwOD&R%0GGMgZCM|K>MO=Q-6E^Z9lg8-?>`JEA?~U{VC0Gk^C%gb7`g95##i^|E|<W
z?Ah#H^51B-;gOq`yY^o;d(k%~x5suuSHSWuJ9;i|m|~RnVF9b}&-?l}U3;#^ZP=o@
z{H(Z+ukTVf-eq62uB`Sue=Byf(7I1vo9|tmUN05<kgrhhy}ilNot7$BB@fHGd1Tc;
zSN_94=S`CR#_mqe-8cH@ELrwuQuU_!LhT<4cBVUJW&JlYi}^6|Tpf$N$}{(a>BkS9
z`RTE}eOAqCpM4%n*yD};4m^MEKCwyv(s}<6nmwO$wR5J;*swOz_~7M$<xU5KZv?DA
zSF9mqGjU?maz{g1A)9t7kz%=Y|ARs@Jku^D96U5DU_%0DnlH=g52tl<b*KGa74c43
z_2e5P{|zUF1KvI5)L{4ja{uqiuKvEX+q;*i^*pMVQPWj2<n}1OXRo_^;^vAu>+(-~
zZ2gzz6LQNU=dk1D&2v@?Msl9(>0qgi{vH_KDR*@7Zg-WO#etoNgSPc{o%PaqD|g%0
zP{~%Yw0gdydHKFYYksdfwX5<%sFCy$<J~i-UtRt=bdmMv7j}EroC71fjkPY3Dk(Jq
zr_8L6F8?N%dg*NtZ~ckvsLLC!{9tnouHt(5R_<Cx+2y+%!ps7DUxcKe?Wjm+IIuYC
z_}0G1fir?_R*C)Rb_feueDm(%S?|(juUVnMa=ou(`HMv>TZ2~yCiyk}TrXhHp*8E2
z^_?1b@wnIQg`MYad}%qPwCLZtY0kf`t9j*SZaSOhoFSDzY4dFJHEz8}jFRU|-e7CI
zTd_bV-0;%|Ih!-*&nNx){KJ21M!p?)*HYWtkvSULiw=d{l)P0xgC*49%&%bW-HF~G
zpDr{I<<&{KxaPv__RzO4GK~Hnx&6lVV#w*#udWka&rb0OdhvGBD*1bn7ej5sT6kXm
zXK3HJDjU2d5Od=oc$*)1hoGT}k(mWp6_}fv2iZ7iZedE|#z8{`1BD=7E;~D3E|`54
zbKcfe#)PDP|6zH4?_nJs;{y#j#>MT40+J%E<^riHh03g=qA@}&Au$Y$+s~*@4>`5O
z=(hLfqf1LJ1l_shbG!GFj&E=bSN!EmCZ{Lt++X~jrzPzE_V1s6{(WgvJnyT`?VIz8
zSr}Ou@*@~zQd0SPd$s3;T<xv$6MQ1-b5?)%I@w}5hRGZ+cQ#2*J#^_d|8~|7mV6Hi
zYie$`tXv&lUoNF^fN{Z^*#@cKepFsNtjf^F+7fKJQDgsx#K@~s47Yis*1vXn^&#fK
z3Mpad$RkHqPTjm__tokZb6Fq!{yODS)1Q6v%L8|Zi)`)pIXge}S!w_;>xn(SKb$=O
zU0LM+F8&{*LzqNER&Hdbt7^fjZU)QWOFwS<v}luB^2^;<)-C_+%RbMZ=l`$8*`f2}
zf+AF=K6?A#sI%Bv!lQ&`edraZooB1hE?OwCYb}@a3U^+qMVlF)9X!2(?b;!$3emXc
z>koM&_@xt+bDGQ_>fYdqKEP<Yf%jfpd4lzuhNv5yyA#acH17SN_on&p2RWIB?+*oP
z7~~JRe=w|Jntv!gfIa@e^a7TBP01fjYnYEeWSOI4SI55mA<vb=krwRFA2QYO+dDAF
zwERENUm&^e!1)5vbqDneWb+QJFA%P4zW-3{599WQoO2YE7BNkI(Rpu$b9_$o!VCxD
zV@d9BT0Y*86*lC2JEJM{2K(>C`ZGrkT8Oki<dA7iF3@?FEa-PM(?U4?VY3DQ^T)|M
zgyfH_e@Kn#o_(=#{zFZh=IsF~Ovc92-RZHB`O^*;-HguRwmxE)Ait^q#_>1O-*l}{
z`fYrFgY}!Ru;mkp<Aqv&XIqQK^d?Im?0t5uXz87jcZ_**-wn1;S^Y@v>AVN?p3HkT
z@8Pwg^@Zz;`PQ}FKDPJp+sEIE*>^PGQGCbzuK1nWckAmXI&BPlzdtknsZ(cS-zI<h
z{8Ra7;h*|H`+xHP=>PfrC;d;^KTH2a|1qm$-#`2Rod0e12hBhHe^~#t{&BwMmaeT`
z;Udu@)}rsV`LygpVuJ1%_!#+^?a7~$ACpvbui|XQ-HOv92}Uz6`7-+|`|Mm6xXf_b
z&Sl$u*?rx8)qU+}=gpYY6!t;*i&Mh|Hx4nUmVko_60DOIIMNhjIz+6vK02i<26_lp
zab_O+d#EOH>W8ikeifk=u@%lY6mmq&IP<wo4_T+R-n=i9!DsG1%X-G<v)^aWH(Jl1
z{!s4Wt%Can`#&^%c<^CDLGljGJ+V7<_rzDkRn%2XY>g}t+bp`~%&XL^kzcPVWX~`?
zB$fO&$9I$8M!gMs+w?ZuWz}BVb!^wQT_=AnD_vbWy|n-9g0I4_mtQ--ru3TdHF>4U
zN^d7>POO~BI`Ofxy8E=UjLRpadV80-E!-HJeEryxV{yHEr7uev&z>|_?Bh0#Q&CHb
zUbi`vd0grZ|L1@A#;^F&#}8t672a4Y?H>K|*!KU+^I|5IK3-mbq1SDD9)r;r2hpm9
z{4d+&*%BqB0w<Iz^I0b|eLFDkhIFu@?C(i=JO^}Snr>Ri6c?D>>#wxnJD$urZF1h3
zV>_2fb9<Pt@-&}!#PkPO-a#pwp8JWm{|+{kD9<^%;oKVQ(@J+GPMR6Jcjwg{>f2rV
z*kt#ax@Qj8c;}TkJMR)am|AFgM?$ZE^_0?N!<Wa5F7+PwFb|uUXLEY3^4*H&l4R}g
zX4~hMJhpvT8)<I$WZ#3j$9aX@J<TVS9Bwa3Hh6jLZ;hONfBdoV&;B1)|G4_c_)qa4
z??2jqR{u%+m%DG;{loPK<)80=s{d*FkJ*3Ta|PJ=?b_(~FyM{aU5h0@oC>cpERhcG
zNr*|Pxv}HekM56coIZ|f2d|u;^7LBo#$~L_-Y(<!iJ!gC_;1oK&5DV6KThuwRC(=o
zBX*ad`>u%>yv$d%nr_P5<F;$#y|vQ$oYC(u^e%iB`0UmHRno1S@;Lr4kdD;d6{!3A
z*s=W=dmk^6?$q5CC}Qb(jW@^S#ID4=p1e1HyAtz#a^GCOa$57muEs~YAIm?6e{8CV
zvr!jg5I(<=@sa6<?(`$_E1vIqvE(DuM-d*e{;uZ>rdKpo^*5-yIE2soYFyH+7h<g+
z$ENz>k?Kd)kHQ~aqn@*F^ehQ_*<$u6c#+5MxdQUbfB9{k7*->)=Rouwjj+zsN1nc`
znLbB9_hkL_&+T`A))g{8?LMmdNc5w6q4=6*+dqe|5L+*J&p*I5y)MFruls2Kk#I$J
zv5xqIHXl2FZ2G}^M!>#3WQBme$nlQ$gjGN6M7qy+b06J1L4O}}@)423%@&Mpn^VM&
zRdrTf6W$!b?~}^;!z}ywqNBk&P8+90YRrH4@OX&D6wONYV2jdo3dbzB_E=s#X=-Z4
znE!bFA3Kgi#Yw{RMAs+o{b4=tq4&?*e^k~S_WyYJcJ`dfa}Up%Jm=`SPT%tu>LzQ8
z`pU&jbxXy}&X$UqoGpB2ZD0J%bgISs{8_JLnxEbYtW&UO>z->S^SI|&K)Ur6tHm#t
zesO%i?7l1Os+SXkE(xEqoGmc-`ofDpjc-o4Kga!H_;bY_=X@1je^T~Is$Tfx+sxa`
z6D6u2ew%o^UB9;M<(H-R^=F;$-zia*_;Y8r_%yRO85PSDqn&*ZPis5Nn{T@3=7yDt
z&WC@snM=iGS8RPawQcKjzxX#H|1a%)na=xF|60DqZ_mG%zpjtpa;<-Ld~kfo{w4ob
zZeFbS>ze+${iS8Kf6sJ(zy5y5jemRU|4!Jv@_Fs+)#qQIW1V|??e)3e_pMmHe%1Wy
zvR^Yj)6=fMx7xk+-$vut=hxWn{q;qAxxD4xH(yR(UO)ey!`4&Ahh~~BUp`l^+Ui@$
z-<N&M-!6ab?>^^MvDV*^ODkJ~WBrfLe^s&S?#d6r3zvUc{^5zgdc95M$0y&_&(Hny
z>q+RU+Nw{@lYjf|t1dde-G1&G%j!2z7EWG2_fC<~-;`4)@2M;Mwaqt~Z!+)gm$za^
zcdt?p@z=Uu&8`(6wr@#I;LoN{l~0S`Y^YM){qED&ceNn+@0TNgMxa27Nd1Q0f*N`c
zMdiGvMm>J{^zGuSKY#sv&CGP0g|)q<O|nPrpiExp2Dfd!S>n0fnfDd9B`@Fc1H7?j
z-h>;<E7RAfRKK5cWy=@4+TUO0Clua4;5aj~xt-^%oLP;F-@6lmi;v&2H`A9tCMqJ<
zJKtbq#ib{j!QNh{mrV^1@tbd0eC-YUGaHNYdw*E@3tx-r|IGZ#&u{<jM7MO@)zE{B
z)Yr#FfBdqEd3jx3=HsvNd3!!RbC=&^x^BU)50e-1+yDD>`8=O_&;L#Dy3Y#NRsC75
z?5_Ur`SGWdyVU*X25nka5*1l_^vfwpWBqeg3E$@I<bM}oU4O5sT`%??=K*s88^(np
zQacM1mVAHFBYn>D`Oaf=eHWeBr`W|)*!<eKCCKdOq?=Qg+!B*<v`aSgQM+$4`_b;H
z6)clpw4PP#|Kus9*)&f?wKwhN6X!C8EcXVnsS6smJ(-^M@@X}%^<j-4LW>m~S6!Z+
zy|lD_(){0=XO6J{kbh}<r>pE;>^&d-a(#<aCJS06KD2(@GF^<_KzM&&*_k$*8Lh>d
z$0|c>CMgB;zgXF&sQ<%YRpZ0Jf5}{l#ff}-?U`pVo;sQQkHxNCTcU60jwxX#fln&i
z+;n$Ld0VU}WIl1fEI;!D$s28RcWT$nV>;5mQlHJrQSyvpe2t+E+xf$avy8({I=7!_
z=U8}~xAEzdM)|h&Pk-n$rU!2^>z(^Nt*Ct`o1t)1rn>f$(_3aUcE1prz9eH(l81dx
z`^6m-OH-U9Ma?Hwcbk9y`*Y!+ihu5{+g|P|UjJjo4o@4-y_w%?BHZGRsI6G~!+6G@
z7wsE6eIEyPc*WHi?eBQ8y4BD?F6|<pe~?LSgWng`x0gB}ol~CTxAF0vh<VSeKgxI1
z9_4(rT_knJ0XLIg<@p+d?-qadZSnlTVB;HjOs|XWoWTEc$ttd!Up`scud;p*leuvU
z*R}RNZ=Xl--afAX#QdYYRlRugk#~<+qqHZUo8_ea)X^{`Ac{{v;LX0-N&SZl`j#kl
zteEc`SRl8rYyCs%iYDn(p~d?@T?l#m=4s5!Km8HzzdBS*Wfxkno$7h-qQ?pKUA7Fx
z4+XoL%ua7S9l7YCZ$Z$LT6@3a=^v!KIO`TiRO&2Ux~6OI*>6EAAC%3TlkSS2Y|dXW
zd-k0B9j%XeKI&eW{Kx&0<@@GBm9<9=g5zoh*EAe|X!+>F@=tQhH9!5FsU+JOZgbQ$
z%c@q(RcEKj@%#SeGaM$K5~`W9Xj1t{+dq=|hVv>7WG`<HFzfM6IGQ6g_c6y&#qB#X
z*0EoooVTkjsYChB_B~Vmp9E{9RWvBIp8ccQ#cm@~*i|Xlxa$0@GAnkg<5uxYE=L``
z`9S@6quHcGd@hq+B>aqQCu;0&I=8da<kc3L^`-$iWpmH1bg{j4=i;=ve%6A|19`S`
zOb?p$Z|+0ZML(lOT;Cpa7V)fYy#GkktGA?x*)>>9O!Ii~-UzPO-Ye~;4;DoT&OZ8V
zW2?*6t5f2VvTs^_ld5iin>c^7{!Le}?V8&@Em-m-B!(gVY0^%=7#Z>NU!VOdV%E5H
z>fy1|h1a~^aptLim$sjy|D^ke`cG38+uJ`rcU=`>j{S6@(r0q+SpkW{_R4dO6=Kex
zESg<|Rd%$hXozi@#qvWWStIFe+UJjg)B2|G_+H3A_Xe}RLA*y|bb+zoqKwUL-veG$
z{*>P=vUtZkoq2K%{2Td#I=cIdkKd5o<016lB%42QPFKnz{Uu2P9C!R=Jnn3ta3pYv
z=ik`{@}3X*FYr4j2%8IVE$G{P`QQ5oGAk0kAJ&e#@`oe&qlVt2B2T6Dhn?meRl49{
zVt=4FRX!m<?Wn0v$JXOIFZ%XxiZ9Trp7G+Rz_bE(SLWZdOx|#wTO#3d@1N;~Pxhbe
zS0(NEy~AYMRhMsK?H11u$SW!Tsl74XWU+e9vAM@|@{GI>YJX{|J+Zgy_snJAML6#W
zzhScD=B#mkT;BV>_~D}`YNAI)9ww9+$!ORe2-TVslm6nA_=LLiOK<EIe)*i|(sGGS
zMypq@RhH~(_TIs2cd&Db^uCnXH7Sw4H|BnEI-so6uHx^yt5E)?jP<^QacsPGt&%FS
zaW(pzp1i+vkBNK7ISWbauI!)cJ51jQK3Ay_E_(Ur@{Q^blZ!>GTWT*$=&#yoQ^D=)
za=mQE*}OoVEfUYV`6u)Ia}!HY-RpneA-{E=&iiCJ%{$s%dKYdhiyD1YlW*dBx1u&7
z?_9^j!<*XqB<D=EToHf&Nu2HEDiyVo_t%yd*TgLE+bDbM_>D!kUAOjbaf>)~w&`RB
z2RAP#UzV`Mg74oyU(KxDv)9HnYw9KEgT*|GYIiTG`xm%8v;5)Vy}$15(rv2qtv*GU
zKCxtZ^{QCC&-ujUi!IiMZ(A(?>G|yDzI?B#(@K$Z(yikhFU1ZPTAWq7^611t%aHhq
zX(vTx!k_$d*m=(V6mNdkjI$=r9{jUrs96~Jdz62fX}D3#R=@Y!>W^2JL<M!5yiH!<
z_SiGjf0gB}h*Mb`eD$Yjuko!);$@y{KKGPhlBah$OZ25B$`%&cRdoxMvkUyHqE_6T
zbKCA%<4V?Pg?t;9SZpzqWDR<nD<ij(Z|R=i0G(KNIl-)?Z{fC4tD6fe&DJ}4C;odO
z!#;h!_S=Wqi)$~-<jU<3_>w+Z?7R2b$Xit=Q&xNNYl$sM3%we2aAR75-|N85Q=UJ&
zBxN!^^7oU_uM5}8PhBA);>|v>Pe1l(=}IN<T~{WXdlszF)tuHDI{8zFqGBkYgwgFi
zrYcAF1+QtJP_j_V`gl^AN_$k%=gWt(z66-2eA||=TcGB-$L|?ZbJuszGPR2;KYDt1
z>CzRcKI=}t2+~dV;I<63nz+=yv(Z^Y;Dw5%*e;K9P3>2Fp{#c~d+m05Y?f&~(w5Y2
zWxC#Ly2e-U&$3*r&nboc<vLP!dg|%&Z%=kt+pO6Y@3_kA&_$&LlY24cH*)%3WO(XL
zS$V|6Dp`N$-KDi>dZNB9TI!=7;P|9@jm)fRvn9Mu%x9~vvkS^@FT7HqBQfW37Po<3
ziS~`;+?{;W)O+9L%W+Dm_3C8EWzL+JuK2Mw`r8?1nN=sItq&7_G2hPcVq@d~;{_A5
zZIV~0CVw~~qqtY=yzlLvH`Y<>KEBgUemCo|y=gml>N_d!r%wVW9l5A`B1rl8>4VWP
zUn_bSC9Vx}U8M1S!G+@sPrrVCs@OE`^Zq#@+Hq6UP9B|q`OfhYm0Ry}zVBFEd;H^`
zRTfqT@+XZpxrc>jzO%8)-)a#OCS)Ykq!93OmWK_?D(4`l^EVWBF5Ix_UBsH6l^ZUV
zN1W>o*sK>m$-4dAx2ZqtqmDk-UwtCm<J-xHn(H5E_FC1f;afYWI$Absr{8_EFn5Es
z>%D{SmaUDc4-Ly<-?d`e)XCzr=4-F)`7-reLB)xZ!nN;J^`9!|FPyx8UFv4fhcYwG
zeod-+YWE~ab8~joYW}qcTo<jY@Bd~fwyH5kSV{NGQaR6AEjE|rvqQfJbX#r@6Zx!C
zJR@CI_{^s@O(ro@-9x*RGq#vWX|_y~d+z$|l8N6T*_6p47Z+~%HnGo3Tzyi|(fu=}
zqF$bH+<3TXAD8KKp_`Ke%1yW34_liy<E+nV>rIPQi!MDi`DC+p&gwPcu`4`1`*d#G
zzj>q{{w2)4!AC6q=j-d6!Y94c-~BLtTe0BRcW-}PI2;yw^|;cPm8VvpS}!Wzvzf!n
z`>J1_iTSQoI=1U?rd;XTEyr2<rE<!<spf*hCuNL0R&IQ->7Z#@j9E#_IlrRQEvYvx
zqcvA~ob^6=Hdo*Exv+-R+yxWr`c|;Kc$WQb>#W+d!WBDo3x4O{J}H{X(s*CrvV`Y$
z$LAk&yF?^doHwklefqj1(=)SH!iC@K`;l!rcY~EzT(<q%v}<{N!va4Z6V6u_$sy5V
z={e%I8s~1TOulcC+}~F#%skoZ+uN7-mnYvZIe+GbqwU|#i`Z4!`0`E*F}H6?wf!s1
z%&dFNV(&$X>F-`<etf_3`}g;nTYBHENNfJJ%1DVx*!J?zoW+J0?i=fEOy6}%PG^N~
z&(^g^x0U(Nf3Qzh_u|E9wucH?`EQfHuW<d#7tEISXHwjq&0^B`KW?v9EBm(o=#$*W
zqsP8o(r|g96mdkqaQ6nmo=0`NqvqbY`QzAy>-)Jkz0A9%cSoYw@p{SSvc;WR0<*7}
zsCizW;<7a4$FHrP4w{n_R{FEwj=Afo)wCq2`ug%<cNt^0oj)v2%6{6Q_`G@Awu!M;
z<)622S=Hv9dR@-Lw0x=fF>m83F*U1KWeaxSbn5%RoB5hVNL<=y>F!Xsx##>hX1o`g
z>iGQi^Nj`GGj3hZsY^e=oyhp`S-9Bh*uB-_rw@0z-afP>^W5ud<8Pa|&)uIY729x8
zGMVSm-Yrt~fA)lizFc`(I`FCb(|F0IO8xk)^NrVqUN!w*9_g20AEs$zq5q-H;Kf(I
z1zwp4qx^O&D=1ue^msAv%GC9FpLq;Fh3tDQp0nda%7okr?~WbdZZ0ur_fk<i^eRtC
zMeyVqBgsc+3oq5~oHnhd_TPiInu)&(8ly#*nLqa~-8}PEiRQNEzN}A^&y`%6UNqHB
zI$_Eo=|Z<)+5ZbJJAJG!-yPSw;MrbL4zaDb{GZA`TFr6o>Z3=qjxS}7z3`V|<4Viu
z*C7_V=9vnzUeC7FEaSWJOM<gEn0c#9#=nyWTf-}Y=LS7rX?{wi@Zw@Wo5dd<No#D|
z^6={11>*hrmsd?@&RY59sz+-1?panQ+!~iJ7jN}_KUF7S=T&t_tv8}^oC`i(QHyTg
zBYcUe%hYG}OPLGK9v7Fh-dM}}i|KXE*+(y)+s?oA-~I7h!MQ3bvoG7IKVUhllIR(I
z^~(#b`_pT;{n(RwPhg{A75kfy_a1M)z323=&JVmbz0*zhKa{^V`{F-F#;R_&wI4&+
zSA}wYI-7m-jO?<y1dfH;L3ia6Ux_bZ?_Ius`prd|*}M-9q?vF^v1Tz}%~EcX6Xdv<
zU7e6Nh0!7S^vt)eGbEP=W%s1%`|InkZ}8Z>UnqGILupp2+Nw_JS7m9A+1JxDcdm|-
zS*?5Z-1U8H?k)<=Xinb1dn{u@LEwTLR@|Zvk#cda`=n$e^g|7n?6peupK$iu0foCe
z4KJTMsk-&$q?}#SA@UWit0c0k9m==uthQH)|M=Cr!*}1LIVroD#5MAp<fmz+ES(zZ
z9k0OiOYMi6%7sJTp}SP(?_>{E>6q~FgUqal8z!yZ5SpwqZ|-fWrQ5G|O}}r*&VBH~
z)w^F$9yPq2aK=RX)`4fgJfz+S{m7Hs<oDZk!na*lt>qq9ZPc5qtou-40e?uv-C1fU
zKd=i{@2h{dc<YL)7gwenGV&~+Yw+o5`=+?r(T{T~dYR6yoaD3r<Hhv#dXE3o?GNRv
zCg$(aPhOY&WzY4w_Bqji+Fr*;oevPPYkIPdyC(m=_%bd(j){)57w~=Us66#;*4w)m
z%5&ue7zzUgp5E5mQvKrFi|>p3-LAW5E3obU@w4s4t{<%JFRUi$cgZ$|Wa+Ox7cSPb
zPuD5wyYbg<N0V1hU#wy|3UANKT=lf4EZBN8<KJBp%~lmJcDc2_D0!%O_d|eB+6l#2
z>Dchzb<=p(il5x+*Pd#1g|+<dQJasP6Lc9b`aimHK-xD&s4gQd?$Uu}OP*+(cT@|V
zuj$A<vM}wi6>n<L?lUb%W$LC2zIB^syslSpspF;%(+c=?cWu3XsBf*)%s0MEgZ{l-
z^)_gu?Uu6-r!M8*^>bF!lsf;O`QK*vYv@fstNHxymGDLTQ+RIrb$<D*ZofYKcO|>T
zPP5?4&sLjUQGNYau`1e^E50iFut9>l#*ywxX_MRHx4d4t=-E}qgEa*Qjxw}P-+nG$
z{(;ik?bByHN}m4jW8%RQx6U*Bt^{cG{9@P}Cx2i=TXU4&k$1Aksw*n9zqGAj*xUE^
z;BiJnK8u<=@8Z>Ves*J?FS+2vm6x|)@JijP_-|&PyeZ~a+fJ|PCvWESPx4E<uKwcf
zKh6dEm#x2it%{S+x$rh=`A3$Iu4z5d%Q}^}HQr~h|7y$TDP`KW<I<s}PnOL7Vz%pQ
z*Rq=(wvv4c+uyxW5w2O;#y!Qf)neI}lF$1mXMcQ_cK5-x(ixWzezM}5FjH9NsYSxo
z^^@#0YW(LE@a_A1dTz~xlzo#j=AGAVaCx&;_{=))HgB`g$J*1QYlS1$M&!$TO}nnc
zl0DhpaE{R(vx0eT2F@1S%u9~VYg3Bp(U;gJQ6_1-weFUJfisKC>_0w^R-5$}ZFZOM
zU-cpN<9W%NL!F1javL-oe*R)*VQt^>Lp=BO1x>wsq2E7${di@C>c7fKhPmC_UThPb
zR<J$S_sum+yS`VqegB^6d>|O7y^(jm(ag%F>*vRpZ1G)el6}}<jhOt_>?UJJ;nk5V
zADV1^^Ly>IGdrT*Bz|vtE&EvfNci!3!Sk2<T5ngKiO{#yJtFWa>_v5}#G=JhYL<3>
zVH3_V>ugP)V)rEWTE&JdIWrZ%MmH;4HS2~4smxH@=o+N9bcu0Z{^8UEv$n2UowLzq
z7W=!f?G?*-bt~(hG;51o{^jLkt)5!DT<ciB?8ZH-a@Jfa`ls?VIsD|~J3D?Z4iXc8
z?L4b4@1gp2wFUog*m2KZclT_f=lXNq=|8p}Nj|yXVyAG)BiBc(rY{NWt`!yu+{gL&
za6#X7nY+!uUM8O3xcrK=t@*EapYA;UJ@L8wzUiX&Y(H7rzI}hS{;^4wYs5OG<H;$r
zPyYIt$p0d}&31jf=&zao*%R*xa%Ep&?qa{C6KJz2UTBNO8~(rR9nBBh)Sh`DnGmM+
z_sq#zKE5;4x}Wv9E#x$8n_;}uSmtpPZ|C7ywVVf{pVBmzyQ}}~TEleq{PDOCLirBT
zAB9*tr*Hek-u7-$+Kh_Be;Y2mZoGWV!E&R+#Xm6uQzh@4trI`h@;&iO*oKSiYqzr9
zUQ_dR_4B#BpVLgv+}~sJzqfsp`Rx5MyE(S%*M0nB^t?BG)ATu7bGH{hc*CnKzSnbC
z;hY!W1TN}wo8MsnJn8!D?>TqccJx2C^LuW8?m*X+^rmYErGM$Zy_UL{xBB+pxm)G!
zGRrky_iMaA9hkm(hS{lErSVr34?iq9+OY5C%7@D~2!uXSSnqDhzuWTC=4{<%x30c5
zZG7f<Dx`QvO7tG)$xknNzt`Ft)LHl~!Zc;oAET>37aTIWS{J(a)vB)WRvu16{tcJs
zFqS#(v0`9f)0;nCa{3g>{oOfHGB-8qV>677Bxc6c-nnX_r&m$%Xr;oZPt$kY?`bq&
z_hQ`%H?L)XP0D9;ynNI&B}Puh_E}?IUQR#P6?Qh3Z>vQ0_uf_CFkkM4XMWvjPw`_H
zE>E(uI{q&6%0x!a*B+7cqo)5)E10gP_0}%L@YR)DPc|rMt}dPVYu~$|g6W!*%*A~~
zCp&yM@rtx}oSmR#AY`(eM_2x3yL_JR6{VvbD*SgnelB76c`3LcU--o7{8=`at~tN_
zq(5o)@)Hst3r!X>-(R}<&dKec4Sr?*tz3NR!TZPkH#WX+dhWLL>xRUHpl=g2m&<Eb
zEbBgXI{f|P^O3eaEe|gyUwD;Uy=!Xc<>0n@oAM(<=h8Sneh>N`Chh!ZPfh5lbr0tT
zTa~_+l1sVN-nX4UVyd|O^>f~@pRc{PH<jn(_b|z+oZDKC|8n`Zy>;8^ce8A)&2N2u
zoXBP2{4D>x>}ua%p-aO~+E+$Q-&(aeMDG3em5!e-i7IPcN?Gvl^YN1ma?-Qrss65u
zn4@?uphsc%nmv!xPs`Ltbfv5ER36g(GxLsz>CWD}HyOj2eRoLOZWLL(LC((AI;PFH
zK<w;=hR+4+Zi_nqoU$yC`gYjOrj^a3d1C?Ryk?sltoI#RV;avt5R71BdU80>!f^sW
z`vzgQW{&;Ne8&zOK0C;;w{WLL^Vc@pCzXF0OFx)aCLLeU^QY0%<iEmE#;GZX&mAtj
z!FJrRH|F7g2WB5u<(PwN(^_0_$Tekt_ugXs*5&p4%&Gqte2sb8U>)jZZ(X9gYpr%}
zie`k%Yx!f@C6{YD<sRATHMm}U>$H%+hTs3t?0~+%FZ1{+__GqbE4ozDMZUEBGnnVp
ztk0QjX~XMl!1C>4h2>n$8SnlmJXvf$<-zV96M`S*eQ9}q(4)LwSZ4=M`~vIpgK{|r
zG0nLWUdEqNPAI?Hc_~mcal@1c43~|Mv0UqoO<7&2czM&dHR?7#CRPqtEZM>%gzos?
z_~<hG?xV^__t@q%J8xi0bL8}y{?jSK=$q=IGpaN1?Ju_Ntg3ccbi4S<zWHVUquNrp
z6d6AezN=#4RdQP0%hTbtfc@nZ4mB;I6R*7|sL!vF*V?EZ_%+i)>zqS<3}fSgf;?jn
zOV6uP6=L@s*w=`!H)J;U*vUOh_*^O*=k2S%mjAL>H)C}3Qhj?&V_NCKv`4-wm9u5$
zE-^36Vf^abI6aVC*^$+1#u2^=Zcirm7<bKIcPMR-+U1oqi_V5ja#)mY95UgJm%_!L
z{uVB`6i$9t{*cFQEAF(_=X~0%Q(s!<&(6H*bosvLbCr4XCVuBv?R?Gr_-4w={gO)x
zC#^rd<&?(^ZsSBgog?WVD!<8jZT3nuS<`%crHtz&t;{UWxxZ(uS=#T=v}UpXB}*+2
ze}1q1x_-Y_HkVx5Q1K`+JmQ>2#?sGsk1X9F<9o)#%77{Bfz`B2H`9|DdiSyW-RSlW
zvG(6E{aSthgE=+TC&gSE#lNmmI5}T)eu7S~5~K3om%f>-ks6JD53G)=E;=&X<)+Mp
zrg+|^wTnE8uLUreb*v}|nJ4ckk+?ySEqE2vWSjpsArrR#V6Ic_d#7w2$Y_7+bNHnn
z5fzd;1`TObFTSz&;OD#eQ_WFnZIGL`jzW&-?`zF-cLY0axzXOZ>09hk*C}d`T+X%R
zMwrSS<J#7>^n-t*Zd`-@gHoP@H7k;BXHIi^&!^Lvb69TElsJjAR>>@E4zhj@ZQO-6
z52p#Qy%xM=UZdn1Zok$ToA$*80yR!6`;NuD<hI-yer)^4z&8!`JFfRmyEY{}C$c~1
z;A@j(54fj!?Wk-~+{<?M({-K9|2&%&UZ4LqH%LQo;$^<V&O3eO+uwWSSV$k5w$Uik
z>%Vx$TF-j+|IgUUvu5+?{!%`>ms_PalkF$Zr8)cW++sa*YS-zL=k}z&Oi<C)_J~qh
z(ZCgTxU<>wUQvS9+i#24{MEm_Gt+k30izePXBU)z7TO!lHtE2-lyb3&CCewCwRHRz
ze~Cr&J&*h)>FU{U-W#jb#~*sWWaIq~`9qRDO%{>uS{eJBmz3vscBgpn5!yC+dX#^$
z>!bgUX-7*QRZ5j9Ym0I2J`(SFxV}X-B{5z-){0O3q3RFUKfU+PuxT8Me!yL4FhQrN
z;fL+r6B<@8&$w_;yP1^k=R7gzvdZq#o)tO=g)|g;3(rnHcBoTslIiZ*v(L`S$bHBW
zwc}Bp?F#+iWf7_}2j7{z-&8#{+32s%+MPPZug%`5t$oK7KXL1{f7=gy4zczydyxA>
z?A_%5{%0d6{f!X%Yjm<(A^NLvuYA(Kl-zmCMAY{A{!YErwf^!S@eVcpz<K?rAF{BP
zXg@G~<jr?;Kj#OHGPh3e?E%XF-%aQ}S2Oe8DyE38<`bvuroXu<xai;N0RNy1{C11X
zzgfIdk6+O~C(cP&<Z`r-TAYe(*yFG}ZSoJbHc4z<a`t%v?@wlK&az^!vN@CH9u+=n
ze#pz`snE&aFM4}R`WNq*bnnmOC9$d%6Dt>Y@Nb;Bqw(lN{tCv|5!Ra&=k1tX!^~JW
zy|!6n+pL=Ac`-`Xj{ls>ulatmNqOIVZISH%1Wg(D-}-9*6BLhKnp>XeALIW1sMED+
z->xXTCS)A^r{eoi!u#LjxEcX@rPseqDx034_&mE+@l9eG*R_rJO8nfk=O;S$sP9S7
zJbT-xRlJk^cB0<T&Nu<LxKQE93)wzLEo%B-81$|v5MBR3Jci+}9!I;ffUV}Oh30wu
zZxmks=c-e#yvsU&lKiQMJj<F@GTJpInE!1E`*ibx=A!T4KWN7s6PmS=P0CZNf6~!x
zg_|#Zi%cZcCY&!}%WIlia+>Gw0^5@%=@MT09qgXBQ><<p-g;^C>g7Kc6MbR3w#iEx
zXa3k|bK7$@f67UnDK8}a?#%Tsn$DV>v0eDfu^uJfNWZ%KOs~ohm~=E|WH7(=kjk4p
z$3#$cuSfgy$#3^N=D(MbTzBG{@^qX0#x;(bXA~soI_|zdp>A?lY4$}W&)+J#liqZg
zBwL<5>N;u9y%K%SSzD8M6Zd#VJ!Cui?}ByaqVL=L!X#LwA23G!R=6vvFm=l}<{$I^
zT+H7vX>0m)3*+0p>o+Ke*mtyVXt8y&Wxmj^oAS5Ne%^xerwrFNH0OxzJFsr!;~!iy
ziM=r@-ixQ4m~?|b$JTrDd2cfx9ii(dxA}bPJ281l*`_yvW{2Z*e;Y3PH8X9!XN=;y
zjF0nT<gO^*Y?|;@&|d8NuG6AITYfBU`eU8JR;d@Ms5O7z;qY8uq4O#V+A8w|EjefX
z)vMYccB*dU>V3|ed>+YYC7+z9b?2Y1|CQXFr_(z>$QN$2i2k(y$)q>?|FC(4b=4#k
zs;<@ic_=l-Rcb{(|J~C2v6^S+265yFbjSYp*)VHQ<3p8L*^H}C%a>ktnf=?NO6i33
zqRKNB?m;JtXCFVigz<Uw($<v6K_{v%-Qp-$+hot3u{~naeCuE<8<l%%^^sQHy-SMc
zKN0tur}(ptYtzOc6V^@lw}0P%_v8M%Pw&6^YrcB<M%k3+vI)z!<!&vLOPQ=AxPd*=
zvRmEz3+p-s?X9Bw3*95;Z@hk!drdSqYuaRc?W>PE`)?;GtvUAo1CRLqS2jWUyQb`T
zH)qRr`4>mm9@5C$DYJRqQNb;Xzeul(e-u^I@nsd;bz|<x+s_T=Jl!PqO;YZF|Hb}4
z+yA}E-1O$-4)NC<-O1B4|Lc3!YgRS$bOmue6uq>xT(j0Wu*^_xBD+D`lUjp|)zi<M
ze!o!U_@u3t-ZPjD80!|UINu%j_IA;fn%0y&^GJ@9N?`)W#1oYCx9t`&p4h&F<9yJS
z|5A@7CtcM$T4eQ*$>#W<kD)bft_H%Dv#)E!F04MIxcjcl+xZ`>_ncyTES++A`^6jj
zKcpSGzOIZgkW;*K{$p)b?Vb&c<rl35eY5R4MR#;2F!L>suJ!y^t~K`~Pt0=jPu`oh
zZ(ZU&Tf<3DG5@H_JO$hOd2u&QCMB@zEG@2g4zuX7d7Js9^1VR*<oICs89_^|q~aCk
z|5+vS+$sE(rSr7}tG(}UC+PlUzU|4L{~*aiVcxP8T7EX}TOwR4+Bx4l-g;VlXq~|N
z17Q}f`iE36b!fLZ)+n#F_1N}JdegMq3D$GhNvwYP^p^Jr+q$;(mvgO!-b{bwbggym
z!cEis%2|Xv)$|2J`6j%*<F@zsoy@4>Ud=*z>AvZm&$n;T-@9t@1`c@@?i*A6iY1-j
zU6Y*@7QXA5U-?Vz!l$--d{#zQ@t^#^P54K;65pTqnb-ceZ`o?OasCbeJ87C9g=bGr
zTJmU_wx;m=rPVLvc1?eWl~TR_{__gGLjm98I}#Q&M@V>1?VnQm?*4O5m-*A~|9i=G
zwmyRC;N++m^PV#9y<5s><s4r=m)(BG<8|Ku!|Pjj>;2vInfu)?A+80-V#6H;UfnG<
z{gKeK`&}=yVc@UTReNSdO}-ISE~_{pw)nbaMWI*u+~&?X`*)vnW-&h=8{ROn`ey9+
zhK#)RyVtew?_evBWtIK8{Z6TA%g6gWU*CIU`R`gIuT#wNzPqh&I$aMPxHRd~shg>;
zPFb0ik(rfssfC%I><hn7(L6Na5vQ=Wc8j8`sOwYXE-vdO)BN=H^|Zv<M9;p7pJ~5z
z$AZeNq}754O{Z8aUa_YsOlVihiyMI*QV}r$aZ!O*`!?N;4{YCl=*@-9Y0{0yHn(jn
ze?R$dRajx`1pSa{&&9=j&+5<DnbP<Fcs9pTRVUS6UTw{FI$9!aVb8+FE<Txb=*Fd@
zg;U&4wKiRPsXBE_iEDd()ROp@Xa0P0Qe3=ZQ;}C-W!}q@#H@cgiB+zGy1wp`@lipV
zPr^A;U7rSbYcI_`c6OS%uY6g2zLf5C>C~r7TQ75KEoDACCnCmR<JB0gZf~w-KKe^m
zPF?DhSm=6F<W_^9=jJZXg$*0JytJ%2oIXEWsv4Ze9eDI@%c7N!mqgaD3%%6ycf0$f
zi`?DbY8+2pMN3{Yy{uciZTiWlajV;FnpPy;TDmD?l}pd3q+44zl%$=Ua_P^t*_Rf6
zj&)b9+9t5Aq$>617q5jIGTaIsC$<=G%<#GyYu?1G;2={n<$pp8!%YLht`#yIO9Pw&
zI5#i!dFQz_%<}5em|q7&H}+g?bgMcn;>E<Xa3811ej%+VVS-a#TWp&@IUSl3HpB02
z($4S($B=U^|32{_S{9IhFuu(9PrKzI+08;vWlv?AU!TeHLh1j;_P&trMW(8AilkO5
zNcexg^>=k>`~SnUWETjZ*_F+D{f~}O?c4Xe{J+`13)KnMoWCGwS%%_Q|D~H`)Pm=i
zT>3v(`qC=ZPhIOO53dOI(e3=lH22(B<>N}<&#7LK)?Tl0BHO=Y{ssrT!p@p?Ns_w{
z|F4-;H|6}4eC4-u9A`|Ovh0NQlT)v`Kjo$eTgFZkzP>UxL{fi!pyvFbtm!8|FFRG9
zx$mq+W!`7s%P-e`pQy6y*|hCanv*NzJ$8$n(B7qC5`1rU!>9fCuV0;3!2RON<<xf~
zr*<rzB7W*|s>!2Wjos7M?d`g&Ewbaf)}&%j|CarCVh+tvy1pnQ&RR=VQsVli>-Xob
zexjfKzgp|>&Z>obCVgT4S2XjmUYz)r5AWaS|6g8mw{o4_+6;xeM@pxARqjtaIpJFQ
z-K_!BcwatSy6MjUzrL|k&h2kr<(e0{H#$jmRhZDdlFDTzw<JI1c12yAXs}%1*#EQ2
z1%JQZt^cz^FYoNv%iqk3TA%1237Y3K!Sg`lv`;ooSxtXgY-a5E*s^r7&CCQ<Mt1HU
zA8%i=EBqFf_b2S_oE>xTM407gFZA5qt;_P{-S%id@ma5UN}uieu&ZO&ja_GUT`avG
zTH088%qloGWbWE^`F9(4MZL-T9(pyBuiSP{sQHdOkJz%<jX}3}bDKArN&DUIV`w}T
zp(UEIJWB2AGvPfx8(iP@K5e_Wu<har1FI0Z>Aa~dJ<n2|-I=T%#T-AMU~0;0GG*b@
zyZvsdXWGdawbM^3_TRW?`|`s{mSoN_p*P9_4sx^kxj7_y&rXm2&H0M6q9gTlf*m8X
z?$aRc$q8$AmvcMXHU`Ogmi0f|SuL8Qxb)|gXB#W6lXz2?tz+3bWB1jFv|F8)73bt)
z)2t?hrb!7zr@cziG;Y1z&{-fL;Mm*qXOmfO$LzX&TGjdTW>Z)vDO4ESYaahslsDzG
zK($BX_nA!Z`MLMp*ZvR}_+W1A1KTYJsy!OZOB%~{`!==reAs7ksQLrP`+v%NCc9UZ
z%RjuE+ERXp<NY_~J=MRH^qw`C%S`ypSai?x+~KEpS}ddYI>vTuZ~InzX$!l%bNn{X
zU&4k##o}eG%>B20um65$COSKN>8p&xEWyhfS4I1pZH{r-$<=*j=V6mIn|E#A75z2u
znd6kz$L@Yxcj{H?saL<JUgbRXD(}=QzEiKtPQBW8>Xk?8*3d{@jjvkvQ~jPU{uGoM
zqBXU>E8I|Y#g|L}mu~X(+j-AfT~uz*l+Q)6#~uE?4%+nmT)@!;28%yCd8Qefuo}z!
z=2l3a^I(VNm7wlf2bE>Hyt%CY7%3=QtDd-cc3R+Sk#>t+w~b_8tqHU=?dX3Rbo$`5
zt4b-)uPo9i)#aS}Z^=o&N1?Y>wVjrJTBxdBRIFIwRur%)UjKfJU1t5{r#nA~{lBX8
zqVIpj#EGWW@-rd~E*@){{iJ5GZ9ry`hHt)>Z}XI8bzZ^#OIL2bbS3a+*0q3Hp}OZ+
zO-m0wy?K@FsaNJxuQpG)`gh7z+o@OQPQAJ|omEn1wQ<`s3p1%A*}@=KlP75wdOV_T
zm-qhKwD4u7wdbo9C(hnH`OD${7saCb`CIPX;YnKBbG&WmhfQ}Yq^zaY9&SvOs?N4C
z2&%v3XW-r1!|qmT`#83OZJO>wSC3Zi^9qk8?^I|>u2(xfXI@yc*=Y+#hDam7FoqKr
zbGVP+;c}1UPm?^pX3c-@zK8J-T>j|#X`d5adgt%_jHvoc-Kr-~pIRB{=#}>>BV2NY
z_G?w|iREeQpF5QwG<+viajQsH%De0E<w;B@Pda|8SNry%s3KtcB!@%q68UC{@9Jic
z(NC@p+`hefMeX}<dzUI+V$D3^{wvz<-NFTxwr3XZF4$Y`;eL1DmgDm;O^BQG>{nQb
z-})767C66~_;#M>rUucS0gYFp13l$8gkE6TId#_N?t2qAHcZ{Qr02tbhSk+CS;6~A
zV7ot3p<79ejm<%OL%`ch42{e!Ou?$aT$mC=1GH<ZLMjVV74!oV(^HFixj6Nm^Gowe
z6bubOZ12pJVuff0Ljz+41BD<3Lle*)SV0O#2A~ZqK?+8u7GQB>11N231m>HVK=`JH
z5cOsT=3sF%6NovnAhQD!i&FDS6wEA<Zoz`N(aaL=3mY4dV#01Tvw+xTZUk|Ixhcdh
za|@7ngA^=GAa1s>Fax{A(h#D~(gI{vkb<Fs35;P0(MiyihK80Pv%sNCtTPP_Eg|kO
zG%|(+ilH%_VGgm_(8LhpW<wKmNI)8zLPONh)Ep{h28{zlGpH`Y&NVj#SxuUA&0$V4
zHv#!INWsv;0Lrj50>_+!p(RYp(j4L?BLk?Hj0~W$Vq^$S3Py&e5M2bFYh(yEjU?w9
z8Ja^JXJljqiA^ITQy9Y>65&S1=8%+PWMU2q4^T3OhNY3IF;uZBETx-4lL=wxLgIlm
z=bFLXWDW~3b2F%$ER3PfwXlGs0V7Lj8Zfd1=kXu~V*{vjjSb8oslwRMfXL7_HZ%fh
zA>>>$Q09Y{0>*|$ko0M61hvK32%4#kji3qD*w`520Aph_h+={P2PpsuIt1AzkRmKd
z0a8o^DL^w~kb)s3i3ce_6HkzW5hPlI6rdgsQiz4@n}ZcK#>U_{z_8yru_Q4kKON+M
zaM6gppfWZF=RPFe&PAz-CHX}P8ZN2H*(HeushX(vRTQPB@p2g`7#o|L@NyZzfr6Q-
zsj;a7NY22(*wV<v6qFJ`(h7NCb;gz^rUqzYAZY_bGX*dWRR?B+0w2Uc5;Fv)5i~Jl
zP_9H3Gc*8YP*gDkb5J%$6*Dve#WcDYr~*J0GcvF+LU*5$F{mOyQ)gmifuYXK!W2Wy
z(!>B=%-GP#5<|=wRM4Z^VQglKVV*HKf1#=~F#x4&G%+JkorER^uINz3jEq6WBAS>9
zr~*V2Gc&^s7fVBP41XA6>V;%3RP&6@Km`Vxm<48fF);w;VpMgYZK>$?nphYZVv2zZ
z4OG3RrkMUPwZKeQrk0>~2dZ8(aAkldW^92G24?1l#^`P_v#`WaXKn~;OrV-)Zi1OV
z%*{+O@{G9!W*WCJG{dmN!q^lety!3YYF1QxEzCg82sANE%sgXhfSJZk%|Q(dRK2Da
z7MNjRXoTTDGh@trZU!!6QOz^60M&k|V&+)<Yi^9`4|6kP47ZqDm|=veg`tTFdc0YH
zn>(oXT9{zkVPOWU<<QhwV&(-)6VSD*sOl_DKure}F+&4GQ2P!|%-9mW%rP`D!3bwV
z19Ob>#n8YK)Qmti&(IjukU$eN!AMtzkZKA|oh3%uWN2iBkyk;@M)dS&Xk-Rzpre{+
zWDaWBqKR1=qsNh<fiXrpFf=g1$kT=f=Ad>Ts(A*M82QN1&<LZvH#9WC$VY~TW|rvX
zpP`{8Mj2*k1a54g+G}KNik|KbjZ7`j>jgt2bBw%dXl#U$)(nk}G0F%-V-rwI8`WMD
z%=~6(Y>81$8k(3IW27q+%yQDm!V)9wjVuk&%rh}CH!=e?4^iA=WNC~MmqwPx7-b2l
z)rjsEBTF+-^A^QCV*||k(%1mp;zLts4m!^OUCa_apBo#Rf_e_9>I}^>!qnK%0wb*%
z8yOm+*FDBYMi_b3*vJ&4{4+K($Ml<#C8&9d>K0>g4*^Zg1k`y%6EnrgN5;nHm~J)!
z_jyqDniye}L&hd17-grip*cpI%h=EYqn%@HWPnjO8XFm5q#<J?Q;hP!*vQ-nz3pRc
zWQkFB8XFs8)T_qE#+K-1j<K;RsPm8NUt@D)40R?37<IR?i4mxCj;hzh9HTriHnG6S
zm&PXGP9~~eQ!|Wqld-8WMq9wx%)k&mFBqE{n4p(KrpAUCVQ*?|h*rNDTbdafqoq@0
zOLJ3Wj4&`YF~vxKrY2?>Y1h=m9HV_;YGQ#!%o3w5YHDhZ(S9~HHNj~AnVK1bdbB9v
zXKH4MQI?pRSzv^zsks40dNwsT#I(a4Jb-~}hq)O>S~E4rtj|p?j4<6|VS-T)np&7)
z^fgQ^EI@-RsP<YKV6>%7EsZehT2o6COnWU&G18=|xdBGnH8nTH=+Bs%W2Qe-b2H4i
zG{<b$nOYcO#*u{ysMC$=Hw!b&IJdCCXg8T!8i0DKsCq4pFzQ-UOB0N|YHDc-8bCqQ
zi&<}(8DOR%GXu=B-ORwu7`+@aGsG+>%?ypv>OlhoGeZ-M`rORO03(jf3@tF)8)inB
zZ9+36Q%pOI%rM%|X2ymX<)4|6B}Ukr8DqwWnK5QMwJ<Wl2zv`76O8iI!q^DIzZS;e
z!B&*`urM}3D~AjWER0P-;~J>yOpFcC%V!G{1JLLlnmWwBi-n0fMtNXi3LZ*B)oW^o
zQT|z&nq!o87N(Y<p*mE(W=0t0y@i=6Mqk{*%p5cP%q-2&+YA=wMi_lg3v*K}V&)j-
zy@k0YMtjo20yB+Un3`eq{VYI*1X{nx!qgI@ys|Je#7MiKVhzI|X6BgjW@d@eCbTd&
z#B{T{2^KMP%y2fxY|C3%n1IF}QRB$M6r*gi07VG8e=UtM%3=#kLo@XH*TT{QBOh5<
zT400~s9B8OzPB_m#Yk(G2F4iePD=v|jCQA`fdxi;($dfXBMn&^nqt%+mWIX{Z7EAb
zON_i~X=sVomo&6AGeOV$U@<dPzZqIu7@DBj3lcL$Yo8igS{R}Cr@>-qV_zUK^nNHv
z%nYsF334#{_zOr3JXnmB4nSh&X!Q(O3@y$LEiFvY`_mvXbF}&rBxV5`%tp1t)Br8*
z8d_SIqK~hE#L)XQATbNH`rOdc!ps1z&khnpFT+4$Si;2&JaL5TK63-KzJZ~og}D)0
zSppJ6&x0T_GfelHn4^uGfx`tY?}PkifY$E@i5X$07gIB|bP7^ufmX+Z{A+;L9s-FO
zV-YhmLLEN<sY9>hL4GqptII%QMrid1NX!J&ALf>5<0Xcc78dAz2#}Z|TAl`pS)lcM
zKw_q7^^BpVg(do!0$2=fY!f7gB`;W7V&*|hGqg66p{1pP5k}s(G%!XRzcMl~FgG+q
zt&_oGX!*#*z|g=HZCu&N091sbmK#O}29^eBV^ttAL$vx5B!=Gp1Bs!J^%)r$8W^Ir
zSwZU1+gBiU=>2`L7}_|9k%6J1AzIo1iJ74F%RpkLXyZ*FG4LcLQXT|}S)#Sgj6kCn
zXmtum41J6iB!*rOg2XJ*+EPZK5I`IA0Ero)<pq#ijM2tHKw>7K31~DogD0uc#L(N+
zAh#H!wN*f3CTML2kQjP<4J3v>uK{wifeGrk8AuF0e}Kfy(E1u6F>|!K+sMGs#2BqD
z01`tV2LXwhq4k}?VrczykeCHp-^$3q(9{^M4FVD~L@P@`V(4Q9U@^3^*vP=x7}G7r
z#^_^_CI-eP#%N&xniMiNMjhueGBCy%_W_Hc)xRJyL$q=YBxa0O{~8$>o1%~LfYe!_
zl}#XZCTR69SPZS)FfuSUGej%zL1N%pOO*6yY=&O8gVdpqNrNW#4bjF+Kw{|Qjvz5J
z&<s4P9p)BjWv7vWv4sIfTpC*#VWe?mP(uQxjR|s}G1^!kNX*Q@2t%DETH6BTKJbbJ
zH1`>!wf{isOwq=}Kw{<?Wsb4AB}U#iwlKoTGsYI?80p^F!UC<$YGhz+X>N#Kwi{bo
zVw6KB2IzIIkpU=4qU$v=FvBQ!O$;p2=4XryObpTIfIwpC^8p|+^ganl%n~C#n;03P
zjSm?am>8k=AwXi_1v@D5VPb^d7BDg}0S%0z#jlAm`g}4-oe5?fS%O!ppxR+zfYuHJ
zhaXy>7$jzfk@rmuz)N6I%`-$F3j&3U2}V6=Vu(Js4N_-`QKy&~8KKQvfx-&CUj`CG
zpQ8eaSz?C0u^~npH!((UQ-i_}eH;lahEcwln4*s#7#WzD8e`PmCZ;AB`2)1X0VAE7
zqR$_J%)>0}OiV4&#%Vz6EHUZ|6EpClHPkpVLmz84GB7biUvFV#U}A2FHkSnwGs5(n
zxiLl?&cqyjz8j<$ecsf_zywPfVS=UnGqEs1>l1_YqR&Bs#4y`PCYHt+?JE;YV~ld#
z#L@(<Pi$mhYG8m-W}8@=qpdFisYCCFg2gb>nwhyNMjO}+G-!^Nr$JGK+Sf2LFf+$&
zBbiwkppC5?8JJlZp^XcG#L&l^Kw{|Y3XBZQERE6n;$Sh1Hk`SE0Y*JzZeWBqFJxq3
zZh+bDG&iuoD0j^b!Hc<2(y6(j5n3O|$iUpt6r)}+H#Em+vx1gFpogEiks(@t)yTjc
zWBdT*W+RO9%G|&NZO#Ft&H|%PVs2;vS`3Qr4~%-j+|UH0jbv_UhLL~G4bjKPL2fog
zoBsugnW6RVL1N};{XruGb7L&wXN*3lX=Gq-Vt^S2Cg|g_Aa$mg>A(bi4ico!5~JQX
zH$`7BU}Ru!YKoE1%}veG=B$kj%+0`S{!qi&%m_0+j4{gta}xuM_J+BM5!$#s$j#vO
zr>J(ApwA<M)LCM*@6An(Fw>f;DMr7{+|(SS>@+tsz-YIdo1u?qgTerPYz`!5j+r(v
z#z2h>%+1l~AVFf5m~m;2StpxYfS0wRhKq$6MjPGS!Wg4JV{T!IHcn$?U~XxE8E=;8
zW4R!8nEh^ZOU!nOg@F;;*uRm1g#r5bkdc9<nJGpa-O|hyqmO85W{HufEzK-3!r9W?
z0Hf@*G&jT|W{hdC1!g<e(%c-Qy#X3fL~q|)T9{y@KTAskj56EO(io%MwY0=+-&<N@
z#JQn?0Y*Q{(7?bLZT!l}(7*tF&JZMqk$(*h3^3X%h6aX4==Cai*%JErkfkMNd(G0)
z6m5>r$iNab3WZv)8XAB`h%m&A(Z`2C{y^`$7#bL0l#?KTptmtW{y?vP4Gj#<(c1zb
zF|_q6MurAP;6=U2dCSni2z?IH$k4#p0Mia*W3+KNkUI3WGaxbav0Nk2>VNchiJ^fB
zcr`PsTTIZ$R6%+zFvH5!5Hl`KG0Iaz15<Of`7I+u12gnBy&y64@l%i(Mn4`DR%ml=
zApc_Yu?-E3jj^aRLmw+J1T70f%WsATCI)C@o1iejX!C=Xk)h46g4AKOeGCmu4Kd@=
z6n$Nv5h$$C%MC*VQ%m%*0?;fDdSAoPzzm~K28p5P8AAhe3-tD+p@D@VdRxHIz`__a
z&Mi#Q>j02m^tu+L7rh)ZG_bHho6j=>iDBj$O9M<hEKSkoo{S6)ERE3HQicYW82tr9
zP=SEDmea`4&;X;4XlQ7FJ|_ZFXM#4r01~rAZvz_|8d##Y^$ZOS4bkfvLqkLG1|gLE
zW@w1MeiyVj45PhaXb2i|M=RHiER50HAcjU3=xec!42>)-(8l_}V(4Q_hDH|XbGSx^
zMwSNX?KMLqOCyYYWMqjkHezUGX@<6*%gE5!0Aq|1B!)hA16pZ{HdkZ>T8)HJ78@H_
zVx(PTLsRtjxS=s*XAw%+8ykYRrJ#x#VYDp_LHj{a=d6tkjg8DO-DiXuzs5%3{Y0pC
z7#pLHc^DcS8=#MUfi_N|kIfkx8(UzM5yr-t>E74`eO-Z(p|J@@y=rJ|g3<N?iDA^2
z#-;}7ZFECpQ!`BWnVMkw!wh{5xRIf;nIYP|pOK-d3C1`GNDRXcQxo+0ZjfF}v^7*l
zpj3c9-ehQMYKTS52qT@Enqihhrly#6ys4Q9dfU;^)C_$N+{n<>%oM$?XJ~4UG52I>
zYG#2^)|r}{qL1Mjnwp!Uw>u3@&CM~=hN%T+9cpS}h(7*jXlh}OwtmeBB!*E}m|9q3
zq+L@>6SO%<BSTY5@Fq%>bZ=^jzJ3j)&JrUZnHiwZV;dQo8DPw77@C0^Flc3>8EC;b
zrWi&&V`gZCK96W<W@wI4UxJ3$P}g)A8JdBrE_6FUMFNJH5qh84(98(4oHWB&yJ}=;
zhNZ1%W{kd;9i$F3ZJ3!DVB}vjV+*vk`$nMJ2yG4=EQUVLU}yna$c^SV&=4MKy=r1$
zj$sFAZ8!Qp8zVytW6burg)wGbW?_smw`gc#Y>M9RF|;toY-56^Q_$OW7A8g*Y0bg}
zeP4%>p@oSBM!Z>=8ep`&ElkZY${Y(*WAy&7p@k`C`@q7?0DYXx(8A0RBmG&JnPZeM
z7G@?GZ7B<L^!*=3h87rWS3zRNm~OT(z~~!Tn46=I4I5fmpzmQb0*PU?4=gM&+u0VD
zhUjAeh87kU7<Gz;r3ps6$-)w&UNAB+Ltk@jWMp7whCZJR8r(#0Gk^y6(A%t_fk*Ut
zI?w<c7BOS=GSSGu!VqnZoRN`%Ir<teBO?O~j5!-40}E61_%JfCFhft{pjDvgX~W3C
z5@T)xH0S}^MvGkTg2d3rON<OGEzrlqKpiRcx*OEFN1tahGBhwpFYiGmB6=GW)JR8f
z*BOD9N1(2cH8L_Z#2AwX?WaaBhl~u34A93rjSN9W7HZjKWM~B5WsDLAhDPXnR*XOm
zO0;#fU@`P@U?U?-OZ0gIBVz-M_JI*-j|sZpj15fC=hcji4NTGVuaU6<MnB%j*uWgq
zUPI6>T9DTapnG49jEoI2+N?&#h8XoKNDOUVnvsz)sGE%ze#S;-=ykl2v5_%G+As!r
z7+tTi0eb()$k-TtpO=vlsJKTfpN))-P0`0ojEqgt_dFUI8Jiek<X>YG@IGfyz#ziK
z6r&zAGB&Y5FYAnqP0{zP7=gsl$N!9sP0i5fnT(9hFxEX78JlAC5si#7=ifkL=xZj7
zOpQ#?>lu(3+P(x615-=%HOEFqrl1ZXT6~xqS)jLVjZBR&#_EksjSbN2JR?(M@Zka|
zVQOlOF|KE1YK$>vZe)rjK1@w8>P90|6ZCb>Mn<Nl=zEtyV(4qTL1Jd;eLo{pQw#Jy
zyOF7x0s2^mk*S#xM)?A2x1;A@Q&aT)LLhrF`U^&;re+vv($v%feY_py7WA<ZkXz8l
zS&dB1(D#xVfy6M%15?lh1A3gBqpuA$0_`3|Z}S_OS{Pxv&)foi%@as3Mjd5}u_qX0
z2l{$tkeE3}y<lpIzV_0{$kfsheeT4_)DmM%3nYe751Lw{@B1_|G6T(SqlJr^0s6W~
zkUEThqmh|`C3+jg$jlI9O_q_Fp&9zzj**!m#(FLzGthDubhj88ppTy#nL$qVK*?`r
zMi%H}eMV+RSnLHA#^`onj)5AP8Dp%iFfs!*(=qgd50pW5i-`$FnP_HWf<6XiWMO21
z-nRmYq4zb6EI<_vn!Ogr#^_^9Mxgy4Xmh<r7RIJ%Yy6FjER4<2%1I+53lsFcS|Bk)
zj55~31hcNSFu_>QWn^K3zUJM?$imbV({HB680pypv@r|azowSx<8Ve67<<@^j4aH|
zFw&%jnK4E?%)-nPeVoC_!rTD8-(v*YOMzbhT9~8nfiW_&FgL*{H!Li$gr9{W+CEJq
zBMS?RbxTGT7MS%BsK0>W7E2@aHEl)~82j3cK)C}my;!2}9RaB`$0*k<4KU`Tj6my}
z(bkX}SsI|9gJEQ3X=s2EZ<Yp_>BZ6zvu$B%h>?$s4J-}O`$EPBmKgn2V*^X@i9N{q
z5+sH`zF}-&X^y^r$QU$CZGxKqKnLoe*O$hI2I%{Ljf_FwMVqHH290r}<x7wldOOkB
z(9jrdPq2}(p&`bclChy7#$2T_XqX1WUQlZk-5*96<&d$Vu>ty+2dJrxw&%jg800*(
z@m-J@dY(2m#4K}+4NVNu=YWh2jWNb2jSWrE_oo;c8=9D+r(I*vQ7`EJHOAPFV+7jK
zj}gwshUoh%K<Y5kBxnmX`kE)u3OV#SFJogPjP)<Z#zv;-bpU8I2fg175<@TlK-;X*
z$0tD};pp{;v9XB}dcA6FY=XWw$jI2(1Y?b+v9SsGz%!KmVQgxIKBr`CY-)l&erjxN
zYKD=Ij7=@k*O3{6#;(!R3utR3S{Y^x+8T)|W`;g~015-lFf}nkFYk?wO)%E485^6J
zq0c>m!T{4eQ;fC`C=AfYl|f;E-ljG-Hnl|W_ZS<SVXR9tHa5dpKV)odhQ-b180++n
zjm-_v*L#Cbu0kKjG&VN3Kp&?DA6I}@W`m|lFyqa_2z?!ev9W~-dRxWV*aBnirLi%_
zc{fJJ#+DfCsX=1seOO~-OYre_C~4Bf0Au}zv9Trk-X$Yr6O288U@`QzqcLdo6+KOY
zj`Kk4&lsD4CPdN7P7^~j^l=bl6GM!33dSae7U*>z=%@qqc9^jVsCq=V!^jdNoK1`@
z(bo?dn;09S_oF~vdyF#M#Ml&5uL(vQ#Ms0HeQ&doF=)>+dU`Q4Hp3|Y%uF%XD1oyy
zdiiW-iZPyTY-Wlv2Lw8u3!{!VGs9SeVQgk*fDs>NX5f<wQPPl^nK?#YH8VFxA0sn1
zGdIOZFJ|Uu7~yATZiznbXbd_g0d<_;$k@yRV?UFznS~j8d(GI)!W@0<0pu3+wGhT;
z80Q8U8Jn4-?>7b6i?P-j6l<7a3fc&Xmj28v(a*LqGB&d`L?630HnYT--!e8gK;LH#
z8Vm!Uu80yJ<_73zl!4S4qK`8en;V#*&rchhWA-^gV(8<x#^#{GQZ&Dr8=~*;HZlgS
zqeZWK%t6!n=z2j@rx;=w^TfvHMi%H}xu8)WjJn4hG*F0co-xL{VPkV+jJX8R=_(lI
zGid2KdYjeU!~}ir*x1|zW1JN<D}>$`GB!6gMxXyRHa7(yD~TGHpn(;1f0$y-i5Q!k
zV(hsvHa9atpR)#?sDsg_F*mb7ANMgfH?zQK4_TUHtm!beG{^L>rMU%qzZSGI0Hb|s
zX@S`;wzR<5r)g|yVTlpWmKJ8{>$!|AEsZe38Os_z69de>JSGMP7;7a>3=B-r`)Vcz
z2I%Kj7@2^U`k|HMCI*HW>(W50fzjP(Vt~0n#l*nS5`9k2!~isPkD3ll42;mvhBPuU
zz#Nk?F)*?~AFDC}t?NUplR>k!=xsvq20aXQm}^`?;fFqk3<@jsG8WX_K%dV8g%x`J
z0SYVheg!D3(A&i(28I^s?Ho{8q1OSRutM*Hfx-%X3=|Yr=xqy7SfQ``2Za@Sy#-py
zjy}c+5<~CTnizmmG<sZ`n4_0#;Ej-I`*ut~+mq4CQ;-<?8bfe%4XwTe4c23Z3ur+I
zx?4aK{Fq|s^C>1q<``?)L1I|cp`VXwWMX7)i9T0pVq}3aK4fBKfiYie0vg0aD~nA)
z111<^7Ut-ED-$D26O6oNWNCsv2Wet#fH4kYVr+oEj~<i(G1hULfac54+GZxkhUk0$
zjZDBDbhK~=tq(&lON<RI(8s+&E2z-Rb`xVG^t0+f2jG~ZukklAHo|DHfmYz6_r*<&
zG4}wP7#m}($20+TuF%F`OpJ}u&-pYmF~&Fp2NZrL7-`bj0Aqb8C`{4!=zzi$ea}27
zOfk|QXdNDUUNAPq7-t2ADSA5x6s8z?A2c0>;a?++cCm@EktJpv8Dp%|2Zbp{IRxs&
zqV=OdVTwMMW@2n&f<EQ}5<~Cfm>8R)pJ!wQ>bju!bxlBH59sBKu_?x$TN7h5jQyr2
z#%37%{7sC_(9aPzGBGwsKjRG~W`gNAbBw*YCdTHL7<t;*0(>ksa=XdI*aBmm#sst{
z7$e>+F#3L=a6uny289boT?U$8#mMJo=;x9cnHZa4^kG5af>Hh%W3HVsF*Y~Bv=`K1
zLoYYXEiub53yi%tCdL*RZ9-7EV5S30%=VD6r7>o>SYqt+GBGhQ#HhQCEiuNgOiT<g
z)((QiFzRy?19SBDq=^Y=l`vWufQCTP%T5zR^fN<@OiT>T(B~^mKw}E%>E6W17`?x5
zVgg!Wf^M%7#+e8vCPo(MYZpvFM;&0;VQh+#S3!j_dU*v(&=`I*w!mmhfr<n4G;U&o
zer}JEi3!Lj=>9Op*rRO%Itv}W95ORDKwpbvVrGoKo)t8iXNf+3U}9zrKJp(WubP1h
z7&Nz-8Ds1zGy$z0M6ct`j4jdU)J@DxFxIM>n1OtZZilG>`kbbTnJLD31tw;o1q~Q_
zG3IMQTbnW3_hx1oXN#DanHgimxtW;>re1Rc^!W-CGc$~}zb0npnEezpbBwilCT8Xs
z=Z%<v_VA*oNi%bdbw;4kU5s`UXsiXjZ(s&GL<l{sEYZ*EG%_)>#28yLF|#yBAKwLu
zp|2G(F|)+j^KD{oV1iMenj2uOi7_!Zz&QT^B!<!N0gZ#8hl{x(X8X_F&<K5g0d#^N
zMqkL>5aa9#6AMdA^gZq%F^o93G{6i$O9NvJJ1h;*&-XSmu{1EnNaL0Un0*aPLyYlp
z6H7xQ^fhB9mY|iEXz^=lh|xbcu{6RM%QdkyLO++?$i&jv0DUgT#1hm%MYjV>IcaHZ
zfzcndG{IOOYhr0)gwYPOG%>}f^DIp)Fw(fCDaIaN6H8O{b3=_xEI|v1(A{i`aTbV)
zrKtt_d;n<W5&D``6H7Dj#U3c-BxoNgdVkOov@r(VUL(x>YiVqRz8=%W(ir`WMo@fU
ztl2TKG%>*FUs{5Cdg%6=m}0aKEKSTY>T^pIjCEfomZpa2`=~%+iWx_y82fNRVTw_1
zSehANl&6+v#u(!apshh@>*`HF`*6|gUrTe0wWcPP78rXYL9>1seG<^VS@g2R(!v}w
zpIaKDk9(U~T4L<$FtNnki)>;EI=u}wK1>ZjCu(7c8Kd{3Obras&t)<)H88-4BU1y+
zy=0&;K%XZ8g#r57MiWa5%=*aE0<)gB1RVs4>Shy5OJnpo5l|SQj|qap0DZ0;6b9(y
zKBfi+80Q&*!T`Ok0ty54HQS~Jh8TOfL1O6X-qgSlqwivBfO!UlsR3wpGOB+~4U90>
zh=9b<*Xo)Y7+Ipvv6vcwW}48=GsYNGH8n5>UwnjIzJSEg=W9(3KqGAE=9z$R$3oR>
zVvJtCn1ZS!wDuZE41He_Xh#Ej`Dbciim}ef)WFmPy{<3?EkMPv!xZDJI#UBPjPY1g
z1JHyIy5Gz&)-{_Nm}Bgr1c{-K6_^@<MA6JMGBrS7D`^T^Sc=xB28p4Ub*7+&mT2uO
zQzKK1a>&%k6r+!AYGh`H-ghwtEvH878<-lI8=%j1fW*+(o|}TU24T3x+ycGNZfazX
ze%>Z%Ij|A>_y*|oA@q3&QzHwEaX3@ZmLIgT*c7~w3_YAJG4_*~8d+kdNzfK|^z;H+
zo`Y6Cn}V(~K&xv_jSbN6*8nY7#yBSsbSe}2*sv*Rp%JEe==TDEE=B`i=7*BEj6u5(
z(fn&{h*5T$V&2^VS~`ufpA$6mggzH&YHVbVK8|E+Vqu2fzXWZ0L@#$uO)N3fxQV49
zMtNXjX@ow{X$oqDpvNz$F@V<BH8nLb!YG?eEG^OJTun_4F!sKJ#L)YQrltm%<)5h`
z`q|}1plzDy^8u!&h8W}7ATjiH>!zkg=;z0Ray~|T+|<;_7=7&36qI<;#+E>082QZ<
zw2}-hZJ2^)_%XyV%T7~cj5AV9O+m9K=z2{I(dW-iO)<}>F*P+Y!ASR}rWj|Unwpwo
zoGWB%YKn1omZ>Rdfi}8ZOflA4nVOnmoc9V6LtnFFYHEgl)-z}k8Tvf~pe6JeYxhk}
z&C$>72kFH)Z_d;llxfi1Y;J<F-xRc!7JWVxB!)iDWom9}g3+b{on3@pj+>jBW7MJM
zW*BSBKs$%g_XV1on^|DAU(C%g&ZRRoH^<l)V`^@0fsxP6%`MT#EKSWV3^D2y(AG5c
zyl-w{j%l6+#`v=-=(r%XcDt#$CB~U&rskFyXLgyITVkwDHnlLoOp_J{82jT*LC5Ey
z*B=%J=ICR6pm0H-voSR{w?to~1PT|7`qvz^xEnnUS(sy*XJLs^hnia&p^ulCnp>J+
zl;h^0jt{yWnCD)C!UesbVrpSvjJ_Wc6fPL;It$S06KHl=V6Gc6wSZh6ic;rU7-5`q
zY-(X-j=oO8)WXOTeeJ5Lg%QRYSCC%xc_vc}P=$%^K4T;Fb$zB5#wHkf%fi?aeZJNd
zbW{m?zO(?%ilEzJVvK&4im8PO#yT=n3sa1}P^O@L!WiifbB&j&1?VyybbC!P&Wbg)
zFf&5$JDXaVV)p$k%uF%bu@+_+`;N^FF!wxy#L)d~W?+nQMxL30F~(YZGXrB|^mz?4
z(4oO-;cRALj4`$e+Ln(#_X#@j41Me$v_%JfEe=Qwy(~5}Ff~O__htsB=IHHgGXqnM
zveV4K4E>HTBhVEs=<P7jiaYfAMl%C5^t;cD%nZ!ISMVa|88ZWO^n0~H>M+(4gI3I<
z_iN1zEHL%~nHg9Zqp$r1ouGl<{xdVcTwiBq06K&nHT{_xSYoszK;eg8zk$LJy$&!l
zFvDnLg2E3yuY!(eKwk?6+I5G%9|shEnDJ|Fj6P0iW`NnB0firWc@GLd^g0g|e(3Ew
zGXo0~^zkrI_@U2PgTfDe+yXSBh3RHXjB~}!3_uID(83;c@D^IRVP<Gxh!IwxgOt$v
zDQ2L9l+gNqW}pL&(E6}uhK3mX?m#<;(8pEGK=%(~nujs3Yi4MKKBr`4W{7cb5J(K8
zJOy2AgkBGV#L)WzW`>w`fSI8&Mm=L@2%11g4^tD2wbN#xeHdu%b~8g0BlPuGW`-sf
z80C<mi5W(^H#EgK+uF<!)Hy(N3uwazT3gD@*ckoZS0m5}D0*E65<{P_H3OaHgPvYM
zi@VX|&DaFv3|KSJ-Ert)U~B@uG8(14G6r>2(EWjNpPZ4Iv8gF~y>Dg=+8l|Y7h{hJ
zXo)rYo(qr|dY{e=v~~eK-5Z-@w534Pk{ES>u{p+Ef*EK*CVCxZY>u%W$;{XSW1Qd2
z*uoH_&NBvGsD$oc3v=|nZf2&SSyD80rY2?><vplFjqYDlQ;e|!Gf<U>o(@b+(eFYu
zGBX8jsz$fh3}el)nW-tpx-Za<bWHb|nWFcn%}hZH$kFXEH$tD^GBY*DI7`{g)ExcJ
zL?e(GdVkssbObDV8V5DH(8h<%Kzo+a<JZ&z{XS+RGgAwUbNE0$!zkNLElttqh0IJX
z(eFz&0=2@>+x#Fgj4&|6T;mE_&X2yP7j#kydY|3Q47BkMEu29GK6-g?Zh<j3W@c_-
zfKfM^TVV8^&CD%K(DwqEnOm4*)D@uXj?wygW}vJ5(Bs40664%jGjmIfHBX?aZS;0K
zNDO^`!OX${<4iF#3j@qL$^vw%B3f8kfKHOb5W_e-(9FWn0=-XcW?^KAKF)7uVPt~Q
zj<vvCZ)OJS3!#UVg|Q)epVQ3382yezBQpzQ^m}tbV(53H8kt#Oo=ItDVS=&d2^3Zs
zWtfGb0s36InS~+7+AT8+LsRs5XHZz7_me?kg}y!;6jtc#0L(x~zoXYjptGdV%QXwo
zPFM7J!#wK>6jtc-h-RQ85YfvG3log9c0nU8=;J;hF^v8PXdgIw`3ySK3B%2%7;EXw
zEHLK?%q&1Xd33*-Vyw?GvoJHoD4Q(IjL^pb%q+|-F#0YQW*F--%q+|?>lDzkT#R&T
zj<I$Xw3Gy+eQ#lbaVDFYg$0)M2ihEt?q3U2^feP^7M6yXdEe3q{j4i93rmc1UCb;n
z?(8%&v#`V%r!lhxb!^exVrhUeHvw9jf<A8w5<|}m<_6{%^F1Ij^!n1=zyf1^6X+&2
z^m%b}&?S~=`NQ165@U^*Iq2+Ev@{M{CWGFeF*m?m6KHN=X@)-U3_gk<tsDm*Ymb)3
z%|UmfW2(bAcgEb%0OK4lbI>&*X!Vvk=x!`@{~8*aqxTWb4Gl5QO))n##8_`;ZfJyY
zhZbmA5JtQi8eyD;WNv7LaW{-P=zvl5a5e;89E6&N%t426qP0QH4UIA8KFtk5yC2Z?
zniyilo1qCt`_vqC$2vxQm|~ofVs2<^h~ADcH#Ef<Cp0%SwLl+#Ha9diL+_WF8=7JC
zdq867^F8LEP2}kDYix`@rUl-Wir&5gl{n~q1CSU-IyE*nM_(UiZVXyXj25P#_3dbV
zFmq!QbM*4X+}H$Tjt_KQ0(!d+B!=FuGdDIhMsL5E8=GRByJ~K1im_(a+}O+*eU2F<
zh7lj2GosM*n=vS7qWjkj{Z3IMb7OOibL2o`=>1xA&{YuVdC(Yim?OF!78vu>=EfEn
zYs)}l=wpoL#uga++RTkH_j;HcTN+`MyT+Cn=X04GTVl)^nwy##VWde@GmL$U=B8#C
zYi!I-&CD^<q$#L1fEEU(W*FxHfqI<i<Amm>nEUR`P0dZw=kClwcYmYJuY$zT$Dqtj
zEil%CnVVv%7feA50MXrSiLw6P+|&|dU5h#B-fOhBfVr80A^O@1bI{;0dU^rfw~byl
znOb7ps|DH`i9W7pZfc2f2MWk7=<OVkTQJftXpk1IZDtM{q(v{YL1(t2mrZ7d80XuX
zn}M#4Knp)JBO~;FfVr6=#@$mOz3Aho=4M71a|s|Zj55s32s8bG27WO7VT>83Sk_{j
zn}ISgx<8CD=Gx57OiVGu*~AEaEhlLED*Cx#ATji{h~{RPXF{8snPTh%2kkURpQAE2
zGc!ORLoo++fHC6N42%2BEYbUK=AiZ27~yAbf>F<ynVX=GL79V=cB9uHW)_C%V-)6~
zjxBn<Z-#k(Cuo-lM%uLib$rm`$if0+oWb0}0%N=cB!=F8Hpg;ys<{Q`e66{KCB}WE
z<`$OdcS9SQTVSqj1YO&LzAn-nG`)ac9$11JfM|ZRG&DwEb7F33Xo5aA44Rq6XcvQy
zLP9T_ERBrN$4Ws{uIPJ`K-1G0^^v6!W_kfFTS703EsZhGu{O6f##qk<nq|jG8<r-9
z80EO7i7`g{votY9@8g(TnqamWEHTezHwWFzjp1fPj5$(Jm|}*NA;x^Ixuua2`d)5O
zn4+Hv0}500@gZ|dBaAx=%t2e1(AzJTphg#Z+5k0lFvKv{E|^=IVBAY#ZVB4VgRa*E
z<D6(vn4<UX%`Hta#yrd|O)<{PFt;?rIN!qD(##Bf4A0!s3}Y{fxh1IghweTzGxTwE
z&@uq@d0lf$bByyb%`MF_)(@G3E=5PLe=RZhmzi5yn4+)k2Hif5zIN5z($Wy4y$d=9
z10xTDZg)rbn<d8igcb${hUj_F!oa`;z0CzWbsBw6#KOS90;4}@X<>rVF0r)0xX;ks
z(gNdd6Oi99+V_^0823P%TUuh==K$J`gRU3kH}t#!@*Dcxgav4AH(GsUVPJ@H*Cj{{
zeSFQr0Ce&+YB*bf)-Yq3XN1wlv@kHjxa$LSH5U3BK9G6ndoC;tKqrx6*o(35)xy9S
z<Gf*z7<yX|w2TM6Z2=mkM(^i=R`a8;gR(F%F-4!>w=gg<LmwlvFfcJk?^{_IfDW@o
z_lGIQz0DQ|rWp5=SQwaMw3R_ik1*{pGe*z976zchKhf<q!<c`w0NvGt*3JP9d!zR&
zK+BuZ`<xaAn0I!9Ziqx5-vx=Gj|*5BVD9s`FtETl&&|TX!U%ng0(2uB`WXu#G4wMQ
zEI{j((c0c1G4wXDg^@YNomUp1q>G^!G|-P0rl4c#(Ar_3BS+EaH7txQOwik`prLw<
z{A*-^v7X<;$P%M14-&)lhow3C8fyz<1B^RfEsPB?&il78Ho&-_6C{Q{#tj-CM_>D4
z0XjSoJq)m{b+#}zG)G@+U;$bJgdWZ&mgX3F%fu4ntU3$OwTI~Tf)<dY)%zBpqixXY
zD3BO>yWPUf0^`gn&~P^T7@mchB}QAo0#yB?wM9W<=;JCDW|kQ1F)cu6I-%!5Gt6^@
zEzAu}F~ZN>zzid=nj2uu30s&OVw{<70U8)Z4=d35P3U1|ZisPjq=mU5#$Iy^b0ZV<
zH4YZ$Mn>p!9Tw)8XM=;pF!GGKu>txXSqpPxjQK$eb7PD%e?UDK^s#UY&|RG9^_Hax
z#@ba2&{9eCGzr?4iYbOMW@KpyIw=OVi~xzD*Lk4s2YTKI9mR@XcUu~oV64}(G&C_s
zUsD7UL!XNQZRbSq<5+?&^+D@jS{j;~pr6TW3A*G4Ej@$8(A#E~hGrP!ww8uw7<a&1
z8e-1JTN;`hqtESFf`&%W(x0WFImSKipc^~U_bON#T43Cz267Af{#uY2`rdVrThP-Q
z$Svq?LXca~*C|+njuAo2zm|p;7<biz#L(*iQ1=qOzO*#7G(|6)EDbF&_KaE@T4Idz
zgY=@e;XryZ(v^{cG5Q>-rICR#`W!Rp<|K@8HZsJxtJ~7Z0AnAECFs^BwDQFgbbAt7
zztPeN^R6RH&`lC(`OVS@^Xzg<BO^2Pd=BcKWBSbq<18~v@P!U&c@=aLE{6MzEzsL9
zmPW=H?R!hmX-(*P#t3wII=UU8Q)V#4EYZiqEI~Vp(fU1>#zq)@Kad#u_@5<cT@`vh
zH#WuCFK%gSf>Bq1P6$OGbF&0(*g$s+Xh{~Pm>GKi$kG(FDjLndre+vx7A--;b?E8E
z)C}YP3QJQnOZ4$<OVE8|=wT09<d0#V1;%}vmZlaM>x(T-Eimr%u{5>7IFk*OQ_<U^
zmZp}*80CwpCB|8GmZp{#=wn)zpzBD{!xXfz8LgdTX=Z?Nzq2K1K`Xj{!3##w!X9*g
z0J=I;bBuKWmZlaMcMOBV3care3M-8KVQPVKCYvQ_tRCGTrj{6cku5=2mY|oXrj{6Y
z(SgDWqkaP|3`h5ynE}QgcT3QMV9apFIGex{v`7=Z95OS+nCrDPGc-dV=dv^d9TSQk
z_C|&nWvrPI#$9igpesQz+-HPw7O<t6F=jnuW^9DM|J>3HbFR|T%ot;>1}Ky<${`C=
zj5SY|7N8Y&Xnq6j1wfBC3o~={aYswgmO`|47)T6#e+p=8IC@{)5_A_BdK$7Y$Czib
zw6MUKKLUxNj|*6Wrnk`J*TNFxZYR)i4*DE{rG+KN7#U~;3VnYv=%zu8^2*Y{5WT+&
z8VSe9N0tT{>s~D_4NTF;|12%d%rNSBOEb)Nge8_dZE0bE)~_%&FfcJjTUP}VGs0A7
zYK~U-fOgWFqq)!60CbBHYP^BP(B{QKV(9mGgTyS*@;OKheLmFKz{uDDZLR|(W{B38
z1c{-a>27QQKEV?uJ%iMt-{l8VXN)#S01`tV_Xdff_tlIIj7$yD@&ZU5`rT|Gb?9s8
z!D49R{2(!Nw6>!$=oSgIwU;0<^!wC7V(9r2EQU581rkGFt7~jvWRAYa6C{Sdmj@(f
zfmRNI#W2zfX!str+yHg_(9ifVHZV3o-){vLL#soLLBnupW2Im*w7xhfu^6HC4Zvb(
z<KrMP^gH1|VkT(gi6Ajkw0%?{G4%b@#s;9nXi)1YkQn;h7)Z<lZGHwUhE_g<#L)Wz
z#s;Ps_qu_^(9i1wiCLo6TVOGaG;V5$zQ)klz|;_Z%m^fge#QsrBu4|ZGp4~}XyvJ~
z0q9O!^l&jXHAkBRGByC+Ba7Nc1c{-qXEio3H%6cL1B;>clR@i((AOw|)S08TV?ko*
zdka8fmS}T3#s=ml=zI1+Vwics+{6^EuV!puZfb<KRu?RWk*Cc~EztTn#s=n~T}fzV
zn7JAHxgQ{Prf6d_ATjjw2|;4$ch?vjn1fb%q1$1OzQ!7)7ky7PNDTe1UyvC3JSRvD
zeQgg&%o3wMGB-y*M;+uo^mFdOVrb+1#s;7*%jjthwC@<TT>?7A6@9E8B!)gm1u_qP
z?=?uB0j8TRP0_~dK<d!%%>{{}-&JO8U}0c_QI}a57^2Nlfz(-Gq)E`=I%+$|*ucWj
z0Ikgc5<|Z~3M6KPQBPZd1}V_efdy!g0!_@)+!Ae^8g%s!`kCJ#G0Za7(gOXQUXVKU
zJ;5L`GmN}o32Jzvy9LzPLl?u?I|n-05VP%LX^Gws1*t>thk~v!LSF+362r(_hM;rB
zQTwaLh6aX)X#11FV(9gep@E?>+BgzO9r`^#ATjj)y2geEpes&M!vG|PUdDpA0HWm&
zLjwx~wEb$vhK2^{>#0Fv81Z3f2-+ElX0M@{0oqy;(5wOa{!5UU3EIAQV?)r9{b=bK
zbf-LeeQ5~VbB5ZF0_inJTWbmuvp_HJL3huijc0?dT{1v#(}1pGLK_zask20zHvoyD
z_YsW^jWN~<g2m9*LV(0D$_>znK6-o25OnPv>iCthp|Lso`7|Ig^nJ|6h9($iJ%h#2
z=KVmkJ?Lwhz+&iiyrG!^M%@h(LmTHe1|<!&eY0ROjI?29h`!Deq|O*4?9D)zS)rvh
zGegWYX=a3e_oK0)nUMk7*egg3{cH!Y7<%1pXl87R-bObBt%pO84>M!*JB*AC%}mhG
z%LR#{@0kLLq2IS?Y-k2L;SAlsrs!vFfYh0wjg^ALu*8w6C3@S;5Y)XyFR#qZ(D!c{
zgQf$}+r@@vpaVwH-Di$|&o^j+A^Kb|NDO_P3nXTSHYaQh3TL!2ORyMvI~Ekq7<tRg
z1pS^&a5$sQrGmsPG0HzPQ}lI_pfEK-n<D^;p`Sql60^k2GiHY9{Ubv&kOR@f&kX&J
zW>DChqm4U)#L(}E1cjdw+FCV`m?_#?9AiT>3j?%ub6_#__J$#7a|?PIYi4PT-o^w?
z3!$yW0Ub(bh8fPF(H1oSg62rk>mzdm^gGN!Ct{hStuq4ML}!3D<^~co!pN)UhM4)o
z+z>N=m>XK6kAoPRgRb&KcQfeNGYm2Gb9Rgk%|W*&qN_7TpNj#hLqE406n;jSY0}ad
zz5i=yhOwpyq}Kv%oggUuFxr!bpexeQ`dfzPphFSR-E3%p-VQS~H$>kX4hnnB{9$g0
znLo@8(eGn628A=)`dyG1X4*A3vOpV$1BD;@y>1{e^m#Clm<4*D*wEY<{ro0l&`n1e
zWu3W+DMlVN2i>-S9#)_eBQeD=)2S)?{JF8Axv2$4eQ9oLhIR&yv7xz{5!(6<uoy=D
zYi@?VHpSS`9F*bE-DhTwk$=t2(a+@s=|w-U6x6UVL)#+(7DJl@H#P)aZHGE<1r|e(
zb0Y&I^tlsbBLgE#^uCpmfiXrM51!^k>*pC67@MN4YcV!509~$#8U`RSbT=D;&e23`
ziy9eVoGol@WB|Is0^K|lOSH8CAa#~#W8ua|m}krw8ySF3w?Q}0%n-fZ3A)`Gy}U9q
zFf&7&?*^HNK4)VLTK$LKM>GNraG<qmj10`p(Z|w^3_z<~(cOn}2AHvt0q7tl40UE`
z<1`?3=<6|!jX-D2ptVbk3_!ET=;nbAamElsUoQnR5B;1SP`DVNkLwwMmfc{)xf%K$
zj3B*cX!GYFF$?ti*T}#eeVr;O>@o6|k%2k-{4YqIC3=6*$iM<)ybcu3Xln;SVQPl9
z1_LC9KHm)r7mTtU)KW$->x@8G$Dxh$8yQ%l-vw)IWN3iCw+}3aUPc%h8lvyxGd40b
zM897bB!<5CA0&o8zh!J>XoP-`F-Q!39Xv?P9PR8tkQm1Jvk~YzTy*~$8l%q-8iRK9
zqqp@yGlA&+P$O_B3@x34_Ftm4uZ%!JfYu%|G6bDkjjk8tyn0Z$px?g$5<}n14e~F>
zIG2&3kqP=(kddL0IojSikY4ol44^PTKidl=h9xdRxA~#_!^8l64#>#R1fxG_1nT;s
z)gMNNCg^uR8XJL*7r+QpQ)Bf0zLB9R##{_|2@87pX9zm|4&BXW==V7o8yT9JqOB<c
ziD8Tn85x>m)ZIp)MjS?*gLe0!+lz6>gRzm3fdTsb2S^OPonvHVh%qhz62l04W6&un
zX!e3H3q=>hxW58)DI@wC43HT5xnLkMBlNbs5$Li;^t#*F9JB5=wlG2;8!<8l?Lt6z
zpM@FP85PDxpuMGN^HD~iYgW+nIq1$^w05zPv84fe8_5W?j}*f^OZ4+ajg3Itw$be{
zF)+mld(fqI=;_bIzyfWJy0H;x8Uj76OpMX*9Wge-ylckT$ixJrJq{8>+mC2$WP)*?
z5m*eP4Pt75zShs!2z1yudbohb8PM~unHl<h(Z)t*pbdIxacO2|hEcDA_Tr((ks0WO
z3k<!MXlp8sjm*q3=EaT7%rVB+jX*~dq327`!6aD3Fv1UXm<on}Ezs|M1+DtR822$U
zvoywNBZ02k!tk%9Df)Phk-32(rhh?~6rhC*=zduA_LaE-`W`1^BhWdO==NHGPFF`W
z&%)dceN4f~!W?~Vw=rm<7`^`n5<{QgH#Pv>dXH)cNDO@p&)5KCjj*vX=t>o|{AO%m
zjD8=Lu`#IKj+Rc14NTDQNdl=uzyBO0hLMjzlfvj@D8>e+=y%r`Lnc$v{f2R_BuE|l
zc?#gu4=}>Y$j|~k9T*#%8>5e7g2d3<VW8s=(Blns|2g`Yo3XJu`h7OW#>N)t=f8l&
z(C=9RiJ{*eVr*<|X^38L85>&~VWbTc1B|&WW6(vO=<#M^fPVe~XrKlC3{#Mp1xC1-
z7#gDOvoSUXZ3{$eM}Y1tM_ca$QistV0^LoHKJNm)!yLoSM&{^snK9;l<;I}<%F)h-
z1c@1=j|&)^fDY$FOIIew=<7g@LDveR_j^D$OJJlS69XgkF-v36rLh>{Vt_FpWehq#
z5v?C(Y+`7L-VOtWGx~TPD4fy9uZ&F$Ez#$IK;eu&E?{h8gnkC6u`%d68?-VE6wc`V
zWKcMx_qU8qjE&IeD?s6l=?_q21taXy&#(uDy(#+Gjj@Rd`rYXub?9f{7#o|IqTdM&
z5;MZct0t!CXM2Ivp`UASY;0m?fIgpWY+{Cf4me1iG5R=-u?fbx6(Dt%=yPqLX*x{*
zf_B5Bhm|?{U6;njCZOGJ=;|=nv>BV3TA+{JfW*+}k3gsFVB|N@a0yyHXl!O?f<9($
zY-WbO*3{S-)Gk5K3ufjRV`QM?C(*~kLDPAd?gJg9j^<y`fnVtP$jrh5y&Yz3W?_l8
z?$FrS4795O-8@T-HEqUbmgsjT8XKD%7+~Z#a|6tB(i~KYqS*mD77VR@3c6<=qYMKb
zxP)FNf(|)C&#UH!=xZg7jm-@)=0uFm4K2~<)Qv$0jbX&Eg(XIwF|#zps0Ym~G1dfv
z!V1G5W|kOpF~;TwhUjZkjLk9Ec^I1;pzr+$g+0dFBV%(zL-e^PW6Zr@pl~roAKw6l
z6{cH^(C+{>Ha0gxzXKH1WWX2~Fg7<fM_a!OQfG-#MwpvmjB$gmJVl>(2APLZ@0%N=
z??W>-Ha9^(7aJsou@2AJ9CYg+dYUvrzb74Z_@4<z{b6ouh&~2y47wTtJq>{l&_Pe9
zplc7&`ftXT2IzOM7=um@L|^L%5<~0bfYz^J%<r2Rn4#bMYHVU)hJL;PNX!I%?8d~v
z3}ZaZ#J~)FUkB(UVDvjDL1O54zJSEg?^y<kq2Ff>Y6@VCNrSqz=>2IE0}G6NWMW{6
zeh;~^31}=5t=u&+urx<66HN>a(9f4LHZcTkKu1j*CZOxP(aI|m(7D)XWs`{^#@VT$
zCJjbk%>=Y42Hkz2tyO6KMsTweEe)9%8X2OG9hw*#nV{!46GPB(gy{Y-!kB{ug)@5H
z2nuJkv<3=OBeeY=ATf;fz@TtOpHBgWGx|D4P&lKPL!fX*Ut<FbXY{pipm0VnV@(VV
zF~%883=K`u`!k>>CVE>Q6wVm_H8e6ruaiOHj9w0b!Wq4NYGMc)+CvX}WAt+uj7<zp
zjM3M~nSjm#N2||G3_-VXqMK)Gh(3OA0y=XKQ?D8Nx>6HE6AScyiix4AA$oh)#LyID
zj0_}(8CIqkV<RSpX2zJ|VumqBW@2b&f!<F6iJ`X%K|ANr*Mfn>(8tz6r`@2Bn}NhI
z(t)v&DcYV8P*dIvBW)NPVa%0-?z~5DAAs(0$8@u?CHgp~iLr?RhJTGsFy`J(K*s=~
zml2=_K6;sBY-)(!W;HQ3#b{fA?tn+1V>U51Mc>P447%$aeLl~`*bMz1V`GpQMtU&@
zEl5I3r=Ug+TAc^F6$O1h3Ut>wdV3NihEWfinqcfpFfj!!tVgrg+yG-80O)3D^sx~W
zbByy)KwT0e^l>B;P`eYo4gjqiK^sRh0bOs89!KV&O(y8>GcrUU128c+LO&<L*u>n(
z0=*4l0y<a{J)fI{2FTIvFvb{bHZeCbKp%rLF$bkybiEko#v7ZMn_$edn}F7>qt{WO
zd#ljKHciYy8$Z$QFhxHz9hB+~(EIi#=4KdkcP8eb9s|00#^`6Zg4~R;mI>rvjI?HM
zVuq1F%uOuN=g&c>WTE%>P0USA(D&nj{ELxx%}veG*QJ3@T}2-oHZeCtKX(QcF6igZ
z7@L@zW2`+lF*nC-BbkFPSwash3uE-P1|YrYZEq8E3yd*%6LSm9a?%{*jw;aUr<nDO
zIcT>px?3#K_u(3wm}A^W1s1~yKhWJ>=;_bG0AsG)#KHjm3@gy^0s39Z#-LlEG3pr$
zLyY-Q6AMF(wV@^!h8XLcOe~Dh&r&uvu>j4cqJ@ElkrDbDO%u?8GU#=H1?Y-8biKyt
zXLK8zSQr~&#3kq)IrQ?%64XmXHP6)0&=`GfnW-V@fD3eWMh570ys05*mL5YL#$3Ls
zp^-7#*%QW~U2^Di%%B?t(c=TuQbF%ani_&G1wpsh7-KJ)siBDpdfjbmh*{Qwu7gA$
zD=;-Q#TfH2H8eFsZ;P55f-ciQcMIm)EmK1?^m9&(O${;YT2n(aQ}lL@si7IhS`E;)
zEcEe7Q$x@x$>?q|H$`8sX9_xN1Fg(9HMGE(>o7I6Fhp-lfx-{H>;#1$die)xsbI#h
zsS)}ZBdBGIUN)H;np&XUH4O?YjQu30hM*19=>9b`MIZYDg&%sE4GKTZv|)~Zza+SI
zh2A~@g&%sq3>1Fob+@UZg(><t5=acaPBt~PFh_64ni^Ufq3^FXHMBH9?{AqJTAHDc
z9hw?quEjA09X*TIjsS^a#D|d~Mm=b1WQfrgFa=H0qm?fpG4%S}6x0MpYZHRRFv=1W
z1N6J5jZHxV9BAdesfhu`eppiz0}J%_si}zp#(2A_2`Gc0r58{q3~f9Ibo(?$d1Zpx
zM+CJ5Fv8x%82x@pW6-UA=xtF`6Jt}fGbKRkFw=nvXu$xwn@x<-_Yi@uWJT|<nwprH
zqtC0EnwT1(or`E}YGP`PzFr=58!38U19a0MMm{$&Gr&mqCT8e&D;k@cm|={snVJ}*
z-x&)E10#(53+f=DwZ~0OjLp&Ktw1*up^t5vnwS`)_i;>3Ofc41gTe~Ep8^Ui^mUP-
zutHzk0}3llH)Gsi3kqk9HRYxzW=5E4*9`qEE>QTHW2QATjJ0Z}CZL8VdU^q!FpnXI
zF-B`@Vvc?`nz5;g1;$<l@ZHd8<5#987A6>FiHRkav<4a&MR$uOMw`ae#1j3SMPpFc
z4}C47si^@*dku8u6-NFwGsIYLVQPkP$AdBGMiun2b&weP_$25)SB(0@+yZ0Xz|`Er
z2%~LbZefhR9vF0_J4XHm9fXTsW}91BqK{>Oj&(u1ztI>ZhCcsh3hFMPm)W3$FVXXs
zg@F-9+X8$@BU-$H_M4)&BS8C2(aTd%5<;&7EDSOB0fBmm=wmXV>$lL`grK_>(a%@_
ziJ`a6%s`8e(A)<SLm$%ul~(BebC4K%e-L!sI(oa^%*YgDU7wkesRjC6xf$q2FSKwr
z1KrYx7QbdjW|rvnzL}A^0eTr`W@L`hZ!|M9$2da+)IvfZ3pX>eFhXDVU}j`tf}T#z
zj6kOrqQ<$Ikp=qQ#>QqwmIml^;2^i4m(L)#pw|^3x1f)Kg4}{WUTkJ$VTRsrGBdKU
zK+l(EMwTY%ZAXw8`aF&q=wuD_v;kU-gO)$cj6s*?poIZwS1?-n2WrWqw-Z5n(Z|uv
zj17&^+i)N;j5snjG(pb`W}u;F40{bR_Mn;>8)5A428p4s9W*mG!kD`=Gd4CtKWoFx
z*cfAvyP2`E8G64AB!)$=1$x<JW^96fZ!@U#hOxfH%-95DzcWY-y$%2!kAz-kgSKg+
z&)b_Bn_{$^K=(^xlpDsN+hEb-+{_5mA7&VJGU(1pjC5~oj(#2#_=Xk?H=CLop`RsS
zW@?JDx5~`a)C|3yZDxvbj<B(rsi_6}d;s`fMzpfn%+$;Pqs%b{Ep9{$15=PK=wjyR
z=VO9a4I5$PUsKSnDj0e#G0I(2b2Ie5ff?v%Ikd46kQjR36tr3eQ?I2VMwtV;?*zRp
zHnlWCZ=;);TB4tI3QF`C;|yk?%d64Gfz8Ye4AJ+5fUlrH4|~vY9_V=*bmb{}IRx78
zj45V>-me8MtwrBAYi4GMu@27+bZ0wS-wGs#Q5IX8o1(Yt%q-2(&nh-HvoyCv-*aYW
zX@N2S0jk~5+tg;378qkjW|o*^mY`cW(ATq?Sz1`2kA0b0T4Ky?gT&DLE@qaN=yyMY
zmbw_D_j}9@3=GlRW}uzT=yQf3G4wr|<^~4n=gonZgJ7I*0a~hyK7V9xV2Cki16p>2
zUao<5@nPBvx)K~UznNp6>27Rp06IJxU7az;xi01g#zyG%s=0x&C3?Tn9JKTjt^EgD
z7KG_H6O4WDpk>JDb-cL&#vNp!Std*LzO%Ujs8@pS4^vb0^3>eO#0Vq&j7-qa(gWQH
zjD9{pSPUbaL5t(j+7aePnDv%9s4a?ChM60gqTe?L+7yGCHjK>B?}jlpH!?FspPMiT
z-=K^Z2B4(@816GeKX2IB+{oM*y^RDCLoZLwjm%Ba_fnV}fjS51_L^Iuw^_}NEYQy&
zHU^1d<Rep4jJ>Mnrluz7bKs!ei0JEDKw@ZZDbU&(jI)N!%?;7dM>htEq4y2UL2Iqh
z%1O|XMCf(5xjAT~5?UCTgLd<viy2y?uW>Lp$84{G#L(Mo=H|x6=w-3FxiQAsEav7I
zcgPrnZbe3~Yt79;D;m(<2bxjF5HrKH*97A%6?1dY=rFooQ)Be{$lTl%i<?a`_HUVk
zFZ4n;&&&|L95**N!<fS`2VDY%p6)^CietnjsJVh}hcU)@Cn&7Y`}^jgJ>O_`vbi~E
zKn&eH6O1-6D6BB*6mwII^N~Pdg_+h&&C%;xP*|alL7AJI8KU<!Kw*X6-ZeKj!&uJ`
z5<?$jGzZ=JjNxAkjQ)(dxrHgF9Tw*3^RVXTpc@m=!^#4qy#YEI9KF8}62qvc%|WM8
zqnl@Gj&|OrvAMY=#(qT571tQy47$DotzBnsfw{-Y+``ZRy>DP{VSq8;ZEgYD(23?g
z3ygDSjm<3#G1lRMrghQ#lAsmB=<85GJC`uhsfCdl`go4Hg%QRX8lYh*^fs%xg)#aa
zM#knA#u$B0kQjP@5Of_l`q&NVI&kzcT5}5%j5TfM7N!Om`P{-3{hnoG&>b!4<JllF
z^m^LDz!c+bIgl87KMHhmD*D)ng@GAH`v7!*3i`fE&^;^Yb)JO*sL(-;bC4K%e+zV1
z3VK}zs#P)Vus}Zt*Vw`UwBZWf4hu{4F(?ZI(24r!>MTvr>v+)h=ji3Vg@L67Mwl8J
zVC)$Hxf#7pXkmbHR}|RI=<|r6`(4n>9FUu__`?Lftpaj0db$U>8NF>`VQ7GU7PT=*
z41G)ibPEi68Eat(y2KYP{0t2-)|FZq8lvC9V+<0*@UNjE`aLkl7KTP9=wrhchDJu{
z`3N+8ie8?A#L)AMg`p9~xuF(@#-`}&P%I3MG0qLOFvK`J+888;K3`#BY>06-3rGxo
zeJAK181%M)g)zn*BgPh>Q#sK35Eh{B2U=Nd0XhO3tv<H^?Z(3pGcreSOId(+O<|a4
zY=V*2jEync$`-~ZhUjITg|RWl`WFjh6I1l@Vhdvvj5EqCK&xla>QxKSSQT3P#lqOs
z03&UHu1diOD^rYh<`%}L7<+y!j6sK#p`~YIGmO0j7RF}g==BUp3?qLSn_-+$VPOn9
zEC<~VbBr?rEQ~=lD~3AsdxwoJOfc7#T9}v_qK~;*m>HR(&*y=}(8p9Q%#1PCd4R;w
z#}q8gK*zzMxzEhl2qO&4Ks(IP)tO+NA7%kMmmNKR%}g-HRV>U*(C;WPwlD*&L_xO$
zb8o2yXekMLx&jTHq4h&8%*+hX$B{tCyrb9C7G`E9=>2#LGc)u%4?ylS#z^;OrWkui
zEX+(X)&qmwg5CxJxdpwg2XYHWy=7*GF~4eIW{xpGZDD4PaZay=nS}xRc%p@wg)w?x
z%>s07Gun6^NH6+&5YX}W7<IfE=wN&Fc(brTACCatQH8!v-@?q&45OW6hB?<^VQyf6
zkyk;}N9bt{bX5;}xdA%w3vGPT0(AZw+E^+0PAM#67;P2M#r5dv&m6Sa1uYEBL5ri%
z#f*&6$8ABY4$=Ft78WL$<(h>F#=MZFfsq;dS#=;W^mGrpZWg@`urx5nIA7k<0CZdq
zs+%nhKwF>C#X!3i(8Y``(9^S}feFSrca{bwrs(}1O9Rk~J#_O-G5Wuj2Bs$HX~@z5
zb6qazngR4RB9;bbhUnvKmIh`<=w+v+fte}#c(J7cC=+7354}GKavyrz4CFra_6x{;
z=;gSj0p|P+$bIPL707+)^B>?XSZHY%B!-@LEe${$;L!bHjxly)X<&{qFKG$7&k(JQ
zurvVOw1;LM=r9m;w-}iippS8buJA=~OIey3Vw?#G>gl4DohG1J2(&gAXxBD+Th9cP
z)X>_%CI+UU3ujT>3|f6<hStsojjvgv&G&%Ckk_k}6eVWnq!#gV+1T)Maq0(WR;4O{
zHtc~oLHYS5AdZoOfkF^Sz%wr`A0%K57jRLCR<JR5F)%W)ba8VtGBz?W0Bx3Z0j(M{
vH8*o}c62eYv?E4IEH9Ux9WPgLNn%k+MNw)RFP91Es5282UM^KtSARDESXC}6

literal 0
HcmV?d00001

diff --git a/Introduction-to-Pandas--solution.ipynb b/Introduction-to-Pandas--solution.ipynb
new file mode 100644
index 0000000..9b651b6
--- /dev/null
+++ b/Introduction-to-Pandas--solution.ipynb
@@ -0,0 +1 @@
+{"cells": [{"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["# *Introduction to* Data Analysis and Plotting with Pandas\n", "## JSC Tutorial\n", "\n", "Andreas Herten, Forschungszentrum J\u00fclich, 26 February 2019"]}, {"cell_type": "markdown", "metadata": {"exercise": "onlysolution", "slideshow": {"slide_type": "skip"}}, "source": ["**Version: Solutions**"]}, {"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["## Outline\n", "\n", "* [Task 1](#task1)\n", "* [Task 2](#task2)\n", "* [Task 3](#task3)\n", "* [Task 4](#task4)\n", "* [Task 5](#task5)\n", "* [Task 6](#task6)\n", "* [Task 7](#task7)\n", "* [Bonus Task](#taskb)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 1\n", "<a name=\"task1\"></a>\n", "\n", "* Create data frame with\n", "    - 10 names of dinosaurs, \n", "    - their favourite prime number, \n", "    - and their favourite color\n", "* Play around with the frame\n", "* Tell me on poll when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "nopresentation", "slideshow": {"slide_type": "skip"}}, "source": ["Jupyter Notebook 101:\n", "\n", "* Execute cell: `shift+enter`\n", "* New cell in front of current cell: `a`\n", "* New cell after current cell: `b`"]}, {"cell_type": "code", "execution_count": 21, "metadata": {"exercise": "task", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["happy_dinos = {\n", "    \"Dinosaur Name\": [],\n", "    \"Favourite Prime\": [],\n", "    \"Favourite Color\": []\n", "}\n", "#df_dinos = "]}, {"cell_type": "code", "execution_count": 22, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th>Dinosaur Name</th>\n", "      <th>Aegyptosaurus</th>\n", "      <th>Tyrannosaurus</th>\n", "      <th>Panoplosaurus</th>\n", "      <th>Isisaurus</th>\n", "      <th>Triceratops</th>\n", "      <th>Velociraptor</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Favourite Prime</th>\n", "      <td>4</td>\n", "      <td>8</td>\n", "      <td>15</td>\n", "      <td>16</td>\n", "      <td>23</td>\n", "      <td>42</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Favourite Color</th>\n", "      <td>blue</td>\n", "      <td>white</td>\n", "      <td>blue</td>\n", "      <td>purple</td>\n", "      <td>violet</td>\n", "      <td>gray</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["Dinosaur Name   Aegyptosaurus Tyrannosaurus Panoplosaurus Isisaurus  \\\n", "Favourite Prime             4             8            15        16   \n", "Favourite Color          blue         white          blue    purple   \n", "\n", "Dinosaur Name   Triceratops Velociraptor  \n", "Favourite Prime          23           42  \n", "Favourite Color      violet         gray  "]}, "execution_count": 22, "metadata": {}, "output_type": "execute_result"}], "source": ["happy_dinos = {\n", "    \"Dinosaur Name\": [\"Aegyptosaurus\", \"Tyrannosaurus\", \"Panoplosaurus\", \"Isisaurus\", \"Triceratops\", \"Velociraptor\"],\n", "    \"Favourite Prime\": [\"4\", \"8\", \"15\", \"16\", \"23\", \"42\"],\n", "    \"Favourite Color\": [\"blue\", \"white\", \"blue\", \"purple\", \"violet\", \"gray\"]\n", "}\n", "df_dinos = pd.DataFrame(happy_dinos).set_index(\"Dinosaur Name\")\n", "df_dinos.T"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 2\n", "<a name=\"task2\"></a>\n", "\n", "* Read in `nest-data.csv` to `DataFrame`; call it `df`\n", "* Get to know it and play a bit with it\n", "* Tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 30, "metadata": {"exercise": "task"}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n"]}], "source": ["!cat nest-data.csv | head -3"]}, {"cell_type": "code", "execution_count": 31, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>id</th>\n", "      <th>Nodes</th>\n", "      <th>Tasks/Node</th>\n", "      <th>Threads/Task</th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Scale</th>\n", "      <th>Plastic</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Max. Edge Build Time / s</th>\n", "      <th>...</th>\n", "      <th>Max. Init. Time / s</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "      <th>Virt. Memory (Sum) / kB</th>\n", "      <th>Local Spike Counter (Sum)</th>\n", "      <th>Average Rate (Sum)</th>\n", "      <th>Number of Neurons</th>\n", "      <th>Number of Connections</th>\n", "      <th>Min. Delay</th>\n", "      <th>Max. Delay</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>420.42</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>88.18</td>\n", "      <td>...</td>\n", "      <td>1.20</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "      <td>46560664.0</td>\n", "      <td>825499</td>\n", "      <td>7.48</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>4</td>\n", "      <td>200.84</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>46.03</td>\n", "      <td>46.34</td>\n", "      <td>...</td>\n", "      <td>1.01</td>\n", "      <td>7.87</td>\n", "      <td>142.97</td>\n", "      <td>46903088.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>8</td>\n", "      <td>202.15</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>48.48</td>\n", "      <td>...</td>\n", "      <td>1.20</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "      <td>47699384.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>8</td>\n", "      <td>89.57</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>20.41</td>\n", "      <td>23.21</td>\n", "      <td>...</td>\n", "      <td>3.04</td>\n", "      <td>3.19</td>\n", "      <td>60.31</td>\n", "      <td>46813040.0</td>\n", "      <td>821491</td>\n", "      <td>7.23</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>2</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>164.16</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.20</td>\n", "      <td>40.03</td>\n", "      <td>41.09</td>\n", "      <td>...</td>\n", "      <td>1.58</td>\n", "      <td>6.08</td>\n", "      <td>114.88</td>\n", "      <td>46937216.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>5 rows \u00d7 21 columns</p>\n", "</div>"], "text/plain": ["   id  Nodes  Tasks/Node  Threads/Task  Runtime Program / s  Scale  Plastic  \\\n", "0   5      1           2             4               420.42     10     True   \n", "1   5      1           4             4               200.84     10     True   \n", "2   5      1           2             8               202.15     10     True   \n", "3   5      1           4             8                89.57     10     True   \n", "4   5      2           2             4               164.16     10     True   \n", "\n", "   Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "0                        0.29                     88.12   \n", "1                        0.15                     46.03   \n", "2                        0.28                     47.98   \n", "3                        0.15                     20.41   \n", "4                        0.20                     40.03   \n", "\n", "   Max. Edge Build Time / s  ...  Max. Init. Time / s  Presim. Time / s  \\\n", "0                     88.18  ...                 1.20             17.26   \n", "1                     46.34  ...                 1.01              7.87   \n", "2                     48.48  ...                 1.20              7.95   \n", "3                     23.21  ...                 3.04              3.19   \n", "4                     41.09  ...                 1.58              6.08   \n", "\n", "   Sim. Time / s  Virt. Memory (Sum) / kB  Local Spike Counter (Sum)  \\\n", "0         311.52               46560664.0                     825499   \n", "1         142.97               46903088.0                     802865   \n", "2         142.81               47699384.0                     802865   \n", "3          60.31               46813040.0                     821491   \n", "4         114.88               46937216.0                     802865   \n", "\n", "   Average Rate (Sum)  Number of Neurons  Number of Connections  Min. Delay  \\\n", "0                7.48             112500             1265738500         1.5   \n", "1                7.03             112500             1265738500         1.5   \n", "2                7.03             112500             1265738500         1.5   \n", "3                7.23             112500             1265738500         1.5   \n", "4                7.03             112500             1265738500         1.5   \n", "\n", "   Max. Delay  \n", "0         1.5  \n", "1         1.5  \n", "2         1.5  \n", "3         1.5  \n", "4         1.5  \n", "\n", "[5 rows x 21 columns]"]}, "execution_count": 31, "metadata": {}, "output_type": "execute_result"}], "source": ["df = pd.read_csv(\"nest-data.csv\")\n", "df.head()"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "subslide"}}, "source": ["## Task 3\n", "<a name=\"task3\"></a>\n", "\n", "* Add a column to the Nest data frame called `Virtual Processes` which is the total number of threads across all nodes (i.e. the product of threads per task and tasks per node and nodes)\n", "* Remember to tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 54, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>id</th>\n", "      <th>Nodes</th>\n", "      <th>Tasks/Node</th>\n", "      <th>Threads/Task</th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Scale</th>\n", "      <th>Plastic</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Max. Edge Build Time / s</th>\n", "      <th>...</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "      <th>Virt. Memory (Sum) / kB</th>\n", "      <th>Local Spike Counter (Sum)</th>\n", "      <th>Average Rate (Sum)</th>\n", "      <th>Number of Neurons</th>\n", "      <th>Number of Connections</th>\n", "      <th>Min. Delay</th>\n", "      <th>Max. Delay</th>\n", "      <th>Virtual Processes</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>420.42</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>88.18</td>\n", "      <td>...</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "      <td>46560664.0</td>\n", "      <td>825499</td>\n", "      <td>7.48</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>8</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>4</td>\n", "      <td>200.84</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>46.03</td>\n", "      <td>46.34</td>\n", "      <td>...</td>\n", "      <td>7.87</td>\n", "      <td>142.97</td>\n", "      <td>46903088.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>16</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>2</td>\n", "      <td>8</td>\n", "      <td>202.15</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>48.48</td>\n", "      <td>...</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "      <td>47699384.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>16</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>4</td>\n", "      <td>8</td>\n", "      <td>89.57</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.15</td>\n", "      <td>20.41</td>\n", "      <td>23.21</td>\n", "      <td>...</td>\n", "      <td>3.19</td>\n", "      <td>60.31</td>\n", "      <td>46813040.0</td>\n", "      <td>821491</td>\n", "      <td>7.23</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>32</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>5</td>\n", "      <td>2</td>\n", "      <td>2</td>\n", "      <td>4</td>\n", "      <td>164.16</td>\n", "      <td>10</td>\n", "      <td>True</td>\n", "      <td>0.20</td>\n", "      <td>40.03</td>\n", "      <td>41.09</td>\n", "      <td>...</td>\n", "      <td>6.08</td>\n", "      <td>114.88</td>\n", "      <td>46937216.0</td>\n", "      <td>802865</td>\n", "      <td>7.03</td>\n", "      <td>112500</td>\n", "      <td>1265738500</td>\n", "      <td>1.5</td>\n", "      <td>1.5</td>\n", "      <td>16</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>5 rows \u00d7 22 columns</p>\n", "</div>"], "text/plain": ["   id  Nodes  Tasks/Node  Threads/Task  Runtime Program / s  Scale  Plastic  \\\n", "0   5      1           2             4               420.42     10     True   \n", "1   5      1           4             4               200.84     10     True   \n", "2   5      1           2             8               202.15     10     True   \n", "3   5      1           4             8                89.57     10     True   \n", "4   5      2           2             4               164.16     10     True   \n", "\n", "   Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "0                        0.29                     88.12   \n", "1                        0.15                     46.03   \n", "2                        0.28                     47.98   \n", "3                        0.15                     20.41   \n", "4                        0.20                     40.03   \n", "\n", "   Max. Edge Build Time / s  ...  Presim. Time / s  Sim. Time / s  \\\n", "0                     88.18  ...             17.26         311.52   \n", "1                     46.34  ...              7.87         142.97   \n", "2                     48.48  ...              7.95         142.81   \n", "3                     23.21  ...              3.19          60.31   \n", "4                     41.09  ...              6.08         114.88   \n", "\n", "   Virt. Memory (Sum) / kB  Local Spike Counter (Sum)  Average Rate (Sum)  \\\n", "0               46560664.0                     825499                7.48   \n", "1               46903088.0                     802865                7.03   \n", "2               47699384.0                     802865                7.03   \n", "3               46813040.0                     821491                7.23   \n", "4               46937216.0                     802865                7.03   \n", "\n", "   Number of Neurons  Number of Connections  Min. Delay  Max. Delay  \\\n", "0             112500             1265738500         1.5         1.5   \n", "1             112500             1265738500         1.5         1.5   \n", "2             112500             1265738500         1.5         1.5   \n", "3             112500             1265738500         1.5         1.5   \n", "4             112500             1265738500         1.5         1.5   \n", "\n", "   Virtual Processes  \n", "0                  8  \n", "1                 16  \n", "2                 16  \n", "3                 32  \n", "4                 16  \n", "\n", "[5 rows x 22 columns]"]}, "execution_count": 54, "metadata": {}, "output_type": "execute_result"}], "source": ["df[\"Virtual Processes\"] = df[\"Nodes\"] * df[\"Tasks/Node\"] * df[\"Threads/Task\"]\n", "df.head()"]}, {"cell_type": "code", "execution_count": 55, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"text/plain": ["Index(['id', 'Nodes', 'Tasks/Node', 'Threads/Task', 'Runtime Program / s',\n", "       'Scale', 'Plastic', 'Avg. Neuron Build Time / s',\n", "       'Min. Edge Build Time / s', 'Max. Edge Build Time / s',\n", "       'Min. Init. Time / s', 'Max. Init. Time / s', 'Presim. Time / s',\n", "       'Sim. Time / s', 'Virt. Memory (Sum) / kB', 'Local Spike Counter (Sum)',\n", "       'Average Rate (Sum)', 'Number of Neurons', 'Number of Connections',\n", "       'Min. Delay', 'Max. Delay', 'Virtual Processes'],\n", "      dtype='object')"]}, "execution_count": 55, "metadata": {}, "output_type": "execute_result"}], "source": ["df.columns"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 4\n", "<a name=\"task4\"></a>\n", "\n", "* Sort the data frame by the virtual proccesses\n", "* Plot `\"Presim. Time / s\"` and `\"Sim. Time / s\"` of our data frame `df` as a function of the virtual processes\n", "* Use a dashed, red line for `\"Presim. Time / s\"`, a blue line for `\"Sim. Time / s\"` (see [API description](https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot))\n", "* Don't forget to label your axes and to add a legend\n", "* Submit when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 61, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["df.sort_values([\"Virtual Processes\", \"Nodes\", \"Tasks/Node\", \"Threads/Task\"], inplace=True)"]}, {"cell_type": "code", "execution_count": 62, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots()\n", "ax.plot(df[\"Virtual Processes\"], df[\"Presim. Time / s\"], linestyle=\"dashed\", color=\"red\")\n", "ax.plot(df[\"Virtual Processes\"], df[\"Sim. Time / s\"], \"-b\")\n", "ax.set_xlabel(\"Virtual Process\")\n", "ax.set_ylabel(\"Time / s\")\n", "ax.legend();"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 5\n", "<a name=\"task5\"></a>\n", "\n", "Use the NEST data frame `df` to:\n", "\n", "1. Make the virtual processes the index of the data frame (`.set_index()`)\n", "2. Plot `\"Presim. Program / s\"` and `\"Sim. Time / s`\" individually\n", "3. Plot them onto one common canvas!\n", "4. Make them have the same line colors and styles as before\n", "5. Add a legend, add missing labels\n", "\n", "* Done? Tell me! [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 68, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "subslide"}}, "outputs": [], "source": ["df.set_index(\"Virtual Processes\", inplace=True)"]}, {"cell_type": "code", "execution_count": 69, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x216 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[\"Presim. Time / s\"].plot(figsize=(10, 3));"]}, {"cell_type": "code", "execution_count": 70, "metadata": {"exercise": "solution"}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 720x216 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[\"Sim. Time / s\"].plot(figsize=(10, 3));"]}, {"cell_type": "code", "execution_count": 71, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[\"Presim. Time / s\"].plot();\n", "df[\"Sim. Time / s\"].plot();"]}, {"cell_type": "code", "execution_count": 72, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 432x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot();\n", "ax.set_ylabel(\"Time / s\");"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 6\n", "<a name=\"task6\"></a>\n", "\n", "* To your `df` NEST data frame, add a column with the unaccounted time (`Unaccounted Time / s`), which is the difference of program runtime, average neuron build time, minimal edge build time, minimal initialization time, presimulation time, and simulation time.  \n", "(*I know this is technically not super correct, but it will do for our example.*)\n", "* Plot a stacked bar plot of all these columns (except for program runtime) over the virtual processes\n", "* Remember: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 92, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["cols = [\n", "    'Avg. Neuron Build Time / s', \n", "    'Min. Edge Build Time / s', \n", "    'Min. Init. Time / s', \n", "    'Presim. Time / s', \n", "    'Sim. Time / s'\n", "]\n", "df[\"Unaccounted Time / s\"] = df['Runtime Program / s']\n", "for entry in cols:\n", "    df[\"Unaccounted Time / s\"] = df[\"Unaccounted Time / s\"] - df[entry]"]}, {"cell_type": "code", "execution_count": 93, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "subslide"}}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Runtime Program / s</th>\n", "      <th>Unaccounted Time / s</th>\n", "      <th>Avg. Neuron Build Time / s</th>\n", "      <th>Min. Edge Build Time / s</th>\n", "      <th>Min. Init. Time / s</th>\n", "      <th>Presim. Time / s</th>\n", "      <th>Sim. Time / s</th>\n", "    </tr>\n", "    <tr>\n", "      <th>Virtual Processes</th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>8</th>\n", "      <td>420.42</td>\n", "      <td>2.09</td>\n", "      <td>0.29</td>\n", "      <td>88.12</td>\n", "      <td>1.14</td>\n", "      <td>17.26</td>\n", "      <td>311.52</td>\n", "    </tr>\n", "    <tr>\n", "      <th>16</th>\n", "      <td>202.15</td>\n", "      <td>2.43</td>\n", "      <td>0.28</td>\n", "      <td>47.98</td>\n", "      <td>0.70</td>\n", "      <td>7.95</td>\n", "      <td>142.81</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                   Runtime Program / s  Unaccounted Time / s  \\\n", "Virtual Processes                                              \n", "8                               420.42                  2.09   \n", "16                              202.15                  2.43   \n", "\n", "                   Avg. Neuron Build Time / s  Min. Edge Build Time / s  \\\n", "Virtual Processes                                                         \n", "8                                        0.29                     88.12   \n", "16                                       0.28                     47.98   \n", "\n", "                   Min. Init. Time / s  Presim. Time / s  Sim. Time / s  \n", "Virtual Processes                                                        \n", "8                                 1.14             17.26         311.52  \n", "16                                0.70              7.95         142.81  "]}, "execution_count": 93, "metadata": {}, "output_type": "execute_result"}], "source": ["df[[\"Runtime Program / s\", \"Unaccounted Time / s\", *cols]].head(2)"]}, {"cell_type": "code", "execution_count": 94, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "-"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df[[\"Unaccounted Time / s\", *cols]].plot(kind=\"bar\", stacked=True, figsize=(12, 4));"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 7\n", "<a name=\"task7\"></a>\n", "\n", "* Create a pivot table based on the NEST `df` data frame\n", "* Let the `x` axis show the number of nodes; display the values of the simulation time `\"Sim. Time / s\"` for the tasks per node and threas per task configurations\n", "* Please plot a bar plot\n", "* Done? [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 101, "metadata": {"exercise": "solution", "slideshow": {"slide_type": "fragment"}}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["<Figure size 864x288 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df.pivot_table(\n", "    index=[\"Nodes\"],\n", "    columns=[\"Tasks/Node\", \"Threads/Task\"],\n", "    values=\"Sim. Time / s\",\n", ").plot(kind=\"bar\", figsize=(12, 4));"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "fragment"}}, "source": ["<a name=\"taskb\"></a>\n", "\n", "* Bonus task\n", "    - Use `Sim. Time / s` and `Presim. Time / s` as values to show\n", "    - Show a stack of those two values inside the pivot table"]}, {"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["<span class=\"feedback\">Tell me what you think about this tutorial! <a href=\"mailto:a.herten@fz-juelich.de\">a.herten@fz-juelich.de</a></span>"]}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2"}}, "nbformat": 4, "nbformat_minor": 2}
\ No newline at end of file
diff --git a/Introduction-to-Pandas--tasks.ipynb b/Introduction-to-Pandas--tasks.ipynb
new file mode 100644
index 0000000..4d4f880
--- /dev/null
+++ b/Introduction-to-Pandas--tasks.ipynb
@@ -0,0 +1 @@
+{"cells": [{"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["# *Introduction to* Data Analysis and Plotting with Pandas\n", "## JSC Tutorial\n", "\n", "Andreas Herten, Forschungszentrum J\u00fclich, 26 February 2019"]}, {"cell_type": "markdown", "metadata": {"exercise": "onlytask", "slideshow": {"slide_type": "skip"}}, "source": ["**Version: Tasks**"]}, {"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["## Outline\n", "\n", "* [Task 1](#task1)\n", "* [Task 2](#task2)\n", "* [Task 3](#task3)\n", "* [Task 4](#task4)\n", "* [Task 5](#task5)\n", "* [Task 6](#task6)\n", "* [Task 7](#task7)\n", "* [Bonus Task](#taskb)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 1\n", "<a name=\"task1\"></a>\n", "\n", "* Create data frame with\n", "    - 10 names of dinosaurs, \n", "    - their favourite prime number, \n", "    - and their favourite color\n", "* Play around with the frame\n", "* Tell me on poll when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "nopresentation", "slideshow": {"slide_type": "skip"}}, "source": ["Jupyter Notebook 101:\n", "\n", "* Execute cell: `shift+enter`\n", "* New cell in front of current cell: `a`\n", "* New cell after current cell: `b`"]}, {"cell_type": "code", "execution_count": 21, "metadata": {"exercise": "task", "slideshow": {"slide_type": "fragment"}}, "outputs": [], "source": ["happy_dinos = {\n", "    \"Dinosaur Name\": [],\n", "    \"Favourite Prime\": [],\n", "    \"Favourite Color\": []\n", "}\n", "#df_dinos = "]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 2\n", "<a name=\"task2\"></a>\n", "\n", "* Read in `nest-data.csv` to `DataFrame`; call it `df`\n", "* Get to know it and play a bit with it\n", "* Tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "code", "execution_count": 30, "metadata": {"exercise": "task"}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n"]}], "source": ["!cat nest-data.csv | head -3"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "subslide"}}, "source": ["## Task 3\n", "<a name=\"task3\"></a>\n", "\n", "* Add a column to the Nest data frame called `Virtual Processes` which is the total number of threads across all nodes (i.e. the product of threads per task and tasks per node and nodes)\n", "* Remember to tell me when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 4\n", "<a name=\"task4\"></a>\n", "\n", "* Sort the data frame by the virtual proccesses\n", "* Plot `\"Presim. Time / s\"` and `\"Sim. Time / s\"` of our data frame `df` as a function of the virtual processes\n", "* Use a dashed, red line for `\"Presim. Time / s\"`, a blue line for `\"Sim. Time / s\"` (see [API description](https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot))\n", "* Don't forget to label your axes and to add a legend\n", "* Submit when you're done: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 5\n", "<a name=\"task5\"></a>\n", "\n", "Use the NEST data frame `df` to:\n", "\n", "1. Make the virtual processes the index of the data frame (`.set_index()`)\n", "2. Plot `\"Presim. Program / s\"` and `\"Sim. Time / s`\" individually\n", "3. Plot them onto one common canvas!\n", "4. Make them have the same line colors and styles as before\n", "5. Add a legend, add missing labels\n", "\n", "* Done? Tell me! [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 6\n", "<a name=\"task6\"></a>\n", "\n", "* To your `df` NEST data frame, add a column with the unaccounted time (`Unaccounted Time / s`), which is the difference of program runtime, average neuron build time, minimal edge build time, minimal initialization time, presimulation time, and simulation time.  \n", "(*I know this is technically not super correct, but it will do for our example.*)\n", "* Plot a stacked bar plot of all these columns (except for program runtime) over the virtual processes\n", "* Remember: [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "slide"}}, "source": ["## Task 7\n", "<a name=\"task7\"></a>\n", "\n", "* Create a pivot table based on the NEST `df` data frame\n", "* Let the `x` axis show the number of nodes; display the values of the simulation time `\"Sim. Time / s\"` for the tasks per node and threas per task configurations\n", "* Please plot a bar plot\n", "* Done? [pollev.com/aherten538](https://pollev.com/aherten538)"]}, {"cell_type": "markdown", "metadata": {"exercise": "task", "slideshow": {"slide_type": "fragment"}}, "source": ["<a name=\"taskb\"></a>\n", "\n", "* Bonus task\n", "    - Use `Sim. Time / s` and `Presim. Time / s` as values to show\n", "    - Show a stack of those two values inside the pivot table"]}, {"cell_type": "markdown", "metadata": {"exercise": "task"}, "source": ["<span class=\"feedback\">Tell me what you think about this tutorial! <a href=\"mailto:a.herten@fz-juelich.de\">a.herten@fz-juelich.de</a></span>"]}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2"}}, "nbformat": 4, "nbformat_minor": 2}
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 23c5483..02f33e9 100644
--- a/Makefile
+++ b/Makefile
@@ -1,12 +1,30 @@
-SOURCES = Introduction-to-Pandas.html
+SLIDES = Introduction-to-Pandas--slides.html
+SUBNOTEBOOKS = Introduction-to-Pandas--slides.ipynb Introduction-to-Pandas--tasks.ipynb Introduction-to-Pandas--solution.ipynb
 
-ADDITIONAL_DEPENDENCIES = reveal_options.txt fzj.js custom.css Makefile
+MASTER_NOTEBOOK = Introduction-to-Pandas--master.ipynb
 
-.PHONY: all
-all: $(SOURCES)
+DEP_PRESENTATION = reveal_options.txt fzj.js custom.css Makefile
 
-%.html: %.ipynb $(ADDITIONAL_DEPENDENCIES)
+.PHONY: all presentation subnotebooks presentation-pdf
+all: presentation subnotebooks
+presentation: $(SLIDES)
+presentation-pdf: $(SLIDES:html=pdf)
+subnotebooks: $(SUBNOTEBOOKS)
+
+%.html: %.ipynb $(DEP_PRESENTATION)
 	jupyter nbconvert --to=slides --reveal-prefix=reveal.js --stdout $< \
 	| awk '/reveal.js"/ { print "     " $$1 ","; print "     \"fzj.js\""; next }1' \
 	| sed '/transition/r reveal_options.txt' \
 	> $@
+
+%.pdf: %.html $(DEP_PRESENTATION)
+	decktape reveal $< $@
+
+Introduction-to-Pandas--slides.ipynb: $(MASTER_NOTEBOOK)
+	./notebook-task-filter.py $< --keep task --keep solution --keep onlypresentation --remove onlytask --remove onlysolution --remove nopresentation -o $@
+
+Introduction-to-Pandas--tasks.ipynb: $(MASTER_NOTEBOOK)
+	./notebook-task-filter.py $< --keep task --keep nopresentation --keep onlytask --remove solution --remove all -o $@
+
+Introduction-to-Pandas--solution.ipynb: $(MASTER_NOTEBOOK)
+	./notebook-task-filter.py $< --keep task --keep nopresentation --keep solution --keep onlysolution --remove all -o $@
diff --git a/custom.css b/custom.css
index 502cabc..e1abfac 100644
--- a/custom.css
+++ b/custom.css
@@ -98,3 +98,6 @@ img.fzjlogo {
     max-height: 440px;
 }
 
+.reveal table.dataframe {
+    font-size: 0.7em;
+}
diff --git a/img/fzjlogo.svg b/img/fzjlogo.svg
index 26c65e7..280c842 100644
--- a/img/fzjlogo.svg
+++ b/img/fzjlogo.svg
@@ -1,226 +1 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<!-- Created with Inkscape (http://www.inkscape.org/) -->
-
-<svg
-   xmlns:dc="http://purl.org/dc/elements/1.1/"
-   xmlns:cc="http://creativecommons.org/ns#"
-   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
-   xmlns:svg="http://www.w3.org/2000/svg"
-   xmlns="http://www.w3.org/2000/svg"
-   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
-   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
-   version="1.1"
-   id="svg2"
-   xml:space="preserve"
-   width="487.08078"
-   height="182.79259"
-   viewBox="0 0 487.08078 182.79259"
-   sodipodi:docname="Logo_FZ_Juelich_CMYK_mit_jsc_und_Schutzzone.svg"
-   inkscape:version="0.92.2 5c3e80d, 2017-08-06"><metadata
-     id="metadata8"><rdf:RDF><cc:Work
-         rdf:about=""><dc:format>image/svg+xml</dc:format><dc:type
-           rdf:resource="http://purl.org/dc/dcmitype/StillImage" /><dc:title></dc:title></cc:Work></rdf:RDF></metadata><defs
-     id="defs6"><clipPath
-       clipPathUnits="userSpaceOnUse"
-       id="clipPath18"><path
-         d="M 0,53.89 H 281.28 V 0 H 0 Z"
-         id="path16"
-         inkscape:connector-curvature="0" /></clipPath></defs><sodipodi:namedview
-     pagecolor="#ffffff"
-     bordercolor="#666666"
-     borderopacity="1"
-     objecttolerance="10"
-     gridtolerance="10"
-     guidetolerance="10"
-     inkscape:pageopacity="0"
-     inkscape:pageshadow="2"
-     inkscape:window-width="984"
-     inkscape:window-height="652"
-     id="namedview4"
-     showgrid="false"
-     inkscape:zoom="1.5347294"
-     inkscape:cx="241.53815"
-     inkscape:cy="86.444824"
-     inkscape:window-x="522"
-     inkscape:window-y="294"
-     inkscape:window-maximized="0"
-     inkscape:current-layer="g10"
-     fit-margin-top="0"
-     fit-margin-left="0"
-     fit-margin-right="0"
-     fit-margin-bottom="0" /><g
-     id="g10"
-     inkscape:groupmode="layer"
-     inkscape:label="Logo_FZ_Juelich_CMYK_mit_jsc"
-     transform="matrix(1.3333333,0,0,-1.3333333,55.233566,128.53639)"><g
-       id="g12"><g
-         id="g14"
-         clip-path="url(#clipPath18)"><g
-           id="g20"
-           transform="translate(130.5317,11.1254)"><path
-             d="m 0,0 h -2.234 v 0.114 c 0,0.755 0.476,1.21 1.117,1.21 C -0.476,1.324 0,0.88 0,0.125 Z m -1.117,2.276 c -1.242,0 -2.234,-0.91 -2.234,-2.358 v -0.673 c 0,-1.448 0.992,-2.349 2.244,-2.349 0.765,0 1.666,0.374 2.039,1.376 0.019,0.052 0.05,0.115 0.05,0.166 0,0.104 -0.072,0.176 -0.166,0.176 H 0.145 c -0.145,0 -0.207,-0.103 -0.239,-0.144 -0.279,-0.549 -0.661,-0.632 -1.013,-0.632 -0.641,0 -1.127,0.497 -1.127,1.231 v 0.145 h 3.072 c 0.135,0 0.238,0.114 0.238,0.249 v 0.475 c 0,1.386 -0.972,2.338 -2.193,2.338 m -7.047,8.771 v 19.139 c 0,0.51 -0.42,0.93 -0.93,0.93 h -2.49 c -0.51,0 -0.93,-0.42 -0.93,-0.93 V 11.047 c 0,-0.512 0.42,-0.932 0.93,-0.932 h 2.49 c 0.51,0 0.93,0.42 0.93,0.932 m 3.041,-8.874 h -3.414 c -0.135,0 -0.248,-0.113 -0.248,-0.248 V 1.438 c 0,-0.134 0.113,-0.238 0.248,-0.238 h 2.35 L -8.6,-1.883 C -8.722,-2.027 -8.785,-2.1 -8.785,-2.338 V -2.762 C -8.785,-2.896 -8.672,-3 -8.537,-3 h 3.414 c 0.135,0 0.239,0.104 0.239,0.238 v 0.476 c 0,0.135 -0.104,0.248 -0.239,0.248 h -2.389 l 2.473,3.062 c 0.123,0.146 0.155,0.248 0.155,0.404 v 0.497 c 0,0.135 -0.104,0.248 -0.239,0.248 m -8.186,-1.365 c 0,0.434 0.393,0.568 0.838,0.568 0.703,0 0.879,-0.352 0.983,-0.641 0.041,-0.103 0.072,-0.155 0.185,-0.155 h 0.653 c 0.093,0 0.175,0.062 0.175,0.176 0,0.052 -0.009,0.103 -0.019,0.134 -0.156,0.611 -0.652,1.386 -1.936,1.386 -1.023,0 -1.954,-0.444 -1.954,-1.52 0,-2.101 2.937,-1.232 2.937,-2.308 0,-0.475 -0.362,-0.662 -0.951,-0.662 -0.745,0 -0.973,0.425 -1.055,0.693 -0.031,0.104 -0.072,0.167 -0.188,0.167 h -0.64 c -0.103,0 -0.176,-0.074 -0.186,-0.167 -0.012,-0.051 0,-0.113 0.01,-0.144 0.123,-0.704 0.775,-1.439 2.049,-1.439 1.076,0 2.028,0.404 2.028,1.574 0,2.068 -2.929,1.21 -2.929,2.338 m -11.045,1.468 c -0.724,0 -1.147,-0.299 -1.417,-0.703 v 0.352 c 0,0.135 -0.113,0.248 -0.249,0.248 h -0.63 c -0.135,0 -0.239,-0.113 -0.239,-0.248 v -4.687 c 0,-0.134 0.104,-0.238 0.239,-0.238 h 0.63 c 0.136,0 0.249,0.104 0.249,0.238 v 2.804 c 0,0.827 0.455,1.282 1.097,1.282 0.641,0 1.096,-0.455 1.096,-1.282 v -2.804 c 0,-0.134 0.103,-0.238 0.238,-0.238 h 0.631 c 0.135,0 0.248,0.104 0.248,0.238 v 2.68 c 0,1.406 -0.619,2.358 -1.893,2.358 m 6.45,-6.589 h -0.818 c -0.704,0 -0.952,0.279 -0.952,0.723 0,0.456 0.248,0.745 0.952,0.745 h 0.818 c 0.713,0 0.972,-0.289 0.972,-0.745 0,-0.444 -0.259,-0.723 -0.972,-0.723 m -0.539,5.72 h 0.279 c 0.622,0 0.973,-0.383 0.973,-0.91 -0.01,-0.538 -0.371,-0.9 -0.973,-0.9 h -0.279 c -0.61,0 -0.973,0.362 -0.973,0.9 0,0.527 0.363,0.91 0.973,0.91 m 0.746,-3.403 h -1.336 c -0.351,0 -0.506,0.103 -0.506,0.362 0,0.238 0.166,0.372 0.414,0.372 h 1.004 c 1.158,0 1.965,0.621 1.965,1.759 v 2.121 c 0,0.134 -0.103,0.237 -0.239,0.237 h -0.517 c -0.145,0 -0.248,-0.103 -0.248,-0.237 V 1.945 c -0.311,0.228 -0.694,0.331 -1.055,0.331 h -0.26 c -1.168,0 -1.974,-0.682 -1.974,-1.779 0,-0.549 0.207,-0.952 0.662,-1.263 -0.486,-0.113 -0.703,-0.444 -0.703,-0.847 0,-0.352 0.154,-0.642 0.474,-0.786 -0.455,-0.228 -0.703,-0.642 -0.703,-1.191 0,-0.868 0.641,-1.582 1.821,-1.582 h 1.201 c 1.158,0 1.81,0.703 1.81,1.582 0,0.88 -0.652,1.594 -1.81,1.594 m 40.188,4.169 h -0.632 c -0.134,0 -0.238,-0.113 -0.238,-0.248 v -2.804 c 0,-0.828 -0.413,-1.283 -1.055,-1.283 -0.632,0 -1.015,0.455 -1.015,1.283 v 2.804 c 0,0.135 -0.114,0.248 -0.248,0.248 h -0.631 c -0.135,0 -0.238,-0.113 -0.238,-0.248 v -2.68 c 0,-1.448 0.59,-2.349 1.811,-2.349 0.746,0 1.116,0.291 1.376,0.663 V -2.762 C 21.621,-2.896 21.725,-3 21.859,-3 h 0.632 c 0.134,0 0.247,0.104 0.247,0.238 v 4.687 c 0,0.135 -0.113,0.248 -0.247,0.248 M 5.445,2.276 C 4.721,2.276 4.297,1.977 4.028,1.573 v 0.352 c 0,0.135 -0.114,0.248 -0.249,0.248 H 3.149 C 3.014,2.173 2.91,2.06 2.91,1.925 V -2.762 C 2.91,-2.896 3.014,-3 3.149,-3 h 0.63 c 0.135,0 0.249,0.104 0.249,0.238 v 2.804 c 0,0.827 0.454,1.282 1.096,1.282 0.642,0 1.097,-0.455 1.097,-1.282 V -2.762 C 6.221,-2.896 6.324,-3 6.459,-3 H 7.09 c 0.135,0 0.248,0.104 0.248,0.238 v 2.68 c 0,1.406 -0.621,2.358 -1.893,2.358 m -21.859,8.771 v 2.219 c 0,0.509 -0.42,0.929 -0.93,0.929 h -7.98 v 15.991 c 0,0.51 -0.419,0.93 -0.93,0.93 h -2.489 c -0.511,0 -0.931,-0.42 -0.931,-0.93 V 11.047 c 0,-0.512 0.42,-0.932 0.931,-0.932 h 11.399 c 0.51,0 0.93,0.42 0.93,0.932 M 31.4,31.116 h -2.49 c -0.51,0 -0.93,-0.42 -0.93,-0.93 v -7.5 h -7.11 v 7.5 c 0,0.51 -0.42,0.93 -0.93,0.93 h -2.49 c -0.51,0 -0.929,-0.42 -0.929,-0.93 V 11.047 c 0,-0.512 0.419,-0.932 0.929,-0.932 h 2.49 c 0.51,0 0.93,0.42 0.93,0.932 v 7.559 h 7.11 v -7.559 c 0,-0.512 0.42,-0.932 0.93,-0.932 h 2.49 c 0.51,0 0.93,0.42 0.93,0.932 v 19.139 c 0,0.51 -0.42,0.93 -0.93,0.93 M 30.459,2.276 c -0.713,0 -1.251,-0.299 -1.604,-0.838 -0.33,0.59 -0.888,0.838 -1.519,0.838 -0.705,0 -1.098,-0.32 -1.345,-0.693 v 0.342 c 0,0.135 -0.114,0.248 -0.249,0.248 h -0.631 c -0.134,0 -0.237,-0.113 -0.237,-0.248 V -2.762 C 24.874,-2.896 24.977,-3 25.111,-3 h 0.631 c 0.135,0 0.249,0.104 0.249,0.238 v 2.638 c 0,0.838 0.165,1.448 1.044,1.448 0.807,0 0.983,-0.507 0.983,-1.448 V -2.762 C 28.018,-2.896 28.121,-3 28.256,-3 h 0.64 c 0.125,0 0.239,0.104 0.239,0.238 v 2.638 c 0,0.89 0.207,1.448 1.045,1.448 0.838,0 0.982,-0.558 0.982,-1.448 V -2.762 C 31.162,-2.896 31.266,-3 31.4,-3 h 0.631 c 0.135,0 0.248,0.104 0.248,0.238 v 2.534 c 0,1.491 -0.299,2.504 -1.82,2.504 M 11.84,2.173 H 10.795 V 3.27 c 0,0.134 -0.104,0.248 -0.238,0.248 H 9.947 C 9.813,3.518 9.709,3.404 9.709,3.27 V 2.814 C 9.709,2.287 9.502,2.173 8.996,2.173 8.861,2.173 8.758,2.06 8.758,1.925 V 1.428 C 8.758,1.294 8.861,1.19 8.996,1.19 H 9.699 V -1.345 C 9.699,-2.41 10.061,-3 11.303,-3 h 0.537 c 0.135,0 0.248,0.104 0.248,0.238 v 0.528 c 0,0.134 -0.113,0.238 -0.248,0.238 h -0.352 c -0.621,0 -0.693,0.217 -0.693,0.807 V 1.19 h 1.045 c 0.135,0 0.248,0.104 0.248,0.238 v 0.497 c 0,0.135 -0.113,0.248 -0.248,0.248 m 0.097,15.443 H 8.846 c -0.6,0 -0.72,-0.48 -0.78,-0.93 -0.15,-1.44 -1.23,-2.79 -3.42,-2.79 -2.19,0 -3.959,1.62 -3.959,4.71 v 3.96 c 0,3.09 1.769,4.77 3.959,4.77 2.19,0 3.18,-1.47 3.42,-2.91 0.09,-0.6 0.42,-0.81 0.75,-0.81 h 3.06 c 0.45,0 0.69,0.3 0.661,0.75 -0.241,3.63 -3.091,7.05 -7.891,7.05 -4.8,0 -8.31,-3.54 -8.31,-8.79 v -4.02 c 0,-5.251 3.51,-8.79 8.31,-8.79 4.8,0 7.68,3.539 7.95,7.08 0.03,0.33 -0.239,0.72 -0.659,0.72 M 16.529,2.173 h -0.134 c -0.672,0 -1.117,-0.352 -1.375,-0.776 v 0.528 c 0,0.135 -0.104,0.248 -0.239,0.248 h -0.58 c -0.135,0 -0.238,-0.113 -0.238,-0.248 V -2.762 C 13.963,-2.896 14.066,-3 14.201,-3 h 0.621 c 0.136,0 0.248,0.104 0.248,0.238 v 2.338 c 0,0.973 0.446,1.49 1.315,1.49 h 0.144 c 0.135,0 0.249,0.104 0.249,0.238 v 0.621 c 0,0.135 -0.114,0.248 -0.249,0.248 m -52.074,28.943 h -2.49 c -0.51,0 -0.93,-0.42 -0.93,-0.93 v -11.88 c 0,-3.089 -1.5,-4.41 -3.63,-4.41 -2.13,0 -3.57,1.321 -3.57,4.41 v 11.88 c 0,0.51 -0.419,0.93 -0.93,0.93 h -2.489 c -0.511,0 -0.931,-0.42 -0.931,-0.93 v -11.88 c 0,-5.249 3.181,-8.49 7.92,-8.49 4.741,0 7.98,3.241 7.98,8.49 v 11.88 c 0,0.51 -0.42,0.93 -0.93,0.93 M -62.958,4.242 h -4.035 c -0.134,0 -0.237,-0.114 -0.237,-0.248 v -6.756 c 0,-0.134 0.103,-0.238 0.237,-0.238 h 0.631 c 0.134,0 0.248,0.104 0.248,0.238 v 2.649 h 2.493 c 0.135,0 0.249,0.103 0.249,0.238 v 0.559 c 0,0.133 -0.114,0.248 -0.249,0.248 h -2.493 v 2.265 h 3.156 c 0.134,0 0.249,0.104 0.249,0.239 v 0.558 c 0,0.134 -0.115,0.248 -0.249,0.248 m 4.533,-5.121 c 0,-0.828 -0.466,-1.283 -1.117,-1.283 -0.632,0 -1.108,0.455 -1.108,1.283 v 0.921 c 0,0.827 0.476,1.282 1.108,1.282 0.651,0 1.117,-0.455 1.117,-1.282 z m -1.117,3.155 c -1.242,0 -2.225,-0.91 -2.225,-2.358 v -0.673 c 0,-1.448 0.983,-2.349 2.225,-2.349 1.251,0 2.234,0.901 2.234,2.349 v 0.673 c 0,1.448 -0.983,2.358 -2.234,2.358 m 4.393,27.91 c 0,0.51 -0.42,0.93 -0.93,0.93 h -2.49 c -0.51,0 -0.93,-0.42 -0.93,-0.93 v -13.56 c 0,-1.89 -1.469,-2.73 -2.55,-2.73 -1.08,0 -2.52,0.84 -2.52,2.73 v 0.27 c 0,0.51 -0.42,0.93 -0.93,0.93 h -2.4 c -0.51,0 -0.93,-0.42 -0.93,-0.93 v -0.21 c 0,-4.35 3.361,-6.87 6.78,-6.87 3.48,0 6.9,2.52 6.9,6.87 z M -93.887,14.834 c -4.442,-11.5 -15.062,-15.816 -24.746,-14.154 2.22,-2.301 4.959,-4.17 8.14,-5.399 11.678,-4.513 24.805,1.297 29.317,12.977 3.436,8.893 0.882,18.622 -5.687,24.752 z m 54.622,18.112 c 1.29,0 2.161,0.87 2.161,2.16 0,1.29 -0.871,2.16 -2.161,2.16 -1.29,0 -2.16,-0.87 -2.16,-2.16 0,-1.29 0.87,-2.16 2.16,-2.16 m -68.038,-13.143 7.407,19.169 c -9.201,0.995 -18.292,-3.76 -22.607,-12.207 -0.014,-0.041 -0.018,-0.083 -0.034,-0.124 l -0.319,-0.828 c -2.241,-5.798 1.179,-10.083 4.495,-11.364 3.31,-1.279 8.819,-0.443 11.058,5.354 m 61.739,13.143 c 1.289,0 2.159,0.87 2.159,2.16 0,1.29 -0.87,2.16 -2.159,2.16 -1.291,0 -2.161,-0.87 -2.161,-2.16 0,-1.29 0.87,-2.16 2.161,-2.16 m 1.971,-31.622 c 0.611,0 0.941,-0.372 1.075,-0.91 0.01,-0.072 0.073,-0.155 0.176,-0.155 h 0.716 c 0.091,0 0.154,0.072 0.154,0.166 0,0.041 0,0.083 -0.02,0.134 -0.219,0.952 -0.973,1.717 -2.101,1.717 -1.231,0 -2.204,-0.91 -2.204,-2.358 v -0.673 c 0,-1.448 0.973,-2.349 2.204,-2.349 1.292,0 1.976,0.953 2.101,1.667 0.01,0.051 0.02,0.124 0.02,0.165 0,0.093 -0.073,0.166 -0.176,0.166 h -0.713 c -0.084,0 -0.147,-0.041 -0.166,-0.145 -0.135,-0.61 -0.496,-0.911 -1.066,-0.911 -0.641,0 -1.117,0.455 -1.117,1.283 v 0.921 c 0,0.827 0.476,1.282 1.117,1.282 m 14.302,0.849 h -0.631 c -0.135,0 -0.238,-0.113 -0.238,-0.248 v -2.804 c 0,-0.828 -0.414,-1.283 -1.055,-1.283 -0.631,0 -1.014,0.455 -1.014,1.283 v 2.804 c 0,0.135 -0.113,0.248 -0.247,0.248 h -0.631 c -0.135,0 -0.239,-0.113 -0.239,-0.248 v -2.68 c 0,-1.448 0.591,-2.349 1.811,-2.349 0.744,0 1.118,0.291 1.375,0.663 v -0.321 c 0,-0.134 0.103,-0.238 0.238,-0.238 h 0.631 c 0.135,0 0.249,0.104 0.249,0.238 v 4.687 c 0,0.135 -0.114,0.248 -0.249,0.248 m -7.968,0.103 c -0.735,0 -1.158,-0.299 -1.429,-0.693 v 2.411 c 0,0.134 -0.113,0.248 -0.248,0.248 h -0.63 c -0.135,0 -0.239,-0.114 -0.239,-0.248 v -6.756 c 0,-0.134 0.104,-0.238 0.239,-0.238 h 0.63 c 0.135,0 0.248,0.104 0.248,0.238 v 2.804 c 0,0.827 0.456,1.282 1.098,1.282 0.641,0 1.096,-0.455 1.096,-1.282 v -2.804 c 0,-0.134 0.103,-0.238 0.239,-0.238 h 0.63 c 0.135,0 0.249,0.104 0.249,0.238 v 2.68 c 0,1.406 -0.61,2.358 -1.883,2.358 M -50.227,0.808 c 0,0.434 0.393,0.568 0.838,0.568 0.703,0 0.88,-0.352 0.982,-0.641 0.042,-0.103 0.073,-0.155 0.187,-0.155 h 0.652 c 0.092,0 0.175,0.062 0.175,0.176 0,0.052 -0.01,0.103 -0.021,0.134 -0.154,0.611 -0.651,1.386 -1.934,1.386 -1.024,0 -1.955,-0.444 -1.955,-1.52 0,-2.101 2.938,-1.232 2.938,-2.308 0,-0.475 -0.362,-0.662 -0.952,-0.662 -0.745,0 -0.972,0.425 -1.055,0.693 -0.031,0.104 -0.072,0.167 -0.186,0.167 H -51.2 c -0.103,0 -0.175,-0.074 -0.186,-0.167 -0.01,-0.051 0,-0.113 0.011,-0.144 0.124,-0.704 0.775,-1.439 2.048,-1.439 1.076,0 2.028,0.404 2.028,1.574 0,2.068 -2.928,1.21 -2.928,2.338 m -2.774,1.365 h -0.135 c -0.673,0 -1.117,-0.352 -1.376,-0.776 v 0.528 c 0,0.135 -0.103,0.248 -0.238,0.248 h -0.579 c -0.134,0 -0.238,-0.113 -0.238,-0.248 v -4.687 c 0,-0.134 0.104,-0.238 0.238,-0.238 h 0.621 c 0.134,0 0.248,0.104 0.248,0.238 v 2.338 c 0,0.973 0.445,1.49 1.314,1.49 h 0.145 c 0.134,0 0.248,0.104 0.248,0.238 v 0.621 c 0,0.135 -0.114,0.248 -0.248,0.248"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path22"
-             inkscape:connector-curvature="0" /></g><g
-           id="g24"
-           transform="translate(187.4185,42.2484)"><path
-             d="m 0,0 c 0.11,0 0.198,-0.088 0.198,-0.198 v -5.248 c 0,-1.518 -1.034,-2.365 -2.222,-2.365 -1.134,0 -2.201,0.847 -2.201,2.365 v 0.242 c 0,0.11 0.078,0.187 0.187,0.187 h 0.452 c 0.109,0 0.187,-0.077 0.187,-0.187 v -0.264 c 0,-1.056 0.66,-1.562 1.375,-1.562 0.726,0 1.386,0.506 1.386,1.562 v 5.27 c 0,0.11 0.077,0.198 0.176,0.198 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path26"
-             inkscape:connector-curvature="0" /></g><g
-           id="g28"
-           transform="translate(192.3691,43.6893)"><path
-             d="M 0,0 C 0,0.319 0.209,0.528 0.528,0.528 0.836,0.528 1.056,0.319 1.056,0 1.056,-0.319 0.836,-0.528 0.528,-0.528 0.209,-0.528 0,-0.319 0,0 m -1.915,0 c 0,0.319 0.209,0.528 0.529,0.528 0.308,0 0.528,-0.209 0.528,-0.528 0,-0.319 -0.22,-0.528 -0.528,-0.528 -0.32,0 -0.529,0.209 -0.529,0.528 m 3.994,-1.441 c 0.11,0 0.187,-0.088 0.187,-0.198 v -4.643 c 0,-1.826 -1.111,-2.97 -2.706,-2.97 -1.584,0 -2.706,1.144 -2.706,2.97 v 4.643 c 0,0.11 0.077,0.198 0.175,0.198 h 0.463 c 0.11,0 0.197,-0.088 0.197,-0.198 v -4.643 c 0,-1.408 0.782,-2.189 1.871,-2.189 1.089,0 1.87,0.781 1.87,2.189 v 4.643 c 0,0.11 0.077,0.198 0.187,0.198 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path30"
-             inkscape:connector-curvature="0" /></g><g
-           id="g32"
-           transform="translate(201.2241,34.7235)"><path
-             d="M 0,0 C 0,-0.11 -0.088,-0.176 -0.187,-0.176 H -4.653 C -4.752,-0.176 -4.83,-0.11 -4.83,0 v 7.327 c 0,0.11 0.078,0.198 0.177,0.198 h 0.462 c 0.109,0 0.198,-0.088 0.198,-0.198 V 0.605 h 3.806 C -0.088,0.605 0,0.517 0,0.407 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path34"
-             inkscape:connector-curvature="0" /></g><g
-           id="g36"
-           transform="translate(202.6318,34.5472)"><path
-             d="m 0,0 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.11 0.077,0.198 0.176,0.198 h 0.462 c 0.11,0 0.198,-0.088 0.198,-0.198 V 0.176 C 0.66,0.066 0.572,0 0.462,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path38"
-             inkscape:connector-curvature="0" /></g><g
-           id="g40"
-           transform="translate(210.3652,37.1327)"><path
-             d="m 0,0 c 0.066,0 0.132,-0.055 0.121,-0.132 -0.077,-1.364 -1.155,-2.563 -2.75,-2.563 -1.596,0 -2.839,1.177 -2.839,2.992 v 1.925 c 0,1.838 1.221,3.004 2.828,3.004 1.595,0 2.596,-1.122 2.761,-2.454 C 0.132,2.64 0.066,2.596 -0.033,2.596 h -0.561 c -0.066,0 -0.121,0.044 -0.143,0.176 -0.143,0.892 -0.814,1.662 -1.903,1.662 -1.1,0 -1.981,-0.814 -1.981,-2.223 V 0.297 c 0,-1.397 0.892,-2.212 1.992,-2.212 1.078,0 1.782,0.727 1.903,1.772 C -0.704,-0.055 -0.66,0 -0.583,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path42"
-             inkscape:connector-curvature="0" /></g><g
-           id="g44"
-           transform="translate(216.7891,34.5472)"><path
-             d="M 0,0 C -0.099,0 -0.176,0.066 -0.176,0.176 V 3.554 H -3.905 V 0.176 C -3.905,0.066 -3.994,0 -4.104,0 h -0.461 c -0.1,0 -0.177,0.066 -0.177,0.176 v 7.327 c 0,0.11 0.077,0.198 0.177,0.198 h 0.461 c 0.11,0 0.199,-0.088 0.199,-0.198 V 4.334 h 3.729 v 3.169 c 0,0.11 0.077,0.198 0.176,0.198 h 0.462 c 0.11,0 0.198,-0.088 0.198,-0.198 V 0.176 C 0.66,0.066 0.572,0 0.462,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path46"
-             inkscape:connector-curvature="0" /></g><g
-           id="g48"
-           transform="translate(188.1782,26.9691)"><path
-             d="m 0,0 c -0.11,0 -0.165,0.055 -0.187,0.165 -0.044,0.671 -0.363,1.266 -1.639,1.266 -1.001,0 -1.705,-0.264 -1.705,-1.277 0,-2.222 4.367,-0.847 4.367,-3.751 0,-1.573 -1.353,-2.134 -2.651,-2.134 -2.08,0 -2.795,1.44 -2.795,2.354 0,0.11 0.077,0.187 0.188,0.187 h 0.472 c 0.111,0 0.177,-0.088 0.187,-0.176 0.012,-0.484 0.342,-1.617 1.959,-1.617 1.034,0 1.815,0.374 1.815,1.386 0,2.046 -4.379,0.726 -4.379,3.751 0,1.419 1.056,2.035 2.542,2.035 1.969,0 2.475,-1.199 2.475,-2.013 C 0.649,0.077 0.561,0 0.462,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path50"
-             inkscape:connector-curvature="0" /></g><g
-           id="g52"
-           transform="translate(195.625,29.0487)"><path
-             d="m 0,0 c 0.11,0 0.187,-0.088 0.187,-0.198 v -4.643 c 0,-1.826 -1.111,-2.97 -2.706,-2.97 -1.585,0 -2.707,1.144 -2.707,2.97 v 4.643 c 0,0.11 0.078,0.198 0.176,0.198 h 0.463 c 0.109,0 0.197,-0.088 0.197,-0.198 v -4.643 c 0,-1.408 0.782,-2.189 1.871,-2.189 1.089,0 1.87,0.781 1.87,2.189 v 4.643 c 0,0.11 0.077,0.198 0.187,0.198 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path54"
-             inkscape:connector-curvature="0" /></g><g
-           id="g56"
-           transform="translate(198.4077,25.0218)"><path
-             d="m 0,0 h 1.936 c 0.825,0 1.573,0.462 1.573,1.541 v 0.23 c 0,1.09 -0.748,1.464 -1.573,1.464 H 0 Z M 0,-0.781 V -3.499 C 0,-3.608 -0.088,-3.674 -0.198,-3.674 H -0.66 c -0.099,0 -0.176,0.066 -0.176,0.175 v 7.328 c 0,0.11 0.077,0.198 0.176,0.198 h 2.629 c 1.419,0 2.376,-0.781 2.376,-2.244 V 1.562 c 0,-1.463 -0.957,-2.343 -2.376,-2.343 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path58"
-             inkscape:connector-curvature="0" /></g><g
-           id="g60"
-           transform="translate(208.8911,28.4437)"><path
-             d="m 0,0 c 0,-0.11 -0.088,-0.187 -0.198,-0.187 h -3.719 v -2.629 h 2.982 c 0.11,0 0.187,-0.078 0.187,-0.187 v -0.408 c 0,-0.11 -0.077,-0.187 -0.187,-0.187 h -2.982 v -2.717 h 3.719 C -0.088,-6.315 0,-6.403 0,-6.502 V -6.92 c 0,-0.11 -0.088,-0.176 -0.198,-0.176 h -4.379 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.11 0.077,0.198 0.176,0.198 h 4.379 C -0.088,0.605 0,0.517 0,0.407 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path62"
-             inkscape:connector-curvature="0" /></g><g
-           id="g64"
-           transform="translate(211.1567,25.2421)"><path
-             d="m 0,0 h 1.936 c 0.825,0 1.573,0.451 1.573,1.408 v 0.176 c 0,1.089 -0.748,1.431 -1.573,1.431 L 0,3.015 Z m 0,-3.719 c 0,-0.11 -0.088,-0.176 -0.198,-0.176 H -0.66 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.111 0.077,0.199 0.176,0.199 h 2.629 c 1.419,0 2.376,-0.748 2.376,-2.212 V 1.43 c 0,-0.979 -0.517,-1.782 -1.65,-2.079 L 4.279,-3.62 c 0.033,-0.066 0.055,-0.109 0.055,-0.153 0,-0.078 -0.055,-0.122 -0.132,-0.122 H 3.597 c -0.11,0 -0.165,0.066 -0.209,0.144 l -1.54,2.97 H 0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path66"
-             inkscape:connector-curvature="0" /></g><g
-           id="g68"
-           transform="translate(222.2227,23.933)"><path
-             d="m 0,0 c 0.066,0 0.132,-0.055 0.121,-0.132 -0.077,-1.364 -1.155,-2.563 -2.75,-2.563 -1.596,0 -2.839,1.177 -2.839,2.992 v 1.925 c 0,1.838 1.221,3.004 2.828,3.004 1.595,0 2.596,-1.122 2.761,-2.454 C 0.132,2.64 0.066,2.596 -0.033,2.596 h -0.561 c -0.066,0 -0.121,0.044 -0.143,0.176 -0.143,0.892 -0.814,1.662 -1.903,1.662 -1.1,0 -1.981,-0.814 -1.981,-2.223 V 0.297 c 0,-1.397 0.892,-2.212 1.992,-2.212 1.078,0 1.782,0.727 1.903,1.772 C -0.704,-0.055 -0.66,0 -0.583,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path70"
-             inkscape:connector-curvature="0" /></g><g
-           id="g72"
-           transform="translate(224.4878,24.2298)"><path
-             d="m 0,0 c 0,-1.397 0.891,-2.211 1.991,-2.211 1.079,0 1.981,0.814 1.981,2.211 V 1.903 C 3.972,3.312 3.07,4.137 1.98,4.137 0.88,4.137 0,3.312 0,1.903 Z m -0.847,1.915 c 0,1.836 1.221,3.014 2.827,3.014 1.596,0 2.828,-1.178 2.828,-3.014 V 0 c 0,-1.815 -1.222,-2.992 -2.817,-2.992 -1.595,0 -2.838,1.177 -2.838,2.992 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path74"
-             inkscape:connector-curvature="0" /></g><g
-           id="g76"
-           transform="translate(231.0879,21.3475)"><path
-             d="m 0,0 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.11 0.077,0.198 0.176,0.198 h 0.88 c 0.099,0 0.143,-0.055 0.176,-0.11 L 3.487,1.133 5.941,7.58 C 5.974,7.657 6.018,7.701 6.095,7.701 H 6.953 C 7.052,7.701 7.14,7.613 7.14,7.503 V 0.176 C 7.14,0.066 7.052,0 6.953,0 H 6.502 C 6.392,0 6.326,0.066 6.326,0.176 V 6.524 L 3.873,0.121 C 3.839,0.044 3.784,0 3.696,0 H 3.267 C 3.157,0 3.125,0.044 3.091,0.121 L 0.627,6.524 V 0.176 C 0.627,0.066 0.55,0 0.44,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path78"
-             inkscape:connector-curvature="0" /></g><g
-           id="g80"
-           transform="translate(240.9331,25.0218)"><path
-             d="m 0,0 h 1.936 c 0.825,0 1.573,0.462 1.573,1.541 v 0.23 c 0,1.09 -0.748,1.464 -1.573,1.464 H 0 Z M 0,-0.781 V -3.499 C 0,-3.608 -0.088,-3.674 -0.198,-3.674 H -0.66 c -0.099,0 -0.176,0.066 -0.176,0.175 v 7.328 c 0,0.11 0.077,0.198 0.176,0.198 h 2.629 c 1.419,0 2.376,-0.781 2.376,-2.244 V 1.562 c 0,-1.463 -0.957,-2.343 -2.376,-2.343 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path82"
-             inkscape:connector-curvature="0" /></g><g
-           id="g84"
-           transform="translate(251.7793,29.0487)"><path
-             d="m 0,0 c 0.11,0 0.187,-0.088 0.187,-0.198 v -4.643 c 0,-1.826 -1.111,-2.97 -2.707,-2.97 -1.584,0 -2.706,1.144 -2.706,2.97 v 4.643 c 0,0.11 0.078,0.198 0.176,0.198 h 0.462 c 0.11,0 0.198,-0.088 0.198,-0.198 v -4.643 c 0,-1.408 0.782,-2.189 1.87,-2.189 1.089,0 1.871,0.781 1.871,2.189 v 4.643 c 0,0.11 0.077,0.198 0.187,0.198 z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path86"
-             inkscape:connector-curvature="0" /></g><g
-           id="g88"
-           transform="translate(253.0107,28.8504)"><path
-             d="M 0,0 C 0,0.11 0.076,0.198 0.187,0.198 H 5.644 C 5.753,0.198 5.842,0.11 5.842,0 v -0.407 c 0,-0.11 -0.089,-0.187 -0.198,-0.187 H 3.333 v -6.733 c 0,-0.11 -0.077,-0.176 -0.187,-0.176 H 2.684 c -0.11,0 -0.176,0.066 -0.176,0.176 v 6.733 H 0.187 C 0.076,-0.594 0,-0.517 0,-0.407 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path90"
-             inkscape:connector-curvature="0" /></g><g
-           id="g92"
-           transform="translate(260.1826,21.3475)"><path
-             d="m 0,0 c -0.1,0 -0.177,0.066 -0.177,0.176 v 7.327 c 0,0.11 0.077,0.198 0.177,0.198 H 0.462 C 0.571,7.701 0.66,7.613 0.66,7.503 V 0.176 C 0.66,0.066 0.571,0 0.462,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path94"
-             inkscape:connector-curvature="0" /></g><g
-           id="g96"
-           transform="translate(263.3389,21.3475)"><path
-             d="m 0,0 h -0.45 c -0.1,0 -0.177,0.066 -0.177,0.176 v 7.327 c 0,0.11 0.077,0.198 0.177,0.198 H 0.1 c 0.121,0 0.175,-0.088 0.219,-0.154 L 4.093,1.573 v 5.93 c 0,0.11 0.066,0.198 0.177,0.198 h 0.45 c 0.11,0 0.187,-0.088 0.187,-0.198 V 0.176 C 4.907,0.066 4.83,0 4.72,0 H 4.346 C 4.27,0 4.17,0 4.049,0.209 L 0.187,6.304 V 0.176 C 0.187,0.066 0.11,0 0,0"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path98"
-             inkscape:connector-curvature="0" /></g><g
-           id="g100"
-           transform="translate(272.7666,24.494)"><path
-             d="m 0,0 c -0.11,0 -0.187,0.066 -0.187,0.176 v 0.396 c 0,0.11 0.077,0.187 0.187,0.187 h 2.509 c 0.109,0 0.186,-0.077 0.186,-0.187 v -3.543 c 0,-0.11 -0.077,-0.175 -0.186,-0.175 H 2.112 c -0.11,0 -0.175,0.065 -0.175,0.175 V -2.2 c -0.375,-0.65 -1.156,-1.056 -2.025,-1.056 -1.782,0 -2.816,1.364 -2.816,2.992 V 1.65 c 0,1.837 1.232,3.015 2.838,3.015 1.595,0 2.519,-1.079 2.751,-2.332 0.01,-0.1 0.01,-0.133 0.01,-0.177 0,-0.077 -0.044,-0.121 -0.109,-0.121 H 1.991 c -0.077,0 -0.121,0.055 -0.142,0.176 -0.1,0.792 -0.748,1.662 -1.915,1.662 -1.1,0 -1.992,-0.826 -1.992,-2.234 v -1.903 c 0,-1.397 0.892,-2.212 2.003,-2.212 1.365,0 1.937,1.145 1.937,1.904 V 0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path102"
-             inkscape:connector-curvature="0" /></g><g
-           id="g104"
-           transform="translate(189.1792,10.7328)"><path
-             d="m 0,0 c 0.066,0 0.132,-0.055 0.121,-0.132 -0.077,-1.364 -1.155,-2.563 -2.75,-2.563 -1.596,0 -2.839,1.177 -2.839,2.992 v 1.925 c 0,1.838 1.221,3.004 2.828,3.004 1.595,0 2.596,-1.122 2.761,-2.454 C 0.132,2.64 0.066,2.596 -0.033,2.596 h -0.561 c -0.066,0 -0.121,0.044 -0.143,0.176 -0.143,0.892 -0.814,1.662 -1.903,1.662 -1.1,0 -1.981,-0.814 -1.981,-2.223 V 0.297 c 0,-1.397 0.892,-2.212 1.992,-2.212 1.078,0 1.782,0.727 1.903,1.772 C -0.704,-0.055 -0.66,0 -0.583,0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path106"
-             inkscape:connector-curvature="0" /></g><g
-           id="g108"
-           transform="translate(195.6143,15.2435)"><path
-             d="m 0,0 c 0,-0.11 -0.088,-0.187 -0.198,-0.187 h -3.719 v -2.629 h 2.981 c 0.111,0 0.188,-0.078 0.188,-0.187 v -0.408 c 0,-0.11 -0.077,-0.187 -0.188,-0.187 h -2.981 v -2.717 h 3.719 C -0.088,-6.315 0,-6.403 0,-6.502 V -6.92 c 0,-0.11 -0.088,-0.176 -0.198,-0.176 h -4.379 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.11 0.077,0.198 0.176,0.198 h 4.379 C -0.088,0.605 0,0.517 0,0.407 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path110"
-             inkscape:connector-curvature="0" /></g><g
-           id="g112"
-           transform="translate(197.6704,8.1473)"><path
-             d="M 0,0 H -0.451 C -0.55,0 -0.627,0.066 -0.627,0.176 v 7.327 c 0,0.11 0.077,0.198 0.176,0.198 h 0.55 c 0.121,0 0.176,-0.088 0.22,-0.154 L 4.093,1.573 v 5.93 c 0,0.11 0.066,0.198 0.176,0.198 H 4.72 c 0.11,0 0.187,-0.088 0.187,-0.198 V 0.176 C 4.907,0.066 4.83,0 4.72,0 H 4.346 C 4.269,0 4.17,0 4.049,0.209 L 0.187,6.304 V 0.176 C 0.187,0.066 0.11,0 0,0"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path114"
-             inkscape:connector-curvature="0" /></g><g
-           id="g116"
-           transform="translate(203.7427,15.6503)"><path
-             d="M 0,0 C 0,0.11 0.077,0.198 0.187,0.198 H 5.644 C 5.753,0.198 5.842,0.11 5.842,0 v -0.407 c 0,-0.11 -0.089,-0.187 -0.198,-0.187 H 3.333 v -6.733 c 0,-0.11 -0.077,-0.176 -0.187,-0.176 H 2.684 c -0.11,0 -0.176,0.066 -0.176,0.176 v 6.733 H 0.187 C 0.077,-0.594 0,-0.517 0,-0.407 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path118"
-             inkscape:connector-curvature="0" /></g><g
-           id="g120"
-           transform="translate(211.5747,12.0419)"><path
-             d="m 0,0 h 1.936 c 0.825,0 1.573,0.451 1.573,1.408 v 0.176 c 0,1.089 -0.748,1.431 -1.573,1.431 L 0,3.015 Z m 0,-3.719 c 0,-0.11 -0.088,-0.176 -0.198,-0.176 H -0.66 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.111 0.077,0.199 0.176,0.199 h 2.629 c 1.419,0 2.376,-0.748 2.376,-2.212 V 1.43 c 0,-0.979 -0.517,-1.782 -1.65,-2.079 L 4.279,-3.62 c 0.033,-0.066 0.055,-0.109 0.055,-0.153 0,-0.078 -0.055,-0.122 -0.132,-0.122 H 3.597 c -0.11,0 -0.165,0.066 -0.209,0.144 l -1.54,2.97 H 0 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path122"
-             inkscape:connector-curvature="0" /></g><g
-           id="g124"
-           transform="translate(222.1899,15.2435)"><path
-             d="m 0,0 c 0,-0.11 -0.088,-0.187 -0.198,-0.187 h -3.719 v -2.629 h 2.982 c 0.11,0 0.187,-0.078 0.187,-0.187 v -0.408 c 0,-0.11 -0.077,-0.187 -0.187,-0.187 h -2.982 v -2.717 h 3.719 C -0.088,-6.315 0,-6.403 0,-6.502 V -6.92 c 0,-0.11 -0.088,-0.176 -0.198,-0.176 h -4.379 c -0.099,0 -0.176,0.066 -0.176,0.176 v 7.327 c 0,0.11 0.077,0.198 0.176,0.198 h 4.379 C -0.088,0.605 0,0.517 0,0.407 Z"
-             style="fill:#07375e;fill-opacity:1;fill-rule:nonzero;stroke:none"
-             id="path126"
-             inkscape:connector-curvature="0" /></g><g
-           id="g128"
-           transform="translate(173.0127,50.2235)"><path
-             d="M 0,0 -0.003,-45.357"
-             style="fill:none;stroke:#07375e;stroke-width:0.80000001;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:10;stroke-dasharray:none;stroke-opacity:1"
-             id="path130"
-             inkscape:connector-curvature="0" /></g></g></g></g></svg>
\ No newline at end of file
+<svg xmlns="http://www.w3.org/2000/svg" width="487.081" height="182.793" viewBox="0 0 487.08078 182.79259"><defs><clipPath id="a"><path d="M0 53.89h281.28V0H0z"/></clipPath></defs><g clip-path="url(#a)" transform="matrix(1.33333 0 0 -1.33333 55.234 128.536)"><path d="M130.532 11.125h-2.234v.114c0 .755.476 1.21 1.117 1.21.64 0 1.117-.444 1.117-1.199zm-1.117 2.276c-1.242 0-2.234-.91-2.234-2.358v-.673c0-1.448.992-2.349 2.244-2.349.765 0 1.666.374 2.039 1.376.019.052.05.115.05.166 0 .104-.072.176-.166.176h-.671c-.145 0-.207-.103-.24-.144-.278-.549-.66-.632-1.012-.632-.641 0-1.127.497-1.127 1.231v.145h3.072c.135 0 .238.114.238.25v.474c0 1.386-.972 2.338-2.193 2.338m-7.047 8.771v19.14c0 .51-.42.93-.93.93h-2.49c-.51 0-.93-.42-.93-.93v-19.14c0-.512.42-.932.93-.932h2.49c.51 0 .93.42.93.932m3.04-8.874h-3.413a.25.25 0 0 1-.248-.248v-.487c0-.134.113-.238.248-.238h2.35l-2.413-3.083c-.122-.144-.185-.217-.185-.455v-.424c0-.134.113-.238.248-.238h3.414c.135 0 .239.104.239.238v.476a.243.243 0 0 1-.24.248h-2.388l2.473 3.062a.548.548 0 0 1 .155.404v.497a.243.243 0 0 1-.24.248m-8.185-1.365c0 .434.393.568.838.568.703 0 .879-.352.983-.64.04-.104.072-.156.185-.156h.653c.093 0 .175.062.175.176a.472.472 0 0 1-.02.134c-.155.611-.651 1.386-1.935 1.386-1.023 0-1.954-.444-1.954-1.52 0-2.1 2.937-1.232 2.937-2.308 0-.475-.362-.662-.951-.662-.745 0-.973.425-1.055.693-.031.104-.072.167-.188.167h-.64a.183.183 0 0 1-.186-.167.3.3 0 0 1 .01-.144c.123-.704.775-1.439 2.049-1.439 1.076 0 2.028.404 2.028 1.574 0 2.068-2.93 1.21-2.93 2.338m-11.044 1.468c-.724 0-1.147-.299-1.417-.703v.352a.25.25 0 0 1-.25.248h-.63a.243.243 0 0 1-.238-.248V8.363c0-.134.104-.238.239-.238h.63c.136 0 .249.104.249.238v2.804c0 .827.455 1.282 1.097 1.282.64 0 1.096-.455 1.096-1.282V8.363c0-.134.103-.238.238-.238h.63c.136 0 .249.104.249.238v2.68c0 1.406-.62 2.358-1.893 2.358m6.45-6.589h-.818c-.704 0-.952.28-.952.723 0 .456.248.745.952.745h.818c.713 0 .972-.289.972-.745 0-.444-.26-.723-.972-.723m-.54 5.72h.28c.622 0 .973-.383.973-.91-.01-.538-.371-.9-.973-.9h-.28c-.61 0-.972.362-.972.9 0 .527.363.91.973.91m.746-3.403h-1.336c-.351 0-.506.103-.506.362 0 .238.166.372.414.372h1.004c1.158 0 1.965.621 1.965 1.76v2.12a.234.234 0 0 1-.24.237h-.516c-.145 0-.248-.103-.248-.237v-.673a1.796 1.796 0 0 1-1.055.331h-.26c-1.168 0-1.974-.682-1.974-1.779 0-.549.207-.952.662-1.263-.486-.113-.703-.444-.703-.847 0-.352.154-.642.474-.786-.455-.228-.703-.642-.703-1.19 0-.869.64-1.583 1.82-1.583h1.202c1.158 0 1.81.703 1.81 1.582 0 .88-.652 1.594-1.81 1.594m40.188 4.17h-.632a.243.243 0 0 1-.238-.249v-2.804c0-.828-.413-1.283-1.055-1.283-.632 0-1.015.455-1.015 1.283v2.804a.251.251 0 0 1-.248.248h-.631a.242.242 0 0 1-.238-.248v-2.68c0-1.448.59-2.349 1.81-2.349.747 0 1.117.291 1.377.663v-.32c0-.135.104-.239.238-.239h.632c.134 0 .247.104.247.238v4.687a.25.25 0 0 1-.247.248m-17.046.103c-.724 0-1.148-.299-1.417-.703v.352a.251.251 0 0 1-.25.248h-.63a.243.243 0 0 1-.238-.248V8.363c0-.134.104-.238.239-.238h.63c.135 0 .249.104.249.238v2.804c0 .827.454 1.282 1.096 1.282.642 0 1.097-.455 1.097-1.282V8.363c0-.134.103-.238.238-.238h.63c.136 0 .249.104.249.238v2.68c0 1.406-.621 2.358-1.893 2.358m-21.86 8.771v2.22c0 .508-.42.928-.93.928h-7.98v15.991c0 .51-.418.93-.93.93h-2.488a.935.935 0 0 1-.931-.93V22.172c0-.512.42-.932.93-.932h11.4c.51 0 .93.42.93.932m47.814 20.07h-2.49c-.51 0-.93-.42-.93-.93v-7.5h-7.11v7.5c0 .51-.42.93-.93.93h-2.49a.934.934 0 0 1-.93-.93v-19.14c0-.512.42-.932.93-.932h2.49c.51 0 .93.42.93.932v7.56h7.11v-7.56c0-.512.42-.932.93-.932h2.49c.51 0 .93.42.93.932v19.14c0 .51-.42.93-.93.93m-.941-28.84c-.713 0-1.251-.3-1.604-.839-.33.59-.888.838-1.52.838-.704 0-1.097-.32-1.344-.693v.342a.251.251 0 0 1-.25.248h-.63a.242.242 0 0 1-.237-.248V8.363c0-.134.103-.238.237-.238h.63c.136 0 .25.104.25.238v2.638c0 .838.165 1.448 1.044 1.448.807 0 .983-.507.983-1.448V8.363c0-.134.103-.238.238-.238h.64c.125 0 .239.104.239.238v2.638c0 .89.207 1.448 1.045 1.448s.982-.558.982-1.448V8.363c0-.134.104-.238.238-.238h.63c.136 0 .249.104.249.238v2.534c0 1.491-.3 2.504-1.82 2.504m-18.62-.103h-1.044v1.097a.243.243 0 0 1-.238.248h-.61a.243.243 0 0 1-.238-.248v-.456c0-.527-.207-.64-.713-.64a.242.242 0 0 1-.238-.249v-.497c0-.134.103-.238.238-.238h.703V9.78c0-1.065.362-1.655 1.604-1.655h.537c.135 0 .248.104.248.238v.528a.243.243 0 0 1-.248.238h-.352c-.621 0-.693.217-.693.807v2.38h1.045c.135 0 .248.103.248.237v.497a.25.25 0 0 1-.248.248m.097 15.443h-3.091c-.6 0-.72-.48-.78-.93-.15-1.44-1.23-2.79-3.42-2.79s-3.96 1.62-3.96 4.71v3.96c0 3.09 1.77 4.77 3.96 4.77s3.18-1.47 3.42-2.91c.09-.6.42-.81.75-.81h3.06c.45 0 .69.3.66.75-.24 3.63-3.09 7.05-7.89 7.05s-8.31-3.54-8.31-8.79v-4.02c0-5.25 3.51-8.79 8.31-8.79 4.8 0 7.68 3.54 7.95 7.08.03.33-.24.72-.66.72m4.593-15.443h-.134c-.672 0-1.117-.352-1.375-.776v.528a.243.243 0 0 1-.24.248h-.58a.242.242 0 0 1-.237-.248V8.363c0-.134.103-.238.238-.238h.62c.137 0 .249.104.249.238v2.338c0 .973.446 1.49 1.315 1.49h.144c.135 0 .249.104.249.238v.621a.251.251 0 0 1-.25.248M94.988 42.241h-2.49c-.51 0-.93-.42-.93-.93v-11.88c0-3.089-1.5-4.41-3.63-4.41s-3.57 1.321-3.57 4.41v11.88c0 .51-.42.93-.93.93h-2.49a.935.935 0 0 1-.93-.93v-11.88c0-5.249 3.18-8.49 7.92-8.49s7.98 3.241 7.98 8.49v11.88c0 .51-.42.93-.93.93M67.574 15.367h-4.035a.243.243 0 0 1-.237-.248V8.363c0-.134.103-.238.237-.238h.63c.135 0 .249.104.249.238v2.65h2.493c.135 0 .249.102.249.237v.56a.253.253 0 0 1-.25.247h-2.492v2.265h3.156c.134 0 .249.104.249.24v.557a.253.253 0 0 1-.25.248m4.534-5.12c0-.829-.466-1.284-1.117-1.284-.632 0-1.108.455-1.108 1.283v.921c0 .827.476 1.282 1.108 1.282.65 0 1.117-.455 1.117-1.282zM70.99 13.4c-1.242 0-2.225-.91-2.225-2.358v-.673c0-1.448.983-2.349 2.225-2.349 1.25 0 2.234.901 2.234 2.35v.672c0 1.448-.983 2.358-2.234 2.358m4.393 27.91c0 .51-.42.93-.93.93h-2.49c-.51 0-.93-.42-.93-.93v-13.56c0-1.89-1.47-2.73-2.55-2.73-1.08 0-2.52.84-2.52 2.73v.27c0 .51-.42.93-.93.93h-2.4c-.51 0-.93-.42-.93-.93v-.21c0-4.35 3.36-6.87 6.78-6.87 3.48 0 6.9 2.52 6.9 6.87zM36.645 25.96c-4.442-11.5-15.062-15.816-24.746-14.154a22.587 22.587 0 0 1 8.14-5.399c11.678-4.513 24.805 1.297 29.317 12.977 3.436 8.893.882 18.622-5.687 24.752zm54.622 18.112c1.29 0 2.16.87 2.16 2.16s-.87 2.16-2.16 2.16-2.16-.87-2.16-2.16.87-2.16 2.16-2.16M23.229 30.928l7.407 19.17c-9.201.994-18.292-3.76-22.607-12.208-.014-.04-.018-.083-.034-.124l-.32-.828c-2.24-5.798 1.18-10.083 4.496-11.364 3.31-1.279 8.819-.443 11.058 5.354m61.739 13.143c1.289 0 2.159.87 2.159 2.16s-.87 2.16-2.16 2.16-2.16-.87-2.16-2.16.87-2.16 2.16-2.16M86.94 12.45c.61 0 .94-.372 1.075-.91a.18.18 0 0 1 .176-.155h.716c.09 0 .154.072.154.166 0 .041 0 .083-.02.134-.22.952-.973 1.717-2.101 1.717-1.231 0-2.204-.91-2.204-2.358v-.673c0-1.448.973-2.349 2.204-2.349 1.292 0 1.976.953 2.1 1.667.01.051.02.124.02.165 0 .093-.072.166-.175.166h-.713c-.084 0-.147-.04-.166-.145-.135-.61-.496-.91-1.066-.91-.641 0-1.117.454-1.117 1.282v.921c0 .827.476 1.282 1.117 1.282m14.302.85h-.631a.242.242 0 0 1-.238-.249v-2.804c0-.828-.414-1.283-1.055-1.283-.631 0-1.014.455-1.014 1.283v2.804a.25.25 0 0 1-.247.248h-.631a.243.243 0 0 1-.24-.248v-2.68c0-1.448.592-2.349 1.812-2.349.744 0 1.118.291 1.375.663v-.32c0-.135.103-.239.238-.239h.63c.136 0 .25.104.25.238v4.687a.251.251 0 0 1-.25.248m-7.967.103c-.735 0-1.158-.299-1.43-.693v2.411a.251.251 0 0 1-.247.248h-.63a.244.244 0 0 1-.24-.248V8.363c0-.134.105-.238.24-.238h.63c.135 0 .248.104.248.238v2.804c0 .827.456 1.282 1.098 1.282.64 0 1.096-.455 1.096-1.282V8.363c0-.134.103-.238.239-.238h.63c.135 0 .249.104.249.238v2.68c0 1.406-.61 2.358-1.883 2.358m-12.968-1.468c0 .434.393.568.838.568.703 0 .88-.352.982-.64.042-.104.073-.156.187-.156h.652c.092 0 .175.062.175.176 0 .052-.01.103-.021.134-.154.611-.651 1.386-1.934 1.386-1.024 0-1.955-.444-1.955-1.52 0-2.1 2.938-1.232 2.938-2.308 0-.475-.362-.662-.952-.662-.745 0-.972.425-1.055.693-.031.104-.072.167-.186.167h-.642a.184.184 0 0 1-.186-.167.311.311 0 0 1 .01-.144c.125-.704.776-1.439 2.049-1.439 1.076 0 2.028.404 2.028 1.574 0 2.068-2.928 1.21-2.928 2.338m-2.774 1.365h-.135c-.673 0-1.117-.352-1.376-.776v.528a.242.242 0 0 1-.238.248h-.58a.243.243 0 0 1-.237-.248V8.363c0-.134.104-.238.238-.238h.62c.135 0 .249.104.249.238v2.338c0 .973.445 1.49 1.314 1.49h.145c.134 0 .248.104.248.238v.621a.251.251 0 0 1-.248.248M187.418 42.248c.11 0 .198-.088.198-.198v-5.248c0-1.518-1.034-2.365-2.222-2.365-1.134 0-2.2.847-2.2 2.365v.242c0 .11.078.187.187.187h.452a.18.18 0 0 0 .187-.187v-.264c0-1.056.66-1.562 1.375-1.562.726 0 1.386.506 1.386 1.562v5.27c0 .11.077.198.176.198zM192.37 43.69c0 .318.208.527.527.527a.502.502 0 0 0 .528-.528.502.502 0 0 0-.528-.528c-.319 0-.528.21-.528.528m-1.915 0c0 .32.21.528.53.528a.502.502 0 0 0 .527-.528.502.502 0 0 0-.528-.528c-.32 0-.529.21-.529.528m3.994-1.44c.11 0 .187-.089.187-.199v-4.643c0-1.826-1.11-2.97-2.706-2.97-1.584 0-2.706 1.144-2.706 2.97v4.643c0 .11.077.198.175.198h.463c.11 0 .197-.088.197-.198v-4.643c0-1.408.782-2.189 1.871-2.189 1.09 0 1.87.781 1.87 2.19v4.642c0 .11.077.198.187.198zM201.224 34.724c0-.11-.088-.176-.187-.176h-4.466c-.099 0-.177.065-.177.175v7.328c0 .11.078.197.177.197h.462a.198.198 0 0 0 .198-.197v-6.723h3.806c.1 0 .187-.088.187-.198zM202.632 34.547c-.1 0-.176.066-.176.176v7.327c0 .11.077.198.176.198h.462c.11 0 .198-.088.198-.198v-7.327c0-.11-.088-.176-.198-.176zM210.365 37.133c.066 0 .132-.055.121-.132-.077-1.364-1.155-2.563-2.75-2.563-1.596 0-2.839 1.177-2.839 2.992v1.925c0 1.838 1.221 3.004 2.828 3.004 1.595 0 2.596-1.122 2.761-2.454.011-.132-.055-.176-.154-.176h-.56c-.067 0-.122.044-.144.176-.143.892-.814 1.662-1.903 1.662-1.1 0-1.98-.814-1.98-2.223V37.43c0-1.397.891-2.212 1.991-2.212 1.078 0 1.782.727 1.903 1.772.022.088.066.143.143.143zM216.79 34.547c-.1 0-.177.066-.177.176v3.378h-3.729v-3.378c0-.11-.089-.176-.199-.176h-.46c-.1 0-.178.066-.178.176v7.327c0 .11.077.198.177.198h.461c.11 0 .2-.088.2-.198v-3.169h3.728v3.17c0 .11.077.197.176.197h.462c.11 0 .198-.088.198-.198v-7.327c0-.11-.088-.176-.198-.176zM188.178 26.97c-.11 0-.165.054-.187.164-.044.671-.363 1.266-1.639 1.266-1 0-1.705-.264-1.705-1.277 0-2.222 4.367-.847 4.367-3.75 0-1.574-1.353-2.135-2.65-2.135-2.08 0-2.796 1.44-2.796 2.354 0 .11.077.187.188.187h.472c.111 0 .177-.088.187-.176.012-.484.342-1.617 1.96-1.617 1.033 0 1.814.374 1.814 1.386 0 2.046-4.379.726-4.379 3.751 0 1.42 1.056 2.035 2.542 2.035 1.97 0 2.475-1.199 2.475-2.013 0-.099-.088-.176-.187-.176zM195.625 29.049c.11 0 .187-.088.187-.198v-4.643c0-1.826-1.111-2.97-2.706-2.97-1.585 0-2.707 1.144-2.707 2.97v4.643c0 .11.078.198.176.198h.463a.197.197 0 0 0 .197-.198v-4.643c0-1.408.782-2.19 1.871-2.19s1.87.782 1.87 2.19v4.643c0 .11.077.198.187.198zM198.408 25.022h1.936c.825 0 1.573.462 1.573 1.54v.23c0 1.09-.748 1.465-1.573 1.465h-1.936zm0-.781v-2.718c0-.11-.088-.175-.198-.175h-.462c-.1 0-.176.066-.176.175v7.328c0 .11.077.198.176.198h2.629c1.419 0 2.376-.781 2.376-2.244v-.221c0-1.463-.957-2.343-2.376-2.343zM208.891 28.444c0-.11-.088-.187-.198-.187h-3.719v-2.63h2.982a.18.18 0 0 0 .187-.186v-.408a.179.179 0 0 0-.187-.187h-2.982v-2.717h3.72c.11 0 .197-.088.197-.187v-.418c0-.11-.088-.176-.198-.176h-4.379c-.099 0-.176.066-.176.176v7.327c0 .11.077.198.176.198h4.38c.11 0 .197-.088.197-.198zM211.157 25.242h1.936c.825 0 1.573.451 1.573 1.408v.176c0 1.09-.748 1.431-1.573 1.431h-1.936zm0-3.719c0-.11-.088-.176-.198-.176h-.462c-.1 0-.176.066-.176.176v7.327c0 .111.077.2.176.2h2.629c1.419 0 2.376-.749 2.376-2.213v-.165c0-.979-.517-1.782-1.65-2.079l1.584-2.97c.033-.067.055-.11.055-.154 0-.078-.055-.122-.132-.122h-.605c-.11 0-.165.066-.21.144l-1.54 2.97h-1.847zM222.223 23.933c.066 0 .132-.055.12-.132-.076-1.364-1.154-2.563-2.75-2.563-1.595 0-2.838 1.177-2.838 2.992v1.925c0 1.838 1.22 3.004 2.828 3.004 1.595 0 2.596-1.122 2.76-2.454.012-.132-.054-.176-.153-.176h-.561c-.066 0-.121.044-.143.176-.143.892-.814 1.662-1.903 1.662-1.1 0-1.981-.814-1.981-2.223V24.23c0-1.397.892-2.212 1.992-2.212 1.078 0 1.782.727 1.903 1.772.022.088.066.143.143.143zM224.488 24.23c0-1.397.89-2.211 1.99-2.211 1.08 0 1.982.814 1.982 2.21v1.904c0 1.409-.902 2.234-1.992 2.234-1.1 0-1.98-.825-1.98-2.234zm-.847 1.915c0 1.836 1.22 3.014 2.827 3.014 1.596 0 2.828-1.178 2.828-3.014V24.23c0-1.815-1.222-2.992-2.817-2.992-1.595 0-2.838 1.177-2.838 2.992zM231.088 21.348c-.1 0-.176.066-.176.176v7.326c0 .11.077.198.176.198h.88c.099 0 .143-.055.176-.11l2.43-6.458 2.455 6.447c.033.077.077.121.154.121h.858c.099 0 .187-.088.187-.198v-7.327c0-.11-.088-.176-.187-.176h-.451c-.11 0-.176.066-.176.176v6.348l-2.453-6.403c-.034-.077-.09-.12-.177-.12h-.43c-.11 0-.141.043-.175.12l-2.464 6.403v-6.348c0-.11-.077-.176-.187-.176zM240.933 25.022h1.936c.825 0 1.573.462 1.573 1.54v.23c0 1.09-.748 1.465-1.573 1.465h-1.936zm0-.781v-2.718c0-.11-.088-.175-.198-.175h-.462c-.099 0-.176.066-.176.175v7.328c0 .11.077.198.176.198h2.63c1.418 0 2.375-.781 2.375-2.244v-.221c0-1.463-.957-2.343-2.376-2.343zM251.78 29.049c.11 0 .186-.088.186-.198v-4.643c0-1.826-1.11-2.97-2.707-2.97-1.584 0-2.706 1.144-2.706 2.97v4.643c0 .11.078.198.176.198h.462c.11 0 .198-.088.198-.198v-4.643c0-1.408.782-2.19 1.87-2.19 1.09 0 1.871.782 1.871 2.19v4.643c0 .11.077.198.187.198zM253.01 28.85c0 .11.077.198.188.198h5.457a.198.198 0 0 0 .198-.198v-.407c0-.11-.09-.187-.198-.187h-2.311v-6.733c0-.11-.077-.176-.187-.176h-.462c-.11 0-.176.066-.176.176v6.733h-2.321a.178.178 0 0 0-.187.187zM260.183 21.348c-.1 0-.177.066-.177.176v7.326c0 .11.077.198.177.198h.462a.198.198 0 0 0 .198-.198v-7.327c0-.11-.09-.176-.198-.176zM263.339 21.348h-.45c-.1 0-.177.066-.177.176v7.326c0 .11.077.198.177.198h.55c.12 0 .175-.088.219-.154l3.774-5.974v5.93c0 .11.066.198.177.198h.45c.11 0 .187-.088.187-.198v-7.327c0-.11-.077-.176-.187-.176h-.374c-.076 0-.176 0-.297.21l-3.862 6.094v-6.128c0-.11-.077-.176-.187-.176M272.767 24.494c-.11 0-.187.066-.187.176v.396c0 .11.077.187.187.187h2.509a.179.179 0 0 0 .186-.187v-3.543c0-.11-.077-.175-.186-.175h-.397c-.11 0-.175.065-.175.175v.771c-.375-.65-1.156-1.056-2.025-1.056-1.782 0-2.816 1.364-2.816 2.992v1.914c0 1.837 1.232 3.015 2.838 3.015 1.595 0 2.519-1.079 2.75-2.332.01-.1.01-.133.01-.177 0-.077-.043-.121-.108-.121h-.595c-.077 0-.121.055-.142.176-.1.792-.748 1.662-1.915 1.662-1.1 0-1.992-.826-1.992-2.234V24.23c0-1.397.892-2.212 2.003-2.212 1.365 0 1.937 1.145 1.937 1.904v.572zM189.18 10.733c.065 0 .131-.055.12-.132-.077-1.364-1.155-2.563-2.75-2.563-1.596 0-2.839 1.177-2.839 2.992v1.925c0 1.838 1.221 3.004 2.828 3.004 1.595 0 2.596-1.122 2.761-2.454.011-.132-.055-.176-.154-.176h-.56c-.067 0-.122.044-.144.176-.143.892-.814 1.662-1.903 1.662-1.1 0-1.98-.814-1.98-2.223V11.03c0-1.397.891-2.212 1.991-2.212 1.078 0 1.782.727 1.903 1.772.022.088.066.143.143.143zM195.614 15.243c0-.11-.088-.187-.198-.187h-3.719v-2.628h2.981a.18.18 0 0 0 .188-.188v-.407a.18.18 0 0 0-.188-.187h-2.98V8.929h3.718c.11 0 .198-.088.198-.187v-.418c0-.11-.088-.176-.198-.176h-4.379c-.099 0-.176.066-.176.176v7.327c0 .11.077.198.176.198h4.38c.11 0 .197-.088.197-.198zM197.67 8.147h-.45c-.1 0-.177.066-.177.176v7.327c0 .11.077.198.176.198h.55c.121 0 .176-.088.22-.154l3.774-5.974v5.93c0 .11.066.198.176.198h.451c.11 0 .187-.088.187-.198V8.323c0-.11-.077-.176-.187-.176h-.374c-.077 0-.176 0-.297.21l-3.862 6.094V8.323c0-.11-.077-.176-.187-.176M203.743 15.65c0 .11.077.198.187.198h5.457a.198.198 0 0 0 .198-.198v-.407c0-.11-.09-.187-.198-.187h-2.311V8.323c0-.11-.077-.176-.187-.176h-.462c-.11 0-.176.066-.176.176v6.733h-2.321a.179.179 0 0 0-.187.187zM211.575 12.042h1.936c.825 0 1.573.45 1.573 1.408v.176c0 1.089-.748 1.43-1.573 1.43h-1.936zm0-3.72c0-.11-.088-.175-.198-.175h-.462c-.1 0-.176.066-.176.176v7.327c0 .11.077.199.176.199h2.629c1.419 0 2.376-.748 2.376-2.212v-.165c0-.98-.517-1.782-1.65-2.08l1.584-2.97c.033-.066.055-.11.055-.153 0-.078-.055-.122-.132-.122h-.605c-.11 0-.165.066-.21.144l-1.54 2.97h-1.847zM222.19 15.243c0-.11-.088-.187-.198-.187h-3.72v-2.628h2.983a.18.18 0 0 0 .187-.188v-.407a.179.179 0 0 0-.187-.187h-2.982V8.929h3.719c.11 0 .198-.088.198-.187v-.418c0-.11-.088-.176-.198-.176h-4.38c-.098 0-.175.066-.175.176v7.327c0 .11.077.198.176.198h4.379c.11 0 .198-.088.198-.198z" fill="#07375e"/><path d="M173.013 50.224l-.003-45.357" fill="none" stroke="#07375e" stroke-width=".8" stroke-miterlimit="10"/></g></svg>
\ No newline at end of file
diff --git a/lost.json b/lost.json
new file mode 100644
index 0000000..ac5e105
--- /dev/null
+++ b/lost.json
@@ -0,0 +1,26 @@
+{
+    "Character": [
+        "Sawyer",
+        "Kate",
+        "Locke",
+        "Jack",
+        "Hurley",
+        "Walt"
+    ],
+    "Actor": [
+        "Josh Holloway",
+        "Evangeline Lilly",
+        "Terry O'Quinn",
+        "Matthew Fox",
+        "Jorge Garcia",
+        "Malcolm David Kelley"
+    ],
+    "Main Cast": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        false
+    ]
+}
\ No newline at end of file
diff --git a/nest-data.csv b/nest-data.csv
new file mode 100644
index 0000000..b8a52f1
--- /dev/null
+++ b/nest-data.csv
@@ -0,0 +1,37 @@
+id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay
+5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5
+5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5
+5,1,2,8,202.15,10,true,0.28,47.98,48.48,0.70,1.20,7.95,142.81,47699384.00,802865,7.03,112500,1265738500,1.5,1.5
+5,1,4,8,89.57,10,true,0.15,20.41,23.21,0.23,3.04,3.19,60.31,46813040.00,821491,7.23,112500,1265738500,1.5,1.5
+5,2,2,4,164.16,10,true,0.20,40.03,41.09,0.52,1.58,6.08,114.88,46937216.00,802865,7.03,112500,1265738500,1.5,1.5
+5,2,4,4,77.68,10,true,0.13,20.93,21.22,0.16,0.46,3.12,52.05,47362064.00,821491,7.23,112500,1265738500,1.5,1.5
+5,2,2,8,79.60,10,true,0.20,21.63,21.91,0.19,0.47,2.98,53.12,46847168.00,821491,7.23,112500,1265738500,1.5,1.5
+5,2,4,8,37.20,10,true,0.13,10.08,11.60,0.10,1.63,1.24,23.29,47065232.00,818198,7.33,112500,1265738500,1.5,1.5
+5,3,2,4,96.51,10,true,0.15,26.54,27.41,0.36,1.22,3.33,64.28,52256880.00,813743,7.27,112500,1265738500,1.5,1.5
+5,3,4,4,46.33,10,true,0.11,13.40,13.73,0.07,0.40,1.34,29.07,52833096.00,831325,7.25,112500,1265738500,1.5,1.5
+5,3,2,8,46.77,10,true,0.15,14.39,14.76,0.09,0.45,1.50,29.45,50929848.00,831325,7.25,112500,1265738500,1.5,1.5
+5,3,4,8,23.46,10,true,0.12,6.62,7.45,0.12,0.94,0.89,14.04,59542536.00,813536,7.19,112500,1265738500,1.5,1.5
+5,4,2,4,66.58,10,true,0.13,18.86,19.65,0.16,0.95,2.35,43.38,47361344.00,821491,7.23,112500,1265738500,1.5,1.5
+5,4,4,4,32.49,10,true,0.09,9.98,10.31,0.09,0.41,1.12,20.12,48081056.00,818198,7.33,112500,1265738500,1.5,1.5
+5,4,2,8,34.09,10,true,0.14,10.60,10.83,0.11,0.33,1.25,20.96,47074752.00,818198,7.33,112500,1265738500,1.5,1.5
+5,4,4,8,18.37,10,true,0.09,4.92,5.76,0.05,0.89,0.58,11.00,56322464.00,837147,7.43,112500,1265738500,1.5,1.5
+5,5,2,4,51.09,10,true,0.11,15.31,15.83,0.16,0.68,1.49,32.63,59202360.00,823858,7.30,112500,1265738500,1.5,1.5
+5,5,4,4,26.21,10,true,0.29,8.18,8.52,0.05,0.39,0.82,15.45,60131432.00,814799,7.25,112500,1265738500,1.5,1.5
+5,5,2,8,27.11,10,true,0.12,8.36,8.70,0.06,0.40,0.85,16.04,58864640.00,814799,7.25,112500,1265738500,1.5,1.5
+5,5,4,8,14.74,10,true,0.10,4.03,4.49,0.05,0.52,0.56,8.63,70404520.00,810334,7.21,112500,1265738500,1.5,1.5
+5,6,2,4,41.03,10,true,0.11,12.55,12.84,0.07,0.35,1.28,25.90,52832064.00,831325,7.25,112500,1265738500,1.5,1.5
+5,6,4,4,20.64,10,true,0.10,6.57,6.78,0.05,0.26,0.62,12.25,61064112.00,813536,7.19,112500,1265738500,1.5,1.5
+5,6,2,8,22.01,10,true,0.10,7.00,7.26,0.06,0.33,0.69,13.15,59541504.00,813536,7.19,112500,1265738500,1.5,1.5
+5,6,4,8,12.64,10,true,0.11,3.27,3.75,0.04,0.53,0.42,7.69,62121264.00,808779,7.21,112500,1265738500,1.5,1.5
+6,1,2,12,141.70,10,true,0.30,32.93,33.26,0.62,0.95,5.41,100.16,50148824.00,813743,7.27,112500,1265738500,1.5,1.5
+6,1,4,12,55.46,10,true,0.15,16.77,17.56,0.11,0.91,1.68,34.60,50270128.00,831325,7.25,112500,1265738500,1.5,1.5
+6,2,2,12,57.59,10,true,0.21,17.16,17.48,0.10,0.42,1.70,35.64,50306216.00,831325,7.25,112500,1265738500,1.5,1.5
+6,2,4,12,25.38,10,true,0.14,7.94,8.58,0.08,0.72,1.23,14.43,59999408.00,813536,7.19,112500,1265738500,1.5,1.5
+6,3,2,12,34.22,10,true,0.16,10.65,11.02,0.12,0.49,1.00,20.47,52566552.00,830270,7.45,112500,1265738500,1.5,1.5
+6,3,4,12,16.65,10,true,0.14,5.26,5.46,0.05,0.26,0.50,9.10,62541000.00,802595,7.11,112500,1265738500,1.5,1.5
+6,4,2,12,23.69,10,true,0.14,7.88,8.06,0.07,0.24,0.68,13.70,59993696.00,813536,7.19,112500,1265738500,1.5,1.5
+6,4,4,12,12.13,10,true,0.11,3.71,3.83,0.05,0.17,0.42,6.96,60713696.00,808779,7.22,112500,1265738500,1.5,1.5
+6,5,2,12,19.97,10,true,0.12,5.94,6.15,0.06,0.27,0.58,11.26,52935840.00,815299,7.14,112500,1265738500,1.5,1.5
+6,5,4,12,10.26,10,true,0.10,2.99,3.05,0.04,0.10,0.33,5.69,62999240.00,812757,7.20,112500,1265738500,1.5,1.5
+6,6,2,12,16.67,10,true,0.13,5.13,5.30,0.05,0.21,0.50,9.86,62542480.00,802595,7.11,112500,1265738500,1.5,1.5
+6,6,4,12,8.30,10,true,0.09,2.47,2.51,0.04,0.08,0.27,4.78,65537712.00,822967,7.26,112500,1265738500,1.5,1.5
diff --git a/notebook-task-filter.py b/notebook-task-filter.py
new file mode 100755
index 0000000..80f30a6
--- /dev/null
+++ b/notebook-task-filter.py
@@ -0,0 +1,57 @@
+#!/usr/bin/env python3
+# Andreas Herten, 25 February 2019
+import json
+import copy
+import os
+import sys
+import argparse
+
+
+def parse(inputfile, keep, remove, basekey):
+    """
+    Take inputfile, parse the JSON, clone two versions, delete the dictionary items which are from the wrong path (i.e. no exercise: task in the solution Notebook) and safe with respective suffixes.
+    """
+    notebook = json.load(inputfile)
+
+    if isinstance(keep, str): keep = [keep]
+    if isinstance(remove, str): remove = [remove]
+
+    notebook_new = copy.deepcopy(notebook)
+    notebook_new["cells"] = []
+
+    for cell in notebook["cells"]:
+        keepcell = True
+        for key in remove:
+            cell_tags = None
+            if basekey in cell["metadata"]:
+                cell_tags = cell["metadata"][basekey]
+                if isinstance(cell_tags, str): cell_tags = [cell_tags]
+            if cell_tags == None:
+                if key == "all":
+                    keepcell = False
+            if cell_tags != None:
+                if key in cell_tags or key == "all":
+                    for tag in cell_tags:
+                        if tag not in keep:
+                            keepcell = False
+        if keepcell == True:
+            notebook_new["cells"].append(cell)
+
+    return notebook_new
+
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser(description='Split up Jupyter Notebook by cell metadata.\nSpecify tags to keep with `--keep`, specify tags to remove with `--remove`; multiple instances are ok. Special `--remove` tag: all (which removes all cells except those specified with `--keep`).\nAll tags will be read from BASEKEY, which usually is `exercise`, if you do not specify it differently.')
+    parser.add_argument('infile', type=argparse.FileType('r'), help="Input file to parse")
+    parser.add_argument('--output', "-o", type=str, help="Output file to parse")
+    parser.add_argument('--keep',   "-k", action="append", help="Keep these tags.")
+    parser.add_argument('--remove', "-r", action="append", help="Remove these tags. Special: all (remove all except for keep).")
+    parser.add_argument('--basekey', type=str, help="Basekey to use for discriminating the tags.", default="exercise")
+    args = parser.parse_args()
+    notebook = parse(inputfile=args.infile, keep=args.keep, remove=args.remove, basekey=args.basekey)
+
+    if args.output:
+        with open(args.output, "w") as f:
+            json.dump(notebook, f)
+    else:
+        print(notebook)
-- 
GitLab